Files
manim/active_projects/eop/chapter1/area_model_erf.py
2019-02-11 15:01:38 -08:00

114 lines
3.1 KiB
Python

from big_ol_pile_of_manim_imports import *
from old_projects.eoc.chapter8 import *
import scipy.special
class IllustrateAreaModelErf(GraphScene):
CONFIG = {
"x_min" : -3.0,
"x_max" : 3.0,
"y_min" : 0,
"y_max" : 1.0,
"num_rects": 400,
"y_axis_label" : "",
"x_axis_label" : "",
"variable_point_label" : "a",
"graph_origin": 2.5 * DOWN + 4 * RIGHT,
"x_axis_width": 5,
"y_axis_height": 5
}
def construct(self):
# integral bounds
x_min_1 = -0.0001
x_max_1 = 0.0001
x_min_2 = self.x_min
x_max_2 = self.x_max
self.setup_axes()
self.remove(self.x_axis, self.y_axis)
graph = self.get_graph(lambda x: np.exp(-x**2) * 2.0 / TAU ** 0.5)
area = self.area = self.get_area(graph, x_min_1, x_max_1)
pdf_formula = TexMobject("p(x) = {1\over \sigma\sqrt{2\pi}}e^{-{1\over 2}({x\over\sigma})^2}")
pdf_formula.set_color(graph.color)
cdf_formula = TexMobject("P(|X| < ", "a", ") = \int", "_{-a}", "^a", "p(x) dx")
cdf_formula.set_color_by_tex("a", YELLOW)
cdf_formula.next_to(graph, LEFT, buff = 2)
pdf_formula.next_to(cdf_formula, UP)
formulas = VGroup(pdf_formula, cdf_formula)
self.play(Write(pdf_formula))
self.play(Write(cdf_formula))
self.wait()
self.play(ShowCreation(self.x_axis))
self.play(ShowCreation(graph))
self.play(FadeIn(area))
self.v_graph = graph
self.add_T_label(
x_min_1,
label = "-a",
side = LEFT,
color = YELLOW,
animated = False
)
self.add_T_label(
x_max_1,
label = "a",
side = RIGHT,
color = YELLOW,
animated = False
)
# don't show the labels just yet
self.remove(
self.left_T_label_group[0],
self.right_T_label_group[0],
)
def integral_update_func(t):
return scipy.special.erf(
self.point_to_coords(self.right_v_line.get_center())[0]
)
def integral_update_func_percent(t):
return 100 * integral_update_func(t)
equals_sign = TexMobject("=").next_to(cdf_formula, buff = MED_LARGE_BUFF)
cdf_value = DecimalNumber(0, color = graph.color, num_decimal_places = 3)
cdf_value.next_to(equals_sign)
self.play(
FadeIn(equals_sign),
FadeIn(cdf_value)
)
self.add_foreground_mobject(cdf_value)
cdf_percentage = DecimalNumber(0, unit = "\\%")
cdf_percentage.move_to(self.coords_to_point(0,0.2))
self.add_foreground_mobject(cdf_percentage)
cdf_value.add_updater(
lambda m: m.set_value(integral_update_func())
)
anim = self.get_animation_integral_bounds_change(
graph, x_min_2, x_max_2,
run_time = 3)
self.play(
anim
)
rect = SurroundingRectangle(formulas, buff = 0.5 * MED_LARGE_BUFF)
self.play(ShowCreation(rect))