Primer Markdown


BASE IRIS


## 'data.frame':    150 obs. of  5 variables:
##  $ Sepal.Length: num  5.1 4.9 4.7 4.6 5 5.4 4.6 5 4.4 4.9 ...
##  $ Sepal.Width : num  3.5 3 3.2 3.1 3.6 3.9 3.4 3.4 2.9 3.1 ...
##  $ Petal.Length: num  1.4 1.4 1.3 1.5 1.4 1.7 1.4 1.5 1.4 1.5 ...
##  $ Petal.Width : num  0.2 0.2 0.2 0.2 0.2 0.4 0.3 0.2 0.2 0.1 ...
##  $ Species     : Factor w/ 3 levels "setosa","versicolor",..: 1 1 1 1 1 1 1 1 1 1 ...
## autoEDA | Setting color theme 
## autoEDA | Removing constant features 
## autoEDA | 0 constant features removed 
## autoEDA | 0 zero spread features removed 
## autoEDA | Removing features containing majority missing values 
## autoEDA | 0 majority missing features removed 
## autoEDA | Cleaning data 
## autoEDA | Correcting sparse categorical feature levels 
## autoEDA | Performing univariate analysis 
## autoEDA | Visualizing data

##        Feature Observations FeatureClass FeatureType PercentageMissing
## 1 Sepal.Length          150      numeric  Continuous                 0
## 2  Sepal.Width          150      numeric  Continuous                 0
## 3 Petal.Length          150      numeric  Continuous                 0
## 4  Petal.Width          150      numeric  Continuous                 0
## 5      Species          150    character Categorical                 0
##   PercentageUnique ConstantFeature ZeroSpreadFeature LowerOutliers
## 1            23.33              No                No             0
## 2            15.33              No                No             1
## 3            28.67              No                No             0
## 4            14.67              No                No             0
## 5             2.00              No                No             0
##   UpperOutliers ImputationValue MinValue FirstQuartile Median Mean   Mode
## 1             0             5.8      4.3           5.1   5.80 5.84      5
## 2             3               3      2.0           2.8   3.00 3.06      3
## 3             0            4.35      1.0           1.6   4.35 3.76    1.4
## 4             0             1.3      0.1           0.3   1.30 1.20    0.2
## 5             0          SETOSA      0.0           0.0   0.00 0.00 SETOSA
##   ThirdQuartile MaxValue LowerOutlierValue UpperOutlierValue
## 1           6.4      7.9              3.15              8.35
## 2           3.3      4.4              2.05              4.05
## 3           5.1      6.9             -3.65             10.35
## 4           1.8      2.5             -1.95              4.05
## 5           0.0      0.0              0.00              0.00

BASE MIS_DATASETS


## autoEDA | Setting color theme 
## autoEDA | Removing constant features 
## autoEDA | 0 constant features removed 
## autoEDA | 0 zero spread features removed 
## autoEDA | Removing features containing majority missing values 
## autoEDA | 0 majority missing features removed 
## autoEDA | Cleaning data 
## autoEDA | Correcting sparse categorical feature levels 
## autoEDA | Performing univariate analysis 
## autoEDA | Visualizing data

##          Feature Observations FeatureClass FeatureType PercentageMissing
## 1     customerID           10    character Categorical                 0
## 2 MonthlyCharges           10    character Categorical                30
## 3   TotalCharges           10    character Categorical                30
## 4  PaymentMethod           10    character Categorical                30
## 5          Churn           10    character Categorical                 0
##   PercentageUnique ConstantFeature ZeroSpreadFeature LowerOutliers
## 1              100              No                No             0
## 2               80              No                No             0
## 3               80              No                No             0
## 4               50              No                No             0
## 5               20              No                No             0
##   UpperOutliers ImputationValue MinValue FirstQuartile Median Mean
## 1             0      1452-KIOVK        0             0      0    0
## 2             0         MISSING        0             0      0    0
## 3             0         MISSING        0             0      0    0
## 4             0         MISSING        0             0      0    0
## 5             0              NO        0             0      0    0
##               Mode ThirdQuartile MaxValue LowerOutlierValue UpperOutlierValue
## 1       1452-KIOVK             0        0                 0                 0
## 2            104.8             0        0                 0                 0
## 3           108.15             0        0                 0                 0
## 4 ELECTRONIC CHECK             0        0                 0                 0
## 5               NO             0        0                 0                 0