Profiling Report

Dataset statistics

Number of variables	12
Number of observations	1560922
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	65797
Duplicate rows (%)	4.2%
Total size in memory	142.9 MiB
Average record size in memory	96.0 B

Variable types

Numeric	11
Categorical	1

Alerts

Dataset has 65797 (4.2%) duplicate rows	Duplicates
`B2` is highly overall correlated with `B3` and 7 other fields	High correlation
`B3` is highly overall correlated with `B2` and 7 other fields	High correlation
`B4` is highly overall correlated with `B2` and 7 other fields	High correlation
`B5` is highly overall correlated with `B2` and 7 other fields	High correlation
`B6` is highly overall correlated with `B2` and 7 other fields	High correlation
`B7` is highly overall correlated with `B2` and 7 other fields	High correlation
`B8` is highly overall correlated with `B2` and 8 other fields	High correlation
`B11` is highly overall correlated with `B2` and 7 other fields	High correlation
`B12` is highly overall correlated with `B2` and 7 other fields	High correlation
`DEM` is highly overall correlated with `Slopes`	High correlation
`Slopes` is highly overall correlated with `B8` and 1 other fields	High correlation
`B2` has 280258 (18.0%) zeros	Zeros
`B3` has 278145 (17.8%) zeros	Zeros
`B5` has 278091 (17.8%) zeros	Zeros
`B6` has 278091 (17.8%) zeros	Zeros

Reproduction

Analysis started	2023-09-02 14:13:52.067730
Analysis finished	2023-09-02 14:15:20.255593
Duration	1 minute and 28.19 seconds
Software version	ydata-profiling vv4.0.0
Download configuration	config.json

B2
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1395
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	157.36021

Minimum	0
Maximum	3218
Zeros	280258
Zeros (%)	18.0%
Negative	0
Negative (%)	0.0%
Memory size	11.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	53
median	129
Q3	189
95-th percentile	470
Maximum	3218
Range	3218
Interquartile range (IQR)	136

Descriptive statistics

Standard deviation	174.75879
Coefficient of variation (CV)	1.1105653
Kurtosis	10.225491
Mean	157.36021
Median Absolute Deviation (MAD)	66
Skewness	2.8407089
Sum	2.4562702 × 10⁸
Variance	30540.633
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	280258	18.0%
117	8324	0.5%
126	8321	0.5%
130	8157	0.5%
120	7936	0.5%
118	7914	0.5%
113	7883	0.5%
116	7861	0.5%
108	7824	0.5%
110	7805	0.5%
Other values (1385)	1208639	77.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	280258	18.0%
1	179	< 0.1%
2	191	< 0.1%
3	226	< 0.1%
4	214	< 0.1%
5	266	< 0.1%
6	227	< 0.1%
7	273	< 0.1%
8	271	< 0.1%
9	304	< 0.1%

Value	Count	Frequency (%)
3218	1	< 0.1%
2626	1	< 0.1%
2186	1	< 0.1%
2184	1	< 0.1%
2126	1	< 0.1%
2096	3	< 0.1%
1968	2	< 0.1%
1908	2	< 0.1%
1848	1	< 0.1%
1838	2	< 0.1%

B3
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1698
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	232.50104

Minimum	0
Maximum	3072
Zeros	278145
Zeros (%)	17.8%
Negative	0
Negative (%)	0.0%
Memory size	11.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	109
median	214
Q3	281
95-th percentile	589
Maximum	3072
Range	3072
Interquartile range (IQR)	172

Descriptive statistics

Standard deviation	222.69406
Coefficient of variation (CV)	0.95781964
Kurtosis	9.3330298
Mean	232.50104
Median Absolute Deviation (MAD)	78
Skewness	2.5985295
Sum	3.6291598 × 10⁸
Variance	49592.644
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	278145	17.8%
212	8103	0.5%
208	7813	0.5%
201	7812	0.5%
217	7775	0.5%
206	7734	0.5%
215	7722	0.5%
210	7664	0.5%
203	7658	0.5%
205	7655	0.5%
Other values (1688)	1212841	77.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	278145	17.8%
1	15	< 0.1%
2	23	< 0.1%
3	25	< 0.1%
4	20	< 0.1%
5	18	< 0.1%
6	23	< 0.1%
7	13	< 0.1%
8	27	< 0.1%
9	30	< 0.1%

Value	Count	Frequency (%)
3072	1	< 0.1%
2762	1	< 0.1%
2744	3	< 0.1%
2403	1	< 0.1%
2060	2	< 0.1%
2007	1	< 0.1%
1961	2	< 0.1%
1910	1	< 0.1%
1849	4	< 0.1%
1845	2	< 0.1%

B4
Real number (ℝ)

Distinct	2197
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	274.66698

Minimum	-100
Maximum	3038
Zeros	0
Zeros (%)	0.0%
Negative	277344
Negative (%)	17.8%
Memory size	11.9 MiB

Quantile statistics

Minimum	-100
5-th percentile	-100
Q1	77
median	268
Q3	390
95-th percentile	681
Maximum	3038
Range	3138
Interquartile range (IQR)	313

Descriptive statistics

Standard deviation	316.41605
Coefficient of variation (CV)	1.1519989
Kurtosis	7.1332481
Mean	274.66698
Median Absolute Deviation (MAD)	144
Skewness	2.0768811
Sum	4.2873373 × 10⁸
Variance	100119.12
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-100	277344	17.8%
324	4225	0.3%
342	4018	0.3%
321	4005	0.3%
313	3949	0.3%
339	3936	0.3%
349	3930	0.3%
328	3922	0.3%
317	3914	0.3%
331	3897	0.2%
Other values (2187)	1247782	79.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-100	277344	17.8%
1	35	< 0.1%
2	34	< 0.1%
3	36	< 0.1%
4	39	< 0.1%
5	47	< 0.1%
6	77	< 0.1%
7	59	< 0.1%
8	81	< 0.1%
9	72	< 0.1%

Value	Count	Frequency (%)
3038	1	< 0.1%
2836	3	< 0.1%
2764	1	< 0.1%
2341	2	< 0.1%
2336	1	< 0.1%
2326	1	< 0.1%
2319	1	< 0.1%
2317	4	< 0.1%
2305	3	< 0.1%
2277	1	< 0.1%

B5
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2322
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	400.29949

Minimum	-100
Maximum	2625
Zeros	278091
Zeros (%)	17.8%
Negative	4
Negative (%)	< 0.1%
Memory size	11.9 MiB

Quantile statistics

Minimum	-100
5-th percentile	0
Q1	207
median	403
Q3	503
95-th percentile	801
Maximum	2625
Range	2725
Interquartile range (IQR)	296

Descriptive statistics

Standard deviation	341.97762
Coefficient of variation (CV)	0.85430442
Kurtosis	7.8265553
Mean	400.29949
Median Absolute Deviation (MAD)	120
Skewness	2.2284627
Sum	6.2483627 × 10⁸
Variance	116948.69
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	278091	17.8%
412	4487	0.3%
423	4370	0.3%
425	4367	0.3%
414	4313	0.3%
415	4298	0.3%
408	4285	0.3%
440	4280	0.3%
405	4244	0.3%
439	4244	0.3%
Other values (2312)	1243943	79.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-100	4	< 0.1%
0	278091	17.8%
19	1	< 0.1%
21	6	< 0.1%
22	3	< 0.1%
23	3	< 0.1%
24	12	< 0.1%
25	4	< 0.1%
26	68	< 0.1%
27	192	< 0.1%

Value	Count	Frequency (%)
2625	4	< 0.1%
2602	6	< 0.1%
2585	10	< 0.1%
2561	6	< 0.1%
2555	4	< 0.1%
2550	5	< 0.1%
2528	2	< 0.1%
2525	3	< 0.1%
2515	3	< 0.1%
2498	4	< 0.1%

B6
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2616
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	556.52337

Minimum	-100
Maximum	4986
Zeros	278091
Zeros (%)	17.8%
Negative	4
Negative (%)	< 0.1%
Memory size	11.9 MiB

Quantile statistics

Minimum	-100
5-th percentile	0
Q1	474
median	580
Q3	654
95-th percentile	1426
Maximum	4986
Range	5086
Interquartile range (IQR)	180

Descriptive statistics

Standard deviation	401.91046
Coefficient of variation (CV)	0.72218075
Kurtosis	4.0455995
Mean	556.52337
Median Absolute Deviation (MAD)	85
Skewness	1.3223239
Sum	8.6868957 × 10⁸
Variance	161532.02
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	278091	17.8%
590	6165	0.4%
588	6126	0.4%
603	6071	0.4%
580	6013	0.4%
591	5965	0.4%
596	5964	0.4%
583	5954	0.4%
604	5929	0.4%
610	5889	0.4%
Other values (2606)	1228755	78.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-100	4	< 0.1%
0	278091	17.8%
8	12	< 0.1%
9	11	< 0.1%
10	31	< 0.1%
11	68	< 0.1%
12	199	< 0.1%
13	214	< 0.1%
14	302	< 0.1%
15	303	< 0.1%

Value	Count	Frequency (%)
4986	2	< 0.1%
4203	6	< 0.1%
4181	9	< 0.1%
4059	4	< 0.1%
4021	3	< 0.1%
3892	1	< 0.1%
3868	6	< 0.1%
3855	6	< 0.1%
3793	6	< 0.1%
3787	6	< 0.1%

B7
Real number (ℝ)

Distinct	2978
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	610.96628

Minimum	-100
Maximum	5679
Zeros	0
Zeros (%)	0.0%
Negative	277277
Negative (%)	17.8%
Memory size	11.9 MiB

Quantile statistics

Minimum	-100
5-th percentile	-100
Q1	543
median	653
Q3	731
95-th percentile	1667
Maximum	5679
Range	5779
Interquartile range (IQR)	188

Descriptive statistics

Standard deviation	475.71243
Coefficient of variation (CV)	0.77862305
Kurtosis	3.059298
Mean	610.96628
Median Absolute Deviation (MAD)	89
Skewness	0.94529658
Sum	9.536707 × 10⁸
Variance	226302.31
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-100	277277	17.8%
677	5864	0.4%
652	5834	0.4%
667	5700	0.4%
661	5686	0.4%
666	5654	0.4%
660	5648	0.4%
658	5624	0.4%
674	5615	0.4%
662	5587	0.4%
Other values (2968)	1232433	79.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-100	277277	17.8%
1	6	< 0.1%
2	6	< 0.1%
11	8	< 0.1%
13	35	< 0.1%
14	47	< 0.1%
15	123	< 0.1%
16	268	< 0.1%
17	257	< 0.1%
18	257	< 0.1%

Value	Count	Frequency (%)
5679	2	< 0.1%
5147	6	< 0.1%
4942	9	< 0.1%
4799	6	< 0.1%
4738	3	< 0.1%
4730	6	< 0.1%
4696	4	< 0.1%
4619	6	< 0.1%
4614	4	< 0.1%
4544	1	< 0.1%

B8
Real number (ℝ)

Distinct	3623
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	640.15381

Minimum	-100
Maximum	6742
Zeros	0
Zeros (%)	0.0%
Negative	277160
Negative (%)	17.8%
Memory size	11.9 MiB

Quantile statistics

Minimum	-100
5-th percentile	-100
Q1	559
median	686
Q3	773
95-th percentile	1717
Maximum	6742
Range	6842
Interquartile range (IQR)	214

Descriptive statistics

Standard deviation	495.74526
Coefficient of variation (CV)	0.77441585
Kurtosis	3.5241627
Mean	640.15381
Median Absolute Deviation (MAD)	100
Skewness	0.96548136
Sum	9.9923017 × 10⁸
Variance	245763.36
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-100	277160	17.8%
684	6762	0.4%
735	6155	0.4%
697	6103	0.4%
703	6095	0.4%
725	6084	0.4%
709	6067	0.4%
719	6049	0.4%
722	6044	0.4%
711	6032	0.4%
Other values (3613)	1228371	78.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-100	277160	17.8%
8	3	< 0.1%
9	26	< 0.1%
10	54	< 0.1%
11	141	< 0.1%
12	166	< 0.1%
13	185	< 0.1%
14	188	< 0.1%
15	151	< 0.1%
16	152	< 0.1%

Value	Count	Frequency (%)
6742	2	< 0.1%
6472	1	< 0.1%
6412	2	< 0.1%
6332	1	< 0.1%
6276	2	< 0.1%
6174	3	< 0.1%
6038	1	< 0.1%
5846	2	< 0.1%
5772	2	< 0.1%
5748	2	< 0.1%

B11
Real number (ℝ)

Distinct	3133
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	682.84681

Minimum	-100
Maximum	3496
Zeros	0
Zeros (%)	0.0%
Negative	277277
Negative (%)	17.8%
Memory size	11.9 MiB

Quantile statistics

Minimum	-100
5-th percentile	-100
Q1	470
median	738
Q3	879
95-th percentile	1321
Maximum	3496
Range	3596
Interquartile range (IQR)	409

Descriptive statistics

Standard deviation	554.81284
Coefficient of variation (CV)	0.81249973
Kurtosis	4.0444371
Mean	682.84681
Median Absolute Deviation (MAD)	169
Skewness	1.2779133
Sum	1.0658706 × 10⁹
Variance	307817.29
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-100	277277	17.8%
782	3184	0.2%
746	3184	0.2%
751	3160	0.2%
770	3100	0.2%
777	3092	0.2%
775	3086	0.2%
767	3085	0.2%
792	3062	0.2%
833	3025	0.2%
Other values (3123)	1255667	80.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-100	277277	17.8%
15	18	< 0.1%
16	53	< 0.1%
17	200	< 0.1%
18	440	< 0.1%
19	755	< 0.1%
20	1052	0.1%
21	1372	0.1%
22	1429	0.1%
23	1628	0.1%

Value	Count	Frequency (%)
3496	4	< 0.1%
3447	6	< 0.1%
3436	4	< 0.1%
3409	6	< 0.1%
3408	10	< 0.1%
3400	2	< 0.1%
3375	6	< 0.1%
3350	3	< 0.1%
3339	7	< 0.1%
3336	6	< 0.1%

B12
Real number (ℝ)

Distinct	2995
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	486.27803

Minimum	-100
Maximum	3769
Zeros	0
Zeros (%)	0.0%
Negative	277277
Negative (%)	17.8%
Memory size	11.9 MiB

Quantile statistics

Minimum	-100
5-th percentile	-100
Q1	231
median	493.5
Q3	639
95-th percentile	1059
Maximum	3769
Range	3869
Interquartile range (IQR)	408

Descriptive statistics

Standard deviation	487.88313
Coefficient of variation (CV)	1.0033008
Kurtosis	6.8130229
Mean	486.27803
Median Absolute Deviation (MAD)	177.5
Skewness	2.0656009
Sum	7.5904208 × 10⁸
Variance	238029.95
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-100	277277	17.8%
584	3233	0.2%
566	3087	0.2%
590	3056	0.2%
558	3028	0.2%
559	3007	0.2%
552	3001	0.2%
553	2979	0.2%
561	2965	0.2%
580	2957	0.2%
Other values (2985)	1256332	80.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-100	277277	17.8%
10	49	< 0.1%
11	183	< 0.1%
12	498	< 0.1%
13	845	0.1%
14	1451	0.1%
15	1665	0.1%
16	1822	0.1%
17	2328	0.1%
18	2412	0.2%

Value	Count	Frequency (%)
3769	10	< 0.1%
3373	4	< 0.1%
3325	6	< 0.1%
3285	4	< 0.1%
3276	10	< 0.1%
3264	6	< 0.1%
3232	5	< 0.1%
3218	2	< 0.1%
3197	3	< 0.1%
3194	3	< 0.1%

DEM
Real number (ℝ)

Distinct	2465
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	130.6675

Minimum	-100
Maximum	2714
Zeros	0
Zeros (%)	0.0%
Negative	277991
Negative (%)	17.8%
Memory size	11.9 MiB

Quantile statistics

Minimum	-100
5-th percentile	-100
Q1	57
median	77
Q3	95
95-th percentile	861
Maximum	2714
Range	2814
Interquartile range (IQR)	38

Descriptive statistics

Standard deviation	335.3016
Coefficient of variation (CV)	2.5660673
Kurtosis	16.558229
Mean	130.6675
Median Absolute Deviation (MAD)	20
Skewness	4.0054483
Sum	2.0396177 × 10⁸
Variance	112427.16
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-100	277991	17.8%
75	35167	2.3%
76	34697	2.2%
77	32529	2.1%
74	32055	2.1%
57	30437	1.9%
73	28437	1.8%
78	28201	1.8%
89	27748	1.8%
88	27528	1.8%
Other values (2455)	1006132	64.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-100	277991	17.8%
33	10	< 0.1%
34	10	< 0.1%
35	18	< 0.1%
36	17	< 0.1%
37	45	< 0.1%
38	76	< 0.1%
39	110	< 0.1%
40	192	< 0.1%
41	406	< 0.1%

Value	Count	Frequency (%)
2714	2	< 0.1%
2710	2	< 0.1%
2708	2	< 0.1%
2705	2	< 0.1%
2686	1	< 0.1%
2675	1	< 0.1%
2667	1	< 0.1%
2666	1	< 0.1%
2633	1	< 0.1%
2630	1	< 0.1%

Slopes
Real number (ℝ)

Distinct	697433
Distinct (%)	44.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-12.196625

Minimum	-100
Maximum	65.50516
Zeros	6810
Zeros (%)	0.4%
Negative	269351
Negative (%)	17.3%
Memory size	11.9 MiB

Quantile statistics

Minimum	-100
5-th percentile	-100
Q1	1.754809
median	3.4848507
Q3	5.6482186
95-th percentile	19.606129
Maximum	65.50516
Range	165.50516
Interquartile range (IQR)	3.8934096

Descriptive statistics

Standard deviation	40.633337
Coefficient of variation (CV)	-3.331523
Kurtosis	0.86927927
Mean	-12.196625
Median Absolute Deviation (MAD)	1.9535821
Skewness	-1.6142603
Sum	-19037981
Variance	1651.0681
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-100	269351	17.3%
0	6810	0.4%
4.429936 × 10^-7	105	< 0.1%
0.0013261533	64	< 0.1%
2.29061	48	< 0.1%
0.00466951	48	< 0.1%
2.4890287 × 10^-6	46	< 0.1%
0.00016105852	43	< 0.1%
0.25575498	42	< 0.1%
0.0007456413	39	< 0.1%
Other values (697423)	1284326	82.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-100	269351	17.3%
0	6810	0.4%
1.8005126 × 10^-7	36	< 0.1%
2.0843184 × 10^-7	4	< 0.1%
4.429936 × 10^-7	105	< 0.1%
2.4890287 × 10^-6	46	< 0.1%
2.5279196 × 10^-6	1	< 0.1%
3.5439489 × 10^-6	4	< 0.1%
1.1523281 × 10^-5	8	< 0.1%
1.9737226 × 10^-5	2	< 0.1%

Value	Count	Frequency (%)
65.50516	4	< 0.1%
65.26338	1	< 0.1%
64.96299	2	< 0.1%
64.58259	1	< 0.1%
64.306786	2	< 0.1%
63.899036	1	< 0.1%
63.854317	1	< 0.1%
63.809032	1	< 0.1%
63.58361	2	< 0.1%
63.365345	1	< 0.1%

clase
Categorical

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.9 MiB

suelo_desnudo	1072666
ciudad	288214
vegetacion	69816
agua	46035
palma	22205
Other values (3)	61986

Length

Max length	15
Median length	13
Mean length	11.192556
Min length	4

Characters and Unicode

Total characters	17470707
Distinct characters	20
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	palma
2nd row	palma
3rd row	palma
4th row	palma
5th row	palma

Common Values

Value	Count	Frequency (%)
suelo_desnudo	1072666	68.7%
ciudad	288214	18.5%
vegetacion	69816	4.5%
agua	46035	2.9%
palma	22205	1.4%
cafe_sombra	21879	1.4%
cafe_semisombra	20690	1.3%
cafe_expuesto	19417	1.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
suelo_desnudo	1072666	68.7%
ciudad	288214	18.5%
vegetacion	69816	4.5%
agua	46035	2.9%
palma	22205	1.4%
cafe_sombra	21879	1.4%
cafe_semisombra	20690	1.3%
cafe_expuesto	19417	1.2%

Most occurring characters

Value	Count	Frequency (%)
d	2721760	15.6%
u	2498998	14.3%
e	2406474	13.8%
o	2277134	13.0%
s	2228008	12.8%
n	1142482	6.5%
_	1134652	6.5%
l	1094871	6.3%
a	599065	3.4%
c	420016	2.4%
Other values (10)	947247	5.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	16336055	93.5%
Connector Punctuation	1134652	6.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
d	2721760	16.7%
u	2498998	15.3%
e	2406474	14.7%
o	2277134	13.9%
s	2228008	13.6%
n	1142482	7.0%
l	1094871	6.7%
a	599065	3.7%
c	420016	2.6%
i	378720	2.3%
Other values (9)	568527	3.5%

Connector Punctuation

Value	Count	Frequency (%)
_	1134652	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	16336055	93.5%
Common	1134652	6.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
d	2721760	16.7%
u	2498998	15.3%
e	2406474	14.7%
o	2277134	13.9%
s	2228008	13.6%
n	1142482	7.0%
l	1094871	6.7%
a	599065	3.7%
c	420016	2.6%
i	378720	2.3%
Other values (9)	568527	3.5%

Common

Value	Count	Frequency (%)
_	1134652	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	17470707	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
d	2721760	15.6%
u	2498998	14.3%
e	2406474	13.8%
o	2277134	13.0%
s	2228008	12.8%
n	1142482	6.5%
_	1134652	6.5%
l	1094871	6.3%
a	599065	3.4%
c	420016	2.4%
Other values (10)	947247	5.4%

Auto

Heatmap
Table

	B2	B3	B4	B5	B6	B7	B8	B11	B12	DEM	Slopes	clase
B2	1.000	0.985	0.974	0.917	0.680	0.606	0.601	0.814	0.926	0.385	0.345	0.125
B3	0.985	1.000	0.959	0.928	0.740	0.668	0.667	0.817	0.911	0.403	0.362	0.119
B4	0.974	0.959	1.000	0.931	0.663	0.592	0.595	0.840	0.935	0.374	0.352	0.188
B5	0.917	0.928	0.931	1.000	0.777	0.702	0.669	0.895	0.953	0.386	0.381	0.164
B6	0.680	0.740	0.663	0.777	1.000	0.979	0.903	0.711	0.685	0.466	0.475	0.205
B7	0.606	0.668	0.592	0.702	0.979	1.000	0.920	0.668	0.613	0.462	0.496	0.200
B8	0.601	0.667	0.595	0.669	0.903	0.920	1.000	0.676	0.591	0.435	0.501	0.185
B11	0.814	0.817	0.840	0.895	0.711	0.668	0.676	1.000	0.901	0.303	0.425	0.269
B12	0.926	0.911	0.935	0.953	0.685	0.613	0.591	0.901	1.000	0.384	0.358	0.179
DEM	0.385	0.403	0.374	0.386	0.466	0.462	0.435	0.303	0.384	1.000	0.531	0.406
Slopes	0.345	0.362	0.352	0.381	0.475	0.496	0.501	0.425	0.358	0.531	1.000	0.437
clase	0.125	0.119	0.188	0.164	0.205	0.200	0.185	0.269	0.179	0.406	0.437	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	B2	B3	B4	B5	B6	B7	B8	B11	B12	DEM	Slopes	clase
0	173.0	237.0	290.0	374.0	561.0	631.0	655.0	776.0	525.0	132.0	1.947793	palma
1	173.0	237.0	290.0	347.0	585.0	653.0	655.0	750.0	491.0	133.0	1.947793	palma
2	145.0	216.0	269.0	347.0	585.0	653.0	641.0	750.0	491.0	134.0	2.198595	palma
3	124.0	198.0	222.0	341.0	579.0	663.0	696.0	752.0	503.0	133.0	0.932456	palma
4	124.0	198.0	222.0	343.0	600.0	663.0	696.0	746.0	478.0	134.0	0.932456	palma
5	121.0	194.0	224.0	343.0	600.0	663.0	691.0	746.0	478.0	135.0	0.841870	palma
6	98.0	176.0	183.0	331.0	616.0	679.0	744.0	725.0	443.0	135.0	0.841870	palma
7	52.0	123.0	111.0	214.0	553.0	697.0	643.0	424.0	233.0	98.0	4.343401	palma
8	48.0	123.0	97.0	214.0	553.0	697.0	684.0	424.0	233.0	98.0	2.660475	palma
9	48.0	123.0	97.0	197.0	554.0	686.0	684.0	420.0	222.0	99.0	1.031712	palma

	B2	B3	B4	B5	B6	B7	B8	B11	B12	DEM	Slopes	clase
1560912	84.0	178.0	116.0	285.0	1024.0	1272.0	1358.0	580.0	259.0	1843.0	16.707354	cafe_sombra
1560913	84.0	178.0	116.0	285.0	1024.0	1272.0	1358.0	580.0	259.0	1848.0	13.366072	cafe_sombra
1560914	96.0	168.0	83.0	234.0	743.0	927.0	1344.0	464.0	206.0	1848.0	13.366072	cafe_sombra
1560915	116.0	205.0	116.0	413.0	1242.0	1603.0	1622.0	755.0	322.0	1857.0	13.088222	cafe_sombra
1560916	114.0	199.0	96.0	420.0	1395.0	1772.0	1673.0	726.0	328.0	1867.0	13.088222	cafe_sombra
1560917	114.0	199.0	96.0	420.0	1395.0	1772.0	1673.0	726.0	328.0	1867.0	15.050369	cafe_sombra
1560918	107.0	194.0	111.0	348.0	1130.0	1384.0	1668.0	621.0	286.0	1871.0	15.050369	cafe_sombra
1560919	140.0	252.0	129.0	653.0	2021.0	2471.0	1804.0	1206.0	555.0	1871.0	15.530117	cafe_sombra
1560920	140.0	252.0	129.0	653.0	2021.0	2471.0	1804.0	1206.0	555.0	1871.0	16.935495	cafe_sombra
1560921	133.0	236.0	111.0	565.0	1675.0	2101.0	1888.0	1011.0	464.0	1876.0	16.935495	cafe_sombra

Most frequently occurring

	B2	B3	B4	B5	B6	B7	B8	B11	B12	DEM	Slopes	clase	# duplicates
1	0.0	0.0	-100.0	0.0	0.0	-100.0	-100.0	-100.0	-100.0	-100.0	-100.000000	suelo_desnudo	153423
0	0.0	0.0	-100.0	0.0	0.0	-100.0	-100.0	-100.0	-100.0	-100.0	-100.000000	ciudad	115928
4247	37.0	54.0	38.0	51.0	33.0	38.0	31.0	23.0	19.0	57.0	0.000000	agua	6
4480	38.0	53.0	39.0	50.0	33.0	33.0	30.0	24.0	20.0	57.0	0.000000	agua	6
5109	40.0	57.0	40.0	53.0	25.0	29.0	23.0	18.0	16.0	57.0	0.000000	agua	6
5358	41.0	53.0	38.0	50.0	34.0	38.0	30.0	28.0	20.0	57.0	0.000000	agua	6
546	0.0	0.0	-100.0	0.0	0.0	-100.0	-100.0	-100.0	-100.0	-100.0	2.062771	ciudad	5
5781	42.0	57.0	40.0	59.0	27.0	33.0	24.0	22.0	14.0	57.0	0.000000	agua	5
3	0.0	0.0	-100.0	0.0	0.0	-100.0	-100.0	-100.0	-100.0	-100.0	0.000068	ciudad	4
8	0.0	0.0	-100.0	0.0	0.0	-100.0	-100.0	-100.0	-100.0	-100.0	0.010785	ciudad	4

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring