APIs Modules - ein erste Blick auf "Requests"

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.

Unsere Imports


In [3]:
import requests
import pandas as pd
import calendar, datetime, time
import datetime as dt

Zur Dokumentation von requestst geht es hier lang.

Notes

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

Dokumentation

Bevor man mit deiner API arbeitet, lohnt es sich immer zuerst, die Dokumentation anzuschauen.

Erste Abfragen

Kleinere Abfrage. Wieviele Erdbeben hat es in einem bestimmten Zeitraum gegeben?


In [4]:
url = 'https://earthquake.usgs.gov/fdsnws/event/1/count?starttime=2017-09-20&endtime=2017-09-21'

In [5]:
response = requests.get(url)

In [6]:
response


Out[6]:
<Response [200]>

In [7]:
response.text


Out[7]:
'339'

Wieviele hat es letzte Nacht von 22 bis 6 Uhr morgens gegeben? Dafür müssen wir in der Dokumentation Time nachfragen.


In [30]:
url = 'https://earthquake.usgs.gov/fdsnws/event/1/count?starttime=2017-09-20&endtime=2017-09-21

Wegen Zeitverschiebung Zeit anpassen.


In [33]:
url = 'https://earthquake.usgs.gov/fdsnws/event/1/count?starttime=2017-09-20T24:00:00&endtime=2017-09-21T08:00:00'

In [35]:
response = requests.get(url)
response.text


Out[35]:
'31'

Grosse, komibinierte Abfrage

Details zu allen Erbeben in den über drei Tage, 17-9-2017 bis 21-9-2017.


In [9]:
url1 = 'https://earthquake.usgs.gov/fdsnws/event/1/query?format=geojson'

In [10]:
urlzeit = '&starttime=2017-09-17T24:00:00&endtime=2017-09-21T08:00:00'

In [11]:
url + urlzeit


Out[11]:
'https://earthquake.usgs.gov/fdsnws/event/1/count?starttime=2017-09-20&endtime=2017-09-21&starttime=2017-09-17T24:00:00&endtime=2017-09-21T08:00:00'

In [12]:
response = requests.get(url1+urlzeit)
response.text


Out[12]:
'{"type":"FeatureCollection","metadata":{"generated":1509531215000,"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":1111},"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":1507896878040,"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,us2000asd7,","sources":",ak,us,","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":"28km WSW of Canete, Chile","time":1505977960190,"updated":1507896636817,"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":1.217,"rms":0.59,"gap":132,"magType":"mwr","type":"earthquake","title":"M 4.8 - 28km WSW of Canete, Chile"},"geometry":{"type":"Point","coordinates":[-73.6958,-37.8988,10]},"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":4.3,"place":"116km SW of Hihifo, Tonga","time":1505977768030,"updated":1507896352040,"tz":-720,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us2000awpe","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000awpe&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":284,"net":"us","code":"2000awpe","ids":",us2000awpe,","sources":",us,","types":",geoserve,origin,phase-data,","nst":null,"dmin":3.822,"rms":0.62,"gap":84,"magType":"mb","type":"earthquake","title":"M 4.3 - 116km SW of Hihifo, Tonga"},"geometry":{"type":"Point","coordinates":[-174.5835,-16.6221,235.11]},"id":"us2000awpe"},\n{"type":"Feature","properties":{"mag":1.44,"place":"3km NNE of Ojai, CA","time":1505977166870,"updated":1509055042513,"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":1509060600176,"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 - 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26km SSW of Hawthorne, Nevada"},"geometry":{"type":"Point","coordinates":[-118.7351,38.2988,3.1]},"id":"nn00605667"},\n{"type":"Feature","properties":{"mag":1.42,"place":"6km ESE of Mammoth Lakes, California","time":1505693902060,"updated":1506049922857,"tz":-480,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/nc72894151","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=nc72894151&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":31,"net":"nc","code":"72894151","ids":",nc72894151,","sources":",nc,","types":",focal-mechanism,geoserve,nearby-cities,origin,phase-data,scitech-link,","nst":30,"dmin":0.009045,"rms":0.06,"gap":62,"magType":"md","type":"earthquake","title":"M 1.4 - 6km ESE of Mammoth Lakes, California"},"geometry":{"type":"Point","coordinates":[-118.9128333,37.6216667,2.05]},"id":"nc72894151"},\n{"type":"Feature","properties":{"mag":1.3,"place":"12km N of Houston, Alaska","time":1505693551555,"updated":1506388387262,"tz":-540,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ak16844541","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ak16844541&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":26,"net":"ak","code":"16844541","ids":",ak16844541,","sources":",ak,","types":",geoserve,origin,phase-data,","nst":null,"dmin":null,"rms":0.55,"gap":null,"magType":"ml","type":"earthquake","title":"M 1.3 - 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Alle Erbeben mit den ungefähren Koordinaten von Mexiko. Hier könnte man die ungefähr nachschlagen.


In [14]:
urlloc = '&minlatitude=13&maxlatitude=33&minlongitude=-120&maxlongitude=-85'

In [15]:
url1+urlzeit+urlloc


Out[15]:
'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'

In [16]:
response = requests.get(url1+urlzeit+urlloc)
response.text


Out[16]:
'{"type":"FeatureCollection","metadata":{"generated":1509531379000,"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":49},"features":[{"type":"Feature","properties":{"mag":4.2,"place":"45km SW of Pijijiapan, Mexico","time":1505956304020,"updated":1508715050040,"tz":-360,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us2000as9c","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000as9c&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":271,"net":"us","code":"2000as9c","ids":",us2000as9c,","sources":",us,","types":",geoserve,origin,phase-data,","nst":null,"dmin":1.91,"rms":0.66,"gap":190,"magType":"mb","type":"earthquake","title":"M 4.2 - 45km SW of Pijijiapan, Mexico"},"geometry":{"type":"Point","coordinates":[-93.482,15.3673,35]},"id":"us2000as9c"},\n{"type":"Feature","properties":{"mag":2.26,"place":"4km SW of Imperial, CA","time":1505947525530,"updated":1509058957842,"tz":-480,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ci38007144","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci38007144&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"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"},\n{"type":"Feature","properties":{"mag":1,"place":"7km NW of La Mesa, CA","time":1505937649230,"updated":1509061233829,"tz":-480,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ci38007104","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci38007104&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"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 - 7km NW of La Mesa, CA"},"geometry":{"type":"Point","coordinates":[-117.0765,32.8138333,-0.2]},"id":"ci38007104"},\n{"type":"Feature","properties":{"mag":2.71,"place":"19km W of Delta, B.C., MX","time":1505931747440,"updated":1509061072789,"tz":-480,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ci38007072","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=ci38007072&format=geojson","felt":4,"cdi":2,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":114,"net":"ci","code":"38007072","ids":",ci38007072,","sources":",ci,","types":",dyfi,geoserve,nearby-cities,origin,phase-data,scitech-link,","nst":22,"dmin":0.08129,"rms":0.27,"gap":126,"magType":"ml","type":"earthquake","title":"M 2.7 - 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53km SSE of San Francisco del Mar, Mexico"},"geometry":{"type":"Point","coordinates":[-94.4686,15.7817,35.93]},"id":"us2000arp9"},\n{"type":"Feature","properties":{"mag":4.7,"place":"53km SSW of Pijijiapan, Mexico","time":1505903968280,"updated":1508308590040,"tz":-360,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us2000arj1","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000arj1&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":340,"net":"us","code":"2000arj1","ids":",us2000arj1,","sources":",us,","types":",geoserve,origin,phase-data,","nst":null,"dmin":0.49,"rms":0.82,"gap":136,"magType":"mb","type":"earthquake","title":"M 4.7 - 53km SSW of Pijijiapan, Mexico"},"geometry":{"type":"Point","coordinates":[-93.39,15.2406,68.02]},"id":"us2000arj1"},\n{"type":"Feature","properties":{"mag":4,"place":"21km SSE of Salina Cruz, Mexico","time":1505882957140,"updated":1508727016040,"tz":-360,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us2000argw","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000argw&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":246,"net":"us","code":"2000argw","ids":",us2000argw,","sources":",us,","types":",geoserve,origin,phase-data,","nst":null,"dmin":0.947,"rms":0.84,"gap":127,"magType":"mb","type":"earthquake","title":"M 4.0 - 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15km ENE of San Mateo del Mar, Mexico"},"geometry":{"type":"Point","coordinates":[-94.8625,16.2348,45.26]},"id":"us2000arch"},\n{"type":"Feature","properties":{"mag":5,"place":"108km SSE of San Mateo del Mar, Mexico","time":1505855595380,"updated":1508380848165,"tz":-360,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us2000ar96","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000ar96&format=geojson","felt":1,"cdi":2,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":385,"net":"us","code":"2000ar96","ids":",us2000ar96,","sources":",us,","types":",dyfi,geoserve,origin,phase-data,","nst":null,"dmin":1.424,"rms":0.86,"gap":85,"magType":"mb","type":"earthquake","title":"M 5.0 - 108km SSE of San Mateo del Mar, Mexico"},"geometry":{"type":"Point","coordinates":[-94.7276,15.259,22.51]},"id":"us2000ar96"},\n{"type":"Feature","properties":{"mag":4.4,"place":"68km S of Salina Cruz, Mexico","time":1505846933310,"updated":1509457985040,"tz":-360,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us2000azg8","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000azg8&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":298,"net":"us","code":"2000azg8","ids":",us2000azg8,","sources":",us,","types":",geoserve,origin,phase-data,","nst":null,"dmin":0.842,"rms":1.4,"gap":175,"magType":"mb","type":"earthquake","title":"M 4.4 - 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239km ENE of Socorro Island, Mexico"},"geometry":{"type":"Point","coordinates":[-108.8405,19.5187,10]},"id":"us2000awlm"},\n{"type":"Feature","properties":{"mag":4.8,"place":"119km S of San Francisco del Mar, Mexico","time":1505747637470,"updated":1507734672040,"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":354,"net":"us","code":"2000apya","ids":",us2000apya,","sources":",us,","types":",geoserve,origin,phase-data,","nst":null,"dmin":1.527,"rms":0.63,"gap":141,"magType":"mb","type":"earthquake","title":"M 4.8 - 119km S of San Francisco del Mar, Mexico"},"geometry":{"type":"Point","coordinates":[-94.6964,15.1527,23.98]},"id":"us2000apya"},\n{"type":"Feature","properties":{"mag":5.6,"place":"108km S of San Francisco del Mar, Mexico","time":1505744352880,"updated":1507731439796,"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":1.373,"rms":1.05,"gap":41,"magType":"mww","type":"earthquake","title":"M 5.6 - 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4km WSW of Imperial, CA"},"geometry":{"type":"Point","coordinates":[-115.6075,32.8336667,11.71]},"id":"ci37765839"},\n{"type":"Feature","properties":{"mag":4,"place":"13km SSE of Jesus Carranza, Mexico","time":1505711689600,"updated":1507967520040,"tz":-360,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us2000azby","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000azby&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":246,"net":"us","code":"2000azby","ids":",us2000azby,","sources":",us,","types":",geoserve,origin,phase-data,","nst":null,"dmin":1.674,"rms":0.85,"gap":82,"magType":"mb","type":"earthquake","title":"M 4.0 - 13km SSE of Jesus Carranza, Mexico"},"geometry":{"type":"Point","coordinates":[-94.9915,17.3166,11.15]},"id":"us2000azby"},\n{"type":"Feature","properties":{"mag":4.1,"place":"122km SSW of Paredon, Mexico","time":1505700898950,"updated":1507086612040,"tz":-360,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us2000awky","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000awky&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":259,"net":"us","code":"2000awky","ids":",us2000awky,","sources":",us,","types":",geoserve,origin,phase-data,","nst":null,"dmin":1.281,"rms":0.59,"gap":170,"magType":"mb","type":"earthquake","title":"M 4.1 - 122km SSW of Paredon, Mexico"},"geometry":{"type":"Point","coordinates":[-94.3513,15.0304,10]},"id":"us2000awky"},\n{"type":"Feature","properties":{"mag":4.2,"place":"89km SSW of Paredon, Mexico","time":1505699407130,"updated":1507085367040,"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":1.056,"rms":1.07,"gap":169,"magType":"mb","type":"earthquake","title":"M 4.2 - 89km SSW of Paredon, Mexico"},"geometry":{"type":"Point","coordinates":[-94.2351,15.3068,42.58]},"id":"us2000apq2"},\n{"type":"Feature","properties":{"mag":4.2,"place":"117km SSW of Tres Picos, Mexico","time":1505698782750,"updated":1507084597040,"tz":-360,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us2000awly","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000awly&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":271,"net":"us","code":"2000awly","ids":",us2000awly,","sources":",us,","types":",geoserve,origin,phase-data,","nst":null,"dmin":1.136,"rms":0.85,"gap":154,"magType":"mb","type":"earthquake","title":"M 4.2 - 117km SSW of Tres Picos, Mexico"},"geometry":{"type":"Point","coordinates":[-94.1304,14.9812,38.39]},"id":"us2000awly"},\n{"type":"Feature","properties":{"mag":4,"place":"151km SSW of Paredon, Mexico","time":1505696468620,"updated":1507083696040,"tz":-360,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us2000azbk","detail":"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000azbk&format=geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":246,"net":"us","code":"2000azbk","ids":",us2000azbk,","sources":",us,","types":",geoserve,origin,phase-data,","nst":null,"dmin":1.796,"rms":1.08,"gap":179,"magType":"mb","type":"earthquake","title":"M 4.0 - 151km SSW of Paredon, Mexico"},"geometry":{"type":"Point","coordinates":[-94.5206,14.824,18.19]},"id":"us2000azbk"}],"bbox":[-117.0765,14.5711,-0.2,-90.9075,32.9196667,178.93]}'

Dieser Wulst lässt sich aber ziemlich schwer lesen. Deshalb müssen wir das zuerst umformatieren und dann verstehen, wie das ganze strukturiert ist.


In [17]:
response.json()


