Emilys Galactic Gits

Emily's Random Code

Analysis of Best Fit Results in Astronomical Data

BestFitResultAnalysis.ipynb

This Jupyter notebook titled 'BestFitResultAnalysis.ipynb' is designed for analyzing and visualizing the best fit results obtained from astronomical photometric data. It involves loading photometry data and fit results, performing corrections and interpolations on isochrones, evaluating conditions for best fits, and plotting the corrected isochrones against the photometry data to identify best fitting models of stellar populations. The analysis aims to compare different populations within a globular cluster by evaluating parameters such as age, distance modulus, and color excess. The notebook uses Python libraries such as pandas, numpy, matplotlib, and custom modules for specific astronomical calculations.

snippet.python
import pickle as pkl
import matplotlib.pyplot as plt
import pandas as pd
import numpy as np
import re
from tqdm import tqdm
 
from fidanka.bolometric.bctab import BolometricCorrector
from fidanka.isochrone.MIST import read_iso
from fidanka.isochrone.isochrone import interp_isochrone_age
snippet.python
with open("../../photometry/HUGS/ngc2808/photometry.pkl", 'rb') as f:
    photometry = pkl.load(f)
color = photometry[1]["F275W"] - photometry[1]["F814W"]
mag = photometry[1]["F814W"]
snippet.python
with open("../../FitResults.pkl", 'rb') as f:
    fitResults = pkl.load(f)
snippet.python
with open("../../FitResultsReversed.pkl", "rb") as f:
    fitResultsReversed = pkl.load(f)
snippet.python
sA = sorted(fitResults['A'], key=lambda x: [i.fun if i is not None else np.inf for k, i in x.items()][0])
sE = sorted(fitResults['E'], key=lambda x: [i.fun if i is not None else np.inf for k, i in x.items()][0])
sAR = sorted(fitResultsReversed['A'], key=lambda x: [i.fun if i is not None else np.inf for k, i in x.items()][0])
sER = sorted(fitResultsReversed['E'], key=lambda x: [i.fun if i is not None else np.inf for k, i in x.items()][0])
snippet.python
bc = BolometricCorrector("WFC3", -1.13)
snippet.python
def correct_iso_set(isoPairA, isoPairE):
    pathA = list(isoPairA.keys())[0]
    pathE = list(isoPairE.keys())[0]
    optA = isoPairA[pathA].x
    optE = isoPairE[pathE].x
    funA = isoPairA[pathA].fun
    funE = isoPairE[pathE].fun
 
    isoAFullPath = "../../" / pathA
    isoEFullPath = "../../" / pathE
 
    assert os.path.exists(isoAFullPath) and os.path.exists(isoEFullPath)
 
    isoA = read_iso(isoAFullPath)
    isoE = read_iso(isoEFullPath)
 
    isoAAtAge = interp_isochrone_age(isoA, optA[2])
    isoEAtAge = interp_isochrone_age(isoE, optE[2])
 
    isoAMags = bc.apparent_mags(
        10**isoAAtAge[:, 10],
        isoAAtAge[:, 12],
        isoAAtAge[:, 7],
        mu = optA[0],
        Av = optA[1],
        filters = ("WFC3_UVIS_F275W", "WFC3_UVIS_F606W", "WFC3_UVIS_F814W")
    )
    isoEMags = bc.apparent_mags(
        10**isoEAtAge[:, 10],
        isoEAtAge[:, 12],
        isoEAtAge[:, 7],
        mu = optE[0],
        Av = optE[1],
        filters = ("WFC3_UVIS_F275W", "WFC3_UVIS_F606W", "WFC3_UVIS_F814W")
    )
    return isoAMags, isoEMags, optA, optE, funA, funE, isoA, isoE
 
snippet.python
def plot_iso_set(AMags, EMags, **kwargs):
    ax = plt.gca()
    Acolor = AMags["WFC3_UVIS_F275W"] - AMags["WFC3_UVIS_F814W"]
    Amag = AMags["WFC3_UVIS_F814W"]
    Ecolor = EMags["WFC3_UVIS_F275W"] - EMags["WFC3_UVIS_F814W"]
    Emag = EMags["WFC3_UVIS_F814W"]
 
    ax.plot(Acolor, Amag, label="Population A", color='black', **kwargs)
    ax.plot(Ecolor, Emag, '--', label="Population E", color='black', **kwargs)
snippet.python
def satisfy_conditions(A, E, cond):
    AKey = list(A.keys())[0]
    EKey = list(E.keys())[0]
    A = A[AKey]
    E = E[EKey]
    if not A or not E:
        return False
    if not cond['mu'](A.x[0], E.x[0]):
        print("Failed Distance Modulus")
        return False
    if not cond['Av'](A.x[1], E.x[1]):
        print("Failed Color Excess")
        return False
    if not cond['age'](A.x[2], E.x[2]):
        print("Failed Age Consistency")
        return False
    return True
snippet.python
conditions = {
    'mu': lambda a_mu, e_mu: (e_mu * 0.95) <= a_mu <= (e_mu * 1.05),
    'Av': lambda a_av, e_av: (e_av * 0.95) <= a_av <= (e_av * 1.05),
    'age': lambda a_age, e_age: a_age < e_age and (e_age * 0.99) <= a_age,
}
snippet.python
def pretty_print_table(A, E):
    # Extracting the data
    pattern = r'Pop[A|E]([+-]?\d*\.\d+)/alpha([+-]?\d*\.\d+)'
    AKey = list(A.keys())[0]
    EKey = list(E.keys())[0]
    matchA = re.search(pattern, str(AKey))
    matchE = re.search(pattern, str(EKey))
    AY, EY = float(matchA.group(1)), float(matchE.group(1))
    Aalpha, Ealpha = float(matchA.group(2)), float(matchE.group(2))
    A = A[AKey]
    E = E[EKey]
 
