Internet2 NetFlow: Weekly Reports: Week of 20061030

  1. Introduction
  2. Bulk TCP
  3. Full Data Set

Introduction

You are looking at the weekly Abilene network usage report for the week of 20061030 produced from NetFlow records. The view of the whole network as a single traffic-relaying unit is presented. More formally, data from all interior circuits (those connecting two Abilene routers) were discarded while all the rest of the data were merged to create this view.

During this week, there were no missing data days.

The data are split into two sections: bulk TCP data and the full data set. A "bulk TCP" flow is defined as a TCP flow that transferred more than 10MB of data. The first section only concerns these data. The second section studies the overall traffic composition.

All the numbers in this report are hyperlinked to plots that show their history (e.g., clicking on the percentage of octets of NNTP traffic will bring up a time-series plot that shows the history of this parameter).

Bulk TCP

During this week, bulk TCP traffic comprised 41.66% of octets and 18.06% of packets of the full data set traffic.

The distribution of bulk TCP throughputs is the most important piece of data in this report. Cumulative distribution function plots (1-CDF vs. throughput in bits/second) in semi-log and log-log scales are as follows:
[Bulk TCP throughputs (semi-log scale).] [Bulk TCP throughputs (log-log scale).]

Distribution of the amount of data transferred (in semi-log and log-log scale, 1-CDF vs. total trasfer size in octets) is presented below. It should be recognized that NetFlow collection mechanism is always configured so that flows (in the accounting sense) cannot last longer than a certain period of time. Therefore, the distribution of transfer sizes is to a certain extent skewed in the upper part.
[Bulk TCP transfer sizes (semi-log scale)] [Bulk TCP transfer sizes (log-log scale).]

The distribution of durations of bulk TCP flows (in seconds) is as follows (you may notice the cut-off phenomenon mentioned above):

[Bulk TCP durations distribution.]

The following table shows actual values from the above distribution plots that correspond to characteristic values (such as median, 90%, max, etc.).

Table 1. Selected Points from Distribution Graphs (Bulk TCPs)

Percentile Throughput (b/s) Durations (s) Size (octets)
1 1.376M 4 10.05M
5 1.458M 12 10.39M
10 1.555M 20 10.93M
50 2.874M 58 17.25M
90 10.95M 59 48.00M
95 20.56M 59 68.85M
99 55.65M 59 189.9M
99.9 1.009G 119 3.659G
99.99 1.108G 120 3.778G
99.999 2.121G 126 3.842G
100 259.2G 130 3.916G

We compute average packet size of each flow by dividing the number of octets in a flow by the number of packets. Distribution of average sizes of packets belonging to bulk TCP flows is as follows:

Table 2. Packet Sizes (Bulk TCP)

Packet Size Packets
Small (<100B)3.04% 3.578G
Medium (100-1400B)7.35% 8.660G
Large (1401-1500B)82.41% 97.10G
Jumbo (>1500B)7.20% 8.482G
Total100.00% 117.8G

We show what applications transfer large amounts of data in the following table. Note that this is bulk TCP traffic only; full data set usage is presented in the next section.

Table 3. Aggregated Application Types (Bulk TCP)

Traffic Type OctetsPacketsFlows
Measurement36.12% 83.01T 13.57% 15.99G 1.64% 97.61k
Data Transfers21.15% 48.60T 28.75% 33.87G 33.80% 2.008M
Encrypted Traffic8.51% 19.56T 11.49% 13.54G 9.27% 550.9k
Advanced Apps4.13% 9.498T 5.44% 6.406G 7.42% 441.0k
File Sharing2.84% 6.535T 3.91% 4.608G 3.35% 199.2k
Misc0.29% 660.3G 0.40% 472.9M 0.76% 45.43k
Games0.26% 589.4G 0.36% 421.9M 0.47% 27.84k
Audio/Video0.18% 419.2G 0.25% 289.0M 0.54% 31.81k
Unidentified26.51% 60.93T 35.83% 42.21G 42.75% 2.541M
Total100.00% 229.8T 100.00% 117.8G 100.00% 5.943M

The following are the fastest 10 measurement flows with unique source and destination AS numbers (i.e., for any given pair of source and destination AS numbers, no more than one fastest flow is shown).

Table 4. Fastest Bulk TCP Measurement Flows with Unique AS Source and Destination

Throughput (b/s)Packet size (bytes)Duration (s)Src ASDest ASApplication type
1.128G900011Abilene [11537]Abilene [11537]Iperf
932.0M150010Abilene [11537]ESNET [3428]Iperf
916.3M150013SLAC [3671]Unknown [32361]Iperf
849.7M150010ESNET [3428]Abilene [11537]Iperf
461.0M150010Unknown [32361]U Florida [6356]Iperf
363.2M150012SLAC [3671]U Florida [6356]Iperf
321.8M150019Brookhaven National Lab [43]U Florida [6356]Iperf
283.5M150014Unknown [32361]SWITCH [559]Iperf
228.1M150017Unknown [32361]GARR [137]Iperf
219.1M150018NASA-ESDIS-NET [22767]Abilene [11537]Iperf

The following are the fastest 10 non-measurement flows with unique source and destination AS numbers (i.e., for any given pair of source and destination AS numbers, no more than one fastest flow is shown). When unable to determine the application type, we give the source and destination port numbers.

