Victor Phan
3729 lines
204 KiB
Plaintext
3729 lines
204 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 49,
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"id": "db6b50b8-f9c5-4ee9-b93f-ed38a89156ba",
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"metadata": {
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"tags": []
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"CPU times: user 300 µs, sys: 172 µs, total: 472 µs\n",
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"Wall time: 484 µs\n"
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]
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}
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],
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"source": [
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"%%time \n",
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"%matplotlib inline\n",
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"from new_import import *"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "bfdefd7d-90d2-43bf-aa58-ebb4caef0f85",
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"metadata": {
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"tags": []
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"An existing cluster was found. Connecting to: easihub.26c21d10c6f44900aa4429853b81ac3f\n",
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"CPU times: user 762 ms, sys: 26.3 ms, total: 788 ms\n",
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"Wall time: 1 s\n"
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]
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},
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{
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"data": {
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"text/html": [
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"<div>\n",
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" <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
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" <div style=\"margin-left: 48px;\">\n",
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" <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
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" <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-e689cc55-7343-11ef-82c8-eab95fd56520</p>\n",
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" <table style=\"width: 100%; text-align: left;\">\n",
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"\n",
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" <tr>\n",
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" \n",
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" <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
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" <td style=\"text-align: left;\"><strong>Cluster type:</strong> dask_gateway.GatewayCluster</td>\n",
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" \n",
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" </tr>\n",
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"\n",
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" \n",
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" <tr>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Dashboard: </strong> <a href=\"https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.26c21d10c6f44900aa4429853b81ac3f/status\" target=\"_blank\">https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.26c21d10c6f44900aa4429853b81ac3f/status</a>\n",
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" </td>\n",
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" <td style=\"text-align: left;\"></td>\n",
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" </tr>\n",
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" \n",
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"\n",
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" </table>\n",
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"\n",
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" \n",
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" <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.26c21d10c6f44900aa4429853b81ac3f/status\" }'>\n",
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" Launch dashboard in JupyterLab\n",
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" </button>\n",
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" \n",
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"\n",
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" \n",
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" <details>\n",
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" <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
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" <div style='background-color: #f2f2f2; display: inline-block; padding: 10px; border: 1px solid #999999;'>\n",
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" <h3>GatewayCluster</h3>\n",
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" <ul>\n",
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" <li><b>Name: </b>easihub.26c21d10c6f44900aa4429853b81ac3f\n",
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" <li><b>Dashboard: </b><a href='https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.26c21d10c6f44900aa4429853b81ac3f/status' target='_blank'>https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.26c21d10c6f44900aa4429853b81ac3f/status</a>\n",
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" </ul>\n",
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"</div>\n",
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"\n",
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" </details>\n",
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" \n",
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"\n",
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" </div>\n",
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"</div>"
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],
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"text/plain": [
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"<Client: 'tls://10.0.43.66:8786' processes=1 threads=8, memory=28.00 GiB>"
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]
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},
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"execution_count": 2,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"%%time\n",
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"# Cấu hình Daskgateway\n",
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"cluster, client = notebook_utils.initialize_dask(use_gateway=True, workers=(1,10))\n",
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"# Khai báo 1 Datacube là dc\n",
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"dc = datacube.Datacube()\n",
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"\n",
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"# Cấu hình truy cập dịch vụ S3\n",
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"configure_s3_access(aws_unsigned=False, requester_pays=True, client=client)\n",
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"\n",
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"client"
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]
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},
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{
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"cell_type": "markdown",
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"id": "657547be-5136-439b-b194-e5944c905138",
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"metadata": {},
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"source": [
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"LOAD VH, VV"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 47,
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"id": "a0a8a450-3725-48d8-837e-2f19c2e6db59",
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"metadata": {
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"tags": []
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},
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"outputs": [],
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"source": [
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"## cấu hình thời gian lấy ảnh và tọa độ\n",
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"date_range = ('2022-09-01', '2023-10-01')\n",
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"longtitude_range = (105.5, 106.4)\n",
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"latitude_range = (9.2, 10.0) "
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "05c2a58f-d0e5-4b20-9320-de05897cbdf7",
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"metadata": {
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"tags": []
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},
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"outputs": [],
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"source": [
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"## cấu hình dữ liệu train và vh vv file\n",
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"train_path = \"train/ST_training data_updated_1130points.shp\" # đường dẫn shp file train\n",
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"name_vh = \"vh-0922_0923-full_ST.tif\"\n",
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"name_vv = \"vv-0922_0923-full_ST.tif\"\n",
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"\n",
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"\n",
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"train = load_train_data(train_path)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "33471ca1-6e5a-403e-b9af-2e7b45c1d892",
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"metadata": {
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"tags": []
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},
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"outputs": [],
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"source": [
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"# %%time\n",
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"# ## tải về dữ liệu sen1\n",
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"# import os\n",
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"# if not os.path.exists(name_vh):\n",
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"# !aws s3 cp s3://easi-asia-dc-data/staging/ctu/sentinel-1/vh-0922_0923-full_ST.tif vh-0922_0923-full_ST.tif\n",
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"# if not os.path.exists(name_vv):\n",
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"# !aws s3 cp s3://easi-asia-dc-data/staging/ctu/sentinel-1/vv-0922_0923-full_ST.tif vv-0922_0923-full_ST.tif"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "6ebfc48a-2bed-4909-b495-6bbfd3f3cc6f",
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"metadata": {
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"tags": []
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},
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"outputs": [],
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"source": []
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},
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{
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"cell_type": "code",
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"execution_count": 38,
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"id": "8471dbbf-c3c6-4f03-94b0-11795b8d2062",
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"metadata": {
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"tags": []
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},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<h4>Dataset size: 21.60 GB</h4>"
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],
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"text/plain": [
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"<IPython.core.display.HTML object>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"text/html": [
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"<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
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"<defs>\n",
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"<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
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"<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
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"</symbol>\n",
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"</defs>\n",
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"</svg>\n",
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"<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
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" *\n",
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" */\n",
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"\n",
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":root {\n",
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" --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
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" --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
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" --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
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" --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
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" --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
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" --xr-background-color: var(--jp-layout-color0, white);\n",
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" --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
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" --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
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"}\n",
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"\n",
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"html[theme=dark],\n",
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"body[data-theme=dark],\n",
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"body.vscode-dark {\n",
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" --xr-font-color0: rgba(255, 255, 255, 1);\n",
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" --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
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" --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
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" --xr-border-color: #1F1F1F;\n",
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" --xr-disabled-color: #515151;\n",
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" --xr-background-color: #111111;\n",
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" --xr-background-color-row-even: #111111;\n",
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" --xr-background-color-row-odd: #313131;\n",
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"}\n",
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"\n",
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".xr-wrap {\n",
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" display: block !important;\n",
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" min-width: 300px;\n",
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" max-width: 700px;\n",
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"}\n",
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"\n",
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".xr-text-repr-fallback {\n",
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" /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
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" display: none;\n",
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"}\n",
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"\n",
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".xr-header {\n",
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" padding-top: 6px;\n",
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" padding-bottom: 6px;\n",
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" margin-bottom: 4px;\n",
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" border-bottom: solid 1px var(--xr-border-color);\n",
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"}\n",
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"\n",
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".xr-header > div,\n",
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".xr-header > ul {\n",
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" display: inline;\n",
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" margin-top: 0;\n",
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" margin-bottom: 0;\n",
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"\n",
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".xr-obj-type,\n",
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".xr-array-name {\n",
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" margin-left: 2px;\n",
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" margin-right: 10px;\n",
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"\n",
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".xr-obj-type {\n",
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" color: var(--xr-font-color2);\n",
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"}\n",
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"\n",
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".xr-sections {\n",
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" padding-left: 0 !important;\n",
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" display: grid;\n",
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" grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
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".xr-section-item {\n",
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" display: contents;\n",
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".xr-section-item input {\n",
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" display: none;\n",
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"}\n",
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"\n",
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".xr-section-item input + label {\n",
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" color: var(--xr-disabled-color);\n",
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"}\n",
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"\n",
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".xr-section-item input:enabled + label {\n",
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" cursor: pointer;\n",
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" color: var(--xr-font-color2);\n",
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"}\n",
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"\n",
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".xr-section-item input:enabled + label:hover {\n",
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" color: var(--xr-font-color0);\n",
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".xr-section-summary {\n",
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" grid-column: 1;\n",
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" color: var(--xr-font-color2);\n",
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" font-weight: 500;\n",
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"\n",
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".xr-section-summary > span {\n",
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" display: inline-block;\n",
