From 3f3c3dde88743a95caf7e5d59076faacf510dba3 Mon Sep 17 00:00:00 2001 From: John Benediktsson Date: Sun, 3 May 2015 17:29:26 -0700 Subject: [PATCH 1/7] Update gh-pages. --- abstract.html | 142 +++++++++ doc_index.html | 72 +++++ func.html | 97 ++++++ func_groups/cycle_indicators.html | 93 ++++++ func_groups/math_operators.html | 119 +++++++ func_groups/math_transform.html | 143 +++++++++ func_groups/momentum_indicators.html | 289 +++++++++++++++++ func_groups/overlap_studies.html | 183 +++++++++++ func_groups/pattern_recognition.html | 419 +++++++++++++++++++++++++ func_groups/price_transform.html | 85 +++++ func_groups/statistic_functions.html | 125 ++++++++ func_groups/volatility_indicators.html | 77 +++++ func_groups/volume_indicators.html | 77 +++++ funcs.html | 283 +++++++++++++++++ index.html | 349 ++++++++++++++++++++ install.html | 107 +++++++ 16 files changed, 2660 insertions(+) create mode 100644 abstract.html create mode 100644 doc_index.html create mode 100644 func.html create mode 100644 func_groups/cycle_indicators.html create mode 100644 func_groups/math_operators.html create mode 100644 func_groups/math_transform.html create mode 100644 func_groups/momentum_indicators.html create mode 100644 func_groups/overlap_studies.html create mode 100644 func_groups/pattern_recognition.html create mode 100644 func_groups/price_transform.html create mode 100644 func_groups/statistic_functions.html create mode 100644 func_groups/volatility_indicators.html create mode 100644 func_groups/volume_indicators.html create mode 100644 funcs.html create mode 100644 index.html create mode 100644 install.html diff --git a/abstract.html b/abstract.html new file mode 100644 index 000000000..99f03ff88 --- /dev/null +++ b/abstract.html @@ -0,0 +1,142 @@ + + + + + + + + + TA-Lib + + + +
+
+ Browse TA-Lib on GitHub +
+ +
+
+

TA-Lib

+

Python wrapper for TA-Lib (http://ta-lib.org/).

+
+ Download this project as a .zip file + Download this project as a tar.gz file +
+
+
+ + +
+
+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:

+ +
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)
+}
+ +

Functions can either be imported directly or instantiated by name:

+ +
from talib import abstract
+sma = abstract.SMA
+sma = abstract.Function('sma')
+ +

From there, calling functions is basically the same as the function API:

+ +
from talib.abstract import *
+output = SMA(input_arrays, timeperiod=25) # calculate on close prices by default
+output = SMA(input_arrays, timeperiod=25, price='open') # calculate on opens
+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'])
+ +

+Advanced Usage

+ +

For more advanced use cases of TA-Lib, the Abstract API also offers much more +flexibility. You can even subclass abstract.Function and override +set_input_arrays to customize the type of input data Function accepts +(e.g. a pandas DataFrame).

+ +

Details about every function can be accessed via the info property:

+ +
print Function('stoch').info
+{
+  'name': 'STOCH',
+  'display_name': 'Stochastic',
+  'group': 'Momentum Indicators',
+  'input_names': OrderedDict([
+    ('prices', ['high', 'low', 'close']),
+  ]),
+  'parameters': OrderedDict([
+    ('fastk_period', 5),
+    ('slowk_period', 3),
+    ('slowk_matype', 0),
+    ('slowd_period', 3),
+    ('slowd_matype', 0),
+  ]),
+  'output_names': ['slowk', 'slowd'],
+}
+
+ +

Or in human-readable format:

+ +
help(STOCH)
+str(STOCH)
+ +

Other useful properties of Function:

+ +
Function('x').function_flags
+Function('x').input_names
+Function('x').input_arrays
+Function('x').parameters
+Function('x').lookback
+Function('x').output_names
+Function('x').output_flags
+Function('x').outputs
+ +

Aside from calling the function directly, Functions maintain state and will +remember their parameters/input_arrays after they've been set. You can set +parameters and recalculate with new input data using run():

+ +
SMA.parameters = {'timeperiod': 15}
+result1 = SMA.run(input_arrays1)
+result2 = SMA.run(input_arrays2)
+
+# Or set input_arrays and change the parameters:
+SMA.input_arrays = input_arrays1
+ma10 = SMA(timeperiod=10)
+ma20 = SMA(20)
+ +

For more details, take a look at the +code.

+ +

Documentation Index

+
+ + + + + + diff --git a/doc_index.html b/doc_index.html new file mode 100644 index 000000000..7be8a70ed --- /dev/null +++ b/doc_index.html @@ -0,0 +1,72 @@ + + + + + + + + + TA-Lib + + + +
+
+ Browse TA-Lib on GitHub +
+ +
+
+

TA-Lib

+

Python wrapper for TA-Lib (http://ta-lib.org/).

+
+ Download this project as a .zip file + Download this project as a tar.gz file +
+
+
+ + +
+
+Documentation + +
+
+ + + + + + diff --git a/func.html b/func.html new file mode 100644 index 000000000..96a4c7da6 --- /dev/null +++ b/func.html @@ -0,0 +1,97 @@ + + + + + + + + + TA-Lib + + + +
+
+ Browse TA-Lib on GitHub +
+ +
+
+

TA-Lib

+

Python wrapper for TA-Lib (http://ta-lib.org/).

+
+ Download this project as a .zip file + Download this project as a tar.gz file +
+
+
+ + +
+
+Function API Examples + +

Similar to TA-Lib, the function interface provides a lightweight wrapper of +the exposed TA-Lib indicators.

+ +

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.

+ +

All of the following examples use the function API:

+ +
import numpy
+import talib
+
+close = numpy.random.random(100)
+ +

Calculate a simple moving average of the close prices:

+ +
output = talib.SMA(close)
+ +

Calculating bollinger bands, with triple exponential moving average:

+ +
from talib import MA_Type
+
+upper, middle, lower = talib.BBANDS(close, matype=MA_Type.T3)
+ +

Calculating momentum of the close prices, with a time period of 5:

+ +
output = talib.MOM(close, timeperiod=5)
+ +

Documentation for all functions:

+ + + +

Documentation Index +Next: Using the Abstract API

+
+ + + + + + diff --git a/func_groups/cycle_indicators.html b/func_groups/cycle_indicators.html new file mode 100644 index 000000000..e73777793 --- /dev/null +++ b/func_groups/cycle_indicators.html @@ -0,0 +1,93 @@ + + + + + + + + + TA-Lib + + + +
+
+ Browse TA-Lib on GitHub +
+ +
+
+

TA-Lib

+

Python wrapper for TA-Lib (http://ta-lib.org/).

+
+ Download this project as a .zip file + Download this project as a tar.gz file +
+
+
+ + +
+
+Cycle Indicator Functions + +

+HT_DCPERIOD - Hilbert Transform - Dominant Cycle Period

+ +
real = HT_DCPERIOD(close)
+
+ +

Learn more about the Hilbert Transform - Dominant Cycle Period at tadoc.org.

