Internet2 NetFlow: Weekly Reports: Week of 20061211

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

Introduction

You are looking at the weekly Abilene network usage report for the week of 20061211 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 43.45% of octets and 19.49% 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 1.455M 11 10.40M
10 1.548M 21 10.93M
50 2.884M 58 17.10M
90 11.54M 59 48.99M
95 19.94M 59 66.88M
99 53.46M 59 208.5M
99.9 1.006G 119 3.638G
99.99 1.096G 120 3.776G
99.999 2.810G 122 3.884G
100 266.4G 123 21.07G

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)2.68% 3.003G
Medium (100-1400B)7.90% 8.853G
Large (1401-1500B)82.60% 92.55G
Jumbo (>1500B)6.82% 7.637G
Total100.00% 112.0G

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
Measurement33.98% 73.24T 12.06% 13.51G 1.28% 72.33k
Data Transfers19.74% 42.55T 26.20% 29.35G 31.90% 1.805M
Encrypted Traffic10.25% 22.09T 13.89% 15.56G 10.28% 581.9k
Advanced Apps4.14% 8.913T 5.37% 6.018G 7.22% 408.7k
File Sharing3.33% 7.169T 4.47% 5.009G 3.93% 222.2k
Misc0.34% 736.2G 0.50% 555.8M 0.60% 34.15k
Games0.21% 449.8G 0.29% 321.0M 0.41% 23.28k
Audio/Video0.19% 417.5G 0.26% 286.3M 0.59% 33.12k
Unidentified27.82% 59.97T 36.97% 41.42G 43.79% 2.477M
Total100.00% 215.5T 100.00% 112.0G 100.00% 5.659M

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
3.201G899928Science, Technology, and Research Transit Access Point [10764]APAN-JP [7660]Iperf
2.586G900060APAN-JP [7660]Science, Technology, and Research Transit Access Point [10764]Iperf
1.108G900014Abilene [11537]Abilene [11537]Iperf
951.8M150030Abilene [11537]ESNET [3428]Iperf
951.2M900029APAN-JP [7660]Abilene [11537]Iperf
890.9M150013ESNET [3428]Abilene [11537]Iperf
886.3M150012SLAC [3671]Unknown [32361]Iperf
344.1M150013NASA-ESDIS-NET [22767]APAN-JP [7660]Iperf
286.9M150014Unknown [32361]SWITCH [559]Iperf
148.7M136817NASA-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
1.000G900045ORNL [50]NCSA [1224]Audiogalaxy
857.2M900014NCSA [1224]TACCNET [32093]44050 -> 50000
794.5M900021Argonne [683]TACCNET [32093]39978 -> 50000
658.4M900025ORNL [50]TACCNET [32093]49190 -> 50000
467.7M900013SDSC [195]TACCNET [32093]33055 -> 50000
361.5M149923PSC [1207]TACCNET [32093]50001 -> 50000
361.2M900036INDIANAGIGAPOP [19782]TACCNET [32093]32865 -> 50000
328.3M150014Indiana [87]NCSA [1224]13878 -> 34224
275.7M150010Abilene [11537]Indiana [87]3003 -> 1318
269.3M150021NASA-ESDIS-NET [22767]AMPATH [20080]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: 470.0.

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 Transfers25.02% 124.1T 27.23% 156.5G
Measurement20.27% 100.5T 4.53% 26.05G
Encrypted Traffic6.67% 33.06T 7.17% 41.19G
File Sharing5.22% 25.87T 7.01% 40.29G
Audio/Video3.78% 18.73T 2.97% 17.05G
Advanced Apps3.66% 18.16T 4.14% 23.80G
Misc1.90% 9.441T 3.81% 21.88G
Games0.63% 3.107T 1.18% 6.791G
Unidentified32.86% 163.0T 41.96% 241.2G
Total100.00% 496.1T 100.00% 574.8G

