Overview

Dataset statistics

Number of variables28
Number of observations187
Missing cells143
Missing cells (%)2.7%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory41.0 KiB
Average record size in memory224.7 B

Variable types

CAT23
NUM4
BOOL1

Reproduction

Analysis started2020-10-02 07:32:39.018045
Analysis finished2020-10-02 07:32:43.989489
Duration4.97 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 "2016-17" Constant
Draft has constant value "0" Constant
Name has a high cardinality: 178 distinct values High cardinality
IP has a high cardinality: 177 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 143 (76.5%) missing values Missing
Name is uniformly distributed Uniform
Remarks: 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 (1.6%) zeros Zeros
Updated By has 3 (1.6%) zeros Zeros

Variables

df_index
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count187
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean954.6310160427807
Minimum9
Maximum1736
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum9
5-th percentile180.3
Q1588
median999
Q31339
95-th percentile1679.8
Maximum1736
Range1727
Interquartile range (IQR)751

Descriptive statistics

Standard deviation472.286736
Coefficient of variation (CV)0.4947322348
Kurtosis-0.9777645029
Mean954.631016
Median Absolute Deviation (MAD)398
Skewness-0.170708848
Sum178516
Variance223054.761
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
51110.5%
 
33310.5%
 
60110.5%
 
111110.5%
 
59810.5%
 
8510.5%
 
59610.5%
 
144510.5%
 
85010.5%
 
124210.5%
 
Other values (177)17794.7%
 
ValueCountFrequency (%) 
910.5%
 
1110.5%
 
1810.5%
 
2110.5%
 
2610.5%
 
ValueCountFrequency (%) 
173610.5%
 
172810.5%
 
171910.5%
 
171110.5%
 
170810.5%
 

Name
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count178
Unique (%)95.2%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
Arunabha Goswami
 
2
Nitish Kumar
 
2
Amartya Panja
 
2
Sonali Chandra
 
2
Ankit Singh
 
2
Other values (173)
177
ValueCountFrequency (%) 
Arunabha Goswami21.1%
 
Nitish Kumar21.1%
 
Amartya Panja21.1%
 
Sonali Chandra21.1%
 
Ankit Singh21.1%
 
Pratyuash Kumar21.1%
 
Ghanashyam Thakur21.1%
 
CHAITY PAL21.1%
 
Pooja21.1%
 
Swarn Satyam10.5%
 
Other values (168)16889.8%
 

Length

Max length27
Median length13
Mean length13.74331551
Min length5

Department
Categorical

Distinct count7
Unique (%)3.7%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
Electronics and Communication Engineering
54
Electrical Engineering
50
Computer Science Engineering
21
Mechanical Engineering
21
Information Technology
15
Other values (2)
26
ValueCountFrequency (%) 
Electronics and Communication Engineering5428.9%
 
Electrical Engineering5026.7%
 
Computer Science Engineering2111.2%
 
Mechanical Engineering2111.2%
 
Information Technology158.0%
 
Electronics and Instrumentation Engineering137.0%
 
Civil Engineering137.0%
 

Length

Max length43
Median length22
Mean length29.27272727
Min length17

Academic Year
Categorical

CONSTANT
REJECTED

Distinct count1
Unique (%)0.5%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
2016-17
187
ValueCountFrequency (%) 
2016-17187100.0%
 

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 (%)2.7%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
Agree
90
Average
43
Strongly agree
37
Neutral
 
10
Disagree
 
7
ValueCountFrequency (%) 
Agree9048.1%
 
Average4323.0%
 
Strongly agree3719.8%
 
Neutral105.3%
 
Disagree73.7%
 

Length

Max length14
Median length7
Mean length7.459893048
Min length5

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

Distinct count5
Unique (%)2.7%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
Agree
81
Strongly agree
50
Average
42
Neutral
 
10
Disagree
 
4
ValueCountFrequency (%) 
Agree8143.3%
 
Strongly agree5026.7%
 
Average4222.5%
 
Neutral105.3%
 
Disagree42.1%
 

Length

Max length14
Median length7
Mean length8.026737968
Min length5

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

Distinct count5
Unique (%)2.7%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
Agree
80
Average
53
Strongly agree
41
Neutral
 
11
Disagree
 
2
ValueCountFrequency (%) 
Agree8042.8%
 
Average5328.3%
 
Strongly agree4121.9%
 
Neutral115.9%
 
Disagree21.1%
 

Length

Max length14
Median length7
Mean length7.689839572
Min length5

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

Distinct count5
Unique (%)2.7%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
Agree
79
Average
45
Strongly agree
44
Neutral
 
13
Disagree
 
6
ValueCountFrequency (%) 
Agree7942.2%
 
Average4524.1%
 
Strongly agree4423.5%
 
Neutral137.0%
 
Disagree63.2%
 

Length

Max length14
Median length7
Mean length7.834224599
Min length5

5. Adequate exposure is provided to relevant software
Categorical

Distinct count5
Unique (%)2.7%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
Agree
79
Average
47
Strongly agree
36
Neutral
16
Disagree
 
9
ValueCountFrequency (%) 
Agree7942.2%
 
Average4725.1%
 
Strongly agree3619.3%
 
Neutral168.6%
 
Disagree94.8%
 

Length

Max length14
Median length7
Mean length7.550802139
Min length5

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

Distinct count5
Unique (%)2.7%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
Agree
75
Strongly agree
54
Average
35
Neutral
17
Disagree
 
6
ValueCountFrequency (%) 
Agree7540.1%
 
Strongly agree5428.9%
 
Average3518.7%
 
Neutral179.1%
 
Disagree63.2%
 

Length

Max length14
Median length7
Mean length8.251336898
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 (%)2.7%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
Agree
77
Strongly agree
53
Average
37
Neutral
16
Disagree
 
4
ValueCountFrequency (%) 
Agree7741.2%
 
Strongly agree5328.3%
 
Average3719.8%
 
Neutral168.6%
 
Disagree42.1%
 

Length

Max length14
Median length7
Mean length8.181818182
Min length5

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

Distinct count5
Unique (%)2.7%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
Strongly agree
79
Agree
74
Average
24
Neutral
 
8
Disagree
 
2
ValueCountFrequency (%) 
Strongly agree7942.2%
 
Agree7439.6%
 
Average2412.8%
 
Neutral84.3%
 
Disagree21.1%
 

Length

Max length14
Median length7
Mean length9.176470588
Min length5

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

Distinct count5
Unique (%)2.7%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
Average
55
Agree
55
Strongly agree
38
Disagree
21
Neutral
18
ValueCountFrequency (%) 
Average5529.4%
 
Agree5529.4%
 
Strongly agree3820.3%
 
Disagree2111.2%
 
Neutral189.6%
 

Length

Max length14
Median length7
Mean length7.946524064
Min length5

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

Distinct count5
Unique (%)2.7%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
Agree
82
Strongly agree
63
Average
32
Neutral
 
5
Disagree
 
5
ValueCountFrequency (%) 
Agree8243.9%
 
Strongly agree6333.7%
 
Average3217.1%
 
Neutral52.7%
 
Disagree52.7%
 

Length

Max length14
Median length7
Mean length8.50802139
Min length5

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

Distinct count5
Unique (%)2.7%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
Agree
80
Strongly agree
49
Average
36
Neutral
 
13
Disagree
 
9
ValueCountFrequency (%) 
Agree8042.8%
 
Strongly agree4926.2%
 
Average3619.3%
 
Neutral137.0%
 
Disagree94.8%
 

Length

Max length14
Median length7
Mean length8.026737968
Min length5

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

Distinct count5
Unique (%)2.7%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
Agree
88
Strongly agree
59
Average
25
Neutral
 
11
Disagree
 
4
ValueCountFrequency (%) 
Agree8847.1%
 
Strongly agree5931.6%
 
Average2513.4%
 
Neutral115.9%
 
Disagree42.1%
 

Length

Max length14
Median length7
Mean length8.288770053
Min length5

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

Distinct count4
Unique (%)2.1%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
Agree
77
Strongly agree
68
Average
31
Neutral
 
11
ValueCountFrequency (%) 
Agree7741.2%
 
Strongly agree6836.4%
 
Average3116.6%
 
Neutral115.9%
 

Length

Max length14
Median length7
Mean length8.721925134
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 (%)2.7%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
Agree
83
Strongly agree
46
Average
40
Neutral
 
12
Disagree
 
6
ValueCountFrequency (%) 
Agree8344.4%
 
Strongly agree4624.6%
 
Average4021.4%
 
Neutral126.4%
 
Disagree63.2%
 

Length

Max length14
Median length7
Mean length7.86631016
Min length5

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

Distinct count5
Unique (%)2.7%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
Agree
79
Strongly agree
48
Average
41
Disagree
 
10
Neutral
 
9
ValueCountFrequency (%) 
Agree7942.2%
 
Strongly agree4825.7%
 
Average4121.9%
 
Disagree105.3%
 
Neutral94.8%
 

Length

Max length14
Median length7
Mean length8.005347594
Min length5

Remarks:
Categorical

MISSING
UNIFORM

Distinct count41
Unique (%)93.2%
Missing143
Missing (%)76.5%
Memory size1.5 KiB
Good
 
3
Our college still lacks placement for students. Students placement should be college first priority. Students lack practical exposure of what they should know belonging to a software background.. these can be provided by college. Mess management of our college hostel is below average and there are plenty of basic requirements. Even after thousands of complaints owner believes in looting students. Students don't get healthy food Our college don't have a standard level canteen, which almost every college provide.
 
2
All good
 
1
It is overall good.
 
1
Our college is providing to its great extent the exposure to best education environment , at the same time extra curricular activities are also taken in regard .... So I can say what the logo of BCREC say dedicated to quality study is best suited .... From my acedimic studies ofcourse I have learnt huge things at the same time how to become a good human being also.... All credit goes to our teachers and ofcource the college!!
 
1
Other values (36)
36
ValueCountFrequency (%) 
Good31.6%
 
Our college still lacks placement for students. Students placement should be college first priority. Students lack practical exposure of what they should know belonging to a software background.. these can be provided by college. Mess management of our college hostel is below average and there are plenty of basic requirements. Even after thousands of complaints owner believes in looting students. Students don't get healthy food Our college don't have a standard level canteen, which almost every college provide.21.1%
 
All good10.5%
 
It is overall good.10.5%
 
Our college is providing to its great extent the exposure to best education environment , at the same time extra curricular activities are also taken in regard .... So I can say what the logo of BCREC say dedicated to quality study is best suited .... From my acedimic studies ofcourse I have learnt huge things at the same time how to become a good human being also.... All credit goes to our teachers and ofcource the college!!10.5%
 
Infrastructure of the college is quite good, teachers are helpful and they should treat all the students in a same and right way.10.5%
 
I can say that there is a good scope for candidates from Applied Electronics and Instrumentation Engineering background. As the Instrumentation Engineering is a specialized branch of the Electronics and Electrical Engineering this stream generally deals with control, Automation of processes and measurement. After successful completion of Graduation in Applied Electronics and Instrumentation Engineering course, you may get into both Hardware as well as Software fields.10.5%
 
As a fresh-year's, life in college is full of adventures to explore all the new things in the college. thanks to all the teachers and other staffs for providing us a good quality of education.10.5%
 
Management of the College should help their students in difficult times.. Faculty members of Electrical Engineering department are very helpful and were always there for me whenever I needed specially Prof. Sunil Kumar Choudhary sir, Chandan Paul sir.. thanku for your care and support..10.5%
 
It was a nice journey of four years with all our respected faculty members who have guided and helped us in every steps. I have no words to express my gratitude towards you. I have been given many opportunities to prove myself. I am thankful to all my teachers for believing me enough and encouraging me to be better.10.5%
 
Other values (31)3116.6%
 
(Missing)14376.5%
 

Length

Max length676
Median length3
Mean length44.17112299
Min length3

Timestamp
Categorical

UNIQUE

Distinct count187
Unique (%)100.0%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
2020-07-27 04:22:25
 
1
2020-07-28 14:21:55
 
1
2020-07-30 12:58:54
 
1
2020-07-28 08:47:26
 
1
2020-07-26 05:45:58
 
1
Other values (182)
182
ValueCountFrequency (%) 
2020-07-27 04:22:2510.5%
 
2020-07-28 14:21:5510.5%
 
2020-07-30 12:58:5410.5%
 
2020-07-28 08:47:2610.5%
 
2020-07-26 05:45:5810.5%
 
2020-07-27 04:47:3710.5%
 
2020-07-27 05:16:4110.5%
 
2020-07-27 06:11:2310.5%
 
2020-07-24 09:43:4910.5%
 
2020-07-24 05:16:1710.5%
 
Other values (177)17794.7%
 

Length

Max length19
Median length19
Mean length19
Min length19

Last Updated
Categorical

UNIQUE

Distinct count187
Unique (%)100.0%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
2020-07-27 04:22:25
 
1
2020-07-28 14:21:55
 
1
2020-07-30 12:58:54
 
1
2020-07-28 08:47:26
 
1
2020-07-26 05:45:58
 
1
Other values (182)
182
ValueCountFrequency (%) 
2020-07-27 04:22:2510.5%
 
2020-07-28 14:21:5510.5%
 
2020-07-30 12:58:5410.5%
 
2020-07-28 08:47:2610.5%
 
2020-07-26 05:45:5810.5%
 
2020-07-27 04:47:3710.5%
 
2020-07-27 05:16:4110.5%
 
2020-07-27 06:11:2310.5%
 
2020-07-24 09:43:4910.5%
 
2020-07-24 05:16:1710.5%
 
Other values (177)17794.7%
 

Length

Max length19
Median length19
Mean length19
Min length19

Created By
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct count178
Unique (%)95.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean724.1818181818181
Minimum0
Maximum1289
Zeros3
Zeros (%)1.6%
Memory size1.5 KiB

Quantile statistics

Minimum0
5-th percentile224.3
Q1461.5
median764
Q3973.5
95-th percentile1230.3
Maximum1289
Range1289
Interquartile range (IQR)512

Descriptive statistics

Standard deviation318.2527721
Coefficient of variation (CV)0.4394652892
Kurtosis-0.9848432795
Mean724.1818182
Median Absolute Deviation (MAD)276
Skewness-0.0670799084
Sum135422
Variance101284.827
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
031.6%
 
89821.1%
 
125321.1%
 
45421.1%
 
100921.1%
 
126421.1%
 
94121.1%
 
104421.1%
 
127710.5%
 
34610.5%
 
Other values (168)16889.8%
 
ValueCountFrequency (%) 
031.6%
 
20210.5%
 
20410.5%
 
20610.5%
 
20810.5%
 
ValueCountFrequency (%) 
128910.5%
 
127710.5%
 
127210.5%
 
126810.5%
 
126421.1%
 

Updated By
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct count178
Unique (%)95.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean724.1818181818181
Minimum0
Maximum1289
Zeros3
Zeros (%)1.6%
Memory size1.5 KiB

Quantile statistics

Minimum0
5-th percentile224.3
Q1461.5
median764
Q3973.5
95-th percentile1230.3
Maximum1289
Range1289
Interquartile range (IQR)512

Descriptive statistics

Standard deviation318.2527721
Coefficient of variation (CV)0.4394652892
Kurtosis-0.9848432795
Mean724.1818182
Median Absolute Deviation (MAD)276
Skewness-0.0670799084
Sum135422
Variance101284.827
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
031.6%
 
89821.1%
 
125321.1%
 
45421.1%
 
100921.1%
 
126421.1%
 
94121.1%
 
104421.1%
 
127710.5%
 
34610.5%
 
Other values (168)16889.8%
 
ValueCountFrequency (%) 
031.6%
 
20210.5%
 
20410.5%
 
20610.5%
 
20810.5%
 
ValueCountFrequency (%) 
128910.5%
 
127710.5%
 
127210.5%
 
126810.5%
 
126421.1%
 

Draft
Boolean

CONSTANT
REJECTED

Distinct count1
Unique (%)0.5%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
0
187
ValueCountFrequency (%) 
0187100.0%
 

IP
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count177
Unique (%)94.7%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
157.43.202.163
 
2
2401:4900:362b:678d:706c:c6b5:2c45:f1fc
 
2
2409:4064:2e24:41c9:245e:985b:d37b:c5e5
 
2
45.64.222.165
 
2
45.249.81.118
 
2
Other values (172)
177
ValueCountFrequency (%) 
157.43.202.16321.1%
 
2401:4900:362b:678d:706c:c6b5:2c45:f1fc21.1%
 
2409:4064:2e24:41c9:245e:985b:d37b:c5e521.1%
 
45.64.222.16521.1%
 
45.249.81.11821.1%
 
2409:4061:2005:699:c4e3:e21d:98d3:51c221.1%
 
2409:4064:482:a0a3:2eb3:5d3b:e5de:c60721.1%
 
106.211.139.2421.1%
 
2401:4900:1214:a2f8:459f:e6e7:87c4:2bf421.1%
 
103.102.121.12521.1%
 
Other values (167)16789.3%
 

Length

Max length39
Median length37
Mean length28.45454545
Min length11

ID
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count187
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1048.3689839572191
Minimum22
Maximum1951
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum22
5-th percentile195.3
Q1613
median1116
Q31490
95-th percentile1866.2
Maximum1951
Range1929
Interquartile range (IQR)877

Descriptive statistics

Standard deviation532.7969188
Coefficient of variation (CV)0.5082150721
Kurtosis-1.067514882
Mean1048.368984
Median Absolute Deviation (MAD)452
Skewness-0.1302488562
Sum196045
Variance283872.5567
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
76710.5%
 
160710.5%
 
110810.5%
 
136310.5%
 
33810.5%
 
59310.5%
 
59210.5%
 
85010.5%
 
59810.5%
 
33010.5%
 
Other values (177)17794.7%
 
ValueCountFrequency (%) 
2210.5%
 
2410.5%
 
3110.5%
 
3410.5%
 
3910.5%
 
ValueCountFrequency (%) 
195110.5%
 
192610.5%
 
191610.5%
 
190510.5%
 
190210.5%
 

Key
Categorical

UNIQUE

Distinct count187
Unique (%)100.0%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
5190u
 
1
1v0i7
 
1
1frsl
 
1
efedf
 
1
ndsgd
 
1
Other values (182)
182
ValueCountFrequency (%) 
5190u10.5%
 
1v0i710.5%
 
1frsl10.5%
 
efedf10.5%
 
ndsgd10.5%
 
ylelw10.5%
 
5brey10.5%
 
e8u0g10.5%
 
c4w9h10.5%
 
xc0va10.5%
 
Other values (177)17794.7%
 

Length

Max length5
Median length5
Mean length4.962566845
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

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09Rahul GuptaElectronics and Communication Engineering2016-17AverageAverageAverageNeutralDisagreeDisagreeAverageAgreeNeutralAverageAverageAgreeAgreeDisagreeAverageNaN2020-07-23 06:47:202020-07-23 06:47:2020220202401:4900:1216:2724:eda3:490c:3e90:66b0221jo54
111Shuvam KabirajElectronics and Communication Engineering2016-17AgreeAgreeAgreeAgreeAgreeStrongly agreeAgreeAgreeAverageStrongly agreeAgreeStrongly agreeAgreeAgreeAgreeGood.2020-07-23 06:51:292020-07-23 06:51:292042040103.103.3.20124xc0va
218Shruti ShikhaElectronics and Communication Engineering2016-17AgreeAgreeStrongly agreeStrongly agreeAgreeAgreeStrongly agreeStrongly agreeAgreeAgreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeNaN2020-07-23 07:03:012020-07-23 07:03:0120820802409:4064:2e1f:9461:2bf2:72a5:3892:6c9b31uqawz
321NANDAN SHARMAComputer Science Engineering2016-17AgreeAgreeAgreeAgreeAgreeAgreeAgreeAverageAverageAgreeAverageStrongly agreeStrongly agreeStrongly agreeStrongly agreeNaN2020-07-23 07:04:592020-07-23 07:04:5922122102401:4900:362b:b247:404d:49ff:fe86:d84234wjayw
426Nayanika MukhopadhyayElectronics and Communication Engineering2016-17AgreeAgreeAgreeAgreeAgreeAgreeAgreeStrongly agreeAgreeAgreeAgreeAgreeStrongly agreeAgreeAgreeNaN2020-07-23 07:13:082020-07-23 07:13:08211211042.110.223.1339kput8
531Vikash KumarElectronics and Communication Engineering2016-17AverageStrongly agreeAverageDisagreeAverageDisagreeAgreeAgreeNeutralStrongly agreeAgreeAgreeAgreeAgreeAgreeThe academic part of the ECE department is best in this institution. All the professors are always ready to help and guide the students. \r\nThe Central library lacks adequate amount of books on latest technologies such as artificial intelligence, machine learning and data sciences. As for any recommendations, I would recommend the college administration to establish a state of the art computer center for students to be accessed even after the college hours. College administration should also make an effort to give students exposure to the latest advancement in the field of technology by organizing more seminars and conferences and inviting leading experts of the field.2020-07-23 07:19:472020-07-23 07:19:4721321302409:4064:31b:ff4a:b95f:7707:3167:e79744vj6fo
685Vishal kishorElectronics and Communication Engineering2016-17NeutralNeutralAverageAverageDisagreeNeutralNeutralAverageDisagreeDisagreeNeutralAverageNeutralNeutralNeutralNaN2020-07-23 07:57:522020-07-23 07:57:5226726702401:4900:126d:d89f:93b2:aae6:1918:6f47100nw002
794RANJIT KUMAR SASMALElectronics and Communication Engineering2016-17DisagreeNeutralAverageNeutralNeutralAverageDisagreeAgreeAgreeNeutralAverageAverageAgreeDisagreeDisagreeNaN2020-07-23 08:03:032020-07-23 08:03:0326626602409:4061:2d88:10bf:52f:f9f5:31e5:57bb109ohznz
8143abhijeet kumarElectronics and Communication Engineering2016-17AverageAverageAverageAverageAverageAverageAverageAverageNeutralAverageAverageDisagreeAverageAverageAverageNaN2020-07-23 08:16:282020-07-23 08:16:2827527502409:4064:2e10:71e6:fc2e:caff:fe83:713a158a2lpa
9180Souvik RoyElectronics and Communication Engineering2016-17Strongly agreeAgreeAgreeAverageAgreeAgreeStrongly agreeStrongly agreeAgreeAverageAgreeAgreeStrongly agreeAverageAverageNaN2020-07-23 08:26:462020-07-23 08:26:4631231202401:4900:382e:c6dc:82e8:314d:4737:dab9195offud

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
1771681Md Faiz HassanCivil Engineering2016-17AgreeStrongly agreeStrongly agreeStrongly agreeNeutralStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly 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 16:06:542020-07-30 16:06:541213121302401:4900:126d:b34:bcaa:3b8b:ad7f:69d91868ocmbu
1781693Sonali ChandraInformation Technology2016-17AverageAverageAverageDisagreeDisagreeAverageNeutralNeutralDisagreeAgreeDisagreeAgreeAverageNeutralDisagreeOur college still lacks placement for students.\r\nStudents placement should be college first priority. \r\n\r\nStudents lack practical exposure of what they should know belonging to a software background.. these can be provided by college.\r\n\r\nMess management of our college hostel is below average and there are plenty of basic requirements. Even after thousands of complaints owner believes in looting students.\r\nStudents don't get healthy food\r\n\r\nOur college don't have a standard level canteen, which almost every college provide.2020-07-30 17:35:232020-07-30 17:35:231253125302409:4064:482:a0a3:2eb3:5d3b:e5de:c6071882slm9d
1791694HEMLATA BOSEElectronics and Instrumentation Engineering2016-17AgreeAgreeAgreeAgreeAverageAgreeAgreeAgreeAverageAgreeAgreeAgreeStrongly agreeAgreeStrongly agreeIt was a nice journey of four years with all our respected faculty members who have guided and helped us in every steps. I have no words to express my gratitude towards you. I have been given many opportunities to prove myself. I am thankful to all my teachers for believing me enough and encouraging me to be better.2020-07-30 17:37:072020-07-30 17:37:0712511251042.110.203.01883452vt
1801704Sonali ChandraInformation Technology2016-17AverageAverageAverageDisagreeDisagreeAverageNeutralNeutralDisagreeAgreeDisagreeAgreeAverageNeutralDisagreeOur college still lacks placement for students.\r\nStudents placement should be college first priority. \r\n\r\nStudents lack practical exposure of what they should know belonging to a software background.. these can be provided by college.\r\n\r\nMess management of our college hostel is below average and there are plenty of basic requirements. Even after thousands of complaints owner believes in looting students.\r\nStudents don't get healthy food\r\n\r\nOur college don't have a standard level canteen, which almost every college provide.2020-07-31 09:05:342020-07-31 09:05:341253125302409:4064:482:a0a3:2eb3:5d3b:e5de:c6071898ztawi
1811707PoojaInformation Technology2016-17Strongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeAgreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeAgreeAgreeStrongly agreeNaN2020-07-31 10:14:332020-07-31 10:14:33126412640103.102.121.12519011frsl
1821708PoojaInformation Technology2016-17Strongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeAgreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeAgreeGood college.2020-07-31 10:17:402020-07-31 10:17:40126412640103.102.121.1251902bg2si
1831711Aditya paulComputer Science Engineering2016-17AgreeAgreeAverageAgreeAgreeAgreeAverageStrongly agreeAgreeAgreeAgreeStrongly agreeStrongly agreeAverageAverageNaN2020-07-31 11:50:282020-07-31 11:50:281268126802401:4900:3a22:285e:793c:beb5:921b:24881905oxvpi
1841719Sakshi PriyaComputer Science Engineering2016-17Strongly agreeAgreeStrongly agreeStrongly agreeAgreeAgreeStrongly agreeStrongly agreeAverageStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeAgreeNaN2020-07-31 15:50:052020-07-31 15:50:05127212720157.42.90.521916gef25
1851728Mainak MajumdarInformation Technology2016-17AgreeNeutralNeutralAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeGood2020-08-01 05:33:192020-08-01 05:33:191277127702409:4060:2189:524b::1dc2:a8ac1926xxj1v
1861736Prakash PintooMechanical Engineering2016-17Strongly agreeAgreeAverageAgreeNeutralStrongly agreeNeutralNeutralAverageStrongly agreeAgreeStrongly agreeAgreeAverageAgreeThe college is good and the faculty members are very supportive2020-08-07 01:27:542020-08-07 01:27:541289128902409:4064:4dce:aa47::50ca:590e1951qpaky