Dataset statistics
Number of variables | 9 |
---|---|
Number of observations | 100 |
Missing cells | 0 |
Missing cells (%) | 0.0% |
Duplicate rows | 0 |
Duplicate rows (%) | 0.0% |
Total size in memory | 7.7 KiB |
Average record size in memory | 79.3 B |
Variable types
Categorical | 3 |
---|---|
Text | 1 |
Numeric | 5 |
Dataset
Description | Sample |
---|---|
Author | 한국문화정보원 |
URL | https://www.bigdata-culture.kr/bigdata/user/data_market/detail.do?id=98124fc8-5024-4b27-b9a7-5631021ed5a8 |
FILE_NAME has constant value "" | Constant |
base_ymd has constant value "" | Constant |
hadm_cd is highly overall correlated with atrctn_cnt and 2 other fields | High correlation |
atrctn_cnt is highly overall correlated with hadm_cd | High correlation |
rstrt_cnt is highly overall correlated with shopng_cnt and 1 other fields | High correlation |
shopng_cnt is highly overall correlated with rstrt_cnt and 1 other fields | High correlation |
residnt_cnt_sum is highly overall correlated with hadm_cd and 2 other fields | High correlation |
sido_nm is highly overall correlated with hadm_cd | High correlation |
hadm_cd has unique values | Unique |
rstrt_cnt has unique values | Unique |
residnt_cnt_sum has unique values | Unique |
Reproduction
Analysis started | 2023-12-10 09:51:48.120930 |
---|---|
Analysis finished | 2023-12-10 09:51:53.152624 |
Duration | 5.03 seconds |
Software version | ydata-profiling vv4.5.1 |
Download configuration | config.json |
sido_nm
Categorical
HIGH CORRELATION
 
Distinct | 4 |
---|---|
Distinct (%) | 4.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 932.0 B |
경기도 | |
---|---|
경상남도 | |
강원도 | |
경상북도 |
Length
Max length | 4 |
---|---|
Median length | 3 |
Mean length | 3.4 |
Min length | 3 |
Unique
Unique | 0 ? |
---|---|
Unique (%) | 0.0% |
Sample
1st row | 강원도 |
---|---|
2nd row | 강원도 |
3rd row | 강원도 |
4th row | 강원도 |
5th row | 강원도 |
Common Values
Value | Count | Frequency (%) |
경기도 | 42 | |
경상남도 | 22 | |
강원도 | 18 | |
경상북도 | 18 |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
경기도 | 42 | |
경상남도 | 22 | |
강원도 | 18 | |
경상북도 | 18 |
sgg_nm
Text
Distinct | 99 |
---|---|
Distinct (%) | 99.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 932.0 B |
Value | Count | Frequency (%) |
창원시 | 5 | 4.1% |
수원시 | 4 | 3.3% |
고양시 | 3 | 2.5% |
성남시 | 3 | 2.5% |
용인시 | 3 | 2.5% |
안양시 | 2 | 1.6% |
안산시 | 2 | 1.6% |
고성군 | 2 | 1.6% |
영덕군 | 1 | 0.8% |
안동시 | 1 | 0.8% |
Other values (96) | 96 |
Most occurring characters
Value | Count | Frequency (%) |
시 | 68 | 17.1% |
군 | 35 | 8.8% |
구 | 25 | 6.3% |
22 | 5.5% | |
양 | 16 | 4.0% |
