Pandas Profiling Report

Dataset info

Number of variables	22
Number of observations	131
Missing cells	0 (0.0%)
Duplicate rows	0 (0.0%)
Total size in memory	22.6 KiB
Average record size in memory	176.6 B

Variables types

Numeric	0
Categorical	20
Boolean	1
Date	0
URL	0
Text (Unique)	0
Rejected	1
Unsupported	0

Warnings

Marital-Status has constant value "Unmarried" Rejected

Admission-Category
Categorical

Distinct count	2
Unique (%)	1.5%
Missing (%)	0.0%
Missing (n)	0

Paid	76
Free	55

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Common values
Composition

Value	Count	Frequency (%)
Paid	76	58.0%
Free	55	42.0%

Max length	4
Mean length	4
Min length	4
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

Attendance-Percentage
Categorical

Distinct count	3
Unique (%)	2.3%
Missing (%)	0.0%
Missing (n)	0

Good	56
Average	47
Poor	28

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Common values
Composition

Value	Count	Frequency (%)
Good	56	42.7%
Average	47	35.9%
Poor	28	21.4%

Max length	7
Mean length	5.076335878
Min length	4
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

back-or-Arrear-Papers
Boolean

Distinct count	2
Unique (%)	1.5%
Missing (%)	0.0%
Missing (n)	0

N	78
Y	53

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Value	Count	Frequency (%)
N	78	59.5%
Y	53	40.5%

Caste
Categorical

Distinct count	5
Unique (%)	3.8%
Missing (%)	0.0%
Missing (n)	0

OBC	57
G	44
ST	20
Other values (2)	10

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Common values
Composition

Value	Count	Frequency (%)
OBC	57	43.5%
G	44	33.6%
ST	20	15.3%
MOBC	6	4.6%
SC	4	3.1%

Max length	4
Mean length	2.190839695
Min length	1
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

Class-X-Percentag
Categorical

Distinct count	4
Unique (%)	3.1%
Missing (%)	0.0%
Missing (n)	0

Good	59
Vg	38
Pass	25

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Common values
Composition

Value	Count	Frequency (%)
Good	59	45.0%
Vg	38	29.0%
Pass	25	19.1%
Best	9	6.9%

Max length	4
Mean length	3.419847328
Min length	2
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

Class-XII-Percentag
Categorical

Distinct count	4
Unique (%)	3.1%
Missing (%)	0.0%
Missing (n)	0

Good	65
Vg	44
Pass	17

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Common values
Composition

Value	Count	Frequency (%)
Good	65	49.6%
Vg	44	33.6%
Pass	17	13.0%
Best	5	3.8%

Max length	4
Mean length	3.328244275
Min length	2
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

End-Semester-Percentage
Categorical

Distinct count	4
Unique (%)	3.1%
Missing (%)	0.0%
Missing (n)	0

Good	54
Vg	42
Pass	27

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Common values
Composition

Value	Count	Frequency (%)
Good	54	41.2%
Vg	42	32.1%
Pass	27	20.6%
Best	8	6.1%

Max length	4
Mean length	3.358778626
Min length	2
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

Family-Monthly-Income
Categorical

Distinct count	5
Unique (%)	3.8%
Missing (%)	0.0%
Missing (n)	0

Medium	63
Am	27
Low	20
Other values (2)	21

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Common values
Composition

Value	Count	Frequency (%)
Medium	63	48.1%
Am	27	20.6%
Low	20	15.3%
High	15	11.5%
Vh	6	4.6%

Max length	6
Mean length	4.305343511
Min length	2
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

Family-Size
Categorical

Distinct count	3
Unique (%)	2.3%
Missing (%)	0.0%
Missing (n)	0

Small	89
Average	40
Large	2

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Common values
Composition

Value	Count	Frequency (%)
Small	89	67.9%
Average	40	30.5%
Large	2	1.5%

Max length	7
Mean length	5.610687023
Min length	5
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

Father-Occupation
Categorical

Distinct count	5
Unique (%)	3.8%
Missing (%)	0.0%
Missing (n)	0

Service	38
Business	34
Others	29
Other values (2)	30

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Common values
Composition

Value	Count	Frequency (%)
Service	38	29.0%
Business	34	26.0%
Others	29	22.1%
Farmer	27	20.6%
Retired	3	2.3%

Max length	8
Mean length	6.832061069
Min length	6
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

Father-Qualification
Categorical

Distinct count	6
Unique (%)	4.6%
Missing (%)	0.0%
Missing (n)	0

Um	40
10	23
12	22
Other values (3)	46

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Common values
Composition

Value	Count	Frequency (%)
Um	40	30.5%
10	23	17.6%
12	22	16.8%
Il	20	15.3%
Degree	20	15.3%
Pg	6	4.6%

Max length	6
Mean length	2.610687023
Min length	2
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	False

Gender
Categorical

Distinct count	2
Unique (%)	1.5%
Missing (%)	0.0%
Missing (n)	0

M	72
F	59

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Common values
Composition

Value	Count	Frequency (%)
M	72	55.0%
F	59	45.0%

Max length	1
Mean length	1
Min length	1
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

Internal-Assessment-Percentage
Categorical

Distinct count	4
Unique (%)	3.1%
Missing (%)	0.0%
Missing (n)	0

Vg	63
Good	53
Best	8

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Common values
Composition

Value	Count	Frequency (%)
Vg	63	48.1%
Good	53	40.5%
Best	8	6.1%
Pass	7	5.3%

Max length	4
Mean length	3.038167939
Min length	2
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

Living-Status
Categorical

Distinct count	2
Unique (%)	1.5%
Missing (%)	0.0%
Missing (n)	0

V	92
T	39

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Common values
Composition

Value	Count	Frequency (%)
V	92	70.2%
T	39	29.8%

Max length	1
Mean length	1
Min length	1
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

Marital-Status
Constant

This variable is constant and should be ignored for analysis

Constant value	Unmarried

Medium
Categorical

Distinct count	4
Unique (%)	3.1%
Missing (%)	0.0%
Missing (n)	0

Eng	62
Asm	60
Hin	7

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Common values
Composition

Value	Count	Frequency (%)
Eng	62	47.3%
Asm	60	45.8%
Hin	7	5.3%
Ben	2	1.5%

Max length	3
Mean length	3
Min length	3
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

Mother-Occupation
Categorical

Distinct count	5
Unique (%)	3.8%
Missing (%)	0.0%
Missing (n)	0

Housewife	115
Service	12
Others	2
Other values (2)	2

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Common values
Composition

Value	Count	Frequency (%)
Housewife	115	87.8%
Service	12	9.2%
Others	2	1.5%
Retired	1	0.8%
Business	1	0.8%

Max length	9
Mean length	8.748091603
Min length	6
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

Mother-Qualification
Categorical

Distinct count	6
Unique (%)	4.6%
Missing (%)	0.0%
Missing (n)	0

Um	52
Il	27
10	25
Other values (3)	27

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Common values
Composition

Value	Count	Frequency (%)
Um	52	39.7%
Il	27	20.6%
10	25	19.1%
12	17	13.0%
Degree	7	5.3%
Pg	3	2.3%

Max length	6
Mean length	2.213740458
Min length	2
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	False

Number-of-Friends
Categorical

Distinct count	3
Unique (%)	2.3%
Missing (%)	0.0%
Missing (n)	0

Large	58
Average	43
Small	30

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Common values
Composition

Value	Count	Frequency (%)
Large	58	44.3%
Average	43	32.8%
Small	30	22.9%

Max length	7
Mean length	5.65648855
Min length	5
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

Student-School
Categorical

Distinct count	2
Unique (%)	1.5%
Missing (%)	0.0%
Missing (n)	0

Govt	91
Private	40

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Common values
Composition

Value	Count	Frequency (%)
Govt	91	69.5%
Private	40	30.5%

Max length	7
Mean length	4.916030534
Min length	4
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

Study-Hours
Categorical

Distinct count	3
Unique (%)	2.3%
Missing (%)	0.0%
Missing (n)	0

Average	59
Poor	45
Good	27

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Common values
Composition

Value	Count	Frequency (%)
Average	59	45.0%
Poor	45	34.4%
Good	27	20.6%

Max length	7
Mean length	5.351145038
Min length	4
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

Travel-Tim
Categorical

Distinct count	3
Unique (%)	2.3%
Missing (%)	0.0%
Missing (n)	0

Small	78
Average	43
Large	10

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Common values
Composition

Value	Count	Frequency (%)
Small	78	59.5%
Average	43	32.8%
Large	10	7.6%

Max length	7
Mean length	5.65648855
Min length	5
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

Count
Matrix

First rows

	Admission-Category	Attendance-Percentage	back-or-Arrear-Papers	Caste	Class-X-Percentag	Class-XII-Percentag	End-Semester-Percentage	Family-Monthly-Income	Family-Size	Father-Occupation	Father-Qualification	Gender	Internal-Assessment-Percentage	Living-Status	Marital-Status	Medium	Mother-Occupation	Mother-Qualification	Number-of-Friends	Student-School	Study-Hours	Travel-Tim
0	Paid	Good	Y	G	Good	Good	Good	Medium	Average	Farmer	Um	F	Vg	V	Unmarried	Asm	Housewife	10	Large	Govt	Poor	Small
1	Paid	Average	N	OBC	Vg	Vg	Vg	Low	Average	Service	Um	M	Vg	V	Unmarried	Asm	Service	Il	Small	Govt	Poor	Average
2	Paid	Good	N	OBC	Good	Good	Good	Am	Average	Service	12	F	Vg	V	Unmarried	Asm	Housewife	10	Average	Govt	Average	Large
3	Paid	Average	N	MOBC	Pass	Good	Good	Medium	Small	Business	12	M	Vg	V	Unmarried	Asm	Business	Um	Large	Govt	Poor	Average
4	Paid	Good	N	G	Good	Good	Vg	Am	Average	Service	10	M	Vg	V	Unmarried	Asm	Housewife	12	Large	Private	Poor	Small
5	Paid	Average	N	OBC	Vg	Good	Vg	Medium	Average	Farmer	10	M	Vg	V	Unmarried	Eng	Housewife	Um	Small	Private	Poor	Average
6	Paid	Good	N	OBC	Good	Vg	Good	High	Average	Service	12	F	Good	V	Unmarried	Asm	Service	Degree	Average	Govt	Poor	Small
7	Paid	Good	N	OBC	Good	Good	Good	Medium	Small	Farmer	Il	F	Good	V	Unmarried	Asm	Housewife	Um	Small	Private	Poor	Average
8	Paid	Good	Y	MOBC	Vg	Good	Vg	Low	Small	Others	12	F	Good	V	Unmarried	Asm	Housewife	10	Small	Govt	Good	Average
9	Paid	Good	Y	OBC	Vg	Vg	Vg	Low	Small	Others	Degree	F	Good	V	Unmarried	Asm	Housewife	Degree	Large	Govt	Average	Average

Last rows

	Admission-Category	Attendance-Percentage	back-or-Arrear-Papers	Caste	Class-X-Percentag	Class-XII-Percentag	End-Semester-Percentage	Family-Monthly-Income	Family-Size	Father-Occupation	Father-Qualification	Gender	Internal-Assessment-Percentage	Living-Status	Marital-Status	Medium	Mother-Occupation	Mother-Qualification	Number-of-Friends	Student-School	Study-Hours	Travel-Tim
121	Free	Poor	Y	OBC	Pass	Pass	Pass	Medium	Average	Farmer	Um	M	Good	V	Unmarried	Asm	Housewife	Um	Average	Govt	Average	Average
122	Free	Poor	N	OBC	Good	Pass	Good	Medium	Average	Service	Il	M	Vg	V	Unmarried	Asm	Housewife	10	Average	Govt	Poor	Small
123	Paid	Average	Y	OBC	Good	Good	Good	Am	Average	Business	12	M	Good	T	Unmarried	Eng	Housewife	Um	Average	Govt	Good	Small
124	Free	Poor	Y	OBC	Good	Good	Good	Medium	Average	Service	Il	M	Vg	V	Unmarried	Asm	Housewife	Il	Average	Govt	Average	Average
125	Free	Good	N	OBC	Pass	Good	Pass	Medium	Average	Service	10	M	Good	T	Unmarried	Eng	Housewife	Um	Small	Govt	Average	Average
126	Free	Poor	Y	G	Pass	Good	Pass	Low	Small	Service	Um	M	Good	T	Unmarried	Asm	Housewife	Il	Small	Govt	Average	Small
127	Free	Average	N	MOBC	Vg	Vg	Good	High	Small	Farmer	10	M	Good	V	Unmarried	Asm	Housewife	Um	Average	Govt	Poor	Small
128	Free	Good	N	OBC	Good	Good	Good	Am	Large	Farmer	Il	F	Vg	V	Unmarried	Asm	Housewife	Il	Small	Govt	Average	Large
129	Free	Average	Y	ST	Pass	Pass	Pass	Low	Average	Service	Um	M	Good	V	Unmarried	Asm	Housewife	Um	Average	Govt	Average	Large
130	Free	Average	Y	G	Pass	Good	Pass	Medium	Small	Business	Um	M	Good	V	Unmarried	Asm	Housewife	Um	Average	Govt	Average	Small

Overview

Variables

Correlations

Missing values

Sample

First rows

Last rows