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Post-Processing Kelp-O-Matic Output + +This document describes the methods used for generating analysis ready data on species-level kelp +extent from outputs from the Kelp-O-Matic tool. Final outputs consist of polygon features (.shp) +that contain species-level classification of emergent canopy kelp present in drone imagery. + +These instructions assume a basic level of experience with the ArcMAP GIS interface. For questions, +please contact [Luba Reshitnyk](email:luba.reshitnyk@hakai.org) at +the [Hakai Institute](https://hakai.org). + +![Overview](./images/post-processing/image1.png) + +[^1]: Created by Luba Reshitnyk, February 2023 + +## Workflow Overview + +[//]: # (See: https://mermaid.js.org/syntax/flowchart.html for help) + +```mermaid +graph TB + A[/"Raw KoM output (.tif)"/]-- Open in ArcGIS -->B["Convert to polygon feature (raster to polygon)"]; + B-->edit + subgraph edit [Edit] + direction TB + C[Remove polygons < 0.2m2]-->D[Manually remove non-kelp polygons]; + D-->E[Manually digitize kelp canopy that was missed]; + E-->F[Fix any misclassified species]; + end + edit-- Have secondary analyst review, time permitting -->G[/"Final output (.shp)"/] +``` + +## Detailed Workflow + +This section assumes that you have obtained output from the Kelp-O-Matic (.tif) and have a new +instance of ArcMap (version 10.8). + +???+ tip "Tip: Keyboard Shortcuts" + + Keyboard shortcuts can make the editing process much faster. To enable some, go to `Customize > Customize Mode > Keyboard…`. + + Some useful shortcuts include: + + 1. Edit tool (set to ++ctrl+e++) + 1. This lets you toggle to the editor tool. + 2. Delete (set to ++ctrl+d++) + 1. Delete selected polygon features. + 3. Freehand tool (set to ++ctrl+r++) + 1. Toggle to freehand tool to manually digitize kelp feature polygons. + 4. Clip (set to ++ctrl+w++) + 1. Quickly draw a polygon then click ctrl+W to delete the polygon features within the newly drawn polygon. Then delete that polygon. + +### Load Kelp-O-Matic Raster + +Load the output `.tif` file from Kelp-O-Matic into ArcMap. The raster will have the following +attributes: + +| Output value | Class | +|-------------:|------------------------------| +| **0** | Background | +| **1** | Kelp *(presence mode)* | +| **2** | Macrocystis *(species mode)* | +| **3** | Nereocystis *(species mode)* | + +### Convert to Polygons + +Convert this raster into polygons using the `Raster to Polygon` tool in ArcMap. + +1. Uncheck "simplify polygons" +2. Leave the other defaults as they are + +### Add Attributes to Polygons + +1. Add a new "area" field + 1. Right click layer in the table of contents + 2. Select `Open attribute table > Table options > Add field` + 1. Name = "area" + 2. Type = "float" + 3. Click `OK` +2. Calculate the area for each polygon + 1. Right click the "area" header in the attribute table, select `Calculate Geometry...` + 1. Property = "area" + 2. Units = "square meters" + 3. Coordinate system = "use coordinate system of the data source" + 4. Click "OK" +3. Add a new "species" field + 1. Right click layer in the table of contents + 2. Select `Open attribute table > Table options > Add field` + 1. Name = "species" + 2. Type = "text" + 3. Click `OK` + +### Editing and Data Cleaning + +#### Delete small polygons that are unlikely to be kelp + +1. Start editing this feature polygon layer + 2. In the Editor toolbar click `Editor > start editing`. Select the feature layer you will be + editing +2. Right click layer in the table of contents, Select `Open attribute table`. + Click `Select by attribute` +3. Select features < 0.2 m2 by typing: `"area" < 0.2` +4. Right click highlighted features in attribute table and click `Delete Selected` +5. Save edits + +#### Manually delete non-kelp polygons + +1. Select using the edit tool or “Select by Lasso” tool +2. Delete the selected polygon(s) + +#### Add kelp not detected by KoM + +If there are locations where emergent canopy kelp was missed by the KoM classifier (example in +figure below) manually digitize these features using the Freehand Tool. You will need to manually +classify these new regions to species (change value in the attribute table). A 1:100 scale is +recommended. + +![Missed Kelp](./images/post-processing/image2.png) + +### Update Attributes + +#### Fill in the species attribute + +1. Select all polygon features by each species class using the attribute table and “select by attribute”. +2. From the Editor toolbar select `Merge`. Creates a multipart feature for each species. +3. Populate the “species” attribute in the attribute table where you type in "Macrocystis pyrifera" and " + Nereocystis luetkeana" for each respective species features (if they are present) + +### Export Data + +That's it! You can now export your data a shapefile and give it an appropriate name. \ No newline at end of file diff --git a/mkdocs.yml b/mkdocs.yml index b5dec56..63bdf38 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -13,6 +13,7 @@ nav: - Data Expectations: expectations.md - Command Line Interface: cli.md - Python API: python_lib.md + - Post-Processing: post_processing.md - About: about.md - Issue Tracker: 'https://github.com/HakaiInstitute/kelp-o-matic/issues' @@ -43,6 +44,7 @@ markdown_extensions: - admonition - tables - def_list + - footnotes - pymdownx.tasklist: custom_checkbox: true - pymdownx.details @@ -52,6 +54,11 @@ markdown_extensions: - pymdownx.keys - pymdownx.arithmatex: generic: true + - pymdownx.superfences: + custom_fences: + - name: mermaid + class: mermaid + format: !!python/name:pymdownx.superfences.fence_code_format extra_javascript: - javascripts/mathjax.js From c0330de09b812c42c8dadb8a18f0ba885871cc5d Mon Sep 17 00:00:00 2001 From: Taylor Denouden Date: Wed, 15 Feb 2023 09:29:06 -0500 Subject: [PATCH 02/10] Reference footnote --- docs/post_processing.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/post_processing.md b/docs/post_processing.md index c17b4a9..f7cf727 100644 --- a/docs/post_processing.md +++ b/docs/post_processing.md @@ -1,4 +1,4 @@ -# Methods for Post-Processing Kelp-O-Matic Output +# Methods for Post-Processing Kelp-O-Matic Output[^1] This document describes the methods used for generating analysis ready data on species-level kelp extent from outputs from the Kelp-O-Matic tool. Final outputs consist of polygon features (.shp) From 24f54d733640e6a9363d53f62ff9ede23edf7683 Mon Sep 17 00:00:00 2001 From: lreshitnyk <67017312+lreshitnyk@users.noreply.github.com> Date: Fri, 17 Feb 2023 09:59:06 -0800 Subject: [PATCH 03/10] made some small edits to text --- docs/post_processing.md | 15 +++++++-------- 1 file changed, 7 insertions(+), 8 deletions(-) diff --git a/docs/post_processing.md b/docs/post_processing.md index f7cf727..8fb9c8b 100644 --- a/docs/post_processing.md +++ b/docs/post_processing.md @@ -32,9 +32,9 @@ graph TB ## Detailed Workflow This section assumes that you have obtained output from the Kelp-O-Matic (.tif) and have a new -instance of ArcMap (version 10.8). +instance of ArcMap (version 10.8). These same steps can be done using other GIS software (e.g. QGIS) -???+ tip "Tip: Keyboard Shortcuts" +??? tip "Tip: ArcMap Keyboard Shortcuts" Keyboard shortcuts can make the editing process much faster. To enable some, go to `Customize > Customize Mode > Keyboard…`. @@ -80,8 +80,8 @@ Convert this raster into polygons using the `Raster to Polygon` tool in ArcMap. 1. Right click the "area" header in the attribute table, select `Calculate Geometry...