Article Outline
Python matplotlib example 'tSNE'
Functions in program:
def plot_SNE(X,Y):
Modules used in program:
import matplotlib.pyplot as plt
import random
python tSNE
Python matplotlib example: tSNE
import random
import matplotlib.pyplot as plt
from matplotlib.lines import Line2D
from sklearn.manifold import TSNE
def plot_SNE(X,Y):
X_embedded = TSNE(n_components=2).fit_transform(X)
number_of_colors = len(np.unique(Y))
color_palette = np.array(["#"+''.join([random.choice('0123456789ABCDEF') for j in range(6)]) for i in range(number_of_colors)])
colors = list(color_palette[Y])
# Also try this -- https://sashat.me/2017/01/11/list-of-20-simple-distinct-colors/
f, axarr = plt.subplots(1, figsize=(15,15))
axarr.scatter(X_embedded[:,0], X_embedded[:,1], color=colors)
axarr.set_title('t-SNE Embedding', fontsize=20)
legend_elements = []
for i in range(len(color_palette)):
legend_elements.append(
Line2D([0], [0], marker='o', color=colors[-1], label=str(i+1),
markerfacecolor=color_palette[i], markersize=20)
)
plt.legend(handles=legend_elements, loc='upper left')
plt.rc('legend', fontsize=30)
Python links
- Learn Python: https://pythonbasics.org/
- Python Tutorial: https://pythonprogramminglanguage.com