Why can't I convert my RGB values to Munsell colours?

[GeologyAMG]

Question

I have a .csv of RGB values that I am attempting to convert to Munsell color. The goal is to have a new column added to the .csv that has the munsell values.

My Data
SO-05_Full_Res_Edit.csv

This script works fine for the df within the code. However when I try to expand it to a dataframe based on the attached .csv it keeps giving an error that the Y of xyY needs to be in the domain of [0 to 10]. However even when I check this it still gives the same error.

AssertionError Traceback (most recent call last)
Cell In[47], line 3
1 # Ensure that the Y value is normalized correctly before converting to Munsell
2 df['nY'] = df['nY'].clip(0, 10)
----> 3 df['Munsell'] = df.apply(lambda row: xyY_to_munsell((row['x'], row['y'], row['nY'])), axis=1)
5 # Print the DataFrame with XYZ, xyY, and Munsell columns
6 df.he#1300

#Code
import colour
import numpy as np
import pandas as pd

Example DataFrame of RGB values

data = {
'R': [255, 128, 64, 32, 16],
'G': [0, 255, 128, 64, 32],
'B': [0, 0, 255, 128, 64]
}
df = pd.DataFrame(data)

def rgb_to_xyz(rgb):
# Normalize RGB values to [0, 1]
rgb_normalized = np.array(rgb) / 255.0
# Convert RGB to XYZ
xyz = colour.sRGB_to_XYZ(rgb_normalized)
return xyz

def xyz_to_xyY(xyz):
# Convert XYZ to xyY
xyY = colour.XYZ_to_xyY(xyz)
return xyY

def xyY_to_munsell(xyY):
# Convert xyY to Munsell
munsell_color = colour.xyY_to_munsell_colour(xyY)
return munsell_color

Apply the conversion to each row in the DataFrame

df[['X', 'Y', 'Z']] = df.apply(lambda row: pd.Series(rgb_to_xyz((row['R'], row['G'], row['B']))), axis=1)
df[['x', 'y', 'Y']] = df.apply(lambda row: pd.Series(xyz_to_xyY((row['X'], row['Y'], row['Z']))), axis=1)
df['Munsell'] = df.apply(lambda row: xyY_to_munsell((row['x'], row['y'], row['Y'])), axis=1)

Print the DataFrame with XYZ, xyY, and Munsell columns

df.head()

#print(df)

[KelSolaar]

Hello @GeologyAMG,

It is hard to understand what is going on given there is no traceback but a cursory look at your CSV file shows that
many of your RGB values does not have a corresponding Munsell Renotation System colour:

# /// script
# dependencies = [
#     "colour-science",
#     "matplotlib",
#     "pandas",
# ]
# ///

import colour
import pandas as pd

df = pd.read_csv("/Users/kelsolaar/Downloads/SO-05_Full_Res_Edit.csv")
RGB = colour.utilities.tstack([df["R"].values, df["G"].values, df["B"].values]) / 255
XYZ = colour.sRGB_to_XYZ(RGB)
non_representable = []
for i, xyY in enumerate(colour.XYZ_to_xyY(XYZ)):
    try:
        colour.xyY_to_munsell_colour(xyY)
    except AssertionError as exception:
        print(f"Error at row {i}: {RGB[i]}, {exception}")
        non_representable.append(i)

swatches = [
    colour.plotting.ColourSwatch(swatch, "x" if i in non_representable else "")
    for i, swatch in enumerate(RGB)
]
colour.plotting.plot_multi_colour_swatches(swatches, columns=15)

