From 2f0145b1d79332862e093c6165f9e8e995391e1e Mon Sep 17 00:00:00 2001
From: Pratichhya <39898768+Pratichhya@users.noreply.github.com>
Date: Mon, 30 Mar 2026 11:12:58 +0200
Subject: [PATCH 1/3] updated the failed notebook
---
openeo/NDVI_Timeseries.ipynb | 162 ++++++++++++++++++++---------------
1 file changed, 93 insertions(+), 69 deletions(-)
diff --git a/openeo/NDVI_Timeseries.ipynb b/openeo/NDVI_Timeseries.ipynb
index 5762232..90933e9 100644
--- a/openeo/NDVI_Timeseries.ipynb
+++ b/openeo/NDVI_Timeseries.ipynb
@@ -161,7 +161,7 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
@@ -197,7 +197,7 @@
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 7,
"metadata": {},
"outputs": [
{
@@ -219,15 +219,15 @@
" }\n",
" \n",
" \n",
- " \n",
+ " \n",
" \n",
" "
],
"text/plain": [
- ""
+ ""
]
},
- "execution_count": 21,
+ "execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
@@ -238,25 +238,24 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "0:00:00 Job 'j-24112807a01142b9bf28924a3083984a': send 'start'\n",
- "0:00:13 Job 'j-24112807a01142b9bf28924a3083984a': created (progress 0%)\n",
- "0:00:18 Job 'j-24112807a01142b9bf28924a3083984a': created (progress 0%)\n",
- "0:00:25 Job 'j-24112807a01142b9bf28924a3083984a': created (progress 0%)\n",
- "0:00:33 Job 'j-24112807a01142b9bf28924a3083984a': created (progress 0%)\n",
- "0:00:43 Job 'j-24112807a01142b9bf28924a3083984a': created (progress 0%)\n",
- "0:00:55 Job 'j-24112807a01142b9bf28924a3083984a': running (progress N/A)\n",
- "0:01:11 Job 'j-24112807a01142b9bf28924a3083984a': running (progress N/A)\n",
- "0:01:30 Job 'j-24112807a01142b9bf28924a3083984a': running (progress N/A)\n",
- "0:01:54 Job 'j-24112807a01142b9bf28924a3083984a': running (progress N/A)\n",
- "0:02:24 Job 'j-24112807a01142b9bf28924a3083984a': running (progress N/A)\n",
- "0:03:01 Job 'j-24112807a01142b9bf28924a3083984a': finished (progress 100%)\n"
+ "0:00:00 Job 'j-2603300826444c97b3fdb4e7802f0019': send 'start'\n",
+ "0:00:15 Job 'j-2603300826444c97b3fdb4e7802f0019': created (progress 0%)\n",
+ "0:00:20 Job 'j-2603300826444c97b3fdb4e7802f0019': created (progress 0%)\n",
+ "0:00:26 Job 'j-2603300826444c97b3fdb4e7802f0019': created (progress 0%)\n",
+ "0:00:34 Job 'j-2603300826444c97b3fdb4e7802f0019': created (progress 0%)\n",
+ "0:00:44 Job 'j-2603300826444c97b3fdb4e7802f0019': created (progress 0%)\n",
+ "0:00:57 Job 'j-2603300826444c97b3fdb4e7802f0019': created (progress 0%)\n",
+ "0:01:12 Job 'j-2603300826444c97b3fdb4e7802f0019': running (progress N/A)\n",
+ "0:01:32 Job 'j-2603300826444c97b3fdb4e7802f0019': running (progress N/A)\n",
+ "0:01:56 Job 'j-2603300826444c97b3fdb4e7802f0019': running (progress N/A)\n",
+ "0:02:26 Job 'j-2603300826444c97b3fdb4e7802f0019': finished (progress 100%)\n"
]
}
],
@@ -372,7 +371,7 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
@@ -390,12 +389,12 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
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",
+ "image/png": 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",
"text/plain": [
""
]
@@ -423,7 +422,7 @@
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
@@ -447,7 +446,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
@@ -465,7 +464,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
