Internet2 NetFlow: Weekly Reports: Week of 20060410

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

Introduction

You are looking at the weekly Abilene network usage report for the week of 20060410 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 46.16% of octets and 18.53% 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 7 10.05M
5 1.463M 16 10.50M
10 1.558M 26 10.95M
50 2.613M 58 16.50M
90 8.779M 59 42.15M
95 12.96M 59 61.05M
99 39.47M 59 151.3M
99.9 1.007G 119 3.639G
99.99 1.110G 119 3.776G
99.999 3.801G 120 3.844G
100 237.6G 121 6.720G

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)6.04% 7.312G
Medium (100-1400B)6.11% 7.391G
Large (1401-1500B)79.90% 96.71G
Jumbo (>1500B)7.95% 9.619G
Total100.00% 121.0G

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
Measurement37.86% 90.14T 11.89% 14.39G 1.55% 99.91k
Data Transfers23.35% 55.60T 34.94% 42.29G 37.95% 2.449M
Encrypted Traffic6.73% 16.02T 9.27% 11.21G 7.96% 513.7k
Advanced Apps3.84% 9.149T 5.14% 6.223G 6.47% 417.4k
File Sharing2.71% 6.452T 3.74% 4.532G 3.77% 243.0k
Misc0.29% 695.2G 0.42% 504.9M 0.64% 41.01k
Games0.21% 507.7G 0.30% 359.7M 0.40% 25.59k
Audio/Video0.12% 291.8G 0.17% 205.7M 0.30% 19.13k
Unidentified24.88% 59.25T 34.13% 41.31G 40.98% 2.645M
Total100.00% 238.1T 100.00% 121.0G 100.00% 6.455M

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
1.132G900012Abilene [11537]Abilene [11537]Iperf
1.018G900010Abilene [11537]UCLA [52]Iperf
1.009G900010UCLA [52]Abilene [11537]Iperf
959.8M150049APAN-JP [7660]MREN [22335]Iperf
802.5M150012Unknown [32361]SDSC [195]Iperf
788.5M150014Unknown [32361]CalTech [31]Iperf
728.3M150010Abilene [11537]UNIVHAWAII [6360]Iperf
425.0M150020SLAC [3671]Unknown [32361]Iperf
300.8M150015Brookhaven National Lab [43]U Florida [6356]Iperf
280.2M150010Unknown [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
541.6M150010Abilene [11537]ESNET [3428]3003 -> 46510
384.0M150010ESNET [3428]Abilene [11537]38379 -> 3002
236.1M147717NASA-HPCC-ESS [7847]UCAR [194]Hotline
200.7M150017NASA-ESDIS-NET [22767]NCSA [1224]38363 -> 8889
193.9M142022NASA-ESDIS-NET [22767]Pennsylvania State U [3999]Hotline
190.6M150010SLAC [3671]U Florida [6356]58488 -> 5011
175.2M150016NASA-AERONET [10343]UCAR [194]SSH
175.0M150060PSC [1207]NCSA [1224]57285 -> 50001
162.4M150011UCAR [194]NASA-HPCC-ESS [7847]33363 -> 5102
154.0M900010Abilene [11537]UCLA [52]5010 -> 5010

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: 555.0.

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 Transfers25.52% 131.6T 25.08% 163.8G
Measurement23.41% 120.7T 4.26% 27.81G
File Sharing6.71% 34.63T 8.97% 58.58G
Encrypted Traffic4.79% 24.68T 5.03% 32.83G
Audio/Video3.61% 18.61T 2.74% 17.87G
Advanced Apps3.57% 18.43T 3.77% 24.64G
Misc1.67% 8.597T 2.83% 18.51G
Games0.57% 2.938T 1.08% 7.030G
Unidentified30.16% 155.5T 46.24% 302.1G
Total100.00% 515.8T 100.00% 653.2G

