Dataset statistics
Number of variables | 28 |
---|---|
Number of observations | 39 |
Missing cells | 28 |
Missing cells (%) | 2.6% |
Duplicate rows | 0 |
Duplicate rows (%) | 0.0% |
Total size in memory | 8.7 KiB |
Average record size in memory | 227.3 B |
Variable types
CAT | 23 |
---|---|
NUM | 4 |
BOOL | 1 |
Reproduction
Analysis started | 2020-10-02 07:34:54.103665 |
---|---|
Analysis finished | 2020-10-02 07:35:00.247924 |
Duration | 6.14 seconds |
Version | pandas-profiling v2.8.0 |
Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
Download configuration | config.yaml |
Academic Year has constant value "2018-19" | Constant |
Draft has constant value "0" | Constant |
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 |
Department is highly correlated with Name | High correlation |
Name is highly correlated with Department and 10 other fields | High correlation |
3. Pre-requisite courses / topics are covered in the curriculum prior to introduction of a course. is highly correlated with Name and 4 other fields | High correlation |
4. Sufficient practical exposure is provided for the theoretical concepts in the courses is highly correlated with Name and 4 other fields | High correlation |
5. Adequate exposure is provided to relevant software is highly correlated with Name and 4 other fields | High correlation |
13. All faculty members of the department are co-operative, always helpful even beyond class hours is highly correlated with Name and 3 other fields | High correlation |
15. Co-Curricular activities are encouraged and endorsed by faculty members . is highly correlated with Name | High correlation |
Remarks: is highly correlated with Name and 4 other fields | High correlation |
Timestamp is highly correlated with Name and 13 other fields | High correlation |
2. The core courses offer an in-depth exposure to the subject. is highly correlated with Timestamp and 2 other fields | High correlation |
7. College provides the opportunity to learn and grow with ethical principles and a sense of responsibility for the society and the environment 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 |
10. Classrooms are spacious, well ventilated and smart classroom facility is also available in the department is highly correlated with Timestamp and 1 other fields | High correlation |
11. The college provides hostel facilities with all necessary amenities to the student 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 3 other fields | High correlation |
Last Updated is highly correlated with Name and 13 other fields | High correlation |
IP is highly correlated with Name and 8 other fields | High correlation |
Key is highly correlated with Name and 13 other fields | High correlation |
Remarks: has 28 (71.8%) missing values | Missing |
Remarks: is uniformly distributed | Uniform |
df_index has unique values | Unique |
Name has unique values | Unique |
Timestamp has unique values | Unique |
Last Updated has unique values | Unique |
Created By has unique values | Unique |
Updated By has unique values | Unique |
IP has unique values | Unique |
ID has unique values | Unique |
Key has unique values | Unique |
Distinct count | 39 |
---|---|
Unique (%) | 100.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 72.74358974358974 |
---|---|
Minimum | 3 |
Maximum | 126 |
Zeros | 0 |
Zeros (%) | 0.0% |
Memory size | 312.0 B |
Quantile statistics
Minimum | 3 |
---|---|
5-th percentile | 10.5 |
Q1 | 39 |
median | 79 |
Q3 | 105.5 |
95-th percentile | 124.1 |
Maximum | 126 |
Range | 123 |
Interquartile range (IQR) | 66.5 |
Descriptive statistics
Standard deviation | 38.75545323 |
---|---|
Coefficient of variation (CV) | 0.5327679507 |
Kurtosis | -1.297729757 |
Mean | 72.74358974 |
Median Absolute Deviation (MAD) | 34 |
Skewness | -0.2711821751 |
Sum | 2837 |
Variance | 1501.985155 |
Value | Count | Frequency (%) | |
126 | 1 | 2.6% | |
18 | 1 | 2.6% | |
31 | 1 | 2.6% | |
92 | 1 | 2.6% | |
26 | 1 | 2.6% | |
25 | 1 | 2.6% | |
88 | 1 | 2.6% | |
22 | 1 | 2.6% | |
117 | 1 | 2.6% | |
86 | 1 | 2.6% | |
Other values (29) | 29 | 74.4% |
Value | Count | Frequency (%) | |
3 | 1 | 2.6% | |
6 | 1 | 2.6% | |
11 | 1 | 2.6% | |
18 | 1 | 2.6% | |
22 | 1 | 2.6% |
Value | Count | Frequency (%) | |
126 | 1 | 2.6% | |
125 | 1 | 2.6% | |
124 | 1 | 2.6% | |
123 | 1 | 2.6% | |
120 | 1 | 2.6% |
Distinct count | 39 |
---|---|
Unique (%) | 100.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 312.0 B |
Antara Chowdhury | 1 |
---|---|
Jayant Kr Mandal | 1 |
Deep Basak | 1 |
Rumi Saha | 1 |
PAYEL RAKSHIT | 1 |
Other values (34) |
Value | Count | Frequency (%) | |
Antara Chowdhury | 1 | 2.6% | |
Jayant Kr Mandal | 1 | 2.6% | |
Deep Basak | 1 | 2.6% | |
Rumi Saha | 1 | 2.6% | |
PAYEL RAKSHIT | 1 | 2.6% | |
AYAN KUMAR GHOSH | 1 | 2.6% | |
Mita Rakshit | 1 | 2.6% | |
Soumya Knti Roy | 1 | 2.6% | |
Nidhi Muskan | 1 | 2.6% | |
Shilpi Ghosh | 1 | 2.6% | |
Other values (29) | 29 | 74.4% |
Length
Max length | 21 |
---|---|
Median length | 14 |
Mean length | 13.56410256 |
Min length | 6 |
Distinct count | 2 |
---|---|
Unique (%) | 5.1% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 312.0 B |
Master of Computer Applications | |
---|---|
Bachelor of Computer Applications | 1 |
Value | Count | Frequency (%) | |
Master of Computer Applications | 38 | 97.4% | |
Bachelor of Computer Applications | 1 | 2.6% |
Length
Max length | 33 |
---|---|
Median length | 31 |
Mean length | 31.05128205 |
Min length | 31 |
Distinct count | 1 |
---|---|
Unique (%) | 2.6% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 312.0 B |
2018-19 |
---|
Value | Count | Frequency (%) | |
2018-19 | 39 | 100.0% |
Length
Max length | 7 |
---|---|
Median length | 7 |
Mean length | 7 |
Min length | 7 |
Distinct count | 4 |
---|---|
Unique (%) | 10.3% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 312.0 B |
Agree | |
---|---|
Strongly agree | |
Average | |
Neutral | 3 |
Value | Count | Frequency (%) | |
Agree | 18 | 46.2% | |
Strongly agree | 9 | 23.1% | |
Average | 9 | 23.1% | |
Neutral | 3 | 7.7% |
Length
Max length | 14 |
---|---|
Median length | 7 |
Mean length | 7.692307692 |
Min length | 5 |
Distinct count | 5 |
---|---|
Unique (%) | 12.8% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 312.0 B |
Average | |
---|---|
Agree | |
Strongly agree | |
Neutral | |
Disagree | 1 |
Value | Count | Frequency (%) | |
Average | 13 | 33.3% | |
Agree | 12 | 30.8% | |
Strongly agree | 10 | 25.6% | |
Neutral | 3 | 7.7% | |
Disagree | 1 | 2.6% |
Length
Max length | 14 |
---|---|
Median length | 7 |
Mean length | 8.205128205 |
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 (%) | 7.7% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 312.0 B |
Agree | |
---|---|
Average | |
Strongly agree |
Value | Count | Frequency (%) | |
Agree | 22 | 56.4% | |
Average | 11 | 28.2% | |
Strongly agree | 6 | 15.4% |
Length
Max length | 14 |
---|---|
Median length | 5 |
Mean length | 6.948717949 |
Min length | 5 |
4. Sufficient practical exposure is provided for the theoretical concepts in the courses
Categorical
HIGH CORRELATION
Distinct count | 4 |
---|---|