@@ -488,7 +487,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
@@ -498,27 +497,24 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "0:00:00 Job 'j-241128c858594219beb03b3a98fe9328': send 'start'\n",
- "0:00:13 Job 'j-241128c858594219beb03b3a98fe9328': created (progress 0%)\n",
- "0:00:18 Job 'j-241128c858594219beb03b3a98fe9328': created (progress 0%)\n",
- "0:00:25 Job 'j-241128c858594219beb03b3a98fe9328': created (progress 0%)\n",
- "0:00:33 Job 'j-241128c858594219beb03b3a98fe9328': created (progress 0%)\n",
- "0:00:43 Job 'j-241128c858594219beb03b3a98fe9328': created (progress 0%)\n",
- "0:00:55 Job 'j-241128c858594219beb03b3a98fe9328': created (progress 0%)\n",
- "0:01:11 Job 'j-241128c858594219beb03b3a98fe9328': running (progress N/A)\n",
- "0:01:30 Job 'j-241128c858594219beb03b3a98fe9328': running (progress N/A)\n",
- "0:01:54 Job 'j-241128c858594219beb03b3a98fe9328': running (progress N/A)\n",
- "0:02:24 Job 'j-241128c858594219beb03b3a98fe9328': running (progress N/A)\n",
- "0:03:02 Job 'j-241128c858594219beb03b3a98fe9328': running (progress N/A)\n",
- "0:03:48 Job 'j-241128c858594219beb03b3a98fe9328': running (progress N/A)\n",
- "0:04:47 Job 'j-241128c858594219beb03b3a98fe9328': finished (progress 100%)\n"
+ "0:00:00 Job 'j-2603300830034c52a0795ac4352f9636': send 'start'\n",
+ "0:00:15 Job 'j-2603300830034c52a0795ac4352f9636': created (progress 0%)\n",
+ "0:00:20 Job 'j-2603300830034c52a0795ac4352f9636': created (progress 0%)\n",
+ "0:00:27 Job 'j-2603300830034c52a0795ac4352f9636': created (progress 0%)\n",
+ "0:00:35 Job 'j-2603300830034c52a0795ac4352f9636': created (progress 0%)\n",
+ "0:00:45 Job 'j-2603300830034c52a0795ac4352f9636': created (progress 0%)\n",
+ "0:00:57 Job 'j-2603300830034c52a0795ac4352f9636': created (progress 0%)\n",
+ "0:01:13 Job 'j-2603300830034c52a0795ac4352f9636': running (progress N/A)\n",
+ "0:01:32 Job 'j-2603300830034c52a0795ac4352f9636': running (progress N/A)\n",
+ "0:01:56 Job 'j-2603300830034c52a0795ac4352f9636': running (progress N/A)\n",
+ "0:02:26 Job 'j-2603300830034c52a0795ac4352f9636': finished (progress 100%)\n"
]
}
],
@@ -528,7 +524,7 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 17,
"metadata": {},
"outputs": [
{
@@ -537,7 +533,7 @@
"PosixPath('ndvi-results/timeseries-masked.csv')"
]
},
- "execution_count": 12,
+ "execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
@@ -548,12 +544,12 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
""
]
@@ -585,20 +581,32 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"udf = openeo.UDF(\n",
" \"\"\"\n",
+ "import numpy as np\n",
"from scipy.signal import savgol_filter\n",
"from openeo.udf import XarrayDataCube\n",
"\n",
"def apply_datacube(cube: XarrayDataCube, context: dict) -> XarrayDataCube:\n",
" array = cube.get_array()\n",
+ " \n",
+ " # Interpolate interior NaNs\n",
" filled = array.interpolate_na(dim='t')\n",
- " smoothed_array = savgol_filter(filled.values, 5, 2, axis=0)\n",
- " return DataCube(xarray.DataArray(smoothed_array, dims=array. dims,coords=array.coords))\n",
+ " \n",
+ " # Fill remaining leading/trailing NaNs (edges) with forward/backfill\n",
+ " filled = filled.ffill(dim='t').bfill(dim='t')\n",
+ " \n",
+ " # Replace any remaining infs or NaNs (e.g. all-NaN pixels) with 0\n",
+ " values = filled.values\n",
