数据通过 AJAX 加载（您需要检查您的开发人员控制台以获取正确的 URL）。即便如此，数据是 JSONp 格式的，所以需要更多的预处理：
from bs4 import BeautifulSoup
import requests
import re
import json
url1 = 'http://financials.morningstar.com/finan/financials/getFinancePart.html?&callback=xxx&t=AAPL'
url2 = 'http://financials.morningstar.com/finan/financials/getKeyStatPart.html?&callback=xxx&t=AAPL'
soup1 = BeautifulSoup(json.loads(re.findall(r'xxx\((.*)\)', requests.get(url1).text)[0])['componentData'], 'lxml')
soup2 = BeautifulSoup(json.loads(re.findall(r'xxx\((.*)\)', requests.get(url2).text)[0])['componentData'], 'lxml')
def print_table(soup):
for i, tr in enumerate(soup.select('tr')):
row_data = [td.text for td in tr.select('td, th') if td.text]
if not row_data:
continue
if len(row_data) < 12:
row_data = ['X'] + row_data
for j, td in enumerate(row_data):
if j==0:
print('{: >30}'.format(td), end='|')
else:
print('{: ^12}'.format(td), end='|')
print()
print_table(soup1)
print()
print_table(soup2)
打印表格中的数据：
X| 2009-09 | 2010-09 | 2011-09 | 2012-09 | 2013-09 | 2014-09 | 2015-09 | 2016-09 | 2017-09 | 2018-09 | TTM |
Revenue USD Mil| 42,905 | 65,225 | 108,249 | 156,508 | 170,910 | 182,795 | 233,715 | 215,639 | 229,234 | 265,595 | 258,490 |
Gross Margin %| 40.1 | 39.4 | 40.5 | 43.9 | 37.6 | 38.6 | 40.1 | 39.1 | 38.5 | 38.3 | 38.1 |
Operating Income USD Mil| 11,740 | 18,385 | 33,790 | 55,241 | 48,999 | 52,503 | 71,230 | 60,024 | 61,344 | 70,898 | 65,491 |
Operating Margin %| 27.4 | 28.2 | 31.2 | 35.3 | 28.7 | 28.7 | 30.5 | 27.8 | 26.8 | 26.7 | 25.3 |
Net Income USD Mil| 8,235 | 14,013 | 25,922 | 41,733 | 37,037 | 39,510 | 53,394 | 45,687 | 48,351 | 59,531 | 57,170 |
Earnings Per Share USD| 1.30 | 2.16 | 3.95 | 6.31 | 5.68 | 6.45 | 9.22 | 8.31 | 9.21 | 11.91 | 11.94 |
Dividends USD| — | — | — | 0.38 | 1.63 | 1.81 | 1.98 | 2.18 | 2.40 | 2.72 | 2.92 |
Payout Ratio % *| — | — | — | — | 27.4 | 28.5 | 22.3 | 24.8 | 26.5 | 23.7 | 24.5 |
Shares Mil| 6,349 | 6,473 | 6,557 | 6,617 | 6,522 | 6,123 | 5,793 | 5,500 | 5,252 | 5,000 | 4,812 |
Book Value Per Share * USD| 5.02 | 7.45 | 11.78 | 16.99 | 19.60 | 20.62 | 22.53 | 23.71 | 25.83 | 24.17 | 23.01 |
Operating Cash Flow USD Mil| 10,159 | 18,595 | 37,529 | 50,856 | 53,666 | 59,713 | 81,266 | 65,824 | 63,598 | 77,434 | 71,856 |
Cap Spending USD Mil| -1,213 | -2,121 | -7,452 | -9,402 | -9,076 | -9,813 | -11,488 | -13,548 | -12,795 | -13,313 | -12,026 |
Free Cash Flow USD Mil| 8,946 | 16,474 | 30,077 | 41,454 | 44,590 | 49,900 | 69,778 | 52,276 | 50,803 | 64,121 | 59,830 |
Free Cash Flow Per Share * USD| 1.41 | 2.54 | 4.59 | 6.31 | 6.46 | 7.73 | 11.82 | 8.97 | 9.66 | 11.52 | — |
