In [1]:
import lantern as l
import pandas as pd
In [2]:
l.person()
Out[2]:
{'first_name': 'Ciera',
'last_name': 'Hayden',
'name': 'Ciera Hayden',
'age': 26,
'gender': 'Female',
'id': '39-50/05',
'occupation': 'Gambler',
'telephone': '1-564-048-7951',
'title': 'Madam',
'username': 'analogue.1924',
'university': 'California State University, Dominguez Hills (CSUDH)'}
In [3]:
l.people().head()
Out[3]:
age
first_name
gender
id
last_name
name
occupation
telephone
title
university
username
0
34
中山
Male
84-71/12
居
中山 居
电子报/电子杂志编辑
+86 178-85040097
工学硕士
廊坊师范学院
Barse.1832
1
30
Topias
Male
87-55/26
Mönkkönen
Topias Mönkkönen
Radio- ja tv-asentaja
+358 39 472 6369
Herra
Lappeenrannan teknillinen yliopisto
Afterimage_2035
2
44
지안
Female
02-05/25
독
지안 독
열차객실승무원
+82-92-1942-2142
박사
인제대학교
Cherokee2054
3
39
재인
Other
04-08/96
철
재인 철
전화교환원
+82 85 6169 3045
교수
호서대학교
ChoicesNone_1850
4
38
Leopoldo
Male
46-93/67
Sclafani
Leopoldo Sclafani
Naturalista
+39 366 134 146
Sig.
Università degli Studi di Salento
rotted.1898
In [4]:
l.company()
Out[4]:
{'name': 'Martinez, Williams and Conner',
'address': '1422 Butler Stravenue Apt. 212\nPort Melanieview, NV 66553-9138',
'ticker': 'QHA',
'last_price': 77.05231398308005,
'market_cap': 76809360484,
'exchange': 'UF',
'ceo': 'Nicole Luna',
'sector': 'Materials',
'industry': 'Paper & Forest Products'}
In [5]:
l.companies().head()
Out[5]:
address
ceo
exchange
industry
last_price
market_cap
name
sector
ticker
0
238 Joseph Village Suite 316\nBrandyton, AK 18...
Jason Dixon
M
Energy Equipment & Services
55.440119
72861098996
Sanchez, Haas and Martinez
Energy
PLS
1
7985 Butler Locks\nWallaceshire, ND 71116
Elizabeth Stephens
IV
Real Estate Management & Development
78.644439
61651766682
Zamora-Phillips
Real Estate
LART
2
291 William Field Suite 639\nNew Tonya, UT 410...
John Pugh
SL
Chemicals
86.100886
76543713175
Bennett-White
Materials
RSF
3
752 Devon Estates\nMirandamouth, RI 80315
Marcus Pittman
M
Diversified Telecommunication Services
75.558678
35531587075
Thomas-Brown
Telecommunication Services
AOY
4
PSC 7805, Box 3881\nAPO AA 21306-3083
Lisa Garrett
SL
Personal Products
52.738040
91016490258
Ramos PLC
Consumer Staples
JCFI
In [6]:
l.ticker(country='us')
Out[6]:
'363250.NB'
In [7]:
l.currency()
Out[7]:
'CUC'
In [8]:
l.trades().head()
Out[8]:
exchange
industry
last_price
market_cap
name
price
sector
ticker
volume
0
E
Diversified Telecommunication Services
45.655679
69090693664
Mason-Hamilton
49.712189
Telecommunication Services
GEUM
520
1
I
Food & Staples Retailing
24.892548
41405189630
Sanchez Group
24.489057
Consumer Staples
MHB
60
2
GM
Metals & Mining
80.905548
9216678546
Ferguson-Harris
78.526580
Materials
LOTB
660
3
I
Electric Utilities
43.844095
37762676073
Berry Inc
42.055531
Utilities
QIE
800
4
I
Chemicals
28.892580
67431735355
Sanchez Group
31.480375
Materials
JDNY
860
In [9]:
l.superstore().head()
Out[9]:
Category
City
Country
Customer ID
Discount
Order Date
Order ID
Postal Code
Product ID
Profit
Quantity
Region
Row ID
Sales
Segment
Ship Date
Ship Mode
State
Sub-Category
0
Consumer Discretionary
Lake Joseph
US
7172 BV
93.95
2018-05-20
11-9860012
90317
FSZV0583428702030
174.33
390
Region 1
0
5400
D
2018-07-22
First Class
Oklahoma
Auto Components
1
Consumer Discretionary
West Teresa
US
5MUF 67
56.83
2018-08-03
24-4809208
14810
CFYU2000625824917
685.61
480
Region 1
1
7400
A
2018-09-01
Standard Class
Connecticut
Household Durables
2
Consumer Discretionary
Vargasfurt
US
ZGU 148
22.87
2018-07-01
53-9712777
87757
DBOB6424745965029
586.31
760
Region 4
2
7200
A
2018-07-25
Standard Class
California
Automobiles
3
Consumer Staples
Armstrongmouth
US
873ZYG
21.51
2018-02-24
60-8010113
58561
TLIY3141189621052
594.80
710
Region 1
3
2600
C
2018-08-12
First Class
Maine
Personal Products
4
Energy
Sextonburgh
US
801 HXK
95.24
2018-01-05
92-7495518
30646
SNEA4592111063645
132.93
550
Region 3
4
4800
B
2018-07-08
Standard Class
New Mexico
Energy Equipment & Services
In [2]:
l.area().head()
Out[2]:
EDV.WZ
BFC.IC
ERB.KE
TDE.ZZ
BJQ.NK
2015-01-01
0.552261
2.007915
0.513353
-1.078647
-0.365383
2015-01-02
0.530836
3.043436
0.538112
-0.831218
0.231642
2015-01-03
0.249687
3.378276
0.681594
-0.417305
0.607963
2015-01-04
-0.307465
4.176374
0.036506
-1.526885
0.465142
2015-01-05
1.073576
4.259193
-1.520692
-1.077153
0.716719
In [3]:
l.bar().head()
Out[3]:
ZUB.FN
PAF.PL
JEB.VL
QEC.KO
DHO.AH
2015-01-01
-0.072453
-1.428814
2.712172
0.690208
0.982711
2015-01-02
-2.120690
-1.132224
2.602266
0.581181
2.503117
2015-01-03
-1.314908
-0.602594
2.313546
-0.197464
3.500531
2015-01-04
-2.734147
-1.561802
2.104211
1.836655
3.912084
2015-01-05
-1.921973
-2.409573
2.247169
-0.480206
3.405068
In [4]:
l.box().head()
Out[4]:
UPN.LD
VPM.WW
SXK.CH
AWD.DS
IVG.BE
0
3.654359
5.021092
6.459086
4.436017
2.379895
1
8.115877
7.693060
3.627667
2.463172
6.429846
2
6.384332
12.644268
8.762878
6.052981
4.215380
3
12.435667
8.881350
6.204381
2.562109
3.755779
4
1.546005
1.239124
5.994729
10.994481
8.056744
In [5]:
l.bubble().head()
Out[5]:
x
y
categories
size
text
0
-0.339327
-1.169617
category1
1
NUK.DZ
1
-0.484213
-0.499078
category1
57
BBG.HU
2
0.430374
0.648061
category1
13
LQX.EQ
3
-1.046261
1.386424
category1
22
FTA.TK
4
-0.734146
0.418692
category1
33
JAJ.BU
In [6]:
l.bubble3d().head()
Out[6]:
x
y
z
size
text
categories
0
1.041525
-0.255132
0.181754
71
EYL.NG
category1
1
0.526902
-0.360070
0.848716
61
DKF.OD
category1
2
0.025849
-0.377367
0.101845
16
MIE.VD
category1
3
0.067193
-0.173045
-0.337426
40
IJS.LO
category1
4
1.918841
-1.038663
1.172166
35
WBJ.JP
category1
In [7]:
l.candlestick().head()
Out[7]:
open
high
low
close
volume
2015-01-01
100.000000
116.717548
93.643212
110.715814
6315
2015-01-02
111.583017
117.595016
91.032921
91.437510
2219
2015-01-03
91.112701
93.450699
77.779228
82.390205
5049
2015-01-04
81.933383
83.134682
54.785254
55.456371
1867
2015-01-05
56.699659
69.550007
44.797234
69.136097
4675
In [8]:
l.heatmap().head()
Out[8]:
y_0
y_1
y_2
y_3
y_4
y_5
y_6
y_7
y_8
y_9
x_0
40.000000
40.186956
37.379809
39.233126
39.344475
31.038575
31.415939
31.993010
43.122763
44.593942
x_1
48.783574
48.669999
43.053118
38.654853
33.252722
35.219475
34.212694
35.224455
36.344057
36.915052
x_2
35.513797
33.832024
31.468993
36.020434
29.981247
25.318271
19.521957
17.203854
9.079589
-1.751933
x_3
34.628453
35.617697
40.231996
45.482821
40.564123
29.499549
27.707864
32.557763
19.683270
18.511322
x_4
38.698816
39.121140
36.639418
42.526083
38.827722
39.523981
34.949759
36.755130
34.101534
36.627805
In [9]:
l.histogram().head()
Out[9]:
MUV.VH
MBJ.WS
0
0.851566
0.040648
1
0.256588
0.535835
2
-0.281505
0.100067
3
1.424881
-0.150460
4
0.125636
0.622750
In [10]:
l.line().head()
Out[10]:
UQA.ZP
LQT.FX
EPW.IY
LGZ.CI
WWC.QY
2015-01-01
1.595549
-1.234537
2.187247
-0.494321
1.978619
2015-01-02
0.041057
-1.426711
2.212260
0.076115
2.625535
2015-01-03
-1.585119
-1.609416
1.897530
-1.372337
1.669817
2015-01-04
-2.184138
-0.748886
2.759709
-0.777661
3.211187
2015-01-05
-2.208476
-0.746635
2.050249
-1.053798
3.637035
In [11]:
l.ohlc().head()
Out[11]:
open
high
low
close
2015-01-01
100.000000
100.000000
70.380496
71.949736
2015-01-02
72.394009
103.743981
69.092343
103.080896
2015-01-03
103.951134
104.165273
79.191542
93.915211
2015-01-04
93.343221
95.586122
82.623048
86.421898
2015-01-05
87.444994
95.624959
79.810077
95.624959
In [12]:
l.ohlcv().head()
Out[12]:
open
high
low
close
volume
2015-01-01
100.000000
114.662134
96.896476
114.662134
7919
2015-01-02
115.036406
123.902572
105.518665
111.979936
1198
2015-01-03
111.985124
144.041922
111.724687
123.557994
4264
2015-01-04
123.216256
128.141390
111.101318
119.322977
1268
2015-01-05
117.614698
127.283693
105.591362
125.690031
8526
In [13]:
l.pie().head()
Out[13]:
values
labels
0
15
OCG.YX
1
6
JVM.FU
2
61
OEX.KA
3
82
JYV.IN
4
9
CMV.TV
In [14]:
l.scatter().head()
Out[14]:
x
y
categories
text
0
-0.104673
-0.887125
category1
HNV.QN
1
-0.548346
0.141895
category1
ZDV.KV
2
0.764862
0.576831
category1
OTK.XK
3
-1.876089
-0.396437
category1
TEJ.US
4
0.199989
0.979235
category1
VKX.TF
In [15]:
l.scatter3d().head()
Out[15]:
x
y
z
text
categories
0
1.292038
1.084769
0.195814
PNQ.UI
category1
1
-0.775956
2.237604
-0.396605
QFG.YW
category1
2
-1.300970
-0.493199
-0.641878
IWC.JL
category1
3
0.226210
0.154045
0.758179
ASM.RH
category1
4
0.499986
0.924127
0.699873
GKB.IS
category1
In [16]:
l.timeseries().head()
Out[16]:
OWB.EZ
DUF.FH
PQR.RT
ELY.FZ
TIN.CK
2015-01-01
-1.290327
1.005527
-0.594352
0.327834
0.143311
2015-01-02
-1.511611
1.230316
0.012847
-0.244917
-1.238146
2015-01-03
-1.143946
1.203659
-1.881513
0.503253
-0.978582
2015-01-04
-1.603295
1.909727
-3.313299
0.594635
0.352483
2015-01-05
-3.326381
1.891756
-3.227491
0.351307
0.684006
In [17]:
l.regression()
Out[17]:
(array([[ 6.54833804e-01, -1.19125919e+00, 1.24419421e+00,
-1.24895807e+00, 1.12689065e+00, -9.47835961e-01,
2.75575200e-02, 5.44332922e-01, 8.37133165e-01,
-3.55950221e-01, 8.83406159e-01, -5.23821527e-01,
1.01641470e+00, -1.41762801e+00, 1.17808460e+00,
-1.77071426e+00, 3.21275121e-01, -1.63893965e+00,
1.17371317e-01, -3.21984426e-01, 8.34273628e-01,
5.24309444e-01, 3.40022245e+00, -8.46515183e-01,
-6.85359781e-02, -1.46441991e-01, 6.28709416e-01,
-4.19158555e-02, 5.49597295e-01, 9.11048385e-01,
5.36629669e-03, 2.25298139e-01, -1.66568843e+00,
-1.40677709e+00, -1.39709777e-01, 7.20194522e-01,
-1.42817913e+00, -2.18117056e-01, 1.12673693e+00,
-2.19574270e-02, -6.16081147e-02, -7.22101437e-01,
-1.27952163e+00, -2.79615753e-01, -5.87627833e-01,
1.20710110e+00, -2.84184185e-01, -1.18033751e+00,
-1.29500366e-01, 5.99729964e-01, -6.41335416e-02,
1.38528805e-02, 7.87267772e-01, -9.73590928e-01,
-9.95835002e-01, 2.81265321e+00, -6.45994039e-02,
-9.71857458e-01, 1.88433820e-01, -3.55449598e-01,
5.40420181e-01, 1.24128428e+00, -1.01486699e-01,
-1.64205710e-01, 9.25563280e-01, 1.90691164e+00,
-1.18181784e+00, 2.19290323e-02, -1.68365219e-01,
3.05502762e-01, 5.31249477e-02, 2.05829194e+00,
1.47085125e+00, -6.89842289e-01, 8.16879207e-01,
9.82090755e-01, 1.91063502e+00, 4.60023916e-01,
1.43459913e+00, 8.33211155e-01, 1.85100928e+00,
1.06945780e+00, -7.08365026e-01, -9.73668007e-01,
1.95760862e+00, -3.93475273e-01, 1.63243527e+00,
-1.00977200e-01, 1.49625046e+00, -1.50931467e+00,
-4.54503674e-01, -4.79188068e-01, 3.65771216e-01,
2.63015646e-01, 5.91155105e-01, 8.94856870e-01,
-1.55451622e+00, 1.99339361e+00, -6.16215824e-01,
5.17463954e-01],
[-2.83263299e-01, 1.33715317e+00, -1.74491915e+00,
1.37674760e+00, -2.61924485e-01, -1.52160551e+00,