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
---
17.76%
3.40%
2.34%
1.52%
---
88.09T
16.85T
11.63T
7.541T
---
20.51%
2.93%
2.38%
1.42%
---
117.8G
16.85G
13.67G
8.149G
Measurement
Iperf
ICMP
IPMP
---
20.19%
0.08%
0.00%
---
100.1T
414.0G
29.82M
---
3.69%
0.84%
0.00%
---
21.21G
4.838G
414.3k
Encrypted Traffic
SSH
HTTPS
IPsec ESP
IPsec AH
IPsec IKE
---
4.95%
1.57%
0.13%
0.01%
0.00%
---
24.56T
7.797T
634.8G
73.96G
1.790G
---
4.68%
2.27%
0.19%
0.03%
0.00%
---
26.90G
13.02G
1.077G
175.7M
7.325M
File Sharing
Shoutcast
BitTorrent
Audiogalaxy
Hotline
eDonkey2000
Gnutella
FastTrack
WinMX
Carracho
Blubster
Neo-Modus
Freenet
Direct Connect++
---
2.09%
1.11%
0.97%
0.68%
0.19%
0.16%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
10.36T
5.530T
4.792T
3.358T
936.2G
793.1G
53.73G
19.68G
17.92G
10.06G
1.890G
1.617G
411.4k
---
3.35%
1.54%
0.94%
0.60%
0.22%
0.32%
0.01%
0.00%
0.00%
0.02%
0.00%
0.00%
0.00%
---
19.23G
8.868G
5.389G
3.449G
1.264G
1.835G
77.89M
28.36M
22.41M
111.8M
2.567M
2.713M
7.400k
Audio/Video
Any-Source Multicast
Real Player
Windows Media
H.323 Signaling
Backbone Radio
StreamWorks
Subset of VoIP
Camarades webcams
Single-Source Multicast
---
3.28%
0.36%
0.11%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
16.25T
1.777T
562.7G
56.79G
52.31G
21.11G
5.208G
707.0M
0.000
---
2.42%
0.41%
0.10%
0.02%
0.01%
0.01%
0.00%
0.00%
0.00%
---
13.91G
2.351G
576.0M
90.34M
77.00M
33.65M
11.05M
2.400M
0.000
Advanced Apps
UNIDATA LDM
McIDAS
GsiFTP
BBFTP
BBCP
IBP
---
3.52%
0.13%
0.00%
0.00%
0.00%
0.00%
---
17.45T
666.9G
23.74G
11.50G
5.726G
708.5M
---
3.99%
0.13%
0.01%
0.01%
0.00%
0.00%
---
22.95G
724.1M
49.04M
69.60M
8.080M
1.699M
Misc
Mail
Squid
Port 0
DNS
X11
NFS
AFS
MS Windows
Telnet
IRC
NTP
IDENT
SOCKS
AOL AIM
SNMP
RPC Portmapper
RTIP
---
0.81%
0.37%
0.22%
0.18%
0.17%
0.06%
0.02%
0.02%
0.01%
0.01%
0.01%
0.01%
0.01%
0.01%
0.00%
0.00%
0.00%
---
4.032T
1.822T
1.108T
881.9G
861.5G
292.0G
121.4G
87.48G
49.53G
49.12G
37.97G
33.96G
29.13G
26.21G
6.629G
101.2M
9.940M
---
1.19%
0.50%
0.18%
1.21%
0.22%
0.04%
0.07%
0.18%
0.04%
0.04%
0.09%
0.01%
0.01%
0.01%
0.01%
0.00%
0.00%
---
6.827G
2.894G
1.045G
6.981G
1.264G
250.8M
390.3M
1.059G
251.2M
212.8M
498.8M
63.21M
55.86M
36.23M
51.02M
1.724M
236.5k
Games
DirectX
Half-Life
Battlenet
Asheron
Quake
Starsiege Tribes
Spy Arcade
---
0.43%
0.07%
0.06%
0.05%
0.02%
0.00%
0.00%
---
2.126T
322.9G
311.7G
253.7G
79.74G
8.350G
4.359G
---
0.60%
0.41%
0.11%
0.04%
0.03%
0.00%
0.00%
---
3.430G
2.336G
636.0M
214.5M
145.8M
21.86M
6.969M
Unidentified
Unidentified
---
32.86%
---
163.0T
---
41.96%
---
241.2G
Total
Total
---
100.00%
---
496.1T
---
100.00%
---
574.8G

The following table summarizes use of most popular IPv4 protocols:

Table 8. IP Protocols Distribution (Full Data set)

Protocols OctetsPackets
ICMP[1]0.08% 414.0G 0.84% 4.838G
IGMP[2]0.00% 110.8M 0.00% 2.647M
IP-ENCAP[4]0.00% 3.219G 0.01% 33.62M
TCP[6]85.28% 423.1T 82.35% 473.4G
UDP[17]14.03% 69.60T 16.07% 92.40G
IPv6[41]0.00% 4.872G 0.00% 19.69M
GRE[47]0.46% 2.271T 0.50% 2.856G
ESP[50]0.13% 634.8G 0.19% 1.077G
AX.25[93]0.00% 784.7k 0.00% 8.500k
PIM[103]0.00% 4.825G 0.01% 40.22M
IPMP[169]0.00% 29.82M 0.00% 414.3k
Other0.02% 74.85G 0.03% 181.8M
Total100.00% 496.1T 100.00% 574.8G

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)39.81% 228.8G
Medium (100-1400B)25.02% 143.8G
Large (1401-1500B)33.30% 191.4G
Jumbo (>1500B)1.88% 10.78G
Total100.00% 574.8G

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]94.04% 466.5T 94.13% 541.1G
Scavenger [DSCP=8]0.75% 3.718T 0.87% 4.981G
EF [DSCP=46]0.00% 14.10G 0.01% 55.63M
Other5.21% 25.83T 5.00% 28.72G
Total100.00% 496.1T 100.00% 574.8G

We collect statistics about ECN-capable traffic:

Table 11. ECN-Capable Traffic

Type OctetsPackets
ECN-Capable0.89% 4.437T 0.54% 3.083G

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
200001.16% 5.776T 1.05% 6.011G
163840.58% 2.864T 0.51% 2.946G
191010.50% 2.464T 0.46% 2.635G
21280.44% 2.172T 0.51% 2.945G
200010.27% 1.356T 0.23% 1.338G