Internet2 NetFlow: Weekly Reports: Week of 20091109

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

Introduction

You are looking at the weekly Abilene network usage report for the week of 20091109 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: Saturday, Sunday. We multiplied all nominal quantities by 7/5 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 37.25% of octets and 18.85% 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 1.396M 2 10.09M
5 1.488M 8 10.44M
10 1.597M 14 10.93M
50 3.164M 57 17.42M
90 15.58M 59 51.97M
95 25.91M 59 81.00M
99 71.72M 59 185.1M
99.9 174.0M 59 494.8M
99.99 556.1M 117 1.426G
99.999 2.433G 118 3.345G
100 20.52G 118 22.42G

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)1.81% 6.544G
Medium (100-1400B)9.84% 35.51G
Large (1401-1500B)88.28% 318.7G
Jumbo (>1500B)0.07% 235.4M
Total100.00% 361.0G

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 Transfers33.36% 171.0T 33.11% 119.5G 39.73% 7.102M
Encrypted Traffic8.65% 44.33T 9.62% 34.72G 5.87% 1.048M
Advanced Apps3.15% 16.16T 3.11% 11.23G 3.96% 707.1k
File Sharing2.78% 14.25T 2.74% 9.895G 2.15% 383.7k
Measurement1.31% 6.738T 1.31% 4.720G 0.18% 31.39k
Misc0.87% 4.477T 0.91% 3.269G 1.28% 227.9k
Games0.14% 735.4G 0.15% 523.7M 0.19% 34.37k
Audio/Video0.11% 576.1G 0.11% 402.8M 0.23% 40.63k
Unidentified49.62% 254.3T 48.94% 176.7G 46.43% 8.299M
Total100.00% 512.6T 100.00% 361.0G 100.00% 17.87M

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
8.997G900011SCXY [14031]Abilene [11537]Iperf
5.252G824420ESnet-West [292]SCXY [14031]Iperf
4.541G824420ESnet-West [292]Abilene [11537]Iperf
3.625G824420ESnet-East [291]Abilene [11537]Iperf
1.353G146420Abilene [11537]ESnet-East [291]Iperf
1.305G146420Abilene [11537]ESnet-West [292]Iperf
996.2M900011UIUC [38]Abilene [11537]Iperf
984.1M150015Unknown [32361]SDSC [195]Iperf
969.0M147120Unknown [32361]VANDERBILT [7212]Iperf
944.2M146411Brookhaven National Lab [43]Abilene [11537]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
5.005G900020SCXY [14031]Abilene [11537]5019 -> 5019
1.414G146420Abilene [11537]ESnet-East [291]5024 -> 5024
1.393G146415Abilene [11537]ESnet-West [292]5083 -> 5083
1.002G150015Unknown [32361]SDSC [195]5015 -> 5015
968.8M147120Unknown [32361]VANDERBILT [7212]5013 -> 5013
946.3M146425Abilene [11537]BWI-GIGA-POP [10886]Shoutcast
945.0M900016UIUC [38]Abilene [11537]5013 -> 5013
863.5M146420Brookhaven National Lab [43]Abilene [11537]5012 -> 5012
729.1M150012Fermi National Accelerator Lab [3152]UNL [7896]46756 -> 40117
719.7M149917Unknown [32361]Stephen F. Austin State U [3634]5012 -> 5012

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: 1.411k.

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 Transfers48.52% 667.8T 49.51% 948.0G
Encrypted Traffic6.61% 91.00T 6.97% 133.5G
Advanced Apps1.75% 24.07T 1.34% 25.66G
Misc1.69% 23.20T 3.78% 72.32G
File Sharing1.49% 20.54T 1.20% 22.96G
Measurement0.57% 7.781T 0.62% 11.90G
Audio/Video0.52% 7.185T 0.43% 8.286G
Games0.27% 3.710T 0.45% 8.558G
Unidentified38.58% 530.9T 35.70% 683.5G
Total100.00% 1.376P 100.00% 1.914T

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
---
46.42%
0.99%
0.59%
0.52%
---
638.8T
13.62T
8.075T
7.211T
---
47.85%
0.68%
0.50%
0.47%
---
916.2G
13.03G
9.595G
9.078G
Encrypted Traffic
SSH
HTTPS
IPsec ESP
IPsec AH
IPsec IKE
---
2.92%
2.64%
1.05%
0.01%
0.00%
---
40.13T
36.27T
14.48T
98.02G
12.08G
---
2.46%
3.59%
0.91%
0.01%
0.00%
---
47.12G
68.74G
17.42G
203.5M
50.18M
Advanced Apps
UNIDATA LDM
McIDAS
IBP
BBCP
BBFTP
GsiFTP
---
1.48%
0.11%
0.08%
0.07%
0.01%
0.00%
---
20.41T
1.543T
1.076T
913.7G
87.36G
39.90G
---
1.17%
0.06%
0.05%
0.04%
0.01%
0.00%
---
22.37G
1.229G
1.013G
828.2M
133.2M
86.98M
Misc
Mail
DNS
Squid
X11
MS Windows
Port 0
AFS
NTP
RTIP
IRC
NFS
AOL AIM
IDENT
SOCKS
Telnet
SNMP
RPC Portmapper
---
1.25%
0.16%
0.11%
0.06%
0.03%
0.02%
0.02%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
17.26T
2.227T
1.522T
778.3G
349.4G
335.8G
265.2G
180.3G
67.43G
52.72G
47.16G
32.65G
22.02G
21.29G
20.38G
17.12G
304.3M
---
1.73%
1.25%
0.13%
0.06%
0.31%
0.05%
0.03%
0.12%
0.04%
0.01%
0.01%
0.00%
0.00%
0.00%
0.01%
0.01%
0.00%
---
33.18G
23.98G
2.575G
1.170G
5.962G
994.6M
600.6M
2.370G
679.0M
223.6M
104.2M
35.37M
62.77M
38.48M
200.5M
121.6M
4.596M
File Sharing
Audiogalaxy
Hotline
Shoutcast
BitTorrent
eDonkey2000
Gnutella
FastTrack
WinMX
Freenet
Carracho
Blubster
Neo-Modus
Direct Connect++
---
0.80%
0.34%
0.20%
0.11%
0.03%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
10.95T
4.639T
2.717T
1.541T
416.0G
116.7G
89.87G
38.26G
17.99G
5.979G
3.032G
593.9M
26.36M
---
0.60%
0.21%
0.23%
0.10%
0.03%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
11.54G
4.097G
4.474G
1.833G
515.7M
241.5M
142.7M
50.46M
16.34M
13.25M
38.01M
2.261M
65.51k
Measurement
Iperf
ICMP
IPMP
---
0.53%
0.05%
0.00%
---
7.258T
731.7G
0.000
---
0.36%
0.36%
0.00%
---
6.972G
6.904G
0.000
Audio/Video
Real Player
Any-Source Multicast
Windows Media
Backbone Radio
H.323 Signaling
StreamWorks
Camarades webcams
Subset of VoIP
Single-Source Multicast
---
0.29%
0.19%
0.03%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
---
4.043T
2.611T
355.8G
77.77G
56.11G
22.32G
12.47G
6.475G
0.000
---
0.27%
0.13%
0.02%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
---
5.140G
2.559G
336.1M
102.9M
76.60M
33.62M
24.45M
12.77M
0.000
Games
DirectX
Battlenet
Half-Life
Quake
Asheron
Starsiege Tribes
Spy Arcade
---
0.17%
0.04%
0.03%
0.02%
0.01%
0.00%
0.00%
---
2.299T
541.5G
480.7G
248.8G
69.99G
44.55G
24.46G
---
0.18%
0.06%
0.16%
0.03%
0.01%
0.00%
0.00%
---
3.509G
1.161G
3.003G
624.5M
124.5M
83.80M
50.74M
Unidentified
Unidentified
---
38.58%
---
530.9T
---
35.70%
---
683.5G
Total
Total
---
100.00%
---
1.376P
---
100.00%
---
1.914T

The following table summarizes use of most popular IPv4 protocols:

Table 8. IP Protocols Distribution (Full Data set)

Protocols OctetsPackets
ICMP[1]0.05% 731.7G 0.36% 6.904G
IGMP[2]0.00% 55.79M 0.00% 1.502M
IP-ENCAP[4]0.01% 206.0G 0.01% 171.0M
TCP[6]89.54% 1.232P 86.70% 1.660T
UDP[17]7.27% 100.0T 11.20% 214.4G
IPv6[41]0.04% 484.0G 0.04% 861.2M
GRE[47]2.01% 27.72T 0.80% 15.35G
ESP[50]1.05% 14.48T 0.91% 17.42G
AX.25[93]0.00% 49.56k 0.00% 560.0
PIM[103]0.00% 3.651G 0.00% 47.41M
IPMP[169]0.00% 0.000 0.00% 0.000
Other0.03% 401.2G 0.07% 1.398G
Total100.00% 1.376P 100.00% 1.914T

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)42.81% 819.6G
Medium (100-1400B)19.92% 381.3G
Large (1401-1500B)36.86% 705.8G
Jumbo (>1500B)0.41% 7.908G
Total100.00% 1.914T

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]97.03% 1.335P 97.37% 1.864T
Scavenger [DSCP=8]0.17% 2.388T 0.19% 3.566G
EF [DSCP=46]0.01% 74.92G 0.02% 355.0M
Other2.79% 38.43T 2.42% 46.38G
Total100.00% 1.376P 100.00% 1.914T

We collect statistics about ECN-capable traffic:

Table 11. ECN-Capable Traffic

Type OctetsPackets
ECN-Capable0.16% 2.229T 0.09% 1.736G

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
19352.94% 40.48T 3.50% 66.97G
164020.81% 11.11T 0.71% 13.62G
270300.63% 8.693T 0.51% 9.706G
330010.56% 7.755T 0.28% 5.310G
150000.48% 6.627T 0.47% 8.966G