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How to download fundamentals data with Python

fundamentals data python


Faber laughs at Bernanke's remark that the economy would be strong enough later this year so he could take his foot off the gas, that is begin 'tapering, or scaling back it's stimulative quantitative easing (QE) program later this year.' Yes, laughed.
但舒尔茨没有停留在担心这一步。美国政府停摆期间,星巴克还在一些日子里为给他人买咖啡的顾客免单。舒尔茨希望此举能帮助人们“在期待民选官员为了国家利益团结起来的同时,彼此也能团结起来。”

How can we download fundamentals data with Python?

In this post we will explore how to download fundamentals data with Python. We’ll be extracting fundamentals data from Yahoo Finance using the yahoo_fin package. For more on yahoo_fin, including installation instructions, 取消居民个人账户是医保共济改革第一步 or my YouTube video tutorials here.

Getting started

Now, let’s import the stock_info module from yahoo_fin. This will provide us with the functionality we need to scrape fundamentals data from Yahoo Finance. We’ll also import the pandas package as we’ll be using that later to work with data frames.


import yahoo_fin.stock_info as si
import pandas as pd

That price looks excellent given that Tucker should fit more neatly in a three-and-d role than Ross, Sullinger is a total non-factor, and the Raptors kept their own 2017 first-round pick.

How to get P/E (Price-to-Earnings) Ratios

There’s a couple ways to get the current P/E ratio for a company. First, we can use the get_quote_table method, which will extract the data found on the summary page of a stock (see here).


quote = si.get_quote_table("aapl")

python get P/E ratios

The decaying feet, some dating back to 1967, were being 'cleaned up', plumped up and whitened at the 'foul-smelling' plant using bleach and other chemicals, before being prepared for sale.


quote["PE Ratio (TTM)"] # 22.71

A company’s P/E ratio can also be extracted from the get_stats_valuation method. Running this method returns a data frame of the “Valuation Measures” on the statistics tab for a stock.


val = si.get_stats_valuation("aapl")

val = val.iloc[:,:2]

val.columns = ["Attribute", "Recent"]

LED照明行业无序竞争摊薄市场利润 整合并购潮仍将持续


float(val[val.Attribute.str.contains("Trailing P/E")].iloc[0,1])

How to get P/S (Price-to-Sales) Ratios

Another popular metric is the P/S ratio. We can get the P/S ratio, along with several other other metrics, using the same get_stats_valuation method. Let’s use the object we pulled above, currently stored as val.

商品房销售量价复苏 “房温地冷”格局仍延续


float(val[val.Attribute.str.contains("Price/Sales")].iloc[0,1])

Getting fundamentals stats for many stocks at once

项目长度:22个月
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# get list of Dow tickers
dow_list = si.tickers_dow()


# Get data in the current column for each stock's valuation table
dow_stats = {}
for ticker in dow_list:
    temp = si.get_stats_valuation(ticker)
    temp = temp.iloc[:,:2]
    temp.columns = ["Attribute", "Recent"]

    dow_stats[ticker] = temp


# combine all the stats valuation tables into a single data frame
combined_stats = pd.concat(dow_stats)
combined_stats = combined_stats.reset_index()

del combined_stats["level_1"]

# update column names
combined_stats.columns = ["Ticker", "Attribute", "Recent"]


Price-to-Earnings ratio for each Dow stock

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# get P/E ratio for each stock
combined_stats[combined_stats.Attribute.str.contains("Trailing P/E")


Getting the Price-to-Sales ratio for each Dow stock

彭博(Bloomberg)软性大宗商品指数上涨21%,工业金属和能源指数则分别上涨24%和1.5%。


# get P/S ratio for each stock
combined_stats[combined_stats.Attribute.str.contains("Price/Sales")


How to get Price / Book ratio

3.The Jungle Book


# get Price-to-Book ratio for each stock
combined_stats[combined_stats.Attribute.str.contains("Price/Book")

How to get PEG ratio

北京顺义19套剩余房源开始递补选房 均价2万/平


# get PEG ratio for each stock
combined_stats[combined_stats.Attribute.str.contains("PEG")

How to get forward P/E ratios

地板行业如何不再“谈醛色变”


# get forward P/E ratio for each stock
combined_stats[combined_stats.Attribute.str.contains("Forward P/E")]

Getting additional stats from multiple stocks

In addition to the “Valuation Measures” table on the stats tab, we can also scrape the remaining data points on the webpage using the get_stats method. Calling this method lets us extract metrics like Return on Equity (ROE), Return on Assets, profit margin, etc. 变革来袭 家居行业向前发展呈现五大趋势.

[in'spekn]


dow_extra_stats = {}
for ticker in tqdm(dow_list):
    dow_extra_stats[ticker] = si.get_stats(ticker)
    

combined_extra_stats = pd.concat(dow_extra_stats)

combined_extra_stats = combined_extra_stats.reset_index()

del combined_extra_stats["level_1"]

combined_extra_stats.columns = ["ticker", "Attribute", "Value"]

How to get Return on Equity (ROE)

Using the result data frame, combined_extra_stats, let’s get Return on Equity for each stock in our list.


combined_extra_stats[combined_extra_stats.Attribute.str.contains("Return on Equity")]

How to get Return on Assets

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combined_extra_stats[combined_extra_stats.Attribute.str.contains("Return on Assets")]

How to get profit margin

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combined_extra_stats[combined_extra_stats.Attribute.str.contains("Profit Margin")]

How to get balance sheets

We can extract balance sheets from Yahoo Finance using the get_balance_sheet method. Using the data frame that is returned, we can get several attributes about the stock’s financials, including total cash on hand, assets, liabilities, stockholders’ equity, etc.


sheet = si.get_balance_sheet("aapl")

How to get total cash on hand

中国企业家王兴(音)通过聊天软件“微信”(WeChat)与身在美国加州的姐姐和澳大利亚的叔叔保持联系。这款聊天软件让人得以一瞥中国网络公司怎样参与全球竞争。
Victoria's Secret angel Candice Swanepoel comes 4th amongst 10 most beautiful women of 2015. This South African beauty came in 10th on the Forbes top-earning models list last year. She was voted No. 61 in 2010, No. 62 in 2011, and No. 75 in 2013 in FHM's annual “100 Sexiest Women in the World” poll and No. 1 in 2014 Maxim's "Hot 100 List".


sheet.loc["cash"]

How to get stockholders’ equity

3月百城住宅均价近九成同比下跌 16城跌幅超10%


sheet.loc["totalStockholderEquity"]

How to get a company’s total assets

Now, let’s get Total Assets.


sheet.loc["totalAssets"]

How to get balance sheets for many stocks at once

“维密”天使坎蒂丝·斯瓦内普尔位列2015全球十大美女榜第四。去年,这位南非美人是福布斯全球最吸金超模榜的第十名。在2010年、2011年和2013年《男人帮》杂志的“全球100位最性感女人”民意投票中,她分别位于第61名、第62名和第75名。此外,她还是《格言》杂志“2014全球火辣百人榜”的冠军。
route


balance_sheets = {}
for ticker in dow_list:
    balance_sheets[ticker] = si.get_balance_sheet(ticker)
    

据中国保监会(Insurance Regulatory Commission)公布数字,上半年利润总额1055.86亿元人民币(合159亿美元),同比减少1241.99亿元人民币,下降54.05%。
时间长度:24个月
Everything is coming up roses for Tesla . The electric car company is enjoying an almost-unimaginable run of good fortune and is still being hotly pursued by investors.
4. “Heart of a Dog”(Laurie Anderson)
本届电影节最大新闻与电影无关,而是关于鞋子。据《银幕日报》报道,上周二(5月19日),数名女性在去参加托德?海因斯(Todd Haynes)执导的《卡罗尔》(Carol)首映红毯时,因穿着装饰有莱茵石的平底鞋,而被工作人员以不符合规定为由拒之门外。报道一出,社交媒体上义愤填膺。戛纳新闻办公室仓促应对,称该报道断章取义:“这么多年来,电影节的规则都没有变过(参加电影节放映会,男士着无尾半正式晚礼服,女士穿正式礼服。)而对女性高跟鞋的跟高没有特定的要求,同样对男性的亦无特殊要求。”因此,为了确保遵守规则,男女主持会被提醒记住这些规则。好了,这下清楚了,媒体放映场没有任何着装要求:着装邋遢的记者们可穿着人字拖与运动鞋随意踏上皇宫广场(Palais)的阶梯。
And – oh, right – ethics. "You're not being fair to your employer if you're using the company's dime to get the heck out of there," Foss says。


recent_sheets = {ticker : sheet.iloc[:,:1] for ticker,sheet in balance_sheets.items()}

for ticker in recent_sheets.keys():
    recent_sheets[ticker].columns = ["Recent"]

# combine all balance sheets together
combined_sheets = pd.concat(recent_sheets)

# reset index to pull in ticker
combined_sheets = combined_sheets.reset_index()

# update column names
combined_sheets.columns = ["Ticker", "Breakdown", "Recent"]

python download balance sheets from yahoo finance

朱迪·福斯特(Jodie Foster)过去也将洗手间作为最佳选择 –“它们和水龙头看起来交相辉映”–但她已经为因影片《沉默的羔羊》(The Accused and Silence of the Lambs)获得的两尊小金人找到了一个更好的归属:奖杯盒。
Belize's proximity to Mexico and the Caribbean ensures the street-food scene, providing an abundance of budget meal options.


combined_sheets[combined_sheets.Breakdown == "totalAssets"]

How to get income statements

Next, let’s examine income statements. Income statements can be downloaded from Yahoo Finance using the get_income_statement method. See an example income statement here.


si.get_income_statement("aapl")

产品看起来并不太像一个鼻子,而是一个瓶子,装满了培养细菌的营养液体。但是给这个“鼻子”一个血液样本,让它嗅上一段时间,这个瓶子的斑点会改变颜色来表示它鉴别出的细菌种类。

Looking at a company’s total revenue

It's a bit of a lark organised by UK film critics – a gong for the top canine performance at the festival, handed out on the last Friday in the British pavilion. This year the Palm Dog went to Lucky, a Maltipoo – that's half Maltese terrier, half poodle – who plays Dixie in Miguel Gomes' six-hour epic, Arabian Nights. The prizewinner is presented with a toy bone and this year delivered a brief acceptance speech (“woof”) by video link. A jolly time was had by all but an unnamed French journalist felt that the award was “an unwanted intrusion of British silliness” in the glamorous proceedings, according to AFP. “From the French perspective, this is a bit bizarre,” he is reported to have said. “The British are weird.”


income.loc["totalRevenue"]

Getting a company’s gross profit

家居建材业旺季失守 下沉三四级市场求发展


income.loc["grossProfit"]

Getting the income statement from each Dow stock

电话骚扰120 推销团队被解散


income_statements = {}
for ticker in dow_list:
    income_statements[ticker] = si.get_income_statement(ticker)

赫洛维兹承认,他这样做时不得不小心翼翼,以保存这部间谍小说的首位作者伊恩·弗莱明(Ian Fleming)所创造的007的个性和态度。弗莱明于1964年逝世。
To Rouslan Krechetnikov and Hans Mayer for studying the dynamics of liquid-sloshing, to learn what happens when a person walks while carrying a cup of coffee. I'll give you a hint: it happens between step 7 and 10.
“尽管大多数中国品牌在国外还不为人知,但在国内,它们打下了很深的基础,”胡润百富董事长兼首席调研员胡润说。


recent_income_statements = {ticker : sheet.iloc[:,:1] for ticker,sheet in income_statements.items()}

for ticker in recent_income_statements.keys():
    recent_income_statements[ticker].columns = ["Recent"]

combined_income = pd.concat(recent_income_statements)

combined_income = combined_income.reset_index()

combined_income.columns = ["Ticker", "Breakdown", "Recent"]


python download income statements

In terms of individual commodities, coffee prices, which are trading at about $1.62 a pound, are expected to decline significantly, with an especially bearish outlook on arabica coffee.
So the messaging apps have gotten creative. Tango, for example, inserts ads within a user’s messaging “inbox.” WeChat, a popular Chinese app that is owned by Tencent, makes money through games, stickers (which are similar to emojis), and mobile commerce. Kik offers a feature that some are calling “chatvertising,” where users hold conversations with chat-bots powered by brands like Funny or Die and Moviefone.


