Dataset statistics
| Number of variables | 28 |
|---|---|
| Number of observations | 828 |
| Missing cells | 526 |
| Missing cells (%) | 2.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 181.2 KiB |
| Average record size in memory | 224.2 B |
Variable types
| CAT | 23 |
|---|---|
| NUM | 4 |
| BOOL | 1 |
Reproduction
| Analysis started | 2020-10-02 07:33:29.954922 |
|---|---|
| Analysis finished | 2020-10-02 07:33:35.276001 |
| Duration | 5.32 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 "2019-20" | Constant |
Draft has constant value "0" | Constant |
Name has a high cardinality: 782 distinct values | High cardinality |
Remarks: has a high cardinality: 212 distinct values | High cardinality |
Timestamp has a high cardinality: 821 distinct values | High cardinality |
Last Updated has a high cardinality: 821 distinct values | High cardinality |
IP has a high cardinality: 781 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: has 526 (63.5%) missing values | Missing |
Name is uniformly distributed | Uniform |
Timestamp is uniformly distributed | Uniform |
Last Updated is uniformly distributed | Uniform |
IP is uniformly distributed | Uniform |
df_index has unique values | Unique |
ID has unique values | Unique |
Key has unique values | Unique |
| Distinct count | 828 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 865.0591787439613 |
|---|---|
| Minimum | 0 |
| Maximum | 1735 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 70.05 |
| Q1 | 397.75 |
| median | 871.5 |
| Q3 | 1328.25 |
| 95-th percentile | 1658.65 |
| Maximum | 1735 |
| Range | 1735 |
| Interquartile range (IQR) | 930.5 |
Descriptive statistics
| Standard deviation | 520.9741458 |
|---|---|
| Coefficient of variation (CV) | 0.6022410473 |
| Kurtosis | -1.243682016 |
| Mean | 865.0591787 |
| Median Absolute Deviation (MAD) | 464 |
| Skewness | -0.003261247962 |
| Sum | 716269 |
| Variance | 271414.0606 |
| Value | Count | Frequency (%) | |
| 1735 | 1 | 0.1% | |
| 555 | 1 | 0.1% | |
| 585 | 1 | 0.1% | |
| 582 | 1 | 0.1% | |
| 579 | 1 | 0.1% | |
| 578 | 1 | 0.1% | |
| 566 | 1 | 0.1% | |
| 565 | 1 | 0.1% | |
| 564 | 1 | 0.1% | |
| 562 | 1 | 0.1% | |
| Other values (818) | 818 | 98.8% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.1% | |
| 2 | 1 | 0.1% | |
| 3 | 1 | 0.1% | |
| 5 | 1 | 0.1% | |
| 7 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1735 | 1 | 0.1% | |
| 1731 | 1 | 0.1% | |
| 1729 | 1 | 0.1% | |
| 1727 | 1 | 0.1% | |
| 1724 | 1 | 0.1% |
| Distinct count | 782 |
|---|---|
| Unique (%) | 94.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.5 KiB |
| Ankit Kumar | 4 |
|---|---|
| Rohit Raj | 3 |
| Rajib Gope | 3 |
| AKASH SAHA | 3 |
| Ranojoy Chowdhury | 3 |
| Other values (777) |
| Value | Count | Frequency (%) | |
| Ankit Kumar | 4 | 0.5% | |
| Rohit Raj | 3 | 0.4% | |
| Rajib Gope | 3 | 0.4% | |
| AKASH SAHA | 3 | 0.4% | |
| Ranojoy Chowdhury | 3 | 0.4% | |
| Bishakha Kumari Mishra | 2 | 0.2% | |
| SAYAN CHATTERJEE | 2 | 0.2% | |
| Srijal Kumari | 2 | 0.2% | |
| Arunabha Goswami | 2 | 0.2% | |
| Soumita Roy | 2 | 0.2% | |
| Other values (772) | 802 | 96.9% |
Length
| Max length | 25 |
|---|---|
| Median length | 13 |
| Mean length | 13.42512077 |
| Min length | 5 |
Department
Categorical
