Metadata-Version: 1.0
Name: pgabc
Version: 1.0
Summary: Data calulation
Home-page: https://github.com/HewayPg
Author: WangMIN
Author-email: pgabc@sina.com
License: MIT License
Description: ## pgabc为数据分析提供各种帮助
        
        ## 需要安装pandas numpy talib 
        
        
        ##类内容：
        ##class Indicator():
        ##    """数据指数函数 可变列host_nv ,user_wm,passwd_wm,db_wm,chareset_wm来适应不同要求"""
        ##    period = 6    #系数
        ##    weight = 0.2
        ##    k = 12
        ##    ts_code = '000001.SZ'
        ##    time_temp = datetime.datetime.now() - datetime.timedelta(days=0)
        ##    given_dt = time_temp.strftime('%Y%m%d')
        ##    def __init__(self,df_wm,start_dt,end_dt):   
        ##        self.df_wm = df_wm
        ##        self.start_dt = start_dt
        ##        self.end_dt = end_dt
        ##        #self.cho_dt = self.cho_dt
        
        ##    def ma(self):
        ##        #返回是的DATA 可以用data.iloc[-1].ma_5等方式获得数据,可以直接用ma_wm[1]来得到最后一个数据
        ##        data = self.df_wm[(self.df_wm['ts_code']==self.ts_code)&(self.df_wm['trade_date']>=self.start_dt)&(self.df_wm['trade_date']<=self.given_dt)] 
        ##        data.drop_duplicates(subset=['ts_code','trade_date'],keep='first',inplace=True)  #去重
        ##        data = data.reset_index()   #重新排
        ##        data['ma_{}'.format(str(self.k))] = data.close.rolling(self.k).mean()    #5日收盘价均值
        ##        print(data.tail())
        ##        ma_wm = data.iloc[-1]['ma_{}'.format(str(self.k))]
        ##        return data,ma_wm
        ##   ...
        
        
        ## 主要指标
             ma(self,k:int = 10):
                #index_1
        
             ema(self,k:int = 10):
                #index_2
        
             rsi_wm(self,period:int = 6):
                #index_3  不推荐
                #RSI相对强弱指标
                #相对强弱指数（RSI）是通过比较一段时期内的平均收盘涨数和平均收盘跌数来分析市场买沽盘的意向和实力，从而作出未来市场的走势
            
             sma(self,k:int = 5):
                #index_4
                #计算PRICE_WM K天的简单平均数
        
             wma(self,timeperiod:int=30):
                #index_5 wma     
            
             ewma(self,period:int = 5,exponential:float = 0.2):
                #index_6
                # 计算PRICE_WM 期数为PERIOD天,EXPONENTIAL权数的指数加权平均数
            
             momentum(self,period:int = 19):
                #index_7
                #momentum trading strategy 动量交易策略 现价比PERIOND_WM前的价差
        
             macd(self,period1:int = 12,period2:int = 26,period3:int=9):
                #index_8
        
             kdj(self,n:int = 9,m1:int = 3,m2:int = 3):
                #index_9
                #kdj 9,3,3 数据
        
             bias(self,n1:int = 6,n2:int = 12,n3:int = 24):
                #index_10
                #bias指标  6,12,24
                #N期BIAS=(当日收盘价-N期平均收盘价)/N期平均收盘价*100%
        
             wr(self,n1:int = 10,n2:int = 6):
                #index_11
                #威廉指标
        
             obv(self,n:int = 30):
                #index_12
        
             boll(self):
                #index_13 
                #布林线指标，即BOLL指标，其英文全称是“Bollinger Bands”
        
             sun_moon(self):
                #index_14
                #生成阳线阴线标志，阳线为True ,阴线为False 
        
             k_form(self):
                #index_15
                #生成K线实体占HIGH-LOW的比重*100
        
             ma_group(self):
                #index_16 ma
                #生成数据的
        
             sma_ta(self,timeperiod:int = 30):
                #index_17 sma
                #SMA （简单移动平均线）（参数1：收盘价序列，参数2：时间周期（均线的计算长度 即 几日均线））
        
             atr(self,timeperiod:int = 14):
                #index_18
                #ATR（平均真实波幅）
                #（参数1：最高价序列，参数2：最低价序列，参数3：收盘价序列，参数4：时间周期）
        