-2.52429499e-01, -4.95154699e-01, -6.69056922e-01,
1.53277264e+00, -1.57808445e+00, -6.48489716e-01,
4.49339104e-01, -2.18853224e-01, -1.22629759e+00,
-3.21294769e-01, -1.82107132e+00, -8.85953429e-01,
8.69342949e-01, 3.11344116e-01, 1.72498724e+00,
1.23346873e+00, -2.10272650e+00, -1.68575002e+00,
1.35118203e+00, -1.06352917e+00, 3.95206356e-01,
-4.04202195e-01, 3.36919364e-01, -1.61267654e+00,
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-1.48085971e+00, 3.57662912e-01, 1.40953455e+00,
1.11890249e+00, -6.23984846e-01, -1.62640289e+00,
-3.51257283e-01, -3.17388804e-01, -4.07986253e-01,
-2.17788092e+00, -2.47135928e-01, -7.41039570e-01,
5.71407700e-01, 2.57886653e-01, -1.68324765e-01,
-4.99880498e-01, -1.20961503e+00, 6.73401119e-01,
-8.32082383e-01, -1.84563450e+00, 1.89487659e+00,
-1.40407093e+00, -3.07568363e-01, 2.81368432e+00,
1.37867178e+00, 1.37387654e+00, -5.97472960e-01,
-3.71054773e-01, -3.47047872e-01, -1.32154834e+00,
9.01939544e-02, -1.06129424e+00, 1.13683274e+00,
-7.65163968e-01, -1.30483557e+00, -9.45643799e-01,
6.17423938e-01, 1.27677511e+00, -2.49244723e-01,
3.55930730e-01, -7.56570463e-01, 1.01702024e+00,
2.52291531e-01, -9.17759630e-01, 2.43264242e-01,
3.04447180e-01, 8.73811096e-01, 5.21617269e-02,
-1.11363118e-01, 2.62796259e+00, 1.42331923e+00,
-1.55068682e-01, 1.56889560e+00, -6.54730606e-01,
-5.78966139e-01, 4.64364195e-01, -1.21155150e+00,
7.33503355e-02, -6.15548919e-02, -6.19993303e-01,
-4.62833105e-01, -3.99905318e-02, 2.58601504e+00,
-1.07967443e+00, -5.51815471e-01, -1.24417220e-01,
2.52677355e-02],
[-9.00175980e-01, -8.32009070e-02, 7.33617492e-01,
-1.52420122e+00, -6.55267993e-01, -3.25896021e-01,
2.20401852e-01, 2.75150105e-01, -6.03701806e-01,
-5.20785608e-02, 1.36217695e+00, 8.77401279e-01,
6.98526031e-01, 3.73148204e-01, -1.53786426e+00,
1.18874084e+00, -3.47131492e-01, -9.17846805e-01,
-2.46641247e-01, 7.14783896e-01, -7.22302875e-01,
1.81092161e+00, -8.97225693e-01, 1.23425442e+00,
-8.10201669e-02, 1.43715451e+00, -1.13449066e-01,
-6.98735541e-02, -1.26755539e+00, 2.29519910e+00,
-1.12547679e-01, -1.22275424e+00, -1.29977882e+00,
7.58452885e-01, 4.64902295e-01, -2.80314380e-01,
-4.40372309e-01, -6.17616638e-01, -8.51192391e-02,
9.13938930e-01, -2.04721518e-01, -9.11247856e-01,
-2.25418705e-01, 8.66387195e-02, -2.66560283e+00,
2.52301977e-02, 2.00076722e-01, -4.01685865e-01,
1.10357710e+00, 9.61858760e-01, 6.29245238e-01,
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In [18]:
l.blobs()
Out[18]:
(array([[-7.54374565, -7.74756708],
[ 5.19645333, 6.86772125],
[ 2.02304454, 4.4044679 ],
[ 3.83013743, 7.68494594],
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[-3.74472418, -2.17605155],
[-4.45523164, -2.408687 ],
[-4.02106234, -3.2898099 ]]), array([2, 1, 1, 1, 2, 2, 0, 0, 0, 0]))
In [19]:
l.classification()
Out[19]:
(array([[-1.31667632, -1.3364326 , -1.2351231 , -0.53129351, -0.21378958,
-1.38166355, -0.69233042, 0.22956564, -1.45864672, 0.96966623,
-0.68574301, 0.56614562, 0.80125935, -1.40675852, -1.43375508,
-0.22901176, 0.18440232, -1.17571891, 1.04291575, -0.77805922],
[ 0.79797902, 1.34121002, -0.04380889, -0.40266883, 1.92749176,
0.44105122, -0.07739448, -0.72248082, -0.08340808, 0.5087177 ,
0.48714356, 0.98534108, 0.55534843, 1.24257861, -1.44862697,
1.87077389, -0.38175922, -1.2875307 , 2.21049966, -1.22436074],
[-0.57862194, -0.62075495, -0.7334838 , -0.39846682, -0.67122229,
-0.05715722, 0.03707565, 0.57955469, -0.11371415, 0.35962443,
0.76100028, -2.40162337, 0.54304692, 0.52440435, 0.44718188,
