Quantitative Analysis: Financial Index Introduction and processing library talib

 

talib Introduction

Python financial index processing library TA-LIB, he is based Cython, rather than SWIG.

Lib-IS Widely Used TA by Trading Software Developers Technical Requiring to the perform the Analysis. Financial Market of the Data
TA-Lib widely used trading software, and technical analysis of financial market data.

Indicators SUCH AS the ADX 150+ Includes, MACD, the RSI, Stochastic, Bollinger, Bands, etc.
to Candlestick pattern Recognition
the Open-Source the API for C / C ++, the Java, the Perl, the Python and 100% Managed .NET
contains the data stock 150 + index: ADX, MACD, RSI, Stochastic, Bollinger Bands, etc.
K-line trend identification
is fully open source, supports C / C ++, Java, Perl , Python and 100% Managed .NET

 

Supported Indicators support index

  • Overlap Studies Research overlapping
  • Momentum Indicators Momentum indicators
  • Volume Indicators volume index
  • Volatility Indicators Volatility Index
  • Price Transform price index
  • Cycle Indicators cycle indicators
  • Pattern Recognition Pattern Recognition
  • Statistic Functions statistic functions
  • Math Transform mathematical transformation
  • Math Operators mathematical operators

Overlap Studies

BBANDS Bollinger Bands # Bollinger Bands
DEMA Double Exponential Moving Average # bis EMA
EMA Exponential Moving Average # exponential moving average
The Transform Hilbert HT_TRENDLINE - Instantaneous Trendline # Hilbert transform instantaneous trend
KAMA Kaufman Adaptive Moving Average # Kama Kaufman Adaptive Moving Average
MA MA Moving average #
MAMA MESA Adaptive Moving Average # adaptive moving average 
MAVP Moving average with variable period # varying period moving average
MIDPOINT MidPoint over period # midpoint in cycle
MIDPRICE Midpoint Price over period # middle period Price
SAR Parabolic SAR # Parabolic SAR
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

Momentum Indicators

ADX Average Directional Movement Index
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
More PLUS_DI 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

Volume Indicators

AD Chaikin A/D Line
ADOSC Chaikin A/D Oscillator
OBV On Balance Volume

 

Volatility Indicators

 

ATR Average True Range
NATR Normalized Average True Range
TIGHT True Range

Price Transform

AVGPRICE Average Price
MEDPRICE Median Price
TYPPRICE Typical Price
WCLPRICE Weighted Close Price

Cycle Indicators

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

Pattern Recognition

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

Statistic Functions

PPC 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

 

installation

Installation using pip PyPI:

 pip install TA-Lib

If the installation error

func.c:256:28: fatal error: ta-lib/ta_libc.h: No such file or directory
compilation terminated.

If you encounter such a compilation error, it usually means that it can not find the bottom of the library, you need to install:

Dependencies dependent libraries

TA using Python library, you need to have installed the underlying library: Download TA-Lib underlying library

Installation method underlying libraries

Mac OS X

brew install ta-lib

Windows

Download ta-lib-0.4.0-msvc.zip
and unzip to C:\ta-lib

Linux

Download ta-lib-0.4.0-src.tar.gz and:

$ untar and cd
$ ./configure --prefix=/usr
$ make
$ sudo make install

If you build TA-Lib using make -jX it will fail but that's OK!
Simply rerun make -jX followed by [sudo] make install.

 

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Origin www.cnblogs.com/-wenli/p/12273558.html