             ht_trendline(self):
                #inex_19 ht_trendline
                #HT_TRENDLINE - Hilbert Transform - Instantaneous Trendline
        
             kama(self,timeperiod:int=30):
                #index_20 kama
                #KAMA - Kaufman Adaptive Moving Average
        
             var(self,timeperiod:int = 5,nbdev:int = 1):
                #index_21 var
                #MAMA - MESA Adaptive Moving Average
        
             tsf(self,timeperiod:int=14):
                #index_22 var
                #TSF - Time Series Forecast
        
             dema(self,timeperiod:int = 30):
                #index_23 dema
                #DEMA - Double Exponential Moving Average
        
             midpoint(self,timeperiod:int=14):
                #MIDPOINT - MidPoint over period
                #index_26 minpoint
        
             midprice(self,timeperiod:int=14):
                #index_27 midprice
                #MIDPRICE - Midpoint Price over period
        
             sar(self):
                #index_28 sar
                #SAR - Parabolic SAR
        
             sarext(self):
                #index_29 sarext
                #SAREXT - Parabolic SAR - Extended
        
             t3(self,timeperiod:int = 5):
                #index_30 t3
                #T3 - Triple Exponential Moving Average (T3)
        
             tema(self,timeperiod:int=30):
                #index_31 tema
                #TEMA - Triple Exponential Moving Average
        
             trima(self,timeperiod:int=30):
                #index_32 tirma
                #TRIMA - Triangular Moving Average
        
             wma1(self,timeperiod:int = 30):
                #index_33 wma
                #WMA - Weighted Moving Average
        
             adx(self,timeperiod:int = 14):
                #index_34 adx
                #ADX - Average Directional Movement Index
                #NOTE: The ADX function has an unstable period.
        
             adxr(self,timeperiod:int=14):
                #index_35 adxr
                #ADXR - Average Directional Movement Index Rating
                #NOTE: The ADXR function has an unstable period.
        
             apo(self,fastperiod:int=12,slowperiod:int=26):
                #index_36 apo
                #APO - Absolute Price Oscillator
        
             aroon(self,timeperiod:int=14):
                #index_37 aroon
                #AROON - Aroon
        
             aroonosc(self,timeperiod:int=14):
                #index_38 aroonosc
                #AROONOSC - Aroon Oscillator
        
             bop(self):
                #index_39 bop
                #BOP - Balance Of Power
        
             cci(self,timeperiod:int = 14):
                #index_40 cci
                #CCI - Commodity Channel Index
        
             cmo(self,timeperiod:int=14):
                #index_41 cmo
                #CMO - Chande Momentum Oscillator
        
             dx(self,timeperiod:int=14):
                #index_42 dx 
                #DX - Directional Movement Index
        
             macd_t(self,fastperiod:int=12,slowperiod:int=26,signalperiod:int=9):
                #index_43 macd
                #MACD - Moving Average Convergence/Divergence
        
             macdext(self,fastperiod:int=12,slowperiod:int=26,signalperiod:int=9):
                #index_44 macdext
                #MACDEXT - MACD with controllable MA type
        
             macdfix(self,signalperiod:int=9):
                #index_45 macdfix
                #MACDFIX - Moving Average Convergence/Divergence Fix 12/26
        
             mfi(self,timeperiod:int=14):
                #index_46 mfi
                #MFI - Money Flow Index
        
             minus_di(self,timeperiod:int=14):
                #index_47 minus_di
                #MINUS_DI - Minus Directional Indicator
        
             minus_dm(self,timeperiod:int=14):
                #index_48 minus_dm
                #MINUS_DM - Minus Directional Movement
        
             mom(self,timeperiod:int=10):
                #index_49 mom
                #MOM - Momentum
        
             plus_di(self,timeperiod:int=14):
                #index_50 plus_di
                #PLUS_DI - Plus Directional Indicator
        
             plus_dm(self,timeperiod:int=14):
                #index_51 plus_dm
                #PLUS_DM - Plus Directional Movement
        
             ppo(self,fastperiod:int=12,slowperiod:int=26):
                #index_52 ppo
                #PPO - Percentage Price Oscillator
        
             roc(self,timeperiod:int=10):
                #index_53 roc
                #ROC - Rate of change : ((price/prevPrice)-1)*100
        
             rocp(self,timeperiod:int=10):
                #index_54 rocp
                #ROCP - Rate of change Percentage: (price-prevPrice)/prevPrice
        
             rocr(self,timeperiod:int=10):
                #index_55 rocr
                #ROCP - Rate of change Percentage: (price-prevPrice)/prevPrice
        
             rocr100(self,timeperiod:int=10):
                #index_56 rocr100
                #ROCR100 - Rate of change ratio 100 scale: (price/prevPrice)*100
        
             rsi(self,timeperiod:int=14):
                #index_57 rsi
            
             stoch(self,fastk_period:int=5,slowk_period:int=3,slowd_period:int=3):
                #index_58 stoch
                #STOCH - Stochastic
        
             stochf(self,fastk_period:int=5,fastd_period:int=3):
                #index_59 stochf
                #STOCHF - Stochastic Fast
        
             stochrsi(self,timeperiod:int=14,fastk_period:int=5,fastd_period:int=3):
                #index_60 stochrsi
                #STOCHRSI - Stochastic Relative Strength Index
        
             trix(self,timeperiod:int=30):
                #index_61 trix
                #TRIX - 1-day Rate-Of-Change (ROC) of a Triple Smooth EMA
        
             ultosc(self,timeperiod1:int=7,timeperiod2:int=14,timeperiod3:int=28):
                #index_62 stochf
                #ULTOSC - Ultimate Oscillator  
        
             willr(self,timeperiod:int=14):
                #index_63 stochf
                #WILLR - Williams' %R 
        
             ad(self):
                #index_64 ad
                #AD - Chaikin A/D Line
        
             ad(self,fastperiod:int=3,slowperiod:int=10):
                #index_65 adosc
                #ADOSC - Chaikin A/D Oscillator
        
             obv_ta(self):
                #index_66 obv
                #OBV - On Balance Volume
        
             ht_dcperiod(self):
                #index_67 ht_dcperiod
                #HT_DCPERIOD - Hilbert Transform - Dominant Cycle Period
        
             ht_dcphase(self):
                #index_68 ht_dcphase    NNN
                #HT_DCPHASE - Hilbert Transform - Dominant Cycle Phase
        
             ht_phasor(self):
                #index_69 ht_phasor  NNNN
                #HT_PHASOR - Hilbert Transform - Phasor Components
        
             ht_sine(self):
                #index_70 ht_sine  NNN
                #HT_SINE - Hilbert Transform - SineWave
        
             ht_trendmode(self):
                #index_71 ht_trendmode
                #HT_TRENDMODE - Hilbert Transform - Trend vs Cycle Mode
        
             avgprice(self):
                #index_72 AVGPRICE
                #AVGPRICE - Average Price
        
             medprice(self):
                #index_73 MEDPRICE
                #MEDPRICE - Median Price
        
             typprice(self):
                #index_74 TYPPRICE
                #TYPPRICE - Typical Price
        
             wclprice(self):
                #index_75 WCLPRICE
                #WCLPRICE - Weighted Close Price
        
             atr(self,timeperiod:int=14):
                #index_76 atr
                #ATR - Average True Range
        
             natr(self,timeperiod:int=14):
                #index_77 aatr
                #NATR - Normalized Average True Range
        
             trange(self):
                #index_78 trange
                #TRANGE - True Range
        
             cdl2crows(self):
                #index_79 cdl2crows 
        
             cdl3blackcrows(self):
                #index_80 cdl3blackcrows
                #CDL3BLACKCROWS - Three Black Crows
        
             cdl3inside(self):
                #index_81 cdl3blackcrows
                #CDL3INSIDE - Three Inside Up/Down 
        
             cdl3linestrike(self):
                #index_82 cdl3cdl3linestrike
                #CDL3INSIDE - Three Inside Up/Down  
        
             cdl3outside(self):
                #index_83 cdl3outside
        
             cdl3starstinsouth(self):
                #index_84 CDL3STARSINSOUTH
                #CDL3STARSINSOUTH - Three Stars In The South
        
             cdl3whitesoldiers(self):
                #index_85  CDL3WHITESOLDIERS
                #CDL3WHITESOLDIERS - Three Advancing White Soldiers
        
             cdlabandonedbaby(self):
                #index_86  CDLABANDONEDBABY
                #CDLABANDONEDBABY - Abandoned Baby
        
             cdladvanceblock(self):
                #index_87 CDLADVANCEBLOCK
                #CDLADVANCEBLOCK - Advance Block
        
             cdlbelthold(self):
                #index_88 CDLBELTHOLD
                #CDLBELTHOLD - Belt-hold
        
             cdlbreakaway(self):
                #index_89 CDLBREAKAWAY
                #CDLBREAKAWAY - Breakaway
        
             cdlclosingmarubozu(self):
                #index_90 CDLCLOSINGMARUBOZU
                #CDLCLOSINGMARUBOZU - Closing Marubozu
        
             cdlconcealbabyswall(self):
                #index_91 CDLCLOSINGMARUBOZU
                #CDLCONCEALBABYSWALL - Concealing Baby Swallow
        
             cdlcounterattack(self):
                #index_92 CDLCOUNTERATTACK
                #CDLCOUNTERATTACK - Counterattack
        
             cdldarkcloundcover(self):
                #index_93 CDLDARKCLOUDCOVER
                #CDLDARKCLOUDCOVER - Dark Cloud Cover
        
             cdldoji(self):
                #index_94 CDLDOJI 
                #CDLDOJI - Doji
            
             cdldojistar(self):
                #index_95 CDLDOJI 
                #CDLDOJISTAR - Doji Star
        
             cdldragonflydoji(self):
                #index_96 CDLDRAGONFLYDOJI
                #CDLDRAGONFLYDOJI - Dragonfly Doji
        
             cdlengulfing(self):
                #index_97 CDLDRAGONFLYDOJI
                #CDLENGULFING - Engulfing Pattern
        
             cdleveningdojistar(self):
                #index_98 CDLEVENINGDOJISTAR
                #CDLEVENINGDOJISTAR - Evening Doji Star
        
             cdleveningstar(self):
                #index_99 CDLEVENINGSTAR 
                #CDLEVENINGSTAR - Evening Star
        
             cdlgapsidesidewhite(self):
                #index_100 CDLGAPSIDESIDEWHITE 
                #CDLGAPSIDESIDEWHITE - Up/Down-gap side-by-side white lines
        
             cdlgravestonedoji(self):
                #index_101 CDLGRAVESTONEDOJI - Gravestone Doji
                #CDLGRAVESTONEDOJI - Gravestone Doji
        
             cdlhammer(self):
                #index_102 CDLHAMMER  
                #CDLHAMMER - Hammer
        
             cdlhangingman(self):
                #index_103 CDLHANGINGMAN  
                #CDLHANGINGMAN - Hanging Man
        
             cdlharami(self):
                #index_104 CDLHARAMI 
                #CDLHARAMI - Harami Pattern
        
             cdlharamicross(self):
                #index_105 CDLHARAMICROSS 
                #CDLHARAMICROSS - Harami Cross Pattern
        
             cdlhighwave(self):
                #index_106 CDLHIGHWAVE 
                #CDLHIGHWAVE - High-Wave Candle
        
             cdlhikkake(self):
                #index_107 CDLHIKKAKE
                #CDLHIKKAKE - Hikkake Pattern
        
             cdlhikkakemod(self):
                #index_108 CDLHIKKAKEMOD 
                #CDLHIKKAKEMOD - Modified Hikkake Pattern
        
             cdlhomingpigeon(self):
                #index_109 CDLHOMINGPIGEON  
                #CDLHOMINGPIGEON - Homing Pigeon
        
             cdlidentical3crows(self):
                #index_110 CDLIDENTICAL3CROWS  
                #CDLIDENTICAL3CROWS - Identical Three Crows
        
             cdlinneck(self):
                #index_111 CDLINNECK 
                #CDLINNECK - In-Neck Pattern
        
             cdlinvertedhammer(self):
                #index_112 CDLINVERTEDHAMMER  
                #CDLINVERTEDHAMMER - Inverted Hammer
        
             cdlkicking(self):
                #index_113 CDLKICKING - Kicking
                #CDLKICKING - Kicking
        
             cdlkickingbylegngth(self):
                #index_114 CDLKICKINGBYLENGTH   
                #CDLKICKINGBYLENGTH - Kicking - bull/bear determined by the longer marubozu
        
             cdlladderbottom(self):
                #index_115 CDLLADDERBOTTOM  
                #CDLLADDERBOTTOM - Ladder Bottom
        
             cdllongleggeddoji(self):
                #index_116 CDLLONGLEGGEDDOJI  
                #CDLLONGLEGGEDDOJI - Long Legged Doji
        
             cdllongline(self):
                #index_117 CDLLONGLINE  
                #CDLLONGLINE - Long Line Candle
        
             cdlmarubozu(self):
                #index_118 CDLMARUBOZU  
                #CDLMARUBOZU - Marubozu
        
             cdlmatchinglow(self):
                #index_119 CDLMATCHINGLOW - Matching Low
                #CDLMARUBOZU - Marubozu
        
             cdlmathold(self):
                #index_119 CDLMATCHINGLOW - Matching Low
                #CDLMATHOLD - Mat Hold
        
             cdlmorningdojistar(self):
                #index_120 CDLMORNINGDOJISTAR 
                #CDLMORNINGDOJISTAR - Morning Doji Star
        
             cdlmorningstar(self):
                #index_121 CDLMORNINGSTAR 
                #CDLMORNINGSTAR - Morning Star
        
             cdlonneck(self):
                #index_122 CDLONNECK - On-Neck Pattern
                #CDLONNECK - On-Neck Pattern
        
             cdlpiercting(self):
                #index_123 CDLPIERCING - Piercing Pattern
                #CDLPIERCING - Piercing Pattern
        
             cdlrickshawman(self):
                #index_124 CDLRICKSHAWMAN 
                #CDLRICKSHAWMAN - Rickshaw Man
        
             cdlrisefall3methods(self):
                #index_125 CDLRISEFALL3METHODS  
                #CDLRISEFALL3METHODS - Rising/Falling Three Methods
        
             cdlseparatinglines(self):
                #index_126 CDLSEPARATINGLINES  
                #CDLSEPARATINGLINES - Separating Lines
        
             cdlshootingstar(self):
                #index_127 CDLSHOOTINGSTAR  
                #CDLSHOOTINGSTAR - Shooting Star
        
             cdlshortline(self):
                #index_128 CDLSHORTLINE - Short Line Candle
                #CDLSHORTLINE - Short Line Candle
        
             cdlspinningtop(self):
                #index_129 CDLSPINNINGTOP - Spinning Top
                #CDLSPINNINGTOP - Spinning Top
        
             cdlstalledpattern(self):
                #index_130 CDLSTALLEDPATTERN - Stalled Pattern
                #CDLSTALLEDPATTERN - Stalled Pattern
        
             cdlsticksandwich(self):
                #index_131 CDLSTICKSANDWICH  
                #CDLSTICKSANDWICH - Stick Sandwich
        
             cdltakuri(self):
                #index_132 CDLTAKURI
                #CDLTAKURI - Takuri (Dragonfly Doji with very long lower shadow)
        
             cdltasukigap(self):
                #index_132 CDLTASUKIGAP  
                #CDLTASUKIGAP - Tasuki Gap
        
             cdlthrusting(self):
                #index_133 CDLTHRUSTING  
                #CDLTHRUSTING - Thrusting Pattern
        
             cdltristar(self):
                #index_134 CDLTRISTAR  
                #CDLTRISTAR - Tristar Pattern
        
             cdlunique3river(self):
                #index_135 CDLUNIQUE3RIVER  
                #CDLUNIQUE3RIVER - Unique 3 River
        
             cdlupsidegap2crows(self):
                #index_136 CDLUPSIDEGAP2CROWS  
                #CDLUPSIDEGAP2CROWS - Upside Gap Two Crows
        
             cdlxsidegap3methods(self):
                #index_137 CDLXSIDEGAP3METHODS  
                #CDLXSIDEGAP3METHODS - Upside/Downside Gap Three Methods
        
             beta(self,timeperiod:int=5):
                #index_138 BETA 
                #BETA - Beta
        
             correl(self,timeperiod:int=30):
                #index_139 CORREL            
                #CORREL - Pearson's Correlation Coefficient (r)
        
             linearreg(self,timeperiod:int=14):
                #index_140 LINEARREG
                #LINEARREG - Linear Regression
        
             linearreg_angle(self,timeperiod:int=14):
                #index_141 LINEARREG_ANGLE
                #LINEARREG_ANGLE - Linear Regression Angle
        
             linearreg_intercept(self,timeperiod:int=14):
                #index_142 LINEARREG_INTERCEPT 
                #LINEARREG_INTERCEPT - Linear Regression Intercept
        
             linearreg_slope(self,timeperiod:int=14):
                #index_143 LINEARREG_SLOPE 
                #LINEARREG_SLOPE - Linear Regression Slope
        
             stddev(self,timeperiod:int=5,nbdev:int=1):
                #index_144 STDDEV
                #STDDEV - Standard Deviation
        
             tsf(self,timeperiod:int=14):
                #index_145 TSF 
                #TSF - Time Series Forecast
        
             var_ta(self,timeperiod:int=5,nbdev:int=1):
                #index_146 VAR 
                #VAR - Variance
        
             acos(self):
                #index_147 ACOS 
                #ACOS - Vector Trigonometric ACos
        
             asin(self):
                #index_148 ASIN 
                #ASIN - Vector Trigonometric ASin
        
             atan(self):
                #index_149 ATAN 
                #ATAN - Vector Trigonometric ATan
        
             ceil(self):
                #index_150 CEIL
                #CEIL - Vector Ceil
        
             cos(self):
                #index_151 COS
                #COS - Vector Trigonometric Cos
        
             cosh(self):
                #index_152 COSH 
                #COSH - Vector Trigonometric Cosh
        
             exp(self):
                #index_152 EXP
                #EXP
        
             floor(self):
                #index_153 FLOOR 
                #FLOOR - Vector Floor
        
             ln(self):
                #index_154 LN 
                #LN - Vector Log Natural
        
             log10(self):
                #index_155 LOG10 
                #LOG10 - Vector Log10
        
             sin(self):
                #index_156 SIN
                #SIN - Vector Trigonometric Sin
        
             sinh(self):
                #index_157 SINH 
                #SINH - Vector Trigonometric Sinh
        
             sqrt(self):
                #index_158 SQRT 
                #SQRT - Vector Square Root
        
             tan(self):
                #index_159 TAN 
                #TAN - Vector Trigonometric Tan
        
             tanh(self):
                #index_160 TANH 
                #TANH - Vector Trigonometric Tanh
        
             add(self):
                #index_161  ADD 
                #ADD - Vector Arithmetic Add
        
             div(self):
                #index_162 DIV 
                #DIV - Vector Arithmetic Div
        
             max(self,timeperiod:int=30):
                #index_163 MAX 
        
             maxindex(self,timeperiod:int=30):
                #index_164 MAXINDEX 
                #MAXINDEX - Index of highest value over a specified period
        
             min(self,timeperiod:int=30):
                #index_165 MIN 
                #MIN - Lowest value over a specified period
        
             minindex(self,timeperiod:int=30):
                #index_166 MININDEX 
                #MININDEX - Index of lowest value over a specified period
        
             minmax(self,timeperiod:int=30):
                #index_167 MINMAX 
                #MINMAX - Lowest and highest values over a specified period
        
             minmaxindex(self,timeperiod:int=30):
                #index_168 MINMAXINDEX 
                #MINMAXINDEX - Indexes of lowest and highest values over a specified period
        
             mult(self):
                #index_169 MULT - Vector Arithmetic Mult
                #MULT - Vector Arithmetic Mult
        
             sub(self):
                #index_170 SUB 
                #SUB - Vector Arithmetic Substraction
        
             sum(self,timeperiod:int=30):
                #index_171 SUM 
                #SUM - Summation
        
        ## 应用
        
        ##安装 pip install pgabc
        
        ##使用举例
        
        ##  import pgabc.indicator as pg_indicator
        ## pg = pg_indicator.Indicator(df,start_dt,end_dt)     #引入类  df 是数据pandas格式 ， 一般有 trade_date,ts_code,open,high,low,close,vol 等内容
        ## pg.ts_code = '600999.SH'                            #选定股票
        ## pg.given_dt = '20200701'                            #设定指定日期，默认是当前日期
        ## df = pg.ema(k=12)                                   #生成12日ema数据              
        
        
        
        ## 免责声明：
        ##本系统所有内容仅供参考使用。这些内容并不构成对任何投资的邀约或意图。
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Keywords: indicator
Platform: UNKNOWN
