Gezielt und automatisiert Daten im Web auslesen
Zuerst installieren wir pandas und requests. Das können wir von der Command line mit den Befehlen pip install requests
und pip install pandas
die beiden Module installieren. Oder direkt hier in Jupyter Notebook mit !pip install requests
und !pip install pandas
.
In [11]:
!pip install requests
Requirement already satisfied: requests in /Users/dominiquestrebel/.virtualenvs/erstesVE/lib/python3.6/site-packages
Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /Users/dominiquestrebel/.virtualenvs/erstesVE/lib/python3.6/site-packages (from requests)
Requirement already satisfied: urllib3<1.23,>=1.21.1 in /Users/dominiquestrebel/.virtualenvs/erstesVE/lib/python3.6/site-packages (from requests)
Requirement already satisfied: certifi>=2017.4.17 in /Users/dominiquestrebel/.virtualenvs/erstesVE/lib/python3.6/site-packages (from requests)
Requirement already satisfied: idna<2.7,>=2.5 in /Users/dominiquestrebel/.virtualenvs/erstesVE/lib/python3.6/site-packages (from requests)
In [12]:
!pip install pandas
Requirement already satisfied: pandas in /Users/dominiquestrebel/.virtualenvs/erstesVE/lib/python3.6/site-packages
Requirement already satisfied: pytz>=2011k in /Users/dominiquestrebel/.virtualenvs/erstesVE/lib/python3.6/site-packages (from pandas)
Requirement already satisfied: numpy>=1.7.0 in /Users/dominiquestrebel/.virtualenvs/erstesVE/lib/python3.6/site-packages (from pandas)
Requirement already satisfied: python-dateutil>=2 in /Users/dominiquestrebel/.virtualenvs/erstesVE/lib/python3.6/site-packages (from pandas)
Requirement already satisfied: six>=1.5 in /Users/dominiquestrebel/.virtualenvs/erstesVE/lib/python3.6/site-packages (from python-dateutil>=2->pandas)
In [13]:
import requests
import pandas as pd
import calendar, datetime, time
Zur Dokumentation von requestst geht es hier lang.
In einer ersten Übung arbeiten wir mit der API des USGS arbeiten. Für die meisten API muss man sich heutezutage eine eigene API-Key kreieren. Das werden wir zu einem späteren Zeitpunkt tun. Diese API braucht keine Keys. Deshalb ist es ein gutes Kennenlernbeispiel.
Falls Probleme mit dem Output auftauchen, hier ein Work around für die Meldung, dass der Output limitiert wurde. Reconfigure line output and opening stuff from the command line
Bevor man mit deiner API arbeitet, lohnt es sich immer zuerst, die Dokumentation anzuschauen.
Kleinere Abfrage. Wieviele Erdbeben hat es in einem bestimmten Zeitraum gegeben?#APIs die genutzt werden wollen, dokumentieren ihren Aufbau auf der Website - zB ws-old.parlament
In [14]:
url = 'https://earthquake.usgs.gov/fdsnws/event/1/count?starttime=2017-09-20&endtime=2017-09-21'
In [15]:
response = requests.get(url)
In [16]:
response
Out[16]:
<Response [200]>
In [17]:
response.text
Out[17]:
'312'
Wieviele hat es letzte Nacht von 22 bis 6 Uhr morgens gegeben? Dafür müssen wir in der Dokumentation Time nachfragen.
In [18]:
url = 'https://earthquake.usgs.gov/fdsnws/event/1/count?starttime=2017-09-20T22:00:00&endtime=2017-09-21T06:00:00'#Funktion bis ? Dann Parameter mit & verbunden
Wegen Zeitverschiebung Zeit anpassen.
In [19]:
url = 'https://earthquake.usgs.gov/fdsnws/event/1/count?starttime=2017-09-20T24:00:00&endtime=2017-09-21T08:00:00'
In [20]:
response = requests.get(url)
response.text
Out[20]:
'84'
Details zu allen Erbeben in den über drei Tage, 17-9-2017 bis 21-9-2017.
In [21]:
url1 = 'https://earthquake.usgs.gov/fdsnws/event/1/query?format=geojson'#query heisst wir suchen bestimmte erdbeben
In [22]:
urlzeit = '&starttime=2017-09-17T24:00:00&endtime=2017-09-21T08:00:00'
In [23]:
response = requests.get(url1+urlzeit)#Ich hänge die beiden Variablen zusammen
response.text#Alle Erdbeben auf der ganzen Welt in diesem Zeitraum
Out[23]:
'{"type":"FeatureCollection","metadata":{"generated":1506884583000,"url":"https://earthquake.usgs.gov/fdsnws/event/1/query?format=geojson&starttime=2017-09-17T24:00:00&endtime=2017-09-21T08:00:00","title":"USGS Earthquakes","status":200,"api":"1.5.8","count":1035},"features":[{"type":"Feature","properties":{"mag":1.2,"place":"140km WNW of Haines Junction, Canada","time":1505980470681,"updated":1506448261339,"tz":-480,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ak16874635","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ak16874635&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":22,"net":"ak","code":"16874635","ids":",ak16874635,","sources":",ak,","types":",geoserve,origin,phase-data,","nst":null,"dmin":null,"rms":0.45,"gap":null,"magType":"ml","type":"earthquake","title":"M 1.2 - 140km WNW of Haines Junction, Canada"},"geometry":{"type":"Point","coordinates":[-139.9567,61.1836,3.9]},"id":"ak16874635"},\n{"type":"Feature","properties":{"mag":1.19,"place":"14km SE of Lincoln, Montana","time":1505980355400,"updated":1506119398740,"tz":-420,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/mb80256854","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=mb80256854&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":22,"net":"mb","code":"80256854","ids":",mb80256854,","sources":",mb,","types":",geoserve,origin,phase-data,","nst":17,"dmin":0.056,"rms":0.19,"gap":73,"magType":"ml","type":"earthquake","title":"M 1.2 - 14km SE of Lincoln, Montana"},"geometry":{"type":"Point","coordinates":[-112.5403333,46.8658333,13.58]},"id":"mb80256854"},\n{"type":"Feature","properties":{"mag":2.23,"place":"2km SSE of Pahala, Hawaii","time":1505980220010,"updated":1506023957050,"tz":-600,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/hv61915846","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=hv61915846&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":77,"net":"hv","code":"61915846","ids":",hv61915846,","sources":",hv,","types":",geoserve,origin,phase-data,","nst":46,"dmin":0.0329,"rms":0.17,"gap":90,"magType":"ml","type":"earthquake","title":"M 2.2 - 2km SSE of Pahala, Hawaii"},"geometry":{"type":"Point","coordinates":[-155.4718333,19.1871667,6.497]},"id":"hv61915846"},\n{"type":"Feature","properties":{"mag":1.82,"place":"8km NNE of East Foothills, California","time":1505979900900,"updated":1506050522891,"tz":-480,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/nc72896176","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=nc72896176&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":51,"net":"nc","code":"72896176","ids":",nc72896176,","sources":",nc,","types":",focal-mechanism,geoserve,nearby-cities,origin,phase-data,scitech-link,","nst":52,"dmin":0.01005,"rms":0.05,"gap":35,"magType":"md","type":"earthquake","title":"M 1.8 - 8km NNE of East Foothills, California"},"geometry":{"type":"Point","coordinates":[-121.7891667,37.455,8.23]},"id":"nc72896176"},\n{"type":"Feature","properties":{"mag":0.6,"place":"20km NNE of North Nenana, Alaska","time":1505979893687,"updated":1506448260891,"tz":-540,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ak16874633","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ak16874633&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":6,"net":"ak","code":"16874633","ids":",ak16874633,","sources":",ak,","types":",geoserve,origin,phase-data,","nst":null,"dmin":null,"rms":0.43,"gap":null,"magType":"ml","type":"earthquake","title":"M 0.6 - 20km NNE of North Nenana, Alaska"},"geometry":{"type":"Point","coordinates":[-148.9643,64.7484,19.5]},"id":"ak16874633"},\n{"type":"Feature","properties":{"mag":2.5,"place":"26km NW of Valdez, Alaska","time":1505979347188,"updated":1506448260093,"tz":-540,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ak16874613","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ak16874613&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":96,"net":"ak","code":"16874613","ids":",ak16874613,","sources":",ak,","types":",geoserve,origin,phase-data,","nst":null,"dmin":null,"rms":0.49,"gap":null,"magType":"ml","type":"earthquake","title":"M 2.5 - 26km NW of Valdez, Alaska"},"geometry":{"type":"Point","coordinates":[-146.6995,61.302,18.1]},"id":"ak16874613"},\n{"type":"Feature","properties":{"mag":1.44,"place":"1km ESE of Pacheco, California","time":1505978529860,"updated":1506058023199,"tz":-480,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/nc72896141","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=nc72896141&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":32,"net":"nc","code":"72896141","ids":",nc72896141,","sources":",nc,","types":",geoserve,nearby-cities,origin,phase-data,scitech-link,","nst":25,"dmin":0.05895,"rms":0.1,"gap":87,"magType":"md","type":"earthquake","title":"M 1.4 - 1km ESE of Pacheco, California"},"geometry":{"type":"Point","coordinates":[-122.0545,37.9763333,16.99]},"id":"nc72896141"},\n{"type":"Feature","properties":{"mag":4.8,"place":"27km WSW of Canete, Chile","time":1505977959710,"updated":1506006107646,"tz":-240,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us2000asd1","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000asd1&format=geojson","felt":2,"cdi":3.1,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":355,"net":"us","code":"2000asd1","ids":",us2000asd1,","sources":",us,","types":",dyfi,geoserve,origin,phase-data,","nst":null,"dmin":1.225,"rms":0.63,"gap":132,"magType":"mb","type":"earthquake","title":"M 4.8 - 27km WSW of Canete, Chile"},"geometry":{"type":"Point","coordinates":[-73.683,-37.9104,6.87]},"id":"us2000asd1"},\n{"type":"Feature","properties":{"mag":1.08,"place":"5km WNW of Cobb, California","time":1505977815960,"updated":1505978702513,"tz":-480,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/nc72896116","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=nc72896116&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":18,"net":"nc","code":"72896116","ids":",nc72896116,","sources":",nc,","types":",geoserve,nearby-cities,origin,phase-data,scitech-link,","nst":13,"dmin":0.004832,"rms":0.04,"gap":95,"magType":"md","type":"earthquake","title":"M 1.1 - 5km WNW of Cobb, California"},"geometry":{"type":"Point","coordinates":[-122.7841644,38.8381653,0.65]},"id":"nc72896116"},\n{"type":"Feature","properties":{"mag":0.62,"place":"12km ESE of Mammoth Lakes, California","time":1505977809340,"updated":1506010203608,"tz":-480,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/nc72896126","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=nc72896126&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":6,"net":"nc","code":"72896126","ids":",nc72896126,","sources":",nc,","types":",geoserve,nearby-cities,origin,phase-data,scitech-link,","nst":12,"dmin":0.01917,"rms":0.04,"gap":132,"magType":"md","type":"earthquake","title":"M 0.6 - 12km ESE of Mammoth Lakes, California"},"geometry":{"type":"Point","coordinates":[-118.8456667,37.604,3.41]},"id":"nc72896126"},\n{"type":"Feature","properties":{"mag":1.44,"place":"3km NNE of Ojai, CA","time":1505977166870,"updated":1506013950989,"tz":-480,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ci38007272","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci38007272&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":32,"net":"ci","code":"38007272","ids":",ci38007272,","sources":",ci,","types":",geoserve,nearby-cities,origin,phase-data,scitech-link,","nst":29,"dmin":0.04931,"rms":0.3,"gap":51,"magType":"ml","type":"earthquake","title":"M 1.4 - 3km NNE of Ojai, CA"},"geometry":{"type":"Point","coordinates":[-119.2356667,34.473,10.66]},"id":"ci38007272"},\n{"type":"Feature","properties":{"mag":0.25,"place":"7km SSW of Mammoth Lakes, California","time":1505976898290,"updated":1506018543447,"tz":-480,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/nc72896101","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=nc72896101&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":1,"net":"nc","code":"72896101","ids":",nc72896101,","sources":",nc,","types":",geoserve,nearby-cities,origin,phase-data,scitech-link,","nst":9,"dmin":0.02189,"rms":0.04,"gap":222,"magType":"md","type":"earthquake","title":"M 0.3 - 7km SSW of Mammoth Lakes, California"},"geometry":{"type":"Point","coordinates":[-119.0093333,37.5923333,1.93]},"id":"nc72896101"},\n{"type":"Feature","properties":{"mag":0.21,"place":"25km NNW of Packwood, Washington","time":1505976880010,"updated":1506015515880,"tz":-480,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/uw61309197","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=uw61309197&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":1,"net":"uw","code":"61309197","ids":",uw61309197,","sources":",uw,","types":",geoserve,origin,phase-data,","nst":7,"dmin":0.03889,"rms":0.08,"gap":184,"magType":"ml","type":"earthquake","title":"M 0.2 - 25km NNW of Packwood, Washington"},"geometry":{"type":"Point","coordinates":[-121.75,46.8255,-2.2]},"id":"uw61309197"},\n{"type":"Feature","properties":{"mag":1.8,"place":"81km ESE of Old Iliamna, Alaska","time":1505976691446,"updated":1506448259569,"tz":-540,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ak16874540","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ak16874540&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":50,"net":"ak","code":"16874540","ids":",ak16874540,","sources":",ak,","types":",geoserve,origin,phase-data,","nst":null,"dmin":null,"rms":0.51,"gap":null,"magType":"ml","type":"earthquake","title":"M 1.8 - 81km ESE of Old Iliamna, Alaska"},"geometry":{"type":"Point","coordinates":[-153.5178,59.5615,114.3]},"id":"ak16874540"},\n{"type":"Feature","properties":{"mag":1.35,"place":"5km SSE of Banning, CA","time":1505976496140,"updated":1506003335110,"tz":-480,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ci38007264","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci38007264&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":28,"net":"ci","code":"38007264","ids":",ci38007264,","sources":",ci,","types":",focal-mechanism,geoserve,nearby-cities,origin,phase-data,scitech-link,","nst":51,"dmin":0.07282,"rms":0.17,"gap":55,"magType":"ml","type":"earthquake","title":"M 1.4 - 5km SSE of Banning, CA"},"geometry":{"type":"Point","coordinates":[-116.8585,33.8858333,13.8]},"id":"ci38007264"},\n{"type":"Feature","properties":{"mag":1.4,"place":"66km SE of Whittier, Alaska","time":1505975897075,"updated":1506448259059,"tz":-540,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ak16874539","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ak16874539&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":30,"net":"ak","code":"16874539","ids":",ak16874539,","sources":",ak,","types":",geoserve,origin,phase-data,","nst":null,"dmin":null,"rms":0.5,"gap":null,"magType":"ml","type":"earthquake","title":"M 1.4 - 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56km W of Chernabura Island, Alaska"},"geometry":{"type":"Point","coordinates":[-160.4341,54.7916,41.7]},"id":"ak16874533"},\n{"type":"Feature","properties":{"mag":0.5,"place":"38km SSW of Beatty, Nevada","time":1505975378209,"updated":1506047768129,"tz":-480,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/nn00606223","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=nn00606223&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":4,"net":"nn","code":"00606223","ids":",nn00606223,","sources":",nn,","types":",geoserve,origin,phase-data,","nst":17,"dmin":0.127,"rms":0.1914,"gap":161.88,"magType":"ml","type":"earthquake","title":"M 0.5 - 38km SSW of Beatty, Nevada"},"geometry":{"type":"Point","coordinates":[-116.9469,36.5999,8.5]},"id":"nn00606223"},\n{"type":"Feature","properties":{"mag":-0.2,"place":"45km ESE of Beatty, Nevada","time":1505974461434,"updated":1506047813789,"tz":-480,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/nn00606299","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=nn00606299&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":0,"net":"nn","code":"00606299","ids":",nn00606299,","sources":",nn,","types":",geoserve,origin,phase-data,","nst":21,"dmin":0.073,"rms":0.1383,"gap":64.81,"magType":"ml","type":"earthquake","title":"M -0.2 - 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Alle Erbeben mit den ungefähren Koordinaten von Mexiko. Hier könnte man die ungefähr nachschlagen.
In [24]:
urlloc = '&minlatitude=13&maxlatitude=33&minlongitude=-120&maxlongitude=-85'
In [25]:
response = requests.get(url1+urlzeit+urlloc)
response.text
Out[25]:
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4km SW of Imperial, CA"},"geometry":{"type":"Point","coordinates":[-115.6046667,32.8245,12]},"id":"ci37766295"},\n{"type":"Feature","properties":{"mag":2.17,"place":"4km SW of Imperial, CA","time":1505769684730,"updated":1505838605910,"tz":-480,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ci37766287","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci37766287&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":72,"net":"ci","code":"37766287","ids":",ci37766287,","sources":",ci,","types":",geoserve,nearby-cities,origin,phase-data,scitech-link,","nst":34,"dmin":0.0577,"rms":0.33,"gap":96,"magType":"ml","type":"earthquake","title":"M 2.2 - 4km SW of Imperial, CA"},"geometry":{"type":"Point","coordinates":[-115.606,32.8226667,12.54]},"id":"ci37766287"},\n{"type":"Feature","properties":{"mag":4.9,"place":"101km S of San Francisco del Mar, Mexico","time":1505764292580,"updated":1505776013040,"tz":-360,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us2000aq7z","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000aq7z&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":369,"net":"us","code":"2000aq7z","ids":",us2000aq7z,","sources":",us,","types":",geoserve,origin,phase-data,","nst":null,"dmin":3.03,"rms":1.44,"gap":132,"magType":"mb","type":"earthquake","title":"M 4.9 - 101km S of San Francisco del Mar, Mexico"},"geometry":{"type":"Point","coordinates":[-94.6427,15.3134,31.07]},"id":"us2000aq7z"},\n{"type":"Feature","properties":{"mag":3.51,"place":"77km S of Maneadero, B.C., MX","time":1505759058190,"updated":1505832923848,"tz":-480,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ci37766167","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci37766167&format=geojson","felt":1,"cdi":2.7,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":190,"net":"ci","code":"37766167","ids":",ci37766167,","sources":",ci,","types":",dyfi,geoserve,nearby-cities,origin,phase-data,scitech-link,","nst":13,"dmin":0.8296,"rms":0.35,"gap":268,"magType":"ml","type":"earthquake","title":"M 3.5 - 77km S of Maneadero, B.C., MX"},"geometry":{"type":"Point","coordinates":[-116.6565018,31.0306664,5.16]},"id":"ci37766167"},\n{"type":"Feature","properties":{"mag":4.3,"place":"59km S of Salina Cruz, Mexico","time":1505756979200,"updated":1506014421040,"tz":-360,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us2000aq4m","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000aq4m&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":284,"net":"us","code":"2000aq4m","ids":",us2000aq4m,","sources":",us,","types":",geoserve,origin,phase-data,","nst":null,"dmin":3.022,"rms":0.84,"gap":200,"magType":"mb","type":"earthquake","title":"M 4.3 - 59km S of Salina Cruz, Mexico"},"geometry":{"type":"Point","coordinates":[-95.2066,15.6332,53.99]},"id":"us2000aq4m"},\n{"type":"Feature","properties":{"mag":4.1,"place":"27km SE of San Mateo del Mar, Mexico","time":1505755544410,"updated":1505946017040,"tz":-360,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us2000aq3v","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000aq3v&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":259,"net":"us","code":"2000aq3v","ids":",us2000aq3v,","sources":",us,","types":",geoserve,origin,phase-data,","nst":null,"dmin":2.621,"rms":1.22,"gap":188,"magType":"mb","type":"earthquake","title":"M 4.1 - 27km SE of San Mateo del Mar, Mexico"},"geometry":{"type":"Point","coordinates":[-94.8487,15.9949,55.32]},"id":"us2000aq3v"},\n{"type":"Feature","properties":{"mag":4.7,"place":"116km S of San Francisco del Mar, Mexico","time":1505747639290,"updated":1505758326040,"tz":-360,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us2000apya","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000apya&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":340,"net":"us","code":"2000apya","ids":",us2000apya,","sources":",us,","types":",geoserve,origin,phase-data,","nst":null,"dmin":5.113,"rms":0.53,"gap":153,"magType":"mb","type":"earthquake","title":"M 4.7 - 116km S of San Francisco del Mar, Mexico"},"geometry":{"type":"Point","coordinates":[-94.5858,15.1833,36.89]},"id":"us2000apya"},\n{"type":"Feature","properties":{"mag":5.6,"place":"108km S of San Francisco del Mar, Mexico","time":1505744352870,"updated":1505847392622,"tz":-360,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us2000apx5","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000apx5&format=geojson","felt":1,"cdi":6.4,"mmi":3.79,"alert":"green","status":"reviewed","tsunami":0,"sig":483,"net":"us","code":"2000apx5","ids":",us2000apx5,","sources":",us,","types":",dyfi,geoserve,losspager,moment-tensor,origin,phase-data,shakemap,","nst":null,"dmin":5.097,"rms":1.04,"gap":41,"magType":"mww","type":"earthquake","title":"M 5.6 - 108km S of San Francisco del Mar, Mexico"},"geometry":{"type":"Point","coordinates":[-94.5576,15.2537,10]},"id":"us2000apx5"},\n{"type":"Feature","properties":{"mag":4.9,"place":"5km SW of San Mateo del Mar, Mexico","time":1505736421030,"updated":1506404591300,"tz":-360,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us2000apva","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000apva&format=geojson","felt":1,"cdi":2,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":370,"net":"us","code":"2000apva","ids":",us2000apva,","sources":",us,","types":",dyfi,geoserve,origin,phase-data,","nst":null,"dmin":3.498,"rms":0.75,"gap":155,"magType":"mb","type":"earthquake","title":"M 4.9 - 5km SW of San Mateo del Mar, Mexico"},"geometry":{"type":"Point","coordinates":[-95.0293,16.1639,38.92]},"id":"us2000apva"},\n{"type":"Feature","properties":{"mag":1.11,"place":"4km WSW of Imperial, CA","time":1505716385670,"updated":1505840704209,"tz":-480,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ci37765839","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci37765839&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":19,"net":"ci","code":"37765839","ids":",ci37765839,","sources":",ci,","types":",geoserve,nearby-cities,origin,phase-data,scitech-link,","nst":22,"dmin":0.07825,"rms":0.22,"gap":99,"magType":"ml","type":"earthquake","title":"M 1.1 - 4km WSW of Imperial, CA"},"geometry":{"type":"Point","coordinates":[-115.6075,32.8336667,11.71]},"id":"ci37765839"},\n{"type":"Feature","properties":{"mag":4.2,"place":"57km SSW of Paredon, Mexico","time":1505699409580,"updated":1505702127040,"tz":-360,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us2000apq2","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000apq2&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":271,"net":"us","code":"2000apq2","ids":",us2000apq2,","sources":",us,","types":",geoserve,origin,phase-data,","nst":null,"dmin":2.416,"rms":1.03,"gap":190,"magType":"mb","type":"earthquake","title":"M 4.2 - 57km SSW of Paredon, Mexico"},"geometry":{"type":"Point","coordinates":[-93.9986,15.5322,52.61]},"id":"us2000apq2"}],"bbox":[-117.0765,14.5296,-0.2,-90.9069,32.9196667,177.24]}'
Dieser Wulst lässt sich aber ziemlich schwer lesen. Deshalb müssen wir das zuerst umformatieren und dann verstehen, wie das ganze strukturiert ist.
