https://www.analyticsvidhya.com/blog/2021/06/download-financial-dataset-using-yahoo-finance-in-python-a-complete-guide 隻有第一個代碼無誤,圖形不出,其它缺了print:
import pandas as pd
import yfinance as yf
from yahoofinancials import YahooFinancials
aapl_df = yf.download('AAPL',
start='2019-01-01',
end='2021-06-12',
progress=False,
)
print(aapl_df.head())
結果:![](data:image/png;base64,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)
https://www.geeksforgeeks.org/get-financial-data-from-yahoo-finance-with-python/
all ticker: https://www.nasdaq.com/market-activity/stocks/screener
pip install yfinance
import yfinance as yahooFinance
import pandas as pd
GetFacebookInformation = yahooFinance.Ticker( "META" )
pd.set_option( 'display.max_rows' , None )
print (GetFacebookInformation.history(period = "max" ))
|
import yfinance as yahooFinance
import pandas as pd
GetFacebookInformation = yahooFinance.Ticker( "META" )
pd.set_option( 'display.max_rows' , None )
print (GetFacebookInformation.history(period = "max" ))
|
https://bigquant.com/wiki/doc/6lem5lqg6lz5lmi5asa77ym5yib5lia5p25yv5lul5lmw5lqg5zcx77yf-rEpXFrplv8
https://blog.csdn.net/weixin_44510615/article/details/118639520?&spm=1018.2226.3001.4187 【Python金融量化 9- 100 】
https://blog.csdn.net/hwwaizs/article/details/127876429?spm=1018.2226.3001.4187
https://github.com/SuperCV/Book/blob/master/%E9%87%8F%E5%8C%96%E5%88%86%E6%9E%90/%E9%87%8F%E5%8C%96%E6%8A%95%E8%B5%84%E4%BB%A5Python%E4%B8%BA%E5%B7%A5%E5%85%B7--%E9%87%8D%E8%A6%81.pdf
https://ta-lib.github.io/ta-lib-python/
在股票技術分析中,我們經常要分析K線圖,分時圖等等,有些新手在入門的時候常常把兩者弄混,所以統稱它們為曲線圖,實際它們就是K線圖和分時圖了,到底如何看懂股票曲線圖?一起看看這些曲線所代表的含義吧。
如何看股票的曲線圖?
1)白色曲線:表示大盤加權指數,即證交所每日公布媒體常說的大盤實際指數。
2) 黃色曲線:大盤不含加權的指標,即不考慮股票盤子的大小,而將所有股票對指數影響看作相同而計算出來的大盤指數。 參考白黃二曲線的相互位置可知:A)當大盤指數上漲時,黃線在白線之上,表示流通盤較小的股票漲幅較大;反之,黃線在白線之下,說明盤小的股票漲幅落後大盤股。B)當大盤指數下跌時,黃線在白線之上,表示流通盤較小的股票跌幅小於盤大的股票;反之,盤小的股票跌幅大於盤大的股票。
3) 紅綠柱線:在紅白兩條曲線附近有紅綠柱狀線,是反映大盤即時所有股票的買盤與賣盤在數量上的比率。紅柱線的增長減短表示上漲買盤力量的增減;綠柱線的增長縮短表示下跌賣盤力度的強弱。
4) 黃色柱線:在紅白曲線圖下方,用來表示每一分鍾的成交量,單位是手(每手等於100股)。
5) 委買委賣手數:代表即時所有股票買入委托下三檔和賣出上三檔手數相加的總和。
6) 委比數值:是委買委賣手數之差與之和的比值。當委比數值為正值大的時候,表示買方力量較強股指上漲的機率大;當委比數值為負值的時候,表示賣方的力量較強股指下跌的機率大。
個股即時分時走勢圖:
1) 白色曲線:表示該種股票即時實時成交的價格。
2) 黃色曲線:表示該種股票即時成交的平均價格,即當天成交總金額除以成交總股數。
3) 黃色柱線:在紅白曲線圖下方,用來表示每一分鍾的成交量。
4) 成交明細:在盤麵的右下方為成交明細顯示,顯示動態每筆成交的價格和手數。
5)外盤內盤:外盤又稱主動性買盤,即成交價在賣出掛單價的累積成交量;內盤主動性賣盤,即成交價在買入掛單價的累積成交量。外盤反映買方的意願,內盤反映賣方的意願。
6)量比:是指當天成交總手數與近期成交手數平均的比值,具體公式為:現在總手/((5日平均總手/240)*開盤多少分鍾)。量比數值的大小表示近期此時成交量的增減,大於1表示此時刻成交總手數已經放大,小於1表示表示此時刻成交總手數萎縮。 實戰中的K線分析,必須與即時分時圖分析相結合,才能真實可靠的讀懂市場的語言,洞悉盤麵股價變化的奧妙。K線形態分析中的形態頸線圖形,以及波浪角度動量等分析的方法原則,也同樣適合即時動態分時走勢圖分析
https://blog.csdn.net/hwwaizs/article/details/127876429?spm=1018.2226.3001.4187
https://xueqiu.com/3544075864/199788810
陳浩籌碼分布:在K線圖的右側、按其垂線即日期線,顯示該日的股票擁有者的數量及其買入價格。每條橫線的Y是價格長度為股票總量的百分比。算法沒有公開,基本是按交易的買入價和數量,去除賣出的價格和數量-這個是按權重估算的。因此結果都是近似的,除非你有該股票從發行第一天開始的所有買賣記錄。https://zhuanlan.zhihu.com/p/434338647 此文較好的說明了,主力在2年內低價位吸納、放出部分-自己買賣-以推高價格,逐漸在高價位賣出低價吸納股,直至低價籌碼基本拋光。1.紅色的籌碼為獲利盤,藍色的籌碼為被套盤;2.在籌碼的分布中,有一條白色的水平線,為該股票即時平均持倉成本。最後,籌碼該顯示為3D,目前是拉動日期線來觀看。
https://zhuanlan.zhihu.com/p/234372092? 籌碼算法
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)
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