Overview

Dataset statistics

Number of variables28
Number of observations261
Missing cells215
Missing cells (%)2.9%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory57.2 KiB
Average record size in memory224.5 B

Variable types

CAT23
NUM4
BOOL1

Reproduction

Analysis started2020-10-02 07:32:55.808293
Analysis finished2020-10-02 07:33:00.704101
Duration4.9 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 "2017-18" Constant
Draft has constant value "0" Constant
Name has a high cardinality: 245 distinct values High cardinality
IP has a high cardinality: 247 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 215 (82.4%) missing values Missing
Name is uniformly distributed Uniform
IP is uniformly distributed Uniform
df_index has unique values Unique
Timestamp has unique values Unique
Last Updated has unique values Unique
ID has unique values Unique
Key has unique values Unique
Created By has 3 (1.1%) zeros Zeros
Updated By has 3 (1.1%) zeros Zeros

Variables

df_index
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count261
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean841.183908045977
Minimum35
Maximum1733
Zeros0
Zeros (%)0.0%
Memory size2.0 KiB

Quantile statistics

Minimum35
5-th percentile119
Q1443
median813
Q31246
95-th percentile1616
Maximum1733
Range1698
Interquartile range (IQR)803

Descriptive statistics

Standard deviation482.1438469
Coefficient of variation (CV)0.573172932
Kurtosis-1.151045926
Mean841.183908
Median Absolute Deviation (MAD)399
Skewness0.1654673705
Sum219549
Variance232462.6891
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
50910.4%
 
19110.4%
 
121210.4%
 
69710.4%
 
18410.4%
 
18210.4%
 
134610.4%
 
69110.4%
 
120110.4%
 
120010.4%
 
Other values (251)25196.2%
 
ValueCountFrequency (%) 
3510.4%
 
5310.4%
 
5510.4%
 
6310.4%
 
6610.4%
 
ValueCountFrequency (%) 
173310.4%
 
173010.4%
 
172110.4%
 
171210.4%
 
169710.4%
 

Name
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count245
Unique (%)93.9%
Missing0
Missing (%)0.0%
Memory size2.0 KiB
J KESAVA MURALI MANOHAR
 
3
ATHAR NESHAT
 
3
Arunabha Goswami
 
3
Anurag Ranjan
 
2
Amartya Panja
 
2
Other values (240)
248
ValueCountFrequency (%) 
J KESAVA MURALI MANOHAR31.1%
 
ATHAR NESHAT31.1%
 
Arunabha Goswami31.1%
 
Anurag Ranjan20.8%
 
Amartya Panja20.8%
 
Sulekha Das20.8%
 
Prabipriya Samanta20.8%
 
CHAITY PAL20.8%
 
JAYDEO KALINDI20.8%
 
SHIBNATH GANGULY20.8%
 
Other values (235)23891.2%
 

Length

Max length25
Median length13
Mean length13.66283525
Min length6

Department
Categorical

Distinct count7
Unique (%)2.7%
Missing0
Missing (%)0.0%
Memory size2.0 KiB
Electronics and Communication Engineering
115
Electrical Engineering
55
Mechanical Engineering
43
Civil Engineering
 
19
Computer Science Engineering
 
17
Other values (2)
 
12
ValueCountFrequency (%) 
Electronics and Communication Engineering11544.1%
 
Electrical Engineering5521.1%
 
Mechanical Engineering4316.5%
 
Civil Engineering197.3%
 
Computer Science Engineering176.5%
 
Electronics and Instrumentation Engineering62.3%
 
Information Technology62.3%
 

Length

Max length43
Median length28
Mean length30.88122605
Min length17

Academic Year
Categorical

CONSTANT
REJECTED

Distinct count1
Unique (%)0.4%
Missing0
Missing (%)0.0%
Memory size2.0 KiB
2017-18
261
ValueCountFrequency (%) 
2017-18261100.0%
 

