Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 100 |
| Missing cells | 11 |
| Missing cells (%) | 0.8% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 11.5 KiB |
| Average record size in memory | 117.3 B |
Variable types
| Numeric | 11 |
|---|---|
| Categorical | 1 |
| Text | 1 |
Dataset
| Description | Sample |
|---|---|
| Author | 한국문화예술위원회 |
| URL | https://www.bigdata-culture.kr/bigdata/user/data_market/detail.do?id=ad074b60-6ef6-11ed-b3ef-49efc94461a7 |
seq_no is highly overall correlated with admnstmach_cd and 1 other fields | High correlation |
admnstmach_cd is highly overall correlated with seq_no and 1 other fields | High correlation |
tot_anexptr_budget_price is highly overall correlated with before_year_anexptr_budget_price and 3 other fields | High correlation |
before_year_anexptr_budget_price is highly overall correlated with tot_anexptr_budget_price and 3 other fields | High correlation |
cltur_tursm_budget_price is highly overall correlated with tot_anexptr_budget_price and 4 other fields | High correlation |
before_year_cltur_tursm_budget_price is highly overall correlated with tot_anexptr_budget_price and 5 other fields | High correlation |
cltur_tursm_budget_rate is highly overall correlated with cltur_tursm_budget_price and 2 other fields | High correlation |
tot_popltn_co is highly overall correlated with tot_anexptr_budget_price and 1 other fields | High correlation |
one_psnby_cltur_tursm_budget_price is highly overall correlated with cltur_tursm_budget_price and 3 other fields | High correlation |
finan_year is highly overall correlated with seq_no and 3 other fields | High correlation |
finan_year is highly imbalanced (80.6%) | Imbalance |
cltur_tursm_budget_irds_rt has 11 (11.0%) missing values | Missing |
seq_no has unique values | Unique |
admnstmach_cd has unique values | Unique |
admnstmach_nm has unique values | Unique |
tot_anexptr_budget_price has unique values | Unique |
before_year_anexptr_budget_price has unique values | Unique |
tot_popltn_co has unique values | Unique |
cltur_tursm_budget_price has 13 (13.0%) zeros | Zeros |
before_year_cltur_tursm_budget_price has 11 (11.0%) zeros | Zeros |
cltur_tursm_budget_irds_rt has 2 (2.0%) zeros | Zeros |
cltur_tursm_budget_rate has 15 (15.0%) zeros | Zeros |
one_psnby_cltur_tursm_budget_price has 13 (13.0%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-10 10:03:29.727047 |
|---|---|
| Analysis finished | 2023-12-10 10:03:55.031195 |
| Duration | 25.3 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
seq_no
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 101.17 |
| Minimum | 1 |
|---|---|
| Maximum | 1704 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6.95 |
| Q1 | 27.75 |
| median | 53.5 |
| Q3 | 78.25 |
| 95-th percentile | 98.05 |
| Maximum | 1704 |
| Range | 1703 |
| Interquartile range (IQR) | 50.5 |
Descriptive statistics
| Standard deviation | 284.52246 |
|---|---|
| Coefficient of variation (CV) | 2.8123205 |
| Kurtosis | 29.255162 |
| Mean | 101.17 |
| Median Absolute Deviation (MAD) | 25.5 |
| Skewness | 5.5071801 |
| Sum | 10117 |
| Variance | 80953.031 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | 1.0% |
| 65 | 1 | 1.0% |
| 75 | 1 | 1.0% |
| 74 | 1 | 1.0% |
| 73 | 1 | 1.0% |
| 72 | 1 | 1.0% |
| 71 | 1 | 1.0% |
| 70 | 1 | 1.0% |
| 69 | 1 | 1.0% |
| 68 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 9 | 1 | |
| 10 | 1 | |
| 11 | 1 | |
| 12 | 1 |
| Value | Count | Frequency (%) |
| 1704 | 1 | |
| 1703 | 1 | |
| 1702 | 1 | |
| 100 | 1 | |
| 99 | 1 | |
| 98 | 1 | |
| 97 | 1 | |
| 96 | 1 | |
| 95 | 1 | |
| 94 | 1 |
finan_year
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 932.0 B |
