In [5]:

    

import numpy


    

In [6]:

    

array([1,2,3])


    

    




---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
<ipython-input-6-27d393022d9f> in <module>()
----> 1 array([1,2,3])

NameError: name 'array' is not defined

In [7]:

    

numpy.array([1,2,3])


    

    
Out[7]:





array([1, 2, 3])

In [8]:

    

import numpy as np


    

In [9]:

    

np.array([1,2,3])


    

    
Out[9]:





array([1, 2, 3])

In [10]:

    

from numpy import array


    

In [11]:

    

array([1,2,3])


    

    
Out[11]:





array([1, 2, 3])

In [12]:

    

# Definition of radius
r = 0.43

# Import the math package
import math

# Calculate C
C = 2*math.pi*r

# Calculate A
A = math.pi*r**2

# Build printout
print("Circumference: " + str(C))
print("Area: " + str(A))


    

    




Circumference: 2.701769682087222
Area: 0.5808804816487527

In [13]:

    

# Definition of radius
r = 192500

# Import radians function of math package
from math import radians

# Travel distance of Moon over 12 degrees. Store in dist.
dist=r*radians(12)

# Print out dist
print(dist)


    

    




40317.10572106901

In [15]:

    

import numpy as np


    

In [16]:

    

# Create list baseball
baseball = [180, 215, 210, 210, 188, 176, 209, 200]

# Import the numpy package as np
import numpy as np

# Create a Numpy array from baseball: np_baseball
np_baseball=np.array(baseball)

# Print out type of np_baseball
print(type(np_baseball))


    

    




<class 'numpy.ndarray'>

In [18]:

    

