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Why is this python generator returning the same value everytime?
2 answers
I have the following code inside a while loop.
if gender == 0 and len(men) < 51 :
height = float((random.uniform(1.3, 1.9) + (random.randint(10, 20)/100.)).__format__('.2f'))
weight = float((random.uniform(45, 100) * height).__format__('.2f'))
attr['height'] = height
attr['weight'] = weight
men.append(attr)
So this code always gives some random height and random weight. But outsite de loop (when it is finished). If I do print men
, I get the following result:
[{'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}, {'weight': 76.64, 'height': 1.75}]
Its always the same thing. But, if I instead of using attr[height] = height; attr['weight] = weight
and use men.append(height); men.append(weight)
I get the following result:
print men
[1.91, 145.95, 1.64, 95.66, 2.0, 159.94, 1.74, 143.36, 1.68, 97.99, 1.6, 90.11, 1.63, 116.2, 1.56, 96.8, 2.04, 198.56, 1.56, 145.96, 1.44, 67.57, 1.83, 94.97, 1.85, 175.69, 1.84, 101.84, 1.54, 135.0, 1.41, 101.23, 1.92, 167.59, 1.74, 142.55, 1.49, 129.07, 1.83, 161.28, 1.59, 97.16, 1.46, 134.53, 2.03, 158.72, 2.05, 184.43, 1.97, 162.81]
If I print attr inside the loop it always has a different value ( its what I want). But when I append it to my list, the values of my list are always the same. What am I doing wrong?
A simplified example of your code currently to explain more fully why your results are the way they are:
all_items = []
new_item = {}
for i in range(0,5):
new_item['a'] = i
new_item['b'] = i
all_items.append(new_item)
print new_item
print hex(id(new_item)) # print memory address of new_item
print all_items
Notice the memory address for your object is the same each time you go through your loop. This means that your object being added is the same, each time. So when you print the final list, you are printing the coordinates of the same object at every location in the loop.
Each time you go through the loop, the values are being updated - imagine you are painting over the same wall every day. The first day, it might be blue. The next day, you repaint the same wall (or object) and then it's green. The last day you paint it orange and it's orange - the same wall is always orange now. Your references to the attr
object are like saying you have the same wall.
Even though you looked at the wall after painting it, the color changed. But afterwards it is a orange wall - even if you look at it 5 times.
When we make the object as a new object in each iteration, notice two things happen:
- the memory address changes
- the values persist as unique values
This is similar to painting different walls. After you finish painting the last one, each of the previous walls is still painted the color you first painted it.
You can see this in the following, where each object is created each iteration:
all_items = []
for i in range(0,5):
new_item = {}
new_item['a'] = i
new_item['b'] = i
all_items.append(new_item)
print hex(id(new_item))
print all_items
You can also do in a different way, such as:
all_items = []
for i in range(0,5):
new_item = {'a': i, 'b': i}
all_items.append(new_item)
print hex(id(new_item))
print all_items
or even in one step:
all_items = []
for i in range(0,5):
all_items.append({'a': i, 'b': i})
print all_items
Either of the following will therefore work:
attr = {}
attr['height'] = height
attr['weight'] = weight
men.append(attr)
or:
men.append({'height': height, 'weight': weight})
You are adding the same attr
dictionary to the list several times. The following lines will only mutate the attr
dictionary instead of creating a new one:
attr['height'] = height
attr['weight'] = weight
You should create a new dict each time, such as:
attr = {'height': height, 'weight': weight}
To avoid the ambiguity involved in re-initializing (a step you missed) a variable in a loop and appending it to a list, Python allows you to be much more succinct.
height = float((random.uniform(1.3, 1.9) + (random.randint(10, 20)/100.)).__format__('.2f'))
men.append({
'height': height,
'weight': float((random.uniform(45, 100) * height).__format__('.2f')),
})
Your problem is that you are mutating a dict
and appending that same dict
over and over. You should create a new dict each time
It's also much clearer to use round
instead of convert to str and back to float
if gender == 0 and len(men) < 51 :
height = round(random.uniform(1.3, 1.9) + (random.randint(10, 20)/100.), 2)
weight = round(random.uniform(45, 100) * height, 2)
men.append({'height' : height, 'weight', weight})
you should Use the definition of dictionary inside the for loop instead of outside the for loop
for i in range(0, 10):
attr = {}
if gender == 0 and len(men) < 51 :
height = float((random.uniform(1.3, 1.9) + (random.randint(10,20)/100.)).__format__('.2f'))
weight = float((random.uniform(45, 100) * height).__format__('.2f'))
attr['height'] = height
attr['weight'] = weight
men.append(attr)
This gives me following output:
[{'weight': 126.75, 'height': 1.76}, {'weight': 155.35, 'height': 1.91}, {'weight': 169.2, 'height': 1.87}, {'weight': 135.54, 'height': 1.45}, {'weight': 98.58, 'height': 1.98}, {'weight': 133.73, 'height': 1.44}, {'weight': 149.48, 'height': 1.87}, {'weight': 121.93, 'height': 1.46}, {'weight': 160.09, 'height': 1.93}, {'weight': 115.62, 'height': 1.56}]