| 2016 | |
|---|---|
| 2022 | 3 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2016 |
|---|---|
| 2nd row | 2022 |
| 3rd row | 2016 |
| 4th row | 2016 |
| 5th row | 2016 |
Common Values
| Value | Count | Frequency (%) |
| 2016 | 97 | |
| 2022 | 3 | 3.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2016 | 97 | |
| 2022 | 3 | 3.0% |
admnstmach_cd
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.720684 × 109 |
| Minimum | 1.1 × 109 |
|---|---|
| Maximum | 5 × 109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 1.1 × 109 |
|---|---|
| 5-th percentile | 1.122925 × 109 |
| Q1 | 2.60825 × 109 |
| median | 2.8055 × 109 |
| Q3 | 3.11475 × 109 |
| 95-th percentile | 4.1391 × 109 |
| Maximum | 5 × 109 |
| Range | 3.9 × 109 |
| Interquartile range (IQR) | 5.065 × 108 |
Descriptive statistics
| Standard deviation | 1.0668718 × 109 |
|---|---|
| Coefficient of variation (CV) | 0.39213367 |
| Kurtosis | -0.67985849 |
| Mean | 2.720684 × 109 |
| Median Absolute Deviation (MAD) | 3.07 × 108 |
| Skewness | -0.094444951 |
| Sum | 2.720684 × 1011 |
| Variance | 1.1382155 × 1018 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1100000000 | 1 | 1.0% |
| 2911000000 | 1 | 1.0% |
| 3023000000 | 1 | 1.0% |
| 3020000000 | 1 | 1.0% |
| 3017000000 | 1 | 1.0% |
| 3014000000 | 1 | 1.0% |
| 3011000000 | 1 | 1.0% |
| 3000000000 | 1 | 1.0% |
| 2920000000 | 1 | 1.0% |
| 2917000000 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 1100000000 | 1 | |
| 1114000000 | 1 | |
| 1117000000 | 1 | |
| 1120000000 | 1 | |
| 1121500000 | 1 | |
| 1123000000 | 1 | |
| 1129000000 | 1 | |
| 1130500000 | 1 | |
| 1132000000 | 1 | |
| 1135000000 | 1 |
| Value | Count | Frequency (%) |
| 5000000000 | 1 | |
| 4889000000 | 1 | |
| 4888000000 | 1 | |
| 4143000000 | 1 | |
| 4141000000 | 1 | |
| 4139000000 | 1 | |
| 4137000000 | 1 | |
| 4136000000 | 1 | |
| 4131000000 | 1 | |
| 4129000000 | 1 |
admnstmach_nm
Text
UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 932.0 B |
Length
| Max length | 10 |
|---|---|
| Median length | 9 |
| Mean length | 8.09 |
| Min length | 3 |
Characters and Unicode
| Total characters | 809 |
|---|---|
| Distinct characters | 85 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 100 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 서울특별시 |
|---|---|
| 2nd row | 경상남도 거창군 |
| 3rd row | 서울특별시 중구 |
| 4th row | 서울특별시 용산구 |
| 5th row | 서울특별시 성동구 |
| Value | Count | Frequency (%) |
| 서울특별시 | 24 | 12.6% |
| 경기도 | 18 | 9.5% |
| 부산광역시 | 16 | 8.4% |
| 인천광역시 | 11 | 5.8% |
| 대구광역시 | 9 | 4.7% |
| 중구 | 6 | 3.2% |
| 광주광역시 | 6 | 3.2% |
| 동구 | 6 | 3.2% |
| 울산광역시 | 6 | 3.2% |
| 대전광역시 | 6 | 3.2% |
| Other values (70) | 82 |
Most occurring characters
| Value | Count | Frequency (%) |
| 시 | 97 | 12.0% |
| 90 | 11.1% | |
| 구 | 77 | 9.5% |
| 광 | 63 | 7.8% |
| 역 | 54 | 6.7% |
| 서 | 34 | 4.2% |
| 울 | 31 | 3.8% |
| 별 | 26 | 3.2% |
| 산 | 26 | 3.2% |
| 특 | 26 | 3.2% |
| Other values (75) | 285 |
Most occurring categories
| Value | Count | Frequency (%) |
| Other Letter | 719 | |
| Space Separator | 90 | 11.1% |
Most frequent character per category
Other Letter
| Value | Count | Frequency (%) |
| 시 | 97 | 13.5% |
| 구 | 77 | 10.7% |
| 광 | 63 | 8.8% |
| 역 | 54 | 7.5% |
| 서 | 34 | 4.7% |
| 울 | 31 | 4.3% |
| 별 | 26 | 3.6% |
| 산 | 26 | 3.6% |
| 특 | 26 | 3.6% |
| 도 | 23 | 3.2% |
| Other values (74) | 262 |
Space Separator
| Value | Count | Frequency (%) |
| 90 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Hangul | 719 | |
| Common | 90 | 11.1% |
Most frequent character per script
Hangul
| Value | Count | Frequency (%) |
| 시 | 97 | 13.5% |
| 구 | 77 | 10.7% |
| 광 | 63 | 8.8% |
| 역 | 54 | 7.5% |
| 서 | 34 | 4.7% |
| 울 | 31 | 4.3% |
| 별 | 26 | 3.6% |
| 산 | 26 | 3.6% |
| 특 | 26 | 3.6% |
| 도 | 23 | 3.2% |
| Other values (74) | 262 |
Common
| Value | Count | Frequency (%) |
| 90 |
Most occurring blocks
| Value | Count | Frequency (%) |
| Hangul | 719 | |
| ASCII | 90 | 11.1% |
Most frequent character per block
Hangul
| Value | Count | Frequency (%) |
| 시 | 97 | 13.5% |
| 구 | 77 | 10.7% |
| 광 | 63 | 8.8% |
| 역 | 54 | 7.5% |
| 서 | 34 | 4.7% |
| 울 | 31 | 4.3% |
| 별 | 26 | 3.6% |
| 산 | 26 | 3.6% |
| 특 | 26 | 3.6% |
| 도 | 23 | 3.2% |
| Other values (74) | 262 |
ASCII
| Value | Count | Frequency (%) |
| 90 |
tot_anexptr_budget_price
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.4690091 × 1012 |
| Minimum | 1.3606396 × 1011 |
|---|---|
| Maximum | 2.9272794 × 1013 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 1.3606396 × 1011 |
|---|---|
| 5-th percentile | 2.174717 × 1011 |
| Q1 | 3.2909601 × 1011 |
| median | 4.679957 × 1011 |
| Q3 | 6.9990381 × 1011 |
| 95-th percentile | 7.0992939 × 1012 |
| Maximum | 2.9272794 × 1013 |
| Range | 2.913673 × 1013 |
| Interquartile range (IQR) | 3.708078 × 1011 |
Descriptive statistics
| Standard deviation | 3.8487492 × 1012 |
|---|---|
| Coefficient of variation (CV) | 2.6199629 |
| Kurtosis | 33.658614 |
| Mean | 1.4690091 × 1012 |
| Median Absolute Deviation (MAD) | 1.700085 × 1011 |
| Skewness | 5.4817436 |
| Sum | 1.4690091 × 1014 |
| Variance | 1.481287 × 1025 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 29272794246000 | 1 | 1.0% |
| 242707550000 | 1 | 1.0% |
| 294704601000 | 1 | 1.0% |
| 403205119000 | 1 | 1.0% |
| 503856598000 | 1 | 1.0% |
| 331813679000 | 1 | 1.0% |
| 358203415000 | 1 | 1.0% |
| 4312802052000 | 1 | 1.0% |
| 499802478000 | 1 | 1.0% |
| 504290632000 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 136063957000 | 1 | |
| 178867322000 | 1 | |
| 192616093000 | 1 | |
| 196046933000 | 1 | |
| 213945473000 | 1 | |
| 217657287000 | 1 | |
| 219118791000 | 1 | |
| 222524011000 | 1 | |
| 228727696000 | 1 | |
| 242707550000 | 1 |
| Value | Count | Frequency (%) |
| 29272794246000 | 1 | |
| 20818802530000 | 1 | |
| 11147652001000 | 1 | |
| 8531672102000 | 1 | |
| 7222588409000 | 1 | |
| 7092804666000 | 1 | |
| 4312802052000 | 1 | |
| 4163972594000 | 1 | |
| 3397293393000 | 1 | |
| 2572987213000 | 1 |
before_year_anexptr_budget_price
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3495638 × 1012 |
| Minimum | 1.2514046 × 1011 |
|---|---|
| Maximum | 2.6657218 × 1013 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 1.2514046 × 1011 |
|---|---|
| 5-th percentile | 1.9886721 × 1011 |
| Q1 | 3.0610003 × 1011 |
| median | 4.3258112 × 1011 |
| Q3 | 6.3352702 × 1011 |
| 95-th percentile | 6.4054346 × 1012 |
| Maximum | 2.6657218 × 1013 |
| Range | 2.6532077 × 1013 |
| Interquartile range (IQR) | 3.2742699 × 1011 |
Descriptive statistics
| Standard deviation | 3.5228637 × 1012 |
|---|---|
| Coefficient of variation (CV) | 2.6103721 |
| Kurtosis | 33.321189 |
| Mean | 1.3495638 × 1012 |
| Median Absolute Deviation (MAD) | 1.5249961 × 1011 |
| Skewness | 5.458957 |
| Sum | 1.3495638 × 1014 |
| Variance | 1.2410569 × 1025 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 26657217692000 | 1 | 1.0% |
| 216526574000 | 1 | 1.0% |
| 280234420000 | 1 | 1.0% |
| 390931568000 | 1 | 1.0% |
| 470121200000 | 1 | 1.0% |
| 308624620000 | 1 | 1.0% |
| 334114164000 | 1 | 1.0% |
| 4108244837000 | 1 | 1.0% |
| 463822127000 | 1 | 1.0% |
| 481657600000 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 125140462000 | 1 | |
| 177446743000 | 1 | |
| 193339693000 | 1 | |
| 196728879000 | 1 | |
| 196792903000 | 1 | |
| 198976382000 | 1 | |
| 204299782000 | 1 | |
| 207404271000 | 1 | |
| 209313647000 | 1 | |
