Overview

Dataset statistics

Number of variables28
Number of observations427
Missing cells307
Missing cells (%)2.6%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory93.5 KiB
Average record size in memory224.3 B

Variable types

CAT23
NUM4
BOOL1

Reproduction

Analysis started2020-10-02 07:33:12.575635
Analysis finished2020-10-02 07:33:17.837295
Duration5.26 seconds
Versionpandas-profiling v2.8.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml

Warnings

Academic Year has constant value "2018-19" Constant
Draft has constant value "0" Constant
Name has a high cardinality: 396 distinct values High cardinality
Remarks: has a high cardinality: 95 distinct values High cardinality
Timestamp has a high cardinality: 426 distinct values High cardinality
Last Updated has a high cardinality: 426 distinct values High cardinality
IP has a high cardinality: 407 distinct values High cardinality
Updated By is highly correlated with Created ByHigh correlation
Created By is highly correlated with Updated ByHigh correlation
ID is highly correlated with df_indexHigh correlation
df_index is highly correlated with IDHigh correlation
Remarks: has 307 (71.9%) 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

Variables

df_index
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count427
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean844.7002341920374
Minimum1
Maximum1734
Zeros0
Zeros (%)0.0%
Memory size3.3 KiB

Quantile statistics

Minimum1
5-th percentile100.3
Q1421.5
median849
Q31279.5
95-th percentile1603.9
Maximum1734
Range1733
Interquartile range (IQR)858

Descriptive statistics

Standard deviation487.6292308
Coefficient of variation (CV)0.5772808046
Kurtosis-1.218053589
Mean844.7002342
Median Absolute Deviation (MAD)431
Skewness0.02589130953
Sum360687
Variance237782.2667
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
101910.2%
 
28010.2%
 
108510.2%
 
28510.2%
 
131010.2%
 
131210.2%
 
131310.2%
 
131410.2%
 
157510.2%
 
29310.2%
 
Other values (417)41797.7%
 
ValueCountFrequency (%) 
110.2%
 
410.2%
 
610.2%
 
2410.2%
 
2710.2%
 
ValueCountFrequency (%) 
173410.2%
 
173210.2%
 
172610.2%
 
172510.2%
 
172210.2%
 

Name
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count396
Unique (%)92.7%
Missing0
Missing (%)0.0%
Memory size3.3 KiB
ANUJ KUMAR
 
3
Swapnanil Chakraborty
 
2
Rahul Mondal
 
2
Supriyo Pal
 
2
Rahul Kumar
 
2
Other values (391)
416
ValueCountFrequency (%) 
ANUJ KUMAR30.7%
 
Swapnanil Chakraborty20.5%
 
Rahul Mondal20.5%
 
Supriyo Pal20.5%
 
Rahul Kumar20.5%
 
Abhishek Kumar20.5%
 
Souvik Das20.5%
 
Arya Princy20.5%
 
Saikat Das20.5%
 
MANISH KUMAR MAHATO20.5%
 
Other values (386)40695.1%
 

Length

Max length25
Median length13
Mean length13.39344262
Min length4

Department
Categorical

Distinct count7
Unique (%)1.6%
Missing0
Missing (%)0.0%
Memory size3.3 KiB
Electronics and Communication Engineering
174
Electrical Engineering
79
Mechanical Engineering
59
Computer Science Engineering
45
Civil Engineering
42
Other values (2)
 
28
ValueCountFrequency (%) 
Electronics and Communication Engineering17440.7%
 
Electrical Engineering7918.5%
 
Mechanical Engineering5913.8%
 
Computer Science Engineering4510.5%
 
Civil Engineering429.8%
 
Information Technology163.7%
 
Electronics and Instrumentation Engineering122.8%
 

Length

Max length43
Median length28
Mean length30.47306792
Min length17

Academic Year
Categorical

CONSTANT
REJECTED

Distinct count1
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size3.3 KiB
2018-19
427
ValueCountFrequency (%) 
2018-19427100.0%
 

Length

Max length7
Median length7
Mean length7
Min length7

1. The curriculum is up to date and relevant from the point of view of employability
Categorical

Distinct count5
Unique (%)1.2%
Missing0
Missing (%)0.0%
Memory size3.3 KiB
Agree
244
Strongly agree
95
Average
69
Neutral
 
11
Disagree
 
8
ValueCountFrequency (%) 
Agree24457.1%
 
Strongly agree9522.2%
 
Average6916.2%
 
Neutral112.6%
 
Disagree81.9%
 

Length

Max length14
Median length5
Mean length7.433255269
Min length5

2. The core courses offer an in-depth exposure to the subject
Categorical

Distinct count5
Unique (%)1.2%
Missing0
Missing (%)0.0%
Memory size3.3 KiB
Agree
233
Strongly agree
99
Average
78
Neutral
 
15
Disagree
 
2
ValueCountFrequency (%) 
Agree23354.6%
 
Strongly agree9923.2%
 
Average7818.3%
 
Neutral153.5%
 
Disagree20.5%
 

Length

Max length14
Median length5
Mean length7.536299766
Min length5

3. Pre-requisite courses / topics are covered in the curriculum prior to introduction of a course
Categorical

Distinct count5
Unique (%)1.2%
Missing0
Missing (%)0.0%
Memory size3.3 KiB
Agree
214
Strongly agree
121
Average
73
Neutral
 
13
Disagree
 
6
ValueCountFrequency (%) 
Agree21450.1%
 
Strongly agree12128.3%
 
Average7317.1%
 
Neutral133.0%
 
Disagree61.4%
 

Length

Max length14
Median length5
Mean length7.995316159
Min length5

4. Sufficient practical exposure is provided for the theoretical concepts in the courses
Categorical

Distinct count5
Unique (%)1.2%
Missing0
Missing (%)0.0%
Memory size3.3 KiB
Agree
190
Strongly agree
106
Average
105
Neutral
 
15
Disagree
 
11
ValueCountFrequency (%) 
Agree19044.5%
 
Strongly agree10624.8%
 
Average10524.6%
 
Neutral153.5%
 
Disagree112.6%
 

Length

Max length14
Median length7
Mean length7.8735363
Min length5

5. Adequate exposure is provided to relevant software
Categorical

Distinct count5
Unique (%)1.2%
Missing0
Missing (%)0.0%
Memory size3.3 KiB
Agree
213
Average
118
Strongly agree
72
Neutral
 
21
Disagree
 
3
ValueCountFrequency (%) 
Agree21349.9%
 
Average11827.6%
 
Strongly agree7216.9%
 
Neutral214.9%
 
Disagree30.7%
 

Length

Max length14
Median length7
Mean length7.18969555
Min length5

6. The courses enhance the analytical/ problem solving/ critical thinking/ innovative skills/Team work/communication skill
Categorical

Distinct count5
Unique (%)1.2%
Missing0
Missing (%)0.0%
Memory size3.3 KiB
Agree
222
Strongly agree
98
Average
82
Neutral
 
21
Disagree
 
4
ValueCountFrequency (%) 
Agree22252.0%
 
Strongly agree9823.0%
 
Average8219.2%
 
Neutral214.9%
 
Disagree40.9%
 

Length

Max length14
Median length5
Mean length7.576112412
Min length5

7. College provides the opportunity to learn and grow with ethical principles and a sense of responsibility for the society and the environment
Categorical

Distinct count5
Unique (%)1.2%
Missing0
Missing (%)0.0%
Memory size3.3 KiB
Agree
217
Strongly agree
112
Average
81
Neutral
 
9
Disagree
 
8
ValueCountFrequency (%) 
Agree21750.8%
 
Strongly agree11226.2%
 
Average8119.0%
 
Neutral92.1%
 
Disagree81.9%
 

Length

Max length14
Median length5
Mean length7.838407494
Min length5

8. The library provides text book, reference book, and other e resources as and when required
Categorical

Distinct count5
Unique (%)1.2%
Missing0
Missing (%)0.0%
Memory size3.3 KiB
Agree
198
Strongly agree
147
Average
68
Neutral
 
12
Disagree
 
2
ValueCountFrequency (%) 
Agree19846.4%
 
Strongly agree14734.4%
 
Average6815.9%
 
Neutral122.8%
 
Disagree20.5%
 

Length

Max length14
Median length7
Mean length8.487119438
Min length5

9. The canteen facility is quite adequate and the quality of food is also good
Categorical

Distinct count5
Unique (%)1.2%
Missing0
Missing (%)0.0%
Memory size3.3 KiB
Agree
159
Average
132
Strongly agree
78
Neutral
37
Disagree
 
21
ValueCountFrequency (%) 
Agree15937.2%
 
Average13230.9%
 
Strongly agree7818.3%
 
Neutral378.7%
 
Disagree214.9%
 

Length

Max length14
Median length7
Mean length7.583138173
Min length5

10. Classrooms are spacious, well ventilated and smart classroom facility is also available in the department
Categorical

Distinct count5
Unique (%)1.2%
Missing0
Missing (%)0.0%
Memory size3.3 KiB
Agree
189
Strongly agree
123
Average
82
Neutral
 
22
Disagree
 
11
ValueCountFrequency (%) 
Agree18944.3%
 
Strongly agree12328.8%
 
Average8219.2%
 
Neutral225.2%
 
Disagree112.6%
 

Length

Max length14
Median length7
Mean length8.156908665
Min length5

11. The college provides hostel facilities with all necessary amenities to the student
Categorical

Distinct count5
Unique (%)1.2%
Missing0
Missing (%)0.0%
Memory size3.3 KiB
Agree
199
Strongly agree
100
Average
76
Neutral
 
39
Disagree
 
13
ValueCountFrequency (%) 
Agree19946.6%
 
Strongly agree10023.4%
 
Average7617.8%
 
Neutral399.1%
 
Disagree133.0%
 

Length

Max length14
Median length7
Mean length7.737704918
Min length5

12.The evaluation system of the university is always fair and results are declared in time
Categorical

Distinct count5
Unique (%)1.2%
Missing0
Missing (%)0.0%
Memory size3.3 KiB
Agree
208
Strongly agree
119
Average
73
Neutral
 
16
Disagree
 
11
ValueCountFrequency (%) 
Agree20848.7%
 
Strongly agree11927.9%
 
Average7317.1%
 
Neutral163.7%
 
Disagree112.6%
 

Length

Max length14
Median length7
Mean length8.00234192
Min length5

13. All faculty members of the department are co-operative, always helpful even beyond class hours
Categorical

Distinct count5
Unique (%)1.2%
Missing0
Missing (%)0.0%
Memory size3.3 KiB
Agree
184
Strongly agree
179
Average
51
Neutral
 
8
Disagree
 
5
ValueCountFrequency (%) 
Agree18443.1%
 
Strongly agree17941.9%
 
Average5111.9%
 
Neutral81.9%
 
Disagree51.2%
 

Length

Max length14
Median length7
Mean length9.084309133
Min length5

14. Faculty members explains different topics through example and practical applications and often use computer aided methods of teaching (online/offline)
Categorical

Distinct count5
Unique (%)1.2%
Missing0
Missing (%)0.0%
Memory size3.3 KiB
Agree
219
Strongly agree
122
Average
65
Neutral
 
13
Disagree
 
8
ValueCountFrequency (%) 
Agree21951.3%
 
Strongly agree12228.6%
 
Average6515.2%
 
Neutral133.0%
 
Disagree81.9%
 

Length

Max length14
Median length5
Mean length7.992974239
Min length5

15. Co-Curricular activities are encouraged and endorsed by faculty members .
Categorical

Distinct count5
Unique (%)1.2%
Missing0
Missing (%)0.0%
Memory size3.3 KiB
Agree
222
Strongly agree
95
Average
80
Neutral
 
21
Disagree
 
9
ValueCountFrequency (%) 
Agree22252.0%
 
Strongly agree9522.2%
 
Average8018.7%
 
Neutral214.9%
 
Disagree92.1%
 

Length

Max length14
Median length5
Mean length7.538641686
Min length5

Remarks:
Categorical

HIGH CARDINALITY
MISSING

Distinct count95
Unique (%)79.2%
Missing307
Missing (%)71.9%
Memory size3.3 KiB
Good
 
12
good
 
7
Very good
 
4
75
 
2
This has been a wonderful new learning experience for me. The professors are helpful and knowledgeable. They are able to provide opportunities related to academic studies allowing students to develop their knowledge & improve their skills. However college should give more attention to extracurricular activities for the students and introduce new opportunities in those fields also so that students can experience the real world better.
 
2
Other values (90)
93
ValueCountFrequency (%) 
Good122.8%
 
good71.6%
 
Very good40.9%
 
7520.5%
 
This has been a wonderful new learning experience for me. The professors are helpful and knowledgeable. They are able to provide opportunities related to academic studies allowing students to develop their knowledge & improve their skills. However college should give more attention to extracurricular activities for the students and introduce new opportunities in those fields also so that students can experience the real world better.20.5%
 
Average20.5%
 
Satisfied20.5%
 
No20.5%
 
Excellent College10.2%
 
Excellent10.2%
 
Other values (85)8519.9%
 
(Missing)30771.9%
 

Length

Max length1262
Median length3
Mean length30.47540984
Min length1

Timestamp
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count426
Unique (%)99.8%
Missing0
Missing (%)0.0%
Memory size3.3 KiB
2020-07-30 14:41:15
 
2
2020-07-28 16:19:00
 
1
2020-07-27 06:35:49
 
1
2020-07-27 05:08:58
 
1
2020-07-26 14:49:37
 
1
Other values (421)
421
ValueCountFrequency (%) 
2020-07-30 14:41:1520.5%
 
2020-07-28 16:19:0010.2%
 
2020-07-27 06:35:4910.2%
 
2020-07-27 05:08:5810.2%
 
2020-07-26 14:49:3710.2%
 
2020-07-26 14:15:1210.2%
 
2020-07-23 09:35:3910.2%
 
2020-07-26 14:36:1610.2%
 
2020-07-23 12:00:0210.2%
 
2020-07-25 05:18:2010.2%
 
Other values (416)41697.4%
 

Length

Max length19
Median length19
Mean length19
Min length19

Last Updated
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count426
Unique (%)99.8%
Missing0
Missing (%)0.0%
Memory size3.3 KiB
2020-07-30 14:41:15
 
2
2020-07-28 16:19:00
 
1
2020-07-27 06:35:49
 
1
2020-07-27 05:08:58
 
1
2020-07-26 14:49:37
 
1
Other values (421)
421
ValueCountFrequency (%) 
2020-07-30 14:41:1520.5%
 
2020-07-28 16:19:0010.2%
 
2020-07-27 06:35:4910.2%
 
2020-07-27 05:08:5810.2%
 
2020-07-26 14:49:3710.2%
 
2020-07-26 14:15:1210.2%
 
2020-07-23 09:35:3910.2%
 
2020-07-26 14:36:1610.2%
 
2020-07-23 12:00:0210.2%
 
2020-07-25 05:18:2010.2%
 
Other values (416)41697.4%
 

Length

Max length19
Median length19
Mean length19
Min length19

Created By
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count403
Unique (%)94.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean608.3536299765808
Minimum0
Maximum1284
Zeros3
Zeros (%)0.7%
Memory size3.3 KiB

Quantile statistics

Minimum0
5-th percentile51.4
Q1319
median581
Q3939.5
95-th percentile1134.5
Maximum1284
Range1284
Interquartile range (IQR)620.5

Descriptive statistics

Standard deviation353.717254
Coefficient of variation (CV)0.5814336211
Kurtosis-1.227394867
Mean608.35363
Median Absolute Deviation (MAD)317
Skewness0.008991877121
Sum259767
Variance125115.8958
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
030.7%
 
98220.5%
 
4920.5%
 
25920.5%
 
81820.5%
 
50220.5%
 
50320.5%
 
39320.5%
 
96320.5%
 
35820.5%
 
Other values (393)40695.1%
 
ValueCountFrequency (%) 
030.7%
 
1210.2%
 
1310.2%
 
1510.2%
 
1710.2%
 
ValueCountFrequency (%) 
128410.2%
 
127510.2%
 
127310.2%
 
126910.2%
 
126810.2%
 

Updated By
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count403
Unique (%)94.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean608.3536299765808
Minimum0
Maximum1284
Zeros3
Zeros (%)0.7%
Memory size3.3 KiB

Quantile statistics

Minimum0
5-th percentile51.4
Q1319
median581
Q3939.5
95-th percentile1134.5
Maximum1284
Range1284
Interquartile range (IQR)620.5

Descriptive statistics

Standard deviation353.717254
Coefficient of variation (CV)0.5814336211
Kurtosis-1.227394867
Mean608.35363
Median Absolute Deviation (MAD)317
Skewness0.008991877121
Sum259767
Variance125115.8958
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
030.7%
 
98220.5%
 
4920.5%
 
25920.5%
 
81820.5%
 
50220.5%
 
50320.5%
 
39320.5%
 
96320.5%
 
35820.5%
 
Other values (393)40695.1%
 
ValueCountFrequency (%) 
030.7%
 
1210.2%
 
1310.2%
 
1510.2%
 
1710.2%
 
ValueCountFrequency (%) 
128410.2%
 
127510.2%
 
127310.2%
 
126910.2%
 
126810.2%
 

Draft
Boolean

CONSTANT
REJECTED

Distinct count1
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size3.3 KiB
0
427
ValueCountFrequency (%) 
0427100.0%
 

IP
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count407
Unique (%)95.3%
Missing0
Missing (%)0.0%
Memory size3.3 KiB
42.110.217.91
 
3
157.43.202.163
 
2
2409:4064:b9c:e23b:1829:497a:eaba:77e5
 
2
2409:4061:2d92:6919:8d8a:81fd:b7c0:3c88
 
2
2409:4064:a81:1652:2187:fe4:31c2:dfbc
 
2
Other values (402)
416
ValueCountFrequency (%) 
42.110.217.9130.7%
 
157.43.202.16320.5%
 
2409:4064:b9c:e23b:1829:497a:eaba:77e520.5%
 
2409:4061:2d92:6919:8d8a:81fd:b7c0:3c8820.5%
 
2409:4064:a81:1652:2187:fe4:31c2:dfbc20.5%
 
45.64.222.16520.5%
 
2402:3a80:1ad7:c166:766c:756b:3f4a:193d20.5%
 
2409:4061:592:7b59:1ae:dc84:c18:27dc20.5%
 
2401:4900:1214:a2f8:459f:e6e7:87c4:2bf420.5%
 
117.237.221.18020.5%
 
Other values (397)40695.1%
 

Length

Max length39
Median length37
Mean length28.56440281
Min length11

ID
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count427
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean926.9274004683841
Minimum14
Maximum1938
Zeros0
Zeros (%)0.0%
Memory size3.3 KiB

Quantile statistics

Minimum14
5-th percentile115.3
Q1445
median941
Q31414.5
95-th percentile1779.8
Maximum1938
Range1924
Interquartile range (IQR)969.5

Descriptive statistics

Standard deviation547.4708403
Coefficient of variation (CV)0.5906296869
Kurtosis-1.268768878
Mean926.9274005
Median Absolute Deviation (MAD)484
Skewness0.06131001709
Sum395798
Variance299724.321
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
101810.2%
 
175210.2%
 
30010.2%
 
132610.2%
 
132910.2%
 
133110.2%
 
30810.2%
 
30910.2%
 
31210.2%
 
31310.2%
 
Other values (417)41797.7%
 
ValueCountFrequency (%) 
1410.2%
 
1710.2%
 
1910.2%
 
3710.2%
 
4010.2%
 
ValueCountFrequency (%) 
193810.2%
 
193410.2%
 
192310.2%
 
192110.2%
 
191810.2%
 

Key
Categorical

UNIQUE

Distinct count427
Unique (%)100.0%
Missing0
Missing (%)0.0%
Memory size3.3 KiB
qgvzl
 
1
5ncwp
 
1
9nyx8
 
1
xph5x
 
1
5ti84
 
1
Other values (422)
422
ValueCountFrequency (%) 
qgvzl10.2%
 
5ncwp10.2%
 
9nyx810.2%
 
xph5x10.2%
 
5ti8410.2%
 
lgvt610.2%
 
qx04t10.2%
 
afuet10.2%
 
mipjo10.2%
 
8z5iq10.2%
 
Other values (417)41797.7%
 

Length

Max length6
Median length5
Mean length4.978922717
Min length4

Interactions

Correlations

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.

