Internet2 NetFlow: Weekly Reports: Week of 20070806

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

Introduction

You are looking at the weekly Abilene network usage report for the week of 20070806 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 47.53% of octets and 24.23% 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 1.386M 4 10.08M
5 1.500M 11 10.53M
10 1.639M 19 11.24M
50 3.335M 58 18.88M
90 12.09M 59 52.22M
95 17.46M 59 71.85M
99 42.58M 59 127.2M
99.9 126.7M 119 390.1M
99.99 1.007G 121 3.647G
99.999 1.087G 133 3.781G
100 180.0G 138 3.883G

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)0.91% 1.497G
Medium (100-1400B)5.23% 8.576G
Large (1401-1500B)93.25% 152.7G
Jumbo (>1500B)0.60% 986.5M
Total100.00% 163.8G

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 Transfers18.96% 46.67T 19.73% 32.32G 22.84% 1.965M
Encrypted Traffic6.94% 17.07T 7.30% 11.96G 6.07% 522.2k
Measurement4.77% 11.74T 2.42% 3.959G 0.49% 42.52k
Advanced Apps4.44% 10.93T 4.55% 7.455G 5.60% 481.7k
File Sharing3.44% 8.464T 3.54% 5.806G 2.77% 238.1k
Misc0.44% 1.079T 0.47% 775.6M 0.75% 64.44k
Games0.26% 652.0G 0.29% 469.8M 0.26% 22.23k
Audio/Video0.21% 525.5G 0.23% 374.0M 0.47% 40.49k
Unidentified60.53% 148.9T 61.48% 100.7G 60.76% 5.229M
Total100.00% 246.1T 100.00% 163.8G 100.00% 8.606M

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
1.076G900011Abilene [11537]Abilene [11537]Iperf
1.075G900016Abilene [11537]ESNET [3428]Iperf
1.069G900010High Performance Computing Modernization Program [668]Abilene [11537]Iperf
1.067G900013ESNET [3428]Abilene [11537]Iperf
874.9M150020SLAC [3671]Unknown [32361]Iperf
698.2M150015SLAC [3671]U Florida [6356]Iperf
645.7M150012Unknown [32361]U Florida [6356]Iperf
432.0M149920Brookhaven National Lab [43]U Florida [6356]Iperf
388.0M900010Abilene [11537]High Performance Computing Modernization Program [668]Iperf
350.3M150010CERN [513]U Florida [6356]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
972.2M900010NASA-HPCC-ESS [7847]Abilene [11537]51627 -> 5102
703.6M150012INDIANAGIGAPOP [19782]Fermi National Accelerator Lab [3152]58715 -> 56189
469.6M900010High Performance Computing Modernization Program [668]Abilene [11537]Audiogalaxy
323.8M148011Brookhaven National Lab [43]U Texas, Arlington [18515]56626 -> 3002
254.5M150011Network for Education and Research in Oregon [3701]Indiana [87]Rsync
227.7M150024Network for Education and Research in Oregon [3701]UTAH [17055]12270 -> 19093
203.3M150011NASA-ESDIS-NET [22767]AMPATH [20080]Hotline
200.2M148115NASA-HPCC-ESS [7847]UCAR [194]Hotline
188.2M900040High Performance Computing Modernization Program [668]TACCNET [32093]SSH
176.7M150012NASA-ESDIS-NET [22767]EROS Data Center - USGS [5663]Hotline

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: 703.0.

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 Transfers30.79% 159.4T 32.69% 221.0G
Encrypted Traffic6.51% 33.73T 7.22% 48.82G
Advanced Apps3.67% 19.02T 3.17% 21.41G
Audio/Video3.42% 17.71T 2.89% 19.53G
Measurement3.04% 15.74T 2.16% 14.59G
File Sharing2.81% 14.53T 2.69% 18.19G
Misc2.66% 13.78T 5.13% 34.71G
Games0.40% 2.084T 0.51% 3.469G
Unidentified46.69% 241.7T 43.55% 294.5G
Total100.00% 517.8T 100.00% 676.3G

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
---
25.75%
1.89%
1.79%
1.36%
---
133.3T
9.793T
9.255T
7.053T
---
28.06%
1.61%
1.64%
1.38%
---
189.7G
10.88G
11.10G
9.303G
Encrypted Traffic
SSH
HTTPS
IPsec ESP
IPsec AH
IPsec IKE
---
3.92%
2.23%
0.34%
0.02%
0.00%
---
20.27T
11.57T
1.774T
104.2G
4.370G
---
3.85%
2.95%
0.39%
0.03%
0.00%
---
26.02G
19.98G
2.623G
170.4M
21.46M
Advanced Apps
UNIDATA LDM
McIDAS
BBCP
IBP
GsiFTP
BBFTP
---
3.44%
0.18%
0.04%
0.01%
0.01%
0.00%
---
17.79T
932.2G
198.2G
62.88G
27.32G
9.001G
---
2.92%
0.17%
0.04%
0.01%
0.01%
0.01%
---
19.77G
1.141G
290.3M
60.95M
57.71M
96.24M
Audio/Video
Any-Source Multicast
Real Player
Windows Media
H.323 Signaling
Backbone Radio
StreamWorks
Subset of VoIP
Camarades webcams
Single-Source Multicast
---
2.58%
0.74%
0.09%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
13.33T
3.810T
454.6G
52.83G
40.92G
9.456G
2.856G
2.658G
0.000
---
1.94%
0.84%
0.09%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
13.13G
5.665G
590.3M
64.83M
50.37M
12.09M
6.349M
5.147M
0.000
Measurement
Iperf
ICMP
IPMP
---
2.93%
0.11%
0.00%
---
15.19T
556.0G
2.973M
---
1.04%
1.12%
0.00%
---
7.030G
7.560G
41.30k
File Sharing
Audiogalaxy
Hotline
BitTorrent
Shoutcast
eDonkey2000
Gnutella
FastTrack
WinMX
Carracho
Blubster
Freenet
Direct Connect++
Neo-Modus
---
1.29%
0.66%
0.35%
0.33%
0.11%
0.05%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
6.694T
3.411T
1.788T
1.731T
593.9G
237.0G
47.34G
23.07G
6.302G
2.826G
1.242G
61.72M
59.73M
---
1.17%
0.53%
0.41%
0.39%
0.11%
0.06%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
---
7.909G
3.569G
2.779G
2.637G
726.2M
418.9M
69.60M
42.60M
6.379M
30.72M
1.207M
74.90k
240.2k
Misc
Mail
Port 0
Squid
DNS
X11
AFS
IRC
NTP
Telnet
MS Windows
NFS
AOL AIM
IDENT
SOCKS
SNMP
RPC Portmapper
RTIP
---
1.29%
0.47%
0.38%
0.27%
0.10%
0.09%
0.03%
0.01%
0.01%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
6.686T
2.458T
1.942T
1.384T
502.1G
465.1G
136.6G
49.49G
38.19G
36.79G
35.32G
18.76G
13.25G
12.75G
7.764G
546.4M
37.76M
---
2.18%
0.28%
0.46%
1.67%
0.12%
0.13%
0.06%
0.10%
0.05%
0.04%
0.01%
0.00%
0.01%
0.00%
0.01%
0.00%
0.00%
---
14.75G
1.914G
3.109G
11.30G
838.4M
862.7M
385.0M
649.8M
369.4M
303.4M
61.74M
28.84M
45.18M
22.61M
56.71M
10.38M
861.2k
Games
DirectX
Battlenet
Half-Life
Quake
Spy Arcade
Starsiege Tribes
Asheron
---
0.30%
0.07%
0.01%
0.01%
0.01%
0.00%
0.00%
---
1.570T
343.1G
72.28G
50.33G
32.10G
9.879G
6.154G
---
0.32%
0.10%
0.07%
0.02%
0.01%
0.00%
0.00%
---
2.150G
652.3M
472.6M
101.5M
61.55M
13.53M
18.06M
Unidentified
Unidentified
---
46.69%
---
241.7T
---
43.55%
---
294.5G
Total
Total
---
100.00%
---
517.8T
---
100.00%
---
676.3G

The following table summarizes use of most popular IPv4 protocols:

Table 8. IP Protocols Distribution (Full Data set)

Protocols OctetsPackets
ICMP[1]0.11% 556.0G 1.12% 7.560G
IGMP[2]0.00% 48.32M 0.00% 1.340M
IP-ENCAP[4]0.19% 982.6G 0.12% 797.3M
TCP[6]92.50% 479.0T 88.89% 601.1G
UDP[17]6.01% 31.14T 8.73% 59.02G
IPv6[41]0.00% 17.25G 0.00% 24.22M
GRE[47]0.58% 3.010T 0.49% 3.294G
ESP[50]0.34% 1.774T 0.39% 2.623G
AX.25[93]0.00% 161.3k 0.00% 3.700k
PIM[103]0.00% 3.440G 0.00% 33.72M
IPMP[169]0.00% 2.973M 0.00% 41.30k
Other0.26% 1.360T 0.27% 1.793G
Total100.00% 517.8T 100.00% 676.3G

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)42.51% 287.5G
Medium (100-1400B)16.66% 112.6G
Large (1401-1500B)40.54% 274.1G
Jumbo (>1500B)0.29% 1.938G
Total100.00% 676.3G

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]95.00% 491.9T 95.57% 646.3G
Scavenger [DSCP=8]0.23% 1.175T 0.25% 1.671G
EF [DSCP=46]0.00% 24.74G 0.02% 120.5M
Other4.77% 24.68T 4.17% 28.17G
Total100.00% 517.8T 100.00% 676.3G

We collect statistics about ECN-capable traffic:

Table 11. ECN-Capable Traffic

Type OctetsPackets
ECN-Capable0.86% 4.441T 0.71% 4.825G

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
200008.10% 41.95T 5.60% 37.84G
200013.55% 18.37T 2.68% 18.11G
200021.95% 10.11T 1.72% 11.61G
200031.40% 7.256T 1.28% 8.634G
200051.00% 5.190T 0.98% 6.629G