Internet2 NetFlow: Weekly Reports: Week of 20061113

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

Introduction

You are looking at the weekly Abilene network usage report for the week of 20061113 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 38.28% of octets and 16.78% 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 1.375M 2 10.05M
5 1.469M 8 10.50M
10 1.580M 14 10.95M
50 3.178M 58 16.50M
90 13.77M 59 43.95M
95 31.35M 59 64.28M
99 115.8M 59 299.1M
99.9 1.008G 119 3.650G
99.99 1.130G 121 3.793G
99.999 4.477G 125 10.48G
100 259.2G 148 37.59G

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)2.99% 3.402G
Medium (100-1400B)6.47% 7.348G
Large (1401-1500B)80.57% 91.56G
Jumbo (>1500B)9.96% 11.32G
Total100.00% 113.6G

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
Measurement35.13% 86.24T 15.49% 17.59G 4.01% 243.8k
Data Transfers16.72% 41.04T 24.80% 28.18G 28.39% 1.726M
Encrypted Traffic9.72% 23.85T 14.54% 16.52G 15.97% 971.3k
Advanced Apps5.78% 14.18T 6.53% 7.423G 11.65% 708.8k
File Sharing2.70% 6.623T 4.09% 4.652G 3.06% 186.2k
Misc0.28% 697.6G 0.43% 483.5M 0.70% 42.45k
Games0.19% 463.1G 0.30% 337.5M 0.38% 23.41k
Audio/Video0.18% 430.0G 0.26% 297.9M 0.55% 33.15k
Unidentified29.31% 71.95T 33.56% 38.14G 35.29% 2.146M
Total100.00% 245.4T 100.00% 113.6G 100.00% 6.082M

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
5.064G900013SCXY [14031]Abilene [11537]Iperf
5.027G900060SCXY [14031]Unknown [64888]Iperf
4.755G850060APAN-JP [7660]SCXY [14031]Iperf
4.226G900040Unknown [64888]SCXY [14031]Iperf
3.708G850060SCXY [14031]APAN-JP [7660]Iperf
3.004G900037SCXY [14031]Unknown [32361]Iperf
2.149G150050Abilene [11537]Abilene [11537]Iperf
2.140G150050Abilene [11537]SCXY [14031]Iperf
1.086G900052SCXY [14031]SWITCH [559]Iperf
905.9M150010Abilene [11537]ESNET [3428]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
929.7M900040SCXY [14031]Abilene [11537]37131 -> 5010
897.0M900010Unknown [64888]SCXY [14031]32792 -> 32927
761.9M900060Unknown [32361]SCXY [14031]38325 -> 54321
533.8M150011Purdue [17]NCSA [1224]45701 -> 5150
525.8M150030NCSA [1224]Unknown [25776]34519 -> 65000
480.2M149628SCXY [14031]Unknown [64888]988 -> 1022
467.1M899747NCSA [1224]SDSC [195]46657 -> 5150
466.0M900060SCXY [14031]Unknown [32361]51172 -> 54321
356.9M150013Unknown [25776]NCSA [1224]42981 -> 50000
354.6M900014Abilene [11537]Unknown [64888]1021 -> 988

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: 468.0.

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 Transfers20.52% 131.6T 25.26% 171.0G
Measurement17.79% 114.1T 4.55% 30.81G
Encrypted Traffic6.10% 39.14T 7.15% 48.39G
Audio/Video4.72% 30.29T 3.85% 26.04G
File Sharing4.69% 30.06T 7.56% 51.20G
Advanced Apps3.97% 25.44T 4.25% 28.77G
Misc1.60% 10.23T 3.58% 24.22G
Games0.52% 3.332T 1.20% 8.106G
Unidentified40.09% 257.1T 42.62% 288.6G
Total100.00% 641.3T 100.00% 677.2G

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
---
14.82%
2.56%
1.68%
1.46%
---
95.05T
16.43T
10.75T
9.375T
---
19.24%
2.52%
1.82%
1.68%
---
130.2G
17.06G
12.32G
11.37G
Measurement
Iperf
ICMP
IPMP
---
17.75%
0.04%
0.00%
---
113.8T
246.5G
126.1M
---
4.09%
0.46%
0.00%
---
27.66G
3.147G
1.752M
Encrypted Traffic
SSH
HTTPS
IPsec ESP
IPsec AH
IPsec IKE
---
4.66%
1.29%
0.15%
0.01%
0.00%
---
29.87T
8.265T
931.6G
80.39G
1.633G
---
4.87%
2.04%
0.22%
0.02%
0.00%
---
32.96G
13.82G
1.461G
140.2M
7.568M
Audio/Video
Any-Source Multicast
Real Player
Windows Media
H.323 Signaling
Backbone Radio
StreamWorks
Subset of VoIP
Camarades webcams
Single-Source Multicast
---
4.30%
0.31%
0.08%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
27.60T
2.017T
483.7G
87.07G
72.67G
22.95G
2.207G
796.5M
8.000k
---
3.34%
0.39%
0.08%
0.02%
0.01%
0.01%
0.00%
0.00%
0.00%
---
22.59G
2.655G
521.0M
128.6M
93.90M
36.55M
6.859M
2.711M
200.0
File Sharing
Shoutcast
BitTorrent
Hotline
Audiogalaxy
Gnutella
eDonkey2000
FastTrack
WinMX
Carracho
Blubster
Neo-Modus
Freenet
Direct Connect++
---
2.25%
0.96%
0.56%
0.55%
0.17%
0.17%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
14.42T
6.179T
3.595T
3.553T
1.114T
1.096T
52.73G
18.78G
13.60G
8.522G
5.115G
2.156G
34.78M
---
4.27%
1.46%
0.54%
0.64%
0.40%
0.22%
0.01%
0.00%
0.00%
0.02%
0.00%
0.00%
0.00%
---
28.90G
9.891G
3.678G
4.313G
2.675G
1.500G
83.46M
28.23M
19.34M
103.0M
5.967M
3.927M
582.0k
Advanced Apps
UNIDATA LDM
IBP
BBCP
McIDAS
GsiFTP
BBFTP
---
2.90%
0.71%
0.26%
0.10%
0.00%
0.00%
---
18.62T
4.529T
1.638T
622.5G
21.66G
7.260G
---
3.73%
0.16%
0.24%
0.10%
0.01%
0.01%
---
25.25G
1.079G
1.651G
674.8M
45.52M
65.03M
Misc
Mail
Squid
Port 0
X11
DNS
AFS
NFS
Telnet
IDENT
MS Windows
IRC
NTP
AOL AIM
SOCKS
SNMP
RPC Portmapper
RTIP
---
0.63%
0.31%
0.22%
0.18%
0.16%
0.02%
0.02%
0.02%
0.01%
0.01%
0.01%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
4.022T
1.972T
1.399T
1.135T
1.003T
157.0G
112.3G
107.6G
92.39G
68.22G
49.76G
44.76G
35.84G
27.80G
6.561G
101.8M
29.36M
---
1.00%
0.45%
0.18%
0.23%
1.21%
0.06%
0.02%
0.06%
0.09%
0.13%
0.03%
0.09%
0.01%
0.01%
0.01%
0.00%
0.00%
---
6.780G
3.041G
1.211G
1.550G
8.223G
421.7M
156.6M
375.0M
629.0M
869.8M
223.7M
588.0M
48.89M
55.39M
51.04M
1.506M
267.9k
Games
DirectX
Half-Life
Battlenet
Quake
Asheron
Starsiege Tribes
Spy Arcade
---
0.38%
0.06%
0.05%
0.01%
0.01%
0.00%
0.00%
---
2.417T
410.8G
315.2G
91.77G
71.72G
18.33G
7.184G
---
0.59%
0.45%
0.11%
0.03%
0.01%
0.00%
0.00%
---
3.997G
3.078G
713.1M
175.8M
101.2M
28.84M
11.87M
Unidentified
Unidentified
---
40.09%
---
257.1T
---
42.62%
---
288.6G
Total
Total
---
100.00%
---
641.3T
---
100.00%
---
677.2G

The following table summarizes use of most popular IPv4 protocols:

Table 8. IP Protocols Distribution (Full Data set)

Protocols OctetsPackets
ICMP[1]0.04% 246.5G 0.46% 3.147G
IGMP[2]0.00% 133.5M 0.00% 3.098M
IP-ENCAP[4]0.00% 2.093G 0.00% 12.69M
TCP[6]74.29% 476.4T 76.52% 518.2G
UDP[17]23.76% 152.4T 22.17% 150.1G
IPv6[41]0.00% 10.28G 0.00% 17.77M
GRE[47]1.75% 11.21T 0.60% 4.083G
ESP[50]0.15% 931.6G 0.22% 1.461G
AX.25[93]0.00% 386.7k 0.00% 6.400k
PIM[103]0.00% 4.961G 0.01% 43.82M
IPMP[169]0.00% 126.1M 0.00% 1.752M
Other0.01% 81.13G 0.02% 145.8M
Total100.00% 641.3T 100.00% 677.2G

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)37.77% 255.7G
Medium (100-1400B)26.53% 179.6G
Large (1401-1500B)32.88% 222.6G
Jumbo (>1500B)2.83% 19.13G
Total100.00% 677.2G

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]95.51% 612.5T 94.60% 640.7G
Scavenger [DSCP=8]0.56% 3.594T 0.73% 4.969G
EF [DSCP=46]0.01% 34.05G 0.02% 157.0M
Other3.93% 25.19T 4.64% 31.41G
Total100.00% 641.3T 100.00% 677.2G

We collect statistics about ECN-capable traffic:

Table 11. ECN-Capable Traffic

Type OctetsPackets
ECN-Capable0.47% 3.044T 0.32% 2.155G

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
543212.92% 18.70T 0.53% 3.582G
60002.79% 17.86T 1.78% 12.07G
336221.57% 10.09T 1.00% 6.800G
60011.10% 7.053T 0.70% 4.772G
327791.07% 6.851T 0.64% 4.315G