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
---
12.47%
7.46%
3.07%
2.52%
---
64.33T
38.45T
15.85T
12.98T
---
14.36%
5.86%
2.45%
2.42%
---
93.83G
38.25G
15.98G
15.77G
Measurement
Iperf
ICMP
IPMP
---
23.32%
0.10%
0.00%
---
120.2T
504.7G
23.93G
---
3.52%
0.81%
0.05%
---
22.98G
5.303G
332.4M
File Sharing
Shoutcast
BitTorrent
Audiogalaxy
Hotline
Gnutella
eDonkey2000
FastTrack
WinMX
Carracho
Neo-Modus
Direct Connect++
Blubster
Freenet
---
2.87%
1.69%
0.84%
0.49%
0.47%
0.34%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
14.79T
8.723T
4.330T
2.537T
2.407T
1.757T
47.79G
13.53G
9.501G
7.616G
3.851G
3.690G
1.448G
---
4.56%
1.79%
0.85%
0.41%
0.96%
0.36%
0.02%
0.00%
0.00%
0.00%
0.00%
0.01%
0.00%
---
29.77G
11.72G
5.552G
2.676G
6.271G
2.359G
110.9M
21.23M
16.35M
9.852M
4.480M
53.99M
6.643M
Encrypted Traffic
SSH
HTTPS
IPsec ESP
IPsec AH
IPsec IKE
---
3.81%
0.89%
0.08%
0.01%
0.00%
---
19.63T
4.601T
395.1G
53.69G
1.276G
---
3.68%
1.21%
0.13%
0.01%
0.00%
---
24.02G
7.905G
824.9M
77.42M
6.237M
Audio/Video
Any-Source Multicast
Real Player
Windows Media
H.323 Signaling
Backbone Radio
StreamWorks
Subset of VoIP
Camarades webcams
Single-Source Multicast
---
3.12%
0.42%
0.03%
0.03%
0.01%
0.00%
0.00%
0.00%
0.00%
---
16.09T
2.176T
142.7G
130.7G
47.37G
19.72G
5.649G
504.0M
0.000
---
2.25%
0.41%
0.03%
0.03%
0.01%
0.00%
0.00%
0.00%
0.00%
---
14.69G
2.692G
195.0M
176.4M
67.73M
31.46M
15.01M
3.574M
0.000
Advanced Apps
UNIDATA LDM
BBCP
McIDAS
BBFTP
GsiFTP
IBP
---
3.15%
0.29%
0.08%
0.05%
0.00%
0.00%
---
16.23T
1.491T
436.0G
237.5G
22.65G
6.863G
---
3.41%
0.24%
0.07%
0.05%
0.01%
0.00%
---
22.28G
1.564G
453.6M
296.0M
43.59M
7.128M
Misc
Mail
Port 0
X11
Squid
DNS
AFS
NFS
AOL AIM
MS Windows
IRC
Telnet
NTP
SOCKS
IDENT
SNMP
RPC Portmapper
RTIP
---
0.60%
0.33%
0.23%
0.21%
0.13%
0.08%
0.02%
0.01%
0.01%
0.01%
0.01%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
3.092T
1.694T
1.199T
1.076T
665.9G
412.3G
100.9G
74.61G
71.42G
60.25G
58.81G
37.10G
30.51G
17.34G
5.036G
196.5M
13.30M
---
0.82%
0.22%
0.27%
0.29%
0.78%
0.12%
0.02%
0.02%
0.11%
0.05%
0.04%
0.07%
0.01%
0.01%
0.01%
0.00%
0.00%
---
5.375G
1.414G
1.790G
1.876G
5.077G
787.7M
147.6M
99.92M
717.5M
299.4M
272.5M
486.9M
75.27M
52.22M
38.98M
3.234M
319.2k
Games
DirectX
Battlenet
Half-Life
Quake
Asheron
Starsiege Tribes
Spy Arcade
---
0.41%
0.07%
0.06%
0.02%
0.01%
0.00%
0.00%
---
2.128T
342.0G
328.4G
88.32G
29.86G
16.00G
5.705G
---
0.50%
0.11%
0.43%
0.02%
0.01%
0.01%
0.00%
---
3.273G
731.0M
2.784G
139.6M
53.65M
40.37M
8.699M
Unidentified
Unidentified
---
30.16%
---
155.5T
---
46.24%
---
302.1G
Total
Total
---
100.00%
---
515.8T
---
100.00%
---
653.2G

The following table summarizes use of most popular IPv4 protocols:

Table 8. IP Protocols Distribution (Full Data set)

Protocols OctetsPackets
ICMP[1]0.10% 504.7G 0.81% 5.303G
IGMP[2]0.00% 148.2M 0.00% 3.336M
IP-ENCAP[4]0.00% 378.0M 0.00% 3.854M
TCP[6]85.26% 439.7T 73.19% 478.1G
UDP[17]14.00% 72.22T 14.37% 93.87G
IPv6[41]0.02% 82.14G 0.01% 81.50M
GRE[47]0.53% 2.753T 0.42% 2.764G
ESP[50]0.08% 395.1G 0.13% 824.9M
AX.25[93]0.00% 426.5k 0.00% 2.216k
PIM[103]0.00% 4.928G 0.01% 39.70M
IPMP[169]0.00% 23.93G 0.05% 332.4M
Other0.02% 126.8G 11.13% 72.72G
Total100.00% 515.8T 100.00% 653.2G

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)46.96% 306.7G
Medium (100-1400B)22.17% 144.8G
Large (1401-1500B)28.87% 188.5G
Jumbo (>1500B)2.00% 13.07G
Total100.00% 653.2G

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]94.59% 487.9T 83.52% 545.5G
Scavenger [DSCP=8]0.40% 2.057T 0.44% 2.857G
EF [DSCP=46]0.00% 4.779G 0.00% 26.49M
Other5.01% 25.85T 16.04% 104.8G
Total100.00% 515.8T 100.00% 653.2G

We collect statistics about ECN-capable traffic:

Table 11. ECN-Capable Traffic

Type OctetsPackets
ECN-Capable0.57% 2.919T 11.43% 74.64G

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
324590.89% 4.612T 0.87% 5.670G
191010.50% 2.592T 0.45% 2.915G
80900.34% 1.769T 0.30% 1.928G
200000.33% 1.680T 0.26% 1.686G
90010.27% 1.407T 0.28% 1.850G