Internet2 NetFlow: Weekly Reports: Week of 20080512

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

Introduction

You are looking at the weekly Abilene network usage report for the week of 20080512 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: Thursday, Friday, Saturday, Sunday. We multiplied all nominal quantities by 7/3 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 35.52% of octets and 17.75% 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 1.391M 2 10.05M
5 1.484M 6 10.50M
10 1.603M 14 10.95M
50 3.125M 58 18.15M
90 14.32M 59 47.41M
95 26.79M 59 66.31M
99 72.18M 59 155.2M
99.9 151.6M 59 356.2M
99.99 580.4M 59 887.9M
99.999 999.0M 119 1.251G
100 3.776G 119 3.104G

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)0.31% 594.7M
Medium (100-1400B)8.29% 16.15G
Large (1401-1500B)91.32% 177.8G
Jumbo (>1500B)0.08% 164.6M
Total100.00% 194.7G

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 Transfers35.57% 101.0T 36.12% 70.36G 36.91% 3.978M
Encrypted Traffic7.79% 22.12T 7.85% 15.28G 6.00% 646.9k
Advanced Apps6.55% 18.62T 6.60% 12.86G 7.89% 850.7k
File Sharing3.04% 8.633T 3.03% 5.899G 2.32% 250.3k
Misc0.48% 1.375T 0.50% 975.5M 0.73% 79.14k
Measurement0.47% 1.342T 0.53% 1.026G 0.14% 15.42k
Games0.19% 546.1G 0.20% 380.7M 0.23% 25.01k
Audio/Video0.15% 425.2G 0.15% 295.9M 0.27% 28.92k
Unidentified45.76% 130.0T 45.03% 87.70G 45.49% 4.903M
Total100.00% 284.1T 100.00% 194.7G 100.00% 10.77M

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
949.1M896723UNIVHAWAII [6360]Abilene [11537]Iperf
183.8M139319NASA-HPCC-ESS [7847]APAN-JP [7660]Iperf
163.1M150018NASA-ESDIS-NET [22767]Israeli Academic and Research Network [378]Iperf
116.4M150030NASA Internet [297]Unknown [25689]Iperf
113.0M150025NASA GSFC [1701]UT-Austin [18]Iperf
98.00M140829NASA-GSFC [1749]UT-Austin [18]Iperf
90.44M150010NASA-ESDIS-NET [22767]APAN-JP [7660]Iperf
83.23M150060DFN-IP service G-WiN [680]CARIN-AS-BLOCK [7082]Iperf
79.61M150017NASA Internet [297]SLAC [3671]Iperf
56.80M150021NASA-ESDIS-NET [22767]UT-Austin [18]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
1.041G900010NASA-HPCC-ESS [7847]Abilene [11537]45849 -> 5101
1.030G900010High Performance Computing Modernization Program [668]Abilene [11537]49434 -> 5101
575.0M900010Abilene [11537]High Performance Computing Modernization Program [668]48607 -> 5101
532.0M150010UNIVHAWAII [6360]Abilene [11537]42868 -> 3002
387.4M150048Unknown [25776]TACCNET [32093]37700 -> 50000
272.3M150024Unknown [25776]Fermi National Accelerator Lab [3152]63002 -> 49787
255.2M150012NASA-ESDIS-NET [22767]AMPATH [20080]Hotline
251.5M150010NOAA [6629]Unknown [27446]34705 -> 54784
235.8M147830NASA-HPCC-ESS [7847]UCAR [194]Hotline
231.8M142014Nat Lib Med [70]Unknown [40127]50358 -> 55230

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: 857.0.

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 Transfers44.64% 357.1T 45.21% 496.2G
Encrypted Traffic5.72% 45.73T 6.15% 67.46G
Advanced Apps3.32% 26.58T 2.83% 31.09G
File Sharing3.26% 26.11T 3.50% 38.44G
Audio/Video2.44% 19.51T 1.51% 16.53G
Misc2.15% 17.21T 4.73% 51.89G
Measurement0.40% 3.161T 0.98% 10.80G
Games0.39% 3.103T 0.58% 6.331G
Unidentified37.68% 301.3T 34.51% 378.7G
Total100.00% 799.9T 100.00% 1.097T

