gimi9 Pandas Profiling

Dataset statistics

Number of variables	11
Number of observations	500
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	48.5 KiB
Average record size in memory	99.3 B

Variable types

Numeric	11

Dataset

Description	샘플 데이터
Author	녹색교통운동본부
URL	https://bigdata.seoul.go.kr/data/selectSampleData.do?sample_data_seq=16

Alerts

`데이터_저장시간(SAVE_TIME)` has unique values	Unique
`현재속도(SPEED)` has 33 (6.6%) zeros	Zeros
`방위(DIRECTION)` has 35 (7.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 15:03:27.207037
Analysis finished	2023-12-10 15:03:58.074374
Duration	30.87 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

경로식별번호(ID)
Real number (ℝ)

Distinct	199
Distinct (%)	39.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	750758.64

Minimum	750222
Maximum	751295
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	750222
5-th percentile	750256
Q1	750534
median	750709
Q3	751085
95-th percentile	751292
Maximum	751295
Range	1073
Interquartile range (IQR)	551

Descriptive statistics

Standard deviation	345.39262
Coefficient of variation (CV)	0.00046005814
Kurtosis	-1.3114207
Mean	750758.64
Median Absolute Deviation (MAD)	319
Skewness	0.015277791
Sum	3.7537932 × 10⁸
Variance	119296.06
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
750258	15	3.0%
750556	15	3.0%
750691	14	2.8%
751292	14	2.8%
750563	12	2.4%
750428	11	2.2%
751076	10	2.0%
750222	10	2.0%
751294	9	1.8%
750248	8	1.6%
Other values (189)	382	76.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
750222	10	2.0%
750248	8	1.6%
750250	2	0.4%
750254	3	0.6%
750256	3	0.6%
750257	4	0.8%
750258	15	3.0%
750259	7	1.4%
750261	6	1.2%
750262	1	0.2%

Value	Count	Frequency (%)
751295	1	0.2%
751294	9	1.8%
751293	6	1.2%
751292	14	2.8%
751291	7	1.4%
751290	3	0.6%
751289	1	0.2%
751286	1	0.2%
751281	2	0.4%
751278	1	0.2%

경로별순서(SEQ)
Real number (ℝ)

Distinct	457
Distinct (%)	91.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2015.824

Minimum	2
Maximum	15002
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	2
5-th percentile	59.95
Q1	357
median	858.5
Q3	2741.75
95-th percentile	7174
Maximum	15002
Range	15000
Interquartile range (IQR)	2384.75

Descriptive statistics

Standard deviation	2588.5859
Coefficient of variation (CV)	1.2841329
Kurtosis	4.5856655
Mean	2015.824
Median Absolute Deviation (MAD)	658
Skewness	2.07323
Sum	1007912
Variance	6700776.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
322	3	0.6%
328	3	0.6%
691	3	0.6%
67	2	0.4%
295	2	0.4%
754	2	0.4%
280	2	0.4%
431	2	0.4%
7	2	0.4%
237	2	0.4%
Other values (447)	477	95.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	2	0.4%
7	2	0.4%
8	1	0.2%
9	1	0.2%
10	1	0.2%
14	1	0.2%
22	1	0.2%
27	2	0.4%
29	1	0.2%
30	2	0.4%

Value	Count	Frequency (%)
15002	1	0.2%
13132	1	0.2%
12821	1	0.2%
12711	1	0.2%
12237	1	0.2%
11659	1	0.2%
11412	1	0.2%
11377	1	0.2%
11221	1	0.2%
10710	1	0.2%

위도(LATITUDE)
Real number (ℝ)

Distinct	499
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.54515

Minimum	37.286941
Maximum	37.679338
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	37.286941
5-th percentile	37.461876
Q1	37.509086
median	37.55351
Q3	37.577759
95-th percentile	37.643327
Maximum	37.679338
Range	0.39239696
Interquartile range (IQR)	0.068673678

