Overview

Dataset statistics

Number of variables26
Number of observations96
Missing cells74
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 08:08:45.842692
Analysis finished2020-10-02 08:08:51.956622
Duration6.11 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 "2019" Constant
Draft has constant value "0" Constant
Name has a high cardinality: 92 distinct values High cardinality
IP has a high cardinality: 80 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
Suggestions (If Any): is highly correlated with Name and 4 other fieldsHigh correlation
Name is highly correlated with Suggestions (If Any): and 3 other fieldsHigh correlation
Timestamp is highly correlated with Name and 6 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 2 other fieldsHigh correlation
The college atmosphere is ambient to promote healthy teaching learning environment is highly correlated with Timestamp and 2 other fieldsHigh correlation
Last Updated is highly correlated with Name and 6 other fieldsHigh correlation
IP is highly correlated with Suggestions (If Any): and 3 other fieldsHigh correlation
Key is highly correlated with Name and 10 other fieldsHigh correlation
The course curriculum provides opportunities to develop employable skill in the student is highly correlated with KeyHigh correlation
The core courses offer an in-depth exposure to the subject is highly correlated with KeyHigh correlation
The college has different cell to promote research activity is highly correlated with KeyHigh correlation
The evaluation system of the university was fair and results are declared in time is highly correlated with KeyHigh correlation
Suggestions (If Any): has 74 (77.1%) 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
df_index has 1 (1.0%) zeros Zeros

Variables

df_index
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE
ZEROS

Distinct count96
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean234.78125
Minimum0
Maximum467
Zeros1
Zeros (%)1.0%
Memory size768.0 B

Quantile statistics

Minimum0
5-th percentile18.75
Q1120.75
median232.5
Q3354.75
95-th percentile442.75
Maximum467
Range467
Interquartile range (IQR)234

Descriptive statistics

Standard deviation137.6441027
Coefficient of variation (CV)0.5862653117
Kurtosis-1.211362572
Mean234.78125
Median Absolute Deviation (MAD)119
Skewness0.006461329844
Sum22539
Variance18945.89901
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
42811.0%
 
38211.0%
 
41411.0%
 
24111.0%
 
28811.0%
 
16111.0%
 
41911.0%
 
29311.0%
 
45111.0%
 
43411.0%
 
Other values (86)8689.6%
 
ValueCountFrequency (%) 
011.0%
 
811.0%
 
911.0%
 
1011.0%
 
1511.0%
 
ValueCountFrequency (%) 
46711.0%
 
46111.0%
 
45211.0%
 
45111.0%
 
44511.0%
 

Name
Categorical

HIGH CARDINALITY
HIGH CORRELATION
UNIFORM

Distinct count92
Unique (%)95.8%
Missing0
Missing (%)0.0%
Memory size768.0 B
Dr Suneeta De
 
4
Dr. Saurav Ranjan Das
 
2
MD KERAMOT HOSSAIN MONDAL
 
1
Shaon Bandyopadhyay
 
1
Dr. Sabyasachi Chandra
 
1
Other values (87)
87
ValueCountFrequency (%) 
Dr Suneeta De44.2%
 
Dr. Saurav Ranjan Das22.1%
 
MD KERAMOT HOSSAIN MONDAL11.0%
 
Shaon Bandyopadhyay11.0%
 
Dr. Sabyasachi Chandra11.0%
 
BISWADEV GOSWAMI11.0%
 
Dr. ALOKE SAHA11.0%
 
RAJIB KUMAR MONDAL11.0%
 
Tushnik Sarkar11.0%
 
siddhartha ghosh11.0%
 
Other values (82)8285.4%
 

Length

Max length28
Median length16
Mean length16.21875
Min length9

Current Academic Year :
Categorical

CONSTANT
REJECTED

Distinct count1
Unique (%)1.0%
Missing0
Missing (%)0.0%
Memory size768.0 B
2019
96
ValueCountFrequency (%) 
201996100.0%
 

Length

Max length4
Median length4
Mean length4
Min length4

Department.
Categorical

Distinct count10
Unique (%)10.4%
Missing0
Missing (%)0.0%
Memory size768.0 B
Electrical Engineering
17
Basic Sciences and Humanities
15
Civil Engineering
14
Computer Science Engineering
11
Information Technology
10
Other values (5)
29
ValueCountFrequency (%) 
Electrical Engineering1717.7%
 
Basic Sciences and Humanities1515.6%
 
Civil Engineering1414.6%
 
Computer Science Engineering1111.5%
 
Information Technology1010.4%
 
Mechanical Engineering99.4%
 
Electronics and Communication Engineering66.2%
 
Master of Computer Applications66.2%
 
Electronics and Instrumentation Engineering66.2%
 
Masters of Business Administration22.1%
 

Length

Max length43
Median length22
Mean length26.36458333
Min length17

The course curriculum provides opportunities to develop employable skill in the student
Categorical

HIGH CORRELATION

Distinct count3
Unique (%)3.1%
Missing0
Missing (%)0.0%
Memory size768.0 B
Strongly Agree
54
Agree
41
Average
 
1
ValueCountFrequency (%) 
Strongly Agree5456.2%
 
Agree4142.7%
 
Average11.0%
 

Length

Max length14
Median length14
Mean length10.08333333
Min length5

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

HIGH CORRELATION

Distinct count4
Unique (%)4.2%
Missing0
Missing (%)0.0%
Memory size768.0 B
Strongly Agree
56
Agree
37
Average
 
2
Disagree
 
1
ValueCountFrequency (%) 
Strongly Agree5658.3%
 
Agree3738.5%
 
Average22.1%
 
Disagree11.0%
 

Length

Max length14
Median length14
Mean length10.32291667
Min length5

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

Distinct count4
Unique (%)4.2%
Missing0
Missing (%)0.0%
Memory size768.0 B
Strongly Agree
47
Agree
42
Average
 
6
Neutral
 
1
ValueCountFrequency (%) 
Strongly Agree4749.0%
 
Agree4243.8%
 
Average66.2%
 
Neutral11.0%
 

Length

Max length14
Median length7
Mean length9.552083333
Min length5

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

Distinct count4
Unique (%)4.2%
Missing0
Missing (%)0.0%
Memory size768.0 B
Strongly Agree
46
Agree
37
Average
12
Neutral
 
1
ValueCountFrequency (%) 
Strongly Agree4647.9%
 
Agree3738.5%
 
Average1212.5%
 
Neutral11.0%
 

Length

Max length14
Median length7
Mean length9.583333333
Min length5

Adequate exposure is provided to relevant software
Categorical

Distinct count5
Unique (%)5.2%
Missing0
Missing (%)0.0%
Memory size768.0 B
Agree
56
Strongly Agree
27
Average
 
10
Neutral
 
2
Disagree
 
1
ValueCountFrequency (%) 
Agree5658.3%
 
Strongly Agree2728.1%
 
Average1010.4%
 
Neutral22.1%
 
Disagree11.0%
 

Length

Max length14
Median length5
Mean length7.8125
Min length5

The courses enhance the analytical/ problem solving/ critical thinking/ innovative skills
Categorical

Distinct count4
Unique (%)4.2%
Missing0
Missing (%)0.0%
Memory size768.0 B
Agree
44
Strongly Agree
42
Average
9
Disagree
 
1
ValueCountFrequency (%) 
Agree4445.8%
 
Strongly Agree4243.8%
 
Average99.4%
 
Disagree11.0%
 

Length

Max length14
Median length7
Mean length9.15625
Min length5

The college provide encouragement to all faculty members to participate in professional development and faculty development programme
Categorical

HIGH CORRELATION

Distinct count4
Unique (%)4.2%
Missing0
Missing (%)0.0%
Memory size768.0 B
Strongly Agree
61
Agree
27
Disagree
 
4
Average
 
4
ValueCountFrequency (%) 
Strongly Agree6163.5%
 
Agree2728.1%
 
Disagree44.2%
 
Average44.2%
 

Length

Max length14
Median length14
Mean length10.92708333
Min length5

The college atmosphere is ambient to promote healthy teaching learning environment
Categorical

HIGH CORRELATION

Distinct count4
Unique (%)4.2%
Missing0
Missing (%)0.0%
Memory size768.0 B
Strongly Agree
72
Agree
19
Neutral
 
4
Disagree
 
1
ValueCountFrequency (%) 
Strongly Agree7275.0%
 
Agree1919.8%
 
Neutral44.2%
 
Disagree11.0%
 

Length

Max length14
Median length14
Mean length11.86458333
Min length5

The university evaluation system is fair results always declared in time
Categorical

Distinct count4
Unique (%)4.2%
Missing0
Missing (%)0.0%
Memory size768.0 B
Agree
60
Strongly Agree
30
Average
 
5
Neutral
 
1
ValueCountFrequency (%) 
Agree6062.5%
 
Strongly Agree3031.2%
 
Average55.2%
 
Neutral11.0%
 

Length

Max length14
Median length5
Mean length7.9375
Min length5

The canteen facility was quite adequate
Categorical

Distinct count5
Unique (%)5.2%
Missing0
Missing (%)0.0%
Memory size768.0 B
Agree
52
Strongly Agree
29
Average
11
Disagree
 
3
Neutral
 
1
ValueCountFrequency (%) 
Agree5254.2%
 
Strongly Agree2930.2%
 
Average1111.5%
 
Disagree33.1%
 
Neutral11.0%
 

Length

Max length14
Median length5
Mean length8.0625
Min length5

The college has different cell to promote research activity
Categorical

HIGH CORRELATION

Distinct count4
Unique (%)4.2%
Missing0
Missing (%)0.0%
Memory size768.0 B
Strongly Agree
57
Agree
34
Average
 
3
Disagree
 
2
ValueCountFrequency (%) 
Strongly Agree5759.4%
 
Agree3435.4%
 
Average33.1%
 
Disagree22.1%
 

Length

Max length14
Median length14
Mean length10.46875
Min length5

The evaluation system of the university was fair and results are declared in time
Categorical

HIGH CORRELATION

Distinct count4
Unique (%)4.2%
Missing0
Missing (%)0.0%
Memory size768.0 B
Agree
61
Strongly Agree
27
Average
 
7
Neutral
 
1
ValueCountFrequency (%) 
Agree6163.5%
 
Strongly Agree2728.1%
 
Average77.3%
 
Neutral11.0%
 

Length

Max length14
Median length5
Mean length7.697916667
Min length5

Research and Development facilities are widely extended to all faculty members for research oriented projects.
Categorical

Distinct count5
Unique (%)5.2%
Missing0
Missing (%)0.0%
Memory size768.0 B
Strongly Agree
47
Agree
37
Average
 
6
Disagree
 
5
Neutral
 
1
ValueCountFrequency (%) 
Strongly Agree4749.0%
 
Agree3738.5%
 
Average66.2%
 
Disagree55.2%
 
Neutral11.0%
 

Length

Max length14
Median length8
Mean length9.708333333
Min length5

Suggestions (If Any):
Categorical

HIGH CORRELATION
MISSING
UNIFORM

Distinct count21
Unique (%)95.5%
Missing74
Missing (%)77.1%
Memory size768.0 B
We could improve.
 
2
Syllabus of some subjects in new syllabus needs to be modified, students are facing problem to understand the subject as they are lacking pre-requisite knowledge, so teachers are also facing problem to teach them. It was well-organised in the old syllabus.
 
1
Individual Perception : Adaptability practices of upgraded continuous improvement mechanisms for teaching-learning processes (Focused Projection Of The Institution)
 
1
Over all good
 
1
With new syllabus introduced and with CBCS system, students can opt for a special area of Civil Engineering. The research and development activities to be further enhanced. A Govt. project grant along with some funding from institite will help.
 
1
Other values (16)
16
ValueCountFrequency (%) 
We could improve.22.1%
 
Syllabus of some subjects in new syllabus needs to be modified, students are facing problem to understand the subject as they are lacking pre-requisite knowledge, so teachers are also facing problem to teach them. It was well-organised in the old syllabus.11.0%
 
Individual Perception : Adaptability practices of upgraded continuous improvement mechanisms for teaching-learning processes (Focused Projection Of The Institution)11.0%
 
Over all good11.0%
 
With new syllabus introduced and with CBCS system, students can opt for a special area of Civil Engineering. The research and development activities to be further enhanced. A Govt. project grant along with some funding from institite will help.11.0%
 
NEW SYLLABUS SHOULD BE INTRODUCED.11.0%
 
There is definite room for improvement.11.0%
 
There is room for improvement.11.0%
 
Student mentoring and counselling will be fruitful only when a group of faculty members with sufficient experience and pedagogy training can be chosen and responsibility of a segment of students is given individually. As the government research project funding is usually not disbursed to private institute, a more closure attention may be given to i-stem facility. A segment of interested senior students can be made involved in research with their project mentors for their B.Tech projects.11.0%
 
Introducing blending mode of teaching, i.e. online and classroom teaching permanently.11.0%
 
Other values (11)1111.5%
 
(Missing)7477.1%
 

Length

Max length724
Median length3
Mean length34.75
Min length2

Timestamp
Categorical

HIGH CORRELATION
UNIQUE

Distinct count96
Unique (%)100.0%
Missing0
Missing (%)0.0%
Memory size768.0 B
2020-09-09 13:04:36
 
1
2020-09-10 18:06:03
 
1
2020-09-09 16:18:04
 
1
2020-09-09 11:18:01
 
1
2020-09-10 10:01:07
 
1
Other values (91)
91
ValueCountFrequency (%) 
2020-09-09 13:04:3611.0%
 
2020-09-10 18:06:0311.0%
 
2020-09-09 16:18:0411.0%
 
2020-09-09 11:18:0111.0%
 
2020-09-10 10:01:0711.0%
 
2020-09-08 03:52:5411.0%
 
2020-09-04 14:50:2411.0%
 
2020-09-09 05:53:2411.0%
 
2020-09-05 14:26:3411.0%
 
2020-09-09 06:07:3711.0%
 
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 13:04:36
 
1
2020-09-10 18:06:03
 
1
2020-09-09 16:18:04
 
1
2020-09-09 11:18:01
 
1
2020-09-10 10:01:07
 
1
Other values (91)
91
ValueCountFrequency (%) 
2020-09-09 13:04:3611.0%
 
2020-09-10 18:06:0311.0%
 
2020-09-09 16:18:0411.0%
 
2020-09-09 11:18:0111.0%
 
2020-09-10 10:01:0711.0%
 
2020-09-08 03:52:5411.0%
 
2020-09-04 14:50:2411.0%
 
2020-09-09 05:53:2411.0%
 
2020-09-05 14:26:3411.0%
 
2020-09-09 06:07:3711.0%
 
Other values (86)8689.6%
 

Length

Max length19
Median length19
Mean length19
Min length19

Created By
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count91
Unique (%)94.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean812.9895833333334
Minimum71
Maximum1351
Zeros0
Zeros (%)0.0%
Memory size768.0 B

Quantile statistics

Minimum71
5-th percentile78
Q1168.5
median1296.5
Q31325.25
95-th percentile1345.25
Maximum1351
Range1280
Interquartile range (IQR)1156.75

Descriptive statistics

Standard deviation568.1614577
Coefficient of variation (CV)0.6988545356
Kurtosis-1.862680995
Mean812.9895833
Median Absolute Deviation (MAD)51
Skewness-0.2762521364
Sum78047
Variance322807.442
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
10044.2%
 
131222.1%
 
7822.1%
 
131511.0%
 
131611.0%
 
132311.0%
 
131811.0%
 
131911.0%
 
132011.0%
 
132111.0%
 
Other values (81)8184.4%
 
ValueCountFrequency (%) 
7111.0%
 
7311.0%
 
7411.0%
 
7511.0%
 
7822.1%
 
ValueCountFrequency (%) 
135111.0%
 
134911.0%
 
134811.0%
 
134711.0%
 
134611.0%
 

Updated By
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count91
Unique (%)94.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean812.9895833333334
Minimum71
Maximum1351
Zeros0
Zeros (%)0.0%
Memory size768.0 B

Quantile statistics

Minimum71
5-th percentile78
Q1168.5
median1296.5
Q31325.25
95-th percentile1345.25
Maximum1351
Range1280
Interquartile range (IQR)1156.75

Descriptive statistics

Standard deviation568.1614577
Coefficient of variation (CV)0.6988545356
Kurtosis-1.862680995
Mean812.9895833
Median Absolute Deviation (MAD)51
Skewness-0.2762521364
Sum78047
Variance322807.442
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
10044.2%
 
131222.1%
 
7822.1%
 
131511.0%
 
131611.0%
 
132311.0%
 
131811.0%
 
131911.0%
 
132011.0%
 
132111.0%
 
Other values (81)8184.4%
 
ValueCountFrequency (%) 
7111.0%
 
7311.0%
 
7411.0%
 
7511.0%
 
7822.1%
 
ValueCountFrequency (%) 
135111.0%
 
134911.0%
 
134811.0%
 
134711.0%
 
134611.0%
 

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 count80
Unique (%)83.3%
Missing0
Missing (%)0.0%
Memory size768.0 B
136.232.11.78
 
7
103.102.123.142
 
6
117.214.68.203
 
4
45.116.191.241
 
2
117.211.86.109
 
2
Other values (75)
75
ValueCountFrequency (%) 
136.232.11.7877.3%
 
103.102.123.14266.2%
 
117.214.68.20344.2%
 
45.116.191.24122.1%
 
117.211.86.10922.1%
 
202.142.81.9711.0%
 
2409:4061:2e82:bde9:9bc:2662:f321:213311.0%
 
2409:4061:2e13:fa92::7309:161011.0%
 
103.219.44.20811.0%
 
2401:4900:3b71:ff8:25f3:e5b1:e088:25b211.0%
 
Other values (70)7072.9%
 

Length

Max length39
Median length15
Mean length25.13541667
Min length12

ID
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count96
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2339.8020833333335
Minimum2063
Maximum2592
Zeros0
Zeros (%)0.0%
Memory size768.0 B

Quantile statistics

Minimum2063
5-th percentile2087.75
Q12219.75
median2338
Q32472.75
95-th percentile2565.75
Maximum2592
Range529
Interquartile range (IQR)253

Descriptive statistics

Standard deviation152.1307346
Coefficient of variation (CV)0.06501863372
Kurtosis-1.139667344
Mean2339.802083
Median Absolute Deviation (MAD)127
Skewness-0.07133325782
Sum224621
Variance23143.76042
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
255911.0%
 
241611.0%
 
207911.0%
 
259211.0%
 
254611.0%
 
245511.0%
 
249711.0%
 
208411.0%
 
221311.0%
 
254011.0%
 
Other values (86)8689.6%
 
ValueCountFrequency (%) 
206311.0%
 
207311.0%
 
207611.0%
 
207911.0%
 
208411.0%
 
ValueCountFrequency (%) 
259211.0%
 
258511.0%
 
257611.0%
 
257411.0%
 
256811.0%
 

Key
Categorical

HIGH CORRELATION
UNIQUE

Distinct count96
Unique (%)100.0%
Missing0
Missing (%)0.0%
Memory size768.0 B
34wjv
 
1
73njc
 
1
q9poq
 
1
m7t6k
 
1
b3311
 
1
Other values (91)
91
ValueCountFrequency (%) 
34wjv11.0%
 
73njc11.0%
 
q9poq11.0%
 
m7t6k11.0%
 
b331111.0%
 
24dor11.0%
 
tqtj911.0%
 
1ezff11.0%
 
4558j11.0%
 
pg26g11.0%
 
Other values (86)8689.6%
 

Length

Max length6
Median length5
Mean length4.979166667
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_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
00Dr. Saurav Ranjan Das2019Mechanical EngineeringStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStudent mentoring and counselling will be fruitful only when a group of faculty members with sufficient experience and pedagogy training can be chosen and responsibility of a segment of students is given individually. As the government research project funding is usually not disbursed to private institute, a more closure attention may be given to i-stem facility. A segment of interested senior students can be made involved in research with their project mentors for their B.Tech projects.2020-09-03 11:22:452020-09-03 11:22:45787802409:4061:2d07:5d1:1cbd:6060:4155:16132063qgakw
18SIDDHARTHA BHOWMICK2019Mechanical EngineeringStrongly AgreeStrongly AgreeAgreeAgreeAgreeAgreeAgreeStrongly AgreeAgreeAgreeAgreeAgreeAgreeNaN2020-09-03 15:57:462020-09-03 15:57:4614214202401:4900:3828:527:b036:1a24:9a44:80292073e07bd
29Dr. Gour Sundar Mitra Thakur2019Information TechnologyStrongly AgreeAgreeAgreeAgreeAgreeAverageAgreeStrongly AgreeStrongly AgreeAgreeAgreeAgreeAverageOutcome Based Education should be the prime focus in teaching and learning.2020-09-03 16:17:402020-09-03 16:17:4012381238042.110.213.7207673njc
310DR. JAYANTA PAL2019Basic Sciences and HumanitiesAgreeAgreeAverageStrongly AgreeAgreeAgreeStrongly AgreeStrongly AgreeAgreeAgreeStrongly AgreeAgreeStrongly AgreeNaN2020-09-04 06:20:202020-09-04 06:20:205825820136.232.11.782079hqv2k
415PRANOY ROY2019Civil EngineeringStrongly AgreeStrongly AgreeAgreeStrongly AgreeAgreeAgreeAgreeAgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeNaN2020-09-04 06:43:442020-09-04 06:43:444624620136.232.11.782084lupt0
520ANANDAPROVA MAJUMDER2019Computer Science EngineeringAgreeAgreeStrongly AgreeAgreeStrongly AgreeAgreeAgreeStrongly AgreeStrongly AgreeAgreeStrongly AgreeAgreeAgreeNaN2020-09-04 07:52:112020-09-04 07:52:11207207042.110.206.122089rsz6h
621Dr. Chandan Kumar Ghosh2019Electronics and Communication EngineeringStrongly AgreeAgreeStrongly AgreeStrongly AgreeAgreeAgreeStrongly AgreeAgreeAgreeDisagreeAgreeAverageAgreeNaN2020-09-04 08:38:132020-09-04 08:38:1379790103.102.123.14220917vah2
748Dr Suneeta De2019Computer Science EngineeringAgreeAgreeAgreeAverageAverageAverageDisagreeNeutralAgreeAgreeAgreeAgreeDisagreeThere is room for improvement.2020-09-04 12:14:292020-09-04 12:14:291001000117.214.68.2032121wrqcc
849Dr Suneeta De2019Information TechnologyAgreeAgreeAgreeAverageAverageAverageDisagreeNeutralAgreeAgreeAgreeAgreeDisagreeWe could improve.2020-09-04 12:15:412020-09-04 12:15:411001000117.214.68.2032122jz63m
950Dr Suneeta De2019Mechanical EngineeringAgreeAgreeAgreeAverageAverageAverageDisagreeNeutralAgreeAgreeAgreeAgreeDisagreeWe could improve.2020-09-04 12:16:542020-09-04 12:16:541001000117.214.68.20321234huww

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
86427Dr. Anirban Bose2019Electronics and Instrumentation EngineeringAgreeAgreeStrongly AgreeAverageDisagreeAverageAverageAgreeAgreeAverageDisagreeAgreeDisagreeNaN2020-09-10 14:07:082020-09-10 14:07:08134713470103.192.118.1025475wdtn
87428Debipriya Dutta2019Electronics and Communication EngineeringAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeNaN2020-09-10 15:39:012020-09-10 15:39:01134913490103.219.44.20825481nhut
88434KOYNDRIK BHATTACHARJEE2019Civil EngineeringStrongly AgreeStrongly AgreeAgreeAgreeAgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeAgreeAgreeAgreeStrongly AgreeNaN2020-09-10 16:31:142020-09-10 16:31:14463463014.139.221.232554iv8hx
89439Dr. Sabyasachi Chandra2019Civil EngineeringStrongly AgreeStrongly AgreeStrongly AgreeAgreeAgreeStrongly AgreeStrongly AgreeStrongly AgreeAgreeAgreeStrongly AgreeAgreeStrongly AgreeNaN2020-09-10 16:57:432020-09-10 16:57:431286128602409:4061:2e08:115c:3870:460d:b9be:ee9d2559fdfxy
90442Dr.Rajib Banerjee2019Electronics and Communication EngineeringStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeAgreeAgreeAgreeAgreeAgreeAverageAgreeAgreeAgreeNaN2020-09-10 18:06:032020-09-10 18:06:03134813480117.203.151.312565q6vu
91445Ritu Rani De(Maity)2019Electronics and Instrumentation EngineeringAgreeAgreeAverageAverageAgreeAgreeStrongly AgreeStrongly AgreeAgreeAgreeStrongly AgreeAgreeStrongly AgreeEven semester due to the pandemic situation the teaching learning process was hampered.2020-09-10 19:02:252020-09-10 19:02:251351135102409:4061:2e03:cb79:38dd:bd44:2aff:6e4825689qoga
92451Soumyadip Das2019Civil EngineeringAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeNaN2020-09-10 19:23:412020-09-10 19:23:411309130902409:4061:814:faa9:a43d:edff:fee1:952574z6np1
93452ARIJIT KUMAR BANERJI2019Civil EngineeringAgreeAgreeAverageAgreeAgreeAgreeStrongly AgreeStrongly AgreeAgreeAgreeStrongly AgreeAgreeAgreeThe new upgradation in the syllabus somehow lacks in pre-requisite subjects for the 1st year course curriculum.2020-09-11 04:40:152020-09-11 04:40:1517417402401:4900:382f:23b4:c897:1136:eb8d:a5782576bgmm4
94461SNEHASHIS GHOSHAL2019Electrical EngineeringAgreeStrongly AgreeAgreeAgreeAgreeStrongly AgreeStrongly AgreeStrongly AgreeAgreeAgreeStrongly AgreeAgreeAgreeNaN2020-09-11 07:28:022020-09-11 07:28:021721720103.148.183.22585w13rj
95467Subhajit Bhattacharya2019Mechanical EngineeringStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeAgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeStrongly AgreeNaN2020-09-12 06:15:372020-09-12 06:15:371791790103.102.123.14225922olcq