combined_income[combined_income.Breakdown == "totalRevenue"]

How to extract cash flow statements

In this section, we’ll extract cash flow statements. We can do that using the get_cash_flow method.


flow = si.get_cash_flow("aapl")

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python download cash flow statement from yahoo finance

长租公寓需求上涨,品质参差不齐


cash_flows = {}
for ticker in dow_list:
    cash_flows[ticker] = si.get_cash_flow(ticker)

10. Am I worrying about the future? Worrying about something that hasn’t even happened yet causes stress and anxiety. Focus on the moment in front of you and realize that it is all that exists.


recent_cash_flows = {ticker : flow.iloc[:,:1] for ticker,flow in cash_flows.items()}


for ticker in recent_cash_flows.keys():
    recent_cash_flows[ticker].columns = ["Recent"]


combined_cash_flows = pd.concat(recent_cash_flows)

combined_cash_flows = combined_cash_flows.reset_index()

combined_cash_flows.columns = ["Ticker", "Breakdown", "Recent"]


n. 运输、运输工具;(常用复数)强烈的情绪(狂喜或狂怒

Getting dividends paid across companies

When M·A·S·H first aired, the characters of Hawkeye and Trapper were meant to be equally sized roles. It was with that understanding that Wayne Rogers agreed to take the role of Trapper John. However, as Alan Alda began to make changes to the characters and have more influence on the direction of the show, Hawkeye began to seriously eclipse Trapper.
年少轻狂时,我们事事都乐于尝试。因为觉得自己一无所有而不惧怕失去。也正因如此,我们有时会在不知不觉中走上一条不归路。   WE want to try a little of everything


combined_cash_flows[combined_cash_flows.Breakdown == "dividendsPaid"]

Getting stock issuance information

9.Be Honest


combined_cash_flows[combined_cash_flows.Breakdown == "issuanceOfStock"]

Conclusion

That’s it for this post! Learn more about web scraping by 11月热点城市楼市继续降温 市场供求关系生变 that I co-created with 365 Data Science! You’ll learn all about scraping data from different sources, downloading files programmatically, working with APIs, scraping JavaScript-rendered content, and more! Check it out here!

10 thoughts on “How to download fundamentals data with Python

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    —————————————————————————
    NameError Traceback (most recent call last)
    in
    1 from yahoo_fin.stock_info import *
    —-> 2 get_day_gainers()

    ~/Documents/stockmarket/.venv/lib/python3.7/site-packages/yahoo_fin/stock_info.py in get_day_gainers()
    470 def get_day_gainers():
    471
    –> 472 return _raw_get_daily_info(“https://finance.yahoo.com/gainers?offset=0&count=100”)
    473
    474 def get_day_losers():

    ~/Documents/stockmarket/.venv/lib/python3.7/site-packages/yahoo_fin/stock_info.py in _raw_get_daily_info(site)
    431 def _raw_get_daily_info(site):
    432
    –> 433 session = HTMLSession()
    434
    435 resp = session.get(site)

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    Promote all-round economic, political, cultural, social, and ecological progress
    不过,在长达四小时的马拉松般的颁奖典礼中,《月光男孩》所获奖项一度与《爱乐之城》并驾齐驱。巴里?詹金斯(Barry Jenkins,文首图中)和塔雷尔?阿尔文?麦克拉尼(Tarell Alvin McCraney,文首图右)获得了最佳改编剧本奖。马赫沙拉?阿里(Mahershala Ali)获得最佳男配角奖,这是美国穆斯林男演员首位获得奥斯卡奖。
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