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.5 KiB |
| Electronics and Communication Engineering | |
|---|---|
| Electrical Engineering | |
| Mechanical Engineering | |
| Computer Science Engineering | |
| Information Technology | |
| Other values (2) |
| Value | Count | Frequency (%) | |
| Electronics and Communication Engineering | 278 | 33.6% | |
| Electrical Engineering | 175 | 21.1% | |
| Mechanical Engineering | 116 | 14.0% | |
| Computer Science Engineering | 104 | 12.6% | |
| Information Technology | 69 | 8.3% | |
| Civil Engineering | 53 | 6.4% | |
| Electronics and Instrumentation Engineering | 33 | 4.0% |
Length
| Max length | 43 |
|---|---|
| Median length | 28 |
| Mean length | 29.64975845 |
| Min length | 17 |
| Distinct count | 1 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.5 KiB |
| 2019-20 |
|---|
| Value | Count | Frequency (%) | |
| 2019-20 | 828 | 100.0% |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.5 KiB |
| Agree | |
|---|---|
| Strongly agree | |
| Average | |
| Neutral | 30 |
| Disagree | 16 |
| Value | Count | Frequency (%) | |
| Agree | 470 | 56.8% | |
| Strongly agree | 179 | 21.6% | |
| Average | 133 | 16.1% | |
| Neutral | 30 | 3.6% | |
| Disagree | 16 | 1.9% |
Length
| Max length | 14 |
|---|---|
| Median length | 5 |
| Mean length | 7.397342995 |
| Min length | 5 |
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.5 KiB |
| Agree | |
|---|---|
| Strongly agree | |
| Average | |
| Neutral | 28 |
| Disagree | 6 |
| Value | Count | Frequency (%) | |
| Agree | 433 | 52.3% | |
| Strongly agree | 188 | 22.7% | |
| Average | 173 | 20.9% | |
| Neutral | 28 | 3.4% | |
| Disagree | 6 | 0.7% |
Length
| Max length | 14 |
|---|---|
| Median length | 5 |
| Mean length | 7.550724638 |
| Min length | 5 |
3. Pre-requisite courses / topics are covered in the curriculum prior to introduction of a course
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.5 KiB |
| Agree | |
|---|---|
| Strongly agree | |
| Average | |
| Neutral | 19 |
| Disagree | 7 |
| Value | Count | Frequency (%) | |
| Agree | 421 | 50.8% | |
| Strongly agree | 214 | 25.8% | |
| Average | 167 | 20.2% | |
| Neutral | 19 | 2.3% | |
| Disagree | 7 | 0.8% |
Length
| Max length | 14 |
|---|---|
| Median length | 5 |
| Mean length | 7.800724638 |
| Min length | 5 |
4. Sufficient practical exposure is provided for the theoretical concepts in the courses
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.5 KiB |
| Agree | |
|---|---|
| Average | |
| Strongly agree | |
| Neutral | 42 |
| Disagree | 30 |
| Value | Count | Frequency (%) | |
| Agree | 370 | 44.7% | |
| Average | 196 | 23.7% | |
| Strongly agree | 190 | 22.9% | |
| Neutral | 42 | 5.1% | |
| Disagree | 30 | 3.6% |
Length
| Max length | 14 |
|---|---|
| Median length | 7 |
| Mean length | 7.748792271 |
| Min length | 5 |
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.5 KiB |
| Agree | |
|---|---|
| Average | |
| Strongly agree | |
| Neutral | 47 |
| Disagree | 17 |
| Value | Count | Frequency (%) | |
| Agree | 407 | 49.2% | |
| Average | 224 | 27.1% | |
| Strongly agree | 133 | 16.1% | |
| Neutral | 47 | 5.7% | |
| Disagree | 17 | 2.1% |
Length
| Max length | 14 |
|---|---|
| Median length | 7 |
| Mean length | 7.161835749 |