Length

Max length7
Median length7
Mean length7
Min length7
Distinct count5
Unique (%)1.9%
Missing0
Missing (%)0.0%
Memory size2.0 KiB
Agree
138
Strongly agree
53
Average
46
Neutral
 
13
Disagree
 
11
ValueCountFrequency (%) 
Agree13852.9%
 
Strongly agree5320.3%
 
Average4617.6%
 
Neutral135.0%
 
Disagree114.2%
 

Length

Max length14
Median length5
Mean length7.406130268
Min length5
Distinct count5
Unique (%)1.9%
Missing0
Missing (%)0.0%
Memory size2.0 KiB
Agree
126
Strongly agree
59
Average
59
Neutral
 
15
Disagree
 
2
ValueCountFrequency (%) 
Agree12648.3%
 
Strongly agree5922.6%
 
Average5922.6%
 
Neutral155.7%
 
Disagree20.8%
 

Length

Max length14
Median length7
Mean length7.624521073
Min length5
Distinct count5
Unique (%)1.9%
Missing0
Missing (%)0.0%
Memory size2.0 KiB
Agree
127
Strongly agree
60
Average
57
Neutral
 
12
Disagree
 
5
ValueCountFrequency (%) 
Agree12748.7%
 
Strongly agree6023.0%
 
Average5721.8%
 
Neutral124.6%
 
Disagree51.9%
 

Length

Max length14
Median length7
Mean length7.655172414
Min length5
Distinct count5
Unique (%)1.9%
Missing0
Missing (%)0.0%
Memory size2.0 KiB
Agree
117
Average
61
Strongly agree
60
Neutral
 
17
Disagree
 
6
ValueCountFrequency (%) 
Agree11744.8%
 
Average6123.4%
 
Strongly agree6023.0%
 
Neutral176.5%
 
Disagree62.3%
 

Length

Max length14
Median length7
Mean length7.735632184
Min length5
Distinct count5
Unique (%)1.9%
Missing0
Missing (%)0.0%
Memory size2.0 KiB
Agree
124
Average
74
Strongly agree
39
Neutral
 
18
Disagree
 
6
ValueCountFrequency (%) 
Agree12447.5%
 
Average7428.4%
 
Strongly agree3914.9%
 
Neutral186.9%
 
Disagree62.3%
 

Length

Max length14
Median length7
Mean length7.118773946
Min length5
Distinct count5
Unique (%)1.9%
Missing0
Missing (%)0.0%
Memory size2.0 KiB
Agree
129
Strongly agree
56
Average
53
Neutral
 
17
Disagree
 
6
ValueCountFrequency (%) 
Agree12949.4%
 
Strongly agree5621.5%
 
Average5320.3%
 
Neutral176.5%
 
Disagree62.3%
 

Length

Max length14
Median length7
Mean length7.536398467
Min length5
Distinct count5
Unique (%)1.9%
Missing0
Missing (%)0.0%
Memory size2.0 KiB
Agree
129
Strongly agree
59
Average
52
Neutral
 
16
Disagree
 
5
ValueCountFrequency (%) 
Agree12949.4%
 
Strongly agree5922.6%
 
Average5219.9%
 
Neutral166.1%
 
Disagree51.9%
 

Length

Max length14
Median length7
Mean length7.61302682
Min length5
Distinct count5
Unique (%)1.9%
Missing0
Missing (%)0.0%
Memory size2.0 KiB
Agree
114
Strongly agree
98
Average
35
Neutral
 
12
Disagree
 
2
ValueCountFrequency (%) 
Agree11443.7%
 
Strongly agree9837.5%
 
Average3513.4%
 
Neutral124.6%
 
Disagree20.8%
 

Length

Max length14
Median length7
Mean length8.762452107
Min length5
Distinct count5
Unique (%)1.9%
Missing0
Missing (%)0.0%
Memory size2.0 KiB
Average
86
Agree
85
Strongly agree
40
Neutral
29
Disagree
21
ValueCountFrequency (%) 
Average8633.0%
 