Missing values

Sample

First rows

df_indexNameDepartmentAcademic Year1. The curriculum is up to date and relevant from the point of view of employability2. The core courses offer an in-depth exposure to the subject3. Pre-requisite courses / topics are covered in the curriculum prior to introduction of a course4. Sufficient practical exposure is provided for the theoretical concepts in the courses5. Adequate exposure is provided to relevant software6. The courses enhance the analytical/ problem solving/ critical thinking/ innovative skills/Team work/communication skill7. College provides the opportunity to learn and grow with ethical principles and a sense of responsibility for the society and the environment8. The library provides text book, reference book, and other e resources as and when required9. The canteen facility is quite adequate and the quality of food is also good10. Classrooms are spacious, well ventilated and smart classroom facility is also available in the department11. The college provides hostel facilities with all necessary amenities to the student12.The evaluation system of the university is always fair and results are declared in time13. All faculty members of the department are co-operative, always helpful even beyond class hours14. 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:TimestampLast UpdatedCreated ByUpdated ByDraftIPIDKey
01Sachin PrasadComputer Science Engineering2018-19AgreeAgreeStrongly agreeAverageAverageAgreeAverageAverageNeutralNeutralAverageAverageAgreeAverageAgreeNaN2020-07-23 06:24:022020-07-23 06:24:0218818802405:204:8481:17ae:9c2e:6cc0:be2f:ff2614lt7fm
14RamaComputer Science Engineering2018-19Strongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeAverageStrongly agreeStrongly agreeAgreeAgreeAgreeAverageNaN2020-07-23 06:30:302020-07-23 06:30:3019419402401:4900:36be:d77c:2:2:847f:ac731736z1h
26Shreyasi DanComputer Science Engineering2018-19Strongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeNaN2020-07-23 06:36:122020-07-23 06:36:121911910157.43.160.16519v67o0
324Rashmi kumariElectronics and Communication Engineering2018-19AverageAgreeStrongly agreeStrongly agreeAgreeStrongly agreeStrongly agreeStrongly agreeAverageAgreeAgreeAverageAgreeStrongly agreeAgreeNaN2020-07-23 07:08:342020-07-23 07:08:3414614602409:4064:4dbd:1baf:c788:8668:3d18:b80037hd835
427SANDIP KUMAR DASElectronics and Communication Engineering2018-19AverageAgreeAverageAgreeAgreeAgreeAverageAgreeAgreeAverageAgreeAverageAgreeAverageAgreeNaN2020-07-23 07:14:192020-07-23 07:14:1922622602401:4900:16cd:68f0:29d3:a59:c634:eae240ji9d4
534Sanjana MukherjeeElectronics and Communication Engineering2018-19NeutralNeutralNeutralNeutralNeutralNeutralNeutralNeutralNeutralNeutralNeutralNeutralNeutralNeutralNeutralNaN2020-07-23 07:26:022020-07-23 07:26:0222422402401:4900:382e:35d3:8987:21b3:c81:5a60477qjty
636Aditya KumarElectronics and Communication Engineering2018-19AgreeAverageAgreeAverageAgreeStrongly agreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeGreat place to explore a new thing.2020-07-23 07:28:162020-07-23 07:28:163838027.61.64.170493imkg
740Anubhab PatraElectronics and Communication Engineering2018-19AverageAverageNeutralNeutralAverageNeutralAverageAgreeAverageAgreeNeutralAgreeAgreeAverageAgreeNaN2020-07-23 07:33:592020-07-23 07:33:59323202401:4900:3828:4726:9a65:9bd4:9632:bf1f53anr9d
850Akash SinhaElectronics and Communication Engineering2018-19Strongly agreeStrongly agreeStrongly agreeAgreeAgreeStrongly agreeAgreeStrongly agreeAgreeAverageAverageAgreeStrongly agreeStrongly agreeAgreeNaN2020-07-23 07:41:512020-07-23 07:41:51292902409:4064:2108:8de0:ad26:133:2d25:42b8637oui5
951Deblina RoyElectronics and Communication Engineering2018-19AverageAgreeAverageAgreeAgreeAverageAverageAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAllover good2020-07-23 07:42:422020-07-23 07:42:42181802409:4061:2d82:d077:a23f:6c40:c8ac:ca3064dz8xt

