Datasets
Open Access
CRAWDAD pdx/vwave (v. 2007-09-14)
- Citation Author(s):
- Submitted by:
- CRAWDAD Team
- Last updated:
- Fri, 08/07/2009 - 08:00
- DOI:
- 10.15783/C7C303
- License:
- Collection:
- CRAWDAD
- Categories:
- Keywords:
Abstract
Dataset of wireless LAN traffic around Portland, Oregon using a commercial sniffer VWave.
We collected six wireless LAN traffic traces around Portland, Oregon using a commercial sniffer VWave which has a nano-second time resolution.
last modified :
2007-11-16
release date :
2007-09-14
date/time of measurement start :
2006-06-12
date/time of measurement end :
2006-07-24
collection environment :
Analysis of the MAC-level behavior of WLANs is required in order to better deploy and design future systems. To this end, collection and analysis of traffic traces is an important task. We collected six traffic traces around Portland, Oregon using a commercial sniffer VWave which has a nano-second time resolution, and conduct an analysis of fine time scale (second or fraction of a second) packet, flow, and error characteristics of these networks.
network configuration :
We collected data at six different locations of which three (first three below) were located on-campus and three off-campus: - PSU (Portland State University) CS Department Near Faculty Offices in Networking Closet - PSU Library, 3rd Floor - PSU Cafeteria - Office overlooking ``Pioneer Square'' from the second floor - Urban Grind Coffee - Worldcup Coffee at Powell's Books
data collection methodology :
These traces were collected using a VeriWave WT20 Appliance which was kindly loaned to us by the folks at VeriWave (http://www.veriwave.com). The WT20 hardware consists of two 802.11 reference radios, real-time linux, and two processors. The WT20 provides nanosecond resolution timestamps and it logs the time when it began seeing a frame and the time when the frame finished arriving.
sanitization :
We used the anonymization tool developed by David Kotz et al. for santizing the CRAWDAD/Dartmouth traces. It is based on the prefix-preserving anonymization scheme presented in: Xu, J., Fan, J. Ammar, M., and Moon, S. 2002. ``On the Design and Performance of Prefix-Preserving IP Traffic Trace Anonymization'', Proc. of 10th IEEE International Conference on Network Protocols (ICNP 2002), Paris, France, November 2002. http://www.cc.gatech.edu/~jx/reprints/ICNP02A.pdf More recent publications (V. Paxson 2006) have shown that there are still attacks possible with this level of anonymization. We have chosen to anonimize the traces as much as possible without losing the most interesting features. Our expectation is that the remaining information that could be extracted with such an attack is uninteresting enough to bore most attackers. Moreover, all traces were collected on unencrypted networks in public locations and with the permission of the network-operators - users of such networks should have low expectations for the privacy of their traffic to begin with. We: * Anonymized the IPs, in a prefix-preserving way * Anonymized the MACs, keeping the OUI identifiers intact * Stripped everything after the TCP/UDP header
limitation :
We face two challenges in data collection: The first is placement of the VWave sniffer. Because it has a lower effective receiver sensitivity than most access points today (-75dBm versus -90dBm), we must prevent a large possible packet loss with careful antenna choice and placement. The second problem is practical -- we had to obtain permission from the three merchants and further needed to ensure that our equipment was as unobtrusive as possible so as not to affect the ``normal'' behavior of the users.
Traceset
pdx/vwave/wlan_nano
Supplementary information for pcap traces of wireless LAN traffic around Portland, Oregon using a commercial sniffer VWave.
- files: 2006_06_12_psu_cs.txt.gz, 2006_06_26_pioneer.txt.gz, 2006_07_10_cafe.txt.gz, 2006_07_10_library.txt.gz, 2006_07_20_ug.txt.gz, 2006_07_24_powells.txt.gz
- description: This traceset contains supplimentary information for the corresponding pcap files in pdx/vwave/wlan_pcap, which are six wireless LAN traffic traces around Portland, Oregon, collected using a commercial sniffer VWave which has a nano-second time resolution.
- measurement purpose: Usage Characterization
- methodology: These traces were collected using a VeriWave WT20 Appliance which was kindly loaned to us by the folks at VeriWave (http://www.veriwave.com). The WT20 hardware consists of two 802.11 reference radios, real-time linux, and two processors. The WT20 provides nanosecond resolution timestamps and it logs the time when it began seeing a frame and the time when the frame finished arriving. We are using Veriwave WT20 in a somewhat novel way. It listens with two radios simultaneously on the same channel, recording frames to a per-radio, 256 MB, ring-buffer. The The WT20's firmware will discard any frames received with a signal less than -75 dBm, but the rest (Data and Management, but not Control) are logged without any scrubbing. A tclsh script, running on a laptop connected to the WT20 (via ethernet), grabs the contents of this ring-buffer from each radio in-turn, every 10 seconds. This data is dumped as a VWR file, a proprietary Veriwave file format, and then converted to a libpcap file on the fly. At the end of a 4 hour capture we have 1440 files which are stitched together using a program we have developed for this purpose (after finding that existing tools like mergecap and tcpslice either contained bugs or didn't work with 802.11 traces). These traces are the result of the additional data contained in the VWR files and not in the pcap files. We used a tool ("log_dump") provided to us as a binary by VeriWave to extract this information, a custom script to parse the output, and then another custom script to stich the many small files together time-wise (omitting redundant portions).
- last modified: 2007-11-16
- dataname: pdx/vwave/wlan_nano
- version: 20070914
- change: the initial version
- release date: 2007-09-14
- date/time of measurement start: 2006-06-12
- date/time of measurement end: 2006-07-24
- network type: 802.11 infrastructure
pdx/vwave/wlan_nano Traces
- psu-cs: Supplementary information for a pcap trace (pdx/vwave/wlan_pcap/psu-cs) collected from PSU (Portland State University) CS Department.
- configuration: Where: PSU (Portland State University) CS Department Near Faculty Offices in Networking Closet Duration: 1 Hour (1500 - 1600), Monday Description: The capture antennas were placed at the same level and immediately in front of the access-point antennas. The closest clients are at least one wall away. We used this site for prototyping our capture methodologies.
- format: Each trace here contains these fields: starting second (measured from start of capture) starting nanosecond ending second ending nanosecond size (octets) RSSI (calculated) RSSI (raw) FCS error (1 if FCS is bad, 0 otherwise) Fields are separated by non-breaking whitespace, records by newlines. Using timestamps, these traces can be correlated ("merged") with the pcap files. However, note that these files are unfiltered: * They are not filtered by BSSID, they contain everything the radio could hear and decipher (the pcap files are limited to the AP we were studying (and had permission to monitor)). * They contain all frames, including control and management (the pcap files have control frames excluded).
- description: Supplementary information for a pcap trace (pdx/vwave/wlan_pcap/psu-cs) collected from PSU (Portland State University) CS Department.
- last modified: 2007-11-16
- dataname: pdx/vwave/wlan_nano/psu-cs
- version: 20070914
- change: the initial version
- release date: 2007-09-14
- date/time of measurement start: 2006-06-12
- date/time of measurement end: 2006-06-12
- url: /download/pdx/vwave/wlan_nano/2006_06_12_psu_cs.txt.gz
- library: Supplementary information for a wireless LAN traffic trace (pdx/vwave/wlan_pcap/library) collected from PSU (Portland State University) Library.
- configuration: Where: PSU (Portland State University) Library, 3rd Floor Duration: 4 Hours (1400 - 1800), Monday Description: Each library floor is covered by at least three access-points. We positioned our capture antenna on a table, about 4 feet away from the access-point antenna (ceiling mounted) and with roughly the same vantage.
- format: Each trace here contains these fields: starting second (measured from start of capture) starting nanosecond ending second ending nanosecond size (octets) RSSI (calculated) RSSI (raw) FCS error (1 if FCS is bad, 0 otherwise) Fields are separated by non-breaking whitespace, records by newlines. Using timestamps, these traces can be correlated ("merged") with the pcap files. However, note that these files are unfiltered: * They are not filtered by BSSID, they contain everything the radio could hear and decipher (the pcap files are limited to the AP we were studying (and had permission to monitor)). * They contain all frames, including control and management (the pcap files have control frames excluded).
- description: Supplementary information for a Wireless LAN traffic trace (pdx/vwave/wlan_pcap/library) collected from PSU (Portland State University) Library.
