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Posts by Leander Campbell

Agriculture Canada's 2025 Annual Crop Inventory (ACI) confidence raster of New Brunswick. Ranging from 0 (black) to 100 (white), the ACI confidence raster tries to show regional variations on the confidence levels (higher the better) of the end classification throughout the province.

Agriculture Canada's 2025 Annual Crop Inventory (ACI) confidence raster of New Brunswick. Ranging from 0 (black) to 100 (white), the ACI confidence raster tries to show regional variations on the confidence levels (higher the better) of the end classification throughout the province.

Agriculture Canada's 2025 Annual Crop Inventory (ACI) confidence raster of Nova Scotia. Ranging from 0 (black) to 100 (white), the ACI confidence raster tries to show regional variations on the confidence levels (higher the better) of the end classification throughout the province.

Agriculture Canada's 2025 Annual Crop Inventory (ACI) confidence raster of Nova Scotia. Ranging from 0 (black) to 100 (white), the ACI confidence raster tries to show regional variations on the confidence levels (higher the better) of the end classification throughout the province.

Agriculture Canada's 2025 Annual Crop Inventory (ACI) confidence raster of Prince Edward Island. Ranging from 0 (black) to 100 (white), the ACI confidence raster tries to show regional variations on the confidence levels (higher the better) of the end classification throughout the province.

Agriculture Canada's 2025 Annual Crop Inventory (ACI) confidence raster of Prince Edward Island. Ranging from 0 (black) to 100 (white), the ACI confidence raster tries to show regional variations on the confidence levels (higher the better) of the end classification throughout the province.

Agriculture Canada's 2025 Annual Crop Inventory (ACI) confidence raster of Newfoundland. Ranging from 0 (black) to 100 (white), the ACI confidence raster tries to show regional variations on the confidence levels (higher the better) of the end classification throughout the province.

Agriculture Canada's 2025 Annual Crop Inventory (ACI) confidence raster of Newfoundland. Ranging from 0 (black) to 100 (white), the ACI confidence raster tries to show regional variations on the confidence levels (higher the better) of the end classification throughout the province.

New this year we are including confidence rasters. These maps are based on our processing regions and show confidence levels (0-100) per class in those areas.
We hope this extra detail will be of value.
#cropmap25 #CdnAg #RemoteSensing

4 weeks ago 0 0 0 0
Agriculture Canada's 2025 Annual Crop Inventory (ACI) of New Brunswick overlaid on top of a Google Earth satellite image background. The ACI classifies individual crop types and surrounding land covers throughout the province.

Agriculture Canada's 2025 Annual Crop Inventory (ACI) of New Brunswick overlaid on top of a Google Earth satellite image background. The ACI classifies individual crop types and surrounding land covers throughout the province.

Agriculture Canada's 2025 Annual Crop Inventory (ACI) of Nova Scotia overlaid on top of a Google Earth satellite image background. The ACI classifies individual crop types and surrounding land covers throughout the province.

Agriculture Canada's 2025 Annual Crop Inventory (ACI) of Nova Scotia overlaid on top of a Google Earth satellite image background. The ACI classifies individual crop types and surrounding land covers throughout the province.

Agriculture Canada's 2025 Annual Crop Inventory (ACI) of Prince Edward Island overlaid on top of a Google Earth satellite image background. The ACI classifies individual crop types and surrounding land covers throughout the province.

Agriculture Canada's 2025 Annual Crop Inventory (ACI) of Prince Edward Island overlaid on top of a Google Earth satellite image background. The ACI classifies individual crop types and surrounding land covers throughout the province.

Agriculture Canada's 2025 Annual Crop Inventory (ACI) of Newfoundland overlaid on top of a Google Earth satellite image background. The ACI classifies individual crop types and surrounding land covers throughout the province.

Agriculture Canada's 2025 Annual Crop Inventory (ACI) of Newfoundland overlaid on top of a Google Earth satellite image background. The ACI classifies individual crop types and surrounding land covers throughout the province.

UPDATE: The provinces of New Brunswick, Nova Scotia, Prince Edward Island & Newfoundland are done & available to download. #cropmap25 #CdnAg #Landcover #RemoteSensing

open.canada.ca/data/en/data...

4 weeks ago 2 1 1 0
AAFC Annual Crop Inventory pixel level confidence raster for Newfoundland, shown in greyscale

AAFC Annual Crop Inventory pixel level confidence raster for Newfoundland, shown in greyscale

A more detailed look at individual pixel confidence levels

A more detailed look at individual pixel confidence levels

3. Pixel Confidence
New for 2025 we are including a separate raster that will give a pixel-by-pixel confidence level from 0(low/black) to 100(high/white) for each map.

This will be in addition to our regular accuracy assessments.
Below is what the 2025 confidence raster for NL will look like.

2 months ago 0 0 0 0
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Here is 2024 (left) vs 2025 (right) of Newfoundland for comparison

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2. Landcover Classification

Our previous training data was stagnant & over time was losing accuracy

We created a more robust (& ideally accurate) method for this.

Our training data will be based off of a few national landcover maps that we will update annually so we capture landscape changes

2 months ago 0 0 1 0
An overview of BC showing where the AAFC Annual Crop Inventory is expanding to.

An overview of BC showing where the AAFC Annual Crop Inventory is expanding to.

1. Larger Extents

The most obvious change will be that, like agriculture itself, we are expanding.
Here’s a look at last year’s BC map with the red line showing what we’ve added for 2025. All provinces from Quebec westward expanded to some degree.

2 months ago 0 0 1 0

We’ve been working hard behind the scenes to improve the 2025 Crop Inventory map for you, which is partially why we are running late on the distribution of it this year.

Here’s a sneak peak at what changes/improvements to expect.
#cropmap25 #CdnAg

2 months ago 0 0 1 0
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Done!

2 months ago 1 0 0 0

An always interesting channel to watch, but this episode from @techconnectify.bsky.social is in-depth, thought provoking and impassioned.
Worth a view.

2 months ago 0 0 0 0
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Cold days in Ottawa + an old historic building = pretty views of the research farm from my office window. 🌬️❄️🪟

4 months ago 3 0 0 0
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4 months ago 1 0 0 0
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Not often the precip from these Lake Effect snowstorms is not snowflakes. #Goderich #LakeHuron #graupel #onstorm

4 months ago 1 0 1 0

In the 90s Jean Chrétien era, the local MP was a Mennonite who ran as a Liberal.

Lib voters voted for him b/c of the party & PC voters did the same b/c he was often more conservative than them.

He kept getting reelected due to this foot in two worlds strategy.

Carney reminds me of this situation.

4 months ago 1 0 0 0
Annual Crop Inventory - Open Government Portal Understanding the state and trends in agriculture production is essential to combat both short-term and long-term threats to stable and reliable access to food for all, and to ensure a profitable...

🚨We updated the catalog of Crop Inventory maps open.canada.ca/data/en/data...
1. Refined Extents - All maps now compatible
2. Colour Table - RGB values are consistent over time
3. COG files - All files are now Cloud Optimized GeoTIFFs

There are NO CHANGES to the map values themselves.

5 months ago 2 0 0 0
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@ianmendes.bsky.social Tried to watch the start of the 2nd while picking up my kid.

- Rogers Xfinity Stream App
- using Data
- Location West Hunt Club area

Fail 👎🫣

6 months ago 1 0 0 0
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South of Dresden spotted this sunflower field. Why is nobody here taking selfies?!? #cropmap25 #ontag

6 months ago 3 0 0 0
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Truckloads of tomatoes awaiting for me to turn them in to salsa 😁. Near Chatham #cropmap25 #ontag #cdnag

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An old veteran just waiting to be called back in to action 🥰 #MasseyFerguson #MF550

6 months ago 3 0 0 0
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Spotted a nice little field of buckwheat (don’t see that much anymore) & a field of winter canola (increasingly seeing that) near Ridgetown.
#cropmap25 #ontag #cdnag

6 months ago 5 0 0 0
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Tomato harvest partially completed near Muirkirk. #cropmap25 #ontag #cdnag

6 months ago 3 0 0 0
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Just down the road, eye spy winter canola. #cropmap25 #ontag #cdnag

6 months ago 2 0 0 0
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What was winter wheat in June is now clover in the fall. Near a foggy Bryanston #cropmap25 #ontag #cdnag

6 months ago 1 0 0 0
A large field with a large mixture plants.

A large field with a large mixture plants.

Looks like you can get another cut of this sudangrass.

Looks like you can get another cut of this sudangrass.

Soybeans and sunflowers? Together at last!  🫠

Soybeans and sunflowers? Together at last! 🫠

Another mixture this time involving peas.

Another mixture this time involving peas.

Besides your standard crops we are also trying to note some other coverages. #cropmap25 #ontag

6 months ago 1 0 0 0
Tearing down the protective shade cloth over a field of ginseng.

Tearing down the protective shade cloth over a field of ginseng.

Tobacco drying in the field

Tobacco drying in the field

Tobacco leaves yellowing in the fall skies, await harvesting.

Tobacco leaves yellowing in the fall skies, await harvesting.

Sunflowers heavy with seeds

Sunflowers heavy with seeds

Driving around in the fall we are getting to see things we normally don’t.

6 months ago 2 0 1 0
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Back in southern Ontario for a 3-day trip to gather examples of double cropping.

After our trips here in June/July we are revisiting fields that had winter crop varieties & seeing what is there now.

Today we were driving in the Woodstock/Brantford/ Kitchener area. #cropmap25 #ontag #cdnag

6 months ago 3 0 1 0
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8 months ago 0 0 0 0
A map of Canada with dots in certain provinces (BC, Ontario, New Brunswick, Nova Scotia, Prince Edward Island, Newfoundland), plus the Yukon Territory.  These represent observations on agricultural crop types collected by AAFC workers this summer.

In northwestern Ontario, there is some colourful lines that show the route the AAFC team will be traveling this week (each colour represents a day of travel). A large orange arrow points to this area to bring attention to it.

There are red polygons over Quebec and the Prairie provinces (Alberta, Saskatchewan and Manitoba). AAFC personnel typically do not collect data in these areas as we have crop information provided to use by provincial crop insurance agencies.

A map of Canada with dots in certain provinces (BC, Ontario, New Brunswick, Nova Scotia, Prince Edward Island, Newfoundland), plus the Yukon Territory. These represent observations on agricultural crop types collected by AAFC workers this summer. In northwestern Ontario, there is some colourful lines that show the route the AAFC team will be traveling this week (each colour represents a day of travel). A large orange arrow points to this area to bring attention to it. There are red polygons over Quebec and the Prairie provinces (Alberta, Saskatchewan and Manitoba). AAFC personnel typically do not collect data in these areas as we have crop information provided to use by provincial crop insurance agencies.

For the last 2 months, AAFC teams have been collecting observations in Canada to use in #cropmap25.

This week we finish with a trip to northwest Ontario. Our team will visit Thunder Bay, Rainy River, Dryden & all points in between, recording what's growing in this part of #ontag.

8 months ago 2 0 0 0
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Turning the last bit of topsoil. Near Eatonville. #ontag

8 months ago 1 0 0 0
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Look who, like me, decided to take a break from the farm fields and spend the day at the beach…
#SpottedCucumberBeetle

8 months ago 0 0 0 0