# conda install -c quantopian ta-lib
import talib
import pandas as pd
import pandas_profiling
import datetime
import re
import numpy as np
import plotly.plotly as py
import plotly.graph_objs as go
from plotly.offline import init_notebook_mode, iplot
init_notebook_mode()
company = "CDPROJEKT"
stock_data = pd.read_csv("../output/stock_data/{}.txt".format(company))
stock_data["Date"] = pd.to_datetime(stock_data["Date"], format="%Y%m%d")
stock_data.rename(columns={"Close":"close", "Open":"open", "High":"high", "Low":"low", "Volume":"volume"}, inplace=True)
stock_data.set_index(keys = "Date", drop = True, inplace = True)
stock_data.drop(axis = 1, labels = "Name", inplace = True)
from_when = datetime.datetime.now() - datetime.timedelta(365)
stock_data = stock_data[from_when:]
#stock_data = stock_data[from_when:"2019-01-02"]
# Kod 1
#https://stackoverflow.com/a/26421920/993324
cdls = re.findall('(CDL\w*)', ' '.join(dir(talib)))
# O, H, L, C = Open, High, Low, Close
O = stock_data["open"]
H = stock_data["high"]
L = stock_data["low"]
C = stock_data["close"]
for cdl in cdls: # the string that becomes the function name
toExec = getattr(talib, cdl)
out = toExec(np.array(O), np.array(H), np.array(L), np.array(C))
stock_data[cdl] = out
stock_data
open | high | low | close | volume | CDL2CROWS | CDL3BLACKCROWS | CDL3INSIDE | CDL3LINESTRIKE | CDL3OUTSIDE | ... | CDLSPINNINGTOP | CDLSTALLEDPATTERN | CDLSTICKSANDWICH | CDLTAKURI | CDLTASUKIGAP | CDLTHRUSTING | CDLTRISTAR | CDLUNIQUE3RIVER | CDLUPSIDEGAP2CROWS | CDLXSIDEGAP3METHODS | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Date | |||||||||||||||||||||
2018-02-23 | 109.7 | 110.0 | 107.30 | 108.6 | 81704 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-02-26 | 109.7 | 109.8 | 106.10 | 106.9 | 97067 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-02-27 | 107.0 | 107.6 | 105.20 | 107.6 | 86237 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-02-28 | 107.0 | 108.2 | 103.70 | 107.0 | 263866 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-03-01 | 105.8 | 106.5 | 103.30 | 104.8 | 146953 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-03-02 | 104.7 | 106.8 | 103.90 | 105.9 | 126885 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-03-05 | 106.0 | 106.5 | 104.50 | 106.0 | 126778 | 0 | 0 | 0 | 0 | 100 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-03-06 | 106.0 | 106.8 | 102.20 | 103.6 | 149552 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-03-07 | 103.7 | 109.8 | 99.65 | 109.8 | 341821 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-03-08 | 110.5 | 111.4 | 108.20 | 108.2 | 136269 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-03-09 | 108.2 | 110.5 | 106.20 | 109.5 | 333051 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-03-12 | 109.8 | 114.9 | 108.80 | 114.5 | 299351 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-03-13 | 115.0 | 115.5 | 112.80 | 114.3 | 267233 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-03-14 | 114.3 | 114.6 | 112.10 | 114.6 | 175902 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 100 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-03-15 | 114.5 | 114.6 | 113.20 | 113.5 | 249618 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-03-16 | 113.0 | 113.0 | 107.10 | 109.2 | 947313 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-03-19 | 110.4 | 112.0 | 108.00 | 109.3 | 205761 | 0 | 0 | 0 | 0 | 0 | ... | -100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-03-20 | 110.3 | 110.3 | 108.20 | 109.8 | 213151 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-03-21 | 110.5 | 113.2 | 109.00 | 112.9 | 268744 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-03-22 | 113.5 | 116.0 | 108.60 | 112.0 | 350478 | 0 | 0 | 0 | 0 | 0 | ... | -100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-03-23 | 109.3 | 111.3 | 107.30 | 111.0 | 229845 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-03-26 | 111.5 | 111.5 | 108.60 | 109.0 | 141885 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-03-27 | 110.7 | 115.2 | 110.50 | 112.9 | 215890 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-03-28 | 111.0 | 112.0 | 108.60 | 109.2 | 178170 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-03-29 | 110.3 | 111.0 | 108.70 | 109.4 | 141581 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-04-03 | 108.9 | 110.3 | 107.70 | 109.6 | 226888 | 0 | 0 | 0 | 0 | 0 | ... | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-04-04 | 109.7 | 111.6 | 108.80 | 111.5 | 283473 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-04-05 | 112.0 | 116.8 | 111.90 | 114.9 | 407094 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-04-06 | 115.5 | 121.1 | 115.50 | 120.4 | 639251 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2018-04-09 | 120.0 | 126.0 | 118.60 | 123.3 | 433609 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
2019-01-10 | 164.5 | 172.2 | 160.10 | 171.0 | 695069 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-01-11 | 173.0 | 177.1 | 164.00 | 165.1 | 484480 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-01-14 | 164.0 | 164.0 | 158.80 | 159.5 | 262026 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-01-15 | 161.2 | 164.0 | 159.00 | 162.3 | 312692 | 0 | 0 | 0 | 0 | 0 | ... | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-01-16 | 164.0 | 166.6 | 163.50 | 166.6 | 149840 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-01-17 | 165.0 | 172.0 | 164.60 | 171.1 | 369086 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-01-18 | 173.0 | 175.0 | 170.50 | 173.9 | 301796 | 0 | 0 | 0 | 0 | 0 | ... | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-01-21 | 173.8 | 173.8 | 170.70 | 172.8 | 122117 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 100 | 0 | 0 | 0 | 0 | 0 |
2019-01-22 | 172.7 | 176.4 | 172.30 | 174.1 | 148452 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-01-23 | 177.5 | 198.4 | 176.00 | 194.6 | 1224218 | 0 | 0 | 0 | 0 | 100 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-01-24 | 194.8 | 201.4 | 186.00 | 190.0 | 779462 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-01-25 | 191.0 | 194.4 | 187.80 | 189.8 | 360438 | 0 | 0 | 0 | 0 | 0 | ... | -100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-01-28 | 187.9 | 192.2 | 185.20 | 187.6 | 241278 | 0 | 0 | 0 | 0 | 0 | ... | -100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-01-29 | 187.6 | 192.6 | 185.70 | 190.1 | 222237 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-01-30 | 192.0 | 197.7 | 191.00 | 195.1 | 305933 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-01-31 | 198.0 | 199.0 | 190.00 | 190.0 | 442301 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-02-01 | 190.0 | 192.1 | 188.10 | 190.0 | 218099 | 0 | 0 | 0 | 0 | 0 | ... | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-02-04 | 190.0 | 191.0 | 187.40 | 190.7 | 180285 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 100 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-02-05 | 191.5 | 193.0 | 189.00 | 191.6 | 149697 | 0 | 0 | 0 | 0 | 0 | ... | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-02-06 | 191.0 | 191.0 | 181.10 | 182.5 | 504678 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-02-07 | 181.4 | 183.3 | 176.80 | 178.0 | 358009 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-02-08 | 177.4 | 182.3 | 176.60 | 178.3 | 341057 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-02-11 | 180.4 | 185.0 | 179.50 | 183.7 | 262880 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-02-12 | 185.0 | 185.8 | 174.10 | 177.1 | 335766 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-02-13 | 179.0 | 181.2 | 173.40 | 177.1 | 286542 | 0 | 0 | 0 | 0 | 0 | ... | -100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-02-14 | 177.1 | 179.8 | 175.60 | 178.2 | 126857 | 0 | 0 | 0 | 0 | 0 | ... | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-02-15 | 177.6 | 183.0 | 176.30 | 182.5 | 210235 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-02-18 | 184.0 | 184.9 | 180.50 | 181.0 | 175537 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-02-19 | 181.0 | 183.5 | 175.00 | 177.6 | 195196 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2019-02-20 | 177.5 | 182.6 | 175.80 | 182.6 | 208144 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
246 rows × 66 columns
# Kod 3
stock_data.columns[stock_data.astype(bool).sum(axis=0) == 1]
Index(['CDLMORNINGDOJISTAR', 'CDLSTICKSANDWICH'], dtype='object')
# Kod 4
pattern_name = "CDLMORNINGDOJISTAR"
list_of_annotations = []
for index, pattern in stock_data[stock_data[pattern_name] != 0].iterrows():
list_of_annotations.append(dict(x = index, y = pattern["high"],
text = pattern_name + " " + str(pattern[pattern_name])))
list_of_annotations
[{'text': 'CDLMORNINGDOJISTAR 100.0', 'x': Timestamp('2019-01-02 00:00:00'), 'y': 151.3}]
# Kod 5
layout = {
"annotations": list_of_annotations
}
stock = go.Candlestick(x = stock_data.index,
open = stock_data["open"].values,
high = stock_data["high"].values,
low = stock_data["low"].values,
close = stock_data["close"].values)
data = [stock]
fig = dict(data = data, layout = layout)
iplot(fig)
# Kod 2
pandas_profiling.ProfileReport(stock_data)
Dataset info
Number of variables | 67 |
---|---|
Number of observations | 246 |
Total Missing (%) | 0.0% |
Total size in memory | 70.2 KiB |
Average record size in memory | 292.3 B |
Variables types
Numeric | 15 |
---|---|
Categorical | 0 |
Boolean | 20 |
Date | 1 |
Text (Unique) | 0 |
Rejected | 31 |
Unsupported | 0 |
Warnings
CDL2CROWS
has constant value 0 RejectedCDL3BLACKCROWS
has constant value 0 RejectedCDL3LINESTRIKE
has constant value 0 RejectedCDL3OUTSIDE
has 238 / 96.7% zeros ZerosCDL3STARSINSOUTH
has constant value 0 RejectedCDL3WHITESOLDIERS
has constant value 0 RejectedCDLABANDONEDBABY
has constant value 0 RejectedCDLBELTHOLD
has 210 / 85.4% zeros ZerosCDLBREAKAWAY
has constant value 0 RejectedCDLCLOSINGMARUBOZU
has 200 / 81.3% zeros ZerosCDLCONCEALBABYSWALL
has constant value 0 RejectedCDLCOUNTERATTACK
has constant value 0 RejectedCDLDOJISTAR
has 240 / 97.6% zeros ZerosCDLENGULFING
has 227 / 92.3% zeros ZerosCDLEVENINGDOJISTAR
has constant value 0 RejectedCDLEVENINGSTAR
has constant value 0 RejectedCDLGAPSIDESIDEWHITE
has constant value 0 RejectedCDLHARAMI
has 231 / 93.9% zeros ZerosCDLHARAMICROSS
has 240 / 97.6% zeros ZerosCDLHIGHWAVE
has 221 / 89.8% zeros ZerosCDLHIKKAKE
has 206 / 83.7% zeros ZerosCDLHIKKAKEMOD
has constant value 0 RejectedCDLIDENTICAL3CROWS
has constant value 0 RejectedCDLINNECK
has constant value 0 RejectedCDLKICKING
has constant value 0 RejectedCDLKICKINGBYLENGTH
has constant value 0 RejectedCDLLADDERBOTTOM
has constant value 0 RejectedCDLLONGLEGGEDDOJI
is highly correlated with CDLDOJI
(ρ = 1) RejectedCDLLONGLINE
has 198 / 80.5% zeros ZerosCDLMARUBOZU
has 234 / 95.1% zeros ZerosCDLMATHOLD
has constant value 0 RejectedCDLONNECK
has constant value 0 RejectedCDLRISEFALL3METHODS
has constant value 0 RejectedCDLSHORTLINE
has 213 / 86.6% zeros ZerosCDLSPINNINGTOP
has 194 / 78.9% zeros ZerosCDLSTALLEDPATTERN
has constant value 0 RejectedCDLTAKURI
is highly correlated with CDLDRAGONFLYDOJI
(ρ = 1) RejectedCDLTRISTAR
has constant value 0 RejectedCDLUNIQUE3RIVER
has constant value 0 RejectedCDLUPSIDEGAP2CROWS
has constant value 0 RejectedCDLXSIDEGAP3METHODS
has constant value 0 Rejectedclose
is highly correlated with low
(ρ = 0.99479) Rejectedhigh
is highly correlated with open
(ρ = 0.99513) Rejectedlow
is highly correlated with high
(ρ = 0.9936) RejectedCDL2CROWS
Constant
This variable is constant and should be ignored for analysis
Constant value | 0 |
---|
CDL3BLACKCROWS
Constant
This variable is constant and should be ignored for analysis
Constant value | 0 |
---|
CDL3INSIDE
Boolean
Distinct count | 2 |
---|---|
Unique (%) | 0.8% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Mean | 1.2195 |
---|
0 | |
---|---|
100 | 3 |
Value | Count | Frequency (%) | |
0 | 243 | 98.8% | |
100 | 3 | 1.2% |
CDL3LINESTRIKE
Constant
This variable is constant and should be ignored for analysis
Constant value | 0 |
---|
CDL3OUTSIDE
Numeric
Distinct count | 3 |
---|---|
Unique (%) | 1.2% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Infinite (%) | 0.0% |
Infinite (n) | 0 |
Mean | -0.81301 |
---|---|
Minimum | -100 |
Maximum | 100 |
Zeros (%) | 96.7% |
Quantile statistics
Minimum | -100 |
---|---|
5-th percentile | 0 |
Q1 | 0 |
Median | 0 |
Q3 | 0 |
95-th percentile | 0 |
Maximum | 100 |
Range | 200 |
Interquartile range | 0 |
Descriptive statistics
Standard deviation | 18.052 |
---|---|
Coef of variation | -22.204 |
Kurtosis | 28.231 |
Mean | -0.81301 |
MAD | 4.032 |
Skewness | -1.2628 |
Sum | -200 |
Variance | 325.87 |
Memory size | 2.0 KiB |
Value | Count | Frequency (%) | |
0 | 238 | 96.7% | |
-100 | 5 | 2.0% | |
100 | 3 | 1.2% |
Minimum 5 values
Value | Count | Frequency (%) | |
-100 | 5 | 2.0% | |
0 | 238 | 96.7% | |
100 | 3 | 1.2% |
Maximum 5 values
Value | Count | Frequency (%) | |
-100 | 5 | 2.0% | |
0 | 238 | 96.7% | |
100 | 3 | 1.2% |
CDL3STARSINSOUTH
Constant
This variable is constant and should be ignored for analysis
Constant value | 0 |
---|
CDL3WHITESOLDIERS
Constant
This variable is constant and should be ignored for analysis
Constant value | 0 |
---|
CDLABANDONEDBABY
Constant
This variable is constant and should be ignored for analysis
Constant value | 0 |
---|
CDLADVANCEBLOCK
Boolean
Distinct count | 2 |
---|---|
Unique (%) | 0.8% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Mean | -0.81301 |
---|
0 | |
---|---|
-100 | 2 |
Value | Count | Frequency (%) | |
0 | 244 | 99.2% | |
-100 | 2 | 0.8% |
CDLBELTHOLD
Numeric
Distinct count | 3 |
---|---|
Unique (%) | 1.2% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Infinite (%) | 0.0% |
Infinite (n) | 0 |
Mean | 0.81301 |
---|---|
Minimum | -100 |
Maximum | 100 |
Zeros (%) | 85.4% |
Quantile statistics
Minimum | -100 |
---|---|
5-th percentile | -100 |
Q1 | 0 |
Median | 0 |
Q3 | 0 |
95-th percentile | 100 |
Maximum | 100 |
Range | 200 |
Interquartile range | 0 |
Descriptive statistics
Standard deviation | 38.324 |
---|---|
Coef of variation | 47.138 |
Kurtosis | 3.9337 |
Mean | 0.81301 |
MAD | 15.322 |
Skewness | 0.082044 |
Sum | 200 |
Variance | 1468.7 |
Memory size | 2.0 KiB |
Value | Count | Frequency (%) | |
0 | 210 | 85.4% | |
100 | 19 | 7.7% | |
-100 | 17 | 6.9% |
Minimum 5 values
Value | Count | Frequency (%) | |
-100 | 17 | 6.9% | |
0 | 210 | 85.4% | |
100 | 19 | 7.7% |
Maximum 5 values
Value | Count | Frequency (%) | |
-100 | 17 | 6.9% | |
0 | 210 | 85.4% | |
100 | 19 | 7.7% |
CDLBREAKAWAY
Constant
This variable is constant and should be ignored for analysis
Constant value | 0 |
---|
CDLCLOSINGMARUBOZU
Numeric
Distinct count | 3 |
---|---|
Unique (%) | 1.2% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Infinite (%) | 0.0% |
Infinite (n) | 0 |
Mean | 3.252 |
---|---|
Minimum | -100 |
Maximum | 100 |
Zeros (%) | 81.3% |
Quantile statistics
Minimum | -100 |
---|---|
5-th percentile | -100 |
Q1 | 0 |
Median | 0 |
Q3 | 0 |
95-th percentile | 100 |
Maximum | 100 |
Range | 200 |
Interquartile range | 0 |
Descriptive statistics
Standard deviation | 43.208 |
---|---|
Coef of variation | 13.286 |
Kurtosis | 2.3934 |
Mean | 3.252 |
MAD | 21.237 |
Skewness | 0.18003 |
Sum | 800 |
Variance | 1866.9 |
Memory size | 2.0 KiB |
Value | Count | Frequency (%) | |
0 | 200 | 81.3% | |
100 | 27 | 11.0% | |
-100 | 19 | 7.7% |
Minimum 5 values
Value | Count | Frequency (%) | |
-100 | 19 | 7.7% | |
0 | 200 | 81.3% | |
100 | 27 | 11.0% |
Maximum 5 values
Value | Count | Frequency (%) | |
-100 | 19 | 7.7% | |
0 | 200 | 81.3% | |
100 | 27 | 11.0% |
CDLCONCEALBABYSWALL
Constant
This variable is constant and should be ignored for analysis
Constant value | 0 |
---|
CDLCOUNTERATTACK
Constant
This variable is constant and should be ignored for analysis
Constant value | 0 |
---|
CDLDARKCLOUDCOVER
Boolean
Distinct count | 2 |
---|---|
Unique (%) | 0.8% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Mean | -1.2195 |
---|
0 | |
---|---|
-100 | 3 |
Value | Count | Frequency (%) | |
0 | 243 | 98.8% | |
-100 | 3 | 1.2% |
CDLDOJI
Boolean
Distinct count | 2 |
---|---|
Unique (%) | 0.8% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Mean | 14.634 |
---|
0 | |
---|---|
100 | 36 |
Value | Count | Frequency (%) | |
0 | 210 | 85.4% | |
100 | 36 | 14.6% |
CDLDOJISTAR
Numeric
Distinct count | 3 |
---|---|
Unique (%) | 1.2% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Infinite (%) | 0.0% |
Infinite (n) | 0 |
Mean | -0.81301 |
---|---|
Minimum | -100 |
Maximum | 100 |
Zeros (%) | 97.6% |
Quantile statistics
Minimum | -100 |
---|---|
5-th percentile | 0 |
Q1 | 0 |
Median | 0 |
Q3 | 0 |
95-th percentile | 0 |
Maximum | 100 |
Range | 200 |
Interquartile range | 0 |
Descriptive statistics
Standard deviation | 15.628 |
---|---|
Coef of variation | -19.222 |
Kurtosis | 38.597 |
Mean | -0.81301 |
MAD | 3.2256 |
Skewness | -1.9988 |
Sum | -200 |
Variance | 244.23 |
Memory size | 2.0 KiB |
Value | Count | Frequency (%) | |
0 | 240 | 97.6% | |
-100 | 4 | 1.6% | |
100 | 2 | 0.8% |
Minimum 5 values
Value | Count | Frequency (%) | |
-100 | 4 | 1.6% | |
0 | 240 | 97.6% | |
100 | 2 | 0.8% |
Maximum 5 values
Value | Count | Frequency (%) | |
-100 | 4 | 1.6% | |
0 | 240 | 97.6% | |
100 | 2 | 0.8% |
CDLDRAGONFLYDOJI
Boolean
Distinct count | 2 |
---|---|
Unique (%) | 0.8% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Mean | 2.8455 |
---|
0 | |
---|---|
100 | 7 |
Value | Count | Frequency (%) | |
0 | 239 | 97.2% | |
100 | 7 | 2.8% |
CDLENGULFING
Numeric
Distinct count | 3 |
---|---|
Unique (%) | 1.2% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Infinite (%) | 0.0% |
Infinite (n) | 0 |
Mean | -2.8455 |
---|---|
Minimum | -100 |
Maximum | 100 |
Zeros (%) | 92.3% |
Quantile statistics
Minimum | -100 |
---|---|
5-th percentile | -75 |
Q1 | 0 |
Median | 0 |
Q3 | 0 |
95-th percentile | 0 |
Maximum | 100 |
Range | 200 |
Interquartile range | 0 |
Descriptive statistics
Standard deviation | 27.702 |
---|---|
Coef of variation | -9.7351 |
Kurtosis | 9.9581 |
Mean | -2.8455 |
MAD | 10.268 |
Skewness | -1.0433 |
Sum | -700 |
Variance | 767.38 |
Memory size | 2.0 KiB |
Value | Count | Frequency (%) | |
0 | 227 | 92.3% | |
-100 | 13 | 5.3% | |
100 | 6 | 2.4% |
Minimum 5 values
Value | Count | Frequency (%) | |
-100 | 13 | 5.3% | |
0 | 227 | 92.3% | |
100 | 6 | 2.4% |
Maximum 5 values
Value | Count | Frequency (%) | |
-100 | 13 | 5.3% | |
0 | 227 | 92.3% | |
100 | 6 | 2.4% |
CDLEVENINGDOJISTAR
Constant
This variable is constant and should be ignored for analysis
Constant value | 0 |
---|
CDLEVENINGSTAR
Constant
This variable is constant and should be ignored for analysis
Constant value | 0 |
---|
CDLGAPSIDESIDEWHITE
Constant
This variable is constant and should be ignored for analysis
Constant value | 0 |
---|
CDLGRAVESTONEDOJI
Boolean
Distinct count | 2 |
---|---|
Unique (%) | 0.8% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Mean | 0.81301 |
---|
0 | |
---|---|
100 | 2 |
Value | Count | Frequency (%) | |
0 | 244 | 99.2% | |
100 | 2 | 0.8% |
CDLHAMMER
Boolean
Distinct count | 2 |
---|---|
Unique (%) | 0.8% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Mean | 2.0325 |
---|
0 | |
---|---|
100 | 5 |
Value | Count | Frequency (%) | |
0 | 241 | 98.0% | |
100 | 5 | 2.0% |
CDLHANGINGMAN
Boolean
Distinct count | 2 |
---|---|
Unique (%) | 0.8% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Mean | -1.626 |
---|
0 | |
---|---|
-100 | 4 |
Value | Count | Frequency (%) | |
0 | 242 | 98.4% | |
-100 | 4 | 1.6% |
CDLHARAMI
Numeric
Distinct count | 3 |
---|---|
Unique (%) | 1.2% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Infinite (%) | 0.0% |
Infinite (n) | 0 |
Mean | 2.8455 |
---|---|
Minimum | -100 |
Maximum | 100 |
Zeros (%) | 93.9% |
Quantile statistics
Minimum | -100 |
---|---|
5-th percentile | 0 |
Q1 | 0 |
Median | 0 |
Q3 | 0 |
95-th percentile | 0 |
Maximum | 100 |
Range | 200 |
Interquartile range | 0 |
Descriptive statistics
Standard deviation | 24.579 |
---|---|
Coef of variation | 8.6377 |
Kurtosis | 13.325 |
Mean | 2.8455 |
MAD | 8.6886 |
Skewness | 1.5882 |
Sum | 700 |
Variance | 604.11 |
Memory size | 2.0 KiB |
Value | Count | Frequency (%) | |
0 | 231 | 93.9% | |
100 | 11 | 4.5% | |
-100 | 4 | 1.6% |
Minimum 5 values
Value | Count | Frequency (%) | |
-100 | 4 | 1.6% | |
0 | 231 | 93.9% | |
100 | 11 | 4.5% |
Maximum 5 values
Value | Count | Frequency (%) | |
-100 | 4 | 1.6% | |
0 | 231 | 93.9% | |
100 | 11 | 4.5% |
CDLHARAMICROSS
Numeric
Distinct count | 3 |
---|---|
Unique (%) | 1.2% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Infinite (%) | 0.0% |
Infinite (n) | 0 |
Mean | 0.81301 |
---|---|
Minimum | -100 |
Maximum | 100 |
Zeros (%) | 97.6% |
Quantile statistics
Minimum | -100 |
---|---|
5-th percentile | 0 |
Q1 | 0 |
Median | 0 |
Q3 | 0 |
95-th percentile | 0 |
Maximum | 100 |
Range | 200 |
Interquartile range | 0 |
Descriptive statistics
Standard deviation | 15.628 |
---|---|
Coef of variation | 19.222 |
Kurtosis | 38.597 |
Mean | 0.81301 |
MAD | 3.2256 |
Skewness | 1.9988 |
Sum | 200 |
Variance | 244.23 |
Memory size | 2.0 KiB |
Value | Count | Frequency (%) | |
0 | 240 | 97.6% | |
100 | 4 | 1.6% | |
-100 | 2 | 0.8% |
Minimum 5 values
Value | Count | Frequency (%) | |
-100 | 2 | 0.8% | |
0 | 240 | 97.6% | |
100 | 4 | 1.6% |
Maximum 5 values
Value | Count | Frequency (%) | |
-100 | 2 | 0.8% | |
0 | 240 | 97.6% | |
100 | 4 | 1.6% |
CDLHIGHWAVE
Numeric
Distinct count | 3 |
---|---|
Unique (%) | 1.2% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Infinite (%) | 0.0% |
Infinite (n) | 0 |
Mean | 1.2195 |
---|---|
Minimum | -100 |
Maximum | 100 |
Zeros (%) | 89.8% |
Quantile statistics
Minimum | -100 |
---|---|
5-th percentile | 0 |
Q1 | 0 |
Median | 0 |
Q3 | 0 |
95-th percentile | 100 |
Maximum | 100 |
Range | 200 |
Interquartile range | 0 |
Descriptive statistics
Standard deviation | 31.92 |
---|---|
Coef of variation | 26.175 |
Kurtosis | 6.9854 |
Mean | 1.2195 |
MAD | 11.243 |
Skewness | 0.26396 |
Sum | 300 |
Variance | 1018.9 |
Memory size | 2.0 KiB |
Value | Count | Frequency (%) | |
0 | 221 | 89.8% | |
100 | 14 | 5.7% | |
-100 | 11 | 4.5% |
Minimum 5 values
Value | Count | Frequency (%) | |
-100 | 11 | 4.5% | |
0 | 221 | 89.8% | |
100 | 14 | 5.7% |
Maximum 5 values
Value | Count | Frequency (%) | |
-100 | 11 | 4.5% | |
0 | 221 | 89.8% | |
100 | 14 | 5.7% |
CDLHIKKAKE
Numeric
Distinct count | 5 |
---|---|
Unique (%) | 2.0% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Infinite (%) | 0.0% |
Infinite (n) | 0 |
Mean | 1.2195 |
---|---|
Minimum | -200 |
Maximum | 200 |
Zeros (%) | 83.7% |
Quantile statistics
Minimum | -200 |
---|---|
5-th percentile | -100 |
Q1 | 0 |
Median | 0 |
Q3 | 0 |
95-th percentile | 100 |
Maximum | 200 |
Range | 400 |
Interquartile range | 0 |
Descriptive statistics
Standard deviation | 49.883 |
---|---|
Coef of variation | 40.904 |
Kurtosis | 6.693 |
Mean | 1.2195 |
MAD | 20.127 |
Skewness | 0.62226 |
Sum | 300 |
Variance | 2488.3 |
Memory size | 2.0 KiB |
Value | Count | Frequency (%) | |
0 | 206 | 83.7% | |
-100 | 18 | 7.3% | |
100 | 15 | 6.1% | |
200 | 5 | 2.0% | |
-200 | 2 | 0.8% |
Minimum 5 values
Value | Count | Frequency (%) | |
-200 | 2 | 0.8% | |
-100 | 18 | 7.3% | |
0 | 206 | 83.7% | |
100 | 15 | 6.1% | |
200 | 5 | 2.0% |
Maximum 5 values
Value | Count | Frequency (%) | |
-200 | 2 | 0.8% | |
-100 | 18 | 7.3% | |
0 | 206 | 83.7% | |
100 | 15 | 6.1% | |
200 | 5 | 2.0% |
CDLHIKKAKEMOD
Constant
This variable is constant and should be ignored for analysis
Constant value | 0 |
---|
CDLHOMINGPIGEON
Boolean
Distinct count | 2 |
---|---|
Unique (%) | 0.8% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Mean | 2.0325 |
---|
0 | |
---|---|
100 | 5 |
Value | Count | Frequency (%) | |
0 | 241 | 98.0% | |
100 | 5 | 2.0% |
CDLIDENTICAL3CROWS
Constant
This variable is constant and should be ignored for analysis
Constant value | 0 |
---|
CDLINNECK
Constant
This variable is constant and should be ignored for analysis
Constant value | 0 |
---|
CDLINVERTEDHAMMER
Boolean
Distinct count | 2 |
---|---|
Unique (%) | 0.8% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Mean | 1.2195 |
---|
0 | |
---|---|
100 | 3 |
Value | Count | Frequency (%) | |
0 | 243 | 98.8% | |
100 | 3 | 1.2% |
CDLKICKING
Constant
This variable is constant and should be ignored for analysis
Constant value | 0 |
---|
CDLKICKINGBYLENGTH
Constant
This variable is constant and should be ignored for analysis
Constant value | 0 |
---|
CDLLADDERBOTTOM
Constant
This variable is constant and should be ignored for analysis
Constant value | 0 |
---|
CDLLONGLEGGEDDOJI
Highly correlated
This variable is highly correlated with CDLDOJI
and should be ignored for analysis
Correlation | 1 |
---|
CDLLONGLINE
Numeric
Distinct count | 3 |
---|---|
Unique (%) | 1.2% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Infinite (%) | 0.0% |
Infinite (n) | 0 |
Mean | 2.439 |
---|---|
Minimum | -100 |
Maximum | 100 |
Zeros (%) | 80.5% |
Quantile statistics
Minimum | -100 |
---|---|
5-th percentile | -100 |
Q1 | 0 |
Median | 0 |
Q3 | 0 |
95-th percentile | 100 |
Maximum | 100 |
Range | 200 |
Interquartile range | 0 |
Descriptive statistics
Standard deviation | 44.195 |
---|---|
Coef of variation | 18.12 |
Kurtosis | 2.1802 |
Mean | 2.439 |
MAD | 21.416 |
Skewness | 0.11894 |
Sum | 600 |
Variance | 1953.2 |
Memory size | 2.0 KiB |
Value | Count | Frequency (%) | |
0 | 198 | 80.5% | |
100 | 27 | 11.0% | |
-100 | 21 | 8.5% |
Minimum 5 values
Value | Count | Frequency (%) | |
-100 | 21 | 8.5% | |
0 | 198 | 80.5% | |
100 | 27 | 11.0% |
Maximum 5 values
Value | Count | Frequency (%) | |
-100 | 21 | 8.5% | |
0 | 198 | 80.5% | |
100 | 27 | 11.0% |
CDLMARUBOZU
Numeric
Distinct count | 3 |
---|---|
Unique (%) | 1.2% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Infinite (%) | 0.0% |
Infinite (n) | 0 |
Mean | 0 |
---|---|
Minimum | -100 |
Maximum | 100 |
Zeros (%) | 95.1% |
Quantile statistics
Minimum | -100 |
---|---|
5-th percentile | 0 |
Q1 | 0 |
Median | 0 |
Q3 | 0 |
95-th percentile | 0 |
Maximum | 100 |
Range | 200 |
Interquartile range | 0 |
Descriptive statistics
Standard deviation | 22.131 |
---|---|
Coef of variation | |
Kurtosis | 17.886 |
Mean | 0 |
MAD | 4.878 |
Skewness | 0 |
Sum | 0 |
Variance | 489.8 |
Memory size | 2.0 KiB |
Value | Count | Frequency (%) | |
0 | 234 | 95.1% | |
100 | 6 | 2.4% | |
-100 | 6 | 2.4% |
Minimum 5 values
Value | Count | Frequency (%) | |
-100 | 6 | 2.4% | |
0 | 234 | 95.1% | |
100 | 6 | 2.4% |
Maximum 5 values
Value | Count | Frequency (%) | |
-100 | 6 | 2.4% | |
0 | 234 | 95.1% | |
100 | 6 | 2.4% |
CDLMATCHINGLOW
Boolean
Distinct count | 2 |
---|---|
Unique (%) | 0.8% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Mean | 4.065 |
---|
0 | |
---|---|
100 | 10 |
Value | Count | Frequency (%) | |
0 | 236 | 95.9% | |
100 | 10 | 4.1% |
CDLMATHOLD
Constant
This variable is constant and should be ignored for analysis
Constant value | 0 |
---|
CDLMORNINGDOJISTAR
Boolean
Distinct count | 2 |
---|---|
Unique (%) | 0.8% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Mean | 0.4065 |
---|
0 | |
---|---|
100 | 1 |
Value | Count | Frequency (%) | |
0 | 245 | 99.6% | |
100 | 1 | 0.4% |
CDLMORNINGSTAR
Boolean
Distinct count | 2 |
---|---|
Unique (%) | 0.8% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Mean | 0.81301 |
---|
0 | |
---|---|
100 | 2 |
Value | Count | Frequency (%) | |
0 | 244 | 99.2% | |
100 | 2 | 0.8% |
CDLONNECK
Constant
This variable is constant and should be ignored for analysis
Constant value | 0 |
---|
CDLPIERCING
Boolean
Distinct count | 2 |
---|---|
Unique (%) | 0.8% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Mean | 1.2195 |
---|
0 | |
---|---|
100 | 3 |
Value | Count | Frequency (%) | |
0 | 243 | 98.8% | |
100 | 3 | 1.2% |
CDLRICKSHAWMAN
Boolean
Distinct count | 2 |
---|---|
Unique (%) | 0.8% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Mean | 9.7561 |
---|
0 | |
---|---|
100 | 24 |
Value | Count | Frequency (%) | |
0 | 222 | 90.2% | |
100 | 24 | 9.8% |
CDLRISEFALL3METHODS
Constant
This variable is constant and should be ignored for analysis
Constant value | 0 |
---|
CDLSEPARATINGLINES
Boolean
Distinct count | 2 |
---|---|
Unique (%) | 0.8% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Mean | 0.81301 |
---|
0 | |
---|---|
100 | 2 |
Value | Count | Frequency (%) | |
0 | 244 | 99.2% | |
100 | 2 | 0.8% |
CDLSHOOTINGSTAR
Boolean
Distinct count | 2 |
---|---|
Unique (%) | 0.8% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Mean | -0.81301 |
---|
0 | |
---|---|
-100 | 2 |
Value | Count | Frequency (%) | |
0 | 244 | 99.2% | |
-100 | 2 | 0.8% |
CDLSHORTLINE
Numeric
Distinct count | 3 |
---|---|
Unique (%) | 1.2% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Infinite (%) | 0.0% |
Infinite (n) | 0 |
Mean | 1.2195 |
---|---|
Minimum | -100 |
Maximum | 100 |
Zeros (%) | 86.6% |
Quantile statistics
Minimum | -100 |
---|---|
5-th percentile | -100 |
Q1 | 0 |
Median | 0 |
Q3 | 0 |
95-th percentile | 100 |
Maximum | 100 |
Range | 200 |
Interquartile range | 0 |
Descriptive statistics
Standard deviation | 36.68 |
---|---|
Coef of variation | 30.078 |
Kurtosis | 4.5611 |
Mean | 1.2195 |
MAD | 14.456 |
Skewness | 0.14955 |
Sum | 300 |
Variance | 1345.4 |
Memory size | 2.0 KiB |
Value | Count | Frequency (%) | |
0 | 213 | 86.6% | |
100 | 18 | 7.3% | |
-100 | 15 | 6.1% |
Minimum 5 values
Value | Count | Frequency (%) | |
-100 | 15 | 6.1% | |
0 | 213 | 86.6% | |
100 | 18 | 7.3% |
Maximum 5 values
Value | Count | Frequency (%) | |
-100 | 15 | 6.1% | |
0 | 213 | 86.6% | |
100 | 18 | 7.3% |
CDLSPINNINGTOP
Numeric
Distinct count | 3 |
---|---|
Unique (%) | 1.2% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Infinite (%) | 0.0% |
Infinite (n) | 0 |
Mean | 1.626 |
---|---|
Minimum | -100 |
Maximum | 100 |
Zeros (%) | 78.9% |
Quantile statistics
Minimum | -100 |
---|---|
5-th percentile | -100 |
Q1 | 0 |
Median | 0 |
Q3 | 0 |
95-th percentile | 100 |
Maximum | 100 |
Range | 200 |
Interquartile range | 0 |
Descriptive statistics
Standard deviation | 46.041 |
---|---|
Coef of variation | 28.315 |
Kurtosis | 1.7868 |
Mean | 1.626 |
MAD | 22.394 |
Skewness | 0.061792 |
Sum | 400 |
Variance | 2119.8 |
Memory size | 2.0 KiB |
Value | Count | Frequency (%) | |
0 | 194 | 78.9% | |
100 | 28 | 11.4% | |
-100 | 24 | 9.8% |
Minimum 5 values
Value | Count | Frequency (%) | |
-100 | 24 | 9.8% | |
0 | 194 | 78.9% | |
100 | 28 | 11.4% |
Maximum 5 values
Value | Count | Frequency (%) | |
-100 | 24 | 9.8% | |
0 | 194 | 78.9% | |
100 | 28 | 11.4% |
CDLSTALLEDPATTERN
Constant
This variable is constant and should be ignored for analysis
Constant value | 0 |
---|
CDLSTICKSANDWICH
Boolean
Distinct count | 2 |
---|---|
Unique (%) | 0.8% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Mean | 0.4065 |
---|
0 | |
---|---|
100 | 1 |
Value | Count | Frequency (%) | |
0 | 245 | 99.6% | |
100 | 1 | 0.4% |
CDLTAKURI
Highly correlated
This variable is highly correlated with CDLDRAGONFLYDOJI
and should be ignored for analysis
Correlation | 1 |
---|
CDLTASUKIGAP
Boolean
Distinct count | 2 |
---|---|
Unique (%) | 0.8% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Mean | 0.81301 |
---|
0 | |
---|---|
100 | 2 |
Value | Count | Frequency (%) | |
0 | 244 | 99.2% | |
100 | 2 | 0.8% |
CDLTHRUSTING
Boolean
Distinct count | 2 |
---|---|
Unique (%) | 0.8% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Mean | -1.2195 |
---|
0 | |
---|---|
-100 | 3 |
Value | Count | Frequency (%) | |
0 | 243 | 98.8% | |
-100 | 3 | 1.2% |
CDLTRISTAR
Constant
This variable is constant and should be ignored for analysis
Constant value | 0 |
---|
CDLUNIQUE3RIVER
Constant
This variable is constant and should be ignored for analysis
Constant value | 0 |
---|
CDLUPSIDEGAP2CROWS
Constant
This variable is constant and should be ignored for analysis
Constant value | 0 |
---|
CDLXSIDEGAP3METHODS
Constant
This variable is constant and should be ignored for analysis
Constant value | 0 |
---|
Date
Date
Distinct count | 246 |
---|---|
Unique (%) | 100.0% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Infinite (%) | 0.0% |
Infinite (n) | 0 |
Minimum | 2018-02-23 00:00:00 |
---|---|
Maximum | 2019-02-20 00:00:00 |
close
Highly correlated
This variable is highly correlated with low
and should be ignored for analysis
Correlation | 0.99479 |
---|
high
Highly correlated
This variable is highly correlated with open
and should be ignored for analysis
Correlation | 0.99513 |
---|
low
Highly correlated
This variable is highly correlated with high
and should be ignored for analysis
Correlation | 0.9936 |
---|
open
Numeric
Distinct count | 202 |
---|---|
Unique (%) | 82.1% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Infinite (%) | 0.0% |
Infinite (n) | 0 |
Mean | 159.74 |
---|---|
Minimum | 103.7 |
Maximum | 220 |
Zeros (%) | 0.0% |
Quantile statistics
Minimum | 103.7 |
---|---|
5-th percentile | 109.73 |
Q1 | 140.2 |
Median | 158.95 |
Q3 | 184 |
95-th percentile | 209.9 |
Maximum | 220 |
Range | 116.3 |
Interquartile range | 43.8 |
Descriptive statistics
Standard deviation | 31.159 |
---|---|
Coef of variation | 0.19506 |
Kurtosis | -0.95355 |
Mean | 159.74 |
MAD | 26.087 |
Skewness | 0.0055619 |
Sum | 39295 |
Variance | 970.88 |
Memory size | 2.0 KiB |
Value | Count | Frequency (%) | |
145.0 | 4 | 1.6% | |
192.0 | 4 | 1.6% | |
142.0 | 3 | 1.2% | |
164.0 | 3 | 1.2% | |
109.7 | 3 | 1.2% | |
120.0 | 3 | 1.2% | |
165.0 | 3 | 1.2% | |
191.0 | 3 | 1.2% | |
194.0 | 2 | 0.8% | |
194.8 | 2 | 0.8% | |
Other values (192) | 216 | 87.8% |
Minimum 5 values
Value | Count | Frequency (%) | |
103.7 | 1 | 0.4% | |
104.7 | 1 | 0.4% | |
105.8 | 1 | 0.4% | |
106.0 | 2 | 0.8% | |
107.0 | 2 | 0.8% |
Maximum 5 values
Value | Count | Frequency (%) | |
215.4 | 1 | 0.4% | |
217.0 | 1 | 0.4% | |
217.2 | 1 | 0.4% | |
219.4 | 1 | 0.4% | |
220.0 | 1 | 0.4% |
volume
Numeric
Distinct count | 246 |
---|---|
Unique (%) | 100.0% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Infinite (%) | 0.0% |
Infinite (n) | 0 |
Mean | 317360 |
---|---|
Minimum | 63915 |
Maximum | 1927480 |
Zeros (%) | 0.0% |
Quantile statistics
Minimum | 63915 |
---|---|
5-th percentile | 121930 |
Q1 | 183440 |
Median | 259910 |
Q3 | 377910 |
95-th percentile | 717100 |
Maximum | 1927480 |
Range | 1863565 |
Interquartile range | 194480 |
Descriptive statistics
Standard deviation | 210560 |
---|---|
Coef of variation | 0.66345 |
Kurtosis | 14.904 |
Mean | 317360 |
MAD | 143820 |
Skewness | 2.8809 |
Sum | 78071617 |
Variance | 44334000000 |
Memory size | 2.0 KiB |
Value | Count | Frequency (%) | |
253951 | 1 | 0.4% | |
231624 | 1 | 0.4% | |
150481 | 1 | 0.4% | |
149697 | 1 | 0.4% | |
274623 | 1 | 0.4% | |
485851 | 1 | 0.4% | |
227005 | 1 | 0.4% | |
297903 | 1 | 0.4% | |
263866 | 1 | 0.4% | |
285878 | 1 | 0.4% | |
Other values (236) | 236 | 95.9% |
Minimum 5 values
Value | Count | Frequency (%) | |
63915 | 1 | 0.4% | |
69842 | 1 | 0.4% | |
81704 | 1 | 0.4% | |
86237 | 1 | 0.4% | |
89250 | 1 | 0.4% |
Maximum 5 values
Value | Count | Frequency (%) | |
901334 | 1 | 0.4% | |
912013 | 1 | 0.4% | |
947313 | 1 | 0.4% | |
1224218 | 1 | 0.4% | |
1927480 | 1 | 0.4% |