- last modified: 2007-11-16
- dataname: pdx/vwave/wlan_nano/library
- version: 20070914
- change: the initial version
- release date: 2007-09-14
- date/time of measurement start: 2006-07-10
- date/time of measurement end: 2006-07-10
- url: /download/pdx/vwave/wlan_nano/2006_06_26_pioneer.txt.gz
- cafeteria: Supplementary information for a wireless LAN traffic trace (pdx/vwave/wlan_pcap/cafeteria) collected from PSU (Portland State University) Cafeteria.
- configuration: Where: PSU (Portland State University) Cafeteria Duration: 4 Hours (0930 - 1330), Monday Description: For this capture we placed our capture antenna directly under a sector antenna which serves the cafeteria. The room is mostly free of impediments, providing line-of-sight to nearly all users.
- format: Each trace here contains these fields: starting second (measured from start of capture) starting nanosecond ending second ending nanosecond size (octets) RSSI (calculated) RSSI (raw) FCS error (1 if FCS is bad, 0 otherwise) Fields are separated by non-breaking whitespace, records by newlines. Using timestamps, these traces can be correlated ("merged") with the pcap files. However, note that these files are unfiltered: * They are not filtered by BSSID, they contain everything the radio could hear and decipher (the pcap files are limited to the AP we were studying (and had permission to monitor)). * They contain all frames, including control and management (the pcap files have control frames excluded).
- description: Supplementary information for a wireless LAN traffic trace (pdx/vwave/wlan_pcap/cafeteria) collected from PSU (Portland State University) Cafeteria.
- last modified: 2007-11-16
- dataname: pdx/vwave/wlan_nano/cafeteria
- version: 20070914
- change: the initial version
- release date: 2007-09-14
- date/time of measurement start: 2006-07-10
- date/time of measurement end: 2006-07-10
- url: /download/pdx/vwave/wlan_nano/2006_07_10_cafe.txt.gz
- pioneer-sq: Supplementary information for a Wireless LAN traffic trace (pdx/vwave/wlan_pcap/pioneer-sq) collected from a large outdoor area in downtown Portland.
- configuration: Where: Office overlooking ``Pioneer Square'' from the second floor Duration: 4 Hours (1130 - 1530), Monday Description: This location serves Pioneer Square, a large common outdoor area in downtown Portland, and surrounding coffee-shops and businesses. We setup the VeriWave WT20's antenna to the side of the access-point antenna, in a neighboring room. One wall and about 5 feet separated the capture antenna from the access-point antenna.
- format: Each trace here contains these fields: starting second (measured from start of capture) starting nanosecond ending second ending nanosecond size (octets) RSSI (calculated) RSSI (raw) FCS error (1 if FCS is bad, 0 otherwise) Fields are separated by non-breaking whitespace, records by newlines. Using timestamps, these traces can be correlated ("merged") with the pcap files. However, note that these files are unfiltered: * They are not filtered by BSSID, they contain everything the radio could hear and decipher (the pcap files are limited to the AP we were studying (and had permission to monitor)). * They contain all frames, including control and management (the pcap files have control frames excluded).
- description: Supplementary information for a Wireless LAN traffic trace (pdx/vwave/wlan_pcap/pioneer-sq) collected from a large outdoor area in downtown Portland.
- last modified: 2007-11-16
- dataname: pdx/vwave/wlan_nano/pioneer-sq
- version: 20070914
- change: the initial version
- release date: 2007-09-14
- date/time of measurement start: 2006-06-26
- date/time of measurement end: 2006-06-26
- url: /download/pdx/vwave/wlan_nano/2006_07_10_library.txt.gz
- urban-grind: Supplementary information for a wireless LAN traffic trace (pdx/vwave/wlan_pcap/urban-grind) collected from a coffee shop in Portland.
- configuration: Where: Urban Grind Coffee Duration: 2 Hours (1300 - 1500), Thursday Description: The Urban Grind is a popular coffee-shop in Portland for laptop-users, and gets as much or more laptop-traffic then any other coffee-shop in Portland. This space, like the cafeteria, has very few impediments - both the access-point and the capture antenna have line of sight to nearly every client device. The capture antenna was placed approximately 10 feet from the ceiling-mounted access point.