Working Capital USD Mil| 20,049 | 20,956 | 17,018 | 19,111 | 29,628 | 5,083 | 8,768 | 27,863 | 27,831 | 14,473 | — |
Margins % of Sales| 2009-09 | 2010-09 | 2011-09 | 2012-09 | 2013-09 | 2014-09 | 2015-09 | 2016-09 | 2017-09 | 2018-09 | TTM |
Revenue| 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 |
COGS| 59.86 | 60.62 | 59.52 | 56.13 | 62.38 | 61.41 | 59.94 | 60.92 | 61.53 | 61.66 | 61.95 |
Gross Margin| 40.14 | 39.38 | 40.48 | 43.87 | 37.62 | 38.59 | 40.06 | 39.08 | 38.47 | 38.34 | 38.05 |
SG&A| 9.67 | 8.46 | 7.02 | 6.42 | 6.34 | 6.56 | 6.13 | 6.58 | 6.66 | 6.29 | 6.80 |
R&D| 3.11 | 2.73 | 2.24 | 2.16 | 2.62 | 3.30 | 3.45 | 4.66 | 5.05 | 5.36 | 5.92 |
Other| — | — | — | — | — | — | — | — | — | — | — |
Operating Margin| 27.36 | 28.19 | 31.22 | 35.30 | 28.67 | 28.72 | 30.48 | 27.84 | 26.76 | 26.69 | 25.34 |
Net Int Inc & Other| 0.76 | 0.24 | 0.38 | 0.33 | 0.68 | 0.54 | 0.55 | 0.63 | 1.20 | 0.75 | 0.74 |
EBT Margin| 28.12 | 28.42 | 31.60 | 35.63 | 29.35 | 29.26 | 31.03 | 28.46 | 27.96 | 27.45 | 26.08 |
Profitability| 2009-09 | 2010-09 | 2011-09 | 2012-09 | 2013-09 | 2014-09 | 2015-09 | 2016-09 | 2017-09 | 2018-09 | TTM |
Tax Rate %| 31.75 | 24.42 | 24.22 | 25.16 | 26.15 | 26.13 | 26.37 | 25.56 | 24.56 | 18.34 | 15.18 |
Net Margin %| 19.19 | 21.48 | 23.95 | 26.67 | 21.67 | 21.61 | 22.85 | 21.19 | 21.09 | 22.41 | 22.12 |
Asset Turnover (Average)| 0.99 | 1.06 | 1.13 | 1.07 | 0.89 | 0.83 | 0.89 | 0.70 | 0.66 | 0.72 | 0.73 |
Return on Assets %| 18.92 | 22.84 | 27.07 | 28.54 | 19.34 | 18.01 | 20.45 | 14.93 | 13.87 | 16.07 | 16.12 |
Financial Leverage (Average)| 1.50 | 1.57 | 1.52 | 1.49 | 1.68 | 2.08 | 2.43 | 2.51 | 2.80 | 3.41 | 3.23 |
Return on Equity %| 31.27 | 35.28 | 41.67 | 42.84 | 30.64 | 33.61 | 46.25 | 36.90 | 36.87 | 49.36 | 49.13 |
Return on Invested Capital %| 30.22 | 34.69 | 41.04 | 42.01 | 26.08 | 26.20 | 31.32 | 21.95 | 19.86 | 24.41 | 23.83 |
Interest Coverage| — | — | — | — | 369.79 | 140.28 | 99.93 | 43.15 | 28.59 | 23.50 | 19.65 |
X| 2009-09 | 2010-09 | 2011-09 | 2012-09 | 2013-09 | 2014-09 | 2015-09 | 2016-09 | 2017-09 | 2018-09 | Latest Qtr |
X| Revenue % |
Year over Year| 32.10 | 52.02 | 65.96 | 44.58 | 9.20 | 6.95 | 27.86 | -7.73 | 6.30 | 15.86 | -5.11 |
3-Year Average| 30.48 | 39.54 | 49.37 | 53.94 | 37.86 | 19.08 | 14.30 | 8.06 | 7.84 | 4.35 | — |
5-Year Average| 38.97 | 36.17 | 41.16 | 45.49 | 39.39 | 33.63 | 29.08 | 14.78 | 7.93 | 9.22 | — |
10-Year Average| 21.47 | 23.37 | 35.05 | 39.17 | 39.31 | 36.27 | 32.58 | 27.29 | 25.31 | 23.38 | — |
X|Operating Income %|
Year over Year| 87.09 | 56.60 | 83.79 | 63.48 | -11.30 | 7.15 | 35.67 | -15.73 | 2.20 | 15.57 | -15.60 |
3-Year Average| 68.52 | 60.96 | 75.28 | 67.57 | 38.65 | 15.82 | 8.84 | 7.00 | 5.32 | -0.16 | — |
5-Year Average| 102.01 | 61.96 | 68.97 | 65.80 | 50.84 | 34.93 | 31.11 | 12.18 | 2.12 | 7.67 | — |
10-Year Average| 40.70 | 42.78 | — | 102.35 | 113.41 | 65.10 | 45.72 | 37.68 | 30.12 | 27.44 | — |
X|Net Income %|
Year over Year| 70.36 | 70.16 | 84.99 | 60.99 | -11.25 | 6.68 | 35.14 | -14.43 | 5.83 | 23.12 | — |
3-Year Average| 60.57 | 58.85 | 75.03 | 71.77 | 38.26 | 15.08 | 8.56 | 7.25 | 6.96 | 3.69 | — |
5-Year Average| 97.22 | 60.03 | 67.11 | 64.20 | 50.27 | 36.84 | 30.67 | 12.00 | 2.99 | 9.96 | — |
10-Year Average| 29.92 | 33.39 | — | 90.88 | 87.49 | 64.28 | 44.61 | 36.81 | 30.04 | 28.54 | — |
X| EPS % |
Year over Year| 69.40 | 66.85 | 82.71 | 59.50 | -9.97 | 13.58 | 42.95 | -9.87 | 10.83 | 29.32 | -9.89 |
3-Year Average| 58.74 | 56.80 | 72.85 | 69.41 | 37.92 | 17.71 | 13.49 | 13.53 | 12.61 | 8.91 | — |
5-Year Average| 91.24 | 57.56 | 64.90 | 62.22 | 49.29 | 37.82 | 33.62 | 16.01 | 7.87 | 15.97 | — |
10-Year Average| 25.97 | 30.11 | — | 85.81 | 82.88 | 62.35 | 45.10 | 38.31 | 32.28 | 31.58 | — |
Cash Flow Ratios| 2009-09 | 2010-09 | 2011-09 | 2012-09 | 2013-09 | 2014-09 | 2015-09 | 2016-09 | 2017-09 | 2018-09 | TTM |
Operating Cash Flow Growth % YOY| 5.87 | 83.04 | 101.82 | 35.51 | 5.53 | 11.27 | 36.09 | -19.00 | -3.38 | 21.76 | — |
Free Cash Flow Growth % YOY| 6.54 | 84.15 | 82.57 | 37.83 | 7.57 | 11.91 | 39.84 | -25.08 | -2.82 | 26.22 | — |
Cap Ex as a % of Sales| 2.83 | 3.25 | 6.88 | 6.01 | 5.31 | 5.37 | 4.92 | 6.28 | 5.58 | 5.01 | 4.65 |
Free Cash Flow/Sales %| 20.85 | 25.26 | 27.79 | 26.49 | 26.09 | 27.30 | 29.86 | 24.24 | 22.16 | 24.14 | 23.15 |
Free Cash Flow/Net Income| 1.09 | 1.18 | 1.16 | 0.99 | 1.20 | 1.26 | 1.31 | 1.14 | 1.05 | 1.08 | 1.05 |
Balance Sheet Items (in %)| 2009-09 | 2010-09 | 2011-09 | 2012-09 | 2013-09 | 2014-09 | 2015-09 | 2016-09 | 2017-09 | 2018-09 | Latest Qtr |
Cash & Short-Term Investments| 49.40 | 34.08 | 22.30 | 16.54 | 19.59 | 10.82 | 14.32 | 20.88 | 19.76 | 18.13 | 23.42 |
Accounts Receivable| 10.65 | 13.20 | 10.07 | 10.62 | 9.97 | 11.74 | 10.45 | 9.11 | 9.50 | 13.40 | 7.68 |
Inventory| 0.96 | 1.40 | 0.67 | 0.45 | 0.85 | 0.91 | 0.81 | 0.66 | 1.29 | 1.08 | 1.43 |
Other Current Assets| 5.43 | 6.76 | 5.62 | 5.14 | 4.99 | 6.09 | 5.19 | 2.57 | 3.71 | 3.30 | 3.54 |
Total Current Assets| 66.43 | 55.44 | 38.66 | 32.75 | 35.40 | 29.56 | 30.77 | 33.22 | 34.28 | 35.91 | 36.07 |
Net PP&E| 6.22 | 6.34 | 6.68 | 8.78 | 8.02 | 8.90 | 7.74 | 8.40 | 9.00 | 11.29 | 11.33 |
Intangibles| 1.18 | 1.44 | 3.81 | 3.04 | 2.78 | 3.78 | 3.10 | 2.68 | 2.14 | — | — |
Other Long-Term Assets| 26.17 | 36.78 | 50.85 | 55.43 | 53.80 | 57.77 | 58.39 | 55.70 | 54.59 | 52.79 | 52.60 |
Total Assets| 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 |
Accounts Payable| 11.79 | 15.98 | 12.57 | 12.03 | 10.81 | 13.02 | 12.22 | 11.59 | 13.07 | 15.28 | 8.90 |
Short-Term Debt| — | — | — | — | — | 2.72 | 3.79 | 3.61 | 4.92 | 5.67 | 6.56 |
Taxes Payable| 0.91 | 0.28 | 0.98 | 0.87 | 0.58 | 0.52 | — | — | — | — | — |
Accrued Liabilities| 7.20 | 5.87 | 6.46 | 1.45 | 2.06 | 2.80 | 8.67 | 6.85 | 6.86 | — | — |
Other Short-Term Liabilities| 4.32 | 5.43 | 4.02 | 7.54 | 7.65 | 8.31 | 3.08 | 2.51 | 2.01 | 11.00 | 11.96 |
Total Current Liabilities| 24.22 | 27.56 | 24.04 | 21.89 | 21.09 | 27.37 | 27.75 | 24.56 | 26.86 | 31.95 | 27.42 |
Long-Term Debt| — | — | — | — | 8.19 | 12.50 | 18.41 | 23.45 | 25.90 | 25.63 | 26.37 |
Other Long-Term Liabilities| 9.17 | 8.87 | 10.13 | 10.97 | 11.03 | 12.02 | 12.76 | 12.12 | 11.52 | 13.12 | 15.25 |
Total Liabilities| 33.39 | 36.43 | 34.16 | 32.86 | 40.31 | 51.89 | 58.91 | 60.13 | 64.28 | 70.70 | 69.05 |
Total Stockholders' Equity| 66.61 | 63.57 | 65.84 | 67.14 | 59.69 | 48.11 | 41.09 | 39.87 | 35.72 | 29.30 | 30.95 |
Total Liabilities & Equity| 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 |
Liquidity/Financial Health| 2009-09 | 2010-09 | 2011-09 | 2012-09 | 2013-09 | 2014-09 | 2015-09 | 2016-09 | 2017-09 | 2018-09 | Latest Qtr |
Current Ratio| 2.74 | 2.01 | 1.61 | 1.50 | 1.68 | 1.08 | 1.11 | 1.35 | 1.28 | 1.12 | 1.32 |
Quick Ratio| 2.48 | 1.72 | 1.35 | 1.24 | 1.40 | 0.82 | 0.89 | 1.22 | 1.09 | 0.99 | 1.13 |
Financial Leverage| 1.50 | 1.57 | 1.52 | 1.49 | 1.68 | 2.08 | 2.43 | 2.51 | 2.80 | 3.41 | 3.23 |
Debt/Equity| — | — | — | — | 0.14 | 0.26 | 0.45 | 0.59 | 0.73 | 0.87 | 0.85 |
Efficiency| 2009-09 | 2010-09 | 2011-09 | 2012-09 | 2013-09 | 2014-09 | 2015-09 | 2016-09 | 2017-09 | 2018-09 | TTM |
Days Sales Outstanding| 24.60 | 24.82 | 18.34 | 19.01 | 25.66 | 30.51 | 26.79 | 27.59 | 26.77 | 28.21 | 20.76 |
Days Inventory| 6.85 | 6.95 | 5.17 | 3.26 | 4.37 | 6.30 | 5.81 | 6.22 | 9.04 | 9.82 | 14.30 |
Payables Period| 79.02 | 81.30 | 75.48 | 74.38 | 74.54 | 85.45 | 85.57 | 101.11 | 111.72 | 116.95 | 73.80 |
Cash Conversion Cycle| -47.58 | -49.53 | -51.96 | -52.13 | -44.50 | -48.64 | -52.97 | -67.29 | -75.91 | -78.92 | -38.74 |
Receivables Turnover| 14.84 | 14.71 | 19.90 | 19.20 | 14.22 | 11.96 | 13.62 | 13.23 | 13.63 | 12.94 | 17.58 |
Inventory Turnover| 53.28 | 52.51 | 70.53 | 112.12 | 83.45 | 57.94 | 62.82 | 58.64 | 40.37 | 37.17 | 25.53 |
Fixed Assets Turnover| 15.86 | 16.89 | 17.26 | 13.48 | 10.67 | 9.82 | 10.85 | 8.71 | 7.54 | 7.07 | 7.00 |
Asset Turnover| 0.99 | 1.06 | 1.13 | 1.07 | 0.89 | 0.83 | 0.89 | 0.70 | 0.66 | 0.72 | 0.73 |