better-satcen-00002 data pipeline results (Sentinel-1 Multi-temporal SLC stack and Multi-temporal Coherence stack data pipeline): metadata loading and exporting (pickle file)¶
This Notebook shows how to load in memory (no data is actually stored into the local disk) the better-satcen-00002 metadata pipeline results
Result selection is done filtering by an AOI and a time range
Retrieved metadata frame is saved into a *pickle file* in order to allow the user working with it outside the platform
In [1]:
import pandas as pd
from geopandas import GeoDataFrame
import cioppy
import gdal
import numpy as np
import matplotlib
import matplotlib.pyplot as plt
from PIL import Image
%matplotlib inline
from shapely.wkt import loads
from urlparse import urlparse
import requests
Set the data pipeline catalogue access point¶
In [2]:
series = 'https://catalog.terradue.com/better-satcen-00002/series/results/description'
Area of Interest¶
In [3]:
geom = 'MULTIPOLYGON (((10.65344444444444 12.17622222222222, 10.65344444444444 15.48261111111111, 8.398666666666667 15.48261111111111, 8.398666666666667 12.17622222222222, 10.65344444444444 12.17622222222222)), ((15.42594444444445 18.89533333333333, 15.42594444444445 23.45238888888889, 12.93755555555556 23.45238888888889, 12.93755555555556 18.89533333333333, 15.42594444444445 18.89533333333333)), ((6.452166666666667 18.3855, 6.452166666666667 20.24616666666667, 5.364944444444444 20.24616666666667, 5.364944444444444 18.3855, 6.452166666666667 18.3855)))'
wkt = loads(geom)[0].wkt
Time of interest¶
Data selection can be done filtering on start and stop dates of the datasets
In [4]:
start_time = '2018-06-01T00:00:00Z'
stop_time = '2018-12-31T23:59:59.99Z'
update='2019-02-01T12:00:00Z/2019-02-28T23:59:59.99Z'
In [5]:
search_params = dict([('start', start_time),
('stop', stop_time),
('update', update),
('geom', wkt),
('count', 900)])
Create the dataframe¶
We create the data frame with the following metadata: * enclosure -
the URL reference to access the actual data for the download *
identifier - the unique item identifier in the catalogue * self -
Link to resource that identifies the resource in the catalogue *
startdate - Start time of the dataset (UTC ISO 8601)
* enddate - End time of the dataset (UTC ISO 8601) * title -
Title of the item, containing the string of the data filename
In [6]:
ciop = cioppy.Cioppy()
search = GeoDataFrame(ciop.search(end_point=series,
params=search_params,
output_fields='enclosure,identifier,self,startdate,enddate,title,wkt',
model='GeoTime'))
- Showing the very 5 first results of our search
In [7]:
search.head()
Out[7]:
| enclosure | enddate | identifier | self | startdate | title | wkt | |
|---|---|---|---|---|---|---|---|
| 0 | https://store.terradue.com/better-satcen-00002... | 2018-09-22T05:19:19.1470000Z | 0ecaac621b804f8362ca89b13025f218424aed16 | https://catalog.terradue.com//better-satcen-00... | 2018-09-22T05:19:03.0360000Z | S1B_S1_SLC__1SDV_20180910T051902_20180910T0519... | POLYGON((10.6534444444444 12.1762222222222 |
| 1 | https://store.terradue.com/better-satcen-00002... | 2018-09-22T05:19:19.1470000Z | 1c04a6d1f769d6d6c1842b5f833e2bcf83a9e9bf | https://catalog.terradue.com//better-satcen-00... | 2018-09-22T05:19:03.0360000Z | SLC_S1B_S1_SLC__1SDV_20180910T051902_20180910T... | POLYGON((10.6534444444444 12.1762222222222 |