Descriptive statistics

Standard deviation	0.057785378
Coefficient of variation (CV)	0.0015390903
Kurtosis	1.7362376
Mean	37.54515
Median Absolute Deviation (MAD)	0.037042134
Skewness	-0.59881993
Sum	18772.575
Variance	0.0033391499
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37.566778	2	0.4%
37.48352386	1	0.2%
37.5674126824443	1	0.2%
37.5258239961555	1	0.2%
37.4968990416767	1	0.2%
37.51881316	1	0.2%
37.51382375	1	0.2%
37.60961629	1	0.2%
37.5560294355018	1	0.2%
37.57025419	1	0.2%
Other values (489)	489	97.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
37.2869410524488	1	0.2%
37.2990175858517	1	0.2%
37.3027331657539	1	0.2%
37.3146161970154	1	0.2%
37.3321869530743	1	0.2%
37.3889136473088	1	0.2%
37.3944072284869	1	0.2%
37.4475779699184	1	0.2%
37.45235844	1	0.2%
37.45342998	1	0.2%

Value	Count	Frequency (%)
37.67933801	1	0.2%
37.67523685	1	0.2%
37.66982059	1	0.2%
37.66726956	1	0.2%
37.66317436	1	0.2%
37.6627752508993	1	0.2%
37.66003776	1	0.2%
37.65432623	1	0.2%
37.65312136	1	0.2%
37.648492835193	1	0.2%

경도(LONGITUDE)
Real number (ℝ)

Distinct	499
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	126.93659

Minimum	126.49367
Maximum	127.24196
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	126.49367
5-th percentile	126.79367
Q1	126.87593
median	126.91276
Q3	127.04103
95-th percentile	127.07743
Maximum	127.24196
Range	0.74828452
Interquartile range (IQR)	0.165097

Descriptive statistics

Standard deviation	0.10566013
Coefficient of variation (CV)	0.00083238509
Kurtosis	0.87535627
Mean	126.93659
Median Absolute Deviation (MAD)	0.062155542
Skewness	-0.32560899
Sum	63468.296
Variance	0.011164062
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
127.072978	2	0.4%
126.92832445	1	0.2%
126.87695858	1	0.2%
126.878345987628	1	0.2%
126.8659529884	1	0.2%
126.87572201	1	0.2%
126.87663595651	1	0.2%
127.07740089	1	0.2%
126.8779648	1	0.2%
126.73102086	1	0.2%
Other values (489)	489	97.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
126.49367230896	1	0.2%
126.55002782	1	0.2%
126.55543874	1	0.2%
126.58619491	1	0.2%
126.5956212	1	0.2%
126.65564872	1	0.2%
126.65769043	1	0.2%
126.6631601	1	0.2%
126.66638176	1	0.2%
126.673037963184	1	0.2%

Value	Count	Frequency (%)
127.24195683	1	0.2%
127.23206503	1	0.2%
127.21607143	1	0.2%
127.17285579	1	0.2%
127.12828073	1	0.2%
127.12086834	1	0.2%
127.120515588494	1	0.2%
127.117969225317	1	0.2%
127.117861320456	1	0.2%
127.117769123804	1	0.2%

현재고도(ELEVATION)
Real number (ℝ)

Distinct	350
Distinct (%)	70.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.678121

Minimum	-1.240845
Maximum	203.60001
Zeros	0
Zeros (%)	0.0%
Negative	1
Negative (%)	0.2%
Memory size	4.5 KiB

Quantile statistics

Minimum	-1.240845
5-th percentile	19.935572
Q1	28
median	39.137533
Q3	50.055822
95-th percentile	83.035176
Maximum	203.60001
Range	204.84085
Interquartile range (IQR)	22.055822

Descriptive statistics

Standard deviation	22.173959
Coefficient of variation (CV)	0.51956267
Kurtosis	9.0723276
Mean	42.678121
Median Absolute Deviation (MAD)	11.137533
Skewness	2.2106464
Sum	21339.061
Variance	491.68444
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26.0	17	3.4%
44.0	8	1.6%
29.0	8	1.6%
45.0	8	1.6%
27.0	8	1.6%
25.0	8	1.6%
42.0	8	1.6%
38.0	7	1.4%
36.0	6	1.2%
28.0	6	1.2%
Other values (340)	416	83.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.240845	1	0.2%
4.60866465726372	1	0.2%
5.322612	1	0.2%
5.381073	1	0.2%
6.333575	1	0.2%
7.30989029613126	1	0.2%
8.118003	1	0.2%
10.101631	1	0.2%
10.847552	1	0.2%
12.806007	1	0.2%

Value	Count	Frequency (%)
203.600006103516	1	0.2%
164.993933735754	1	0.2%
147.0	1	0.2%
130.0	1	0.2%
123.0	1	0.2%
122.0	1	0.2%
119.994263	1	0.2%
112.5	1	0.2%
111.484928933826	1	0.2%
110.669017647671	1	0.2%

현재속도(SPEED)
Real number (ℝ)

ZEROS

Distinct	302
Distinct (%)	60.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.6259125

Minimum	0
Maximum	24.25
Zeros	33
Zeros (%)	6.6%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	5
Q3	6.1329954
95-th percentile	7.8697608
Maximum	24.25
Range	24.25
Interquartile range (IQR)	3.1329954

Descriptive statistics

Standard deviation	2.5479634
Coefficient of variation (CV)	0.55080233
Kurtosis	7.3633754
Mean	4.6259125
Median Absolute Deviation (MAD)	1.5
Skewness	1.0162966
Sum	2312.9563
Variance	6.4921174
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	33	6.6%
5.75	17	3.4%
6.0	16	3.2%
5.25	14	2.8%
6.5	11	2.2%
7.0	10	2.0%
5.5	9	1.8%
3.0	9	1.8%
4.5	8	1.6%
4.25	7	1.4%
Other values (292)	366	73.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	33	6.6%
0.5	2	0.4%
0.75	2	0.4%
0.77	1	0.2%
0.84	1	0.2%
0.91148126	1	0.2%
0.96	1	0.2%
1.0	4	0.8%
1.07	1	0.2%
1.09	1	0.2%

Value	Count	Frequency (%)
24.25	1	0.2%
16.02	1	0.2%
14.77	1	0.2%
13.491876	1	0.2%
11.25	1	0.2%
10.5	1	0.2%
10.030229	1	0.2%
9.5	1	0.2%
9.298756	1	0.2%
8.994359	1	0.2%

방위(DIRECTION)
Real number (ℝ)

ZEROS

Distinct	452
Distinct (%)	90.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	164.01071

Minimum	0
Maximum	357.1
Zeros	35
Zeros (%)	7.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	60.013418
median	160.15
Q3	268.025
95-th percentile	342.06684
Maximum	357.1
Range	357.1
Interquartile range (IQR)	208.01158

Descriptive statistics

Standard deviation	112.97036
Coefficient of variation (CV)	0.6887987
Kurtosis	-1.27764
Mean	164.01071
Median Absolute Deviation (MAD)	105.65
Skewness	0.13177591
Sum	82005.355
Variance	12762.303
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	35	7.0%
54.0	3	0.6%
72.6	2	0.4%
312.5	2	0.4%
116.4	2	0.4%
160.2	2	0.4%
346.9	2	0.4%
297.4	2	0.4%
155.5	2	0.4%
48.0	2	0.4%
Other values (442)	446	89.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	35	7.0%
0.4	1	0.2%
1.0434681	1	0.2%
1.1118833	1	0.2%
1.8	1	0.2%
1.9	1	0.2%
2.0457654	1	0.2%
2.5	1	0.2%
3.6	1	0.2%
4.0	1	0.2%

Value	Count	Frequency (%)
357.1	1	0.2%
353.6	1	0.2%
353.08307	1	0.2%
351.8	1	0.2%
351.2	1	0.2%
351.1	1	0.2%
350.84024	1	0.2%
350.7	1	0.2%
350.47086	1	0.2%
350.0	1	0.2%

총_이동거리(TOT_DIST)
Real number (ℝ)

Distinct	498
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16650.422

Minimum	5.021
Maximum	137643.08
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	5.021
5-th percentile	470.68041
Q1	2880.7257
median	7821.4282
Q3	21092.868
95-th percentile	52602.192
Maximum	137643.08
Range	137638.06
Interquartile range (IQR)	18212.142

Descriptive statistics

Standard deviation	22589.942
Coefficient of variation (CV)	1.3567189
Kurtosis	9.4013464
Mean	16650.422
Median Absolute Deviation (MAD)	6247.411
Skewness	2.7535062
Sum	8325211
Variance	5.103055 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21395.191406	3	0.6%
3168.71088814736	1	0.2%
9313.70371219516	1	0.2%
2186.54375743866	1	0.2%
11261.799529314	1	0.2%
7992.87607502938	1	0.2%
7933.58428139985	1	0.2%
8811.19720256329	1	0.2%
17971.9615399838	1	0.2%
15529.4737993432	1	0.2%
Other values (488)	488	97.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.021	1	0.2%
14.4647394700878	1	0.2%
44.3784828186035	1	0.2%
68.6535987854004	1	0.2%
80.1015396118164	1	0.2%
94.6363053321838	1	0.2%
105.064060688019	1	0.2%
127.516680240631	1	0.2%
168.853991985321	1	0.2%
169.403361320496	1	0.2%