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"\n",
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".xr-section-summary-in:disabled + label {\n",
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" color: var(--xr-font-color2);\n",
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"\n",
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".xr-section-summary-in + label:before {\n",
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" display: inline-block;\n",
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" content: '►';\n",
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" font-size: 11px;\n",
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" width: 15px;\n",
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" text-align: center;\n",
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"}\n",
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"\n",
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".xr-section-summary-in:disabled + label:before {\n",
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" color: var(--xr-disabled-color);\n",
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"}\n",
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"\n",
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".xr-section-summary-in:checked + label:before {\n",
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".xr-section-summary-in:checked + label > span {\n",
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".xr-section-summary,\n",
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".xr-section-inline-details {\n",
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".xr-section-inline-details {\n",
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".xr-section-details {\n",
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".xr-section-summary-in:checked ~ .xr-section-details {\n",
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".xr-array-wrap {\n",
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".xr-preview {\n",
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".xr-array-preview,\n",
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".xr-array-data {\n",
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|
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" display: inline-block;\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list:before {\n",
|
|
" content: '(';\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list:after {\n",
|
|
" content: ')';\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list li:not(:last-child):after {\n",
|
|
" content: ',';\n",
|
|
" padding-right: 5px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-has-index {\n",
|
|
" font-weight: bold;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-list,\n",
|
|
".xr-var-item {\n",
|
|
" display: contents;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-item > div,\n",
|
|
".xr-var-item label,\n",
|
|
".xr-var-item > .xr-var-name span {\n",
|
|
" background-color: var(--xr-background-color-row-even);\n",
|
|
" margin-bottom: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-item > .xr-var-name:hover span {\n",
|
|
" padding-right: 5px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-list > li:nth-child(odd) > div,\n",
|
|
".xr-var-list > li:nth-child(odd) > label,\n",
|
|
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
|
|
" background-color: var(--xr-background-color-row-odd);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name {\n",
|
|
" grid-column: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-dims {\n",
|
|
" grid-column: 2;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-dtype {\n",
|
|
" grid-column: 3;\n",
|
|
" text-align: right;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-preview {\n",
|
|
" grid-column: 4;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-index-preview {\n",
|
|
" grid-column: 2 / 5;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name,\n",
|
|
".xr-var-dims,\n",
|
|
".xr-var-dtype,\n",
|
|
".xr-preview,\n",
|
|
".xr-attrs dt {\n",
|
|
" white-space: nowrap;\n",
|
|
" overflow: hidden;\n",
|
|
" text-overflow: ellipsis;\n",
|
|
" padding-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name:hover,\n",
|
|
".xr-var-dims:hover,\n",
|
|
".xr-var-dtype:hover,\n",
|
|
".xr-attrs dt:hover {\n",
|
|
" overflow: visible;\n",
|
|
" width: auto;\n",
|
|
" z-index: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-data {\n",
|
|
" display: none;\n",
|
|
" background-color: var(--xr-background-color) !important;\n",
|
|
" padding-bottom: 5px !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
|
|
".xr-var-data-in:checked ~ .xr-var-data,\n",
|
|
".xr-index-data-in:checked ~ .xr-index-data {\n",
|
|
" display: block;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-data > table {\n",
|
|
" float: right;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name span,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-name div,\n",
|
|
".xr-index-data,\n",
|
|
".xr-attrs {\n",
|
|
" padding-left: 25px !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs,\n",
|
|
".xr-var-attrs,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-data {\n",
|
|
" grid-column: 1 / -1;\n",
|
|
"}\n",
|
|
"\n",
|
|
"dl.xr-attrs {\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
" display: grid;\n",
|
|
" grid-template-columns: 125px auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt,\n",
|
|
".xr-attrs dd {\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
" float: left;\n",
|
|
" padding-right: 10px;\n",
|
|
" width: auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt {\n",
|
|
" font-weight: normal;\n",
|
|
" grid-column: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt:hover span {\n",
|
|
" display: inline-block;\n",
|
|
" background: var(--xr-background-color);\n",
|
|
" padding-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dd {\n",
|
|
" grid-column: 2;\n",
|
|
" white-space: pre-wrap;\n",
|
|
" word-break: break-all;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-icon-database,\n",
|
|
".xr-icon-file-text2,\n",
|
|
".xr-no-icon {\n",
|
|
" display: inline-block;\n",
|
|
" vertical-align: middle;\n",
|
|
" width: 1em;\n",
|
|
" height: 1.5em !important;\n",
|
|
" stroke-width: 0;\n",
|
|
" stroke: currentColor;\n",
|
|
" fill: currentColor;\n",
|
|
"}\n",
|
|
"</style><pre class='xr-text-repr-fallback'><xarray.Dataset>\n",
|
|
"Dimensions: (time: 33, y: 8874, x: 9902)\n",
|
|
"Coordinates:\n",
|
|
" * time (time) datetime64[ns] 2022-09-06T22:46:14.500000 ... 2023-09...\n",
|
|
" * y (y) float64 1.106e+06 1.106e+06 ... 1.017e+06 1.017e+06\n",
