1191_BNG

Overview
Reproduction

Dataset statistics

Number of variables	19
Number of observations	1000000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	145.0 MiB
Average record size in memory	152.0 B

Variable types

NUM	11
BOOL	6
CAT	2

Reproduction

Analysis started	2020-08-24 23:44:44.995967
Analysis finished	2020-08-24 23:47:26.343829
Duration	2 minutes and 41.35 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

D
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

1	616741
0	383259

Frequency Table

Value	Count	Frequency (%)
1	616741	61.7%
0	383259	38.3%

Z1
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

0	630121
1	369879

Frequency Table

Value	Count	Frequency (%)
0	630121	63.0%
1	369879	37.0%

Z2
Real number (ℝ_≥0)

Distinct count	945079
Unique (%)	94.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	50.71160959226799
Minimum	22.47959899902344
Maximum	84.88188934326172
Zeros	0
Zeros (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	22.479599
5-th percentile	33.92495327
Q1	43.24672508
median	50.78588867
Q3	57.68946648
95-th percentile	68.41936836
Maximum	84.88188934
Range	62.40229034
Interquartile range (IQR)	14.44274139

Descriptive statistics

Standard deviation	10.45003446
Coefficient of variation (CV)	0.2060678914
Kurtosis	-0.7074187591
Mean	50.71160959
Median Absolute Deviation (MAD)	7.223049164
Skewness	0.08102142839
Sum	50711609.59
Variance	109.2032202

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
55.73774338	5	< 0.1%
44.63870621	4	< 0.1%
55.15983963	4	< 0.1%
43.8342514	4	< 0.1%
50.97534943	4	< 0.1%
56.60767746	4	< 0.1%
56.1217804	4	< 0.1%
67.56124115	4	< 0.1%
56.95583344	4	< 0.1%
44.47788239	4	< 0.1%
49.75960159	4	< 0.1%
51.52851868	4	< 0.1%
43.48391724	4	< 0.1%
44.03220749	4	< 0.1%
44.70715714	4	< 0.1%
50.82204437	4	< 0.1%
49.62920761	4	< 0.1%
50.44236755	4	< 0.1%
50.40220261	4	< 0.1%
51.34690475	4	< 0.1%
51.30337906	4	< 0.1%
43.8418808	4	< 0.1%
56.72174072	4	< 0.1%
50.65749359	4	< 0.1%
56.70775223	4	< 0.1%
Other values (945054)	999899	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
22.479599	1	< 0.1%
22.91332626	1	< 0.1%
22.98233795	1	< 0.1%
23.02925301	1	< 0.1%
23.23048019	1	< 0.1%
23.27106094	1	< 0.1%
23.27632523	1	< 0.1%
23.3631134	1	< 0.1%
23.40042496	1	< 0.1%
23.41963959	1	< 0.1%

Value	Count	Frequency (%)
84.88188934	1	< 0.1%
83.52048492	1	< 0.1%
83.1255722	1	< 0.1%
82.93149567	1	< 0.1%
82.22232056	1	< 0.1%
82.04473877	1	< 0.1%
82.041008	1	< 0.1%
82.03862	1	< 0.1%
81.82262421	1	< 0.1%
81.81079865	1	< 0.1%

Z3
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

0	908983
1	91017

Frequency Table

Value	Count	Frequency (%)
0	908983	90.9%
1	91017	9.1%

Z4
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

1	933216
0	66784

Frequency Table

Value	Count	Frequency (%)
1	933216	93.3%
0	66784	6.7%

Z5
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

0	635315
1	364685

Frequency Table

Value	Count	Frequency (%)
0	635315	63.5%
1	364685	36.5%

Z6
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

1	778600
0	221400

Frequency Table

Value	Count	Frequency (%)
1	778600	77.9%
0	221400	22.1%

Z7
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

1	832219
2	112578
0	55203

Value	Count	Frequency (%)
1	832219	83.2%
2	112578	11.3%
0	55203	5.5%

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories (?)	2
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
0	1055203	35.2%
.	1000000	33.3%
1	832219	27.7%
2	112578	3.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2000000	66.7%
Other Punctuation	1000000	33.3%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	1055203	52.8%
1	832219	41.6%
2	112578	5.6%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	1000000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3000000	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
0	1055203	35.2%
.	1000000	33.3%
1	832219	27.7%
2	112578	3.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3000000	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	1055203	35.2%
.	1000000	33.3%
1	832219	27.7%
2	112578	3.8%

Z8
Real number (ℝ)

Distinct count	862733
Unique (%)	86.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.274871514263747
Minimum	-14.14468479156494
Maximum	35.740596771240234
Zeros	0
Zeros (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	-14.14468479
5-th percentile	0.4801328972
Q1	0.7664745152
median	1.400047958
Q3	3.302636266
95-th percentile	14.26304402
Maximum	35.74059677
Range	49.88528156
Interquartile range (IQR)	2.536161751

Descriptive statistics

Standard deviation	4.481907266
Coefficient of variation (CV)	1.368574995
Kurtosis	4.611595775
Mean	3.274871514
Median Absolute Deviation (MAD)	0.7992949486
Skewness	2.234646919
Sum	3274871.514
Variance	20.08749274

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.5222470164	7	< 0.1%
0.5686479807	7	< 0.1%
1.02156496	7	< 0.1%
0.5748149753	7	< 0.1%
0.5237249732	7	< 0.1%
0.6798350215	6	< 0.1%
0.6021890044	6	< 0.1%
0.6314949989	6	< 0.1%
0.9160460234	6	< 0.1%
0.631321013	6	< 0.1%
0.8512340188	6	< 0.1%
0.5551149845	6	< 0.1%
0.6932719946	6	< 0.1%
0.5551499724	6	< 0.1%
0.6537529826	6	< 0.1%
0.660540998	6	< 0.1%
0.5932610035	6	< 0.1%
0.5554680228	6	< 0.1%
0.5683150291	6	< 0.1%
0.6217349768	6	< 0.1%
0.5795670152	6	< 0.1%
0.6810910106	6	< 0.1%
0.5828120112	6	< 0.1%
0.5574280024	6	< 0.1%
0.5912359953	6	< 0.1%
Other values (862708)	999845	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-14.14468479	1	< 0.1%
-13.32817364	1	< 0.1%
-13.21354771	1	< 0.1%
-12.49219608	1	< 0.1%
-11.86309719	1	< 0.1%
-11.72336292	1	< 0.1%
-11.51307583	1	< 0.1%
-11.45681095	1	< 0.1%
-11.37018013	1	< 0.1%
-11.35507107	1	< 0.1%

Value	Count	Frequency (%)
35.74059677	1	< 0.1%
35.42272568	1	< 0.1%
33.62754059	1	< 0.1%
33.35547638	1	< 0.1%
33.24124908	1	< 0.1%
32.73513031	1	< 0.1%
32.6942215	1	< 0.1%
32.43099976	1	< 0.1%
32.24845123	1	< 0.1%
32.11071396	1	< 0.1%

Z9
Real number (ℝ)

Distinct count	954746
Unique (%)	95.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	372.7969093925877
Minimum	-882.482177734375
Maximum	2065.0244140625
Zeros	0
Zeros (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	-882.4821777
5-th percentile	186.1779961
Q1	261.2439499
median	342.0298462
Q3	392.5618362
95-th percentile	845.5699036
Maximum	2065.024414
Range	2947.506592
Interquartile range (IQR)	131.3178864

Descriptive statistics

Standard deviation	201.6037313
Coefficient of variation (CV)	0.5407870242
Kurtosis	8.531449867
Mean	372.7969094
Median Absolute Deviation (MAD)	63.73150635
Skewness	2.580498224
Sum	372796909.4
Variance	40644.06446

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
260.8553772	5	< 0.1%
259.3614502	4	< 0.1%
366.830719	4	< 0.1%
378.3994446	4	< 0.1%
388.8059692	4	< 0.1%
392.1968994	4	< 0.1%
258.6195374	4	< 0.1%
363.1756287	4	< 0.1%
351.6827087	4	< 0.1%
377.64505	4	< 0.1%
379.9394531	4	< 0.1%
310.6798096	4	< 0.1%
365.9874268	4	< 0.1%
358.7298584	4	< 0.1%
308.1872253	4	< 0.1%
371.8473816	4	< 0.1%
266.2933655	4	< 0.1%
392.4492188	4	< 0.1%
396.9309387	4	< 0.1%
305.6862488	4	< 0.1%
385.2670288	4	< 0.1%
256.6996155	4	< 0.1%
376.2719421	4	< 0.1%
376.1568909	4	< 0.1%
391.7615662	4	< 0.1%
Other values (954721)	999899	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-882.4821777	1	< 0.1%
-785.8256226	1	< 0.1%
-773.0212402	1	< 0.1%
-744.7147217	1	< 0.1%
-719.6126099	1	< 0.1%
-699.5125732	1	< 0.1%
-684.4309692	1	< 0.1%
-681.9295654	1	< 0.1%
-673.5078125	1	< 0.1%
-668.0759888	1	< 0.1%

