diff --git a/enrich.py b/enrich.py
deleted file mode 100755
index 0f2ff39..0000000
--- a/enrich.py
+++ /dev/null
@@ -1,132 +0,0 @@
-#!/usr/bin/env python3
-import sqlite3
-import csv
-import argparse
-from datetime import datetime
-import dateutil.parser
-
-def parse_args():
-    parser = argparse.ArgumentParser()
-    parser.add_argument("--csv", required=True, help="Input speedtest CSV")
-    parser.add_argument("--kismet", required=True, help="Path to .kismet log file")
-    parser.add_argument("--output", required=True, help="Output enriched CSV")
-    return parser.parse_args()
-
-def convert_timestamp_to_epoch(ts_string):
-    try:
-        dt = dateutil.parser.isoparse(ts_string)
-        return int(dt.timestamp())
-        # return int(datetime.strptime(ts_string.split(".")[0], "%Y-%m-%dT%H:%M:%S").timestamp())
-    except Exception as e:
-        print(f"[!] Invalid timestamp format: {ts_string}")
-        return None
-
-def get_rf_metrics(cursor, bssid, channel, start_time, end_time):
-    cursor.execute("""
-        SELECT COUNT(*) FROM devices
-        WHERE type = 'Wi-Fi Client'
-        AND last_time BETWEEN ? AND ?
-        AND LOWER(json_extract(device, '$.kismet.device.base.bssid')) = ?
-    """, (start_time, end_time, bssid.lower()))
-    clients_on_ap = cursor.fetchone()[0]
-
-    cursor.execute("""
-        SELECT COUNT(*) FROM devices
-        WHERE type = 'Wi-Fi Client'
-        AND last_time BETWEEN ? AND ?
-        AND (
-            json_extract(device, '$.kismet.device.base.channel') = ? OR
-            json_type(json_extract(device, '$.kismet.device.base.freq_khz_map')) = 'object'
-        )
-        AND json_extract(device, '$.kismet.device.base.packets.total') > 0
-    """, (start_time, end_time, channel))
-    clients_on_channel = cursor.fetchone()[0]
-
-    cursor.execute("""
-        SELECT COUNT(*) FROM devices
-        WHERE type = 'Wi-Fi AP'
-            AND last_time BETWEEN ? AND ?
-            AND (
-                json_extract(device, '$.kismet.device.base.channel') = ? OR
-                json_type(json_extract(device, '$.kismet.device.base.freq_khz_map')) = 'object'
-            )
-            AND strongest_signal < 0
-    """, (start_time, end_time, channel))
-    aps_on_channel = cursor.fetchone()[0]
-
-    cursor.execute("""
-        SELECT strongest_signal FROM devices
-        WHERE type = 'Wi-Fi AP'
-            AND last_time BETWEEN ? AND ?
-            AND (
-                json_extract(device, '$.kismet.device.base.channel') = ? OR
-                json_type(json_extract(device, '$.kismet.device.base.freq_khz_map')) = 'object'
-            )
-            AND strongest_signal < 0
-    """, (start_time, end_time, channel))
-    signals = cursor.fetchall()
-    avg_signal = sum([s[0] for s in signals]) / len(signals) if signals else None
-    strongest_signal = max([s[0] for s in signals]) if signals else None
-
-    cursor.execute("""
-        SELECT COUNT(*) FROM devices
-        WHERE type = 'Wi-Fi Client'
-        AND last_time BETWEEN ? AND ?
-        AND json_extract(device, '$.kismet.device.base.channel') IS NULL
-        AND json_type(json_extract(device, '$.kismet.device.base.freq_khz_map')) != 'object'
-        AND json_extract(device, '$.kismet.device.base.packets.total') = 0
-    """, (start_time, end_time))
-    unlinked_devices = cursor.fetchone()[0]
-
-    congestion_score = round(clients_on_channel / aps_on_channel, 2) if aps_on_channel else None
-
-    return clients_on_ap, clients_on_channel, aps_on_channel, congestion_score, avg_signal, strongest_signal, unlinked_devices
-
-def main():
-    args = parse_args()
-    conn = sqlite3.connect(args.kismet)
-    cursor = conn.cursor()
-
-    print(f"[DEBUG] Connected to Kismet database: {args.kismet}")
-
-    with open(args.csv, newline='') as infile, open(args.output, 'w', newline='', encoding='utf-8') as outfile:
-        reader = csv.DictReader(infile)
-        fieldnames = reader.fieldnames + [
-            "ClientsOnAP", "ClientsOnChannel", "APsOnChannel", "CongestionScore",
-            "AvgAPSignal", "StrongestAPSignal", "UnlinkedDevices"
-        ]
-        writer = csv.DictWriter(outfile, fieldnames=fieldnames)
-        writer.writeheader()
-
-        for row in reader:
-            tstart = convert_timestamp_to_epoch(row["StartTimestamp"])
-            tend = convert_timestamp_to_epoch(row["EndTimestamp"])
-            try:
-                bssid = row["BSSID"].strip().lower()
-                channel = int(row["Channel"])
-            except Exception as e:
-                print(f"[!] Failed to extract BSSID/Channel: {e}")
-                writer.writerow(row)
-                continue
-
-            if tstart is None or tend is None:
-                writer.writerow(row)
-                continue
-
-            clients_ap, clients_chan, aps_chan, congestion, avg_signal, strongest_signal, unlinked_devices = get_rf_metrics(cursor, bssid, channel, tstart, tend)
-
-            row["ClientsOnAP"] = clients_ap
-            row["ClientsOnChannel"] = clients_chan
-            row["APsOnChannel"] = aps_chan
-            row["CongestionScore"] = congestion
-            row["AvgAPSignal"] = avg_signal
-            row["StrongestAPSignal"] = strongest_signal
-            row["UnlinkedDevices"] = unlinked_devices
-
-            writer.writerow(row)
-
-    conn.close()
-    print(f"[+] Enrichment complete: {args.output}")
-
-if __name__ == "__main__":
-    main()