Improve accuracy of kde() invcdf estimates (gh-124637)

Author: rhettinger

Lib/statistics.py

@@ -870,9 +870,12 @@ def f_inv(y):
     return f_inv
 
 def _quartic_invcdf_estimate(p):
+    # A handrolled piecewise approximation. There is no magic here.
     sign, p = (1.0, p) if p <= 1/2 else (-1.0, 1.0 - p)
+    if p < 0.0106:
+        return ((2.0 * p) ** 0.3838 - 1.0) * sign
     x = (2.0 * p) ** 0.4258865685331 - 1.0
-    if p >= 0.004 < 0.499:
+    if p < 0.499:
         x += 0.026818732 * sin(7.101753784 * p + 2.73230839482953)
     return x * sign
 
@@ -886,8 +889,11 @@ def quartic_kernel():
     return pdf, cdf, invcdf, support
 
 def _triweight_invcdf_estimate(p):
+    # A handrolled piecewise approximation. There is no magic here.
     sign, p = (1.0, p) if p <= 1/2 else (-1.0, 1.0 - p)
     x = (2.0 * p) ** 0.3400218741872791 - 1.0
+    if 0.00001 < p < 0.499:
+        x -= 0.033 * sin(1.07 * tau * (p - 0.035))
     return x * sign
 
 @register('triweight')