Dataset statistics
Number of variables | 28 |
---|---|
Number of observations | 68 |
Missing cells | 49 |
Missing cells (%) | 2.6% |
Duplicate rows | 0 |
Duplicate rows (%) | 0.0% |
Total size in memory | 15.0 KiB |
Average record size in memory | 225.9 B |
Variable types
CAT | 23 |
---|---|
NUM | 4 |
BOOL | 1 |
Reproduction
Analysis started | 2020-10-02 07:35:11.997522 |
---|---|
Analysis finished | 2020-10-02 07:35:18.119293 |
Duration | 6.12 seconds |
Version | pandas-profiling v2.8.0 |
Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
Download configuration | config.yaml |
Department has constant value "Master of Computer Applications" | Constant |
Academic Year has constant value "2019-20" | Constant |
Draft has constant value "0" | Constant |
Name has a high cardinality: 64 distinct values | High cardinality |
IP has a high cardinality: 63 distinct values | High cardinality |
Updated By is highly correlated with Created By | High correlation |
Created By is highly correlated with Updated By | High correlation |
ID is highly correlated with df_index | High correlation |
df_index is highly correlated with ID | High correlation |
Remarks: is highly correlated with Name and 4 other fields | High correlation |
Name is highly correlated with Remarks: and 3 other fields | High correlation |
Timestamp is highly correlated with Name and 11 other fields | High correlation |
5. Adequate exposure is provided to relevant software is highly correlated with Timestamp and 2 other fields | High correlation |
8. The library provides text book, reference book, and other e resources as and when required is highly correlated with Timestamp and 2 other fields | High correlation |
9. The canteen facility is quite adequate and the quality of food is also good is highly correlated with Timestamp and 2 other fields | High correlation |
10. Classrooms are spacious, well ventilated and smart classroom facility is also available in the department is highly correlated with Timestamp and 2 other fields | High correlation |
12.The evaluation system of the university is always fair and results are declared in time is highly correlated with Timestamp and 2 other fields | High correlation |
14. Faculty members explains different topics through example and practical applications and often use computer aided methods of teaching (online/offline) is highly correlated with Timestamp and 2 other fields | High correlation |
15. Co-Curricular activities are encouraged and endorsed by faculty members . is highly correlated with Timestamp and 2 other fields | High correlation |
Last Updated is highly correlated with Name and 11 other fields | High correlation |
IP is highly correlated with Remarks: and 3 other fields | High correlation |
Key is highly correlated with Name and 13 other fields | High correlation |
3. Pre-requisite courses / topics are covered in the curriculum prior to introduction of a course. is highly correlated with Key | High correlation |
13. All faculty members of the department are co-operative, always helpful even beyond class hours is highly correlated with Key | High correlation |
Remarks: has 49 (72.1%) missing values | Missing |
Name is uniformly distributed | Uniform |
IP is uniformly distributed | Uniform |
df_index has unique values | Unique |
Timestamp has unique values | Unique |
Last Updated has unique values | Unique |
ID has unique values | Unique |
Key has unique values | Unique |
Created By has 2 (2.9%) zeros | Zeros |
Updated By has 2 (2.9%) zeros | Zeros |
Distinct count | 68 |
---|---|
Unique (%) | 100.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 68.20588235294117 |
---|---|
Minimum | 1 |
Maximum | 131 |
Zeros | 0 |
Zeros (%) | 0.0% |