Unique (%) | 10.3% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 312.0 B |
Agree | |
---|---|
Strongly agree | |
Average | |
Neutral | 1 |
Value | Count | Frequency (%) | |
Agree | 17 | 43.6% | |
Strongly agree | 15 | 38.5% | |
Average | 6 | 15.4% | |
Neutral | 1 | 2.6% |
Length
Max length | 14 |
---|---|
Median length | 7 |
Mean length | 8.820512821 |
Min length | 5 |
Distinct count | 4 |
---|---|
Unique (%) | 10.3% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 312.0 B |
Agree | |
---|---|
Strongly agree | |
Average | |
Neutral | 1 |
Value | Count | Frequency (%) | |
Agree | 20 | 51.3% | |
Strongly agree | 11 | 28.2% | |
Average | 7 | 17.9% | |
Neutral | 1 | 2.6% |
Length
Max length | 14 |
---|---|
Median length | 5 |
Mean length | 7.948717949 |
Min length | 5 |
Distinct count | 4 |
---|---|
Unique (%) | 10.3% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 312.0 B |
Agree | |
---|---|
Strongly agree | |
Average | |
Neutral | 3 |
Value | Count | Frequency (%) | |
Agree | 17 | 43.6% | |
Strongly agree | 12 | 30.8% | |
Average | 7 | 17.9% | |
Neutral | 3 | 7.7% |
Length
Max length | 14 |
---|---|
Median length | 7 |
Mean length | 8.282051282 |
Min length | 5 |
HIGH CORRELATION
Distinct count | 4 |
---|---|
Unique (%) | 10.3% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 312.0 B |
Agree | |
---|---|
Strongly agree | |
Average | |
Neutral | 1 |
Value | Count | Frequency (%) | |
Agree | 19 | 48.7% | |
Strongly agree | 14 | 35.9% | |
Average | 5 | 12.8% | |
Neutral | 1 | 2.6% |
Length
Max length | 14 |
---|---|
Median length | 7 |
Mean length | 8.538461538 |
Min length | 5 |
8. The library provides text book, reference book, and other e resources as and when required
Categorical
HIGH CORRELATION
Distinct count | 3 |
---|---|
Unique (%) | 7.7% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 312.0 B |
Agree | |
---|---|
Strongly agree | |
Average |
Value | Count | Frequency (%) | |
Agree | 17 | 43.6% | |
Strongly agree | 14 | 35.9% | |
Average | 8 | 20.5% |
Length
Max length | 14 |
---|---|
Median length | 7 |
Mean length | 8.641025641 |
Min length | 5 |
Distinct count | 5 |
---|---|
Unique (%) | 12.8% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 312.0 B |
Agree | |
---|---|
Average | |
Strongly agree | |
Neutral | |
Disagree | 1 |
Value | Count | Frequency (%) | |
Agree | 18 | 46.2% | |
Average | 10 | 25.6% | |
Strongly agree | 6 | 15.4% | |
Neutral | 4 | 10.3% | |
Disagree | 1 | 2.6% |
Length
Max length | 14 |
---|---|
Median length | 7 |
Mean length | 7.179487179 |
Min length | 5 |
HIGH CORRELATION
Distinct count | 4 |
---|---|
Unique (%) | 10.3% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 312.0 B |
Agree | |
---|---|
Strongly agree | |
Average | |
Disagree | 1 |
Value | Count | Frequency (%) | |
Agree | 18 | 46.2% | |
Strongly agree | 16 | 41.0% | |
Average | 4 | 10.3% | |
Disagree | 1 | 2.6% |
Length
Max length | 14 |
---|---|
Median length | 7 |
Mean length | 8.974358974 |
Min length | 5 |
11. The college provides hostel facilities with all necessary amenities to the student
Categorical
HIGH CORRELATION
Distinct count | 4 |
---|---|
Unique (%) | 10.3% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 312.0 B |
Agree | |
---|---|
Strongly agree | |
Neutral | |
Average |
Value | Count | Frequency (%) | |
Agree | 22 | 56.4% | |
Strongly agree | 7 | 17.9% | |
Neutral | 5 | 12.8% | |
Average | 5 | 12.8% |
Length
Max length | 14 |
---|---|
Median length | 5 |
Mean length | 7.128205128 |
Min length | 5 |
12.The evaluation system of the university is always fair and results are declared in time