Error at row 4: [ 0.67724706  0.64655686  0.65100392], "array([ 6.1773995 ,  6.74367404,  0.56615463,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 8: [ 0.75193333  0.72181176  0.73592549], "array([ 7.0419477 ,  7.47992234,  0.43306407,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 12: [ 0.72565882  0.66675294  0.62911765], "array([ 2.61828227,  6.97474456,  1.48180125,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 14: [ 0.54282353  0.49411373  0.4323098 ], "array([ 4.75126552,  5.24465464,  1.83588503,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 15: [ 0.54195686  0.49155294  0.43358039], "array([ 4.3724213 ,  5.22559468,  1.78617284,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 16: [ 0.51512941  0.46375294  0.40748235], "array([ 4.0727099 ,  4.9537725 ,  1.78399769,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 18: [ 0.49543137  0.4401098   0.38269961], "array([ 3.54579671,  4.72767527,  1.81653666,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 19: [ 0.4720902   0.41099608  0.36237098], "array([ 2.07104053,  4.45652475,  1.70681325,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 20: [ 0.4444      0.4319451   0.40367843], "array([ 1.36629244,  4.56587219,  1.07014793,  4.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 21: [ 0.53326275  0.47976863  0.45507843], "array([ 1.62515417,  5.13712317,  1.25597239,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 22: [ 0.68692157  0.63883922  0.57781176], "array([ 5.63780767,  6.66388767,  1.75468033,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 23: [ 0.52248235  0.47316078  0.42171765], "array([ 4.14862871,  5.04507809,  1.67959059,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 24: [ 0.49074902  0.43872157  0.38234667], "array([ 3.91860103,  4.70659268,  1.76622713,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 25: [ 0.46756863  0.43167059  0.36966157], "array([ 6.9383344 ,  4.59499915,  1.7520502 ,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 27: [ 0.54087059  0.47700784  0.45924706], "array([ 9.03555709,  5.13886946,  1.30219801,  6.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 28: [ 0.43347059  0.39903529  0.38823059], "array([ 3.14230069,  4.29718814,  0.77689647,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 29: [ 0.44878824  0.40528235  0.37698627], "array([ 3.17556292,  4.36955805,  1.17235047,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 31: [ 0.54132549  0.48512941  0.47905098], "array([ 8.52265081,  5.20888448,  1.02072292,  6.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 32: [ 0.47994118  0.44746667  0.43142353], "array([ 4.78174586,  4.77373226,  0.87684288,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 33: [ 0.48246667  0.43937255  0.41658039], "array([ 3.03847292,  4.7130503 ,  1.08688612,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 34: [ 0.46464314  0.42707843  0.40422745], "array([ 4.06831236,  4.57749106,  1.03008115,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 35: [ 0.62876863  0.58142745  0.59438431], "array([ 7.18491653,  6.14956816,  0.63198605,  6.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 36: [ 0.5272902   0.47977647  0.45537255], "array([ 2.68673935,  5.1234458 ,  1.17952274,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 37: [ 0.45727843  0.41674118  0.37517373], "array([ 4.77077756,  4.46898468,  1.38878576,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 38: [ 0.42896078  0.40099608  0.36784627], "array([ 7.16566751,  4.28705364,  1.15228862,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 39: [ 0.55466275  0.49463137  0.44532549], "array([ 2.70107943,  5.28388026,  1.72264607,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 41: [ 0.56139608  0.51409804  0.44464314], "array([ 5.41626399,  5.43404408,  1.9437625 ,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 42: [ 0.49262745  0.4530549   0.39101569], "array([ 6.30273849,  4.81651137,  1.78555822,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 43: [ 0.4492902   0.41701961  0.37352235], "array([ 6.77876778,  4.45131122,  1.37578548,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 47: [ 0.45003529  0.39895686  0.33884941], "array([ 4.05652163,  4.30463127,  1.81567655,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 48: [ 0.56919608  0.52424314  0.46540784], "array([ 5.40706752,  5.53491645,  1.73142635,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 49: [ 0.79060392  0.78109412  0.7601451 ], "array([ 5.47245638,  7.98250775,  1.02728281,  4.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 50: [ 0.90251765  0.91460392  0.91504706], "array([ 0.45301792,  9.20762335,  1.11291088,  3.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 51: [ 0.91764706  0.92941176  0.92941176], "array([ 0.32178472,  9.34357738,  1.32439535,  3.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 52: [ 0.91764706  0.92941176  0.92941176], "array([ 0.32178472,  9.34357738,  1.32439535,  3.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 53: [ 0.91764706  0.92941176  0.92941176], "array([ 0.32178472,  9.34357738,  1.32439535,  3.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 54: [ 0.91764706  0.92941176  0.92941176], "array([ 0.32178472,  9.34357738,  1.32439535,  3.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 55: [ 0.91764706  0.92941176  0.92941176], "array([ 0.32178472,  9.34357738,  1.32439535,  3.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 56: [ 0.91764706  0.92941176  0.92941176], "array([ 0.32178472,  9.34357738,  1.32439535,  3.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 57: [ 0.91764706  0.92941176  0.92941176], "array([ 0.32178472,  9.34357738,  1.32439535,  3.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 58: [ 0.91764706  0.92941176  0.92941176], "array([ 0.32178472,  9.34357738,  1.32439535,  3.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 59: [ 0.91764706  0.92941176  0.92941176], "array([ 0.32178472,  9.34357738,  1.32439535,  3.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 60: [ 0.91764706  0.92941176  0.92941176], "array([ 0.32178472,  9.34357738,  1.32439535,  3.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 61: [ 0.91764706  0.92941176  0.92941176], "array([ 0.32178472,  9.34357738,  1.32439535,  3.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 62: [ 0.91764706  0.92941176  0.92941176], "array([ 0.32178472,  9.34357738,  1.32439535,  3.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 63: [ 0.91764706  0.92941176  0.92941176], "array([ 0.32178472,  9.34357738,  1.32439535,  3.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 64: [ 0.91764706  0.92941176  0.92941176], "array([ 0.32178472,  9.34357738,  1.32439535,  3.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 65: [ 0.91764706  0.92941176  0.92941176], "array([ 0.32178472,  9.34357738,  1.32439535,  3.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 66: [ 0.91764706  0.92941176  0.92941176], "array([ 0.32178472,  9.34357738,  1.32439535,  3.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 67: [ 0.91764706  0.92941176  0.92941176], "array([ 0.32178472,  9.34357738,  1.32439535,  3.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 68: [ 0.91761176  0.92950196  0.92818039], "array([ 0.17684865,  9.34328695,  1.34470427,  3.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 69: [ 0.82583529  0.80089412  0.75411373], "array([ 1.64486351,  8.18673147,  1.37347013,  4.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 76: [ 0.69683137  0.66741569  0.59543137], "array([ 9.78878362,  6.89427331,  1.86056298,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 77: [ 0.68502353  0.64781176  0.60000392], "array([ 7.44376837,  6.73537584,  1.47001863,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 79: [ 0.79047059  0.72741176  0.66634118], "array([ 3.67198886,  7.55669422,  1.8498801 ,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 94: [ 0.67985098  0.61956078  0.58834118], "array([ 1.79855466,  6.52217123,  1.40076458,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 104: [ 0.64290588  0.61081176  0.65824706], "array([ 6.58540368,  6.42897765,  0.56595417,  9.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 110: [ 0.55340392  0.50414118  0.48672941], "array([ 1.74559624,  5.37291997,  1.0776283 ,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 111: [ 0.44434902  0.37263176  0.32187647], "array([ 0.56842817,  4.09659769,  1.87886883,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 114: [ 0.5982      0.55830588  0.60711373], "array([ 8.91997024,  5.93255351,  0.8164624 ,  9.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 115: [ 0.48471765  0.41448235  0.36394706], "array([ 1.04723811,  4.51282492,  1.8512893 ,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 119: [ 0.70446275  0.67929412  0.68607843], "array([ 9.99401798,  7.05215875,  0.5186652 ,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 120: [ 0.41374118  0.35570706  0.32982275], "array([ 9.90056562,  3.90577179,  1.30358406,  6.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 121: [ 0.44481176  0.39994902  0.3947098 ], "array([ 9.50688575,  4.33468133,  0.80601936,  6.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 122: [ 0.45324706  0.4270549   0.38554627], "array([ 8.21423774,  4.53909698,  1.32032777,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 123: [ 0.48214118  0.48368627  0.50621176], "array([ 2.08367014,  5.08704386,  0.39299468,  2.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 130: [ 0.77522745  0.76847451  0.79572157], "array([ 2.93368219,  7.88940688,  0.38163365,  3.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 133: [ 0.43770196  0.36446118  0.32137333], "array([ 9.70747259,  4.02254346,  1.78071133,  6.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 135: [ 0.52457647  0.58080392  0.63330588], "array([ 4.70703173,  5.96018778,  1.80380666,  1.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 141: [ 0.79231373  0.74972157  0.74133333], "array([ 4.45919019,  7.76009122,  0.87177533,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 146: [ 0.70510588  0.63401176  0.59466667], "array([ 1.03424816,  6.6828627 ,  1.65434961,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 157: [ 0.5456549   0.54515686  0.51990588], "array([ 5.40531253,  5.6646265 ,  1.09760166,  4.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 161: [ 0.50290588  0.44653725  0.38836118], "array([ 3.47791719,  4.79364053,  1.84595874,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 162: [ 0.53663529  0.50638039  0.43330588], "array([ 8.70038891,  5.31689457,  1.94792597,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 163: [ 0.69656078  0.62528627  0.60921961], "array([ 8.87875397,  6.61325263,  1.34294919,  6.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 164: [ 0.65945098  0.60659216  0.62479216], "array([ 4.01556953,  6.41212041,  0.68244588,  6.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 165: [ 0.49068627  0.46791765  0.43781961], "array([ 9.11748706,  4.94591104,  1.12047037,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 166: [ 0.37885216  0.35836157  0.31281961], "array([ 9.03944992,  3.82973665,  1.40849832,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 167: [ 0.40189412  0.31434627  0.29551647], "array([ 4.67169064,  3.56488261,  1.70952537,  6.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 168: [ 0.57680784  0.48873725  0.51583922], "array([ 3.90462801,  5.34420579,  1.67724112,  7.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 169: [ 0.59758039  0.60150588  0.61148235], "array([ 1.18528094,  6.23365604,  0.59442886,  3.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 170: [ 0.48633333  0.47550588  0.43696078], "array([ 1.9322093 ,  4.98949572,  1.31627539,  4.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 172: [ 0.47934902  0.43699608  0.37863725], "array([ 5.47714008,  4.66534295,  1.72120168,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 173: [ 0.45037255  0.45638431  0.39770196], "array([ 4.52664758,  4.75056709,  1.81608611,  4.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 175: [ 0.51983529  0.57054902  0.62380784], "array([ 5.33481704,  5.87047644,  1.73001342,  1.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 176: [ 0.44988627  0.41762745  0.34630471], "array([ 7.82086547,  4.44072931,  1.91764636,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 178: [ 0.35847451  0.3724549   0.33526627], "array([ 6.1890026 ,  3.90277156,  1.46332422,  4.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 181: [ 0.59851765  0.5917451   0.57547843], "array([ 5.07294839,  6.14186403,  0.90671325,  4.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 184: [ 0.46176078  0.46888627  0.41908627], "array([ 5.14498195,  4.87817245,  1.65455758,  4.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 185: [ 0.56780784  0.56282745  0.56906275], "array([ 7.47438069,  5.86984443,  0.52681725,  4.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 187: [ 0.43963137  0.41998039  0.4166    ], "array([ 8.42471583,  4.47906942,  0.55250867,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 188: [ 0.43922745  0.43238824  0.4177098 ], "array([ 3.61918357,  4.5672481 ,  0.82707327,  4.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 189: [ 0.42781961  0.4189098   0.39161529], "array([ 2.1555585 ,  4.42815975,  1.06078202,  4.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 190: [ 0.41444314  0.41739608  0.41354902], "array([ 7.61833913,  4.40362896,  0.70430083,  4.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 191: [ 0.48248627  0.49254118  0.53273333], "array([ 6.7581725 ,  5.17079042,  0.77809125,  1.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 192: [ 0.55878039  0.52156471  0.49673333], "array([ 4.94060846,  5.51240124,  1.07773079,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 195: [ 0.52657255  0.51054118  0.47959216], "array([ 1.16265316,  5.35264085,  1.13794381,  4.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 196: [ 0.53534118  0.49723529  0.54063137], "array([ 0.27665534,  5.32300338,  0.75378631,  8.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 198: [ 0.57581569  0.55312549  0.54289804], "array([ 9.58178034,  5.80083083,  0.74945798,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 199: [ 0.51186275  0.45415686  0.43190588], "array([ 0.38754942,  4.89485766,  1.26897296,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 200: [ 0.46671765  0.44261176  0.4149098 ], "array([ 8.39505647,  4.69866249,  1.05361309,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 201: [ 0.4158902   0.3793251   0.36192745], "array([ 3.21467717,  4.0987874 ,  0.91175118,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 202: [ 0.43611373  0.48281569  0.46998039], "array([ 4.08447243,  4.96203105,  1.53085866,  3.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 203: [ 0.6073451   0.66105882  0.70615294], "array([ 1.82785961,  6.74389478,  1.55040883,  1.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 204: [ 0.51948627  0.46708627  0.42192549], "array([ 3.37746334,  4.99597801,  1.60137559,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 205: [ 0.4813451   0.43913333  0.40565882], "array([ 4.08154156,  4.70167161,  1.26791375,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 206: [ 0.50187451  0.46733725  0.41712941], "array([ 6.95226515,  4.95390437,  1.54652376,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 207: [ 0.5617451   0.55716471  0.55246667], "array([ 6.0668232 ,  5.80555093,  0.70748703,  4.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 210: [ 0.54782745  0.56732941  0.57953333], "array([ 6.87772703,  5.86800344,  0.80260413,  3.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 211: [ 0.44591765  0.39483137  0.40335686], "array([ 3.44114928,  4.30779869,  0.75008804,  6.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 212: [ 0.38446667  0.34339725  0.32722941], "array([ 1.58999079,  3.74456373,  0.94510636,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 213: [ 0.41158824  0.42801961  0.47630196], "array([ 9.79014946,  4.52244134,  1.11828761,  1.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 214: [ 0.74214902  0.76211373  0.77247843], "array([ 3.98819733,  7.76239332,  0.87853111,  3.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 218: [ 0.44297255  0.40140392  0.40067059], "array([ 9.27211447,  4.34468032,  0.69708635,  6.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 223: [ 0.5761451   0.52206275  0.50998039], "array([ 0.25115726,  5.5643128 ,  1.05427181,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 225: [ 0.50802745  0.48589804  0.41836078], "array([ 9.9770234 ,  5.0994404 ,  1.85525842,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 227: [ 0.46966275  0.42150588  0.35371961], "array([ 4.87179179,  4.51901202,  1.92942317,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 228: [ 0.33015373  0.29090863  0.29697373], "array([ 4.63135722,  3.21054281,  0.58801213,  6.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 233: [ 0.35398863  0.4218      0.42569804], "array([ 1.98719036,  4.32657053,  1.77117473,  2.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 235: [ 0.45875686  0.42892157  0.38565137], "array([ 7.47496024,  4.56496062,  1.36196534,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 238: [ 0.4521098   0.47014118  0.47822353], "array([ 5.72265676,  4.90781698,  0.79617501,  3.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 243: [ 0.49153333  0.46396863  0.42692157], "array([ 8.05091688,  4.91291851,  1.26195889,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 248: [ 0.44442745  0.48042353  0.50618824], "array([ 7.22054105,  4.98765744,  1.0781473 ,  2.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 253: [ 0.45249412  0.49473333  0.49875294], "array([ 8.76807554,  5.10097355,  1.28033186,  3.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 254: [ 0.5637098   0.64606667  0.66841961], "array([ 5.85865034,  6.52740547,  1.87292491,  2.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 258: [ 0.51656471  0.48166667  0.43767843], "array([ 6.63280881,  5.10063774,  1.42828357,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 260: [ 0.49414902  0.5469451   0.5891451 ], "array([ 2.25986519,  5.62566949,  1.53589904,  1.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 270: [ 0.52547451  0.46055686  0.47131373], "array([ 1.47515426,  4.99800982,  1.05779736,  6.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 273: [ 0.51178039  0.51641569  0.56939216], "array([  2.01995739,   5.42805222,   1.05407711,  10.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 275: [ 0.54072941  0.50778431  0.5046902 ], "array([ 3.88644886,  5.3815725 ,  0.67166613,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 276: [ 0.56052941  0.48718431  0.44254118], "array([ 0.59849462,  5.24514216,  1.82357686,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 277: [ 0.58073725  0.53087843  0.46825882], "array([ 4.77274806,  5.6092618 ,  1.83023675,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 278: [ 0.55550196  0.62078039  0.67431765], "array([ 4.05520979,  6.33579085,  1.93804556,  1.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 280: [ 0.6035451   0.59173725  0.57863922], "array([ 3.67939218,  6.15464582,  0.82952873,  4.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 283: [ 0.53367059  0.51484706  0.53303137], "array([ 0.10158221,  5.43543776,  0.20807481,  4.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 284: [ 0.53706275  0.58011765  0.60707059], "array([ 6.53680429,  5.95835147,  1.19847402,  2.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 285: [ 0.56674118  0.54332157  0.47914902], "array([ 0.08009296,  5.67109413,  1.74138091,  4.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 287: [ 0.46274118  0.4034549   0.34359373], "array([ 2.96909467,  4.36995517,  1.88283553,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 290: [ 0.57646275  0.53270588  0.46366667], "array([ 6.1728071 ,  5.60940239,  1.9015932 ,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 293: [ 0.58716863  0.55587451  0.56786275], "array([ 2.39455584,  5.86231446,  0.42069955,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 294: [ 0.60410588  0.57043137  0.59913333], "array([ 0.35794282,  6.02271233,  0.28081813,  6.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 298: [ 0.61567843  0.57481961  0.52812157], "array([ 5.939349  ,  6.03023978,  1.47878768,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 299: [ 0.64996863  0.66378431  0.67657255], "array([ 4.21686566,  6.82423147,  0.74214791,  3.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 303: [ 0.57791373  0.51792941  0.48265882], "array([ 1.76392438,  5.52220136,  1.48230192,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 304: [ 0.71478039  0.68700392  0.66701961], "array([ 9.62138636,  7.11430173,  0.97273652,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 308: [ 0.51451373  0.44652549  0.44755294], "array([ 3.98864209,  4.8594241 ,  1.15240708,  6.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 310: [ 0.61258039  0.51570588  0.50867451], "array([ 3.11856684,  5.60760778,  1.76452963,  6.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 313: [ 0.55123922  0.49894118  0.4726549 ], "array([ 2.11391886,  5.32277969,  1.25529443,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 314: [ 0.77660392  0.74920784  0.79946275], "array([ 1.27345744,  7.76423973,  0.38582312,  9.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 318: [ 0.52706275  0.50240784  0.49738824], "array([ 7.62994512,  5.30871011,  0.64610645,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 324: [ 0.67821176  0.73531373  0.77329412], "array([ 8.71460987,  7.4526575 ,  1.49557341,  2.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 328: [ 0.61857255  0.67371373  0.71938431], "array([ 1.81078611,  6.86490331,  1.582246  ,  1.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 332: [ 0.63116078  0.63985098  0.61347059], "array([ 6.99301806,  6.57374271,  1.19380927,  4.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 337: [ 0.3837498   0.34204549  0.27518863], "array([ 5.5172263 ,  3.70075463,  1.94042441,  5.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 338: [ 0.46877255  0.39770196  0.44389412], "array([ 4.46476104,  4.41347723,  1.47768806,  8.        ])" specification chroma must be normalised to domain [2, 50]!
Error at row 343: [ 0.46124706  0.38770235  0.42421569], "array([ 7.69004956,  4.31190483,  1.3833045 ,  8.        ])" specification chroma must be normalised to domain [2, 50]!