Internet2 NetFlow: Weekly Reports: Week of 20070702

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

Introduction

You are looking at the weekly Abilene network usage report for the week of 20070702 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: Sunday. We multiplied all nominal quantities by 7/6 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 40.00% of octets and 21.28% 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 3 10.05M
5 1.451M 12 10.36M
10 1.546M 20 10.82M
50 3.053M 58 17.85M
90 10.87M 59 49.80M
95 15.66M 59 68.74M
99 49.43M 59 122.1M
99.9 387.6M 119 645.6M
99.99 1.022G 119 3.710G
99.999 1.347G 122 3.804G
100 266.4G 122 3.896G

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)0.77% 1.071G
Medium (100-1400B)4.31% 6.018G
Large (1401-1500B)93.70% 130.7G
Jumbo (>1500B)1.21% 1.694G
Total100.00% 139.5G

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 Transfers21.09% 45.60T 22.58% 31.50G 24.75% 1.923M
Encrypted Traffic9.41% 20.35T 9.92% 13.84G 8.17% 634.7k
Measurement8.54% 18.47T 3.42% 4.773G 0.49% 38.40k
Advanced Apps4.69% 10.13T 4.93% 6.873G 6.15% 478.0k
File Sharing3.58% 7.738T 3.84% 5.357G 2.89% 224.6k
Misc0.34% 732.7G 0.38% 525.9M 0.58% 44.91k
Audio/Video0.21% 457.6G 0.23% 324.7M 0.45% 34.89k
Games0.12% 264.9G 0.13% 186.4M 0.16% 12.65k
Unidentified52.01% 112.4T 54.57% 76.14G 56.36% 4.380M
Total100.00% 216.2T 100.00% 139.5G 100.00% 7.772M

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
1.244G900010Abilene [11537]Abilene [11537]Iperf
1.109G900023Abilene [11537]ESNET [3428]Iperf
1.061G900015ESNET [3428]Abilene [11537]Iperf
1.037G900010High Performance Computing Modernization Program [668]Abilene [11537]Iperf
946.3M694910UCLA [52]Abilene [11537]Iperf
872.3M150015SLAC [3671]Unknown [32361]Iperf
650.9M150010Unknown [32361]U Florida [6356]Iperf
434.7M150012APNIC [7575]SURFnet [1103]Iperf
414.0M900012Abilene [11537]High Performance Computing Modernization Program [668]Iperf
368.7M150018Brookhaven 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
420.6M150060APNIC [7575]SURFnet [1103]Shoutcast
283.6M142012UTAH [17055]Unknown [36859]HTTP
222.2M150057Network for Education and Research in Oregon [3701]Indiana [87]Rsync
199.4M150013NASA-ESDIS-NET [22767]AMPATH [20080]Hotline
194.4M147915NASA-HPCC-ESS [7847]UCAR [194]Hotline
186.4M150042OSU [159]ISI [4]45691 -> 32936
182.8M150012Unknown [0]Iowa Communications Network [6122]HTTP
182.1M150017NASA-ESDIS-NET [22767]UCAR [194]Hotline
172.1M150018NASA-ESDIS-NET [22767]EROS Data Center - USGS [5663]Hotline
159.2M150060Indiana [87]RIT [4385]Rsync

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: 643.0.

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 Transfers26.59% 143.7T 29.09% 190.7G
Encrypted Traffic6.52% 35.23T 7.44% 48.80G
Measurement4.41% 23.86T 1.66% 10.88G
Advanced Apps3.23% 17.45T 2.98% 19.53G
File Sharing2.47% 13.34T 2.57% 16.83G
Audio/Video2.35% 12.70T 2.25% 14.73G
Misc1.77% 9.565T 3.86% 25.32G
Games0.26% 1.414T 0.41% 2.692G
Unidentified52.40% 283.2T 49.75% 326.2G
Total100.00% 540.5T 100.00% 655.8G

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
---
21.06%
2.26%
1.73%
1.54%
---
113.8T
12.22T
9.351T
8.302T
---
24.10%
1.85%
1.76%
1.38%
---
158.0G
12.13G
11.52G
9.061G
Encrypted Traffic
SSH
HTTPS
IPsec ESP
IPsec AH
IPsec IKE
---
4.35%
1.75%
0.40%
0.02%
0.00%
---
23.49T
9.449T
2.184T
102.5G
3.319G
---
4.42%
2.55%
0.44%
0.02%
0.00%
---
28.99G
16.74G
2.872G
163.7M
18.00M
Measurement
Iperf
ICMP
IPMP
---
4.36%
0.06%
0.00%
---
23.56T
341.4G
3.449M
---
1.21%
0.52%
0.00%
---
7.948G
3.425G
47.91k
Advanced Apps
UNIDATA LDM
McIDAS
BBCP
IBP
GsiFTP
BBFTP
---
2.99%
0.14%
0.09%
0.00%
0.00%
0.00%
---
16.16T
747.9G
488.4G
25.24G
17.99G
7.477G
---
2.72%
0.14%
0.10%
0.00%
0.01%
0.01%
---
17.81G
946.9M
630.8M
22.47M
45.23M
74.02M
File Sharing
Audiogalaxy
Hotline
Shoutcast
BitTorrent
eDonkey2000
Gnutella
FastTrack
WinMX
Carracho
Blubster
Freenet
Neo-Modus
Direct Connect++
---
1.10%
0.62%
0.32%
0.28%
0.12%
0.02%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
5.945T
3.347T
1.705T
1.523T
629.2G
128.2G
44.67G
8.356G
3.371G
2.893G
1.760G
80.04M
810.7k
---
1.08%
0.53%
0.40%
0.39%
0.11%
0.04%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
7.086G
3.464G
2.628G
2.549G
725.8M
254.5M
69.86M
12.60M
4.815M
31.13M
2.051M
407.7k
13.88k
Audio/Video
Any-Source Multicast
Real Player
Windows Media
Backbone Radio
H.323 Signaling
StreamWorks
Subset of VoIP
Camarades webcams
Single-Source Multicast
---
1.75%
0.53%
0.05%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
9.475T
2.846T
280.9G
46.65G
44.89G
11.74G
852.2M
604.9M
0.000
---
1.58%
0.60%
0.05%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
10.34G
3.923G
330.0M
60.80M
58.05M
15.08M
2.462M
1.066M
0.000
Misc
Mail
Squid
DNS
Port 0
AFS
X11
IRC
MS Windows
NTP
NFS
Telnet
SOCKS
SNMP
IDENT
AOL AIM
RPC Portmapper
RTIP
---
0.99%
0.26%
0.19%
0.13%
0.09%
0.07%
0.01%
0.01%
0.01%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
5.329T
1.385T
1.044T
683.5G
492.1G
403.3G
55.75G
37.34G
37.24G
37.17G
35.97G
9.679G
5.921G
4.701G
2.272G
633.6M
72.55M
---
1.71%
0.36%
1.19%
0.11%
0.14%
0.10%
0.04%
0.06%
0.07%
0.01%
0.05%
0.00%
0.01%
0.00%
0.00%
0.00%
0.00%
---
11.23G
2.345G
7.822G
702.6M
929.0M
670.8M
250.8M
402.5M
488.9M
60.43M
296.2M
26.67M
47.21M
29.39M
4.658M
13.71M
519.2k
Games
DirectX
Battlenet
Half-Life
Quake
Spy Arcade
Starsiege Tribes
Asheron
---
0.19%
0.05%
0.01%
0.01%
0.00%
0.00%
0.00%
---
1.019T
262.3G
68.27G
34.80G
15.99G
8.453G
5.305G
---
0.24%
0.08%
0.07%
0.01%
0.01%
0.00%
0.00%
---
1.561G
510.5M
488.4M
65.38M
33.15M
15.51M
17.92M
Unidentified
Unidentified
---
52.40%
---
283.2T
---
49.75%
---
326.2G
Total
Total
---
100.00%
---
540.5T
---
100.00%
---
655.8G

The following table summarizes use of most popular IPv4 protocols:

Table 8. IP Protocols Distribution (Full Data set)

Protocols OctetsPackets
ICMP[1]0.06% 341.4G 0.52% 3.425G
IGMP[2]0.00% 53.24M 0.00% 1.508M
IP-ENCAP[4]0.00% 21.91G 0.03% 228.3M
TCP[6]78.25% 423.0T 79.36% 520.4G
UDP[17]5.05% 27.27T 7.96% 52.17G
IPv6[41]0.00% 8.771G 0.00% 15.47M
GRE[47]16.22% 87.67T 11.73% 76.92G
ESP[50]0.40% 2.184T 0.44% 2.872G
AX.25[93]0.00% 246.2k 0.00% 5.833k
PIM[103]0.00% 3.894G 0.01% 37.79M
IPMP[169]0.00% 3.449M 0.00% 47.91k
Other0.02% 103.4G 0.03% 169.9M
Total100.00% 540.5T 100.00% 655.8G

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)38.21% 250.5G
Medium (100-1400B)19.62% 128.6G
Large (1401-1500B)41.49% 272.0G
Jumbo (>1500B)0.68% 4.471G
Total100.00% 655.8G

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]95.05% 513.8T 95.17% 624.1G
Scavenger [DSCP=8]0.19% 1.010T 0.22% 1.440G
EF [DSCP=46]0.00% 24.73G 0.02% 125.7M
Other4.76% 25.71T 4.60% 30.14G
Total100.00% 540.5T 100.00% 655.8G

We collect statistics about ECN-capable traffic:

Table 11. ECN-Capable Traffic

Type OctetsPackets
ECN-Capable0.72% 3.868T 0.67% 4.402G

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
200002.45% 13.23T 2.96% 19.39G
200011.63% 8.815T 1.82% 11.96G
400001.49% 8.047T 1.13% 7.429G
400011.37% 7.382T 1.04% 6.811G
200020.97% 5.230T 1.14% 7.456G