OpenGeoLabs / eoclimlab

Some code related to EOClimlab project
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Example 3: Areas of PM10 pollution #3

Open jachym opened 6 years ago

jachym commented 6 years ago

As a result of the categorization of received data from individual measurement stations provided as pm10 parameter the analysis of the occurrence of dust decay can be carried out. For this purpose, a tool Categorization will be used to categorize values on a layer. The categorization process depends on the user and the parameters that will be determined by the user. A dot layer is displayed, divided into data values. User can also interpolate the data and present the min the form of isolines.

jachym commented 6 years ago

Using data from http://aidef.apps.eea.europa.eu/?source=%7B%22query%22%3A%7B%22bool%22%3A%7B%22must%22%3A%5B%7B%22term%22%3A%7B%22CountryOrTerritory%22%3A%22Czech%20Republic%22%7D%7D%5D%7D%7D%2C%22display_type%22%3A%22tabular%22%7D

pm10

Conversion script sample (python):

import csv
import json

features =  {}

with open('czechrep.csv', newline='') as csvfile:
    spamreader = csv.reader(csvfile, delimiter=',')
    for CountryOrTerritory,ReportingYear,UpdateTime,StationLocalId,SamplingPointLocalId,SamplingPoint_Latitude,SamplingPoint_Longitude,Pollutant,AggregationType,Namespace,Unit,BeginPosition,EndPosition,Validity,Verification,DataCoverage,DataCapture,TimeCoverage,AQValue in spamreader:

        if StationLocalId in features:
            features[StationLocalId]["properties"][Pollutant] = float(AQValue)
        else:
            features[StationLocalId] = {
                "type": "Feature",
                "properties": {
                    "CountryOrTerritory":          CountryOrTerritory,
                    "ReportingYear":               ReportingYear,
                    "UpdateTime":                  UpdateTime,
                    "StationLocalId":              StationLocalId,
                    "SamplingPointLocalId":        SamplingPointLocalId,
                    "Namespace":                   Namespace,
                    Pollutant: float(AQValue)
                },
                "geometry": {
                    "type": "Point",
                    "coordinates": [float(SamplingPoint_Longitude), float(SamplingPoint_Latitude) ]
                }
            }

j =  {
        "type":"FeatureCollection",
        "features": []
    }

for f in features:
    j["features"].append(features[f])

with open("czechrep.geojson", "w") as out:
    json.dump(j, out, indent=4)
jachym commented 6 years ago