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
FTP
NNTP
---
39.96%
2.12%
1.30%
1.26%
---
319.6T
16.98T
10.37T
10.10T
---
41.57%
1.63%
1.02%
0.99%
---
456.2G
17.93G
11.17G
10.87G
Encrypted Traffic
SSH
HTTPS
IPsec ESP
IPsec AH
IPsec IKE
---
3.06%
2.32%
0.31%
0.03%
0.00%
---
24.44T
18.56T
2.484T
237.1G
8.890G
---
2.70%
3.03%
0.38%
0.03%
0.00%
---
29.66G
33.21G
4.172G
376.1M
40.83M
Advanced Apps
UNIDATA LDM
IBP
BBCP
McIDAS
BBFTP
GsiFTP
---
2.03%
0.93%
0.24%
0.11%
0.01%
0.00%
---
16.24T
7.443T
1.908T
895.0G
64.02G
29.97G
---
1.68%
0.88%
0.17%
0.08%
0.01%
0.01%
---
18.45G
9.649G
1.881G
905.0M
147.2M
64.11M
File Sharing
Shoutcast
Audiogalaxy
Hotline
BitTorrent
eDonkey2000
Gnutella
FastTrack
WinMX
Blubster
Carracho
Freenet
Neo-Modus
Direct Connect++
---
1.31%
0.78%
0.50%
0.49%
0.14%
0.03%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
10.48T
6.277T
4.001T
3.883T
1.115T
236.0G
70.66G
22.08G
7.993G
7.077G
2.525G
2.336G
3.673M
---
1.85%
0.61%
0.34%
0.50%
0.12%
0.05%
0.01%
0.00%
0.01%
0.00%
0.00%
0.00%
0.00%
---
20.31G
6.680G
3.774G
5.526G
1.304G
587.3M
111.9M
27.22M
94.70M
12.39M
3.538M
2.217M
8.166k
Audio/Video
Any-Source Multicast
Real Player
Windows Media
H.323 Signaling
Backbone Radio
StreamWorks
Camarades webcams
Subset of VoIP
Single-Source Multicast
---
1.93%
0.45%
0.03%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
15.45T
3.632T
233.6G
99.17G
66.45G
19.59G
9.300G
3.567G
0.000
---
0.78%
0.67%
0.04%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
---
8.507G
7.373G
386.3M
130.3M
84.20M
25.43M
18.35M
10.70M
0.000
Misc
Mail
DNS
Squid
Port 0
X11
NFS
AFS
IRC
RTIP
MS Windows
NTP
Telnet
IDENT
SOCKS
AOL AIM
SNMP
RPC Portmapper
---
1.31%
0.28%
0.22%
0.14%
0.08%
0.04%
0.03%
0.01%
0.01%
0.01%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
---
10.49T
2.262T
1.754T
1.110T
649.3G
320.5G
255.7G
84.44G
59.05G
56.02G
55.19G
43.86G
27.68G
21.43G
13.00G
11.69G
591.5M
---
2.27%
1.63%
0.28%
0.12%
0.11%
0.03%
0.06%
0.04%
0.04%
0.03%
0.07%
0.03%
0.01%
0.00%
0.00%
0.01%
0.00%
---
24.86G
17.89G
3.070G
1.296G
1.198G
372.8M
646.9M
430.0M
482.4M
346.1M
718.5M
353.6M
72.14M
37.97M
15.19M
97.57M
2.454M
Measurement
Iperf
ICMP
IPMP
---
0.32%
0.18%
0.00%
---
2.539T
1.450T
0.000
---
0.26%
1.68%
0.00%
---
2.884G
18.46G
0.000
Games
DirectX
Battlenet
Half-Life
Quake
Spy Arcade
Starsiege Tribes
Asheron
---
0.24%
0.09%
0.03%
0.02%
0.00%
0.00%
0.00%
---
1.931T
740.8G
209.3G
148.3G
38.30G
24.76G
11.18G
---
0.27%
0.12%
0.15%
0.02%
0.01%
0.00%
0.00%
---
2.915G
1.338G
1.671G
265.3M
75.48M
38.81M
25.56M
Unidentified
Unidentified
---
37.68%
---
301.3T
---
34.51%
---
378.7G
Total
Total
---
100.00%
---
799.9T
---
100.00%
---
1.097T

The following table summarizes use of most popular IPv4 protocols:

Table 8. IP Protocols Distribution (Full Data set)

Protocols OctetsPackets
ICMP[1]0.18% 1.450T 1.68% 18.46G
IGMP[2]0.00% 38.82M 0.00% 1.146M
IP-ENCAP[4]0.01% 80.39G 0.01% 132.6M
TCP[6]89.30% 714.3T 85.54% 938.8G
UDP[17]7.95% 63.56T 11.59% 127.1G
IPv6[41]0.00% 16.13G 0.00% 51.03M
GRE[47]2.32% 18.59T 1.70% 18.66G
ESP[50]0.31% 2.484T 0.38% 4.172G
AX.25[93]0.00% 15.40k 0.00% 233.0
PIM[103]0.00% 5.231G 0.00% 45.08M
IPMP[169]0.00% 0.000 0.00% 0.000
Other0.03% 252.8G 0.05% 572.7M
Total100.00% 799.9T 100.00% 1.097T

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)42.11% 462.1G
Medium (100-1400B)21.44% 235.3G
Large (1401-1500B)36.30% 398.4G
Jumbo (>1500B)0.15% 1.593G
Total100.00% 1.097T

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]96.33% 770.6T 97.15% 1.066T
Scavenger [DSCP=8]0.12% 933.1G 0.12% 1.265G
EF [DSCP=46]0.01% 61.50G 0.02% 240.3M
Other3.55% 28.36T 2.71% 29.74G
Total100.00% 799.9T 100.00% 1.097T

We collect statistics about ECN-capable traffic:

Table 11. ECN-Capable Traffic

Type OctetsPackets
ECN-Capable0.44% 3.554T 0.29% 3.129G

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
200000.55% 4.407T 0.39% 4.332G
19350.45% 3.638T 0.54% 5.939G
200010.30% 2.412T 0.21% 2.343G
21280.20% 1.564T 0.18% 2.020G
150000.18% 1.411T 0.17% 1.898G