|
|
" * x (x) float64 5.548e+05 5.548e+05 ... 6.538e+05 6.538e+05\n",
|
|
" spatial_ref int32 32648\n",
|
|
"Data variables:\n",
|
|
" vv (time, y, x) float32 dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
|
|
" vh (time, y, x) float32 dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
|
|
"Attributes:\n",
|
|
" crs: EPSG:32648\n",
|
|
" grid_mapping: spatial_ref</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-de4f45a4-3b04-4c2b-8596-a959c85ef519' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-de4f45a4-3b04-4c2b-8596-a959c85ef519' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 33</li><li><span class='xr-has-index'>y</span>: 8874</li><li><span class='xr-has-index'>x</span>: 9902</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-f879a0f3-7c3c-405b-9199-b74b88d5abc7' class='xr-section-summary-in' type='checkbox' checked><label for='section-f879a0f3-7c3c-405b-9199-b74b88d5abc7' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2022-09-06T22:46:14.500000 ... 2...</div><input id='attrs-4634af50-36ef-4221-beed-c94c8d305011' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4634af50-36ef-4221-beed-c94c8d305011' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2ed653b5-cb8a-4e10-81ac-d880078f9a72' class='xr-var-data-in' type='checkbox'><label for='data-2ed653b5-cb8a-4e10-81ac-d880078f9a72' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>seconds since 1970-01-01 00:00:00</dd></dl></div><div class='xr-var-data'><pre>array(['2022-09-06T22:46:14.500000000', '2022-09-18T22:46:13.500000000',\n",
|
|
" '2022-09-30T22:46:14.500000000', '2022-10-12T22:46:14.500000000',\n",
|
|
" '2022-10-24T22:46:14.500000000', '2022-11-05T22:46:14.500000000',\n",
|
|
" '2022-11-17T22:46:13.500000000', '2022-11-29T22:46:13.500000000',\n",
|
|
" '2022-12-11T22:46:13.500000000', '2022-12-23T22:46:12.500000000',\n",
|
|
" '2023-01-04T22:46:11.500000000', '2023-01-16T22:46:10.500000000',\n",
|
|
" '2023-01-28T22:46:11.500000000', '2023-02-09T22:46:10.500000000',\n",
|
|
" '2023-02-21T22:46:09.500000000', '2023-03-05T22:46:10.500000000',\n",
|
|
" '2023-03-17T22:46:10.500000000', '2023-03-29T22:46:10.500000000',\n",
|
|
" '2023-04-10T22:46:11.500000000', '2023-04-22T22:46:11.500000000',\n",
|
|
" '2023-05-04T22:46:11.500000000', '2023-05-17T11:11:32.500000000',\n",
|
|
" '2023-05-29T11:11:32.500000000', '2023-06-10T11:11:28.500000000',\n",
|
|
" '2023-06-21T22:46:13.500000000', '2023-07-04T11:11:34.500000000',\n",
|
|
" '2023-07-16T11:11:35.500000000', '2023-07-28T11:11:36.500000000',\n",
|
|
" '2023-08-08T22:46:16.500000000', '2023-08-20T22:46:17.500000000',\n",
|
|
" '2023-09-01T22:46:18.500000000', '2023-09-13T22:46:18.500000000',\n",
|
|
" '2023-09-25T22:46:19.500000000'], dtype='datetime64[ns]')</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.106e+06 1.106e+06 ... 1.017e+06</div><input id='attrs-02420cd0-1560-41c9-85bb-0b4d408a63d1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-02420cd0-1560-41c9-85bb-0b4d408a63d1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fdd70eac-3005-4e6c-8896-eb1882e3a72a' class='xr-var-data-in' type='checkbox'><label for='data-fdd70eac-3005-4e6c-8896-eb1882e3a72a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>-10.0</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd></dl></div><div class='xr-var-data'><pre>array([1105735., 1105725., 1105715., ..., 1017025., 1017015., 1017005.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.548e+05 5.548e+05 ... 6.538e+05</div><input id='attrs-d267fb88-0d6e-40ee-b8c9-bd4eb7544b53' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d267fb88-0d6e-40ee-b8c9-bd4eb7544b53' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c3479e1c-0a73-43c4-95f9-95ea989c69fa' class='xr-var-data-in' type='checkbox'><label for='data-c3479e1c-0a73-43c4-95f9-95ea989c69fa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>10.0</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd></dl></div><div class='xr-var-data'><pre>array([554795., 554805., 554815., ..., 653785., 653795., 653805.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>32648</div><input id='attrs-572341f3-5f80-47e1-af75-fe0dae39a453' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-572341f3-5f80-47e1-af75-fe0dae39a453' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a15f6176-323d-42fa-bb63-707b72a93881' class='xr-var-data-in' type='checkbox'><label for='data-a15f6176-323d-42fa-bb63-707b72a93881' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>spatial_ref :</span></dt><dd>PROJCS["WGS 84 / UTM zone 48N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",105],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32648"]]</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd></dl></div><div class='xr-var-data'><pre>array(32648, dtype=int32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e732f0dc-338e-489e-b86f-cd339c416f76' class='xr-section-summary-in' type='checkbox' checked><label for='section-e732f0dc-338e-489e-b86f-cd339c416f76' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>vv</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray></div><input id='attrs-ab47b529-dbf3-4d65-81cb-d58079e4b9a0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ab47b529-dbf3-4d65-81cb-d58079e4b9a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-18984c3b-81df-4b46-8cf5-bef62d3533ba' class='xr-var-data-in' type='checkbox'><label for='data-18984c3b-81df-4b46-8cf5-bef62d3533ba' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>intensity</dd><dt><span>nodata :</span></dt><dd>nan</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><table>\n",
|
|
" <tr>\n",
|
|
" <td>\n",
|
|
" <table style=\"border-collapse: collapse;\">\n",
|
|
" <thead>\n",
|
|
" <tr>\n",
|
|
" <td> </td>\n",
|
|
" <th> Array </th>\n",
|
|
" <th> Chunk </th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" \n",
|
|
" <tr>\n",
|
|
" <th> Bytes </th>\n",
|
|
" <td> 10.80 GiB </td>\n",
|
|
" <td> 16.00 MiB </td>\n",
|
|
" </tr>\n",
|
|
" \n",
|
|
" <tr>\n",
|
|
" <th> Shape </th>\n",
|
|
" <td> (33, 8874, 9902) </td>\n",
|
|
" <td> (1, 2048, 2048) </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th> Dask graph </th>\n",
|
|
" <td colspan=\"2\"> 825 chunks in 1 graph layer </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th> Data type </th>\n",
|
|
" <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
" </table>\n",
|
|
" </td>\n",
|
|
" <td>\n",
|
|
" <svg width=\"194\" height=\"172\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
|
|
"\n",
|
|
" <!-- Horizontal lines -->\n",
|
|
" <line x1=\"10\" y1=\"0\" x2=\"24\" y2=\"14\" style=\"stroke-width:2\" />\n",
|
|
| < |