Out[17]:
{'bbox': [-117.0765, 14.5711, -0.2, -90.9075, 32.9196667, 178.93],
 'features': [{'geometry': {'coordinates': [-93.482, 15.3673, 35],
    'type': 'Point'},
   'id': 'us2000as9c',
   'properties': {'alert': None,
    'cdi': None,
    'code': '2000as9c',
    'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000as9c&format=geojson',
    'dmin': 1.91,
    'felt': None,
    'gap': 190,
    'ids': ',us2000as9c,',
    'mag': 4.2,
    'magType': 'mb',
    'mmi': None,
    'net': 'us',
    'nst': None,
    'place': '45km SW of Pijijiapan, Mexico',
    'rms': 0.66,
    'sig': 271,
    'sources': ',us,',
    'status': 'reviewed',
    'time': 1505956304020,
    'title': 'M 4.2 - 45km SW of Pijijiapan, Mexico',
    'tsunami': 0,
    'type': 'earthquake',
    'types': ',geoserve,origin,phase-data,',
    'tz': -360,
    'updated': 1508715050040,
    'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000as9c'},
   'type': 'Feature'},
  {'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': 1509058957842,
    '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': 1509061233829,
    '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': 1509061072789,
    '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': 1509060150594,
    'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci38007032'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-95.3164, 15.7657, 33.23], 'type': 'Point'},
   'id': 'us2000azit',
   'properties': {'alert': None,
    'cdi': None,
    'code': '2000azit',
    'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000azit&format=geojson',
    'dmin': 0.762,
    'felt': None,
    'gap': 163,
    'ids': ',us2000azit,',
    'mag': 4.1,
    'magType': 'mb',
    'mmi': None,
    'net': 'us',
    'nst': None,
    'place': '46km SSW of Salina Cruz, Mexico',
    'rms': 0.52,
    'sig': 259,
    'sources': ',us,',
    'status': 'reviewed',
    'time': 1505918247160,
    'title': 'M 4.1 - 46km SSW of Salina Cruz, Mexico',
    'tsunami': 0,
    'type': 'earthquake',
    'types': ',geoserve,origin,phase-data,',
    'tz': -360,
    'updated': 1507885620040,
    'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000azit'},
   '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,scitech-link,',
    'tz': -480,
    'updated': 1509058812182,
    'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci38006952'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-94.4686, 15.7817, 35.93], 'type': 'Point'},
   'id': 'us2000arp9',
   'properties': {'alert': None,
    'cdi': None,
    'code': '2000arp9',
    'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000arp9&format=geojson',
    'dmin': 1.205,
    'felt': None,
    'gap': 148,
    'ids': ',us2000arp9,',
    'mag': 3.9,
    'magType': 'mb',
    'mmi': None,
    'net': 'us',
    'nst': None,
    'place': '53km SSE of San Francisco del Mar, Mexico',
    'rms': 0.59,
    'sig': 234,
    'sources': ',us,',
    'status': 'reviewed',
    'time': 1505911495200,
    'title': 'M 3.9 - 53km SSE of San Francisco del Mar, Mexico',
    'tsunami': 0,
    'type': 'earthquake',
    'types': ',geoserve,origin,phase-data,',
    'tz': -360,
    'updated': 1509517021040,
    'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000arp9'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-93.39, 15.2406, 68.02], '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': 0.49,
    'felt': None,
    'gap': 136,
    'ids': ',us2000arj1,',
    'mag': 4.7,
    'magType': 'mb',
    'mmi': None,
    'net': 'us',
    'nst': None,
    'place': '53km SSW of Pijijiapan, Mexico',
    'rms': 0.82,
    'sig': 340,
    'sources': ',us,',
    'status': 'reviewed',
    'time': 1505903968280,
    'title': 'M 4.7 - 53km SSW of Pijijiapan, Mexico',
    'tsunami': 0,
    'type': 'earthquake',
    'types': ',geoserve,origin,phase-data,',
    'tz': -360,
    'updated': 1508308590040,
    'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000arj1'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-95.1481, 15.9806, 37.4], 'type': 'Point'},
   'id': 'us2000argw',
   'properties': {'alert': None,
    'cdi': None,
    'code': '2000argw',
    'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000argw&format=geojson',
    'dmin': 0.947,
    'felt': None,
    'gap': 127,
    'ids': ',us2000argw,',
    'mag': 4,
    'magType': 'mb',
    'mmi': None,
    'net': 'us',
    'nst': None,
    'place': '21km SSE of Salina Cruz, Mexico',
    'rms': 0.84,
    'sig': 246,
    'sources': ',us,',
    'status': 'reviewed',
    'time': 1505882957140,
    'title': 'M 4.0 - 21km SSE of Salina Cruz, Mexico',
    'tsunami': 0,
    'type': 'earthquake',
    'types': ',geoserve,origin,phase-data,',
    'tz': -360,
    'updated': 1508727016040,
    'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000argw'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-95.0251, 15.5704, 35], 'type': 'Point'},
   'id': 'us2000argq',
   'properties': {'alert': None,
    'cdi': None,
    'code': '2000argq',
    'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000argq&format=geojson',
    'dmin': 1.061,
    'felt': None,
    'gap': 129,
    'ids': ',us2000argq,',
    'mag': 4.5,
    'magType': 'mb',
    'mmi': None,
    'net': 'us',
    'nst': None,
    'place': '68km SSE of Salina Cruz, Mexico',
    'rms': 0.99,
    'sig': 312,
    'sources': ',us,',
    'status': 'reviewed',
    'time': 1505880947090,
    'title': 'M 4.5 - 68km SSE of Salina Cruz, Mexico',
    'tsunami': 0,
    'type': 'earthquake',
    'types': ',geoserve,origin,phase-data,',
    'tz': -360,
    'updated': 1508819895040,
    'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000argq'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-95.1187, 16.0041, 35], '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': 1.877,
    'felt': 3,
    'gap': 151,
    'ids': ',us2000argd,',
    'mag': 4.6,
    'magType': 'mb',
    'mmi': None,
    'net': 'us',
    'nst': None,
    'place': '19km SSE of Salina Cruz, Mexico',
    'rms': 0.87,
    'sig': 326,
    'sources': ',us,',
    'status': 'reviewed',
    'time': 1505878082710,
    'title': 'M 4.6 - 19km SSE of Salina Cruz, Mexico',
    'tsunami': 0,
    'type': 'earthquake',
    'types': ',dyfi,geoserve,origin,phase-data,',
    'tz': -360,
    'updated': 1508717457040,
    'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000argd'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-90.9075, 14.5711, 178.93], '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': 0.939,
    'felt': 8,
    'gap': 174,
    'ids': ',us2000arfs,',
    'mag': 4.9,
    'magType': 'mb',
    'mmi': None,
    'net': 'us',
    'nst': None,
    'place': '4km ENE of Acatenango, Guatemala',
    'rms': 1.19,
    'sig': 372,
    'sources': ',us,',
    'status': 'reviewed',
    'time': 1505875055560,
    'title': 'M 4.9 - 4km ENE of Acatenango, Guatemala',
    'tsunami': 0,
    'type': 'earthquake',
    'types': ',dyfi,geoserve,origin,phase-data,',
    'tz': -360,
    'updated': 1507094792601,
    'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000arfs'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-94.8625, 16.2348, 45.26], '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': 1.666,
    'felt': 2,
    'gap': 152,
    'ids': ',us2000arch,',
    'mag': 4.6,
    'magType': 'mb',
    'mmi': None,
    'net': 'us',
    'nst': None,
    'place': '15km ENE of San Mateo del Mar, Mexico',
    'rms': 0.65,
    'sig': 326,
    'sources': ',us,',
    'status': 'reviewed',
    'time': 1505862692240,
    'title': 'M 4.6 - 15km ENE of San Mateo del Mar, Mexico',
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    'tz': -360,
    'updated': 1508961248040,
    'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000aq7z'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-95.2751, 15.6808, 9.63], 'type': 'Point'},
   'id': 'us2000awlh',
   'properties': {'alert': None,
    'cdi': None,
    'code': '2000awlh',
    'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000awlh&format=geojson',
    'dmin': 0.807,
    'felt': None,
    'gap': 168,
    'ids': ',us2000awlh,',
    'mag': 4.1,
    'magType': 'mb',
    'mmi': None,
    'net': 'us',
    'nst': None,
    'place': '54km S of Salina Cruz, Mexico',
    'rms': 1.03,
    'sig': 259,
    'sources': ',us,',
    'status': 'reviewed',
    'time': 1505764066810,
    'title': 'M 4.1 - 54km S of Salina Cruz, Mexico',
    'tsunami': 0,
    'type': 'earthquake',
    'types': ',geoserve,origin,phase-data,',
    'tz': -360,
    'updated': 1508961652040,
    'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000awlh'},
   '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': 1509058981078,
    'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci37766167'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-95.2753, 15.6937, 40.33], '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': 0.805,
    'felt': None,
    'gap': 170,
    'ids': ',us2000aq4m,',
    'mag': 4.3,
    'magType': 'mb',
    'mmi': None,
    'net': 'us',
    'nst': None,