In [26]:
response.json()#json strukturiert die daten. Ich sehe es ist ein dictionyry von zwei listen, die wiederum dictionaries enthält mit keys und values - wo beginnt sie; es nur zwei keys: bbox und features. features ist interessanter
Out[26]:
{'bbox': [-117.0765, 14.5296, -0.2, -90.9069, 32.9196667, 177.24],
'features': [{'geometry': {'coordinates': [-115.6006667, 32.8185, 11.77],
'type': 'Point'},
'id': 'ci38007144',
'properties': {'alert': None,
'cdi': None,
'code': '38007144',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci38007144&format=geojson',
'dmin': 0.08931,
'felt': None,
'gap': 102,
'ids': ',ci38007144,',
'mag': 2.26,
'magType': 'ml',
'mmi': None,
'net': 'ci',
'nst': 41,
'place': '4km SW of Imperial, CA',
'rms': 0.26,
'sig': 79,
'sources': ',ci,',
'status': 'reviewed',
'time': 1505947525530,
'title': 'M 2.3 - 4km SW of Imperial, CA',
'tsunami': 0,
'type': 'earthquake',
'types': ',focal-mechanism,geoserve,nearby-cities,origin,phase-data,scitech-link,',
'tz': -480,
'updated': 1505948918700,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci38007144'},
'type': 'Feature'},
{'geometry': {'coordinates': [-117.0765, 32.8138333, -0.2], 'type': 'Point'},
'id': 'ci38007104',
'properties': {'alert': None,
'cdi': None,
'code': '38007104',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci38007104&format=geojson',
'dmin': 0.01788,
'felt': None,
'gap': 192,
'ids': ',ci38007104,',
'mag': 1,
'magType': 'ml',
'mmi': None,
'net': 'ci',
'nst': 31,
'place': '7km NW of La Mesa, CA',
'rms': 0.25,
'sig': 15,
'sources': ',ci,',
'status': 'reviewed',
'time': 1505937649230,
'title': 'M 1.0 Quarry Blast - 7km NW of La Mesa, CA',
'tsunami': 0,
'type': 'quarry blast',
'types': ',geoserve,nearby-cities,origin,phase-data,scitech-link,',
'tz': -480,
'updated': 1505938469023,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci38007104'},
'type': 'Feature'},
{'geometry': {'coordinates': [-115.3891667, 32.3801667, 15.18],
'type': 'Point'},
'id': 'ci38007072',
'properties': {'alert': None,
'cdi': 2,
'code': '38007072',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci38007072&format=geojson',
'dmin': 0.08129,
'felt': 4,
'gap': 126,
'ids': ',ci38007072,',
'mag': 2.71,
'magType': 'ml',
'mmi': None,
'net': 'ci',
'nst': 22,
'place': '19km W of Delta, B.C., MX',
'rms': 0.27,
'sig': 114,
'sources': ',ci,',
'status': 'reviewed',
'time': 1505931747440,
'title': 'M 2.7 - 19km W of Delta, B.C., MX',
'tsunami': 0,
'type': 'earthquake',
'types': ',dyfi,geoserve,nearby-cities,origin,phase-data,scitech-link,',
'tz': -480,
'updated': 1505972687945,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci38007072'},
'type': 'Feature'},
{'geometry': {'coordinates': [-116.2395, 32.9196667, 7.97], 'type': 'Point'},
'id': 'ci38007032',
'properties': {'alert': None,
'cdi': None,
'code': '38007032',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci38007032&format=geojson',
'dmin': 0.1562,
'felt': None,
'gap': 84,
'ids': ',ci38007032,',
'mag': 0.94,
'magType': 'ml',
'mmi': None,
'net': 'ci',
'nst': 21,
'place': '27km SSW of Ocotillo Wells, CA',
'rms': 0.14,
'sig': 14,
'sources': ',ci,',
'status': 'reviewed',
'time': 1505922423230,
'title': 'M 0.9 - 27km SSW of Ocotillo Wells, CA',
'tsunami': 0,
'type': 'earthquake',
'types': ',geoserve,nearby-cities,origin,phase-data,scitech-link,',
'tz': -480,
'updated': 1505925653354,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci38007032'},
'type': 'Feature'},
{'geometry': {'coordinates': [-115.1976667, 32.4193333, 10.66],
'type': 'Point'},
'id': 'ci38006952',
'properties': {'alert': None,
'cdi': None,
'code': '38006952',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci38006952&format=geojson',
'dmin': 0.09078,
'felt': None,
'gap': 99,
'ids': ',ci38006952,',
'mag': 2.21,
'magType': 'ml',
'mmi': None,
'net': 'ci',
'nst': 21,
'place': '7km N of Delta, B.C., MX',
'rms': 0.32,
'sig': 75,
'sources': ',ci,',
'status': 'reviewed',
'time': 1505911740560,
'title': 'M 2.2 - 7km N of Delta, B.C., MX',
'tsunami': 0,
'type': 'earthquake',
'types': ',geoserve,nearby-cities,origin,phase-data,',
'tz': -480,
'updated': 1506016674860,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci38006952'},
'type': 'Feature'},
{'geometry': {'coordinates': [-93.4191, 15.2723, 57.48], 'type': 'Point'},
'id': 'us2000arj1',
'properties': {'alert': None,
'cdi': None,
'code': '2000arj1',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000arj1&format=geojson',
'dmin': 1.85,
'felt': None,
'gap': 177,
'ids': ',us2000arj1,',
'mag': 4.7,
'magType': 'mb',
'mmi': None,
'net': 'us',
'nst': None,
'place': '51km SSW of Pijijiapan, Mexico',
'rms': 1.12,
'sig': 340,
'sources': ',us,',
'status': 'reviewed',
'time': 1505903968940,
'title': 'M 4.7 - 51km SSW of Pijijiapan, Mexico',
'tsunami': 0,
'type': 'earthquake',
'types': ',geoserve,origin,phase-data,',
'tz': -360,
'updated': 1505905016040,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000arj1'},
'type': 'Feature'},
{'geometry': {'coordinates': [-94.8719, 16.1444, 48.73], 'type': 'Point'},
'id': 'us2000argd',
'properties': {'alert': None,
'cdi': 2,
'code': '2000argd',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000argd&format=geojson',
'dmin': 3.347,
'felt': 3,
'gap': 161,
'ids': ',us2000argd,',
'mag': 4.6,
'magType': 'mb',
'mmi': None,
'net': 'us',
'nst': None,
'place': '15km ESE of San Mateo del Mar, Mexico',
'rms': 0.93,
'sig': 326,
'sources': ',us,',
'status': 'reviewed',
'time': 1505878085370,
'title': 'M 4.6 - 15km ESE of San Mateo del Mar, Mexico',
'tsunami': 0,
'type': 'earthquake',
'types': ',dyfi,geoserve,origin,phase-data,',
'tz': -360,
'updated': 1505880140269,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000argd'},
'type': 'Feature'},
{'geometry': {'coordinates': [-90.9069, 14.5296, 177.24], 'type': 'Point'},
'id': 'us2000arfs',
'properties': {'alert': None,
'cdi': 3.4,
'code': '2000arfs',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000arfs&format=geojson',
'dmin': 0.972,
'felt': 8,
'gap': 174,
'ids': ',us2000arfs,',
'mag': 4.9,
'magType': 'mb',
'mmi': None,
'net': 'us',
'nst': None,
'place': '4km ESE of Acatenango, Guatemala',
'rms': 1.2,
'sig': 372,
'sources': ',us,',
'status': 'reviewed',
'time': 1505875055380,
'title': 'M 4.9 - 4km ESE of Acatenango, Guatemala',
'tsunami': 0,
'type': 'earthquake',
'types': ',dyfi,geoserve,origin,phase-data,',
'tz': -360,
'updated': 1506256005241,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000arfs'},
'type': 'Feature'},
{'geometry': {'coordinates': [-94.8374, 16.2179, 64.79], 'type': 'Point'},
'id': 'us2000arch',
'properties': {'alert': None,
'cdi': 2,
'code': '2000arch',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000arch&format=geojson',
'dmin': 2.594,
'felt': 2,
'gap': 169,
'ids': ',us2000arch,',
'mag': 4.6,
'magType': 'mb',
'mmi': None,
'net': 'us',
'nst': None,
'place': '15km SW of San Dionisio del Mar, Mexico',
'rms': 0.84,
'sig': 326,
'sources': ',us,',
'status': 'reviewed',
'time': 1505862694420,
'title': 'M 4.6 - 15km SW of San Dionisio del Mar, Mexico',
'tsunami': 0,
'type': 'earthquake',
'types': ',dyfi,geoserve,origin,phase-data,',
'tz': -360,
'updated': 1505874958548,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000arch'},
'type': 'Feature'},
{'geometry': {'coordinates': [-94.5112, 15.3218, 46.64], 'type': 'Point'},
'id': 'us2000ar96',
'properties': {'alert': None,
'cdi': 2,
'code': '2000ar96',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000ar96&format=geojson',
'dmin': 2.903,
'felt': 1,
'gap': 140,
'ids': ',us2000ar96,',
'mag': 4.9,
'magType': 'mb',
'mmi': None,
'net': 'us',
'nst': None,
'place': '101km S of San Francisco del Mar, Mexico',
'rms': 0.89,
'sig': 370,
'sources': ',us,',
'status': 'reviewed',
'time': 1505855599810,
'title': 'M 4.9 - 101km S of San Francisco del Mar, Mexico',
'tsunami': 0,
'type': 'earthquake',
'types': ',dyfi,geoserve,origin,phase-data,',
'tz': -360,
'updated': 1505865303805,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000ar96'},
