Internet2 NetFlow: Weekly Reports: Week of 20060206

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

Introduction

You are looking at the weekly Abilene network usage report for the week of 20060206 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: Wednesday, Thursday, Friday, Saturday, Sunday. We multiplied all nominal quantities by 7/2 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 2.91% of octets and 0.00% 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 1.365M 5 10.05M
5 1.452M 14 10.36M
10 1.550M 23 10.83M
50 2.834M 58 16.95M
90 9.204M 59 44.31M
95 14.60M 59 61.65M
99 49.50M 77 174.3M
99.9 1.010G 119 3.650G
99.99 1.131G 120 3.782G
99.999 10.80G 122 3.847G
100 259.2G 124 3.899G

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)2.28% 2.489G
Medium (100-1400B)7.65% 8.356G
Large (1401-1500B)83.53% 91.23G
Jumbo (>1500B)6.54% 7.144G
Total100.00% 109.2G

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
Measurement31.81% 66.30T 9.37% 10.23G 1.44% 81.74k
Data Transfers23.75% 49.49T 31.27% 34.15G 37.61% 2.136M
Encrypted Traffic9.02% 18.79T 11.74% 12.82G 10.83% 615.1k
Advanced Apps4.30% 8.966T 5.71% 6.240G 6.83% 387.9k
File Sharing3.44% 7.176T 4.67% 5.100G 4.69% 266.5k
Misc0.34% 702.0G 0.46% 500.4M 0.74% 42.27k
Games0.33% 681.3G 0.44% 484.8M 0.64% 36.51k
Audio/Video0.21% 432.3G 0.28% 302.6M 0.54% 30.94k
Unidentified26.81% 55.87T 36.06% 39.38G 36.67% 2.083M
Total100.00% 208.4T 100.00% 109.2G 100.00% 5.680M

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
1.136G900010Abilene [11537]Abilene [11537]Iperf
296.6M150011CalTech [31]U Florida [6356]Iperf
295.4M150016CalTech [31]SWITCH [559]Iperf
261.4M149913Brookhaven National Lab [43]U Florida [6356]Iperf
253.9M150011SLAC [3671]U Florida [6356]Iperf
191.1M149610Abilene [11537]UNIVHAWAII [6360]Iperf
182.8M150010UNIVHAWAII [6360]Abilene [11537]Iperf
153.0M150014CalTech [31]UK [786]Iperf
140.8M149118CalTech [31]IN2P3 [789]Iperf
138.1M149219CalTech [31]UUNET Dual-Homed customers [2852]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
437.8M150028PSC [1207]Argonne [683]32777 -> 50000
399.9M150023Purdue [17]Argonne [683]45824 -> 5150
340.7M150058SLAC [3671]U Florida [6356]49386 -> 5011
241.9M147830NASA-HPCC-ESS [7847]UCAR [194]Hotline
198.2M150014NASA-ESDIS-NET [22767]Pennsylvania State U [3999]Hotline
148.3M150045U Minnesota [217]Unknown [18128]Rsync
147.1M150030NASA-ESDIS-NET [22767]EROS Data Center - USGS [5663]Hotline
137.2M150060Network for Education and Research in Oregon [3701]Indiana [87]Rsync
131.5M150011Abilene [11537]AMPATH [20080]3003 -> 1064
130.1M150030UCAR [194]NASA-HPCC-ESS [7847]49535 -> 5102

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: 483.0.

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 Transfers2.03% 145.5T 0.00% 179.0G
Measurement1.25% 89.36T 0.00% 28.46G
File Sharing0.64% 45.98T 0.00% 326.9G
Audio/Video0.50% 36.01T 0.28% 18.30T
Encrypted Traffic0.43% 31.16T 0.00% 42.62G
Advanced Apps0.24% 17.08T 0.00% 22.98G
Misc0.16% 11.77T 0.00% 30.01G
Games0.08% 5.559T 0.02% 1.370T
Unidentified94.67% 6.790P 99.69% 6.621P
Total100.00% 7.173P 100.00% 6.641P

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
---
1.25%
0.48%
0.17%
0.14%
---
89.64T
34.20T
11.89T
9.838T
---
0.00%
0.00%
0.00%
0.00%
---
120.1G
34.54G
14.46G
9.922G
Measurement
Iperf
ICMP
IPMP
---
1.23%
0.05%
0.00%
---
88.35T
3.460T
72.85G
---
0.00%
0.00%
0.00%
---
16.37G
41.28G
1.011G
File Sharing
Shoutcast
BitTorrent
Gnutella
Audiogalaxy
Hotline
eDonkey2000
WinMX
FastTrack
Carracho
Blubster
Freenet
Neo-Modus
Direct Connect++
---
0.25%
0.19%
0.06%
0.05%
0.04%
0.03%
0.02%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
17.65T
13.69T
4.476T
3.432T
2.901T
2.483T
1.246T
62.27G
21.96G
6.727G
5.039G
4.793G
16.87M
---
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%
---
33.12G
18.49G
11.46G
4.477G
2.976G
3.271G
252.9G
89.94M
32.18M
102.8M
6.589M
6.153M
283.5k
Audio/Video
Any-Source Multicast
Real Player
Windows Media
H.323 Signaling
Backbone Radio
StreamWorks
Subset of VoIP
Camarades webcams
Single-Source Multicast
---
0.43%
0.06%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
31.15T
4.349T
233.2G
163.6G
69.20G
31.02G
9.631G
1.165G
0.000
---
0.28%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
18.30T
5.212G
301.3M
225.2M
117.1M
45.12M
21.43M
5.260M
0.000
Encrypted Traffic
SSH
HTTPS
IPsec ESP
IPsec AH
IPsec IKE
---
0.35%
0.07%
0.01%
0.00%
0.00%
---
25.31T
5.199T
590.5G
61.92G
1.279G
---
0.00%
0.00%
0.00%
0.00%
0.00%
---
31.31G
10.22G
992.3M
87.69M
6.135M
Advanced Apps
UNIDATA LDM
BBCP
McIDAS
BBFTP
GsiFTP
IBP
---
0.22%
0.01%
0.01%
0.00%
0.00%
0.00%
---
15.62T
809.4G
470.9G
140.8G
27.53G
9.390G
---
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
21.28G
994.9M
497.4M
155.2M
47.22M
9.829M
Misc
Mail
Squid
Port 0
X11
DNS
AFS
IRC
MS Windows
Telnet
NFS
AOL AIM
SOCKS
NTP
IDENT
SNMP
RPC Portmapper
RTIP
---
0.07%
0.03%
0.02%
0.02%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
4.789T
1.888T
1.648T
1.385T
894.1G
465.7G
225.2G
119.8G
100.3G
76.35G
75.14G
39.11G
35.10G
26.94G
5.262G
299.4M
22.89M
---
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%
---
7.688G
2.910G
1.349G
2.160G
10.53G
908.4M
1.893G
1.124G
386.6M
131.9M
111.1M
236.7M
460.7M
69.82M
42.07M
3.373M
406.7k
Games
DirectX
Battlenet
Half-Life
Quake
Asheron
Starsiege Tribes
Spy Arcade
---
0.06%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
4.409T
498.7G
482.3G
127.2G
29.80G
9.484G
2.045G
---
0.02%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
1.365T
959.4M
3.449G
220.0M
59.01M
22.28M
4.673M
Unidentified
Unidentified
---
94.67%
---
6.790P
---
99.69%
---
6.621P
Total
Total
---
100.00%
---
7.173P
---
100.00%
---
6.641P

The following table summarizes use of most popular IPv4 protocols:

Table 8. IP Protocols Distribution (Full Data set)

Protocols OctetsPackets
ICMP[1]0.05% 3.460T 0.00% 41.28G
IGMP[2]0.00% 52.82M 0.00% 1.444M
IP-ENCAP[4]0.00% 2.620G 0.00% 12.16M
TCP[6]6.46% 463.2T 0.01% 549.8G
UDP[17]0.93% 66.49T 0.00% 109.8G
IPv6[41]0.00% 10.29G 0.00% 41.11M
GRE[47]0.01% 720.8G 0.00% 1.493G
ESP[50]0.01% 590.5G 0.00% 992.3M
AX.25[93]0.00% 112.3k 0.00% 700.0
PIM[103]0.00% 5.310G 0.00% 45.19M
IPMP[169]0.00% 72.85G 0.00% 1.011G
Other92.58% 6.640P 99.99% 6.641P
Total100.00% 7.173P 100.00% 6.641P

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)99.99% 6.641P
Medium (100-1400B)0.00% 196.6G
Large (1401-1500B)0.00% 204.3G
Jumbo (>1500B)0.00% 9.670G
Total100.00% 6.641P

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]6.90% 495.0T 0.04% 2.914T
Scavenger [DSCP=8]0.04% 2.952T 0.00% 3.886G
EF [DSCP=46]0.00% 237.5G 0.02% 1.074T
Other93.05% 6.674P 99.94% 6.637P
Total100.00% 7.173P 100.00% 6.641P

We collect statistics about ECN-capable traffic:

Table 11. ECN-Capable Traffic

Type OctetsPackets
ECN-Capable92.42% 6.629P 99.75% 6.625P

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
1738326.12% 1.873P 28.21% 1.873P
5394226.12% 1.873P 28.21% 1.873P
466590.11% 7.867T 0.12% 8.141T
593460.10% 7.103T 0.11% 7.512T
50110.04% 2.905T 0.00% 2.330G