Delete enrich.py
The enrich from PCAP script is where the focus is.
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enrich.py
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enrich.py
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#!/usr/bin/env python3
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import sqlite3
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import csv
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import argparse
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from datetime import datetime
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import dateutil.parser
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def parse_args():
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parser = argparse.ArgumentParser()
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parser.add_argument("--csv", required=True, help="Input speedtest CSV")
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parser.add_argument("--kismet", required=True, help="Path to .kismet log file")
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parser.add_argument("--output", required=True, help="Output enriched CSV")
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return parser.parse_args()
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def convert_timestamp_to_epoch(ts_string):
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try:
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dt = dateutil.parser.isoparse(ts_string)
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return int(dt.timestamp())
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# return int(datetime.strptime(ts_string.split(".")[0], "%Y-%m-%dT%H:%M:%S").timestamp())
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except Exception as e:
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print(f"[!] Invalid timestamp format: {ts_string}")
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return None
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def get_rf_metrics(cursor, bssid, channel, start_time, end_time):
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cursor.execute("""
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SELECT COUNT(*) FROM devices
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WHERE type = 'Wi-Fi Client'
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AND last_time BETWEEN ? AND ?
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AND LOWER(json_extract(device, '$.kismet.device.base.bssid')) = ?
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""", (start_time, end_time, bssid.lower()))
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clients_on_ap = cursor.fetchone()[0]
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cursor.execute("""
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SELECT COUNT(*) FROM devices
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WHERE type = 'Wi-Fi Client'
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AND last_time BETWEEN ? AND ?
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AND (
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json_extract(device, '$.kismet.device.base.channel') = ? OR
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json_type(json_extract(device, '$.kismet.device.base.freq_khz_map')) = 'object'
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)
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AND json_extract(device, '$.kismet.device.base.packets.total') > 0
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""", (start_time, end_time, channel))
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clients_on_channel = cursor.fetchone()[0]
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cursor.execute("""
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SELECT COUNT(*) FROM devices
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WHERE type = 'Wi-Fi AP'
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AND last_time BETWEEN ? AND ?
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AND (
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json_extract(device, '$.kismet.device.base.channel') = ? OR
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json_type(json_extract(device, '$.kismet.device.base.freq_khz_map')) = 'object'
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)
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AND strongest_signal < 0
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""", (start_time, end_time, channel))
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aps_on_channel = cursor.fetchone()[0]
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cursor.execute("""
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SELECT strongest_signal FROM devices
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WHERE type = 'Wi-Fi AP'
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AND last_time BETWEEN ? AND ?
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AND (
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json_extract(device, '$.kismet.device.base.channel') = ? OR
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json_type(json_extract(device, '$.kismet.device.base.freq_khz_map')) = 'object'
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)
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AND strongest_signal < 0
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""", (start_time, end_time, channel))
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signals = cursor.fetchall()
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avg_signal = sum([s[0] for s in signals]) / len(signals) if signals else None
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strongest_signal = max([s[0] for s in signals]) if signals else None
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cursor.execute("""
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SELECT COUNT(*) FROM devices
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WHERE type = 'Wi-Fi Client'
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AND last_time BETWEEN ? AND ?
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AND json_extract(device, '$.kismet.device.base.channel') IS NULL
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AND json_type(json_extract(device, '$.kismet.device.base.freq_khz_map')) != 'object'
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AND json_extract(device, '$.kismet.device.base.packets.total') = 0
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""", (start_time, end_time))
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unlinked_devices = cursor.fetchone()[0]
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congestion_score = round(clients_on_channel / aps_on_channel, 2) if aps_on_channel else None
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return clients_on_ap, clients_on_channel, aps_on_channel, congestion_score, avg_signal, strongest_signal, unlinked_devices
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def main():
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args = parse_args()
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conn = sqlite3.connect(args.kismet)
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cursor = conn.cursor()
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print(f"[DEBUG] Connected to Kismet database: {args.kismet}")
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with open(args.csv, newline='') as infile, open(args.output, 'w', newline='', encoding='utf-8') as outfile:
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reader = csv.DictReader(infile)
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fieldnames = reader.fieldnames + [
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"ClientsOnAP", "ClientsOnChannel", "APsOnChannel", "CongestionScore",
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"AvgAPSignal", "StrongestAPSignal", "UnlinkedDevices"
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]
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writer = csv.DictWriter(outfile, fieldnames=fieldnames)
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writer.writeheader()
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for row in reader:
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tstart = convert_timestamp_to_epoch(row["StartTimestamp"])
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tend = convert_timestamp_to_epoch(row["EndTimestamp"])
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try:
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bssid = row["BSSID"].strip().lower()
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channel = int(row["Channel"])
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except Exception as e:
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print(f"[!] Failed to extract BSSID/Channel: {e}")
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writer.writerow(row)
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continue
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if tstart is None or tend is None:
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writer.writerow(row)
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continue
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clients_ap, clients_chan, aps_chan, congestion, avg_signal, strongest_signal, unlinked_devices = get_rf_metrics(cursor, bssid, channel, tstart, tend)
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row["ClientsOnAP"] = clients_ap
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row["ClientsOnChannel"] = clients_chan
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row["APsOnChannel"] = aps_chan
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row["CongestionScore"] = congestion
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row["AvgAPSignal"] = avg_signal
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row["StrongestAPSignal"] = strongest_signal
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row["UnlinkedDevices"] = unlinked_devices
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writer.writerow(row)
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conn.close()
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print(f"[+] Enrichment complete: {args.output}")
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if __name__ == "__main__":
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main()
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