從網站上抓取數據到熊貓數據框

Question

我正在嘗試從會議辦公室的網站上抓取天氣數據，但是我一直遇到錯誤。

到目前為止，這是我嘗試過的

stats = ['Tmax', 'Tmin', 'Rainfall']
regions = ['England', 'Wales', 'Scotland']
base_url = r'https://www.metoffice.gov.uk/pub/data/weather/uk/climate/datasets/{}/date/{}.txt'
dframes = []

for r in regions:
    for s in stats:
        url = base_url.format(s,r)
        df = pd.read_table(requests.get(url).content)
        dframes.append(df)

我開始出錯：

"OSError: Expected file path name or file-like object, got <class 'bytes'> type"

Answer 1

您必須通過流使用該字節，例如io.BytesIO ：

import pandas as pd
import requests
import io

stats = ['Tmax', 'Tmin', 'Rainfall']
regions = ['England', 'Wales', 'Scotland']
base_url = r'https://www.metoffice.gov.uk/pub/data/weather/uk/climate/datasets/{}/date/{}.txt'
dframes = []

for r in regions:
    for s in stats:
        url = base_url.format(s,r)
        df = pd.read_table(io.BytesIO(requests.get(url).content))
        dframes.append(df)
print(dframes)