I have a CSV I've pulled into a Pandas dataframe and I am trying to run a basic KMeans clustering through SciKit-Learn. This is the first time I'm doing this and I've hit an error that I don't understand.
import pandas as pd
import sklearn
import numpy as np
import seaborn as sns; sns.set()
from sklearn.cluster import KMeans
input_csv = '/Users/reallymemorable/Documents/Data.Repository/Analysis/Purchasers.Strats.Appends.csv'
# Read the CSV into a dataframe
df = pd.read_csv(input_csv)
# Select out only the relevant columns
df_shortlist = df[['Contact_ID', 'Sales_Stage_Sub', 'Sale_Type', 'Offered_Amount', 'Down_Payment']]
# Create binary dummy columns for Sales_Stage_Sub
df_shortlist_dummy_sales_stage_sub = pd.concat([df_shortlist, pd.get_dummies(df['Sales_Stage_Sub'])], axis=1)
# Create binary dummy columns for Sale_Type
df_shortlist_dummy_sales_stage_sub_and_sale_type = pd.concat([df_shortlist_dummy_sales_stage_sub, pd.get_dummies(df['Sale_Type'])], axis=1)
kmeans = KMeans(n_clusters=4)
kmeans.fit(df_shortlist_dummy_sales_stage_sub_and_sale_type)
y_means = kmeans.predict(df_shortlist_dummy_sales_stage_sub_and_sale_type)
plt.scatter(X[:, 0], X[:, 1], c=y_means, s=50, cmap='viridis')
centers = kmeans.cluster_centers_
plt.scatter(centers[:, 0], centers[:, 1], c='black', s=200, alpha=0.5);
This is the error I get:
Traceback (most recent call last):
File "ml.spatial.clustering.py", line 4, in <module>
import seaborn as sns; sns.set()
File "/Users/reallymemorable/.pyenv/versions/3.6.7/lib/python3.6/site-packages/seaborn/__init__.py", line 6, in <module>
from .rcmod import *
File "/Users/reallymemorable/.pyenv/versions/3.6.7/lib/python3.6/site-packages/seaborn/rcmod.py", line 5, in <module>
from . import palettes, _orig_rc_params
File "/Users/reallymemorable/.pyenv/versions/3.6.7/lib/python3.6/site-packages/seaborn/palettes.py", line 12, in <module>
from .utils import desaturate, set_hls_values, get_color_cycle
File "/Users/reallymemorable/.pyenv/versions/3.6.7/lib/python3.6/site-packages/seaborn/utils.py", line 11, in <module>
import matplotlib.pyplot as plt
File "/Users/reallymemorable/.pyenv/versions/3.6.7/lib/python3.6/site-packages/matplotlib/pyplot.py", line 2374, in <module>
switch_backend(rcParams["backend"])
File "/Users/reallymemorable/.pyenv/versions/3.6.7/lib/python3.6/site-packages/matplotlib/pyplot.py", line 207, in switch_backend
backend_mod = importlib.import_module(backend_name)
File "/Users/reallymemorable/.pyenv/versions/3.6.7/lib/python3.6/importlib/__init__.py", line 126, in import_module
return _bootstrap._gcd_import(name[level:], package, level)
File "/Users/reallymemorable/.pyenv/versions/3.6.7/lib/python3.6/site-packages/matplotlib/backends/backend_macosx.py", line 14, in <module>
from matplotlib.backends import _macosx
ImportError: Python is not installed as a framework. The Mac OS X backend will not be able to function correctly if Python is not installed as a framework. See the Python documentation for more information on installing Python as a framework on Mac OS X. Please either reinstall Python as a framework, or try one of the other backends. If you are using (Ana)Conda please install python.app and replace the use of 'python' with 'pythonw'. See 'Working with Matplotlib on OSX' in the Matplotlib FAQ for more information.
