Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 103 |
| Missing cells | 113 |
| Missing cells (%) | 11.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 8.2 KiB |
| Average record size in memory | 81.2 B |
Variable types
| Categorical | 8 |
|---|---|
| Numeric | 2 |
ชื่อดัชนีหลัก has constant value "The Global Competitiveness Report" | Constant |
ตัวย่อดัชนีหลัก has constant value "GCR" | Constant |
ชื่อเดิมดัชนีหลัก has constant value "The Global Competitiveness Report" | Constant |
ปี has constant value "2019" | Constant |
หมายเหตุ has constant value "ค่า Score ตาม Original file คือ N/Appl." | Constant |
รายละเอียดดัชนีย่อย2 has a high cardinality: 103 distinct values | High cardinality |
Score is highly correlated with Rank | High correlation |
Rank is highly correlated with Score | High correlation |
Score is highly correlated with Rank | High correlation |
Rank is highly correlated with Score | High correlation |
ชื่อดัชนีย่อย_lv1 is highly correlated with ชื่อดัชนีย่อย_lv2 and 1 other fields | High correlation |
ชื่อดัชนีย่อย_lv2 is highly correlated with ชื่อดัชนีย่อย_lv1 and 1 other fields | High correlation |
Score is highly correlated with ชื่อดัชนีย่อย_lv1 and 2 other fields | High correlation |
Rank is highly correlated with Score | High correlation |
ชื่อดัชนีย่อย_lv2 has 10 (9.7%) missing values | Missing |
Score has 4 (3.9%) missing values | Missing |
หมายเหตุ has 99 (96.1%) missing values | Missing |
รายละเอียดดัชนีย่อย2 is uniformly distributed | Uniform |
รายละเอียดดัชนีย่อย2 has unique values | Unique |
Reproduction
| Analysis started | 2026-09-09 04:13:05.009782 |
|---|---|
| Analysis finished | 2026-09-09 04:13:06.750711 |
| Duration | 1.74 second |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 1 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 952.0 B |
| The Global Competitiveness Report |
|---|
Length
| Max length | 33 |
|---|---|
| Median length | 33 |
| Mean length | 33 |
| Min length | 33 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
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 | The Global Competitiveness Report |
|---|---|
| 2nd row | The Global Competitiveness Report |
| 3rd row | The Global Competitiveness Report |
| 4th row | The Global Competitiveness Report |
| 5th row | The Global Competitiveness Report |
Common Values
| Value | Count | Frequency (%) |
| The Global Competitiveness Report | 103 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| report | 103 | |
| competitiveness | 103 | |
| global | 103 | |
| the | 103 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 1 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 952.0 B |
| GCR |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
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 | GCR |
|---|---|
| 2nd row | GCR |
| 3rd row | GCR |
| 4th row | GCR |
| 5th row | GCR |
Common Values
| Value | Count | Frequency (%) |
| GCR | 103 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| gcr | 103 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 1 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 952.0 B |
| The Global Competitiveness Report |
|---|
Length
| Max length | 33 |
|---|---|
| Median length | 33 |
| Mean length | 33 |
| Min length | 33 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
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 | The Global Competitiveness Report |
|---|---|
| 2nd row | The Global Competitiveness Report |
| 3rd row | The Global Competitiveness Report |
| 4th row | The Global Competitiveness Report |
| 5th row | The Global Competitiveness Report |
Common Values
| Value | Count | Frequency (%) |
| The Global Competitiveness Report | 103 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| report | 103 | |
| competitiveness | 103 | |
| global | 103 | |
| the | 103 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 12 |
|---|---|
| Distinct (%) | 11.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 952.0 B |
| Institutions | |
|---|---|
| Infrastructure | |
| Labour market | |
| Innovation capability | |
| Financial system | |
| Other values (7) |
Length
| Max length | 23 |
|---|---|
| Median length | 13 |
| Mean length | 13.70873786 |
| Min length | 6 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 1.0% |
Sample
| 1st row | Institutions |
|---|---|
| 2nd row | Institutions |
| 3rd row | Institutions |
| 4th row | Institutions |
| 5th row | Institutions |
Common Values
| Value | Count | Frequency (%) |
| Institutions | 26 | |
| Infrastructure | 12 | |
| Labour market | 12 | |
| Innovation capability | 10 | 9.7% |
| Financial system | 9 | 8.7% |
| Skills | 9 | 8.7% |
| Business dynamism | 8 | 7.8% |
| Product market | 7 | 6.8% |
| ICT adoption | 5 | 4.9% |
| Macroeconomic stability | 2 | 1.9% |
| Other values (2) | 3 | 2.9% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| institutions | 26 | |
| market | 21 | |
| infrastructure | 12 | 7.6% |
| labour | 12 | 7.6% |
| innovation | 10 | 6.3% |
| capability | 10 | 6.3% |
| system | 9 | 5.7% |
| financial | 9 | 5.7% |
| skills | 9 | 5.7% |
| business | 8 | 5.1% |
| Other values (8) | 32 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 25 |
|---|---|
| Distinct (%) | 26.9% |
| Missing | 10 |
| Missing (%) | 9.7% |
| Memory size | 952.0 B |
| Transport infrastructure | |
|---|---|
| Flexibility | |
| Future orientation of government | |
| Depth | 5 |
| Skills of current workforce | 5 |
| Other values (20) |
Length
| Max length | 33 |
|---|---|
| Median length | 22 |
| Mean length | 20 |
| Min length | 5 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 4 ? |
|---|---|
| Unique (%) | 4.3% |
Sample
| 1st row | Security |
|---|---|
| 2nd row | Security |
| 3rd row | Security |
| 4th row | Security |
| 5th row | Social capital |
Common Values
| Value | Count | Frequency (%) |
| Transport infrastructure | 8 | 7.8% |
| Flexibility | 8 | 7.8% |
| Future orientation of government | 7 | 6.8% |
| Depth | 5 | 4.9% |
| Skills of current workforce | 5 | 4.9% |
| Interaction and diversity | 4 | 3.9% |
| Security | 4 | 3.9% |
| Utility infrastructure | 4 | 3.9% |
| Entrepreneurial culture | 4 | 3.9% |
| Meritocracy and incentivization | 4 | 3.9% |
| Other values (15) | 40 | |
| (Missing) | 10 | 9.7% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| and | 16 | 7.8% |
| of | 14 | 6.8% |
| infrastructure | 12 | 5.8% |
| future | 10 | 4.9% |
| workforce | 9 | 4.4% |
| transport | 8 | 3.9% |
| flexibility | 8 | 3.9% |
| orientation | 7 | 3.4% |
| government | 7 | 3.4% |
| skills | 7 | 3.4% |
| Other values (31) | 108 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 103 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 952.0 B |
| Trademark applications | 1 |
|---|---|
| Willingness to delegate authority | 1 |
| Fibre internet subscriptions | 1 |
| Quality of land administration | 1 |
| Energy efficiency regulation | 1 |
| Other values (98) |
Length
| Max length | 57 |
|---|---|
| Median length | 27 |
| Mean length | 27.10679612 |
| Min length | 10 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 103 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | Organized crime |
|---|---|
| 2nd row | Homicide rate |
| 3rd row | Terrorism incidence |
| 4th row | Reliability of police services |
| 5th row | Social capital |
Common Values
| Value | Count | Frequency (%) |
| Trademark applications | 1 | 1.0% |
| Willingness to delegate authority | 1 | 1.0% |
| Fibre internet subscriptions | 1 | 1.0% |
| Quality of land administration | 1 | 1.0% |
| Energy efficiency regulation | 1 | 1.0% |
| Extent of market dominance | 1 | 1.0% |
| Flexibility of wage determination | 1 | 1.0% |
| Road connectivity | 1 | 1.0% |
| Renewable energy regulation | 1 | 1.0% |
| Efficiency of seaport services | 1 | 1.0% |
| Other values (93) | 93 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| of | 33 | 9.3% |
| efficiency | 7 | 2.0% |
| to | 7 | 2.0% |
| in | 7 | 2.0% |
| and | 6 | 1.7% |
| services | 6 | 1.7% |
| labour | 4 | 1.1% |
| subscriptions | 4 | 1.1% |
| quality | 4 | 1.1% |
| regulation | 4 | 1.1% |
| Other values (223) | 273 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 1 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 952.0 B |
| 2019 |
|---|
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
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 | 2019 |
|---|---|
| 2nd row | 2019 |
| 3rd row | 2019 |
| 4th row | 2019 |
| 5th row | 2019 |
Common Values
| Value | Count | Frequency (%) |
| 2019 | 103 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 2019 | 103 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 85 |
|---|---|
| Distinct (%) | 85.9% |
| Missing | 4 |
| Missing (%) | 3.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 61.37575758 |
| Minimum | 9.6 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 952.0 B |
Quantile statistics
| Minimum | 9.6 |
|---|---|
| 5-th percentile | 26.45 |
| Q1 | 49.4 |
| median | 56.6 |
| Q3 | 74.5 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 90.4 |
| Interquartile range (IQR) | 25.1 |
Descriptive statistics
| Standard deviation | 21.43517561 |
|---|---|
| Coefficient of variation (CV) | 0.3492449862 |
| Kurtosis | -0.1423478716 |
| Mean | 61.37575758 |
| Median Absolute Deviation (MAD) | 10.5 |
| Skewness | 0.159052712 |
| Sum | 6076.2 |
| Variance | 459.4667532 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 8 | 7.8% |
| 52.5 | 2 | 1.9% |
| 55.4 | 2 | 1.9% |
| 54.3 | 2 | 1.9% |
| 51.4 | 2 | 1.9% |
| 80 | 2 | 1.9% |
| 49.7 | 2 | 1.9% |
| 43.8 | 2 | 1.9% |
| 64.9 | 1 | 1.0% |
| 26 | 1 | 1.0% |
| Other values (75) | 75 | |
| (Missing) | 4 | 3.9% |
| Value | Count | Frequency (%) |
| 9.6 | 1 | |
| 11.9 | 1 | |
| 12.5 | 1 | |
| 21.8 | 1 | |
| 26 | 1 | |
| 26.5 | 1 | |
| 30.3 | 1 | |
| 33.3 | 1 | |
| 36 | 1 | |
| 37 | 1 |
| Value | Count | Frequency (%) |
| 100 | 8 | |
| 98.9 | 1 | 1.0% |
| 98.5 | 1 | 1.0% |
| 98.1 | 1 | 1.0% |
| 96 | 1 | 1.0% |
| 94.8 | 1 | 1.0% |
| 90.8 | 1 | 1.0% |
| 88.9 | 1 | 1.0% |
| 86.6 | 1 | 1.0% |
| 85.7 | 1 | 1.0% |
| Distinct | 68 |
|---|---|
| Distinct (%) | 66.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.14563107 |
| Minimum | 1 |
|---|---|
| Maximum | 134 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 952.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9.2 |
| Q1 | 34.5 |
| median | 53 |
| Q3 | 73.5 |
| 95-th percentile | 105.9 |
| Maximum | 134 |
| Range | 133 |
| Interquartile range (IQR) | 39 |
Descriptive statistics
| Standard deviation | 28.90939455 |
|---|---|
| Coefficient of variation (CV) | 0.5242372604 |
| Kurtosis | -0.09049693425 |
| Mean | 55.14563107 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 0.3926402754 |
| Sum | 5680 |
| Variance | 835.7530935 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 48 | 3 | 2.9% |
| 37 | 3 | 2.9% |
| 56 | 3 | 2.9% |
| 75 | 3 | 2.9% |
| 79 | 3 | 2.9% |
| 55 | 3 | 2.9% |
| 66 | 3 | 2.9% |
| 33 | 3 | 2.9% |
| 26 | 3 | 2.9% |
| 36 | 2 | 1.9% |
| Other values (58) | 74 |
| Value | Count | Frequency (%) |
| 1 | 2 | |
| 2 | 1 | |
| 5 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 11 | 1 | |
| 14 | 1 | |
| 18 | 1 | |
| 19 | 1 | |
| 21 | 2 |
| Value | Count | Frequency (%) |
| 134 | 1 | |
| 130 | 1 | |
| 116 | 1 | |
| 113 | 1 | |
| 107 | 1 | |
| 106 | 1 | |
| 105 | 1 | |
| 104 | 1 | |
| 99 | 1 | |
| 96 | 1 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 25.0% |
| Missing | 99 |
| Missing (%) | 96.1% |
| Memory size | 952.0 B |
| ค่า Score ตาม Original file คือ N/Appl. |
|---|
Length
| Max length | 39 |
|---|---|
| Median length | 39 |
| Mean length | 39 |
| Min length | 39 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
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 | ค่า Score ตาม Original file คือ N/Appl. |
|---|---|
| 2nd row | ค่า Score ตาม Original file คือ N/Appl. |
| 3rd row | ค่า Score ตาม Original file คือ N/Appl. |
| 4th row | ค่า Score ตาม Original file คือ N/Appl. |
Common Values
| Value | Count | Frequency (%) |
| ค่า Score ตาม Original file คือ N/Appl. | 4 | 3.9% |
| (Missing) | 99 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| n/appl | 4 | |
| คือ | 4 | |
| file | 4 | |
| original | 4 | |
| ตาม | 4 | |
| score | 4 | |
| ค่า | 4 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. 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.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| ชื่อดัชนีหลัก | ตัวย่อดัชนีหลัก | ชื่อเดิมดัชนีหลัก | ชื่อดัชนีย่อย_lv1 | ชื่อดัชนีย่อย_lv2 | รายละเอียดดัชนีย่อย2 | ปี | Score | Rank | หมายเหตุ | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | The Global Competitiveness Report | GCR | The Global Competitiveness Report | Institutions | Security | Organized crime | 2019 | 54.3 | 95 | NaN |
| 1 | The Global Competitiveness Report | GCR | The Global Competitiveness Report | Institutions | Security | Homicide rate | 2019 | 90.8 | 81 | NaN |
| 2 | The Global Competitiveness Report | GCR | The Global Competitiveness Report | Institutions | Security | Terrorism incidence | 2019 | 69.9 | 134 | NaN |
| 3 | The Global Competitiveness Report | GCR | The Global Competitiveness Report | Institutions | Security | Reliability of police services | 2019 | 43.7 | 105 | NaN |
| 4 | The Global Competitiveness Report | GCR | The Global Competitiveness Report | Institutions | Social capital | Social capital | 2019 | 53.2 | 49 | NaN |
| 5 | The Global Competitiveness Report | GCR | The Global Competitiveness Report | Institutions | Checks and balances | Budget transparency | 2019 | 56.0 | 36 | NaN |
| 6 | The Global Competitiveness Report | GCR | The Global Competitiveness Report | Institutions | Checks and balances | Judicial independence | 2019 | 49.7 | 64 | NaN |
| 7 | The Global Competitiveness Report | GCR | The Global Competitiveness Report | Institutions | Checks and balances | Efficiency of legal framework in challenging regulations | 2019 | 38.6 | 75 | NaN |
| 8 | The Global Competitiveness Report | GCR | The Global Competitiveness Report | Institutions | Checks and balances | Freedom of the press | 2019 | 55.9 | 113 | NaN |
| 9 | The Global Competitiveness Report | GCR | The Global Competitiveness Report | Institutions | Public-sector performance | Burden of government regulation | 2019 | 45.8 | 50 | NaN |
Last rows
| ชื่อดัชนีหลัก | ตัวย่อดัชนีหลัก | ชื่อเดิมดัชนีหลัก | ชื่อดัชนีย่อย_lv1 | ชื่อดัชนีย่อย_lv2 | รายละเอียดดัชนีย่อย2 | ปี | Score | Rank | หมายเหตุ | |
|---|---|---|---|---|---|---|---|---|---|---|
| 93 | The Global Competitiveness Report | GCR | The Global Competitiveness Report | Innovation capability | Interaction and diversity | Diversity of workforce | 2019 | 68.0 | 27 | NaN |
| 94 | The Global Competitiveness Report | GCR | The Global Competitiveness Report | Innovation capability | Interaction and diversity | State of cluster development | 2019 | 51.4 | 47 | NaN |
| 95 | The Global Competitiveness Report | GCR | The Global Competitiveness Report | Innovation capability | Interaction and diversity | International co-inventions | 2019 | 9.6 | 61 | NaN |
| 96 | The Global Competitiveness Report | GCR | The Global Competitiveness Report | Innovation capability | Interaction and diversity | Multi-stakeholder collaboration | 2019 | 52.1 | 40 | NaN |
| 97 | The Global Competitiveness Report | GCR | The Global Competitiveness Report | Innovation capability | Research and development | Scientific publications | 2019 | 84.0 | 39 | NaN |
| 98 | The Global Competitiveness Report | GCR | The Global Competitiveness Report | Innovation capability | Research and development | Patent applications | 2019 | 12.5 | 66 | NaN |
| 99 | The Global Competitiveness Report | GCR | The Global Competitiveness Report | Innovation capability | Research and development | R&D expenditures | 2019 | 26.0 | 48 | NaN |
| 100 | The Global Competitiveness Report | GCR | The Global Competitiveness Report | Innovation capability | Research and development | Research institutions prominence | 2019 | 11.9 | 43 | NaN |
| 101 | The Global Competitiveness Report | GCR | The Global Competitiveness Report | Innovation capability | Commercialization | Buyer sophistication | 2019 | 55.4 | 26 | NaN |
| 102 | The Global Competitiveness Report | GCR | The Global Competitiveness Report | Innovation capability | Commercialization | Trademark applications | 2019 | 67.8 | 70 | NaN |