225_puma8NH

Dataset statistics

Number of variables	9
Number of observations	8192
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	576.1 KiB
Average record size in memory	72.0 B

Variable types

NUM	9

Reproduction

Analysis started	2020-08-24 23:55:24.272266
Analysis finished	2020-08-24 23:55:39.078387
Duration	14.81 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

target has unique values Unique

theta1
Real number (ℝ)

Distinct count	8184
Unique (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.006294776170967964
Minimum	-1.8847290277481081
Maximum	1.8847349882125852
Zeros	0
Zeros (%)	0.0%
Memory size	64.1 KiB

Quantile statistics

Minimum	-1.884729028
5-th percentile	-1.70457443
Q1	-0.9270504862
median	0.01816850062
Q3	0.9401822388
95-th percentile	1.686372072
Maximum	1.884734988
Range	3.769464016
Interquartile range (IQR)	1.867232725

Descriptive statistics

Standard deviation	1.083438972
Coefficient of variation (CV)	172.117156
Kurtosis	-1.185551014
Mean	0.006294776171
Median Absolute Deviation (MAD)	0.9365329742
Skewness	-0.01546044654
Sum	51.56680639
Variance	1.173840007

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.3854239881	2	< 0.1%
1.037191987	2	< 0.1%
0.730938971	2	< 0.1%
-0.3526349962	2	< 0.1%
-1.768872976	2	< 0.1%
0.5926290154	2	< 0.1%
-0.5070419908	2	< 0.1%
-1.047608018	2	< 0.1%
-0.1497509927	1	< 0.1%
-1.821516991	1	< 0.1%
-0.5630310178	1	< 0.1%
0.1888130009	1	< 0.1%
0.7404019833	1	< 0.1%
-1.510521054	1	< 0.1%
1.010525942	1	< 0.1%
0.3151319921	1	< 0.1%
-0.7558419704	1	< 0.1%
0.5420290232	1	< 0.1%
-1.135535955	1	< 0.1%
-1.541097045	1	< 0.1%
0.7856780291	1	< 0.1%
-0.3776380122	1	< 0.1%
1.385555983	1	< 0.1%
-1.290218949	1	< 0.1%
-0.7240319848	1	< 0.1%
Other values (8159)	8159	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.884729028	1	< 0.1%
-1.88468802	1	< 0.1%
-1.884639978	1	< 0.1%
-1.884634018	1	< 0.1%
-1.884544015	1	< 0.1%
-1.882783055	1	< 0.1%
-1.882691026	1	< 0.1%
-1.882576942	1	< 0.1%
-1.881927967	1	< 0.1%
-1.881324053	1	< 0.1%

Value	Count	Frequency (%)
1.884734988	1	< 0.1%
1.884693027	1	< 0.1%
1.884636045	1	< 0.1%
1.884333014	1	< 0.1%
1.883651018	1	< 0.1%
1.883556962	1	< 0.1%
1.883466005	1	< 0.1%
1.883262038	1	< 0.1%
1.882946968	1	< 0.1%
1.882401943	1	< 0.1%

theta2
Real number (ℝ)

Distinct count	8180
Unique (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.017952333661369835
Minimum	-1.8836480379104612
Maximum	1.88330602645874
Zeros	0
Zeros (%)	0.0%
Memory size	64.1 KiB

Quantile statistics

Minimum	-1.883648038
5-th percentile	-1.696199155
Q1	-0.911816746
median	0.02260699961
Q3	0.9705884755
95-th percentile	1.693699181
Maximum	1.883306026
Range	3.766954064
Interquartile range (IQR)	1.882405221

Descriptive statistics

Standard deviation	1.089264548
Coefficient of variation (CV)	60.67537338
Kurtosis	-1.193557329
Mean	0.01795233366
Median Absolute Deviation (MAD)	0.9422235191
Skewness	-0.02181392684
Sum	147.0655174
Variance	1.186497256

