Internet2 NetFlow: Weekly Reports: Week of 20081124

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

Introduction

You are looking at the weekly Abilene network usage report for the week of 20081124 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 39.72% of octets and 20.40% 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 1 10.07M
5 1.484M 8 10.50M
10 1.596M 15 10.95M
50 3.088M 58 17.40M
90 14.21M 59 51.00M
95 24.82M 59 74.40M
99 80.23M 59 152.8M
99.9 225.1M 59 439.0M
99.99 631.3M 116 1.883G
99.999 2.063G 121 5.776G
100 24.48G 168 12.70G

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)0.89% 1.996G
Medium (100-1400B)9.80% 21.86G
Large (1401-1500B)89.04% 198.6G
Jumbo (>1500B)0.26% 583.5M
Total100.00% 223.0G

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 Transfers33.45% 108.8T 33.90% 75.61G 38.83% 4.581M
Encrypted Traffic7.21% 23.46T 7.60% 16.94G 5.29% 624.4k
Advanced Apps4.44% 14.44T 4.46% 9.943G 5.55% 654.4k
File Sharing3.16% 10.27T 3.17% 7.063G 2.39% 281.4k
Measurement2.25% 7.333T 1.12% 2.488G 0.29% 34.31k
Misc0.58% 1.895T 0.60% 1.344G 0.93% 109.2k
Games0.25% 807.2G 0.25% 565.5M 0.28% 32.83k
Audio/Video0.15% 494.2G 0.16% 354.1M 0.30% 35.18k
Unidentified48.51% 157.7T 48.75% 108.7G 46.15% 5.445M
Total100.00% 325.3T 100.00% 223.0G 100.00% 11.79M

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
3.847G900011DFN-IP service G-WiN [680]INDIANAGIGAPOP [19782]Iperf
757.7M824412ESnet-West [292]Abilene [11537]Iperf
465.8M150015U Chicago [160]Unknown [32361]Iperf
415.6M150024Brookhaven National Lab [43]Unknown [32361]Iperf
404.5M150011GEORGE-MASON-UNIV [11279]U Chicago [160]Iperf
225.1M150019CERN [513]Unknown [32361]Iperf
180.0M139015NASA-HPCC-ESS [7847]APAN-JP [7660]Iperf
170.3M150026NASA GSFC [1701]Unknown [25689]Iperf
155.0M150024NASA GSFC [1701]UT-Austin [18]Iperf
136.2M150052SDSC [195]Rutgers [46]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
1.021G900047INDIANAGIGAPOP [19782]ORNL [50]47943 -> 5150
783.4M150010GEORGE-MASON-UNIV [11279]Abilene [11537]34951 -> 3002
453.4M150015INDIANAGIGAPOP [19782]Fermi National Accelerator Lab [3152]63002 -> 46471
437.7M150060Iowa State U [2698]UT-Austin [18]Rsync
422.7M150011Unknown [25776]LATECH [19564]63009 -> 50002
404.8M150010Rutgers [46]Abilene [11537]60158 -> 3002
400.5M150011JPL [127]Oregon State U [4201]Hotline
397.1M150038Nat Lib Med [70]NCREN [81]50270 -> 54639
391.7M150015Network for Education and Research in Oregon [3701]Unknown [0]Rsync
336.9M150014NOAA [6629]NIST-BOULDER [2648]FTP

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: 941.0.

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 Transfers42.64% 349.1T 42.51% 464.8G
Encrypted Traffic5.68% 46.48T 6.14% 67.11G
Advanced Apps2.91% 23.80T 2.34% 25.57G
File Sharing2.73% 22.31T 2.62% 28.65G
Misc1.91% 15.64T 3.91% 42.73G
Audio/Video1.44% 11.82T 1.12% 12.29G
Measurement1.10% 9.040T 0.75% 8.203G
Games0.34% 2.789T 0.57% 6.278G
Unidentified41.25% 337.8T 40.04% 437.8G
Total100.00% 818.9T 100.00% 1.093T

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
---
38.80%
1.67%
1.36%
0.82%
---
317.7T
13.63T
11.16T
6.685T
---
39.35%
1.31%
1.06%
0.79%
---
430.3G
14.29G
11.64G
8.600G
Encrypted Traffic
SSH
HTTPS
IPsec ESP
IPsec AH
IPsec IKE
---
3.07%
2.16%
0.44%
0.01%
0.00%
---
25.10T
17.65T
3.620T
98.05G
8.380G
---
2.86%
2.76%
0.50%
0.02%
0.00%
---
31.22G
30.13G
5.479G
231.9M
39.93M
Advanced Apps
UNIDATA LDM
McIDAS
IBP
BBCP
BBFTP
GsiFTP
---
2.59%
0.17%
0.09%
0.04%
0.01%
0.00%
---
21.23T
1.394T
705.8G
356.0G
82.57G
33.81G
---
2.11%
0.11%
0.07%
0.03%
0.02%
0.01%
---
23.06G
1.156G
780.2M
310.7M
188.7M
78.84M
File Sharing
Audiogalaxy
Shoutcast
Hotline
BitTorrent
eDonkey2000
Gnutella
FastTrack
WinMX
Freenet
Blubster
Carracho
Neo-Modus
Direct Connect++
---
0.95%
0.72%
0.53%
0.39%
0.09%
0.02%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
7.819T
5.932T
4.310T
3.230T
748.7G
151.7G
73.11G
29.75G
8.308G
5.598G
5.551G
1.817G
101.4M
---
0.73%
0.95%
0.36%
0.45%
0.08%
0.03%
0.01%
0.00%
0.00%
0.01%
0.00%
0.00%
0.00%
---
7.961G
10.40G
3.883G
4.949G
895.9M
325.3M
102.2M
40.96M
8.477M
66.94M
12.60M
3.074M
227.7k
Misc
Mail
Port 0
Squid
DNS
X11
AFS
MS Windows
IRC
NTP
RTIP
Telnet
NFS
AOL AIM
SOCKS
IDENT
SNMP
RPC Portmapper
---
1.19%
0.19%
0.19%
0.18%
0.06%
0.04%
0.01%
0.01%
0.01%
0.01%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
---
9.773T
1.550T
1.544T
1.446T
452.3G
357.9G
121.0G
74.79G
66.89G
61.48G
53.36G
43.57G
28.06G
27.68G
19.97G
18.01G
399.3M
---
1.89%
0.18%
0.25%
1.01%
0.08%
0.09%
0.14%
0.03%
0.08%
0.05%
0.05%
0.01%
0.00%
0.01%
0.00%
0.01%
0.00%
---
20.70G
1.999G
2.777G
11.01G
922.1M
947.3M
1.584G
351.1M
874.6M
599.8M
555.5M
76.38M
41.36M
64.66M
50.35M
156.8M
4.607M
Audio/Video
Any-Source Multicast
Real Player
Windows Media
H.323 Signaling
Backbone Radio
StreamWorks
Camarades webcams
Subset of VoIP
Single-Source Multicast
---
1.05%
0.35%
0.02%
0.02%
0.00%
0.00%
0.00%
0.00%
0.00%
---
8.588T
2.864T
166.8G
131.2G
40.83G
18.06G
8.575G
3.681G
0.000
---
0.64%
0.44%
0.02%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
6.954G
4.856G
224.5M
132.5M
73.45M
25.07M
15.10M
9.656M
0.000
Measurement
Iperf
ICMP
IPMP
---
1.05%
0.05%
0.00%
---
8.604T
436.4G
0.000
---
0.45%
0.30%
0.00%
---
4.928G
3.274G
0.000
Games
DirectX
Half-Life
Spy Arcade
Battlenet
Quake
Asheron
Starsiege Tribes
---
0.21%
0.04%
0.03%
0.03%
0.02%
0.00%
0.00%
---
1.750T
333.7G
250.2G
245.4G
147.0G
40.73G
21.64G
---
0.24%
0.19%
0.03%
0.07%
0.02%
0.01%
0.00%
---
2.666G
2.106G
275.1M
763.2M
272.3M
152.1M
42.29M
Unidentified
Unidentified
---
41.25%
---
337.8T
---
40.04%
---
437.8G
Total
Total
---
100.00%
---
818.9T
---
100.00%
---
1.093T

The following table summarizes use of most popular IPv4 protocols:

Table 8. IP Protocols Distribution (Full Data set)

Protocols OctetsPackets
ICMP[1]0.05% 436.4G 0.30% 3.274G
IGMP[2]0.00% 41.12M 0.00% 1.200M
IP-ENCAP[4]0.01% 52.67G 0.00% 53.91M
TCP[6]90.10% 737.8T 86.03% 940.7G
UDP[17]8.17% 66.89T 12.14% 132.7G
IPv6[41]0.02% 155.1G 0.02% 240.6M
GRE[47]1.20% 9.841T 0.98% 10.70G
ESP[50]0.44% 3.620T 0.50% 5.479G
AX.25[93]0.00% 19.80k 0.00% 300.0
PIM[103]0.00% 4.412G 0.00% 35.45M
IPMP[169]0.00% 0.000 0.00% 0.000
Other0.01% 98.22G 0.02% 233.9M
Total100.00% 818.9T 100.00% 1.093T

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)40.87% 446.9G
Medium (100-1400B)21.14% 231.2G
Large (1401-1500B)37.84% 413.8G
Jumbo (>1500B)0.14% 1.577G
Total100.00% 1.093T

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]96.81% 792.7T 96.76% 1.058T
Scavenger [DSCP=8]0.15% 1.252T 0.19% 2.087G
EF [DSCP=46]0.00% 31.70G 0.01% 124.7M
Other3.03% 24.84T 3.03% 33.17G
Total100.00% 818.9T 100.00% 1.093T

We collect statistics about ECN-capable traffic:

Table 11. ECN-Capable Traffic

Type OctetsPackets
ECN-Capable0.24% 1.929T 0.14% 1.529G

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
200001.12% 9.169T 0.86% 9.375G
19351.06% 8.642T 1.71% 18.71G
600111.04% 8.523T 0.82% 8.996G
200020.70% 5.701T 0.56% 6.153G
200010.69% 5.680T 0.56% 6.106G