jdegenstein

def non_linear_parameters_95_percent_confidence_interval(fvec, jac):
    """Returns the 95% confidence interval on parameters from
    non-linear fit results."""
    # residual sum of squares
    rss = np.sum(fvec**2)
    # number of data points and parameters
    n, p = jac.shape
    # the statistical degrees of freedom
    nmp = n - p
    # mean residual error

jdegenstein

to format multi-line python code in discord, type: \```py```py
def codegoeshere():
    print("foobar")
```\```

jdegenstein

{
	// build123d CodeCAD speedmodeling snippet by Jern
	//
	// This was specifically designed for use with TooTallToby's modeling challenges, but applicable for
	// all CodeCAD modeling, but customize as desired for your own needs. This provides:
	// 1. A file template that reduces the time necessary to "just start coding/modeling"
	// 2. Shortcuts like "?ebds + TAB" that creates a BuildSketch + extrude block
	//
	// recommended to bind "Snippets: Fill file with Snippet" to e.g. CTRL + ALT + N
	// recommended to bind "Jupyter: Restart Kernel" to e.g. CTRL + ALT + /

jdegenstein

import cadquery as cq
from random import randrange as rrr
from random import seed

#Soma set consists of 7 separate pieces
# 4 pieces can be x-y plane only, other 3 require x-y-z

#keep the same pseudo random colors later:
seed(5)#keep colors run-to-run
#(3,4,5,77,777,51221,512796321 are good seeds)

jdegenstein

import cadquery as cq
from random import randrange as rrr
from random import seed
seed(10) #set seed for consistent colors
from OCP.BRepPrimAPI import (
    BRepPrimAPI_MakePrism,
)

from OCP.BRepAlgoAPI import (
    BRepAlgoAPI_Common,

jdegenstein

#CadQuery OCC Hash Testing with Output of New Faces
#cq_occ_hash_woutput.py
import cadquery as cq
from random import randrange as rrr
from random import seed
seed(10) #set seed for consistent colors
from OCP.BRepPrimAPI import (
    BRepPrimAPI_MakePrism,
)

jdegenstein

import cadquery as cq
from OCP.BRepPrimAPI import (
    BRepPrimAPI_MakePrism,
)

from OCP.BRepAlgoAPI import (
    BRepAlgoAPI_Common,
    BRepAlgoAPI_Fuse,
    BRepAlgoAPI_Cut,
    BRepAlgoAPI_BooleanOperation,

jdegenstein

import cadquery as cq
from cadquery import Location, Vector
from math import degrees, sin, cos, radians, pi

od = 100
dotr = 2
rim = 4
dot_offs = 10
ov_th = 5
dot_ang = 360/12