+ " values = np.where(np.isfinite(values), values, 0.0)\n",
+ " \n",
+ " smoothed = savgol_filter(values, 5, 2, axis=0)\n",
+ " \n",
+ " return XarrayDataCube(xarray.DataArray(smoothed, dims=array.dims, coords=array.coords))\n",
"\"\"\"\n",
")"
]
@@ -612,7 +620,7 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
@@ -629,7 +637,16 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# ndvi_smoothed.execute_batch()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
@@ -638,26 +655,26 @@
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "0:00:00 Job 'j-24112860380f4af7b801b9cecdc95910': send 'start'\n",
- "0:00:14 Job 'j-24112860380f4af7b801b9cecdc95910': created (progress 0%)\n",
- "0:00:19 Job 'j-24112860380f4af7b801b9cecdc95910': created (progress 0%)\n",
- "0:00:26 Job 'j-24112860380f4af7b801b9cecdc95910': created (progress 0%)\n",
- "0:00:34 Job 'j-24112860380f4af7b801b9cecdc95910': created (progress 0%)\n",
- "0:00:44 Job 'j-24112860380f4af7b801b9cecdc95910': created (progress 0%)\n",
- "0:00:56 Job 'j-24112860380f4af7b801b9cecdc95910': created (progress 0%)\n",
- "0:01:15 Job 'j-24112860380f4af7b801b9cecdc95910': running (progress N/A)\n",
- "0:01:34 Job 'j-24112860380f4af7b801b9cecdc95910': running (progress N/A)\n",
- "0:01:58 Job 'j-24112860380f4af7b801b9cecdc95910': running (progress N/A)\n",
- "0:02:30 Job 'j-24112860380f4af7b801b9cecdc95910': running (progress N/A)\n",
- "0:03:07 Job 'j-24112860380f4af7b801b9cecdc95910': running (progress N/A)\n",
- "0:03:54 Job 'j-24112860380f4af7b801b9cecdc95910': finished (progress 100%)\n"
+ "0:00:00 Job 'j-2603300905514b15aa7055e1aac02e38': send 'start'\n",
+ "0:00:15 Job 'j-2603300905514b15aa7055e1aac02e38': created (progress 0%)\n",
+ "0:00:20 Job 'j-2603300905514b15aa7055e1aac02e38': running (progress N/A)\n",
+ "0:00:26 Job 'j-2603300905514b15aa7055e1aac02e38': running (progress N/A)\n",
+ "0:00:34 Job 'j-2603300905514b15aa7055e1aac02e38': running (progress N/A)\n",
+ "0:00:44 Job 'j-2603300905514b15aa7055e1aac02e38': running (progress N/A)\n",
+ "0:00:57 Job 'j-2603300905514b15aa7055e1aac02e38': running (progress N/A)\n",
+ "0:01:12 Job 'j-2603300905514b15aa7055e1aac02e38': running (progress N/A)\n",
+ "0:01:31 Job 'j-2603300905514b15aa7055e1aac02e38': running (progress N/A)\n",
+ "0:01:55 Job 'j-2603300905514b15aa7055e1aac02e38': running (progress N/A)\n",
+ "0:02:25 Job 'j-2603300905514b15aa7055e1aac02e38': running (progress N/A)\n",
+ "0:03:03 Job 'j-2603300905514b15aa7055e1aac02e38': running (progress N/A)\n",
+ "0:03:50 Job 'j-2603300905514b15aa7055e1aac02e38': finished (progress 100%)\n"
]
}
],
@@ -669,7 +686,7 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 24,
"metadata": {},
"outputs": [
{
@@ -678,7 +695,7 @@
"PosixPath('ndvi-results/timeseries-smoothed.csv')"
]
},
- "execution_count": 19,
+ "execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
@@ -689,7 +706,7 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 25,
"metadata": {},
"outputs": [
{
@@ -706,13 +723,20 @@
"source": [
"plot_timeseries(\"ndvi-results/timeseries-smoothed.csv\")"
]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
}
],
"metadata": {
"kernelspec": {
- "display_name": "OpenEO",
+ "display_name": "Python 3",
"language": "python",
- "name": "openeo"
+ "name": "python3"
},
"language_info": {
"codemirror_mode": {
@@ -724,7 +748,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.10.14"
+ "version": "3.13.1"
}
},
"nbformat": 4,
From 441a1604e032251aadb28d3669112c5d49886528 Mon Sep 17 00:00:00 2001
From: Pratichhya <39898768+Pratichhya@users.noreply.github.com>
Date: Mon, 30 Mar 2026 11:22:02 +0200
Subject: [PATCH 2/3] update kernelspec
---
openeo/NDVI_Timeseries.ipynb | 26 +++++++++++---------------
1 file changed, 11 insertions(+), 15 deletions(-)
diff --git a/openeo/NDVI_Timeseries.ipynb b/openeo/NDVI_Timeseries.ipynb
index 90933e9..57abb2c 100644
--- a/openeo/NDVI_Timeseries.ipynb
+++ b/openeo/NDVI_Timeseries.ipynb
@@ -15,7 +15,7 @@
"format:\n",
" html:\n",
" code-fold: false\n",
- "jupyter: python3\n",
+ "jupyter: OpenEO\n",
"---"
]
},
@@ -106,7 +106,7 @@
"source": [
"We want to calculate the NDVI values in a couple of fields in a time window of a couple of months.\n",
"\n",
- "For simplicty, we load the field geometries as an inline GeoJSON feature collection:"
+ "For simplicity, we load the field geometries as an inline GeoJSON feature collection:"
]
},
{
@@ -115,8 +115,7 @@
"metadata": {},
"outputs": [],
"source": [
- "fields = json.loads(\n",
- " \"\"\"{\n",
+ "fields = json.loads(\"\"\"{\n",
" \"type\": \"FeatureCollection\",\n",
" \"features\": [\n",
" {\"type\": \"Feature\", \"properties\": {}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[5.055945487931457, 51.222709834076504], [5.064972484168688, 51.221122565090525], [5.064972484168688, 51.221122565090525], [5.067474954083448, 51.218249806779134], [5.064827929485983, 51.21689628072789], [5.05917785594747, 51.217191909908095], [5.053553857094518, 51.21807492332223], [5.055945487931457, 51.222709834076504]]]}}, \n",
@@ -124,8 +123,7 @@
" {\"type\": \"Feature\", \"properties\": {}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[5.07163184674986, 51.23481147556147], [5.076706025697324, 51.23317590781036], [5.077828303041866, 51.233226237184724], [5.078024733866917, 51.23263978271262], [5.080771081607657, 51.23259097170763], [5.083734842574312, 51.23530464074437], [5.080957826735458, 51.23646091560258], [5.079752631651647, 51.23519531038643], [5.077238400183506, 51.23490534677628], [5.072856439300575, 51.23593546777778], [5.07163184674986, 51.23481147556147]]]}}, \n",
" {\"type\": \"Feature\", \"properties\": {}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[5.083897244679042, 51.23510639883143], [5.081302408741335, 51.232922477780846], [5.082963802194108, 51.233146058575876], [5.084497702305552, 51.232672717580655], [5.085732850338428, 51.2340852086282], [5.083897244679042, 51.23510639883143]]]}}\n",
" ]}\n",
- "\"\"\"\n",
- ")"
+ "\"\"\")"
]
},
{
@@ -417,7 +415,7 @@
"\n",
"There are quite some outliers because we didn't filter out cloudy observations or pixels.\n",
"We can use the \"SCL\" (scene classification) band from the \"SENTINEL2_L2A\" collection to focus on non-cloud pixels.\n",
- "Let's load an \"SENTINEL2_L2A\" data cube again, with the additional \"SCL\" band, and calculate the NDVI like before:"
+ "Let's load a \"SENTINEL2_L2A\" data cube again, with the additional \"SCL\" band, and calculate the NDVI like before:"
]
},
{
@@ -569,7 +567,7 @@
"source": [
"## Timeseries Smoothing\n",
"\n",
- "As final step in this demonstration we will add a openEO user-defined function (UDF) to the processing. \n",
+ "As final step in this demonstration we will add an openEO user-defined function (UDF) to the processing. \n",
"A UDF allows to submit a snippet of, for example, Python code to be executed on the data at the backend side.\n",
"In this case we'll define a UDF to:\n",
"\n",
@@ -585,8 +583,7 @@
"metadata": {},
"outputs": [],
"source": [
- "udf = openeo.UDF(\n",
- " \"\"\"\n",
+ "udf = openeo.UDF(\"\"\"\n",
"import numpy as np\n",
"from scipy.signal import savgol_filter\n",
"from openeo.udf import XarrayDataCube\n",
@@ -607,8 +604,7 @@
" smoothed = savgol_filter(values, 5, 2, axis=0)\n",
" \n",
" return XarrayDataCube(xarray.DataArray(smoothed, dims=array.dims, coords=array.coords))\n",
- "\"\"\"\n",
- ")"
+ "\"\"\")"
]
},
{
@@ -734,9 +730,9 @@
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3",
+ "display_name": "OpenEO",
"language": "python",
- "name": "python3"
+ "name": "openeo"
},
"language_info": {
"codemirror_mode": {
@@ -748,7 +744,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.13.1"
+ "version": "3.11.9"
}
},
"nbformat": 4,
From 0cbf31edda00a1d956df371d30403db8b555f9fa Mon Sep 17 00:00:00 2001
From: Pratichhya <39898768+Pratichhya@users.noreply.github.com>
Date: Mon, 30 Mar 2026 11:53:32 +0200
Subject: [PATCH 3/3] lint recheck
---
openeo/NDVI_Timeseries.ipynb | 278 ++++++-----------------------------
1 file changed, 47 insertions(+), 231 deletions(-)
diff --git a/openeo/NDVI_Timeseries.ipynb b/openeo/NDVI_Timeseries.ipynb
index 57abb2c..630991d 100644
--- a/openeo/NDVI_Timeseries.ipynb
+++ b/openeo/NDVI_Timeseries.ipynb
@@ -43,7 +43,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
@@ -66,7 +66,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 3,
"metadata": {},
"outputs": [
{
@@ -82,7 +82,7 @@
""
]
},
- "execution_count": 2,
+ "execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
@@ -111,7 +111,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
@@ -135,7 +135,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
@@ -159,7 +159,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
@@ -178,7 +178,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
@@ -195,7 +195,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 11,
"metadata": {},
"outputs": [
{
@@ -217,15 +217,15 @@
" }\n",
" \n",
" \n",
- " \n",
+ " \n",
" \n",
" "
],
"text/plain": [
- ""
+ ""
]
},
- "execution_count": 7,
+ "execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
@@ -236,24 +236,24 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "0:00:00 Job 'j-2603300826444c97b3fdb4e7802f0019': send 'start'\n",
- "0:00:15 Job 'j-2603300826444c97b3fdb4e7802f0019': created (progress 0%)\n",
- "0:00:20 Job 'j-2603300826444c97b3fdb4e7802f0019': created (progress 0%)\n",
- "0:00:26 Job 'j-2603300826444c97b3fdb4e7802f0019': created (progress 0%)\n",
- "0:00:34 Job 'j-2603300826444c97b3fdb4e7802f0019': created (progress 0%)\n",
- "0:00:44 Job 'j-2603300826444c97b3fdb4e7802f0019': created (progress 0%)\n",
- "0:00:57 Job 'j-2603300826444c97b3fdb4e7802f0019': created (progress 0%)\n",
- "0:01:12 Job 'j-2603300826444c97b3fdb4e7802f0019': running (progress N/A)\n",
- "0:01:32 Job 'j-2603300826444c97b3fdb4e7802f0019': running (progress N/A)\n",
- "0:01:56 Job 'j-2603300826444c97b3fdb4e7802f0019': running (progress N/A)\n",
- "0:02:26 Job 'j-2603300826444c97b3fdb4e7802f0019': finished (progress 100%)\n"
+ "0:00:00 Job 'j-26033009355448f2ad441c81bed9427f': send 'start'\n",
+ "0:00:17 Job 'j-26033009355448f2ad441c81bed9427f': created (progress 0%)\n",
+ "0:00:22 Job 'j-26033009355448f2ad441c81bed9427f': created (progress 0%)\n",
+ "0:00:28 Job 'j-26033009355448f2ad441c81bed9427f': created (progress 0%)\n",
+ "0:00:36 Job 'j-26033009355448f2ad441c81bed9427f': created (progress 0%)\n",
+ "0:00:46 Job 'j-26033009355448f2ad441c81bed9427f': created (progress 0%)\n",
+ "0:00:59 Job 'j-26033009355448f2ad441c81bed9427f': created (progress 0%)\n",
+ "0:01:14 Job 'j-26033009355448f2ad441c81bed9427f': running (progress N/A)\n",
+ "0:01:34 Job 'j-26033009355448f2ad441c81bed9427f': running (progress N/A)\n",
+ "0:01:58 Job 'j-26033009355448f2ad441c81bed9427f': running (progress N/A)\n",
+ "0:02:28 Job 'j-26033009355448f2ad441c81bed9427f': running (progress N/A)\n"
]
}
],
@@ -270,84 +270,9 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
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- " \n",
- " \n",
- " | \n",
- " feature_index | \n",
- " band_unnamed | \n",
- "
\n",
- " \n",
- " | date | \n",
- " | \n",
- " | \n",
- "
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- " \n",
- " \n",
- " \n",
- " | 2020-06-26T00:00:00.000Z | \n",
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- " 0.568689 | \n",
- "
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- " \n",
- " | 2020-06-26T00:00:00.000Z | \n",
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- " 0.620581 | \n",
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- " | 2020-06-24T00:00:00.000Z | \n",
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- " | 2020-06-26T00:00:00.000Z | \n",
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- " \n",
- "
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- "
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- ],
- "text/plain": [
- " feature_index band_unnamed\n",
- "date \n",
- "2020-06-26T00:00:00.000Z 0 0.568689\n",
- "2020-06-26T00:00:00.000Z 1 0.620581\n",
- "2020-06-24T00:00:00.000Z 0 0.667860\n",
- "2020-06-26T00:00:00.000Z 2 0.652666\n",
- "2020-06-26T00:00:00.000Z 3 0.797960"
- ]
- },
- "execution_count": 10,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"job.get_results().download_file(\"ndvi-results/timeseries-basic.csv\")\n",
"pd.read_csv(\"ndvi-results/timeseries-basic.csv\", index_col=0).head()"
@@ -369,7 +294,7 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -387,20 +312,9 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"plot_timeseries(\"ndvi-results/timeseries-basic.csv\")"
]
@@ -420,7 +334,7 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -444,7 +358,7 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -462,7 +376,7 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -485,7 +399,7 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -495,67 +409,27 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "0:00:00 Job 'j-2603300830034c52a0795ac4352f9636': send 'start'\n",
- "0:00:15 Job 'j-2603300830034c52a0795ac4352f9636': created (progress 0%)\n",
- "0:00:20 Job 'j-2603300830034c52a0795ac4352f9636': created (progress 0%)\n",
- "0:00:27 Job 'j-2603300830034c52a0795ac4352f9636': created (progress 0%)\n",
- "0:00:35 Job 'j-2603300830034c52a0795ac4352f9636': created (progress 0%)\n",
- "0:00:45 Job 'j-2603300830034c52a0795ac4352f9636': created (progress 0%)\n",
- "0:00:57 Job 'j-2603300830034c52a0795ac4352f9636': created (progress 0%)\n",
- "0:01:13 Job 'j-2603300830034c52a0795ac4352f9636': running (progress N/A)\n",
- "0:01:32 Job 'j-2603300830034c52a0795ac4352f9636': running (progress N/A)\n",
- "0:01:56 Job 'j-2603300830034c52a0795ac4352f9636': running (progress N/A)\n",
- "0:02:26 Job 'j-2603300830034c52a0795ac4352f9636': finished (progress 100%)\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"job = timeseries_masked.execute_batch(out_format=\"CSV\", title=\"Maked NDVI timeseries\")"
]
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "PosixPath('ndvi-results/timeseries-masked.csv')"
- ]
- },
- "execution_count": 17,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"job.get_results().download_file(\"ndvi-results/timeseries-masked.csv\")"
]
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"plot_timeseries(\"ndvi-results/timeseries-masked.csv\")"
]
@@ -579,7 +453,7 @@
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -616,7 +490,7 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -633,16 +507,7 @@
},
{
"cell_type": "code",
- "execution_count": 20,
- "metadata": {},
- "outputs": [],
- "source": [
- "# ndvi_smoothed.execute_batch()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 21,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -651,29 +516,9 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "0:00:00 Job 'j-2603300905514b15aa7055e1aac02e38': send 'start'\n",
- "0:00:15 Job 'j-2603300905514b15aa7055e1aac02e38': created (progress 0%)\n",
- "0:00:20 Job 'j-2603300905514b15aa7055e1aac02e38': running (progress N/A)\n",
- "0:00:26 Job 'j-2603300905514b15aa7055e1aac02e38': running (progress N/A)\n",
- "0:00:34 Job 'j-2603300905514b15aa7055e1aac02e38': running (progress N/A)\n",
- "0:00:44 Job 'j-2603300905514b15aa7055e1aac02e38': running (progress N/A)\n",
- "0:00:57 Job 'j-2603300905514b15aa7055e1aac02e38': running (progress N/A)\n",
- "0:01:12 Job 'j-2603300905514b15aa7055e1aac02e38': running (progress N/A)\n",
- "0:01:31 Job 'j-2603300905514b15aa7055e1aac02e38': running (progress N/A)\n",
- "0:01:55 Job 'j-2603300905514b15aa7055e1aac02e38': running (progress N/A)\n",
- "0:02:25 Job 'j-2603300905514b15aa7055e1aac02e38': running (progress N/A)\n",
- "0:03:03 Job 'j-2603300905514b15aa7055e1aac02e38': running (progress N/A)\n",
- "0:03:50 Job 'j-2603300905514b15aa7055e1aac02e38': finished (progress 100%)\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"job = timeseries_smoothed.execute_batch(\n",
" out_format=\"CSV\", title=\"Smoothed NDVI timeseries\"\n",
@@ -682,50 +527,21 @@
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "PosixPath('ndvi-results/timeseries-smoothed.csv')"
- ]
- },
- "execution_count": 24,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"job.get_results().download_file(\"ndvi-results/timeseries-smoothed.csv\")"
]
},
{
"cell_type": "code",
- "execution_count": 25,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"plot_timeseries(\"ndvi-results/timeseries-smoothed.csv\")"
]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
}
],
"metadata": {