Internet2 NetFlow: Weekly Reports: Week of 20070115

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

Introduction

You are looking at the weekly Abilene network usage report for the week of 20070115 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 45.22% of octets and 20.62% 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 1.376M 2 10.05M
5 1.463M 11 10.50M
10 1.567M 21 10.95M
50 2.813M 58 17.56M
90 10.26M 59 42.90M
95 19.47M 59 60.00M
99 90.23M 59 146.1M
99.9 1.005G 119 3.636G
99.99 1.127G 120 3.780G
99.999 4.389G 131 32.64G
100 266.4G 148 59.08G

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)5.83% 6.795G
Medium (100-1400B)7.68% 8.958G
Large (1401-1500B)79.59% 92.84G
Jumbo (>1500B)6.90% 8.050G
Total100.00% 116.6G

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
Measurement35.52% 78.44T 13.04% 15.20G 1.23% 74.27k
Data Transfers16.00% 35.34T 23.56% 27.47G 24.83% 1.502M
Encrypted Traffic6.55% 14.47T 8.58% 10.01G 7.51% 454.8k
Advanced Apps3.90% 8.621T 4.99% 5.816G 6.47% 391.7k
File Sharing3.09% 6.824T 4.11% 4.790G 3.44% 208.4k
Misc0.23% 504.0G 0.31% 364.9M 0.55% 33.30k
Games0.22% 484.7G 0.30% 344.7M 0.38% 23.17k
Audio/Video0.15% 336.8G 0.20% 238.0M 0.43% 25.75k
Unidentified34.33% 75.83T 44.91% 52.39G 55.16% 3.339M
Total100.00% 220.8T 100.00% 116.6G 100.00% 6.053M

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
4.447G900060APAN-JP [7660]Science, Technology, and Research Transit Access Point [10764]Iperf
1.117G900011Abilene [11537]Abilene [11537]Iperf
972.5M150010Abilene [11537]ESNET [3428]Iperf
898.5M150013SLAC [3671]Unknown [32361]Iperf
814.9M150029Abilene [11537]Unknown [0]Iperf
576.1M150023ESNET [3428]Abilene [11537]Iperf
533.2M900030High Performance Computing Modernization Program [668]Abilene [11537]Iperf
386.3M900010Abilene [11537]SDSC [195]Iperf
349.6M150011NASA-ESDIS-NET [22767]APAN-JP [7660]Iperf
291.1M150011Unknown [32361]SWITCH [559]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
575.8M900014ORNL [50]SDSC [195]38506 -> 5150
338.1M900031ORNL [50]INDIANAGIGAPOP [19782]57928 -> 5150
293.3M150013Rutgers [46]SDSC [195]8730 -> 33203
257.6M150014NASA-ESDIS-NET [22767]AMPATH [20080]Hotline
248.0M147113NASA-HPCC-ESS [7847]UCAR [194]Hotline
192.6M150050Network for Education and Research in Oregon [3701]Indiana [87]Rsync
184.1M150013NASA GSFC [1701]Pennsylvania State U [3999]Hotline
179.3M149914NASA-ESDIS-NET [22767]EROS Data Center - USGS [5663]Hotline
169.9M150015Indiana [87]Pennsylvania State U [3999]Rsync
163.0M149818NASA-HPCC-ESS [7847]EROS Data Center - USGS [5663]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: 506.0.

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
Measurement21.56% 105.3T 4.48% 25.32G
Data Transfers20.64% 100.7T 24.34% 137.7G
File Sharing5.63% 27.51T 8.26% 46.75G
Encrypted Traffic5.10% 24.92T 6.42% 36.32G
Advanced Apps3.62% 17.68T 4.02% 22.71G
Audio/Video2.92% 14.28T 2.46% 13.89G
Misc1.88% 9.170T 3.82% 21.62G
Games0.55% 2.699T 1.10% 6.200G
Unidentified38.09% 186.0T 45.10% 255.1G
Total100.00% 488.4T 100.00% 565.6G

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
Measurement
Iperf
ICMP
IPMP
---
21.51%
0.05%
0.00%
---
105.0T
222.7G
22.12M
---
4.05%
0.43%
0.00%
---
22.89G
2.427G
307.3k
Data Transfers
HTTP
NNTP
FTP
Rsync
---
14.90%
2.44%
2.03%
1.27%
---
72.76T
11.91T
9.933T
6.183T
---
19.01%
2.09%
2.06%
1.17%
---
107.5G
11.84G
11.66G
6.642G
File Sharing
Shoutcast
BitTorrent
Audiogalaxy
Hotline
eDonkey2000
Gnutella
FastTrack
WinMX
Carracho
Blubster
Freenet
Neo-Modus
Direct Connect++
---
2.87%
0.90%
0.82%
0.73%
0.17%
0.12%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
14.00T
4.414T
4.013T
3.580T
843.3G
572.5G
42.98G
18.36G
14.91G
9.258G
2.557G
413.5M
6.488M
---
4.94%
1.33%
0.85%
0.64%
0.20%
0.27%
0.01%
0.00%
0.00%
0.02%
0.00%
0.00%
0.00%
---
27.95G
7.513G
4.808G
3.599G
1.146G
1.511G
65.66M
26.00M
16.35M
100.4M
4.904M
607.7k
155.3k
Encrypted Traffic
SSH
HTTPS
IPsec ESP
IPsec IKE
IPsec AH
---
3.50%
1.40%
0.18%
0.01%
0.01%
---
17.08T
6.841T
866.6G
70.16G
66.53G
---
3.55%
2.21%
0.22%
0.42%
0.02%
---
20.08G
12.47G
1.271G
2.378G
115.2M
Advanced Apps
UNIDATA LDM
McIDAS
BBCP
GsiFTP
BBFTP
IBP
---
3.48%
0.13%
0.01%
0.00%
0.00%
0.00%
---
16.99T
611.7G
45.02G
23.37G
10.80G
1.622G
---
3.87%
0.12%
0.01%
0.01%
0.01%
0.00%
---
21.89G
668.6M
38.96M
46.95M
63.76M
2.707M
Audio/Video
Any-Source Multicast
Real Player
Windows Media
H.323 Signaling
Backbone Radio
StreamWorks
Subset of VoIP
Camarades webcams
Single-Source Multicast
---
2.49%
0.34%
0.06%
0.01%
0.01%
0.01%
0.00%
0.00%
0.00%
---
12.17T
1.652T
306.6G
67.14G
50.78G
26.81G
2.444G
498.9M
10.70k
---
1.97%
0.39%
0.06%
0.02%
0.01%
0.01%
0.00%
0.00%
0.00%
---
11.12G
2.216G
330.3M
100.6M
67.32M
38.96M
6.484M
2.072M
200.0
Misc
Mail
Squid
X11
Port 0
DNS
AFS
NFS
Telnet
MS Windows
IDENT
IRC
NTP
AOL AIM
SOCKS
SNMP
RPC Portmapper
RTIP
---
0.68%
0.38%
0.30%
0.24%
0.18%
0.02%
0.01%
0.01%
0.01%
0.01%
0.01%
0.01%
0.01%
0.01%
0.00%
0.00%
0.00%
---
3.299T
1.869T
1.453T
1.154T
880.8G
121.3G
68.77G
67.51G
59.19G
51.62G
48.79G
32.68G
31.96G
24.81G
6.448G
141.9M
12.21M
---
1.02%
0.56%
0.33%
0.20%
1.30%
0.06%
0.02%
0.07%
0.11%
0.01%
0.04%
0.08%
0.01%
0.01%
0.01%
0.00%
0.00%
---
5.765G
3.159G
1.893G
1.131G
7.334G
332.2M
96.73M
388.5M
628.8M
78.63M
231.8M
429.5M
42.35M
57.11M
51.57M
2.245M
232.7k
Games
DirectX
Half-Life
Battlenet
Asheron
Quake
Spy Arcade
Starsiege Tribes
---
0.39%
0.06%
0.06%
0.02%
0.02%
0.00%
0.00%
---
1.910T
310.8G
294.4G
82.80G
82.42G
10.46G
7.367G
---
0.53%
0.40%
0.10%
0.02%
0.03%
0.00%
0.00%
---
3.024G
2.289G
575.6M
135.4M
144.4M
14.97M
15.79M
Unidentified
Unidentified
---
38.09%
---
186.0T
---
45.10%
---
255.1G
Total
Total
---
100.00%
---
488.4T
---
100.00%
---
565.6G

The following table summarizes use of most popular IPv4 protocols:

Table 8. IP Protocols Distribution (Full Data set)

Protocols OctetsPackets
ICMP[1]0.05% 222.7G 0.43% 2.427G
IGMP[2]0.00% 97.34M 0.00% 2.393M
IP-ENCAP[4]0.00% 2.078G 0.00% 12.34M
TCP[6]83.78% 409.2T 81.14% 458.9G
UDP[17]13.54% 66.15T 16.06% 90.84G
IPv6[41]0.00% 8.655G 0.01% 30.19M
GRE[47]2.43% 11.88T 2.11% 11.95G
ESP[50]0.18% 866.6G 0.22% 1.271G
AX.25[93]0.00% 381.8k 0.00% 7.400k
PIM[103]0.00% 3.689G 0.01% 35.65M
IPMP[169]0.00% 22.12M 0.00% 307.3k
Other0.01% 67.42G 0.02% 120.9M
Total100.00% 488.4T 100.00% 565.6G

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)40.38% 228.4G
Medium (100-1400B)24.64% 139.3G
Large (1401-1500B)32.33% 182.8G
Jumbo (>1500B)2.65% 15.01G
Total100.00% 565.6G

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]95.67% 467.3T 95.70% 541.3G
Scavenger [DSCP=8]0.31% 1.532T 0.36% 2.046G
EF [DSCP=46]0.00% 12.17G 0.01% 44.30M
Other4.01% 19.58T 3.93% 22.23G
Total100.00% 488.4T 100.00% 565.6G

We collect statistics about ECN-capable traffic:

Table 11. ECN-Capable Traffic

Type OctetsPackets
ECN-Capable0.48% 2.342T 0.29% 1.644G

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
200002.33% 11.36T 1.98% 11.19G
200010.94% 4.611T 0.82% 4.658G
200020.63% 3.054T 0.55% 3.107G
163840.57% 2.799T 0.51% 2.908G
191010.52% 2.519T 0.49% 2.769G