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.4031220078	2	< 0.1%
-1.401909947	2	< 0.1%
-0.5176650286	2	< 0.1%
-0.5737590194	2	< 0.1%
-0.04793500155	2	< 0.1%
-0.06462100148	2	< 0.1%
-0.7871720195	2	< 0.1%
1.638182044	2	< 0.1%
1.160112977	2	< 0.1%
-0.3105080128	2	< 0.1%
1.160611033	2	< 0.1%
-0.2924030125	2	< 0.1%
-1.483139992	1	< 0.1%
-1.510481954	1	< 0.1%
0.2682450116	1	< 0.1%
0.5614650249	1	< 0.1%
0.8802369833	1	< 0.1%
0.6458610296	1	< 0.1%
-0.8646079898	1	< 0.1%
0.9134359956	1	< 0.1%
-0.6927310228	1	< 0.1%
0.4489040077	1	< 0.1%
1.410941958	1	< 0.1%
0.3103770018	1	< 0.1%
0.4244970083	1	< 0.1%
Other values (8155)	8155	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.883648038	1	< 0.1%
-1.883483052	1	< 0.1%
-1.882652998	1	< 0.1%
-1.882030964	1	< 0.1%
-1.881960988	1	< 0.1%
-1.881716013	1	< 0.1%
-1.881711006	1	< 0.1%
-1.881577969	1	< 0.1%
-1.881150007	1	< 0.1%
-1.879397988	1	< 0.1%

Value	Count	Frequency (%)
1.883306026	1	< 0.1%
1.881075978	1	< 0.1%
1.880910993	1	< 0.1%
1.878373981	1	< 0.1%
1.87726903	1	< 0.1%
1.874454021	1	< 0.1%
1.874294043	1	< 0.1%
1.873965025	1	< 0.1%
1.872470975	1	< 0.1%
1.871358037	1	< 0.1%

theta3
Real number (ℝ)

Distinct count	8183
Unique (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0031538137572308944
Minimum	-1.884449005126953
Maximum	1.884737014770508
Zeros	0
Zeros (%)	0.0%
Memory size	64.1 KiB

Quantile statistics

Minimum	-1.884449005
5-th percentile	-1.685176003
Q1	-0.923930496
median	0.0165275
Q3	0.9427387565
95-th percentile	1.692033094
Maximum	1.884737015
Range	3.76918602
Interquartile range (IQR)	1.866669253

Descriptive statistics

Standard deviation	1.084188495
Coefficient of variation (CV)	343.770615
Kurtosis	-1.190551055
Mean	0.003153813757
Median Absolute Deviation (MAD)	0.9341560043
Skewness	-0.00706741033
Sum	25.8360423
Variance	1.175464692

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.7013499737	2	< 0.1%
-1.071609974	2	< 0.1%
-1.393874049	2	< 0.1%
1.26681602	2	< 0.1%
-0.06327100098	2	< 0.1%
-1.783004045	2	< 0.1%
0.4722130001	2	< 0.1%
1.193513989	2	< 0.1%
-0.6727839708	2	< 0.1%
1.104264021	1	< 0.1%
-0.003214000026	1	< 0.1%
0.463571012	1	< 0.1%
0.6302639842	1	< 0.1%
0.8730450273	1	< 0.1%
1.823011041	1	< 0.1%
0.7396270037	1	< 0.1%
0.07276000082	1	< 0.1%
-1.85424602	1	< 0.1%
0.3257640004	1	< 0.1%
-1.844472051	1	< 0.1%
-1.135501981	1	< 0.1%
1.264943004	1	< 0.1%
-1.134989023	1	< 0.1%
-1.291731954	1	< 0.1%
-0.4601300061	1	< 0.1%
Other values (8158)	8158	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.884449005	1	< 0.1%
-1.88429296	1	< 0.1%
-1.884227037	1	< 0.1%
-1.884155035	1	< 0.1%
-1.884140968	1	< 0.1%
-1.883434057	1	< 0.1%
-1.883136034	1	< 0.1%
-1.8829	1	< 0.1%
-1.882357955	1	< 0.1%
-1.882254004	1	< 0.1%