Categorical
Distinct count | 3 |
---|---|
Unique (%) | 7.7% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 312.0 B |
Agree | |
---|---|
Average | |
Strongly agree |
Value | Count | Frequency (%) | |
Agree | 21 | 53.8% | |
Average | 10 | 25.6% | |
Strongly agree | 8 | 20.5% |
Length
Max length | 14 |
---|---|
Median length | 5 |
Mean length | 7.358974359 |
Min length | 5 |
13. All faculty members of the department are co-operative, always helpful even beyond class hours
Categorical
HIGH CORRELATION
Distinct count | 3 |
---|---|
Unique (%) | 7.7% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 312.0 B |
Strongly agree | |
---|---|
Agree | |
Average | 3 |
Value | Count | Frequency (%) | |
Strongly agree | 22 | 56.4% | |
Agree | 14 | 35.9% | |
Average | 3 | 7.7% |
Length
Max length | 14 |
---|---|
Median length | 14 |
Mean length | 10.23076923 |
Min length | 5 |
HIGH CORRELATION
Distinct count | 3 |
---|---|
Unique (%) | 7.7% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 312.0 B |
Agree | |
---|---|
Strongly agree | |
Average | 4 |
Value | Count | Frequency (%) | |
Agree | 21 | 53.8% | |
Strongly agree | 14 | 35.9% | |
Average | 4 | 10.3% |
Length
Max length | 14 |
---|---|
Median length | 5 |
Mean length | 8.435897436 |
Min length | 5 |
15. Co-Curricular activities are encouraged and endorsed by faculty members .
Categorical
HIGH CORRELATION
Distinct count | 3 |
---|---|
Unique (%) | 7.7% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 312.0 B |
Agree | |
---|---|
Average | |
Strongly agree |
Value | Count | Frequency (%) | |
Agree | 22 | 56.4% | |
Average | 9 | 23.1% | |
Strongly agree | 8 | 20.5% |
Length
Max length | 14 |
---|---|
Median length | 5 |
Mean length | 7.307692308 |
Min length | 5 |
Distinct count | 10 |
---|---|
Unique (%) | 90.9% |
Missing | 28 |
Missing (%) | 71.8% |
Memory size | 312.0 B |
Good | |
---|---|
i am comfortable doing this course | 1 |
It's good | 1 |
All of my respected teachers are very helpful | 1 |
I am passout batch of 2019 from MCA dept of Dr.B.C.Roy engineering college and I want to share my point of view about this college.I really feel that this college is great according to their faculty and campus.It is the best and no.1 college in durgapur. This college provide good quality education and the faculty member of this college is also very supportive. They treat student as their own chiid. I feel proud of my college. | 1 |
Other values (5) |
Value | Count | Frequency (%) | |
Good | 2 | 5.1% | |
i am comfortable doing this course | 1 | 2.6% | |
It's good | 1 | 2.6% | |
All of my respected teachers are very helpful | 1 | 2.6% | |
I am passout batch of 2019 from MCA dept of Dr.B.C.Roy engineering college and I want to share my point of view about this college.I really feel that this college is great according to their faculty and campus.It is the best and no.1 college in durgapur. This college provide good quality education and the faculty member of this college is also very supportive. They treat student as their own chiid. I feel proud of my college. | 1 | 2.6% | |
The Syllabus needs quite change in 3rd and 4th semester respectively, it would be good if some more courses are added as per the current needs for working in an industry. | 1 | 2.6% | |
College is good in all terms. Faculty members are really helpful. I am really enhance my knowledge. | 1 | 2.6% | |
College is good in all terms. Faculty members are really helpful. | 1 | 2.6% | |
All over its good... | 1 | 2.6% | |
All over it is good. | 1 | 2.6% | |
(Missing) | 28 | 71.8% |
Length
Max length | 429 |
---|---|
Median length | 3 |
Mean length | 25.20512821 |
Min length | 3 |
Distinct count | 39 |
---|---|
Unique (%) | 100.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 312.0 B |
2020-07-27 09:59:35 | 1 |
---|---|
2020-07-27 13:00:58 | 1 |
2020-07-27 14:57:32 | 1 |
2020-07-25 07:38:18 | 1 |
2020-07-25 01:40:27 | 1 |
Other values (34) |
Value | Count | Frequency (%) | |
2020-07-27 09:59:35 | 1 | 2.6% | |
2020-07-27 13:00:58 | 1 | 2.6% | |
2020-07-27 14:57:32 | 1 | 2.6% | |
2020-07-25 07:38:18 | 1 | 2.6% | |
2020-07-25 01:40:27 | 1 | 2.6% | |
2020-07-30 06:14:09 | 1 | 2.6% | |
2020-07-27 13:08:13 | 1 | 2.6% | |
2020-07-25 08:14:19 | 1 | 2.6% | |
2020-07-29 06:13:41 | 1 | 2.6% | |
2020-07-25 13:54:24 | 1 | 2.6% | |
Other values (29) | 29 | 74.4% |
Length
Max length | 19 |
---|---|
Median length | 19 |
Mean length | 19 |
Min length | 19 |
Distinct count | 39 |
---|---|
Unique (%) | 100.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 312.0 B |
2020-07-27 09:59:35 | 1 |
---|---|
2020-07-27 13:00:58 | 1 |
2020-07-27 14:57:32 | 1 |
2020-07-25 07:38:18 | 1 |
2020-07-25 01:40:27 | 1 |
Other values (34) |
Value | Count | Frequency (%) | |
2020-07-27 09:59:35 | 1 | 2.6% | |
2020-07-27 13:00:58 | 1 | 2.6% | |
2020-07-27 14:57:32 | 1 | 2.6% | |
2020-07-25 07:38:18 | 1 | 2.6% | |
2020-07-25 01:40:27 | 1 | 2.6% | |
2020-07-30 06:14:09 | 1 | 2.6% | |
2020-07-27 13:08:13 | 1 | 2.6% | |
2020-07-25 08:14:19 | 1 | 2.6% | |
2020-07-29 06:13:41 | 1 | 2.6% | |
2020-07-25 13:54:24 | 1 | 2.6% | |
Other values (29) | 29 | 74.4% |
Length
Max length | 19 |
---|---|
Median length | 19 |
Mean length | 19 |
Min length | 19 |
Distinct count | 39 |
---|---|
Unique (%) | 100.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 802.8974358974359 |
---|---|
Minimum | 512 |
Maximum | 1230 |
Zeros | 0 |
Zeros (%) | 0.0% |
Memory size | 312.0 B |
Quantile statistics
Minimum | 512 |
---|---|
5-th percentile | 561.4 |
Q1 | 626 |
median | 689 |
Q3 | 988.5 |
95-th percentile | 1143.7 |
Maximum | 1230 |
Range | 718 |
Interquartile range (IQR) | 362.5 |
Descriptive statistics
Standard deviation | 220.1772964 |
---|---|
Coefficient of variation (CV) | 0.2742284214 |
Kurtosis | -1.296113975 |
Mean | 802.8974359 |
Median Absolute Deviation (MAD) | 121 |
Skewness | 0.4633736181 |
Sum | 31313 |
Variance | 48478.04184 |
Value | Count | Frequency (%) | |
959 | 1 | 2.6% | |
1139 | 1 | 2.6% | |
538 | 1 | 2.6% | |
664 | 1 | 2.6% | |
598 | 1 | 2.6% | |
1133 | 1 | 2.6% | |
785 | 1 | 2.6% | |
654 | 1 | 2.6% | |
653 | 1 | 2.6% | |
649 | 1 | 2.6% | |
Other values (29) | 29 | 74.4% |
Value | Count | Frequency (%) | |
512 | 1 | 2.6% | |
538 | 1 | 2.6% | |
564 | 1 | 2.6% | |
568 | 1 | 2.6% | |
571 | 1 | 2.6% |
Value | Count | Frequency (%) | |
1230 | 1 | 2.6% | |
1186 | 1 | 2.6% | |
1139 | 1 | 2.6% | |
1134 | 1 | 2.6% | |
1133 | 1 | 2.6% |
Distinct count | 39 |
---|---|
Unique (%) | 100.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 802.8974358974359 |
---|---|
Minimum | 512 |
Maximum | 1230 |
Zeros | 0 |
Zeros (%) | 0.0% |
Memory size | 312.0 B |
Quantile statistics
Minimum | 512 |
---|---|
5-th percentile | 561.4 |
Q1 | 626 |
median | 689 |
Q3 | 988.5 |
95-th percentile | 1143.7 |
Maximum | 1230 |
Range | 718 |
Interquartile range (IQR) | 362.5 |
Descriptive statistics
Standard deviation | 220.1772964 |
---|---|
Coefficient of variation (CV) | 0.2742284214 |
Kurtosis | -1.296113975 |
Mean | 802.8974359 |
