Overview

Brought to you by YData

Dataset statistics

Number of variables	15
Number of observations	45726
Missing cells	29682
Missing cells (%)	4.3%
Duplicate rows	10
Duplicate rows (%)	< 0.1%
Total size in memory	24.7 MiB
Average record size in memory	566.8 B

Variable types

Text	3
Numeric	5
Categorical	4
DateTime	1
Boolean	1
Unsupported	1

Alerts

`source` has constant value "NASA"	Constant
Dataset has 10 (< 0.1%) duplicate rows	Duplicates
`reclat` is highly overall correlated with `reclat_city` and 1 other fields	High correlation
`reclat_city` is highly overall correlated with `reclat` and 1 other fields	High correlation
`reclong` is highly overall correlated with `reclat` and 1 other fields	High correlation
`nametype` is highly imbalanced (98.2%)	Imbalance
`fall` is highly imbalanced (83.4%)	Imbalance
`reclat` has 7315 (16.0%) missing values	Missing
`reclong` has 7315 (16.0%) missing values	Missing
`GeoLocation` has 7315 (16.0%) missing values	Missing
`reclat_city` has 7315 (16.0%) missing values	Missing
`mass (g)` is highly skewed (γ1 = 76.91847245)	Skewed
`unhashable` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`reclat` has 6438 (14.1%) zeros	Zeros
`reclong` has 6214 (13.6%) zeros	Zeros

Reproduction

Analysis started	2025-09-23 16:05:24.261395
Analysis finished	2025-09-23 16:05:27.903078
Duration	3.64 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

name
Text

Distinct	45716
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Memory size	3.3 MiB

Length

Max length	28
Median length	25
Mean length	17.782487
Min length	2

Characters and Unicode

Total characters	813122
Distinct characters	96
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

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

Unique

Unique	45706 ?
Unique (%)	> 99.9%

Sample

1st row	Aachen
2nd row	Aarhus
3rd row	Abee
4th row	Acapulco
5th row	Achiras

Value	Count	Frequency (%)
yamato	7269	5.7%
range	6575	5.2%
africa	4502	3.6%
northwest	4499	3.5%
hills	3995	3.2%
queen	3445	2.7%
alexandra	3444	2.7%
mountains	3004	2.4%
al	2663	2.1%
grove	2496	2.0%
Other values (37726)	84860	66.9%

Most occurring characters

Value	Count	Frequency (%)
	81032	10.0%
a	72715	8.9%
e	48167	5.9%
n	38392	4.7%
0	34943	4.3%
r	33097	4.1%
i	32658	4.0%
l	31873	3.9%
t	30898	3.8%
o	30428	3.7%
Other values (86)	378919	46.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	813122	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	81032	10.0%
a	72715	8.9%
e	48167	5.9%
n	38392	4.7%
0	34943	4.3%
r	33097	4.1%
i	32658	4.0%
l	31873	3.9%
t	30898	3.8%
o	30428	3.7%
Other values (86)	378919	46.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	813122	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	81032	10.0%
a	72715	8.9%
e	48167	5.9%
n	38392	4.7%
0	34943	4.3%
r	33097	4.1%
i	32658	4.0%
l	31873	3.9%
t	30898	3.8%
o	30428	3.7%
Other values (86)	378919	46.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	813122	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	81032	10.0%
a	72715	8.9%
e	48167	5.9%
n	38392	4.7%
0	34943	4.3%
r	33097	4.1%
i	32658	4.0%
l	31873	3.9%
t	30898	3.8%
o	30428	3.7%
Other values (86)	378919	46.6%

id
Real number (ℝ)

Distinct	45716
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26883.906

Minimum	1
Maximum	57458
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	357.4 KiB

Quantile statistics

Minimum	1
5-th percentile	2388.75
Q1	12681.25
median	24256.5
Q3	40653.5
95-th percentile	54890.75
Maximum	57458
Range	57457
Interquartile range (IQR)	27972.25

Descriptive statistics

Standard deviation	16863.446
Coefficient of variation (CV)	0.62726917
Kurtosis	-1.1601308
Mean	26883.906
Median Absolute Deviation (MAD)	13264
Skewness	0.26653007
Sum	1.2292935 × 10⁹
Variance	2.843758 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	2	< 0.1%
2	2	< 0.1%
6	2	< 0.1%
10	2	< 0.1%
370	2	< 0.1%
379	2	< 0.1%
390	2	< 0.1%
392	2	< 0.1%
398	2	< 0.1%
417	2	< 0.1%
Other values (45706)	45706	> 99.9%

