managing data for marine sciences
TRANSCRIPT
![Page 1: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/1.jpg)
Managing Data for Marine Sciences
Dr. Adam LeadbetterTeam Leader for Data ManagementMarine Institute, Rinville, Oranmore
![Page 2: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/2.jpg)
![Page 3: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/3.jpg)
![Page 4: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/4.jpg)
![Page 5: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/5.jpg)
1. Why?2. What?3. How?
4. Data networks5. The future?
![Page 6: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/6.jpg)
1. Why?
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 7: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/7.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 8: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/8.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 9: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/9.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 10: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/10.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 11: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/11.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 12: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/12.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 13: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/13.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 14: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/14.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 15: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/15.jpg)
2. What?
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 16: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/16.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 17: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/17.jpg)
• Who?• Trust• Traceability
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 18: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/18.jpg)
• Who?• What?• Instrument• Serial number, calibrations
• Platform• Parameter
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 19: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/19.jpg)
• Who?• What?• When?• Standard time zone (UTC)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 20: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/20.jpg)
• Who?• What?• When?• Where?• Latitude, Longitude, Depth / Height• Co-ordinate Reference Systems
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 21: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/21.jpg)
• Who?• What?• When?• Where?• How?• Processes, procedures• Papers
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 22: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/22.jpg)
• Who?• What?• When?• Where?• How?• Why?• Project or programme• Legislation
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 23: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/23.jpg)
Platform
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 24: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/24.jpg)
Platform
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 25: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/25.jpg)
Platform
Device
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 26: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/26.jpg)
Platform
Device
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 27: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/27.jpg)
Platform
Device Feature
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 28: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/28.jpg)
Platform
Device Feature
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 29: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/29.jpg)
Platform
Device Feature
Dataset
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 30: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/30.jpg)
Platform
Device Feature
Dataset
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 31: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/31.jpg)
Platform
Device Feature
Dataset
Activity
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 32: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/32.jpg)
Platform
Device Feature
Dataset
Activity
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 33: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/33.jpg)
Platform
Device Feature
Dataset
Activity
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 34: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/34.jpg)
http://.../locations /locations/GalwayBay
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 35: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/35.jpg)
http://.../locations /locations/GalwayBay
/deviceCategories /deviceCategories/CTD
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 36: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/36.jpg)
http://.../locations /locations/GalwayBay
/deviceCategories /deviceCategories/CTD
/devices /devices/SeaBird-911-12345
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 37: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/37.jpg)
http://.../locations /locations/GalwayBay
/deviceCategories /deviceCategories/CTD
/devices /devices/SeaBird-911-12345
/parameters /parameters/sea_water_practical_salinity
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 38: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/38.jpg)
HTTP://XKCD.COM/927/
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 39: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/39.jpg)
HTTP://XKCD.COM/927/
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 40: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/40.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 41: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/41.jpg)
![Page 42: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/42.jpg)
![Page 43: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/43.jpg)
![Page 44: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/44.jpg)
3. How?
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 45: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/45.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 46: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/46.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 47: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/47.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 48: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/48.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 49: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/49.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 50: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/50.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 51: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/51.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 52: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/52.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 53: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/53.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 54: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/54.jpg)
http://erddap.marine.ie
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 55: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/55.jpg)
http://erddap.marine.ie
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 56: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/56.jpg)
http://smartbay.marine.ie
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 57: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/57.jpg)
3. How?
![Page 58: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/58.jpg)
http://www.digitalocean.ie
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 59: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/59.jpg)
http://atlas.marine.ie
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 60: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/60.jpg)
0. Serving of datasets
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 61: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/61.jpg)
0. Serving of datasets
1. Dataset citation
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 62: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/62.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
0. Serving of datasets
1. Dataset citation
2. “P”ublication of datasets
![Page 63: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/63.jpg)
3. How?
0. Serving of datasets
1. Dataset citation
2. “P”ublication of datasets
![Page 64: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/64.jpg)
3. How?
• Roles and responsibilities• Data generation activities
![Page 65: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/65.jpg)
3. How?• Roles and responsibilities
![Page 66: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/66.jpg)
3. How?• Roles and responsibilities• Data generation activities• In-project data management
![Page 67: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/67.jpg)
3. How?• Roles and responsibilities• Data generation activities• In-project data management• Documentation
![Page 68: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/68.jpg)
3. How?• Roles and responsibilities• Data generation activities• In-project data management• Documentation• Data quality
![Page 69: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/69.jpg)
3. How?• Roles and responsibilities• Data generation activities• In-project data management• Documentation• Data quality• License
![Page 70: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/70.jpg)
3. How?• Roles and responsibilities• Data generation activities• In-project data management• Documentation• Data quality• License• Exceptions or additional services
![Page 71: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/71.jpg)
![Page 72: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/72.jpg)
Break
Exercise:Application Ideas
http://data.marine.iehttp://www.digitaloce
an.ie
![Page 73: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/73.jpg)
![Page 74: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/74.jpg)
4. Data Networks
![Page 75: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/75.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
http://www.digitalocean.ie
![Page 76: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/76.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
http://www.digitalocean.ie
![Page 77: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/77.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
http://www.seadatanet.org
![Page 78: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/78.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
http://www.seadatanet.org
![Page 79: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/79.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 80: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/80.jpg)
5. The Future?
![Page 81: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/81.jpg)
“There are emergent technologies throughout the
fields around oceanography which we will
incorporate into oceanography, and through
that convergence we will make oceanography
into something even more magical”
John Delaney
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 82: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/82.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 83: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/83.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 84: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/84.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
http://www.digitalocean.ie
![Page 85: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/85.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
http://www.digitalocean.ie
![Page 86: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/86.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
http://www.digitalocean.ie
![Page 87: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/87.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
http://www.digitalocean.ie
![Page 88: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/88.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 89: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/89.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 90: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/90.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 91: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/91.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 92: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/92.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 93: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/93.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 94: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/94.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
![Page 95: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/95.jpg)
1. Why? 2. What? 3. How? 4. Networks 5. Future
http://vocab.nerc.ac.uk/collection/P07/current/IADIHDIJ/
![Page 96: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/96.jpg)
5. The Future?
![Page 97: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/97.jpg)
5. The Future?
http://www.bbc.co.uk/programmes/p00j4882
![Page 98: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/98.jpg)
5. The Future?
![Page 99: Managing data for marine sciences](https://reader035.vdocuments.us/reader035/viewer/2022062904/5880d45f1a28ab9c3a8b5d37/html5/thumbnails/99.jpg)
[email protected] @AdamLeadbetter
http://www.slideshare.net/AdamLeadbetter/managing-data-for-marine-sciences