Value	Count	Frequency (%)
137643.081054268	1	0.2%
137096.11103302	1	0.2%
133042.132714389	1	0.2%
129094.039227588	1	0.2%
119034.886044366	1	0.2%
117909.060513837	1	0.2%
117281.102730615	1	0.2%
116634.570179591	1	0.2%
112118.256913816	1	0.2%
108792.242717415	1	0.2%

총_칼로리(TOT_CAL)
Real number (ℝ)

Distinct	498
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	904.00538

Minimum	0
Maximum	8345.483
Zeros	1
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	0
5-th percentile	33.164128
Q1	200.07904
median	443.85359
Q3	1232.5362
95-th percentile	3135.7835
Maximum	8345.483
Range	8345.483
Interquartile range (IQR)	1032.4571

Descriptive statistics

Standard deviation	1097.1375
Coefficient of variation (CV)	1.2136405
Kurtosis	9.3304715
Mean	904.00538
Median Absolute Deviation (MAD)	336.39297
Skewness	2.5129128
Sum	452002.69
Variance	1203710.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1348.192017	3	0.6%
23.347439	1	0.2%
2757.63774010402	1	0.2%
3435.48284075409	1	0.2%
1303.854248	1	0.2%
840.289780343998	1	0.2%
1027.95114265618	1	0.2%
128.78054557105	1	0.2%
1170.59336613704	1	0.2%
51.956978370252	1	0.2%
Other values (488)	488	97.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	0.2%
0.618061	1	0.2%
1.71101753568617	1	0.2%
1.8327943234816	1	0.2%
2.72728107877194	1	0.2%
3.03648268035084	1	0.2%
4.13104886166203	1	0.2%
8.45946962994354	1	0.2%
9.76473616425609	1	0.2%
10.0465508082669	1	0.2%

Value	Count	Frequency (%)
8345.48301491442	1	0.2%
7544.44464559555	1	0.2%
6970.25934527141	1	0.2%
5152.00578795092	1	0.2%
5055.97156294738	1	0.2%
4862.52186525764	1	0.2%
4779.16836625829	1	0.2%
4598.69551696879	1	0.2%
4562.36395461739	1	0.2%
3758.3843522521	1	0.2%

총_사용시간(TOT_TIME)
Real number (ℝ)

Distinct	484
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4403.868

Minimum	43
Maximum	40509
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	43
5-th percentile	322.75
Q1	973.25
median	2191.5
Q3	5212.25
95-th percentile	14967.25
Maximum	40509
Range	40466
Interquartile range (IQR)	4239

Descriptive statistics

Standard deviation	6043.9582
Coefficient of variation (CV)	1.3724204
Kurtosis	11.784379
Mean	4403.868
Median Absolute Deviation (MAD)	1552.5
Skewness	3.0898855
Sum	2201934
Variance	36529431
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
732	2	0.4%
2472	2	0.4%
473	2	0.4%
231	2	0.4%
4304	2	0.4%
371	2	0.4%
1106	2	0.4%
2701	2	0.4%
1078	2	0.4%
947	2	0.4%
Other values (474)	480	96.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
43	1	0.2%
46	1	0.2%
51	1	0.2%
55	1	0.2%
65	1	0.2%
76	1	0.2%
98	1	0.2%
108	1	0.2%
113	1	0.2%
121	1	0.2%

Value	Count	Frequency (%)
40509	1	0.2%
40436	1	0.2%
35819	1	0.2%
35248	1	0.2%
34875	1	0.2%
34128	1	0.2%
31270	1	0.2%
29529	1	0.2%
28390	1	0.2%
27596	1	0.2%

데이터_저장시간(SAVE_TIME)
Real number (ℝ)

UNIQUE

Distinct	500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0160215 × 10¹³

Minimum	2.0160201 × 10¹³
Maximum	2.0160229 × 10¹³
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	2.0160201 × 10¹³
5-th percentile	2.0160202 × 10¹³
Q1	2.0160207 × 10¹³
median	2.0160215 × 10¹³
Q3	2.0160222 × 10¹³
95-th percentile	2.0160227 × 10¹³
Maximum	2.0160229 × 10¹³
Range	28170105
Interquartile range (IQR)	14935064