Table 5. Fastest Bulk TCP Non-measurement Flows with Unique AS Source and Destination

Throughput (b/s)Packet size (bytes)Duration (s)Src ASDest ASApplication type
479.3M150040Georgia Institute of Technology [2637]NCREN [81]DirectX
423.6M150052NCREN [81]Georgia Institute of Technology [2637]DirectX
405.8M150060Indiana [87]Pennsylvania State U [3999]Rsync
252.4M147521NASA-HPCC-ESS [7847]UCAR [194]Hotline
248.6M150014NASA-ESDIS-NET [22767]AMPATH [20080]Hotline
216.1M150016Oregon State U [4201]UCLA [52]1097 -> 49000
209.3M150060Network for Education and Research in Oregon [3701]Indiana [87]Rsync
201.5M150018UCLA [52]Oregon State U [4201]49000 -> 1233
199.3M150023NASA GSFC [1701]Pennsylvania State U [3999]Hotline
190.9M900023NASA-AERONET [10343]NASA-HPCC-ESS [7847]40010 -> 54607

We also compute the average concurrency of bulk TCP flows for the week (by adding durations of all captured flows and dividing the result by the by the duration of the week). This week's average number of concurrent bulk TCP flows: 497.0.

Full Data Set

In addition to bulk TCP flows data, we provide statistics that characterize the overall composition of the complete data set (everything that transited the Abilene network this week).

The following table describes what kinds of traffic went through the network (multiple applications are aggregated into classes):

Table 6. Aggregated Application Types (Full Data Set)

Type OctetsPackets
Data Transfers24.31% 134.0T 26.37% 172.0G
Measurement20.01% 110.3T 4.49% 29.32G
File Sharing5.70% 31.46T 7.89% 51.44G
Encrypted Traffic5.57% 30.73T 6.04% 39.40G
Advanced Apps3.87% 21.37T 4.28% 27.94G
Audio/Video3.65% 20.11T 2.81% 18.34G
Misc1.95% 10.75T 3.66% 23.88G
Games0.67% 3.681T 1.33% 8.652G
Unidentified34.27% 189.0T 43.13% 281.4G
Total100.00% 551.6T 100.00% 652.5G

This table is available additionally in the following more verbose version (no applications are aggregated into classes, but class composition is shown):

Table 7. Detailed Application Types (Full Data Set)

Traffic type OctetsPackets
Data Transfers
HTTP
NNTP
FTP
Rsync
---
15.96%
4.64%
2.14%
1.56%
---
88.04T
25.60T
11.81T
8.623T
---
18.72%
4.10%
2.08%
1.48%
---
122.1G
26.74G
13.56G
9.627G
Measurement
Iperf
ICMP
IPMP
---
19.93%
0.08%
0.00%
---
109.9T
424.5G
145.4M
---
3.77%
0.72%
0.00%
---
24.60G
4.721G
2.020M
File Sharing
Shoutcast
BitTorrent
Audiogalaxy
Hotline
eDonkey2000
Gnutella
FastTrack
WinMX
Carracho
Blubster
Freenet
Neo-Modus
Direct Connect++
---
2.74%
1.17%
0.77%
0.59%
0.22%
0.19%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
15.11T
6.457T
4.252T
3.275T
1.197T
1.063T
54.16G
23.40G
9.527G
7.007G
1.477G
872.0M
2.286M
---
4.35%
1.52%
0.78%
0.53%
0.25%
0.42%
0.01%
0.01%
0.00%
0.01%
0.00%
0.00%
0.00%
---
28.40G
9.948G
5.067G
3.426G
1.655G
2.725G
82.76M
33.55M
12.16M
86.04M
2.331M
1.519M
8.100k
Encrypted Traffic
SSH
HTTPS
IPsec ESP
IPsec AH
IPsec IKE
---
4.10%
1.22%
0.25%
0.01%
0.00%
---
22.61T
6.704T
1.360T
52.57G
1.283G
---
3.94%
1.78%
0.30%
0.01%
0.00%
---
25.71G
11.64G
1.949G
95.49M
6.639M
Advanced Apps
UNIDATA LDM
BBCP
McIDAS
IBP
GsiFTP
BBFTP
---
3.36%
0.37%
0.12%
0.02%
0.01%
0.00%
---
18.53T
2.018T
656.9G
116.7G
29.00G
20.89G
---
3.81%
0.31%
0.11%
0.03%
0.01%
0.01%
---
24.84G
2.049G
701.0M
202.9M
63.69M
80.14M
Audio/Video
Any-Source Multicast
Real Player
Windows Media
H.323 Signaling
Backbone Radio
StreamWorks
Subset of VoIP
Camarades webcams
Single-Source Multicast
---
3.19%
0.34%
0.09%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
17.58T
1.872T
482.1G
81.79G
68.59G
25.39G
3.726G
511.9M
4.000k
---
2.31%
0.38%
0.08%
0.02%
0.01%
0.01%
0.00%
0.00%
0.00%
---
15.07G
2.477G
523.6M
122.4M
94.73M
38.46M
11.66M
2.879M
100.0
Misc
Mail
Squid
X11
Port 0
DNS
AFS
Telnet
MS Windows
NFS
IDENT
AOL AIM
IRC
NTP
SOCKS
SNMP
RPC Portmapper
RTIP
---
0.81%
0.35%
0.28%
0.22%
0.17%
0.04%
0.03%
0.01%
0.01%
0.01%
0.01%
0.01%
0.01%
0.01%
0.00%
0.00%
0.00%
---
4.449T
1.908T
1.526T
1.194T
913.0G
199.8G
146.3G
80.53G
79.19G
69.37G
58.08G
51.99G
39.40G
31.74G
6.344G
134.3M
10.43M
---
1.14%
0.46%
0.30%
0.16%
1.09%
0.10%
0.07%
0.15%
0.02%
0.02%
0.01%
0.03%
0.08%
0.01%
0.01%
0.00%
0.00%
---
7.418G
3.012G
1.980G
1.072G
7.140G
639.6M
485.7M
988.5M
126.3M
108.7M
81.16M
200.7M
517.7M
59.19M
50.27M
1.988M
220.3k
Games
DirectX
Battlenet
Half-Life
Quake
Asheron
Starsiege Tribes
Spy Arcade
---
0.47%
0.08%
0.08%
0.02%
0.02%
0.00%
0.00%
---
2.609T
445.7G
414.9G
102.0G
84.35G
14.11G
10.47G
---
0.64%
0.15%
0.48%
0.03%
0.02%
0.00%
0.00%
---
4.169G
960.6M
3.158G
194.4M
126.5M
27.29M
15.80M
Unidentified
Unidentified
---
34.27%
---
189.0T
---
43.13%
---
281.4G
Total
Total
---
100.00%
---
551.6T
---
100.00%
---
652.5G

The following table summarizes use of most popular IPv4 protocols:

Table 8. IP Protocols Distribution (Full Data set)

Protocols OctetsPackets
ICMP[1]0.08% 424.5G 0.72% 4.721G
IGMP[2]0.00% 128.4M 0.00% 2.841M
IP-ENCAP[4]0.00% 2.054G 0.00% 12.92M
TCP[6]84.80% 467.7T 81.33% 530.6G
UDP[17]14.29% 78.84T 17.00% 110.9G
IPv6[41]0.00% 6.072G 0.00% 15.29M
GRE[47]0.57% 3.126T 0.62% 4.048G
ESP[50]0.25% 1.360T 0.30% 1.949G
AX.25[93]0.00% 422.1k 0.00% 7.800k
PIM[103]0.00% 4.772G 0.01% 42.28M
IPMP[169]0.00% 145.4M 0.00% 2.020M
Other0.01% 53.28G 0.02% 100.2M
Total100.00% 551.6T 100.00% 652.5G

We compute average packet size of each flow by dividing the number of octets in a flow by the number of packets. Distribution of (average) packet sizes is as follows:

Table 9. Packet Sizes (Full Data Set)

Packet Size Packets
Small (<100B)39.68% 258.9G
Medium (100-1400B)26.69% 174.1G
Large (1401-1500B)31.83% 207.7G
Jumbo (>1500B)1.80% 11.73G
Total100.00% 652.5G

We only track DSCP values for which special treatment was defined by Internet2 QoS working group (and the default of DSCP=0):

Table 10. Important DSCP Values (Full Data Set)

Type OctetsPackets
Best effort [DSCP=0]94.66% 522.1T 94.52% 616.7G
Scavenger [DSCP=8]0.79% 4.369T 0.82% 5.360G
EF [DSCP=46]0.01% 35.30G 0.03% 166.2M
Other4.54% 25.06T 4.63% 30.21G
Total100.00% 551.6T 100.00% 652.5G

We collect statistics about ECN-capable traffic:

Table 11. ECN-Capable Traffic

Type OctetsPackets
ECN-Capable0.90% 4.954T 0.53% 3.465G

To facilitate detection of emerging applications, we present statistics about frequently encountered unidentified port numbers (no distinction is made in this table between TCP and UDP):

Table 12. Frequent Unidentified Ports

Port OctetsPackets
163841.06% 5.824T 0.92% 5.980G
200000.52% 2.854T 0.47% 3.080G
80900.50% 2.767T 0.45% 2.912G
191010.48% 2.663T 0.46% 2.994G
21280.43% 2.372T 0.46% 3.013G