Internet2 NetFlow: Weekly Reports: Week of 20070709

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

Introduction

You are looking at the weekly Abilene network usage report for the week of 20070709 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: Thursday, Friday, Saturday. We multiplied all nominal quantities by 7/4 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 38.17% of octets and 20.36% 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 4 10.05M
5 1.465M 12 10.50M
10 1.579M 20 10.95M
50 3.201M 58 18.76M
90 10.55M 59 47.85M
95 15.38M 59 64.95M
99 42.14M 59 122.4M
99.9 205.3M 119 812.1M
99.99 1.019G 119 3.709G
99.999 1.119G 128 3.812G
100 223.2G 146 4.740G

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)1.30% 1.781G
Medium (100-1400B)4.69% 6.435G
Large (1401-1500B)92.89% 127.4G
Jumbo (>1500B)1.12% 1.531G
Total100.00% 137.1G

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
Data Transfers23.79% 50.08T 25.30% 34.70G 29.15% 2.185M
Encrypted Traffic8.87% 18.66T 9.32% 12.78G 7.99% 598.9k
Measurement7.67% 16.14T 2.80% 3.846G 0.46% 34.15k
Advanced Apps4.32% 9.104T 4.50% 6.178G 5.70% 427.0k
File Sharing4.01% 8.445T 4.35% 5.961G 2.92% 218.8k
Misc0.50% 1.050T 0.54% 747.0M 0.75% 56.43k
Audio/Video0.34% 713.2G 0.36% 495.5M 0.72% 54.00k
Games0.13% 267.6G 0.14% 190.0M 0.16% 11.99k
Unidentified50.38% 106.0T 52.68% 72.26G 52.16% 3.910M
Total100.00% 210.5T 100.00% 137.1G 100.00% 7.497M

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
1.243G900013Abilene [11537]Abilene [11537]Iperf
1.113G900013ESNET [3428]Abilene [11537]Iperf
1.082G900010Abilene [11537]ESNET [3428]Iperf
1.035G900010High Performance Computing Modernization Program [668]Abilene [11537]Iperf
883.6M150012SLAC [3671]Unknown [32361]Iperf
660.3M150012Unknown [32361]U Florida [6356]Iperf
365.9M900010Abilene [11537]High Performance Computing Modernization Program [668]Iperf
360.6M150012Brookhaven National Lab [43]U Florida [6356]Iperf
252.4M150020NASA Internet [297]SLAC [3671]Iperf
242.8M150030NASA GSFC [1701]Unknown [25689]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
632.7M150060APNIC [7575]SURFnet [1103]40530 -> 52100
233.1M150011Network for Education and Research in Oregon [3701]UKY [10437]24457 -> 7075
213.8M150018OSU [159]ISI [4]43271 -> 32993
203.6M150030NASA-ESDIS-NET [22767]EROS Data Center - USGS [5663]Hotline
195.5M147813NASA-HPCC-ESS [7847]UCAR [194]Hotline
181.0M150014NASA-ESDIS-NET [22767]UCAR [194]Hotline
177.8M150030NASA-ESDIS-NET [22767]AMPATH [20080]Hotline
169.8M150013Indiana [87]RIT [4385]Rsync
152.4M150060Network for Education and Research in Oregon [3701]Indiana [87]Rsync
148.3M149912Indiana [87]Unknown [36375]HTTP

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: 615.0.

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 Transfers28.84% 159.0T 31.98% 215.4G
Encrypted Traffic6.04% 33.30T 6.96% 46.87G
Measurement3.95% 21.80T 3.47% 23.37G
Advanced Apps2.96% 16.32T 2.81% 18.93G
File Sharing2.64% 14.55T 2.65% 17.85G
Audio/Video2.47% 13.60T 2.44% 16.41G
Misc2.05% 11.29T 4.07% 27.45G
Games0.28% 1.560T 0.44% 2.960G
Unidentified50.78% 280.1T 45.18% 304.3G
Total100.00% 551.6T 100.00% 673.6G

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
---
23.67%
2.23%
1.58%
1.35%
---
130.5T
12.32T
8.693T
7.449T
---
27.29%
1.87%
1.63%
1.19%
---
183.8G
12.58G
10.99G
8.013G
Encrypted Traffic
SSH
HTTPS
IPsec ESP
IPsec AH
IPsec IKE
---
3.72%
1.95%
0.35%
0.02%
0.00%
---
20.53T
10.75T
1.910T
95.06G
3.577G
---
3.66%
2.87%
0.40%
0.02%
0.00%
---
24.62G
19.35G
2.725G
154.4M
16.77M
Measurement
Iperf
ICMP
IPMP
---
3.76%
0.34%
0.00%
---
20.73T
1.867T
4.586M
---
1.02%
4.29%
0.00%
---
6.874G
28.88G
63.70k
Advanced Apps
UNIDATA LDM
McIDAS
BBCP
GsiFTP
BBFTP
IBP
---
2.78%
0.14%
0.03%
0.00%
0.00%
0.00%
---
15.34T
794.9G
143.2G
23.42G
11.58G
4.164G
---
2.60%
0.15%
0.04%
0.01%
0.01%
0.00%
---
17.52G
1.006G
290.5M
51.59M
59.06M
5.674M
File Sharing
Audiogalaxy
Hotline
Shoutcast
BitTorrent
eDonkey2000
Gnutella
FastTrack
WinMX
Blubster
Carracho
Freenet
Neo-Modus
Direct Connect++
---
1.13%
0.59%
0.49%
0.28%
0.11%
0.03%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
6.218T
3.270T
2.688T
1.540T
630.3G
141.4G
39.22G
14.23G
2.619G
2.271G
1.777G
274.5M
565.0k
---
1.02%
0.50%
0.54%
0.42%
0.11%
0.05%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
6.843G
3.373G
3.651G
2.806G
733.9M
326.4M
60.73M
19.27M
28.93M
3.203M
1.941M
6.036M
11.55k
Audio/Video
Any-Source Multicast
Real Player
Windows Media
Backbone Radio
H.323 Signaling
StreamWorks
Camarades webcams
Subset of VoIP
Single-Source Multicast
---
1.73%
0.63%
0.09%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
9.532T
3.469T
478.9G
58.34G
53.94G
8.384G
1.123G
765.2M
0.000
---
1.59%
0.74%
0.08%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
10.73G
5.005G
522.4M
73.03M
64.31M
12.02M
1.608M
2.592M
0.000
Misc
Mail
Squid
Port 0
DNS
AFS
X11
NFS
IRC
Telnet
NTP
MS Windows
SOCKS
SNMP
AOL AIM
IDENT
RPC Portmapper
RTIP
---
1.08%
0.24%
0.24%
0.19%
0.15%
0.07%
0.04%
0.01%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
5.977T
1.325T
1.319T
1.049T
808.6G
405.0G
197.0G
62.94G
44.70G
37.40G
27.30G
19.69G
6.910G
6.298G
4.014G
254.2M
18.54M
---
1.80%
0.34%
0.17%
1.25%
0.17%
0.11%
0.02%
0.03%
0.05%
0.07%
0.04%
0.00%
0.01%
0.00%
0.00%
0.00%
0.00%
---
12.09G
2.321G
1.139G
8.440G
1.139G
716.5M
166.1M
224.9M
321.7M
491.5M
271.1M
32.18M
53.37M
8.162M
28.06M
3.589M
425.6k
Games
DirectX
Battlenet
Half-Life
Quake
Spy Arcade
Starsiege Tribes
Asheron
---
0.21%
0.05%
0.01%
0.01%
0.00%
0.00%
0.00%
---
1.133T
279.2G
72.01G
32.52G
27.11G
8.258G
7.311G
---
0.26%
0.08%
0.07%
0.01%
0.01%
0.00%
0.00%
---
1.773G
537.3M
502.1M
63.84M
41.45M
13.95M
27.57M
Unidentified
Unidentified
---
50.78%
---
280.1T
---
45.18%
---
304.3G
Total
Total
---
100.00%
---
551.6T
---
100.00%
---
673.6G

The following table summarizes use of most popular IPv4 protocols:

Table 8. IP Protocols Distribution (Full Data set)

Protocols OctetsPackets
ICMP[1]0.34% 1.867T 4.29% 28.88G
IGMP[2]0.00% 53.36M 0.00% 1.496M
IP-ENCAP[4]0.00% 26.69G 0.04% 301.4M
TCP[6]79.05% 436.0T 80.41% 541.6G
UDP[17]9.49% 52.34T 8.60% 57.93G
IPv6[41]0.00% 26.72G 0.00% 33.64M
GRE[47]10.89% 60.09T 8.06% 54.28G
ESP[50]0.35% 1.910T 0.40% 2.725G
AX.25[93]0.00% 268.4k 0.00% 6.125k
PIM[103]0.00% 3.635G 0.01% 35.19M
IPMP[169]0.00% 4.586M 0.00% 63.70k
Other0.02% 96.28G 0.02% 162.5M
Total100.00% 551.6T 100.00% 673.6G

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)40.38% 272.0G
Medium (100-1400B)19.85% 133.7G
Large (1401-1500B)39.03% 262.9G
Jumbo (>1500B)0.73% 4.937G
Total100.00% 673.6G

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]94.96% 523.8T 95.12% 640.8G
Scavenger [DSCP=8]0.34% 1.883T 0.42% 2.813G
EF [DSCP=46]0.00% 27.28G 0.02% 136.6M
Other4.70% 25.89T 4.44% 29.91G
Total100.00% 551.6T 100.00% 673.6G

We collect statistics about ECN-capable traffic:

Table 11. ECN-Capable Traffic

Type OctetsPackets
ECN-Capable0.68% 3.738T 0.62% 4.208G

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
200001.54% 8.511T 1.36% 9.134G
30001.27% 7.029T 0.13% 868.5M
10511.26% 6.977T 0.13% 857.9M
30011.20% 6.598T 0.12% 826.5M
10521.19% 6.552T 0.12% 806.0M