Descriptive statistics

Standard deviation	8146923.6
Coefficient of variation (CV)	4.0410896 × 10^-7
Kurtosis	-1.2422315
Mean	2.0160215 × 10¹³
Median Absolute Deviation (MAD)	6967857
Skewness	-0.024360521
Sum	1.0080107 × 10¹⁶
Variance	6.6372364 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20160226213525	1	0.2%
20160207162948	1	0.2%
20160220151841	1	0.2%
20160222123856	1	0.2%
20160220160212	1	0.2%
20160202115405	1	0.2%
20160211195020	1	0.2%
20160216181320	1	0.2%
20160220151503	1	0.2%
20160222130843	1	0.2%
Other values (490)	490	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20160201045222	1	0.2%
20160201052816	1	0.2%
20160201093806	1	0.2%
20160201095702	1	0.2%
20160201100052	1	0.2%
20160201180555	1	0.2%
20160201181924	1	0.2%
20160201182155	1	0.2%
20160201182448	1	0.2%
20160201183704	1	0.2%

Value	Count	Frequency (%)
20160229215327	1	0.2%
20160229215017	1	0.2%
20160229203139	1	0.2%
20160229200345	1	0.2%
20160229183730	1	0.2%
20160229183358	1	0.2%
20160229182357	1	0.2%
20160229144020	1	0.2%
20160229143942	1	0.2%
20160229143123	1	0.2%

Phik (φk)
Auto

Heatmap
Table

	경로식별번호(ID)	경로별순서(SEQ)	위도(LATITUDE)	경도(LONGITUDE)	현재고도(ELEVATION)	현재속도(SPEED)	방위(DIRECTION)	총_이동거리(TOT_DIST)	총_칼로리(TOT_CAL)	총_사용시간(TOT_TIME)	데이터_저장시간(SAVE_TIME)
경로식별번호(ID)	1.000	0.088	0.000	0.113	0.060	0.117	0.075	0.000	0.106	0.000	0.000
경로별순서(SEQ)	0.088	1.000	0.000	0.240	0.000	0.350	0.176	0.297	0.000	0.000	0.000
위도(LATITUDE)	0.000	0.000	1.000	0.000	0.184	0.000	0.138	0.000	0.216	0.104	0.145
경도(LONGITUDE)	0.113	0.240	0.000	1.000	0.000	0.000	0.031	0.000	0.000	0.000	0.000
현재고도(ELEVATION)	0.060	0.000	0.184	0.000	1.000	0.000	0.049	0.000	0.270	0.000	0.000
현재속도(SPEED)	0.117	0.350	0.000	0.000	0.000	1.000	0.000	0.248	0.000	0.000	0.064
방위(DIRECTION)	0.075	0.176	0.138	0.031	0.049	0.000	1.000	0.000	0.000	0.124	0.000
총_이동거리(TOT_DIST)	0.000	0.297	0.000	0.000	0.000	0.248	0.000	1.000	0.000	0.500	0.000
총_칼로리(TOT_CAL)	0.106	0.000	0.216	0.000	0.270	0.000	0.000	0.000	1.000	0.000	0.010
총_사용시간(TOT_TIME)	0.000	0.000	0.104	0.000	0.000	0.000	0.124	0.500	0.000	1.000	0.154
데이터_저장시간(SAVE_TIME)	0.000	0.000	0.145	0.000	0.000	0.064	0.000	0.000	0.010	0.154	1.000

Heatmap
Table

	경로식별번호(ID)	경로별순서(SEQ)	위도(LATITUDE)	경도(LONGITUDE)	현재고도(ELEVATION)	현재속도(SPEED)	방위(DIRECTION)	총_이동거리(TOT_DIST)	총_칼로리(TOT_CAL)	총_사용시간(TOT_TIME)	데이터_저장시간(SAVE_TIME)
경로식별번호(ID)	1.000	0.023	0.066	-0.049	-0.063	-0.053	0.024	0.010	-0.008	-0.017	0.038
경로별순서(SEQ)	0.023	1.000	0.088	-0.027	-0.012	0.023	-0.054	-0.023	0.046	0.046	-0.034
위도(LATITUDE)	0.066	0.088	1.000	0.021	-0.103	0.079	-0.005	-0.037	0.060	0.012	0.110
경도(LONGITUDE)	-0.049	-0.027	0.021	1.000	-0.089	-0.009	0.086	-0.003	-0.086	-0.032	0.054
현재고도(ELEVATION)	-0.063	-0.012	-0.103	-0.089	1.000	-0.041	-0.100	0.001	-0.052	0.001	0.003
현재속도(SPEED)	-0.053	0.023	0.079	-0.009	-0.041	1.000	0.029	-0.063	-0.029	0.008	0.027
방위(DIRECTION)	0.024	-0.054	-0.005	0.086	-0.100	0.029	1.000	0.059	-0.015	-0.004	-0.010
총_이동거리(TOT_DIST)	0.010	-0.023	-0.037	-0.003	0.001	-0.063	0.059	1.000	0.093	-0.007	-0.017
총_칼로리(TOT_CAL)	-0.008	0.046	0.060	-0.086	-0.052	-0.029	-0.015	0.093	1.000	-0.086	0.032
총_사용시간(TOT_TIME)	-0.017	0.046	0.012	-0.032	0.001	0.008	-0.004	-0.007	-0.086	1.000	-0.033
데이터_저장시간(SAVE_TIME)	0.038	-0.034	0.110	0.054	0.003	0.027	-0.010	-0.017	0.032	-0.033	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

	경로식별번호(ID)	경로별순서(SEQ)	위도(LATITUDE)	경도(LONGITUDE)	현재고도(ELEVATION)	현재속도(SPEED)	방위(DIRECTION)	총_이동거리(TOT_DIST)	총_칼로리(TOT_CAL)	총_사용시간(TOT_TIME)	데이터_저장시간(SAVE_TIME)
0	750268	29	37.483524	126.928324	52.359326	1.75	175.0	17303.866383	23.347439	21491	20160226213525
1	751076	320	37.519571	126.878823	48.829209	1.318137	209.0	21453.168539	2394.487061	2470	20160215205256
2	750691	10698	37.523494	127.05972	16.313932	7.0	230.2	392.470199	365.507566	9800	20160210172439
3	750549	1981	37.574162	126.909826	20.780701	4.75	315.9	556.554316	439.758283	9309	20160205083939
4	750792	770	37.461035	127.020762	32.900002	1.378691	288.47488	9852.003956	10.046551	1477	20160218174730
5	750556	6106	37.485392	126.851632	56.0	5.75	192.09283	32866.080491	1122.915969	1958	20160225154423
6	750825	27	37.473916	127.022742	68.0	0.0	61.7	34439.859375	864.849595	1013	20160229200345
7	751295	74	37.580845	127.022427	29.0	2.186649	208.53894	38392.428548	777.868159	1440	20160225075318
8	750542	691	37.597313	126.97921	32.0	1.0	52.4	4027.319493	136.163402	652	20160224201345
9	750549	6179	37.543687	126.822151	41.5	4.0	132.2	6952.89059	146.292041	18231	20160210084434

	경로식별번호(ID)	경로별순서(SEQ)	위도(LATITUDE)	경도(LONGITUDE)	현재고도(ELEVATION)	현재속도(SPEED)	방위(DIRECTION)	총_이동거리(TOT_DIST)	총_칼로리(TOT_CAL)	총_사용시간(TOT_TIME)	데이터_저장시간(SAVE_TIME)
490	750293	803	37.573195	126.90701	25.728369	6.0	266.9	38147.365024	93.090483	179	20160207074358
491	751076	1334	37.51076	127.065553	51.0	5.75	296.16306	3660.294487	139.330163	14220	20160225211329
492	750543	462	37.653121	126.913074	22.0	5.75	196.3	490.14344	1771.778117	1193	20160224123401
493	751095	1285	37.459864	127.216071	51.0	5.830137	34.857857	5288.361219	202.093922	2678	20160218180945
494	750761	131	37.598733	126.84243	47.381015	6.5	350.0	4610.241956	485.132259	12884	20160220130252
495	750691	172	37.547039	126.880732	-1.240845	7.5	336.14963	3745.198033	23.633498	7811	20160214142531
496	750792	5801	37.46194	126.797465	68.0	5.94225	289.3	9411.763124	645.67397	867	20160226215400
497	750292	887	37.644687	127.073147	57.0	2.047078	210.1	640.838648	53.461535	1861	20160202091051
498	750563	6838	37.644858	126.913698	71.0	3.0	32.6	8724.476087	508.701339	6252	20160226221118
499	750248	12711	37.562337	127.11101	52.553581	3.129639	0.0	313.852997	3521.378808	164	20160217101758

Overview

Variables

Interactions

Correlations

Missing values

Sample