import numpy as np

from statsmodels.tools.tools import Bunch

llf = np.array([-245.40783909604])

nobs = np.array([202])

k = np.array([5])

k_exog = np.array([1])

sigma = np.array([.8100467417583])

chi2 = np.array([2153.20304012])

df_model = np.array([3])

k_ar = np.array([1])

k_ma = np.array([2])

params = np.array([
    .92817025087557,
    -.89593490671979,
    1.3025011610587,
    .30250063082791,
    .8100467417583])

cov_params = np.array([
    .00638581549851,
    .0001858475428,
    2.8222806545671,
    .8538806860364,
    -1.1429127085819,
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    3698.2722243412,
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    -1.1429127085819,
    .0576156187095,
    -16359.547340433,
    -4949.8609964351,
    6625.0231409853]).reshape(5, 5)

xb = np.array([
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y = np.array([
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resid = np.array([
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yr = np.array([
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mse = np.array([
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stdp = np.array([
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icstats = np.array([
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    5,
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results = Bunch(
    llf=llf,
    nobs=nobs,
    k=k,
    k_exog=k_exog,
    sigma=sigma,
    chi2=chi2,
    df_model=df_model,
    k_ar=k_ar,
    k_ma=k_ma,
    params=params,
    cov_params=cov_params,
    xb=xb,
    y=y,
    resid=resid,
    yr=yr,
    mse=mse,
    stdp=stdp,
    icstats=icstats
)