Memory size | 544.0 B |
Quantile statistics
Minimum | 1 |
---|---|
5-th percentile | 7.35 |
Q1 | 39.75 |
median | 68.5 |
Q3 | 97.5 |
95-th percentile | 127.65 |
Maximum | 131 |
Range | 130 |
Interquartile range (IQR) | 57.75 |
Descriptive statistics
Standard deviation | 37.94479841 |
---|---|
Coefficient of variation (CV) | 0.5563273591 |
Kurtosis | -1.030836335 |
Mean | 68.20588235 |
Median Absolute Deviation (MAD) | 29.5 |
Skewness | -0.07969262366 |
Sum | 4638 |
Variance | 1439.807726 |
Value | Count | Frequency (%) | |
127 | 1 | 1.5% | |
50 | 1 | 1.5% | |
30 | 1 | 1.5% | |
34 | 1 | 1.5% | |
36 | 1 | 1.5% | |
41 | 1 | 1.5% | |
43 | 1 | 1.5% | |
46 | 1 | 1.5% | |
51 | 1 | 1.5% | |
122 | 1 | 1.5% | |
Other values (58) | 58 | 85.3% |
Value | Count | Frequency (%) | |
1 | 1 | 1.5% | |
2 | 1 | 1.5% | |
4 | 1 | 1.5% | |
7 | 1 | 1.5% | |
8 | 1 | 1.5% |
Value | Count | Frequency (%) | |
131 | 1 | 1.5% | |
130 | 1 | 1.5% | |
129 | 1 | 1.5% | |
128 | 1 | 1.5% | |
127 | 1 | 1.5% |
Distinct count | 64 |
---|---|
Unique (%) | 94.1% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 544.0 B |
Purushottam kumar | 2 |
---|---|
Shafali Agrawal | 2 |
Ritu Sharma | 2 |
Chaitali Nandi | 2 |
Jay prakash Jha | 1 |
Other values (59) |
Value | Count | Frequency (%) | |
Purushottam kumar | 2 | 2.9% | |
Shafali Agrawal | 2 | 2.9% | |
Ritu Sharma | 2 | 2.9% | |
Chaitali Nandi | 2 | 2.9% | |
Jay prakash Jha | 1 | 1.5% | |
AMBIKA | 1 | 1.5% | |
Sritama Sadhu | 1 | 1.5% | |
avik das | 1 | 1.5% | |
SAPTARSHI BISWAS | 1 | 1.5% | |
Abhishek Mondal | 1 | 1.5% | |
Other values (54) | 54 | 79.4% |
Length
Max length | 21 |
---|---|
Median length | 13 |
Mean length | 13.47058824 |
Min length | 6 |
Distinct count | 1 |
---|---|
Unique (%) | 1.5% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 544.0 B |
Master of Computer Applications |
---|
Value | Count | Frequency (%) | |
Master of Computer Applications | 68 | 100.0% |
Length
Max length | 31 |
---|---|
Median length | 31 |
Mean length | 31 |
Min length | 31 |
Distinct count | 1 |
---|---|
Unique (%) | 1.5% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 544.0 B |
2019-20 |
---|
Value | Count | Frequency (%) | |
2019-20 | 68 | 100.0% |
Length
Max length | 7 |
---|---|
Median length | 7 |
Mean length | 7 |
Min length | 7 |
Distinct count | 4 |
---|---|
Unique (%) | 5.9% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 544.0 B |
Agree | |
---|---|
Strongly agree | |
Average | |
Neutral | 2 |
Value | Count | Frequency (%) | |
Agree | 30 | 44.1% | |
Strongly agree | 23 | 33.8% | |
Average | 13 | 19.1% | |
Neutral | 2 | 2.9% |
Length
Max length | 14 |
---|---|
Median length | 7 |
Mean length | 8.485294118 |
Min length | 5 |
Distinct count | 5 |
---|---|
Unique (%) | 7.4% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 544.0 B |
Agree | |
---|---|
Strongly agree | |
Average | |
Neutral | 1 |
Disagree | 1 |
Value | Count | Frequency (%) | |
Agree | 28 | 41.2% | |
Strongly agree | 19 | 27.9% | |
Average | 19 | 27.9% | |
Neutral | 1 | 1.5% | |
Disagree | 1 | 1.5% |
Length
Max length | 14 |
---|---|
Median length | 7 |
Mean length | 8.147058824 |
Min length | 5 |
3. Pre-requisite courses / topics are covered in the curriculum prior to introduction of a course.
Categorical
HIGH CORRELATION
Distinct count | 3 |
---|---|
Unique (%) | 4.4% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 544.0 B |
Agree | |
---|---|
Strongly agree | |
Average |
Value | Count | Frequency (%) | |
Agree | 34 | 50.0% | |
Strongly agree | 20 | 29.4% | |
Average | 14 | 20.6% |
Length
Max length | 14 |
---|---|
Median length | 6 |
Mean length | 8.058823529 |
Min length | 5 |
4. Sufficient practical exposure is provided for the theoretical concepts in the courses
