def test_point_plot():
x = np.random.normal(size=(100, 2))
a = hdviz.create_plotter(2)
a.add_pointset(x)
b = a.plot(title="Hei", square=False)
assert str(b)[0:11] == "AxesSubplot"
a.clear_data()
def test_mixed_plot():
l1 = create_3d_spiral(1.0)
l2 = create_3d_spiral(1.5)
x = np.stack((l1, l2))
a = hdviz.create_plotter(3)
a.add_lineset(x, label="lines", alpha=0.3)
x2 = np.random.normal(size=(10, 3))
a.add_pointset(x2, marker="x", color="red")
assert a.num_pointsets() == 1
assert a.num_linesets() == 1
def test_plot_3d():
x = np.random.normal(size=(100, 3))
a = hdviz.create_plotter(3, no_3d=True)
a.add_pointset(x, label="points", alpha=0.7)
assert a.num_pointsets() == 1
ax = a.plot(panelsize=2, square=True)
assert ax.shape == (1, 3)
with pytest.raises(RuntimeError):
a.plot(figsize=(7, 10))
a.clear_data()
def test_quiver_plot():
a = hdviz.create_plotter(3)
x = np.random.normal(size=(10, 3))
a.add_pointset(x, marker="x", color="red")
u = a.create_grid_around_points(square=False, M=8)
v1 = np.sin(u[:, 0])
v2 = np.cos(u[:, 1] + 0.1 * u[:, 0])
v3 = 0.1 * u[:, 2]
v = np.vstack((v1, v2, v3)).T
a.add_quiverset(u, v, color="blue", alpha=0.5)
assert a.num_quiversets() == 1
def test_point_plot():
x = np.random.normal(size=(100, 3))
a = hdviz.create_plotter(3)
a.add_pointset(x, label="example_data", alpha=0.3)
x2 = np.random.normal(size=(10, 3))
a.add_pointset(x2, label="example_other", marker="x", color="red")
x = np.random.normal(size=(30, 3))
a.add_pointset(x)
assert a.num_pointsets() == 3
b = a.plot(title="Hei", square=True)
assert str(b)[0:13] == "Axes3DSubplot"
a.clear_data()
def test_adding_pointsets():
a = hdviz.create_plotter(3)
x = 1.5 + 0.1 * np.random.normal(size=(100, 3))
a.add_pointset(x, label="first group", marker="x")
x = np.random.normal(size=(100, 3))
labels = 10 * np.ones(100, dtype=int)
labels[0:99] = np.random.choice(3, size=99)
colors = dict(zip([0, 1, 2, 10], ["pink", "red", "orange", "black"]))
a.add_pointsets(x,
labels,
label_name_prefix="additional",
label_colors=colors,
alpha=0.5)
assert a.num_pointsets() == 5
def test_plot_5d():
x = np.random.normal(size=(100, 5))
a = hdviz.create_plotter(5)
a.add_pointset(x, label="points", alpha=0.7, color="pink")
t = -2.0 + 4.0 * np.linspace(0, 1, 100)
f1 = t
f2 = 0.5 * np.sin(t)
f3 = np.cos(4 * t)
f4 = -0.3 * t * t
f5 = 0.0 * t
v = np.stack((f1, f2, f3, f4, f5)).T
a.add_quiverset(x, v, color="black")
ax = a.plot()
assert ax.shape == (3, 4)
def test_plot_4d():
x = np.random.normal(size=(100, 4))
a = hdviz.create_plotter(4)
a.add_pointset(x, label="points", alpha=0.7)
t = -2.0 + 4.0 * np.linspace(0, 1, 100)
y1 = t
y2 = 0.5 * np.sin(t)
y3 = np.cos(4 * t)
y4 = -0.3 * t * t
lin = np.stack((y1, y2, y3, y4)).T
ls = np.stack((lin, lin + 0.5))
a.add_lineset(ls, color="red")
ax = a.plot(panelsize=3)
assert ax.shape == (2, 3)
def test_quiver_plot():
x1 = np.random.normal(loc=[-1, -1], size=(100, 2))
x2 = np.random.normal(loc=[-10, 3], size=(100, 2))
x3 = np.random.normal(loc=[3, 2], size=(100, 2))
a = hdviz.create_plotter(2)
a.add_pointset(x1)
a.add_pointset(x2)
a.add_pointset(x3)
u = a.create_grid_around_points(square=False)
v1 = np.sin(u[:, 0])
v2 = np.cos(u[:, 1] + 0.1 * u[:, 0])
v = np.vstack((v1, v2)).T
a.add_quiverset(u, v, color="red")
b = a.plot(square=True)
assert str(b)[0:11] == "AxesSubplot"
def test_line_plot():
x = np.random.normal(size=(10, 100, 3))
a = hdviz.create_plotter(3)
a.add_lineset(x, label="lines", alpha=0.8)
assert a.num_pointsets() == 0
assert a.num_linesets() == 1