- format: Each trace here contains these fields: starting second (measured from start of capture) starting nanosecond ending second ending nanosecond size (octets) RSSI (calculated) RSSI (raw) FCS error (1 if FCS is bad, 0 otherwise) Fields are separated by non-breaking whitespace, records by newlines. Using timestamps, these traces can be correlated ("merged") with the pcap files. However, note that these files are unfiltered: * They are not filtered by BSSID, they contain everything the radio could hear and decipher (the pcap files are limited to the AP we were studying (and had permission to monitor)). * They contain all frames, including control and management (the pcap files have control frames excluded).
- description: Supplementary information for a wireless LAN traffic trace (pdx/vwave/wlan_pcap/urban-grind) collected from a coffee shop in Portland.
- last modified: 2007-11-16
- dataname: pdx/vwave/wlan_nano/urban-grind
- version: 20070914
- change: the initial version
- release date: 2007-09-14
- date/time of measurement start: 2006-07-20
- date/time of measurement end: 2006-07-20
- url: /download/pdx/vwave/wlan_nano/2006_07_20_ug.txt.gz
- powells: Supplementary information for a wireless LAN traffic trace (pdx/vwave/wlan_pcap/powells) collected from a coffee shop at a bookstore in Portland.
- configuration: Where: Worldcup Coffee at Powell's Books Duration: 4 Hours (1030 - 1430), Monday Description: The coffee shop at Powells sees a typical, slow but steady stream of laptop users. Aside from a couple of book-cases, it is a mostly open space. We positioned our capture antenna on a bookshelf approximately 8 feet above the ground to have good line-of-site to the access-point and the laptop-using patrons.
- format: Each trace here contains these fields: starting second (measured from start of capture) starting nanosecond ending second ending nanosecond size (octets) RSSI (calculated) RSSI (raw) FCS error (1 if FCS is bad, 0 otherwise) Fields are separated by non-breaking whitespace, records by newlines. Using timestamps, these traces can be correlated ("merged") with the pcap files. However, note that these files are unfiltered: * They are not filtered by BSSID, they contain everything the radio could hear and decipher (the pcap files are limited to the AP we were studying (and had permission to monitor)). * They contain all frames, including control and management (the pcap files have control frames excluded).
- description: Supplementary information for a wireless LAN traffic trace (pdx/vwave/wlan_pcap/powells) collected from a coffee shop at a bookstore in Portland.
- last modified: 2007-11-16
- dataname: pdx/vwave/wlan_nano/powells
- version: 20070914
- change: the initial version
- release date: 2007-09-14
- date/time of measurement start: 2006-07-24
- date/time of measurement end: 2006-07-24
- url: /download/pdx/vwave/wlan_nano/2006_07_24_powells.txt.gz
pdx/vwave/wlan_pcap
Traceset of wireless LAN traffic around Portland, Oregon using a commercial sniffer VWave.
- files: 2006_06_12_psu_cs.cap.gz, 2006_07_10_library.cap.gz, 2006_07_10_cafe.cap.gz, 2006_06_26_pioneer.cap.gz, 2006_07_20_ug.cap.gz, 2006_07_24_powells.cap.gz
- description: Traceset of six wireless LAN traffic traces around Portland, Oregon, collected using a commercial sniffer VWave which has a nano-second time resolution.
- measurement purpose: Usage Characterization
- methodology: The WT20 hardware consists of two 802.11 reference radios, real-time linux, and two processors. The WT20 provides nanosecond resolution timestamps and it logs the time when it began seeing a frame and the time when the frame finished arriving. We are using Veriwave WT20 in a somewhat novel way. It listens with two radios simultaneously on the same channel, recording frames to a per-radio, 256 MB, ring-buffer. The WT20's firmware will discard any frames received with a signal less than -75 dBm, but the rest (Data and Management, but not Control) are logged without any scrubbing. A tclsh script, running on a laptop connected to the WT20 (via ethernet), grabs the contents of this ring-buffer from each radio in-turn, every 10 seconds. This data is dumped as a VWR file, a proprietary Veriwave file format, and then converted to a libpcap file on the fly. At the end of a 4 hour capture we have 1440 files which are stitched together using a program we have developed for this purpose (after finding that existing tools like mergecap and tcpslice either contained bugs or didn't work with 802.11 traces).
- last modified: 2007-08-29
- dataname: pdx/vwave/wlan_pcap
- version: 20070813
- change: the initial version
- release date: 2007-08-13
- date/time of measurement start: 2006-06-12
- date/time of measurement end: 2006-07-24
- network type: 802.11 infrastructure
pdx/vwave/wlan_pcap Traces
- psu-cs: Wireless LAN traffic trace collected from PSU (Portland State University) CS Department.
- configuration: Where: PSU (Portland State University) CS Department Near Faculty Offices in Networking Closet Duration: 1 Hour (1500 - 1600), Monday Description: The capture antennas were placed at the same level and immediately in front of the access-point antennas. The closest clients are at least one wall away. We used this site for prototyping our capture methodologies.
- format: tcpdump (pcap) format
- description: Wireless LAN traffic trace collected from PSU (Portland State University) CS Department.
- last modified: 2007-08-29
- dataname: pdx/vwave/wlan_pcap/psu-cs
- version: 20070813
- change: the initial version
- release date: 2007-08-13
- date/time of measurement start: 2006-06-12
- date/time of measurement end: 2006-06-12
- url: /download/pdx/vwave/wlan_pcap/2006_06_12_psu_cs.cap.gz
- library: Wireless LAN traffic trace collected from PSU (Portland State University) Library.
- configuration: Where: PSU (Portland State University) Library, 3rd Floor Duration: 4 Hours (1400 - 1800), Monday Description: Each library floor is covered by at least three access-points. We positioned our capture antenna on a table, about 4 feet away from the access-point antenna (ceiling mounted) and with roughly the same vantage.
- format: tcpdump (pcap) format
- description: Wireless LAN traffic trace collected from PSU (Portland State University) Library.
- last modified: 2007-08-29
- dataname: pdx/vwave/wlan_pcap/library
- version: 20070813
- change: the initial version
- release date: 2007-08-13
- date/time of measurement start: 2006-07-10
- date/time of measurement end: 2006-07-10
- url: /download/pdx/vwave/wlan_pcap/2006_07_10_library.cap.gz
- cafeteria: Wireless LAN traffic trace collected from PSU (Portland State University) Cafeteria.
- configuration: Where: PSU (Portland State University) Cafeteria Duration: 4 Hours (0930 - 1330), Monday Description: For this capture we placed our capture antenna directly under a sector antenna which serves the cafeteria. The room is mostly free of impediments, providing line-of-sight to nearly all users.
- format: tcpdump (pcap) format
- description: Wireless LAN traffic trace collected from PSU (Portland State University) Cafeteria.
- last modified: 2007-08-29
- dataname: pdx/vwave/wlan_pcap/cafeteria
- version: 20070813
- change: the initial version
- release date: 2007-08-13
- date/time of measurement start: 2006-07-10
- date/time of measurement end: 2006-07-10
- url: /download/pdx/vwave/wlan_pcap/2006_07_10_cafe.cap.gz
- pioneer-sq: Wireless LAN traffic trace collected from a large outdoor area in downtown Portland.
- configuration: Where: Office overlooking ``Pioneer Square'' from the second floor Duration: 4 Hours (1130 - 1530), Monday Description: This location serves Pioneer Square, a large common outdoor area in downtown Portland, and surrounding coffee-shops and businesses. We setup the VeriWave WT20's antenna to the side of the access-point antenna, in a neighboring room. One wall and about 5 feet separated the capture antenna from the access-point antenna.
- format: tcpdump (pcap) format
- description: Wireless LAN traffic trace collected from a large outdoor area in downtown Portland.
- last modified: 2007-08-29
- dataname: pdx/vwave/wlan_pcap/pioneer-sq
- version: 20070813
- change: the initial version
- release date: 2007-08-13
- date/time of measurement start: 2006-06-26
- date/time of measurement end: 2006-06-26
- url: /download/pdx/vwave/wlan_pcap/2006_06_26_pioneer.cap.gz
- urban-grind: Wireless LAN traffic trace collected from a coffee shop in Portland.
- configuration: Where: Urban Grind Coffee Duration: 2 Hours (1300 - 1500), Thursday Description: The Urban Grind is a popular coffee-shop in Portland for laptop-users, and gets as much or more laptop-traffic then any other coffee-shop in Portland. This space, like the cafeteria, has very few impediments - both the access-point and the capture antenna have line of sight to nearly every client device. The capture antenna was placed approximately 10 feet from the ceiling-mounted access point.
- format: tcpdump (pcap) format
- description: Wireless LAN traffic trace collected from a coffee shop in Portland.
- last modified: 2007-08-29
- dataname: pdx/vwave/wlan_pcap/urban-grind
- version: 20070813
- change: the initial version
- release date: 2007-08-13
- date/time of measurement start: 2006-07-20
- date/time of measurement end: 2006-07-20
- url: /download/pdx/vwave/wlan_pcap/2006_07_20_ug.cap.gz
- powells: Wireless LAN traffic trace collected from a coffee shop at a bookstore in Portland.
- configuration: Where: Worldcup Coffee at Powell's Books Duration: 4 Hours (1030 - 1430), Monday Description: The coffee shop at Powells sees a typical, slow but steady stream of laptop users. Aside from a couple of book-cases, it is a mostly open space. We positioned our capture antenna on a bookshelf approximately 8 feet above the ground to have good line-of-site to the access-point and the laptop-using patrons.
- format: tcpdump (pcap) format
- description: Wireless LAN traffic trace collected from a coffee shop at a bookstore in Portland.
- last modified: 2007-08-29
- dataname: pdx/vwave/wlan_pcap/powells
- version: 20070813
- change: the initial version
- release date: 2007-08-13
- date/time of measurement start: 2006-07-24
- date/time of measurement end: 2006-07-24
- url: /download/pdx/vwave/wlan_pcap/2006_07_24_powells.cap.gz
The files in this directory are a CRAWDAD dataset hosted by IEEE DataPort.
About CRAWDAD: the Community Resource for Archiving Wireless Data At Dartmouth is a data resource for the research community interested in wireless networks and mobile computing.
CRAWDAD was founded at Dartmouth College in 2004, led by Tristan Henderson, David Kotz, and Chris McDonald. CRAWDAD datasets are hosted by IEEE DataPort as of November 2022.
Note: Please use the Data in an ethical and responsible way with the aim of doing no harm to any person or entity for the benefit of society at large. Please respect the privacy of any human subjects whose wireless-network activity is captured by the Data and comply with all applicable laws, including without limitation such applicable laws pertaining to the protection of personal information, security of data, and data breaches. Please do not apply, adapt or develop algorithms for the extraction of the true identity of users and other information of a personal nature, which might constitute personally identifiable information or protected health information under any such applicable laws. Do not publish or otherwise disclose to any other person or entity any information that constitutes personally identifiable information or protected health information under any such applicable laws derived from the Data through manual or automated techniques.
Please acknowledge the source of the Data in any publications or presentations reporting use of this Data.
Citation:
Caleb Phillips, Suresh Singh, CRAWDAD dataset pdx/vwave (v. 2007-09-14), https://doi.org/10.15783/C7C303 , Sep 2007.
Dataset Files
- pdx-vwave-20070914.xml (92.56 kB)
- wlan_nano
- 2006_06_12_psu_cs.txt.gz (3.17 MB)
- 2006_06_26_pioneer.txt.gz (6.49 MB)
- 2006_07_10_cafe.txt.gz (41.59 MB)
- 2006_07_10_library.txt.gz (15.19 MB)
- 2006_07_20_ug.txt.gz (10.88 MB)
- 2006_07_24_powells.txt.gz (16.54 MB)
- README (2.84 kB)
- index.html (2.28 kB)
- wlan_pcap
- 2006_06_12_psu_cs.cap.gz (1.82 MB)
- 2006_06_26_pioneer.cap.gz (4.25 MB)
- 2006_07_10_cafe.cap.gz (26.61 MB)
- 2006_07_10_library.cap.gz (7.57 MB)
- 2006_07_20_ug.cap.gz (11.05 MB)
- 2006_07_24_powells.cap.gz (15.92 MB)
- README (6.05 kB)
- index.html (2.28 kB)
Documentation
Attachment | Size |
---|---|
pdx-vwave-20070914-readme.txt | 1.59 KB |
These datasets are part of Community Resource for Archiving Wireless Data (CRAWDAD). CRAWDAD began in 2004 at Dartmouth College as a place to share wireless network data with the research community. Its purpose was to enable access to data from real networks and real mobile users at a time when collecting such data was challenging and expensive. The archive has continued to grow since its inception, and starting in summer 2022 is being housed on IEEE DataPort.
Questions about CRAWDAD? See our CRAWDAD FAQ. Interested in submitting your dataset to the CRAWDAD collection? Get started, by submitting an Open Access Dataset.