+ +

+HT_DCPHASE - Hilbert Transform - Dominant Cycle Phase

+ +
real = HT_DCPHASE(close)
+
+ +

Learn more about the Hilbert Transform - Dominant Cycle Phase at tadoc.org.

+ +

+HT_PHASOR - Hilbert Transform - Phasor Components

+ +
inphase, quadrature = HT_PHASOR(close)
+
+ +

Learn more about the Hilbert Transform - Phasor Components at tadoc.org.

+ +

+HT_SINE - Hilbert Transform - SineWave

+ +
sine, leadsine = HT_SINE(close)
+
+ +

Learn more about the Hilbert Transform - SineWave at tadoc.org.

+ +

+HT_TRENDMODE - Hilbert Transform - Trend vs Cycle Mode

+ +
integer = HT_TRENDMODE(close)
+
+ +

Learn more about the Hilbert Transform - Trend vs Cycle Mode at tadoc.org.

+ +

Documentation Index +All Function Groups

+
+ + + + + + diff --git a/func_groups/math_operators.html b/func_groups/math_operators.html new file mode 100644 index 000000000..40f1994b2 --- /dev/null +++ b/func_groups/math_operators.html @@ -0,0 +1,119 @@ + + + + + + + + + TA-Lib + + + +
+
+ Browse TA-Lib on GitHub +
+ +
+
+

TA-Lib

+

Python wrapper for TA-Lib (http://ta-lib.org/).

+
+ Download this project as a .zip file + Download this project as a tar.gz file +
+
+
+ + +
+
+Math Operator Functions + +

+ADD - Vector Arithmetic Add

+ +
real = ADD(high, low)
+
+ +

+DIV - Vector Arithmetic Div

+ +
real = DIV(high, low)
+
+ +

+MAX - Highest value over a specified period

+ +
real = MAX(close, timeperiod=30)
+
+ +

+MAXINDEX - Index of highest value over a specified period

+ +
integer = MAXINDEX(close, timeperiod=30)
+
+ +

+MIN - Lowest value over a specified period

+ +
real = MIN(close, timeperiod=30)
+
+ +

+MININDEX - Index of lowest value over a specified period

+ +
integer = MININDEX(close, timeperiod=30)
+
+ +

+MINMAX - Lowest and highest values over a specified period

+ +
min, max = MINMAX(close, timeperiod=30)
+
+ +

+MINMAXINDEX - Indexes of lowest and highest values over a specified period

+ +
minidx, maxidx = MINMAXINDEX(close, timeperiod=30)
+
+ +

+MULT - Vector Arithmetic Mult

+ +
real = MULT(high, low)
+
+ +

+SUB - Vector Arithmetic Substraction

+ +
real = SUB(high, low)
+
+ +

+SUM - Summation

+ +
real = SUM(close, timeperiod=30)
+
+ +

Documentation Index +All Function Groups

+
+ + + + + + diff --git a/func_groups/math_transform.html b/func_groups/math_transform.html new file mode 100644 index 000000000..b49679982 --- /dev/null +++ b/func_groups/math_transform.html @@ -0,0 +1,143 @@ + + + + + + + + + TA-Lib + + + +
+
+ Browse TA-Lib on GitHub +
+ +
+
+

TA-Lib

+

Python wrapper for TA-Lib (http://ta-lib.org/).

+
+ Download this project as a .zip file + Download this project as a tar.gz file +
+
+
+ + +
+
+Math Transform Functions + +

+ACOS - Vector Trigonometric ACos

+ +
real = ACOS(close)
+
+ +

+ASIN - Vector Trigonometric ASin

+ +
real = ASIN(close)
+
+ +

+ATAN - Vector Trigonometric ATan

+ +
real = ATAN(close)
+
+ +

+CEIL - Vector Ceil

+ +
real = CEIL(close)
+
+ +

+COS - Vector Trigonometric Cos

+ +
real = COS(close)
+
+ +

+COSH - Vector Trigonometric Cosh

+ +
real = COSH(close)
+
+ +

+EXP - Vector Arithmetic Exp

+ +
real = EXP(close)
+
+ +

+FLOOR - Vector Floor

+ +
real = FLOOR(close)
+
+ +

+LN - Vector Log Natural

+ +
real = LN(close)
+
+ +

+LOG10 - Vector Log10

+ +
real = LOG10(close)
+
+ +

+SIN - Vector Trigonometric Sin

+ +
real = SIN(close)
+
+ +

+SINH - Vector Trigonometric Sinh

+ +
real = SINH(close)
+
+ +

+SQRT - Vector Square Root

+ +
real = SQRT(close)
+
+ +

+TAN - Vector Trigonometric Tan

+ +
real = TAN(close)
+
+ +

+TANH - Vector Trigonometric Tanh

+ +
real = TANH(close)
+
+ +

Documentation Index +All Function Groups

+
+ + + + + + diff --git a/func_groups/momentum_indicators.html b/func_groups/momentum_indicators.html new file mode 100644 index 000000000..dc55865aa --- /dev/null +++ b/func_groups/momentum_indicators.html @@ -0,0 +1,289 @@ + + + + + + + + + TA-Lib + + + +
+
+ Browse TA-Lib on GitHub +
+ +
+
+

TA-Lib

+

Python wrapper for TA-Lib (http://ta-lib.org/).

+
+ Download this project as a .zip file + Download this project as a tar.gz file +
+
+
+ + +
+
+Momentum Indicator Functions + +

+ADX - Average Directional Movement Index

+ +
real = ADX(high, low, close, timeperiod=14)
+
+ +

Learn more about the Average Directional Movement Index at tadoc.org.

+ +

+ADXR - Average Directional Movement Index Rating

+ +
real = ADXR(high, low, close, timeperiod=14)
+
+ +

Learn more about the Average Directional Movement Index Rating at tadoc.org.

+ +

+APO - Absolute Price Oscillator

+ +
real = APO(close, fastperiod=12, slowperiod=26, matype=0)
+
+ +

Learn more about the Absolute Price Oscillator at tadoc.org.

+ +

+AROON - Aroon

+ +
aroondown, aroonup = AROON(high, low, timeperiod=14)
+
+ +

Learn more about the Aroon at tadoc.org.

+ +

+AROONOSC - Aroon Oscillator

+ +
real = AROONOSC(high, low, timeperiod=14)
+
+ +

Learn more about the Aroon Oscillator at tadoc.org.

+ +

+BOP - Balance Of Power

+ +
real = BOP(open, high, low, close)
+
+ +

Learn more about the Balance Of Power at tadoc.org.

+ +

+CCI - Commodity Channel Index

+ +
real = CCI(high, low, close, timeperiod=14)
+
+ +

Learn more about the Commodity Channel Index at tadoc.org.

+ +

+CMO - Chande Momentum Oscillator

+ +
real = CMO(close, timeperiod=14)
+
+ +

Learn more about the Chande Momentum Oscillator at tadoc.org.

+ +

+DX - Directional Movement Index

+ +
real = DX(high, low, close, timeperiod=14)
+
+ +

Learn more about the Directional Movement Index at tadoc.org.

+ +

+MACD - Moving Average Convergence/Divergence

+ +
macd, macdsignal, macdhist = MACD(close, fastperiod=12, slowperiod=26, signalperiod=9)
+
+ +

Learn more about the Moving Average Convergence/Divergence at tadoc.org.

+ +

+MACDEXT - MACD with controllable MA type

+ +
macd, macdsignal, macdhist = MACDEXT(close, fastperiod=12, fastmatype=0, slowperiod=26, slowmatype=0, signalperiod=9, signalmatype=0)
+
+ +

+MACDFIX - Moving Average Convergence/Divergence Fix 12/26

+ +
macd, macdsignal, macdhist = MACDFIX(close, signalperiod=9)
+
+ +

+MFI - Money Flow Index

+ +
real = MFI(high, low, close, volume, timeperiod=14)
+
+ +

Learn more about the Money Flow Index at tadoc.org.

+ +

+MINUS_DI - Minus Directional Indicator

+ +
real = MINUS_DI(high, low, close, timeperiod=14)
+
+ +

Learn more about the Minus Directional Indicator at tadoc.org.

+ +

+MINUS_DM - Minus Directional Movement

+ +
real = MINUS_DM(high, low, timeperiod=14)
+
+ +

Learn more about the Minus Directional Movement at tadoc.org.

+ +

+MOM - Momentum

+ +
real = MOM(close, timeperiod=10)
+
+ +

Learn more about the Momentum at tadoc.org.

+ +

+PLUS_DI - Plus Directional Indicator

+ +
real = PLUS_DI(high, low, close, timeperiod=14)
+
+ +

Learn more about the Plus Directional Indicator at tadoc.org.

+ +

+PLUS_DM - Plus Directional Movement

+ +
real = PLUS_DM(high, low, timeperiod=14)
+
+ +

Learn more about the Plus Directional Movement at tadoc.org.

+ +

+PPO - Percentage Price Oscillator

+ +
real = PPO(close, fastperiod=12, slowperiod=26, matype=0)
+
+ +

Learn more about the Percentage Price Oscillator at tadoc.org.

+ +

+ROC - Rate of change : ((price/prevPrice)-1)*100

+ +
real = ROC(close, timeperiod=10)
+
+ +

Learn more about the Rate of change : ((price/prevPrice)-1)*100 at tadoc.org.

+ +

+ROCP - Rate of change Percentage: (price-prevPrice)/prevPrice

+ +
real = ROCP(close, timeperiod=10)
+
+ +

Learn more about the Rate of change Percentage: (price-prevPrice)/prevPrice at tadoc.org.

+ +

+ROCR - Rate of change ratio: (price/prevPrice)

+ +
real = ROCR(close, timeperiod=10)
+
+ +

Learn more about the Rate of change ratio: (price/prevPrice) at tadoc.org.

+ +

+ROCR100 - Rate of change ratio 100 scale: (price/prevPrice)*100

+ +
real = ROCR100(close, timeperiod=10)
+
+ +

Learn more about the Rate of change ratio 100 scale: (price/prevPrice)*100 at tadoc.org.

+ +

+RSI - Relative Strength Index

+ +
real = RSI(close, timeperiod=14)
+
+ +

Learn more about the Relative Strength Index at tadoc.org.

+ +

+STOCH - Stochastic

+ +
slowk, slowd = STOCH(high, low, close, fastk_period=5, slowk_period=3, slowk_matype=0, slowd_period=3, slowd_matype=0)
+
+ +

Learn more about the Stochastic at tadoc.org.

+ +

+STOCHF - Stochastic Fast

+ +
fastk, fastd = STOCHF(high, low, close, fastk_period=5, fastd_period=3, fastd_matype=0)
+
+ +

Learn more about the Stochastic Fast at tadoc.org.

+ +

+STOCHRSI - Stochastic Relative Strength Index

+ +
fastk, fastd = STOCHRSI(close, timeperiod=14, fastk_period=5, fastd_period=3, fastd_matype=0)
+
+ +

Learn more about the Stochastic Relative Strength Index at tadoc.org.

+ +

+TRIX - 1-day Rate-Of-Change (ROC) of a Triple Smooth EMA

+ +
real = TRIX(close, timeperiod=30)
+
+ +

Learn more about the 1-day Rate-Of-Change (ROC) of a Triple Smooth EMA at tadoc.org.

+ +

+ULTOSC - Ultimate Oscillator

+ +
real = ULTOSC(high, low, close, timeperiod1=7, timeperiod2=14, timeperiod3=28)
+
+ +

Learn more about the Ultimate Oscillator at tadoc.org.

+ +

+WILLR - Williams' %R

+ +
real = WILLR(high, low, close, timeperiod=14)
+
+ +

Learn more about the Williams' %R at tadoc.org.

+ +

Documentation Index +All Function Groups

+
+ + + + + + diff --git a/func_groups/overlap_studies.html b/func_groups/overlap_studies.html new file mode 100644 index 000000000..d76e878bd --- /dev/null +++ b/func_groups/overlap_studies.html @@ -0,0 +1,183 @@ + + + + + + + + + TA-Lib + + + +
+
+ Browse TA-Lib on GitHub +
+ +
+
+

TA-Lib

+

Python wrapper for TA-Lib (http://ta-lib.org/).

+
+ Download this project as a .zip file + Download this project as a tar.gz file +
+
+
+ + +
+
+Overlap Studies Functions + +

+BBANDS - Bollinger Bands

+ +
upperband, middleband, lowerband = BBANDS(close, timeperiod=5, nbdevup=2, nbdevdn=2, matype=0)
+
+ +

Learn more about the Bollinger Bands at tadoc.org.

+ +

+DEMA - Double Exponential Moving Average

+ +
real = DEMA(close, timeperiod=30)
+
+ +

Learn more about the Double Exponential Moving Average at tadoc.org.

+ +

+EMA - Exponential Moving Average

+ +
real = EMA(close, timeperiod=30)
+
+ +

Learn more about the Exponential Moving Average at tadoc.org.

+ +

+HT_TRENDLINE - Hilbert Transform - Instantaneous Trendline

+ +
real = HT_TRENDLINE(close)
+
+ +

Learn more about the Hilbert Transform - Instantaneous Trendline at tadoc.org.

+ +

+KAMA - Kaufman Adaptive Moving Average

+ +
real = KAMA(close, timeperiod=30)
+
+ +

Learn more about the Kaufman Adaptive Moving Average at tadoc.org.

+ +

+MA - Moving average

+ +
real = MA(close, timeperiod=30, matype=0)
+
+ +

+MAMA - MESA Adaptive Moving Average

+ +
mama, fama = MAMA(close, fastlimit=0, slowlimit=0)
+
+ +

Learn more about the MESA Adaptive Moving Average at tadoc.org.

+ +

+MAVP - Moving average with variable period

+ +
real = MAVP(close, periods, minperiod=2, maxperiod=30, matype=0)
+
+ +

+MIDPOINT - MidPoint over period

+ +
real = MIDPOINT(close, timeperiod=14)
+
+ +

Learn more about the MidPoint over period at tadoc.org.

+ +

+MIDPRICE - Midpoint Price over period

+ +
real = MIDPRICE(high, low, timeperiod=14)
+
+ +

Learn more about the Midpoint Price over period at tadoc.org.

+ +

+SAR - Parabolic SAR

+ +
real = SAR(high, low, acceleration=0, maximum=0)
+
+ +

Learn more about the Parabolic SAR at tadoc.org.

+ +

+SAREXT - Parabolic SAR - Extended

+ +
real = SAREXT(high, low, startvalue=0, offsetonreverse=0, accelerationinitlong=0, accelerationlong=0, accelerationmaxlong=0, accelerationinitshort=0, accelerationshort=0, accelerationmaxshort=0)
+
+ +

+SMA - Simple Moving Average

+ +
real = SMA(close, timeperiod=30)
+
+ +

Learn more about the Simple Moving Average at tadoc.org.

+ +

+T3 - Triple Exponential Moving Average (T3)

+ +
real = T3(close, timeperiod=5, vfactor=0)
+
+ +

Learn more about the Triple Exponential Moving Average (T3) at tadoc.org.

+ +

+TEMA - Triple Exponential Moving Average

+ +
real = TEMA(close, timeperiod=30)
+
+ +

Learn more about the Triple Exponential Moving Average at tadoc.org.

+ +

+TRIMA - Triangular Moving Average

+ +
real = TRIMA(close, timeperiod=30)
+
+ +

Learn more about the Triangular Moving Average at tadoc.org.

+ +

+WMA - Weighted Moving Average

+ +
real = WMA(close, timeperiod=30)
+
+ +

Learn more about the Weighted Moving Average at tadoc.org.

+ +

Documentation Index +All Function Groups

+
+ + + + + + diff --git a/func_groups/pattern_recognition.html b/func_groups/pattern_recognition.html new file mode 100644 index 000000000..1fca19174 --- /dev/null +++ b/func_groups/pattern_recognition.html @@ -0,0 +1,419 @@ + + + + + + + + + TA-Lib + + + +
+
+ Browse TA-Lib on GitHub +
+ +
+
+

TA-Lib

+

Python wrapper for TA-Lib (http://ta-lib.org/).

+
+ Download this project as a .zip file + Download this project as a tar.gz file +
+
+
+ + +
+
+Pattern Recognition Functions + +

+CDL2CROWS - Two Crows

+ +
integer = CDL2CROWS(open, high, low, close)
+
+ +

+CDL3BLACKCROWS - Three Black Crows

+ +
integer = CDL3BLACKCROWS(open, high, low, close)
+
+ +

+CDL3INSIDE - Three Inside Up/Down

+ +
integer = CDL3INSIDE(open, high, low, close)
+
+ +

+CDL3LINESTRIKE - Three-Line Strike

+ +
integer = CDL3LINESTRIKE(open, high, low, close)
+
+ +

+CDL3OUTSIDE - Three Outside Up/Down

+ +
integer = CDL3OUTSIDE(open, high, low, close)
+
+ +

+CDL3STARSINSOUTH - Three Stars In The South

+ +
integer = CDL3STARSINSOUTH(open, high, low, close)
+
+ +

+CDL3WHITESOLDIERS - Three Advancing White Soldiers

+ +
integer = CDL3WHITESOLDIERS(open, high, low, close)
+
+ +

+CDLABANDONEDBABY - Abandoned Baby

+ +
integer = CDLABANDONEDBABY(open, high, low, close, penetration=0)
+
+ +

+CDLADVANCEBLOCK - Advance Block

+ +
integer = CDLADVANCEBLOCK(open, high, low, close)
+
+ +

+CDLBELTHOLD - Belt-hold

+ +
integer = CDLBELTHOLD(open, high, low, close)
+
+ +

+CDLBREAKAWAY - Breakaway

+ +
integer = CDLBREAKAWAY(open, high, low, close)
+
+ +

+CDLCLOSINGMARUBOZU - Closing Marubozu

+ +
integer = CDLCLOSINGMARUBOZU(open, high, low, close)
+
+ +

+CDLCONCEALBABYSWALL - Concealing Baby Swallow

+ +
integer = CDLCONCEALBABYSWALL(open, high, low, close)
+
+ +

+CDLCOUNTERATTACK - Counterattack

+ +
integer = CDLCOUNTERATTACK(open, high, low, close)
+
+ +

+CDLDARKCLOUDCOVER - Dark Cloud Cover

+ +
integer = CDLDARKCLOUDCOVER(open, high, low, close, penetration=0)
+
+ +

+CDLDOJI - Doji

+ +
integer = CDLDOJI(open, high, low, close)
+
+ +

+CDLDOJISTAR - Doji Star

+ +
integer = CDLDOJISTAR(open, high, low, close)
+
+ +

+CDLDRAGONFLYDOJI - Dragonfly Doji

+ +
integer = CDLDRAGONFLYDOJI(open, high, low, close)
+
+ +

+CDLENGULFING - Engulfing Pattern

+ +
integer = CDLENGULFING(open, high, low, close)
+
+ +

+CDLEVENINGDOJISTAR - Evening Doji Star

+ +
integer = CDLEVENINGDOJISTAR(open, high, low, close, penetration=0)
+
+ +

+CDLEVENINGSTAR - Evening Star

+ +
integer = CDLEVENINGSTAR(open, high, low, close, penetration=0)
+
+ +

+CDLGAPSIDESIDEWHITE - Up/Down-gap side-by-side white lines

+ +
integer = CDLGAPSIDESIDEWHITE(open, high, low, close)
+
+ +

+CDLGRAVESTONEDOJI - Gravestone Doji

+ +
integer = CDLGRAVESTONEDOJI(open, high, low, close)
+
+ +

+CDLHAMMER - Hammer

+ +
integer = CDLHAMMER(open, high, low, close)
+
+ +

+CDLHANGINGMAN - Hanging Man

+ +
integer = CDLHANGINGMAN(open, high, low, close)
+
+ +

+CDLHARAMI - Harami Pattern

+ +
integer = CDLHARAMI(open, high, low, close)
+
+ +

+CDLHARAMICROSS - Harami Cross Pattern

+ +
integer = CDLHARAMICROSS(open, high, low, close)
+
+ +

+CDLHIGHWAVE - High-Wave Candle

+ +
integer = CDLHIGHWAVE(open, high, low, close)
+
+ +

+CDLHIKKAKE - Hikkake Pattern

+ +
integer = CDLHIKKAKE(open, high, low, close)
+
+ +

+CDLHIKKAKEMOD - Modified Hikkake Pattern

+ +
integer = CDLHIKKAKEMOD(open, high, low, close)
+
+ +

+CDLHOMINGPIGEON - Homing Pigeon

+ +
integer = CDLHOMINGPIGEON(open, high, low, close)
+
+ +

+CDLIDENTICAL3CROWS - Identical Three Crows

+ +
integer = CDLIDENTICAL3CROWS(open, high, low, close)
+
+ +

+CDLINNECK - In-Neck Pattern

+ +
integer = CDLINNECK(open, high, low, close)
+
+ +

+CDLINVERTEDHAMMER - Inverted Hammer

+ +
integer = CDLINVERTEDHAMMER(open, high, low, close)
+
+ +

+CDLKICKING - Kicking

+ +
integer = CDLKICKING(open, high, low, close)
+
+ +

+CDLKICKINGBYLENGTH - Kicking - bull/bear determined by the longer marubozu

+ +
integer = CDLKICKINGBYLENGTH(open, high, low, close)
+
+ +

+CDLLADDERBOTTOM - Ladder Bottom

+ +
integer = CDLLADDERBOTTOM(open, high, low, close)
+
+ +

+CDLLONGLEGGEDDOJI - Long Legged Doji

+ +
integer = CDLLONGLEGGEDDOJI(open, high, low, close)
+
+ +

+CDLLONGLINE - Long Line Candle

+ +
integer = CDLLONGLINE(open, high, low, close)
+
+ +

+CDLMARUBOZU - Marubozu

+ +
integer = CDLMARUBOZU(open, high, low, close)
+
+ +

+CDLMATCHINGLOW - Matching Low

+ +
integer = CDLMATCHINGLOW(open, high, low, close)
+
+ +

+CDLMATHOLD - Mat Hold

+ +
integer = CDLMATHOLD(open, high, low, close, penetration=0)
+
+ +

+CDLMORNINGDOJISTAR - Morning Doji Star

+ +
integer = CDLMORNINGDOJISTAR(open, high, low, close, penetration=0)
+
+ +

+CDLMORNINGSTAR - Morning Star

+ +
integer = CDLMORNINGSTAR(open, high, low, close, penetration=0)
+
+ +

+CDLONNECK - On-Neck Pattern

+ +
integer = CDLONNECK(open, high, low, close)
+
+ +

+CDLPIERCING - Piercing Pattern

+ +
integer = CDLPIERCING(open, high, low, close)
+
+ +

+CDLRICKSHAWMAN - Rickshaw Man

+ +
integer = CDLRICKSHAWMAN(open, high, low, close)
+
+ +

+CDLRISEFALL3METHODS - Rising/Falling Three Methods

+ +
integer = CDLRISEFALL3METHODS(open, high, low, close)
+
+ +

+CDLSEPARATINGLINES - Separating Lines

+ +
integer = CDLSEPARATINGLINES(open, high, low, close)
+
+ +

+CDLSHOOTINGSTAR - Shooting Star

+ +
integer = CDLSHOOTINGSTAR(open, high, low, close)
+
+ +

+CDLSHORTLINE - Short Line Candle

+ +
integer = CDLSHORTLINE(open, high, low, close)
+
+ +

+CDLSPINNINGTOP - Spinning Top

+ +
integer = CDLSPINNINGTOP(open, high, low, close)
+
+ +

+CDLSTALLEDPATTERN - Stalled Pattern

+ +
integer = CDLSTALLEDPATTERN(open, high, low, close)
+
+ +

+CDLSTICKSANDWICH - Stick Sandwich

+ +
integer = CDLSTICKSANDWICH(open, high, low, close)
+
+ +

+CDLTAKURI - Takuri (Dragonfly Doji with very long lower shadow)

+ +
integer = CDLTAKURI(open, high, low, close)
+
+ +

+CDLTASUKIGAP - Tasuki Gap

+ +
integer = CDLTASUKIGAP(open, high, low, close)
+
+ +

+CDLTHRUSTING - Thrusting Pattern

+ +
integer = CDLTHRUSTING(open, high, low, close)
+
+ +

+CDLTRISTAR - Tristar Pattern

+ +
integer = CDLTRISTAR(open, high, low, close)
+
+ +

+CDLUNIQUE3RIVER - Unique 3 River

+ +
integer = CDLUNIQUE3RIVER(open, high, low, close)
+
+ +

+CDLUPSIDEGAP2CROWS - Upside Gap Two Crows

+ +
integer = CDLUPSIDEGAP2CROWS(open, high, low, close)
+
+ +

+CDLXSIDEGAP3METHODS - Upside/Downside Gap Three Methods

+ +
integer = CDLXSIDEGAP3METHODS(open, high, low, close)
+
+ +

Documentation Index +All Function Groups

+
+ + + + + + diff --git a/func_groups/price_transform.html b/func_groups/price_transform.html new file mode 100644 index 000000000..c3bce1bbb --- /dev/null +++ b/func_groups/price_transform.html @@ -0,0 +1,85 @@ + + + + + + + + + TA-Lib + + + +
+
+ Browse TA-Lib on GitHub +
+ +
+
+

TA-Lib

+

Python wrapper for TA-Lib (http://ta-lib.org/).

+
+ Download this project as a .zip file + Download this project as a tar.gz file +
+
+
+ + +
+
+Price Transform Functions + +

+AVGPRICE - Average Price

+ +
real = AVGPRICE(open, high, low, close)
+
+ +

Learn more about the Average Price at tadoc.org.

+ +

+MEDPRICE - Median Price

+ +
real = MEDPRICE(high, low)
+
+ +

Learn more about the Median Price at tadoc.org.

+ +

+TYPPRICE - Typical Price

+ +
real = TYPPRICE(high, low, close)
+
+ +

Learn more about the Typical Price at tadoc.org.

+ +

+WCLPRICE - Weighted Close Price

+ +
real = WCLPRICE(high, low, close)
+
+ +

Learn more about the Weighted Close Price at tadoc.org.

+ +

Documentation Index +All Function Groups

+
+ + + + + + diff --git a/func_groups/statistic_functions.html b/func_groups/statistic_functions.html new file mode 100644 index 000000000..2caacbdbc --- /dev/null +++ b/func_groups/statistic_functions.html @@ -0,0 +1,125 @@ + + + + + + + + + TA-Lib + + + +
+
+ Browse TA-Lib on GitHub +
+ +
+
+

TA-Lib

+

Python wrapper for TA-Lib (http://ta-lib.org/).

+
+ Download this project as a .zip file + Download this project as a tar.gz file +
+
+
+ + +
+
+Statistic Functions + +

+BETA - Beta

+ +
real = BETA(high, low, timeperiod=5)
+
+ +

Learn more about the Beta at tadoc.org.

+ +

+CORREL - Pearson's Correlation Coefficient (r)

+ +
real = CORREL(high, low, timeperiod=30)
+
+ +

Learn more about the Pearson's Correlation Coefficient (r) at tadoc.org.

+ +

+LINEARREG - Linear Regression

+ +
real = LINEARREG(close, timeperiod=14)
+
+ +

Learn more about the Linear Regression at tadoc.org.

+ +

+LINEARREG_ANGLE - Linear Regression Angle

+ +
real = LINEARREG_ANGLE(close, timeperiod=14)
+
+ +

Learn more about the Linear Regression Angle at tadoc.org.