Value	Count	Frequency (%)
1	2	< 0.1%
2	2	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	2	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	2	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
57458	1	< 0.1%
57457	1	< 0.1%
57456	1	< 0.1%
57455	1	< 0.1%
57454	1	< 0.1%
57453	1	< 0.1%
57436	1	< 0.1%
57435	1	< 0.1%
57434	1	< 0.1%
57433	1	< 0.1%

nametype
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.7 MiB

Valid	45651
Relict	75

Length

Max length	6
Median length	5
Mean length	5.0016402
Min length	5

Characters and Unicode

Total characters	228705
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
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	Valid
2nd row	Valid
3rd row	Valid
4th row	Valid
5th row	Valid

Common Values

Value	Count	Frequency (%)
Valid	45651	99.8%
Relict	75	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
valid	45651	99.8%
relict	75	0.2%

Most occurring characters

Value	Count	Frequency (%)
l	45726	20.0%
i	45726	20.0%
V	45651	20.0%
a	45651	20.0%
d	45651	20.0%
R	75	< 0.1%
e	75	< 0.1%
c	75	< 0.1%
t	75	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	228705	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
l	45726	20.0%
i	45726	20.0%
V	45651	20.0%
a	45651	20.0%
d	45651	20.0%
R	75	< 0.1%
e	75	< 0.1%
c	75	< 0.1%
t	75	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	228705	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
l	45726	20.0%
i	45726	20.0%
V	45651	20.0%
a	45651	20.0%
d	45651	20.0%
R	75	< 0.1%
e	75	< 0.1%
c	75	< 0.1%
t	75	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	228705	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
l	45726	20.0%
i	45726	20.0%
V	45651	20.0%
a	45651	20.0%
d	45651	20.0%
R	75	< 0.1%
e	75	< 0.1%
c	75	< 0.1%
t	75	< 0.1%

recclass
Text

Distinct	466
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	2.6 MiB

Length

Max length	26
Median length	2
Mean length	3.0525303
Min length	1

Characters and Unicode

Total characters	139580
Distinct characters	62
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

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

Unique

Unique	145 ?
Unique (%)	0.3%

Sample

1st row	L5
2nd row	H6
3rd row	EH4
4th row	Acapulcoite
5th row	L6

Value	Count	Frequency (%)
l6	8341	17.6%
h5	7165	15.1%
l5	4818	10.2%
h6	4530	9.6%
h4	4223	8.9%
ll5	2766	5.8%
ll6	2046	4.3%
l4	1256	2.7%
iron	1070	2.3%
h4/5	428	0.9%
Other values (434)	10712	22.6%

Most occurring characters

Value	Count	Frequency (%)
L	28467	20.4%
H	18396	13.2%
5	16419	11.8%
6	16132	11.6%
4	6930	5.0%
e	3972	2.8%
i	3834	2.7%
r	3648	2.6%
t	3327	2.4%
3	3278	2.3%
Other values (52)	35177	25.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	139580	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
L	28467	20.4%
H	18396	13.2%
5	16419	11.8%
6	16132	11.6%
4	6930	5.0%
e	3972	2.8%
i	3834	2.7%
r	3648	2.6%
t	3327	2.4%
3	3278	2.3%
Other values (52)	35177	25.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	139580	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
L	28467	20.4%
H	18396	13.2%
5	16419	11.8%
6	16132	11.6%
4	6930	5.0%
e	3972	2.8%
i	3834	2.7%
r	3648	2.6%
t	3327	2.4%
3	3278	2.3%
Other values (52)	35177	25.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	139580	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
L	28467	20.4%
H	18396	13.2%
5	16419	11.8%
6	16132	11.6%
4	6930	5.0%
e	3972	2.8%
i	3834	2.7%
r	3648	2.6%
t	3327	2.4%
3	3278	2.3%
Other values (52)	35177	25.2%

mass (g)
Real number (ℝ)

Skewed

Distinct	12576
Distinct (%)	27.6%
Missing	131
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	13278.426

Minimum	0
Maximum	60000000
Zeros	19
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	357.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1.1
Q1	7.2
median	32.61
Q3	202.9
95-th percentile	4000
Maximum	60000000
Range	60000000
Interquartile range (IQR)	195.7

Descriptive statistics

Standard deviation	574926.01
Coefficient of variation (CV)	43.297752
Kurtosis	6798.3984
Mean	13278.426
Median Absolute Deviation (MAD)	30.51
Skewness	76.918472
Sum	6.0542985 × 10⁸
Variance	3.3053992 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.3	171	0.4%
1.2	140	0.3%
1.4	138	0.3%
2.1	130	0.3%
2.4	126	0.3%
1.6	120	0.3%
0.5	119	0.3%
1.1	116	0.3%
3.8	114	0.2%
1.5	111	0.2%
Other values (12566)	44310	96.9%
(Missing)	131	0.3%

Value	Count	Frequency (%)
0	19	< 0.1%
0.01	2	< 0.1%
0.013	1	< 0.1%
0.02	1	< 0.1%
0.03	1	< 0.1%
0.04	1	< 0.1%
0.05	1	< 0.1%
0.06	1	< 0.1%
0.07	3	< 0.1%
0.08	2	< 0.1%

Value	Count	Frequency (%)
60000000	1	< 0.1%
58200000	1	< 0.1%
50000000	1	< 0.1%
30000000	1	< 0.1%
28000000	1	< 0.1%
26000000	1	< 0.1%
24300000	1	< 0.1%
24000000	1	< 0.1%
23000000	1	< 0.1%
22000000	1	< 0.1%

fall
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.7 MiB

Found	44609
Fell	1117

Length

Max length	5
Median length	5
Mean length	4.9755719
Min length	4

Characters and Unicode

Total characters	227513
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
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	Fell
2nd row	Fell
3rd row	Fell
4th row	Fell
5th row	Fell

Common Values

Value	Count	Frequency (%)
Found	44609	97.6%
Fell	1117	2.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
found	44609	97.6%
fell	1117	2.4%

Most occurring characters

Value	Count	Frequency (%)
F	45726	20.1%
o	44609	19.6%
u	44609	19.6%
n	44609	19.6%
d	44609	19.6%
l	2234	1.0%
e	1117	0.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	227513	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
F	45726	20.1%
o	44609	19.6%
u	44609	19.6%
n	44609	19.6%
d	44609	19.6%
l	2234	1.0%
e	1117	0.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	227513	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
F	45726	20.1%
o	44609	19.6%
u	44609	19.6%
n	44609	19.6%
d	44609	19.6%
l	2234	1.0%
e	1117	0.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	227513	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
F	45726	20.1%
o	44609	19.6%
u	44609	19.6%
n	44609	19.6%
d	44609	19.6%
l	2234	1.0%
e	1117	0.5%

year
Date

Distinct	265
Distinct (%)	0.6%
Missing	291
Missing (%)	0.6%
Memory size	357.4 KiB

Minimum	1970-01-01 00:00:00
Maximum	1970-01-01 00:00:00.000002
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

reclat
Real number (ℝ)

High correlation Missing Zeros

Distinct	12738
Distinct (%)	33.2%
Missing	7315
Missing (%)	16.0%
Infinite	0
Infinite (%)	0.0%
Mean	-39.107095

Minimum	-87.36667
Maximum	81.16667
Zeros	6438
Zeros (%)	14.1%
Negative	23416
Negative (%)	51.2%
Memory size	357.4 KiB

Quantile statistics

Minimum	-87.36667
5-th percentile	-84.35476
Q1	-76.71377
median	-71.5
Q3	0
95-th percentile	34.494325
Maximum	81.16667
Range	168.53334
Interquartile range (IQR)	76.71377

Descriptive statistics

Standard deviation	46.386011
Coefficient of variation (CV)	-1.1861278
Kurtosis	-1.4768651
Mean	-39.107095
Median Absolute Deviation (MAD)	12.76459
Skewness	0.49131573
Sum	-1502142.6
Variance	2151.662
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6438	14.1%
-71.5	4761	10.4%
-84	3040	6.6%
-72	1506	3.3%
-79.68333	1130	2.5%
-76.71667	680	1.5%
-76.18333	539	1.2%
-84.21667	263	0.6%
-86.36667	226	0.5%
-86.71667	217	0.5%
Other values (12728)	19611	42.9%
(Missing)	7315	16.0%

Value	Count	Frequency (%)
-87.36667	4	< 0.1%
-87.03333	3	< 0.1%
-86.93333	3	< 0.1%
-86.71667	217	0.5%
-86.56667	17	< 0.1%
-86.54488	1	< 0.1%
-86.5379	1	< 0.1%
-86.53734	1	< 0.1%
-86.53725	1	< 0.1%
-86.53035	1	< 0.1%

Value	Count	Frequency (%)
81.16667	1	< 0.1%
76.53333	1	< 0.1%
76.13333	1	< 0.1%
72.88333	1	< 0.1%
72.68333	1	< 0.1%
70.73333	1	< 0.1%
70	1	< 0.1%
69.1	1	< 0.1%
68	1	< 0.1%
67.88333	1	< 0.1%

reclong
Real number (ℝ)

High correlation Missing Zeros

Distinct	14640
Distinct (%)	38.1%
Missing	7315
Missing (%)	16.0%
Infinite	0
Infinite (%)	0.0%
Mean	61.052594

Minimum	-165.43333
Maximum	354.47333
Zeros	6214
Zeros (%)	13.6%
Negative	4057
Negative (%)	8.9%
Memory size	357.4 KiB

Quantile statistics

Minimum	-165.43333
5-th percentile	-90.427
Q1	0
median	35.66667
Q3	157.16667
95-th percentile	168
Maximum	354.47333
Range	519.90666
Interquartile range (IQR)	157.16667

Descriptive statistics

Standard deviation	80.655258
Coefficient of variation (CV)	1.3210783
Kurtosis	-0.73139356
Mean	61.052594
Median Absolute Deviation (MAD)	39.53972
Skewness	-0.17438133
Sum	2345091.2
Variance	6505.2706
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6214	13.6%
35.66667	4985	10.9%
168	3040	6.6%
26	1506	3.3%
159.75	657	1.4%
159.66667	637	1.4%
157.16667	542	1.2%
155.75	473	1.0%
160.5	263	0.6%
-70	228	0.5%
Other values (14630)	19866	43.4%
(Missing)	7315	16.0%

Value	Count	Frequency (%)
-165.43333	9	< 0.1%
-165.11667	17	< 0.1%
-163.16667	1	< 0.1%
-162.55	1	< 0.1%
-157.86667	1	< 0.1%
-157.78333	1	< 0.1%
-149.5	4	< 0.1%
-148.55	2	< 0.1%
-148	3	< 0.1%
-146.26667	1	< 0.1%

Value	Count	Frequency (%)
354.47333	1	< 0.1%
178.2	1	< 0.1%
178.08333	1	< 0.1%
175.73028	1	< 0.1%
175.13333	1	< 0.1%
175	185	0.4%
174.50043	1	< 0.1%
174.4	1	< 0.1%
172.7	1	< 0.1%
172.6	1	< 0.1%

GeoLocation
Text

Missing

Distinct	17100
Distinct (%)	44.5%
Missing	7315
Missing (%)	16.0%
Memory size	2.9 MiB

Length

Max length	24
Median length	22
Mean length	17.304809
Min length	10

Characters and Unicode

Total characters	664695
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

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

Unique

Unique	16363 ?
Unique (%)	42.6%

Sample

1st row	(50.775, 6.08333)
2nd row	(56.18333, 10.23333)
3rd row	(54.21667, -113.0)
4th row	(16.88333, -99.9)
5th row	(-33.16667, -64.95)

Value	Count	Frequency (%)
0.0	12652	16.5%
35.66667	4991	6.5%
71.5	4761	6.2%
84.0	3041	4.0%
168.0	3040	4.0%
26.0	1512	2.0%
72.0	1506	2.0%
79.68333	1130	1.5%
76.71667	680	0.9%
159.75	657	0.9%
Other values (26608)	42852	55.8%

Most occurring characters

Value	Count	Frequency (%)
.	76822	11.6%
6	67560	10.2%
7	52499	7.9%
0	49033	7.4%
3	44771	6.7%
1	44476	6.7%
5	42757	6.4%
(	38411	5.8%
	38411	5.8%
)	38411	5.8%
Other values (6)	171544	25.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	664695	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
.	76822	11.6%
6	67560	10.2%
7	52499	7.9%
0	49033	7.4%
3	44771	6.7%
1	44476	6.7%
5	42757	6.4%
(	38411	5.8%
	38411	5.8%
)	38411	5.8%
Other values (6)	171544	25.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	664695	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
.	76822	11.6%
6	67560	10.2%
7	52499	7.9%
0	49033	7.4%
3	44771	6.7%
1	44476	6.7%
5	42757	6.4%
(	38411	5.8%
	38411	5.8%
)	38411	5.8%
Other values (6)	171544	25.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	664695	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
.	76822	11.6%
6	67560	10.2%
7	52499	7.9%
0	49033	7.4%
3	44771	6.7%
1	44476	6.7%
5	42757	6.4%
(	38411	5.8%
	38411	5.8%
)	38411	5.8%
Other values (6)	171544	25.8%

source
Categorical

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.7 MiB

NASA	45726

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	182904
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
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	NASA
2nd row	NASA
3rd row	NASA
4th row	NASA
5th row	NASA

Common Values

Value	Count	Frequency (%)
NASA	45726	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
nasa	45726	100.0%

Most occurring characters

Value	Count	Frequency (%)
A	91452	50.0%
N	45726	25.0%
S	45726	25.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	182904	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	91452	50.0%
N	45726	25.0%
S	45726	25.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	182904	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	91452	50.0%
N	45726	25.0%
S	45726	25.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	182904	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	91452	50.0%
N	45726	25.0%
S	45726	25.0%

boolean
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	44.8 KiB

True	22934
False	22792

Value	Count	Frequency (%)
True	22934	50.2%
False	22792	49.8%

mixed
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.5 MiB

A	22889
1	22837

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	45726
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
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	1
2nd row	A
3rd row	1
4th row	A
5th row	A

Common Values

Value	Count	Frequency (%)
A	22889	50.1%
1	22837	49.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
a	22889	50.1%
1	22837	49.9%

Most occurring characters

Value	Count	Frequency (%)
A	22889	50.1%
1	22837	49.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	45726	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	22889	50.1%
1	22837	49.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	45726	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	22889	50.1%
1	22837	49.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	45726	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	22889	50.1%
1	22837	49.9%

unhashable
Unsupported

Rejected Unsupported

Missing	0
Missing (%)	0.0%
Memory size	3.1 MiB

reclat_city
Real number (ℝ)

High correlation Missing

Distinct	38401
Distinct (%)	> 99.9%
Missing	7315
Missing (%)	16.0%
Infinite	0
Infinite (%)	0.0%
Mean	-39.153542

Minimum	-104.31717
Maximum	77.749011
Zeros	0
Zeros (%)	0.0%
Negative	26603
Negative (%)	58.2%
Memory size	357.4 KiB

Quantile statistics

Minimum	-104.31717
5-th percentile	-87.871058
Q1	-78.407752
median	-68.975293
Q3	4.7886449
95-th percentile	35.42981
Maximum	77.749011
Range	182.06618
Interquartile range (IQR)	83.196397

Descriptive statistics

Standard deviation	46.685687
Coefficient of variation (CV)	-1.1923745
Kurtosis	-1.446385
Mean	-39.153542
Median Absolute Deviation (MAD)	17.255843
Skewness	0.48160358
Sum	-1503926.7
Variance	2179.5534
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50.51806008	2	< 0.1%
23.16596589	2	< 0.1%
-23.28864666	2	< 0.1%
36.5165896	2	< 0.1%
43.27957156	2	< 0.1%
49.60726921	2	< 0.1%
-32.5810219	2	< 0.1%
-29.65152821	2	< 0.1%
52.70663547	2	< 0.1%
52.01104434	2	< 0.1%
Other values (38391)	38391	84.0%
(Missing)	7315	16.0%

Value	Count	Frequency (%)
-104.3171665	1	< 0.1%
-102.4312375	1	< 0.1%
-102.0868253	1	< 0.1%
-101.5556373	1	< 0.1%
-101.3269284	1	< 0.1%
-101.2084341	1	< 0.1%
-101.0146935	1	< 0.1%
-100.9191264	1	< 0.1%
-100.7856947	1	< 0.1%
-100.5751117	1	< 0.1%

Value	Count	Frequency (%)
77.74901083	1	< 0.1%
72.80622023	1	< 0.1%
72.75730423	1	< 0.1%
72.42607973	1	< 0.1%
72.25809595	1	< 0.1%
71.78938297	1	< 0.1%
71.42543169	1	< 0.1%
70.89755212	1	< 0.1%
70.53373183	1	< 0.1%
70.48523932	1	< 0.1%

Interactions

Correlations

	boolean	fall	id	mass (g)	mixed	nametype	reclat	reclat_city	reclong
boolean	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.015	0.007
fall	0.000	1.000	0.126	0.012	0.000	0.000	0.450	0.424	0.195
id	0.000	0.126	1.000	-0.142	0.009	0.130	0.261	0.219	-0.316
mass (g)	0.000	0.012	-0.142	1.000	0.003	0.000	0.409	0.424	-0.281
mixed	0.000	0.000	0.009	0.003	1.000	0.000	0.013	0.000	0.000
nametype	0.000	0.000	0.130	0.000	0.000	1.000	0.349	0.379	0.044
reclat	0.000	0.450	0.261	0.409	0.013	0.349	1.000	0.943	-0.650
reclat_city	0.015	0.424	0.219	0.424	0.000	0.379	0.943	1.000	-0.618
reclong	0.007	0.195	-0.316	-0.281	0.000	0.044	-0.650	-0.618	1.000

Missing values

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.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	name	id	nametype	recclass	mass (g)	fall	year	reclat	reclong	GeoLocation	source	boolean	mixed	unhashable	reclat_city
0	Aachen	1	Valid	L5	21.0	Fell	1970-01-01 00:00:00.000001880	50.77500	6.08333	(50.775, 6.08333)	NASA	True	1	[1]	50.518060
1	Aarhus	2	Valid	H6	720.0	Fell	1970-01-01 00:00:00.000001951	56.18333	10.23333	(56.18333, 10.23333)	NASA	False	A	[1]	52.011044
2	Abee	6	Valid	EH4	107000.0	Fell	1970-01-01 00:00:00.000001952	54.21667	-113.00000	(54.21667, -113.0)	NASA	False	1	[1]	52.706635
3	Acapulco	10	Valid	Acapulcoite	1914.0	Fell	1970-01-01 00:00:00.000001976	16.88333	-99.90000	(16.88333, -99.9)	NASA	False	A	[1]	23.165966
4	Achiras	370	Valid	L6	780.0	Fell	1970-01-01 00:00:00.000001902	-33.16667	-64.95000	(-33.16667, -64.95)	NASA	False	A	[1]	-23.288647
5	Adhi Kot	379	Valid	EH4	4239.0	Fell	1970-01-01 00:00:00.000001919	32.10000	71.80000	(32.1, 71.8)	NASA	True	1	[1]	36.516590
6	Adzhi-Bogdo (stone)	390	Valid	LL3-6	910.0	Fell	1970-01-01 00:00:00.000001949	44.83333	95.16667	(44.83333, 95.16667)	NASA	True	1	[1]	43.279572
7	Agen	392	Valid	H5	30000.0	Fell	1970-01-01 00:00:00.000001814	44.21667	0.61667	(44.21667, 0.61667)	NASA	False	A	[1]	49.607269
8	Aguada	398	Valid	L6	1620.0	Fell	1970-01-01 00:00:00.000001930	-31.60000	-65.23333	(-31.6, -65.23333)	NASA	False	1	[1]	-32.581022
9	Aguila Blanca	417	Valid	L	1440.0	Fell	1970-01-01 00:00:00.000001920	-30.86667	-64.55000	(-30.86667, -64.55)	NASA	False	A	[1]	-29.651528

	name	id	nametype	recclass	mass (g)	fall	year	reclat	reclong	GeoLocation	source	boolean	mixed	unhashable	reclat_city
45716	Aachen	1	Valid	L5	21.0	Fell	1970-01-01 00:00:00.000001880	50.77500	6.08333	(50.775, 6.08333)	NASA	True	1	[1]	50.518060
45717	Aarhus	2	Valid	H6	720.0	Fell	1970-01-01 00:00:00.000001951	56.18333	10.23333	(56.18333, 10.23333)	NASA	False	A	[1]	52.011044
45718	Abee	6	Valid	EH4	107000.0	Fell	1970-01-01 00:00:00.000001952	54.21667	-113.00000	(54.21667, -113.0)	NASA	False	1	[1]	52.706635
45719	Acapulco	10	Valid	Acapulcoite	1914.0	Fell	1970-01-01 00:00:00.000001976	16.88333	-99.90000	(16.88333, -99.9)	NASA	False	A	[1]	23.165966
45720	Achiras	370	Valid	L6	780.0	Fell	1970-01-01 00:00:00.000001902	-33.16667	-64.95000	(-33.16667, -64.95)	NASA	False	A	[1]	-23.288647
45721	Adhi Kot	379	Valid	EH4	4239.0	Fell	1970-01-01 00:00:00.000001919	32.10000	71.80000	(32.1, 71.8)	NASA	True	1	[1]	36.516590
45722	Adzhi-Bogdo (stone)	390	Valid	LL3-6	910.0	Fell	1970-01-01 00:00:00.000001949	44.83333	95.16667	(44.83333, 95.16667)	NASA	True	1	[1]	43.279572
45723	Agen	392	Valid	H5	30000.0	Fell	1970-01-01 00:00:00.000001814	44.21667	0.61667	(44.21667, 0.61667)	NASA	False	A	[1]	49.607269
45724	Aguada	398	Valid	L6	1620.0	Fell	1970-01-01 00:00:00.000001930	-31.60000	-65.23333	(-31.6, -65.23333)	NASA	False	1	[1]	-32.581022
45725	Aguila Blanca	417	Valid	L	1440.0	Fell	1970-01-01 00:00:00.000001920	-30.86667	-64.55000	(-30.86667, -64.55)	NASA	False	A	[1]	-29.651528

Duplicate rows

Most frequently occurring

	name	id	nametype	recclass	mass (g)	fall	year	reclat	reclong	GeoLocation	source	boolean	mixed	reclat_city	# duplicates
0	Aachen	1	Valid	L5	21.0	Fell	1970-01-01 00:00:00.000001880	50.77500	6.08333	(50.775, 6.08333)	NASA	True	1	50.518060	2
1	Aarhus	2	Valid	H6	720.0	Fell	1970-01-01 00:00:00.000001951	56.18333	10.23333	(56.18333, 10.23333)	NASA	False	A	52.011044	2
2	Abee	6	Valid	EH4	107000.0	Fell	1970-01-01 00:00:00.000001952	54.21667	-113.00000	(54.21667, -113.0)	NASA	False	1	52.706635	2
3	Acapulco	10	Valid	Acapulcoite	1914.0	Fell	1970-01-01 00:00:00.000001976	16.88333	-99.90000	(16.88333, -99.9)	NASA	False	A	23.165966	2
4	Achiras	370	Valid	L6	780.0	Fell	1970-01-01 00:00:00.000001902	-33.16667	-64.95000	(-33.16667, -64.95)	NASA	False	A	-23.288647	2
5	Adhi Kot	379	Valid	EH4	4239.0	Fell	1970-01-01 00:00:00.000001919	32.10000	71.80000	(32.1, 71.8)	NASA	True	1	36.516590	2
6	Adzhi-Bogdo (stone)	390	Valid	LL3-6	910.0	Fell	1970-01-01 00:00:00.000001949	44.83333	95.16667	(44.83333, 95.16667)	NASA	True	1	43.279572	2
7	Agen	392	Valid	H5	30000.0	Fell	1970-01-01 00:00:00.000001814	44.21667	0.61667	(44.21667, 0.61667)	NASA	False	A	49.607269	2
8	Aguada	398	Valid	L6	1620.0	Fell	1970-01-01 00:00:00.000001930	-31.60000	-65.23333	(-31.6, -65.23333)	NASA	False	1	-32.581022	2
9	Aguila Blanca	417	Valid	L	1440.0	Fell	1970-01-01 00:00:00.000001920	-30.86667	-64.55000	(-30.86667, -64.55)	NASA	False	A	-29.651528	2

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script