Internet2 NetFlow: Weekly Reports: Week of 20061204

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

Introduction

You are looking at the weekly Abilene network usage report for the week of 20061204 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 12.18% of octets and 0.03% 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 1.371M 4 10.05M
5 1.452M 13 10.40M
10 1.543M 22 10.90M
50 2.774M 58 16.88M
90 10.35M 59 46.35M
95 17.50M 59 65.85M
99 60.19M 59 182.2M
99.9 1.006G 119 3.638G
99.99 1.104G 120 3.771G
99.999 3.055G 124 3.834G
100 266.4G 10488 215.9G

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)80.56% 435.1G
Medium (100-1400B)1.52% 8.185G
Large (1401-1500B)16.51% 89.16G
Jumbo (>1500B)1.42% 7.661G
Total100.00% 540.1G

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
Measurement34.83% 73.46T 2.47% 13.33G 1.38% 78.39k
Data Transfers21.73% 45.81T 5.81% 31.38G 34.96% 1.984M
Encrypted Traffic8.98% 18.93T 2.38% 12.85G 8.99% 510.4k
Advanced Apps4.24% 8.941T 1.12% 6.035G 7.22% 409.8k
File Sharing3.41% 7.200T 0.93% 5.040G 3.93% 222.9k
Misc0.61% 1.284T 80.17% 433.0G 0.61% 34.37k
Games0.26% 544.9G 0.08% 419.2M 0.53% 29.91k
Audio/Video0.23% 478.1G 0.06% 328.2M 0.65% 36.87k
Unidentified25.72% 54.24T 6.98% 37.71G 41.73% 2.368M
Total100.00% 210.9T 100.00% 540.1G 100.00% 5.675M

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
1.099G900012Abilene [11537]Abilene [11537]Iperf
891.2M150015SLAC [3671]Unknown [32361]Iperf
860.2M150010Abilene [11537]ESNET [3428]Iperf
788.8M150010ESNET [3428]Abilene [11537]Iperf
347.8M150011NASA-ESDIS-NET [22767]APAN-JP [7660]Iperf
284.2M150015Unknown [32361]SWITCH [559]Iperf
270.4M150013Unknown [32361]U Florida [6356]Iperf
206.7M150010Unknown [0]Abilene [11537]Iperf
180.4M150029Georgia Institute of Technology [2637]NCREN [81]Iperf
150.1M137417NASA-HPCC-ESS [7847]APAN-JP [7660]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
1.655G11044Unknown [32982]NAVSWC-WOASN [1291]Port 0
280.0M900014NCSA [1224]UCAR [194]47732 -> 5150
271.8M150017NASA-ESDIS-NET [22767]AMPATH [20080]Hotline
261.4M150043Oregon State U [4201]UCLA [52]1561 -> 49000
257.8M150010ESNET [3428]Abilene [11537]54894 -> 3002
255.7M147618NASA-HPCC-ESS [7847]UCAR [194]Hotline
229.6M150011Stanford [32]PSC [1207]SSH
228.1M150060Network for Education and Research in Oregon [3701]Indiana [87]Rsync
218.1M900026UCAR [194]NCSA [1224]49366 -> 5150
206.3M150027Purdue [17]UCAR [194]34019 -> 5150

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: 478.0.

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
Measurement23.07% 399.4T 32.42% 553.5T
Data Transfers7.88% 136.4T 0.01% 173.7G
Encrypted Traffic2.08% 36.03T 0.37% 6.339T
File Sharing1.73% 29.96T 0.00% 49.70G
Audio/Video1.48% 25.54T 0.00% 22.49G
Advanced Apps1.00% 17.37T 0.00% 23.14G
Misc0.71% 12.35T 0.15% 2.483T
Games0.23% 3.950T 0.03% 498.5G
Unidentified61.81% 1.069P 67.02% 1.144P
Total100.00% 1.731P 100.00% 1.707P

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
Measurement
ICMP
Iperf
IPMP
---
17.23%
5.75%
0.09%
---
298.1T
99.58T
1.634T
---
32.27%
0.00%
0.15%
---
551.0T
21.08G
2.519T
Data Transfers
HTTP
NNTP
FTP
Rsync
---
5.46%
1.30%
0.62%
0.50%
---
94.59T
22.46T
10.75T
8.603T
---
0.01%
0.00%
0.00%
0.00%
---
130.1G
21.91G
12.19G
9.488G
Encrypted Traffic
SSH
HTTPS
IPsec ESP
IPsec AH
IPsec IKE
---
1.16%
0.55%
0.20%
0.16%
0.00%
---
20.09T
9.591T
3.517T
2.830T
1.978G
---
0.00%
0.00%
0.18%
0.19%
0.00%
---
22.37G
15.66G
3.086T
3.215T
24.02M
File Sharing
Shoutcast
BitTorrent
Audiogalaxy
Hotline
Gnutella
eDonkey2000
FastTrack
Carracho
WinMX
Blubster
Freenet
Neo-Modus
Direct Connect++
---
0.73%
0.41%
0.25%
0.21%
0.06%
0.06%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
12.71T
7.039T
4.277T
3.702T
1.063T
1.056T
52.42G
31.18G
15.50G
13.01G
2.774G
2.310G
457.6k
---
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%
---
23.98G
12.35G
5.135G
3.758G
2.739G
1.431G
83.03M
36.51M
22.84M
145.9M
3.718M
3.074M
9.000k
Audio/Video
Any-Source Multicast
Real Player
Windows Media
H.323 Signaling
Backbone Radio
StreamWorks
Subset of VoIP
Camarades webcams
Single-Source Multicast
---
1.31%
0.12%
0.03%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
22.70T
2.090T
590.3G
84.10G
50.97G
22.29G
3.015G
958.9M
29.40k
---
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
18.82G
2.800G
624.6M
123.9M
75.12M
39.66M
6.520M
2.856M
600.0
Advanced Apps
UNIDATA LDM
McIDAS
GsiFTP
BBFTP
IBP
BBCP
---
0.96%
0.04%
0.00%
0.00%
0.00%
0.00%
---
16.69T
620.1G
30.47G
16.98G
12.58G
7.346G
---
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
22.31G
673.5M
58.93M
77.93M
13.45M
12.70M
Misc
Mail
Port 0
Squid
DNS
X11
NFS
MS Windows
AFS
Telnet
IRC
IDENT
AOL AIM
NTP
SOCKS
SNMP
RPC Portmapper
RTIP
---
0.24%
0.16%
0.09%
0.08%
0.06%
0.04%
0.02%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
4.122T
2.753T
1.608T
1.392T
964.5G
636.0G
428.9G
183.7G
54.87G
49.69G
45.53G
40.76G
40.09G
25.96G
8.013G
134.1M
8.398M
---
0.00%
0.08%
0.00%
0.03%
0.00%
0.00%
0.03%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.02%
0.00%
0.00%
---
6.928G
1.294T
2.611G
466.0G
1.432G
485.8M
432.6G
476.8M
303.3M
235.2M
87.32M
55.48M
526.6M
52.88M
277.4G
1.544M
187.0k
Games
DirectX
Half-Life
Battlenet
Quake
Asheron
Starsiege Tribes
Spy Arcade
---
0.17%
0.03%
0.02%
0.01%
0.00%
0.00%
0.00%
---
2.936T
476.7G
342.7G
102.6G
77.00G
8.667G
5.864G
---
0.03%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
494.0G
3.470G
737.3M
193.7M
124.0M
36.41M
10.66M
Unidentified
Unidentified
---
61.81%
---
1.069P
---
67.02%
---
1.144P
Total
Total
---
100.00%
---
1.731P
---
100.00%
---
1.707P

The following table summarizes use of most popular IPv4 protocols:

Table 8. IP Protocols Distribution (Full Data set)

Protocols OctetsPackets
ICMP[1]17.23% 298.1T 32.27% 551.0T
IGMP[2]0.06% 1.051T 0.07% 1.171T
IP-ENCAP[4]0.42% 7.194T 0.51% 8.661T
TCP[6]25.49% 441.2T 0.06% 944.1G
UDP[17]8.48% 146.8T 0.09% 1.528T
IPv6[41]0.98% 16.91T 1.26% 21.51T
GRE[47]0.16% 2.853T 0.06% 1.008T
ESP[50]0.20% 3.517T 0.18% 3.086T
AX.25[93]0.16% 2.852T 0.21% 3.535T
PIM[103]0.11% 1.861T 0.18% 3.018T
IPMP[169]0.09% 1.634T 0.15% 2.519T
Other46.61% 806.8T 64.98% 1.109P
Total100.00% 1.731P 100.00% 1.707P

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)99.98% 1.706P
Medium (100-1400B)0.01% 204.0G
Large (1401-1500B)0.01% 195.9G
Jumbo (>1500B)0.00% 20.87G
Total100.00% 1.707P

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]81.04% 1.402P 77.44% 1.322P
Scavenger [DSCP=8]0.46% 7.912T 0.27% 4.661T
EF [DSCP=46]0.05% 787.8G 0.06% 953.5G
Other18.45% 319.4T 22.23% 379.6T
Total100.00% 1.731P 100.00% 1.707P

We collect statistics about ECN-capable traffic:

Table 11. ECN-Capable Traffic

Type OctetsPackets
ECN-Capable22.61% 391.4T 30.30% 517.3T

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
135.46% 613.8T 58.74% 1.002P
2566.36% 110.0T 8.98% 153.2T
373785.96% 103.2T 7.22% 123.2T
92345.73% 99.23T 6.97% 118.9T
24.42% 76.56T 5.89% 100.6T