    'place': '52km S of Salina Cruz, Mexico',
    'rms': 0.83,
    'sig': 284,
    'sources': ',us,',
    'status': 'reviewed',
    'time': 1505756978730,
    'title': 'M 4.3 - 52km S of Salina Cruz, Mexico',
    'tsunami': 0,
    'type': 'earthquake',
    'types': ',geoserve,origin,phase-data,',
    'tz': -360,
    'updated': 1508961126040,
    'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000aq4m'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-94.8419, 16.0984, 41.16], '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': 1.61,
    'felt': None,
    'gap': 186,
    'ids': ',us2000aq3v,',
    'mag': 4.2,
    'magType': 'mb',
    'mmi': None,
    'net': 'us',
    'nst': None,
    'place': '20km SE of San Mateo del Mar, Mexico',
    'rms': 1.03,
    'sig': 271,
    'sources': ',us,',
    'status': 'reviewed',
    'time': 1505755544320,
    'title': 'M 4.2 - 20km SE of San Mateo del Mar, Mexico',
    'tsunami': 0,
    'type': 'earthquake',
    'types': ',geoserve,origin,phase-data,',
    'tz': -360,
    'updated': 1508961078040,
    'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000aq3v'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-94.1959, 14.7873, 28.77], 'type': 'Point'},
   'id': 'us2000apzt',
   'properties': {'alert': None,
    'cdi': None,
    'code': '2000apzt',
    'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000apzt&format=geojson',
    'dmin': 1.312,
    'felt': None,
    'gap': 199,
    'ids': ',us2000apzt,',
    'mag': 4.4,
    'magType': 'mb',
    'mmi': None,
    'net': 'us',
    'nst': None,
    'place': '139km SSW of Tres Picos, Mexico',
    'rms': 0.71,
    'sig': 298,
    'sources': ',us,',
    'status': 'reviewed',
    'time': 1505750356430,
    'title': 'M 4.4 - 139km SSW of Tres Picos, Mexico',
    'tsunami': 0,
    'type': 'earthquake',
    'types': ',geoserve,origin,phase-data,',
    'tz': -360,
    'updated': 1507741599040,
    'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000apzt'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-108.8405, 19.5187, 10], 'type': 'Point'},
   'id': 'us2000awlm',
   'properties': {'alert': None,
    'cdi': None,
    'code': '2000awlm',
    'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000awlm&format=geojson',
    'dmin': 2.103,
    'felt': None,
    'gap': 223,
    'ids': ',us2000awlm,',
    'mag': 4,
    'magType': 'mb',
    'mmi': None,
    'net': 'us',
    'nst': None,
    'place': '239km ENE of Socorro Island, Mexico',
    'rms': 1.11,
    'sig': 246,
    'sources': ',us,',
    'status': 'reviewed',
    'time': 1505747673920,
    'title': 'M 4.0 - 239km ENE of Socorro Island, Mexico',
    'tsunami': 0,
    'type': 'earthquake',
    'types': ',geoserve,origin,phase-data,',
    'tz': -420,
    'updated': 1507736460040,
    'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000awlm'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-94.6964, 15.1527, 23.98], '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': 1.527,
    'felt': None,
    'gap': 141,
    'ids': ',us2000apya,',
    'mag': 4.8,
    'magType': 'mb',
    'mmi': None,
    'net': 'us',
    'nst': None,
    'place': '119km S of San Francisco del Mar, Mexico',
    'rms': 0.63,
    'sig': 354,
    'sources': ',us,',
    'status': 'reviewed',
    'time': 1505747637470,
    'title': 'M 4.8 - 119km S of San Francisco del Mar, Mexico',
    'tsunami': 0,
    'type': 'earthquake',
    'types': ',geoserve,origin,phase-data,',
    'tz': -360,
    'updated': 1507734672040,
    'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000apya'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-94.5666, 15.2577, 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': 1.373,
    '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': 1.05,
    'sig': 483,
    'sources': ',us,',
    'status': 'reviewed',
    'time': 1505744352880,
    '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': 1507731439796,
    'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000apx5'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-95.2305, 16.0113, 5.71], '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': 0.878,
    'felt': 1,
    'gap': 100,
    'ids': ',us2000apva,',
    'mag': 4.9,
    'magType': 'mb',
    'mmi': None,
    'net': 'us',
    'nst': None,
    'place': '17km S of Salina Cruz, Mexico',
    'rms': 1.22,
    'sig': 370,
    'sources': ',us,',
    'status': 'reviewed',
    'time': 1505736415650,
    'title': 'M 4.9 - 17km S of Salina Cruz, Mexico',
    'tsunami': 0,
    'type': 'earthquake',
    'types': ',dyfi,geoserve,origin,phase-data,',
    'tz': -360,
    'updated': 1509430223040,
    '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': 1509054170614,
    'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/ci37765839'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-94.9915, 17.3166, 11.15], 'type': 'Point'},
   'id': 'us2000azby',
   'properties': {'alert': None,
    'cdi': None,
    'code': '2000azby',
    'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000azby&format=geojson',
    'dmin': 1.674,
    'felt': None,
    'gap': 82,
    'ids': ',us2000azby,',
    'mag': 4,
    'magType': 'mb',
    'mmi': None,
    'net': 'us',
    'nst': None,
    'place': '13km SSE of Jesus Carranza, Mexico',
    'rms': 0.85,
    'sig': 246,
    'sources': ',us,',
    'status': 'reviewed',
    'time': 1505711689600,
    'title': 'M 4.0 - 13km SSE of Jesus Carranza, Mexico',
    'tsunami': 0,
    'type': 'earthquake',
    'types': ',geoserve,origin,phase-data,',
    'tz': -360,
    'updated': 1507967520040,
    'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000azby'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-94.3513, 15.0304, 10], 'type': 'Point'},
   'id': 'us2000awky',
   'properties': {'alert': None,
    'cdi': None,
    'code': '2000awky',
    'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000awky&format=geojson',
    'dmin': 1.281,
    'felt': None,
    'gap': 170,
    'ids': ',us2000awky,',
    'mag': 4.1,
    'magType': 'mb',
    'mmi': None,
    'net': 'us',
    'nst': None,
    'place': '122km SSW of Paredon, Mexico',
    'rms': 0.59,
    'sig': 259,
    'sources': ',us,',
    'status': 'reviewed',
    'time': 1505700898950,
    'title': 'M 4.1 - 122km SSW of Paredon, Mexico',
    'tsunami': 0,
    'type': 'earthquake',
    'types': ',geoserve,origin,phase-data,',
    'tz': -360,
    'updated': 1507086612040,
    'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000awky'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-94.2351, 15.3068, 42.58], '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': 1.056,
    'felt': None,
    'gap': 169,
    'ids': ',us2000apq2,',
    'mag': 4.2,
    'magType': 'mb',
    'mmi': None,
    'net': 'us',
    'nst': None,
    'place': '89km SSW of Paredon, Mexico',
    'rms': 1.07,
    'sig': 271,
    'sources': ',us,',
    'status': 'reviewed',
    'time': 1505699407130,
    'title': 'M 4.2 - 89km SSW of Paredon, Mexico',
    'tsunami': 0,
    'type': 'earthquake',
    'types': ',geoserve,origin,phase-data,',
    'tz': -360,
    'updated': 1507085367040,
    'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000apq2'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-94.1304, 14.9812, 38.39], 'type': 'Point'},
   'id': 'us2000awly',
   'properties': {'alert': None,
    'cdi': None,
    'code': '2000awly',
    'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000awly&format=geojson',
    'dmin': 1.136,
    'felt': None,
    'gap': 154,
    'ids': ',us2000awly,',
    'mag': 4.2,
    'magType': 'mb',
    'mmi': None,
    'net': 'us',
    'nst': None,
    'place': '117km SSW of Tres Picos, Mexico',
    'rms': 0.85,
    'sig': 271,
    'sources': ',us,',
    'status': 'reviewed',
    'time': 1505698782750,
    'title': 'M 4.2 - 117km SSW of Tres Picos, Mexico',
    'tsunami': 0,
    'type': 'earthquake',
    'types': ',geoserve,origin,phase-data,',
    'tz': -360,
    'updated': 1507084597040,
    'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000awly'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-94.5206, 14.824, 18.19], 'type': 'Point'},
   'id': 'us2000azbk',
   'properties': {'alert': None,
    'cdi': None,
    'code': '2000azbk',
    'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000azbk&format=geojson',
    'dmin': 1.796,
    'felt': None,
    'gap': 179,
    'ids': ',us2000azbk,',
    'mag': 4,
    'magType': 'mb',
    'mmi': None,
    'net': 'us',
    'nst': None,
    'place': '151km SSW of Paredon, Mexico',
    'rms': 1.08,
    'sig': 246,
    'sources': ',us,',
    'status': 'reviewed',
    'time': 1505696468620,
    'title': 'M 4.0 - 151km SSW of Paredon, Mexico',
    'tsunami': 0,
    'type': 'earthquake',
    'types': ',geoserve,origin,phase-data,',
    'tz': -360,
    'updated': 1507083696040,
    'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000azbk'},
   'type': 'Feature'}],
 'metadata': {'api': '1.5.8',
  'count': 49,
  'generated': 1509531379000,
  '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 [18]:
dct = response.json()

Um sicher zu gehen, prüfen wir nochmals den Datentyp.


In [19]:
type(dct)


Out[19]:
dict

In [20]:
len(dct)


Out[20]:
4

Schauen wir uns alle keys und values an


In [25]:
for key in dct:
    print(key)


features
type
metadata
bbox

Features interessiert uns.


In [21]:
dct['features']


Out[21]:
[{'geometry': {'coordinates': [-93.482, 15.3673, 35], 'type': 'Point'},
  'id': 'us2000as9c',
  'properties': {'alert': None,
   'cdi': None,
   'code': '2000as9c',
   'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000as9c&format=geojson',
   'dmin': 1.91,
   'felt': None,
   'gap': 190,
   'ids': ',us2000as9c,',
   'mag': 4.2,
   'magType': 'mb',
   'mmi': None,
   'net': 'us',
   'nst': None,
   'place': '45km SW of Pijijiapan, Mexico',
   'rms': 0.66,
   'sig': 271,
   'sources': ',us,',
   'status': 'reviewed',
   'time': 1505956304020,
   'title': 'M 4.2 - 45km SW of Pijijiapan, Mexico',
   'tsunami': 0,
   'type': 'earthquake',
   'types': ',geoserve,origin,phase-data,',
   'tz': -360,
   'updated': 1508715050040,
   'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000as9c'},
  'type': 'Feature'},
 {'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': 1509058957842,
   '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': 1509061233829,
   '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': 1509061072789,
   '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,
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   'cdi': None,
   'code': '2000awky',
   'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000awky&format=geojson',
   'dmin': 1.281,
   'felt': None,
   'gap': 170,
   'ids': ',us2000awky,',
   'mag': 4.1,
   'magType': 'mb',
   'mmi': None,
   'net': 'us',
   'nst': None,
   'place': '122km SSW of Paredon, Mexico',
   'rms': 0.59,
   'sig': 259,
   'sources': ',us,',
   'status': 'reviewed',
   'time': 1505700898950,
   'title': 'M 4.1 - 122km SSW of Paredon, Mexico',
   'tsunami': 0,
   'type': 'earthquake',
   'types': ',geoserve,origin,phase-data,',
   'tz': -360,
   'updated': 1507086612040,
   'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000awky'},
  'type': 'Feature'},
 {'geometry': {'coordinates': [-94.2351, 15.3068, 42.58], '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': 1.056,
   'felt': None,
   'gap': 169,
   'ids': ',us2000apq2,',
   'mag': 4.2,
   'magType': 'mb',
   'mmi': None,
   'net': 'us',
   'nst': None,
   'place': '89km SSW of Paredon, Mexico',
   'rms': 1.07,
   'sig': 271,
   'sources': ',us,',
   'status': 'reviewed',
   'time': 1505699407130,
   'title': 'M 4.2 - 89km SSW of Paredon, Mexico',
   'tsunami': 0,
   'type': 'earthquake',
   'types': ',geoserve,origin,phase-data,',
   'tz': -360,
   'updated': 1507085367040,
   'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000apq2'},
  'type': 'Feature'},
 {'geometry': {'coordinates': [-94.1304, 14.9812, 38.39], 'type': 'Point'},
  'id': 'us2000awly',
  'properties': {'alert': None,
   'cdi': None,
   'code': '2000awly',
   'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000awly&format=geojson',
   'dmin': 1.136,
   'felt': None,
   'gap': 154,
   'ids': ',us2000awly,',
   'mag': 4.2,
   'magType': 'mb',
   'mmi': None,
   'net': 'us',
   'nst': None,
   'place': '117km SSW of Tres Picos, Mexico',
   'rms': 0.85,
   'sig': 271,
   'sources': ',us,',
   'status': 'reviewed',
   'time': 1505698782750,
   'title': 'M 4.2 - 117km SSW of Tres Picos, Mexico',
   'tsunami': 0,
   'type': 'earthquake',
   'types': ',geoserve,origin,phase-data,',
   'tz': -360,
   'updated': 1507084597040,
   'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000awly'},
  'type': 'Feature'},
 {'geometry': {'coordinates': [-94.5206, 14.824, 18.19], 'type': 'Point'},
  'id': 'us2000azbk',
  'properties': {'alert': None,
   'cdi': None,
   'code': '2000azbk',
   'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000azbk&format=geojson',
   'dmin': 1.796,
   'felt': None,
   'gap': 179,
   'ids': ',us2000azbk,',
   'mag': 4,
   'magType': 'mb',
   'mmi': None,
   'net': 'us',
   'nst': None,
   'place': '151km SSW of Paredon, Mexico',
   'rms': 1.08,
   'sig': 246,
   'sources': ',us,',
   'status': 'reviewed',
   'time': 1505696468620,
   'title': 'M 4.0 - 151km SSW of Paredon, Mexico',
   'tsunami': 0,
   'type': 'earthquake',
   'types': ',geoserve,origin,phase-data,',
   'tz': -360,
   'updated': 1507083696040,
   'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000azbk'},
  'type': 'Feature'}]

In [21]:
type(dct['features'])


Out[21]:
list

In [22]:
dct['features'][0]


Out[22]:
{'geometry': {'coordinates': [-93.482, 15.3673, 35], 'type': 'Point'},
 'id': 'us2000as9c',
 'properties': {'alert': None,
  'cdi': None,
  'code': '2000as9c',
  'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000as9c&format=geojson',
  'dmin': 1.91,
  'felt': None,
  'gap': 190,
  'ids': ',us2000as9c,',
  'mag': 4.2,
  'magType': 'mb',
  'mmi': None,
  'net': 'us',
  'nst': None,
  'place': '45km SW of Pijijiapan, Mexico',
  'rms': 0.66,
  'sig': 271,
  'sources': ',us,',
  'status': 'reviewed',
  'time': 1505956304020,
  'title': 'M 4.2 - 45km SW of Pijijiapan, Mexico',
  'tsunami': 0,
  'type': 'earthquake',
  'types': ',geoserve,origin,phase-data,',
  'tz': -360,
  'updated': 1508715050040,
  'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000as9c'},
 'type': 'Feature'}

In [ ]:
dct['features'][0]

Schauen wir uns das erste Element an


In [23]:
for key in dct['features'][0]:
    print(key)


type
id
geometry
properties

In [24]:
dct['features'][0]['properties']


Out[24]:
{'alert': None,
 'cdi': None,
 'code': '2000as9c',
 'detail': 'https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000as9c&format=geojson',
 'dmin': 1.91,
 'felt': None,
 'gap': 190,
 'ids': ',us2000as9c,',
 'mag': 4.2,
 'magType': 'mb',
 'mmi': None,
 'net': 'us',
 'nst': None,
 'place': '45km SW of Pijijiapan, Mexico',
 'rms': 0.66,
 'sig': 271,
 'sources': ',us,',
 'status': 'reviewed',
 'time': 1505956304020,
 'title': 'M 4.2 - 45km SW of Pijijiapan, Mexico',
 'tsunami': 0,
 'type': 'earthquake',
 'types': ',geoserve,origin,phase-data,',
 'tz': -360,
 'updated': 1508715050040,
 'url': 'https://earthquake.usgs.gov/earthquakes/eventpage/us2000as9c'}

Lesen wir folgendes aus:

  1. Type
  2. Magnitude
  3. Örtlichkeit
  4. Time

In [25]:
earthquakes = []

for elem in dct['features']:
    
    t = elem['properties']['type']
    m = elem['properties']['mag']
    p = elem['properties']['place']
    tm = elem['properties']['time']
    
    mini_dict = {'Type': t,
                 'Mag': m,
                 'Place': p,
                 'Time': tm}
    
    earthquakes.append(mini_dict)

Dealing with Unix time


In [32]:
pd.DataFrame(earthquakes).to_csv('testfile.csv')

In [29]:
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
    tm = str(elem['properties']['time'])[:-3]
        
    mini_dict = {'Type': t,
                 'Mag': m,
                 'Place': p,
                 'Time': tm}
    
    earthquakes.append(mini_dict)

In [30]:
pd.DataFrame(earthquakes)


Out[30]:
[{'Mag': 4.2,
  'Place': '45km SW of Pijijiapan, Mexico',
  'Time': '1505956304',
  'Type': 'earthquake'},
 {'Mag': 2.26,
  'Place': '4km SW of Imperial, CA',
  'Time': '1505947525',
  'Type': 'earthquake'},
 {'Mag': 1,
  'Place': '7km NW of La Mesa, CA',
  'Time': '1505937649',
  'Type': 'quarry blast'},
 {'Mag': 2.71,
  'Place': '19km W of Delta, B.C., MX',
  'Time': '1505931747',
  'Type': 'earthquake'},
 {'Mag': 0.94,
  'Place': '27km SSW of Ocotillo Wells, CA',
  'Time': '1505922423',
  'Type': 'earthquake'},
 {'Mag': 4.1,
  'Place': '46km SSW of Salina Cruz, Mexico',
  'Time': '1505918247',
  'Type': 'earthquake'},
 {'Mag': 2.21,
  'Place': '7km N of Delta, B.C., MX',
  'Time': '1505911740',
  'Type': 'earthquake'},
 {'Mag': 3.9,
  'Place': '53km SSE of San Francisco del Mar, Mexico',
  'Time': '1505911495',
  'Type': 'earthquake'},
 {'Mag': 4.7,
  'Place': '53km SSW of Pijijiapan, Mexico',
  'Time': '1505903968',
  'Type': 'earthquake'},
 {'Mag': 4,
  'Place': '21km SSE of Salina Cruz, Mexico',
  'Time': '1505882957',
  'Type': 'earthquake'},
 {'Mag': 4.5,
  'Place': '68km SSE of Salina Cruz, Mexico',
  'Time': '1505880947',
  'Type': 'earthquake'},
 {'Mag': 4.6,
  'Place': '19km SSE of Salina Cruz, Mexico',
  'Time': '1505878082',
  'Type': 'earthquake'},
 {'Mag': 4.9,
  'Place': '4km ENE of Acatenango, Guatemala',
  'Time': '1505875055',
  'Type': 'earthquake'},
 {'Mag': 4.6,
  'Place': '15km ENE of San Mateo del Mar, Mexico',
  'Time': '1505862692',
  'Type': 'earthquake'},
 {'Mag': 5,
  'Place': '108km SSE of San Mateo del Mar, Mexico',
  'Time': '1505855595',
  'Type': 'earthquake'},
 {'Mag': 4.4,
  'Place': '68km S of Salina Cruz, Mexico',
  'Time': '1505846933',
  'Type': 'earthquake'},
 {'Mag': 7.1,
  'Place': '1km E of Ayutla, Mexico',
  'Time': '1505844878',
  'Type': 'earthquake'},
 {'Mag': 1.76,
  'Place': '8km SSE of Brawley, CA',
  'Time': '1505810653',
  'Type': 'earthquake'},
 {'Mag': 4.9,
  'Place': '104km SSW of Paredon, Mexico',
  'Time': '1505807924',
  'Type': 'earthquake'},
 {'Mag': 5.5,
  'Place': '106km SSW of Paredon, Mexico',
  'Time': '1505807595',
  'Type': 'earthquake'},
 {'Mag': 4.9,
  'Place': '63km S of San Francisco del Mar, Mexico',
  'Time': '1505804581',
  'Type': 'earthquake'},
 {'Mag': 1.67,
  'Place': '8km SSE of Brawley, CA',
  'Time': '1505797300',
  'Type': 'earthquake'},
 {'Mag': 4.3,
  'Place': '77km S of San Francisco del Mar, Mexico',
  'Time': '1505794808',
  'Type': 'earthquake'},
 {'Mag': 1.69,
  'Place': '8km SSE of Brawley, CA',
  'Time': '1505792016',
  'Type': 'earthquake'},
 {'Mag': 1.34,
  'Place': '9km SSE of Brawley, CA',
  'Time': '1505791878',
  'Type': 'earthquake'},
 {'Mag': 1.85,
  'Place': '8km SSE of Brawley, CA',
  'Time': '1505791676',
  'Type': 'earthquake'},
 {'Mag': 4.3,
  'Place': '102km S of San Francisco del Mar, Mexico',
  'Time': '1505784203',
  'Type': 'earthquake'},
 {'Mag': 1.9,
  'Place': '9km SSE of Brawley, CA',
  'Time': '1505779853',
  'Type': 'earthquake'},
 {'Mag': 1.73,
  'Place': '8km SSE of Brawley, CA',
  'Time': '1505779842',
  'Type': 'earthquake'},
 {'Mag': 4.3,
  'Place': '116km SSE of San Mateo del Mar, Mexico',
  'Time': '1505772810',
  'Type': 'earthquake'},
 {'Mag': 1.45,
  'Place': '4km WSW of Imperial, CA',
  'Time': '1505769920',
  'Type': 'earthquake'},
 {'Mag': 1.71,
  'Place': '4km SW of Imperial, CA',
  'Time': '1505769761',
  'Type': 'earthquake'},
 {'Mag': 2.17,
  'Place': '4km SW of Imperial, CA',
  'Time': '1505769684',
  'Type': 'earthquake'},
 {'Mag': 4.9,
  'Place': '101km S of San Mateo del Mar, Mexico',
  'Time': '1505764290',
  'Type': 'earthquake'},
 {'Mag': 4.1,
  'Place': '54km S of Salina Cruz, Mexico',
  'Time': '1505764066',
  'Type': 'earthquake'},
 {'Mag': 3.51,
  'Place': '77km S of Maneadero, B.C., MX',
  'Time': '1505759058',
  'Type': 'earthquake'},
 {'Mag': 4.3,
  'Place': '52km S of Salina Cruz, Mexico',
  'Time': '1505756978',
  'Type': 'earthquake'},
 {'Mag': 4.2,
  'Place': '20km SE of San Mateo del Mar, Mexico',
  'Time': '1505755544',
  'Type': 'earthquake'},
 {'Mag': 4.4,
  'Place': '139km SSW of Tres Picos, Mexico',
  'Time': '1505750356',
  'Type': 'earthquake'},
 {'Mag': 4,
  'Place': '239km ENE of Socorro Island, Mexico',
  'Time': '1505747673',
  'Type': 'earthquake'},
 {'Mag': 4.8,
  'Place': '119km S of San Francisco del Mar, Mexico',
  'Time': '1505747637',
  'Type': 'earthquake'},
 {'Mag': 5.6,
  'Place': '108km S of San Francisco del Mar, Mexico',
  'Time': '1505744352',
  'Type': 'earthquake'},
 {'Mag': 4.9,
  'Place': '17km S of Salina Cruz, Mexico',
  'Time': '1505736415',
  'Type': 'earthquake'},
 {'Mag': 1.11,
  'Place': '4km WSW of Imperial, CA',
  'Time': '1505716385',
  'Type': 'earthquake'},
 {'Mag': 4,
  'Place': '13km SSE of Jesus Carranza, Mexico',
  'Time': '1505711689',
  'Type': 'earthquake'},
 {'Mag': 4.1,
  'Place': '122km SSW of Paredon, Mexico',
  'Time': '1505700898',
  'Type': 'earthquake'},
 {'Mag': 4.2,
  'Place': '89km SSW of Paredon, Mexico',
  'Time': '1505699407',
  'Type': 'earthquake'},
 {'Mag': 4.2,
  'Place': '117km SSW of Tres Picos, Mexico',
  'Time': '1505698782',
  'Type': 'earthquake'},
 {'Mag': 4,
  'Place': '151km SSW of Paredon, Mexico',
  'Time': '1505696468',
  'Type': 'earthquake'}]

In [60]:
zahl = 12121323234234234324234

In [61]:
temp = datetime.datetime.fromtimestamp(1386181800).strftime('%Y-%m-%d %H:%M:%S')

In [62]:
temp


Out[62]:
'2013-12-04 19:30:00'

In [63]:
str(zahl)


Out[63]:
'12121323234234234324234'

In [64]:
dt(int(str(zahl)[:-3]))


---------------------------------------------------------------------------
TypeError                                 Traceback (most recent call last)
<ipython-input-64-25fa0466a4ad> in <module>()
----> 1 dt(int(str(zahl)[:-3]))

TypeError: 'module' object is not callable

In [65]:
dt(int(str(zahl)[:-3]))


---------------------------------------------------------------------------
TypeError                                 Traceback (most recent call last)
<ipython-input-65-563231d22110> in <module>()
----> 1 dt(int(str(zahl)[:-3]))

TypeError: 'module' object is not callable

In [66]:
earthquakes


Out[66]:
[{'Mag': 2.26,
  'Place': '4km SW of Imperial, CA',
  'Time': '1505947525',
  'Type': 'earthquake'},
 {'Mag': 1,
  'Place': '7km NW of La Mesa, CA',
  'Time': '1505937649',
  'Type': 'quarry blast'},
 {'Mag': 2.71,
  'Place': '19km W of Delta, B.C., MX',
  'Time': '1505931747',
  'Type': 'earthquake'},
 {'Mag': 0.94,
  'Place': '27km SSW of Ocotillo Wells, CA',
  'Time': '1505922423',
  'Type': 'earthquake'},
 {'Mag': 2.21,
  'Place': '7km N of Delta, B.C., MX',
  'Time': '1505911740',
  'Type': 'earthquake'},
 {'Mag': 4.7,
  'Place': '51km SSW of Pijijiapan, Mexico',
  'Time': '1505903968',
  'Type': 'earthquake'},
 {'Mag': 4.6,
  'Place': '15km ESE of San Mateo del Mar, Mexico',
  'Time': '1505878085',
  'Type': 'earthquake'},
 {'Mag': 4.9,
  'Place': '4km ESE of Acatenango, Guatemala',
  'Time': '1505875055',
  'Type': 'earthquake'},
 {'Mag': 4.6,
  'Place': '15km SW of San Dionisio del Mar, Mexico',
  'Time': '1505862694',
  'Type': 'earthquake'},
 {'Mag': 4.9,
  'Place': '101km S of San Francisco del Mar, Mexico',
  'Time': '1505855599',
  'Type': 'earthquake'},
 {'Mag': 7.1,
  'Place': '1km ESE of Ayutla, Mexico',
  'Time': '1505844878',
  'Type': 'earthquake'},
 {'Mag': 1.76,
  'Place': '8km SSE of Brawley, CA',
  'Time': '1505810653',
  'Type': 'earthquake'},
 {'Mag': 5.4,
  'Place': '98km SSW of Tres Picos, Mexico',
  'Time': '1505807597',
  'Type': 'earthquake'},
 {'Mag': 4.9,
  'Place': '59km SSE of San Francisco del Mar, Mexico',
  'Time': '1505804582',
  'Type': 'earthquake'},
 {'Mag': 1.67,
  'Place': '8km SSE of Brawley, CA',
  'Time': '1505797300',
  'Type': 'earthquake'},
 {'Mag': 1.69,
  'Place': '8km SSE of Brawley, CA',
  'Time': '1505792016',
  'Type': 'earthquake'},
 {'Mag': 1.34,
  'Place': '9km SSE of Brawley, CA',
  'Time': '1505791878',
  'Type': 'earthquake'},
 {'Mag': 1.85,
  'Place': '8km SSE of Brawley, CA',
  'Time': '1505791676',
  'Type': 'earthquake'},
 {'Mag': 4.1,
  'Place': '80km SSE of San Francisco del Mar, Mexico',
  'Time': '1505784206',
  'Type': 'earthquake'},
 {'Mag': 1.9,
  'Place': '9km SSE of Brawley, CA',
  'Time': '1505779853',
  'Type': 'earthquake'},
 {'Mag': 1.73,
  'Place': '8km SSE of Brawley, CA',
  'Time': '1505779842',
  'Type': 'earthquake'},
 {'Mag': 4.2,
  'Place': '112km S of San Francisco del Mar, Mexico',
  'Time': '1505772813',
  'Type': 'earthquake'},
 {'Mag': 1.45,
  'Place': '4km WSW of Imperial, CA',
  'Time': '1505769920',
  'Type': 'earthquake'},
 {'Mag': 1.71,
  'Place': '4km SW of Imperial, CA',
  'Time': '1505769761',
  'Type': 'earthquake'},
 {'Mag': 2.17,
  'Place': '4km SW of Imperial, CA',
  'Time': '1505769684',
  'Type': 'earthquake'},
 {'Mag': 4.9,
  'Place': '101km S of San Francisco del Mar, Mexico',
  'Time': '1505764292',
  'Type': 'earthquake'},
 {'Mag': 3.51,
  'Place': '77km S of Maneadero, B.C., MX',
  'Time': '1505759058',
  'Type': 'earthquake'},
 {'Mag': 4.3,
  'Place': '59km S of Salina Cruz, Mexico',
  'Time': '1505756979',
  'Type': 'earthquake'},
 {'Mag': 4.1,
  'Place': '27km SE of San Mateo del Mar, Mexico',
  'Time': '1505755544',
  'Type': 'earthquake'},
 {'Mag': 4.7,
  'Place': '116km S of San Francisco del Mar, Mexico',
  'Time': '1505747639',
  'Type': 'earthquake'},
 {'Mag': 5.6,
  'Place': '108km S of San Francisco del Mar, Mexico',
  'Time': '1505744352',
  'Type': 'earthquake'},
 {'Mag': 4.9,
  'Place': '6km SW of San Mateo del Mar, Mexico',
  'Time': '1505736420',
  'Type': 'earthquake'},
 {'Mag': 1.11,
  'Place': '4km WSW of Imperial, CA',
  'Time': '1505716385',
  'Type': 'earthquake'},
 {'Mag': 4.2,
  'Place': '57km SSW of Paredon, Mexico',
  'Time': '1505699409',
  'Type': 'earthquake'}]

Erste Erfahrung mit Pandas


In [33]:
pd.DataFrame(earthquakes)


Out[33]:
Mag Place Time Type
0 4.20 45km SW of Pijijiapan, Mexico 1505956304 earthquake
1 2.26 4km SW of Imperial, CA 1505947525 earthquake
2 1.00 7km NW of La Mesa, CA 1505937649 quarry blast
3 2.71 19km W of Delta, B.C., MX 1505931747 earthquake
4 0.94 27km SSW of Ocotillo Wells, CA 1505922423 earthquake
5 4.10 46km SSW of Salina Cruz, Mexico 1505918247 earthquake
6 2.21 7km N of Delta, B.C., MX 1505911740 earthquake
7 3.90 53km SSE of San Francisco del Mar, Mexico 1505911495 earthquake
8 4.70 53km SSW of Pijijiapan, Mexico 1505903968 earthquake
9 4.00 21km SSE of Salina Cruz, Mexico 1505882957 earthquake
10 4.50 68km SSE of Salina Cruz, Mexico 1505880947 earthquake
11 4.60 19km SSE of Salina Cruz, Mexico 1505878082 earthquake
12 4.90 4km ENE of Acatenango, Guatemala 1505875055 earthquake
13 4.60 15km ENE of San Mateo del Mar, Mexico 1505862692 earthquake
14 5.00 108km SSE of San Mateo del Mar, Mexico 1505855595 earthquake
15 4.40 68km S of Salina Cruz, Mexico 1505846933 earthquake
16 7.10 1km E of Ayutla, Mexico 1505844878 earthquake
17 1.76 8km SSE of Brawley, CA 1505810653 earthquake
18 4.90 104km SSW of Paredon, Mexico 1505807924 earthquake
19 5.50 106km SSW of Paredon, Mexico 1505807595 earthquake
20 4.90 63km S of San Francisco del Mar, Mexico 1505804581 earthquake
21 1.67 8km SSE of Brawley, CA 1505797300 earthquake
22 4.30 77km S of San Francisco del Mar, Mexico 1505794808 earthquake
23 1.69 8km SSE of Brawley, CA 1505792016 earthquake
24 1.34 9km SSE of Brawley, CA 1505791878 earthquake
25 1.85 8km SSE of Brawley, CA 1505791676 earthquake
26 4.30 102km S of San Francisco del Mar, Mexico 1505784203 earthquake
27 1.90 9km SSE of Brawley, CA 1505779853 earthquake
28 1.73 8km SSE of Brawley, CA 1505779842 earthquake
29 4.30 116km SSE of San Mateo del Mar, Mexico 1505772810 earthquake
30 1.45 4km WSW of Imperial, CA 1505769920 earthquake
31 1.71 4km SW of Imperial, CA 1505769761 earthquake
32 2.17 4km SW of Imperial, CA 1505769684 earthquake
33 4.90 101km S of San Mateo del Mar, Mexico 1505764290 earthquake
34 4.10 54km S of Salina Cruz, Mexico 1505764066 earthquake
35 3.51 77km S of Maneadero, B.C., MX 1505759058 earthquake
36 4.30 52km S of Salina Cruz, Mexico 1505756978 earthquake
37 4.20 20km SE of San Mateo del Mar, Mexico 1505755544 earthquake
38 4.40 139km SSW of Tres Picos, Mexico 1505750356 earthquake
39 4.00 239km ENE of Socorro Island, Mexico 1505747673 earthquake
40 4.80 119km S of San Francisco del Mar, Mexico 1505747637 earthquake
41 5.60 108km S of San Francisco del Mar, Mexico 1505744352 earthquake
42 4.90 17km S of Salina Cruz, Mexico 1505736415 earthquake
43 1.11 4km WSW of Imperial, CA 1505716385 earthquake
44 4.00 13km SSE of Jesus Carranza, Mexico 1505711689 earthquake
45 4.10 122km SSW of Paredon, Mexico 1505700898 earthquake
46 4.20 89km SSW of Paredon, Mexico 1505699407 earthquake
47 4.20 117km SSW of Tres Picos, Mexico 1505698782 earthquake
48 4.00 151km SSW of Paredon, Mexico 1505696468 earthquake

In [36]:
df = pd.DataFrame(earthquakes)

In [42]:
df.sort_values(by='Mag', ascending=True)


Out[42]:
Mag Place Time Type
4 0.94 27km SSW of Ocotillo Wells, CA 1505922423 earthquake
2 1.00 7km NW of La Mesa, CA 1505937649 quarry blast
43 1.11 4km WSW of Imperial, CA 1505716385 earthquake
24 1.34 9km SSE of Brawley, CA 1505791878 earthquake
30 1.45 4km WSW of Imperial, CA 1505769920 earthquake
21 1.67 8km SSE of Brawley, CA 1505797300 earthquake
23 1.69 8km SSE of Brawley, CA 1505792016 earthquake
31 1.71 4km SW of Imperial, CA 1505769761 earthquake
28 1.73 8km SSE of Brawley, CA 1505779842 earthquake
17 1.76 8km SSE of Brawley, CA 1505810653 earthquake
25 1.85 8km SSE of Brawley, CA 1505791676 earthquake
27 1.90 9km SSE of Brawley, CA 1505779853 earthquake
32 2.17 4km SW of Imperial, CA 1505769684 earthquake
6 2.21 7km N of Delta, B.C., MX 1505911740 earthquake
1 2.26 4km SW of Imperial, CA 1505947525 earthquake
3 2.71 19km W of Delta, B.C., MX 1505931747 earthquake
35 3.51 77km S of Maneadero, B.C., MX 1505759058 earthquake
7 3.90 53km SSE of San Francisco del Mar, Mexico 1505911495 earthquake
44 4.00 13km SSE of Jesus Carranza, Mexico 1505711689 earthquake
39 4.00 239km ENE of Socorro Island, Mexico 1505747673 earthquake
48 4.00 151km SSW of Paredon, Mexico 1505696468 earthquake
9 4.00 21km SSE of Salina Cruz, Mexico 1505882957 earthquake
34 4.10 54km S of Salina Cruz, Mexico 1505764066 earthquake
45 4.10 122km SSW of Paredon, Mexico 1505700898 earthquake
5 4.10 46km SSW of Salina Cruz, Mexico 1505918247 earthquake
46 4.20 89km SSW of Paredon, Mexico 1505699407 earthquake
37 4.20 20km SE of San Mateo del Mar, Mexico 1505755544 earthquake
0 4.20 45km SW of Pijijiapan, Mexico 1505956304 earthquake
47 4.20 117km SSW of Tres Picos, Mexico 1505698782 earthquake
22 4.30 77km S of San Francisco del Mar, Mexico 1505794808 earthquake
26 4.30 102km S of San Francisco del Mar, Mexico 1505784203 earthquake
36 4.30 52km S of Salina Cruz, Mexico 1505756978 earthquake
29 4.30 116km SSE of San Mateo del Mar, Mexico 1505772810 earthquake
15 4.40 68km S of Salina Cruz, Mexico 1505846933 earthquake
38 4.40 139km SSW of Tres Picos, Mexico 1505750356 earthquake
10 4.50 68km SSE of Salina Cruz, Mexico 1505880947 earthquake
11 4.60 19km SSE of Salina Cruz, Mexico 1505878082 earthquake
13 4.60 15km ENE of San Mateo del Mar, Mexico 1505862692 earthquake
8 4.70 53km SSW of Pijijiapan, Mexico 1505903968 earthquake
40 4.80 119km S of San Francisco del Mar, Mexico 1505747637 earthquake
33 4.90 101km S of San Mateo del Mar, Mexico 1505764290 earthquake
20 4.90 63km S of San Francisco del Mar, Mexico 1505804581 earthquake
18 4.90 104km SSW of Paredon, Mexico 1505807924 earthquake
42 4.90 17km S of Salina Cruz, Mexico 1505736415 earthquake
12 4.90 4km ENE of Acatenango, Guatemala 1505875055 earthquake
14 5.00 108km SSE of San Mateo del Mar, Mexico 1505855595 earthquake
19 5.50 106km SSW of Paredon, Mexico 1505807595 earthquake
41 5.60 108km S of San Francisco del Mar, Mexico 1505744352 earthquake
16 7.10 1km E of Ayutla, Mexico 1505844878 earthquake

Speichern wir das ab.


