Internet2 NetFlow: Weekly Reports: Week of 20060424

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

Introduction

You are looking at the weekly Abilene network usage report for the week of 20060424 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 46.89% of octets and 19.30% 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 1.374M 6 10.05M
5 1.467M 15 10.50M
10 1.578M 25 10.95M
50 2.812M 58 17.60M
90 9.481M 59 45.30M
95 15.01M 59 69.50M
99 92.27M 59 272.7M
99.9 1.013G 119 3.674G
99.99 1.118G 119 3.787G
99.999 1.637G 120 3.846G
100 129.6G 120 3.879G

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)4.55% 622.0M
Medium (100-1400B)6.01% 821.3M
Large (1401-1500B)79.40% 10.85G
Jumbo (>1500B)10.05% 1.373G
Total100.00% 13.66G

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
Measurement43.88% 12.89T 15.26% 2.086G 2.20% 14.51k
Data Transfers22.02% 6.467T 32.22% 4.404G 41.08% 271.3k
Encrypted Traffic6.63% 1.947T 11.04% 1.509G 6.06% 40.01k
Advanced Apps4.61% 1.354T 6.76% 924.4M 9.57% 63.21k
File Sharing2.55% 749.1G 4.01% 547.7M 3.64% 24.04k
Misc0.32% 95.17G 0.49% 66.91M 0.81% 5.361k
Games0.17% 50.94G 0.27% 36.45M 0.37% 2.453k
Audio/Video0.06% 16.49G 0.08% 11.39M 0.17% 1.121k
Unidentified19.75% 5.802T 29.86% 4.082G 36.11% 238.5k
Total100.00% 29.37T 100.00% 13.66G 100.00% 660.6k

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
1.086G900010Abilene [11537]Abilene [11537]Iperf
939.3M150010Argonne [683]Georgia Institute of Technology [2637]Iperf
839.7M150017Unknown [32361]SDSC [195]Iperf
751.5M150021Unknown [32361]CalTech [31]Iperf
723.0M150010Abilene [11537]UNIVHAWAII [6360]Iperf
376.3M150014Brookhaven National Lab [43]U Florida [6356]Iperf
277.4M150012SLAC [3671]U Florida [6356]Iperf
276.8M150018Unknown [32361]APNIC [7539]Iperf
263.2M150020Unknown [32361]SWITCH [559]Iperf
244.6M150020SLAC [3671]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
483.8M150010ESNET [3428]Abilene [11537]34417 -> 3002
245.7M148030NASA-HPCC-ESS [7847]UCAR [194]Hotline
189.7M142030NASA-ESDIS-NET [22767]Pennsylvania State U [3999]Hotline
177.7M150030NASA-ESDIS-NET [22767]NCSA [1224]36500 -> 8889
155.4M150022PSC [1207]NCSA [1224]35746 -> 50002
155.3M150018UCAR [194]NASA-HPCC-ESS [7847]36195 -> 5102
145.4M150030NASA-ESDIS-NET [22767]EROS Data Center - USGS [5663]Hotline
119.8M150016NASA-ESDIS-NET [22767]UCAR [194]Hotline
109.6M150019APNIC [7539]U Florida [6356]54638 -> 5011
100.1M150010NASA-ESDIS-NET [22767]OSU [159]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: 56.00.

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
Measurement27.53% 17.24T 6.02% 4.260G
Data Transfers22.91% 14.35T 23.47% 16.62G
File Sharing6.63% 4.156T 9.36% 6.629G
Encrypted Traffic4.49% 2.811T 5.37% 3.806G
Advanced Apps4.26% 2.668T 5.00% 3.542G
Audio/Video2.63% 1.649T 2.18% 1.544G
Misc1.44% 899.3G 2.81% 1.988G
Games0.56% 348.5G 1.28% 903.1M
Unidentified29.56% 18.51T 44.51% 31.52G
Total100.00% 62.65T 100.00% 70.82G