천 | 14 | 3.5% |
원 | 14 | 3.5% |
산 | 11 | 2.8% |
주 | 11 | 2.8% |
안 | 10 | 2.5% |
Other values (83) | 171 |
Most occurring categories
Value | Count | Frequency (%) |
Other Letter | 375 | |
Space Separator | 22 | 5.5% |
Most frequent character per category
Other Letter
Value | Count | Frequency (%) |
시 | 68 | |
군 | 35 | 9.3% |
구 | 25 | 6.7% |
양 | 16 | 4.3% |
천 | 14 | 3.7% |
원 | 14 | 3.7% |
산 | 11 | 2.9% |
주 | 11 | 2.9% |
안 | 10 | 2.7% |
성 | 10 | 2.7% |
Other values (82) | 161 |
Space Separator
Value | Count | Frequency (%) |
22 |
Most occurring scripts
Value | Count | Frequency (%) |
Hangul | 375 | |
Common | 22 | 5.5% |
Most frequent character per script
Hangul
Value | Count | Frequency (%) |
시 | 68 | |
군 | 35 | 9.3% |
구 | 25 | 6.7% |
양 | 16 | 4.3% |
천 | 14 | 3.7% |
원 | 14 | 3.7% |
산 | 11 | 2.9% |
주 | 11 | 2.9% |
안 | 10 | 2.7% |
성 | 10 | 2.7% |
Other values (82) | 161 |
Common
Value | Count | Frequency (%) |
22 |
Most occurring blocks
Value | Count | Frequency (%) |
Hangul | 375 | |
ASCII | 22 | 5.5% |
Most frequent character per block
Hangul
Value | Count | Frequency (%) |
시 | 68 | |
군 | 35 | 9.3% |
구 | 25 | 6.7% |
양 | 16 | 4.3% |
천 | 14 | 3.7% |
원 | 14 | 3.7% |
산 | 11 | 2.9% |
주 | 11 | 2.9% |
안 | 10 | 2.7% |
성 | 10 | 2.7% |
Other values (82) | 161 |
ASCII
Value | Count | Frequency (%) |
22 |
hadm_cd
Real number (ℝ)
HIGH CORRELATION
  UNIQUE
 
Distinct | 100 |
---|---|
Distinct (%) | 100.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 44255.9 |
Minimum | 41111 |
---|---|
Maximum | 48890 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.0 KiB |
Quantile statistics
Minimum | 41111 |
---|---|
5-th percentile | 41132.9 |
Q1 | 41425 |
median | 42725 |
Q3 | 47905 |
95-th percentile | 48840.5 |
Maximum | 48890 |
Range | 7779 |
Interquartile range (IQR) | 6480 |
Descriptive statistics
Standard deviation | 3170.1308 |
---|---|
Coefficient of variation (CV) | 0.071631822 |
Kurtosis | -1.7528404 |
Mean | 44255.9 |
Median Absolute Deviation (MAD) | 1543.5 |
Skewness | 0.39435263 |
Sum | 4425590 |
Variance | 10049729 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
42150 | 1 | 1.0% |
48840 | 1 | 1.0% |
48123 | 1 | 1.0% |
48127 | 1 | 1.0% |
48125 | 1 | 1.0% |
48740 | 1 | 1.0% |
48170 | 1 | 1.0% |
48720 | 1 | 1.0% |
48330 | 1 | 1.0% |
48860 | 1 | 1.0% |
Other values (90) | 90 |
Value | Count | Frequency (%) |
41111 | 1 | |
41113 | 1 | |
41115 | 1 | |
41117 | 1 | |
41131 | 1 | |
41133 | 1 | |
41135 | 1 | |
41150 | 1 | |
41171 | 1 | |
41173 | 1 |
Value | Count | Frequency (%) |
48890 | 1 | |
48880 | 1 | |
48870 | 1 | |
48860 | 1 | |
48850 | 1 | |
48840 | 1 | |
48820 | 1 | |
48740 | 1 | |
48730 | 1 | |
48720 | 1 |
atrctn_cnt
Real number (ℝ)
HIGH CORRELATION
 
Distinct | 82 |
---|---|
Distinct (%) | 82.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 153.72 |
Minimum | 13 |
---|---|
Maximum | 625 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.0 KiB |
Quantile statistics
Minimum | 13 |
---|---|
5-th percentile | 27.95 |
Q1 | 64 |
median | 130 |
Q3 | 216.5 |
95-th percentile | 336.8 |
Maximum | 625 |
Range | 612 |
Interquartile range (IQR) | 152.5 |
Descriptive statistics
Standard deviation | 115.97083 |
---|---|
Coefficient of variation (CV) | 0.75442904 |
Kurtosis | 2.8306972 |
Mean | 153.72 |
Median Absolute Deviation (MAD) | 68.5 |
Skewness | 1.4118647 |
Sum | 15372 |
Variance | 13449.234 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
28 | 3 | 3.0% |
37 | 3 | 3.0% |
153 | 3 | 3.0% |
130 | 2 | 2.0% |
280 | 2 | 2.0% |
30 | 2 | 2.0% |
27 | 2 | 2.0% |
44 | 2 | 2.0% |
233 | 2 | 2.0% |
70 | 2 | 2.0% |
Other values (72) | 77 |
Value | Count | Frequency (%) |
13 | 1 | 1.0% |
17 | 1 | 1.0% |
26 | 1 | 1.0% |
27 | 2 | |
28 | 3 | |
29 | 1 | 1.0% |
30 | 2 | |
34 | 1 | 1.0% |
37 | 3 | |
40 | 1 | 1.0% |
Value | Count | Frequency (%) |
625 | 1 | |
555 | 1 | |
423 | 1 | |
410 | 1 | |
409 | 1 | |
333 | 1 | |
309 | 1 | |
308 | 1 | |
303 | 1 | |
299 | 2 |
rstrt_cnt
Real number (ℝ)
HIGH CORRELATION
  UNIQUE
 
Distinct | 100 |
---|---|
Distinct (%) | 100.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 2837.18 |
Minimum | 241 |
---|---|
Maximum | 9380 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.0 KiB |
Quantile statistics
Minimum | 241 |
---|---|
5-th percentile | 517.5 |
Q1 | 1098.25 |
median | 2387 |
Q3 | 3682.25 |
95-th percentile | 6954.95 |
Maximum | 9380 |
Range | 9139 |
Interquartile range (IQR) | 2584 |
Descriptive statistics
Standard deviation | 2102.8899 |
---|---|
Coefficient of variation (CV) | 0.74119017 |
Kurtosis | 1.0619232 |
Mean | 2837.18 |
Median Absolute Deviation (MAD) | 1292.5 |
Skewness | 1.1604945 |
Sum | 283718 |
Variance | 4422146.1 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
4685 | 1 | 1.0% |
938 | 1 | 1.0% |
3634 | 1 | 1.0% |
3050 | 1 | 1.0% |
3827 | 1 | 1.0% |
1353 | 1 | 1.0% |
6157 | 1 | 1.0% |
480 | 1 | 1.0% |
5659 | 1 | 1.0% |
687 | 1 | 1.0% |
Other values (90) | 90 |
Value | Count | Frequency (%) |
241 | 1 | |
268 | 1 | |
421 | 1 | |
480 | 1 | |
489 | 1 | |
519 | 1 | |
532 | 1 | |
564 | 1 | |
677 | 1 | |
687 | 1 |
Value | Count | Frequency (%) |
9380 | 1 | |
9244 | 1 | |
8941 | 1 | |
7808 | 1 | |
7030 | 1 | |
6951 | 1 | |
6544 | 1 | |
6214 | 1 | |
6157 | 1 | |
5865 | 1 |
shopng_cnt
Real number (ℝ)
HIGH CORRELATION
 
Distinct | 92 |
---|---|
Distinct (%) | 92.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 282.59 |
Minimum | 48 |
---|---|
Maximum | 977 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.0 KiB |
Quantile statistics
Minimum | 48 |
---|---|
5-th percentile | 81.3 |
Q1 | 149.75 |
median | 247.5 |
Q3 | 360 |
95-th percentile | 640.3 |
Maximum | 977 |
Range | 929 |
Interquartile range (IQR) | 210.25 |
Descriptive statistics
Standard deviation | 175.21871 |
---|---|
Coefficient of variation (CV) | 0.6200457 |
Kurtosis | 2.0737049 |
Mean | 282.59 |
Median Absolute Deviation (MAD) | 101 |
Skewness | 1.2933958 |
Sum | 28259 |
Variance | 30701.598 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
210 | 2 | 2.0% |
271 | 2 | 2.0% |
126 | 2 | 2.0% |
300 | 2 | 2.0% |
298 | 2 | 2.0% |
138 | 2 | 2.0% |
105 | 2 | 2.0% |
211 | 2 | 2.0% |
460 | 1 | 1.0% |
401 | 1 | 1.0% |
Other values (82) | 82 |
Value | Count | Frequency (%) |
48 | 1 | |
52 | 1 | |
54 | 1 | |
66 | 1 | |
68 | 1 | |
82 | 1 | |
83 | 1 | |
89 | 1 | |
95 | 1 | |
102 | 1 |
Value | Count | Frequency (%) |
977 | 1 | |
751 | 1 | |
737 | 1 | |
674 | 1 | |
665 | 1 | |
639 | 1 | |
584 | 1 | |
575 | 1 | |
559 | 1 | |
553 | 1 |
residnt_cnt_sum
Real number (ℝ)
HIGH CORRELATION
  UNIQUE
 
Distinct | 100 |
---|---|
Distinct (%) | 100.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 161769.75 |
Minimum | 5198 |
---|---|
Maximum | 730558 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.0 KiB |
Quantile statistics
Minimum | 5198 |
---|---|
5-th percentile | 17990.55 |
Q1 | 35464.5 |
median | 132815.5 |
Q3 | 246408.75 |
95-th percentile | 417416.75 |
Maximum | 730558 |
Range | 725360 |
Interquartile range (IQR) | 210944.25 |
Descriptive statistics
Standard deviation | 145624.98 |
---|---|
Coefficient of variation (CV) | 0.90019905 |
Kurtosis | 1.8646798 |
Mean | 161769.75 |
Median Absolute Deviation (MAD) | 100570 |
Skewness | 1.2584857 |
Sum | 16176975 |
Variance | 2.1206633 × 1010 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
162905 | 1 | 1.0% |
30561 | 1 | 1.0% |
191489 | 1 | 1.0% |
162616 | 1 | 1.0% |
144573 | 1 | 1.0% |
45069 | 1 | 1.0% |
280079 | 1 | 1.0% |
18082 | 1 | 1.0% |
269055 | 1 | 1.0% |
24133 | 1 | 1.0% |
Other values (90) | 90 |
Value | Count | Frequency (%) |
5198 | 1 | |
11314 | 1 | |
14731 | 1 | |
15570 | 1 | |
16253 | 1 | |
18082 | 1 | |
18628 | 1 | |
19462 | 1 | |
20388 | 1 | |
20917 | 1 |
Value | Count | Frequency (%) |
730558 | 1 | |
618926 | 1 | |
521159 | 1 | |
447439 | 1 | |
423150 | 1 | |
417115 | 1 | |
414376 | 1 | |
364214 | 1 | |
352389 | 1 | |
351337 | 1 |
FILE_NAME
Categorical
CONSTANT
 
Distinct | 1 |
---|---|
Distinct (%) | 1.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 932.0 B |
KC_619_DMSTC_TRV_CNSMP_STATN_BIZAEA_MAP_2019 |
---|
Length
Max length | 44 |
---|---|
Median length | 44 |
Mean length | 44 |
Min length | 44 |
Unique
Unique | 0 ? |
---|---|
Unique (%) | 0.0% |
Sample
1st row | KC_619_DMSTC_TRV_CNSMP_STATN_BIZAEA_MAP_2019 |
---|---|
2nd row | KC_619_DMSTC_TRV_CNSMP_STATN_BIZAEA_MAP_2019 |
3rd row | KC_619_DMSTC_TRV_CNSMP_STATN_BIZAEA_MAP_2019 |
4th row | KC_619_DMSTC_TRV_CNSMP_STATN_BIZAEA_MAP_2019 |
5th row | KC_619_DMSTC_TRV_CNSMP_STATN_BIZAEA_MAP_2019 |
Common Values
Value | Count | Frequency (%) |
KC_619_DMSTC_TRV_CNSMP_STATN_BIZAEA_MAP_2019 | 100 |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
kc_619_dmstc_trv_cnsmp_statn_bizaea_map_2019 | 100 |
base_ymd
Categorical
CONSTANT
 
Distinct | 1 |
---|---|
Distinct (%) | 1.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 932.0 B |
20200214 |
---|
Length
Max length | 8 |
---|---|
Median length | 8 |
Mean length | 8 |
Min length | 8 |
Unique
Unique | 0 ? |
---|---|
Unique (%) | 0.0% |
Sample
1st row | 20200214 |
---|---|
2nd row | 20200214 |
3rd row | 20200214 |
4th row | 20200214 |
5th row | 20200214 |
Common Values
Value | Count | Frequency (%) |
20200214 | 100 |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
20200214 | 100 |
sido_nm | sgg_nm | hadm_cd | atrctn_cnt | rstrt_cnt | shopng_cnt | residnt_cnt_sum | |
---|---|---|---|---|---|---|---|
sido_nm | 1.000 | 0.675 | 1.000 | 0.587 | 0.383 | 0.270 | 0.487 |
sgg_nm | 0.675 | 1.000 | 0.862 | 0.963 | 1.000 | 1.000 | 1.000 |
hadm_cd | 1.000 | 0.862 | 1.000 | 0.611 | 0.431 | 0.468 | 0.400 |
atrctn_cnt | 0.587 | 0.963 | 0.611 | 1.000 | 0.258 | 0.200 | 0.000 |
rstrt_cnt | 0.383 | 1.000 | 0.431 | 0.258 | 1.000 | 0.917 | 0.908 |
shopng_cnt | 0.270 | 1.000 | 0.468 | 0.200 | 0.917 | 1.000 | 0.857 |
residnt_cnt_sum | 0.487 | 1.000 | 0.400 | 0.000 | 0.908 | 0.857 | 1.000 |
hadm_cd | atrctn_cnt | rstrt_cnt | shopng_cnt | residnt_cnt_sum | sido_nm | |
---|---|---|---|---|---|---|
hadm_cd | 1.000 | 0.682 | -0.398 | -0.411 | -0.567 | 0.990 |
atrctn_cnt | 0.682 | 1.000 | -0.047 | -0.019 | -0.262 | 0.406 |
rstrt_cnt | -0.398 | -0.047 | 1.000 | 0.970 | 0.924 | 0.227 |
shopng_cnt | -0.411 | -0.019 | 0.970 | 1.000 | 0.899 | 0.169 |
residnt_cnt_sum | -0.567 | -0.262 | 0.924 | 0.899 | 1.000 | 0.304 |
sido_nm | 0.990 | 0.406 | 0.227 | 0.169 | 0.304 | 1.000 |
sido_nm | sgg_nm | hadm_cd | atrctn_cnt | rstrt_cnt | shopng_cnt | residnt_cnt_sum | FILE_NAME | base_ymd | |
---|---|---|---|---|---|---|---|---|---|
0 | 강원도 | 강릉시 | 42150 | 308 | 4685 | 460 | 162905 | KC_619_DMSTC_TRV_CNSMP_STATN_BIZAEA_MAP_2019 | 20200214 |
1 | 강원도 | 고성군 | 42820 | 105 | 795 | 117 | 18628 | KC_619_DMSTC_TRV_CNSMP_STATN_BIZAEA_MAP_2019 | 20200214 |
2 | 강원도 | 동해시 | 42170 | 85 | 1929 | 247 | 68772 | KC_619_DMSTC_TRV_CNSMP_STATN_BIZAEA_MAP_2019 | 20200214 |
3 | 강원도 | 삼척시 | 42230 | 135 | 1597 | 209 | 45409 | KC_619_DMSTC_TRV_CNSMP_STATN_BIZAEA_MAP_2019 | 20200214 |
4 | 강원도 | 속초시 | 42210 | 79 | 2594 | 210 | 63203 | KC_619_DMSTC_TRV_CNSMP_STATN_BIZAEA_MAP_2019 | 20200214 |
5 | 강원도 | 양구군 | 42800 | 72 | 532 | 68 | 14731 | KC_619_DMSTC_TRV_CNSMP_STATN_BIZAEA_MAP_2019 | 20200214 |
6 | 강원도 | 양양군 | 42830 | 136 | 947 | 126 | 19462 | KC_619_DMSTC_TRV_CNSMP_STATN_BIZAEA_MAP_2019 | 20200214 |
7 | 강원도 | 영월군 | 42750 | 119 | 799 | 152 | 25832 | KC_619_DMSTC_TRV_CNSMP_STATN_BIZAEA_MAP_2019 | 20200214 |
8 | 강원도 | 원주시 | 42130 | 286 | 6544 | 553 | 267203 | KC_619_DMSTC_TRV_CNSMP_STATN_BIZAEA_MAP_2019 | 20200214 |
9 | 강원도 | 인제군 | 42810 | 121 | 970 | 123 | 20917 | KC_619_DMSTC_TRV_CNSMP_STATN_BIZAEA_MAP_2019 | 20200214 |
sido_nm | sgg_nm | hadm_cd | atrctn_cnt | rstrt_cnt | shopng_cnt | residnt_cnt_sum | FILE_NAME | base_ymd | |
---|---|---|---|---|---|---|---|---|---|
90 | 경상북도 | 상주시 | 47250 | 255 | 1715 | 244 | 68854 | KC_619_DMSTC_TRV_CNSMP_STATN_BIZAEA_MAP_2019 | 20200214 |
91 | 경상북도 | 성주군 | 47840 | 185 | 808 | 116 | 32010 | KC_619_DMSTC_TRV_CNSMP_STATN_BIZAEA_MAP_2019 | 20200214 |
92 | 경상북도 | 안동시 | 47170 | 275 | 2983 | 375 | 119201 | KC_619_DMSTC_TRV_CNSMP_STATN_BIZAEA_MAP_2019 | 20200214 |
93 | 경상북도 | 영덕군 | 47770 | 170 | 1276 | 153 | 25962 | KC_619_DMSTC_TRV_CNSMP_STATN_BIZAEA_MAP_2019 | 20200214 |
94 | 경상북도 | 영양군 | 47760 | 111 | 241 | 52 | 11314 | KC_619_DMSTC_TRV_CNSMP_STATN_BIZAEA_MAP_2019 | 20200214 |
95 | 경상북도 | 영주시 | 47210 | 177 | 2065 | 290 | 79658 | KC_619_DMSTC_TRV_CNSMP_STATN_BIZAEA_MAP_2019 | 20200214 |
96 | 경상북도 | 영천시 | 47230 | 555 | 1854 | 237 | 73702 | KC_619_DMSTC_TRV_CNSMP_STATN_BIZAEA_MAP_2019 | 20200214 |
97 | 경상북도 | 예천군 | 47900 | 110 | 804 | 126 | 36291 | KC_619_DMSTC_TRV_CNSMP_STATN_BIZAEA_MAP_2019 | 20200214 |
98 | 경상북도 | 울릉군 | 47940 | 63 | 268 | 54 | 5198 | KC_619_DMSTC_TRV_CNSMP_STATN_BIZAEA_MAP_2019 | 20200214 |
99 | 경상북도 | 울진군 | 47930 | 131 | 1260 | 165 | 36399 | KC_619_DMSTC_TRV_CNSMP_STATN_BIZAEA_MAP_2019 | 20200214 |