Valid WPS Request generated by geoserver

<?xml version="1.0" encoding="UTF-8"?><wps:Execute version="1.0.0" service="WPS" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns="http://www.opengis.net/wps/1.0.0" xmlns:wfs="http://www.opengis.net/wfs" xmlns:wps="http://www.opengis.net/wps/1.0.0" xmlns:ows="http://www.opengis.net/ows/1.1" xmlns:gml="http://www.opengis.net/gml" xmlns:ogc="http://www.opengis.net/ogc" xmlns:wcs="http://www.opengis.net/wcs/1.1.1" xmlns:xlink="http://www.w3.org/1999/xlink" xsi:schemaLocation="http://www.opengis.net/wps/1.0.0 http://schemas.opengis.net/wps/1.0.0/wpsAll.xsd">
  <ows:Identifier>gs:BarnesSurface</ows:Identifier>
  <wps:DataInputs>
    <wps:Input>
      <ows:Identifier>data</ows:Identifier>
      <wps:Data>
        <wps:ComplexData mimeType="application/json"><![CDATA[{
    "type": "FeatureCollection",
    "features": [
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-24T06:54:42.12Z",
                "StationLocalId": "STA.CZ_ABRA",
                "SamplingPointLocalId": "SPO.CZ_ABRAA_PM10_40270",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 77.95833333
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    14.4118261337,
                    50.0420036316
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-24T06:54:42.12Z",
                "StationLocalId": "STA.CZ_UTPM",
                "SamplingPointLocalId": "SPO.CZ_UTPMA_PM10_765857",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 20.125
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    13.8512496948,
                    50.6452789307
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-24T06:54:42.12Z",
                "StationLocalId": "STA.CZ_UDCM",
                "SamplingPointLocalId": "SPO.CZ_UDCMA_PM10_40451",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 120.375
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    14.218793869,
                    50.7741508484
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-24T06:54:42.12Z",
                "StationLocalId": "STA.CZ_UULK",
                "SamplingPointLocalId": "SPO.CZ_UULKA_PM10_40412",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 37.0
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    14.0411949158,
                    50.6835250854
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-24T06:54:42.12Z",
                "StationLocalId": "STA.CZ_ALEG",
                "SamplingPointLocalId": "SPO.CZ_ALEGA_PM10_867416",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 45.45833333
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    14.4306726456,
                    50.0723876953
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-23T10:02:01.567Z",
                "StationLocalId": "STA.CZ_HPLO",
                "SamplingPointLocalId": "SPO.CZ_HPLOA_PM10_1101844",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 10.0
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    16.3225002289,
                    50.350276947
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-25T07:11:53.07Z",
                "StationLocalId": "STA.CZ_BBDN",
                "SamplingPointLocalId": "SPO.CZ_BBDNA_PM10_1193937",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 44.37083333
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    16.6162872314,
                    49.2027244568
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-25T07:11:53.07Z",
                "StationLocalId": "STA.CZ_JJIH",
                "SamplingPointLocalId": "SPO.CZ_JJIHA_PM10_41133",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 14.0
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    15.6102457047,
                    49.4015960693
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-23T10:02:01.567Z",
                "StationLocalId": "STA.CZ_SKLS",
                "SamplingPointLocalId": "SPO.CZ_SKLSA_PM10_41060",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 139.45833333
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    14.1060476303,
                    50.1674118042
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-23T10:02:01.567Z",
                "StationLocalId": "STA.CZ_SKLM",
                "SamplingPointLocalId": "SPO.CZ_SKLMA_PM10_41045",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 20.5
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    14.1017837524,
                    50.1438598633
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-25T07:11:53.07Z",
                "StationLocalId": "STA.CZ_SBER",
                "SamplingPointLocalId": "SPO.CZ_SBERA_PM10_40854",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 5.04166666
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    14.0583000183,
                    49.9579277039
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-23T10:02:01.567Z",
                "StationLocalId": "STA.CZ_TKAR",
                "SamplingPointLocalId": "SPO.CZ_TKARA_PM10_40635",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 1.0
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    18.5514526367,
                    49.8637962341
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-23T10:02:01.567Z",
                "StationLocalId": "STA.CZ_THAR",
                "SamplingPointLocalId": "SPO.CZ_THARA_PM10_40626",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 32.91652293
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    18.406835556,
                    49.790977478
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-25T07:11:53.07Z",
                "StationLocalId": "STA.CZ_TOZR",
                "SamplingPointLocalId": "SPO.CZ_TOZRA_PM10_40593",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 23.0
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    18.2471809387,
                    49.7960395813
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-25T07:11:53.07Z",
                "StationLocalId": "STA.CZ_TOFF",
                "SamplingPointLocalId": "SPO.CZ_TOFFA_PM10_40561",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 211.33333333
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    18.2636890411,
                    49.8391876221
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-25T07:11:53.07Z",
                "StationLocalId": "STA.CZ_HHKB",
                "SamplingPointLocalId": "SPO.CZ_HHKBA_PM10_41180",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 23.0
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    15.8463764191,
                    50.1953620911
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-23T10:02:01.567Z",