` 1. Property = "area" 2. Units = "square meters" - 3. Coordinate system = "use coordinate system of the data source" - 4. Click "OK" + 3. Coordinate system = choose an appropriate projection that preserves area (e.g. NAD83 BC Albers Equal Area EPSG = 3005) + 4. Click "OK" 3. Add a new "species" field 1. Right click layer in the table of contents 2. Select `Open attribute table > Table options > Add field` @@ -94,16 +94,15 @@ Convert this raster into polygons using the `Raster to Polygon` tool in ArcMap. #### Delete small polygons that are unlikely to be kelp 1. Start editing this feature polygon layer - 2. In the Editor toolbar click `Editor > start editing`. Select the feature layer you will be - editing +2. In the Editor toolbar click `Editor > start editing`. Select the feature layer you will be editing 2. Right click layer in the table of contents, Select `Open attribute table`. Click `Select by attribute` 3. Select features < 0.2 m2 by typing: `"area" < 0.2` 4. Right click highlighted features in attribute table and click `Delete Selected` 5. Save edits -#### Manually delete non-kelp polygons - +#### Manually delete non-kelp polygons + 1. Select using the edit tool or “Select by Lasso” tool 2. Delete the selected polygon(s) From 2a40f8e489069e261b02589ad8f319e62f30b853 Mon Sep 17 00:00:00 2001 From: Taylor Denouden Date: Fri, 17 Feb 2023 18:15:23 +0000 Subject: [PATCH 04/10] Add VsCode docs dev server start config --- .vscode/launch.json | 14 ++++++++++++++ 1 file changed, 14 insertions(+) create mode 100644 .vscode/launch.json diff --git a/.vscode/launch.json b/.vscode/launch.json new file mode 100644 index 0000000..ae1ed14 --- /dev/null +++ b/.vscode/launch.json @@ -0,0 +1,14 @@ +{ + // Use IntelliSense to learn about possible attributes. + // Hover to view descriptions of existing attributes. + // For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387 + "version": "0.2.0", + "configurations": [ + { + "command": "${CONDA_PREFIX}/envs/kelp-o-matic/bin/mkdocs serve", + "name": "Docs Dev Server", + "request": "launch", + "type": "node-terminal" + } + ] +} From 8017c94203bea5b4ad568245b950f71c90915c67 Mon Sep 17 00:00:00 2001 From: lreshitnyk <67017312+lreshitnyk@users.noreply.github.com> Date: Fri, 17 Feb 2023 10:48:49 -0800 Subject: [PATCH 05/10] Made changes to to post-processing steps. --- docs/post_processing.md | 25 +++++++++++++++++-------- 1 file changed, 17 insertions(+), 8 deletions(-) diff --git a/docs/post_processing.md b/docs/post_processing.md index 8fb9c8b..628021f 100644 --- a/docs/post_processing.md +++ b/docs/post_processing.md @@ -54,7 +54,7 @@ instance of ArcMap (version 10.8). These same steps can be done using other GIS Load the output `.tif` file from Kelp-O-Matic into ArcMap. The raster will have the following attributes: -| Output value | Class | +| Output value (gridcode)| Class | |-------------:|------------------------------| | **0** | Background | | **1** | Kelp *(presence mode)* | @@ -68,7 +68,7 @@ Convert this raster into polygons using the `Raster to Polygon` tool in ArcMap. 1. Uncheck "simplify polygons" 2. Leave the other defaults as they are -### Add Attributes to Polygons +### Add New Attributes to Polygons 1. Add a new "area" field 1. Right click layer in the table of contents @@ -102,9 +102,11 @@ Convert this raster into polygons using the `Raster to Polygon` tool in ArcMap. 5. Save edits #### Manually delete non-kelp polygons +There may be areas where KoM classifier falsely detected kelp and these polygons need to be removed manually. 1. Select using the edit tool or “Select by Lasso” tool 2. Delete the selected polygon(s) +3. Save edits. #### Add kelp not detected by KoM @@ -115,14 +117,21 @@ recommended. ![Missed Kelp](./images/post-processing/image2.png) -### Update Attributes +### Review Species Attributes -#### Fill in the species attribute +#### There may be some areas where the KoM classifier misclassified the species in a given area. These polygons can be edited manually. If you're just interested in presence/absence don't worry about this step. + +1. Select all polygon features classified as giant kelp by opening the attribute table and “select by attribute”. Select features representing giant kelp by typing: `"gridcode" = 2`. At the bottom of the attribute table click on the "Show selected records" tab. +2. Right click the "species" field you created earlier. Select "Field Calculator". +3. In the text box enter "Macrocystis pyrifera" (with quotes included) and click OK. This will fill out that attribute for all the selected polygons. + +Repeat steps 1 - 3 for bull kelp by using `"gridcode" = 3` and "Nereocystis luetkeana". + +4. Review all the polygon species classification and manually change ones that the KoM classifier misclassified by changing the text in the "species" field for that polygon feature. +5. Save edits. +6. Delete the "gridcode" attribute once you are done. +7. Save edits. -1. Select all polygon features by each species class using the attribute table and “select by attribute”. -2. From the Editor toolbar select `Merge`. Creates a multipart feature for each species. -3. Populate the “species” attribute in the attribute table where you type in "Macrocystis pyrifera" and " - Nereocystis luetkeana" for each respective species features (if they are present) ### Export Data From bcdfd638899e0654943e67182ed90d6d10b47882 Mon Sep 17 00:00:00 2001 From: lreshitnyk <67017312+lreshitnyk@users.noreply.github.com> Date: Fri, 17 Feb 2023 10:52:43 -0800 Subject: [PATCH 06/10] changed where the post-processing document lives --- docs/{ => beginner_guide}/post_processing.md | 0 mkdocs.yml | 2 +- 2 files changed, 1 insertion(+), 1 deletion(-) rename docs/{ => beginner_guide}/post_processing.md (100%) diff --git a/docs/post_processing.md b/docs/beginner_guide/post_processing.md similarity index 100% rename from docs/post_processing.md rename to docs/beginner_guide/post_processing.md diff --git a/mkdocs.yml b/mkdocs.yml index 63bdf38..06f48ce 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -9,11 +9,11 @@ nav: - Index: beginner_guide/index.md - Set-up and Installation: beginner_guide/setup.md - Running the Segmentation Tool: beginner_guide/execution.md + - Post-Processing: beginner_guide/post_processing.md - Installation: installation.md - Data Expectations: expectations.md - Command Line Interface: cli.md - Python API: python_lib.md - - Post-Processing: post_processing.md - About: about.md - Issue Tracker: 'https://github.com/HakaiInstitute/kelp-o-matic/issues' From b6eef9ec1ebac71bb9e9fb3db4d111f9f61f1dfa Mon Sep 17 00:00:00 2001 From: Taylor Denouden Date: Fri, 17 Feb 2023 13:58:04 -0500 Subject: [PATCH 07/10] Fix broken image links --- .../images/post_processing1.png} | Bin .../images/post_processing2.png} | Bin docs/beginner_guide/post_processing.md | 4 ++-- 3 files changed, 2 insertions(+), 2 deletions(-) rename docs/{images/post-processing/image1.png => beginner_guide/images/post_processing1.png} (100%) rename docs/{images/post-processing/image2.png => beginner_guide/images/post_processing2.png} (100%) diff --git a/docs/images/post-processing/image1.png b/docs/beginner_guide/images/post_processing1.png similarity index 100% rename from docs/images/post-processing/image1.png rename to docs/beginner_guide/images/post_processing1.png diff --git a/docs/images/post-processing/image2.png b/docs/beginner_guide/images/post_processing2.png similarity index 100% rename from docs/images/post-processing/image2.png rename to docs/beginner_guide/images/post_processing2.png diff --git a/docs/beginner_guide/post_processing.md b/docs/beginner_guide/post_processing.md index 628021f..adfbc79 100644 --- a/docs/beginner_guide/post_processing.md +++ b/docs/beginner_guide/post_processing.md @@ -8,7 +8,7 @@ These instructions assume a basic level of experience with the ArcMAP GIS interf please contact [Luba Reshitnyk](email:luba.reshitnyk@hakai.org) at the [Hakai Institute](https://hakai.org). -![Overview](./images/post-processing/image1.png) +![Overview](./images/post_processing1.png) [^1]: Created by Luba Reshitnyk, February 2023 @@ -115,7 +115,7 @@ figure below) manually digitize these features using the Freehand Tool. You will classify these new regions to species (change value in the attribute table). A 1:100 scale is recommended. -![Missed Kelp](./images/post-processing/image2.png) +![Missed Kelp](./images/post_processing2.png) ### Review Species Attributes From b8b2d4f3f7d5ccfcbc60b5f3701ec2388fdd5a33 Mon Sep 17 00:00:00 2001 From: Taylor Denouden Date: Fri, 17 Feb 2023 13:59:40 -0500 Subject: [PATCH 08/10] Remove unnecessary header --- docs/beginner_guide/post_processing.md | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/docs/beginner_guide/post_processing.md b/docs/beginner_guide/post_processing.md index adfbc79..81097b4 100644 --- a/docs/beginner_guide/post_processing.md +++ b/docs/beginner_guide/post_processing.md @@ -101,7 +101,8 @@ Convert this raster into polygons using the `Raster to Polygon` tool in ArcMap. 4. Right click highlighted features in attribute table and click `Delete Selected` 5. Save edits -#### Manually delete non-kelp polygons +#### Manually delete non-kelp polygons + There may be areas where KoM classifier falsely detected kelp and these polygons need to be removed manually. 1. Select using the edit tool or “Select by Lasso” tool @@ -119,7 +120,7 @@ recommended. ### Review Species Attributes -#### There may be some areas where the KoM classifier misclassified the species in a given area. These polygons can be edited manually. If you're just interested in presence/absence don't worry about this step. +There may be some areas where the KoM classifier misclassified the species in a given area. These polygons can be edited manually. If you're just interested in presence/absence don't worry about this step. 1. Select all polygon features classified as giant kelp by opening the attribute table and “select by attribute”. Select features representing giant kelp by typing: `"gridcode" = 2`. At the bottom of the attribute table click on the "Show selected records" tab. 2. Right click the "species" field you created earlier. Select "Field Calculator". From 80be9acaaef55779481b37ce5d5d8c47cc956e4d Mon Sep 17 00:00:00 2001 From: Taylor Denouden Date: Fri, 17 Feb 2023 14:08:51 -0500 Subject: [PATCH 09/10] Linter and spelling errors --- docs/beginner_guide/post_processing.md | 52 +++++++++++++++----------- 1 file changed, 30 insertions(+), 22 deletions(-) diff --git a/docs/beginner_guide/post_processing.md b/docs/beginner_guide/post_processing.md index 81097b4..6a88d9a 100644 --- a/docs/beginner_guide/post_processing.md +++ b/docs/beginner_guide/post_processing.md @@ -54,12 +54,12 @@ instance of ArcMap (version 10.8). These same steps can be done using other GIS Load the output `.tif` file from Kelp-O-Matic into ArcMap. The raster will have the following attributes: -| Output value (gridcode)| Class | -|-------------:|------------------------------| -| **0** | Background | -| **1** | Kelp *(presence mode)* | -| **2** | Macrocystis *(species mode)* | -| **3** | Nereocystis *(species mode)* | +| Output value (gridcode) | Class | +|------------------------:|------------------------------| +| **0** | Background | +| **1** | Kelp *(presence mode)* | +| **2** | Macrocystis *(species mode)* | +| **3** | Nereocystis *(species mode)* | ### Convert to Polygons @@ -77,11 +77,12 @@ Convert this raster into polygons using the `Raster to Polygon` tool in ArcMap. 2. Type = "float" 3. Click `OK` 2. Calculate the area for each polygon - 1. Right click the "area" header in the attribute table, select `Calculate Geometry...` + 1. Right-click the "area" header in the attribute table, select `Calculate Geometry...` 1. Property = "area" 2. Units = "square meters" - 3. Coordinate system = choose an appropriate projection that preserves area (e.g. NAD83 BC Albers Equal Area EPSG = 3005) - 4. Click "OK" + 3. Coordinate system = choose an appropriate projection that preserves area (e.g. NAD83 BC + Albers Equal Area EPSG = 3005) + 4. Click "OK" 3. Add a new "species" field 1. Right click layer in the table of contents 2. Select `Open attribute table > Table options > Add field` @@ -94,7 +95,8 @@ Convert this raster into polygons using the `Raster to Polygon` tool in ArcMap. #### Delete small polygons that are unlikely to be kelp 1. Start editing this feature polygon layer -2. In the Editor toolbar click `Editor > start editing`. Select the feature layer you will be editing + 1. In the Editor toolbar click `Editor > start editing`. Select the feature layer you will be + editing 2. Right click layer in the table of contents, Select `Open attribute table`. Click `Select by attribute` 3. Select features < 0.2 m2 by typing: `"area" < 0.2` @@ -103,8 +105,9 @@ Convert this raster into polygons using the `Raster to Polygon` tool in ArcMap. #### Manually delete non-kelp polygons -There may be areas where KoM classifier falsely detected kelp and these polygons need to be removed manually. - +There may be areas where KoM classifier falsely detected kelp and these polygons need to be removed +manually. + 1. Select using the edit tool or “Select by Lasso” tool 2. Delete the selected polygon(s) 3. Save edits. @@ -120,19 +123,24 @@ recommended. ### Review Species Attributes -There may be some areas where the KoM classifier misclassified the species in a given area. These polygons can be edited manually. If you're just interested in presence/absence don't worry about this step. - -1. Select all polygon features classified as giant kelp by opening the attribute table and “select by attribute”. Select features representing giant kelp by typing: `"gridcode" = 2`. At the bottom of the attribute table click on the "Show selected records" tab. -2. Right click the "species" field you created earlier. Select "Field Calculator". -3. In the text box enter "Macrocystis pyrifera" (with quotes included) and click OK. This will fill out that attribute for all the selected polygons. +There may be some areas where the KoM classifier misclassified the species in a given area. These +polygons can be edited manually. If you're just interested in presence/absence don't worry about +this step. -Repeat steps 1 - 3 for bull kelp by using `"gridcode" = 3` and "Nereocystis luetkeana". +1. Select all polygon features classified as giant kelp by opening the attribute table and “select + by attribute”. Select features representing giant kelp by typing: `"gridcode" = 2`. At the bottom + of the attribute table click on the "Show selected records" tab. +2. Right-click the "species" field you created earlier. Select "Field Calculator". +3. In the text box enter "Macrocystis pyrifera" (with quotes included) and click OK. This will fill + out that attribute for all the selected polygons. -4. Review all the polygon species classification and manually change ones that the KoM classifier misclassified by changing the text in the "species" field for that polygon feature. -5. Save edits. -6. Delete the "gridcode" attribute once you are done. -7. Save edits. +Repeat steps 1 - 3 for bull kelp by using `"gridcode" = 3` and "Nereocystis luetkeana". +1. Review all the polygon species classification and manually change ones that the KoM classifier + misclassified by changing the text in the "species" field for that polygon feature. +2. Save edits. +3. Delete the "gridcode" attribute once you are done. +4. Save edits. ### Export Data From f245f1a9209a779806c77e1ad321f8eaf1030535 Mon Sep 17 00:00:00 2001 From: Taylor Denouden Date: Fri, 17 Feb 2023 14:13:25 -0500 Subject: [PATCH 10/10] Add link to post-processing on beginner guide index page --- docs/beginner_guide/index.md | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/beginner_guide/index.md b/docs/beginner_guide/index.md index e1e960c..5541043 100644 --- a/docs/beginner_guide/index.md +++ b/docs/beginner_guide/index.md @@ -7,6 +7,7 @@ This document outlines step-by-step how to execute the kelp-o-matic tool for tho 1. [Set-up and Installation](./setup.md) 2. [Running the Segmentation tool](./execution.md) +3. [Post-Processing Results](./post_processing.md) ----

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