Internet2 NetFlow: Weekly Reports: Week of 20091026

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

Introduction

You are looking at the weekly Abilene network usage report for the week of 20091026 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 37.41% of octets and 19.02% 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 1.397M 2 10.09M
5 1.491M 8 10.50M
10 1.603M 16 10.95M
50 3.146M 57 17.70M
90 15.69M 59 52.37M
95 29.25M 59 86.25M
99 84.63M 59 225.7M
99.9 196.7M 59 585.3M
99.99 517.8M 97 1.991G
99.999 996.3M 118 3.402G
100 69.24G 119 11.56G

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)1.40% 5.657G
Medium (100-1400B)9.87% 40.01G
Large (1401-1500B)88.70% 359.5G
Jumbo (>1500B)0.03% 139.4M
Total100.00% 405.3G

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 Transfers31.53% 181.8T 31.30% 126.8G 40.07% 7.607M
Encrypted Traffic7.89% 45.53T 8.25% 33.45G 5.54% 1.051M
Advanced Apps4.03% 23.26T 4.03% 16.33G 5.11% 970.6k
File Sharing3.10% 17.85T 3.05% 12.37G 2.20% 417.6k
Measurement1.90% 10.98T 2.17% 8.783G 0.40% 75.86k
Misc0.71% 4.078T 0.72% 2.930G 1.15% 218.3k
Games0.19% 1.112T 0.19% 789.5M 0.25% 48.01k
Audio/Video0.12% 692.2G 0.12% 484.5M 0.26% 48.48k
Unidentified50.52% 291.4T 50.16% 203.3G 45.02% 8.546M
Total100.00% 576.8T 100.00% 405.3G 100.00% 18.98M

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
4.679G824420ESnet-West [292]Abilene [11537]Iperf
3.533G824413ESnet-East [291]Abilene [11537]Iperf
1.387G146420Abilene [11537]ESnet-East [291]Iperf
1.365G146414Abilene [11537]ESnet-West [292]Iperf
990.7M900020UIUC [38]Abilene [11537]Iperf
984.2M150010Unknown [32361]SDSC [195]Iperf
979.9M150020UIUC [38]U Chicago [160]Iperf
970.9M150012SCXY [14031]Abilene [11537]Iperf
964.9M146412INDIANAGIGAPOP [19782]Unknown [32361]Iperf
960.1M146414Brookhaven National Lab [43]Abilene [11537]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
1.494G146411Abilene [11537]ESnet-East [291]5072 -> 5072
1.346G146419Abilene [11537]ESnet-West [292]5074 -> 5074
1.001G900020UIUC [38]Abilene [11537]5012 -> 5012
996.3M150011Unknown [32361]SDSC [195]5013 -> 5013
957.9M146410Brookhaven National Lab [43]Abilene [11537]5014 -> 5014
933.0M147320Unknown [32361]VANDERBILT [7212]5018 -> 5018
922.2M146459Abilene [11537]UMDNET [27]Shoutcast
876.7M146430Pennsylvania State U [3999]Abilene [11537]5019 -> 5019
748.1M150010UNL [7896]Fermi National Accelerator Lab [3152]34676 -> 21130
736.6M150020U Wisconsin [59]Abilene [11537]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: 1.522k.

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 Transfers47.02% 725.1T 47.84% 1.019T
Encrypted Traffic6.53% 100.7T 6.87% 146.3G
Advanced Apps2.30% 35.41T 1.76% 37.59G
File Sharing1.74% 26.85T 1.38% 29.38G
Misc1.68% 25.90T 3.53% 75.31G
Measurement0.89% 13.78T 0.81% 17.25G
Audio/Video0.48% 7.395T 0.42% 9.026G
Games0.29% 4.517T 0.50% 10.71G
Unidentified39.06% 602.3T 36.88% 785.9G
Total100.00% 1.542P 100.00% 2.131T

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
Rsync
FTP
NNTP
---
44.85%
1.19%
0.52%
0.47%
---
691.6T
18.35T
7.988T
7.188T
---
46.17%
0.81%
0.43%
0.43%
---
983.9G
17.22G
9.179G
9.148G
Encrypted Traffic
SSH
HTTPS
IPsec ESP
IPsec AH
IPsec IKE
---
2.89%
2.64%
0.99%
0.01%
0.00%
---
44.62T
40.69T
15.28T
103.0G
15.12G
---
2.51%
3.46%
0.88%
0.01%
0.00%
---
53.59G
73.81G
18.69G
232.5M
63.96M
Advanced Apps
UNIDATA LDM
McIDAS
BBCP
IBP
BBFTP
GsiFTP
---
1.96%
0.13%
0.12%
0.07%
0.00%
0.00%
---
30.28T
2.025T
1.883T
1.128T
53.61G
46.83G
---
1.50%
0.08%
0.09%
0.09%
0.00%
0.01%
---
31.95G
1.615G
1.958G
1.851G
104.8M
109.2M
File Sharing
Audiogalaxy
Hotline
Shoutcast
BitTorrent
eDonkey2000
Gnutella
FastTrack
Freenet
WinMX
Carracho
Blubster
Neo-Modus
Direct Connect++
---
0.97%
0.39%
0.19%
0.13%
0.03%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
14.90T
6.060T
2.967T
2.036T
499.9G
160.1G
108.0G
65.07G
34.75G
13.06G
3.721G
512.7M
16.65M
---
0.72%
0.25%
0.23%
0.11%
0.03%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
15.40G
5.345G
4.987G
2.389G
607.6M
307.0M
155.6M
69.63M
51.95M
17.55M
47.65M
1.666M
63.10k
Misc
Mail
DNS
Squid
X11
Port 0
MS Windows
AFS
NTP
IRC
RTIP
NFS
IDENT
Telnet
AOL AIM
SOCKS
SNMP
RPC Portmapper
---
1.19%
0.15%
0.14%
0.07%
0.04%
0.03%
0.02%
0.02%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
18.40T
2.245T
2.172T
1.074T
561.6G
435.7G
341.4G
238.8G
94.90G
90.65G
68.62G
65.93G
32.32G
28.00G
25.30G
20.27G
1.946G
---
1.73%
0.85%
0.17%
0.08%
0.07%
0.33%
0.03%
0.15%
0.02%
0.04%
0.01%
0.03%
0.01%
0.00%
0.00%
0.01%
0.00%
---
36.87G
18.09G
3.565G
1.629G
1.498G
7.083G
733.0M
3.139G
391.5M
862.0M
128.0M
733.5M
292.9M
42.00M
48.75M
146.9M
45.56M
Measurement
Iperf
ICMP
IPMP
---
0.86%
0.03%
0.00%
---
13.33T
448.8G
0.000
---
0.63%
0.18%
0.00%
---
13.45G
3.801G
0.000
Audio/Video
Real Player
Any-Source Multicast
Windows Media
H.323 Signaling
Backbone Radio
StreamWorks
Camarades webcams
Subset of VoIP
Single-Source Multicast
---
0.32%
0.12%
0.02%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
4.862T
1.918T
368.6G
105.9G
84.76G
26.88G
20.21G
8.573G
0.000
---
0.29%
0.10%
0.02%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
6.136G
2.148G
402.1M
135.0M
112.7M
39.70M
33.49M
17.87M
0.000
Games
DirectX
Battlenet
Half-Life
Quake
Asheron
Starsiege Tribes
Spy Arcade
---
0.19%
0.04%
0.04%
0.02%
0.01%
0.00%
0.00%
---
2.891T
617.5G
593.5G
271.2G
78.82G
34.81G
29.78G
---
0.21%
0.06%
0.19%
0.03%
0.01%
0.00%
0.01%
---
4.386G
1.380G
3.945G
655.5M
139.6M
73.78M
130.1M
Unidentified
Unidentified
---
39.06%
---
602.3T
---
36.88%
---
785.9G
Total
Total
---
100.00%
---
1.542P
---
100.00%
---
2.131T

The following table summarizes use of most popular IPv4 protocols:

Table 8. IP Protocols Distribution (Full Data set)

Protocols OctetsPackets
ICMP[1]0.03% 448.8G 0.18% 3.801G
IGMP[2]0.00% 69.27M 0.00% 1.867M
IP-ENCAP[4]0.01% 218.8G 0.01% 179.5M
TCP[6]91.17% 1.405P 87.42% 1.862T
UDP[17]7.00% 107.9T 10.91% 232.5G
IPv6[41]0.03% 525.5G 0.04% 925.1M
GRE[47]0.66% 10.22T 0.48% 10.26G
ESP[50]0.99% 15.28T 0.88% 18.69G
AX.25[93]0.00% 13.20k 0.00% 200.0
PIM[103]0.00% 4.108G 0.00% 53.09M
IPMP[169]0.00% 0.000 0.00% 0.000
Other0.10% 1.502T 0.08% 1.767G
Total100.00% 1.542P 100.00% 2.131T

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)42.26% 900.5G
Medium (100-1400B)20.01% 426.4G
Large (1401-1500B)37.58% 800.9G
Jumbo (>1500B)0.15% 3.170G
Total100.00% 2.131T

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]97.18% 1.498P 97.37% 2.075T
Scavenger [DSCP=8]0.17% 2.657T 0.19% 4.153G
EF [DSCP=46]0.00% 71.03G 0.02% 346.6M
Other2.64% 40.76T 2.42% 51.61G
Total100.00% 1.542P 100.00% 2.131T

We collect statistics about ECN-capable traffic:

Table 11. ECN-Capable Traffic

Type OctetsPackets
ECN-Capable0.21% 3.217T 0.12% 2.475G

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
19354.48% 69.15T 5.15% 109.8G
164021.16% 17.89T 1.02% 21.76G
600110.94% 14.47T 0.67% 14.27G
270300.86% 13.29T 0.71% 15.08G
150000.76% 11.76T 0.74% 15.75G