| Min length | 5 |
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.5 KiB |
| Agree | |
|---|---|
| Strongly agree | |
| Average | |
| Neutral | 32 |
| Disagree | 10 |
| Value | Count | Frequency (%) | |
| Agree | 409 | 49.4% | |
| Strongly agree | 200 | 24.2% | |
| Average | 177 | 21.4% | |
| Neutral | 32 | 3.9% | |
| Disagree | 10 | 1.2% |
Length
| Max length | 14 |
|---|---|
| Median length | 7 |
| Mean length | 7.714975845 |
| Min length | 5 |
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.5 KiB |
| Agree | |
|---|---|
| Strongly agree | |
| Average | |
| Neutral | 33 |
| Disagree | 11 |
| Value | Count | Frequency (%) | |
| Agree | 397 | 47.9% | |
| Strongly agree | 238 | 28.7% | |
| Average | 149 | 18.0% | |
| Neutral | 33 | 4.0% | |
| Disagree | 11 | 1.3% |
Length
| Max length | 14 |
|---|---|
| Median length | 7 |
| Mean length | 8.066425121 |
| Min length | 5 |
8. The library provides text book, reference book, and other e resources as and when required
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.5 KiB |
| Agree | |
|---|---|
| Strongly agree | |
| Average | |
| Neutral | 29 |
| Disagree | 13 |
| Value | Count | Frequency (%) | |
| Agree | 335 | 40.5% | |
| Strongly agree | 309 | 37.3% | |
| Average | 142 | 17.1% | |
| Neutral | 29 | 3.5% | |
| Disagree | 13 | 1.6% |
Length
| Max length | 14 |
|---|---|
| Median length | 7 |
| Mean length | 8.81884058 |
| Min length | 5 |
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.5 KiB |
| Agree | |
|---|---|
| Average | |
| Strongly agree | |
| Neutral | |
| Disagree |
| Value | Count | Frequency (%) | |
| Agree | 283 | 34.2% | |
| Average | 250 | 30.2% | |
| Strongly agree | 163 | 19.7% | |
| Neutral | 75 | 9.1% | |
| Disagree | 57 | 6.9% |
Length
| Max length | 14 |
|---|---|
| Median length | 7 |
| Mean length | 7.763285024 |
| Min length | 5 |
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.5 KiB |
| Agree | |
|---|---|
| Strongly agree | |
| Average | |
| Neutral | 45 |
| Disagree | 25 |
| Value | Count | Frequency (%) | |
| Agree | 362 | 43.7% | |
| Strongly agree | 254 | 30.7% | |
| Average | 142 | 17.1% | |
| Neutral | 45 | 5.4% | |
| Disagree | 25 | 3.0% |
Length
| Max length | 14 |
|---|---|
| Median length | 7 |
| Mean length | 8.303140097 |
| Min length | 5 |
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.5 KiB |
| Agree | |
|---|---|
| Strongly agree | |
| Average | |
| Neutral | |
| Disagree | 31 |
| Value | Count | Frequency (%) | |
| Agree | 360 | 43.5% | |
| Strongly agree | 204 | 24.6% | |
| Average | 158 | 19.1% | |
| Neutral | 75 | 9.1% | |
| Disagree | 31 | 3.7% |
Length
| Max length | 14 |
|---|---|
| Median length | 7 |
| Mean length | 7.892512077 |
| Min length | 5 |
12.The evaluation system of the university is always fair and results are declared in time
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.5 KiB |
| Agree | |
|---|---|
| Strongly agree | |
| Average | |
| Neutral | 41 |
| Disagree | 18 |
| Value | Count | Frequency (%) | |
| Agree | 413 | 49.9% | |
| Strongly agree | 222 | 26.8% | |
| Average | 134 | 16.2% | |
| Neutral | 41 | 5.0% | |
| Disagree | 18 | 2.2% |
Length
| Max length | 14 |
|---|---|
| Median length | 7 |
| Mean length | 7.900966184 |
| Min length | 5 |
