Internet2 NetFlow: Weekly Reports: Week of 20070402

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

Introduction

You are looking at the weekly Abilene network usage report for the week of 20070402 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 17.35% of octets and 0.02% 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 1.370M 2 10.05M
5 1.445M 12 10.35M
10 1.529M 21 10.80M
50 2.850M 58 16.75M
90 9.910M 59 44.68M
95 16.72M 59 58.96M
99 72.93M 59 169.5M
99.9 1.001G 119 3.619G
99.99 1.075G 120 3.830G
99.999 1.724G 122 6.895G
100 266.4G 133 7.254G

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)4.36% 5.432G
Medium (100-1400B)6.68% 8.311G
Large (1401-1500B)83.37% 103.7G
Jumbo (>1500B)5.59% 6.959G
Total100.00% 124.4G

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
Measurement33.55% 75.89T 17.87% 22.24G 1.15% 72.15k
Data Transfers19.05% 43.08T 23.69% 29.48G 29.20% 1.825M
Encrypted Traffic8.56% 19.36T 9.51% 11.83G 8.40% 525.1k
Advanced Apps3.13% 7.084T 3.85% 4.790G 5.01% 313.4k
File Sharing2.91% 6.572T 3.68% 4.578G 3.15% 197.1k
Misc0.34% 775.7G 0.45% 563.7M 0.61% 38.12k
Audio/Video0.28% 630.0G 0.35% 432.2M 0.78% 48.95k
Games0.15% 348.4G 0.20% 250.4M 0.28% 17.63k
Unidentified32.03% 72.46T 40.41% 50.30G 51.40% 3.213M
Total100.00% 226.2T 100.00% 124.4G 100.00% 6.252M

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
1.121G900012Abilene [11537]Abilene [11537]Iperf
1.073G900010Abilene [11537]ESNET [3428]Iperf
1.053G900010High Performance Computing Modernization Program [668]Abilene [11537]Iperf
985.2M900017ESNET [3428]Abilene [11537]Iperf
979.2M150026NCSA [1224]U Virginia, Charlottesville [225]Iperf
793.5M150019SLAC [3671]Unknown [32361]Iperf
516.6M142060UTAH [17055]LLL-TIS [45]Iperf
493.4M142060LLL-TIS [45]UTAH [17055]Iperf
441.9M900010Abilene [11537]High Performance Computing Modernization Program [668]Iperf
382.6M150012Brookhaven National Lab [43]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
781.1M150021NCSA [1224]U Virginia, Charlottesville [225]53424 -> 5111
247.8M150025NASA-ESDIS-NET [22767]AMPATH [20080]Hotline
228.9M150013NASA GSFC [1701]EROS Data Center - USGS [5663]Hotline
224.9M150025Network for Education and Research in Oregon [3701]Indiana [87]Rsync
196.9M148030NASA-HPCC-ESS [7847]UCAR [194]Hotline
190.9M150016NASA GSFC [1701]Pennsylvania State U [3999]Hotline
172.9M150032NCSA [1224]Unknown [27274]52062 -> 45565
166.8M150010INDIANAGIGAPOP [19782]Fermi National Accelerator Lab [3152]50179 -> 55792
142.2M900060TACCNET [32093]High Performance Computing Modernization Program [668]SSH
138.8M150011NASA-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: 524.0.

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 Transfers11.96% 155.9T 0.03% 204.4G
Measurement7.33% 95.60T 0.02% 174.2G
Encrypted Traffic2.63% 34.24T 0.07% 562.6G
Audio/Video1.82% 23.71T 0.13% 981.3G
File Sharing1.27% 16.53T 0.00% 22.98G
Advanced Apps1.04% 13.60T 0.00% 16.72G
Misc0.75% 9.811T 0.00% 21.99G
Games0.21% 2.733T 0.00% 6.988G
Unidentified72.99% 951.7T 99.74% 749.9T
Total100.00% 1.303P 100.00% 751.9T

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
---
9.85%
0.99%
0.65%
0.49%
---
128.3T
12.86T
8.418T
6.328T
---
0.02%
0.00%
0.00%
0.00%
---
174.1G
13.05G
9.935G
7.301G
Measurement
Iperf
ICMP
IPMP
---
7.28%
0.04%
0.01%
---
94.95T
505.1G
143.1G
---
0.00%
0.00%
0.02%
---
28.39G
3.242G
142.6G
Encrypted Traffic
SSH
HTTPS
IPsec ESP
IPsec AH
IPsec IKE
---
1.67%
0.79%
0.16%
0.01%
0.00%
---
21.79T
10.28T
2.081T
78.98G
1.632G
---
0.00%
0.00%
0.07%
0.00%
0.00%
---
23.20G
19.03G
520.3G
125.5M
8.455M
Audio/Video
Any-Source Multicast
Real Player
Windows Media
H.323 Signaling
Backbone Radio
StreamWorks
Subset of VoIP
Camarades webcams
Single-Source Multicast
---
1.53%
0.23%
0.05%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
---
19.97T
2.979T
610.9G
81.83G
45.56G
18.81G
2.321G
1.551G
8.000k
---
0.13%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
976.5G
3.896G
653.5M
106.7M
64.72M
28.63M
4.756M
3.247M
200.0
File Sharing
BitTorrent
Audiogalaxy
Hotline
Shoutcast
eDonkey2000
Gnutella
FastTrack
WinMX
Blubster
Carracho
Neo-Modus
Freenet
Direct Connect++
---
0.39%
0.33%
0.27%
0.17%
0.06%
0.04%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
5.083T
4.361T
3.533T
2.186T
773.9G
508.9G
48.69G
13.32G
11.55G
9.424G
3.043G
1.418G
70.13M
---
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%
---
8.742G
5.232G
3.558G
3.001G
961.2M
1.241G
74.16M
21.39M
134.2M
13.15M
4.662M
1.704M
89.50k
Advanced Apps
UNIDATA LDM
McIDAS
BBCP
GsiFTP
BBFTP
IBP
---
0.94%
0.06%
0.03%
0.00%
0.00%
0.00%
---
12.28T
825.9G
451.5G
25.57G
9.739G
5.609G
---
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
14.77G
977.2M
861.5M
54.44M
52.40M
9.106M
Misc
Mail
Squid
Port 0
DNS
NFS
X11
AFS
IRC
Telnet
MS Windows
NTP
IDENT
SOCKS
AOL AIM
SNMP
RPC Portmapper
RTIP
---
0.35%
0.11%
0.07%
0.06%
0.06%
0.05%
0.02%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
4.560T
1.455T
927.3G
821.7G
739.1G
599.3G
298.5G
187.1G
53.07G
47.61G
39.10G
30.43G
23.13G
22.91G
5.468G
623.2M
8.818M
---
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%
---
8.143G
2.556G
969.4M
6.188G
793.6M
930.6M
540.5M
418.3M
278.5M
471.8M
512.7M
54.15M
44.87M
32.59M
44.62M
11.57M
184.6k
Games
DirectX
Half-Life
Battlenet
Quake
Asheron
Spy Arcade
Starsiege Tribes
---
0.14%
0.03%
0.03%
0.01%
0.00%
0.00%
0.00%
---
1.850T
390.9G
347.7G
87.55G
27.86G
16.78G
12.39G
---
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
2.879G
2.959G
854.2M
176.8M
69.25M
22.48M
26.26M
Unidentified
Unidentified
---
72.99%
---
951.7T
---
99.74%
---
749.9T
Total
Total
---
100.00%
---
1.303P
---
100.00%
---
751.9T

The following table summarizes use of most popular IPv4 protocols:

Table 8. IP Protocols Distribution (Full Data set)

Protocols OctetsPackets
ICMP[1]0.04% 505.1G 0.00% 3.242G
IGMP[2]0.00% 83.39M 0.00% 1.980M
IP-ENCAP[4]0.00% 25.21M 0.00% 227.7k
TCP[6]36.26% 472.8T 0.07% 542.9G
UDP[17]4.47% 58.33T 0.03% 231.6G
IPv6[41]0.00% 6.779G 0.00% 18.50M
GRE[47]1.33% 17.40T 0.00% 18.35G
ESP[50]0.16% 2.081T 0.07% 520.3G
AX.25[93]0.00% 1.138M 0.00% 12.60k
PIM[103]0.00% 3.933G 0.00% 44.17M
IPMP[169]0.01% 143.1G 0.02% 142.6G
Other57.72% 752.6T 99.81% 750.4T
Total100.00% 1.303P 100.00% 751.9T

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)99.95% 751.5T
Medium (100-1400B)0.02% 140.3G
Large (1401-1500B)0.03% 234.6G
Jumbo (>1500B)0.00% 11.29G
Total100.00% 751.9T

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]40.08% 522.5T 0.12% 909.8G
Scavenger [DSCP=8]0.20% 2.556T 0.00% 3.699G
EF [DSCP=46]0.00% 14.09G 0.00% 59.49M
Other59.73% 778.8T 99.88% 750.9T
Total100.00% 1.303P 100.00% 751.9T

We collect statistics about ECN-capable traffic:

Table 11. ECN-Capable Traffic

Type OctetsPackets
ECN-Capable57.89% 754.8T 99.72% 749.8T

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
21845114.10% 1.487P 197.77% 1.487P
200000.90% 11.70T 0.00% 11.42G
400000.42% 5.460T 0.00% 5.581G
200010.28% 3.631T 0.00% 3.576G
21280.27% 3.476T 0.00% 4.387G