Value	Count	Frequency (%)
2065.024414	1	< 0.1%
2024.850708	1	< 0.1%
2009.595581	1	< 0.1%
1992.291992	1	< 0.1%
1989.187256	1	< 0.1%
1981.489258	1	< 0.1%
1972.56189	1	< 0.1%
1971.114014	1	< 0.1%
1970.685913	1	< 0.1%
1962.456543	1	< 0.1%

Z10
Real number (ℝ_≥0)

Distinct count	715569
Unique (%)	71.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.499945929758191
Minimum	1.7229160070419312
Maximum	4.784540176391602
Zeros	0
Zeros (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	1.722916007
5-th percentile	2.694155836
Q1	3.277952671
median	3.53124094
Q3	3.760113955
95-th percentile	4.165658045
Maximum	4.784540176
Range	3.061624169
Interquartile range (IQR)	0.4821612835

Descriptive statistics

Standard deviation	0.4223767999
Coefficient of variation (CV)	0.12068095
Kurtosis	0.06695382307
Mean	3.49994593
Median Absolute Deviation (MAD)	0.2404866219
Skewness	-0.4180750386
Sum	3499945.93
Variance	0.1784021611

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3.725474119	10	< 0.1%
3.546597004	9	< 0.1%
3.501540899	9	< 0.1%
3.74447608	8	< 0.1%
3.511399031	8	< 0.1%
3.368366957	8	< 0.1%
3.53716898	8	< 0.1%
3.504977942	8	< 0.1%
3.319776058	8	< 0.1%
3.763633966	8	< 0.1%
3.532329082	8	< 0.1%
3.555906057	8	< 0.1%
3.503269911	8	< 0.1%
3.553623915	8	< 0.1%
3.279759884	8	< 0.1%
3.741811991	8	< 0.1%
3.561414957	7	< 0.1%
3.538841009	7	< 0.1%
3.687743902	7	< 0.1%
3.314248085	7	< 0.1%
3.503576994	7	< 0.1%
3.528002024	7	< 0.1%
3.548182011	7	< 0.1%
3.553421974	7	< 0.1%
3.521962881	7	< 0.1%
Other values (715544)	999805	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.722916007	1	< 0.1%
1.770863056	1	< 0.1%
1.772652984	1	< 0.1%
1.773419023	1	< 0.1%
1.788416028	1	< 0.1%
1.79669404	1	< 0.1%
1.815662026	1	< 0.1%
1.818061948	1	< 0.1%
1.830103993	1	< 0.1%
1.831709981	1	< 0.1%

Value	Count	Frequency (%)
4.784540176	1	< 0.1%
4.766119003	1	< 0.1%
4.745099068	1	< 0.1%
4.734613895	1	< 0.1%
4.726620197	1	< 0.1%
4.705323219	1	< 0.1%
4.698208809	1	< 0.1%
4.696437836	1	< 0.1%
4.69584322	1	< 0.1%
4.695724964	1	< 0.1%

Z11
Real number (ℝ)

Distinct count	980527
Unique (%)	98.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	86.94101598177527
Minimum	-156.5341033935547
Maximum	632.386962890625
Zeros	0
Zeros (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	-156.5341034
5-th percentile	18.50917807
Q1	42.41050339
median	56.86836052
Q3	104.7587852
95-th percentile	278.1340363
Maximum	632.3869629
Range	788.9210663
Interquartile range (IQR)	62.34828186

Descriptive statistics

Standard deviation	78.90432666
Coefficient of variation (CV)	0.9075615895
Kurtosis	4.594697272
Mean	86.94101598
Median Absolute Deviation (MAD)	22.13475609
Skewness	2.127324533
Sum	86941015.98
Variance	6225.892765

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
44.95726776	4	< 0.1%
45.50425339	4	< 0.1%
67.9723053	4	< 0.1%
75.16859436	4	< 0.1%
49.06213379	4	< 0.1%
74.21747589	4	< 0.1%
45.5927887	4	< 0.1%
44.34004211	3	< 0.1%
38.30842972	3	< 0.1%
51.91654587	3	< 0.1%
72.32200623	3	< 0.1%
42.37286377	3	< 0.1%
25.98135757	3	< 0.1%
47.5258522	3	< 0.1%
47.98347473	3	< 0.1%
48.7043457	3	< 0.1%
74.64677429	3	< 0.1%
65.5815506	3	< 0.1%
104.8464737	3	< 0.1%
71.79456329	3	< 0.1%
50.08789444	3	< 0.1%
45.04151917	3	< 0.1%
133.2732544	3	< 0.1%
53.26330185	3	< 0.1%
68.32317352	3	< 0.1%
Other values (980502)	999918	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-156.5341034	1	< 0.1%
-154.3092651	1	< 0.1%
-145.3622742	1	< 0.1%
-144.1547852	1	< 0.1%
-142.9697723	1	< 0.1%
-141.4416962	1	< 0.1%
-139.4296722	1	< 0.1%
-134.3579865	1	< 0.1%
-131.7428284	1	< 0.1%
-131.5534515	1	< 0.1%

Value	Count	Frequency (%)
632.3869629	1	< 0.1%
629.1333008	1	< 0.1%
613.4134521	1	< 0.1%
609.0568237	1	< 0.1%
598.4865723	1	< 0.1%
597.37146	1	< 0.1%
596.1638794	1	< 0.1%
595.6636963	1	< 0.1%
590.8909912	1	< 0.1%
589.8619385	1	< 0.1%

Z12
Real number (ℝ)

Distinct count	976926
Unique (%)	97.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1833.7611590784807
Minimum	-7466.93212890625
Maximum	18792.521484375
Zeros	0
Zeros (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	-7466.932129
5-th percentile	546.5758514
Q1	879.5376892
median	1095.608337
Q3	1794.382599
95-th percentile	6874.935352
Maximum	18792.52148
Range	26259.45361
Interquartile range (IQR)	914.8449097

Descriptive statistics

Standard deviation	2021.985799
Coefficient of variation (CV)	1.102644032
Kurtosis	7.454729209
Mean	1833.761159
Median Absolute Deviation (MAD)	351.0852661
Skewness	2.66779536
Sum	1833761159
Variance	4088426.572

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1077.641235	5	< 0.1%
997.1378784	4	< 0.1%
1028.798096	4	< 0.1%
884.3886719	4	< 0.1%
1021.8125	4	< 0.1%
1028.904541	4	< 0.1%
1352.629272	4	< 0.1%
1062.356567	4	< 0.1%
1227.168579	4	< 0.1%
1025.69043	4	< 0.1%
886.7827759	4	< 0.1%
969.1589966	4	< 0.1%
954.8666382	4	< 0.1%
872.7441406	4	< 0.1%
1126.799683	4	< 0.1%
1066.2146	3	< 0.1%
1080.164307	3	< 0.1%
926.9638062	3	< 0.1%
890.6593018	3	< 0.1%
932.3843384	3	< 0.1%
1000.265015	3	< 0.1%
804.7680664	3	< 0.1%
1021.609985	3	< 0.1%
957.0615845	3	< 0.1%
848.3918457	3	< 0.1%
Other values (976901)	999909	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-7466.932129	1	< 0.1%
-7098.428223	1	< 0.1%
-7091.564941	1	< 0.1%
-6943.875977	1	< 0.1%
-6861.82373	1	< 0.1%
-6821.995605	1	< 0.1%
-6764.158691	1	< 0.1%
-6662.955078	1	< 0.1%
-6385.239258	1	< 0.1%
-6335.787598	1	< 0.1%

Value	Count	Frequency (%)
18792.52148	1	< 0.1%
18349.06836	1	< 0.1%
17912.83008	1	< 0.1%
17704.63086	1	< 0.1%
17577.88477	1	< 0.1%
17522.11133	1	< 0.1%
17459.69141	1	< 0.1%
17099.78906	1	< 0.1%
17022.59375	1	< 0.1%
16855.29102	1	< 0.1%

Z13
Real number (ℝ_≥0)

Distinct count	969238
Unique (%)	96.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	118.33384144998897
Minimum	1.739421010017395
Maximum	433.5694274902344
Zeros	0
Zeros (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	1.73942101
5-th percentile	53.56120949
Q1	81.65940666
median	105.1774139
Q3	143.1369324
95-th percentile	238.6270798
Maximum	433.5694275
Range	431.8300065
Interquartile range (IQR)	61.47752571

Descriptive statistics

Standard deviation	54.84641219
Coefficient of variation (CV)	0.463488817
Kurtosis	1.549024714
Mean	118.3338414
Median Absolute Deviation (MAD)	28.73896408
Skewness	1.279470339
Sum	118333841.4
Variance	3008.12893

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
88.82189941	4	< 0.1%
64.62203979	4	< 0.1%
86.58628845	4	< 0.1%
87.67505646	4	< 0.1%
86.31182098	4	< 0.1%
85.30688477	4	< 0.1%
83.57150269	4	< 0.1%
86.31078339	4	< 0.1%
142.3710175	4	< 0.1%
84.3239975	4	< 0.1%
94.84861755	4	< 0.1%
83.59587097	4	< 0.1%
146.0527649	4	< 0.1%
84.36457825	4	< 0.1%
88.14942169	4	< 0.1%
87.99341583	4	< 0.1%
141.10112	4	< 0.1%
146.8600769	4	< 0.1%
87.76580811	4	< 0.1%
92.12950897	4	< 0.1%
146.2153931	4	< 0.1%
81.89546204	3	< 0.1%
91.01166534	3	< 0.1%
96.67487335	3	< 0.1%
91.91039276	3	< 0.1%
Other values (969213)	999904	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.73942101	1	< 0.1%
6.589003086	1	< 0.1%
7.881835938	1	< 0.1%
10.35864353	1	< 0.1%
10.77004433	1	< 0.1%
11.3925066	1	< 0.1%
12.3207283	1	< 0.1%
13.08386421	1	< 0.1%
13.16877556	1	< 0.1%
13.27734375	1	< 0.1%

Value	Count	Frequency (%)
433.5694275	1	< 0.1%
415.7616272	1	< 0.1%
415.3772888	1	< 0.1%
414.0134277	1	< 0.1%
407.688446	1	< 0.1%
405.5202026	1	< 0.1%
405.4505005	1	< 0.1%
405.0487061	1	< 0.1%
404.3439636	1	< 0.1%
403.8058472	1	< 0.1%

Z14
Real number (ℝ)

Distinct count	966659
Unique (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	122.50148239126713
Minimum	-91.03424072265624
Maximum	588.9686889648438
Zeros	0
Zeros (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	-91.03424072
5-th percentile	56.19245663
Q1	86.44034767
median	108.0734978
Q3	139.4275131
95-th percentile	265.6085342
Maximum	588.968689
Range	680.0029297
Interquartile range (IQR)	52.98716545

Descriptive statistics

Standard deviation	61.50756736
Coefficient of variation (CV)	0.5020965148
Kurtosis	3.813303719
Mean	122.5014824
Median Absolute Deviation (MAD)	25.09290695
Skewness	1.833155147
Sum	122501482.4
Variance	3783.180843

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
70.932724	4	< 0.1%
116.4107285	4	< 0.1%
87.70752716	4	< 0.1%
105.8251648	4	< 0.1%
87.08421326	4	< 0.1%
114.4018936	4	< 0.1%
129.1886597	4	< 0.1%
111.5177994	4	< 0.1%
83.80166626	4	< 0.1%
101.5060425	4	< 0.1%
107.2963638	4	< 0.1%
111.0473251	4	< 0.1%
90.34593964	4	< 0.1%
102.6699753	4	< 0.1%
108.1455078	4	< 0.1%
111.9825287	4	< 0.1%
109.6106796	4	< 0.1%
105.1541824	4	< 0.1%
108.4013596	4	< 0.1%
115.3120651	4	< 0.1%
116.1830902	3	< 0.1%
105.4088516	3	< 0.1%
148.8215942	3	< 0.1%
113.1359329	3	< 0.1%
116.3662415	3	< 0.1%
Other values (966634)	999905	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-91.03424072	1	< 0.1%
-86.03147888	1	< 0.1%
-81.64179993	1	< 0.1%
-81.0532074	1	< 0.1%
-78.70722198	1	< 0.1%
-74.81435394	1	< 0.1%
-69.44786835	1	< 0.1%
-64.73968506	1	< 0.1%
-62.54127121	1	< 0.1%
-61.6729126	1	< 0.1%

Value	Count	Frequency (%)
588.968689	1	< 0.1%
559.3779907	1	< 0.1%
543.5644531	1	< 0.1%
541.0971069	1	< 0.1%
532.9862671	1	< 0.1%
522.7778931	1	< 0.1%
520.6544189	1	< 0.1%
518.3247681	1	< 0.1%
517.5400391	1	< 0.1%
515.0258789	1	< 0.1%

Z15
Real number (ℝ_≥0)

Distinct count	968420
Unique (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	254.4475520729866
Minimum	12.134506225585938
Maximum	730.5150756835938
Zeros	0
Zeros (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	12.13450623
5-th percentile	110.0112743
Q1	186.4013481
median	247.3895035
Q3	309.4531555
95-th percentile	445.1947723
Maximum	730.5150757
Range	718.3805695
Interquartile range (IQR)	123.0518074

Descriptive statistics

Standard deviation	99.05169557
Coefficient of variation (CV)	0.3892813853
Kurtosis	-0.03711787
Mean	254.4475521
Median Absolute Deviation (MAD)	61.592659
Skewness	0.5323944621
Sum	254447552.1
Variance	9811.238394

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
198.736618	5	< 0.1%
241.8627472	4	< 0.1%
311.2606201	4	< 0.1%
289.3786011	4	< 0.1%
333.3598938	4	< 0.1%
196.7786255	4	< 0.1%
293.9570312	4	< 0.1%
262.6108704	4	< 0.1%
303.7745361	4	< 0.1%
299.7395325	4	< 0.1%
258.2235413	4	< 0.1%
293.5064697	4	< 0.1%
245.0899658	4	< 0.1%
263.0545349	4	< 0.1%
284.0815125	4	< 0.1%
318.4844666	4	< 0.1%
269.1048279	4	< 0.1%
260.3947754	4	< 0.1%
273.0010986	4	< 0.1%
312.1871033	4	< 0.1%
258.9861755	4	< 0.1%
301.511261	4	< 0.1%
292.6485901	4	< 0.1%
308.3053894	4	< 0.1%
261.8820496	4	< 0.1%
Other values (968395)	999899	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12.13450623	1	< 0.1%
13.46444321	1	< 0.1%
15.19852829	1	< 0.1%
19.82350159	1	< 0.1%
21.63874817	1	< 0.1%
24.50969887	1	< 0.1%
25.49705124	1	< 0.1%
25.63045502	1	< 0.1%
27.36805153	1	< 0.1%
28.03575516	1	< 0.1%

Value	Count	Frequency (%)
730.5150757	1	< 0.1%
700.5214233	1	< 0.1%
685.1069946	1	< 0.1%
670.9595947	1	< 0.1%
670.5437622	1	< 0.1%
669.2147217	1	< 0.1%
667.5880737	1	< 0.1%
666.6210327	1	< 0.1%
665.7985229	1	< 0.1%
662.9226685	1	< 0.1%

Z16
Real number (ℝ_≥0)

Distinct count	819131
Unique (%)	81.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.72546184243536
Minimum	7.001218795776367
Maximum	16.992422103881836
Zeros	0
Zeros (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	7.001218796
5-th percentile	9.552613115
Q1	10.04733443
median	10.55051041
Q3	11.03195119
95-th percentile	12.99760518
Maximum	16.9924221
Range	9.991203308
Interquartile range (IQR)	0.9846167564

Descriptive statistics

Standard deviation	1.017053943
Coefficient of variation (CV)	0.09482612107
Kurtosis	2.435096066
Mean	10.72546184
Median Absolute Deviation (MAD)	0.4919743538
Skewness	1.476985115
Sum	10725461.84
Variance	1.034398723

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
10.89664364	8	< 0.1%
11.00351048	7	< 0.1%
10.06369495	7	< 0.1%
11.12623119	7	< 0.1%
10.52701092	7	< 0.1%
10.59115314	7	< 0.1%
10.0802393	7	< 0.1%
10.15571117	7	< 0.1%
10.49715424	7	< 0.1%
10.54247665	6	< 0.1%
10.68694973	6	< 0.1%
10.57380486	6	< 0.1%
10.60359001	6	< 0.1%
10.07097912	6	< 0.1%
10.53507996	6	< 0.1%
10.63565826	6	< 0.1%
10.12573528	6	< 0.1%
10.05338287	6	< 0.1%
10.54221821	6	< 0.1%
10.12690258	6	< 0.1%
11.00956345	6	< 0.1%
10.12915516	6	< 0.1%
10.14281082	6	< 0.1%
10.15753841	6	< 0.1%
10.55771828	6	< 0.1%
Other values (819106)	999840	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
7.001218796	1	< 0.1%
7.432777882	1	< 0.1%
7.639432907	1	< 0.1%
7.710903168	1	< 0.1%
7.754797935	1	< 0.1%
7.825153828	1	< 0.1%
7.830566883	1	< 0.1%
7.833673954	1	< 0.1%
7.844981194	1	< 0.1%
7.846840858	1	< 0.1%

Value	Count	Frequency (%)
16.9924221	1	< 0.1%
16.96262932	1	< 0.1%
16.86690331	1	< 0.1%
16.82704163	1	< 0.1%
16.74712563	1	< 0.1%
16.70646095	1	< 0.1%
16.70506477	1	< 0.1%
16.67226219	1	< 0.1%
16.66664314	1	< 0.1%
16.64833069	1	< 0.1%

Z17
Categorical

Distinct count	4
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

1	461203
0	253844
2	189283
3	95670

Value	Count	Frequency (%)
1	461203	46.1%
0	253844	25.4%
2	189283	18.9%
3	95670	9.6%

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Overview of Unicode Properties

Unique unicode characters	5
Unique unicode categories (?)	2
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
0	1253844	41.8%
.	1000000	33.3%
1	461203	15.4%
2	189283	6.3%
3	95670	3.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2000000	66.7%
Other Punctuation	1000000	33.3%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	1253844	62.7%
1	461203	23.1%
2	189283	9.5%
3	95670	4.8%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	1000000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3000000	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
0	1253844	41.8%
.	1000000	33.3%
1	461203	15.4%
2	189283	6.3%
3	95670	3.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3000000	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	1253844	41.8%
.	1000000	33.3%
1	461203	15.4%
2	189283	6.3%
3	95670	3.2%

target
Real number (ℝ)

Distinct count	978852
Unique (%)	97.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1917.5776777154279
Minimum	-756.8543701171875
Maximum	5856.17919921875
Zeros	0
Zeros (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	-756.8543701
5-th percentile	338.1485519
Q1	1133.135864
median	1745.583008
Q3	2592.773132
95-th percentile	3969.409265
Maximum	5856.179199
Range	6613.033569
Interquartile range (IQR)	1459.637268

Descriptive statistics

Standard deviation	1103.621876
Coefficient of variation (CV)	0.5755291633
Kurtosis	-0.5221327473
Mean	1917.577678
Median Absolute Deviation (MAD)	728.5579834
Skewness	0.4665702559
Sum	1917577678
Variance	1217981.246

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2371.098633	5	< 0.1%
2656.067139	4	< 0.1%
2358.689697	4	< 0.1%
3262.929443	4	< 0.1%
2517.139648	4	< 0.1%
1181.394531	4	< 0.1%
2433.829102	4	< 0.1%
1864.750244	3	< 0.1%
1699.38269	3	< 0.1%
2437.641602	3	< 0.1%
1142.294189	3	< 0.1%
2349.006836	3	< 0.1%
1284.59436	3	< 0.1%
2498.487793	3	< 0.1%
2236.104004	3	< 0.1%
1124.357178	3	< 0.1%
1195.841064	3	< 0.1%
1812.171265	3	< 0.1%
2638.874512	3	< 0.1%
2538.521973	3	< 0.1%
1492.156006	3	< 0.1%
2158.355713	3	< 0.1%
2350.153076	3	< 0.1%
1147.388306	3	< 0.1%
1156.76123	3	< 0.1%
Other values (978827)	999917	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-756.8543701	1	< 0.1%
-713.2109375	1	< 0.1%
-665.6916504	1	< 0.1%
-647.8264771	1	< 0.1%
-630.9935303	1	< 0.1%
-618.1260986	1	< 0.1%
-616.6835938	1	< 0.1%
-615.9442139	1	< 0.1%
-610.2573853	1	< 0.1%
-609.6702271	1	< 0.1%

Value	Count	Frequency (%)
5856.179199	1	< 0.1%
5818.996582	1	< 0.1%
5775.712402	1	< 0.1%
5652.749512	1	< 0.1%
5640.875977	1	< 0.1%
5637.857422	1	< 0.1%
5634.987793	1	< 0.1%
5634.622559	1	< 0.1%
5621.477539	1	< 0.1%
5612.711914	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.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	D	Z1	Z2	Z3	Z4	Z5	Z6	Z7	Z8	Z9	Z10	Z11	Z12	Z13	Z14	Z15	Z16	Z17	target
0	1.0	1.0	31.756531	1.0	1.0	1.0	1.0	1.0	0.720643	204.775208	4.128511	41.536762	1009.964417	70.513832	145.856323	240.984985	10.170771	2.0	2382.476074
1	0.0	0.0	44.626873	0.0	1.0	0.0	1.0	1.0	12.947697	324.135315	3.331762	73.896744	895.713806	114.100945	142.130829	571.043701	10.619975	0.0	135.560638
2	1.0	0.0	56.920208	0.0	1.0	0.0	1.0	1.0	12.805899	314.973969	3.708680	74.953270	1840.040649	63.579121	109.543335	299.952087	10.037480	0.0	2203.619629
3	0.0	0.0	53.490952	0.0	1.0	0.0	1.0	1.0	3.575025	358.394104	3.632483	43.917221	949.666931	108.459961	88.847923	308.771271	10.105953	1.0	1795.955200
4	0.0	0.0	41.375957	0.0	1.0	0.0	1.0	1.0	16.583513	427.360077	3.701448	52.308067	887.632812	91.052589	105.256760	326.045868	9.449902	1.0	1350.666992
5	1.0	0.0	52.508492	0.0	1.0	0.0	1.0	1.0	1.556410	360.000671	4.211871	90.175568	925.069458	100.229340	114.589958	208.419189	11.016337	0.0	1378.727173
6	0.0	1.0	47.043053	0.0	1.0	0.0	0.0	1.0	3.322889	261.094055	2.834660	24.327459	2025.253784	48.837574	133.741058	97.332848	13.795160	0.0	475.944000
7	0.0	1.0	56.240383	0.0	0.0	0.0	1.0	0.0	13.358179	261.446869	2.768006	91.510269	1064.851196	142.189285	322.775665	133.042984	12.093728	1.0	557.591492
8	0.0	1.0	37.047913	0.0	1.0	1.0	0.0	2.0	7.866230	263.554260	3.563874	78.839104	643.433411	78.586319	106.826172	459.255524	9.455293	0.0	1167.141724
9	1.0	1.0	35.824699	0.0	1.0	1.0	1.0	1.0	0.544455	227.592346	3.224297	33.839943	568.074158	141.423431	129.546249	251.202240	10.638258	1.0	3952.591553

Last rows

	D	Z1	Z2	Z3	Z4	Z5	Z6	Z7	Z8	Z9	Z10	Z11	Z12	Z13	Z14	Z15	Z16	Z17	target
999990	1.0	0.0	57.600700	0.0	1.0	0.0	1.0	1.0	1.651521	356.063873	3.749581	66.043999	1776.243652	90.391586	218.408691	479.914276	10.324666	2.0	2202.633789
999991	1.0	1.0	35.536068	0.0	1.0	1.0	1.0	1.0	1.095892	307.779907	2.987472	18.821051	995.429993	154.451889	58.629288	297.430511	10.017821	0.0	1142.842041
999992	0.0	0.0	53.056637	0.0	1.0	0.0	1.0	2.0	1.971753	318.203491	3.311176	66.536819	5109.550293	136.856445	111.354141	326.175476	9.746990	0.0	605.966980
999993	1.0	0.0	70.450714	0.0	1.0	1.0	1.0	1.0	0.775659	360.474792	3.787220	30.464809	3886.373535	61.957294	110.059967	315.754913	10.357409	3.0	3174.704346
999994	1.0	0.0	39.755569	0.0	1.0	0.0	0.0	1.0	20.853916	245.210144	3.759833	81.082932	944.224243	272.452515	257.899109	235.874023	9.908377	1.0	1689.774658
999995	1.0	0.0	54.648628	0.0	1.0	0.0	1.0	1.0	0.821357	369.859589	3.406111	49.064838	904.527100	78.700981	114.336380	242.742355	11.091323	0.0	1141.450806
999996	0.0	0.0	41.496292	1.0	1.0	0.0	1.0	1.0	0.999576	857.390686	3.929982	133.071335	1798.910034	250.418610	109.321976	267.243958	11.711025	3.0	2149.976562
999997	0.0	1.0	33.830952	0.0	1.0	0.0	1.0	1.0	13.906055	312.313538	3.545428	73.009895	1829.911377	155.488190	83.146812	195.696869	10.770503	1.0	1678.040161
999998	0.0	0.0	70.523148	1.0	1.0	1.0	0.0	2.0	10.128497	212.766754	3.663546	268.529114	1046.635132	86.703087	97.095116	239.903885	11.003921	0.0	543.393616
999999	1.0	0.0	62.188412	0.0	1.0	0.0	1.0	1.0	9.892191	404.375275	3.783149	121.017029	1322.640259	260.806000	120.693352	233.631790	10.618650	0.0	3439.468506

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows