From 3f2bae0e998a394c6298970c5b9ce478e61e7c03 Mon Sep 17 00:00:00 2001 From: Ashish Dhiman Date: Sat, 23 Sep 2023 11:18:04 +0200 Subject: [PATCH] Notebooks to access data for LC-CMS and Map Making use cases (#38) * LC-CMS Use case data access notebook * Map making data access and LCMS fixes * fix class values --------- Co-authored-by: dhiman --- GEM-data/figs/lccms_pipeline.png | Bin 0 -> 269078 bytes GEM-data/figs/lcms_display.png | Bin 0 -> 41878 bytes GEM-data/gem-lc-cms-usecase.ipynb | 520 ++++++++++++++++++++++++++ GEM-data/gem-map-making-usecase.ipynb | 415 ++++++++++++++++++++ 4 files changed, 935 insertions(+) create mode 100644 GEM-data/figs/lccms_pipeline.png create mode 100644 GEM-data/figs/lcms_display.png create mode 100644 GEM-data/gem-lc-cms-usecase.ipynb create mode 100644 GEM-data/gem-map-making-usecase.ipynb diff --git a/GEM-data/figs/lccms_pipeline.png b/GEM-data/figs/lccms_pipeline.png new file mode 100644 index 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--git a/GEM-data/gem-lc-cms-usecase.ipynb b/GEM-data/gem-lc-cms-usecase.ipynb new file mode 100644 index 0000000..96be70a --- /dev/null +++ b/GEM-data/gem-lc-cms-usecase.ipynb @@ -0,0 +1,520 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Land Cover Continuous Monitoring Service (LC-CMS) - Data Access\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This notebook contains information about accessing the data for LC-CMS use case.\n", + "\n", + "The tutorial focusses on the accessing and visualizing the prediction results derived from the LC-CMS use case.\n", + "The results are also available on the Map Viewer which can be accessed using this **[link](https://www.globalearthmonitor.eu/sites/default/files/LC_CMS/index.html)**.\n", + "\n", + "The predictions are stored in _[BYOC SentinelHub layers](https://docs.sentinel-hub.com/api/latest/data/byoc/)_. \n", + "Here are the details of the layers and bands to access the data:\n", + "\n", + "| **Layer** | **Region** | **Resolution** | **SH Collection Id** | **Raster Band** |\n", + "| ----------------------- | ---------- | -------------- | ------------------------------------ | --------------- |\n", + "| LC-CMS Predictions | France AOI | 120m | 59b4de97-ad51-47b0-80f6-c6c47fae1ca7 | B1 |\n", + "| LC-CMS Predictions | France AOI | 60m | 84f1e9db-4abe-4ddf-8d00-17b2783531c4 | B1 |\n", + "| LC-CMS Predictions | France AOI | 20m | 5c21b111-07d2-43a3-95ad-46381c6e199a | B1 |\n", + "| LC-CMS Predictions 2019 | Africa AOI | 120m | d90fec4d-b21b-4780-b0c5-20dc2d1017d4 | Y2019 |\n", + "| LC-CMS Predictions 2020 | Africa AOI | 120m | d90fec4d-b21b-4780-b0c5-20dc2d1017d4 | Y2020 |\n", + "| LC-CMS Predictions 2021 | Africa AOI | 120m | d90fec4d-b21b-4780-b0c5-20dc2d1017d4 | Y2021 |\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/envs/gem_data_notebooks/lib/python3.9/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from eolearn.core import FeatureType\n", + "from eolearn.io import SentinelHubInputTask\n", + "from sentinelhub import CRS, Band, BBox, DataCollection, Unit" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Predicitons over pilot Africa AOI\n", + "Following code snippets show how to access and visualize the predictions generated using LC-CMS pipeline.
\n", + "
\n", + "The predictions were generated using following input data and modelling technique :
\n", + "\n", + "**Input Data**\n", + "- Sentinel-2 L2A : Bands B1 to B12\n", + "- 120m with bilinear resampling​\n", + "- Sub-regions (AOIs) with different biomes and geographies \n", + "- Yearly data aggregated every two months\n", + "- Predictions generated yearly\n", + "\n", + "**Model**\n", + "- Pixel Based Classification using Random Forest Classifier\n", + "- 9 Classes\n", + "\n", + "Additionaly, LC-Classes are represented by following values in the prediction array: \n", + "\n", + "| **Land Cover Class** | **Value** |\n", + "| -------------------- | --------- |\n", + "| Forest | 1 |\n", + "| Grass | 3 |\n", + "| Farmland | 4 |\n", + "| Bare Soil | 6 |\n", + "| Sand | 7 |\n", + "| Built-Up | 8 |\n", + "| Permanent Water | 9 |\n", + "| Intermittent Water | 10 |\n", + "| Eternal Snow | 11 |\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# The data for three years are stored as separate bands with following band names\n", + "band_names = [\"Y2019\", \"Y2020\", \"Y2021\"]\n", + "\n", + "lcms_preds_byoc = DataCollection.define_byoc(\n", + " \"d90fec4d-b21b-4780-b0c5-20dc2d1017d4\",\n", + " service_url=\"https://services.sentinel-hub.com\",\n", + " bands=[Band(name=name, units=(Unit.DN,), output_types=(np.float32,)) for name in band_names],\n", + " metabands=[Band(name=\"dataMask\", units=(Unit.DN,), output_types=(bool,))],\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Create a task that will download the data from the BYOC service\n", + "predictions_download_task = SentinelHubInputTask(\n", + " bands_feature=(FeatureType.DATA, \"lcms_pred\"),\n", + " data_collection=lcms_preds_byoc,\n", + " bands=band_names,\n", + " resolution=120,\n", + " max_threads=3,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/envs/gem_data_notebooks/lib/python3.9/site-packages/eolearn/io/sentinelhub_process.py:558: TemporalDimensionWarning: Adding temporal feature (, 'lcms_pred') to EOPatch without a temporal definition (no timestamps).\n", + " eopatch[bands_feature] = np.concatenate(processed_bands, axis=-1)\n" + ] + } + ], + "source": [ + "nigeria_bbox = BBox((643000.0, 1105000.0, 715000.0, 1175000.0), CRS.UTM_31N)\n", + "eopatch = predictions_download_task.execute(bbox=nigeria_bbox) #, time_interval=[\"2019-01-01\", \"2023-01-01\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Visualizing LC-Classes\n", + "For visualization, LC classes are represented using different colors on the map shown here:\n", + "\n", + "" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# This function will be used to visualize the data as RGB image, The Color mapping is shown above.\n", + "def transform_to_rgb(preds):\n", + " \"\"\"\n", + " Function to transform the predictions to RGB for visualization\n", + " \"\"\"\n", + " ids_to_rgb = {0: [0, 0, 0], 1: [23, 91, 55], 3: [178, 223, 186], 4: [72, 234, 37], 6: [243, 245, 234], 7: [254, 247, 180], 8: [245, 42, 5], 9: [50, 74, 221], 10: [140, 203, 255], 11: [111, 124, 128]}\n", + " resulr_arr = np.zeros((preds.shape[0], preds.shape[1], 3), dtype=np.uint8)\n", + " for id, mapping in ids_to_rgb.items():\n", + " resulr_arr[np.where(preds == id)] = np.array(mapping)\n", + " return resulr_arr" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.9, 'LCMS Predictions for Kainji Lake, Nigeria in the pilot AOI Africa')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "

" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Generate a plot for each year \n", + "# we visualize the predictions using transform_to_rgb function\n", + "preds_data = eopatch.data[\"lcms_pred\"].astype(int).squeeze(axis=0)\n", + "y2019_preds = preds_data[:, :, 0]\n", + "y2020_preds = preds_data[:, :, 1]\n", + "y2021_preds = preds_data[:, :, 2]\n", + "\n", + "fig, axes = plt.subplots(1, 3, figsize=(30, 10))\n", + "ax1, ax2, ax3 = axes\n", + "ax1.set_title(\"For year 2019\", fontweight=\"bold\")\n", + "ax1.imshow(transform_to_rgb(y2019_preds),interpolation=\"nearest\")\n", + "ax2.set_title(\"For year 2020\", fontweight=\"bold\")\n", + "ax2.imshow(transform_to_rgb(y2020_preds),interpolation=\"nearest\")\n", + "ax3.set_title(\"For year 2021\", fontweight=\"bold\")\n", + "ax3.imshow(transform_to_rgb(y2021_preds),interpolation=\"nearest\")\n", + "plt.suptitle(\"LCMS Predictions for Kainji Lake, Nigeria in the pilot AOI Africa\", y=0.9, fontweight=\"bold\", fontsize=15)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Detecting Change b/w generated predictions\n", + "In the following code snippets, how we can visualize the changed pixels over the years.
\n", + "We used this technique to identify the regions which changed at lower resolutions. And together with **drill down mechanism** we identify changed regions using clustering techniques, and then only process limited regions at higher resolutions to reduce costs significantly." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# Similarly, we can visualize the data mask\n", + "def get_pred_diff(preds_from, preds_to):\n", + " \"\"\"\n", + " This function generates the diff between the the LC-CMS predictions taken over two different time periods.\n", + " \"\"\"\n", + " return np.where(preds_from != preds_to, preds_to, 0)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.9, 'LCMS Predictions Delta (2-year change) for the Kainji Lake, Nigeria from 2019 to 2021 with various combinations')" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "preds_data = eopatch.data[\"lcms_pred\"].astype(int).squeeze(axis=0)\n", + "y2019_preds = preds_data[:, :, 0]\n", + "y2020_preds = preds_data[:, :, 1]\n", + "y2021_preds = preds_data[:, :, 2]\n", + "\n", + "diff_2019_2020 = get_pred_diff(y2019_preds, y2020_preds)\n", + "diff_2020_2021 = get_pred_diff(y2020_preds, y2021_preds)\n", + "diff_2019_2021 = get_pred_diff(y2019_preds, y2021_preds)\n", + "\n", + "# finally, we visualize the predictions using transform_to_rgb function\n", + "fig, axes = plt.subplots(1, 3, figsize=(30, 10))\n", + "ax1, ax2, ax3 = axes\n", + "ax1.set_title(\"Between 2019 to 2020\", fontweight=\"bold\")\n", + "ax1.imshow(transform_to_rgb(diff_2019_2020),interpolation=\"nearest\")\n", + "ax2.set_title(\"Between 2020 to 2021\", fontweight=\"bold\")\n", + "ax2.imshow(transform_to_rgb(diff_2020_2021),interpolation=\"nearest\")\n", + "ax3.set_title(\"Between 2019 to 2021\", fontweight=\"bold\")\n", + "ax3.imshow(transform_to_rgb(diff_2019_2021),interpolation=\"nearest\")\n", + "# plt.suptitle('LC-CMS Predictions for Nigeration in the pilot AOI Africa for years 2019, 2020, 2021')\n", + "plt.suptitle(\"LCMS Predictions Delta (1 and 2-year change) for the Kainji Lake, Nigeria from 2019 to 2021 with various combinations\", y=0.9, fontweight=\"bold\", fontsize=15)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Interpreting Change Detection\n", + "The above image shows one of the techniques which can be used to identity change over a period of time.
\n", + "Here we take a diff or delta between predictions of previous year and next year.
\n", + "All the colors represent the final class which the class changed to, and black represents no change at all." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Predictions over experiment AOI of France\n", + "In the following code snippets, we will see how we can access the data for the France AOI.
\n", + "France AOI was primariliy used for experimentation and model tuning.
\n", + "\n", + "The final predictions that we will see were generated using following input data and modelling technique :
\n", + "**Input Data**\n", + "- Sentinel-2 L2A : Bands B1 to B12\n", + "- 120m with bilinear resampling​\n", + "- Sub-regions (AOIs) with different biomes and geographies \n", + "- Yearly data aggregated every two months\n", + "- Predictions generated yearly\n", + "\n", + "**Model**\n", + "- Pixel Based Classification using Random Forest Classifier\n", + "- 9 Classes\n", + "\n", + "**We fetch the data first for all three resolutions i.e. 120m, 60m and 20m.**" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# Create a bounding box where to request the data\n", + "paris_bbox = BBox((422500.0, 5420900.0, 439100.0, 5432400.0), CRS.UTM_31N)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/envs/gem_data_notebooks/lib/python3.9/site-packages/eolearn/io/sentinelhub_process.py:558: TemporalDimensionWarning: Adding temporal feature (, 'lcms_pred') to EOPatch without a temporal definition (no timestamps).\n", + " eopatch[bands_feature] = np.concatenate(processed_bands, axis=-1)\n" + ] + } + ], + "source": [ + "# Download for 120m resolution\n", + "# The data for three years are stored as separate bands with following band names\n", + "resolution = 120\n", + "band_names = [\"B1\"]\n", + "collection_id = \"59b4de97-ad51-47b0-80f6-c6c47fae1ca7\"\n", + "lcms_preds_byoc = DataCollection.define_byoc(\n", + " collection_id,\n", + " service_url=\"https://services.sentinel-hub.com\",\n", + " bands=[Band(name=name, units=(Unit.DN,), output_types=(np.float32,)) for name in band_names],\n", + " metabands=[Band(name=\"dataMask\", units=(Unit.DN,), output_types=(bool,))],\n", + ")\n", + "\n", + "# Create a task that will download the data from the BYOC service\n", + "predictions_download_task = SentinelHubInputTask(\n", + " bands_feature=(FeatureType.DATA, \"lcms_pred\"),\n", + " data_collection=lcms_preds_byoc,\n", + " bands=band_names,\n", + " resolution=resolution,\n", + " max_threads=3,\n", + ")\n", + "\n", + "eopatch_paris = predictions_download_task.execute(bbox=paris_bbox) #, time_interval=[\"2019-01-01\", \"2023-01-01\"]\n", + "paris_120m = eopatch_paris.data[\"lcms_pred\"].astype(int).squeeze(axis=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/envs/gem_data_notebooks/lib/python3.9/site-packages/eolearn/io/sentinelhub_process.py:558: TemporalDimensionWarning: Adding temporal feature (, 'lcms_pred') to EOPatch without a temporal definition (no timestamps).\n", + " eopatch[bands_feature] = np.concatenate(processed_bands, axis=-1)\n" + ] + } + ], + "source": [ + "# Download for 60m resolution\n", + "resolution = 60\n", + "band_names = [\"B1\"]\n", + "collection_id = \"5c21b111-07d2-43a3-95ad-46381c6e199a\"\n", + "lcms_preds_byoc = DataCollection.define_byoc(\n", + " collection_id,\n", + " service_url=\"https://services.sentinel-hub.com\",\n", + " bands=[Band(name=name, units=(Unit.DN,), output_types=(np.float32,)) for name in band_names],\n", + " metabands=[Band(name=\"dataMask\", units=(Unit.DN,), output_types=(bool,))],\n", + ")\n", + "\n", + "# Create a task that will download the data from the BYOC service\n", + "predictions_download_task = SentinelHubInputTask(\n", + " bands_feature=(FeatureType.DATA, \"lcms_pred\"),\n", + " data_collection=lcms_preds_byoc,\n", + " bands=band_names,\n", + " resolution=resolution,\n", + " max_threads=3,\n", + ")\n", + "\n", + "eopatch_paris = predictions_download_task.execute(bbox=paris_bbox) #, time_interval=[\"2019-01-01\", \"2023-01-01\"]\n", + "paris_60m = eopatch_paris.data[\"lcms_pred\"].astype(int).squeeze(axis=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/envs/gem_data_notebooks/lib/python3.9/site-packages/eolearn/io/sentinelhub_process.py:558: TemporalDimensionWarning: Adding temporal feature (, 'lcms_pred') to EOPatch without a temporal definition (no timestamps).\n", + " eopatch[bands_feature] = np.concatenate(processed_bands, axis=-1)\n" + ] + } + ], + "source": [ + "# Download for 20m resolution\n", + "resolution = 20\n", + "band_names = [\"B1\"]\n", + "collection_id = \"5c21b111-07d2-43a3-95ad-46381c6e199a\"\n", + "lcms_preds_byoc = DataCollection.define_byoc(\n", + " collection_id,\n", + " service_url=\"https://services.sentinel-hub.com\",\n", + " bands=[Band(name=name, units=(Unit.DN,), output_types=(np.float32,)) for name in band_names],\n", + " metabands=[Band(name=\"dataMask\", units=(Unit.DN,), output_types=(bool,))],\n", + ")\n", + "\n", + "# Create a task that will download the data from the BYOC service\n", + "predictions_download_task = SentinelHubInputTask(\n", + " bands_feature=(FeatureType.DATA, \"lcms_pred\"),\n", + " data_collection=lcms_preds_byoc,\n", + " bands=band_names,\n", + " resolution=resolution,\n", + " max_threads=3,\n", + ")\n", + "\n", + "eopatch_paris = predictions_download_task.execute(bbox=paris_bbox) #, time_interval=[\"2019-01-01\", \"2023-01-01\"]\n", + "paris_20m = eopatch_paris.data[\"lcms_pred\"].astype(int).squeeze(axis=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualize predictions in France\n", + "Finally, here we visualize all the data together to see differences in resolutions and prediction quality." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.8, 'LCMS Predictions for Paris region in France AOI for different resolutions')" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# finally, we visualize the predictions using transform_to_rgb function\n", + "fig, axes = plt.subplots(1, 3, figsize=(30, 10))\n", + "ax1, ax2, ax3 = axes\n", + "ax1.set_title(\"120m resolution\", fontweight=\"bold\")\n", + "ax1.imshow(transform_to_rgb(paris_120m.squeeze(-1)),interpolation=\"nearest\")\n", + "ax2.set_title(\"60m resolution\", fontweight=\"bold\")\n", + "ax2.imshow(transform_to_rgb(paris_60m.squeeze(-1)),interpolation=\"nearest\")\n", + "ax3.set_title(\"20m resolution\", fontweight=\"bold\")\n", + "ax3.imshow(transform_to_rgb(paris_20m.squeeze(-1)),interpolation=\"nearest\")\n", + "plt.suptitle(\"LCMS Predictions for Paris region in France AOI for different resolutions\", y=0.8, fontweight=\"bold\", fontsize=15)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "gem_data_notebooks", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.18" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/GEM-data/gem-map-making-usecase.ipynb b/GEM-data/gem-map-making-usecase.ipynb new file mode 100644 index 0000000..2043977 --- /dev/null +++ b/GEM-data/gem-map-making-usecase.ipynb @@ -0,0 +1,415 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Map Making use case - Data Access\n", + "\n", + "\n", + "The tutorial focusses on the accessing and visualizing the prediction results derived from the **Map Making** use case.
\n", + "The results are also available on the Map Viewer which can be accessed using this **[link](https://www.globalearthmonitor.eu/sites/default/files/water/index.html)**.\n", + "\n", + "The predictions are stored in _[BYOC SentinelHub layers](https://docs.sentinel-hub.com/api/latest/data/byoc/)_. \n", + "Here are the details of the layers and bands to access the data:\n", + "\n", + "| **Layer** | **Region** | **Resolution** | **SH Collection Id** | **Raster Band** |\n", + "| ---------------------------------- | ------------------------------- | -------------- | ------------------------------------ | --------------- |\n", + "| Water Demo AOIs Prediction 2019 | All AOIs mentioned in table 2.4 | 10m | f234133c-d198-4569-a14f-612d692f2030 | PRED |\n", + "| Probabilities for PW 2019 | Chile AOI | 10m | 6da384a4-1ea1-40a6-b855-0b4ad954671f | PW |\n", + "| Probabilities for IW 2019 | Chile AOI | 10m | 6da384a4-1ea1-40a6-b855-0b4ad954671f | IW |\n", + "| Water CNN Gap Filling Predictions | Myanmar AOI | 10m | b31d5c95-ddb6-440f-b732-5827f5f64fb7 | PRED |\n", + "| Water Experiments Predictions 2020 | Myanmar AOI | 10m | 742682e8-ab52-46b6-bfa8-6fc068cb60cf | PRED |" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# imports\n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from eolearn.core import FeatureType\n", + "from eolearn.io import SentinelHubInputTask\n", + "from sentinelhub import CRS, Band, BBox, DataCollection, Unit\n", + "import matplotlib" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Pilot region results\n", + "**Input Data**\n", + "- Sentinel-2 L2A : Bands B1 to B12\n", + "- Yearly data , aggregated every two months\n", + "- Generate predictions yearly\n", + "- Predictions at 10m resolution\n", + "\n", + "**Model**\n", + "- Pixel Based LGBMClassifier : GBDT\n", + "- 3 Classes\n", + "\n", + "Below table shows the value of water classes in Predictions and which colors are used to display them:\n", + "\n", + "| **Class** | **Value** | **Visualization Color** |\n", + "| ------------------ | --------- | ----------------------- |\n", + "| Permanent Water | 1 | Dark Blue |\n", + "| Intermittent Water | 2 | Sky Blue |\n", + "| Rest | 3 | White |\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# The data is stored in the band named 'PRED'\n", + "# Create a byoc collection to access the data\n", + "bands = [\"PRED\"]\n", + "\n", + "byoc_collection = DataCollection.define_byoc(\n", + " \"f234133c-d198-4569-a14f-612d692f2030\",\n", + " service_url=\"https://services.sentinel-hub.com\",\n", + " bands=[Band(name=name, units=(Unit.DN,), output_types=(np.float32,)) for name in bands],\n", + " metabands=[Band(name=\"dataMask\", units=(Unit.DN,), output_types=(bool,))],\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# Create a task that will download the data from the BYOC service\n", + "predictions_download_task = SentinelHubInputTask(\n", + " bands_feature=(FeatureType.DATA, \"pred\"),\n", + " data_collection=byoc_collection,\n", + " bands=bands,\n", + " resolution=10,\n", + " max_threads=3,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/envs/gem_data_notebooks/lib/python3.9/site-packages/eolearn/io/sentinelhub_process.py:558: TemporalDimensionWarning: Adding temporal feature (, 'pred') to EOPatch without a temporal definition (no timestamps).\n", + " eopatch[bands_feature] = np.concatenate(processed_bands, axis=-1)\n" + ] + } + ], + "source": [ + "# we choose a bounding box that covers a small area in Uruguay\n", + "uruguay_bbox = BBox((452100.0, 6328700.0, 474000.0, 6350700.0), CRS.UTM_21S)\n", + "eopatch = predictions_download_task.execute(bbox=uruguay_bbox) #, time_interval=[\"2019-01-01\", \"2023-01-01\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# This function will be used to visualize the data as RGB image, The Color mapping is shown above.\n", + "def transform_to_rgb(preds):\n", + " \"\"\"\n", + " Function to transform the predictions to RGB for visualization\n", + " \"\"\"\n", + " ids_to_rgb = {0: [255, 255, 255], 1: [50, 74, 221], 2: [140, 203, 255], 3: [255, 255, 255]}\n", + " resulr_arr = np.zeros((preds.shape[0], preds.shape[1], 3), dtype=np.uint8)\n", + " for id, mapping in ids_to_rgb.items():\n", + " resulr_arr[np.where(preds == id)] = np.array(mapping)\n", + " return resulr_arr" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Generate a plot for each year \n", + "# we visualize the predictions using transform_to_rgb function\n", + "preds_data = eopatch.data[\"pred\"].astype(int).squeeze()\n", + "\n", + "fig, ax1 = plt.subplots(figsize=(10, 10))\n", + "ax1.set_title(\"Water Predictions for a lake in Uruguay AOI for year 2019\", fontweight=\"bold\")\n", + "ax1.imshow(transform_to_rgb(preds_data),interpolation=\"nearest\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Probabilities for the prediciton\n", + "Following code snippet shows how to visulize the prediction probabilities of individual classes using a LCGM classifier model" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/envs/gem_data_notebooks/lib/python3.9/site-packages/eolearn/io/sentinelhub_process.py:558: TemporalDimensionWarning: Adding temporal feature (, 'pred') to EOPatch without a temporal definition (no timestamps).\n", + " eopatch[bands_feature] = np.concatenate(processed_bands, axis=-1)\n" + ] + } + ], + "source": [ + "# Probabilities are stored in a separate collection with bands named 'PW' and 'IW' \n", + "bands = [\"PW\", \"IW\"]\n", + "pred_collection_id = '6da384a4-1ea1-40a6-b855-0b4ad954671f'\n", + "\n", + "byoc_collection = DataCollection.define_byoc(\n", + " pred_collection_id,\n", + " service_url=\"https://services.sentinel-hub.com\",\n", + " bands=[Band(name=name, units=(Unit.DN,), output_types=(np.float32,)) for name in bands],\n", + " metabands=[Band(name=\"dataMask\", units=(Unit.DN,), output_types=(bool,))],\n", + ")\n", + "\n", + "# Create a task that will download the data from the BYOC service\n", + "proba_download_task = SentinelHubInputTask(\n", + " bands_feature=(FeatureType.DATA, \"pred\"),\n", + " data_collection=byoc_collection,\n", + " bands=bands,\n", + " resolution=10,\n", + " max_threads=3,\n", + ")\n", + "\n", + "eopatch_prob = proba_download_task.execute(bbox=uruguay_bbox)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "# Visualize the probabilities for each class\n", + "proba_data = eopatch_prob.data[\"pred\"].squeeze()\n", + "\n", + "fig, axes = plt.subplots(1, 2, figsize=(14, 7))\n", + "ax1, ax2 = axes\n", + "# get colormap for reds\n", + "reds_cmap = matplotlib.cm.get_cmap('Reds')\n", + "ax1.imshow(proba_data[:, :, 0],interpolation=\"nearest\", cmap=reds_cmap)\n", + "ax1.set_title(\"Permanent Water probabilities\", fontweight=\"bold\")\n", + "ax2.imshow(proba_data[:, :, 1],interpolation=\"nearest\", cmap=reds_cmap)\n", + "ax2.set_title(\"Intermittent Water probabilities\", fontweight=\"bold\")\n", + "plt.suptitle(\"Water Predictions for a lake in Urugway AOI\", y=0.95, fontweight=\"bold\", fontsize=15)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Myanmar AOI experiments\n", + "We also performed various experiments in Maynmar for fine tuning and evaluating the Classifier performance.
\n", + "Following code snippets show how can we access and visualize the data.\n", + "\n", + "### Gap Filling Model\n", + "In addition to Tuning the model, we also experimented with a Gap Filling model, which can be used to fill gaps after classification using a CNN Image Segmentation model.
" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# myanmar bbox object\n", + "myanmar_bbox = BBox((530500.0, 2302200.0, 533700.0, 2305400.0), CRS.UTM_46N)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/envs/gem_data_notebooks/lib/python3.9/site-packages/eolearn/io/sentinelhub_process.py:558: TemporalDimensionWarning: Adding temporal feature (, 'pred') to EOPatch without a temporal definition (no timestamps).\n", + " eopatch[bands_feature] = np.concatenate(processed_bands, axis=-1)\n" + ] + } + ], + "source": [ + "# The data for three years are stored as separate bands with following band names\n", + "bands = [\"PRED\"]\n", + "\n", + "pred_collection_id = 'b31d5c95-ddb6-440f-b732-5827f5f64fb7'\n", + "byoc_collection = DataCollection.define_byoc(\n", + " pred_collection_id,\n", + " service_url=\"https://services.sentinel-hub.com\",\n", + " bands=[Band(name=name, units=(Unit.DN,), output_types=(np.float32,)) for name in bands],\n", + " metabands=[Band(name=\"dataMask\", units=(Unit.DN,), output_types=(bool,))],\n", + ")\n", + "\n", + "# Create a task that will download the data from the BYOC service\n", + "pred_download_task = SentinelHubInputTask(\n", + " bands_feature=(FeatureType.DATA, \"pred\"),\n", + " data_collection=byoc_collection,\n", + " bands=bands,\n", + " resolution=10,\n", + " max_threads=3,\n", + ")\n", + "\n", + "cnn_pred = pred_download_task.execute(bbox=myanmar_bbox).data[\"pred\"].astype(int).squeeze()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/envs/gem_data_notebooks/lib/python3.9/site-packages/eolearn/io/sentinelhub_process.py:558: TemporalDimensionWarning: Adding temporal feature (, 'pred') to EOPatch without a temporal definition (no timestamps).\n", + " eopatch[bands_feature] = np.concatenate(processed_bands, axis=-1)\n" + ] + } + ], + "source": [ + "bands = [\"PRED\"]\n", + "pred_collection_id = '742682e8-ab52-46b6-bfa8-6fc068cb60cf'\n", + "byoc_collection = DataCollection.define_byoc(\n", + " pred_collection_id,\n", + " service_url=\"https://services.sentinel-hub.com\",\n", + " bands=[Band(name=name, units=(Unit.DN,), output_types=(np.float32,)) for name in bands],\n", + " metabands=[Band(name=\"dataMask\", units=(Unit.DN,), output_types=(bool,))],\n", + ")\n", + "\n", + "# Create a task that will download the data from the BYOC service\n", + "pred_download_task = SentinelHubInputTask(\n", + " bands_feature=(FeatureType.DATA, \"pred\"),\n", + " data_collection=byoc_collection,\n", + " bands=bands,\n", + " resolution=10,\n", + " max_threads=3,\n", + ")\n", + "\n", + "lgbm_pred = pred_download_task.execute(bbox=myanmar_bbox).data[\"pred\"].astype(int).squeeze()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visulize side by side\n", + "We visulize the output of LGBM classifier and the Gap Filling model applied on the same region." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.95, 'Water Predictions for a lake in Myanmar AOI')" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Generate a plot for each year \n", + "# we visualize the predictions using transform_to_rgb function\n", + "preds_data = eopatch.data[\"pred\"].astype(int).squeeze()\n", + "\n", + "fig, axes = plt.subplots(1, 2, figsize=(14, 7))\n", + "ax1, ax2= axes\n", + "ax1.set_title(\"With LGBM\", fontweight=\"bold\")\n", + "ax1.imshow(transform_to_rgb(lgbm_pred),interpolation=\"nearest\")\n", + "ax2.set_title(\"With CNN Gap Filling model\", fontweight=\"bold\")\n", + "ax2.imshow(transform_to_rgb(cnn_pred),interpolation=\"nearest\")\n", + "plt.suptitle(\"Water Predictions for a lake in Myanmar AOI\", y=0.95, fontweight=\"bold\", fontsize=15)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "gem_data_notebooks", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.18" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +}