Created
March 29, 2020 16:32
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Python Dataimport of Corona COVID-19 Infected and Dead Counts for Germany from Wikidata
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import requests | |
import pandas as pd | |
import datetime | |
url = 'https://query.wikidata.org/sparql' | |
query_infected = """ | |
SELECT ?infectedDate ?infectedValue | |
WHERE | |
{ | |
wd:Q83889294 p:P1603 ?infectedItem. | |
?infectedItem ps:P1603 ?infectedValue. | |
?infectedItem pq:P585 ?infectedDate. | |
SERVICE wikibase:label { bd:serviceParam wikibase:language "[AUTO_LANGUAGE]". } | |
} | |
ORDER BY ?infectedDate | |
""" | |
query_dead = """ | |
SELECT ?deadDate ?deadValue | |
WHERE | |
{ | |
wd:Q83889294 p:P1120 ?deadItem. | |
?deadItem ps:P1120 ?deadValue. | |
?deadItem pq:P585 ?deadDate. | |
SERVICE wikibase:label { bd:serviceParam wikibase:language "[AUTO_LANGUAGE]". } | |
} | |
ORDER BY ?deadDate""" | |
r_infected = requests.get(url, params = {'format': 'json', 'query': query_infected}) | |
data_infected = r_infected.json() | |
r_dead = requests.get(url, params = {'format': 'json', 'query': query_dead}) | |
data_dead = r_dead.json() | |
def parse_date(string): | |
return datetime.datetime.strptime(string,"%Y-%m-%dT%H:%M:%S%z") | |
def to_pd(data,parsers=[parse_date,int]): | |
return pd.DataFrame(data=( | |
(parsers[0](item[data["head"]["vars"][0]]["value"]), parsers[1](item[data["head"]["vars"][1]]["value"])) | |
for item in data["results"]["bindings"] | |
),columns=list(data["head"]["vars"])) | |
df_infected = to_pd(data_infected) | |
df_dead = to_pd(data_dead) |
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