Internet2 NetFlow: Weekly Reports: Week of 20080825

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

Introduction

You are looking at the weekly Abilene network usage report for the week of 20080825 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 37.06% of octets and 18.77% 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 1.393M 1 10.05M
5 1.491M 6 10.50M
10 1.614M 13 10.95M
50 3.280M 58 17.70M
90 14.60M 59 48.90M
95 30.85M 59 67.29M
99 104.8M 59 146.5M
99.9 175.3M 59 387.5M
99.99 908.2M 118 1.206G
99.999 1.028G 135 3.410G
100 230.4G 136 7.210G

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)0.39% 730.6M
Medium (100-1400B)10.84% 20.49G
Large (1401-1500B)88.58% 167.4G
Jumbo (>1500B)0.20% 372.7M
Total100.00% 189.0G

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 Transfers35.50% 98.02T 36.09% 68.20G 40.49% 4.189M
Encrypted Traffic9.37% 25.86T 9.57% 18.07G 6.69% 691.8k
Advanced Apps5.57% 15.39T 5.67% 10.71G 5.85% 604.8k
Measurement3.84% 10.61T 3.45% 6.520G 2.25% 233.1k
File Sharing3.17% 8.758T 3.21% 6.073G 2.61% 270.1k
Misc0.61% 1.671T 0.64% 1.201G 0.87% 90.03k
Games0.45% 1.247T 0.46% 875.4M 0.45% 47.00k
Audio/Video0.14% 397.8G 0.15% 280.6M 0.26% 27.26k
Unidentified41.34% 114.1T 40.77% 77.04G 40.53% 4.193M
Total100.00% 276.1T 100.00% 189.0G 100.00% 10.34M

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
1.041G900028Abilene [11537]ESNET [3428]Iperf
1.033G900013ESNET [3428]Abilene [11537]Iperf
986.2M150045Boston U [111]Brookhaven National Lab [43]Iperf
970.3M150014APAN-JP [7660]Abilene [11537]Iperf
184.2M140012NASA-HPCC-ESS [7847]APAN-JP [7660]Iperf
164.5M150021NASA GSFC [1701]Unknown [25689]Iperf
161.1M150029NASA-ESDIS-NET [22767]Israeli Academic and Research Network [378]Iperf
140.5M150017NASA GSFC [1701]UT-Austin [18]Iperf
106.7M140619NASA-GSFC [1749]UT-Austin [18]Iperf
106.1M150011NASA-ESDIS-NET [22767]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
1.059G900010NASA-HPCC-ESS [7847]Abilene [11537]50313 -> 5101
1.006G900010High Performance Computing Modernization Program [668]Abilene [11537]38893 -> 5101
848.6M900010Abilene [11537]High Performance Computing Modernization Program [668]47787 -> 5101
652.4M150017Unknown [32361]INDIANAGIGAPOP [19782]55659 -> 64183
544.2M900055NCSA [1224]TACCNET [32093]36192 -> 50001
530.3M892527INDIANAGIGAPOP [19782]DFN-IP service G-WiN [680]988 -> 1022
514.2M896560DFN-IP service G-WiN [680]INDIANAGIGAPOP [19782]1021 -> 988
451.8M150015INDIANAGIGAPOP [19782]Unknown [32361]59944 -> 22752
398.8M900018INDIANAGIGAPOP [19782]TACCNET [32093]49776 -> 50001
396.0M150014Unknown [36375]Boston U [111]54321 -> 42068

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: 812.0.

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 Transfers44.74% 333.3T 45.13% 454.5G
Encrypted Traffic6.56% 48.86T 6.65% 67.00G
Misc3.73% 27.80T 5.81% 58.50G
File Sharing3.15% 23.49T 3.10% 31.19G
Advanced Apps2.93% 21.86T 2.56% 25.75G
Measurement1.79% 13.35T 1.12% 11.33G
Audio/Video1.62% 12.05T 1.32% 13.28G
Games0.46% 3.433T 0.69% 6.959G
Unidentified35.01% 260.8T 33.62% 338.6G
Total100.00% 745.0T 100.00% 1.007T

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
NNTP
FTP
---
40.47%
1.67%
1.33%
1.28%
---
301.5T
12.40T
9.908T
9.502T
---
41.73%
1.19%
1.14%
1.08%
---
420.2G
11.97G
11.43G
10.83G
Encrypted Traffic
SSH
HTTPS
IPsec ESP
IPsec AH
IPsec IKE
---
3.78%
2.21%
0.56%
0.01%
0.00%
---
28.14T
16.49T
4.152T
70.33G
7.108G
---
3.10%
2.97%
0.56%
0.01%
0.00%
---
31.23G
29.95G
5.632G
142.9M
31.90M
Misc
Port 0
Mail
DNS
Squid
X11
AFS
NFS
IRC
NTP
Telnet
RTIP
MS Windows
IDENT
SOCKS
AOL AIM
SNMP
RPC Portmapper
---
1.74%
1.30%
0.28%
0.21%
0.07%
0.05%
0.03%
0.01%
0.01%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
12.97T
9.701T
2.071T
1.553T
538.1G
378.0G
255.8G
68.84G
64.89G
53.16G
44.81G
36.29G
23.05G
18.60G
15.85G
11.28G
394.5M
---
0.96%
2.55%
1.57%
0.28%
0.10%
0.07%
0.03%
0.03%
0.08%
0.05%
0.03%
0.02%
0.01%
0.00%
0.00%
0.01%
0.00%
---
9.683G
25.63G
15.81G
2.809G
1.056G
678.7M
334.0M
329.7M
849.2M
509.1M
350.8M
222.6M
73.11M
42.64M
20.23M
88.51M
2.302M
File Sharing
Shoutcast
Audiogalaxy
BitTorrent
Hotline
eDonkey2000
Gnutella
FastTrack
WinMX
Blubster
Carracho
Freenet
Direct Connect++
Neo-Modus
---
1.08%
0.77%
0.67%
0.53%
0.07%
0.03%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
8.019T
5.724T
4.983T
3.945T
486.2G
224.4G
82.11G
10.96G
6.530G
4.848G
4.736G
255.1M
235.4M
---
1.33%
0.63%
0.65%
0.36%
0.05%
0.05%
0.01%
0.00%
0.01%
0.00%
0.00%
0.00%
0.00%
---
13.44G
6.311G
6.503G
3.668G
541.3M
493.6M
119.4M
16.91M
83.66M
8.294M
5.286M
199.4k
521.1k
Advanced Apps
UNIDATA LDM
McIDAS
BBCP
GsiFTP
BBFTP
IBP
---
2.66%
0.21%
0.05%
0.00%
0.00%
0.00%
---
19.84T
1.554T
406.5G
33.29G
13.14G
12.95G
---
2.35%
0.14%
0.03%
0.01%
0.01%
0.02%
---
23.62G
1.395G
317.0M
74.41M
124.7M
222.1M
Measurement
Iperf
ICMP
IPMP
---
1.64%
0.16%
0.00%
---
12.18T
1.166T
0.000
---
0.86%
0.27%
0.00%
---
8.647G
2.682G
0.000
Audio/Video
Any-Source Multicast
Real Player
Windows Media
Backbone Radio
H.323 Signaling
Camarades webcams
StreamWorks
Subset of VoIP
Single-Source Multicast
---
1.16%
0.41%
0.02%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
8.675T
3.078T
146.9G
64.61G
55.03G
13.65G
11.72G
6.549G
294.7M
---
0.73%
0.55%
0.02%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
7.305G
5.550G
219.7M
80.10M
75.32M
23.06M
17.65M
12.39M
217.4k
Games
DirectX
Spy Arcade
Half-Life
Battlenet
Quake
Asheron
Starsiege Tribes
---
0.22%
0.11%
0.06%
0.05%
0.01%
0.01%
0.00%
---
1.629T
834.8G
414.4G
399.0G
101.9G
37.91G
15.48G
---
0.25%
0.08%
0.24%
0.09%
0.02%
0.01%
0.00%
---
2.468G
847.7M
2.387G
916.5M
241.7M
69.44M
27.27M
Unidentified
Unidentified
---
35.01%
---
260.8T
---
33.62%
---
338.6G
Total
Total
---
100.00%
---
745.0T
---
100.00%
---
1.007T

The following table summarizes use of most popular IPv4 protocols:

Table 8. IP Protocols Distribution (Full Data set)

Protocols OctetsPackets
ICMP[1]0.16% 1.166T 0.27% 2.682G
IGMP[2]0.00% 37.47M 0.00% 1.036M
IP-ENCAP[4]0.02% 167.3G 0.02% 238.8M
TCP[6]88.04% 655.9T 84.92% 855.3G
UDP[17]10.15% 75.63T 13.38% 134.7G
IPv6[41]0.01% 52.95G 0.01% 107.7M
GRE[47]1.04% 7.758T 0.81% 8.197G
ESP[50]0.56% 4.152T 0.56% 5.632G
AX.25[93]0.00% 0.000 0.00% 0.000
PIM[103]0.00% 5.573G 0.01% 51.77M
IPMP[169]0.00% 0.000 0.00% 0.000
Other0.02% 161.1G 0.02% 206.6M
Total100.00% 745.0T 100.00% 1.007T

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)41.18% 414.7G
Medium (100-1400B)21.47% 216.2G
Large (1401-1500B)37.15% 374.1G
Jumbo (>1500B)0.20% 1.994G
Total100.00% 1.007T

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]95.61% 712.3T 96.50% 971.9G
Scavenger [DSCP=8]0.07% 497.1G 0.09% 924.3M
EF [DSCP=46]0.00% 31.44G 0.02% 163.9M
Other4.32% 32.21T 3.39% 34.19G
Total100.00% 745.0T 100.00% 1.007T

We collect statistics about ECN-capable traffic:

Table 11. ECN-Capable Traffic

Type OctetsPackets
ECN-Capable0.41% 3.087T 0.23% 2.274G

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
164021.61% 11.97T 1.43% 14.43G
330010.89% 6.658T 0.45% 4.507G
19350.85% 6.309T 1.20% 12.09G
21280.79% 5.868T 0.75% 7.508G
600110.73% 5.441T 0.57% 5.704G