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iris_summary.txt
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iris_summary.txt
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===============
First Five Rows
---------------
sepal length in cm sepal width in cm petal length in cm petal width in cm class
0 5.1 3.5 1.4 0.2 Iris-setosa
1 4.9 3.0 1.4 0.2 Iris-setosa
2 4.7 3.2 1.3 0.2 Iris-setosa
3 4.6 3.1 1.5 0.2 Iris-setosa
4 5.0 3.6 1.4 0.2 Iris-setosa
===============
Last Five Rows
---------------
sepal length in cm sepal width in cm petal length in cm petal width in cm class
145 6.7 3.0 5.2 2.3 Iris-virginica
146 6.3 2.5 5.0 1.9 Iris-virginica
147 6.5 3.0 5.2 2.0 Iris-virginica
148 6.2 3.4 5.4 2.3 Iris-virginica
149 5.9 3.0 5.1 1.8 Iris-virginica
===============
Species of Iris
---------------
Iris-versicolor 50
Iris-virginica 50
Iris-setosa 50
Name: class, dtype: int64
==========================
Information on the dataset
--------------------------
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 150 entries, 0 to 149
Data columns (total 5 columns):
sepal length in cm 150 non-null float64
sepal width in cm 150 non-null float64
petal length in cm 150 non-null float64
petal width in cm 150 non-null float64
class 150 non-null object
dtypes: float64(4), object(1)
memory usage: 6.0+ KB
None
===================================
Statistical Summary of numeric data
-----------------------------------
sepal length in cm sepal width in cm petal length in cm petal width in cm
count 150.000000 150.000000 150.000000 150.000000
mean 5.843333 3.054000 3.758667 1.198667
std 0.828066 0.433594 1.764420 0.763161
min 4.300000 2.000000 1.000000 0.100000
25% 5.100000 2.800000 1.600000 0.300000
50% 5.800000 3.000000 4.350000 1.300000
75% 6.400000 3.300000 5.100000 1.800000
max 7.900000 4.400000 6.900000 2.500000
=======================================
Statistical Summary of non-numeric data
---------------------------------------
class
count 150
unique 3
top Iris-versicolor
freq 50
===============
Dataset Median
--------------
sepal length in cm 5.80
sepal width in cm 3.00
petal length in cm 4.35
petal width in cm 1.30
dtype: float64
===============
Dataset Mode
--------------
sepal length in cm sepal width in cm petal length in cm petal width in cm
0 5.0 3.0 1.5 0.2
===============
Dataset Variance
--------------
sepal length in cm 0.685694
sepal width in cm 0.188004
petal length in cm 3.113179
petal width in cm 0.582414
dtype: float64
====================================
Dataset Correlation Matrix Of Values
------------------------------------
sepal length in cm sepal width in cm petal length in cm petal width in cm
sepal length in cm 1.000000 -0.109369 0.871754 0.817954
sepal width in cm -0.109369 1.000000 -0.420516 -0.356544
petal length in cm 0.871754 -0.420516 1.000000 0.962757
petal width in cm 0.817954 -0.356544 0.962757 1.000000
====================================
Dataset Covariance Matrix Of Values
------------------------------------
sepal length in cm sepal width in cm petal length in cm petal width in cm
sepal length in cm 0.685694 -0.039268 1.273682 0.516904
sepal width in cm -0.039268 0.188004 -0.321713 -0.117981
petal length in cm 1.273682 -0.321713 3.113179 1.296387
petal width in cm 0.516904 -0.117981 1.296387 0.582414
===============