    # Define column widths
    col_widths = [12, 8, 8, 8, 8, 8, 8]
 
    # Header of the table
    headers = ["Population", "Age", "mu", "Av", "chi2", "Y", "alphaML"]
    table = "|".join(h.ljust(col_widths[i]) for i, h in enumerate(headers)) + "\n"
    table += "-" * sum(col_widths) + (len(col_widths) - 1) * "-" + "\n"
 
    # Format and add rows for A and E
    for label, data in [("A", A), ("E", E)]:
        row = [label.ljust(col_widths[0])]
        row.extend("{:.3f}".format(data.x[i]).ljust(col_widths[j + 1]) for j, i in enumerate([2, 0, 1]))
        row.append("{:.3f}".format(data.fun).ljust(col_widths[4]))
        if label == "A":
            row.append("{:.3f}".format(AY).ljust(col_widths[5]))
            row.append("{:.3f}".format(Aalpha).ljust(col_widths[6]))
        if label == "E":
            row.append("{:.3f}".format(EY).ljust(col_widths[5]))
            row.append("{:.3f}".format(Ealpha).ljust(col_widths[6]))
        table += "|".join(row) + "\n"
 
    # Calculate and add percent difference row
    percent_diff_row = ["%".ljust(col_widths[0])]
    PCDiff = list()
    for i in [2, 0, 1]:
        percent_diff = (A.x[i] / E.x[i]) if E.x[i] != 0 else 0
        PCDiff.append(percent_diff)
        percent_diff_row.append("{:.3f}".format(percent_diff).ljust(col_widths[i + 1]))
    percent_diff_row.append(" ")  # Placeholder for chi2 in percent difference row
    table += "|".join(percent_diff_row) + "\n"
 
 
    table += f"Avg % diff: {abs(1-sum(PCDiff)/len(PCDiff)):0.4f}, Mean Chi2: {(A.fun + E.fun)/2:0.3f}" 
 
    return table
snippet.python
ids = list()
for aID, A in enumerate(sAR):
    for eID, E in enumerate(sER):
        s = satisfy_conditions(A, E, conditions)
        if s :
            ids.append((aID, eID))
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
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Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
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Failed Color Excess
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Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
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Failed Age Consistency
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
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Failed Color Excess
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Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
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Failed Age Consistency
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Age Consistency
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Failed Distance Modulus
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Failed Distance Modulus
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
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Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
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Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Age Consistency
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Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
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Failed Age Consistency
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Failed Age Consistency
Failed Age Consistency
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Failed Age Consistency
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Failed Age Consistency
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Failed Age Consistency
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Failed Age Consistency
Failed Color Excess
Failed Age Consistency
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
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Failed Color Excess
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
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Failed Color Excess
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Failed Age Consistency
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Failed Age Consistency
Failed Age Consistency
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Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
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Failed Age Consistency
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Failed Age Consistency
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
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Failed Age Consistency
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Failed Distance Modulus
Failed Color Excess
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Failed Age Consistency
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Failed Distance Modulus
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
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Failed Color Excess
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Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Distance Modulus
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Age Consistency
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
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Failed Color Excess
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Failed Color Excess
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Failed Age Consistency
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Failed Age Consistency
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Failed Age Consistency
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Failed Age Consistency
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Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Distance Modulus
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Age Consistency
Failed Color Excess
Failed Distance Modulus
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
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Failed Age Consistency
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Failed Age Consistency
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Failed Color Excess
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Failed Color Excess
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Failed Age Consistency
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Age Consistency
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
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Failed Age Consistency
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Distance Modulus
Failed Color Excess
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Failed Distance Modulus
Failed Color Excess
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
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Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
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Failed Distance Modulus
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Age Consistency
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Failed Color Excess
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Failed Age Consistency
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Age Consistency
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Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Age Consistency
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
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Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Age Consistency
Failed Age Consistency
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Failed Age Consistency
Failed Color Excess
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Failed Age Consistency
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Failed Age Consistency
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Failed Age Consistency
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Failed Color Excess
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
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Failed Age Consistency
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Failed Distance Modulus
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Failed Distance Modulus
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Failed Age Consistency
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
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Failed Distance Modulus
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
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Failed Color Excess
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Failed Age Consistency
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Age Consistency
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Failed Color Excess
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Failed Age Consistency
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Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
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Failed Age Consistency
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Failed Age Consistency
Failed Age Consistency
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Failed Age Consistency
Failed Color Excess
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Failed Color Excess
Failed Age Consistency
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
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Failed Age Consistency
Failed Color Excess
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Age Consistency
Failed Age Consistency
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Failed Age Consistency
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Failed Age Consistency
Failed Age Consistency
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
