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www.reachoutanalytics.comwww.callforai.com
Advanced Data Science
(Machine Learning/AI)
Mean
Mode
Median
Weight Mean
Geo mean
Herman
Trimmed Mean
95% upper mean
95% Lower Mean
Central Tendency
- 0.05
Std
CV (coefficient of Variation)
Variation
Min
Max
Range
IQR
Skewness
Kurtosis
Std Error
Dispersions
Small
Highest
Max- Min
Q3-Q1
SL Credit card NO Default NPL
1 4560******4351 5400
2 4560******4345 6540
3 4560******4346 57650
4 4560******4333 4980
5 4560******4327 5400
6 4560******4321 6100
7 4560******4315 6190
8 4560******4309 4308
9 4560******4303 5400
10 4560******4297 5699
Central Tendency Mean 10766.70
Median 5549.50
Mode 5400.00
Geomean 6978.92
Harman 6025.22
Std 16485.41
DQ (Hmean/mean) 56%
CV 153%
Dispersions
Zscore(x-mean)/std
-0.32554
-0.25639
2.843926
-0.35102
-0.32554
-0.28308
-0.27762
-0.39178
-0.32554
-0.30741
5766.70
5549.50
5400.00
5702.62
5639.95
918.31
98%
16%
Default NPL
5400
6540
7650
4980
5400
6100
6190
4308
5400
5699
Outlier : 57650
Case Study
Var Label
Q1 Name
Q2 Age
Q3 Gender
Q4 Educational status
Q5 Religion
Q6 Mothers education
Q7 Education of family head
Q8 Occupation of family head
Q9 Family income
Q10 Socio economic status:
Q11 Place of residence
Q12 Type of family
BDI_Sum BDI Sum Score
PN_Sum Panic Disorder
GD_Sum Generalized Anxiety Disorder
SP_Sum Separation Anxiety
SC_Sum Social Anxiety Disorder
SH_Sum Sign School Avoidance
TOTAL_SCARED Total Scared
BDI_Range BDI_Range
Gender
1 Male
2 Female
Educational status
1 Class 12
2 UG 1st year
3 UG 2nd year
Religion
1 Hindu
2 Muslim
3 Cristian
Mothers education
1 Illiterate
2 Primary school
3 Middle school
4 High school
5 Plus two/Post High School/Diploma
6 Graduate/PG
Education of family head
1 Illiterate
2 Primary school
3 Middle school
4 High school
5 Plus two/Post High School/Diploma
6 Graduate/PG
7 Professional
Occupation of family head
1 Unemployed
2 Unskilled worker
3 Semi skilled
4 Skilled
5 Clerical/Shop Owner/Farmer
6 Semi Professional
7 Professional
Family income
1 <979
2 979-2936
3 2936-4893
4 4894-7322
5 7323-9787
6 9788-19574
7 .>19575
Socio economic status:
1 Upper (26-29)
2 Upper middle (16-25)
3 Lower middle (11-15)
4 Upper lower (5-10)
5 Lower (<5)
Type of family
1 Nuclear
2 Extended
3 Joint
Place of residence
1 Rural
2 Urban
3 City
Type of family
1 Nuclear
2 Extended
3 Joint
City of Patient
1. Guntur
2. Warangal
3. MEdak
4. Kadapa
5. Nellore
Type of Mobile
iPhone
Samsung
Oppo
Viva
OnePlus

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2 central tendency

  • 2. Mean Mode Median Weight Mean Geo mean Herman Trimmed Mean 95% upper mean 95% Lower Mean Central Tendency - 0.05
  • 3. Std CV (coefficient of Variation) Variation Min Max Range IQR Skewness Kurtosis Std Error Dispersions Small Highest Max- Min Q3-Q1
  • 4. SL Credit card NO Default NPL 1 4560******4351 5400 2 4560******4345 6540 3 4560******4346 57650 4 4560******4333 4980 5 4560******4327 5400 6 4560******4321 6100 7 4560******4315 6190 8 4560******4309 4308 9 4560******4303 5400 10 4560******4297 5699 Central Tendency Mean 10766.70 Median 5549.50 Mode 5400.00 Geomean 6978.92 Harman 6025.22 Std 16485.41 DQ (Hmean/mean) 56% CV 153% Dispersions Zscore(x-mean)/std -0.32554 -0.25639 2.843926 -0.35102 -0.32554 -0.28308 -0.27762 -0.39178 -0.32554 -0.30741 5766.70 5549.50 5400.00 5702.62 5639.95 918.31 98% 16% Default NPL 5400 6540 7650 4980 5400 6100 6190 4308 5400 5699 Outlier : 57650
  • 6. Var Label Q1 Name Q2 Age Q3 Gender Q4 Educational status Q5 Religion Q6 Mothers education Q7 Education of family head Q8 Occupation of family head Q9 Family income Q10 Socio economic status: Q11 Place of residence Q12 Type of family BDI_Sum BDI Sum Score PN_Sum Panic Disorder GD_Sum Generalized Anxiety Disorder SP_Sum Separation Anxiety SC_Sum Social Anxiety Disorder SH_Sum Sign School Avoidance TOTAL_SCARED Total Scared BDI_Range BDI_Range Gender 1 Male 2 Female Educational status 1 Class 12 2 UG 1st year 3 UG 2nd year Religion 1 Hindu 2 Muslim 3 Cristian Mothers education 1 Illiterate 2 Primary school 3 Middle school 4 High school 5 Plus two/Post High School/Diploma 6 Graduate/PG Education of family head 1 Illiterate 2 Primary school 3 Middle school 4 High school 5 Plus two/Post High School/Diploma 6 Graduate/PG 7 Professional Occupation of family head 1 Unemployed 2 Unskilled worker 3 Semi skilled 4 Skilled 5 Clerical/Shop Owner/Farmer 6 Semi Professional 7 Professional Family income 1 <979 2 979-2936 3 2936-4893 4 4894-7322 5 7323-9787 6 9788-19574 7 .>19575 Socio economic status: 1 Upper (26-29) 2 Upper middle (16-25) 3 Lower middle (11-15) 4 Upper lower (5-10) 5 Lower (<5) Type of family 1 Nuclear 2 Extended 3 Joint Place of residence 1 Rural 2 Urban 3 City Type of family 1 Nuclear 2 Extended 3 Joint City of Patient 1. Guntur 2. Warangal 3. MEdak 4. Kadapa 5. Nellore Type of Mobile iPhone Samsung Oppo Viva OnePlus