| 216526574000 | 1 |
| Value | Count | Frequency (%) |
| 26657217692000 | 1 | |
| 19271679079000 | 1 | |
| 10020444490000 | 1 | |
| 8051910458000 | 1 | |
| 6499212139000 | 1 | |
| 6400498917000 | 1 | |
| 4108244837000 | 1 | |
| 3933062429000 | 1 | |
| 3090833905000 | 1 | |
| 2656345953000 | 1 |
anexptr_budget_irds_rt
Real number (ℝ)
| Distinct | 94 |
|---|---|
| Distinct (%) | 94.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.2596 |
| Minimum | -9.08 |
|---|---|
| Maximum | 29.64 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 3 |
| Negative (%) | 3.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | -9.08 |
|---|---|
| 5-th percentile | 2.5875 |
| Q1 | 5.62 |
| median | 8.465 |
| Q3 | 10.09 |
| 95-th percentile | 14.8585 |
| Maximum | 29.64 |
| Range | 38.72 |
| Interquartile range (IQR) | 4.47 |
Descriptive statistics
| Standard deviation | 5.0333068 |
|---|---|
| Coefficient of variation (CV) | 0.60938869 |
| Kurtosis | 5.2396944 |
| Mean | 8.2596 |
| Median Absolute Deviation (MAD) | 2.305 |
| Skewness | 0.26872127 |
| Sum | 825.96 |
| Variance | 25.334178 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.65 | 2 | 2.0% |
| 6.42 | 2 | 2.0% |
| 4.98 | 2 | 2.0% |
| 9.53 | 2 | 2.0% |
| 5.62 | 2 | 2.0% |
| 7.42 | 2 | 2.0% |
| 9.81 | 1 | 1.0% |
| 1.1 | 1 | 1.0% |
| 9.92 | 1 | 1.0% |
| 5.16 | 1 | 1.0% |
| Other values (84) | 84 |
| Value | Count | Frequency (%) |
| -9.08 | 1 | |
| -8.96 | 1 | |
| -3.14 | 1 | |
| 1.1 | 1 | |
| 1.4 | 1 | |
| 2.65 | 2 | |
| 2.69 | 1 | |
| 3.14 | 1 | |
| 3.15 | 1 | |
| 3.79 | 1 |
| Value | Count | Frequency (%) |
| 29.64 | 1 | |
| 23.45 | 1 | |
| 18.23 | 1 | |
| 17.37 | 1 | |
| 15.78 | 1 | |
| 14.81 | 1 | |
| 14.51 | 1 | |
| 14.49 | 1 | |
| 13.88 | 1 | |
| 13.47 | 1 |
cltur_tursm_budget_price
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 88 |
|---|---|
| Distinct (%) | 88.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1787203 × 109 |
| Minimum | 0 |
|---|---|
| Maximum | 5.632196 × 1010 |
| Zeros | 13 |
| Zeros (%) | 13.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 52763000 |
| median | 1.61876 × 108 |
| Q3 | 1.0015298 × 109 |
| 95-th percentile | 1.0525531 × 1010 |
| Maximum | 5.632196 × 1010 |
| Range | 5.632196 × 1010 |
| Interquartile range (IQR) | 9.4876675 × 108 |
Descriptive statistics
| Standard deviation | 7.1396167 × 109 |
|---|---|
| Coefficient of variation (CV) | 3.2769772 |
| Kurtosis | 37.531715 |
| Mean | 2.1787203 × 109 |
| Median Absolute Deviation (MAD) | 1.61876 × 108 |
| Skewness | 5.7222345 |
| Sum | 2.1787203 × 1011 |
| Variance | 5.0974126 × 1019 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 13 | 13.0% |
| 56321960000 | 1 | 1.0% |
| 58250000 | 1 | 1.0% |
| 2311700000 | 1 | 1.0% |
| 5323460000 | 1 | 1.0% |
| 466430000 | 1 | 1.0% |
| 100305000 | 1 | 1.0% |
| 163571000 | 1 | 1.0% |
| 84493000 | 1 | 1.0% |
| 2762162000 | 1 | 1.0% |
| Other values (78) | 78 |
| Value | Count | Frequency (%) |
| 0 | 13 | |
| 1200000 | 1 | 1.0% |
| 16350000 | 1 | 1.0% |
| 21700000 | 1 | 1.0% |
| 24000000 | 1 | 1.0% |
| 28704000 | 1 | 1.0% |
| 35920000 | 1 | 1.0% |
| 42370000 | 1 | 1.0% |
| 44460000 | 1 | 1.0% |
| 46000000 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 56321960000 | 1 | |
| 34509025000 | 1 | |
| 18513595000 | 1 | |
| 17816313000 | 1 | |
| 12385261000 | 1 | |
| 10427650000 | 1 | |
| 7869613000 | 1 | |
| 6884235000 | 1 | |
| 5323460000 | 1 | |
| 4814060000 | 1 |
before_year_cltur_tursm_budget_price
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 90 |
|---|---|
| Distinct (%) | 90.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.8088392 × 109 |
| Minimum | 0 |
|---|---|
| Maximum | 4.0738312 × 1010 |
| Zeros | 11 |
| Zeros (%) | 11.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 41440000 |
| median | 1.48498 × 108 |
| Q3 | 6.6342525 × 108 |
| 95-th percentile | 8.239973 × 109 |
| Maximum | 4.0738312 × 1010 |
| Range | 4.0738312 × 1010 |
| Interquartile range (IQR) | 6.2198525 × 108 |
Descriptive statistics
| Standard deviation | 6.0212681 × 109 |
|---|---|
| Coefficient of variation (CV) | 3.3288022 |
| Kurtosis | 32.018362 |
| Mean | 1.8088392 × 109 |
| Median Absolute Deviation (MAD) | 1.277435 × 108 |
| Skewness | 5.4643656 |
| Sum | 1.8088392 × 1011 |
| Variance | 3.6255669 × 1019 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 11 | 11.0% |
| 40738312000 | 1 | 1.0% |
| 41720000 | 1 | 1.0% |
| 4332355000 | 1 | 1.0% |
| 87360000 | 1 | 1.0% |
| 129600000 | 1 | 1.0% |
| 151280000 | 1 | 1.0% |
| 171960000 | 1 | 1.0% |
| 2617765000 | 1 | 1.0% |
| 409000000 | 1 | 1.0% |
| Other values (80) | 80 |
| Value | Count | Frequency (%) |
| 0 | 11 | |
| 14000000 | 1 | 1.0% |
| 20000000 | 1 | 1.0% |
| 20068000 | 1 | 1.0% |
| 21700000 | 1 | 1.0% |
| 25000000 | 1 | 1.0% |
| 28302000 | 1 | 1.0% |
| 30229000 | 1 | 1.0% |
| 31995000 | 1 | 1.0% |
| 32000000 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 40738312000 | 1 | |
| 39095847000 | 1 | |
| 17467059000 | 1 | |
| 9754356000 | 1 | |
| 9413109000 | 1 | |
| 8178229000 | 1 | |
| 7110598000 | 1 | |
| 4555900000 | 1 | |
| 4424019000 | 1 | |
| 4338331000 | 1 |
cltur_tursm_budget_irds_rt
Real number (ℝ)
MISSING ZEROS
| Distinct | 84 |
|---|---|
| Distinct (%) | 94.4% |
| Missing | 11 |
| Missing (%) | 11.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 103.6391 |
| Minimum | -100 |
|---|---|
| Maximum | 3104.54 |
| Zeros | 2 |
| Zeros (%) | 2.0% |
| Negative | 30 |
| Negative (%) | 30.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | -100 |
|---|---|
| 5-th percentile | -99.064 |
| Q1 | -17.38 |
| median | 14.08 |
| Q3 | 76.02 |
| 95-th percentile | 545.49 |
| Maximum | 3104.54 |
| Range | 3204.54 |
| Interquartile range (IQR) | 93.4 |
Descriptive statistics
| Standard deviation | 368.27281 |
|---|---|
| Coefficient of variation (CV) | 3.5534157 |
| Kurtosis | 50.874254 |
| Mean | 103.6391 |
| Median Absolute Deviation (MAD) | 40.39 |
| Skewness | 6.4734656 |
| Sum | 9223.88 |
| Variance | 135624.87 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -100.0 | 5 | 5.0% |
| 0.0 | 2 | 2.0% |
| -75.91 | 1 | 1.0% |
| 12.25 | 1 | 1.0% |
| 2.88 | 1 | 1.0% |
| 22.88 | 1 | 1.0% |
| 433.92 | 1 | 1.0% |
| -22.6 | 1 | 1.0% |
| 8.12 | 1 | 1.0% |
| -50.86 | 1 | 1.0% |
| Other values (74) | 74 | |
| (Missing) | 11 | 11.0% |
| Value | Count | Frequency (%) |
| -100.0 | 5 | |
| -97.66 | 1 | 1.0% |
| -95.2 | 1 | 1.0% |
| -92.4 | 1 | 1.0% |
| -88.69 | 1 | 1.0% |
| -80.06 | 1 | 1.0% |
| -75.91 | 1 | 1.0% |
| -73.5 | 1 | 1.0% |
| -62.96 | 1 | 1.0% |
| -50.86 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 3104.54 | 1 | |
| 769.88 | 1 | |
| 681.25 | 1 | |
| 590.1 | 1 | |
| 546.89 | 1 | |
| 543.39 | 1 | |
| 490.0 | 1 | |
| 433.92 | 1 | |
| 419.25 | 1 | |
| 377.57 | 1 |
cltur_tursm_budget_rate
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 30 |
|---|---|
| Distinct (%) | 30.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1038 |
| Minimum | 0 |
|---|---|
| Maximum | 1.18 |
| Zeros | 15 |
| Zeros (%) | 15.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.02 |
| median | 0.04 |
| Q3 | 0.12 |
| 95-th percentile | 0.3355 |
| Maximum | 1.18 |
| Range | 1.18 |
| Interquartile range (IQR) | 0.1 |
Descriptive statistics
| Standard deviation | 0.17708515 |
|---|---|
| Coefficient of variation (CV) | 1.7060227 |
| Kurtosis | 16.692748 |
| Mean | 0.1038 |
| Median Absolute Deviation (MAD) | 0.03 |
| Skewness | 3.6975384 |
| Sum | 10.38 |
| Variance | 0.031359152 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 0.0 | 15 | |
| 0.02 | 14 | |
| 0.03 | 12 | |
| 0.01 | 7 | 7.0% |
| 0.04 | 6 | 6.0% |
| 0.07 | 5 | 5.0% |
| 0.16 | 5 | 5.0% |
| 0.06 | 4 | 4.0% |
| 0.12 | 3 | 3.0% |
| 0.05 | 3 | 3.0% |
| Other values (20) | 26 |
| Value | Count | Frequency (%) |
| 0.0 | 15 | |
| 0.01 | 7 | |
| 0.02 | 14 | |
| 0.03 | 12 | |
| 0.04 | 6 | 6.0% |
| 0.05 | 3 | 3.0% |
| 0.06 | 4 | 4.0% |
| 0.07 | 5 | 5.0% |
| 0.08 | 1 | 1.0% |
| 0.09 | 3 | 3.0% |
| Value | Count | Frequency (%) |
| 1.18 | 1 | |
| 0.83 | 1 | |
| 0.66 | 1 | |
| 0.62 | 1 | |
| 0.44 | 1 | |
| 0.33 | 1 | |
| 0.32 | 1 | |
| 0.31 | 1 | |
| 0.3 | 2 | |
| 0.26 | 1 |
tot_popltn_co
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 673915.19 |
| Minimum | 21351 |
|---|---|
| Maximum | 12716780 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 21351 |
|---|---|
| 5-th percentile | 67798.4 |
| Q1 | 205327.75 |
| median | 340099 |
| Q3 | 495319.75 |
| 95-th percentile | 1562879.3 |
| Maximum | 12716780 |
| Range | 12695429 |
| Interquartile range (IQR) | 289992 |
Descriptive statistics
| Standard deviation | 1625939.1 |
|---|---|
| Coefficient of variation (CV) | 2.4126762 |
| Kurtosis | 40.289895 |
| Mean | 673915.19 |
| Median Absolute Deviation (MAD) | 145575 |
| Skewness | 6.1290798 |
| Sum | 67391519 |
| Variance | 2.6436781 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9857426 | 1 | 1.0% |
| 95791 | 1 | 1.0% |
| 192688 | 1 | 1.0% |
| 343222 | 1 | 1.0% |
| 491011 | 1 | 1.0% |
| 252490 | 1 | 1.0% |
| 234959 | 1 | 1.0% |
| 1514370 | 1 | 1.0% |
| 403049 | 1 | 1.0% |
| 441066 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 21351 | 1 | |
| 45208 | 1 | |
| 48026 | 1 | |
| 63308 | 1 | |
| 63778 | 1 | |
| 68010 | 1 | |
| 71014 | 1 | |
| 79712 | 1 | |
| 89826 | 1 | |
| 95791 | 1 |
| Value | Count | Frequency (%) |
| 12716780 | 1 | |
| 9857426 | 1 | |
| 3498529 | 1 | |
| 2943069 | 1 | |
| 2484557 | 1 | |
| 1514370 | 1 | |
| 1469214 | 1 | |
| 1194041 | 1 | |
| 1172304 | 1 | |
| 1039684 | 1 |
one_psnby_cltur_tursm_budget_price
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 86 |
|---|---|
| Distinct (%) | 86.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3311.37 |
| Minimum | 0 |
|---|---|
| Maximum | 64332 |
| Zeros | 13 |
| Zeros (%) | 13.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 211.25 |
| median | 626 |
| Q3 | 2640.25 |
| 95-th percentile | 9845.85 |
| Maximum | 64332 |
| Range | 64332 |
| Interquartile range (IQR) | 2429 |
Descriptive statistics
| Standard deviation | 8823.1307 |
|---|---|
| Coefficient of variation (CV) | 2.6644956 |
| Kurtosis | 30.427263 |
| Mean | 3311.37 |
| Median Absolute Deviation (MAD) | 626 |
| Skewness | 5.2336065 |
| Sum | 331137 |
| Variance | 77847636 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 13 | 13.0% |
| 596 | 2 | 2.0% |
| 302 | 2 | 2.0% |
| 1401 | 1 | 1.0% |
| 9531 | 1 | 1.0% |
| 4541 | 1 | 1.0% |
| 2421 | 1 | 1.0% |
| 292 | 1 | 1.0% |
| 333 | 1 | 1.0% |
| 360 | 1 | 1.0% |
| Other values (76) | 76 |
| Value | Count | Frequency (%) |
| 0 | 13 | |
| 3 | 1 | 1.0% |
| 63 | 1 | 1.0% |
| 68 | 1 | 1.0% |
| 79 | 1 | 1.0% |
| 87 | 1 | 1.0% |
| 94 | 1 | 1.0% |
| 115 | 1 | 1.0% |
| 141 | 1 | 1.0% |
| 152 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 64332 | 1 | |
| 49328 | 1 | |
| 28855 | 1 | |
| 21956 | 1 | |
| 15828 | 1 | |
| 9531 | 1 | |
| 8733 | 1 | |
| 8430 | 1 | |
| 7622 | 1 | |
| 6418 | 1 |
| seq_no | finan_year | admnstmach_cd | admnstmach_nm | tot_anexptr_budget_price | before_year_anexptr_budget_price | anexptr_budget_irds_rt | cltur_tursm_budget_price | before_year_cltur_tursm_budget_price | cltur_tursm_budget_irds_rt | cltur_tursm_budget_rate | tot_popltn_co | one_psnby_cltur_tursm_budget_price | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| seq_no | 1.000 | 0.963 | 1.000 | 1.000 | 0.313 | 0.313 | 0.000 | 0.463 | 0.451 | 0.000 | 0.364 | 0.000 | 0.738 |
| finan_year | 0.963 | 1.000 | 1.000 | 1.000 | 0.313 | 0.313 | 0.000 | 0.463 | 0.451 | 0.000 | 0.364 | 0.000 | 0.738 |
| admnstmach_cd | 1.000 | 1.000 | 1.000 | 1.000 | 0.185 | 0.185 | 0.668 | 0.153 | 0.412 | 0.000 | 0.517 | 0.000 | 0.702 |
| admnstmach_nm | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| tot_anexptr_budget_price | 0.313 | 0.313 | 0.185 | 1.000 | 1.000 | 1.000 | 0.000 | 0.986 | 0.811 | 0.000 | 0.000 | 0.926 | 0.237 |
| before_year_anexptr_budget_price | 0.313 | 0.313 | 0.185 | 1.000 | 1.000 | 1.000 | 0.000 | 0.986 | 0.811 | 0.000 | 0.000 | 0.926 | 0.237 |
| anexptr_budget_irds_rt | 0.000 | 0.000 | 0.668 | 1.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.368 | 0.000 | 0.584 |
| cltur_tursm_budget_price | 0.463 | 0.463 | 0.153 | 1.000 | 0.986 | 0.986 | 0.000 | 1.000 | 0.846 | 0.000 | 0.458 | 0.895 | 0.505 |
| before_year_cltur_tursm_budget_price | 0.451 | 0.451 | 0.412 | 1.000 | 0.811 | 0.811 | 0.000 | 0.846 | 1.000 | 0.000 | 0.597 | 0.902 | 0.760 |
| cltur_tursm_budget_irds_rt | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 |
| cltur_tursm_budget_rate | 0.364 | 0.364 | 0.517 | 1.000 | 0.000 | 0.000 | 0.368 | 0.458 | 0.597 | 0.000 | 1.000 | 0.000 | 0.957 |
| tot_popltn_co | 0.000 | 0.000 | 0.000 | 1.000 | 0.926 | 0.926 | 0.000 | 0.895 | 0.902 | 0.000 | 0.000 | 1.000 | 0.000 |
| one_psnby_cltur_tursm_budget_price | 0.738 | 0.738 | 0.702 | 1.000 | 0.237 | 0.237 | 0.584 | 0.505 | 0.760 | 0.000 | 0.957 | 0.000 | 1.000 |
| seq_no | admnstmach_cd | tot_anexptr_budget_price | before_year_anexptr_budget_price | anexptr_budget_irds_rt | cltur_tursm_budget_price | before_year_cltur_tursm_budget_price | cltur_tursm_budget_irds_rt | cltur_tursm_budget_rate | tot_popltn_co | one_psnby_cltur_tursm_budget_price | finan_year | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| seq_no | 1.000 | 1.000 | 0.198 | 0.213 | -0.095 | 0.462 | 0.407 | 0.129 | 0.441 | -0.044 | 0.492 | 0.826 |
| admnstmach_cd | 1.000 | 1.000 | 0.198 | 0.213 | -0.095 | 0.462 | 0.407 | 0.129 | 0.441 | -0.044 | 0.492 | 0.974 |
| tot_anexptr_budget_price | 0.198 | 0.198 | 1.000 | 0.997 | 0.146 | 0.552 | 0.550 | 0.083 | 0.280 | 0.806 | 0.294 | 0.221 |
| before_year_anexptr_budget_price | 0.213 | 0.213 | 0.997 | 1.000 | 0.098 | 0.549 | 0.549 | 0.082 | 0.277 | 0.808 | 0.292 | 0.221 |
| anexptr_budget_irds_rt | -0.095 | -0.095 | 0.146 | 0.098 | 1.000 | 0.150 | 0.139 | -0.018 | 0.140 | 0.045 | 0.123 | 0.000 |
| cltur_tursm_budget_price | 0.462 | 0.462 | 0.552 | 0.549 | 0.150 | 1.000 | 0.802 | 0.407 | 0.934 | 0.327 | 0.917 | 0.326 |
| before_year_cltur_tursm_budget_price | 0.407 | 0.407 | 0.550 | 0.549 | 0.139 | 0.802 | 1.000 | -0.149 | 0.709 | 0.315 | 0.750 | 0.539 |
| cltur_tursm_budget_irds_rt | 0.129 | 0.129 | 0.083 | 0.082 | -0.018 | 0.407 | -0.149 | 1.000 | 0.426 | 0.024 | 0.380 | 0.000 |
| cltur_tursm_budget_rate | 0.441 | 0.441 | 0.280 | 0.277 | 0.140 | 0.934 | 0.709 | 0.426 | 1.000 | 0.073 | 0.956 | 0.379 |
| tot_popltn_co | -0.044 | -0.044 | 0.806 | 0.808 | 0.045 | 0.327 | 0.315 | 0.024 | 0.073 | 1.000 | -0.013 | 0.000 |
| one_psnby_cltur_tursm_budget_price | 0.492 | 0.492 | 0.294 | 0.292 | 0.123 | 0.917 | 0.750 | 0.380 | 0.956 | -0.013 | 1.000 | 0.778 |
| finan_year | 0.826 | 0.974 | 0.221 | 0.221 | 0.000 | 0.326 | 0.539 | 0.000 | 0.379 | 0.000 | 0.778 | 1.000 |
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.
| seq_no | finan_year | admnstmach_cd | admnstmach_nm | tot_anexptr_budget_price | before_year_anexptr_budget_price | anexptr_budget_irds_rt | cltur_tursm_budget_price | before_year_cltur_tursm_budget_price | cltur_tursm_budget_irds_rt | cltur_tursm_budget_rate | tot_popltn_co | one_psnby_cltur_tursm_budget_price | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 2016 | 1100000000 | 서울특별시 | 29272794246000 | 26657217692000 | 9.81 | 56321960000 | 40738312000 | 38.25 | 0.19 | 9857426 | 5714 |
| 1 | 1702 | 2022 | 4888000000 | 경상남도 거창군 | 851905643000 | 829943472000 | 2.65 | 300520000 | 248544000 | 20.91 | 0.04 | 63308 | 4747 |
| 2 | 3 | 2016 | 1114000000 | 서울특별시 중구 | 414585572000 | 362120674000 | 14.49 | 138489000 | 20068000 | 590.1 | 0.03 | 125249 | 1106 |
| 3 | 4 | 2016 | 1117000000 | 서울특별시 용산구 | 366945436000 | 342822005000 | 7.04 | 21700000 | 21700000 | 0.0 | 0.01 | 230241 | 94 |
| 4 | 5 | 2016 | 1120000000 | 서울특별시 성동구 | 416787094000 | 391628042000 | 6.42 | 46000000 | 46000000 | 0.0 | 0.01 | 299259 | 154 |
| 5 | 6 | 2016 | 1121500000 | 서울특별시 광진구 | 432207005000 | 394745789000 | 9.49 | 529284000 | 82265000 | 543.39 | 0.12 | 357215 | 1482 |
| 6 | 7 | 2016 | 1123000000 | 서울특별시 동대문구 | 444327045000 | 417957150000 | 6.31 | 0 | 146000000 | -100.0 | 0.0 | 355069 | 0 |
| 7 | 1703 | 2022 | 4889000000 | 경상남도 합천군 | 751003634000 | 676521247000 | 11.01 | 2369050000 | 1993230000 | 18.85 | 0.32 | 48026 | 49328 |
| 8 | 9 | 2016 | 1129000000 | 서울특별시 성북구 | 530814175000 | 494445596000 | 7.36 | 366960000 | 272000000 | 34.91 | 0.07 | 450355 | 815 |
| 9 | 10 | 2016 | 1130500000 | 서울특별시 강북구 | 486129132000 | 443820632000 | 9.53 | 349200000 | 170000000 | 105.41 | 0.07 | 327195 | 1067 |
| seq_no | finan_year | admnstmach_cd | admnstmach_nm | tot_anexptr_budget_price | before_year_anexptr_budget_price | anexptr_budget_irds_rt | cltur_tursm_budget_price | before_year_cltur_tursm_budget_price | cltur_tursm_budget_irds_rt | cltur_tursm_budget_rate | tot_popltn_co | one_psnby_cltur_tursm_budget_price | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 90 | 91 | 2016 | 4125000000 | 경기도 동두천시 | 350126130000 | 302410038000 | 15.78 | 200888000 | 196271000 | 2.35 | 0.06 | 98277 | 2044 |
| 91 | 92 | 2016 | 4127000000 | 경기도 안산시 | 1622861941000 | 1529357318000 | 6.11 | 1349644000 | 797972000 | 69.13 | 0.08 | 689859 | 1956 |
| 92 | 93 | 2016 | 4128000000 | 경기도 고양시 | 1556056500000 | 1515366090000 | 2.69 | 2450047000 | 3320756000 | -26.22 | 0.16 | 1039684 | 2357 |
| 93 | 94 | 2016 | 4129000000 | 경기도 과천시 | 289797445000 | 318303121000 | -8.96 | 262319000 | 169815000 | 54.47 | 0.09 | 63778 | 4113 |
| 94 | 95 | 2016 | 4131000000 | 경기도 구리시 | 454864857000 | 433932568000 | 4.82 | 285606000 | 211895000 | 34.79 | 0.06 | 193763 | 1474 |
| 95 | 96 | 2016 | 4136000000 | 경기도 남양주시 | 1149454417000 | 1049419467000 | 9.53 | 1363977000 | 1415006000 | -3.61 | 0.12 | 662154 | 2060 |
| 96 | 97 | 2016 | 4137000000 | 경기도 오산시 | 433977053000 | 397253971000 | 9.24 | 548530000 | 275555000 | 99.06 | 0.13 | 208656 | 2629 |
| 97 | 98 | 2016 | 4139000000 | 경기도 시흥시 | 1480128676000 | 1292627702000 | 14.51 | 621357000 | 496589000 | 25.13 | 0.04 | 402888 | 1542 |
| 98 | 99 | 2016 | 4141000000 | 경기도 군포시 | 651373750000 | 619212944000 | 5.19 | 294511000 | 341374000 | -13.73 | 0.05 | 284890 | 1034 |
| 99 | 100 | 2016 | 4143000000 | 경기도 의왕시 | 320942999000 | 307330029000 | 4.43 | 1006119000 | 115662000 | 769.88 | 0.31 | 156763 | 6418 |