Internet2 NetFlow: Weekly Reports: Week of 20061106

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

Introduction

You are looking at the weekly Abilene network usage report for the week of 20061106 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 8.09% of octets and 0.01% 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 1.461M 12 10.46M
10 1.560M 17 10.95M
50 3.002M 58 16.75M
90 11.03M 59 47.85M
95 22.05M 59 65.74M
99 50.81M 59 184.3M
99.9 1.007G 119 3.645G
99.99 1.101G 119 3.774G
99.999 3.876G 124 3.849G
100 259.2G 125 33.60G

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)2.77% 3.536G
Medium (100-1400B)6.86% 8.751G
Large (1401-1500B)83.71% 106.8G
Jumbo (>1500B)6.65% 8.490G
Total100.00% 127.5G

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
Measurement33.95% 83.07T 12.56% 16.02G 1.42% 93.89k
Data Transfers21.39% 52.33T 28.07% 35.81G 31.94% 2.108M
Encrypted Traffic10.01% 24.48T 13.32% 16.99G 13.44% 887.3k
Advanced Apps3.77% 9.229T 4.89% 6.233G 6.61% 436.2k
File Sharing2.85% 6.976T 3.85% 4.915G 3.14% 207.4k
Misc0.33% 806.5G 0.45% 570.2M 0.80% 52.69k
Games0.22% 540.8G 0.30% 387.2M 0.42% 27.62k
Audio/Video0.19% 462.0G 0.25% 319.9M 0.55% 35.99k
Unidentified27.29% 66.77T 36.30% 46.31G 41.68% 2.751M
Total100.00% 244.6T 100.00% 127.5G 100.00% 6.601M

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
4.901G900028SCXY [14031]Abilene [11537]Iperf
1.100G900011Abilene [11537]Abilene [11537]Iperf
1.002G900024Abilene [11537]SCXY [14031]Iperf
973.7M900029APAN-JP [7660]Abilene [11537]Iperf
970.3M900030Abilene [11537]Unknown [0]Iperf
964.8M900010Abilene [11537]APAN-JP [7660]Iperf
939.0M149910Abilene [11537]ESNET [3428]Iperf
910.1M150036SCXY [14031]APAN-JP [7660]Iperf
901.2M150011SLAC [3671]Unknown [32361]Iperf
893.0M150034APAN-JP [7660]SCXY [14031]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
711.3M150060SCXY [14031]RNP [1916]40769 -> 54321
264.6M150030NASA-ESDIS-NET [22767]AMPATH [20080]Hotline
255.9M148315NASA-HPCC-ESS [7847]UCAR [194]Hotline
206.8M150020NASA GSFC [1701]Pennsylvania State U [3999]Hotline
201.4M150014UCLA [52]Oregon State U [4201]49000 -> 1089
188.3M150019NASA-ESDIS-NET [22767]EROS Data Center - USGS [5663]Hotline
184.1M150060Oregon State U [4201]UCLA [52]1383 -> 49000
169.7M149925NASA-ESDIS-NET [22767]Unknown [0]Hotline
162.8M149912Network for Education and Research in Oregon [3701]Indiana [87]Rsync
147.3M150032Indiana [87]Pennsylvania State U [3999]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: 533.0.

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 Transfers4.71% 142.2T 0.01% 181.4G
Measurement3.65% 110.2T 0.00% 27.73G
Encrypted Traffic1.26% 38.02T 0.00% 45.36G
File Sharing1.04% 31.32T 0.00% 52.49G
Audio/Video0.96% 28.91T 0.00% 25.01G
Advanced Apps0.65% 19.50T 0.00% 26.28G
Misc0.35% 10.58T 0.00% 26.90G
Games0.12% 3.476T 0.00% 8.523G
Unidentified87.28% 2.638P 99.98% 2.398P
Total100.00% 3.022P 100.00% 2.398P

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
Rsync
FTP
---
3.13%
0.80%
0.39%
0.39%
---
94.49T
24.04T
11.88T
11.83T
---
0.01%
0.00%
0.00%
0.00%
---
129.1G
25.05G
13.00G
14.19G
Measurement
Iperf
ICMP
IPMP
---
3.64%
0.01%
0.00%
---
110.0T
259.5G
95.56M
---
0.00%
0.00%
0.00%
---
24.63G
3.100G
1.327M
Encrypted Traffic
SSH
HTTPS
IPsec ESP
IPsec AH
IPsec IKE
---
1.00%
0.22%
0.03%
0.00%
0.00%
---
30.23T
6.741T
995.6G
48.57G
4.175G
---
0.00%
0.00%
0.00%
0.00%
0.00%
---
31.70G
12.00G
1.534G
106.6M
9.807M
File Sharing
Shoutcast
BitTorrent
Audiogalaxy
Hotline
eDonkey2000
Gnutella
FastTrack
Carracho
WinMX
Blubster
Neo-Modus
Freenet
Direct Connect++
---
0.48%
0.21%
0.15%
0.11%
0.04%
0.04%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
14.53T
6.463T
4.619T
3.322T
1.195T
1.084T
48.23G
28.20G
19.16G
6.829G
3.052G
1.187G
2.947M
---
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
28.72G
10.43G
5.433G
3.404G
1.640G
2.630G
75.33M
33.85M
32.19M
83.11M
3.348M
3.517M
31.80k
Audio/Video
Any-Source Multicast
Real Player
Windows Media
H.323 Signaling
Backbone Radio
StreamWorks
Subset of VoIP
Camarades webcams
Single-Source Multicast
---
0.87%
0.07%
0.02%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
26.23T
1.984T
494.7G
88.77G
72.54G
26.13G
4.981G
892.6M
14.70k
---
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
21.52G
2.653G
547.9M
133.8M
97.41M
41.45M
9.824M
2.946M
300.0
Advanced Apps
UNIDATA LDM
BBCP
McIDAS
GsiFTP
BBFTP
IBP
---
0.57%
0.05%
0.02%
0.00%
0.00%
0.00%
---
17.26T
1.541T
660.1G
27.87G
11.52G
531.7M
---
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
23.75G
1.700G
707.6M
59.83M
69.26M
1.352M
Misc
Mail
Squid
DNS
X11
Port 0
AFS
Telnet
NFS
MS Windows
IDENT
IRC
AOL AIM
NTP
SOCKS
SNMP
RPC Portmapper
RTIP
---
0.14%
0.07%
0.04%
0.04%
0.03%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
4.364T
1.966T
1.295T
1.246T
1.038T
159.6G
137.6G
72.82G
69.53G
62.03G
48.91G
45.67G
39.58G
33.46G
6.471G
262.6M
10.80M
---
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
7.321G
3.094G
10.88G
1.701G
985.8M
470.0M
437.0M
119.2M
875.8M
97.17M
203.5M
64.83M
519.8M
69.75M
50.50M
4.555M
212.7k
Games
DirectX
Half-Life
Battlenet
Quake
Asheron
Starsiege Tribes
Spy Arcade
---
0.08%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
2.450T
444.0G
383.2G
100.7G
80.49G
12.87G
4.572G
---
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
4.008G
3.325G
837.9M
203.1M
115.0M
24.49M
8.667M
Unidentified
Unidentified
---
87.28%
---
2.638P
---
99.98%
---
2.398P
Total
Total
---
100.00%
---
3.022P
---
100.00%
---
2.398P

The following table summarizes use of most popular IPv4 protocols:

Table 8. IP Protocols Distribution (Full Data set)

Protocols OctetsPackets
ICMP[1]0.01% 259.5G 0.00% 3.100G
IGMP[2]0.00% 154.6M 0.00% 3.430M
IP-ENCAP[4]0.00% 2.113G 0.00% 12.77M
TCP[6]16.00% 483.5T 0.02% 547.4G
UDP[17]2.96% 89.40T 0.00% 118.6G
IPv6[41]0.00% 6.787G 0.00% 13.59M
GRE[47]1.69% 50.98T 0.00% 11.77G
ESP[50]0.03% 995.6G 0.00% 1.534G
AX.25[93]0.00% 300.2k 0.00% 6.100k
PIM[103]0.00% 4.815G 0.00% 41.65M
IPMP[169]0.00% 95.56M 0.00% 1.327M
Other79.32% 2.397P 99.97% 2.397P
Total100.00% 3.022P 100.00% 2.398P

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)99.98% 2.397P
Medium (100-1400B)0.01% 183.3G
Large (1401-1500B)0.01% 217.4G
Jumbo (>1500B)0.00% 18.97G
Total100.00% 2.398P

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]19.66% 594.1T 0.03% 645.2G
Scavenger [DSCP=8]0.17% 5.211T 0.00% 6.561G
EF [DSCP=46]0.00% 18.19G 0.00% 85.20M
Other80.17% 2.423P 99.97% 2.397P
Total100.00% 3.022P 100.00% 2.398P

We collect statistics about ECN-capable traffic:

Table 11. ECN-Capable Traffic

Type OctetsPackets
ECN-Capable79.45% 2.401P 99.95% 2.397P

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
2729279.31% 2.397P 99.96% 2.397P
2678879.30% 2.397P 99.96% 2.397P
163840.18% 5.372T 0.00% 5.617G
200000.12% 3.561T 0.00% 3.789G
191010.09% 2.750T 0.00% 3.092G