+ +

+LINEARREG_INTERCEPT - Linear Regression Intercept

+ +
real = LINEARREG_INTERCEPT(close, timeperiod=14)
+
+ +

Learn more about the Linear Regression Intercept at tadoc.org.

+ +

+LINEARREG_SLOPE - Linear Regression Slope

+ +
real = LINEARREG_SLOPE(close, timeperiod=14)
+
+ +

Learn more about the Linear Regression Slope at tadoc.org.

+ +

+STDDEV - Standard Deviation

+ +
real = STDDEV(close, timeperiod=5, nbdev=1)
+
+ +

Learn more about the Standard Deviation at tadoc.org.

+ +

+TSF - Time Series Forecast

+ +
real = TSF(close, timeperiod=14)
+
+ +

Learn more about the Time Series Forecast at tadoc.org.

+ +

+VAR - Variance

+ +
real = VAR(close, timeperiod=5, nbdev=1)
+
+ +

Learn more about the Variance at tadoc.org.

+ +

Documentation Index +All Function Groups

+
+ + + + + + diff --git a/func_groups/volatility_indicators.html b/func_groups/volatility_indicators.html new file mode 100644 index 000000000..c558940f8 --- /dev/null +++ b/func_groups/volatility_indicators.html @@ -0,0 +1,77 @@ + + + + + + + + + TA-Lib + + + +
+
+ Browse TA-Lib on GitHub +
+ +
+
+

TA-Lib

+

Python wrapper for TA-Lib (http://ta-lib.org/).

+
+ Download this project as a .zip file + Download this project as a tar.gz file +
+
+
+ + +
+
+Volatility Indicator Functions + +

+ATR - Average True Range

+ +
real = ATR(high, low, close, timeperiod=14)
+
+ +

Learn more about the Average True Range at tadoc.org.

+ +

+NATR - Normalized Average True Range

+ +
real = NATR(high, low, close, timeperiod=14)
+
+ +

Learn more about the Normalized Average True Range at tadoc.org.

+ +

+TRANGE - True Range

+ +
real = TRANGE(high, low, close)
+
+ +

Learn more about the True Range at tadoc.org.

+ +

Documentation Index +All Function Groups

+
+ + + + + + diff --git a/func_groups/volume_indicators.html b/func_groups/volume_indicators.html new file mode 100644 index 000000000..b7a9303ab --- /dev/null +++ b/func_groups/volume_indicators.html @@ -0,0 +1,77 @@ + + + + + + + + + TA-Lib + + + +
+
+ Browse TA-Lib on GitHub +
+ +
+
+

TA-Lib

+

Python wrapper for TA-Lib (http://ta-lib.org/).

+
+ Download this project as a .zip file + Download this project as a tar.gz file +
+
+
+ + +
+
+Volume Indicator Functions + +

+AD - Chaikin A/D Line

+ +
real = AD(high, low, close, volume)
+
+ +

Learn more about the Chaikin A/D Line at tadoc.org.

+ +

+ADOSC - Chaikin A/D Oscillator

+ +
real = ADOSC(high, low, close, volume, fastperiod=3, slowperiod=10)
+
+ +

Learn more about the Chaikin A/D Oscillator at tadoc.org.

+ +

+OBV - On Balance Volume

+ +
real = OBV(volume)
+
+ +

Learn more about the On Balance Volume at tadoc.org.

+ +

Documentation Index +All Function Groups

+
+ + + + + + diff --git a/funcs.html b/funcs.html new file mode 100644 index 000000000..7fb74b6ef --- /dev/null +++ b/funcs.html @@ -0,0 +1,283 @@ + + + + + + + + + TA-Lib + + + +
+
+ Browse TA-Lib on GitHub +
+ +
+
+

TA-Lib

+

Python wrapper for TA-Lib (http://ta-lib.org/).

+
+ Download this project as a .zip file + Download this project as a tar.gz file +
+
+
+ + +
+
+All Supported Indicators and Functions + + + +

+Overlap Studies +

+ +
BBANDS               Bollinger Bands
+DEMA                 Double Exponential Moving Average
+EMA                  Exponential Moving Average
+HT_TRENDLINE         Hilbert Transform - Instantaneous Trendline
+KAMA                 Kaufman Adaptive Moving Average
+MA                   Moving average
+MAMA                 MESA Adaptive Moving Average
+MAVP                 Moving average with variable period
+MIDPOINT             MidPoint over period
+MIDPRICE             Midpoint Price over period
+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
+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
+
+ +

+Volume Indicators +

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

+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
+
+ +

+Price Transform +

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

+Volatility Indicators +

+ +
ATR                  Average True Range
+NATR                 Normalized Average True Range
+TRANGE               True Range
+
+ +

+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 +

+ +
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
+
+ +

+Math Transform +

+ +
ACOS                 Vector Trigonometric ACos
+ASIN                 Vector Trigonometric ASin
+ATAN                 Vector Trigonometric ATan
+CEIL                 Vector Ceil
+COS                  Vector Trigonometric Cos
+COSH                 Vector Trigonometric Cosh
+EXP                  Vector Arithmetic Exp
+FLOOR                Vector Floor
+LN                   Vector Log Natural
+LOG10                Vector Log10
+SIN                  Vector Trigonometric Sin
+SINH                 Vector Trigonometric Sinh
+SQRT                 Vector Square Root
+TAN                  Vector Trigonometric Tan
+TANH                 Vector Trigonometric Tanh
+
+ +

+Math Operators +

+ +
ADD                  Vector Arithmetic Add
+DIV                  Vector Arithmetic Div
+MAX                  Highest value over a specified period
+MAXINDEX             Index of highest value over a specified period
+MIN                  Lowest value over a specified period
+MININDEX             Index of lowest value over a specified period
+MINMAX               Lowest and highest values over a specified period
+MINMAXINDEX          Indexes of lowest and highest values over a specified period
+MULT                 Vector Arithmetic Mult
+SUB                  Vector Arithmetic Substraction
+SUM                  Summation
+
+ +

Documentation Index

+
+ + + + + + diff --git a/index.html b/index.html new file mode 100644 index 000000000..4cd19d562 --- /dev/null +++ b/index.html @@ -0,0 +1,349 @@ + + + + + + + + + TA-Lib + + + +
+
+ Browse TA-Lib on GitHub +
+ +
+
+

TA-Lib

+

Python wrapper for TA-Lib (http://ta-lib.org/).

+
+ Download this project as a .zip file + Download this project as a tar.gz file +
+
+
+ + +
+
+About + +

This is a Python wrapper for TA-LIB based on Cython +instead of SWIG. From the homepage:

+ +
+

TA-Lib is widely used by trading software developers requiring to perform +technical analysis of financial market data.

+ +
    +
  • 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
    • +
+
+ +

The original Python bindings use SWIG which unfortunately +are difficult to install and aren't as efficient as they could be. Therefore +this project uses Cython and Numpy to efficiently and cleanly bind to TA-Lib +-- producing results 2-4 times faster than the SWIG interface.

+ +

+ +Install TA-Lib or Read the Docs +

+ +

+Examples

+ +

Similar to TA-Lib, the function interface provides a lightweight wrapper of +the exposed TA-Lib indicators.

+ +

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.

+ +

All of the following examples use the function API:

+ +
import numpy
+import talib
+
+close = numpy.random.random(100)
+ +

Calculate a simple moving average of the close prices:

+ +
output = talib.SMA(close)
+ +

Calculating bollinger bands, with triple exponential moving average:

+ +
from talib import MA_Type
+
+upper, middle, lower = talib.BBANDS(close, matype=MA_Type.T3)
+ +

Calculating momentum of the close prices, with a time period of 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:

+ +
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)
+}
+ +

Functions can either be imported directly or instantiated by name:

+ +
from talib import abstract
+sma = abstract.SMA
+sma = abstract.Function('sma')
+ +

From there, calling functions is basically the same as the function API:

+ +
from talib.abstract import *
+output = SMA(input_arrays, timeperiod=25) # calculate on close prices by default
+output = SMA(input_arrays, timeperiod=25, price='open') # calculate on opens
+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'])
+ +

Learn about more advanced usage of TA-Lib here.

+ +

+Supported Indicators

+ +

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):

+ +
import talib
+
+print talib.get_functions()
+print talib.get_function_groups()
+ +

+Function Groups

+ + + +

+Overlap Studies +

+ +
BBANDS               Bollinger Bands
+DEMA                 Double Exponential Moving Average
+EMA                  Exponential Moving Average
+HT_TRENDLINE         Hilbert Transform - Instantaneous Trendline
+KAMA                 Kaufman Adaptive Moving Average
+MA                   Moving average
+MAMA                 MESA Adaptive Moving Average
+MAVP                 Moving average with variable period
+MIDPOINT             MidPoint over period
+MIDPRICE             Midpoint Price over period
+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
+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
+
+ +

+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
+TRANGE               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 +

+ +
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
+
+
+ + + + + + diff --git a/install.html b/install.html new file mode 100644 index 000000000..e16e0e14d --- /dev/null +++ b/install.html @@ -0,0 +1,107 @@ + + + + + + + + + TA-Lib + + + +
+
+ Browse TA-Lib on GitHub +
+ +
+
+

TA-Lib

+

Python wrapper for TA-Lib (http://ta-lib.org/).

+
+ Download this project as a .zip file + Download this project as a tar.gz file +
+
+
+ + +
+
+Installation + +

You can install from PyPI:

+ +
$ pip install TA-Lib
+
+ +

Or checkout the sources and run setup.py yourself:

+ +
$ python setup.py install
+
+ +

+Troubleshooting Install Errors

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

If you get build errors like this, it typically means that it can't find the +underlying TA-Lib library and needs to be installed:

+ +

+Dependencies

+ +

To use TA-Lib for python, you need to have the TA-Lib +already installed:

+ +

+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.