Median Absolute Deviation (MAD) | 121 |
Skewness | 0.4633736181 |
Sum | 31313 |
Variance | 48478.04184 |
Value | Count | Frequency (%) | |
959 | 1 | 2.6% | |
1139 | 1 | 2.6% | |
538 | 1 | 2.6% | |
664 | 1 | 2.6% | |
598 | 1 | 2.6% | |
1133 | 1 | 2.6% | |
785 | 1 | 2.6% | |
654 | 1 | 2.6% | |
653 | 1 | 2.6% | |
649 | 1 | 2.6% | |
Other values (29) | 29 | 74.4% |
Value | Count | Frequency (%) | |
512 | 1 | 2.6% | |
538 | 1 | 2.6% | |
564 | 1 | 2.6% | |
568 | 1 | 2.6% | |
571 | 1 | 2.6% |
Value | Count | Frequency (%) | |
1230 | 1 | 2.6% | |
1186 | 1 | 2.6% | |
1139 | 1 | 2.6% | |
1134 | 1 | 2.6% | |
1133 | 1 | 2.6% |
Distinct count | 1 |
---|---|
Unique (%) | 2.6% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 312.0 B |
0 |
---|
Value | Count | Frequency (%) | |
0 | 39 | 100.0% |
Distinct count | 39 |
---|---|
Unique (%) | 100.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 312.0 B |
42.110.214.140 | 1 |
---|---|
2409:4061:2c0e:bfba:13db:80da:4443:48a9 | 1 |
42.110.221.253 | 1 |
2401:4900:382d:9833:10e:2732:9faf:8755 | 1 |
45.116.191.208 | 1 |
Other values (34) |
Value | Count | Frequency (%) | |
42.110.214.140 | 1 | 2.6% | |
2409:4061:2c0e:bfba:13db:80da:4443:48a9 | 1 | 2.6% | |
42.110.221.253 | 1 | 2.6% | |
2401:4900:382d:9833:10e:2732:9faf:8755 | 1 | 2.6% | |
45.116.191.208 | 1 | 2.6% | |
103.94.87.148 | 1 | 2.6% | |
2409:4061:191:f020:c751:3e90:b17e:ac3a | 1 | 2.6% | |
42.110.204.163 | 1 | 2.6% | |
42.110.220.193 | 1 | 2.6% | |
2409:4064:2e90:b778:8428:bfa5:dd04:3c47 | 1 | 2.6% | |
Other values (29) | 29 | 74.4% |
Length
Max length | 39 |
---|---|
Median length | 29 |
Mean length | 26.51282051 |
Min length | 12 |
Distinct count | 39 |
---|---|
Unique (%) | 100.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 1236.2820512820513 |
---|---|
Minimum | 686 |
Maximum | 1945 |
Zeros | 0 |
Zeros (%) | 0.0% |
Memory size | 312.0 B |
Quantile statistics
Minimum | 686 |
---|---|
5-th percentile | 821.1 |
Q1 | 900 |
median | 1099 |
Q3 | 1479 |
95-th percentile | 1804.7 |
Maximum | 1945 |
Range | 1259 |
Interquartile range (IQR) | 579 |
Descriptive statistics
Standard deviation | 364.0944751 |
---|---|
Coefficient of variation (CV) | 0.2945076123 |
Kurtosis | -1.336059903 |
Mean | 1236.282051 |
Median Absolute Deviation (MAD) | 286 |
Skewness | 0.3313672997 |
Sum | 48215 |
Variance | 132564.7868 |
Value | Count | Frequency (%) | |
1727 | 1 | 2.6% | |
1459 | 1 | 2.6% | |
1019 | 1 | 2.6% | |
1708 | 1 | 2.6% | |
928 | 1 | 2.6% | |
861 | 1 | 2.6% | |
1945 | 1 | 2.6% | |
1478 | 1 | 2.6% | |
916 | 1 | 2.6% | |
911 | 1 | 2.6% | |
Other values (29) | 29 | 74.4% |
Value | Count | Frequency (%) | |
686 | 1 | 2.6% | |
813 | 1 | 2.6% | |
822 | 1 | 2.6% | |
861 | 1 | 2.6% | |
876 | 1 | 2.6% |
Value | Count | Frequency (%) | |
1945 | 1 | 2.6% | |
1856 | 1 | 2.6% | |
1799 | 1 | 2.6% | |
1727 | 1 | 2.6% | |
1717 | 1 | 2.6% |
Distinct count | 39 |
---|---|
Unique (%) | 100.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 312.0 B |
lw4fp | 1 |
---|---|
xkugx | 1 |
r7mus | 1 |
h5c2j | 1 |
ni4nf | 1 |
Other values (34) |
Value | Count | Frequency (%) | |
lw4fp | 1 | 2.6% | |
xkugx | 1 | 2.6% | |
r7mus | 1 | 2.6% | |
h5c2j | 1 | 2.6% | |
ni4nf | 1 | 2.6% | |
hxkuk | 1 | 2.6% | |
aj8ag | 1 | 2.6% | |
wz2c2 | 1 | 2.6% | |
7ybxj | 1 | 2.6% | |
2f4ud | 1 | 2.6% | |
Other values (29) | 29 | 74.4% |
Length
Max length | 5 |
---|---|
Median length | 5 |
Mean length | 4.974358974 |
