TA-Lib中⽂⽂档(⼀):快速开始TA-Lib
简介:
这是⼀个Python ⾦融指数处理库,他是基于 Cython
⽽不是 SWIG。
TA-Lib is widely used by trading software developers requiring to perform
technical analysis of financial market data.
TA-Lib⼴泛应⽤与交易软件,和⾦融市场数据进⾏技术分析。
Includes 150+ indicators such as ADX, MACD, RSI, Stochastic, Bollinger
Bands, etc.
Candlestick pattern recognition
Open-source API for C/C++, Java, Perl, Python and 100% Managed .NET
包含了炒股150+的数据指标:ADX, MACD, RSI, Stochastic, Bollinger Bands, etc.
K线趋势识别
完全开源,⽀持 C/C++, Java, Perl, Python and 100% Managed .NET
安装TA-Lib
案例(快速开始)
Similar to TA-Lib, the function interface provides a lightweight wrapper of
the exposed TA-Lib indicators.
类似于TA库,对函数接⼝进⾏了⼀个轻量级的封装,⽤于公开的ta-lib的指标。
Each function returns an output array and have default values for their
parameters, unless specified as keyword arguments. Typically, these functions
will have an initial "lookback" period (a required number of observations
before an output is generated) set to NaN.
每个函数都默认需要输⼊数组,并为它们提供默认值。
参数,除⾮指定为关键字参数。通常,这些函数
会有⼀个初步的“lookback”时期(观测所需数量
在⽣成⼀个输出之前),设置为“NaN”。
All of the following examples use the function API:
所有的API函数的使⽤,都需引⼊库⽂件:
import numpy
import talib
close = numpy.random.random(100)
计算收盘价的⼀个简单移动平均数SMA:
output = talib.SMA(close)
计算布林线,三指数移动平均:
from talib import MA_Type
upper, middle, lower = talib.BBANDS(close, matype=MA_Type.T3)
计算收盘价的动量,时间为5:
output = talib.MOM(close, timeperiod=5)
Abstract API Quick Start
If you're already familiar with using the function API, you should feel right
at home using the abstract API. Every function takes the same input, passed
as a dictionary of Numpy arrays:
如果您已经熟悉使⽤函数API,那么您就应该精通使⽤抽象API。
每个函数有相同的输⼊,作为⼀个字典通过NumPy数组:
import numpy as np
# note that all ndarrays must be the same length!
inputs = {
'open': np.random.random(100),
'high': np.random.random(100),
'low': np.random.random(100),
'close': np.random.random(100),
'volume': np.random.random(100)
}
函数可以直接导⼊,也可以⽤名称实例化:
from talib import abstract
sma = abstract.SMA
sma = abstract.Function('sma')
调⽤函数基本上与函数API相同:
from talib.abstract import *
output = SMA(input_arrays, timeperiod=25) # SMA均线价格计算收盘价
output = SMA(input_arrays, timeperiod=25, price='open') # SMA均线价格计算收盘价upper, middle, lower = BBANDS(input_arrays, 20, 2, 2)
slowk, slowd = STOCH(input_arrays, 5, 3, 0, 3, 0) # uses high, low, close by default slowk, slowd = STOCH(input_arrays, 5, 3, 0, 3, 0, prices=['high', 'low', 'open'])
了解更多⾼级使⽤TA库 .
Supported Indicators ⽀持指标
We can show all the TA functions supported by TA-Lib, either as a list or as a dict sorted by group (e.g. "Overlap Studies", "Momentum Indicators", etc):
我们可以显⽰Ta lib的所有TA函数,返回⼀个list或者dict
import talib
_functions()
_function_groups()
Function Groups
BBANDS              Bollinger Bands #布林带
DEMA                Double Exponential Moving Average #双指数移动平均线
EMA                  Exponential Moving Average #指数滑动平均
HT_TRENDLINE        Hilbert Transform - Instantaneous Trendline #希尔伯特变换瞬时趋势KAMA                Kaufman Adaptive Moving Average #卡玛考夫曼⾃适应移动平均
MA                  Moving average #均线
MAMA                MESA Adaptive Moving Average #⾃适应移动平均
MAVP                Moving average with variable period #变周期移动平均
MIDPOINT            MidPoint over period #在周期的中点
MIDPRICE            Midpoint Price over period #中间时段价格
SAR                  Parabolic SAR #抛物线转向指标
SAREXT              Parabolic SAR - Extended
SMA                  Simple Moving Average
T3                  Triple Exponential Moving Average (T3)
TEMA                Triple Exponential Moving Average
TRIMA                Triangular Moving Average
WMA                  Weighted Moving Average
ADX                  Average Directional Movement Index
transform中文翻译
ADXR                Average Directional Movement Index Rating
APO                  Absolute Price Oscillator
AROON                Aroon
AROONOSC            Aroon Oscillator
BOP                  Balance Of Power
CCI                  Commodity Channel Index
CMO                  Chande Momentum Oscillator
DX                  Directional Movement Index
MACD                Moving Average Convergence/Divergence
MACDEXT              MACD with controllable MA type
MACDFIX              Moving Average Convergence/Divergence Fix 12/26
MFI                  Money Flow Index
MINUS_DI            Minus Directional Indicator
MINUS_DM            Minus Directional Movement
MOM                  Momentum
PLUS_DI              Plus Directional Indicator
PLUS_DM              Plus Directional Movement
PPO                  Percentage Price Oscillator
ROC                  Rate of change : ((price/prevPrice)-1)*100
ROCP                Rate of change Percentage: (price-prevPrice)/prevPrice ROCR                Rate of change ratio: (price/prevPrice)
ROCR100              Rate of change ratio 100 scale: (price/prevPrice)*100
RSI                  Relative Strength Index
STOCH                Stochastic
STOCHF              Stochastic Fast
STOCHRSI            Stochastic Relative Strength Index
TRIX                1-day Rate-Of-Change (ROC) of a Triple Smooth EMA ULTOSC              Ultimate Oscillator
WILLR                Williams' %R
AD                  Chaikin A/D Line
ADOSC                Chaikin A/D Oscillator
OBV                  On Balance Volume
ATR                  Average True Range
NATR                Normalized Average True Range
TRANGE              True Range
AVGPRICE            Average Price
MEDPRICE            Median Price
TYPPRICE            Typical Price
WCLPRICE            Weighted Close Price
HT_DCPERIOD          Hilbert Transform - Dominant Cycle Period
HT_DCPHASE          Hilbert Transform - Dominant Cycle Phase
HT_PHASOR            Hilbert Transform - Phasor Components
HT_SINE              Hilbert Transform - SineWave
HT_TRENDMODE        Hilbert Transform - Trend vs Cycle Mode
CDL2CROWS            Two Crows
CDL3BLACKCROWS      Three Black Crows
CDL3INSIDE          Three Inside Up/Down
CDL3LINESTRIKE      Three-Line Strike
CDL3OUTSIDE          Three Outside Up/Down
CDL3STARSINSOUTH    Three Stars In The South
CDL3WHITESOLDIERS    Three Advancing White Soldiers CDLABANDONEDBABY    Abandoned Baby
CDLADVANCEBLOCK      Advance Block
CDLBELTHOLD          Belt-hold
CDLBREAKAWAY        Breakaway
CDLCLOSINGMARUBOZU  Closing Marubozu CDLCONCEALBABYSWALL  Concealing Baby Swallow CDLCOUNTERATTACK    Counterattack
CDLDARKCLOUDCOVER    Dark Cloud Cover
CDLDOJI              Doji
CDLDOJISTAR          Doji Star
CDLDRAGONFLYDOJI    Dragonfly Doji
CDLENGULFING        Engulfing Pattern
CDLEVENINGDOJISTAR  Evening Doji Star
CDLEVENINGSTAR      Evening Star
CDLGAPSIDESIDEWHITE  Up/Down-gap side-by-side white lines CDLGRAVESTONEDOJI    Gravestone Doji
CDLHAMMER            Hammer
CDLHANGINGMAN        Hanging Man
CDLHARAMI            Harami Pattern
CDLHARAMICROSS      Harami Cross Pattern
CDLHIGHWAVE          High-Wave Candle
CDLHIKKAKE          Hikkake Pattern
CDLHIKKAKEMOD        Modified Hikkake Pattern
CDLHOMINGPIGEON      Homing Pigeon
CDLIDENTICAL3CROWS  Identical Three Crows
CDLINNECK            In-Neck Pattern
CDLINVERTEDHAMMER    Inverted Hammer
CDLKICKING          Kicking
CDLKICKINGBYLENGTH  Kicking - bull/bear determined by the longer marubozu CDLLADDERBOTTOM      Ladder Bottom
CDLLONGLEGGEDDOJI    Long Legged Doji
CDLLONGLINE          Long Line Candle
CDLMARUBOZU          Marubozu
CDLMATCHINGLOW      Matching Low
CDLMATHOLD          Mat Hold
CDLMORNINGDOJISTAR  Morning Doji Star CDLMORNINGSTAR      Morning Star
CDLONNECK            On-Neck Pattern
CDLPIERCING          Piercing Pattern
CDLRICKSHAWMAN      Rickshaw Man
CDLRISEFALL3METHODS  Rising/Falling Three Methods CDLSEPARATINGLINES  Separating Lines CDLSHOOTINGSTAR      Shooting Star
CDLSHORTLINE        Short Line Candle
CDLSPINNINGTOP      Spinning Top CDLSTALLEDPATTERN    Stalled Pattern CDLSTICKSANDWICH    Stick Sandwich
CDLTAKURI            Takuri (Dragonfly Doji with very long lower shadow) CDLTASUKIGAP        Tasuki Gap
CDLTHRUSTING        Thrusting Pattern
CDLTRISTAR          Tristar Pattern
CDLUNIQUE3RIVER      Unique 3 River
CDLUPSIDEGAP2CROWS  Upside Gap Two Crows CDLXSIDEGAP3METHODS  Upside/Downside Gap Three Methods BETA                Beta
CORREL              Pearson's Correlation Coefficient (r) LINEARREG            Linear Regression
LINEARREG_ANGLE      Linear Regression Angle
LINEARREG_INTERCEPT  Linear Regression Intercept LINEARREG_SLOPE      Linear Regression Slope
STDDEV              Standard Deviation
TSF                  Time Series Forecast
VAR                  Variance

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