height=[74, 74, 72, 72, 73, 69, 69, 71, 76, 71, 73, 73, 74, 74, 69, 70, 73, 75, 78, 79, 76, 74, 76, 72, 71, 75, 77, 74, 73, 74, 78, 73, 75, 73, 75, 75, 74, 69, 71, 74, 73, 73, 76, 74, 74, 70, 72, 77, 74, 70, 73, 75, 76, 76, 78, 74, 74, 76, 77, 81, 78, 75, 77, 75, 76, 74, 72, 72, 75, 73, 73, 73, 70, 70, 70, 76, 68, 71, 72, 75, 75, 75, 75, 68, 74, 78, 71, 73, 76, 74, 74, 79, 75, 73, 76, 74, 74, 73, 72, 74, 73, 74, 72, 73, 69, 72, 73, 75, 75, 73, 72, 72, 76, 74, 72, 77, 74, 77, 75, 76, 80, 74, 74, 75, 78, 73, 73, 74, 75, 76, 71, 73, 74, 76, 76, 74, 73, 74, 70, 72, 73, 73, 73, 73, 71, 74, 74, 72, 74, 71, 74, 73, 75, 75, 79, 73, 75, 76, 74, 76, 78, 74, 76, 72, 74, 76, 74, 75, 78, 75, 72, 74, 72, 74, 70, 71, 70, 75, 71, 71, 73, 72, 71, 73, 72, 75, 74, 74, 75, 73, 77, 73, 76, 75, 74, 76, 75, 73, 71, 76, 75, 72, 71, 77, 73, 74, 71, 72, 74, 75, 73, 72, 75, 75, 74, 72, 74, 71, 70, 74, 77, 77, 75, 75, 78, 75, 76, 73, 75, 75, 79, 77, 76, 71, 75, 74, 69, 71, 76, 72, 72, 70, 72, 73, 71, 72, 71, 73, 72, 73, 74, 74, 72, 75, 74, 74, 77, 75, 73, 72, 71, 74, 77, 75, 75, 75, 78, 78, 74, 76, 78, 76, 70, 72, 80, 74, 74, 71, 70, 72, 71, 74, 71, 72, 71, 74, 69, 76, 75, 75, 76, 73, 76, 73, 77, 73, 72, 72, 77, 77, 71, 74, 74, 73, 78, 75, 73, 70, 74, 72, 73, 73, 75, 75, 74, 76, 73, 74, 75, 75, 72, 73, 73, 72, 74, 78, 76, 73, 74, 75, 70, 75, 71, 72, 78, 75, 73, 73, 71, 75, 77, 72, 69, 73, 74, 72, 70, 75, 70, 72, 72, 74, 73, 74, 76, 75, 80, 72, 75, 73, 74, 74, 73, 75, 75, 71, 73, 75, 74, 74, 72, 74, 74, 74, 73, 76, 75, 72, 73, 73, 73, 72, 72, 72, 72, 71, 75, 75, 74, 73, 75, 79, 74, 76, 73, 74, 74, 72, 74, 74, 75, 78, 74, 74, 74, 77, 70, 73, 74, 73, 71, 75, 71, 72, 77, 74, 70, 77, 73, 72, 76, 71, 76, 78, 75, 73, 78, 74, 79, 75, 76, 72, 75, 75, 70, 72, 70, 74, 71, 76, 73, 76, 71, 69, 72, 72, 69, 73, 69, 73, 74, 74, 72, 71, 72, 72, 76, 76, 76, 74, 76, 75, 71, 72, 71, 73, 75, 76, 75, 71, 75, 74, 72, 73, 73, 73, 73, 76, 72, 76, 73, 73, 73, 75, 75, 77, 73, 72, 75, 70, 74, 72, 80, 71, 71, 74, 74, 73, 75, 76, 73, 77, 72, 73, 77, 76, 71, 75, 73, 74, 77, 71, 72, 73, 69, 73, 70, 74, 76, 73, 73, 75, 73, 79, 74, 73, 74, 77, 75, 74, 73, 77, 73, 77, 74, 74, 73, 77, 74, 77, 75, 77, 75, 71, 74, 70, 79, 72, 72, 70, 74, 74, 72, 73, 72, 74, 74, 76, 82, 74, 74, 70, 73, 73, 74, 77, 72, 76, 73, 73, 72, 74, 74, 71, 72, 75, 74, 74, 77, 70, 71, 73, 76, 71, 75, 74, 72, 76, 79, 76, 73, 76, 78, 75, 76, 72, 72, 73, 73, 75, 71, 76, 70, 75, 74, 75, 73, 71, 71, 72, 73, 73, 72, 69, 73, 78, 71, 73, 75, 76, 70, 74, 77, 75, 79, 72, 77, 73, 75, 75, 75, 73, 73, 76, 77, 75, 70, 71, 71, 75, 74, 69, 70, 75, 72, 75, 73, 72, 72, 72, 76, 75, 74, 69, 73, 72, 72, 75, 77, 76, 80, 77, 76, 79, 71, 75, 73, 76, 77, 73, 76, 70, 75, 73, 75, 70, 69, 71, 72, 72, 73, 70, 70, 73, 76, 75, 72, 73, 79, 71, 72, 74, 74, 74, 72, 76, 76, 72, 72, 71, 72, 72, 70, 77, 74, 72, 76, 71, 76, 71, 73, 70, 73, 73, 72, 71, 71, 71, 72, 72, 74, 74, 74, 71, 72, 75, 72, 71, 72, 72, 72, 72, 74, 74, 77, 75, 73, 75, 73, 76, 72, 77, 75, 72, 71, 71, 75, 72, 73, 73, 71, 70, 75, 71, 76, 73, 68, 71, 72, 74, 77, 72, 76, 78, 81, 72, 73, 76, 72, 72, 74, 76, 73, 76, 75, 70, 71, 74, 72, 73, 76, 76, 73, 71, 68, 71, 71, 74, 77, 69, 72, 76, 75, 76, 75, 76, 72, 74, 76, 74, 72, 75, 78, 77, 70, 72, 79, 74, 71, 68, 77, 75, 71, 72, 70, 72, 72, 73, 72, 74, 72, 72, 75, 72, 73, 74, 72, 78, 75, 72, 74, 75, 75, 76, 74, 74, 73, 74, 71, 74, 75, 76, 74, 76, 76, 73, 75, 75, 74, 68, 72, 75, 71, 70, 72, 73, 72, 75, 74, 70, 76, 71, 82, 72, 73, 74, 71, 75, 77, 72, 74, 72, 73, 78, 77, 73, 73, 73, 73, 73, 76, 75, 70, 73, 72, 73, 75, 74, 73, 73, 76, 73, 75, 70, 77, 72, 77, 74, 75, 75, 75, 75, 72, 74, 71, 76, 71, 75, 76, 83, 75, 74, 76, 72, 72, 75, 75, 72, 77, 73, 72, 70, 74, 72, 74, 72, 71, 70, 71, 76, 74, 76, 74, 74, 74, 75, 75, 71, 71, 74, 77, 71, 74, 75, 77, 76, 74, 76, 72, 71, 72, 75, 73, 68, 72, 69, 73, 73, 75, 70, 70, 74, 75, 74, 74, 73, 74, 75, 77, 73, 74, 76, 74, 75, 73, 76, 78, 75, 73, 77, 74, 72, 74, 72, 71, 73, 75, 73, 67, 67, 76, 74, 73, 70, 75, 70, 72, 77, 79, 78, 74, 75, 75, 78, 76, 75, 69, 75, 72, 75, 73, 74, 75, 75, 73]


    

In [20]:

    

print(len(height))


    

    




1015

In [21]:

    

# Create a Numpy array from height: np_height
np_height=np.array(height)

# Print out np_height
print(np_height)

# Convert np_height to m: np_height_m
np_height_m=np_height*0.0254

# Print np_height_m
print(np_height_m)


    

    




[74 74 72 ..., 75 75 73]
[ 1.8796  1.8796  1.8288 ...,  1.905   1.905   1.8542]

In [22]:

    

weight=[180, 215, 210, 210, 188, 176, 209, 200, 231, 180, 188, 180, 185, 160, 180, 185, 189, 185, 219, 230, 205, 230, 195, 180, 192, 225, 203, 195, 182, 188, 200, 180, 200, 200, 245, 240, 215, 185, 175, 199, 200, 215, 200, 205, 206, 186, 188, 220, 210, 195, 200, 200, 212, 224, 210, 205, 220, 195, 200, 260, 228, 270, 200, 210, 190, 220, 180, 205, 210, 220, 211, 200, 180, 190, 170, 230, 155, 185, 185, 200, 225, 225, 220, 160, 205, 235, 250, 210, 190, 160, 200, 205, 222, 195, 205, 220, 220, 170, 185, 195, 220, 230, 180, 220, 180, 180, 170, 210, 215, 200, 213, 180, 192, 235, 185, 235, 210, 222, 210, 230, 220, 180, 190, 200, 210, 194, 180, 190, 240, 200, 198, 200, 195, 210, 220, 190, 210, 225, 180, 185, 170, 185, 185, 180, 178, 175, 200, 204, 211, 190, 210, 190, 190, 185, 290, 175, 185, 200, 220, 170, 220, 190, 220, 205, 200, 250, 225, 215, 210, 215, 195, 200, 194, 220, 180, 180, 170, 195, 180, 170, 206, 205, 200, 225, 201, 225, 233, 180, 225, 180, 220, 180, 237, 215, 190, 235, 190, 180, 165, 195, 200, 190, 190, 185, 185, 205, 190, 205, 206, 220, 208, 170, 195, 210, 190, 211, 230, 170, 185, 185, 241, 225, 210, 175, 230, 200, 215, 198, 226, 278, 215, 230, 240, 184, 219, 170, 218, 190, 225, 220, 176, 190, 197, 204, 167, 180, 195, 220, 215, 185, 190, 205, 205, 200, 210, 215, 200, 205, 211, 190, 208, 200, 210, 232, 230, 210, 220, 210, 202, 212, 225, 170, 190, 200, 237, 220, 170, 193, 190, 150, 220, 200, 190, 185, 185, 200, 172, 220, 225, 190, 195, 219, 190, 197, 200, 195, 210, 177, 220, 235, 180, 195, 195, 190, 230, 190, 200, 190, 190, 200, 200, 184, 200, 180, 219, 187, 200, 220, 205, 190, 170, 160, 215, 175, 205, 200, 214, 200, 190, 180, 205, 220, 190, 215, 235, 191, 200, 181, 200, 210, 240, 185, 165, 190, 185, 175, 155, 210, 170, 175, 220, 210, 205, 200, 205, 195, 240, 150, 200, 215, 202, 200, 190, 205, 190, 160, 215, 185, 200, 190, 210, 185, 220, 190, 202, 205, 220, 175, 160, 190, 200, 229, 206, 220, 180, 195, 175, 188, 230, 190, 200, 190, 219, 235, 180, 180, 180, 200, 234, 185, 220, 223, 200, 210, 200, 210, 190, 177, 227, 180, 195, 199, 175, 185, 240, 210, 180, 194, 225, 180, 205, 193, 230, 230, 220, 200, 249, 190, 208, 245, 250, 160, 192, 220, 170, 197, 155, 190, 200, 220, 210, 228, 190, 160, 184, 180, 180, 200, 176, 160, 222, 211, 195, 200, 175, 206, 240, 185, 260, 185, 221, 205, 200, 170, 201, 