Value	Count	Frequency (%)
1.884737015	1	< 0.1%
1.884603024	1	< 0.1%
1.884045959	1	< 0.1%
1.883679986	1	< 0.1%
1.880344987	1	< 0.1%
1.880053997	1	< 0.1%
1.880000949	1	< 0.1%
1.87925303	1	< 0.1%
1.877802968	1	< 0.1%
1.877305984	1	< 0.1%

thetad1
Real number (ℝ)

Distinct count	8185
Unique (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.007720018143614782
Minimum	-1.8846319913864136
Maximum	1.8849229812622068
Zeros	0
Zeros (%)	0.0%
Memory size	64.1 KiB

Quantile statistics

Minimum	-1.884631991
5-th percentile	-1.699520814
Q1	-0.95945701
median	-0.009736499749
Q3	0.9318295121
95-th percentile	1.692721063
Maximum	1.884922981
Range	3.769554973
Interquartile range (IQR)	1.891286522

Descriptive statistics

Standard deviation	1.090345086
Coefficient of variation (CV)	-141.2360782
Kurtosis	-1.203293543
Mean	-0.007720018144
Median Absolute Deviation (MAD)	0.9455410028
Skewness	0.01108797244
Sum	-63.24238863
Variance	1.188852406

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.65298599	2	< 0.1%
1.239529014	2	< 0.1%
-1.418300033	2	< 0.1%
-0.03918600082	2	< 0.1%
-1.428514957	2	< 0.1%
1.80971396	2	< 0.1%
1.24069798	2	< 0.1%
1.166679025	1	< 0.1%
0.5989660025	1	< 0.1%
-0.2047829926	1	< 0.1%
-0.8177300096	1	< 0.1%
-1.166695952	1	< 0.1%
-1.435785055	1	< 0.1%
-0.009359000251	1	< 0.1%
1.759078026	1	< 0.1%
0.8037890196	1	< 0.1%
-1.760411978	1	< 0.1%
-1.260439992	1	< 0.1%
-0.7708590031	1	< 0.1%
-0.9114819765	1	< 0.1%
-0.1840530038	1	< 0.1%
-0.9475520253	1	< 0.1%
-1.322973013	1	< 0.1%
1.322973967	1	< 0.1%
-0.6427509785	1	< 0.1%
Other values (8160)	8160	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.884631991	1	< 0.1%
-1.88460803	1	< 0.1%
-1.884521008	1	< 0.1%
-1.884480953	1	< 0.1%
-1.884451032	1	< 0.1%
-1.884094	1	< 0.1%
-1.883641958	1	< 0.1%
-1.882951975	1	< 0.1%
-1.882063985	1	< 0.1%
-1.881749034	1	< 0.1%

Value	Count	Frequency (%)
1.884922981	1	< 0.1%
1.88280797	1	< 0.1%
1.881983042	1	< 0.1%
1.881955981	1	< 0.1%
1.880624056	1	< 0.1%
1.880177975	1	< 0.1%
1.880002022	1	< 0.1%
1.879904032	1	< 0.1%
1.879852057	1	< 0.1%
1.879683971	1	< 0.1%

thetad2
Real number (ℝ)

Distinct count	8183
Unique (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.014780120676168518
Minimum	-1.8847850561141968
Maximum	1.8840769529342647
Zeros	0
Zeros (%)	0.0%
Memory size	64.1 KiB

Quantile statistics

Minimum	-1.884785056
5-th percentile	-1.696153444
Q1	-0.959059
median	-0.03188999929
Q3	0.9268667698
95-th percentile	1.699071407
Maximum	1.884076953
Range	3.768862009
Interquartile range (IQR)	1.88592577

Descriptive statistics

Standard deviation	1.089577196
Coefficient of variation (CV)	-73.71910012
Kurtosis	-1.195791352
Mean	-0.01478012068
Median Absolute Deviation (MAD)	0.942684507
Skewness	0.01837778548
Sum	-121.0787486
Variance	1.187178466

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1.527099013	2	< 0.1%
0.1488880068	2	< 0.1%
1.270094037	2	< 0.1%
-1.243422031	2	< 0.1%
-0.280618012	2	< 0.1%
0.2436960042	2	< 0.1%
1.814820051	2	< 0.1%
0.1851419955	2	< 0.1%
-0.2021909952	2	< 0.1%
-1.354251027	1	< 0.1%
-0.5677480102	1	< 0.1%
-1.545642972	1	< 0.1%
0.2734369934	1	< 0.1%
-0.5052440166	1	< 0.1%
-1.729259968	1	< 0.1%
1.041736007	1	< 0.1%
1.135481	1	< 0.1%
-1.072980046	1	< 0.1%
-0.4088689983	1	< 0.1%
0.5521270037	1	< 0.1%
-1.166766047	1	< 0.1%
1.573012948	1	< 0.1%
-0.8021090031	1	< 0.1%
0.2760669887	1	< 0.1%
0.5677620173	1	< 0.1%
Other values (8158)	8158	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.884785056	1	< 0.1%
-1.884606957	1	< 0.1%
-1.884135962	1	< 0.1%
-1.883787036	1	< 0.1%
-1.88281703	1	< 0.1%
-1.881338954	1	< 0.1%
-1.881144047	1	< 0.1%
-1.881103992	1	< 0.1%
-1.880668044	1	< 0.1%
-1.879940987	1	< 0.1%

Value	Count	Frequency (%)
1.884076953	1	< 0.1%
1.883059978	1	< 0.1%
1.882387042	1	< 0.1%
1.881986976	1	< 0.1%
1.881924033	1	< 0.1%
1.881858945	1	< 0.1%
1.881844044	1	< 0.1%
1.881484985	1	< 0.1%
1.881479979	1	< 0.1%
1.881235003	1	< 0.1%

thetad3
Real number (ℝ)

Distinct count	8183
Unique (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.01344237465453979
Minimum	-1.8845579624176023
Maximum	1.884745955467224
Zeros	0
Zeros (%)	0.0%
Memory size	64.1 KiB

Quantile statistics

Minimum	-1.884557962
5-th percentile	-1.685824323
Q1	-0.9216982424
median	0.02652950026
Q3	0.9468442351
95-th percentile	1.690112782
Maximum	1.884745955
Range	3.769303918
Interquartile range (IQR)	1.868542477

Descriptive statistics

Standard deviation	1.085666378
Coefficient of variation (CV)	80.76447847
Kurtosis	-1.200580355
Mean	0.01344237465
Median Absolute Deviation (MAD)	0.9353560004
Skewness	-0.01941036071
Sum	110.1199332
Variance	1.178671485

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.5966299772	3	< 0.1%
1.155429006	2	< 0.1%
-1.057376981	2	< 0.1%
-1.798992991	2	< 0.1%
1.004395008	2	< 0.1%
1.614300013	2	< 0.1%
-1.424574018	2	< 0.1%
0.8753479719	2	< 0.1%
0.4813550115	1	< 0.1%
-0.6458079815	1	< 0.1%
-1.604112983	1	< 0.1%
-1.005043983	1	< 0.1%
-0.3135870099	1	< 0.1%
0.9889649749	1	< 0.1%
-1.416618943	1	< 0.1%
-0.3541490138	1	< 0.1%
0.6461319923	1	< 0.1%
-1.697842956	1	< 0.1%
-0.9914960265	1	< 0.1%
-0.8489339948	1	< 0.1%
1.318493962	1	< 0.1%
1.792883039	1	< 0.1%
0.7864149809	1	< 0.1%
-0.3072809875	1	< 0.1%
0.364241004	1	< 0.1%
Other values (8158)	8158	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.884557962	1	< 0.1%
-1.88391602	1	< 0.1%
-1.883903027	1	< 0.1%
-1.883594036	1	< 0.1%
-1.883391023	1	< 0.1%
-1.883044958	1	< 0.1%
-1.882902026	1	< 0.1%
-1.881289005	1	< 0.1%
-1.880957007	1	< 0.1%
-1.878494978	1	< 0.1%

Value	Count	Frequency (%)
1.884745955	1	< 0.1%
1.884719968	1	< 0.1%
1.883782983	1	< 0.1%
1.883249044	1	< 0.1%
1.883191943	1	< 0.1%
1.882838011	1	< 0.1%
1.882655978	1	< 0.1%
1.882496953	1	< 0.1%
1.88240397	1	< 0.1%
1.88222599	1	< 0.1%

tau1
Real number (ℝ)

Distinct count	8165
Unique (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.002217416103470704
Minimum	-0.5999950170516968
Maximum	0.5999550223350525
Zeros	0
Zeros (%)	0.0%
Memory size	64.1 KiB

Quantile statistics

Minimum	-0.5999950171
5-th percentile	-0.5359626681
Q1	-0.29670275
median	0.006988999899
Q3	0.2978440076
95-th percentile	0.5411814123
Maximum	0.5999550223
Range	1.199950039
Interquartile range (IQR)	0.5945467576

Descriptive statistics

Standard deviation	0.3436914725
Coefficient of variation (CV)	154.9963816
Kurtosis	-1.186503988
Mean	0.002217416103
Median Absolute Deviation (MAD)	0.2981095016
Skewness	-0.003621819596
Sum	18.16507272
Variance	0.1181238282

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.4123559892	2	< 0.1%
0.05608199909	2	< 0.1%
-0.282002002	2	< 0.1%
-0.5223640203	2	< 0.1%
0.1964209974	2	< 0.1%
0.05486499891	2	< 0.1%
0.04931699857	2	< 0.1%
-0.1536639929	2	< 0.1%
-0.3720650077	2	< 0.1%
-0.1996250004	2	< 0.1%
-0.1089629978	2	< 0.1%
0.3289470077	2	< 0.1%
0.5830820203	2	< 0.1%
0.5857570171	2	< 0.1%
0.3353309929	2	< 0.1%
0.1641059965	2	< 0.1%
-0.3143300116	2	< 0.1%
0.122766003	2	< 0.1%
0.1310410053	2	< 0.1%
-0.1032349989	2	< 0.1%
-0.5471190214	2	< 0.1%
-0.2794309855	2	< 0.1%
-0.2475730032	2	< 0.1%
0.02072099969	2	< 0.1%
0.3282749951	2	< 0.1%
Other values (8140)	8142	99.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.5999950171	1	< 0.1%
-0.5997830033	1	< 0.1%
-0.5995309949	1	< 0.1%
-0.5993930101	1	< 0.1%
-0.5992709994	1	< 0.1%
-0.5991749763	1	< 0.1%
-0.5991129875	1	< 0.1%
-0.5990869999	1	< 0.1%
-0.5990650058	1	< 0.1%
-0.5990039706	1	< 0.1%

Value	Count	Frequency (%)
0.5999550223	1	< 0.1%
0.5997639894	1	< 0.1%
0.5991399884	1	< 0.1%
0.599011004	1	< 0.1%
0.5989109874	1	< 0.1%
0.5988519788	1	< 0.1%
0.5987750292	1	< 0.1%
0.5987370014	1	< 0.1%
0.5987290144	1	< 0.1%
0.5987280011	1	< 0.1%

tau2
Real number (ℝ)

Distinct count	8165
Unique (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.000696704433066575
Minimum	-0.5998719930648804
Maximum	0.5999119877815247
Zeros	0
Zeros (%)	0.0%
Memory size	64.1 KiB

Quantile statistics

Minimum	-0.5998719931
5-th percentile	-0.5379978031
Q1	-0.300827004
median	0.005336999893
Q3	0.3037060052
95-th percentile	0.54035981
Maximum	0.5999119878
Range	1.199783981
Interquartile range (IQR)	0.6045330092

Descriptive statistics

Standard deviation	0.3467036738
Coefficient of variation (CV)	497.6337991
Kurtosis	-1.200907281
Mean	0.0006967044331
Median Absolute Deviation (MAD)	0.3022079915
Skewness	-0.008014328074
Sum	5.707402716
Variance	0.1202034375

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.09873600304	2	< 0.1%
0.2002750039	2	< 0.1%
-0.4898320138	2	< 0.1%
-0.1096900031	2	< 0.1%
-0.3780010045	2	< 0.1%
0.5073009729	2	< 0.1%
0.1836699992	2	< 0.1%
-0.2350450009	2	< 0.1%
0.05196399987	2	< 0.1%
-0.3900730014	2	< 0.1%
0.499383986	2	< 0.1%
-0.472864002	2	< 0.1%
0.4116370082	2	< 0.1%
-0.2356649935	2	< 0.1%
-0.4704520106	2	< 0.1%
-0.01836599968	2	< 0.1%
0.2432589978	2	< 0.1%
0.1326549947	2	< 0.1%
0.02293800004	2	< 0.1%
-0.05888999999	2	< 0.1%
0.2519010007	2	< 0.1%
-0.2748439908	2	< 0.1%
0.3025029898	2	< 0.1%
0.138876006	2	< 0.1%
0.5494629741	2	< 0.1%
Other values (8140)	8142	99.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.5998719931	1	< 0.1%
-0.5997070074	1	< 0.1%
-0.5996770263	1	< 0.1%
-0.5994880199	1	< 0.1%
-0.5991960168	1	< 0.1%
-0.5989879966	1	< 0.1%
-0.5989660025	1	< 0.1%
-0.5989170074	1	< 0.1%
-0.5989030004	1	< 0.1%
-0.5987849832	1	< 0.1%

Value	Count	Frequency (%)
0.5999119878	1	< 0.1%
0.5994099975	1	< 0.1%
0.5992190242	1	< 0.1%
0.5991280079	1	< 0.1%
0.5988810062	1	< 0.1%
0.5985249877	1	< 0.1%
0.5982310176	1	< 0.1%
0.5981960297	1	< 0.1%
0.5978890061	1	< 0.1%
0.5978469849	1	< 0.1%

target
Real number (ℝ)

UNIQUE

Distinct count	8192
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.1620470815235615
Minimum	-12.415322303771973
Maximum	11.876190185546875
Zeros	0
Zeros (%)	0.0%
Memory size	64.1 KiB

Quantile statistics

Minimum	-12.4153223
5-th percentile	-8.281291008
Q1	-3.183712721
median	1.11512202
Q3	6.319604039
95-th percentile	9.255335331
Maximum	11.87619019
Range	24.29151249
Interquartile range (IQR)	9.50331676

Descriptive statistics

Standard deviation	5.622332637
Coefficient of variation (CV)	4.838300209
Kurtosis	-1.082968385
Mean	1.162047082
Median Absolute Deviation (MAD)	4.771428883
Skewness	-0.1500731979
Sum	9519.489692
Variance	31.61062428

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
8.24956131	1	< 0.1%
7.499983788	1	< 0.1%
8.146037102	1	< 0.1%
6.594884872	1	< 0.1%
1.265544057	1	< 0.1%
1.697819948	1	< 0.1%
9.920105934	1	< 0.1%
-10.0826149	1	< 0.1%
8.332661629	1	< 0.1%
-7.291340828	1	< 0.1%
-1.291592002	1	< 0.1%
-5.046824932	1	< 0.1%
8.892999649	1	< 0.1%
-7.666434765	1	< 0.1%
-1.791610956	1	< 0.1%
-1.97911799	1	< 0.1%
8.833035469	1	< 0.1%
-2.778573036	1	< 0.1%
-8.83309269	1	< 0.1%
-2.208277941	1	< 0.1%
6.786567211	1	< 0.1%
3.76827693	1	< 0.1%
-7.7865448	1	< 0.1%
1.260398984	1	< 0.1%
9.215249062	1	< 0.1%
Other values (8167)	8167	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-12.4153223	1	< 0.1%
-12.21497631	1	< 0.1%
-12.04012203	1	< 0.1%
-11.77514076	1	< 0.1%
-11.63514996	1	< 0.1%
-11.54473591	1	< 0.1%
-11.50454044	1	< 0.1%
-11.50340939	1	< 0.1%
-11.34683895	1	< 0.1%
-11.29293728	1	< 0.1%

Value	Count	Frequency (%)
11.87619019	1	< 0.1%
11.22541904	1	< 0.1%
11.19683266	1	< 0.1%
11.14181709	1	< 0.1%
10.90287685	1	< 0.1%
10.82804394	1	< 0.1%
10.75854969	1	< 0.1%
10.71703053	1	< 0.1%
10.69570923	1	< 0.1%
10.68460369	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	theta1	theta2	theta3	thetad1	thetad2	thetad3	tau1	tau2	target
0	1.537614	-0.059370	1.201468	1.427548	1.090218	1.530334	-0.567986	-0.140463	6.321392
1	-0.207424	0.984767	1.063136	-1.258238	-1.777808	0.697755	-0.326937	-0.024999	9.122258
2	-0.448652	-0.670643	0.539996	1.540304	-0.092091	1.658839	0.515485	-0.236198	2.887800
3	1.188242	1.563711	1.244987	1.497807	-1.826647	1.699286	-0.300588	0.022652	4.631216
4	1.115093	1.141794	1.285745	0.389825	-0.320503	0.510539	0.097198	0.412442	-0.443591
5	-1.099690	1.377836	-1.279533	-1.537403	-0.154722	0.832828	-0.110465	-0.181488	5.987181
6	-0.120829	1.204484	-0.654551	-0.441483	-0.812690	-0.498546	0.462281	-0.440535	0.658118
7	0.840910	-0.222823	-1.458830	0.954684	0.624153	-1.523538	-0.276099	-0.004282	3.556650
8	0.506034	-0.012869	-1.408375	0.719148	0.391425	0.184612	0.046232	-0.586140	-2.681732
9	0.154190	1.550283	1.755983	-1.822316	-0.912246	0.103702	0.388885	-0.412139	-5.644916

Last rows

	theta1	theta2	theta3	thetad1	thetad2	thetad3	tau1	tau2	target
8182	0.391545	-1.572752	1.366945	0.400296	-1.508331	-1.640961	0.331581	0.087163	0.237481
8183	0.214035	0.783867	-1.382864	-0.288887	0.317495	1.721268	-0.302358	0.263052	-2.531025
8184	-1.870292	-0.482536	-0.911004	-1.628727	-0.685639	1.083659	0.196861	0.246937	-1.703908
8185	0.511480	1.048591	-0.665991	-0.443943	-0.697715	1.702465	-0.095036	-0.073461	8.301461
8186	-1.463180	-0.530755	-0.787223	1.529370	0.873134	-1.498527	0.329317	0.422852	-5.637154
8187	-0.124006	0.584276	-0.685397	1.389382	0.514277	-0.953929	0.235985	0.203346	4.844252
8188	-0.151091	1.538648	-1.529084	0.178763	-0.148821	-1.789391	-0.545480	0.110715	1.093038
8189	-0.666849	0.208102	-0.915003	-0.986674	0.817481	1.843709	-0.463069	0.392720	-2.430036
8190	0.352664	0.923918	0.023086	-0.288494	-0.605924	-1.228864	0.583118	0.063172	8.265306
8191	-0.724470	0.649090	-0.870060	0.393417	-0.263697	1.451984	0.275262	0.328867	-0.628352

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows