Internet2 NetFlow: Weekly Reports: Week of 20090413

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

Introduction

You are looking at the weekly Abilene network usage report for the week of 20090413 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 36.56% of octets and 18.83% 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 1.396M 2 10.05M
5 1.486M 9 10.44M
10 1.592M 16 10.93M
50 3.143M 57 17.04M
90 13.34M 59 48.70M
95 23.97M 59 71.20M
99 80.00M 59 190.0M
99.9 409.7M 59 798.5M
99.99 960.9M 59 2.441G
99.999 1.448G 116 5.683G
100 21.30G 116 52.80G

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)3.76% 12.20G
Medium (100-1400B)9.77% 31.70G
Large (1401-1500B)86.42% 280.5G
Jumbo (>1500B)0.05% 155.1M
Total100.00% 324.5G

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
Data Transfers35.03% 158.4T 33.82% 109.7G 43.46% 6.808M
Encrypted Traffic9.78% 44.21T 10.90% 35.38G 6.52% 1.021M
Measurement5.54% 25.04T 6.29% 20.41G 0.40% 62.67k
Advanced Apps4.22% 19.09T 4.11% 13.32G 5.24% 820.3k
File Sharing2.26% 10.23T 2.19% 7.093G 1.85% 289.5k
Misc0.72% 3.254T 0.71% 2.310G 1.17% 183.3k
Games0.27% 1.202T 0.26% 847.8M 0.32% 49.47k
Audio/Video0.22% 1.012T 0.23% 736.3M 0.45% 70.79k
Unidentified41.96% 189.7T 41.49% 134.6G 40.59% 6.359M
Total100.00% 452.2T 100.00% 324.5G 100.00% 15.66M

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
8.126G900012Abilene [11537]Abilene [11537]Iperf
1.000G149910VANDERBILT [7212]Abilene [11537]Iperf
982.1M149210SDSC [195]Abilene [11537]Iperf
982.1M150013U Chicago [160]Unknown [32361]Iperf
976.2M149610Unknown [32361]Abilene [11537]Iperf
972.0M150011U Wisconsin [59]Unknown [32361]Iperf
965.5M150026Unknown [32361]U Chicago [160]Iperf
953.0M150031Unknown [32361]U Wisconsin [59]Iperf
930.4M148810U Florida [6356]Abilene [11537]Iperf
903.3M150015ESnet-East [291]Unknown [32361]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
2.446G900015SDSC [195]Abilene [11537]34216 -> 4900
1.028G900020Abilene [11537]Abilene [11537]5014 -> 5014
964.7M150019Unknown [25776]ESnet-East [291]5054 -> 5054
707.1M150020Unknown [25776]ESnet-West [292]5077 -> 5077
642.0M900010NASA-HPCC-ESS [7847]Abilene [11537]46696 -> 5101
626.6M150013UNL [7896]Fermi National Accelerator Lab [3152]Audiogalaxy
569.0M150029BWI-GIGA-POP [10886]Merit [237]5024 -> 5024
559.4M150040Unknown [32440]INDIANAGIGAPOP [19782]1021 -> 988
546.7M135610UCLA [52]Abilene [11537]56965 -> 3002
535.0M150060Argonne [683]UT-Austin [18]Rsync

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: 1.247k.

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 Transfers45.88% 567.4T 45.97% 792.3G
Encrypted Traffic6.82% 84.36T 7.24% 124.8G
Advanced Apps2.34% 29.00T 1.80% 30.98G
Measurement2.17% 26.81T 1.57% 27.11G
Misc1.82% 22.46T 3.77% 64.99G
File Sharing1.76% 21.79T 1.60% 27.56G
Audio/Video0.84% 10.41T 0.69% 11.83G
Games0.40% 4.890T 0.70% 12.09G
Unidentified37.98% 469.7T 36.66% 631.9G
Total100.00% 1.236P 100.00% 1.723T

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
Rsync
FTP
NNTP
---
43.03%
1.81%
0.65%
0.38%
---
532.2T
22.40T
8.088T
4.726T
---
43.84%
1.13%
0.53%
0.47%
---
755.6G
19.50G
9.077G
8.100G
Encrypted Traffic
SSH
HTTPS
IPsec ESP
IPsec IKE
IPsec AH
---
3.57%
2.74%
0.51%
0.00%
0.00%
---
44.12T
33.88T
6.307T
25.91G
17.93G
---
3.51%
3.18%
0.55%
0.00%
0.00%
---
60.52G
54.78G
9.409G
82.56M
52.20M
Advanced Apps
UNIDATA LDM
McIDAS
IBP
BBCP
GsiFTP
BBFTP
---
2.18%
0.11%
0.03%
0.02%
0.00%
0.00%
---
26.93T
1.412T
415.0G
186.0G
37.68G
17.13G
---
1.67%
0.07%
0.03%
0.01%
0.00%
0.01%
---
28.83G
1.142G
584.9M
248.2M
75.41M
105.5M
Measurement
Iperf
ICMP
IPMP
---
2.14%
0.03%
0.00%
---
26.45T
360.2G
33.60k
---
1.39%
0.18%
0.00%
---
24.00G
3.108G
1.600k
Misc
Mail
DNS
Squid
X11
Port 0
AFS
NFS
MS Windows
SOCKS
IRC
NTP
Telnet
RTIP
AOL AIM
IDENT
SNMP
RPC Portmapper
---
1.24%
0.18%
0.14%
0.06%
0.05%
0.05%
0.04%
0.02%
0.01%
0.01%
0.01%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
15.28T
2.278T
1.762T
736.4G
660.0G
582.7G
443.7G
230.1G
95.96G
87.46G
73.66G
70.13G
65.98G
38.88G
28.77G
20.97G
779.8M
---
1.76%
1.19%
0.18%
0.07%
0.08%
0.07%
0.03%
0.22%
0.01%
0.02%
0.06%
0.05%
0.03%
0.00%
0.00%
0.01%
0.00%
---
30.28G
20.49G
3.084G
1.133G
1.438G
1.175G
460.8M
3.725G
167.5M
410.0M
966.1M
811.6M
553.2M
52.00M
63.39M
169.2M
3.471M
File Sharing
Audiogalaxy
BitTorrent
Hotline
Shoutcast
eDonkey2000
Gnutella
FastTrack
WinMX
Carracho
Blubster
Freenet
Neo-Modus
Direct Connect++
---
0.74%
0.34%
0.32%
0.26%
0.07%
0.02%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
9.167T
4.168T
3.975T
3.218T
854.9G
219.7G
117.8G
34.39G
15.75G
9.078G
8.910G
374.1M
75.04M
---
0.57%
0.37%
0.22%
0.33%
0.06%
0.03%
0.01%
0.00%
0.00%
0.01%
0.00%
0.00%
0.00%
---
9.876G
6.441G
3.731G
5.708G
953.3M
477.8M
169.8M
54.54M
21.80M
111.3M
15.46M
783.9k
171.1k
Audio/Video
Real Player
Any-Source Multicast
Windows Media
H.323 Signaling
Backbone Radio
StreamWorks
Camarades webcams
Subset of VoIP
Single-Source Multicast
---
0.43%
0.38%
0.02%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
5.292T
4.655T
263.0G
80.15G
67.82G
23.56G
17.02G
12.96G
138.1M
---
0.39%
0.26%
0.02%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
6.780G
4.430G
315.5M
109.6M
96.60M
37.37M
26.47M
33.40M
101.9k
Games
DirectX
Battlenet
Half-Life
Spy Arcade
Quake
Asheron
Starsiege Tribes
---
0.20%
0.06%
0.06%
0.05%
0.02%
0.01%
0.00%
---
2.478T
726.4G
699.4G
606.9G
240.1G
80.76G
58.33G
---
0.23%
0.11%
0.27%
0.04%
0.04%
0.01%
0.01%
---
3.924G
1.982G
4.675G
634.2M
643.7M
121.8M
110.9M
Unidentified
Unidentified
---
37.98%
---
469.7T
---
36.66%
---
631.9G
Total
Total
---
100.00%
---
1.236P
---
100.00%
---
1.723T

The following table summarizes use of most popular IPv4 protocols:

Table 8. IP Protocols Distribution (Full Data set)

Protocols OctetsPackets
ICMP[1]0.03% 360.2G 0.18% 3.108G
IGMP[2]0.00% 364.7M 0.00% 1.939M
IP-ENCAP[4]0.02% 189.7G 0.01% 187.4M
TCP[6]90.79% 1.123P 86.28% 1.487T
UDP[17]7.45% 92.09T 12.09% 208.4G
IPv6[41]0.05% 672.3G 0.06% 978.0M
GRE[47]1.15% 14.25T 0.82% 14.15G
ESP[50]0.51% 6.307T 0.55% 9.409G
AX.25[93]0.00% 31.50k 0.00% 1.500k
PIM[103]0.00% 5.348G 0.00% 53.21M
IPMP[169]0.00% 33.60k 0.00% 1.600k
Other0.00% 20.91G 0.00% 63.07M
Total100.00% 1.236P 100.00% 1.723T

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)41.94% 722.9G
Medium (100-1400B)21.52% 370.9G
Large (1401-1500B)36.40% 627.3G
Jumbo (>1500B)0.14% 2.457G
Total100.00% 1.723T

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]96.63% 1.195P 96.79% 1.668T
Scavenger [DSCP=8]0.15% 1.862T 0.17% 2.922G
EF [DSCP=46]0.00% 45.38G 0.01% 212.9M
Other3.22% 39.77T 3.03% 52.18G
Total100.00% 1.236P 100.00% 1.723T

We collect statistics about ECN-capable traffic:

Table 11. ECN-Capable Traffic

Type OctetsPackets
ECN-Capable0.63% 7.744T 0.31% 5.319G

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
330012.01% 24.90T 0.97% 16.70G
19351.93% 23.83T 2.67% 45.97G
164020.89% 10.98T 0.80% 13.72G
21280.63% 7.809T 0.56% 9.641G
514130.46% 5.704T 0.34% 5.793G