+
+ +

Documentation Index +Next: Using the Function API

+
+ + + + + + From c8e3c4cdf22eec4b945d3409b2c071299deb29cc Mon Sep 17 00:00:00 2001 From: John Benediktsson Date: Sun, 3 May 2015 17:31:10 -0700 Subject: [PATCH 2/7] adding stylesheet. --- stylesheets/stylesheet.css | 429 +++++++++++++++++++++++++++++++++++++ 1 file changed, 429 insertions(+) create mode 100644 stylesheets/stylesheet.css diff --git a/stylesheets/stylesheet.css b/stylesheets/stylesheet.css new file mode 100644 index 000000000..bfc79143e --- /dev/null +++ b/stylesheets/stylesheet.css @@ -0,0 +1,429 @@ +/******************************************************************************* +Slate Theme for Github Pages +by Jason Costello, @jsncostello +*******************************************************************************/ + +@import url(pygment_trac.css); + +/******************************************************************************* +MeyerWeb Reset +*******************************************************************************/ + +html, body, div, span, applet, object, iframe, +h1, h2, h3, h4, h5, h6, p, blockquote, pre, +a, abbr, acronym, address, big, cite, code, +del, dfn, em, img, ins, kbd, q, s, samp, +small, strike, strong, sub, sup, tt, var, +b, u, i, center, +dl, dt, dd, ol, ul, li, +fieldset, form, label, legend, +table, caption, tbody, tfoot, thead, tr, th, td, +article, aside, canvas, details, embed, +figure, figcaption, footer, header, hgroup, +menu, nav, output, ruby, section, summary, +time, mark, audio, video { + margin: 0; 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+ margin: 10px 0 10px 0; + border: 1px solid #ebebeb; + + box-shadow: 0 0 5px #ebebeb; + -webkit-box-shadow: 0 0 5px #ebebeb; + -moz-box-shadow: 0 0 5px #ebebeb; + -o-box-shadow: 0 0 5px #ebebeb; + -ms-box-shadow: 0 0 5px #ebebeb; +} + +pre, code { + width: 100%; + color: #222; + background-color: #fff; + + font-family: Monaco, "Bitstream Vera Sans Mono", "Lucida Console", Terminal, monospace; + font-size: 14px; + + border-radius: 2px; + -moz-border-radius: 2px; + -webkit-border-radius: 2px; + + + +} + +pre { + width: 100%; + padding: 10px; + box-shadow: 0 0 10px rgba(0,0,0,.1); + overflow: auto; +} + +code { + padding: 3px; + margin: 0 3px; + box-shadow: 0 0 10px rgba(0,0,0,.1); +} + +pre code { + display: block; + box-shadow: none; +} + +blockquote { + color: #666; + margin-bottom: 20px; + padding: 0 0 0 20px; + border-left: 3px solid #bbb; +} + +ul, ol, dl { + margin-bottom: 15px +} + +ul li { + list-style: inside; + padding-left: 20px; +} + +ol li { + list-style: decimal inside; + padding-left: 20px; +} + +dl dt { + font-weight: bold; +} + +dl dd { + padding-left: 20px; + font-style: italic; +} + +dl p { + padding-left: 20px; + font-style: italic; +} + +hr { + height: 1px; + margin-bottom: 5px; + border: none; + background: url('../images/bg_hr.png') repeat-x center; +} + +table { + border: 1px solid #373737; + margin-bottom: 20px; + text-align: left; + } + +th { + font-family: 'Lucida Grande', 'Helvetica Neue', Helvetica, Arial, sans-serif; + padding: 10px; + background: #373737; + color: #fff; + } + +td { + padding: 10px; + border: 1px solid #373737; + } + +form { + background: #f2f2f2; + padding: 20px; +} + +img { + width: 100%; + max-width: 100%; +} + +/******************************************************************************* +Full-Width Styles +*******************************************************************************/ + +.outer { + width: 100%; +} + +.inner { + position: relative; + max-width: 640px; + padding: 20px 10px; + margin: 0 auto; +} + +#forkme_banner { + display: block; + position: absolute; + top:0; + right: 10px; + z-index: 10; + padding: 10px 50px 10px 10px; + color: #fff; + background: url('../images/blacktocat.png') #0090ff no-repeat 95% 50%; + font-weight: 700; + box-shadow: 0 0 10px rgba(0,0,0,.5); + border-bottom-left-radius: 2px; + border-bottom-right-radius: 2px; +} + +#header_wrap { + background: #212121; + background: -moz-linear-gradient(top, #373737, #212121); + background: -webkit-linear-gradient(top, #373737, #212121); + background: -ms-linear-gradient(top, #373737, #212121); + background: -o-linear-gradient(top, #373737, #212121); + background: linear-gradient(top, #373737, #212121); +} + +#header_wrap .inner { + padding: 50px 10px 30px 10px; +} + +#project_title { + margin: 0; + color: #fff; + font-size: 42px; + font-weight: 700; + text-shadow: #111 0px 0px 10px; +} + +#project_tagline { + color: #fff; + font-size: 24px; + font-weight: 300; + background: none; + text-shadow: #111 0px 0px 10px; +} + +#downloads { + position: absolute; + width: 210px; + z-index: 10; + bottom: -40px; + right: 0; + height: 70px; + background: url('../images/icon_download.png') no-repeat 0% 90%; +} + +.zip_download_link { + display: block; + float: right; + width: 90px; + height:70px; + text-indent: -5000px; + overflow: hidden; + background: url(../images/sprite_download.png) no-repeat bottom left; +} + +.tar_download_link { + display: block; + float: right; + width: 90px; + height:70px; + text-indent: -5000px; + overflow: hidden; + background: url(../images/sprite_download.png) no-repeat bottom right; + margin-left: 10px; +} + +.zip_download_link:hover { + background: url(../images/sprite_download.png) no-repeat top left; +} + +.tar_download_link:hover { + background: url(../images/sprite_download.png) no-repeat top right; +} + +#main_content_wrap { + background: #f2f2f2; + border-top: 1px solid #111; + border-bottom: 1px solid #111; +} + +#main_content { + padding-top: 40px; +} + +#footer_wrap { + background: #212121; +} + + + +/******************************************************************************* +Small Device Styles +*******************************************************************************/ + +@media screen and (max-width: 480px) { + body { + font-size:14px; 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color: #FF0000 } /* Generic.Error */ +.highlight .gh { color: #003300; font-weight: bold } /* Generic.Heading */ +.highlight .gi { background-color: #CCFFCC; border: 1px solid #00CC00 } /* Generic.Inserted */ +.highlight .go { color: #AAAAAA } /* Generic.Output */ +.highlight .gp { color: #000099; font-weight: bold } /* Generic.Prompt */ +.highlight .gs { font-weight: bold } /* Generic.Strong */ +.highlight .gu { color: #003300; font-weight: bold } /* Generic.Subheading */ +.highlight .gt { color: #99CC66 } /* Generic.Traceback */ +.highlight .kc { color: #006699; font-weight: bold } /* Keyword.Constant */ +.highlight .kd { color: #006699; font-weight: bold } /* Keyword.Declaration */ +.highlight .kn { color: #006699; font-weight: bold } /* Keyword.Namespace */ +.highlight .kp { color: #006699 } /* Keyword.Pseudo */ +.highlight .kr { color: #006699; font-weight: bold } /* Keyword.Reserved */ +.highlight .kt { color: #007788; font-weight: bold } /* Keyword.Type */ +.highlight .m { color: #FF6600 } /* Literal.Number */ +.highlight .s { color: #CC3300 } /* Literal.String */ +.highlight .na { color: #330099 } /* Name.Attribute */ +.highlight .nb { color: #336666 } /* Name.Builtin */ +.highlight .nc { color: #00AA88; font-weight: bold } /* Name.Class */ +.highlight .no { color: #336600 } /* Name.Constant */ +.highlight .nd { color: #9999FF } /* Name.Decorator */ +.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */ +.highlight .ne { color: #CC0000; font-weight: bold } /* Name.Exception */ +.highlight .nf { color: #CC00FF } /* Name.Function */ +.highlight .nl { color: #9999FF } /* Name.Label */ +.highlight .nn { color: #00CCFF; font-weight: bold } /* Name.Namespace */ +.highlight .nt { color: #330099; font-weight: bold } /* Name.Tag */ +.highlight .nv { color: #003333 } /* Name.Variable */ +.highlight .ow { color: #000000; font-weight: bold } /* Operator.Word */ +.highlight .w { color: #bbbbbb } /* Text.Whitespace */ +.highlight .mf { color: #FF6600 } /* Literal.Number.Float */ +.highlight .mh { color: #FF6600 } /* Literal.Number.Hex */ +.highlight .mi { color: #FF6600 } /* Literal.Number.Integer */ +.highlight .mo { color: #FF6600 } /* Literal.Number.Oct */ +.highlight .sb { color: #CC3300 } /* Literal.String.Backtick */ +.highlight .sc { color: #CC3300 } /* Literal.String.Char */ +.highlight .sd { color: #CC3300; font-style: italic } /* Literal.String.Doc */ +.highlight .s2 { color: #CC3300 } /* Literal.String.Double */ +.highlight .se { color: #CC3300; font-weight: bold } /* Literal.String.Escape */ +.highlight .sh { color: #CC3300 } /* Literal.String.Heredoc */ +.highlight .si { color: #AA0000 } /* Literal.String.Interpol */ +.highlight .sx { color: #CC3300 } /* Literal.String.Other */ +.highlight .sr { color: #33AAAA } /* Literal.String.Regex */ +.highlight .s1 { color: #CC3300 } /* Literal.String.Single */ +.highlight .ss { color: #FFCC33 } /* Literal.String.Symbol */ +.highlight .bp { color: #336666 } /* Name.Builtin.Pseudo */ +.highlight .vc { color: #003333 } /* Name.Variable.Class */ +.highlight .vg { color: #003333 } /* Name.Variable.Global */ +.highlight .vi { color: #003333 } /* Name.Variable.Instance */ +.highlight .il { color: #FF6600 } /* Literal.Number.Integer.Long */ + +.type-csharp .highlight .k { color: #0000FF } +.type-csharp .highlight .kt { color: #0000FF } +.type-csharp .highlight .nf { color: #000000; font-weight: normal } +.type-csharp .highlight .nc { color: #2B91AF } +.type-csharp .highlight .nn { color: #000000 } +.type-csharp .highlight .s { color: #A31515 } +.type-csharp .highlight .sc { color: #A31515 } From 21d0d6df0fa59ce34466ac999b75023bb49cafd5 Mon Sep 17 00:00:00 2001 From: John Benediktsson Date: Sun, 3 May 2015 18:13:10 -0700 Subject: [PATCH 4/7] try to fix syntax highlighting. --- index.html | 2 +- stylesheets/github-light.css | 115 +++++++++++++++++++++++++++++++++++ stylesheets/stylesheet.css | 1 + 3 files changed, 117 insertions(+), 1 deletion(-) create mode 100644 stylesheets/github-light.css diff --git a/index.html b/index.html index 4cd19d562..651c2ac3f 100644 --- a/index.html +++ b/index.html @@ -12,7 +12,7 @@
- Browse TA-Lib on GitHub + View on GitHub
+