205, 185, 205, 245, 220, 210, 220, 185, 175, 170, 180, 200, 210, 175, 220, 206, 180, 210, 195, 200, 200, 164, 180, 220, 195, 205, 170, 240, 210, 195, 200, 205, 192, 190, 170, 240, 200, 205, 175, 250, 220, 224, 210, 195, 180, 245, 175, 180, 215, 175, 180, 195, 230, 230, 205, 215, 195, 180, 205, 180, 190, 180, 190, 190, 220, 210, 255, 190, 230, 200, 205, 210, 225, 215, 220, 205, 200, 220, 197, 225, 187, 245, 185, 185, 175, 200, 180, 188, 225, 200, 210, 245, 213, 231, 165, 228, 210, 250, 191, 190, 200, 215, 254, 232, 180, 215, 220, 180, 200, 170, 195, 210, 200, 220, 165, 180, 200, 200, 170, 224, 220, 180, 198, 240, 239, 185, 210, 220, 200, 195, 220, 230, 170, 220, 230, 165, 205, 192, 210, 205, 200, 210, 185, 195, 202, 205, 195, 180, 200, 185, 240, 185, 220, 205, 205, 180, 201, 190, 208, 240, 180, 230, 195, 215, 190, 195, 215, 215, 220, 220, 230, 195, 190, 195, 209, 204, 170, 185, 205, 175, 210, 190, 180, 180, 160, 235, 200, 210, 180, 190, 197, 203, 205, 170, 200, 250, 200, 220, 200, 190, 170, 190, 220, 215, 206, 215, 185, 235, 188, 230, 195, 168, 190, 160, 200, 200, 189, 180, 190, 200, 220, 187, 240, 190, 180, 185, 210, 220, 219, 190, 193, 175, 180, 215, 210, 200, 190, 185, 220, 170, 195, 205, 195, 210, 190, 190, 180, 220, 190, 186, 185, 190, 180, 190, 170, 210, 240, 220, 180, 210, 210, 195, 160, 180, 205, 200, 185, 245, 190, 210, 200, 200, 222, 215, 240, 170, 220, 156, 190, 202, 221, 200, 190, 210, 190, 200, 165, 190, 185, 230, 208, 209, 175, 180, 200, 205, 200, 250, 210, 230, 244, 202, 240, 200, 215, 177, 210, 170, 215, 217, 198, 200, 220, 170, 200, 230, 231, 183, 192, 167, 190, 180, 180, 215, 160, 205, 223, 175, 170, 190, 240, 175, 230, 223, 196, 167, 195, 190, 250, 190, 190, 190, 170, 160, 150, 225, 220, 209, 210, 176, 260, 195, 190, 184, 180, 195, 195, 219, 225, 212, 202, 185, 200, 209, 200, 195, 228, 210, 190, 212, 190, 218, 220, 190, 235, 210, 200, 188, 210, 235, 188, 215, 216, 220, 180, 185, 200, 210, 220, 185, 231, 210, 195, 200, 205, 200, 190, 250, 185, 180, 170, 180, 208, 235, 215, 244, 220, 185, 230, 190, 200, 180, 190, 196, 180, 230, 224, 160, 178, 205, 185, 210, 180, 190, 200, 257, 190, 220, 165, 205, 200, 208, 185, 215, 170, 235, 210, 170, 180, 170, 190, 150, 230, 203, 260, 246, 186, 210, 198, 210, 215, 180, 200, 245, 200, 192, 192, 200, 192, 205, 190, 186, 170, 197, 219, 200, 220, 207, 225, 207, 212, 225, 170, 190, 210, 230, 210, 200, 238, 234, 222, 200, 190, 170, 220, 223, 210, 215, 196, 175, 175, 189, 205, 210, 180, 180, 197, 220, 228, 190, 204, 165, 216, 220, 208, 210, 215, 195, 200, 215, 229, 240, 207, 205, 208, 185, 190, 170, 208, 225, 190, 225, 185, 180, 165, 240, 220, 212, 163, 215, 175, 205, 210, 205, 208, 215, 180, 200, 230, 211, 230, 190, 220, 180, 205, 190, 180, 205, 190, 195]


    

In [23]:

    

print(len(weight))


    

    




1015

In [24]:

    

# Create array from weight with correct units: np_weight_kg
np_weight_kg=np.array(weight)*0.453592

# Calculate the BMI: bmi
bmi=np_weight_kg/np_height_m**2

# Print out bmi
print(bmi)


    

    




[ 23.11037639  27.60406069  28.48080465 ...,  25.62295933  23.74810865
  25.72686361]

In [25]:

    

# Create the light array
light=bmi<21

# Print out light
print(light)

# Print out BMIs of all baseball players whose BMI is below 21
print(bmi[light])


    

    




[False False False ..., False False False]
[ 20.54255679  20.54255679  20.69282047  20.69282047  20.34343189
  20.34343189  20.69282047  20.15883472  19.4984471   20.69282047
  20.9205219 ]

In [1]:

    

# Create baseball, a list of lists
baseball = [[180, 78.4],
            [215, 102.7],
            [210, 98.5],
            [188, 75.2]]

# Import numpy
import numpy as np

# Create a 2D Numpy array from baseball: np_baseball
np_baseball=np.array(baseball)

# Print out the type of np_baseball
print(type(np_baseball))

# Print out the shape of np_baseball
print(np_baseball.shape)


    

    




<class 'numpy.ndarray'>
(4, 2)

In [2]:

    

baseball=[[74, 180], [74, 215], [72, 210], [72, 210], [73, 188], [69, 176], [69, 209], [71, 200], [76, 231], [71, 180], [73, 188], [73, 180], [74, 185], [74, 160], [69, 180], [70, 185], [73, 189], [75, 185], [78, 219], [79, 230], [76, 205], [74, 230], [76, 195], [72, 180], [71, 192], [75, 225], [77, 203], [74, 195], [73, 182], [74, 188], [78, 200], [73, 180], [75, 200], [73, 200], [75, 245], [75, 240], [74, 215], [69, 185], [71, 175], [74, 199], [73, 200], [73, 215], [76, 200], [74, 205], [74, 206], [70, 186], [72, 188], [77, 220], [74, 210], [70, 195], [73, 200], [75, 200], [76, 212], [76, 224], [78, 210], [74, 205], [74, 220], [76, 195], [77, 200], [81, 260], [78, 228], [75, 270], [77, 200], [75, 210], [76, 190], [74, 220], [72, 180], [72, 205], [75, 210], [73, 220], [73, 211], [73, 200], [70, 180], [70, 190], [70, 170], [76, 230], [68, 155], [71, 185], [72, 185], [75, 200], [75, 225], [75, 225], [75, 220], [68, 160], [74, 205], [78, 235], [71, 250], [73, 210], [76, 190], [74, 160], [74, 200], [79, 205], [75, 222], [73, 195], [76, 205], [74, 220], [74, 220], [73, 170], [72, 185], [74, 195], [73, 220], [74, 230], [72, 180], [73, 220], [69, 180], [72, 180], [73, 170], [75, 210], [75, 215], [73, 200], [72, 213], [72, 180], [76, 192], [74, 235], [72, 185], [77, 235], [74, 210], [77, 222], [75, 210], [76, 230], [80, 220], [74, 180], [74, 190], [75, 200], [78, 210], [73, 194], [73, 180], [74, 190], [75, 240], [76, 200], [71, 198], [73, 200], [74, 195], [76, 210], [76, 220], [74, 190], [73, 210], [74, 225], [70, 180], [72, 185], [73, 170], [73, 185], [73, 185], [73, 180], [71, 178], [74, 175], [74, 200], [72, 204], [74, 211], [71, 190], [74, 210], [73, 190], [75, 190], [75, 185], [79, 290], [73, 175], [75, 185], [76, 200], [74, 220], [76, 170], [78, 220], [74, 190], [76, 220], [72, 205], [74, 200], [76, 250], [74, 225], [75, 215], [78, 210], [75, 215], [72, 195], [74, 200], [72, 194], [74, 220], [70, 180], [71, 180], [70, 170], [75, 195], [71, 180], [71, 170], [73, 206], [72, 205], [71, 200], [73, 225], [72, 201], [75, 225], [74, 233], [74, 180], [75, 225], [73, 180], [77, 220], [73, 180], [76, 237], [75, 215], [74, 190], [76, 235], [75, 190], [73, 180], [71, 165], [76, 195], [75, 200], [72, 190], [71, 190], [77, 185], [73, 185], [74, 205], [71, 190], [72, 205], [74, 206], [75, 220], [73, 208], [72, 170], [75, 195], [75, 210], [74, 190], [72, 211], [74, 230], [71, 170], [70, 185], [74, 185], [77, 241], [77, 225], [75, 210], [75, 175], [78, 230], [75, 200], [76, 215], [73, 198], [75, 226], [75, 278], [79, 215], [77, 230], [76, 240], [71, 184], [75, 219], [74, 170], [69, 218], [71, 190], [76, 225], [72, 220], [72, 176], [70, 190], [72, 197], [73, 204], [71, 167], [72, 180], [71, 195], [73, 220], [72, 215], [73, 185], [74, 190], [74, 205], [72, 205], [75, 200], [74, 210], [74, 215], [77, 200], [75, 205], [73, 211], [72, 190], [71, 208], [74, 200], [77, 210], [75, 232], [75, 230], [75, 210], [78, 220], [78, 210], [74, 202], [76, 212], [78, 225], [76, 170], [70, 190], [72, 200], [80, 237], [74, 220], [74, 170], [71, 193], [70, 190], [72, 150], [71, 220], [74, 200], [71, 190], [72, 185], [71, 185], [74, 200], [69, 172], [76, 220], [75, 225], [75, 190], [76, 195], [73, 219], [76, 190], [73, 197], [77, 200], [73, 195], [72, 210], [72, 177], [77, 220], [77, 235], [71, 180], [74, 195], [74, 195], [73, 190], [78, 230], [75, 190], [73, 200], [70, 190], [74, 190], [72, 200], [73, 200], [73, 184], [75, 200], [75, 180], [74, 219], [76, 187], [73, 200], [74, 220], [75, 205], [75, 190], [72, 170], [73, 160], [73, 215], [72, 175], [74, 205], [78, 200], [76, 214], [73, 200], [74, 190], [75, 180], [70, 205], [75, 220], [71, 190], [72, 215], [78, 235], [75, 191], [73, 200], [73, 181], [71, 200], [75, 210], [77, 240], [72, 185], [69, 165], [73, 190], [74, 185], [72, 175], [70, 155], [75, 210], [70, 170], [72, 175], [72, 220], [74, 210], [73, 205], [74, 200], [76, 205], [75, 195], [80, 240], [72, 150], [75, 200], [73, 215], [74, 202], [74, 200], [73, 190], 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