13. All faculty members of the department are co-operative, always helpful even beyond class hours
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.5 KiB |
| Agree | |
|---|---|
| Strongly agree | |
| Average | |
| Neutral | 20 |
| Disagree | 14 |
| Value | Count | Frequency (%) | |
| Agree | 356 | 43.0% | |
| Strongly agree | 316 | 38.2% | |
| Average | 122 | 14.7% | |
| Neutral | 20 | 2.4% | |
| Disagree | 14 | 1.7% |
Length
| Max length | 14 |
|---|---|
| Median length | 7 |
| Mean length | 8.828502415 |
| Min length | 5 |
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.5 KiB |
| Agree | |
|---|---|
| Strongly agree | |
| Average | |
| Neutral | 27 |
| Disagree | 8 |
| Value | Count | Frequency (%) | |
| Agree | 385 | 46.5% | |
| Strongly agree | 241 | 29.1% | |
| Average | 167 | 20.2% | |
| Neutral | 27 | 3.3% | |
| Disagree | 8 | 1.0% |
Length
| Max length | 14 |
|---|---|
| Median length | 7 |
| Mean length | 8.117149758 |
| Min length | 5 |
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.5 KiB |
| Agree | |
|---|---|
| Strongly agree | |
| Average | |
| Neutral | 39 |
| Disagree | 17 |
| Value | Count | Frequency (%) | |
| Agree | 425 | 51.3% | |
| Strongly agree | 201 | 24.3% | |
| Average | 146 | 17.6% | |
| Neutral | 39 | 4.7% | |
| Disagree | 17 | 2.1% |
Length
| Max length | 14 |
|---|---|
| Median length | 5 |
| Mean length | 7.693236715 |
| Min length | 5 |
| Distinct count | 212 |
|---|---|
| Unique (%) | 70.2% |
| Missing | 526 |
| Missing (%) | 63.5% |
| Memory size | 6.5 KiB |
| Good | 44 |
|---|---|
| good | 9 |
| Excellent | 8 |
| GOOD | 7 |
| Very good | 6 |
| Other values (207) |
| Value | Count | Frequency (%) | |
| Good | 44 | 5.3% | |
| good | 9 | 1.1% | |
| Excellent | 8 | 1.0% | |
| GOOD | 7 | 0.8% | |
| Very good | 6 | 0.7% | |
| Good. | 6 | 0.7% | |
| I AM VERY MUCH SATISFIED BY THE FACILITIES AND CO-OPERATION PROVIDED ON BEHALF OF MY COLLEGE. | 3 | 0.4% | |
| very good | 3 | 0.4% | |
| Overall good | 2 | 0.2% | |
| overall its good | 2 | 0.2% | |
| Other values (202) | 212 | 25.6% | |
| (Missing) | 526 | 63.5% |
Length
| Max length | 2159 |
|---|---|
| Median length | 3 |
| Mean length | 41.01328502 |
| Min length | 1 |
| Distinct count | 821 |
|---|---|
| Unique (%) | 99.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.5 KiB |
| 2020-07-26 13:49:16 | 2 |
|---|---|
| 2020-07-23 08:03:43 | 2 |
| 2020-07-23 15:34:11 | 2 |
| 2020-07-23 08:28:03 | 2 |
| 2020-07-23 15:06:55 | 2 |
| Other values (816) |
| Value | Count | Frequency (%) | |
| 2020-07-26 13:49:16 | 2 | 0.2% | |
| 2020-07-23 08:03:43 | 2 | 0.2% | |
| 2020-07-23 15:34:11 | 2 | 0.2% | |
| 2020-07-23 08:28:03 | 2 | 0.2% | |
| 2020-07-23 15:06:55 | 2 | 0.2% | |
| 2020-07-31 09:52:33 | 2 | 0.2% | |
| 2020-07-23 07:40:12 | 2 | 0.2% | |
| 2020-07-28 07:06:30 | 1 | 0.1% | |
| 2020-07-28 05:33:11 | 1 | 0.1% | |
| 2020-07-26 18:05:12 | 1 | 0.1% | |
| Other values (811) | 811 | 97.9% |
Length
| Max length | 19 |
|---|---|
| Median length | 19 |
| Mean length | 19 |
| Min length | 19 |
| Distinct count | 821 |
|---|---|
| Unique (%) | 99.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.5 KiB |
| 2020-07-26 13:49:16 | 2 |
|---|---|
| 2020-07-23 08:03:43 | 2 |
| 2020-07-23 15:34:11 | 2 |
| 2020-07-23 08:28:03 | 2 |
| 2020-07-23 15:06:55 | 2 |
| Other values (816) |
| Value | Count | Frequency (%) | |
| 2020-07-26 13:49:16 | 2 | 0.2% | |
| 2020-07-23 08:03:43 | 2 | 0.2% | |
| 2020-07-23 15:34:11 | 2 | 0.2% | |
| 2020-07-23 08:28:03 | 2 | 0.2% | |
| 2020-07-23 15:06:55 | 2 | 0.2% | |
| 2020-07-31 09:52:33 | 2 | 0.2% | |
| 2020-07-23 07:40:12 | 2 | 0.2% | |
| 2020-07-28 07:06:30 | 1 | 0.1% | |
| 2020-07-28 05:33:11 | 1 | 0.1% | |
| 2020-07-26 18:05:12 | 1 | 0.1% | |
| Other values (811) | 811 | 97.9% |
Length
| Max length | 19 |
|---|---|
| Median length | 19 |
| Mean length | 19 |
| Min length | 19 |
| Distinct count | 789 |
|---|---|
| Unique (%) | 95.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 644.0869565217391 |
|---|---|
| Minimum | 0 |
| Maximum | 1284 |
| Zeros | 7 |
| Zeros (%) | 0.8% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 65.7 |
| Q1 | 332.5 |
| median | 619.5 |
| Q3 | 953.5 |
| 95-th percentile | 1211.3 |
| Maximum | 1284 |
| Range | 1284 |
| Interquartile range (IQR) | 621 |
Descriptive statistics
| Standard deviation | 362.2253264 |
|---|---|
| Coefficient of variation (CV) | 0.5623857505 |
| Kurtosis | -1.2097571 |
| Mean | 644.0869565 |
| Median Absolute Deviation (MAD) | 308 |
| Skewness | 0.04161235873 |
| Sum | 533304 |
| Variance | 131207.1871 |
| Value | Count | Frequency (%) | |
| 0 | 7 | 0.8% | |
| 307 | 3 | 0.4% | |
| 140 | 3 | 0.4% | |
| 514 | 3 | 0.4% | |
| 316 | 2 | 0.2% | |
| 841 | 2 | 0.2% | |
| 59 | 2 | 0.2% | |
| 381 | 2 | 0.2% | |
| 502 | 2 | 0.2% | |
| 90 | 2 | 0.2% | |
| Other values (779) | 800 | 96.6% |
| Value | Count | Frequency (%) | |
| 0 | 7 | 0.8% | |
| 12 | 1 | 0.1% | |
| 13 | 1 | 0.1% | |
| 15 | 1 | 0.1% | |
| 16 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1284 | 1 | 0.1% | |
| 1282 | 1 | 0.1% | |
| 1275 | 1 | 0.1% | |
| 1273 | 1 | 0.1% | |
| 1271 | 1 | 0.1% |
| Distinct count | 789 |
|---|---|
| Unique (%) | 95.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 644.0869565217391 |
|---|---|
| Minimum | 0 |
| Maximum | 1284 |
| Zeros | 7 |
| Zeros (%) | 0.8% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 65.7 |
| Q1 | 332.5 |
| median | 619.5 |
| Q3 | 953.5 |
| 95-th percentile | 1211.3 |
| Maximum | 1284 |
| Range | 1284 |
| Interquartile range (IQR) | 621 |
Descriptive statistics
| Standard deviation | 362.2253264 |
|---|---|
| Coefficient of variation (CV) | 0.5623857505 |
| Kurtosis | -1.2097571 |
| Mean | 644.0869565 |
| Median Absolute Deviation (MAD) | 308 |
| Skewness | 0.04161235873 |
| Sum | 533304 |
| Variance | 131207.1871 |
| Value | Count | Frequency (%) | |
| 0 | 7 | 0.8% | |
| 307 | 3 | 0.4% | |
| 140 | 3 | 0.4% | |
| 514 | 3 | 0.4% | |
| 316 | 2 | 0.2% | |
| 841 | 2 | 0.2% | |
| 59 | 2 | 0.2% | |
| 381 | 2 | 0.2% | |
| 502 | 2 | 0.2% | |
| 90 | 2 | 0.2% | |
| Other values (779) | 800 | 96.6% |
| Value | Count | Frequency (%) | |
| 0 | 7 | 0.8% | |
| 12 | 1 | 0.1% | |
| 13 | 1 | 0.1% | |
| 15 | 1 | 0.1% | |
| 16 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1284 | 1 | 0.1% | |
| 1282 | 1 | 0.1% | |
| 1275 | 1 | 0.1% | |
| 1273 | 1 | 0.1% | |
| 1271 | 1 | 0.1% |
| Distinct count | 1 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.5 KiB |
| 0 |
|---|
| Value | Count | Frequency (%) | |
