Overview

Dataset statistics

Number of variables26
Number of observations96
Missing cells75
Missing cells (%)3.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory19.6 KiB
Average record size in memory209.3 B

Variable types

CAT21
NUM4
BOOL1

Reproduction

Analysis started2020-10-02 08:08:23.030928
Analysis finished2020-10-02 08:08:29.177438
Duration6.15 seconds
Versionpandas-profiling v2.8.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml

Warnings

Current Academic Year : has constant value "2018" Constant
Draft has constant value "0" Constant
Name has a high cardinality: 89 distinct values High cardinality
IP has a high cardinality: 79 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
Timestamp is highly correlated with Name and 8 other fieldsHigh correlation
Name is highly correlated with Timestamp and 2 other fieldsHigh correlation
The core courses offer an in-depth exposure to the subject is highly correlated with Timestamp and 2 other fieldsHigh correlation
Adequate exposure is provided to relevant software is highly correlated with Timestamp and 1 other fieldsHigh correlation
The college provide encouragement to all faculty members to participate in professional development and faculty development programme is highly correlated with Timestamp and 1 other fieldsHigh correlation
The college atmosphere is ambient to promote healthy teaching learning environment is highly correlated with Timestamp and 2 other fieldsHigh correlation
Suggestions (If Any): is highly correlated with Timestamp and 2 other fieldsHigh correlation
Last Updated is highly correlated with Name and 8 other fieldsHigh correlation
IP is highly correlated with Timestamp and 2 other fieldsHigh correlation
Key is highly correlated with Name and 7 other fieldsHigh correlation
The college has different cell to promote research activity is highly correlated with KeyHigh correlation
Suggestions (If Any): has 75 (78.1%) missing values Missing
Name is uniformly distributed Uniform
Suggestions (If Any): 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

Variables

df_index
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count96
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean239.58333333333334
Minimum1
Maximum462
Zeros0
Zeros (%)0.0%
Memory size768.0 B

Quantile statistics

Minimum1
5-th percentile37.75
Q1126.5
median244
Q3353.5
95-th percentile442.25
Maximum462
Range461
Interquartile range (IQR)227

Descriptive statistics

Standard deviation134.2852162
Coefficient of variation (CV)0.5604948156
Kurtosis-1.184379232
Mean239.5833333
Median Absolute Deviation (MAD)115
Skewness-0.06253789241
Sum23000
Variance18032.5193
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
38311.0%
 
25211.0%
 
15711.0%
 
28711.0%
 
41811.0%
 
29111.0%
 
29211.0%
 
16511.0%
 
16711.0%
 
29911.0%
 
Other values (86)8689.6%
 
ValueCountFrequency (%) 
111.0%
 
711.0%
 
1111.0%
 
1911.0%
 
2211.0%
 
ValueCountFrequency (%) 
46211.0%
 
45711.0%
 
45311.0%
 
45011.0%
 
44611.0%
 

Name
Categorical

HIGH CARDINALITY
HIGH CORRELATION
UNIFORM

Distinct count89
Unique (%)92.7%
Missing0
Missing (%)0.0%
Memory size768.0 B
Dr Suneeta De
 
5
Suman Dasgupta
 
2
RAJIB KUMAR MONDAL
 
2
Dr. Saurav Ranjan Das
 
2
Shaon Bandyopadhyay
 
1
Other values (84)
84
ValueCountFrequency (%) 
Dr Suneeta De55.2%
 
Suman Dasgupta22.1%
 
RAJIB KUMAR MONDAL22.1%
 
Dr. Saurav Ranjan Das22.1%
 
Shaon Bandyopadhyay11.0%
 
Dr. Gour Sundar Mitra Thakur11.0%
 
SANDIP MUKHERJEE11.0%
 
CHANDAN PAUL11.0%
 
Dr. ALOKE SAHA11.0%
 
ANINDITA PAN11.0%
 
Other values (79)7982.3%
 

Length

Max length28
Median length16
Mean length16.14583333
Min length9

Current Academic Year :
Categorical

CONSTANT
REJECTED

Distinct count1
Unique (%)1.0%
Missing0
Missing (%)0.0%
Memory size768.0 B
2018
96
ValueCountFrequency (%) 
201896100.0%
 

Length

Max length4
Median length4
Mean length4
Min length4

Department.
Categorical

Distinct count10
Unique (%)10.4%
Missing0
Missing (%)0.0%
Memory size768.0 B
Basic Sciences and Humanities
15
Civil Engineering
15
Electrical Engineering
14
Computer Science Engineering
11
Information Technology
10
Other values (5)
31
ValueCountFrequency (%) 
Basic Sciences and Humanities1515.6%
 
Civil Engineering1515.6%
 
Electrical Engineering1414.6%
 
Computer Science Engineering1111.5%
 
Information Technology1010.4%
 
Mechanical Engineering88.3%
 
Electronics and Instrumentation Engineering88.3%
 
Master of Computer Applications77.3%
 
Electronics and Communication Engineering66.2%
 
Masters of Business Administration22.1%
 

Length

Max length43
Median length28
Mean length26.84375
Min length17
Distinct count4
Unique (%)4.2%
Missing0
Missing (%)0.0%
Memory size768.0 B
Strongly Agree
47
Agree
43
Average
 
5
Neutral
 
1
ValueCountFrequency (%) 
Strongly Agree4749.0%
 
Agree4344.8%
 
Average55.2%
 
Neutral11.0%
 

Length

Max length14
Median length7
Mean length9.53125
Min length5
Distinct count4
Unique (%)4.2%
Missing0
Missing (%)0.0%
Memory size768.0 B
Strongly Agree
51
Agree
42
Disagree
 
2
Average
 
1
ValueCountFrequency (%) 
Strongly Agree5153.1%
 
Agree4243.8%
 
Disagree22.1%
 
Average11.0%
 

Length

Max length14
Median length14
Mean length9.864583333
Min length5
Distinct count4
Unique (%)4.2%
Missing0
Missing (%)0.0%
Memory size768.0 B
Agree
50
Strongly Agree
39
Average
 
5
Neutral
 
2
ValueCountFrequency (%) 
Agree5052.1%
 
Strongly Agree3940.6%
 
Average55.2%
 
Neutral22.1%
 

Length

Max length14
Median length5
Mean length8.802083333
Min length5
Distinct count3
Unique (%)3.1%
Missing0
Missing (%)0.0%
Memory size768.0 B
Strongly Agree
43
Agree
43
Average
10
ValueCountFrequency (%) 
Strongly Agree4344.8%
 
Agree4344.8%
 
Average1010.4%
 

Length

Max length14
Median length7
Mean length9.239583333
Min length5
Distinct count4
Unique (%)4.2%
Missing0
Missing (%)0.0%
Memory size768.0 B
Agree
57
Strongly Agree
24
Average
13
Neutral
 
2
ValueCountFrequency (%) 
Agree5759.4%
 
Strongly Agree2425.0%
 
Average1313.5%
 
Neutral22.1%
 

Length

Max length14
Median length5
Mean length7.5625
Min length5
Distinct count4
Unique (%)4.2%
Missing0
Missing (%)0.0%
Memory size768.0 B
Agree
45
Strongly Agree
40
Average
 
8
Disagree
 
3
ValueCountFrequency (%) 
Agree4546.9%
 
Strongly Agree4041.7%
 
Average88.3%
 
Disagree33.1%
 

Length

Max length14
Median length7
Mean length9.010416667
Min length5
Distinct count4
Unique (%)4.2%
Missing0
Missing (%)0.0%
Memory size768.0 B
Strongly Agree
59
Agree
27
Average
 
6
Neutral
 
4
ValueCountFrequency (%) 
Strongly Agree5961.5%
 
Agree2728.1%
 
Average66.2%
 
Neutral44.2%
 

Length

Max length14
Median length14
Mean length10.73958333
Min length5
Distinct count4
Unique (%)4.2%
Missing0
Missing (%)0.0%
Memory size768.0 B
Strongly Agree
64
Agree
26
Average
 
4
Disagree
 
2
ValueCountFrequency (%) 
Strongly Agree6466.7%
 
Agree2627.1%
 
Average44.2%
 
Disagree22.1%
 

Length

Max length14
Median length14
Mean length11.14583333
Min length5
Distinct count3
Unique (%)3.1%
Missing0
Missing (%)0.0%
Memory size768.0 B
Agree
61
Strongly Agree
26
Average
 
9
ValueCountFrequency (%) 
Agree6163.5%
 
Strongly Agree2627.1%
 
Average99.4%
 

Length

Max length14
Median length5
Mean length7.625
Min length5
Distinct count5
Unique (%)5.2%
Missing0
Missing (%)0.0%
Memory size768.0 B
Agree
50
Strongly Agree
29
Average
11
Neutral
 
5
Disagree
 
1
ValueCountFrequency (%) 
Agree5052.1%
 
Strongly Agree2930.2%
 
Average1111.5%
 
Neutral55.2%
 
Disagree11.0%
 

Length

Max length14
Median length5
Mean length8.083333333
Min length5
Distinct count4
Unique (%)4.2%
Missing0
Missing (%)0.0%
Memory size768.0 B
Strongly Agree
54
Agree
39
Disagree
 
2
Average
 
1
ValueCountFrequency (%) 
Strongly Agree5456.2%
 
Agree3940.6%
 
Disagree22.1%
 
Average11.0%
 

Length

Max length14
Median length14
Mean length10.14583333
Min length5
Distinct count3
Unique (%)3.1%
Missing0
Missing (%)0.0%
Memory size768.0 B
Agree
61
Strongly Agree
27
Average
 
8
ValueCountFrequency (%) 
Agree6163.5%
 
Strongly Agree2728.1%
 
Average88.3%
 

Length

Max length14
Median length5
Mean length7.697916667
Min length5
Distinct count4
Unique (%)4.2%
Missing0
Missing (%)0.0%
Memory size768.0 B
Strongly Agree
48
Agree
33
Average
10
Neutral
 
5
ValueCountFrequency (%) 
Strongly Agree4850.0%
 
Agree3334.4%
 
Average1010.4%
 
Neutral55.2%
 

Length

Max length14
Median length10.5
Mean length9.8125
Min length5

Suggestions (If Any):
Categorical

HIGH CORRELATION
MISSING
UNIFORM

Distinct count20
Unique (%)95.2%
Missing75
Missing (%)78.1%
Memory size768.0 B
no
 
2
Students should be taken to local industries in groups to help them have some exposure to practical aspects and idea of field work.
 
1
An information cell is mandatory, where all data and information regarding college will be made available. Anybody has any doubt may contact the cell. Any sort of inquiry regarding academic, administrative, T and P and admission should me made available. The information officer post can be made available from any senior faculty member or administrative officer and all others will give him data input. He must have the office near Registrar/ Director office with proper facilities and assistance.
 
1
Modifie the syllabus
 
1
Course content for HU 201 has been revised. It is better. More can be done though. My personal scope of development and growth could be better .
 
1
Other values (15)
15
ValueCountFrequency (%) 
no22.1%
 
Students should be taken to local industries in groups to help them have some exposure to practical aspects and idea of field work.11.0%
 
An information cell is mandatory, where all data and information regarding college will be made available. Anybody has any doubt may contact the cell. Any sort of inquiry regarding academic, administrative, T and P and admission should me made available. The information officer post can be made available from any senior faculty member or administrative officer and all others will give him data input. He must have the office near Registrar/ Director office with proper facilities and assistance.11.0%
 
Modifie the syllabus11.0%
 
Course content for HU 201 has been revised. It is better. More can be done though. My personal scope of development and growth could be better .11.0%
 
One class on Research Methodology may be introduce from 4th Sem. so that students can published at least one paper in a conference(IEEE) in their final year. This drive will help the students to find a suitable job and will increase their interest in study.11.0%
 
THE SYLLABUS OF THE COURSE CURRICULUM NEED TO BE CHANGED AS THE SYLLABUS IS CONTINUE FOR A LONG TIME.11.0%
 
Things could be better.11.0%
 
na11.0%
 
More Students in research activity11.0%
 
Other values (10)1010.4%
 
(Missing)7578.1%
 

Length

Max length498
Median length3
Mean length30.04166667
Min length2

Timestamp
Categorical

HIGH CORRELATION
UNIQUE

Distinct count96
Unique (%)100.0%
Missing0
Missing (%)0.0%
Memory size768.0 B
2020-09-09 05:12:41
 
1
2020-09-09 13:58:11
 
1
2020-09-08 07:00:30
 
1
2020-09-08 15:03:10
 
1
2020-09-09 17:13:31
 
1
Other values (91)
91
ValueCountFrequency (%) 
2020-09-09 05:12:4111.0%
 
2020-09-09 13:58:1111.0%
 
2020-09-08 07:00:3011.0%
 
2020-09-08 15:03:1011.0%
 
2020-09-09 17:13:3111.0%
 
2020-09-06 14:20:3711.0%
 
2020-09-10 06:09:5211.0%
 
2020-09-09 07:43:3311.0%
 
2020-09-09 11:14:3011.0%
 
2020-09-09 05:23:1211.0%
 
Other values (86)8689.6%
 

Length

Max length19
Median length19
Mean length19
Min length19

Last Updated
Categorical

HIGH CORRELATION
UNIQUE

Distinct count96
Unique (%)100.0%
Missing0
Missing (%)0.0%
Memory size768.0 B
2020-09-09 05:12:41
 
1
2020-09-09 13:58:11
 
1
2020-09-08 07:00:30
 
1
2020-09-08 15:03:10
 
1
2020-09-09 17:13:31
 
1
Other values (91)
91
ValueCountFrequency (%) 
2020-09-09 05:12:4111.0%
 
2020-09-09 13:58:1111.0%
 
2020-09-08 07:00:3011.0%
 
2020-09-08 15:03:1011.0%
 
2020-09-09 17:13:3111.0%
 
2020-09-06 14:20:3711.0%
 
2020-09-10 06:09:5211.0%
 
2020-09-09 07:43:3311.0%
 
2020-09-09 11:14:3011.0%
 
2020-09-09 05:23:1211.0%
 
Other values (86)8689.6%
 

Length

Max length19
Median length19
Mean length19
Min length19

Created By
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count89
Unique (%)92.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean773.2291666666666
Minimum71
Maximum1351
Zeros0
Zeros (%)0.0%
Memory size768.0 B

Quantile statistics

Minimum71
5-th percentile77.25
Q1130.5
median1262
Q31324.25
95-th percentile1344.25
Maximum1351
Range1280
Interquartile range (IQR)1193.75

Descriptive statistics

Standard deviation575.3754194
Coefficient of variation (CV)0.7441201706
Kurtosis-1.919365446
Mean773.2291667
Median Absolute Deviation (MAD)88
Skewness-0.1497476153
Sum74230
Variance331056.8732
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
10055.2%
 
8222.1%
 
7822.1%
 
7522.1%
 
131311.0%
 
132111.0%
 
29911.0%
 
131511.0%
 
131711.0%
 
131811.0%
 
Other values (79)7982.3%
 
ValueCountFrequency (%) 
7111.0%
 
7311.0%
 
7411.0%
 
7522.1%
 
7822.1%
 
ValueCountFrequency (%) 
135111.0%
 
134911.0%
 
134811.0%
 
134611.0%
 
134511.0%
 

Updated By
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count89
Unique (%)92.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean773.2291666666666
Minimum71
Maximum1351
Zeros0
Zeros (%)0.0%
Memory size768.0 B

Quantile statistics

Minimum71
5-th percentile77.25
Q1130.5
median1262
Q31324.25
95-th percentile1344.25
Maximum1351
Range1280
Interquartile range (IQR)1193.75

Descriptive statistics

Standard deviation575.3754194
Coefficient of variation (CV)0.7441201706
Kurtosis-1.919365446
Mean773.2291667
Median Absolute Deviation (MAD)88
Skewness-0.1497476153
Sum74230
Variance331056.8732
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
10055.2%
 
8222.1%
 
7822.1%
 
7522.1%
 
131311.0%
 
132111.0%
 
29911.0%
 
131511.0%
 
131711.0%
 
131811.0%
 
Other values (79)7982.3%
 
ValueCountFrequency (%) 
7111.0%
 
7311.0%
 
7411.0%
 
7522.1%
 
7822.1%
 
ValueCountFrequency (%) 
135111.0%
 
134911.0%
 
134811.0%
 
134611.0%
 
134511.0%
 

Draft
Boolean

CONSTANT
REJECTED

Distinct count1
Unique (%)1.0%
Missing0
Missing (%)0.0%
Memory size768.0 B
0
96
ValueCountFrequency (%) 
096100.0%
 

IP
Categorical

HIGH CARDINALITY
HIGH CORRELATION

Distinct count79
Unique (%)82.3%
Missing0
Missing (%)0.0%
Memory size768.0 B
136.232.11.78
 
6
117.214.68.203
 
5
103.102.123.142
 
5
45.116.191.241
 
2
2409:4061:608:1bd6:794b:1b2f:464:d884
 
2
Other values (74)
76
ValueCountFrequency (%) 
136.232.11.7866.2%
 
117.214.68.20355.2%
 
103.102.123.14255.2%
 
45.116.191.24122.1%
 
2409:4061:608:1bd6:794b:1b2f:464:d88422.1%
 
2409:4061:396:c47b:547f:42f2:4b88:675322.1%
 
117.211.86.10922.1%
 
2409:4061:79c:8ce3:288d:81aa:8d79:4f4511.0%
 
2409:4061:782:467e:d8f8:a69:55b1:5c1711.0%
 
2409:4061:2e82:bde9:9bc:2662:f321:213311.0%
 
Other values (69)6971.9%
 

Length

Max length39
Median length21.5
Mean length25.63541667
Min length12

ID
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count96
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2345.4166666666665
Minimum2064
Maximum2586
Zeros0
Zeros (%)0.0%
Memory size768.0 B

Quantile statistics

Minimum2064
5-th percentile2110.25
Q12225.5
median2352
Q32471.5
95-th percentile2565.25
Maximum2586
Range522
Interquartile range (IQR)246

Descriptive statistics

Standard deviation148.2713492
Coefficient of variation (CV)0.06321748765
Kurtosis-1.108171179
Mean2345.416667
Median Absolute Deviation (MAD)124.5
Skewness-0.1378756135
Sum225160
Variance21984.39298
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
243111.0%
 
255811.0%
 
208011.0%
 
246511.0%
 
221111.0%
 
256911.0%
 
221411.0%
 
256411.0%
 
208811.0%
 
222111.0%
 
Other values (86)8689.6%
 
ValueCountFrequency (%) 
206411.0%
 
207211.0%
 
208011.0%
 
208811.0%
 
209311.0%
 
ValueCountFrequency (%) 
258611.0%
 
258111.0%
 
257711.0%
 
257311.0%
 
256911.0%
 

Key
Categorical

HIGH CORRELATION
UNIQUE

Distinct count96
Unique (%)100.0%
Missing0
Missing (%)0.0%
Memory size768.0 B
jnls1
 
1
skrtw
 
1
7zsc5
 
1
2v2v0
 
1
ajqk
 
1
Other values (91)
91
ValueCountFrequency (%) 
jnls111.0%
 
skrtw11.0%
 
7zsc511.0%
 
2v2v011.0%
 
ajqk11.0%
 
tcbn511.0%
 
y5bfd11.0%
 
ew51611.0%
 
88egg11.0%
 
pe3yb11.0%
 
Other values (86)8689.6%
 

Length

Max length5
Median length5
Mean length4.885416667
Min length3

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_indexNameCurrent Academic Year :Department.The course curriculum provides opportunities to develop employable skill in the studentThe core courses offer an in-depth exposure to the subjectPre-requisite courses / topics are covered in the curriculum prior to introduction of a courseSufficient practical exposure is provided for the theoretical concepts in the coursesAdequate exposure is provided to relevant softwareThe courses enhance the analytical/ problem solving/ critical thinking/ innovative skillsThe college provide encouragement to all faculty members to participate in professional development and faculty development programmeThe college atmosphere is ambient to promote healthy teaching learning environmentThe university evaluation system is fair results always declared in timeThe canteen facility was quite adequateThe college has different cell to promote research activityThe evaluation system of the university was fair and results are declared in timeResearch and Development facilities are widely extended to all faculty members for research oriented projects.Suggestions (If Any):TimestampLast UpdatedCreated ByUpdated ByDraftIPIDKey
01Dr. Saurav Ranjan Das2018Mechanical EngineeringStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeAn information cell is mandatory, where all data and information regarding college will be made available. Anybody has any doubt may contact the cell. Any sort of inquiry regarding academic, administrative, T and P and admission should me made available. The information officer post can be made available from any senior faculty member or administrative officer and all others will give him data input. He must have the office near Registrar/ Director office with proper facilities and assistance.2020-09-03 11:34:372020-09-03 11:34:37787802409:4061:2d07:5d1:1cbd:6060:4155:16132064f247z
17SIDDHARTHA BHOWMICK2018Mechanical EngineeringStrongly AgreeStrongly AgreeAgreeAgreeAgreeAgreeAgreeStrongly AgreeAgreeAgreeAgreeAgreeAgreeNaN2020-09-03 15:56:542020-09-03 15:56:5414214202401:4900:3828:527:b036:1a24:9a44:80292072gga94
211DR. JAYANTA PAL2018Basic Sciences and HumanitiesAgreeAgreeAverageAgreeAgreeAgreeStrongly AgreeStrongly AgreeAgreeAgreeStrongly AgreeAgreeStrongly AgreeNaN2020-09-04 06:22:192020-09-04 06:22:195825820136.232.11.782080ne36k
319ANANDAPROVA MAJUMDER2018Computer Science EngineeringAgreeStrongly AgreeAgreeStrongly AgreeAgreeStrongly AgreeAgreeAgreeStrongly AgreeAgreeAgreeStrongly AgreeAgreeNaN2020-09-04 07:50:382020-09-04 07:50:38207207042.110.206.1220888hf0h
422Dr. Chandan Kumar Ghosh2018Electronics and Communication EngineeringAgreeAgreeAgreeAgreeAverageAgreeAgreeAgreeAverageNeutralAgreeAverageAgreeNaN2020-09-04 09:08:282020-09-04 09:08:2879790103.102.123.1422093muppq
543Dr Suneeta De2018Computer Science EngineeringAgreeAgreeAgreeAverageAverageAverageAverageAverageAgreeAgreeAgreeAgreeAveragePractical classes are required in English to better equip students for the industry.\r\nInstitution Academic Head could be more generous uniformly, towards all faculty desiring to pursue training/consultation activities instead of being so, partially.2020-09-04 12:02:362020-09-04 12:02:361001000117.214.68.2032116dcr83
644Dr Suneeta De2018Information TechnologyAgreeAgreeAgreeAverageAverageAverageAverageAverageAgreeAgreeAgreeAgreeNeutralCourse content for HU 201 has been revised. It is better. More can be done though.\r\n\r\nMy personal scope of development and growth could be better .2020-09-04 12:05:512020-09-04 12:05:511001000117.214.68.2032117q8h4
745Dr Suneeta De2018Mechanical EngineeringAgreeAgreeAgreeAverageAverageAverageNeutralAgreeAgreeAverageAgreeAgreeNeutralThings could be better.2020-09-04 12:08:072020-09-04 12:08:071001000117.214.68.20321183ewao
846Dr Suneeta De2018Electronics and Instrumentation EngineeringAgreeAgreeAgreeAverageAverageAverageNeutralAverageAgreeAgreeAgreeAgreeNeutralRoom for improvement.2020-09-04 12:09:312020-09-04 12:09:311001000117.214.68.2032119jk5ve
947Dr Suneeta De2018Master of Computer ApplicationsAverageAverageAgreeAverageAverageAverageNeutralAverageAgreeAverageAgreeAgreeNeutralMCA Dept students need more time to finish their curriculum fittingly.2020-09-04 12:12:402020-09-04 12:12:401001000117.214.68.2032120fazyc

Last rows

df_indexNameCurrent Academic Year :Department.The course curriculum provides opportunities to develop employable skill in the studentThe core courses offer an in-depth exposure to the subjectPre-requisite courses / topics are covered in the curriculum prior to introduction of a courseSufficient practical exposure is provided for the theoretical concepts in the coursesAdequate exposure is provided to relevant softwareThe courses enhance the analytical/ problem solving/ critical thinking/ innovative skillsThe college provide encouragement to all faculty members to participate in professional development and faculty development programmeThe college atmosphere is ambient to promote healthy teaching learning environmentThe university evaluation system is fair results always declared in timeThe canteen facility was quite adequateThe college has different cell to promote research activityThe evaluation system of the university was fair and results are declared in timeResearch and Development facilities are widely extended to all faculty members for research oriented projects.Suggestions (If Any):TimestampLast UpdatedCreated ByUpdated ByDraftIPIDKey
86425SANDIP MUKHERJEE2018Masters of Business AdministrationStrongly AgreeAgreeStrongly AgreeAgreeAgreeAgreeStrongly AgreeStrongly AgreeAgreeStrongly AgreeAgreeAgreeAgreeNaN2020-09-10 13:11:482020-09-10 13:11:481346134602409:4061:488:3e52:cd06:3df:cea4:afa52545nm1eb
87429Debipriya Dutta2018Electronics and Communication EngineeringAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeNaN2020-09-10 15:40:162020-09-10 15:40:16134913490103.219.44.2082549opcs2
88433KOYNDRIK BHATTACHARJEE2018Civil EngineeringAgreeStrongly AgreeAgreeStrongly AgreeAverageStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeAgreeNaN2020-09-10 16:24:302020-09-10 16:24:30463463014.139.221.232553dqht7
89438Dr. Sabyasachi Chandra2018Civil EngineeringStrongly AgreeStrongly AgreeStrongly AgreeAgreeAgreeStrongly AgreeStrongly AgreeStrongly AgreeAgreeAgreeStrongly AgreeAgreeStrongly AgreeNaN2020-09-10 16:54:522020-09-10 16:54:521286128602409:4061:2e08:115c:3870:460d:b9be:ee9d2558la9ja
90441Dr.Rajib Banerjee2018Electronics and Communication EngineeringStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeAgreeAgreeStrongly AgreeAgreeAverageAgreeAgreeAgreeNaN2020-09-10 18:04:052020-09-10 18:04:05134813480117.203.151.31256412i7i
91446Ritu Rani De(Maity)2018Electronics and Instrumentation EngineeringAgreeAgreeAverageAverageAgreeAgreeStrongly AgreeStrongly AgreeStrongly AgreeAgreeStrongly AgreeStrongly AgreeStrongly AgreeMore Students in research activity2020-09-10 19:07:452020-09-10 19:07:451351135102409:4061:2e03:cb79:38dd:bd44:2aff:6e482569k58e
92450Soumyadip Das2018Civil EngineeringAgreeAgreeAverageAgreeAgreeAverageAgreeAgreeAverageAverageAgreeAverageAverageNaN2020-09-10 19:22:342020-09-10 19:22:341309130902409:4061:814:faa9:a43d:edff:fee1:952573bp8ty
93453ARIJIT KUMAR BANERJI2018Civil EngineeringAgreeAgreeAgreeAgreeAgreeAgreeStrongly AgreeStrongly AgreeAgreeAgreeStrongly AgreeAgreeAgreeNaN2020-09-11 04:47:452020-09-11 04:47:4517417402401:4900:382f:23b4:c897:1136:eb8d:a5782577h6wap
94457Dr. Sumit Banerjee2018Electrical EngineeringStrongly AgreeStrongly AgreeStrongly AgreeAgreeAgreeStrongly AgreeStrongly AgreeStrongly AgreeAgreeStrongly AgreeStrongly AgreeAgreeStrongly AgreeNaN2020-09-11 05:44:422020-09-11 05:44:421318131802409:4061:782:467e:d8f8:a69:55b1:5c1725815e3qo
95462SNEHASHIS GHOSHAL2018Electrical EngineeringAgreeStrongly AgreeAgreeStrongly AgreeAgreeStrongly AgreeAgreeStrongly AgreeAgreeAgreeStrongly AgreeAgreeStrongly AgreeNaN2020-09-11 07:30:072020-09-11 07:30:071721720103.148.183.22586vs1jl