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 | 3 | Soumya Knti Roy | Master of Computer Applications | 2018-19 | Strongly agree | Strongly agree | Agree | Strongly agree | Strongly agree | Average | Agree | Strongly agree | Neutral | Strongly agree | Agree | Agree | Strongly agree | Strongly agree | Agree | NaN | 2020-07-25 01:40:27 | 2020-07-25 01:40:27 | 573 | 573 | 0 | 146.196.45.79 | 813 | vrr1x |
1 | 6 | Jayant Kr Mandal | Master of Computer Applications | 2018-19 | Average | Agree | Agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Agree | Agree | Strongly agree | Agree | Agree | Strongly agree | Strongly agree | Strongly agree | The Syllabus needs quite change in 3rd and 4th semester respectively, it would be good if some more courses are added as per the current needs for working in an industry. | 2020-07-25 03:40:48 | 2020-07-25 03:40:48 | 571 | 571 | 0 | 2409:4061:717:7097:544c:438c:f748:1468 | 822 | on3y0 |
2 | 11 | PAYEL RAKSHIT | Bachelor of Computer Applications | 2018-19 | Agree | Agree | Agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Agree | Strongly agree | Agree | Agree | Strongly agree | Strongly agree | Strongly agree | I am passout batch of 2019 from MCA dept of Dr.B.C.Roy engineering college and I want to share my point of view about this college.I really feel that this college is great according to their faculty and campus.It is the best and no.1 college in durgapur. This college provide good quality education and the faculty member of this college is also very supportive. They treat student as their own chiid. I feel proud of my college. | 2020-07-25 06:35:48 | 2020-07-25 06:35:48 | 628 | 628 | 0 | 42.110.221.253 | 861 | 2f4ud |
3 | 18 | Aditi Priya | Master of Computer Applications | 2018-19 | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Strongly agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | All over it is good. | 2020-07-24 09:34:08 | 2020-07-24 09:34:08 | 512 | 512 | 0 | 2402:8100:3a0e:fabf:d19e:82c:5ca8:3281 | 686 | e4wlv |
4 | 22 | Joydeep Sarkar | Master of Computer Applications | 2018-19 | Average | Average | Average | Average | Average | Average | Average | Average | Average | Average | Average | Average | Average | Average | Average | NaN | 2020-07-25 07:38:18 | 2020-07-25 07:38:18 | 568 | 568 | 0 | 2409:4061:2c08:a14a:3a89:fa:dbf1:cd12 | 876 | 91zfd |
5 | 25 | Mita Rakshit | Master of Computer Applications | 2018-19 | Average | Average | Average | Average | Average | Agree | Agree | Average | Neutral | Average | Average | Average | Agree | Agree | Agree | NaN | 2020-07-25 07:44:15 | 2020-07-25 07:44:15 | 598 | 598 | 0 | 47.11.154.32 | 880 | i78ly |
6 | 26 | AYAN KUMAR GHOSH | Master of Computer Applications | 2018-19 | Strongly agree | Strongly agree | 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 | 2020-07-25 07:44:57 | 2020-07-25 07:44:57 | 647 | 647 | 0 | 45.249.82.231 | 881 | lw4fp |
7 | 31 | Abhishek Mondal | Master of Computer Applications | 2018-19 | Average | Average | Agree | Agree | Agree | Agree | Agree | Agree | Average | Agree | Agree | Average | Strongly agree | Agree | Agree | NaN | 2020-07-25 07:56:25 | 2020-07-25 07:56:25 | 577 | 577 | 0 | 2409:4061:2c91:5b99:5034:81df:b0:f6bf | 888 | 9htq0 |
8 | 33 | SAPTARSHI BISWAS | Master of Computer Applications | 2018-19 | Strongly agree | Strongly agree | 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 | 2020-07-25 08:03:44 | 2020-07-25 08:03:44 | 653 | 653 | 0 | 2409:4061:2d98:a80:54:792a:ac03:95ce | 891 | ubtqi |
9 | 38 | MD SALMAN KHURSHID | Master of Computer Applications | 2018-19 | Average | Average | Average | Average | Average | Neutral | Neutral | Agree | Average | Disagree | Neutral | Average | Average | Average | Average | NaN | 2020-07-25 08:14:19 | 2020-07-25 08:14:19 | 616 | 616 | 0 | 2409:4064:79b:898d::82b:68a4 | 899 | hxkuk |
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 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
29 | 106 | Subham Das | Master of Computer Applications | 2018-19 | Neutral | Disagree | Average | Agree | Agree | Neutral | Average | Agree | Disagree | Strongly agree | Agree | Agree | Agree | Agree | Agree | NaN | 2020-07-29 05:02:14 | 2020-07-29 05:02:14 | 1134 | 1134 | 0 | 103.217.242.9 | 1708 | rt6kn |
30 | 109 | Abhishek Mukherjee | Master of Computer Applications | 2018-19 | Strongly agree | Strongly agree | Agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Average | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Average | NaN | 2020-07-27 13:08:13 | 2020-07-27 13:08:13 | 987 | 987 | 0 | 2401:4900:1221:9037:d6:4ae1:45e3:f333 | 1459 | vpk28 |
31 | 112 | Antara Chowdhury | Master of Computer Applications | 2018-19 | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | NaN | 2020-07-27 13:27:29 | 2020-07-27 13:27:29 | 990 | 990 | 0 | 2409:4061:11d:8db3:c51b:3bca:de48:9942 | 1466 | 5bjej |
32 | 115 | Syed Babar Ali | Master of Computer Applications | 2018-19 | Agree | Average | Average | Agree | Agree | Agree | Average | Average | Agree | Average | Agree | Average | Agree | Agree | Average | Good | 2020-07-27 14:57:32 | 2020-07-27 14:57:32 | 1001 | 1001 | 0 | 2409:4061:2e02:16ec:f589:51c7:ae5a:f75b | 1478 | r7mus |
33 | 117 | Aditya kumar mishra | Master of Computer Applications | 2018-19 | Average | Average | Agree | Neutral | Agree | Average | Agree | Agree | Agree | Agree | Agree | Average | Strongly agree | Agree | Agree | NaN | 2020-07-27 14:59:41 | 2020-07-27 14:59:41 | 998 | 998 | 0 | 2409:4064:911:efd8:e41b:ea08:6eab:1667 | 1480 | ni4nf |
34 | 120 | Jaya Sharma | Master of Computer Applications | 2018-19 | Agree | Strongly agree | Agree | Agree | Agree | Agree | Agree | Agree | Average | Agree | Average | Agree | Agree | Agree | Agree | NaN | 2020-07-30 06:14:09 | 2020-07-30 06:14:09 | 1186 | 1186 | 0 | 2409:4064:a8f:86b9:ce0c:5240:8ef8:c541 | 1799 | jfs3e |
35 | 123 | Sourabh Mukherjee | Master of Computer Applications | 2018-19 | Average | Average | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Neutral | Average | Strongly agree | Agree | Agree | NaN | 2020-07-30 14:42:36 | 2020-07-30 14:42:36 | 1230 | 1230 | 0 | 2409:4061:191:f020:c751:3e90:b17e:ac3a | 1856 | 7ybxj |
36 | 124 | Rumi Saha | Master of Computer Applications | 2018-19 | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | NaN | 2020-08-05 06:30:12 | 2020-08-05 06:30:12 | 758 | 758 | 0 | 45.116.191.208 | 1945 | hh6yj |
37 | 125 | Deblina Mukherjee | Master of Computer Applications | 2018-19 | Agree | Agree | Agree | Agree | Average | Agree | Strongly agree | Average | Average | Agree | Agree | Agree | Strongly agree | Strongly agree | Agree | All over its good... | 2020-07-29 05:14:36 | 2020-07-29 05:14:36 | 785 | 785 | 0 | 157.43.130.123 | 1717 | 9buo |
38 | 126 | Vineet kumar singh | Master of Computer Applications | 2018-19 | Average | Average | Agree | Average | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Strongly agree | Agree | Average | NaN | 2020-07-29 06:13:41 | 2020-07-29 06:13:41 | 1139 | 1139 | 0 | 2409:4064:2e90:b778:8428:bfa5:dd04:3c47 | 1727 | jsdjb |