| 2 | https://store.terradue.com/better-satcen-00002... | 2018-09-22T05:19:19.1470000Z | 31bba41907a285824f472b2569cd2ecfdda7c5a7 | https://catalog.terradue.com//better-satcen-00... | 2018-09-22T05:19:03.0360000Z | MTC_S1B_S1_SLC__1SDV_20180910T051902_20180910T... | POLYGON((10.6534444444444 12.1762222222222 |
| 3 | https://store.terradue.com/better-satcen-00002... | 2018-09-22T05:19:19.1470000Z | 519f895505caadd1d45a156b38627ef3b2260027 | https://catalog.terradue.com//better-satcen-00... | 2018-09-22T05:19:03.0360000Z | SLC_S1B_S1_SLC__1SDV_20180910T051902_20180910T... | POLYGON((10.6534444444444 12.1762222222222 |
| 4 | https://store.terradue.com/better-satcen-00002... | 2018-09-22T05:19:19.1470000Z | 5d629460a65b06ea9818970d0d1af340d19bbd54 | https://catalog.terradue.com//better-satcen-00... | 2018-09-22T05:19:03.0360000Z | SLC_S1B_S1_SLC__1SDV_20180910T051902_20180910T... | POLYGON((10.6534444444444 12.1762222222222 |
In [8]:
print '%s results have been retrieved' %len(search)
60 results have been retrieved
- Formatting date time
In [9]:
search['startdate'] = pd.to_datetime(search['startdate'])
search['enddate'] = pd.to_datetime(search['enddate'])
In [10]:
search.head(50)
Out[10]:
| enclosure | enddate | identifier | self | startdate | title | wkt | |
|---|---|---|---|---|---|---|---|
| 0 | https://store.terradue.com/better-satcen-00002... | 2018-09-22 05:19:19.147000 | 0ecaac621b804f8362ca89b13025f218424aed16 | https://catalog.terradue.com//better-satcen-00... | 2018-09-22 05:19:03.036000 | S1B_S1_SLC__1SDV_20180910T051902_20180910T0519... | POLYGON((10.6534444444444 12.1762222222222 |
| 1 | https://store.terradue.com/better-satcen-00002... | 2018-09-22 05:19:19.147000 | 1c04a6d1f769d6d6c1842b5f833e2bcf83a9e9bf | https://catalog.terradue.com//better-satcen-00... | 2018-09-22 05:19:03.036000 | SLC_S1B_S1_SLC__1SDV_20180910T051902_20180910T... | POLYGON((10.6534444444444 12.1762222222222 |
| 2 | https://store.terradue.com/better-satcen-00002... | 2018-09-22 05:19:19.147000 | 31bba41907a285824f472b2569cd2ecfdda7c5a7 | https://catalog.terradue.com//better-satcen-00... | 2018-09-22 05:19:03.036000 | MTC_S1B_S1_SLC__1SDV_20180910T051902_20180910T... | POLYGON((10.6534444444444 12.1762222222222 |
| 3 | https://store.terradue.com/better-satcen-00002... | 2018-09-22 05:19:19.147000 | 519f895505caadd1d45a156b38627ef3b2260027 | https://catalog.terradue.com//better-satcen-00... | 2018-09-22 05:19:03.036000 | SLC_S1B_S1_SLC__1SDV_20180910T051902_20180910T... | POLYGON((10.6534444444444 12.1762222222222 |
| 4 | https://store.terradue.com/better-satcen-00002... | 2018-09-22 05:19:19.147000 | 5d629460a65b06ea9818970d0d1af340d19bbd54 | https://catalog.terradue.com//better-satcen-00... | 2018-09-22 05:19:03.036000 | SLC_S1B_S1_SLC__1SDV_20180910T051902_20180910T... | POLYGON((10.6534444444444 12.1762222222222 |
| 5 | https://store.terradue.com/better-satcen-00002... | 2018-09-22 05:19:19.147000 | 672ce863ddccab6b852e0b5c6cd859c23d883006 | https://catalog.terradue.com//better-satcen-00... | 2018-09-22 05:19:03.036000 | SLC_S1B_S1_SLC__1SDV_20180910T051902_20180910T... | POLYGON((10.6534444444444 12.1762222222222 |
| 6 | https://store.terradue.com/better-satcen-00002... | 2018-09-22 05:19:19.147000 | 7cc1b1570ed7db2278b9cbdd2f0b3b65a4755e02 | https://catalog.terradue.com//better-satcen-00... | 2018-09-22 05:19:03.036000 | SLC_S1B_S1_SLC__1SDV_20180910T051902_20180910T... | POLYGON((10.6534444444444 12.1762222222222 |
| 7 | https://store.terradue.com/better-satcen-00002... | 2018-09-22 05:19:19.147000 | 89992de618696b9e292883e9f1a5169f0ac1fb3d | https://catalog.terradue.com//better-satcen-00... | 2018-09-22 05:19:03.036000 | MTC_S1B_S1_SLC__1SDV_20180910T051902_20180910T... | POLYGON((10.6534444444444 12.1762222222222 |
| 8 | https://store.terradue.com/better-satcen-00002... | 2018-09-22 05:19:19.147000 | a4dbc9b6f613594d1039b5b12994c959949f9b6c | https://catalog.terradue.com//better-satcen-00... | 2018-09-22 05:19:03.036000 | SLC_S1B_S1_SLC__1SDV_20180910T051902_20180910T... | POLYGON((10.6534444444444 12.1762222222222 |
| 9 | https://store.terradue.com/better-satcen-00002... | 2018-09-22 05:19:19.147000 | a917d35b451a06d7e53711ec78b033b8e3cccc1e | https://catalog.terradue.com//better-satcen-00... | 2018-09-22 05:19:03.036000 | SLC_S1B_S1_SLC__1SDV_20180910T051902_20180910T... | POLYGON((10.6534444444444 12.1762222222222 |
| 10 | https://store.terradue.com/better-satcen-00002... | 2018-09-22 05:19:19.147000 | bb551f9334e5b6799e741fad9960782695efe42a | https://catalog.terradue.com//better-satcen-00... | 2018-09-22 05:19:03.036000 | MTC_S1B_S1_SLC__1SDV_20180910T051902_20180910T... | POLYGON((10.6534444444444 12.1762222222222 |
| 11 | https://store.terradue.com/better-satcen-00002... | 2018-09-22 05:19:19.147000 | c09740edba4c19f7374d68a8ab65e91054738e0c | https://catalog.terradue.com//better-satcen-00... | 2018-09-22 05:19:03.036000 | SLC_S1B_S1_SLC__1SDV_20180910T051902_20180910T... | POLYGON((10.6534444444444 12.1762222222222 |
| 12 | https://store.terradue.com/better-satcen-00002... | 2018-08-29 05:19:18.213798 | 3ca5eada4f913c5fd71cfb8233c4d3f2e18c373f | https://catalog.terradue.com//better-satcen-00... | 2018-08-29 05:19:02.107153 | SLC_S1B_S1_SLC__1SDV_20180817T051901_20180817T... | POLYGON((10.6534444444444 12.1762222222222 |
| 13 | https://store.terradue.com/better-satcen-00002... | 2018-08-29 05:19:18.213798 | 4a0738b915e6f7632f73ff8863f023892de694df | https://catalog.terradue.com//better-satcen-00... | 2018-08-29 05:19:02.107153 | SLC_S1B_S1_SLC__1SDV_20180817T051901_20180817T... | POLYGON((10.6534444444444 12.1762222222222 |
| 14 | https://store.terradue.com/better-satcen-00002... | 2018-08-29 05:19:18.213798 | 8455dd7aa5680cf8e42c7964fedd0cc5cc9d7237 | https://catalog.terradue.com//better-satcen-00... | 2018-08-29 05:19:02.107153 | SLC_S1B_S1_SLC__1SDV_20180817T051901_20180817T... | POLYGON((10.6534444444444 12.1762222222222 |
| 15 | https://store.terradue.com/better-satcen-00002... | 2018-08-29 05:19:18.213798 | 88998ed6c2f921165846cecb788b6419c971e86b | https://catalog.terradue.com//better-satcen-00... | 2018-08-29 05:19:02.107153 | SLC_S1B_S1_SLC__1SDV_20180817T051901_20180817T... | POLYGON((10.6534444444444 12.1762222222222 |
| 16 | https://store.terradue.com/better-satcen-00002... | 2018-08-29 05:19:18.213798 | 973e948f3d7137a8ba07876d0f79b6bc2aa8cdac | https://catalog.terradue.com//better-satcen-00... | 2018-08-29 05:19:02.107153 | SLC_S1B_S1_SLC__1SDV_20180817T051901_20180817T... | POLYGON((10.6534444444444 12.1762222222222 |
| 17 | https://store.terradue.com/better-satcen-00002... | 2018-08-29 05:19:18.213798 | acb78ff75eeec630a2cbb82630f64a2b98534f8c | https://catalog.terradue.com//better-satcen-00... | 2018-08-29 05:19:02.107153 | SLC_S1B_S1_SLC__1SDV_20180817T051901_20180817T... | POLYGON((10.6534444444444 12.1762222222222 |
| 18 | https://store.terradue.com/better-satcen-00002... | 2018-08-29 05:19:18.213798 | b69bae9cfc75c4cac27a71aaf3ed636c190e9c18 | https://catalog.terradue.com//better-satcen-00... | 2018-08-29 05:19:02.107153 | SLC_S1B_S1_SLC__1SDV_20180817T051901_20180817T... | POLYGON((10.6534444444444 12.1762222222222 |
| 19 | https://store.terradue.com/better-satcen-00002... | 2018-08-29 05:19:18.213798 | bed73893a43a40b0f3e767f7ac87d819259ab150 | https://catalog.terradue.com//better-satcen-00... | 2018-08-29 05:19:02.107153 | SLC_S1B_S1_SLC__1SDV_20180817T051901_20180817T... | POLYGON((10.6534444444444 12.1762222222222 |
| 20 | https://store.terradue.com/better-satcen-00002... | 2018-08-29 05:19:18.213798 | 0e17ad2bc21a0b7817b973c2e15eb5e53cd72897 | https://catalog.terradue.com//better-satcen-00... | 2018-08-29 05:19:02.107153 | S1B_S1_SLC__1SDV_20180817T051901_20180817T0519... | POLYGON((10.6534444444444 12.1762222222222 |
| 21 | https://store.terradue.com/better-satcen-00002... | 2018-08-29 05:19:18.213798 | 3c3a3b75b8563de14d52945b591362006a387e86 | https://catalog.terradue.com//better-satcen-00... | 2018-08-29 05:19:02.107153 | MTC_S1B_S1_SLC__1SDV_20180817T051901_20180817T... | POLYGON((10.6534444444444 12.1762222222222 |
| 22 | https://store.terradue.com/better-satcen-00002... | 2018-08-29 05:19:18.213798 | 8341aa4e37805bfcc83d8f94fc73f3fa9883f0d8 | https://catalog.terradue.com//better-satcen-00... | 2018-08-29 05:19:02.107153 | MTC_S1B_S1_SLC__1SDV_20180817T051901_20180817T... | POLYGON((10.6534444444444 12.1762222222222 |
| 23 | https://store.terradue.com/better-satcen-00002... | 2018-08-29 05:19:18.213798 | b31afb4ea2df06ff10b7b6292842c72302976478 | https://catalog.terradue.com//better-satcen-00... | 2018-08-29 05:19:02.107153 | MTC_S1B_S1_SLC__1SDV_20180817T051901_20180817T... | POLYGON((10.6534444444444 12.1762222222222 |
| 24 | https://store.terradue.com/better-satcen-00002... | 2018-06-27 17:22:35.073582 | 0036add486d64d9af89e3069824938d09aa06a1f | https://catalog.terradue.com//better-satcen-00... | 2018-06-27 17:22:18.969610 | SLC_S1B_S1_SLC__1SDV_20180615T172218_20180615T... | POLYGON((10.6534444444444 12.1762222222222 |
| 25 | https://store.terradue.com/better-satcen-00002... | 2018-06-27 17:22:35.073582 | 02ce0ec590b9f9883831cd7e8112fc866db3c2e8 | https://catalog.terradue.com//better-satcen-00... | 2018-06-27 17:22:18.969610 | SLC_S1B_S1_SLC__1SDV_20180615T172218_20180615T... | POLYGON((10.6534444444444 12.1762222222222 |
| 26 | https://store.terradue.com/better-satcen-00002... | 2018-06-27 17:22:35.073582 | 04da606bc439815543b3a1846430429d03644a8b | https://catalog.terradue.com//better-satcen-00... | 2018-06-27 17:22:18.969610 | MTC_S1B_S1_SLC__1SDV_20180615T172218_20180615T... | POLYGON((10.6534444444444 12.1762222222222 |
| 27 | https://store.terradue.com/better-satcen-00002... | 2018-06-27 17:22:35.073582 | 12338e875a674427da39a4f450745256a5124347 | https://catalog.terradue.com//better-satcen-00... | 2018-06-27 17:22:18.969610 | SLC_S1B_S1_SLC__1SDV_20180615T172218_20180615T... | POLYGON((10.6534444444444 12.1762222222222 |
| 28 | https://store.terradue.com/better-satcen-00002... | 2018-06-27 17:22:35.073582 | 47fc41fda9288030ed5a3b4c9bc1cc81e4e63e3c | https://catalog.terradue.com//better-satcen-00... | 2018-06-27 17:22:18.969610 | MTC_S1B_S1_SLC__1SDV_20180615T172218_20180615T... | POLYGON((10.6534444444444 12.1762222222222 |