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Failed Color Excess
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Failed Distance Modulus
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
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Failed Age Consistency
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Failed Age Consistency
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
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Failed Color Excess
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Failed Color Excess
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Failed Distance Modulus
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Failed Distance Modulus
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
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Failed Age Consistency
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Failed Distance Modulus
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Failed Distance Modulus
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Failed Distance Modulus
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Failed Distance Modulus
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Age Consistency
Failed Color Excess
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Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Age Consistency
Failed Color Excess
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Failed Age Consistency
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
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Failed Age Consistency
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
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Failed Age Consistency
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Failed Age Consistency
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
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Failed Age Consistency
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
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Failed Color Excess
Failed Age Consistency
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Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
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Failed Age Consistency
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
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Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Age Consistency
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Failed Age Consistency
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
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Failed Age Consistency
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Failed Color Excess
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Failed Age Consistency
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Failed Color Excess
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Failed Age Consistency
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
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Failed Age Consistency
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Failed Distance Modulus
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
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Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
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Failed Age Consistency
Failed Age Consistency
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Age Consistency
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Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
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Failed Age Consistency
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Failed Age Consistency
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Failed Age Consistency
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
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Failed Age Consistency
Failed Color Excess
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Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Distance Modulus
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Distance Modulus
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
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Failed Color Excess
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Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Age Consistency
Failed Color Excess
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Failed Age Consistency
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
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Failed Color Excess
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Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Distance Modulus
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
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Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Age Consistency
Failed Color Excess
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Failed Color Excess
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Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
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Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Distance Modulus
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Age Consistency
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Color Excess
Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Age Consistency
Failed Distance Modulus
Failed Color Excess
Failed Color Excess
Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Age Consistency
Failed Age Consistency
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Failed Color Excess
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Failed Age Consistency
Failed Age Consistency
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Failed Color Excess
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Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Age Consistency
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Failed Color Excess
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Failed Age Consistency
Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Color Excess
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Failed Color Excess
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Failed Age Consistency
Failed Color Excess
Failed Color Excess
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Failed Distance Modulus
Failed Distance Modulus
Failed Distance Modulus
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Failed Age Consistency
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Failed Age Consistency
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Failed Color Excess
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Failed Color Excess
Failed Color Excess
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Failed Color Excess
Failed Color Excess
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Failed Age Consistency
Failed Age Consistency
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snippet.python
def print_selected_conditions(sAR, sER, IDs):
    for ids in IDs:
        print("="*37)
        print(f"Results for {ids}")
        print(pretty_print_table(sAR[ids[0]], sER[ids[1]]))
snippet.python
print_selected_conditions(sAR, sER, ids)
=====================================
Results for (7, 79)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |12.744  |15.025  |0.498   |0.017   |0.330   |-1.901  
E           |12.819  |14.847  |0.495   |0.036   |0.330   |-1.150  
%           |0.994   |1.012   |1.007   | 
Avg % diff: 0.0043, Mean Chi2: 0.027
=====================================
Results for (12, 64)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |13.115  |14.951  |0.517   |0.019   |0.360   |-1.901  
E           |13.135  |14.928  |0.521   |0.035   |0.270   |-1.450  
%           |0.998   |1.002   |0.992   | 
Avg % diff: 0.0027, Mean Chi2: 0.027
=====================================
Results for (15, 54)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |12.996  |15.021  |0.540   |0.021   |0.330   |-2.050  
E           |13.061  |15.007  |0.537   |0.033   |0.240   |-1.600  
%           |0.995   |1.001   |1.005   | 
Avg % diff: 0.0005, Mean Chi2: 0.027
=====================================
Results for (17, 58)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |11.860  |15.166  |0.522   |0.021   |0.270   |-2.100  
E           |11.910  |14.967  |0.521   |0.034   |0.240   |-1.500  
%           |0.996   |1.013   |1.003   | 
Avg % diff: 0.0039, Mean Chi2: 0.027
=====================================
Results for (19, 86)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |13.269  |14.948  |0.527   |0.021   |0.360   |-1.950  
E           |13.346  |14.870  |0.509   |0.037   |0.300   |-1.350  
%           |0.994   |1.005   |1.035   | 
Avg % diff: 0.0113, Mean Chi2: 0.029
=====================================
Results for (25, 104)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |11.519  |15.232  |0.544   |0.023   |0.240   |-2.250  
E           |11.609  |14.898  |0.555   |0.041   |0.300   |-1.300  
%           |0.992   |1.022   |0.981   | 
Avg % diff: 0.0015, Mean Chi2: 0.032
=====================================
Results for (29, 86)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |13.216  |15.009  |0.526   |0.024   |0.330   |-2.100  
E           |13.346  |14.870  |0.509   |0.037   |0.300   |-1.350  
%           |0.990   |1.009   |1.033   | 
Avg % diff: 0.0110, Mean Chi2: 0.030
=====================================
Results for (37, 58)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |11.791  |15.221  |0.535   |0.025   |0.240   |-2.350  
E           |11.910  |14.967  |0.521   |0.034   |0.240   |-1.500  
%           |0.990   |1.017   |1.027   | 
Avg % diff: 0.0113, Mean Chi2: 0.029
=====================================
Results for (40, 86)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |13.227  |15.085  |0.534   |0.025   |0.300   |-2.250  
E           |13.346  |14.870  |0.509   |0.037   |0.300   |-1.350  
%           |0.991   |1.014   |1.050   | 
Avg % diff: 0.0184, Mean Chi2: 0.031
=====================================
Results for (41, 97)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |14.175  |14.821  |0.447   |0.026   |0.390   |-1.550  
E           |14.195  |14.773  |0.461   |0.039   |0.360   |-1.150  
%           |0.999   |1.003   |0.969   | 
Avg % diff: 0.0096, Mean Chi2: 0.032
=====================================
Results for (44, 16)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |13.678  |14.880  |0.571   |0.026   |0.390   |-2.000  
E           |13.692  |14.900  |0.584   |0.026   |0.270   |-1.700  
%           |0.999   |0.999   |0.978   | 
Avg % diff: 0.0081, Mean Chi2: 0.026
=====================================
Results for (53, 20)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |14.442  |14.940  |0.550   |0.029   |0.360   |-2.100  
E           |14.534  |14.770  |0.575   |0.027   |0.330   |-1.550  
%           |0.994   |1.012   |0.957   | 
Avg % diff: 0.0127, Mean Chi2: 0.028
=====================================
Results for (53, 23)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |14.442  |14.940  |0.550   |0.029   |0.360   |-2.100  
E           |14.568  |14.771  |0.553   |0.028   |0.330   |-1.500  
%           |0.991   |1.011   |0.994   | 
Avg % diff: 0.0011, Mean Chi2: 0.028
=====================================
Results for (55, 27)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |13.718  |15.147  |0.531   |0.029   |0.270   |-2.500  
E           |13.784  |14.909  |0.541   |0.029   |0.270   |-1.600  
%           |0.995   |1.016   |0.981   | 
Avg % diff: 0.0025, Mean Chi2: 0.029
=====================================
Results for (58, 0)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |14.265  |15.001  |0.554   |0.029   |0.330   |-2.250  
E           |14.360  |14.960  |0.541   |0.017   |0.240   |-1.901  
%           |0.993   |1.003   |1.022   | 
Avg % diff: 0.0062, Mean Chi2: 0.023
=====================================
Results for (58, 2)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |14.265  |15.001  |0.554   |0.029   |0.330   |-2.250  
E           |14.305  |14.962  |0.552   |0.020   |0.240   |-1.850  
%           |0.997   |1.003   |1.003   | 
Avg % diff: 0.0010, Mean Chi2: 0.025
=====================================
Results for (62, 2)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |14.175  |15.004  |0.563   |0.030   |0.330   |-2.300  
E           |14.305  |14.962  |0.552   |0.020   |0.240   |-1.850  
%           |0.991   |1.003   |1.020   | 
Avg % diff: 0.0044, Mean Chi2: 0.025
=====================================
Results for (62, 31)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |14.175  |15.004  |0.563   |0.030   |0.330   |-2.300  
E           |14.254  |14.841  |0.563   |0.029   |0.300   |-1.550  
%           |0.994   |1.011   |0.999   | 
Avg % diff: 0.0013, Mean Chi2: 0.030
=====================================
Results for (62, 41)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |14.175  |15.004  |0.563   |0.030   |0.330   |-2.300  
E           |14.175  |14.845  |0.549   |0.031   |0.300   |-1.500  
%           |1.000   |1.011   |1.025   | 
Avg % diff: 0.0118, Mean Chi2: 0.031
=====================================
Results for (66, 170)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |7.043   |14.988  |1.000   |0.030   |0.390   |-2.700  
E           |7.061   |14.468  |1.000   |0.102   |0.270   |-1.950  
%           |0.997   |1.036   |1.000   | 
Avg % diff: 0.0111, Mean Chi2: 0.066
=====================================
Results for (66, 171)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |7.043   |14.988  |1.000   |0.030   |0.390   |-2.700  
E           |7.056   |14.543  |1.000   |0.103   |0.270   |-2.250  
%           |0.998   |1.031   |1.000   | 
Avg % diff: 0.0096, Mean Chi2: 0.067
=====================================
Results for (72, 145)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |7.001   |15.041  |0.848   |0.032   |0.300   |-2.300  
E           |7.055   |14.513  |0.843   |0.055   |0.390   |-1.950  
%           |0.992   |1.036   |1.006   | 
Avg % diff: 0.0115, Mean Chi2: 0.044
=====================================
Results for (73, 11)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |14.740  |14.943  |0.590   |0.033   |0.360   |-2.250  
E           |14.834  |14.765  |0.579   |0.025   |0.330   |-1.600  
%           |0.994   |1.012   |1.018   | 
Avg % diff: 0.0079, Mean Chi2: 0.029
=====================================
Results for (73, 42)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |14.740  |14.943  |0.590   |0.033   |0.360   |-2.250  
E           |14.796  |14.639  |0.580   |0.032   |0.390   |-1.350  
%           |0.996   |1.021   |1.017   | 
Avg % diff: 0.0112, Mean Chi2: 0.032
=====================================
Results for (74, 6)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |14.175  |14.944  |0.602   |0.033   |0.360   |-2.350  
E           |14.279  |14.790  |0.609   |0.023   |0.330   |-1.750  
%           |0.993   |1.010   |0.990   | 
Avg % diff: 0.0025, Mean Chi2: 0.028
=====================================
Results for (75, 11)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |14.723  |15.027  |0.566   |0.034   |0.330   |-2.500  
E           |14.834  |14.765  |0.579   |0.025   |0.330   |-1.600  
%           |0.993   |1.018   |0.978   | 
Avg % diff: 0.0041, Mean Chi2: 0.029
=====================================
Results for (75, 42)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |14.723  |15.027  |0.566   |0.034   |0.330   |-2.500  
E           |14.796  |14.639  |0.580   |0.032   |0.390   |-1.350  
%           |0.995   |1.026   |0.976   | 
Avg % diff: 0.0007, Mean Chi2: 0.033
=====================================
Results for (75, 55)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |14.723  |15.027  |0.566   |0.034   |0.330   |-2.500  
E           |14.769  |14.647  |0.558   |0.033   |0.390   |-1.300  
%           |0.997   |1.026   |1.014   | 
Avg % diff: 0.0123, Mean Chi2: 0.033
=====================================
Results for (76, 6)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |14.244  |14.948  |0.615   |0.034   |0.360   |-2.400  
E           |14.279  |14.790  |0.609   |0.023   |0.330   |-1.750  
%           |0.998   |1.011   |1.010   | 
Avg % diff: 0.0060, Mean Chi2: 0.028
=====================================
Results for (81, 1)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |13.970  |14.961  |0.633   |0.035   |0.360   |-2.500  
E           |13.977  |14.955  |0.618   |0.019   |0.240   |-1.950  
%           |0.999   |1.000   |1.025   | 
Avg % diff: 0.0083, Mean Chi2: 0.027
=====================================
Results for (81, 29)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |13.970  |14.961  |0.633   |0.035   |0.360   |-2.500  
E           |14.053  |14.703  |0.644   |0.029   |0.360   |-1.500  
%           |0.994   |1.018   |0.983   | 
Avg % diff: 0.0018, Mean Chi2: 0.032
=====================================
Results for (82, 3)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |13.218  |14.911  |0.671   |0.035   |0.390   |-2.350  
E           |13.248  |14.935  |0.684   |0.021   |0.240   |-2.100  
%           |0.998   |0.998   |0.981   | 
Avg % diff: 0.0075, Mean Chi2: 0.028
=====================================
Results for (82, 4)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |13.218  |14.911  |0.671   |0.035   |0.390   |-2.350  
E           |13.325  |14.984  |0.693   |0.021   |0.240   |-2.250  
%           |0.992   |0.995   |0.968   | 
Avg % diff: 0.0148, Mean Chi2: 0.028
=====================================
Results for (83, 145)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |7.000   |15.121  |0.837   |0.035   |0.300   |-1.950  
E           |7.055   |14.513  |0.843   |0.055   |0.390   |-1.950  
%           |0.992   |1.042   |0.992   | 
Avg % diff: 0.0089, Mean Chi2: 0.045
=====================================
Results for (88, 14)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |14.034  |14.925  |0.672   |0.036   |0.390   |-2.400  
E           |14.175  |14.752  |0.688   |0.025   |0.360   |-1.750  
%           |0.990   |1.012   |0.977   | 
Avg % diff: 0.0071, Mean Chi2: 0.030
=====================================
Results for (88, 29)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |14.034  |14.925  |0.672   |0.036   |0.390   |-2.400  
E           |14.053  |14.703  |0.644   |0.029   |0.360   |-1.500  
%           |0.999   |1.015   |1.043   | 
Avg % diff: 0.0190, Mean Chi2: 0.032
=====================================
Results for (90, 34)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |15.262  |15.015  |0.587   |0.036   |0.330   |-2.600  
E           |15.411  |14.688  |0.612   |0.030   |0.360   |-1.550  
%           |0.990   |1.022   |0.960   | 
Avg % diff: 0.0093, Mean Chi2: 0.033
=====================================
Results for (91, 8)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |14.777  |15.011  |0.625   |0.037   |0.330   |-2.700  
E           |14.788  |14.818  |0.632   |0.024   |0.300   |-1.750  
%           |0.999   |1.013   |0.988   | 
Avg % diff: 0.0000, Mean Chi2: 0.030
=====================================
Results for (91, 15)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |14.777  |15.011  |0.625   |0.037   |0.330   |-2.700  
E           |14.801  |14.713  |0.624   |0.026   |0.390   |-1.600  
%           |0.998   |1.020   |1.000   | 
Avg % diff: 0.0063, Mean Chi2: 0.031
=====================================
Results for (94, 32)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |14.588  |15.121  |0.575   |0.037   |0.270   |-2.800  
E           |14.658  |14.706  |0.580   |0.029   |0.360   |-1.450  
%           |0.995   |1.028   |0.991   | 
Avg % diff: 0.0049, Mean Chi2: 0.033
=====================================
Results for (133, 160)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |7.000   |14.944  |0.593   |0.058   |0.360   |-2.300  
E           |7.000   |15.196  |0.610   |0.067   |0.390   |-1.700  
%           |1.000   |0.983   |0.972   | 
Avg % diff: 0.0148, Mean Chi2: 0.063
=====================================
Results for (138, 98)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |7.000   |14.626  |1.000   |0.061   |0.270   |-2.300  
E           |7.003   |14.774  |0.978   |0.039   |0.390   |-1.800  
%           |1.000   |0.990   |1.023   | 
Avg % diff: 0.0041, Mean Chi2: 0.050
=====================================
Results for (138, 170)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |7.000   |14.626  |1.000   |0.061   |0.270   |-2.300  
E           |7.061   |14.468  |1.000   |0.102   |0.270   |-1.950  
%           |0.991   |1.011   |1.000   | 
Avg % diff: 0.0008, Mean Chi2: 0.082
=====================================
Results for (138, 171)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |7.000   |14.626  |1.000   |0.061   |0.270   |-2.300  
E           |7.056   |14.543  |1.000   |0.103   |0.270   |-2.250  
%           |0.992   |1.006   |1.000   | 
Avg % diff: 0.0007, Mean Chi2: 0.082
=====================================
Results for (151, 26)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |13.693  |15.243  |0.763   |0.086   |0.300   |-1.450  
E           |13.807  |14.775  |0.759   |0.029   |0.300   |-2.000  
%           |0.992   |1.032   |1.005   | 
Avg % diff: 0.0094, Mean Chi2: 0.057
=====================================
Results for (151, 47)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |13.693  |15.243  |0.763   |0.086   |0.300   |-1.450  
E           |13.735  |14.823  |0.773   |0.032   |0.270   |-2.350  
%           |0.997   |1.028   |0.986   | 
Avg % diff: 0.0038, Mean Chi2: 0.059
=====================================
Results for (166, 189)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |6.945   |15.205  |0.751   |0.107   |0.300   |-1.550  
E           |7.001   |15.177  |0.732   |0.111   |0.360   |-1.950  
%           |0.992   |1.002   |1.026   | 
Avg % diff: 0.0064, Mean Chi2: 0.109
=====================================
Results for (167, 123)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |6.998   |14.876  |0.928   |0.107   |0.300   |-2.600  
E           |7.007   |15.360  |0.946   |0.046   |0.300   |-1.950  
%           |0.999   |0.968   |0.981   | 
Avg % diff: 0.0171, Mean Chi2: 0.076
=====================================
Results for (167, 184)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |6.998   |14.876  |0.928   |0.107   |0.300   |-2.600  
E           |7.000   |14.764  |0.958   |0.108   |0.270   |-1.000  
%           |1.000   |1.008   |0.969   | 
Avg % diff: 0.0078, Mean Chi2: 0.107
=====================================
Results for (169, 145)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |7.000   |15.142  |0.817   |0.107   |0.300   |-1.850  
E           |7.055   |14.513  |0.843   |0.055   |0.390   |-1.950  
%           |0.992   |1.043   |0.968   | 
Avg % diff: 0.0013, Mean Chi2: 0.081
=====================================
Results for (178, 189)
Population  |Age     |mu      |Av      |chi2    |Y       |alphaML 
------------------------------------------------------------------
A           |7.000   |15.342  |0.752   |0.111   |0.300   |-1.150  
E           |7.001   |15.177  |0.732   |0.111   |0.360   |-1.950  
%           |1.000   |1.011   |1.028   | 
Avg % diff: 0.0128, Mean Chi2: 0.111
snippet.python
Apick = sAR[0]
Spick = sER[0]
AMags, EMags, optA, optE, funA, funE, isoA, isoE = correct_iso_set(Apick, Spick)
print(f"A ({funA:0.3f}) --- mu: {optA[0]:0.2f}, Av: {optA[1]:0.2f}, age: {optA[2]:0.2f}")
print(f"E ({funE:0.3f})--- mu: {optE[0]:0.2f}, Av: {optE[1]:0.2f}, age: {optE[2]:0.2f}")
A (0.014) --- mu: 14.91, Av: 0.54, age: 12.33
E (0.017)--- mu: 14.96, Av: 0.54, age: 14.36
snippet.python
with plt.style.context(pubStyle):
    fig, ax = plt.subplots(1,1,figsize=(10,7))
    ax.scatter(color, mag, s=1, alpha=0.1, color='grey')
    for aID, eID in tqdm(ids):
        Apick = sAR[aID]
        Spick = sER[eID]
        AMags, EMags, optA, optE, funA, funE = correct_iso_set(Apick, Spick)
        plot_iso_set(AMags, EMags, alpha=0.1)
    ax.set_xlim(1, 6)
    ax.set_ylim(15, 22)
    ax.invert_yaxis()
    # ax.legend()
    ax.set_xlabel("F275W-F814W", fontsize=27)
    ax.set_ylabel("F814W", fontsize=27)
    # fig.savefig("Figures/BestFitResults.pdf")
100%|███████████████████████████████████████████████████████████████████████████████████████████████████████| 10/10 [00:20<00:00,  2.03s/it]

png

snippet.python
n = 50
with plt.style.context(pubStyle):
    fig, ax = plt.subplots(1,1,figsize=(10,7))
    ax.scatter(color, mag, s=1, alpha=0.1, color='grey')
    for Apick, Spick in tqdm(zip(sAR[:n], sER[:n]), total=len(sAR[:n])):
        AMags, EMags, optA, optE, funA, funE = correct_iso_set(Apick, Spick)
        plot_iso_set(AMags, EMags, alpha=0.03)
    Apick, Spick = sAR[0], sER[0]
    AMags, EMags, optA, optE, funA, funE = correct_iso_set(Apick, Spick)
    plot_iso_set(AMags, EMags, alpha=1)
    ax.set_xlim(1, 6)
    ax.set_ylim(15, 22)
    ax.invert_yaxis()
    # ax.legend()
    ax.set_xlabel("F275W-F814W", fontsize=27)
    ax.set_ylabel("F814W", fontsize=27)
    fig.savefig("Figures/BestFitResults.pdf")
100%|███████████████████████████████████████████████████████████████████████████████████████████████████████| 50/50 [01:40<00:00,  2.01s/it]

png

snippet.python
with open("BestFit.pkl", 'wb') as f:
    pkl.dump({'AMags': AMags, "EMags": EMags}, f)
snippet.python
ages = list()
for aID, eID in ids:
    aKey, eKey = list(sAR[aID].keys())[0], list(sER[eID].keys())[0]
    A, E = sAR[aID][aKey], sER[eID][eKey]
    ages.append((A.x[2], E.x[2]))
ages = np.array(ages)
snippet.python
with plt.style.context(pubStyle):
    plt.hist(ages[:, 0][ages[:, 0] > 10], bins='auto', histtype='step');
    plt.hist(ages[:, 1][ages[:, 1]> 10], bins='auto', histtype='step');

png

snippet.python
sAR[0]
{PosixPath('justIso.denseAlpha.fixedLowmass/PopA+0.39/alpha-1.750/isochrones.txt'):   message: CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH
   success: True
    status: 0
       fun: 0.013689991325882483
         x: [ 1.491e+01  5.414e-01  1.233e+01]
       nit: 2
       jac: [ 1.630e-03 -1.406e-01  3.426e-03]
      nfev: 72
      njev: 18
  hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64>}
snippet.python
print(os.path.exists("/mnt/Astronomy/GraduateSchool/Thesis/GCConsistency/NGC2808/Analysis/fitting/justIso.denseAlpha.fixedLowmass/PopA+0.39/alpha-1.750/isochrones.txt"))
False
snippet.python
age = 10
isoAAtAge = pd.DataFrame(interp_isochrone_age(isoA, age), columns=isoA[100000.0].columns)
isoEAtAge = pd.DataFrame(interp_isochrone_age(isoE, age), columns=isoA[100000.0].columns)
snippet.python
isoEAtAge

<div> <style scoped> 

  .dataframe tbody tr th:only-of-type {
      vertical-align: middle;
  }
  .dataframe tbody tr th {
      vertical-align: top;
  }
  .dataframe thead th {
      text-align: right;
  }

</style> <table border=“1” class=“dataframe”

> 

<thead>
  <tr style="text-align: right;">
    <th></th>
    <th>EEP</th>
    <th>log10_isochrone_age_yr</th>
    <th>initial_mass</th>
    <th>star_mass</th>
    <th>star_mdot</th>
    <th>he_core_mass</th>
    <th>c_core_mass</th>
    <th>log_L</th>
    <th>log_LH</th>
    <th>log_LHe</th>
    <th>...</th>
    <th>surface_c12</th>
    <th>surface_o16</th>
    <th>log_center_T</th>
    <th>log_center_Rho</th>
    <th>center_gamma</th>
    <th>center_h1</th>
    <th>center_he4</th>
    <th>center_c12</th>
    <th>phase</th>
    <th>age</th>
  </tr>
</thead>
<tbody>
  <tr>
    <th>0</th>
    <td>263.0</td>
    <td>10.0</td>
    <td>0.203904</td>
    <td>0.203904</td>
    <td>0.0</td>
    <td>0.000000</td>
    <td>0.0</td>
    <td>-2.180097</td>
    <td>-2.179173</td>
    <td>-10.0</td>
    <td>...</td>
    <td>0.000007</td>
    <td>0.000098</td>
    <td>6.815919</td>
    <td>2.227252</td>
    <td>0.0</td>
    <td>0.751199</td>
    <td>0.248168</td>
    <td>7.271753e-06</td>
    <td>0.0</td>
    <td>1.002435e+10</td>
  </tr>
  <tr>
    <th>1</th>
    <td>264.0</td>
    <td>10.0</td>
    <td>0.205353</td>
    <td>0.205353</td>
    <td>0.0</td>
    <td>0.000000</td>
    <td>0.0</td>
    <td>-2.174435</td>
    <td>-2.173508</td>
    <td>-10.0</td>
    <td>...</td>
    <td>0.000007</td>
    <td>0.000098</td>
    <td>6.816832</td>
    <td>2.222910</td>
    <td>0.0</td>
    <td>0.751143</td>
    <td>0.248224</td>
    <td>7.271748e-06</td>
    <td>0.0</td>
    <td>1.002435e+10</td>
  </tr>
  <tr>
    <th>2</th>
    <td>265.0</td>
    <td>10.0</td>
    <td>0.206830</td>
    <td>0.206830</td>
    <td>0.0</td>
    <td>0.000000</td>
    <td>0.0</td>
    <td>-2.168660</td>
    <td>-2.167728</td>
    <td>-10.0</td>
    <td>...</td>
    <td>0.000007</td>
    <td>0.000098</td>
    <td>6.817758</td>
    <td>2.218481</td>
    <td>0.0</td>
    <td>0.751092</td>
    <td>0.248275</td>
    <td>7.271743e-06</td>
    <td>0.0</td>
    <td>1.002435e+10</td>
  </tr>
  <tr>
    <th>3</th>
    <td>266.0</td>
    <td>10.0</td>
    <td>0.208354</td>
    <td>0.208354</td>
    <td>0.0</td>
    <td>0.000000</td>
    <td>0.0</td>
    <td>-2.162705</td>
    <td>-2.161775</td>
    <td>-10.0</td>
    <td>...</td>
    <td>0.000007</td>
    <td>0.000098</td>
    <td>6.818710</td>
    <td>2.213916</td>
    <td>0.0</td>
    <td>0.751047</td>
    <td>0.248320</td>
    <td>7.271738e-06</td>
    <td>0.0</td>
    <td>1.002435e+10</td>
  </tr>
  <tr>
    <th>4</th>
    <td>267.0</td>
    <td>10.0</td>
    <td>0.209903</td>
    <td>0.209903</td>
    <td>0.0</td>
    <td>0.000000</td>
    <td>0.0</td>
    <td>-2.156649</td>
    <td>-2.155717</td>
    <td>-10.0</td>
    <td>...</td>
    <td>0.000007</td>
    <td>0.000098</td>
    <td>6.819672</td>
    <td>2.209271</td>
    <td>0.0</td>
    <td>0.751007</td>
    <td>0.248360</td>
    <td>7.271732e-06</td>
    <td>0.0</td>
    <td>1.002435e+10</td>
  </tr>
  <tr>
    <th>...</th>
    <td>...</td>
    <td>...</td>
    <td>...</td>
    <td>...</td>
    <td>...</td>
    <td>...</td>
    <td>...</td>
    <td>...</td>
    <td>...</td>
    <td>...</td>
    <td>...</td>
    <td>...</td>
    <td>...</td>
    <td>...</td>
    <td>...</td>
    <td>...</td>
    <td>...</td>
    <td>...</td>
    <td>...</td>
    <td>...</td>
    <td>...</td>
  </tr>
  <tr>
    <th>338</th>
    <td>601.0</td>
    <td>10.0</td>
    <td>0.893782</td>
    <td>0.523907</td>
    <td>0.0</td>
    <td>0.343237</td>
    <td>0.0</td>
    <td>2.246922</td>
    <td>2.244874</td>
    <td>-10.0</td>
    <td>...</td>
    <td>0.000007</td>
    <td>0.000098</td>
    <td>7.721476</td>
    <td>5.647457</td>
    <td>0.0</td>
    <td>0.000000</td>
    <td>0.999367</td>
    <td>7.034301e-07</td>
    <td>2.0</td>
    <td>1.002435e+10</td>
  </tr>
  <tr>
    <th>339</th>
    <td>602.0</td>
    <td>10.0</td>
    <td>0.893798</td>
    <td>0.522903</td>
    <td>0.0</td>
    <td>0.344678</td>
    <td>0.0</td>
    <td>2.259808</td>
    <td>2.257745</td>
    <td>-10.0</td>
    <td>...</td>
    <td>0.000007</td>
    <td>0.000098</td>
    <td>7.722806</td>
    <td>5.652222</td>
    <td>0.0</td>
    <td>0.000000</td>
    <td>0.999367</td>
    <td>7.034339e-07</td>
    <td>2.0</td>
    <td>1.002435e+10</td>
  </tr>
  <tr>
    <th>340</th>
    <td>603.0</td>
    <td>10.0</td>
    <td>0.893812</td>
    <td>0.521879</td>
    <td>0.0</td>
    <td>0.346092</td>
    <td>0.0</td>
    <td>2.272694</td>
    <td>2.270620</td>
    <td>-10.0</td>
    <td>...</td>
    <td>0.000007</td>
    <td>0.000098</td>
    <td>7.724149</td>
    <td>5.656980</td>
    <td>0.0</td>
    <td>0.000000</td>
    <td>0.999367</td>
    <td>7.034377e-07</td>
    <td>2.0</td>
    <td>1.002435e+10</td>
  </tr>
  <tr>
    <th>341</th>
    <td>604.0</td>
    <td>10.0</td>
    <td>0.893827</td>
    <td>0.520836</td>
    <td>0.0</td>
    <td>0.347550</td>
    <td>0.0</td>
    <td>2.285581</td>
    <td>2.283490</td>
    <td>-10.0</td>
    <td>...</td>
    <td>0.000007</td>
    <td>0.000098</td>
    <td>7.725509</td>
    <td>5.661747</td>
    <td>0.0</td>
    <td>0.000000</td>
    <td>0.999367</td>
    <td>7.034414e-07</td>
    <td>2.0</td>
    <td>1.002435e+10</td>
  </tr>
  <tr>
    <th>342</th>
    <td>605.0</td>
    <td>10.0</td>
    <td>0.893841</td>
    <td>0.519780</td>
    <td>0.0</td>
    <td>0.348981</td>
    <td>0.0</td>
    <td>2.298468</td>
    <td>2.296364</td>
    <td>-10.0</td>
    <td>...</td>
    <td>0.000007</td>
    <td>0.000098</td>
    <td>7.726887</td>
    <td>5.666512</td>
    <td>0.0</td>
    <td>0.000000</td>
    <td>0.999367</td>
    <td>7.034450e-07</td>
    <td>3.0</td>
    <td>1.002435e+10</td>
  </tr>
</tbody>

</table>

<

p>343 rows × 26 columns</p> </div>

snippet.python
fig, ax = plt.subplots(1,1, figsize=(10, 7))
ax.plot(10**isoEAtAge['log_Teff'], isoEAtAge['log_L'])
ax.plot(10**isoAAtAge['log_Teff'], isoAAtAge['log_L'])
ax.set_ylim(2.0,2.15)
ax.set_xlim(4600,4700)
ax.invert_xaxis()

png

python