0.09793611, -1.90011942, -0.85332079, 0.52440467, -0.04036661],
[ 0.48502502, 0.04356705, 0.70803674, 0.78596317, -0.89799786,
-0.97405057, 0.47836311, 1.07729133, -0.91915959, 0.84564668,
-1.4757681 , -1.347129 , -0.21786555, 1.81571116, 1.24978599,
-0.846377 , -0.47026887, 1.32223331, 0.14933294, -0.50964858],
[-0.62262306, 0.13906778, 0.28285734, -1.99299337, 1.13750845,
1.05584342, -0.38039758, -0.66103478, -0.19460332, 0.1336133 ,
-0.53544882, 0.41074704, 0.23919853, -0.04359374, -0.06607769,
-0.17350451, 1.79278054, 0.41907297, 2.20649007, -0.09101457],
[-1.29751122, -1.68028232, -0.41538504, -0.09558217, -0.19194311,
0.80468053, -0.56068587, 0.10553752, -0.50972422, 0.84538132,
-0.9821791 , 0.97156682, -1.54179403, -0.46150602, -0.84212049,
-1.74241893, -0.73944782, 0.70885992, 1.9785158 , 0.77655606],
[ 0.45743042, 1.05061715, -0.19753032, 0.55747945, -0.72222677,
-1.61947712, -0.57947344, -0.40375915, 0.53021228, -1.17862379,
1.14907296, 0.44476359, -1.02542675, -0.00933422, -0.59090256,
1.67413479, 0.11620257, -1.32237342, -0.94460397, 1.03975198],
[ 0.66275897, -0.30170932, 0.03172 , 0.38557131, -0.16479474,
-0.02381377, 1.41156198, 0.12994882, -0.4459937 , -0.94071436,
0.15731218, -1.32501075, -0.67727547, 0.17355196, -0.64886629,
-0.44879395, 0.46703323, 0.33167326, 0.95163163, -0.06042348],
[-0.59630348, -0.54640292, 0.24039565, -1.2815998 , -0.90663346,
0.14020141, 1.35825425, 0.53760218, 0.09848574, 0.63810786,
-1.94307892, -0.86576605, -0.50854317, -0.7193826 , -1.00154452,
-1.04670452, -1.09337699, 0.95242065, -0.22074845, 0.80947967],
[ 0.19430417, 2.26051774, 1.93387505, -1.23783915, -0.40536375,
0.55532062, -0.6875894 , -0.9977801 , 0.86903269, 0.9379611 ,
-0.32536898, -0.8861855 , 0.56207554, 0.73216357, 1.8794796 ,
0.58591384, -0.66711454, 1.69012143, 0.11875622, 0.01046678]]),
array([0, 0, 0, 1, 0, 1, 0, 1, 1, 1]))
In [20]:
l.multilabel()
Out[20]:
(array([[2., 3., 1., 1., 4., 0., 1., 2., 2., 2., 4., 1., 4., 3., 2., 2.,
7., 1., 6., 3.],
[1., 3., 4., 4., 4., 1., 1., 1., 2., 2., 2., 1., 5., 5., 1., 6.,
3., 0., 1., 7.],
[4., 0., 3., 6., 5., 4., 4., 6., 4., 1., 3., 4., 0., 0., 0., 3.,
0., 4., 1., 3.],
[3., 3., 1., 2., 1., 3., 4., 8., 4., 3., 2., 1., 1., 4., 1., 4.,
0., 3., 1., 0.],
[4., 6., 3., 2., 2., 1., 5., 3., 1., 2., 2., 1., 5., 2., 2., 3.,
7., 0., 2., 1.],
[4., 2., 3., 1., 3., 0., 5., 2., 2., 2., 0., 3., 3., 1., 4., 2.,
1., 5., 2., 2.],
[3., 1., 5., 1., 2., 3., 3., 3., 5., 2., 0., 0., 2., 2., 4., 3.,
3., 7., 4., 3.],
[2., 1., 5., 2., 1., 2., 3., 4., 1., 0., 3., 3., 1., 0., 1., 2.,
1., 5., 0., 3.],
[1., 1., 1., 3., 1., 2., 7., 2., 2., 4., 1., 0., 6., 1., 4., 8.,
2., 0., 1., 4.],
[2., 4., 6., 0., 2., 3., 3., 5., 3., 1., 2., 1., 1., 0., 2., 2.,
2., 5., 2., 3.]]), array([[0, 1, 0, 1, 0],
[1, 1, 1, 0, 0],
[1, 0, 0, 0, 0],
[1, 0, 0, 0, 1],
[0, 1, 1, 1, 0],
[0, 0, 0, 0, 0],
[0, 1, 0, 1, 1],
[1, 1, 0, 0, 1],
[1, 1, 1, 1, 1],
[1, 0, 0, 1, 0]]))
In [21]:
l.gaussian()
Out[21]:
(array([[-0.62280561, -0.68163291],
[ 1.59516427, -0.02898054],
[ 0.91820199, -0.17863014],
[ 0.72681544, 0.45471757],
[ 1.2539787 , 0.83790501],
[-0.90984478, -1.52431 ],
[-0.82498517, -0.64797606],
[ 0.00314761, -0.67484385],
[-0.11575105, 0.22476796],
[-0.61660419, -1.16210849]]), array([1, 2, 1, 0, 2, 2, 1, 0, 0, 2]))
In [22]:
l.hastie()
Out[22]:
(array([[ 0.46153097, 1.36023395, 1.9079593 , 0.20466274, -1.35944372,
-0.1612177 , 0.23505533, 0.75123299, -0.27202141, -2.00731458],
[-1.14569809, 0.04301775, -0.98313392, -1.39122185, -0.45259497,
-0.88757215, -0.66816988, 0.18966614, 0.3302935 , -0.53019591],
[ 0.47517647, -0.27648754, 1.19837163, 0.78070351, -0.10070277,
1.72581187, 0.13297323, -0.66478699, 0.13205851, 0.54924368],
[-0.73761559, -0.49664003, -0.17550947, 0.02081396, -0.67748209,
-1.31720867, 1.25570784, 0.7071218 , 0.64346563, 0.91318911],
[ 1.58382339, 1.5382089 , 0.00789609, -0.06013747, 0.27005843,
-0.6389733 , -0.23508629, 0.55871843, 0.63390269, 0.544771 ],
[ 0.94339579, -0.00662449, 0.25254425, 0.72550083, 1.7992283 ,
-1.17327215, 0.64539441, 0.59379623, 1.1083633 , -0.82992491],
[-0.52626836, 1.34677776, -0.3759252 , -0.84612539, 0.1424681 ,
2.07118382, 0.01479195, 0.062742 , 0.39613584, -1.33952552],
[-1.56376811, 0.33816646, -0.78906694, -0.27408026, 0.39922373,
1.74338212, -0.43722707, -0.73956283, -0.55442705, -0.85696749],
[-1.74930808, 1.00730481, 0.06107513, 0.11068817, 0.8787224 ,
0.29308142, -1.10603392, 0.00367017, 1.85463367, 0.56518085],
[ 0.86492181, -1.39032581, -1.62207241, 0.55528024, -0.24336297,
1.60163585, -1.20532703, -0.40985419, 0.29038912, 0.9426214 ]]),
array([ 1., -1., -1., -1., -1., -1., -1., -1., 1., 1.]))
In [23]:
l.circles()
Out[23]:
(array([[-0.80901699, -0.58778525],
[-0.6472136 , 0.4702282 ],
[ 0.2472136 , -0.76084521],
[-0.6472136 , -0.4702282 ],
[ 0.8 , 0. ],
[-0.80901699, 0.58778525],
[ 0.2472136 , 0.76084521],
[ 0.30901699, -0.95105652],
[ 1. , 0. ],
[ 0.30901699, 0.95105652]]), array([0, 1, 1, 1, 1, 0, 1, 0, 0, 0]))
In [24]:
l.moons()
Out[24]:
(array([[ 1.70710678e+00, -2.07106781e-01],
[ 7.07106781e-01, 7.07106781e-01],
[ 1.00000000e+00, -5.00000000e-01],
[ 2.92893219e-01, -2.07106781e-01],
[ 2.00000000e+00, 5.00000000e-01],
[ 1.00000000e+00, 0.00000000e+00],
[-1.00000000e+00, 1.22464680e-16],
[ 0.00000000e+00, 5.00000000e-01],
[-7.07106781e-01, 7.07106781e-01],
[ 6.12323400e-17, 1.00000000e+00]]),
array([1, 0, 1, 1, 1, 0, 0, 1, 0, 0]))
In [25]:
l.biclusters()
Out[25]:
(array([[64.99390236, 64.99390236, 0. , 0. , 0. ,
0. , 64.99390236, 0. , 0. , 0. ],
[ 0. , 0. , 0. , 0. , 0. ,
0. , 0. , 72.24662752, 72.24662752, 0. ],
[ 0. , 0. , 97.52633042, 0. , 0. ,
97.52633042, 0. , 0. , 0. , 0. ],
[ 0. , 0. , 0. , 0. , 0. ,
0. , 0. , 72.24662752, 72.24662752, 0. ],
[ 0. , 0. , 0. , 0. , 0. ,
0. , 0. , 72.24662752, 72.24662752, 0. ],
[ 0. , 0. , 0. , 0. , 0. ,
0. , 0. , 72.24662752, 72.24662752, 0. ],
[ 0. , 0. , 0. , 50.11623187, 50.11623187,
0. , 0. , 0. , 0. , 50.11623187],
[64.99390236, 64.99390236, 0. , 0. , 0. ,
0. , 64.99390236, 0. , 0. , 0. ],
[ 0. , 0. , 0. , 0. , 0. ,
0. , 0. , 72.24662752, 72.24662752, 0. ],
[64.99390236, 64.99390236, 0. , 0. , 0. ,
0. , 64.99390236, 0. , 0. , 0. ]]),
array([[False, False, True, False, False, False, False, False, False,
False],
[ True, False, False, False, False, False, False, True, False,
True],
[False, False, False, False, False, False, True, False, False,
False],
[False, True, False, True, True, True, False, False, True,
False]]),
array([[False, False, True, False, False, True, False, False, False,
False],
[ True, True, False, False, False, False, True, False, False,
False],
[False, False, False, True, True, False, False, False, False,
True],
[False, False, False, False, False, False, False, True, True,
False]]))
In [26]:
l.scurve()
Out[26]:
(array([[ 0.81590344, 1.51677578, -0.42181181],
[ 0.51232907, 0.01501674, -1.85878922],
[-0.97561859, 1.83978738, 0.78052708],
[ 0.93038978, 0.81204353, -0.63342824],
[-0.91814306, 1.54202047, 0.60375095],
[ 0.74616867, 0.9373311 , 1.66575695],
