I would like to execute the following code, but an error appears.

I would appreciate it if you could tell me how to solve it.

The original code can be found in data-science-from-scratch/nearest_neighbors.py.

I'm just starting to learn Python, and I'd like to show you the results of k = 1, 3, 5, 7 near k.

```
import path
def knn_classify(k, labeled_points, new_point):
"""each labeled point should be a pair (point, label)"""
# order the labeled points from nearest to farest
by_distance=sorted(labeled_points,
key=lambda point_label: distance(point_label, new_point))
# find the labels for the k closeest
k_nearest_labels = [label for_, label in by_distance[:k]]
return majority_vote(k_nearest_labels)
cities=[(-86.75, 33.56666666667, 'Python'), (-88.25, 30.683333333333333, 'Python'), (-112.01666666667, 33.4333333333333, 'Java')]
cities=[[longitude, latitude], language) for longitude, latitude, language incities ]
forkin [1,3,5,7]:
num_correct = 0
For city incities
location, actual_language = city
other_cities = [other_city for other_city incities]
if other_city!=city]
predicted_language = knn_classify(k, other_cities, location)
if predicated_language==actual_language:
num_correct+=1
print(k, "neighbor[s]", num_correct, "correct out of", len(cities) )
```

When executing the above code, an error appears as follows:

```
NameError Traceback (most recent call last)
<ipython-input-32-1bab7195f6b1>in<module>()
26 if other_city!=city]
27
--- >28 predicted_language = knn_classify(k, other_cities, location)
29
30 if predicated_language == actual_language:
<ipython-input-32-1bab7195f6b1>in knn_classify(k, labeled_points, new_point)
6# order the labeled points from nearest to farthest
7 by_distance=sorted(labeled_points,
---->8key=lambda point_label: distance(point_label, new_point))
9
10# find the labels for the k closeest
<ipython-input-32-1bab7195f6b1>in<lambda>(point_label)
6# order the labeled points from nearest to farthest
7 by_distance=sorted(labeled_points,
---->8key=lambda point_label: distance(point_label, new_point))
9
10# find the labels for the k closeest
NameError: name 'distance' is not defined
```

2022-09-30 13:50

I'm not familiar with python, but...

The `distance`

method is

```
from linear_algebra import distance
```

As declared here, `linear_algebra.py`

is required.

(So, if you try to load ` linear_algebra.py`

, you'll need something else for the potato-zuru style.)

Also, the `majority_vote`

method seems to be missing.

This is included in the original code `nearest_neighbors.py`

.

2022-09-30 13:50

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