Internet2 NetFlow: Weekly Reports: Week of 20080505

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

Introduction

You are looking at the weekly Abilene network usage report for the week of 20080505 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, data for the following day(s) were missing: Saturday, Sunday. We multiplied all nominal quantities by 7/5 to estimate the amounts of various types of traffic. Percentages and distributions were not modified.

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 31.68% of octets and 15.12% 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 1.391M 2 10.05M
5 1.482M 6 10.46M
10 1.596M 12 10.95M
50 3.288M 57 17.70M
90 16.16M 59 48.30M
95 25.98M 59 69.90M
99 62.90M 59 152.2M
99.9 139.0M 59 400.9M
99.99 930.5M 59 1.223G
99.999 1.039G 119 3.079G
100 201.6G 119 3.786G

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)0.37% 644.4M
Medium (100-1400B)9.05% 15.93G
Large (1401-1500B)90.39% 159.1G
Jumbo (>1500B)0.19% 331.2M
Total100.00% 176.0G

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
Data Transfers32.09% 82.69T 32.62% 57.41G 36.55% 3.512M
Encrypted Traffic8.22% 21.18T 8.45% 14.86G 6.73% 646.8k
Advanced Apps5.10% 13.13T 5.12% 9.016G 6.09% 585.0k
File Sharing3.57% 9.189T 3.58% 6.294G 2.74% 263.1k
Measurement1.08% 2.780T 0.64% 1.121G 0.17% 16.06k
Misc0.57% 1.474T 0.60% 1.048G 0.97% 93.04k
Games0.24% 614.0G 0.24% 425.1M 0.30% 28.97k
Audio/Video0.20% 502.7G 0.20% 354.1M 0.36% 34.33k
Unidentified48.94% 126.1T 48.56% 85.47G 46.09% 4.428M
Total100.00% 257.6T 100.00% 176.0G 100.00% 9.608M

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
1.027G900023Abilene [11537]ESNET [3428]Iperf
1.001G900012ESNET [3428]Abilene [11537]Iperf
267.8M150030UNIVHAWAII [6360]Abilene [11537]Iperf
182.1M139310NASA-HPCC-ESS [7847]APAN-JP [7660]Iperf
162.5M150014NASA-ESDIS-NET [22767]Israeli Academic and Research Network [378]Iperf
132.3M150030NASA Internet [297]Unknown [25689]Iperf
92.30M150059DFN-IP service G-WiN [680]CARIN-AS-BLOCK [7082]Iperf
83.99M150012NASA-ESDIS-NET [22767]APAN-JP [7660]Iperf
79.21M150020NASA GSFC [1701]UT-Austin [18]Iperf
78.00M150016NASA Internet [297]SLAC [3671]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
1.067G900010NASA-HPCC-ESS [7847]Abilene [11537]52460 -> 5101
1.027G900010High Performance Computing Modernization Program [668]Abilene [11537]59594 -> 5101
970.2M150026ESnet-East [291]Boston U [111]38639 -> 10000
894.0M150012Boston U [111]Unknown [32361]51196 -> 10000
542.6M900010Abilene [11537]High Performance Computing Modernization Program [668]Audiogalaxy
541.5M150010UNIVHAWAII [6360]Abilene [11537]33033 -> 3002
475.8M150012Unknown [0]UNM [3388]HTTP
377.3M150012SWITCH [559]PSC [1207]SSH
332.1M138519USC-OBERON [47]USF [5661]5037 -> 60421
286.8M150023Princeton [88]NASA-AERONET [10343]34580 -> 53288

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: 744.0.

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 Transfers45.30% 368.5T 46.05% 535.9G
Encrypted Traffic5.65% 45.98T 6.00% 69.86G
File Sharing3.37% 27.45T 3.62% 42.18G
Advanced Apps2.53% 20.60T 2.12% 24.63G
Misc2.24% 18.24T 4.50% 52.38G
Audio/Video1.59% 12.95T 1.40% 16.33G
Measurement0.59% 4.798T 1.08% 12.61G
Games0.40% 3.289T 0.66% 7.708G
Unidentified38.31% 311.6T 34.55% 402.1G
Total100.00% 813.5T 100.00% 1.163T

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
Rsync
FTP
---
41.31%
1.48%
1.40%
1.10%
---
336.0T
12.06T
11.42T
8.926T
---
43.04%
1.09%
1.08%
0.85%
---
500.8G
12.64G
12.51G
9.923G
Encrypted Traffic
SSH
HTTPS
IPsec ESP
IPsec AH
IPsec IKE
---
2.97%
2.39%
0.28%
0.01%
0.00%
---
24.15T
19.46T
2.268T
93.77G
7.331G
---
2.60%
3.06%
0.33%
0.02%
0.00%
---
30.27G
35.55G
3.819G
178.3M
35.28M
File Sharing
Shoutcast
Audiogalaxy
BitTorrent
Hotline
eDonkey2000
Gnutella
FastTrack
WinMX
Blubster
Freenet
Carracho
Neo-Modus
Direct Connect++
---
1.32%
0.94%
0.49%
0.45%
0.12%
0.04%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
10.76T
7.619T
3.952T
3.698T
973.2G
313.8G
78.01G
20.56G
15.13G
14.27G
4.066G
511.6M
39.06M
---
1.89%
0.69%
0.55%
0.30%
0.10%
0.06%
0.01%
0.00%
0.02%
0.00%
0.00%
0.00%
0.00%
---
22.01G
8.034G
6.420G
3.496G
1.206G
650.1M
125.8M
33.54M
181.6M
14.04M
8.218M
718.3k
35.70k
Advanced Apps
UNIDATA LDM
IBP
BBCP
McIDAS
GsiFTP
BBFTP
---
1.94%
0.35%
0.13%
0.11%
0.00%
0.00%
---
15.80T
2.831T
1.019T
894.2G
37.41G
11.35G
---
1.55%
0.39%
0.09%
0.08%
0.01%
0.01%
---
18.02G
4.518G
994.7M
899.3M
76.36M
114.2M
Misc
Mail
Port 0
DNS
Squid
X11
AFS
IRC
Telnet
NFS
RTIP
MS Windows
NTP
AOL AIM
SOCKS
IDENT
SNMP
RPC Portmapper
---
1.34%
0.26%
0.25%
0.22%
0.06%
0.03%
0.01%
0.01%
0.01%
0.01%
0.01%
0.01%
0.01%
0.01%
0.00%
0.00%
0.00%
---
10.88T
2.121T
2.042T
1.821T
479.3G
260.1G
101.0G
96.99G
86.88G
85.16G
64.23G
55.65G
44.93G
44.79G
40.36G
10.88G
621.8M
---
2.13%
0.19%
1.45%
0.29%
0.08%
0.07%
0.04%
0.04%
0.01%
0.08%
0.03%
0.06%
0.00%
0.01%
0.01%
0.01%
0.00%
---
24.78G
2.188G
16.88G
3.407G
966.8M
772.8M
497.7M
443.4M
133.2M
939.7M
349.3M
725.1M
57.96M
62.81M
77.63M
89.59M
2.463M
Audio/Video
Any-Source Multicast
Real Player
Windows Media
H.323 Signaling
Backbone Radio
StreamWorks
Camarades webcams
Subset of VoIP
Single-Source Multicast
---
1.06%
0.48%
0.03%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
8.599T
3.917T
229.4G
113.0G
63.17G
19.11G
6.082G
3.462G
0.000
---
0.67%
0.67%
0.03%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
7.823G
7.821G
400.7M
155.4M
83.47M
27.19M
12.37M
9.968M
0.000
Measurement
Iperf
ICMP
IPMP
---
0.50%
0.12%
0.00%
---
4.090T
991.1G
0.000
---
0.27%
1.14%
0.00%
---
3.113G
13.30G
0.000
Games
DirectX
Battlenet
Half-Life
Spy Arcade
Quake
Starsiege Tribes
Asheron
---
0.25%
0.07%
0.04%
0.02%
0.02%
0.00%
0.00%
---
2.009T
608.5G
310.0G
198.1G
125.9G
20.84G
16.15G
---
0.27%
0.12%
0.22%
0.02%
0.02%
0.00%
0.00%
---
3.153G
1.412G
2.565G
220.0M
269.7M
36.84M
49.22M
Unidentified
Unidentified
---
38.31%
---
311.6T
---
34.55%
---
402.1G
Total
Total
---
100.00%
---
813.5T
---
100.00%
---
1.163T

The following table summarizes use of most popular IPv4 protocols:

Table 8. IP Protocols Distribution (Full Data set)

Protocols OctetsPackets
ICMP[1]0.12% 991.1G 1.14% 13.30G
IGMP[2]0.00% 42.80M 0.00% 1.213M
IP-ENCAP[4]0.02% 171.1G 0.02% 226.5M
TCP[6]89.05% 724.4T 85.09% 990.3G
UDP[17]7.19% 58.50T 11.45% 133.2G
IPv6[41]0.00% 21.08G 0.01% 59.29M
GRE[47]3.35% 27.25T 2.20% 25.59G
ESP[50]0.28% 2.268T 0.33% 3.819G
AX.25[93]0.00% 69.30k 0.00% 840.0
PIM[103]0.00% 4.971G 0.00% 42.63M
IPMP[169]0.00% 0.000 0.00% 0.000
Other0.02% 162.8G 0.09% 1.041G
Total100.00% 813.5T 100.00% 1.163T

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)43.50% 506.2G
Medium (100-1400B)21.86% 254.4G
Large (1401-1500B)34.22% 398.2G
Jumbo (>1500B)0.42% 4.931G
Total100.00% 1.163T

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]96.23% 782.8T 97.19% 1.131T
Scavenger [DSCP=8]0.13% 1.036T 0.13% 1.468G
EF [DSCP=46]0.01% 50.37G 0.02% 206.8M
Other3.64% 29.57T 2.67% 31.02G
Total100.00% 813.5T 100.00% 1.163T

We collect statistics about ECN-capable traffic:

Table 11. ECN-Capable Traffic

Type OctetsPackets
ECN-Capable0.44% 3.547T 0.28% 3.238G

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
19350.77% 6.232T 0.94% 10.98G
200000.61% 5.001T 0.41% 4.713G
200010.41% 3.311T 0.25% 2.938G
21280.29% 2.375T 0.27% 3.103G
191010.27% 2.219T 0.19% 2.237G