[ 0.25313713, 1.9099293 , -0.03256959],
[ 0.29450729, 0.49501686, -1.95564923],
[-0.36995045, 1.669578 , 0.07094852],
[-0.98763154, 1.75624279, 0.8432073 ]]),
array([ 0.95429001, 2.60369801, -1.34952214, 1.19547472, -1.16336846,
-3.98388117, 0.25592164, 2.84265275, -0.37895569, -1.41335399]))
In [27]:
l.checker()
Out[27]:
(array([[33.03698455, 33.03698455, 96.69361324, 66.14407259, 66.14407259,
33.03698455, 49.38053819, 33.03698455, 33.03698455, 33.03698455],
[31.87059608, 31.87059608, 93.56698297, 95.62522052, 95.62522052,
31.87059608, 44.22444996, 31.87059608, 31.87059608, 31.87059608],
[78.29586555, 78.29586555, 62.45400562, 88.32426999, 88.32426999,
78.29586555, 74.99733641, 78.29586555, 78.29586555, 78.29586555],
[33.03698455, 33.03698455, 96.69361324, 66.14407259, 66.14407259,
33.03698455, 49.38053819, 33.03698455, 33.03698455, 33.03698455],
[37.67965014, 37.67965014, 87.8671772 , 94.38165405, 94.38165405,
37.67965014, 38.4876052 , 37.67965014, 37.67965014, 37.67965014],
[37.67965014, 37.67965014, 87.8671772 , 94.38165405, 94.38165405,
37.67965014, 38.4876052 , 37.67965014, 37.67965014, 37.67965014],
[33.03698455, 33.03698455, 96.69361324, 66.14407259, 66.14407259,
33.03698455, 49.38053819, 33.03698455, 33.03698455, 33.03698455],
[31.87059608, 31.87059608, 93.56698297, 95.62522052, 95.62522052,
31.87059608, 44.22444996, 31.87059608, 31.87059608, 31.87059608],
[33.03698455, 33.03698455, 96.69361324, 66.14407259, 66.14407259,
33.03698455, 49.38053819, 33.03698455, 33.03698455, 33.03698455],
[31.87059608, 31.87059608, 93.56698297, 95.62522052, 95.62522052,
31.87059608, 44.22444996, 31.87059608, 31.87059608, 31.87059608]]),
array([[False, True, False, False, False, False, False, True, False,
True],
[False, True, False, False, False, False, False, True, False,
True],
[False, True, False, False, False, False, False, True, False,
True],
[False, True, False, False, False, False, False, True, False,
True],
[False, False, True, False, False, False, False, False, False,
False],
[False, False, True, False, False, False, False, False, False,
False],
[False, False, True, False, False, False, False, False, False,
False],
[False, False, True, False, False, False, False, False, False,
False],
[False, False, False, False, True, True, False, False, False,
False],
[False, False, False, False, True, True, False, False, False,
False],
[False, False, False, False, True, True, False, False, False,
False],
[False, False, False, False, True, True, False, False, False,
False],
[ True, False, False, True, False, False, True, False, True,
False],
[ True, False, False, True, False, False, True, False, True,
False],
[ True, False, False, True, False, False, True, False, True,
False],
[ True, False, False, True, False, False, True, False, True,
False]]),
array([[False, False, False, True, True, False, False, False, False,
False],
[False, False, True, False, False, False, False, False, False,
False],
[False, False, False, False, False, False, True, False, False,
False],
[ True, True, False, False, False, True, False, True, True,
True],
[False, False, False, True, True, False, False, False, False,
False],
[False, False, True, False, False, False, False, False, False,
False],
[False, False, False, False, False, False, True, False, False,
False],
[ True, True, False, False, False, True, False, True, True,
True],
[False, False, False, True, True, False, False, False, False,
False],
[False, False, True, False, False, False, False, False, False,
False],
[False, False, False, False, False, False, True, False, False,
False],
[ True, True, False, False, False, True, False, True, True,
True],
[False, False, False, True, True, False, False, False, False,
False],
[False, False, True, False, False, False, False, False, False,
False],
[False, False, False, False, False, False, True, False, False,
False],
[ True, True, False, False, False, True, False, True, True,
True]]))
In [28]:
l.friedman()
Out[28]:
(array([[0.22070376, 0.42335396, 0.67233071, 0.02782135, 0.26951705,
0.46842075, 0.64548092, 0.01065882, 0.82726405, 0.24024752],
[0.17691067, 0.48547375, 0.84107199, 0.23240542, 0.37251448,
0.27370831, 0.85744616, 0.33192742, 0.07657771, 0.07094178],
[0.11467923, 0.99128629, 0.83079506, 0.88790081, 0.25289657,
0.08411712, 0.44920411, 0.09553377, 0.90248801, 0.84721642],
[0.50041776, 0.45790408, 0.60346258, 0.18988192, 0.06698434,
0.60353037, 0.28705436, 0.66351915, 0.02269888, 0.5679222 ],
[0.83552181, 0.49686851, 0.42589094, 0.17634997, 0.07373997,
0.6893588 , 0.33489414, 0.77066705, 0.70749898, 0.07139365],
[0.00472108, 0.58611802, 0.36980495, 0.1734445 , 0.70806026,
0.25853748, 0.00234742, 0.80815148, 0.03364656, 0.17412539],
[0.40620668, 0.78477743, 0.53834555, 0.71945938, 0.79523242,
0.25261609, 0.65414535, 0.88470354, 0.79113572, 0.52076391],
[0.79481659, 0.90588777, 0.61810835, 0.36409174, 0.23769402,
0.46791722, 0.72666182, 0.60348104, 0.33233491, 0.81034648],
[0.82869703, 0.69808731, 0.88150993, 0.27250563, 0.31788336,
0.64245812, 0.92671589, 0.31003514, 0.5225276 , 0.04964893],
[0.45544332, 0.83559793, 0.65429625, 0.85695245, 0.93605643,
0.44277942, 0.19625626, 0.53557997, 0.2279106 , 0.0387508 ]]),
array([ 5.11315596, 9.17878125, 15.82792299, 9.04073801, 11.88881348,
5.70069161, 19.62287501, 12.81321865, 16.92289077, 23.03026649]))
In [29]:
l.friedman2()
Out[29]:
(array([[7.84542949e+01, 2.46961362e+02, 5.26316257e-02, 2.84627569e+00],
[1.13527443e+01, 4.32554816e+02, 5.61072060e-01, 3.74948342e+00],
[8.14117722e+01, 9.89607197e+02, 5.75327910e-01, 3.25035716e+00],
[4.29327213e+01, 6.99102719e+02, 3.12504145e-01, 1.07374631e+01],
[7.06458617e+00, 5.72912807e+02, 8.49919045e-01, 2.93139537e+00],
[1.20640160e+01, 1.39655282e+03, 7.45020337e-01, 7.47817029e+00],
[7.12387819e+00, 1.15386939e+03, 4.56120608e-01, 2.43338529e+00],
[8.54288685e+01, 1.72106484e+03, 2.73279662e-02, 3.71100172e+00],
[3.40828189e+01, 4.22047445e+02, 3.28958803e-01, 5.46089913e+00],
[1.76221024e+01, 4.58278333e+02, 9.37922315e-01, 8.34936803e+00]]),
array([ 79.52349869, 242.95918958, 575.1394588 , 222.65083102,
486.98015575, 1040.53009667, 526.3514638 , 97.52024881,
142.9580875 , 430.19029677]))
In [30]:
l.friedman3()
Out[30]:
(array([[5.44895209e+01, 7.25501667e+02, 6.20020243e-01, 5.43931023e+00],
[7.48834523e+01, 8.44040287e+02, 9.85815944e-02, 9.10239412e+00],
[2.32519197e+01, 8.97155368e+02, 9.57615042e-01, 1.95163749e+00],
[4.52543435e+01, 4.41982283e+02, 6.45484723e-01, 5.30269492e+00],
[1.78885600e+01, 9.12133500e+02, 7.14323896e-01, 4.21108172e+00],
[2.68103598e+01, 1.43243977e+03, 2.23289550e-01, 1.68597072e+00],
[6.37023484e+01, 6.96527907e+02, 7.79603838e-01, 6.45834341e+00],
[4.07411882e+01, 3.64136707e+02, 9.11164547e-01, 4.34596867e+00],
[6.14933032e-01, 4.57191321e+02, 3.40685123e-01, 9.67372221e+00],
[4.01745944e+01, 1.64244394e+03, 2.24816019e-01, 1.82708874e+00]]),
array([1.45024885, 0.83799838, 1.5437384 , 1.41348258, 1.54334819,
1.48716974, 1.4540179 , 1.44861507, 1.56684835, 1.46242132]))