| 0 | 828 | 100.0% |
| Distinct count | 781 |
|---|---|
| Unique (%) | 94.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.5 KiB |
| 42.110.217.91 | 3 |
|---|---|
| 43.251.177.44 | 3 |
| 103.10.209.26 | 2 |
| 2409:4064:240d:9316:44d:8b94:2e97:2a6a | 2 |
| 47.11.235.212 | 2 |
| Other values (776) |
| Value | Count | Frequency (%) | |
| 42.110.217.91 | 3 | 0.4% | |
| 43.251.177.44 | 3 | 0.4% | |
| 103.10.209.26 | 2 | 0.2% | |
| 2409:4064:240d:9316:44d:8b94:2e97:2a6a | 2 | 0.2% | |
| 47.11.235.212 | 2 | 0.2% | |
| 2409:4064:810:ed68:9884:c5c0:589d:f0c6 | 2 | 0.2% | |
| 2409:4061:201c:eff::2a32:70b1 | 2 | 0.2% | |
| 2409:4061:2c1c:f92b:7c0d:c797:14f5:e559 | 2 | 0.2% | |
| 157.43.202.163 | 2 | 0.2% | |
| 2409:4061:2d15:aebc:50b8:c436:1005:84b9 | 2 | 0.2% | |
| Other values (771) | 806 | 97.3% |
Length
| Max length | 39 |
|---|---|
| Median length | 37 |
| Mean length | 28.7089372 |
| Min length | 10 |
| Distinct count | 828 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 951.06038647343 |
|---|---|
| Minimum | 13 |
| Maximum | 2596 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 85.05 |
| Q1 | 419.75 |
| median | 963.5 |
| Q3 | 1474.25 |
| 95-th percentile | 1841.65 |
| Maximum | 2596 |
| Range | 2583 |
| Interquartile range (IQR) | 1054.5 |
Descriptive statistics
| Standard deviation | 585.2803945 |
|---|---|
| Coefficient of variation (CV) | 0.6153977212 |
| Kurtosis | -1.24247292 |
| Mean | 951.0603865 |
| Median Absolute Deviation (MAD) | 533 |
| Skewness | 0.05217567926 |
| Sum | 787478 |
| Variance | 342553.1402 |
| Value | Count | Frequency (%) | |
| 1939 | 1 | 0.1% | |
| 579 | 1 | 0.1% | |
| 607 | 1 | 0.1% | |
| 604 | 1 | 0.1% | |
| 603 | 1 | 0.1% | |
| 591 | 1 | 0.1% | |
| 590 | 1 | 0.1% | |
| 589 | 1 | 0.1% | |
| 587 | 1 | 0.1% | |
| 584 | 1 | 0.1% | |
| Other values (818) | 818 | 98.8% |
| Value | Count | Frequency (%) | |
| 13 | 1 | 0.1% | |
| 15 | 1 | 0.1% | |
| 16 | 1 | 0.1% | |
| 18 | 1 | 0.1% | |
| 20 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2596 | 1 | 0.1% | |
| 1939 | 1 | 0.1% | |
| 1933 | 1 | 0.1% | |
| 1927 | 1 | 0.1% | |
| 1924 | 1 | 0.1% |
| Distinct count | 828 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.5 KiB |
| 88daz | 1 |
|---|---|
| s5wal | 1 |
| rjrr1 | 1 |
| zgb4s | 1 |
| tbgig | 1 |
| Other values (823) |
| Value | Count | Frequency (%) | |
| 88daz | 1 | 0.1% | |
| s5wal | 1 | 0.1% | |
| rjrr1 | 1 | 0.1% | |
| zgb4s | 1 | 0.1% | |
| tbgig | 1 | 0.1% | |
| 3okqf | 1 | 0.1% | |
| ucwtq | 1 | 0.1% | |
| 7uzs1 | 1 | 0.1% | |
| 27tqt | 1 | 0.1% | |
| tmzit | 1 | 0.1% | |
| Other values (818) | 818 | 98.8% |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 4.973429952 |
| Min length | 3 |
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 | 0 | Amit Kumar singh | Computer Science Engineering | 2019-20 | Agree | Agree | Strongly agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Outstanding 🙂 | 2020-07-23 06:22:32 | 2020-07-23 06:22:32 | 189 | 189 | 0 | 2409:4060:398:e094:ac5d:d1e9:305a:cfea | 13 | y51su |
| 1 | 2 | Rakesh Ranjan | Computer Science Engineering | 2019-20 | Average | Average | Average | Average | Average | Average | Average | Average | Average | Average | Average | Average | Average | Average | Average | NaN | 2020-07-23 06:28:50 | 2020-07-23 06:28:50 | 195 | 195 | 0 | 2409:4064:2516:19ed:489f:e1ff:fe51:ad10 | 15 | m4902 |
| 2 | 3 | AKASH PAUL | Computer Science Engineering | 2019-20 | Average | Agree | Agree | Neutral | Neutral | Agree | Average | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Agree | Average | Agree | Agree | NaN | 2020-07-23 06:29:41 | 2020-07-23 06:29:41 | 186 | 186 | 0 | 2401:4900:3826:a492:a23d:c27b:ed58:813a | 16 | iv1pu |
| 3 | 5 | Md Shahnawaz Ansari | Electronics and Instrumentation Engineering | 2019-20 | Neutral | Agree | Agree | Agree | Agree | Agree | Strongly agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Excellent | 2020-07-23 06:31:47 | 2020-07-23 06:31:47 | 59 | 59 | 0 | 2409:4064:4e09:2fe6:a936:da62:a8fd:e53 | 18 | ov0ws |
| 4 | 7 | shubam kumar | Electronics and Communication Engineering | 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 | 2020-07-23 06:37:29 | 2020-07-23 06:37:29 | 40 | 40 | 0 | 2409:4064:e8f:440e:485e:45ef:f0f8:843a | 20 | 3fnlt |
| 5 | 8 | SURUCHI ADHIKARY | Computer Science Engineering | 2019-20 | Strongly agree | Agree | Strongly agree | Average | Agree | Agree | Agree | Agree | Average | Agree | Agree | Strongly agree | Strongly agree | Agree | Agree | EVERYTHING IS FINE AND ONLINE CLASSES ARE ALSO GOING WELL. PRE-REQUISITE CLASSES ARE GOING QUITE WELL.ALL OVER IT IS GOOD. | 2020-07-23 06:42:10 | 2020-07-23 06:42:10 | 197 | 197 | 0 | 2409:4061:701:1c77:9597:25e2:c089:d357 | 21 | o4kol |
| 6 | 10 | Jayeti Mukherjee | Electronics and Communication Engineering | 2019-20 | Agree | Agree | Agree | Average | Average | Average | Average | Agree | Disagree | Neutral | Average | Average | Average | Average | Average | NaN | 2020-07-23 06:50:02 | 2020-07-23 06:50:02 | 203 | 203 | 0 | 2409:4061:2e03:940f:6757:ad97:9731:77b6 | 23 | 1sm2k |
| 7 | 12 | Rahul Ranjan | Computer Science Engineering | 2019-20 | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Strongly agree | Average | Average | Strongly agree | Agree | Strongly agree | Agree | Strongly agree | Strongly agree | The courses are great and the teachers provide great help and support. The college provides a perfect platform for the growth of our career. | 2020-07-23 06:55:40 | 2020-07-23 06:55:40 | 205 | 205 | 0 | 2409:4064:b13:ddcd:98d2:c4ff:2fc4:4d0f | 25 | 30vws |
| 8 | 13 | SUBHRADIP DUTTA | Electronics and Communication Engineering | 2019-20 | Agree | Agree | Agree | Average | Average | Agree | Agree | Strongly agree | Agree | Strongly agree | Agree | Agree | Agree | Agree | Agree | I M SATISFIED TO BE A STUDENT OF BCREC..It remains a colourful n blissful chapter for my life. | 2020-07-23 06:56:55 | 2020-07-23 06:56:55 | 209 | 209 | 0 | 202.142.71.247 | 26 | 3mazw |
| 9 | 14 | Neelanjana Giri | Electronics and Communication Engineering | 2019-20 | Strongly agree | Agree | Strongly agree | Strongly agree | Strongly agree | Agree | Agree | Strongly agree | Agree | Strongly agree | Average | Strongly agree | Strongly agree | Strongly agree | Agree | NaN | 2020-07-23 06:58:17 | 2020-07-23 06:58:17 | 206 | 206 | 0 | 116.193.142.75 | 27 | 2p2kn |