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
Measurement
Iperf
ICMP
IPMP
---
27.43%
0.10%
0.00%
---
17.18T
63.48G
2.863G
---
4.65%
1.30%
0.06%
---
3.296G
923.7M
39.77M
Data Transfers
HTTP
NNTP
Rsync
FTP
---
9.10%
8.38%
2.93%
2.50%
---
5.701T
5.247T
1.836T
1.564T
---
10.87%
7.45%
2.49%
2.65%
---
7.697G
5.279G
1.764G
1.880G
File Sharing
Shoutcast
BitTorrent
Hotline
Audiogalaxy
Gnutella
eDonkey2000
FastTrack
WinMX
Blubster
Carracho
Freenet
Neo-Modus
Direct Connect++
---
3.04%
1.54%
0.62%
0.57%
0.55%
0.31%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
1.905T
962.0G
388.6G
355.5G
345.1G
191.6G
6.065G
1.137G
680.3M
334.8M
72.31M
9.635M
15.60k
---
4.70%
1.86%
0.59%
0.64%
1.18%
0.36%
0.01%
0.00%
0.01%
0.00%
0.00%
0.00%
0.00%
---
3.329G
1.317G
417.4M
455.7M
835.1M
255.0M
8.553M
1.639M
8.693M
446.2k
243.6k
29.80k
300.0
Encrypted Traffic
SSH
HTTPS
IPsec ESP
IPsec AH
IPsec IKE
---
3.64%
0.67%
0.18%
0.01%
0.00%
---
2.277T
416.7G
112.8G
4.219G
127.5M
---
4.05%
1.07%
0.24%
0.01%
0.00%
---
2.868G
760.3M
168.8M
7.259M
646.8k
Advanced Apps
UNIDATA LDM
BBCP
McIDAS
BBFTP
GsiFTP
IBP
---
3.89%
0.24%
0.09%
0.03%
0.01%
0.00%
---
2.435T
153.1G
57.11G
19.60G
3.240G
50.17M
---
4.63%
0.25%
0.08%
0.04%
0.01%
0.00%
---
3.275G
174.6M
59.52M
27.30M
5.808M
192.0k
Audio/Video
Any-Source Multicast
Real Player
Windows Media
H.323 Signaling
Backbone Radio
StreamWorks
Camarades webcams
Subset of VoIP
Single-Source Multicast
---
2.26%
0.31%
0.03%
0.02%
0.01%
0.00%
0.00%
0.00%
0.00%
---
1.414T
196.9G
16.50G
10.59G
7.704G
2.491G
258.7M
84.51M
0.000
---
1.76%
0.35%
0.03%
0.02%
0.01%
0.01%
0.00%
0.00%
0.00%
---
1.243G
247.6M
20.66M
16.13M
10.28M
4.602M
604.3k
306.9k
0.000
Misc
Mail
Port 0
X11
Squid
DNS
AFS
NFS
AOL AIM
IRC
Telnet
NTP
MS Windows
IDENT
SOCKS
SNMP
RPC Portmapper
RTIP
---
0.37%
0.31%
0.26%
0.21%
0.13%
0.05%
0.03%
0.02%
0.01%
0.01%
0.01%
0.01%
0.01%
0.01%
0.00%
0.00%
0.00%
---
232.4G
192.6G
163.0G
133.6G
80.00G
33.87G
16.65G
14.32G
7.703G
5.230G
5.154G
5.031G
4.641G
4.205G
745.6M
56.09M
5.111M
---
0.62%
0.22%
0.35%
0.34%
0.83%
0.09%
0.03%
0.03%
0.04%
0.05%
0.10%
0.06%
0.01%
0.02%
0.01%
0.00%
0.00%
---
442.2M
155.1M
246.9M
241.7M
590.2M
62.24M
23.12M
20.21M
30.25M
34.72M
67.62M
45.84M
10.08M
11.36M
5.384M
1.262M
44.10k
Games
DirectX
Half-Life
Battlenet
Quake
Asheron
Starsiege Tribes
Spy Arcade
---
0.42%
0.08%
0.04%
0.01%
0.01%
0.00%
0.00%
---
266.1G
48.32G
23.53G
6.545G
3.364G
493.1M
128.4M
---
0.59%
0.56%
0.09%
0.02%
0.01%
0.00%
0.00%
---
419.6M
397.2M
64.97M
12.72M
6.515M
1.615M
413.1k
Unidentified
Unidentified
---
29.56%
---
18.51T
---
44.51%
---
31.52G
Total
Total
---
100.00%
---
62.65T
---
100.00%
---
70.82G

The following table summarizes use of most popular IPv4 protocols:

Table 8. IP Protocols Distribution (Full Data set)

Protocols OctetsPackets
ICMP[1]0.10% 63.48G 1.30% 923.7M
IGMP[2]0.00% 19.98M 0.00% 439.7k
IP-ENCAP[4]0.00% 27.31M 0.00% 214.1k
TCP[6]83.94% 52.58T 76.97% 54.51G
UDP[17]15.12% 9.471T 20.80% 14.73G
IPv6[41]0.00% 517.2M 0.00% 3.107M
GRE[47]0.65% 407.0G 0.60% 427.2M
ESP[50]0.18% 112.8G 0.24% 168.8M
AX.25[93]0.00% 19.60k 0.00% 200.0
PIM[103]0.00% 728.4M 0.01% 5.753M
IPMP[169]0.00% 2.863G 0.06% 39.77M
Other0.01% 4.249G 0.01% 7.517M
Total100.00% 62.65T 100.00% 70.82G

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)40.36% 28.58G
Medium (100-1400B)27.06% 19.16G
Large (1401-1500B)29.94% 21.20G
Jumbo (>1500B)2.64% 1.870G
Total100.00% 70.82G

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]94.28% 59.06T 93.84% 66.45G
Scavenger [DSCP=8]0.48% 298.5G 0.53% 375.7M
EF [DSCP=46]0.00% 1.482G 0.01% 7.667M
Other5.25% 3.286T 5.62% 3.977G
Total100.00% 62.65T 100.00% 70.82G

We collect statistics about ECN-capable traffic:

Table 11. ECN-Capable Traffic

Type OctetsPackets
ECN-Capable0.76% 473.3G 0.46% 328.9M

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
324591.24% 779.2G 1.37% 968.1M
66610.81% 505.5G 5.48% 3.881G
66600.68% 426.0G 3.04% 2.155G
191010.56% 351.4G 0.55% 390.0M
80900.48% 302.8G 0.46% 326.5M