RT-IoT2022

Project Description

Initial Hypotheses

Data Dictionary

#	Feature	Type	Data Type	Description
1	id.orig_p	Integer	Integer	The network port used by the origin source
2	id.resp_p	Integer	Integer	The network port used by the responding device
3	proto	Categorical	Object	The protocol utilized in the connection
4	service	Continuous	Object	The type of service used in the connection
5	flow_duration	Continuous	Float	How long the connection lasted between devices
6	fwd_pkts_tot	Integer	Integer	Total packets forwarded in the session
7	bwd_pkts_tot	Integer	Integer	Total packets backward (returned) in the session
8	fwd_data_pkts_tot	Integer	Integer	Total data packets forwarded in the session (excluding control packets)
9	bwd_data_pkts_tot	Integer	Integer	Total data packets backward in the session (excluding control packets)
10	fwd_pkts_per_sec	Continuous	Float	Rate of packets forwarded per second
11	bwd_pkts_per_sec	Continuous	Float	Rate of packets backward per second
12	flow_pkts_per_sec	Continuous	Float	Combined rate of packets per second
13	down_up_ratio	Continuous	Float	Ratio of downstream to upstream traffic
14	fwd_header_size_tot	Integer	Integer	Total size of the header forwarded
15	fwd_header_size_min	Integer	Integer	Smallest header size sent
16	fwd_header_size_max	Integer	Integer	Largest header size sent
17	bwd_header_size_tot	Integer	Integer	Total size of the header returned
18	bwd_header_size_min	Integer	Integer	Smallest header size returned
19	bwd_header_size_max	Integer	Integer	Largest header size returned
20	flow_FIN_flag_count	Integer	Integer	Count of FIN flags signaling the end of data transmission in a session
21	flow_SYN_flag_count	Integer	Integer	Count of SYN flags used to initiate and establish sessions
22	flow_RST_flag_count	Integer	Integer	Count of RST flags used to abruptly terminate sessions
23	fwd_PSH_flag_count	Integer	Integer	Count of PSH flags in forward packets indicating the push of buffered data to the receiving application
24	bwd_PSH_flag_count	Integer	Integer	Count of PSH flags in backward packets indicating the push of buffered data to the sending application
25	flow_ACK_flag_count	Integer	Integer	Count of ACK flags used to acknowledge the receipt of packets
26	fwd_URG_flag_count	Integer	Integer	Count of URG flags in forwarded packets indicating data should be processed urgently
27	bwd_URG_flag_count	Integer	Integer	Count of URG flags in backward packets indicating data should be processed urgently
28	flow_CWR_flag_count	Integer	Integer	Count of CWR (Congestion Window Reduced) flags used by the sender to signal congestion control
29	flow_ECE_flag_count	Integer	Integer	Count of ECE (ECN Echo) flags indicating network congestion without dropping packets
30	fwd_pkts_payload.min	Continuous	Integer	Minimum payload size in forwarded packets
31	fwd_pkts_payload.max	Continuous	Integer	Maximum payload size in forwarded packets
32	fwd_pkts_payload.tot	Continuous	Integer	Total payload size in forwarded packets
33	fwd_pkts_payload.avg	Continuous	Float	Average payload size in forwarded packets
34	fwd_pkts_payload.std	Continuous	Float	Standard deviation of payload sizes in forwarded packets
35	bwd_pkts_payload.min	Continuous	Integer	Minimum payload size in backward packets
36	bwd_pkts_payload.max	Continuous	Integer	Maximum payload size in backward packets
37	bwd_pkts_payload.tot	Continuous	Integer	Total payload size in backward packets
38	bwd_pkts_payload.avg	Continuous	Float	Average payload size in backward packets
39	bwd_pkts_payload.std	Continuous	Float	Standard deviation of payload sizes in backward packets
40	flow_pkts_payload.min	Continuous	Integer	Minimum payload size in the flow
41	flow_pkts_payload.max	Continuous	Integer	Maximum payload size in the flow
42	flow_pkts_payload.tot	Continuous	Integer	Total payload size in the flow
43	flow_pkts_payload.avg	Continuous	Float	Average payload size in the flow
44	flow_pkts_payload.std	Continuous	Float	Standard deviation of payload sizes in the flow
45	fwd_iat.min	Continuous	Float	Minimum inter-arrival time of forwarded packets
46	fwd_iat.max	Continuous	Float	Maximum inter-arrival time of forwarded packets
47	fwd_iat.tot	Continuous	Float	Total inter-arrival time of forwarded packets
48	fwd_iat.avg	Continuous	Float	Average inter-arrival time of forwarded packets
49	fwd_iat.std	Continuous	Float	Standard deviation of inter-arrival times of forwarded packets
50	bwd_iat.min	Continuous	Float	Minimum inter-arrival time of backward packets
51	bwd_iat.max	Continuous	Float	Maximum inter-arrival time of backward packets
52	bwd_iat.tot	Continuous	Float	Total inter-arrival time of backward packets
53	bwd_iat.avg	Continuous	Float	Average inter-arrival time of backward packets
54	bwd_iat.std	Continuous	Float	Standard deviation of inter-arrival times of backward packets
55	flow_iat.min	Continuous	Float	Minimum inter-arrival time in the flow
56	flow_iat.max	Continuous	Float	Maximum inter-arrival time in the flow
57	flow_iat.tot	Continuous	Float	Total inter-arrival time in the flow
58	flow_iat.avg	Continuous	Float	Average inter-arrival time in the flow
59	flow_iat.std	Continuous	Float	Standard deviation of inter-arrival times in the flow
60	payload_bytes_per_second	Continuous	Float	Rate of payload transmission in bytes per second
61	fwd_subflow_pkts	Continuous	Float	Forward subflow packet count
62	bwd_subflow_pkts	Continuous	Float	Backward subflow packet count
63	fwd_subflow_bytes	Continuous	Float	Forward subflow byte count
64	bwd_subflow_bytes	Continuous	Float	Backward subflow byte count
65	fwd_bulk_bytes	Continuous	Float	Forward bulk byte count
66	bwd_bulk_bytes	Continuous	Float	Backward bulk byte count
67	fwd_bulk_packets	Continuous	Float	Forward bulk packet count
68	bwd_bulk_packets	Continuous	Float	Backward bulk packet count
69	fwd_bulk_rate	Continuous	Float	Rate of bulk data transmission in the forward direction
70	bwd_bulk_rate	Continuous	Float	Rate of bulk data transmission in the backward direction
71	active.min	Continuous	Float	Minimum time the flow was active before going idle
72	active.max	Continuous	Float	Maximum time the flow was active before going idle
73	active.tot	Continuous	Float	Total time the flow was active before going idle
74	active.avg	Continuous	Float	Average time the flow was active before going idle
75	active.std	Continuous	Float	Standard deviation of active times before the flow went idle
76	idle.min	Continuous	Float	Minimum time the flow was idle
77	idle.max	Continuous	Float	Maximum time the flow was idle
78	idle.tot	Continuous	Float	Total time the flow was idle
79	idle.avg	Continuous	Float	Average time the flow was idle
80	idle.std	Continuous	Float	Standard deviation of idle times
81	fwd_init_window_size	Integer	Integer	Initial window size in forwarded TCP connections, indicative of congestion handling
82	bwd_init_window_size	Integer	Integer	Initial window size in backward TCP connections, indicative of congestion handling
83	fwd_last_window_size	Integer	Integer	Last window size observed in forwarded TCP connections, can indicate changes in network conditions
84	Attack_type	Categorical	Object	Specifies the type of network traffic, whether normal or related to specific types of network attacks

Project Pipeline

Planning
Acquisition and Preparation (Wrangling)
Exploration
Pre-Processing and Modeling
Delivery

Reproduction of Findings

Clone this repository.
Install the UC Irvine Python package:

pip install ucimlrepo

Run the notebooks

michael-nelson361 / rt-iot2022 Goto Github PK

rt-iot2022's Introduction

RT-IoT2022

Project Description

Initial Hypotheses

Data Dictionary

Project Pipeline

Reproduction of Findings

Key Findings

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