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 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 818 | 1716 | RAJA GARAIN | Electrical Engineering | 2019-20 | Average | Agree | Agree | Agree | Agree | Agree | Agree | Strongly agree | Neutral | Agree | Average | Disagree | Strongly agree | Average | Strongly agree | NaN | 2020-07-31 13:35:26 | 2020-07-31 13:35:26 | 1269 | 1269 | 0 | 2409:4061:413:abd2::261d:a0a5 | 1912 | hjmqn |
| 819 | 1717 | Ravikant kumar | Civil Engineering | 2019-20 | Agree | Average | Average | Neutral | Average | Strongly agree | Agree | Agree | Average | Agree | Strongly agree | Agree | Strongly agree | Agree | Strongly agree | exceeds expectations with the quality of their work. | 2020-07-31 14:37:37 | 2020-07-31 14:37:37 | 1270 | 1270 | 0 | 2409:4064:4dce:8d41::750b:510a | 1914 | u6swl |
| 820 | 1718 | Ankan Dutta | Information Technology | 2019-20 | Disagree | Average | Neutral | Agree | Agree | Agree | Agree | Average | Neutral | Disagree | Average | Neutral | Average | Agree | Agree | NaN | 2020-07-31 15:01:08 | 2020-07-31 15:01:08 | 1271 | 1271 | 0 | 42.110.212.10 | 1915 | xo1ii |
| 821 | 1720 | Ishita Lai | Electronics and Communication Engineering | 2019-20 | Agree | Agree | Strongly agree | Agree | Agree | Agree | Agree | Disagree | Agree | Agree | Neutral | Agree | Agree | Agree | Agree | In recent times, the library facility is very bad. | 2020-09-14 18:32:02 | 2020-09-14 18:32:02 | 351 | 351 | 0 | 2401:4900:3829:a10:f9ff:3d37:3784:f264 | 2596 | kp5v8 |
| 822 | 1723 | Prerona Dutta | Electronics and Instrumentation Engineering | 2019-20 | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Neutral | Agree | Agree | Agree | Agree | Blessed to be a part of BCREC. | 2020-07-31 15:54:39 | 2020-07-31 15:54:39 | 154 | 154 | 0 | 45.116.191.236 | 1919 | wf75i |
| 823 | 1724 | Bajradeepon Saha | Information Technology | 2019-20 | Strongly agree | Agree | Strongly agree | Neutral | Agree | Strongly agree | Strongly agree | Agree | Average | Disagree | Strongly agree | Strongly agree | Strongly agree | Agree | Agree | need to introduce student club and tech clubs. | 2020-07-31 16:08:17 | 2020-07-31 16:08:17 | 1273 | 1273 | 0 | 45.116.190.250 | 1920 | y1iy6 |
| 824 | 1727 | Ritick Ghosh | Electrical Engineering | 2019-20 | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | Agree | NaN | 2020-08-01 03:11:14 | 2020-08-01 03:11:14 | 1275 | 1275 | 0 | 2409:4061:60b:37fb::fbc:18ac | 1924 | kam95 |
| 825 | 1729 | Simran | Information Technology | 2019-20 | Agree | Agree | Agree | Agree | Agree | Strongly agree | Agree | Agree | Average | Agree | Agree | Agree | Agree | Agree | Agree | NaN | 2020-08-01 08:55:15 | 2020-08-01 08:55:15 | 1282 | 1282 | 0 | 2409:4064:4e95:34a7:3ca0:b331:8ed8:300c | 1927 | da5ky |
| 826 | 1731 | Mohammad Faizan | Mechanical Engineering | 2019-20 | Disagree | Disagree | Disagree | Disagree | Disagree | Disagree | Disagree | Agree | Average | Average | Disagree | Average | Average | Disagree | Disagree | NaN | 2020-08-01 15:32:12 | 2020-08-01 15:32:12 | 594 | 594 | 0 | 2401:4900:3629:8c2a:1:1:7f27:acdd | 1933 | yelw8 |
| 827 | 1735 | Pronab Barman | Civil Engineering | 2019-20 | Agree | Agree | Agree | Average | Agree | Agree | Agree | Agree | Average | Agree | Agree | Agree | Agree | Agree | Agree | NaN | 2020-08-02 17:16:51 | 2020-08-02 17:16:51 | 1284 | 1284 | 0 | 117.194.103.213 | 1939 | o4mst |