In [72]:
df.to_csv('erdbeben.csv')

In [44]:
df.head()


Out[44]:
Mag Place Time Type
0 4.20 45km SW of Pijijiapan, Mexico 1505956304 earthquake
1 2.26 4km SW of Imperial, CA 1505947525 earthquake
2 1.00 7km NW of La Mesa, CA 1505937649 quarry blast
3 2.71 19km W of Delta, B.C., MX 1505931747 earthquake
4 0.94 27km SSW of Ocotillo Wells, CA 1505922423 earthquake

In [64]:
temp = datetime.datetime.fromtimestamp('1505956304').strftime('%d-%m-%Y')


---------------------------------------------------------------------------
TypeError                                 Traceback (most recent call last)
<ipython-input-64-f36abc992969> in <module>()
----> 1 temp = datetime.datetime.fromtimestamp('1505956304').strftime('%d-%m-%Y')

TypeError: a float is required

In [62]:
datetime.datetime.fromtimestamp(1505956304).strftime('%d-%m-%Y')


Out[62]:
'21-09-2017'

In [59]:
temp


Out[59]:
'21-09-2017'

In [63]:
df.info()


<class 'pandas.core.frame.DataFrame'>
RangeIndex: 49 entries, 0 to 48
Data columns (total 4 columns):
Mag      49 non-null float64
Place    49 non-null object
Time     49 non-null object
Type     49 non-null object
dtypes: float64(1), object(3)
memory usage: 1.6+ KB

In [66]:
def unix_time(elem):
    elem = int(elem)
    elem = datetime.datetime.fromtimestamp(elem).strftime('%d-%m-%Y')
    return elem

In [67]:
df['Time'].apply(unix_time)


Out[67]:
0     21-09-2017
1     21-09-2017
2     20-09-2017
3     20-09-2017
4     20-09-2017
5     20-09-2017
6     20-09-2017
7     20-09-2017
8     20-09-2017
9     20-09-2017
10    20-09-2017
11    20-09-2017
12    20-09-2017
13    20-09-2017
14    19-09-2017
15    19-09-2017
16    19-09-2017
17    19-09-2017
18    19-09-2017
19    19-09-2017
20    19-09-2017
21    19-09-2017
22    19-09-2017
23    19-09-2017
24    19-09-2017
25    19-09-2017
26    19-09-2017
27    19-09-2017
28    19-09-2017
29    19-09-2017
30    18-09-2017
31    18-09-2017
32    18-09-2017
33    18-09-2017
34    18-09-2017
35    18-09-2017
36    18-09-2017
37    18-09-2017
38    18-09-2017
39    18-09-2017
40    18-09-2017
41    18-09-2017
42    18-09-2017
43    18-09-2017
44    18-09-2017
45    18-09-2017
46    18-09-2017
47    18-09-2017
48    18-09-2017
Name: Time, dtype: object

In [69]:
df['Date'] = df['Time'].apply(unix_time)

In [72]:
def mexico(elem):
    if 'Mexico' in elem:
        return True
    else:
        return False

In [74]:
df['Mexico Check'] = df['Place'].apply(mexico)

In [76]:
df[df['Mexico Check'] == True]


Out[76]:
Mag Place Time Type Date Mexico Check
0 4.2 45km SW of Pijijiapan, Mexico 1505956304 earthquake 21-09-2017 True
5 4.1 46km SSW of Salina Cruz, Mexico 1505918247 earthquake 20-09-2017 True
7 3.9 53km SSE of San Francisco del Mar, Mexico 1505911495 earthquake 20-09-2017 True
8 4.7 53km SSW of Pijijiapan, Mexico 1505903968 earthquake 20-09-2017 True
9 4.0 21km SSE of Salina Cruz, Mexico 1505882957 earthquake 20-09-2017 True
10 4.5 68km SSE of Salina Cruz, Mexico 1505880947 earthquake 20-09-2017 True
11 4.6 19km SSE of Salina Cruz, Mexico 1505878082 earthquake 20-09-2017 True
13 4.6 15km ENE of San Mateo del Mar, Mexico 1505862692 earthquake 20-09-2017 True
14 5.0 108km SSE of San Mateo del Mar, Mexico 1505855595 earthquake 19-09-2017 True
15 4.4 68km S of Salina Cruz, Mexico 1505846933 earthquake 19-09-2017 True
16 7.1 1km E of Ayutla, Mexico 1505844878 earthquake 19-09-2017 True
18 4.9 104km SSW of Paredon, Mexico 1505807924 earthquake 19-09-2017 True
19 5.5 106km SSW of Paredon, Mexico 1505807595 earthquake 19-09-2017 True
20 4.9 63km S of San Francisco del Mar, Mexico 1505804581 earthquake 19-09-2017 True
22 4.3 77km S of San Francisco del Mar, Mexico 1505794808 earthquake 19-09-2017 True
26 4.3 102km S of San Francisco del Mar, Mexico 1505784203 earthquake 19-09-2017 True
29 4.3 116km SSE of San Mateo del Mar, Mexico 1505772810 earthquake 19-09-2017 True
33 4.9 101km S of San Mateo del Mar, Mexico 1505764290 earthquake 18-09-2017 True
34 4.1 54km S of Salina Cruz, Mexico 1505764066 earthquake 18-09-2017 True
36 4.3 52km S of Salina Cruz, Mexico 1505756978 earthquake 18-09-2017 True
37 4.2 20km SE of San Mateo del Mar, Mexico 1505755544 earthquake 18-09-2017 True
38 4.4 139km SSW of Tres Picos, Mexico 1505750356 earthquake 18-09-2017 True
39 4.0 239km ENE of Socorro Island, Mexico 1505747673 earthquake 18-09-2017 True
40 4.8 119km S of San Francisco del Mar, Mexico 1505747637 earthquake 18-09-2017 True
41 5.6 108km S of San Francisco del Mar, Mexico 1505744352 earthquake 18-09-2017 True
42 4.9 17km S of Salina Cruz, Mexico 1505736415 earthquake 18-09-2017 True
44 4.0 13km SSE of Jesus Carranza, Mexico 1505711689 earthquake 18-09-2017 True
45 4.1 122km SSW of Paredon, Mexico 1505700898 earthquake 18-09-2017 True
46 4.2 89km SSW of Paredon, Mexico 1505699407 earthquake 18-09-2017 True
47 4.2 117km SSW of Tres Picos, Mexico 1505698782 earthquake 18-09-2017 True
48 4.0 151km SSW of Paredon, Mexico 1505696468 earthquake 18-09-2017 True

In [100]:
import matplotlib.pyplot as plt
import matplotlib
plt.style.use('ggplot')
%matplotlib inline

In [94]:
print(plt.style.available)


['grayscale', 'seaborn-white', 'seaborn-paper', 'seaborn-deep', 'bmh', 'seaborn-pastel', 'seaborn-dark-palette', 'seaborn-colorblind', 'seaborn', 'seaborn-talk', 'fivethirtyeight', 'seaborn-poster', 'dark_background', '_classic_test', 'seaborn-whitegrid', 'seaborn-bright', 'seaborn-ticks', 'seaborn-dark', 'seaborn-darkgrid', 'seaborn-notebook', 'classic', 'ggplot', 'seaborn-muted']

In [101]:
df['Mag'].plot()
plt.savefig('test.pdf')



In [86]:



<matplotlib.figure.Figure at 0x10ce416d8>

In [80]:
('Gutgeheissene vs Abgewiesene Urteile 2007 - 2016.pdf', transparent=True, bbox_inches='tight')

In [ ]: