fix to Surface Area Duration NB (#937)

* fix to Surface Area Duration NB Updated to Surface Area Duration NB to work with a newer version of pandas. * Add missing images, update CMI links Co-authored-by: robbibt <[email protected]>
GeoscienceAustralia · Aug 5, 2022 · 6cddf52 · 6cddf52
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diff --git a/DEA_datasets/DEA_Waterbodies.ipynb b/DEA_datasets/DEA_Waterbodies.ipynb
@@ -9,7 +9,7 @@
  "* [**Sign up to the DEA Sandbox**](https://docs.dea.ga.gov.au/setup/sandbox.html) to run this notebook interactively from a browser\n",
  "* **Compatibility:** Notebook currently compatible with both the `NCI` and `DEA Sandbox` environments\n",
  "* **Products used:** \n",
- "[DEA Waterbodies](https://cmi.ga.gov.au/data-products/dea/456/waterboards)\n"
+ "[DEA Waterbodies](https://cmi.ga.gov.au/data-products/dea/693/dea-waterbodies-landsat)\n"
  ]
  },
  {
@@ -29,18 +29,18 @@
  "\n",
  "**Disclaimer: DEA Waterbody graphs show the wet surface area of waterbodies as estimated from satellites. They do not show depth, volume, purpose of the waterbody, nor the source of the water.**\n",
  "\n",
- "The product contains polygons of maximum extent and surface area time series for each waterbody. These waterbodies have been derived from [Water Observations from Space](https://www.ga.gov.au/dea/products/wofs), a classifier which detects open water in Landsat pixels.\n",
+ "The product contains polygons of maximum extent and surface area time series for each waterbody. These waterbodies have been derived from [DEA Water Observations](https://www.dea.ga.gov.au/products/dea-water-observations), a classifier which detects open water in Landsat pixels.\n",
  "\n",
  "### Applications\n",
  "* Understand and manage water across Australia\n",
  "* Gain insights into the severity and spatial distribution of drought\n",
  "* Identify potential water sources for aerial firefighting during bushfires\n",
  "\n",
  "### Publications\n",
- "* Krause, C. et al. (in preparation)\n",
+ "* Krause, C.E., Newey, V., Alger, M.J. and Lymburner, L., (2021). Mapping and monitoring the multi-decadal dynamics of Australia’s open waterbodies using Landsat. Remote Sensing, 13(8), p.1437. https://doi.org/10.3390/rs13081437\n",
  "* Mueller, N., Lewis, A., Roberts, D., Ring, S., Melrose, R., Sixsmith, J., Lymburner, L., McIntyre, A., Tan, P., Curnow, S., & Ip, A. (2016). Water observations from space: Mapping surface water from 25 years of Landsat imagery across Australia. *Remote Sensing of Environment*, 174, 341–352. https://doi.org/10.1016/j.rse.2015.11.003\n",
  "\n",
- "> **Note:** For more technical information about DEA Waterbodies, visit the official [Geoscience Australia DEA Waterbodies product description](https://cmi.ga.gov.au/data-products/dea/456/waterboards)."
+ "> **Note:** For more technical information about DEA Waterbodies, visit the official [Geoscience Australia DEA Waterbodies product description](https://cmi.ga.gov.au/data-products/dea/693/dea-waterbodies-landsat)."
  ]
  },
  {
@@ -262,7 +262,7 @@
  "metadata": {},
  "source": [
  "We can use a geohash to get the polygon for an individual waterbody.\n",
- "For example, we can load data for Canberra's Lake Burley Griffin using its geohash `r3dp1nxh8`."
+ "For example, we can load data for Canberra's Lake Burley Griffin using its geohash `r3dp1nxh8_v2`."
  ]
  },
  {
@@ -447,7 +447,7 @@
  "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](https://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
  "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
  "\n",
- "**Last modified:** September 2021"
+ "**Last modified:** August 2022"
  ]
  },
  {

diff --git a/Real_world_examples/Subpixel_waterbodies.ipynb b/Real_world_examples/Subpixel_waterbodies.ipynb
@@ -738,7 +738,7 @@
  "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](https://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
  "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
  "\n",
- "**Last modified:** September 2021\n",
+ "**Last modified:** August 2022\n",
  "\n",
  "**Compatible datacube version:** "
  ]