| 29 | https://store.terradue.com/better-satcen-00002... | 2018-06-27 17:22:35.073582 | 52e90ad53ee52dd5cead826185c527f41abdb8af | https://catalog.terradue.com//better-satcen-00... | 2018-06-27 17:22:18.969610 | SLC_S1B_S1_SLC__1SDV_20180615T172218_20180615T... | POLYGON((10.6534444444444 12.1762222222222 |
| 30 | https://store.terradue.com/better-satcen-00002... | 2018-06-27 17:22:35.073582 | 76822a3b2e54cc16ae40b73f038d8fcb81aee680 | https://catalog.terradue.com//better-satcen-00... | 2018-06-27 17:22:18.969610 | SLC_S1B_S1_SLC__1SDV_20180615T172218_20180615T... | POLYGON((10.6534444444444 12.1762222222222 |
| 31 | https://store.terradue.com/better-satcen-00002... | 2018-06-27 17:22:35.073582 | 9b633ffc1a16016d2365dd821cd8c3314f16fd62 | https://catalog.terradue.com//better-satcen-00... | 2018-06-27 17:22:18.969610 | SLC_S1B_S1_SLC__1SDV_20180615T172218_20180615T... | POLYGON((10.6534444444444 12.1762222222222 |
| 32 | https://store.terradue.com/better-satcen-00002... | 2018-06-27 17:22:35.073582 | a757d3dc695b8f88da487fbe995a51a0a046966f | https://catalog.terradue.com//better-satcen-00... | 2018-06-27 17:22:18.969610 | SLC_S1B_S1_SLC__1SDV_20180615T172218_20180615T... | POLYGON((10.6534444444444 12.1762222222222 |
| 33 | https://store.terradue.com/better-satcen-00002... | 2018-06-27 17:22:35.073582 | b18961af52c6fad3213feb5bb9d54094e4af230c | https://catalog.terradue.com//better-satcen-00... | 2018-06-27 17:22:18.969610 | MTC_S1B_S1_SLC__1SDV_20180615T172218_20180615T... | POLYGON((10.6534444444444 12.1762222222222 |
| 34 | https://store.terradue.com/better-satcen-00002... | 2018-06-27 17:22:35.073582 | bcc2ca4dd850762cba12086fc4b232dfd43b8965 | https://catalog.terradue.com//better-satcen-00... | 2018-06-27 17:22:18.969610 | S1B_S1_SLC__1SDV_20180615T172218_20180615T1722... | POLYGON((10.6534444444444 12.1762222222222 |
| 35 | https://store.terradue.com/better-satcen-00002... | 2018-06-27 17:22:35.073582 | cb45c46b3c084c3f90760d1adcf02af3a91cd1a8 | https://catalog.terradue.com//better-satcen-00... | 2018-06-27 17:22:18.969610 | SLC_S1B_S1_SLC__1SDV_20180615T172218_20180615T... | POLYGON((10.6534444444444 12.1762222222222 |
| 36 | https://store.terradue.com/better-satcen-00002... | 2018-06-18 05:19:14.166966 | 33d08481d6283314046bff4442946626dc1cebd4 | https://catalog.terradue.com//better-satcen-00... | 2018-06-18 05:18:58.063528 | SLC_S1B_S1_SLC__1SDV_20180606T051857_20180606T... | POLYGON((10.6534444444444 12.1762222222222 |
| 37 | https://store.terradue.com/better-satcen-00002... | 2018-06-18 05:19:14.166966 | 388f75c3d9e37d5b4afd9ceb6a622e30746b38ab | https://catalog.terradue.com//better-satcen-00... | 2018-06-18 05:18:58.063528 | SLC_S1B_S1_SLC__1SDV_20180606T051857_20180606T... | POLYGON((10.6534444444444 12.1762222222222 |
| 38 | https://store.terradue.com/better-satcen-00002... | 2018-06-18 05:19:14.166966 | a7c9fc0d5f635911f8e64c745662005b39a92d91 | https://catalog.terradue.com//better-satcen-00... | 2018-06-18 05:18:58.063528 | SLC_S1B_S1_SLC__1SDV_20180606T051857_20180606T... | POLYGON((10.6534444444444 12.1762222222222 |
| 39 | https://store.terradue.com/better-satcen-00002... | 2018-06-18 05:19:14.166966 | bd268a14a2e033f32346a8159bc75764629c70c6 | https://catalog.terradue.com//better-satcen-00... | 2018-06-18 05:18:58.063528 | SLC_S1B_S1_SLC__1SDV_20180606T051857_20180606T... | POLYGON((10.6534444444444 12.1762222222222 |
| 40 | https://store.terradue.com/better-satcen-00002... | 2018-06-18 05:19:14.166966 | 0b82cf5bbbcece5c6b7d879cd169868946eb8463 | https://catalog.terradue.com//better-satcen-00... | 2018-06-18 05:18:58.063528 | SLC_S1B_S1_SLC__1SDV_20180606T051857_20180606T... | POLYGON((10.6534444444444 12.1762222222222 |
| 41 | https://store.terradue.com/better-satcen-00002... | 2018-06-18 05:19:14.166966 | 7ce183437d874f6e22c9e25f1c3d096fe5b9da19 | https://catalog.terradue.com//better-satcen-00... | 2018-06-18 05:18:58.063528 | SLC_S1B_S1_SLC__1SDV_20180606T051857_20180606T... | POLYGON((10.6534444444444 12.1762222222222 |
| 42 | https://store.terradue.com/better-satcen-00002... | 2018-06-18 05:19:14.166966 | 8bf666b493f32db9039472a901e64fa886dc1376 | https://catalog.terradue.com//better-satcen-00... | 2018-06-18 05:18:58.063528 | MTC_S1B_S1_SLC__1SDV_20180606T051857_20180606T... | POLYGON((10.6534444444444 12.1762222222222 |
| 43 | https://store.terradue.com/better-satcen-00002... | 2018-06-18 05:19:14.166966 | b412023ecaeab5e55e33862c0608c29f97715973 | https://catalog.terradue.com//better-satcen-00... | 2018-06-18 05:18:58.063528 | SLC_S1B_S1_SLC__1SDV_20180606T051857_20180606T... | POLYGON((10.6534444444444 12.1762222222222 |
| 44 | https://store.terradue.com/better-satcen-00002... | 2018-06-18 05:19:14.166966 | bce1a34e4a7a0f4feb35f468c96ea81c50c07964 | https://catalog.terradue.com//better-satcen-00... | 2018-06-18 05:18:58.063528 | MTC_S1B_S1_SLC__1SDV_20180606T051857_20180606T... | POLYGON((10.6534444444444 12.1762222222222 |
| 45 | https://store.terradue.com/better-satcen-00002... | 2018-06-18 05:19:14.166966 | d9f964ae96c4babb837061c08eb33c008a15b740 | https://catalog.terradue.com//better-satcen-00... | 2018-06-18 05:18:58.063528 | SLC_S1B_S1_SLC__1SDV_20180606T051857_20180606T... | POLYGON((10.6534444444444 12.1762222222222 |
| 46 | https://store.terradue.com/better-satcen-00002... | 2018-06-18 05:19:14.166966 | da24c57ddd723a896d61179715839d6eef674693 | https://catalog.terradue.com//better-satcen-00... | 2018-06-18 05:18:58.063528 | S1B_S1_SLC__1SDV_20180606T051857_20180606T0519... | POLYGON((10.6534444444444 12.1762222222222 |
| 47 | https://store.terradue.com/better-satcen-00002... | 2018-06-18 05:19:14.166966 | da7969c7b97943538a2567a56fe766acec68e78f | https://catalog.terradue.com//better-satcen-00... | 2018-06-18 05:18:58.063528 | MTC_S1B_S1_SLC__1SDV_20180606T051857_20180606T... | POLYGON((10.6534444444444 12.1762222222222 |
| 48 | https://store.terradue.com/better-satcen-00002... | 2018-06-06 05:19:13.262935 | 05f92257dedd0b1a44981821420411d2396b392d | https://catalog.terradue.com//better-satcen-00... | 2018-06-06 05:18:57.166982 | SLC_S1B_S1_SLC__1SDV_20180525T051856_20180525T... | POLYGON((10.6534444444444 12.1762222222222 |
| 49 | https://store.terradue.com/better-satcen-00002... | 2018-06-06 05:19:13.262935 | 0b1f5a91ca17ad9b8404d7307b7fe36f3fa49146 | https://catalog.terradue.com//better-satcen-00... | 2018-06-06 05:18:57.166982 | SLC_S1B_S1_SLC__1SDV_20180525T051856_20180525T... | POLYGON((10.6534444444444 12.1762222222222 |
Save the metadataframe¶
Saving the dataframe containing metadata as a pickle allows working with it outside the platform
In [11]:
search.to_pickle('better-satcen-00002_validation_NW_Niger.pkl')