diff --git a/datasets/sentinel-2-l2a/baseline-change.ipynb b/datasets/sentinel-2-l2a/baseline-change.ipynb index 8de001d..f73293e 100755 --- a/datasets/sentinel-2-l2a/baseline-change.ipynb +++ b/datasets/sentinel-2-l2a/baseline-change.ipynb @@ -15,7 +15,7 @@ "\n", "> This evolution allows avoiding the loss of information due to clamping of negative values in the predefined range `[1-32767]` occurring over dark surfaces.\n", "\n", - "The presence of this offset in newer data makes it inappropraite to (naively) compare data from before and after the baseline change. Trying to apply a machine learning model trained on the old baseline to (unadjusted) imagery from the new baseline will yield incorrect results. And trying to train a machine learning model on old and (unadjusted) new data will likely result in much worse performance.\n", + "The presence of this offset in newer data makes it inappropriate to (naively) compare data from before and after the baseline change. Trying to apply a machine learning model trained on the old baseline to (unadjusted) imagery from the new baseline will yield incorrect results. And trying to train a machine learning model on old and (unadjusted) new data will likely result in much worse performance.\n", "\n", "This notebook demonstrates how the change affects the Sentinel-2 L2A data hosted on the Planetary Computer and how to harmonize the new data to be comparable to the old data." ] @@ -42,7 +42,7 @@ "id": "e4b0be43-3b54-4188-b2e6-6097838eade4", "metadata": {}, "source": [ - "The `harmonize_to_old` function harmonizes new (post January 25th, 2022) Sentinel 2 data to be compoarable to older data. It expects an xarray DataArray similar to those returned by `stackstac`." + "The `harmonize_to_old` function harmonizes new (post January 25th, 2022) Sentinel 2 data to be comparable to older data. It expects an xarray DataArray similar to those returned by `stackstac`." ] }, { @@ -699,7 +699,7 @@ "id": "ef0f882f-99e3-422a-8973-78d2ec999486", "metadata": {}, "source": [ - "If we plot the red, green, and blue bands of the two datetimes, we'll see that the \"old\" data looks relatively dark compared tot he \"new\" data." + "If we plot the red, green, and blue bands of the two datetimes, we'll see that the \"old\" data looks relatively dark compared to the \"new\" data." ] }, {