                "StationLocalId": "STA.CZ_ALIB",
                "SamplingPointLocalId": "SPO.CZ_ALIBA_PM10_40285",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 19.55029785
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    14.445933342,
                    50.0073051453
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-23T10:02:01.567Z",
                "StationLocalId": "STA.CZ_ASUC",
                "SamplingPointLocalId": "SPO.CZ_ASUCA_PM10_40237",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 5.33333333
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    14.3846387863,
                    50.1265296936
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-23T10:02:01.567Z",
                "StationLocalId": "STA.CZ_PPLS",
                "SamplingPointLocalId": "SPO.CZ_PPLSA_PM10_954116",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 1.20833333
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    13.3207483292,
                    49.7459907532
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-23T12:07:08.43Z",
                "StationLocalId": "STA.CZ_LSOU",
                "SamplingPointLocalId": "SPO.CZ_LSOUM_PM10_199708",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 0.9
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    15.319683075,
                    50.7896461487
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-23T12:07:08.43Z",
                "StationLocalId": "STA.CZ_LFRU",
                "SamplingPointLocalId": "SPO.CZ_LFRUM_PM10_838324",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 33.0
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    15.0802879333,
                    50.9382171631
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-23T12:07:08.43Z",
                "StationLocalId": "STA.CZ_LTAS",
                "SamplingPointLocalId": "SPO.CZ_LTASM_PM10_1021331",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 98.0
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    15.3029060364,
                    50.7384643555
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-23T12:07:08.43Z",
                "StationLocalId": "STA.CZ_UDOK",
                "SamplingPointLocalId": "SPO.CZ_UDOKM_PM10_194308",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 2.0
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    14.1701622009,
                    50.4588546753
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-23T12:07:08.43Z",
                "StationLocalId": "STA.CZ_HJIC",
                "SamplingPointLocalId": "SPO.CZ_HJICM_PM10_286909",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 21.7554945
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    15.3526411057,
                    50.4394989014
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-23T12:07:08.43Z",
                "StationLocalId": "STA.CZ_EPAU",
                "SamplingPointLocalId": "SPO.CZ_EPAUM_PM10_242601",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 40.0
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    15.763548851,
                    50.0240364075
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-23T12:07:08.43Z",
                "StationLocalId": "STA.CZ_JKRI",
                "SamplingPointLocalId": "SPO.CZ_JKRIM_PM10_199733",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 64.0
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    16.0986156464,
                    49.3835983276
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-23T12:07:08.43Z",
                "StationLocalId": "STA.CZ_HVEL",
                "SamplingPointLocalId": "SPO.CZ_HVELM_PM10_40145",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 101.0
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    15.8385353088,
                    50.3542137146
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-23T12:07:08.43Z",
                "StationLocalId": "STA.CZ_MBEL",
                "SamplingPointLocalId": "SPO.CZ_MBELM_PM10_39134",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 178.0
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    17.8042201996,
                    49.5870819092
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-23T12:07:08.43Z",
                "StationLocalId": "STA.CZ_TNUJ",
                "SamplingPointLocalId": "SPO.CZ_TNUJM_PM10_39131",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 159.59999999
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    18.7439651489,
                    49.5941925049
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-23T12:07:08.43Z",
                "StationLocalId": "STA.CZ_EUOR",
                "SamplingPointLocalId": "SPO.CZ_EUORM_PM10_40144",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 2.0
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    16.4221229553,
                    49.9803543091
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-25T07:11:53.07Z",
                "StationLocalId": "STA.CZ_TTRK",
                "SamplingPointLocalId": "SPO.CZ_TTRKA_PM10_40870",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 61.0
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    18.643037796,
                    49.67237854
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-25T07:11:53.07Z",
                "StationLocalId": "STA.CZ_APRU",
                "SamplingPointLocalId": "SPO.CZ_APRUA_PM10_194125",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 151.58333333
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    14.5378198624,
                    50.062297821
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-24T02:19:16.16Z",
                "StationLocalId": "STA.CZ_KCHM",
                "SamplingPointLocalId": "SPO.CZ_KCHMA_PM10_188571",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 29.875
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    12.363442421,
                    50.0658607483
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
                "CountryOrTerritory": "Czech Republic",
                "ReportingYear": "2014",
                "UpdateTime": "2017-09-25T07:11:53.07Z",
                "StationLocalId": "STA.CZ_ZUHR",
                "SamplingPointLocalId": "SPO.CZ_ZUHRA_PM10_41146",
                "Namespace": "CZ.CHMI-Prague-Komorany.AQ",
                "pm10": 126.39999999
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    17.4668483734,
                    49.0679512024
                ]
            }
        },
        {
            "type": "Feature",
            "properties": {
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