Agree8532.6%
 
Strongly agree4015.3%
 
Neutral2911.1%
 
Disagree218.0%
 

Length

Max length14
Median length7
Mean length7.501915709
Min length5
Distinct count5
Unique (%)1.9%
Missing0
Missing (%)0.0%
Memory size2.0 KiB
Agree
121
Strongly agree
78
Average
42
Neutral
 
15
Disagree
 
5
ValueCountFrequency (%) 
Agree12146.4%
 
Strongly agree7829.9%
 
Average4216.1%
 
Neutral155.7%
 
Disagree51.9%
 

Length

Max length14
Median length7
Mean length8.183908046
Min length5
Distinct count5
Unique (%)1.9%
Missing0
Missing (%)0.0%
Memory size2.0 KiB
Agree
116
Strongly agree
62
Average
57
Neutral
 
20
Disagree
 
6
ValueCountFrequency (%) 
Agree11644.4%
 
Strongly agree6223.8%
 
Average5721.8%
 
Neutral207.7%
 
Disagree62.3%
 

Length

Max length14
Median length7
Mean length7.796934866
Min length5
Distinct count5
Unique (%)1.9%
Missing0
Missing (%)0.0%
Memory size2.0 KiB
Agree
126
Strongly agree
74
Average
41
Neutral
 
14
Disagree
 
6
ValueCountFrequency (%) 
Agree12648.3%
 
Strongly agree7428.4%
 
Average4115.7%
 
Neutral145.4%
 
Disagree62.3%
 

Length

Max length14
Median length7
Mean length8.042145594
Min length5
Distinct count5
Unique (%)1.9%
Missing0
Missing (%)0.0%
Memory size2.0 KiB
Agree
109
Strongly agree
104
Average
35
Neutral
 
11
Disagree
 
2
ValueCountFrequency (%) 
Agree10941.8%
 
Strongly agree10439.8%
 
Average3513.4%
 
Neutral114.2%
 
Disagree20.8%
 

Length

Max length14
Median length7
Mean length8.961685824
Min length5
Distinct count5
Unique (%)1.9%
Missing0
Missing (%)0.0%
Memory size2.0 KiB
Agree
125
Strongly agree
69
Average
49
Neutral
 
11
Disagree
 
7
ValueCountFrequency (%) 
Agree12547.9%
 
Strongly agree6926.4%
 
Average4918.8%
 
Neutral114.2%
 
Disagree72.7%
 

Length

Max length14
Median length7
Mean length7.91954023
Min length5
Distinct count5
Unique (%)1.9%
Missing0
Missing (%)0.0%
Memory size2.0 KiB
Agree
125
Strongly agree
67
Average
50
Neutral
 
13
Disagree
 
6
ValueCountFrequency (%) 
Agree12547.9%
 
Strongly agree6725.7%
 
Average5019.2%
 
Neutral135.0%
 
Disagree62.3%
 

Length

Max length14
Median length7
Mean length7.862068966
Min length5

Remarks:
Categorical

MISSING

Distinct count38
Unique (%)82.6%
Missing215
Missing (%)82.4%
Memory size2.0 KiB
Good
 
5
good
 
4
All is well but it would have been better if the recruitment at his campus had been a little more.Because everyone is admitted to this college so that they can get a job after finishing their studies but if that is not the case then what is the benefit? Because even after studying in this college, if I have to go for off-campus job, what is the benefit for me in this college? I am saying that not everyone is good at studies, but it would be fine if he got a job with the same qualifications as him. But that did not happen.🙏🙏
 
2
The Faculty is very good and always ready to help the students..
 
1
Thank you so much for this wonderful education. It was far greater than I ever dared to hope.
 
1
Other values (33)
33
ValueCountFrequency (%) 
Good51.9%
 
good41.5%
 
All is well but it would have been better if the recruitment at his campus had been a little more.Because everyone is admitted to this college so that they can get a job after finishing their studies but if that is not the case then what is the benefit? Because even after studying in this college, if I have to go for off-campus job, what is the benefit for me in this college? I am saying that not everyone is good at studies, but it would be fine if he got a job with the same qualifications as him. But that did not happen.🙏🙏20.8%
 
The Faculty is very good and always ready to help the students..10.4%
 
Thank you so much for this wonderful education. It was far greater than I ever dared to hope.10.4%
 
It can be improved10.4%
 
Very good10.4%
 
My 1st year of college life is excited. Also college is ragging free.10.4%
 
Overall experience is good with surplus amount of knowledge in a particular activities or in classes.10.4%
 
The 2nd year experience was also good. And we got to know that our ECE dept is very much strict in policies,acdemics,disciplines and everything.10.4%
 
Other values (28)2810.7%
 
(Missing)21582.4%
 

Length

Max length608
Median length3
Mean length19.1954023
Min length1

Timestamp
Categorical

UNIQUE

Distinct count261
Unique (%)100.0%
Missing0
Missing (%)0.0%
Memory size2.0 KiB
2020-07-23 18:14:37
 
1
2020-07-27 05:07:13
 
1
2020-07-24 06:42:30
 
1
2020-07-27 02:21:40
 
1
2020-07-23 14:47:50
 
1
Other values (256)
256
ValueCountFrequency (%) 
2020-07-23 18:14:3710.4%
 
2020-07-27 05:07:1310.4%
 
2020-07-24 06:42:3010.4%
 
2020-07-27 02:21:4010.4%
 
2020-07-23 14:47:5010.4%
 
2020-07-23 08:44:5410.4%
 
2020-07-30 10:13:3810.4%
 
2020-07-30 03:24:2210.4%
 
2020-07-27 16:27:4110.4%
 
2020-07-28 15:58:0410.4%
 
Other values (251)25196.2%
 

Length

Max length19
Median length19
Mean length19
Min length19

Last Updated
Categorical

UNIQUE

Distinct count261
Unique (%)100.0%
Missing0
Missing (%)0.0%
Memory size2.0 KiB
2020-07-23 18:14:37
 
1
2020-07-27 05:07:13
 
1
2020-07-24 06:42:30
 
1
2020-07-27 02:21:40
 
1
2020-07-23 14:47:50
 
1
Other values (256)
256
ValueCountFrequency (%) 
2020-07-23 18:14:3710.4%
 
2020-07-27 05:07:1310.4%
 
2020-07-24 06:42:3010.4%
 
2020-07-27 02:21:4010.4%
 
2020-07-23 14:47:5010.4%
 
2020-07-23 08:44:5410.4%
 
2020-07-30 10:13:3810.4%
 
2020-07-30 03:24:2210.4%
 
2020-07-27 16:27:4110.4%
 
2020-07-28 15:58:0410.4%
 
Other values (251)25196.2%
 

Length

Max length19
Median length19
Mean length19
Min length19

Created By
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct count246
Unique (%)94.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean634.8007662835249
Minimum0
Maximum1284
Zeros3
Zeros (%)1.1%
Memory size2.0 KiB

Quantile statistics

Minimum0
5-th percentile224
Q1374
median566
Q3914
95-th percentile1170
Maximum1284
Range1284
Interquartile range (IQR)540

Descriptive statistics

Standard deviation316.0757555
Coefficient of variation (CV)0.4979133176
Kurtosis-1.069996907
Mean634.8007663
Median Absolute Deviation (MAD)248
Skewness0.3310284809
Sum165683
Variance99903.88323
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
031.1%
 
