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Waylon Walker 2022-03-31 20:20:07 -05:00
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import matplotlib
from matplotlib import pyplot
import matplotlib.colors
from matplotlib.colors import ColorConverter
from matplotlib.font_manager import FontProperties
from matplotlib.patches import Rectangle
from matplotlib.pyplot import (clf, draw, figure, gca, gcf, grid,
ioff, legend, plot, savefig, scatter,
show, subplot, title, xlabel, ylabel,
ylim)
from matplotlib.ticker import (Formatter, Locator, NullFormatter,
NullLocator)
import numexpr
import numpy as np, numpy as npy, numpy
from numpy import (Inf, NAN, NaN, abs as aabs, absolute,
add, all as aall, allclose, alltrue,
amax, amin, angle, any as aany,
append as aappend, apply_along_axis,
apply_over_axes, arange, arccos,
arccosh, arcsin, arcsinh, arctan,
arctan2, arctanh, argmax, argmin,
argsort, argwhere, around, array,
array2string, array_equal, array_equiv,
array_repr, array_split, array_str,
asanyarray, asarray, asarray_chkfinite,
ascontiguousarray, asfarray,
asfortranarray, asmatrix, asscalar,
atleast_1d, atleast_2d, atleast_3d,
average, bartlett, base_repr,
binary_repr, bincount, bitwise_and,
bitwise_not, bitwise_or, bitwise_xor,
blackman, bmat, bool8, bool_,
broadcast, broadcast_arrays, byte,
byte_bounds, c_, can_cast, cdouble,
ceil, cfloat, character, chararray,
choose, clip, clongdouble, clongfloat,
column_stack, common_type,
compare_chararrays, compat, complex128,
complex64, complex_, complexfloating,
concatenate, conj, conjugate, convolve,
copy, copysign, corrcoef, correlate,
cos, cosh, cov, cross, csingle,
ctypeslib, cumprod, cumproduct, cumsum,
deg2rad, degrees, diag, diag_indices,
diag_indices_from, diagflat, diagonal,
diff, digitize, disp, divide, dot,
double, dsplit, dstack, dtype, ediff1d,
einsum, emath, empty, empty_like,
equal, exp, exp2, expand_dims, expm1,
extract, eye, fabs,
fastCopyAndTranspose, fill_diagonal,
find_common_type, fix, flatiter,
flatnonzero, fliplr, flipud, float32,
float64, float_, floating, floor,
floor_divide, fmax, fmin, fmod, frexp,
frombuffer, fromfile, fromfunction,
fromiter, frompyfunc, fromregex,
fromstring, gradient, greater,
greater_equal, hamming, hanning,
histogram, histogram2d, histogramdd,
hsplit, hstack, hypot, i0, identity,
iinfo, imag, in1d, index_exp, indices,
inexact, inf, inner, int0, int16,
int32, int64, int8, int_, intc,
integer, interp, intersect1d, intp,
invert, ipmt, irr, iscomplex,
iscomplexobj, isfinite, isfortran,
isinf, isnan, isneginf, isposinf,
isreal, isrealobj, isscalar, issctype,
issubclass_, issubdtype, issubsctype,
iterable, ix_, kaiser, kron, ldexp,
left_shift, less, less_equal, lexsort,
linalg, linspace, little_endian,
loadtxt, log, log as logarithm, log10,
log1p, log2, logaddexp, logaddexp2,
logical_and, logical_not, logical_or,
logical_xor, logspace, longcomplex,
longdouble, longfloat, longlong,
mafromtxt, mask_indices, mat, matrix,
maximum, mean, median, memmap,
meshgrid, mgrid, minimum, mintypecode,
mirr, mod, modf, msort, multiply, nan,
nan_to_num, nanargmax, nanargmin,
nanmax, nanmin, nansum, nbytes,
ndarray, ndenumerate, ndim, ndindex,
negative, newaxis, newbuffer,
nextafter, nonzero, not_equal, nper,
npv, number, object0, object_, ogrid,
ones, ones_like, outer, packbits, pi,
piecewise, pkgload, place, pmt, poly,
poly1d, polyadd, polyder, polydiv,
polyfit, polyint, polymul, polynomial,
polysub, polyval, power, ppmt, prod,
product, ptp, putmask, pv, r_, rad2deg,
radians, rank, rate, ravel, real,
real_if_close, recarray, recfromcsv,
recfromtxt, reciprocal, record,
remainder, repeat, reshape, resize,
restoredot, right_shift, rint, roll,
rollaxis, roots, rot90, round, round_,
row_stack, s_, searchsorted,
select as aselect, setbufsize,
setdiff1d, setxor1d, shape, short,
show_config, sign, signbit,
signedinteger, sin, sinc, single,
singlecomplex, sinh, size as asize,
sometrue, sort as asort, sort,
sort_complex, spacing, split, sqrt,
square, squeeze, std, str_, string0,
string_, subtract, sum, swapaxes, take,
tan, tanh, tensordot, testing, tile,
trace, transpose, trapz, tri, tril,
tril_indices, tril_indices_from,
trim_zeros, triu, triu_indices,
triu_indices_from, true_divide, trunc,
ubyte, ufunc, uint, uint0, uint16,
uint32, uint64, uint8, uintc, uintp,
ulonglong, unicode0, unicode_, union1d,
unique, unpackbits, unravel_index,
unsignedinteger, unwrap, ushort,
vander, var, vdot, vectorize, void,
void0, vsplit, vstack, where, zeros,
zeros_like)
from numpy.core.umath_tests import inner1d
from numpy.fft import (fft, fft2, fftn, ifft, ifft2, ifftn,
irfft, irfft2, irfftn, rfft, rfft2,
rfftn)
from numpy.lib import recfunctions as recf, recfunctions
from numpy.lib.stride_tricks import as_strided
import numpy.linalg
from numpy.linalg import cholesky, det, eigh, inv, pinv, svd
from numpy.random import (normal, rand, randint, randn,
random as arandom, shuffle)
import numpy.testing
import numpy.version
import pandas, pandas as pd
from pandas import DataFrame, Series, TimeSeries
import pylab as pl, pylab
import scipy
from scipy import integrate, optimize, special, stats
import scipy.cluster.hierarchy
import scipy.integrate
import scipy.interpolate
from scipy.interpolate import InterpolatedUnivariateSpline, interp1d
import scipy.linalg
import scipy.optimize
from scipy.optimize import (curve_fit, fmin_l_bfgs_b, fsolve,
leastsq)
from scipy.optimize.zeros import bisect
import scipy.special
from scipy.special import gamma, gammainc, gammaincinv, ndtri
import scipy.stats
from scipy.stats import (chisqprob, distributions,
scoreatpercentile, uniform)
from scipy.stats.distributions \
import norm