Internet2 NetFlow: Weekly Reports: Week of 20070129

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

Introduction

You are looking at the weekly Abilene network usage report for the week of 20070129 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, data for the following day(s) were missing: Tuesday. We multiplied all nominal quantities by 7/6 to estimate the amounts of various types of traffic. Percentages and distributions were not modified.

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 37.71% of octets and 18.14% 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 1.454M 12 10.36M
10 1.544M 21 10.82M
50 2.776M 58 16.80M
90 10.50M 59 45.15M
95 18.37M 59 64.35M
99 73.14M 59 170.2M
99.9 1.004G 119 3.631G
99.99 1.091G 119 3.771G
99.999 1.887G 123 3.834G
100 266.4G 130 4.423G

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)10.53% 13.23G
Medium (100-1400B)7.33% 9.210G
Large (1401-1500B)75.89% 95.38G
Jumbo (>1500B)6.24% 7.848G
Total100.00% 125.6G

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
Measurement34.29% 76.78T 12.13% 15.24G 1.19% 72.90k
Data Transfers17.58% 39.37T 28.77% 36.16G 27.69% 1.695M
Encrypted Traffic8.27% 18.52T 10.05% 12.63G 8.40% 514.2k
Advanced Apps3.99% 8.932T 4.80% 6.029G 6.46% 395.2k
File Sharing3.19% 7.132T 4.01% 5.039G 3.60% 220.5k
Misc0.29% 648.9G 0.37% 468.2M 0.66% 40.51k
Games0.24% 541.4G 0.31% 387.5M 0.44% 27.13k
Audio/Video0.21% 471.9G 0.26% 328.4M 0.58% 35.71k
Unidentified31.94% 71.51T 39.29% 49.38G 50.97% 3.119M
Total100.00% 223.9T 100.00% 125.6G 100.00% 6.121M

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
1.145G900020Abilene [11537]Abilene [11537]Iperf
888.9M150014SLAC [3671]Unknown [32361]Iperf
875.1M150016Abilene [11537]ESNET [3428]Iperf
871.1M150020ESNET [3428]Abilene [11537]Iperf
532.3M900010High Performance Computing Modernization Program [668]Abilene [11537]Iperf
468.5M150010U Oregon [3582]UCLA [52]Iperf
379.3M150060PUNET Technology Ltd.,Taiwan [9270]MIEN1 [11442]Iperf
349.0M150014NASA-ESDIS-NET [22767]APAN-JP [7660]Iperf
295.2M150013Unknown [32361]U Florida [6356]Iperf
288.9M150011Unknown [32361]SWITCH [559]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
967.8M900034NCSA [1224]SDSC [195]36435 -> 5150
615.3M900029SDSC [195]NCSA [1224]33388 -> 5150
562.8M900032NCSA [1224]INDIANAGIGAPOP [19782]37925 -> 5150
450.1M150060CalTech [31]CERN [513]46949 -> 5016
374.5M150058Purdue [17]NCSA [1224]60896 -> 5150
349.0M147710U Washington [73]Abilene [11537]50984 -> 3002
296.7M150049U Oregon [3582]UCLA [52]1234 -> 49000
287.6M900058NCSA [1224]UCAR [194]56806 -> 5150
263.4M900056UCAR [194]NCSA [1224]39345 -> 5150
260.1M147611NASA-HPCC-ESS [7847]UCAR [194]Hotline

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: 509.0.

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 Transfers20.36% 120.9T 24.05% 166.6G
Measurement17.14% 101.7T 3.76% 26.08G
Encrypted Traffic5.23% 31.07T 6.26% 43.35G
File Sharing5.12% 30.42T 7.27% 50.38G
Audio/Video3.22% 19.09T 2.59% 17.97G
Advanced Apps2.82% 16.74T 3.24% 22.47G
Misc1.54% 9.116T 3.11% 21.52G
Games0.51% 3.044T 1.08% 7.455G
Unidentified44.06% 261.6T 48.63% 336.9G
Total100.00% 593.8T 100.00% 692.9G

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
---
15.23%
2.48%
1.62%
1.03%
---
90.42T
14.74T
9.632T
6.116T
---
19.22%
2.17%
1.66%
1.00%
---
133.1G
15.04G
11.52G
6.955G
Measurement
Iperf
ICMP
IPMP
---
17.09%
0.06%
0.00%
---
101.4T
329.6G
25.90M
---
3.27%
0.58%
0.00%
---
22.63G
4.029G
359.7k
Encrypted Traffic
SSH
HTTPS
IPsec ESP
IPsec AH
IPsec IKE
---
3.53%
1.54%
0.14%
0.02%
0.00%
---
20.96T
9.123T
844.2G
132.7G
2.767G
---
3.64%
2.39%
0.20%
0.03%
0.01%
---
25.20G
16.53G
1.379G
192.8M
38.86M
File Sharing
Shoutcast
BitTorrent
Audiogalaxy
Hotline
eDonkey2000
Gnutella
FastTrack
WinMX
Carracho
Blubster
Freenet
Neo-Modus
Direct Connect++
---
2.58%
0.92%
0.79%
0.59%
0.12%
0.10%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
15.32T
5.486T
4.704T
3.516T
693.6G
595.2G
51.56G
16.27G
12.55G
12.46G
4.200G
1.642G
2.600M
---
4.24%
1.34%
0.77%
0.52%
0.14%
0.23%
0.01%
0.00%
0.00%
0.02%
0.00%
0.00%
0.00%
---
29.35G
9.306G
5.340G
3.608G
940.9M
1.570G
80.08M
25.37M
14.66M
138.9M
6.093M
2.639M
12.83k
Audio/Video
Any-Source Multicast
Real Player
Windows Media
H.323 Signaling
Backbone Radio
StreamWorks
Subset of VoIP
Camarades webcams
Single-Source Multicast
---
2.81%
0.32%
0.06%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
16.67T
1.890T
353.8G
80.76G
79.36G
18.76G
2.145G
502.1M
27.30k
---
2.15%
0.36%
0.05%
0.02%
0.01%
0.00%
0.00%
0.00%
0.00%
---
14.88G
2.460G
371.3M
117.7M
97.81M
29.92M
5.848M
2.094M
700.0
Advanced Apps
UNIDATA LDM
McIDAS
BBFTP
GsiFTP
IBP
BBCP
---
2.69%
0.12%
0.01%
0.00%
0.00%
0.00%
---
15.96T
684.1G
41.12G
25.39G
18.41G
14.45G
---
3.10%
0.11%
0.01%
0.01%
0.00%
0.02%
---
21.44G
741.7M
93.35M
52.56M
18.64M
121.8M
Misc
Mail
Squid
Port 0
X11
DNS
AFS
IDENT
Telnet
MS Windows
NFS
NTP
IRC
SOCKS
AOL AIM
SNMP
RPC Portmapper
RTIP
---
0.70%
0.25%
0.19%
0.16%
0.14%
0.03%
0.01%
0.01%
0.01%
0.01%
0.01%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
4.134T
1.500T
1.153T
927.9G
845.3G
153.3G
85.89G
62.22G
59.76G
45.51G
38.38G
37.60G
35.66G
29.29G
6.567G
331.7M
7.715M
---
0.99%
0.40%
0.19%
0.19%
0.99%
0.06%
0.02%
0.04%
0.08%
0.01%
0.07%
0.03%
0.01%
0.01%
0.01%
0.00%
0.00%
---
6.847G
2.775G
1.330G
1.320G
6.842G
414.2M
130.7M
303.2M
585.6M
81.10M
504.3M
200.9M
89.91M
41.07M
53.75M
5.928M
179.5k
Games
DirectX
Half-Life
Battlenet
Asheron
Quake
Starsiege Tribes
Spy Arcade
---
0.35%
0.07%
0.06%
0.01%
0.01%
0.00%
0.00%
---
2.107T
414.0G
337.0G
82.33G
74.27G
21.12G
8.426G
---
0.48%
0.45%
0.10%
0.02%
0.02%
0.01%
0.00%
---
3.331G
3.093G
722.4M
120.3M
135.1M
35.31M
17.31M
Unidentified
Unidentified
---
44.06%
---
261.6T
---
48.63%
---
336.9G
Total
Total
---
100.00%
---
593.8T
---
100.00%
---
692.9G

The following table summarizes use of most popular IPv4 protocols:

Table 8. IP Protocols Distribution (Full Data set)

Protocols OctetsPackets
ICMP[1]0.06% 329.6G 0.58% 4.029G
IGMP[2]0.00% 125.0M 0.00% 2.979M
IP-ENCAP[4]0.00% 997.7M 0.00% 11.74M
TCP[6]73.69% 437.6T 72.67% 503.5G
UDP[17]12.20% 72.43T 14.36% 99.53G
IPv6[41]0.00% 5.331G 0.00% 21.90M
GRE[47]13.90% 82.51T 12.23% 84.71G
ESP[50]0.14% 844.2G 0.20% 1.379G
AX.25[93]0.00% 374.0k 0.00% 6.650k
PIM[103]0.00% 3.885G 0.01% 38.22M
IPMP[169]0.00% 25.90M 0.00% 359.7k
Other0.02% 133.6G 0.03% 197.1M
Total100.00% 593.8T 100.00% 692.9G

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)40.01% 277.2G
Medium (100-1400B)22.57% 156.4G
Large (1401-1500B)33.79% 234.1G
Jumbo (>1500B)3.63% 25.15G
Total100.00% 692.9G

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]95.55% 567.3T 95.66% 662.8G
Scavenger [DSCP=8]0.56% 3.332T 0.62% 4.303G
EF [DSCP=46]0.00% 12.51G 0.01% 49.40M
Other3.89% 23.10T 3.71% 25.71G
Total100.00% 593.8T 100.00% 692.9G

We collect statistics about ECN-capable traffic:

Table 11. ECN-Capable Traffic

Type OctetsPackets
ECN-Capable0.34% 2.031T 0.21% 1.461G

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
200001.28% 7.615T 1.13% 7.828G
200010.63% 3.712T 0.54% 3.752G
163840.61% 3.592T 0.54% 3.760G
200020.44% 2.596T 0.39% 2.677G
21280.43% 2.562T 0.49% 3.425G