97131.1%
 
89831.1%
 
27020.8%
 
34920.8%
 
71220.8%
 
45420.8%
 
115920.8%
 
48820.8%
 
100920.8%
 
Other values (236)23891.2%
 
ValueCountFrequency (%) 
031.1%
 
15210.4%
 
15410.4%
 
16010.4%
 
20210.4%
 
ValueCountFrequency (%) 
128410.4%
 
128310.4%
 
126810.4%
 
125610.4%
 
125510.4%
 

Updated By
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct count246
Unique (%)94.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean634.8007662835249
Minimum0
Maximum1284
Zeros3
Zeros (%)1.1%
Memory size2.0 KiB

Quantile statistics

Minimum0
5-th percentile224
Q1374
median566
Q3914
95-th percentile1170
Maximum1284
Range1284
Interquartile range (IQR)540

Descriptive statistics

Standard deviation316.0757555
Coefficient of variation (CV)0.4979133176
Kurtosis-1.069996907
Mean634.8007663
Median Absolute Deviation (MAD)248
Skewness0.3310284809
Sum165683
Variance99903.88323
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
031.1%
 
97131.1%
 
89831.1%
 
27020.8%
 
34920.8%
 
71220.8%
 
45420.8%
 
115920.8%
 
48820.8%
 
100920.8%
 
Other values (236)23891.2%
 
ValueCountFrequency (%) 
031.1%
 
15210.4%
 
15410.4%
 
16010.4%
 
20210.4%
 
ValueCountFrequency (%) 
128410.4%
 
128310.4%
 
126810.4%
 
125610.4%
 
125510.4%
 

Draft
Boolean

CONSTANT
REJECTED

Distinct count1
Unique (%)0.4%
Missing0
Missing (%)0.0%
Memory size2.0 KiB
0
261
ValueCountFrequency (%) 
0261100.0%
 

IP
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count247
Unique (%)94.6%
Missing0
Missing (%)0.0%
Memory size2.0 KiB
42.110.217.91
 
4
2409:4064:71c:da7f:e8e6:bc0d:107d:3654
 
3
157.43.202.163
 
3
2409:4061:2108:ce15:79ef:5e17:d9c0:c013
 
2
2402:3a80:a34:7ae1:d79d:e11d:48ec:4721
 
2
Other values (242)
247
ValueCountFrequency (%) 
42.110.217.9141.5%
 
2409:4064:71c:da7f:e8e6:bc0d:107d:365431.1%
 
157.43.202.16331.1%
 
2409:4061:2108:ce15:79ef:5e17:d9c0:c01320.8%
 
2402:3a80:a34:7ae1:d79d:e11d:48ec:472120.8%
 
45.64.222.16520.8%
 
2401:4900:1214:a2f8:459f:e6e7:87c4:2bf420.8%
 
150.129.177.14820.8%
 
2401:4900:362b:678d:706c:c6b5:2c45:f1fc20.8%
 
2409:4061:2005:699:c4e3:e21d:98d3:51c220.8%
 
Other values (237)23790.8%
 

Length

Max length39
Median length37
Mean length28.07662835
Min length11

ID
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count261
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean921.2758620689655
Minimum48
Maximum1937
Zeros0
Zeros (%)0.0%
Memory size2.0 KiB

Quantile statistics

Minimum48
5-th percentile134
Q1468
median858
Q31377
95-th percentile1787
Maximum1937
Range1889
Interquartile range (IQR)909

Descriptive statistics

Standard deviation542.0506652
Coefficient of variation (CV)0.5883695508
Kurtosis-1.19627161
Mean921.2758621
Median Absolute Deviation (MAD)447
Skewness0.2005150666
Sum240453
Variance293818.9236
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
157310.4%
 
176010.4%
 
172010.4%
 
120710.4%
 
171610.4%
 
17910.4%
 
68910.4%
 
120010.4%
 
17310.4%
 
137710.4%
 
Other values (251)25196.2%
 
ValueCountFrequency (%) 
4810.4%
 
6610.4%
 
6810.4%
 
7710.4%
 
8010.4%
 
ValueCountFrequency (%) 
193710.4%
 
193210.4%
 
191710.4%
 
190610.4%
 
188810.4%
 

Key
Categorical

UNIQUE

Distinct count261
Unique (%)100.0%
Missing0
Missing (%)0.0%
Memory size2.0 KiB
cvroq
 
1
455i
 
1
bzlf9
 
1
eeisa
 
1
uhwvz
 
1
Other values (256)
256
ValueCountFrequency (%) 
cvroq10.4%
 
455i10.4%
 
bzlf910.4%
 
eeisa10.4%
 
uhwvz10.4%
 
ks0fq10.4%
 
dfv210.4%
 
odw2010.4%
 
2fbma10.4%
 
yci8610.4%
 
Other values (251)25196.2%
 

Length

Max length5
Median length5
Mean length4.980842912
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
035Sanjana MukherjeeElectronics and Communication Engineering2017-18AverageAverageAverageAverageAverageAverageAverageAverageAverageAverageAverageAverageAverageAverageAverageNaN2020-07-23 07:27:202020-07-23 07:27:2022422402401:4900:382e:35d3:8987:21b3:c81:5a6048e8w3x
153Sonali PriyaElectronics and Communication Engineering2017-18AgreeAverageAverageAverageAgreeAverageAgreeAgreeAverageAgreeAgreeAgreeAgreeStrongly agreeStrongly agreeNaN2020-07-23 07:42:582020-07-23 07:42:5825125102409:4064:4e1f:ce91:ac4a:8fff:fe68:3a76668lmwp
255VIKASH KUMARElectronics and Communication Engineering2017-18Strongly agreeAgreeAgreeStrongly agreeStrongly agreeAgreeAgreeAgreeAverageAgreeStrongly agreeStrongly agreeStrongly agreeAgreeAgreeI have been enjoyed while studing in this college.2020-07-23 07:43:382020-07-23 07:43:3825225202409:4064:2299:e48a:8d03:2037:7e1b:d2ed68hbu8v
363Rahul GuptaElectronics and Communication Engineering2017-18AverageAverageAverageAverageDisagreeDisagreeAverageAgreeAgreeAverageAverageAverageAgreeAverageNeutralNaN2020-07-23 07:47:112020-07-23 07:47:1120220202401:4900:1216:2724:25d9:e710:a980:982977prmdq
466Sahilur RahamanElectronics and Communication Engineering2017-18NeutralNeutralAverageNeutralNeutralAverageNeutralAgreeNeutralAgreeNeutralAverageAgreeAverageAverageNaN2020-07-23 07:48:262020-07-23 07:48:2625825802409:4061:2c93:2de0::33c8:b90c80kct36
567Trisha ChandraElectronics and Communication Engineering2017-18AgreeStrongly agreeStrongly agreeStrongly agreeAverageAgreeStrongly agreeAgreeAverageStrongly agreeAverageStrongly agreeStrongly agreeAgreeAgreeNaN2020-07-23 07:48:532020-07-23 07:48:5326026002401:4900:16c0:edd4:1:1:e761:799f81492bq
670Kirti singhElectronics and Communication Engineering2017-18AgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeNaN2020-07-23 07:50:192020-07-23 07:50:19245245042.110.140.24385ci4nf
786Vishal kishorElectronics and Communication Engineering2017-18NeutralNeutralNeutralAverageNeutralNeutralAverageAverageDisagreeDisagreeNeutralAverageNeutralNeutralNeutralNaN2020-07-23 07:59:032020-07-23 07:59:0326726702401:4900:126d:d89f:93b2:aae6:1918:6f47101fczwp
893Ratnadeep GhoshElectronics and Communication Engineering2017-18DisagreeNeutralDisagreeNeutralDisagreeDisagreeNeutralAverageAverageDisagreeDisagreeDisagreeDisagreeNeutralNeutralNaN2020-07-23 08:02:402020-07-23 08:02:4027227202409:4064:4e9b:9487:1db0:4e82:1089:49e210851rg8
997Sulekha DasElectronics and Communication Engineering2017-18AgreeAgreeAverageAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeStrongly agreeStrongly agreeAgreeNaN2020-07-23 08:03:502020-07-23 08:03:5027027002409:4061:2d14:f032:43c9:2cb5:633c:5818112m8s6f

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
2511637Shubhang SharmaInformation Technology2017-18NeutralNeutralNeutralAverageAgreeDisagreeNeutralAverageAgreeDisagreeAgreeAverageAverageDisagreeNeutralNaN2020-07-30 10:13:382020-07-30 10:13:381207120702409:4064:41f:1996:a17a:1881:7387:9cf61820t2137
2521663Sahityajyoti JanaElectrical Engineering2017-18NeutralAgreeAverageAgreeAverageAgreeAverageAgreeAverageAgreeAgreeAverageAverageAverageAgreeNaN2020-07-30 14:22:352020-07-30 14:22:351228122802409:4061:2d10:eea5:856f:7a90:a461:580f1846yci86
2531682Md Faiz HassanCivil Engineering2017-18AgreeStrongly agreeStrongly agreeStrongly agreeNeutralStrongly agreeStrongly agreeStrongly agreeAgreeStrongly agreeAgreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeThank you so much for this wonderful education. It was far greater than I ever dared to hope.2020-07-30 16:14:552020-07-30 16:14:551213121302401:4900:126d:b34:bcaa:3b8b:ad7f:69d91871kwa5h
2541688Rupam ChakrabortyComputer Science Engineering2017-18Strongly agreeStrongly agreeAgreeAgreeAgreeStrongly agreeStrongly agreeStrongly agreeAgreeAgreeAgreeAgreeStrongly agreeStrongly agreeStrongly agreeNaN2020-07-30 16:28:392020-07-30 16:28:391247124702409:4061:58f:125f:b492:3d4a:fd62:f40b1877kim12
2551696Harsh PandeyInformation Technology2017-18Strongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeNaN2020-07-30 18:10:022020-07-30 18:10:02125512550150.107.10.1041887dvnxu
2561697Vicky KumarInformation Technology2017-18Strongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeNaN2020-07-30 18:13:442020-07-30 18:13:441256125602409:4064:4dce:bd38:984f:cbe:166b:b21118884rxeo
2571712Aditya paulComputer Science Engineering2017-18AgreeAgreeAgreeAgreeAgreeAgreeAverageStrongly agreeAverageAgreeAgreeStrongly agreeStrongly agreeAgreeAverageNaN2020-07-31 11:52:332020-07-31 11:52:33126812680223.187.248.243190651ucu
2581721Prerona DuttaElectronics and Instrumentation Engineering2017-18Strongly agreeAgreeAgreeAgreeAgreeAgreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeNeutralStrongly agreeStrongly agreeStrongly agreeAgreeBlessed to be a part of BCREC.2020-07-31 15:52:322020-07-31 15:52:32154154045.116.191.2361917pj6jp
2591730SOUMEN PALComputer Science Engineering2017-18AgreeAgreeAgreeAgreeAgreeAgreeStrongly agreeStrongly agreeAverageAgreeAgreeAgreeStrongly agreeAgreeAgreeNaN2020-08-01 15:13:042020-08-01 15:13:041283128302401:4900:3b70:b06b:cc1d:c339:979a:c4981932bnl69
2601733Pronab BarmanCivil Engineering2017-18AgreeAgreeAgreeAverageAgreeAgreeAgreeAgreeAverageAgreeAgreeAgreeStrongly agreeAgreeAgreeNaN2020-08-02 17:13:592020-08-02 17:13:59128412840117.194.103.2131937odw20