Internet2 NetFlow: Weekly Reports: Week of 20061127

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

Introduction

You are looking at the weekly Abilene network usage report for the week of 20061127 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 5.36% of octets and 0.00% 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 1.373M 4 10.05M
5 1.458M 12 10.43M
10 1.555M 18 10.93M
50 2.940M 58 16.47M
90 10.04M 59 44.10M
95 17.53M 59 63.15M
99 60.29M 59 177.3M
99.9 1.007G 119 3.637G
99.99 1.109G 120 3.771G
99.999 2.800G 127 3.827G
100 259.2G 159 3.917G

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)2.71% 3.059G
Medium (100-1400B)8.36% 9.441G
Large (1401-1500B)81.68% 92.22G
Jumbo (>1500B)7.24% 8.178G
Total100.00% 112.9G

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
Measurement35.89% 79.26T 13.43% 15.16G 1.43% 86.05k
Data Transfers20.65% 45.61T 27.74% 31.31G 32.60% 1.961M
Encrypted Traffic10.40% 22.96T 13.92% 15.72G 14.14% 850.5k
Advanced Apps4.25% 9.378T 5.61% 6.331G 7.35% 442.3k
File Sharing3.14% 6.943T 4.32% 4.877G 3.45% 207.3k
Misc0.27% 606.1G 0.38% 434.4M 0.65% 38.90k
Games0.24% 523.9G 0.33% 373.0M 0.45% 27.12k
Audio/Video0.20% 431.1G 0.26% 296.2M 0.56% 33.52k
Unidentified24.97% 55.15T 34.00% 38.39G 39.37% 2.368M
Total100.00% 220.8T 100.00% 112.9G 100.00% 6.015M

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
1.106G900012Abilene [11537]Abilene [11537]Iperf
894.7M150010SLAC [3671]Unknown [32361]Iperf
874.7M150010Abilene [11537]ESNET [3428]Iperf
784.2M150010ESNET [3428]Abilene [11537]Iperf
596.5M150010Georgia Institute of Technology [2637]NCREN [81]Iperf
341.1M150016NASA-ESDIS-NET [22767]APAN-JP [7660]Iperf
285.4M150011Unknown [32361]SWITCH [559]Iperf
265.2M150017SLAC [3671]U Florida [6356]Iperf
149.1M137712NASA-HPCC-ESS [7847]APAN-JP [7660]Iperf
103.9M150016CERN [513]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
659.3M900017NCSA [1224]TACCNET [32093]40932 -> 50000
653.4M900022ORNL [50]TACCNET [32093]37680 -> 50000
504.8M900033TACCNET [32093]NCSA [1224]40341 -> 50000
497.9M150024NCSA [1224]PSC [1207]39640 -> 50014
414.3M150032TACCNET [32093]PSC [1207]42557 -> 50017
368.8M150013PSC [1207]TACCNET [32093]36639 -> 50000
344.0M900046TACCNET [32093]ORNL [50]47929 -> 50000
276.9M150012Indiana [87]TACCNET [32093]13534 -> 36174
268.4M150012NASA-ESDIS-NET [22767]AMPATH [20080]Hotline
260.5M147918NASA-HPCC-ESS [7847]UCAR [194]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: 487.0.

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 Transfers3.33% 137.0T 0.00% 176.0G
Measurement2.56% 105.3T 0.00% 26.24G
Encrypted Traffic0.91% 37.36T 0.00% 46.20G
File Sharing0.78% 32.27T 0.00% 53.29G
Audio/Video0.62% 25.42T 0.00% 22.32G
Advanced Apps0.46% 18.89T 0.00% 25.49G
Misc0.24% 9.905T 0.00% 22.95G
Games0.09% 3.572T 0.00% 8.317G
Unidentified91.02% 3.747P 99.99% 3.565P
Total100.00% 4.117P 100.00% 3.565P

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
---
2.33%
0.56%
0.27%
0.17%
---
96.00T
23.00T
11.10T
6.952T
---
0.00%
0.00%
0.00%
0.00%
---
131.9G
22.94G
13.24G
7.911G
Measurement
Iperf
ICMP
IPMP
---
2.55%
0.01%
0.00%
---
105.0T
315.9G
260.1M
---
0.00%
0.00%
0.00%
---
23.02G
3.223G
3.613M
Encrypted Traffic
SSH
HTTPS
IPsec ESP
IPsec AH
IPsec IKE
---
0.66%
0.22%
0.02%
0.00%
0.00%
---
27.30T
9.204T
784.3G
69.45G
1.554G
---
0.00%
0.00%
0.00%
0.00%
0.00%
---
29.45G
15.30G
1.288G
148.9M
7.156M
File Sharing
Shoutcast
BitTorrent
Hotline
Audiogalaxy
eDonkey2000
Gnutella
FastTrack
Carracho
Blubster
WinMX
Freenet
Neo-Modus
Direct Connect++
---
0.39%
0.16%
0.09%
0.09%
0.03%
0.02%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
16.03T
6.692T
3.758T
3.589T
1.071T
1.021T
51.26G
24.62G
12.05G
10.23G
5.063G
1.656G
605.6k
---
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%
---
29.82G
10.95G
3.810G
4.416G
1.474G
2.528G
81.20M
34.36M
135.7M
18.06M
6.363M
2.639M
12.30k
Audio/Video
Any-Source Multicast
Real Player
Windows Media
H.323 Signaling
Backbone Radio
StreamWorks
Subset of VoIP
Camarades webcams
Single-Source Multicast
---
0.55%
0.05%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
22.61T
2.004T
612.3G
85.90G
77.85G
25.64G
3.124G
1.958G
10.70k
---
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
18.74G
2.638G
653.2M
127.9M
104.3M
46.07M
6.640M
4.998M
200.0
Advanced Apps
UNIDATA LDM
McIDAS
BBCP
GsiFTP
BBFTP
IBP
---
0.44%
0.02%
0.00%
0.00%
0.00%
0.00%
---
18.10T
643.1G
108.9G
28.76G
9.834G
2.144G
---
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
24.56G
695.8M
103.5M
60.61M
68.28M
2.444M
Misc
Mail
Squid
Port 0
X11
DNS
AFS
Telnet
MS Windows
NFS
IDENT
IRC
AOL AIM
NTP
SOCKS
SNMP
RPC Portmapper
RTIP
---
0.10%
0.05%
0.03%
0.02%
0.02%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
4.243T
1.922T
1.241T
948.6G
940.6G
170.8G
80.82G
62.11G
54.08G
53.10G
53.05G
46.68G
42.90G
37.84G
6.549G
185.9M
7.263M
---
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%
0.00%
0.00%
0.00%
0.00%
---
7.191G
3.026G
1.232G
1.388G
7.379G
443.0M
347.5M
772.9M
98.94M
89.10M
234.4M
69.07M
563.5M
67.65M
50.81M
2.079M
163.9k
Games
DirectX
Half-Life
Battlenet
Quake
Asheron
Starsiege Tribes
Spy Arcade
---
0.06%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
2.616T
411.9G
357.6G
99.84G
68.24G
12.59G
5.624G
---
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
4.222G
3.019G
756.7M
178.4M
102.4M
28.12M
9.573M
Unidentified
Unidentified
---
91.02%
---
3.747P
---
99.99%
---
3.565P
Total
Total
---
100.00%
---
4.117P
---
100.00%
---
3.565P

The following table summarizes use of most popular IPv4 protocols:

Table 8. IP Protocols Distribution (Full Data set)

Protocols OctetsPackets
ICMP[1]0.01% 315.9G 0.00% 3.223G
IGMP[2]0.00% 129.0M 0.00% 3.041M
IP-ENCAP[4]0.00% 3.112G 0.00% 30.69M
TCP[6]11.03% 454.0T 0.01% 522.6G
UDP[17]2.33% 95.95T 0.00% 116.8G
IPv6[41]0.00% 5.211G 0.00% 12.12M
GRE[47]0.04% 1.562T 0.00% 2.093G
ESP[50]0.02% 784.3G 0.00% 1.288G
AX.25[93]0.00% 672.5k 0.00% 9.700k
PIM[103]0.00% 5.088G 0.00% 42.46M
IPMP[169]0.00% 260.1M 0.00% 3.613M
Other86.58% 3.564P 99.98% 3.564P
Total100.00% 4.117P 100.00% 3.565P

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)99.99% 3.565P
Medium (100-1400B)0.01% 179.5G
Large (1401-1500B)0.01% 206.1G
Jumbo (>1500B)0.00% 11.46G
Total100.00% 3.565P

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]12.51% 514.9T 0.02% 605.3G
Scavenger [DSCP=8]0.10% 3.964T 0.00% 5.131G
EF [DSCP=46]0.00% 9.636G 0.00% 40.72M
Other87.40% 3.598P 99.98% 3.564P
Total100.00% 4.117P 100.00% 3.565P

We collect statistics about ECN-capable traffic:

Table 11. ECN-Capable Traffic

Type OctetsPackets
ECN-Capable86.66% 3.568P 99.98% 3.564P

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
5102186.58% 3.564P 99.98% 3.564P
4941786.58% 3.564P 99.98% 3.564P
60000.17% 7.111T 0.00% 4.817G
163840.11% 4.699T 0.00% 4.777G
336220.10% 4.118T 0.00% 2.775G