Last rows

df_indexNameDepartmentAcademic Year1. The curriculum is up to date and relevant from the point of view of employability2. The core courses offer an in-depth exposure to the subject3. Pre-requisite courses / topics are covered in the curriculum prior to introduction of a course4. Sufficient practical exposure is provided for the theoretical concepts in the courses5. Adequate exposure is provided to relevant software6. The courses enhance the analytical/ problem solving/ critical thinking/ innovative skills/Team work/communication skill7. College provides the opportunity to learn and grow with ethical principles and a sense of responsibility for the society and the environment8. The library provides text book, reference book, and other e resources as and when required9. The canteen facility is quite adequate and the quality of food is also good10. Classrooms are spacious, well ventilated and smart classroom facility is also available in the department11. The college provides hostel facilities with all necessary amenities to the student12.The evaluation system of the university is always fair and results are declared in time13. All faculty members of the department are co-operative, always helpful even beyond class hours14. 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:TimestampLast UpdatedCreated ByUpdated ByDraftIPIDKey
4171683Md Faiz HassanCivil Engineering2018-19AgreeStrongly agreeStrongly agreeStrongly agreeNeutralStrongly agreeAgreeAgreeNeutralStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeThank you so much for this wonderful education. It was far greater than I ever dared to hope.2020-07-30 16:16:202020-07-30 16:16:201213121302401:4900:126d:b34:bcaa:3b8b:ad7f:69d91872sl85c
4181689Rahul KumarInformation Technology2018-19AgreeAverageAgreeAgreeAgreeAgreeStrongly agreeAgreeDisagreeAgreeAverageAgreeAgreeAgreeAgree82020-07-30 16:38:572020-07-30 16:38:571249124902409:4064:208d:ba77:8b5a:c595:6b9:fd1e1878epp4p
4191701Ritu RajCivil Engineering2018-19AgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeNaN2020-07-31 04:37:592020-07-31 04:37:591163116302409:4064:2e07:fc26::e749:5b0018933r5ob
4201713Aditya paulComputer Science Engineering2018-19AgreeAgreeAgreeAgreeAgreeStrongly agreeStrongly agreeStrongly agreeAverageStrongly agreeAgreeStrongly agreeStrongly agreeAgreeAverageNaN2020-07-31 11:54:192020-07-31 11:54:19126812680223.187.248.2431907fjw02
4211715RAJA GARAINElectrical Engineering2018-19AgreeStrongly agreeStrongly agreeAgreeAgreeAgreeAgreeStrongly agreeStrongly agreeStrongly agreeAverageDisagreeStrongly agreeAverageAgreeNaN2020-07-31 13:33:382020-07-31 13:33:381269126902409:4061:413:abd2::261d:a0a51911hne4p
4221722Prerona DuttaElectronics and Instrumentation Engineering2018-19Strongly agreeStrongly agreeStrongly agreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeNeutralAgreeAgreeAgreeAgreeBlessed to be a part of BCREC2020-07-31 15:53:392020-07-31 15:53:39154154045.116.191.2361918yc3xa
4231725Bajradeepon SahaInformation Technology2018-19Strongly agreeAgreeStrongly agreeAgreeAverageStrongly agreeStrongly agreeAgreeAverageAgreeStrongly agreeStrongly agreeStrongly agreeAgreeAgreeNaN2020-07-31 16:10:062020-07-31 16:10:0612731273045.116.190.2501921w97yk
4241726Ritick GhoshElectrical Engineering2018-19AgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeNaN2020-08-01 03:10:212020-08-01 03:10:211275127502409:4061:60b:37fb::fbc:18ac1923uiw00
4251732ANUJ KUMARCivil Engineering2018-19Strongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeAgreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeNaN2020-08-01 16:40:242020-08-01 16:40:2496396302409:4064:2385:81c0:c8f7:6aff:fe9a:4911934hx7wf
4261734Pronab BarmanCivil Engineering2018-19AgreeAgreeAgreeAverageAgreeAgreeAgreeAgreeAverageAgreeAgreeAgreeAgreeAgreeAgreeNaN2020-08-02 17:15:512020-08-02 17:15:51128412840117.194.103.21319385uiu4