'type': 'Feature'},
{'geometry': {'coordinates': [-98.4952, 18.5539, 51], 'type': 'Point'},
'id': 'us2000ar20',
'properties': {'alert': None,
'cdi': 9.1,
'code': '2000ar20',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000ar20&format=geojson',
'dmin': 0.988,
'felt': 2038,
'gap': 23,
'ids': ',us2000ar20,',
'mag': 7.1,
'magType': 'mww',
'mmi': 7.58,
'net': 'us',
'nst': None,
'place': '0km NE of Ayutla, Mexico',
'rms': 1.14,
'sig': 1686,
'sources': ',us,',
'status': 'reviewed',
'time': 1505844878420,
'title': 'M 7.1 - 0km NE of Ayutla, Mexico',
'tsunami': 0,
'type': 'earthquake',
'types': ',dyfi,finite-fault,general-link,general-text,geoserve,impact-text,losspager,moment-tensor,origin,phase-data,poster,scitech-link,shakemap,',
'tz': -360,
'updated': 1506873644360,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000ar20'},
'type': 'Feature'},
{'geometry': {'coordinates': [-115.4891667, 32.91, 3.69], 'type': 'Point'},
'id': 'ci37766575',
'properties': {'alert': None,
'cdi': None,
'code': '37766575',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci37766575&format=geojson',
'dmin': 0.06078,
'felt': None,
'gap': 85,
'ids': ',ci37766575,',
'mag': 1.76,
'magType': 'ml',
'mmi': None,
'net': 'ci',
'nst': 23,
'place': '8km SSE of Brawley, CA',
'rms': 0.17,
'sig': 48,
'sources': ',ci,',
'status': 'reviewed',
'time': 1505810653690,
'title': 'M 1.8 - 8km SSE of Brawley, CA',
'tsunami': 0,
'type': 'earthquake',
'types': ',geoserve,nearby-cities,origin,phase-data,scitech-link,',
'tz': -480,
'updated': 1505849402584,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci37766575'},
'type': 'Feature'},
{'geometry': {'coordinates': [-94.057, 15.1162, 16.18], 'type': 'Point'},
'id': 'us2000aqji',
'properties': {'alert': 'green',
'cdi': None,
'code': '2000aqji',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000aqji&format=geojson',
'dmin': 2.474,
'felt': None,
'gap': 69,
'ids': ',us2000aqji,',
'mag': 5.5,
'magType': 'mww',
'mmi': 3.46,
'net': 'us',
'nst': None,
'place': '100km SW of Tres Picos, Mexico',
'rms': 1.18,
'sig': 465,
'sources': ',us,',
'status': 'reviewed',
'time': 1505807593680,
'title': 'M 5.5 - 100km SW of Tres Picos, Mexico',
'tsunami': 0,
'type': 'earthquake',
'types': ',geoserve,losspager,moment-tensor,origin,phase-data,shakemap,',
'tz': -360,
'updated': 1506405301711,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000aqji'},
'type': 'Feature'},
{'geometry': {'coordinates': [-94.5586, 15.6885, 61.41], 'type': 'Point'},
'id': 'us2000aqiw',
'properties': {'alert': None,
'cdi': None,
'code': '2000aqiw',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000aqiw&format=geojson',
'dmin': 4.667,
'felt': None,
'gap': 151,
'ids': ',us2000aqiw,',
'mag': 4.9,
'magType': 'mb',
'mmi': None,
'net': 'us',
'nst': None,
'place': '61km S of San Francisco del Mar, Mexico',
'rms': 0.84,
'sig': 369,
'sources': ',us,',
'status': 'reviewed',
'time': 1505804582500,
'title': 'M 4.9 - 61km S of San Francisco del Mar, Mexico',
'tsunami': 0,
'type': 'earthquake',
'types': ',geoserve,origin,phase-data,',
'tz': -360,
'updated': 1506404740040,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000aqiw'},
'type': 'Feature'},
{'geometry': {'coordinates': [-115.4863333, 32.9161667, 3.75],
'type': 'Point'},
'id': 'ci37766503',
'properties': {'alert': None,
'cdi': None,
'code': '37766503',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci37766503&format=geojson',
'dmin': 0.06426,
'felt': None,
'gap': 85,
'ids': ',ci37766503,',
'mag': 1.67,
'magType': 'ml',
'mmi': None,
'net': 'ci',
'nst': 24,
'place': '8km SSE of Brawley, CA',
'rms': 0.19,
'sig': 43,
'sources': ',ci,',
'status': 'reviewed',
'time': 1505797300060,
'title': 'M 1.7 - 8km SSE of Brawley, CA',
'tsunami': 0,
'type': 'earthquake',
'types': ',geoserve,nearby-cities,origin,phase-data,scitech-link,',
'tz': -480,
'updated': 1505844620188,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci37766503'},
'type': 'Feature'},
{'geometry': {'coordinates': [-115.4863333, 32.9165, 3.74], 'type': 'Point'},
'id': 'ci37766479',
'properties': {'alert': None,
'cdi': None,
'code': '37766479',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci37766479&format=geojson',
'dmin': 0.06434,
'felt': None,
'gap': 74,
'ids': ',ci37766479,',
'mag': 1.69,
'magType': 'ml',
'mmi': None,
'net': 'ci',
'nst': 24,
'place': '8km SSE of Brawley, CA',
'rms': 0.18,
'sig': 44,
'sources': ',ci,',
'status': 'reviewed',
'time': 1505792016930,
'title': 'M 1.7 - 8km SSE of Brawley, CA',
'tsunami': 0,
'type': 'earthquake',
'types': ',geoserve,nearby-cities,origin,phase-data,scitech-link,',
'tz': -480,
'updated': 1505844201547,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci37766479'},
'type': 'Feature'},
{'geometry': {'coordinates': [-115.4848333, 32.9106667, 3.6],
'type': 'Point'},
'id': 'ci37766487',
'properties': {'alert': None,
'cdi': None,
'code': '37766487',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci37766487&format=geojson',
'dmin': 0.06369,
'felt': None,
'gap': 96,
'ids': ',ci37766487,',
'mag': 1.34,
'magType': 'ml',
'mmi': None,
'net': 'ci',
'nst': 9,
'place': '9km SSE of Brawley, CA',
'rms': 0.13,
'sig': 28,
'sources': ',ci,',
'status': 'reviewed',
'time': 1505791878570,
'title': 'M 1.3 - 9km SSE of Brawley, CA',
'tsunami': 0,
'type': 'earthquake',
'types': ',geoserve,nearby-cities,origin,phase-data,',
'tz': -480,
'updated': 1505842539274,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci37766487'},
'type': 'Feature'},
{'geometry': {'coordinates': [-115.4825, 32.9163333, 3.63], 'type': 'Point'},
'id': 'ci37766471',
'properties': {'alert': None,
'cdi': None,
'code': '37766471',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci37766471&format=geojson',
'dmin': 0.06694,
'felt': None,
'gap': 75,
'ids': ',ci37766471,',
'mag': 1.85,
'magType': 'ml',
'mmi': None,
'net': 'ci',
'nst': 27,
'place': '8km SSE of Brawley, CA',
'rms': 0.24,
'sig': 53,
'sources': ',ci,',
'status': 'reviewed',
'time': 1505791676460,
'title': 'M 1.9 - 8km SSE of Brawley, CA',
'tsunami': 0,
'type': 'earthquake',
'types': ',geoserve,nearby-cities,origin,phase-data,scitech-link,',
'tz': -480,
'updated': 1505843912243,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci37766471'},
'type': 'Feature'},
{'geometry': {'coordinates': [-94.4373, 15.5332, 46.8], 'type': 'Point'},
'id': 'us2000aqg7',
'properties': {'alert': None,
'cdi': None,
'code': '2000aqg7',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000aqg7&format=geojson',
'dmin': 5.034,
'felt': None,
'gap': 206,
'ids': ',us2000aqg7,',
'mag': 4.1,
'magType': 'mb',
'mmi': None,
'net': 'us',
'nst': None,
'place': '80km SSE of San Francisco del Mar, Mexico',
'rms': 1,
'sig': 259,
'sources': ',us,',
'status': 'reviewed',
'time': 1505784206570,
'title': 'M 4.1 - 80km SSE of San Francisco del Mar, Mexico',
'tsunami': 0,
'type': 'earthquake',
'types': ',geoserve,origin,phase-data,',
'tz': -360,
'updated': 1505785388040,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000aqg7'},
'type': 'Feature'},
{'geometry': {'coordinates': [-115.4893333, 32.9051667, 5.38],
'type': 'Point'},
'id': 'ci37766415',
'properties': {'alert': None,
'cdi': None,
'code': '37766415',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci37766415&format=geojson',
'dmin': 0.06016,
'felt': None,
'gap': 73,
'ids': ',ci37766415,',
'mag': 1.9,
'magType': 'ml',
'mmi': None,
'net': 'ci',
'nst': 26,
'place': '9km SSE of Brawley, CA',
'rms': 0.28,
'sig': 56,
'sources': ',ci,',
'status': 'reviewed',
'time': 1505779853200,
'title': 'M 1.9 - 9km SSE of Brawley, CA',
'tsunami': 0,
'type': 'earthquake',
'types': ',geoserve,nearby-cities,origin,phase-data,scitech-link,',
'tz': -480,
'updated': 1505842798962,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci37766415'},
'type': 'Feature'},
{'geometry': {'coordinates': [-115.488, 32.9113333, 4.36], 'type': 'Point'},
'id': 'ci37165308',
'properties': {'alert': None,
'cdi': None,
'code': '37165308',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci37165308&format=geojson',
'dmin': 0.06195,
'felt': None,
'gap': 85,
'ids': ',ci37165308,',
'mag': 1.73,
'magType': 'ml',
'mmi': None,
'net': 'ci',
'nst': 19,
'place': '8km SSE of Brawley, CA',
'rms': 0.2,
'sig': 46,
'sources': ',ci,',
'status': 'reviewed',
'time': 1505779842240,
'title': 'M 1.7 - 8km SSE of Brawley, CA',
'tsunami': 0,
'type': 'earthquake',
'types': ',geoserve,nearby-cities,origin,phase-data,scitech-link,',
'tz': -480,
'updated': 1505843095371,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci37165308'},
'type': 'Feature'},
{'geometry': {'coordinates': [-94.6662, 15.2125, 39], 'type': 'Point'},
'id': 'us2000aqc4',
'properties': {'alert': None,
'cdi': None,
'code': '2000aqc4',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000aqc4&format=geojson',
'dmin': 2.657,
'felt': None,
'gap': 165,
'ids': ',us2000aqc4,',
'mag': 4.2,
'magType': 'mb',
'mmi': None,
'net': 'us',
'nst': None,
'place': '112km S of San Francisco del Mar, Mexico',
'rms': 0.89,
'sig': 271,
'sources': ',us,',
'status': 'reviewed',
'time': 1505772813110,
'title': 'M 4.2 - 112km S of San Francisco del Mar, Mexico',
'tsunami': 0,
'type': 'earthquake',
'types': ',geoserve,origin,phase-data,',
'tz': -360,
'updated': 1505774259040,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000aqc4'},
'type': 'Feature'},
{'geometry': {'coordinates': [-115.605, 32.8308333, 11.11], 'type': 'Point'},
'id': 'ci37766303',
'properties': {'alert': None,
'cdi': None,
'code': '37766303',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci37766303&format=geojson',
'dmin': 0.07969,
'felt': None,
'gap': 100,
'ids': ',ci37766303,',
'mag': 1.45,
'magType': 'ml',
'mmi': None,
'net': 'ci',
'nst': 25,
'place': '4km WSW of Imperial, CA',
'rms': 0.23,
'sig': 32,
'sources': ',ci,',
'status': 'reviewed',
'time': 1505769920400,
'title': 'M 1.5 - 4km WSW of Imperial, CA',
'tsunami': 0,
'type': 'earthquake',
'types': ',geoserve,nearby-cities,origin,phase-data,scitech-link,',
'tz': -480,
'updated': 1505839128182,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci37766303'},
'type': 'Feature'},
{'geometry': {'coordinates': [-115.6046667, 32.8245, 12], 'type': 'Point'},
'id': 'ci37766295',
'properties': {'alert': None,
'cdi': None,
'code': '37766295',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci37766295&format=geojson',
'dmin': 0.05973,
'felt': None,
'gap': 96,
'ids': ',ci37766295,',
'mag': 1.71,
'magType': 'ml',
'mmi': None,
'net': 'ci',
'nst': 30,
'place': '4km SW of Imperial, CA',
'rms': 0.23,
'sig': 45,
'sources': ',ci,',
'status': 'reviewed',
'time': 1505769761910,
'title': 'M 1.7 - 4km SW of Imperial, CA',
'tsunami': 0,
'type': 'earthquake',
'types': ',geoserve,nearby-cities,origin,phase-data,scitech-link,',
'tz': -480,
'updated': 1505838900564,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci37766295'},
'type': 'Feature'},
{'geometry': {'coordinates': [-115.606, 32.8226667, 12.54], 'type': 'Point'},
'id': 'ci37766287',
'properties': {'alert': None,
'cdi': None,
'code': '37766287',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci37766287&format=geojson',
'dmin': 0.0577,
'felt': None,
'gap': 96,
'ids': ',ci37766287,',
'mag': 2.17,
'magType': 'ml',
'mmi': None,
'net': 'ci',
'nst': 34,
'place': '4km SW of Imperial, CA',
'rms': 0.33,
'sig': 72,
'sources': ',ci,',
'status': 'reviewed',
'time': 1505769684730,
'title': 'M 2.2 - 4km SW of Imperial, CA',
'tsunami': 0,
'type': 'earthquake',
'types': ',geoserve,nearby-cities,origin,phase-data,scitech-link,',
'tz': -480,
'updated': 1505838605910,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci37766287'},
'type': 'Feature'},
{'geometry': {'coordinates': [-94.6427, 15.3134, 31.07], 'type': 'Point'},
'id': 'us2000aq7z',
'properties': {'alert': None,
'cdi': None,
'code': '2000aq7z',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000aq7z&format=geojson',
'dmin': 3.03,
'felt': None,
'gap': 132,
'ids': ',us2000aq7z,',
'mag': 4.9,
'magType': 'mb',
'mmi': None,
'net': 'us',
'nst': None,
'place': '101km S of San Francisco del Mar, Mexico',
'rms': 1.44,
'sig': 369,
'sources': ',us,',
'status': 'reviewed',
'time': 1505764292580,
'title': 'M 4.9 - 101km S of San Francisco del Mar, Mexico',
'tsunami': 0,
'type': 'earthquake',
'types': ',geoserve,origin,phase-data,',
'tz': -360,
'updated': 1505776013040,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000aq7z'},
'type': 'Feature'},
{'geometry': {'coordinates': [-116.6565018, 31.0306664, 5.16],
'type': 'Point'},
'id': 'ci37766167',
'properties': {'alert': None,
'cdi': 2.7,
'code': '37766167',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci37766167&format=geojson',
'dmin': 0.8296,
'felt': 1,
'gap': 268,
'ids': ',ci37766167,',
'mag': 3.51,
'magType': 'ml',
'mmi': None,
'net': 'ci',
'nst': 13,
'place': '77km S of Maneadero, B.C., MX',
'rms': 0.35,
'sig': 190,
'sources': ',ci,',
'status': 'reviewed',
'time': 1505759058190,
'title': 'M 3.5 - 77km S of Maneadero, B.C., MX',
'tsunami': 0,
'type': 'earthquake',
'types': ',dyfi,geoserve,nearby-cities,origin,phase-data,scitech-link,',
'tz': -480,
'updated': 1505832923848,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci37766167'},
'type': 'Feature'},
{'geometry': {'coordinates': [-95.2066, 15.6332, 53.99], 'type': 'Point'},
'id': 'us2000aq4m',
'properties': {'alert': None,
'cdi': None,
'code': '2000aq4m',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000aq4m&format=geojson',
'dmin': 3.022,
'felt': None,
'gap': 200,
'ids': ',us2000aq4m,',
'mag': 4.3,
'magType': 'mb',
'mmi': None,
'net': 'us',
'nst': None,
'place': '59km S of Salina Cruz, Mexico',
'rms': 0.84,
'sig': 284,
'sources': ',us,',
'status': 'reviewed',
'time': 1505756979200,
'title': 'M 4.3 - 59km S of Salina Cruz, Mexico',
'tsunami': 0,
'type': 'earthquake',
'types': ',geoserve,origin,phase-data,',
'tz': -360,
'updated': 1506014421040,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000aq4m'},
'type': 'Feature'},
{'geometry': {'coordinates': [-94.8487, 15.9949, 55.32], 'type': 'Point'},
'id': 'us2000aq3v',
'properties': {'alert': None,
'cdi': None,
'code': '2000aq3v',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000aq3v&format=geojson',
'dmin': 2.621,
'felt': None,
'gap': 188,
'ids': ',us2000aq3v,',
'mag': 4.1,
'magType': 'mb',
'mmi': None,
'net': 'us',
'nst': None,
'place': '27km SE of San Mateo del Mar, Mexico',
'rms': 1.22,
'sig': 259,
'sources': ',us,',
'status': 'reviewed',
'time': 1505755544410,
'title': 'M 4.1 - 27km SE of San Mateo del Mar, Mexico',
'tsunami': 0,
'type': 'earthquake',
'types': ',geoserve,origin,phase-data,',
'tz': -360,
'updated': 1505946017040,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000aq3v'},
'type': 'Feature'},
{'geometry': {'coordinates': [-94.5858, 15.1833, 36.89], 'type': 'Point'},
'id': 'us2000apya',
'properties': {'alert': None,
'cdi': None,
'code': '2000apya',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000apya&format=geojson',
'dmin': 5.113,
'felt': None,
'gap': 153,
'ids': ',us2000apya,',
'mag': 4.7,
'magType': 'mb',
'mmi': None,
'net': 'us',
'nst': None,
'place': '116km S of San Francisco del Mar, Mexico',
'rms': 0.53,
'sig': 340,
'sources': ',us,',
'status': 'reviewed',
'time': 1505747639290,
'title': 'M 4.7 - 116km S of San Francisco del Mar, Mexico',
'tsunami': 0,
'type': 'earthquake',
'types': ',geoserve,origin,phase-data,',
'tz': -360,
'updated': 1505758326040,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000apya'},
'type': 'Feature'},
{'geometry': {'coordinates': [-94.5576, 15.2537, 10], 'type': 'Point'},
'id': 'us2000apx5',
'properties': {'alert': 'green',
'cdi': 6.4,
'code': '2000apx5',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000apx5&format=geojson',
'dmin': 5.097,
'felt': 1,
'gap': 41,
'ids': ',us2000apx5,',
'mag': 5.6,
'magType': 'mww',
'mmi': 3.79,
'net': 'us',
'nst': None,
'place': '108km S of San Francisco del Mar, Mexico',
'rms': 1.04,
'sig': 483,
'sources': ',us,',
'status': 'reviewed',
'time': 1505744352870,
'title': 'M 5.6 - 108km S of San Francisco del Mar, Mexico',
'tsunami': 0,
'type': 'earthquake',
'types': ',dyfi,geoserve,losspager,moment-tensor,origin,phase-data,shakemap,',
'tz': -360,
'updated': 1505847392622,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000apx5'},
'type': 'Feature'},
{'geometry': {'coordinates': [-95.0293, 16.1639, 38.92], 'type': 'Point'},
'id': 'us2000apva',
'properties': {'alert': None,
'cdi': 2,
'code': '2000apva',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000apva&format=geojson',
'dmin': 3.498,
'felt': 1,
'gap': 155,
'ids': ',us2000apva,',
'mag': 4.9,
'magType': 'mb',
'mmi': None,
'net': 'us',
'nst': None,
'place': '5km SW of San Mateo del Mar, Mexico',
'rms': 0.75,
'sig': 370,
'sources': ',us,',
'status': 'reviewed',
'time': 1505736421030,
'title': 'M 4.9 - 5km SW of San Mateo del Mar, Mexico',
'tsunami': 0,
'type': 'earthquake',
'types': ',dyfi,geoserve,origin,phase-data,',
'tz': -360,
'updated': 1506404591300,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000apva'},
'type': 'Feature'},
{'geometry': {'coordinates': [-115.6075, 32.8336667, 11.71],
'type': 'Point'},
'id': 'ci37765839',
'properties': {'alert': None,
'cdi': None,
'code': '37765839',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci37765839&format=geojson',
'dmin': 0.07825,
'felt': None,
'gap': 99,
'ids': ',ci37765839,',
'mag': 1.11,
'magType': 'ml',
'mmi': None,
'net': 'ci',
'nst': 22,
'place': '4km WSW of Imperial, CA',
'rms': 0.22,
'sig': 19,
'sources': ',ci,',
'status': 'reviewed',
'time': 1505716385670,
'title': 'M 1.1 - 4km WSW of Imperial, CA',
'tsunami': 0,
'type': 'earthquake',
'types': ',geoserve,nearby-cities,origin,phase-data,scitech-link,',
'tz': -480,
'updated': 1505840704209,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci37765839'},
'type': 'Feature'},
{'geometry': {'coordinates': [-93.9986, 15.5322, 52.61], 'type': 'Point'},
'id': 'us2000apq2',
'properties': {'alert': None,
'cdi': None,
'code': '2000apq2',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000apq2&format=geojson',
'dmin': 2.416,
'felt': None,
'gap': 190,
'ids': ',us2000apq2,',
'mag': 4.2,
'magType': 'mb',
'mmi': None,
'net': 'us',
'nst': None,
'place': '57km SSW of Paredon, Mexico',
'rms': 1.03,
'sig': 271,
'sources': ',us,',
'status': 'reviewed',
'time': 1505699409580,
'title': 'M 4.2 - 57km SSW of Paredon, Mexico',
'tsunami': 0,
'type': 'earthquake',
'types': ',geoserve,origin,phase-data,',
'tz': -360,
'updated': 1505702127040,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000apq2'},
'type': 'Feature'}],
'metadata': {'api': '1.5.8',
'count': 34,
'generated': 1506884584000,
'status': 200,
'title': 'USGS Earthquakes',
'url': 'https://earthquake.usgs.gov/fdsnws/event/1/query?format=geojson&starttime=2017-09-17T24:00:00&endtime=2017-09-21T08:00:00&minlatitude=13&maxlatitude=33&minlongitude=-120&maxlongitude=-85'},
'type': 'FeatureCollection'}
In [27]:
dct = response.json()
Um sicher zu gehen, prüfen wir nochmals den Datentyp.
In [28]:
type(dct)
Out[28]:
dict
Schauen wir uns alle keys und values an
In [29]:
for key, value in dct.items() :# mit .items angehängt an dictionnary-name druckt value und keys aus
print (key, value)
type FeatureCollection
metadata {'generated': 1506884584000, 'url': 'https://earthquake.usgs.gov/fdsnws/event/1/query?format=geojson&starttime=2017-09-17T24:00:00&endtime=2017-09-21T08:00:00&minlatitude=13&maxlatitude=33&minlongitude=-120&maxlongitude=-85', 'title': 'USGS Earthquakes', 'status': 200, 'api': '1.5.8', 'count': 34}
features [{'type': 'Feature', 'properties': {'mag': 2.26, 'place': '4km SW of Imperial, CA', 'time': 1505947525530, 'updated': 1505948918700, 'tz': -480, 'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci38007144', 'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci38007144&format=geojson', 'felt': None, 'cdi': None, 'mmi': None, 'alert': None, 'status': 'reviewed', 'tsunami': 0, 'sig': 79, 'net': 'ci', 'code': '38007144', 'ids': ',ci38007144,', 'sources': ',ci,', 'types': ',focal-mechanism,geoserve,nearby-cities,origin,phase-data,scitech-link,', 'nst': 41, 'dmin': 0.08931, 'rms': 0.26, 'gap': 102, 'magType': 'ml', 'type': 'earthquake', 'title': 'M 2.3 - 4km SW of Imperial, CA'}, 'geometry': {'type': 'Point', 'coordinates': [-115.6006667, 32.8185, 11.77]}, 'id': 'ci38007144'}, {'type': 'Feature', 'properties': {'mag': 1, 'place': '7km NW of La Mesa, CA', 'time': 1505937649230, 'updated': 1505938469023, 'tz': -480, 'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci38007104', 'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci38007104&format=geojson', 'felt': None, 'cdi': None, 'mmi': None, 'alert': None, 'status': 'reviewed', 'tsunami': 0, 'sig': 15, 'net': 'ci', 'code': '38007104', 'ids': ',ci38007104,', 'sources': ',ci,', 'types': ',geoserve,nearby-cities,origin,phase-data,scitech-link,', 'nst': 31, 'dmin': 0.01788, 'rms': 0.25, 'gap': 192, 'magType': 'ml', 'type': 'quarry blast', 'title': 'M 1.0 Quarry Blast - 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9km SSE of Brawley, CA'}, 'geometry': {'type': 'Point', 'coordinates': [-115.4893333, 32.9051667, 5.38]}, 'id': 'ci37766415'}, {'type': 'Feature', 'properties': {'mag': 1.73, 'place': '8km SSE of Brawley, CA', 'time': 1505779842240, 'updated': 1505843095371, 'tz': -480, 'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci37165308', 'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci37165308&format=geojson', 'felt': None, 'cdi': None, 'mmi': None, 'alert': None, 'status': 'reviewed', 'tsunami': 0, 'sig': 46, 'net': 'ci', 'code': '37165308', 'ids': ',ci37165308,', 'sources': ',ci,', 'types': ',geoserve,nearby-cities,origin,phase-data,scitech-link,', 'nst': 19, 'dmin': 0.06195, 'rms': 0.2, 'gap': 85, 'magType': 'ml', 'type': 'earthquake', 'title': 'M 1.7 - 8km SSE of Brawley, CA'}, 'geometry': {'type': 'Point', 'coordinates': [-115.488, 32.9113333, 4.36]}, 'id': 'ci37165308'}, {'type': 'Feature', 'properties': {'mag': 4.2, 'place': '112km S of San Francisco del Mar, Mexico', 'time': 1505772813110, 'updated': 1505774259040, 'tz': -360, 'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000aqc4', 'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000aqc4&format=geojson', 'felt': None, 'cdi': None, 'mmi': None, 'alert': None, 'status': 'reviewed', 'tsunami': 0, 'sig': 271, 'net': 'us', 'code': '2000aqc4', 'ids': ',us2000aqc4,', 'sources': ',us,', 'types': ',geoserve,origin,phase-data,', 'nst': None, 'dmin': 2.657, 'rms': 0.89, 'gap': 165, 'magType': 'mb', 'type': 'earthquake', 'title': 'M 4.2 - 112km S of San Francisco del Mar, Mexico'}, 'geometry': {'type': 'Point', 'coordinates': [-94.6662, 15.2125, 39]}, 'id': 'us2000aqc4'}, {'type': 'Feature', 'properties': {'mag': 1.45, 'place': '4km WSW of Imperial, CA', 'time': 1505769920400, 'updated': 1505839128182, 'tz': -480, 'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci37766303', 'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci37766303&format=geojson', 'felt': None, 'cdi': None, 'mmi': None, 'alert': None, 'status': 'reviewed', 'tsunami': 0, 'sig': 32, 'net': 'ci', 'code': '37766303', 'ids': ',ci37766303,', 'sources': ',ci,', 'types': ',geoserve,nearby-cities,origin,phase-data,scitech-link,', 'nst': 25, 'dmin': 0.07969, 'rms': 0.23, 'gap': 100, 'magType': 'ml', 'type': 'earthquake', 'title': 'M 1.5 - 4km WSW of Imperial, CA'}, 'geometry': {'type': 'Point', 'coordinates': [-115.605, 32.8308333, 11.11]}, 'id': 'ci37766303'}, {'type': 'Feature', 'properties': {'mag': 1.71, 'place': '4km SW of Imperial, CA', 'time': 1505769761910, 'updated': 1505838900564, 'tz': -480, 'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci37766295', 'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci37766295&format=geojson', 'felt': None, 'cdi': None, 'mmi': None, 'alert': None, 'status': 'reviewed', 'tsunami': 0, 'sig': 45, 'net': 'ci', 'code': '37766295', 'ids': ',ci37766295,', 'sources': ',ci,', 'types': ',geoserve,nearby-cities,origin,phase-data,scitech-link,', 'nst': 30, 'dmin': 0.05973, 'rms': 0.23, 'gap': 96, 'magType': 'ml', 'type': 'earthquake', 'title': 'M 1.7 - 4km SW of Imperial, CA'}, 'geometry': {'type': 'Point', 'coordinates': [-115.6046667, 32.8245, 12]}, 'id': 'ci37766295'}, {'type': 'Feature', 'properties': {'mag': 2.17, 'place': '4km SW of Imperial, CA', 'time': 1505769684730, 'updated': 1505838605910, 'tz': -480, 'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci37766287', 'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci37766287&format=geojson', 'felt': None, 'cdi': None, 'mmi': None, 'alert': None, 'status': 'reviewed', 'tsunami': 0, 'sig': 72, 'net': 'ci', 'code': '37766287', 'ids': ',ci37766287,', 'sources': ',ci,', 'types': ',geoserve,nearby-cities,origin,phase-data,scitech-link,', 'nst': 34, 'dmin': 0.0577, 'rms': 0.33, 'gap': 96, 'magType': 'ml', 'type': 'earthquake', 'title': 'M 2.2 - 4km SW of Imperial, CA'}, 'geometry': {'type': 'Point', 'coordinates': [-115.606, 32.8226667, 12.54]}, 'id': 'ci37766287'}, {'type': 'Feature', 'properties': {'mag': 4.9, 'place': '101km S of San Francisco del Mar, Mexico', 'time': 1505764292580, 'updated': 1505776013040, 'tz': -360, 'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000aq7z', 'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000aq7z&format=geojson', 'felt': None, 'cdi': None, 'mmi': None, 'alert': None, 'status': 'reviewed', 'tsunami': 0, 'sig': 369, 'net': 'us', 'code': '2000aq7z', 'ids': ',us2000aq7z,', 'sources': ',us,', 'types': ',geoserve,origin,phase-data,', 'nst': None, 'dmin': 3.03, 'rms': 1.44, 'gap': 132, 'magType': 'mb', 'type': 'earthquake', 'title': 'M 4.9 - 101km S of San Francisco del Mar, Mexico'}, 'geometry': {'type': 'Point', 'coordinates': [-94.6427, 15.3134, 31.07]}, 'id': 'us2000aq7z'}, {'type': 'Feature', 'properties': {'mag': 3.51, 'place': '77km S of Maneadero, B.C., MX', 'time': 1505759058190, 'updated': 1505832923848, 'tz': -480, 'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci37766167', 'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci37766167&format=geojson', 'felt': 1, 'cdi': 2.7, 'mmi': None, 'alert': None, 'status': 'reviewed', 'tsunami': 0, 'sig': 190, 'net': 'ci', 'code': '37766167', 'ids': ',ci37766167,', 'sources': ',ci,', 'types': ',dyfi,geoserve,nearby-cities,origin,phase-data,scitech-link,', 'nst': 13, 'dmin': 0.8296, 'rms': 0.35, 'gap': 268, 'magType': 'ml', 'type': 'earthquake', 'title': 'M 3.5 - 77km S of Maneadero, B.C., MX'}, 'geometry': {'type': 'Point', 'coordinates': [-116.6565018, 31.0306664, 5.16]}, 'id': 'ci37766167'}, {'type': 'Feature', 'properties': {'mag': 4.3, 'place': '59km S of Salina Cruz, Mexico', 'time': 1505756979200, 'updated': 1506014421040, 'tz': -360, 'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000aq4m', 'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000aq4m&format=geojson', 'felt': None, 'cdi': None, 'mmi': None, 'alert': None, 'status': 'reviewed', 'tsunami': 0, 'sig': 284, 'net': 'us', 'code': '2000aq4m', 'ids': ',us2000aq4m,', 'sources': ',us,', 'types': ',geoserve,origin,phase-data,', 'nst': None, 'dmin': 3.022, 'rms': 0.84, 'gap': 200, 'magType': 'mb', 'type': 'earthquake', 'title': 'M 4.3 - 59km S of Salina Cruz, Mexico'}, 'geometry': {'type': 'Point', 'coordinates': [-95.2066, 15.6332, 53.99]}, 'id': 'us2000aq4m'}, {'type': 'Feature', 'properties': {'mag': 4.1, 'place': '27km SE of San Mateo del Mar, Mexico', 'time': 1505755544410, 'updated': 1505946017040, 'tz': -360, 'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000aq3v', 'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000aq3v&format=geojson', 'felt': None, 'cdi': None, 'mmi': None, 'alert': None, 'status': 'reviewed', 'tsunami': 0, 'sig': 259, 'net': 'us', 'code': '2000aq3v', 'ids': ',us2000aq3v,', 'sources': ',us,', 'types': ',geoserve,origin,phase-data,', 'nst': None, 'dmin': 2.621, 'rms': 1.22, 'gap': 188, 'magType': 'mb', 'type': 'earthquake', 'title': 'M 4.1 - 27km SE of San Mateo del Mar, Mexico'}, 'geometry': {'type': 'Point', 'coordinates': [-94.8487, 15.9949, 55.32]}, 'id': 'us2000aq3v'}, {'type': 'Feature', 'properties': {'mag': 4.7, 'place': '116km S of San Francisco del Mar, Mexico', 'time': 1505747639290, 'updated': 1505758326040, 'tz': -360, 'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000apya', 'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000apya&format=geojson', 'felt': None, 'cdi': None, 'mmi': None, 'alert': None, 'status': 'reviewed', 'tsunami': 0, 'sig': 340, 'net': 'us', 'code': '2000apya', 'ids': ',us2000apya,', 'sources': ',us,', 'types': ',geoserve,origin,phase-data,', 'nst': None, 'dmin': 5.113, 'rms': 0.53, 'gap': 153, 'magType': 'mb', 'type': 'earthquake', 'title': 'M 4.7 - 116km S of San Francisco del Mar, Mexico'}, 'geometry': {'type': 'Point', 'coordinates': [-94.5858, 15.1833, 36.89]}, 'id': 'us2000apya'}, {'type': 'Feature', 'properties': {'mag': 5.6, 'place': '108km S of San Francisco del Mar, Mexico', 'time': 1505744352870, 'updated': 1505847392622, 'tz': -360, 'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000apx5', 'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000apx5&format=geojson', 'felt': 1, 'cdi': 6.4, 'mmi': 3.79, 'alert': 'green', 'status': 'reviewed', 'tsunami': 0, 'sig': 483, 'net': 'us', 'code': '2000apx5', 'ids': ',us2000apx5,', 'sources': ',us,', 'types': ',dyfi,geoserve,losspager,moment-tensor,origin,phase-data,shakemap,', 'nst': None, 'dmin': 5.097, 'rms': 1.04, 'gap': 41, 'magType': 'mww', 'type': 'earthquake', 'title': 'M 5.6 - 108km S of San Francisco del Mar, Mexico'}, 'geometry': {'type': 'Point', 'coordinates': [-94.5576, 15.2537, 10]}, 'id': 'us2000apx5'}, {'type': 'Feature', 'properties': {'mag': 4.9, 'place': '5km SW of San Mateo del Mar, Mexico', 'time': 1505736421030, 'updated': 1506404591300, 'tz': -360, 'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000apva', 'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000apva&format=geojson', 'felt': 1, 'cdi': 2, 'mmi': None, 'alert': None, 'status': 'reviewed', 'tsunami': 0, 'sig': 370, 'net': 'us', 'code': '2000apva', 'ids': ',us2000apva,', 'sources': ',us,', 'types': ',dyfi,geoserve,origin,phase-data,', 'nst': None, 'dmin': 3.498, 'rms': 0.75, 'gap': 155, 'magType': 'mb', 'type': 'earthquake', 'title': 'M 4.9 - 5km SW of San Mateo del Mar, Mexico'}, 'geometry': {'type': 'Point', 'coordinates': [-95.0293, 16.1639, 38.92]}, 'id': 'us2000apva'}, {'type': 'Feature', 'properties': {'mag': 1.11, 'place': '4km WSW of Imperial, CA', 'time': 1505716385670, 'updated': 1505840704209, 'tz': -480, 'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci37765839', 'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci37765839&format=geojson', 'felt': None, 'cdi': None, 'mmi': None, 'alert': None, 'status': 'reviewed', 'tsunami': 0, 'sig': 19, 'net': 'ci', 'code': '37765839', 'ids': ',ci37765839,', 'sources': ',ci,', 'types': ',geoserve,nearby-cities,origin,phase-data,scitech-link,', 'nst': 22, 'dmin': 0.07825, 'rms': 0.22, 'gap': 99, 'magType': 'ml', 'type': 'earthquake', 'title': 'M 1.1 - 4km WSW of Imperial, CA'}, 'geometry': {'type': 'Point', 'coordinates': [-115.6075, 32.8336667, 11.71]}, 'id': 'ci37765839'}, {'type': 'Feature', 'properties': {'mag': 4.2, 'place': '57km SSW of Paredon, Mexico', 'time': 1505699409580, 'updated': 1505702127040, 'tz': -360, 'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000apq2', 'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000apq2&format=geojson', 'felt': None, 'cdi': None, 'mmi': None, 'alert': None, 'status': 'reviewed', 'tsunami': 0, 'sig': 271, 'net': 'us', 'code': '2000apq2', 'ids': ',us2000apq2,', 'sources': ',us,', 'types': ',geoserve,origin,phase-data,', 'nst': None, 'dmin': 2.416, 'rms': 1.03, 'gap': 190, 'magType': 'mb', 'type': 'earthquake', 'title': 'M 4.2 - 57km SSW of Paredon, Mexico'}, 'geometry': {'type': 'Point', 'coordinates': [-93.9986, 15.5322, 52.61]}, 'id': 'us2000apq2'}]
bbox [-117.0765, 14.5296, -0.2, -90.9069, 32.9196667, 177.24]
In [ ]:
Features interessiert uns.
In [30]:
type(dct['features'][0])#type zeigt mir den Datentyp; mit (0) sage ich, dass er mir erstes der Features
Out[30]:
dict
In [31]:
len(dct['features'])
Out[31]:
34
In [ ]:
Schauen wir uns das erste Element an
In [32]:
for key in dct['features'][0]:#so frage ich die Keys im Value Feature ab
print(key)
type
properties
geometry
id
In [33]:
dct['features'][0]#so frage ich das erste element von features ab
Out[33]:
{'geometry': {'coordinates': [-115.6006667, 32.8185, 11.77], 'type': 'Point'},
'id': 'ci38007144',
'properties': {'alert': None,
'cdi': None,
'code': '38007144',
'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci38007144&format=geojson',
'dmin': 0.08931,
'felt': None,
'gap': 102,
'ids': ',ci38007144,',
'mag': 2.26,
'magType': 'ml',
'mmi': None,
'net': 'ci',
'nst': 41,
'place': '4km SW of Imperial, CA',
'rms': 0.26,
'sig': 79,
'sources': ',ci,',
'status': 'reviewed',
'time': 1505947525530,
'title': 'M 2.3 - 4km SW of Imperial, CA',
'tsunami': 0,
'type': 'earthquake',
'types': ',focal-mechanism,geoserve,nearby-cities,origin,phase-data,scitech-link,',
'tz': -480,
'updated': 1505948918700,
'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci38007144'},
'type': 'Feature'}
Lesen wir folgendes aus:
In [35]:
earthquakes = []#Leere Liste kreieren
for elem in dct['features']:
t = elem['properties']['type']#in den properties (die ich ja vorhin als element gefunden habe) will ich
m = elem['properties']['mag']
p = elem['properties']['place']
tm = elem['properties']['time']
mini_dict = {'Type': t,
'Mag': m,
'Place': p,
'Time': tm}#Hier baue ich mein eigenes Dictionary auf; die Begriffe kann ich selbst wählen
earthquakes.append(mini_dict)
Dealing with Unix time
In [92]:
earthquakes
Out[92]:
[{'Mag': 2.26,
'Place': '4km SW of Imperial, CA',
'Time': 1505947525530,
'Type': 'earthquake'},
{'Mag': 1,
'Place': '7km NW of La Mesa, CA',
'Time': 1505937649230,
'Type': 'quarry blast'},
{'Mag': 2.71,
'Place': '19km W of Delta, B.C., MX',
'Time': 1505931747440,
'Type': 'earthquake'},
{'Mag': 0.94,
'Place': '27km SSW of Ocotillo Wells, CA',
'Time': 1505922423230,
'Type': 'earthquake'},
{'Mag': 2.21,
'Place': '7km N of Delta, B.C., MX',
'Time': 1505911740560,
'Type': 'earthquake'},
{'Mag': 4.7,
'Place': '51km SSW of Pijijiapan, Mexico',
'Time': 1505903968940,
'Type': 'earthquake'},
{'Mag': 4.6,
'Place': '15km ESE of San Mateo del Mar, Mexico',
'Time': 1505878085370,
'Type': 'earthquake'},
{'Mag': 4.9,
'Place': '4km ESE of Acatenango, Guatemala',
'Time': 1505875055380,
'Type': 'earthquake'},
{'Mag': 4.6,
'Place': '15km SW of San Dionisio del Mar, Mexico',
'Time': 1505862694420,
'Type': 'earthquake'},
{'Mag': 4.9,
'Place': '101km S of San Francisco del Mar, Mexico',
'Time': 1505855599810,
'Type': 'earthquake'},
{'Mag': 7.1,
'Place': '1km ESE of Ayutla, Mexico',
'Time': 1505844878380,
'Type': 'earthquake'},
{'Mag': 1.76,
'Place': '8km SSE of Brawley, CA',
'Time': 1505810653690,
'Type': 'earthquake'},
{'Mag': 5.4,
'Place': '98km SSW of Tres Picos, Mexico',
'Time': 1505807597550,
'Type': 'earthquake'},
{'Mag': 4.9,
'Place': '59km SSE of San Francisco del Mar, Mexico',
'Time': 1505804582940,
'Type': 'earthquake'},
{'Mag': 1.67,
'Place': '8km SSE of Brawley, CA',
'Time': 1505797300060,
'Type': 'earthquake'},
{'Mag': 1.69,
'Place': '8km SSE of Brawley, CA',
'Time': 1505792016930,
'Type': 'earthquake'},
{'Mag': 1.34,
'Place': '9km SSE of Brawley, CA',
'Time': 1505791878570,
'Type': 'earthquake'},
{'Mag': 1.85,
'Place': '8km SSE of Brawley, CA',
'Time': 1505791676460,
'Type': 'earthquake'},
{'Mag': 4.1,
'Place': '80km SSE of San Francisco del Mar, Mexico',
'Time': 1505784206570,
'Type': 'earthquake'},
{'Mag': 1.9,
'Place': '9km SSE of Brawley, CA',
'Time': 1505779853200,
'Type': 'earthquake'},
{'Mag': 1.73,
'Place': '8km SSE of Brawley, CA',
'Time': 1505779842240,
'Type': 'earthquake'},
{'Mag': 4.2,
'Place': '112km S of San Francisco del Mar, Mexico',
'Time': 1505772813110,
'Type': 'earthquake'},
{'Mag': 1.45,
'Place': '4km WSW of Imperial, CA',
'Time': 1505769920400,
'Type': 'earthquake'},
{'Mag': 1.71,
'Place': '4km SW of Imperial, CA',
'Time': 1505769761910,
'Type': 'earthquake'},
{'Mag': 2.17,
'Place': '4km SW of Imperial, CA',
'Time': 1505769684730,
'Type': 'earthquake'},
{'Mag': 4.9,
'Place': '101km S of San Francisco del Mar, Mexico',
'Time': 1505764292580,
'Type': 'earthquake'},
{'Mag': 3.51,
'Place': '77km S of Maneadero, B.C., MX',
'Time': 1505759058190,
'Type': 'earthquake'},
{'Mag': 4.3,
'Place': '59km S of Salina Cruz, Mexico',
'Time': 1505756979200,
'Type': 'earthquake'},
{'Mag': 4.1,
'Place': '27km SE of San Mateo del Mar, Mexico',
'Time': 1505755544410,
'Type': 'earthquake'},
{'Mag': 4.7,
'Place': '116km S of San Francisco del Mar, Mexico',
'Time': 1505747639290,
'Type': 'earthquake'},
{'Mag': 5.6,
'Place': '108km S of San Francisco del Mar, Mexico',
'Time': 1505744352870,
'Type': 'earthquake'},
{'Mag': 4.9,
'Place': '6km SW of San Mateo del Mar, Mexico',
'Time': 1505736420830,
'Type': 'earthquake'},
{'Mag': 1.11,
'Place': '4km WSW of Imperial, CA',
'Time': 1505716385670,
'Type': 'earthquake'},
{'Mag': 4.2,
'Place': '57km SSW of Paredon, Mexico',
'Time': 1505699409580,
'Type': 'earthquake'}]
In [36]:
earthquakes = []
for elem in dct['features']:
t = elem['properties']['type']
m = elem['properties']['mag']
p = elem['properties']['place']
#Ints bearbeiten, die letzten drei Stellen abschneiden (weil der Converter von Unixtime in Normalzeit die Angabe nur lesen kann, wenn die letzten drei Zahlen weg sind); ich muss zahl zuerst in string verwandeln, weil man nur dort die drei letzten zeichen abschneiden kann; dann verwandle ich es wieder in eine zahl zurück und mit dt
tm = dt(int(str(elem['properties']['time'])[:-3]))
mini_dict = {'Type': t,
'Mag': m,
'Place': p,
'Time': tm}
earthquakes.append(mini_dict)
---------------------------------------------------------------------------
NameError Traceback (most recent call last)
<ipython-input-36-2935f96d2411> in <module>()
7
8 #Ints bearbeiten, die letzten drei Stellen abschneiden (weil der Converter von Unixtime in Normalzeit die Angabe nur lesen kann, wenn die letzten drei Zahlen weg sind); ich muss zahl zuerst in string verwandeln, weil man nur dort die drei letzten zeichen abschneiden kann; dann verwandle ich es wieder in eine zahl zurück und mit dt
----> 9 tm = dt(int(str(elem['properties']['time'])[:-3]))
10
11 mini_dict = {'Type': t,
NameError: name 'dt' is not defined
In [ ]:
earthquakes
In [97]:
pd.DataFrame(earthquakes)#es muss aber eine dictionary-Liste sein; kann auch nur eine Liste sein, dann gibt es nur eine Spalte
Out[97]:
In [38]:
df = pd.DataFrame(earthquakes)
In [39]:
df.sort_values(by='Mag', ascending=False)#startet von 'Mag'; default Einstellung: beginnt beim kleinsten, wenn ich beim stärksten beginnen will, muss ich ascending=false eingeben
---------------------------------------------------------------------------
KeyError Traceback (most recent call last)
~/.virtualenvs/erstesVE/lib/python3.6/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
2441 try:
-> 2442 return self._engine.get_loc(key)
2443 except KeyError:
pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc (pandas/_libs/index.c:5280)()
pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc (pandas/_libs/index.c:5126)()
pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item (pandas/_libs/hashtable.c:20523)()
pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item (pandas/_libs/hashtable.c:20477)()
KeyError: 'Mag'
During handling of the above exception, another exception occurred:
KeyError Traceback (most recent call last)
<ipython-input-39-161f927b790e> in <module>()
----> 1 df.sort_values(by='Mag', ascending=False)#startet von 'Mag'; default Einstellung: beginnt beim kleinsten, wenn ich beim stärksten beginnen will, muss ich ascending=false eingeben
~/.virtualenvs/erstesVE/lib/python3.6/site-packages/pandas/core/frame.py in sort_values(self, by, axis, ascending, inplace, kind, na_position)
3184
3185 by = by[0]
-> 3186 k = self.xs(by, axis=other_axis).values
3187 if k.ndim == 2:
3188
~/.virtualenvs/erstesVE/lib/python3.6/site-packages/pandas/core/generic.py in xs(self, key, axis, level, drop_level)
2021
2022 if axis == 1:
-> 2023 return self[key]
2024
2025 self._consolidate_inplace()
~/.virtualenvs/erstesVE/lib/python3.6/site-packages/pandas/core/frame.py in __getitem__(self, key)
1962 return self._getitem_multilevel(key)
1963 else:
-> 1964 return self._getitem_column(key)
1965
1966 def _getitem_column(self, key):
~/.virtualenvs/erstesVE/lib/python3.6/site-packages/pandas/core/frame.py in _getitem_column(self, key)
1969 # get column
1970 if self.columns.is_unique:
-> 1971 return self._get_item_cache(key)
1972
1973 # duplicate columns & possible reduce dimensionality
~/.virtualenvs/erstesVE/lib/python3.6/site-packages/pandas/core/generic.py in _get_item_cache(self, item)
1643 res = cache.get(item)
1644 if res is None:
-> 1645 values = self._data.get(item)
1646 res = self._box_item_values(item, values)
1647 cache[item] = res
~/.virtualenvs/erstesVE/lib/python3.6/site-packages/pandas/core/internals.py in get(self, item, fastpath)
3588
3589 if not isnull(item):
-> 3590 loc = self.items.get_loc(item)
3591 else:
3592 indexer = np.arange(len(self.items))[isnull(self.items)]
~/.virtualenvs/erstesVE/lib/python3.6/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
2442 return self._engine.get_loc(key)
2443 except KeyError:
-> 2444 return self._engine.get_loc(self._maybe_cast_indexer(key))
2445
2446 indexer = self.get_indexer([key], method=method, tolerance=tolerance)
pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc (pandas/_libs/index.c:5280)()
pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc (pandas/_libs/index.c:5126)()
pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item (pandas/_libs/hashtable.c:20523)()
pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item (pandas/_libs/hashtable.c:20477)()
KeyError: 'Mag'
Speichern wir das ab.
In [67]:
df.to_csv('erdbeben.csv')
---------------------------------------------------------------------------
NameError Traceback (most recent call last)
<ipython-input-67-fec054b55b66> in <module>()
----> 1 df.to_csv('erdbeben.csv')
NameError: name 'df' is not defined
In [ ]:
Content source: dostrebel/working_place_ds_17
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