Internet2 NetFlow: Weekly Reports: Week of 20061023

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

Introduction

You are looking at the weekly Abilene network usage report for the week of 20061023 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 42.54% of octets and 18.87% 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 1.377M 4 10.05M
5 1.462M 13 10.50M
10 1.563M 23 10.95M
50 2.873M 58 17.70M
90 10.61M 59 50.70M
95 18.05M 59 72.33M
99 56.05M 59 183.3M
99.9 1.009G 119 3.657G
99.99 1.114G 120 3.779G
99.999 3.135G 123 3.841G
100 259.2G 125 3.934G

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)2.98% 3.639G
Medium (100-1400B)7.47% 9.135G
Large (1401-1500B)82.58% 101.0G
Jumbo (>1500B)6.98% 8.538G
Total100.00% 122.3G

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
Measurement35.38% 83.64T 13.13% 16.06G 1.66% 99.86k
Data Transfers20.68% 48.89T 27.95% 34.18G 34.02% 2.048M
Encrypted Traffic8.18% 19.34T 11.02% 13.48G 9.45% 568.9k
Advanced Apps4.00% 9.467T 5.23% 6.399G 7.97% 479.7k
File Sharing3.38% 8.001T 4.58% 5.604G 3.96% 238.4k
Games0.29% 677.8G 0.39% 475.6M 0.53% 32.16k
Misc0.25% 597.7G 0.36% 438.2M 0.64% 38.68k
Audio/Video0.18% 432.3G 0.24% 299.0M 0.54% 32.68k
Unidentified27.65% 65.36T 37.09% 45.36G 41.24% 2.483M
Total100.00% 236.4T 100.00% 122.3G 100.00% 6.023M

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
1.089G900013Abilene [11537]Abilene [11537]Iperf
1.033G900029Abilene [11537]Unknown [0]Iperf
966.0M900013SDSC [195]Abilene [11537]Iperf
925.0M150010Abilene [11537]ESNET [3428]Iperf
903.1M150019SLAC [3671]Unknown [32361]Iperf
830.1M150010ESNET [3428]Abilene [11537]Iperf
466.1M900028PSC-NCNE [5050]SDSC [195]Iperf
447.5M150010Abilene [11537]Purdue [17]Iperf
366.3M150012SLAC [3671]U Florida [6356]Iperf
325.7M150013Unknown [32361]U Florida [6356]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
356.4M150023Pennsylvania State U [3999]Tufts U [13326]36898 -> 51777
254.0M148412NASA-HPCC-ESS [7847]UCAR [194]Hotline
241.8M150024NASA-ESDIS-NET [22767]AMPATH [20080]Hotline
222.6M150059Network for Education and Research in Oregon [3701]Indiana [87]Rsync
191.5M150060UCLA [52]Oregon State U [4201]49000 -> 1302
191.4M150016Oregon State U [4201]UCLA [52]1109 -> 49000
190.1M150027NASA GSFC [1701]Pennsylvania State U [3999]Hotline
180.0M149920NASA-ESDIS-NET [22767]EROS Data Center - USGS [5663]Hotline
177.6M150058Indiana [87]Pennsylvania State U [3999]Rsync
162.0M150060Indiana [87]Network for Education and Research in Oregon [3701]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: 511.0.

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 Transfers24.03% 133.5T 25.91% 167.9G
Measurement20.09% 111.6T 4.53% 29.36G
File Sharing5.99% 33.31T 8.18% 53.00G
Encrypted Traffic5.39% 29.94T 5.89% 38.16G
Advanced Apps3.85% 21.39T 4.32% 28.00G
Audio/Video3.80% 21.14T 2.97% 19.22G
Misc1.89% 10.51T 3.85% 24.97G
Games0.65% 3.587T 1.30% 8.458G
Unidentified34.31% 190.7T 43.05% 279.0G
Total100.00% 555.8T 100.00% 648.1G

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
---
15.31%
4.67%
2.19%
1.86%
---
85.11T
25.94T
12.16T
10.31T
---
17.74%
4.16%
2.28%
1.73%
---
114.9G
26.96G
14.75G
11.23G
Measurement
Iperf
ICMP
IPMP
---
20.00%
0.09%
0.00%
---
111.1T
501.3G
234.2M
---
3.89%
0.64%
0.00%
---
25.24G
4.119G
3.254M
File Sharing
Shoutcast
BitTorrent
Audiogalaxy
Hotline
eDonkey2000
Gnutella
FastTrack
WinMX
Carracho
Blubster
Freenet
Neo-Modus
Direct Connect++
---
2.67%
1.31%
0.88%
0.66%
0.25%
0.20%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
14.84T
7.288T
4.891T
3.683T
1.397T
1.103T
57.26G
22.86G
14.48G
4.082G
1.364G
652.8M
386.1k
---
4.32%
1.66%
0.87%
0.58%
0.29%
0.42%
0.01%
0.01%
0.00%
0.01%
0.00%
0.00%
0.00%
---
28.01G
10.78G
5.620G
3.787G
1.883G
2.717G
85.09M
34.32M
20.09M
54.03M
2.079M
1.020M
7.500k
Encrypted Traffic
SSH
HTTPS
IPsec ESP
IPsec AH
IPsec IKE
---
4.02%
1.11%
0.25%
0.01%
0.00%
---
22.35T
6.165T
1.368T
46.16G
1.314G
---
3.90%
1.68%
0.29%
0.01%
0.00%
---
25.30G
10.88G
1.871G
89.41M
6.903M
Advanced Apps
UNIDATA LDM
BBCP
IBP
McIDAS
BBFTP
GsiFTP
---
3.24%
0.29%
0.19%
0.11%
0.01%
0.01%
---
18.01T
1.618T
1.081T
623.5G
32.81G
29.46G
---
3.76%
0.26%
0.17%
0.10%
0.01%
0.01%
---
24.39G
1.706G
1.089G
667.4M
88.52M
58.65M
Audio/Video
Any-Source Multicast
Real Player
Windows Media
H.323 Signaling
Backbone Radio
StreamWorks
Subset of VoIP
Camarades webcams
Single-Source Multicast
---
3.34%
0.34%
0.09%
0.02%
0.01%
0.01%
0.00%
0.00%
0.00%
---
18.56T
1.884T
492.5G
88.91G
81.81G
28.96G
4.124G
459.6M
13.40k
---
2.47%
0.37%
0.08%
0.02%
0.02%
0.01%
0.00%
0.00%
0.00%
---
15.99G
2.423G
519.7M
129.4M
103.0M
42.34M
8.757M
2.240M
200.0
Misc
Mail
Squid
Port 0
X11
DNS
AFS
MS Windows
IRC
Telnet
IDENT
NFS
AOL AIM
NTP
SOCKS
SNMP
RPC Portmapper
RTIP
---
0.77%
0.36%
0.25%
0.21%
0.18%
0.03%
0.02%
0.01%
0.01%
0.01%
0.01%
0.01%
0.01%
0.01%
0.00%
0.00%
0.00%
---
4.258T
1.979T
1.398T
1.177T
1.001T
186.5G
100.4G
77.40G
74.17G
64.43G
62.74G
49.44G
38.88G
38.53G
6.081G
185.3M
22.36M
---
1.08%
0.47%
0.19%
0.25%
1.35%
0.07%
0.21%
0.04%
0.06%
0.02%
0.02%
0.01%
0.08%
0.01%
0.01%
0.00%
0.00%
---
7.025G
3.067G
1.210G
1.594G
8.750G
425.3M
1.363G
250.3M
374.3M
104.7M
104.3M
74.06M
510.5M
73.07M
47.89M
2.040M
289.6k
Games
DirectX
Half-Life
Battlenet
Quake
Asheron
Starsiege Tribes
Spy Arcade
---
0.46%
0.08%
0.07%
0.02%
0.01%
0.00%
0.00%
---
2.570T
419.6G
381.7G
112.4G
69.23G
23.65G
10.20G
---
0.64%
0.49%
0.12%
0.03%
0.02%
0.01%
0.00%
---
4.117G
3.185G
793.6M
204.7M
104.8M
35.25M
17.42M
Unidentified
Unidentified
---
34.31%
---
190.7T
---
43.05%
---
279.0G
Total
Total
---
100.00%
---
555.8T
---
100.00%
---
648.1G

The following table summarizes use of most popular IPv4 protocols:

Table 8. IP Protocols Distribution (Full Data set)

Protocols OctetsPackets
ICMP[1]0.09% 501.3G 0.64% 4.119G
IGMP[2]0.00% 216.3M 0.00% 4.684M
IP-ENCAP[4]0.00% 2.694G 0.00% 15.75M
TCP[6]84.48% 469.5T 81.09% 525.6G
UDP[17]14.55% 80.89T 17.32% 112.2G
IPv6[41]0.00% 8.621G 0.00% 13.78M
GRE[47]0.61% 3.409T 0.64% 4.133G
ESP[50]0.25% 1.368T 0.29% 1.871G
AX.25[93]0.00% 474.2k 0.00% 8.500k
PIM[103]0.00% 4.727G 0.01% 40.92M
IPMP[169]0.00% 234.2M 0.00% 3.254M
Other0.01% 46.77G 0.01% 92.62M
Total100.00% 555.8T 100.00% 648.1G

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)38.92% 252.2G
Medium (100-1400B)26.75% 173.3G
Large (1401-1500B)32.51% 210.6G
Jumbo (>1500B)1.83% 11.83G
Total100.00% 648.1G

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]95.00% 528.0T 94.92% 615.2G
Scavenger [DSCP=8]0.67% 3.735T 0.74% 4.766G
EF [DSCP=46]0.01% 27.84G 0.02% 118.0M
Other4.33% 24.04T 4.33% 28.04G
Total100.00% 555.8T 100.00% 648.1G

We collect statistics about ECN-capable traffic:

Table 11. ECN-Capable Traffic

Type OctetsPackets
ECN-Capable0.90% 5.001T 0.54% 3.498G

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
21281.24% 6.886T 1.31% 8.493G
163841.12% 6.205T 0.99% 6.391G
200000.44% 2.450T 0.38% 2.442G
191010.43% 2.363T 0.40% 2.605G
400000.40% 2.224T 0.31% 1.982G