Categorical
Distinct count | 4 |
---|---|
Unique (%) | 5.9% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 544.0 B |
Agree | |
---|---|
Strongly agree | |
Average | |
Neutral | 3 |
Value | Count | Frequency (%) | |
Agree | 32 | 47.1% | |
Strongly agree | 24 | 35.3% | |
Average | 9 | 13.2% | |
Neutral | 3 | 4.4% |
Length
Max length | 14 |
---|---|
Median length | 7 |
Mean length | 8.529411765 |
Min length | 5 |
Distinct count | 4 |
---|---|
Unique (%) | 5.9% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 544.0 B |
Agree | |
---|---|
Strongly agree | |
Average | |
Neutral | 2 |
Value | Count | Frequency (%) | |
Agree | 35 | 51.5% | |
Strongly agree | 19 | 27.9% | |
Average | 12 | 17.6% | |
Neutral | 2 | 2.9% |
Length
Max length | 14 |
---|---|
Median length | 5 |
Mean length | 7.926470588 |
Min length | 5 |
Distinct count | 5 |
---|---|
Unique (%) | 7.4% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 544.0 B |
Agree | |
---|---|
Strongly agree | |
Average | |
Neutral | 2 |
Disagree | 1 |
Value | Count | Frequency (%) | |
Agree | 28 | 41.2% | |
Strongly agree | 23 | 33.8% | |
Average | 14 | 20.6% | |
Neutral | 2 | 2.9% | |
Disagree | 1 | 1.5% |
Length
Max length | 14 |
---|---|
Median length | 7 |
Mean length | 8.558823529 |
Min length | 5 |
Distinct count | 4 |
---|---|
Unique (%) | 5.9% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 544.0 B |
Agree | |
---|---|
Strongly agree | |
Average | |
Neutral | 2 |
Value | Count | Frequency (%) | |
Agree | 34 | 50.0% | |
Strongly agree | 22 | 32.4% | |
Average | 10 | 14.7% | |
Neutral | 2 | 2.9% |
Length
Max length | 14 |
---|---|
Median length | 6 |
Mean length | 8.264705882 |
Min length | 5 |
8. The library provides text book, reference book, and other e resources as and when required
Categorical
HIGH CORRELATION
Distinct count | 4 |
---|---|
Unique (%) | 5.9% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 544.0 B |
Agree | |
---|---|
Strongly agree | |
Average | |
Neutral | 2 |
Value | Count | Frequency (%) | |
Agree | 28 | 41.2% | |
Strongly agree | 26 | 38.2% | |
Average | 12 | 17.6% | |
Neutral | 2 | 2.9% |
Length
Max length | 14 |
---|---|
Median length | 7 |
Mean length | 8.852941176 |
Min length | 5 |
9. The canteen facility is quite adequate and the quality of food is also good
Categorical
HIGH CORRELATION
Distinct count | 5 |
---|---|
Unique (%) | 7.4% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 544.0 B |
Agree | |
---|---|
Strongly agree | |
Average | |
Neutral | |
Disagree | 1 |
Value | Count | Frequency (%) | |
Agree | 26 | 38.2% | |
Strongly agree | 19 | 27.9% | |
Average | 16 | 23.5% | |
Neutral | 6 | 8.8% | |
Disagree | 1 | 1.5% |
Length
Max length | 14 |
---|---|
Median length | 7 |
Mean length | 8.205882353 |
Min length | 5 |
HIGH CORRELATION
Distinct count | 4 |
---|---|
Unique (%) | 5.9% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 544.0 B |
Agree | |
---|---|
Strongly agree | |
Average | 5 |
Disagree | 1 |
Value | Count | Frequency (%) | |
Agree | 33 | 48.5% | |
Strongly agree | 29 | 42.6% | |
Average | 5 | 7.4% | |
Disagree | 1 | 1.5% |
Length
Max length | 14 |
---|---|
Median length | 7 |
Mean length | 9.029411765 |
Min length | 5 |
Distinct count | 4 |
---|---|
Unique (%) | 5.9% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 544.0 B |
Agree | |
---|---|
Strongly agree | |
Average | |
Neutral | 4 |
Value | Count | Frequency (%) | |
Agree | 29 | 42.6% | |
Strongly agree | 20 | 29.4% | |
Average | 15 | 22.1% | |
Neutral | 4 | 5.9% |
Length
Max length | 14 |
---|---|
Median length | 7 |
Mean length | 8.205882353 |
Min length | 5 |
12.The evaluation system of the university is always fair and results are declared in time
Categorical
HIGH CORRELATION
Distinct count | 3 |
---|---|
Unique (%) | 4.4% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 544.0 B |
Agree | |
---|---|
Strongly agree | |
Average |
Value | Count | Frequency (%) | |
Agree | 32 | 47.1% | |
Strongly agree | 25 | 36.8% | |
Average | 11 | 16.2% |
Length
Max length | 14 |
---|---|
Median length | 7 |
Mean length | 8.632352941 |
Min length | 5 |
13. All faculty members of the department are co-operative, always helpful even beyond class hours
Categorical
HIGH CORRELATION
Distinct count | 4 |
---|---|
Unique (%) | 5.9% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 544.0 B |
Strongly agree | |
---|---|
Agree | |
Average | 4 |
Neutral | 1 |
Value | Count | Frequency (%) | |
Strongly agree | 46 | 67.6% | |
Agree | 17 | 25.0% | |
Average | 4 | 5.9% | |
Neutral | 1 | 1.5% |
Length
Max length | 14 |
---|---|
Median length | 14 |
Mean length | 11.23529412 |
Min length | 5 |
HIGH CORRELATION
Distinct count | 4 |
---|---|
Unique (%) | 5.9% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 544.0 B |
Strongly agree | |
---|---|
Agree | |
Average | |
Disagree | 1 |
Value | Count | Frequency (%) | |
Strongly agree | 31 | 45.6% | |
Agree | 29 | 42.6% | |
Average | 7 | 10.3% | |
Disagree | 1 | 1.5% |
Length
Max length | 14 |
---|---|
Median length | 7 |
Mean length | 9.352941176 |
Min length | 5 |
15. Co-Curricular activities are encouraged and endorsed by faculty members .
Categorical
HIGH CORRELATION
Distinct count | 5 |
---|---|
Unique (%) | 7.4% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 544.0 B |
Agree | |
---|---|
Strongly agree | |
Average | 7 |
Neutral | 2 |
Disagree | 1 |
Value | Count | Frequency (%) | |
Agree | 37 | 54.4% | |
Strongly agree | 21 | 30.9% | |
Average | 7 | 10.3% | |
Neutral | 2 | 2.9% | |
Disagree | 1 | 1.5% |
Length
Max length | 14 |
---|---|
Median length | 5 |
Mean length | 8.088235294 |
Min length | 5 |
Distinct count | 15 |
---|---|
Unique (%) | 78.9% |
Missing | 49 |
Missing (%) | 72.1% |
Memory size | 544.0 B |
Good | |
---|---|
I am in love with this college and all the faculty members. They are guide us in every way in our life. I am flourish myself. | 2 |
All faculty are supported me | 1 |
Everything is Good. | 1 |
Just good | 1 |
Other values (10) |
Value | Count | Frequency (%) | |
Good | 4 | 5.9% | |
I am in love with this college and all the faculty members. They are guide us in every way in our life. I am flourish myself. | 2 | 2.9% | |
All faculty are supported me | 1 | 1.5% | |
Everything is Good. | 1 | 1.5% | |
Just good | 1 | 1.5% | |
Thank you | 1 | 1.5% | |
very good | 1 | 1.5% | |
i am satisfied doing this course | 1 | 1.5% | |
I loved it. Teachers are very professional. When you have a problem, they are always ready to help you. The office workers are perfect and the principal, Andy, of course as well. Thank you BCREC | 1 | 1.5% | |
As we know MCA is a vocational course. Teachers have to be specialized in a particular subject. on should have covered at least 2 to 3 subjects all are not allrounder. Many and continuous growths are required in the MCA Dept. I strongly appeal to the head of the institution please check and keep your campus free from politics,Hindu-Muslim activity, we are student above from such things. Allow all to follow their respective culture independently. No on-campus for MCA student this is very sad. | 1 | 1.5% | |
Other values (5) | 5 | 7.4% | |
(Missing) | 49 | 72.1% |
Length
Max length | 497 |
---|---|
Median length | 3 |
Mean length | 21.67647059 |
Min length | 3 |
Distinct count | 68 |
---|---|
Unique (%) | 100.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 544.0 B |
2020-07-25 04:40:23 | 1 |
---|---|
2020-07-25 19:54:44 | 1 |
2020-07-25 03:41:42 | 1 |
2020-07-25 08:43:15 | 1 |
2020-07-27 03:21:01 | 1 |
Other values (63) |
Value | Count | Frequency (%) | |
2020-07-25 04:40:23 | 1 | 1.5% | |
2020-07-25 19:54:44 | 1 | 1.5% | |
2020-07-25 03:41:42 | 1 | 1.5% | |
2020-07-25 08:43:15 | 1 | 1.5% | |
2020-07-27 03:21:01 | 1 | 1.5% | |
2020-07-27 12:59:26 | 1 | 1.5% | |
2020-07-27 01:27:25 | 1 | 1.5% | |
2020-07-27 04:57:29 | 1 | 1.5% | |
2020-07-25 08:57:21 | 1 | 1.5% | |
2020-07-27 10:01:02 | 1 | 1.5% | |
Other values (58) | 58 | 85.3% |
Length
Max length | 19 |
---|---|
Median length | 19 |
Mean length | 19 |
Min length | 19 |
Distinct count | 68 |
---|---|
Unique (%) | 100.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 544.0 B |
2020-07-25 04:40:23 | 1 |
---|---|
2020-07-25 19:54:44 | 1 |
2020-07-25 03:41:42 | 1 |
2020-07-25 08:43:15 | 1 |
2020-07-27 03:21:01 | 1 |
Other values (63) |
Value | Count | Frequency (%) | |
2020-07-25 04:40:23 | 1 | 1.5% | |
2020-07-25 19:54:44 | 1 | 1.5% | |
2020-07-25 03:41:42 | 1 | 1.5% | |
2020-07-25 08:43:15 | 1 | 1.5% | |
2020-07-27 03:21:01 | 1 | 1.5% | |
2020-07-27 12:59:26 | 1 | 1.5% | |
2020-07-27 01:27:25 | 1 | 1.5% | |
2020-07-27 04:57:29 | 1 | 1.5% | |
2020-07-25 08:57:21 | 1 | 1.5% | |
2020-07-27 10:01:02 | 1 | 1.5% | |
Other values (58) | 58 | 85.3% |
Length
Max length | 19 |
---|---|
Median length | 19 |
Mean length | 19 |
Min length | 19 |
Distinct count | 63 |
---|---|
Unique (%) | 92.6% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 767.3676470588235 |
---|---|
Minimum | 0 |
Maximum | 1186 |
Zeros | 2 |
Zeros (%) | 2.9% |
Memory size | 544.0 B |
Quantile statistics
Minimum | 0 |
---|---|
5-th percentile | 499.15 |
Q1 | 648 |
median | 695.5 |
Q3 | 966.5 |
95-th percentile | 1140.65 |
Maximum | 1186 |
Range | 1186 |
Interquartile range (IQR) | 318.5 |
Descriptive statistics
Standard deviation | 241.2144586 |
---|---|
Coefficient of variation (CV) | 0.3143401466 |
Kurtosis | 1.418493705 |
Mean | 767.3676471 |
Median Absolute Deviation (MAD) | 123.5 |
Skewness | -0.4533005089 |
Sum | 52181 |
Variance | 58184.41506 |
Value | Count | Frequency (%) | |
0 | 2 | 2.9% | |
648 | 2 | 2.9% | |
696 | 2 | 2.9% | |
904 | 2 | 2.9% | |
671 | 2 | 2.9% | |
647 | 1 | 1.5% | |
675 | 1 | 1.5% | |
954 | 1 | 1.5% | |
697 | 1 | 1.5% | |
568 | 1 | 1.5% | |
Other values (53) | 53 | 77.9% |
Value | Count | Frequency (%) | |
0 | 2 | 2.9% | |
494 | 1 | 1.5% | |
496 | 1 | 1.5% | |
505 | 1 | 1.5% | |
538 | 1 | 1.5% |
Value | Count | Frequency (%) | |
1186 | 1 | 1.5% | |
1176 | 1 | 1.5% | |
1149 | 1 | 1.5% | |
1141 | 1 | 1.5% | |
1140 | 1 | 1.5% |
Distinct count | 63 |
---|---|
Unique (%) | 92.6% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 767.3676470588235 |
---|---|
Minimum | 0 |
Maximum | 1186 |
Zeros | 2 |
Zeros (%) | 2.9% |
Memory size | 544.0 B |
Quantile statistics
Minimum | 0 |
---|---|
5-th percentile | 499.15 |
Q1 | 648 |
median | 695.5 |
Q3 | 966.5 |
95-th percentile | 1140.65 |
Maximum | 1186 |
Range | 1186 |
Interquartile range (IQR) | 318.5 |
Descriptive statistics
Standard deviation | 241.2144586 |
---|---|
Coefficient of variation (CV) | 0.3143401466 |
Kurtosis | 1.418493705 |
Mean | 767.3676471 |
Median Absolute Deviation (MAD) | 123.5 |
Skewness | -0.4533005089 |
Sum | 52181 |
Variance | 58184.41506 |
Value | Count | Frequency (%) | |
0 | 2 | 2.9% | |
648 | 2 | 2.9% | |
696 | 2 | 2.9% | |
904 | 2 | 2.9% | |
671 | 2 | 2.9% | |
647 | 1 | 1.5% | |
675 | 1 | 1.5% | |
954 | 1 | 1.5% | |
697 | 1 | 1.5% | |
568 | 1 | 1.5% | |
Other values (53) | 53 | 77.9% |
Value | Count | Frequency (%) | |
0 | 2 | 2.9% | |
494 | 1 | 1.5% | |
496 | 1 | 1.5% | |
505 | 1 | 1.5% | |
538 | 1 | 1.5% |
Value | Count | Frequency (%) | |
1186 | 1 | 1.5% | |
1176 | 1 | 1.5% | |
1149 | 1 | 1.5% | |
1141 | 1 | 1.5% | |
1140 | 1 | 1.5% |
Distinct count | 1 |
---|---|
Unique (%) | 1.5% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 544.0 B |
0 |
---|
Value | Count | Frequency (%) | |
0 | 68 | 100.0% |
Distinct count | 63 |
---|---|
Unique (%) | 92.6% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 544.0 B |
43.239.135.10 | 3 |
---|---|
2409:4064:b0c:9524:20a0:5ef0:3137:ad1c | 2 |
150.242.174.19 | 2 |
2409:4061:78e:4df5:8050:6588:f55:16d1 | 2 |
2409:4064:2305:354f::297b:8b0 | 1 |
Other values (58) |
Value | Count | Frequency (%) | |
43.239.135.10 | 3 | 4.4% | |
2409:4064:b0c:9524:20a0:5ef0:3137:ad1c | 2 | 2.9% | |
150.242.174.19 | 2 | 2.9% | |
2409:4061:78e:4df5:8050:6588:f55:16d1 | 2 | 2.9% | |
2409:4064:2305:354f::297b:8b0 | 1 | 1.5% | |
103.10.209.107 | 1 | 1.5% | |
2402:3a80:117a:bc0d:7d5c:5d9e:5a4e:4eb6 | 1 | 1.5% | |
2409:4061:513:6fc9::44f:28a1 | 1 | 1.5% | |
2401:4900:382b:49d0:919d:94db:c64d:86de | 1 | 1.5% | |
2409:4061:89:70d7:62:ef72:5c22:28c | 1 | 1.5% | |
Other values (53) | 53 | 77.9% |
Length
Max length | 39 |
---|---|
Median length | 35 |
Mean length | 27.47058824 |
Min length | 13 |
Distinct count | 68 |
---|---|
Unique (%) | 100.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 1166.3088235294117 |
---|---|
Minimum | 659 |
Maximum | 1852 |
Zeros | 0 |
Zeros (%) | 0.0% |
Memory size | 544.0 B |
Quantile statistics
Minimum | 659 |
---|---|
5-th percentile | 796.4 |
Q1 | 900.5 |
median | 988.5 |
Q3 | 1446.25 |
95-th percentile | 1736.6 |
Maximum | 1852 |
Range | 1193 |
Interquartile range (IQR) | 545.75 |
Descriptive statistics
Standard deviation | 336.1676579 |
---|---|
Coefficient of variation (CV) | 0.2882321141 |
Kurtosis | -1.022018268 |
Mean | 1166.308824 |
Median Absolute Deviation (MAD) | 175.5 |
Skewness | 0.5410877148 |
Sum | 79309 |
Variance | 113008.6942 |
Value | Count | Frequency (%) | |
1407 | 1 | 1.5% | |
812 | 1 | 1.5% | |
929 | 1 | 1.5% | |
930 | 1 | 1.5% | |
931 | 1 | 1.5% | |
934 | 1 | 1.5% | |
679 | 1 | 1.5% | |
936 | 1 | 1.5% | |
1709 | 1 | 1.5% | |
1790 | 1 | 1.5% | |
Other values (58) | 58 | 85.3% |
Value | Count | Frequency (%) | |
659 | 1 | 1.5% | |
663 | 1 | 1.5% | |
679 | 1 | 1.5% | |
788 | 1 | 1.5% | |
812 | 1 | 1.5% |
Value | Count | Frequency (%) | |
1852 | 1 | 1.5% | |
1800 | 1 | 1.5% | |
1790 | 1 | 1.5% | |
1738 | 1 | 1.5% | |
1734 | 1 | 1.5% |
Distinct count | 68 |
---|---|
Unique (%) | 100.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 544.0 B |
xe3hl | 1 |
---|---|
324jx | 1 |
n0vl4 | 1 |
ua41s | 1 |
igztr | 1 |
Other values (63) |
Value | Count | Frequency (%) | |
xe3hl | 1 | 1.5% | |
324jx | 1 | 1.5% | |
n0vl4 | 1 | 1.5% | |
ua41s | 1 | 1.5% | |
igztr | 1 | 1.5% | |
ytred | 1 | 1.5% | |
anidx | 1 | 1.5% | |
5x9gk | 1 | 1.5% | |
b9657 | 1 | 1.5% | |
pqklt | 1 | 1.5% | |
Other values (58) | 58 | 85.3% |
Length
Max length | 5 |
---|---|
Median length | 5 |
Mean length | 4.970588235 |
Min length | 4 |
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.
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.
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.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
df_index | Name | Department | Academic Year | 1. The curriculum is up to date and relevant from the point of view of employability. | 2. The core courses offer an in-depth exposure to the subject. | 3. Pre-requisite courses / topics are covered in the curriculum prior to introduction of a course. | 4. Sufficient practical exposure is provided for the theoretical concepts in the courses | 5. Adequate exposure is provided to relevant software | 6. The courses enhance the analytical/ problem solving/ critical thinking/ innovative skills/Team work/communication skill | 7. College provides the opportunity to learn and grow with ethical principles and a sense of responsibility for the society and the environment | 8. The library provides text book, reference book, and other e resources as and when required | 9. The canteen facility is quite adequate and the quality of food is also good | 10. Classrooms are spacious, well ventilated and smart classroom facility is also available in the department | 11. The college provides hostel facilities with all necessary amenities to the student | 12.The evaluation system of the university is always fair and results are declared in time | 13. All faculty members of the department are co-operative, always helpful even beyond class hours | 14. Faculty members explains different topics through example and practical applications and often use computer aided methods of teaching (online/offline) | 15. Co-Curricular activities are encouraged and endorsed by faculty members . | Remarks: | Timestamp | Last Updated | Created By | Updated By | Draft | IP | ID | Key | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 1 | Abhishek Mondal | Master of Computer Applications | 2019-20 | Average | Average | Agree | Agree | Agree | Agree | Agree | Agree | Average | Agree | Agree | Average | Strongly agree | Strongly agree | Agree | NaN | 2020-07-24 17:02:48 | 2020-07-24 17:02:48 | 577 | 577 | 0 | 2409:4061:603:aa58:7138:a1e6:64b2:f4ba | 788 | 9qd9v |
1 | 2 | Mita Rakshit | Master of Computer Applications | 2019-20 | Average | Average | Average | Neutral | Neutral | Agree | Average | Average | Neutral | Agree | Average | Agree | Strongly agree | Agree | Agree | NaN | 2020-07-25 01:34:48 | 2020-07-25 01:34:48 | 598 | 598 | 0 | 2409:4061:89:70d7:62:ef72:5c22:28c | 812 | 43x4x |
2 | 4 | Soumya Knti Roy | Master of Computer Applications | 2019-20 | Strongly agree | Agree | Agree | Strongly agree | Strongly agree | Agree | Strongly agree | Strongly agree | Neutral | Strongly agree | Agree | Agree | Strongly agree | Strongly agree | Agree | NaN | 2020-07-25 01:41:54 | 2020-07-25 01:41:54 | 573 | 573 | 0 | 146.196.45.79 | 814 | 8t6l3 |
3 | 7 | Jayant Kr Mandal | Master of Computer Applications | 2019-20 | Strongly agree | Agree | Strongly agree | Agree | Agree | Agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Agree | Agree | Strongly agree | Strongly agree | Strongly agree | NaN | 2020-07-25 03:41:42 | 2020-07-25 03:41:42 | 571 | 571 | 0 | 2409:4061:717:7097:544c:438c:f748:1468 | 823 | bkz02 |
4 | 8 | MD SALMAN KHURSHID | Master of Computer Applications | 2019-20 | Average | Average | Average | Neutral | Neutral | Neutral | Average | Agree | Agree | Disagree | Average | Average | Neutral | Disagree | Neutral | As we know MCA is a vocational course. Teachers have to be specialized in a particular subject. on should have covered at least 2 to 3 subjects all are not allrounder. Many and continuous growths are required in the MCA Dept. I strongly appeal to the head of the institution please check and keep your campus free from politics,Hindu-Muslim activity, we are student above from such things. Allow all to follow their respective culture independently.\r\nNo on-campus for MCA student this is very sad. | 2020-07-25 04:40:23 | 2020-07-25 04:40:23 | 616 | 616 | 0 | 2409:4064:79b:898d:6543:b8a9:3c63:74a | 831 | 8q64 |
5 | 9 | Manindra Kumar | Master of Computer Applications | 2019-20 | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Very Good | 2020-07-25 06:05:23 | 2020-07-25 06:05:23 | 0 | 0 | 0 | 2409:4064:2e2a:c8ac::cb8b:d003 | 852 | bb53s |
6 | 13 | Sonam thakur | Master of Computer Applications | 2019-20 | Average | Strongly agree | Strongly agree | Average | Agree | Strongly agree | Strongly agree | Strongly agree | Average | Strongly agree | Strongly agree | Average | Strongly agree | Strongly agree | Agree | Classes are good and faculty members are helpful. | 2020-07-25 06:48:51 | 2020-07-25 06:48:51 | 644 | 644 | 0 | 117.226.173.251 | 868 | l4qna |
7 | 15 | Manas Hazra | Master of Computer Applications | 2019-20 | Average | Average | Average | Average | Average | Average | Average | Average | Average | Average | Average | Average | Average | Average | Average | NaN | 2020-07-24 07:27:21 | 2020-07-24 07:27:21 | 494 | 494 | 0 | 2409:4061:2d23:819e:eb8c:893a:c8a0:ca14 | 659 | ny2jv |
8 | 16 | Himadri Rudra | Master of Computer Applications | 2019-20 | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | NaN | 2020-07-24 07:51:37 | 2020-07-24 07:51:37 | 496 | 496 | 0 | 2409:4061:296:6f84:1404:7fe7:a78f:5b9a | 663 | kg9n7 |
9 | 17 | S M RAMEEZ HAYAT | Master of Computer Applications | 2019-20 | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Strongly agree | Strongly agree | Agree | Good | 2020-07-24 09:01:58 | 2020-07-24 09:01:58 | 505 | 505 | 0 | 2409:4064:595:2b49::25d3:40ac | 679 | y3tne |
Last rows
df_index | Name | Department | Academic Year | 1. The curriculum is up to date and relevant from the point of view of employability. | 2. The core courses offer an in-depth exposure to the subject. | 3. Pre-requisite courses / topics are covered in the curriculum prior to introduction of a course. | 4. Sufficient practical exposure is provided for the theoretical concepts in the courses | 5. Adequate exposure is provided to relevant software | 6. The courses enhance the analytical/ problem solving/ critical thinking/ innovative skills/Team work/communication skill | 7. College provides the opportunity to learn and grow with ethical principles and a sense of responsibility for the society and the environment | 8. The library provides text book, reference book, and other e resources as and when required | 9. The canteen facility is quite adequate and the quality of food is also good | 10. Classrooms are spacious, well ventilated and smart classroom facility is also available in the department | 11. The college provides hostel facilities with all necessary amenities to the student | 12.The evaluation system of the university is always fair and results are declared in time | 13. All faculty members of the department are co-operative, always helpful even beyond class hours | 14. Faculty members explains different topics through example and practical applications and often use computer aided methods of teaching (online/offline) | 15. Co-Curricular activities are encouraged and endorsed by faculty members . | Remarks: | Timestamp | Last Updated | Created By | Updated By | Draft | IP | ID | Key | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
58 | 116 | Syed babar ali | Master of Computer Applications | 2019-20 | Agree | Agree | Agree | Agree | Agree | Average | Average | Average | Agree | Agree | Average | Average | Agree | Average | Average | Good | 2020-07-27 14:58:31 | 2020-07-27 14:58:31 | 1001 | 1001 | 0 | 2409:4061:2e02:16ec:f589:51c7:ae5a:f75b | 1479 | 44q38 |
59 | 118 | Aditya kumar mishra | Master of Computer Applications | 2019-20 | Average | Average | Agree | Agree | Agree | Average | Agree | Agree | Agree | Agree | Agree | Average | Strongly agree | Agree | Agree | NaN | 2020-07-27 15:13:49 | 2020-07-27 15:13:49 | 998 | 998 | 0 | 2409:4064:2103:315f:e087:9c4c:1c03:394e | 1481 | h2g5x |
60 | 119 | Sayani sengupta | Master of Computer Applications | 2019-20 | Average | Average | Average | Average | Average | Neutral | Neutral | Average | Average | Average | Average | Agree | Agree | Average | Neutral | NaN | 2020-07-27 20:50:39 | 2020-07-27 20:50:39 | 1038 | 1038 | 0 | 2409:4061:2e9b:3de6:eeb5:74a0:c09c:ab18 | 1535 | m66ar |
61 | 121 | Jaya Sharma | Master of Computer Applications | 2019-20 | Agree | Strongly agree | Agree | Agree | Agree | Agree | Agree | Agree | Average | Agree | Average | Agree | Agree | Agree | Agree | NaN | 2020-07-30 06:14:46 | 2020-07-30 06:14:46 | 1186 | 1186 | 0 | 2409:4064:a8f:86b9:ce0c:5240:8ef8:c541 | 1800 | oqx1u |
62 | 122 | Purushottam kumar | Master of Computer Applications | 2019-20 | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Agree | Strongly agree | Strongly agree | Strongly agree | Average | Strongly agree | NaN | 2020-07-30 14:32:51 | 2020-07-30 14:32:51 | 696 | 696 | 0 | 2409:4064:992:bd17::186d:8a1 | 1852 | r4d0m |
63 | 127 | Vineet kumar singh | Master of Computer Applications | 2019-20 | Average | Average | Agree | Average | Agree | Average | Agree | Agree | Strongly agree | Agree | Agree | Agree | Agree | Agree | Average | NaN | 2020-07-29 06:15:40 | 2020-07-29 06:15:40 | 1139 | 1139 | 0 | 2409:4064:2e90:b778:8428:bfa5:dd04:3c47 | 1728 | 75m9d |
64 | 128 | Sritama Sadhu | Master of Computer Applications | 2019-20 | Agree | Agree | Agree | Agree | Agree | Strongly agree | Agree | Strongly agree | Strongly agree | Strongly agree | Agree | Average | Strongly agree | Strongly agree | Agree | NaN | 2020-07-29 06:24:14 | 2020-07-29 06:24:14 | 1141 | 1141 | 0 | 157.43.164.140 | 1729 | m8z6z |
65 | 129 | Susmita Das | Master of Computer Applications | 2019-20 | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | NaN | 2020-07-29 08:21:49 | 2020-07-29 08:21:49 | 1140 | 1140 | 0 | 103.10.209.97 | 1734 | yp6hb |
66 | 130 | Rittika Chowdhury | Master of Computer Applications | 2019-20 | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | NaN | 2020-07-29 09:07:54 | 2020-07-29 09:07:54 | 1149 | 1149 | 0 | 42.110.192.234 | 1738 | igztr |
67 | 131 | Susmita Pal | Master of Computer Applications | 2019-20 | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | NaN | 2020-07-30 04:43:47 | 2020-07-30 04:43:47 | 1176 | 1176 | 0 | 157.43.138.43 | 1790 | npd3u |