In [2]:
# Render our plots inline
%matplotlib inline
import pandas as pd
import matplotlib.pyplot as plt
import numpy as np
from scipy import stats
import statsmodels.api as sm
pd.set_option('display.mpl_style', 'default') # Make the graphs a bit prettier
plt.rcParams['figure.figsize'] = (10, 5)
Please specify the directory where data generated with notebook 03_AnalysisCorpora was saved.
In [3]:
data_dir = '/home/jvdzwaan/data/tmp/'
In [5]:
import os
# load data
annotation = pd.read_csv(os.path.join(data_dir, 'annotation.csv'), index_col=0)
corpus_big = pd.read_csv(os.path.join(data_dir, 'corpus_big.csv'), index_col=0)
ceneton = pd.read_csv(os.path.join(data_dir, 'ceneton.csv'), index_col=0)
edbo = pd.read_csv(os.path.join(data_dir, 'edbo.csv'), index_col=0)
combined = pd.read_csv(os.path.join(data_dir, 'combined.csv'), index_col=0)
complete = pd.read_csv(os.path.join(data_dir, 'complete.csv'), index_col=0)
In [8]:
# load label names
import itertools
from embem.emotools.heem_utils import heem_concept_type_labels, heem_emotion_labels, heem_body_part_labels
heem_labels = heem_concept_type_labels + heem_emotion_labels
ebp_labels = ['{}_{}'.format(e, bp) for e, bp in list(itertools.product(heem_emotion_labels, heem_body_part_labels))]
# filter emotion-body part labels
#ebp_labels = [l for l in ebp_labels if l in complete.columns]
In [9]:
data = complete.groupby('year', sort=True).sum()
for label in heem_labels:
data.loc[:, '{}-norm'.format(label)] = data.apply(lambda row: (row[label]+0.0)/row['#emotional'], axis=1)
norm_heem_labels = ['{}-norm'.format(label) for label in heem_labels]
data = data[norm_heem_labels]
data.plot(legend=False)
years = complete.groupby('year')
years.size().plot(marker='o');
/usr/lib/pymodules/python2.7/matplotlib/font_manager.py:1236: UserWarning: findfont: Font family ['monospace'] not found. Falling back to Bitstream Vera Sans
(prop.get_family(), self.defaultFamily[fontext]))
/usr/lib/pymodules/python2.7/matplotlib/font_manager.py:1246: UserWarning: findfont: Could not match :family=Bitstream Vera Sans:style=normal:variant=normal:weight=normal:stretch=normal:size=medium. Returning /usr/share/matplotlib/mpl-data/fonts/ttf/cmb10.ttf
UserWarning)
/usr/lib/pymodules/python2.7/matplotlib/font_manager.py:1246: UserWarning: findfont: Could not match :family=Bitstream Vera Sans:style=normal:variant=normal:weight=normal:stretch=normal:size=large. Returning /usr/share/matplotlib/mpl-data/fonts/ttf/cmb10.ttf
UserWarning)
In [10]:
data = complete.groupby('year', sort=True).sum()
for label in heem_labels:
data.loc[:, '{}-norm'.format(label)] = data.apply(lambda row: (row[label]+0.0)/row['#lines'], axis=1)
norm_heem_labels = ['{}-norm'.format(label) for label in heem_labels]
data = data[norm_heem_labels]
data.plot(legend=False)
years = complete.groupby('year')
years.size().plot(marker='o');
In [11]:
labels = ['#emotional', '#body_parts', '#lines', '#pairs']
anova_results = pd.DataFrame(columns=['p_val'], index=labels)
tukey_results = {}
data = complete.copy().groupby('period')
for label in labels:
ar = []
for p, d in data:
ar.append(d[label])
f_val, p_val = stats.f_oneway(*ar)
anova_results.loc[label] = pd.Series({'p_val': p_val})
print 'Anova Results'
print anova_results
print
data = complete.copy().groupby('period').mean()
#print '\n'.join(data.columns)
data = data.reindex(['renaissance', 'classicism', 'enlightenment'])
data[labels].plot(marker='o');
print data[labels]
Anova Results
p_val
#emotional 0.3700051
#body_parts 0.3166397
#lines 0.0003388381
#pairs 0.0008735279
#emotional #body_parts #lines #pairs
period
renaissance 226.210526 54.438596 1114.473684 226.245614
classicism 201.898990 43.050505 849.898990 170.939394
enlightenment 237.333333 49.975610 1372.829268 118.772358
Bovenstaand plaatje gaat over de normalisatieconstanten (#lines, #emotional, #body_parts, #pairs). De figuur en de ANOVA resultaten laten zien dat de gemiddelde #emotional en #body_parts over de drie periodes niet statistisch significant van elkaar verschillen.
In [12]:
from scipy import stats
import statsmodels.api as sm
def fix_divide_by_zero(x, y):
if y != 0:
return (x+0.0)/y
return 0.0
def emotion_labels_per_period(df, labels, norm_label):
# add normalized counts for labels
for label in labels:
if label in df.columns: # does label exist?
df.loc[:, '{}-norm'.format(label)] = df.apply(lambda row: fix_divide_by_zero(row[label], row[norm_label]), axis=1)
#print df
anova_results = pd.DataFrame(columns=['p_val'], index=labels)
tukey_results = {}
data = df.copy().groupby('period')
for label in [l for l in labels if l in df.columns]:
ar = []
for p, d in data:
ar.append(d['{}-norm'.format(label)])
f_val, p_val = stats.f_oneway(*ar)
anova_results.loc[label] = pd.Series({'p_val': p_val})
#print "{} -> P value ANOVA: {:10.10f}\n".format(label, p_val)
tukey_results[label] = sm.stats.multicomp.pairwise_tukeyhsd(df.get('{}-norm'.format(label)), df.period)
#print anova_results
#print tukey_results
# store labels with statistically significant results
sign_labels = anova_results[anova_results['p_val'] < 0.05].index.values
labels_norm = ['{}-norm'.format(l) for l in labels if l in df.columns]
#print 'Labels with statistically significant differences: {}'.format(' '.join(sign_labels))
data = df.copy().groupby('period').mean()
data = data[labels_norm]
new_lbls = [lb.replace('-norm', '') for lb in data.columns]
data.columns = new_lbls
data = data.reindex(['renaissance', 'classicism', 'enlightenment'])
#data.plot(marker='o');
#for l in sign_labels:
# print l
# print '\nMeans:'
# print data['{}-norm'.format(l)]
# print
# print 'P value: {}'.format(anova_results['p_val'].get(l))
# print tukey_results[l].summary()
# print
return data, sign_labels, anova_results, tukey_results
data_complete, sign_labels_complete, anova_results_complete, tukey_results_complete = emotion_labels_per_period(complete, heem_labels, '#emotional')
data_combined, sign_labels_combined, anova_results_combined, tukey_results_combined = emotion_labels_per_period(combined, heem_labels, '#emotional')
print 'Sigificant labels for complete:\n', '\n'.join(sign_labels_complete)
print
print 'Sigificant labels for combined:\n', '\n'.join(sign_labels_combined)
print
print 'Sigificant labels for complete, not in combined: {}'.format(' '.join([l for l in sign_labels_complete if l not in sign_labels_combined]))
print 'Sigificant labels for combined, not in complete: {}'.format(' '.join([l for l in sign_labels_combined if l not in sign_labels_complete]))
Sigificant labels for complete:
Lichaamswerking
Lichaamsdeel
EmotioneleHandeling
Achterdocht
Beledigd
Eergevoel
Geluk
Gemis
Ongeluk
Opluchting
Overig
Schaamte
Teleurstelling
Toewijding
Trouw
Verlangen
Verwondering
Walging
Wanhoop
Wraakzucht
Wroeging
Sigificant labels for combined:
Emotie
Lichaamsdeel
EmotioneleHandeling
Achterdocht
Beledigd
Eergevoel
Geluk
Gemis
Ongeluk
Opluchting
Overig
Schaamte
Teleurstelling
Toewijding
Trouw
Verlangen
Verwondering
Walging
Wanhoop
Wroeging
Sigificant labels for complete, not in combined: Lichaamswerking Wraakzucht
Sigificant labels for combined, not in complete: Emotie
In [13]:
def plot_label(data, lb, anova, tukey):
data[lb].plot(marker='o')
#print anova.at[lb, 'p_val']
if anova.at[lb, 'p_val'] < 0.05:
print tukey[lb].summary()
print lb
plot_label(data_complete, 'Lichaamswerking', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0211 -0.0022 0.0445 False
classicism renaissance 0.0296 0.0008 0.0583 True
enlightenment renaissance 0.0084 -0.0193 0.0361 False
----------------------------------------------------------
Lichaamswerking
In [14]:
plot_label(data_complete, 'Lichaamsdeel', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0015 -0.0259 0.029 False
classicism renaissance 0.0504 0.0166 0.0842 True
enlightenment renaissance 0.0489 0.0163 0.0815 True
----------------------------------------------------------
Lichaamsdeel
In [15]:
plot_label(data_complete, 'EmotioneleHandeling', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0354 -0.0551 -0.0157 True
classicism renaissance 0.0161 -0.0081 0.0404 False
enlightenment renaissance 0.0515 0.0282 0.0749 True
-----------------------------------------------------------
EmotioneleHandeling
In [16]:
plot_label(data_complete, 'Achterdocht', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0033 -0.0057 -0.0009 True
classicism renaissance -0.0029 -0.0059 0.0001 False
enlightenment renaissance 0.0004 -0.0024 0.0033 False
-----------------------------------------------------------
Achterdocht
In [17]:
plot_label(data_complete, 'Beledigd', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0153 0.0039 0.0268 True
classicism renaissance -0.0023 -0.0164 0.0118 False
enlightenment renaissance -0.0176 -0.0312 -0.004 True
----------------------------------------------------------
Beledigd
In [18]:
plot_label(data_complete, 'Eergevoel', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0073 -0.0137 -0.0009 True
classicism renaissance -0.0039 -0.0118 0.004 False
enlightenment renaissance 0.0034 -0.0042 0.011 False
-----------------------------------------------------------
Eergevoel
In [19]:
plot_label(data_complete, 'Geluk', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment 0.0085 0.0015 0.0155 True
classicism renaissance -0.0019 -0.0105 0.0068 False
enlightenment renaissance -0.0104 -0.0187 -0.0021 True
-----------------------------------------------------------
Geluk
In [20]:
plot_label(data_complete, 'Gemis', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment 0.0208 0.0107 0.0309 True
classicism renaissance -0.0015 -0.014 0.0109 False
enlightenment renaissance -0.0223 -0.0343 -0.0103 True
-----------------------------------------------------------
Gemis
In [21]:
plot_label(data_complete, 'Ongeluk', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment 0.0232 0.0122 0.0341 True
classicism renaissance -0.0022 -0.0157 0.0112 False
enlightenment renaissance -0.0254 -0.0384 -0.0124 True
-----------------------------------------------------------
Ongeluk
In [22]:
plot_label(data_complete, 'Opluchting', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0019 -0.0 0.0038 False
classicism renaissance 0.0019 -0.0005 0.0042 False
enlightenment renaissance -0.0 -0.0023 0.0022 False
----------------------------------------------------------
Opluchting
In [23]:
plot_label(data_complete, 'Overig', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0114 -0.0195 -0.0032 True
classicism renaissance -0.0049 -0.0149 0.0052 False
enlightenment renaissance 0.0065 -0.0032 0.0162 False
-----------------------------------------------------------
Overig
In [24]:
plot_label(data_complete, 'Schaamte', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0091 -0.0135 -0.0046 True
classicism renaissance 0.0012 -0.0043 0.0067 False
enlightenment renaissance 0.0103 0.005 0.0156 True
-----------------------------------------------------------
Schaamte
In [25]:
plot_label(data_complete, 'Teleurstelling', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.001 -0.0024 0.0003 False
classicism renaissance 0.0023 0.0006 0.0039 True
enlightenment renaissance 0.0033 0.0017 0.0049 True
----------------------------------------------------------
Teleurstelling
In [26]:
plot_label(data_complete, 'Toewijding', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment 0.0034 0.0003 0.0064 True
classicism renaissance -0.0008 -0.0046 0.003 False
enlightenment renaissance -0.0042 -0.0078 -0.0005 True
-----------------------------------------------------------
Toewijding
In [27]:
plot_label(data_complete, 'Trouw', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0058 -0.0112 -0.0004 True
classicism renaissance -0.0017 -0.0084 0.005 False
enlightenment renaissance 0.0041 -0.0024 0.0105 False
-----------------------------------------------------------
Trouw
In [28]:
plot_label(data_complete, 'Verlangen', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0249 -0.0373 -0.0125 True
classicism renaissance 0.0018 -0.0135 0.017 False
enlightenment renaissance 0.0267 0.012 0.0414 True
-----------------------------------------------------------
Verlangen
In [29]:
plot_label(data_complete, 'Verwondering', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment 0.0228 0.011 0.0346 True
classicism renaissance -0.0049 -0.0194 0.0097 False
enlightenment renaissance -0.0277 -0.0417 -0.0137 True
-----------------------------------------------------------
Verwondering
In [30]:
plot_label(data_complete, 'Walging', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment 0.0155 0.0036 0.0275 True
classicism renaissance -0.0024 -0.0171 0.0123 False
enlightenment renaissance -0.018 -0.0321 -0.0038 True
-----------------------------------------------------------
Walging
In [31]:
plot_label(data_complete, 'Wanhoop', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0184 0.0052 0.0317 True
classicism renaissance 0.0046 -0.0117 0.021 False
enlightenment renaissance -0.0138 -0.0296 0.0019 False
----------------------------------------------------------
Wanhoop
In [32]:
plot_label(data_complete, 'Wraakzucht', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0166 -0.007 0.0401 False
classicism renaissance 0.0334 0.0044 0.0624 True
enlightenment renaissance 0.0168 -0.0111 0.0448 False
----------------------------------------------------------
Wraakzucht
In [33]:
plot_label(data_complete, 'Wroeging', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0078 -0.012 -0.0036 True
classicism renaissance 0.0004 -0.0048 0.0055 False
enlightenment renaissance 0.0082 0.0032 0.0131 True
-----------------------------------------------------------
Wroeging
In [34]:
#texts for which no label Lichaamsdeel is not predcited
complete[complete.loc[:, 'Lichaamsdeel'] == 0]
Out[34]:
#body_parts
#emotional
#lines
#replaced
Achterdocht
Achterdocht_Arms
Achterdocht_Blood
Achterdocht_Body
Achterdocht_Bones
Achterdocht_Breast
...
Vertrouwen-norm
Verwondering-norm
Walging-norm
Wanhoop-norm
Welwillendheid-norm
Woede-norm
Wraakzucht-norm
Wrevel-norm
Wroeging-norm
Wrok-norm
asse001kwak01
0
36
534
0
0
0
0
0
0
0
...
0.000000
0.000000
0.055556
0.027778
0
0.166667
0.055556
0
0.083333
0.000000
scha003voor01
0
8
107
0
0
0
0
0
0
0
...
0.000000
0.125000
0.125000
0.125000
0
0.375000
0.250000
0
0.000000
0.000000
BekeerdeDronkaart1795
0
14
300
0
0
0
0
0
0
0
...
0.000000
0.000000
0.000000
0.000000
0
0.142857
0.142857
0
0.000000
0.000000
Zedelyke1777
0
29
456
0
0
0
0
0
0
0
...
0.000000
0.068966
0.000000
0.000000
0
0.172414
0.034483
0
0.034483
0.034483
Fe0a7e4c6ab5f
0
29
337
0
0
0
0
0
0
0
...
0.034483
0.034483
0.068966
0.034483
0
0.103448
0.103448
0
0.000000
0.034483
5 rows × 1396 columns
In [35]:
data_complete, sign_labels_complete, anova_results_complete, tukey_results_complete = emotion_labels_per_period(complete, heem_body_part_labels, '#body_parts')
data_combined, sign_labels_combined, anova_results_combined, tukey_results_combined = emotion_labels_per_period(combined, heem_body_part_labels, '#body_parts')
print 'Sigificant labels for complete:\n', '\n'.join(sign_labels_complete)
print
print 'Sigificant labels for combined:\n', '\n'.join(sign_labels_combined)
print
print 'Sigificant labels for complete, not in combined: {}'.format(' '.join([l for l in sign_labels_complete if l not in sign_labels_combined]))
print 'Sigificant labels for combined, not in complete: {}'.format(' '.join([l for l in sign_labels_combined if l not in sign_labels_complete]))
Sigificant labels for complete:
Heart
Jaws
Ears
Mind
Hair
Lips
Throat
Wound
Legs
Cheeks
Body
Eyes
Senses
Breast
Marrow
Varia
Intestines
Bile
Soul
Face
Tongue
Womb
Blood
Sigificant labels for combined:
Heart
Ears
Mind
Hair
Lips
Throat
Wound
Cheeks
Body
Eyes
Senses
Wrists
Mouth
Breast
Marrow
Varia
Intestines
Soul
Face
Tongue
Womb
Blood
Sigificant labels for complete, not in combined: Jaws Legs Bile
Sigificant labels for combined, not in complete: Wrists Mouth
In [36]:
plot_label(data_complete, 'Heart', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment 0.0553 -0.0052 0.1159 False
classicism renaissance -0.0216 -0.0961 0.0529 False
enlightenment renaissance -0.077 -0.1488 -0.0052 True
-----------------------------------------------------------
Heart
In [37]:
plot_label(data_complete, 'Jaws', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0014 -0.0035 0.0007 False
classicism renaissance 0.0016 -0.001 0.0041 False
enlightenment renaissance 0.0029 0.0005 0.0054 True
----------------------------------------------------------
Jaws
In [38]:
plot_label(data_complete, 'Ears', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0177 -0.0308 -0.0045 True
classicism renaissance -0.0088 -0.025 0.0073 False
enlightenment renaissance 0.0088 -0.0068 0.0244 False
-----------------------------------------------------------
Ears
In [39]:
plot_label(data_complete, 'Mind', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0406 -0.0573 -0.024 True
classicism renaissance -0.0086 -0.0291 0.0119 False
enlightenment renaissance 0.032 0.0122 0.0518 True
----------------------------------------------------------
Mind
In [40]:
plot_label(data_complete, 'Hair', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0031 -0.0091 0.0029 False
classicism renaissance 0.0113 0.0039 0.0187 True
enlightenment renaissance 0.0144 0.0072 0.0215 True
----------------------------------------------------------
Hair
In [41]:
plot_label(data_complete, 'Lips', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0017 -0.0057 0.0022 False
classicism renaissance 0.0045 -0.0004 0.0093 False
enlightenment renaissance 0.0062 0.0015 0.0109 True
----------------------------------------------------------
Lips
In [42]:
plot_label(data_complete, 'Throat', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0042 -0.0093 0.0008 False
classicism renaissance 0.0025 -0.0038 0.0087 False
enlightenment renaissance 0.0067 0.0007 0.0127 True
----------------------------------------------------------
Throat
In [43]:
plot_label(data_complete, 'Wound', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0005 -0.0034 0.0045 False
classicism renaissance 0.0096 0.0047 0.0144 True
enlightenment renaissance 0.009 0.0044 0.0137 True
----------------------------------------------------------
Wound
In [44]:
plot_label(data_complete, 'Legs', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0097 -0.0199 0.0006 False
classicism renaissance 0.0 -0.0125 0.0126 False
enlightenment renaissance 0.0097 -0.0024 0.0218 False
----------------------------------------------------------
Legs
In [45]:
plot_label(data_complete, 'Cheeks', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0015 -0.0065 0.0035 False
classicism renaissance 0.0087 0.0025 0.0148 True
enlightenment renaissance 0.0102 0.0043 0.0161 True
----------------------------------------------------------
Cheeks
In [46]:
plot_label(data_complete, 'Body', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0178 -0.0348 -0.0009 True
classicism renaissance 0.0359 0.015 0.0568 True
enlightenment renaissance 0.0537 0.0336 0.0738 True
-----------------------------------------------------------
Body
In [47]:
plot_label(data_complete, 'Eyes', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0435 -0.0732 -0.0137 True
classicism renaissance -0.0379 -0.0745 -0.0012 True
enlightenment renaissance 0.0056 -0.0297 0.0409 False
-----------------------------------------------------------
Eyes
In [48]:
plot_label(data_complete, 'Senses', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0358 -0.0599 -0.0116 True
classicism renaissance -0.0061 -0.0358 0.0237 False
enlightenment renaissance 0.0297 0.001 0.0584 True
-----------------------------------------------------------
Senses
In [49]:
plot_label(data_complete, 'Breast', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
=========================================================
group1 group2 meandiff lower upper reject
---------------------------------------------------------
classicism enlightenment -0.0017 -0.026 0.0226 False
classicism renaissance 0.0302 0.0004 0.0601 True
enlightenment renaissance 0.0319 0.0031 0.0607 True
---------------------------------------------------------
Breast
In [50]:
plot_label(data_complete, 'Marrow', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0005 0.0005 False
classicism renaissance 0.0007 0.0001 0.0012 True
enlightenment renaissance 0.0007 0.0001 0.0012 True
----------------------------------------------------------
Marrow
In [51]:
plot_label(data_complete, 'Varia', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0096 -0.0193 0.0002 False
classicism renaissance 0.0075 -0.0045 0.0195 False
enlightenment renaissance 0.0171 0.0055 0.0287 True
----------------------------------------------------------
Varia
In [52]:
plot_label(data_complete, 'Intestines', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0001 -0.0012 0.001 False
classicism renaissance 0.0034 0.002 0.0048 True
enlightenment renaissance 0.0035 0.0022 0.0048 True
----------------------------------------------------------
Intestines
In [53]:
plot_label(data_complete, 'Bile', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0006 -0.0022 0.0009 False
classicism renaissance 0.002 0.0002 0.0039 True
enlightenment renaissance 0.0027 0.0009 0.0045 True
----------------------------------------------------------
Bile
In [54]:
plot_label(data_complete, 'Soul', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0256 -0.0625 0.0113 False
classicism renaissance 0.0427 -0.0027 0.0882 False
enlightenment renaissance 0.0683 0.0245 0.1121 True
----------------------------------------------------------
Soul
In [55]:
plot_label(data_complete, 'Face', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0215 -0.0328 -0.0102 True
classicism renaissance 0.009 -0.0048 0.0229 False
enlightenment renaissance 0.0305 0.0171 0.0439 True
-----------------------------------------------------------
Face
In [56]:
plot_label(data_complete, 'Tongue', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0017 -0.0094 0.0061 False
classicism renaissance 0.0171 0.0075 0.0266 True
enlightenment renaissance 0.0187 0.0096 0.0279 True
----------------------------------------------------------
Tongue
In [57]:
plot_label(data_complete, 'Womb', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0013 -0.0055 0.0028 False
classicism renaissance 0.0065 0.0015 0.0116 True
enlightenment renaissance 0.0079 0.003 0.0128 True
----------------------------------------------------------
Womb
In [58]:
plot_label(data_complete, 'Blood', anova_results_complete, tukey_results_complete)
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0267 -0.0513 -0.0021 True
classicism renaissance 0.0163 -0.014 0.0465 False
enlightenment renaissance 0.043 0.0138 0.0722 True
-----------------------------------------------------------
Blood
In [59]:
def ebp_per_period(df, labels):
# normalize label counts
for label in labels:
if label in df.columns: # does label exist?
norm_label = label.split('_')[0]
#print norm_label
df.loc[:, '{}-norm'.format(label)] = df.apply(lambda row: fix_divide_by_zero(row[label], row[norm_label]), axis=1)
anova_results = pd.DataFrame(columns=['p_val'], index=labels)
tukey_results = {}
data = df.copy().groupby('period')
for label in [l for l in labels if l in df.columns]:
ar = []
for p, d in data:
ar.append(d['{}-norm'.format(label)])
f_val, p_val = stats.f_oneway(*ar)
anova_results.loc[label] = pd.Series({'p_val': p_val})
#print "{} -> P value ANOVA: {:10.10f}\n".format(label, p_val)
tukey_results[label] = sm.stats.multicomp.pairwise_tukeyhsd(df.get('{}-norm'.format(label)), df.period)
#print anova_results
#print tukey_results
# store labels with statistically significant results
sign_labels = anova_results[anova_results['p_val'] < 0.05].index.values
labels_norm = ['{}-norm'.format(l) for l in labels if l in df.columns]
#print 'Labels with statistically significant differences: {}'.format(' '.join(sign_labels))
data = df.copy().groupby('period').mean()
data = data[labels_norm]
new_lbls = [lb.replace('-norm', '') for lb in data.columns]
data.columns = new_lbls
data = data.reindex(['renaissance', 'classicism', 'enlightenment'])
#data.plot(marker='o');
#for l in sign_labels:
# print l
# print '\nMeans:'
# print data['{}-norm'.format(l)]
# print
# print 'P value: {}'.format(anova_results['p_val'].get(l))
# print tukey_results[l].summary()
# print
return data, sign_labels, anova_results, tukey_results
data_complete, sign_labels_complete, anova_results_complete, tukey_results_complete = ebp_per_period(complete, ebp_labels)
data_combined, sign_labels_combined, anova_results_combined, tukey_results_combined = ebp_per_period(combined, ebp_labels)
print 'Sigificant labels for complete:', len(sign_labels_complete), '\n', '\n'.join(sign_labels_complete)
print
print 'Sigificant labels for combined:', len(sign_labels_combined), '\n', '\n'.join(sign_labels_combined)
print
print 'Sigificant labels for complete, not in combined: {}'.format(' '.join([l for l in sign_labels_complete if l not in sign_labels_combined]))
print 'Sigificant labels for combined, not in complete: {}'.format(' '.join([l for l in sign_labels_combined if l not in sign_labels_complete]))
Sigificant labels for complete: 346
Achterdocht_Body
Achterdocht_Soul
Angst_Heart
Angst_Jaws
Angst_Mind
Angst_Head
Angst_Hair
Angst_Lips
Angst_Tooth
Angst_Limbs
Angst_Cheeks
Angst_Body
Angst_Senses
Angst_Mouth
Angst_Hands
Angst_Varia
Angst_Intestines
Angst_Bile
Angst_Voice
Angst_Soul
Angst_Face
Angst_Tongue
Angst_Womb
Angst_Blood
Bedruktheid_Hair
Beledigd_Heart
Beledigd_Hair
Beledigd_Wound
Beledigd_Body
Beledigd_Mouth
Beledigd_Breast
Beledigd_Hands
Beledigd_Varia
Beledigd_Spirit
Beledigd_Face
Berusting_Mind
Berusting_Head
Berusting_Hair
Berusting_Wound
Berusting_Body
Berusting_Senses
Berusting_Breast
Bezorgdheid_Mind
Bezorgdheid_Head
Bezorgdheid_Body
Bezorgdheid_Varia
Bezorgdheid_Spirit
Bezorgdheid_Soul
Blijdschap_Ears
Blijdschap_Mind
Blijdschap_Head
Blijdschap_Limbs
Blijdschap_Wound
Blijdschap_Body
Blijdschap_Senses
Blijdschap_Breast
Blijdschap_Hands
Blijdschap_Varia
Blijdschap_Spirit
Blijdschap_Intestines
Blijdschap_Bile
Blijdschap_Neck
Blijdschap_Soul
Blijdschap_Face
Blijdschap_Womb
Blijdschap_Blood
Eergevoel_Mind
Eergevoel_Head
Eergevoel_Body
Eergevoel_Spirit
Eergevoel_Sweat
Eergevoel_Tongue
Eergevoel_Blood
Geluk_Mind
Geluk_Head
Geluk_Wound
Geluk_Body
Geluk_Senses
Geluk_Spirit
Geluk_Soul
Geluk_Blood
Gemis_Heart
Gemis_Breast
Gemis_Soul
Haat_Head
Haat_Hair
Haat_Tooth
Haat_Tears
Haat_Cheeks
Haat_Body
Haat_Eyes
Haat_Senses
Haat_Mouth
Haat_Hands
Haat_Varia
Haat_Bile
Haat_Neck
Haat_Brain
Haat_Face
Haat_Womb
Haat_Blood
Hebzucht_Heart
Hebzucht_Tooth
Hebzucht_Body
Hebzucht_Soul
Hebzucht_Face
Hebzucht_Veins
Hebzucht_Tongue
Hebzucht_Blood
Hoop_Head
Hoop_Varia
Hoop_Spirit
Jaloezie_Heart
Jaloezie_Mind
Liefde_Jaws
Liefde_Ears
Liefde_Mind
Liefde_Tooth
Liefde_Wound
Liefde_Cheeks
Liefde_Body
Liefde_Senses
Liefde_Mouth
Liefde_Breast
Liefde_Hands
Liefde_Intestines
Liefde_Soul
Liefde_Tongue
Liefde_Womb
Liefde_Blood
Mededogen_Ears
Mededogen_Mind
Mededogen_Wound
Mededogen_Body
Mededogen_Breast
Mededogen_Varia
Mededogen_Spirit
Mededogen_Soul
Mededogen_Face
Ongeluk_Mind
Ongeluk_Hair
Ongeluk_Breast
Ongeluk_Hands
Ongeluk_Blood
Ontroering_Mind
Ontroering_Hair
Ontroering_Body
Ontroering_Hands
Ontroering_Varia
Ontzag_Body
Opluchting_Heart
Overig_Heart
Overig_Mind
Overig_Hair
Overig_Throat
Overig_Cheeks
Overig_Body
Overig_Breast
Overig_Spirit
Overig_Intestines
Overig_Soul
Overig_Face
Overig_Tongue
Schaamte_Jaws
Schaamte_Mind
Schaamte_Head
Schaamte_Body
Schaamte_Soul
Schaamte_Tongue
Teleurstelling_Heart
Teleurstelling_Mind
Teleurstelling_Body
Teleurstelling_Eyes
Teleurstelling_Senses
Teleurstelling_Mouth
Teleurstelling_Varia
Teleurstelling_Blood
Toewijding_Heart
Toewijding_Limbs
Toewijding_Body
Toewijding_Spirit
Toewijding_Blood
Trots_Mind
Trots_Lips
Trots_Throat
Trots_Wound
Trots_Body
Trots_Hands
Trots_Soul
Trots_Face
Trots_Tongue
Trots_Blood
Trouw_Mind
Trouw_Body
Trouw_Senses
Trouw_Hands
Trouw_Intestines
Trouw_Soul
Trouw_Blood
Verdriet_Ears
Verdriet_Mind
Verdriet_Head
Verdriet_Hair
Verdriet_Limbs
Verdriet_Wound
Verdriet_Cheeks
Verdriet_Body
Verdriet_Mouth
Verdriet_Breast
Verdriet_Hands
Verdriet_Varia
Verdriet_Intestines
Verdriet_Bile
Verdriet_Soul
Verdriet_Face
Verdriet_Tongue
Verdriet_Womb
Verlangen_Mind
Verlangen_Hair
Verlangen_Tooth
Verlangen_Wound
Verlangen_Cheeks
Verlangen_Body
Verlangen_Senses
Verlangen_Mouth
Verlangen_Breast
Verlangen_Varia
Verlangen_Intestines
Verlangen_Soul
Verlangen_Face
Verlangen_Womb
Vertrouwen_Mind
Vertrouwen_Head
Vertrouwen_Arms
Vertrouwen_Body
Vertrouwen_Varia
Vertrouwen_Soul
Verwondering_Heart
Verwondering_Body
Verwondering_Breast
Verwondering_Face
Walging_Heart
Walging_Jaws
Walging_Head
Walging_Hair
Walging_Cheeks
Walging_Body
Walging_Senses
Walging_Mouth
Walging_Breast
Walging_Spirit
Walging_Intestines
Walging_Face
Walging_Sweat
Walging_Womb
Walging_Blood
Wanhoop_Jaws
Wanhoop_Ears
Wanhoop_Mind
Wanhoop_Head
Wanhoop_Hair
Wanhoop_Tears
Wanhoop_Cheeks
Wanhoop_Body
Wanhoop_Senses
Wanhoop_Mouth
Wanhoop_Breast
Wanhoop_Hands
Wanhoop_Varia
Wanhoop_Intestines
Wanhoop_Soul
Wanhoop_Tongue
Wanhoop_Womb
Wanhoop_Blood
Welwillendheid_Heart
Welwillendheid_Mind
Welwillendheid_Senses
Welwillendheid_Soul
Woede_Heart
Woede_Ears
Woede_Mind
Woede_Head
Woede_Hair
Woede_Throat
Woede_Tooth
Woede_Wound
Woede_Tears
Woede_Body
Woede_Senses
Woede_Mouth
Woede_Breast
Woede_Hands
Woede_Varia
Woede_Spirit
Woede_Intestines
Woede_Bile
Woede_Soul
Woede_Face
Woede_Tongue
Woede_Womb
Woede_Blood
Wraakzucht_Jaws
Wraakzucht_Mind
Wraakzucht_Head
Wraakzucht_Hair
Wraakzucht_Tooth
Wraakzucht_Wound
Wraakzucht_Cheeks
Wraakzucht_Body
Wraakzucht_Eyes
Wraakzucht_Senses
Wraakzucht_Mouth
Wraakzucht_Breast
Wraakzucht_Hands
Wraakzucht_Varia
Wraakzucht_Spirit
Wraakzucht_Intestines
Wraakzucht_Bile
Wraakzucht_Neck
Wraakzucht_Brain
Wraakzucht_Soul
Wraakzucht_Face
Wraakzucht_Womb
Wraakzucht_Blood
Wrevel_Tears
Wroeging_Mind
Wroeging_Hair
Wroeging_Bones
Wroeging_Lips
Wroeging_Wound
Wroeging_Cheeks
Wroeging_Body
Wroeging_Senses
Wroeging_Bile
Wroeging_Neck
Wroeging_Soul
Wroeging_Sweat
Wrok_Lips
Wrok_Body
Wrok_Eyes
Wrok_Senses
Wrok_Mouth
Wrok_Breast
Wrok_Spirit
Wrok_Bile
Wrok_Soul
Sigificant labels for combined: 339
Achterdocht_Body
Achterdocht_Soul
Angst_Heart
Angst_Jaws
Angst_Mind
Angst_Head
Angst_Hair
Angst_Lips
Angst_Tooth
Angst_Limbs
Angst_Wound
Angst_Cheeks
Angst_Body
Angst_Senses
Angst_Mouth
Angst_Breast
Angst_Hands
Angst_Varia
Angst_Intestines
Angst_Bile
Angst_Voice
Angst_Soul
Angst_Face
Angst_Tongue
Angst_Blood
Bedruktheid_Hair
Beledigd_Heart
Beledigd_Hair
Beledigd_Wound
Beledigd_Body
Beledigd_Mouth
Beledigd_Breast
Beledigd_Hands
Beledigd_Varia
Beledigd_Spirit
Beledigd_Neck
Beledigd_Soul
Beledigd_Face
Beledigd_Blood
Berusting_Mind
Berusting_Head
Berusting_Hair
Berusting_Wound
Berusting_Body
Berusting_Eyes
Berusting_Senses
Berusting_Breast
Berusting_Varia
Berusting_Soul
Bezorgdheid_Mind
Bezorgdheid_Head
Bezorgdheid_Body
Bezorgdheid_Mouth
Bezorgdheid_Varia
Bezorgdheid_Spirit
Bezorgdheid_Soul
Blijdschap_Ears
Blijdschap_Mind
Blijdschap_Limbs
Blijdschap_Wound
Blijdschap_Body
Blijdschap_Senses
Blijdschap_Breast
Blijdschap_Hands
Blijdschap_Varia
Blijdschap_Spirit
Blijdschap_Intestines
Blijdschap_Neck
Blijdschap_Soul
Blijdschap_Face
Blijdschap_Womb
Blijdschap_Blood
Eergevoel_Heart
Eergevoel_Mind
Eergevoel_Head
Eergevoel_Body
Eergevoel_Spirit
Eergevoel_Voice
Eergevoel_Sweat
Eergevoel_Tongue
Eergevoel_Blood
Geluk_Head
Geluk_Wound
Geluk_Body
Geluk_Eyes
Geluk_Senses
Geluk_Hands
Geluk_Spirit
Geluk_Soul
Geluk_Blood
Gemis_Breast
Haat_Head
Haat_Hair
Haat_Tears
Haat_Body
Haat_Eyes
Haat_Senses
Haat_Mouth
Haat_Hands
Haat_Varia
Haat_Voice
Haat_Neck
Haat_Face
Haat_Blood
Hebzucht_Heart
Hebzucht_Body
Hebzucht_Soul
Hebzucht_Face
Hebzucht_Tongue
Hoop_Body
Hoop_Varia
Jaloezie_Heart
Liefde_Jaws
Liefde_Ears
Liefde_Mind
Liefde_Hair
Liefde_Throat
Liefde_Tooth
Liefde_Wound
Liefde_Cheeks
Liefde_Body
Liefde_Senses
Liefde_Breast
Liefde_Hands
Liefde_Intestines
Liefde_Soul
Liefde_Tongue
Liefde_Womb
Liefde_Blood
Mededogen_Ears
Mededogen_Mind
Mededogen_Wound
Mededogen_Body
Mededogen_Varia
Mededogen_Spirit
Mededogen_Soul
Mededogen_Face
Ongeluk_Hair
Ongeluk_Mouth
Ongeluk_Breast
Ongeluk_Hands
Ongeluk_Blood
Ontroering_Mind
Ontroering_Hair
Ontroering_Body
Ontroering_Hands
Ontzag_Body
Opluchting_Heart
Overig_Ears
Overig_Mind
Overig_Hair
Overig_Throat
Overig_Cheeks
Overig_Body
Overig_Breast
Overig_Spirit
Overig_Soul
Overig_Face
Overig_Tongue
Schaamte_Jaws
Schaamte_Mind
Schaamte_Limbs
Schaamte_Body
Schaamte_Mouth
Schaamte_Soul
Teleurstelling_Heart
Teleurstelling_Mind
Teleurstelling_Body
Teleurstelling_Eyes
Teleurstelling_Senses
Teleurstelling_Mouth
Teleurstelling_Varia
Teleurstelling_Blood
Toewijding_Heart
Toewijding_Body
Toewijding_Spirit
Toewijding_Blood
Trots_Mind
Trots_Lips
Trots_Throat
Trots_Wound
Trots_Soul
Trots_Tongue
Trots_Blood
Trouw_Mind
Trouw_Body
Trouw_Senses
Trouw_Mouth
Trouw_Hands
Trouw_Soul
Trouw_Blood
Verdriet_Mind
Verdriet_Head
Verdriet_Hair
Verdriet_Throat
Verdriet_Limbs
Verdriet_Wound
Verdriet_Cheeks
Verdriet_Body
Verdriet_Mouth
Verdriet_Breast
Verdriet_Hands
Verdriet_Varia
Verdriet_Intestines
Verdriet_Soul
Verdriet_Face
Verdriet_Tongue
Verdriet_Womb
Verlangen_Mind
Verlangen_Head
Verlangen_Hair
Verlangen_Tooth
Verlangen_Wound
Verlangen_Cheeks
Verlangen_Body
Verlangen_Senses
Verlangen_Mouth
Verlangen_Breast
Verlangen_Varia
Verlangen_Intestines
Verlangen_Soul
Verlangen_Face
Verlangen_Womb
Vertrouwen_Mind
Vertrouwen_Head
Vertrouwen_Arms
Vertrouwen_Body
Vertrouwen_Varia
Vertrouwen_Soul
Verwondering_Heart
Verwondering_Head
Verwondering_Body
Verwondering_Breast
Verwondering_Face
Walging_Heart
Walging_Jaws
Walging_Head
Walging_Hair
Walging_Cheeks
Walging_Body
Walging_Senses
Walging_Mouth
Walging_Breast
Walging_Spirit
Walging_Soul
Walging_Face
Walging_Sweat
Walging_Womb
Walging_Blood
Wanhoop_Ears
Wanhoop_Mind
Wanhoop_Head
Wanhoop_Hair
Wanhoop_Throat
Wanhoop_Tooth
Wanhoop_Wound
Wanhoop_Tears
Wanhoop_Cheeks
Wanhoop_Body
Wanhoop_Senses
Wanhoop_Mouth
Wanhoop_Breast
Wanhoop_Hands
Wanhoop_Varia
Wanhoop_Intestines
Wanhoop_Soul
Wanhoop_Tongue
Wanhoop_Blood
Welwillendheid_Heart
Welwillendheid_Mind
Welwillendheid_Senses
Welwillendheid_Soul
Woede_Heart
Woede_Ears
Woede_Mind
Woede_Head
Woede_Hair
Woede_Tooth
Woede_Wound
Woede_Tears
Woede_Body
Woede_Senses
Woede_Mouth
Woede_Breast
Woede_Hands
Woede_Varia
Woede_Spirit
Woede_Intestines
Woede_Soul
Woede_Face
Woede_Tongue
Woede_Womb
Woede_Blood
Wraakzucht_Jaws
Wraakzucht_Mind
Wraakzucht_Head
Wraakzucht_Hair
Wraakzucht_Tooth
Wraakzucht_Wound
Wraakzucht_Cheeks
Wraakzucht_Body
Wraakzucht_Eyes
Wraakzucht_Senses
Wraakzucht_Mouth
Wraakzucht_Breast
Wraakzucht_Hands
Wraakzucht_Varia
Wraakzucht_Spirit
Wraakzucht_Intestines
Wraakzucht_Neck
Wraakzucht_Brain
Wraakzucht_Soul
Wraakzucht_Face
Wraakzucht_Tongue
Wraakzucht_Blood
Wrevel_Tears
Wroeging_Mind
Wroeging_Head
Wroeging_Hair
Wroeging_Bones
Wroeging_Throat
Wroeging_Wound
Wroeging_Cheeks
Wroeging_Body
Wroeging_Hands
Wroeging_Neck
Wroeging_Soul
Wroeging_Face
Wroeging_Sweat
Wroeging_Blood
Wrok_Lips
Wrok_Body
Wrok_Eyes
Wrok_Senses
Wrok_Mouth
Wrok_Breast
Wrok_Spirit
Wrok_Bile
Wrok_Soul
Sigificant labels for complete, not in combined: Angst_Womb Blijdschap_Head Blijdschap_Bile Geluk_Mind Gemis_Heart Gemis_Soul Haat_Tooth Haat_Cheeks Haat_Bile Haat_Brain Haat_Womb Hebzucht_Tooth Hebzucht_Veins Hebzucht_Blood Hoop_Head Hoop_Spirit Jaloezie_Mind Liefde_Mouth Mededogen_Breast Ongeluk_Mind Ontroering_Varia Overig_Heart Overig_Intestines Schaamte_Head Schaamte_Tongue Toewijding_Limbs Trots_Body Trots_Hands Trots_Face Trouw_Intestines Verdriet_Ears Verdriet_Bile Walging_Intestines Wanhoop_Jaws Wanhoop_Womb Woede_Throat Woede_Bile Wraakzucht_Bile Wraakzucht_Womb Wroeging_Lips Wroeging_Senses Wroeging_Bile
Sigificant labels for combined, not in complete: Angst_Wound Angst_Breast Beledigd_Neck Beledigd_Soul Beledigd_Blood Berusting_Eyes Berusting_Varia Berusting_Soul Bezorgdheid_Mouth Eergevoel_Heart Eergevoel_Voice Geluk_Eyes Geluk_Hands Haat_Voice Hoop_Body Liefde_Hair Liefde_Throat Ongeluk_Mouth Overig_Ears Schaamte_Limbs Schaamte_Mouth Trouw_Mouth Verdriet_Throat Verlangen_Head Verwondering_Head Walging_Soul Wanhoop_Throat Wanhoop_Tooth Wanhoop_Wound Wraakzucht_Tongue Wroeging_Head Wroeging_Throat Wroeging_Hands Wroeging_Face Wroeging_Blood
In [60]:
# Aantal emotion label-body part paren dat voorkomt in de data:
print len([l for l in ebp_labels if l in complete.columns])
1245
In [61]:
def plot_labels(data, lbs, anova, tukey):
data[lbs].plot(marker='o')
#print anova.at[lb, 'p_val']
for lb in lbs:
if anova.at[lb, 'p_val'] < 0.05:
print lb
print tukey[lb].summary()
print
#print lb
plot_labels(data_complete, ['Achterdocht_Body', 'Achterdocht_Soul'], anova_results_complete, tukey_results_complete)
Achterdocht_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0272 0.0272 False
classicism renaissance 0.0409 0.0075 0.0744 True
enlightenment renaissance 0.0409 0.0087 0.0732 True
----------------------------------------------------------
Achterdocht_Soul
Multiple Comparison of Means - Tukey HSD,FWER=0.05
=========================================================
group1 group2 meandiff lower upper reject
---------------------------------------------------------
classicism enlightenment -0.0089 -0.047 0.0292 False
classicism renaissance 0.0605 0.0136 0.1075 True
enlightenment renaissance 0.0694 0.0242 0.1147 True
---------------------------------------------------------
In [62]:
plot_labels(data_complete, ['Angst_Heart', 'Angst_Jaws', 'Angst_Mind',
'Angst_Head', 'Angst_Hair', 'Angst_Lips',
'Angst_Tooth', 'Angst_Limbs', 'Angst_Cheeks',
'Angst_Body', 'Angst_Senses', 'Angst_Mouth',
'Angst_Hands', 'Angst_Varia', 'Angst_Intestines',
'Angst_Bile', 'Angst_Voice', 'Angst_Soul',
'Angst_Face', 'Angst_Tongue', 'Angst_Womb',
'Angst_Blood'], anova_results_complete, tukey_results_complete)
Angst_Heart
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0033 -0.0302 0.0369 False
classicism renaissance 0.0461 0.0047 0.0874 True
enlightenment renaissance 0.0427 0.0029 0.0826 True
----------------------------------------------------------
Angst_Jaws
Multiple Comparison of Means - Tukey HSD,FWER=0.05
=========================================================
group1 group2 meandiff lower upper reject
---------------------------------------------------------
classicism enlightenment 0.0 -0.001 0.001 False
classicism renaissance 0.0019 0.0006 0.0032 True
enlightenment renaissance 0.0019 0.0007 0.0031 True
---------------------------------------------------------
Angst_Mind
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0093 -0.0196 0.001 False
classicism renaissance 0.002 -0.0107 0.0146 False
enlightenment renaissance 0.0113 -0.0009 0.0235 False
----------------------------------------------------------
Angst_Head
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0018 -0.0064 0.0099 False
classicism renaissance 0.0151 0.0051 0.0252 True
enlightenment renaissance 0.0134 0.0037 0.0231 True
----------------------------------------------------------
Angst_Hair
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0006 -0.0042 0.0054 False
classicism renaissance 0.012 0.0061 0.0179 True
enlightenment renaissance 0.0114 0.0057 0.0171 True
----------------------------------------------------------
Angst_Lips
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0011 -0.0029 0.0006 False
classicism renaissance 0.002 -0.0002 0.0041 False
enlightenment renaissance 0.0031 0.001 0.0051 True
----------------------------------------------------------
Angst_Tooth
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0006 -0.0025 0.0012 False
classicism renaissance 0.0035 0.0012 0.0058 True
enlightenment renaissance 0.0041 0.0019 0.0063 True
----------------------------------------------------------
Angst_Limbs
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.004 -0.0106 0.0025 False
classicism renaissance 0.0058 -0.0023 0.0138 False
enlightenment renaissance 0.0098 0.002 0.0176 True
----------------------------------------------------------
Angst_Cheeks
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0007 -0.0029 0.0016 False
classicism renaissance 0.0042 0.0014 0.007 True
enlightenment renaissance 0.0049 0.0022 0.0075 True
----------------------------------------------------------
Angst_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.005 -0.0153 0.0054 False
classicism renaissance 0.0383 0.0256 0.051 True
enlightenment renaissance 0.0433 0.031 0.0555 True
----------------------------------------------------------
Angst_Senses
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.007 -0.0145 0.0004 False
classicism renaissance 0.0075 -0.0017 0.0166 False
enlightenment renaissance 0.0145 0.0057 0.0233 True
----------------------------------------------------------
Angst_Mouth
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0018 -0.0093 0.0056 False
classicism renaissance 0.0129 0.0037 0.0221 True
enlightenment renaissance 0.0147 0.0059 0.0236 True
----------------------------------------------------------
Angst_Hands
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0099 -0.0227 0.003 False
classicism renaissance 0.0147 -0.0011 0.0305 False
enlightenment renaissance 0.0245 0.0093 0.0398 True
----------------------------------------------------------
Angst_Varia
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0045 -0.0106 0.0016 False
classicism renaissance 0.0101 0.0026 0.0176 True
enlightenment renaissance 0.0146 0.0074 0.0218 True
----------------------------------------------------------
Angst_Intestines
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0001 -0.0013 0.0011 False
classicism renaissance 0.0019 0.0004 0.0034 True
enlightenment renaissance 0.002 0.0006 0.0035 True
----------------------------------------------------------
Angst_Bile
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0001 -0.0015 0.0016 False
classicism renaissance 0.0024 0.0005 0.0044 True
enlightenment renaissance 0.0024 0.0005 0.0042 True
----------------------------------------------------------
Angst_Voice
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0013 -0.0033 0.0007 False
classicism renaissance 0.0021 -0.0003 0.0046 False
enlightenment renaissance 0.0035 0.0011 0.0058 True
----------------------------------------------------------
Angst_Soul
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0109 -0.0248 0.003 False
classicism renaissance 0.0249 0.0078 0.042 True
enlightenment renaissance 0.0358 0.0193 0.0523 True
----------------------------------------------------------
Angst_Face
Multiple Comparison of Means - Tukey HSD,FWER=0.05
=========================================================
group1 group2 meandiff lower upper reject
---------------------------------------------------------
classicism enlightenment -0.0058 -0.012 0.0005 False
classicism renaissance 0.0109 0.0031 0.0186 True
enlightenment renaissance 0.0166 0.0092 0.0241 True
---------------------------------------------------------
Angst_Tongue
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0017 -0.0055 0.002 False
classicism renaissance 0.0068 0.0022 0.0114 True
enlightenment renaissance 0.0085 0.004 0.0129 True
----------------------------------------------------------
Angst_Womb
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0028 -0.0063 0.0007 False
classicism renaissance 0.0018 -0.0024 0.0061 False
enlightenment renaissance 0.0047 0.0005 0.0088 True
----------------------------------------------------------
Angst_Blood
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.016 -0.0289 -0.0031 True
classicism renaissance 0.0157 -0.0002 0.0316 False
enlightenment renaissance 0.0317 0.0164 0.0471 True
-----------------------------------------------------------
In [63]:
plot_labels(data_complete, ['Bedruktheid_Hair'], anova_results_complete, tukey_results_complete)
Bedruktheid_Hair
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0055 0.0055 False
classicism renaissance 0.0089 0.0021 0.0158 True
enlightenment renaissance 0.0089 0.0024 0.0155 True
----------------------------------------------------------
In [64]:
plot_labels(data_complete, ['Beledigd_Heart', 'Beledigd_Hair',
'Beledigd_Wound', 'Beledigd_Body',
'Beledigd_Mouth', 'Beledigd_Breast',
'Beledigd_Hands', 'Beledigd_Varia',
'Beledigd_Spirit', 'Beledigd_Face'], anova_results_complete, tukey_results_complete)
Beledigd_Heart
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0319 -0.0841 0.0202 False
classicism renaissance 0.0428 -0.0215 0.107 False
enlightenment renaissance 0.0747 0.0128 0.1366 True
----------------------------------------------------------
Beledigd_Hair
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0007 -0.0046 0.0061 False
classicism renaissance 0.0098 0.0032 0.0163 True
enlightenment renaissance 0.009 0.0027 0.0154 True
----------------------------------------------------------
Beledigd_Wound
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0007 -0.0039 0.0026 False
classicism renaissance 0.0036 -0.0004 0.0077 False
enlightenment renaissance 0.0043 0.0004 0.0082 True
----------------------------------------------------------
Beledigd_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0019 -0.0251 0.0214 False
classicism renaissance 0.0456 0.017 0.0743 True
enlightenment renaissance 0.0475 0.0198 0.0751 True
----------------------------------------------------------
Beledigd_Mouth
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0057 -0.0146 0.0032 False
classicism renaissance 0.0098 -0.0012 0.0207 False
enlightenment renaissance 0.0154 0.0049 0.026 True
----------------------------------------------------------
Beledigd_Breast
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0071 -0.0202 0.0061 False
classicism renaissance 0.0142 -0.002 0.0305 False
enlightenment renaissance 0.0213 0.0056 0.0369 True
----------------------------------------------------------
Beledigd_Hands
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.015 -0.0452 0.0153 False
classicism renaissance 0.0228 -0.0144 0.0601 False
enlightenment renaissance 0.0378 0.0019 0.0737 True
----------------------------------------------------------
Beledigd_Varia
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0043 -0.0293 0.0208 False
classicism renaissance 0.0438 0.013 0.0746 True
enlightenment renaissance 0.0481 0.0184 0.0777 True
----------------------------------------------------------
Beledigd_Spirit
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0056 -0.0177 0.0066 False
classicism renaissance 0.0123 -0.0026 0.0273 False
enlightenment renaissance 0.0179 0.0035 0.0324 True
----------------------------------------------------------
Beledigd_Face
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0144 -0.0269 -0.0019 True
classicism renaissance -0.0047 -0.02 0.0107 False
enlightenment renaissance 0.0098 -0.005 0.0246 False
-----------------------------------------------------------
In [65]:
plot_labels(data_complete, ['Berusting_Mind', 'Berusting_Head',
'Berusting_Hair', 'Berusting_Wound',
'Berusting_Body', 'Berusting_Senses',
'Berusting_Breast'], anova_results_complete, tukey_results_complete)
Berusting_Mind
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0194 -0.0555 0.0168 False
classicism renaissance 0.0397 -0.0048 0.0842 False
enlightenment renaissance 0.0591 0.0162 0.102 True
----------------------------------------------------------
Berusting_Head
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0034 -0.0285 0.0218 False
classicism renaissance 0.0346 0.0037 0.0656 True
enlightenment renaissance 0.038 0.0082 0.0678 True
----------------------------------------------------------
Berusting_Hair
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0051 -0.021 0.0109 False
classicism renaissance 0.0154 -0.0043 0.0351 False
enlightenment renaissance 0.0205 0.0015 0.0394 True
----------------------------------------------------------
Berusting_Wound
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0089 0.0089 False
classicism renaissance 0.0117 0.0008 0.0226 True
enlightenment renaissance 0.0117 0.0012 0.0222 True
----------------------------------------------------------
Berusting_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0211 0.0211 False
classicism renaissance 0.0274 0.0015 0.0534 True
enlightenment renaissance 0.0274 0.0024 0.0524 True
----------------------------------------------------------
Berusting_Senses
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0051 -0.0221 0.012 False
classicism renaissance 0.0242 0.0031 0.0452 True
enlightenment renaissance 0.0292 0.009 0.0495 True
----------------------------------------------------------
Berusting_Breast
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0009 -0.0106 0.0124 False
classicism renaissance 0.0157 0.0015 0.0299 True
enlightenment renaissance 0.0148 0.0011 0.0285 True
----------------------------------------------------------
In [66]:
plot_labels(data_complete, ['Bezorgdheid_Mind', 'Bezorgdheid_Head',
'Bezorgdheid_Body', 'Bezorgdheid_Varia',
'Bezorgdheid_Spirit', 'Bezorgdheid_Soul'], anova_results_complete, tukey_results_complete)
Bezorgdheid_Mind
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0192 -0.0578 0.0195 False
classicism renaissance 0.0323 -0.0154 0.0799 False
enlightenment renaissance 0.0514 0.0055 0.0973 True
----------------------------------------------------------
Bezorgdheid_Head
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0066 -0.0153 0.0286 False
classicism renaissance 0.0293 0.0023 0.0563 True
enlightenment renaissance 0.0227 -0.0034 0.0487 False
----------------------------------------------------------
Bezorgdheid_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0029 -0.0105 0.0048 False
classicism renaissance 0.0089 -0.0005 0.0183 False
enlightenment renaissance 0.0118 0.0027 0.0209 True
----------------------------------------------------------
Bezorgdheid_Varia
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0091 -0.0276 0.0093 False
classicism renaissance 0.0184 -0.0043 0.0411 False
enlightenment renaissance 0.0275 0.0056 0.0494 True
----------------------------------------------------------
Bezorgdheid_Spirit
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0038 -0.0161 0.0085 False
classicism renaissance 0.0203 0.0052 0.0354 True
enlightenment renaissance 0.0241 0.0095 0.0387 True
----------------------------------------------------------
Bezorgdheid_Soul
Multiple Comparison of Means - Tukey HSD,FWER=0.05
=========================================================
group1 group2 meandiff lower upper reject
---------------------------------------------------------
classicism enlightenment -0.0248 -0.077 0.0275 False
classicism renaissance 0.0643 -0.0 0.1287 False
enlightenment renaissance 0.0891 0.0271 0.1511 True
---------------------------------------------------------
In [67]:
plot_labels(data_complete, ['Blijdschap_Ears', 'Blijdschap_Mind',
'Blijdschap_Head', 'Blijdschap_Limbs',
'Blijdschap_Wound', 'Blijdschap_Body',
'Blijdschap_Senses', 'Blijdschap_Breast',
'Blijdschap_Hands', 'Blijdschap_Varia',
'Blijdschap_Spirit', 'Blijdschap_Intestines',
'Blijdschap_Bile', 'Blijdschap_Neck',
'Blijdschap_Soul', 'Blijdschap_Face',
'Blijdschap_Womb', 'Blijdschap_Blood'], anova_results_complete, tukey_results_complete)
Blijdschap_Ears
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0049 -0.0115 0.0017 False
classicism renaissance 0.0045 -0.0037 0.0126 False
enlightenment renaissance 0.0094 0.0015 0.0172 True
----------------------------------------------------------
Blijdschap_Mind
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0159 -0.0256 -0.0062 True
classicism renaissance -0.0019 -0.0139 0.0101 False
enlightenment renaissance 0.014 0.0025 0.0256 True
-----------------------------------------------------------
Blijdschap_Head
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0056 -0.0066 0.0178 False
classicism renaissance 0.0165 0.0015 0.0315 True
enlightenment renaissance 0.0109 -0.0036 0.0254 False
----------------------------------------------------------
Blijdschap_Limbs
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0055 -0.0132 0.0022 False
classicism renaissance 0.0056 -0.0039 0.0151 False
enlightenment renaissance 0.011 0.0019 0.0202 True
----------------------------------------------------------
Blijdschap_Wound
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0007 -0.0033 0.002 False
classicism renaissance 0.0038 0.0005 0.0071 True
enlightenment renaissance 0.0045 0.0013 0.0076 True
----------------------------------------------------------
Blijdschap_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0112 -0.0221 -0.0003 True
classicism renaissance 0.0142 0.0008 0.0276 True
enlightenment renaissance 0.0255 0.0125 0.0384 True
-----------------------------------------------------------
Blijdschap_Senses
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0116 -0.0205 -0.0028 True
classicism renaissance 0.0053 -0.0057 0.0162 False
enlightenment renaissance 0.0169 0.0064 0.0274 True
-----------------------------------------------------------
Blijdschap_Breast
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0018 -0.0124 0.0088 False
classicism renaissance 0.0151 0.002 0.0281 True
enlightenment renaissance 0.0169 0.0043 0.0295 True
----------------------------------------------------------
Blijdschap_Hands
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0108 -0.0216 -0.0001 True
classicism renaissance 0.001 -0.0122 0.0142 False
enlightenment renaissance 0.0119 -0.0009 0.0246 False
-----------------------------------------------------------
Blijdschap_Varia
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0051 -0.0155 0.0054 False
classicism renaissance 0.0132 0.0003 0.0261 True
enlightenment renaissance 0.0182 0.0058 0.0307 True
----------------------------------------------------------
Blijdschap_Spirit
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0017 -0.0111 0.0077 False
classicism renaissance 0.0129 0.0013 0.0245 True
enlightenment renaissance 0.0146 0.0034 0.0257 True
----------------------------------------------------------
Blijdschap_Intestines
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0002 -0.0038 0.0033 False
classicism renaissance 0.005 0.0007 0.0094 True
enlightenment renaissance 0.0053 0.0011 0.0095 True
----------------------------------------------------------
Blijdschap_Bile
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0002 -0.0032 0.0027 False
classicism renaissance 0.0035 -0.0001 0.0072 False
enlightenment renaissance 0.0038 0.0003 0.0073 True
----------------------------------------------------------
Blijdschap_Neck
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0005 -0.0039 0.0048 False
classicism renaissance 0.0082 0.0028 0.0136 True
enlightenment renaissance 0.0077 0.0026 0.0129 True
----------------------------------------------------------
Blijdschap_Soul
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0205 -0.0376 -0.0035 True
classicism renaissance 0.0177 -0.0033 0.0387 False
enlightenment renaissance 0.0382 0.018 0.0585 True
-----------------------------------------------------------
Blijdschap_Face
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.009 -0.0186 0.0006 False
classicism renaissance 0.006 -0.0058 0.0179 False
enlightenment renaissance 0.015 0.0037 0.0264 True
----------------------------------------------------------
Blijdschap_Womb
Multiple Comparison of Means - Tukey HSD,FWER=0.05
=========================================================
group1 group2 meandiff lower upper reject
---------------------------------------------------------
classicism enlightenment -0.0007 -0.003 0.0017 False
classicism renaissance 0.0031 0.0002 0.006 True
enlightenment renaissance 0.0038 0.001 0.0065 True
---------------------------------------------------------
Blijdschap_Blood
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0146 -0.0267 -0.0024 True
classicism renaissance 0.0096 -0.0054 0.0246 False
enlightenment renaissance 0.0242 0.0098 0.0386 True
-----------------------------------------------------------
In [68]:
plot_labels(data_complete, ['Eergevoel_Mind', 'Eergevoel_Head',
'Eergevoel_Body', 'Eergevoel_Spirit',
'Eergevoel_Sweat', 'Eergevoel_Tongue',
'Eergevoel_Blood'], anova_results_complete, tukey_results_complete)
Eergevoel_Mind
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0139 -0.0397 0.0119 False
classicism renaissance 0.024 -0.0077 0.0558 False
enlightenment renaissance 0.038 0.0074 0.0686 True
----------------------------------------------------------
Eergevoel_Head
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0016 -0.0127 0.0095 False
classicism renaissance 0.0176 0.0039 0.0313 True
enlightenment renaissance 0.0192 0.006 0.0324 True
----------------------------------------------------------
Eergevoel_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0094 -0.0386 0.0198 False
classicism renaissance 0.0555 0.0195 0.0914 True
enlightenment renaissance 0.0648 0.0302 0.0995 True
----------------------------------------------------------
Eergevoel_Spirit
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.002 -0.0185 0.0225 False
classicism renaissance 0.0295 0.0042 0.0547 True
enlightenment renaissance 0.0275 0.0031 0.0518 True
----------------------------------------------------------
Eergevoel_Sweat
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.001 -0.0065 0.0045 False
classicism renaissance 0.0088 0.002 0.0156 True
enlightenment renaissance 0.0098 0.0033 0.0163 True
----------------------------------------------------------
Eergevoel_Tongue
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0004 -0.0026 0.0018 False
classicism renaissance 0.0029 0.0002 0.0056 True
enlightenment renaissance 0.0033 0.0006 0.0059 True
----------------------------------------------------------
Eergevoel_Blood
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0209 -0.0432 0.0013 False
classicism renaissance 0.0107 -0.0168 0.0381 False
enlightenment renaissance 0.0316 0.0052 0.0581 True
----------------------------------------------------------
In [69]:
plot_labels(data_complete, ['Geluk_Mind', 'Geluk_Head',
'Geluk_Wound', 'Geluk_Body',
'Geluk_Senses', 'Geluk_Spirit',
'Geluk_Soul', 'Geluk_Blood'], anova_results_complete, tukey_results_complete)
Geluk_Mind
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0119 -0.0246 0.0008 False
classicism renaissance 0.0042 -0.0114 0.0198 False
enlightenment renaissance 0.0161 0.001 0.0311 True
----------------------------------------------------------
Geluk_Head
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0042 -0.0161 0.0077 False
classicism renaissance 0.0128 -0.0019 0.0274 False
enlightenment renaissance 0.017 0.0029 0.0311 True
----------------------------------------------------------
Geluk_Wound
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0017 -0.0098 0.0064 False
classicism renaissance 0.0096 -0.0004 0.0196 False
enlightenment renaissance 0.0113 0.0016 0.0209 True
----------------------------------------------------------
Geluk_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0019 -0.0097 0.0058 False
classicism renaissance 0.0127 0.0031 0.0222 True
enlightenment renaissance 0.0146 0.0054 0.0238 True
----------------------------------------------------------
Geluk_Senses
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0065 -0.0176 0.0047 False
classicism renaissance 0.0099 -0.0038 0.0236 False
enlightenment renaissance 0.0163 0.0031 0.0296 True
----------------------------------------------------------
Geluk_Spirit
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0004 -0.0081 0.0089 False
classicism renaissance 0.0165 0.0061 0.027 True
enlightenment renaissance 0.0161 0.006 0.0262 True
----------------------------------------------------------
Geluk_Soul
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0116 -0.0458 0.0225 False
classicism renaissance 0.0569 0.0149 0.0989 True
enlightenment renaissance 0.0686 0.0281 0.109 True
----------------------------------------------------------
Geluk_Blood
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0039 -0.0146 0.0069 False
classicism renaissance 0.0152 0.002 0.0285 True
enlightenment renaissance 0.0191 0.0063 0.0319 True
----------------------------------------------------------
In [70]:
plot_labels(data_complete, ['Gemis_Heart', 'Gemis_Breast', 'Gemis_Soul'], anova_results_complete, tukey_results_complete)
Gemis_Heart
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0269 -0.068 0.0143 False
classicism renaissance -0.052 -0.1027 -0.0013 True
enlightenment renaissance -0.0251 -0.074 0.0237 False
-----------------------------------------------------------
Gemis_Breast
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0124 -0.0249 0.0002 False
classicism renaissance -0.0124 -0.0278 0.0031 False
enlightenment renaissance 0.0 -0.0149 0.0149 False
----------------------------------------------------------
Gemis_Soul
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0301 -0.0579 -0.0023 True
classicism renaissance -0.0262 -0.0604 0.0081 False
enlightenment renaissance 0.0039 -0.0291 0.0369 False
-----------------------------------------------------------
In [71]:
plot_labels(data_complete, ['Haat_Head', 'Haat_Hair', 'Haat_Tooth',
'Haat_Tears', 'Haat_Cheeks', 'Haat_Body',
'Haat_Eyes', 'Haat_Senses', 'Haat_Mouth',
'Haat_Hands', 'Haat_Varia', 'Haat_Bile',
'Haat_Neck', 'Haat_Brain', 'Haat_Face',
'Haat_Womb', 'Haat_Blood'], anova_results_complete, tukey_results_complete)
Haat_Head
Multiple Comparison of Means - Tukey HSD,FWER=0.05
=========================================================
group1 group2 meandiff lower upper reject
---------------------------------------------------------
classicism enlightenment -0.0016 -0.012 0.0088 False
classicism renaissance 0.0146 0.0017 0.0274 True
enlightenment renaissance 0.0162 0.0038 0.0285 True
---------------------------------------------------------
Haat_Hair
Multiple Comparison of Means - Tukey HSD,FWER=0.05
=========================================================
group1 group2 meandiff lower upper reject
---------------------------------------------------------
classicism enlightenment 0.0008 -0.005 0.0066 False
classicism renaissance 0.014 0.0069 0.0212 True
enlightenment renaissance 0.0132 0.0063 0.0201 True
---------------------------------------------------------
Haat_Tooth
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0005 -0.0034 0.0023 False
classicism renaissance 0.003 -0.0005 0.0065 False
enlightenment renaissance 0.0035 0.0002 0.0069 True
----------------------------------------------------------
Haat_Tears
Multiple Comparison of Means - Tukey HSD,FWER=0.05
=========================================================
group1 group2 meandiff lower upper reject
---------------------------------------------------------
classicism enlightenment -0.0013 -0.013 0.0105 False
classicism renaissance 0.017 0.0026 0.0315 True
enlightenment renaissance 0.0183 0.0044 0.0322 True
---------------------------------------------------------
Haat_Cheeks
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0015 0.0015 False
classicism renaissance 0.0019 0.0001 0.0038 True
enlightenment renaissance 0.0019 0.0002 0.0037 True
----------------------------------------------------------
Haat_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0053 -0.0204 0.0099 False
classicism renaissance 0.0313 0.0127 0.0499 True
enlightenment renaissance 0.0366 0.0187 0.0545 True
----------------------------------------------------------
Haat_Eyes
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0163 -0.0391 0.0064 False
classicism renaissance 0.0236 -0.0045 0.0516 False
enlightenment renaissance 0.0399 0.0129 0.0669 True
----------------------------------------------------------
Haat_Senses
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0125 -0.0274 0.0025 False
classicism renaissance 0.0129 -0.0055 0.0313 False
enlightenment renaissance 0.0254 0.0076 0.0431 True
----------------------------------------------------------
Haat_Mouth
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0006 -0.0115 0.0102 False
classicism renaissance 0.0137 0.0004 0.0271 True
enlightenment renaissance 0.0144 0.0016 0.0272 True
----------------------------------------------------------
Haat_Hands
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0059 -0.0213 0.0095 False
classicism renaissance 0.0287 0.0097 0.0476 True
enlightenment renaissance 0.0345 0.0162 0.0528 True
----------------------------------------------------------
Haat_Varia
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0064 -0.0156 0.0028 False
classicism renaissance 0.0117 0.0004 0.0231 True
enlightenment renaissance 0.0181 0.0072 0.0291 True
----------------------------------------------------------
Haat_Bile
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0002 -0.0019 0.0015 False
classicism renaissance 0.0019 -0.0001 0.004 False
enlightenment renaissance 0.0021 0.0001 0.0041 True
----------------------------------------------------------
Haat_Neck
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0025 -0.0133 0.0083 False
classicism renaissance 0.013 -0.0003 0.0263 False
enlightenment renaissance 0.0155 0.0027 0.0283 True
----------------------------------------------------------
Haat_Brain
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.004 0.004 False
classicism renaissance 0.0048 -0.0002 0.0097 False
enlightenment renaissance 0.0048 0.0 0.0095 True
----------------------------------------------------------
Haat_Face
Multiple Comparison of Means - Tukey HSD,FWER=0.05
=========================================================
group1 group2 meandiff lower upper reject
---------------------------------------------------------
classicism enlightenment -0.0072 -0.018 0.0035 False
classicism renaissance 0.0135 0.0003 0.0268 True
enlightenment renaissance 0.0207 0.008 0.0335 True
---------------------------------------------------------
Haat_Womb
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0014 -0.0069 0.0041 False
classicism renaissance 0.0054 -0.0014 0.0121 False
enlightenment renaissance 0.0068 0.0003 0.0133 True
----------------------------------------------------------
Haat_Blood
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0082 -0.0261 0.0097 False
classicism renaissance 0.0167 -0.0053 0.0388 False
enlightenment renaissance 0.025 0.0037 0.0462 True
----------------------------------------------------------
In [72]:
plot_labels(data_complete, ['Hebzucht_Heart', 'Hebzucht_Tooth',
'Hebzucht_Body', 'Hebzucht_Soul',
'Hebzucht_Face', 'Hebzucht_Veins',
'Hebzucht_Tongue', 'Hebzucht_Blood'], anova_results_complete, tukey_results_complete)
Hebzucht_Heart
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0578 -0.1124 -0.0032 True
classicism renaissance -0.0001 -0.0673 0.0671 False
enlightenment renaissance 0.0577 -0.0071 0.1225 False
-----------------------------------------------------------
Hebzucht_Tooth
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0001 -0.0065 0.0063 False
classicism renaissance 0.009 0.0011 0.0169 True
enlightenment renaissance 0.0091 0.0015 0.0166 True
----------------------------------------------------------
Hebzucht_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0068 -0.0167 0.003 False
classicism renaissance 0.0072 -0.005 0.0193 False
enlightenment renaissance 0.014 0.0023 0.0257 True
----------------------------------------------------------
Hebzucht_Soul
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0122 -0.0161 0.0404 False
classicism renaissance 0.0426 0.0078 0.0774 True
enlightenment renaissance 0.0305 -0.0031 0.064 False
----------------------------------------------------------
Hebzucht_Face
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0067 -0.0189 0.0055 False
classicism renaissance 0.0153 0.0003 0.0303 True
enlightenment renaissance 0.022 0.0075 0.0365 True
----------------------------------------------------------
Hebzucht_Veins
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0001 -0.0058 0.0056 False
classicism renaissance 0.007 0.0 0.014 True
enlightenment renaissance 0.0071 0.0004 0.0139 True
----------------------------------------------------------
Hebzucht_Tongue
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0014 -0.0083 0.0055 False
classicism renaissance 0.0125 0.004 0.021 True
enlightenment renaissance 0.0139 0.0057 0.0221 True
----------------------------------------------------------
Hebzucht_Blood
Multiple Comparison of Means - Tukey HSD,FWER=0.05
=========================================================
group1 group2 meandiff lower upper reject
---------------------------------------------------------
classicism enlightenment -0.0034 -0.023 0.0162 False
classicism renaissance 0.0252 0.0011 0.0494 True
enlightenment renaissance 0.0286 0.0054 0.0519 True
---------------------------------------------------------
In [73]:
plot_labels(data_complete, ['Hoop_Head', 'Hoop_Varia', 'Hoop_Spirit'], anova_results_complete, tukey_results_complete)
Hoop_Head
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0052 -0.0161 0.0265 False
classicism renaissance 0.0279 0.0017 0.0541 True
enlightenment renaissance 0.0227 -0.0025 0.0479 False
----------------------------------------------------------
Hoop_Varia
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0007 -0.0203 0.0218 False
classicism renaissance 0.029 0.0031 0.0549 True
enlightenment renaissance 0.0282 0.0033 0.0532 True
----------------------------------------------------------
Hoop_Spirit
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0006 -0.0224 0.0236 False
classicism renaissance 0.0283 0.0 0.0566 True
enlightenment renaissance 0.0278 0.0005 0.0551 True
----------------------------------------------------------
In [74]:
plot_labels(data_complete, ['Jaloezie_Heart', 'Jaloezie_Mind'], anova_results_complete, tukey_results_complete)
Jaloezie_Heart
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0722 -0.1293 -0.0152 True
classicism renaissance 0.0322 -0.0381 0.1025 False
enlightenment renaissance 0.1044 0.0367 0.1721 True
-----------------------------------------------------------
Jaloezie_Mind
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0051 -0.0286 0.0185 False
classicism renaissance 0.0257 -0.0033 0.0546 False
enlightenment renaissance 0.0307 0.0028 0.0586 True
----------------------------------------------------------
In [75]:
plot_labels(data_complete, ['Liefde_Jaws', 'Liefde_Ears', 'Liefde_Mind',
'Liefde_Tooth', 'Liefde_Wound', 'Liefde_Cheeks',
'Liefde_Body', 'Liefde_Senses', 'Liefde_Mouth',
'Liefde_Breast', 'Liefde_Hands', 'Liefde_Intestines',
'Liefde_Soul', 'Liefde_Tongue', 'Liefde_Womb',
'Liefde_Blood'], anova_results_complete, tukey_results_complete)
Liefde_Jaws
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0008 -0.0016 -0.0 True
classicism renaissance -0.0008 -0.0018 0.0002 False
enlightenment renaissance 0.0 -0.001 0.001 False
----------------------------------------------------------
Liefde_Ears
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.001 -0.0056 0.0036 False
classicism renaissance 0.0059 0.0003 0.0116 True
enlightenment renaissance 0.0069 0.0014 0.0124 True
----------------------------------------------------------
Liefde_Mind
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0091 -0.0184 0.0002 False
classicism renaissance 0.016 0.0045 0.0275 True
enlightenment renaissance 0.0251 0.0141 0.0362 True
----------------------------------------------------------
Liefde_Tooth
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0001 -0.0014 0.0012 False
classicism renaissance 0.0015 -0.0001 0.0032 False
enlightenment renaissance 0.0016 0.0001 0.0032 True
----------------------------------------------------------
Liefde_Wound
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0002 -0.0035 0.0032 False
classicism renaissance 0.0058 0.0016 0.0099 True
enlightenment renaissance 0.0059 0.002 0.0099 True
----------------------------------------------------------
Liefde_Cheeks
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0002 -0.0027 0.0023 False
classicism renaissance 0.0042 0.0011 0.0072 True
enlightenment renaissance 0.0044 0.0014 0.0074 True
----------------------------------------------------------
Liefde_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0015 -0.0099 0.0069 False
classicism renaissance 0.0196 0.0092 0.0299 True
enlightenment renaissance 0.021 0.0111 0.031 True
----------------------------------------------------------
Liefde_Senses
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0238 -0.0451 -0.0024 True
classicism renaissance 0.004 -0.0224 0.0303 False
enlightenment renaissance 0.0277 0.0024 0.0531 True
-----------------------------------------------------------
Liefde_Mouth
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0008 -0.0042 0.0026 False
classicism renaissance 0.0048 0.0006 0.0091 True
enlightenment renaissance 0.0056 0.0016 0.0097 True
----------------------------------------------------------
Liefde_Breast
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0006 -0.0076 0.0064 False
classicism renaissance 0.0084 -0.0002 0.017 False
enlightenment renaissance 0.009 0.0007 0.0173 True
----------------------------------------------------------
Liefde_Hands
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0004 -0.0125 0.0133 False
classicism renaissance 0.0166 0.0007 0.0325 True
enlightenment renaissance 0.0162 0.0009 0.0315 True
----------------------------------------------------------
Liefde_Intestines
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0007 0.0007 False
classicism renaissance 0.0011 0.0002 0.0019 True
enlightenment renaissance 0.0011 0.0002 0.0019 True
----------------------------------------------------------
Liefde_Soul
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0169 -0.0407 0.0069 False
classicism renaissance 0.0161 -0.0132 0.0454 False
enlightenment renaissance 0.033 0.0048 0.0612 True
----------------------------------------------------------
Liefde_Tongue
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0002 -0.0014 0.0011 False
classicism renaissance 0.0018 0.0003 0.0033 True
enlightenment renaissance 0.002 0.0005 0.0034 True
----------------------------------------------------------
Liefde_Womb
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0006 -0.0039 0.0027 False
classicism renaissance 0.0079 0.0039 0.012 True
enlightenment renaissance 0.0085 0.0047 0.0124 True
----------------------------------------------------------
Liefde_Blood
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0061 -0.0178 0.0055 False
classicism renaissance 0.0208 0.0065 0.0352 True
enlightenment renaissance 0.0269 0.0131 0.0408 True
----------------------------------------------------------
In [76]:
plot_labels(data_complete, ['Mededogen_Ears', 'Mededogen_Mind',
'Mededogen_Wound', 'Mededogen_Body',
'Mededogen_Breast', 'Mededogen_Varia',
'Mededogen_Spirit', 'Mededogen_Soul',
'Mededogen_Face'], anova_results_complete, tukey_results_complete)
Mededogen_Ears
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0004 -0.0056 0.0048 False
classicism renaissance 0.0078 0.0014 0.0142 True
enlightenment renaissance 0.0082 0.002 0.0144 True
----------------------------------------------------------
Mededogen_Mind
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0232 -0.0506 0.0042 False
classicism renaissance 0.0246 -0.0091 0.0583 False
enlightenment renaissance 0.0478 0.0153 0.0803 True
----------------------------------------------------------
Mededogen_Wound
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0011 -0.0088 0.0066 False
classicism renaissance 0.0121 0.0026 0.0215 True
enlightenment renaissance 0.0132 0.004 0.0223 True
----------------------------------------------------------
Mededogen_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0029 -0.0174 0.0116 False
classicism renaissance 0.0305 0.0127 0.0484 True
enlightenment renaissance 0.0334 0.0162 0.0506 True
----------------------------------------------------------
Mededogen_Breast
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0018 -0.0188 0.0153 False
classicism renaissance 0.0225 0.0015 0.0435 True
enlightenment renaissance 0.0243 0.004 0.0445 True
----------------------------------------------------------
Mededogen_Varia
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0156 -0.0332 0.0019 False
classicism renaissance 0.0094 -0.0122 0.0311 False
enlightenment renaissance 0.0251 0.0042 0.046 True
----------------------------------------------------------
Mededogen_Spirit
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0099 -0.025 0.0051 False
classicism renaissance 0.016 -0.0025 0.0346 False
enlightenment renaissance 0.026 0.0081 0.0438 True
----------------------------------------------------------
Mededogen_Soul
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0539 -0.1009 -0.0068 True
classicism renaissance 0.0037 -0.0542 0.0616 False
enlightenment renaissance 0.0576 0.0017 0.1134 True
-----------------------------------------------------------
Mededogen_Face
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0106 -0.0201 -0.0011 True
classicism renaissance -0.0037 -0.0154 0.008 False
enlightenment renaissance 0.0069 -0.0044 0.0182 False
-----------------------------------------------------------
In [77]:
plot_labels(data_complete, ['Ongeluk_Mind', 'Ongeluk_Hair',
'Ongeluk_Breast', 'Ongeluk_Hands',
'Ongeluk_Blood'], anova_results_complete, tukey_results_complete)
Ongeluk_Mind
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0083 -0.0331 0.0165 False
classicism renaissance 0.0253 -0.0052 0.0559 False
enlightenment renaissance 0.0337 0.0043 0.0631 True
----------------------------------------------------------
Ongeluk_Hair
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0017 -0.0105 0.0072 False
classicism renaissance 0.0092 -0.0017 0.0201 False
enlightenment renaissance 0.0109 0.0004 0.0214 True
----------------------------------------------------------
Ongeluk_Breast
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0052 -0.0165 0.006 False
classicism renaissance 0.0088 -0.005 0.0227 False
enlightenment renaissance 0.0141 0.0007 0.0274 True
----------------------------------------------------------
Ongeluk_Hands
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0019 -0.0291 0.0254 False
classicism renaissance 0.0382 0.0047 0.0718 True
enlightenment renaissance 0.0401 0.0078 0.0724 True
----------------------------------------------------------
Ongeluk_Blood
Multiple Comparison of Means - Tukey HSD,FWER=0.05
=========================================================
group1 group2 meandiff lower upper reject
---------------------------------------------------------
classicism enlightenment -0.0243 -0.058 0.0093 False
classicism renaissance 0.0264 -0.015 0.0678 False
enlightenment renaissance 0.0507 0.0108 0.0907 True
---------------------------------------------------------
In [78]:
plot_labels(data_complete, ['Ontroering_Mind', 'Ontroering_Hair',
'Ontroering_Body', 'Ontroering_Hands',
'Ontroering_Varia'], anova_results_complete, tukey_results_complete)
Ontroering_Mind
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.036 -0.0843 0.0123 False
classicism renaissance 0.0292 -0.0303 0.0887 False
enlightenment renaissance 0.0652 0.0078 0.1225 True
----------------------------------------------------------
Ontroering_Hair
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0193 0.0193 False
classicism renaissance 0.0227 -0.0011 0.0464 False
enlightenment renaissance 0.0227 -0.0002 0.0455 False
----------------------------------------------------------
Ontroering_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.002 -0.0145 0.0105 False
classicism renaissance 0.0177 0.0023 0.0331 True
enlightenment renaissance 0.0197 0.0049 0.0346 True
----------------------------------------------------------
Ontroering_Hands
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0264 -0.0727 0.0199 False
classicism renaissance 0.0435 -0.0135 0.1005 False
enlightenment renaissance 0.07 0.015 0.1249 True
----------------------------------------------------------
Ontroering_Varia
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0073 -0.0291 0.0145 False
classicism renaissance 0.0216 -0.0053 0.0484 False
enlightenment renaissance 0.0288 0.003 0.0547 True
----------------------------------------------------------
In [79]:
plot_labels(data_complete, ['Ontzag_Body'], anova_results_complete, tukey_results_complete)
Ontzag_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0051 -0.0387 0.0286 False
classicism renaissance 0.0476 0.0061 0.089 True
enlightenment renaissance 0.0526 0.0127 0.0926 True
----------------------------------------------------------
In [80]:
plot_labels(data_complete, ['Opluchting_Heart'], anova_results_complete, tukey_results_complete)
Opluchting_Heart
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.2172 0.0918 0.3425 True
classicism renaissance 0.1843 0.03 0.3386 True
enlightenment renaissance -0.0329 -0.1816 0.1159 False
----------------------------------------------------------
In [81]:
plot_labels(data_complete, ['Overig_Heart', 'Overig_Mind',
'Overig_Hair', 'Overig_Throat',
'Overig_Cheeks', 'Overig_Body',
'Overig_Breast', 'Overig_Spirit',
'Overig_Intestines', 'Overig_Soul',
'Overig_Face', 'Overig_Tongue'], anova_results_complete, tukey_results_complete)
Overig_Heart
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.09 -0.0043 0.1844 False
classicism renaissance -0.0113 -0.1275 0.1049 False
enlightenment renaissance -0.1013 -0.2133 0.0107 False
----------------------------------------------------------
Overig_Mind
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0123 -0.0321 0.0076 False
classicism renaissance 0.0182 -0.0062 0.0427 False
enlightenment renaissance 0.0305 0.007 0.0541 True
----------------------------------------------------------
Overig_Hair
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0016 -0.0066 0.0098 False
classicism renaissance 0.0207 0.0106 0.0308 True
enlightenment renaissance 0.019 0.0093 0.0288 True
----------------------------------------------------------
Overig_Throat
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0005 -0.0052 0.0043 False
classicism renaissance 0.0057 -0.0002 0.0115 False
enlightenment renaissance 0.0061 0.0005 0.0117 True
----------------------------------------------------------
Overig_Cheeks
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.001 -0.0059 0.0038 False
classicism renaissance 0.0063 0.0003 0.0123 True
enlightenment renaissance 0.0073 0.0016 0.0131 True
----------------------------------------------------------
Overig_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
=========================================================
group1 group2 meandiff lower upper reject
---------------------------------------------------------
classicism enlightenment -0.0015 -0.01 0.0069 False
classicism renaissance 0.0105 0.0001 0.0209 True
enlightenment renaissance 0.012 0.002 0.022 True
---------------------------------------------------------
Overig_Breast
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0084 -0.0316 0.0147 False
classicism renaissance 0.03 0.0016 0.0585 True
enlightenment renaissance 0.0385 0.011 0.0659 True
----------------------------------------------------------
Overig_Spirit
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0014 -0.0189 0.0161 False
classicism renaissance 0.027 0.0055 0.0485 True
enlightenment renaissance 0.0284 0.0077 0.0492 True
----------------------------------------------------------
Overig_Intestines
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0019 0.0019 False
classicism renaissance 0.0023 -0.0 0.0046 False
enlightenment renaissance 0.0023 0.0001 0.0045 True
----------------------------------------------------------
Overig_Soul
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0414 -0.0747 -0.0082 True
classicism renaissance -0.0272 -0.0681 0.0137 False
enlightenment renaissance 0.0143 -0.0252 0.0537 False
-----------------------------------------------------------
Overig_Face
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0081 -0.0196 0.0034 False
classicism renaissance 0.0057 -0.0084 0.0199 False
enlightenment renaissance 0.0138 0.0002 0.0275 True
----------------------------------------------------------
Overig_Tongue
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0018 -0.0069 0.0033 False
classicism renaissance 0.007 0.0007 0.0133 True
enlightenment renaissance 0.0088 0.0027 0.0148 True
----------------------------------------------------------
In [82]:
plot_labels(data_complete, ['Schaamte_Jaws', 'Schaamte_Mind',
'Schaamte_Head', 'Schaamte_Body',
'Schaamte_Soul', 'Schaamte_Tongue'], anova_results_complete, tukey_results_complete)
Schaamte_Jaws
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0102 0.0102 False
classicism renaissance 0.0123 -0.0002 0.0248 False
enlightenment renaissance 0.0123 0.0002 0.0243 True
----------------------------------------------------------
Schaamte_Mind
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0349 -0.0619 -0.0078 True
classicism renaissance -0.0217 -0.055 0.0116 False
enlightenment renaissance 0.0132 -0.0189 0.0453 False
-----------------------------------------------------------
Schaamte_Head
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0065 -0.0254 0.0125 False
classicism renaissance 0.0187 -0.0045 0.042 False
enlightenment renaissance 0.0252 0.0028 0.0476 True
----------------------------------------------------------
Schaamte_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0007 -0.0119 0.0105 False
classicism renaissance 0.016 0.0022 0.0298 True
enlightenment renaissance 0.0167 0.0034 0.0299 True
----------------------------------------------------------
Schaamte_Soul
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0352 -0.0729 0.0026 False
classicism renaissance 0.0145 -0.032 0.061 False
enlightenment renaissance 0.0497 0.0049 0.0945 True
----------------------------------------------------------
Schaamte_Tongue
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0013 -0.0082 0.0055 False
classicism renaissance 0.0093 0.0008 0.0177 True
enlightenment renaissance 0.0106 0.0025 0.0187 True
----------------------------------------------------------
In [83]:
plot_labels(data_complete, ['Teleurstelling_Heart', 'Teleurstelling_Mind',
'Teleurstelling_Body', 'Teleurstelling_Eyes',
'Teleurstelling_Senses', 'Teleurstelling_Mouth',
'Teleurstelling_Varia', 'Teleurstelling_Blood'], anova_results_complete, tukey_results_complete)
Teleurstelling_Heart
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0044 -0.0372 0.0285 False
classicism renaissance 0.0442 0.0037 0.0847 True
enlightenment renaissance 0.0486 0.0096 0.0876 True
----------------------------------------------------------
Teleurstelling_Mind
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0323 0.0323 False
classicism renaissance 0.0526 0.0129 0.0924 True
enlightenment renaissance 0.0526 0.0143 0.0909 True
----------------------------------------------------------
Teleurstelling_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0025 -0.0299 0.0248 False
classicism renaissance 0.0369 0.0033 0.0706 True
enlightenment renaissance 0.0395 0.007 0.0719 True
----------------------------------------------------------
Teleurstelling_Eyes
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0323 0.0323 False
classicism renaissance 0.0526 0.0129 0.0924 True
enlightenment renaissance 0.0526 0.0143 0.0909 True
----------------------------------------------------------
Teleurstelling_Senses
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0283 0.0283 False
classicism renaissance 0.0482 0.0134 0.0831 True
enlightenment renaissance 0.0482 0.0147 0.0818 True
----------------------------------------------------------
Teleurstelling_Mouth
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0025 -0.0309 0.0259 False
classicism renaissance 0.0413 0.0063 0.0763 True
enlightenment renaissance 0.0439 0.0101 0.0776 True
----------------------------------------------------------
Teleurstelling_Varia
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0211 0.0211 False
classicism renaissance 0.0263 0.0004 0.0523 True
enlightenment renaissance 0.0263 0.0013 0.0513 True
----------------------------------------------------------
Teleurstelling_Blood
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0051 -0.0333 0.0232 False
classicism renaissance 0.03 -0.0048 0.0648 False
enlightenment renaissance 0.0351 0.0016 0.0686 True
----------------------------------------------------------
In [84]:
plot_labels(data_complete, ['Toewijding_Heart', 'Toewijding_Limbs',
'Toewijding_Body', 'Toewijding_Spirit',
'Toewijding_Blood'], anova_results_complete, tukey_results_complete)
Toewijding_Heart
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.1763 0.046 0.3066 True
classicism renaissance 0.0306 -0.1298 0.1911 False
enlightenment renaissance -0.1457 -0.3003 0.0089 False
----------------------------------------------------------
Toewijding_Limbs
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0011 -0.0092 0.007 False
classicism renaissance 0.0091 -0.0009 0.0191 False
enlightenment renaissance 0.0102 0.0006 0.0199 True
----------------------------------------------------------
Toewijding_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0083 -0.0432 0.0266 False
classicism renaissance 0.0663 0.0233 0.1092 True
enlightenment renaissance 0.0746 0.0332 0.1159 True
----------------------------------------------------------
Toewijding_Spirit
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0072 -0.0134 0.0279 False
classicism renaissance 0.0302 0.0047 0.0556 True
enlightenment renaissance 0.023 -0.0015 0.0475 False
----------------------------------------------------------
Toewijding_Blood
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0007 -0.0292 0.0277 False
classicism renaissance 0.0435 0.0085 0.0785 True
enlightenment renaissance 0.0442 0.0105 0.0779 True
----------------------------------------------------------
In [85]:
plot_labels(data_complete, ['Trots_Mind', 'Trots_Lips', 'Trots_Throat',
'Trots_Wound', 'Trots_Body', 'Trots_Hands',
'Trots_Soul', 'Trots_Face', 'Trots_Tongue',
'Trots_Blood'], anova_results_complete, tukey_results_complete)
Trots_Mind
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.021 -0.0446 0.0026 False
classicism renaissance 0.006 -0.0231 0.0351 False
enlightenment renaissance 0.0271 -0.001 0.0551 False
----------------------------------------------------------
Trots_Lips
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0001 -0.0051 0.0052 False
classicism renaissance 0.0063 -0.0 0.0127 False
enlightenment renaissance 0.0063 0.0001 0.0124 True
----------------------------------------------------------
Trots_Throat
Multiple Comparison of Means - Tukey HSD,FWER=0.05
=========================================================
group1 group2 meandiff lower upper reject
---------------------------------------------------------
classicism enlightenment 0.0 -0.002 0.002 False
classicism renaissance 0.0026 0.0002 0.0051 True
enlightenment renaissance 0.0026 0.0002 0.005 True
---------------------------------------------------------
Trots_Wound
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0009 -0.0065 0.0084 False
classicism renaissance 0.0095 0.0003 0.0187 True
enlightenment renaissance 0.0086 -0.0002 0.0174 False
----------------------------------------------------------
Trots_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0017 -0.0229 0.0195 False
classicism renaissance 0.0261 -0.0 0.0522 False
enlightenment renaissance 0.0278 0.0027 0.053 True
----------------------------------------------------------
Trots_Hands
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.001 -0.0332 0.0352 False
classicism renaissance 0.0406 -0.0015 0.0827 False
enlightenment renaissance 0.0396 -0.001 0.0802 False
----------------------------------------------------------
Trots_Soul
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0341 -0.0643 -0.0038 True
classicism renaissance -0.0238 -0.0611 0.0134 False
enlightenment renaissance 0.0102 -0.0257 0.0461 False
-----------------------------------------------------------
Trots_Face
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0101 -0.0335 0.0133 False
classicism renaissance 0.0248 -0.004 0.0536 False
enlightenment renaissance 0.0349 0.0071 0.0626 True
----------------------------------------------------------
Trots_Tongue
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0007 -0.0048 0.0033 False
classicism renaissance 0.005 0.0 0.01 True
enlightenment renaissance 0.0057 0.0009 0.0105 True
----------------------------------------------------------
Trots_Blood
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0233 -0.0586 0.012 False
classicism renaissance 0.0269 -0.0165 0.0704 False
enlightenment renaissance 0.0502 0.0083 0.0921 True
----------------------------------------------------------
In [86]:
plot_labels(data_complete, ['Trouw_Mind', 'Trouw_Body', 'Trouw_Senses',
'Trouw_Hands', 'Trouw_Intestines', 'Trouw_Soul',
'Trouw_Blood'], anova_results_complete, tukey_results_complete)
Trouw_Mind
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0061 -0.0195 0.0074 False
classicism renaissance 0.0194 0.0028 0.036 True
enlightenment renaissance 0.0255 0.0095 0.0414 True
----------------------------------------------------------
Trouw_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0012 -0.0149 0.0125 False
classicism renaissance 0.0288 0.0119 0.0457 True
enlightenment renaissance 0.03 0.0137 0.0463 True
----------------------------------------------------------
Trouw_Senses
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0113 -0.033 0.0104 False
classicism renaissance 0.0223 -0.0045 0.0491 False
enlightenment renaissance 0.0336 0.0078 0.0594 True
----------------------------------------------------------
Trouw_Hands
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0173 -0.0468 0.0121 False
classicism renaissance 0.03 -0.0063 0.0663 False
enlightenment renaissance 0.0473 0.0124 0.0823 True
----------------------------------------------------------
Trouw_Intestines
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0078 0.0078 False
classicism renaissance 0.0102 0.0006 0.0199 True
enlightenment renaissance 0.0102 0.0009 0.0195 True
----------------------------------------------------------
Trouw_Soul
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0159 -0.0403 0.0085 False
classicism renaissance 0.0292 -0.0008 0.0592 False
enlightenment renaissance 0.0451 0.0162 0.074 True
----------------------------------------------------------
Trouw_Blood
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0056 -0.0199 0.0087 False
classicism renaissance 0.021 0.0034 0.0386 True
enlightenment renaissance 0.0266 0.0097 0.0436 True
----------------------------------------------------------
In [87]:
plot_labels(data_complete, ['Verdriet_Ears', 'Verdriet_Mind',
'Verdriet_Head', 'Verdriet_Hair',
'Verdriet_Limbs', 'Verdriet_Wound',
'Verdriet_Cheeks', 'Verdriet_Body',
'Verdriet_Mouth', 'Verdriet_Breast',
'Verdriet_Hands', 'Verdriet_Varia',
'Verdriet_Intestines', 'Verdriet_Bile',
'Verdriet_Soul', 'Verdriet_Face',
'Verdriet_Tongue', 'Verdriet_Womb'], anova_results_complete, tukey_results_complete)
Verdriet_Ears
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0088 -0.0172 -0.0003 True
classicism renaissance -0.0021 -0.0125 0.0083 False
enlightenment renaissance 0.0067 -0.0033 0.0167 False
-----------------------------------------------------------
Verdriet_Mind
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0132 -0.0209 -0.0054 True
classicism renaissance 0.0045 -0.005 0.0141 False
enlightenment renaissance 0.0177 0.0085 0.0269 True
-----------------------------------------------------------
Verdriet_Head
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0007 -0.0088 0.0073 False
classicism renaissance 0.0182 0.0083 0.0281 True
enlightenment renaissance 0.0189 0.0094 0.0285 True
----------------------------------------------------------
Verdriet_Hair
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0013 -0.0025 0.0051 False
classicism renaissance 0.0091 0.0044 0.0137 True
enlightenment renaissance 0.0077 0.0033 0.0122 True
----------------------------------------------------------
Verdriet_Limbs
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0009 -0.0052 0.0034 False
classicism renaissance 0.0094 0.0042 0.0147 True
enlightenment renaissance 0.0104 0.0053 0.0154 True
----------------------------------------------------------
Verdriet_Wound
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0009 -0.0031 0.005 False
classicism renaissance 0.0072 0.0022 0.0122 True
enlightenment renaissance 0.0063 0.0014 0.0111 True
----------------------------------------------------------
Verdriet_Cheeks
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0009 -0.0047 0.0029 False
classicism renaissance 0.0061 0.0014 0.0108 True
enlightenment renaissance 0.007 0.0025 0.0116 True
----------------------------------------------------------
Verdriet_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0035 -0.0118 0.0049 False
classicism renaissance 0.026 0.0157 0.0363 True
enlightenment renaissance 0.0294 0.0195 0.0394 True
----------------------------------------------------------
Verdriet_Mouth
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0001 -0.0062 0.0059 False
classicism renaissance 0.0096 0.0022 0.0171 True
enlightenment renaissance 0.0098 0.0026 0.0169 True
----------------------------------------------------------
Verdriet_Breast
Multiple Comparison of Means - Tukey HSD,FWER=0.05
=========================================================
group1 group2 meandiff lower upper reject
---------------------------------------------------------
classicism enlightenment -0.0022 -0.012 0.0077 False
classicism renaissance 0.0315 0.0193 0.0436 True
enlightenment renaissance 0.0336 0.022 0.0453 True
---------------------------------------------------------
Verdriet_Hands
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0036 -0.0146 0.0074 False
classicism renaissance 0.0163 0.0028 0.0298 True
enlightenment renaissance 0.0199 0.0068 0.0329 True
----------------------------------------------------------
Verdriet_Varia
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0032 -0.0092 0.0029 False
classicism renaissance 0.0052 -0.0023 0.0127 False
enlightenment renaissance 0.0083 0.0011 0.0155 True
----------------------------------------------------------
Verdriet_Intestines
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0012 0.0012 False
classicism renaissance 0.0029 0.0014 0.0044 True
enlightenment renaissance 0.0029 0.0015 0.0043 True
----------------------------------------------------------
Verdriet_Bile
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0013 0.0013 False
classicism renaissance 0.002 0.0004 0.0036 True
enlightenment renaissance 0.0019 0.0004 0.0035 True
----------------------------------------------------------
Verdriet_Soul
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0262 -0.0501 -0.0023 True
classicism renaissance 0.0137 -0.0157 0.0431 False
enlightenment renaissance 0.0399 0.0116 0.0682 True
-----------------------------------------------------------
Verdriet_Face
Multiple Comparison of Means - Tukey HSD,FWER=0.05
=========================================================
group1 group2 meandiff lower upper reject
---------------------------------------------------------
classicism enlightenment -0.0075 -0.017 0.0019 False
classicism renaissance 0.0124 0.0007 0.024 True
enlightenment renaissance 0.0199 0.0087 0.0311 True
---------------------------------------------------------
Verdriet_Tongue
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0001 -0.0044 0.0042 False
classicism renaissance 0.0123 0.007 0.0175 True
enlightenment renaissance 0.0124 0.0073 0.0175 True
----------------------------------------------------------
Verdriet_Womb
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0008 -0.0033 0.0018 False
classicism renaissance 0.0051 0.002 0.0083 True
enlightenment renaissance 0.0059 0.0029 0.0089 True
----------------------------------------------------------
In [88]:
plot_labels(data_complete, ['Verlangen_Mind', 'Verlangen_Hair',
'Verlangen_Tooth', 'Verlangen_Wound',
'Verlangen_Cheeks', 'Verlangen_Body',
'Verlangen_Senses', 'Verlangen_Mouth',
'Verlangen_Breast', 'Verlangen_Varia',
'Verlangen_Intestines', 'Verlangen_Soul',
'Verlangen_Face', 'Verlangen_Womb'], anova_results_complete, tukey_results_complete)
Verlangen_Mind
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0116 -0.0269 0.0037 False
classicism renaissance 0.0109 -0.008 0.0297 False
enlightenment renaissance 0.0225 0.0043 0.0406 True
----------------------------------------------------------
Verlangen_Hair
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0011 -0.005 0.0027 False
classicism renaissance 0.0041 -0.0007 0.0088 False
enlightenment renaissance 0.0052 0.0006 0.0097 True
----------------------------------------------------------
Verlangen_Tooth
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0003 -0.0061 0.0055 False
classicism renaissance 0.0085 0.0014 0.0156 True
enlightenment renaissance 0.0088 0.002 0.0157 True
----------------------------------------------------------
Verlangen_Wound
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0006 -0.0044 0.0032 False
classicism renaissance 0.0052 0.0006 0.0098 True
enlightenment renaissance 0.0058 0.0013 0.0102 True
----------------------------------------------------------
Verlangen_Cheeks
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0004 -0.0023 0.0015 False
classicism renaissance 0.0022 -0.0001 0.0045 False
enlightenment renaissance 0.0026 0.0003 0.0048 True
----------------------------------------------------------
Verlangen_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0052 -0.0148 0.0045 False
classicism renaissance 0.0208 0.009 0.0327 True
enlightenment renaissance 0.026 0.0146 0.0375 True
----------------------------------------------------------
Verlangen_Senses
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0477 -0.0797 -0.0157 True
classicism renaissance -0.014 -0.0534 0.0253 False
enlightenment renaissance 0.0337 -0.0043 0.0716 False
-----------------------------------------------------------
Verlangen_Mouth
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0003 -0.0051 0.0045 False
classicism renaissance 0.0057 -0.0003 0.0116 False
enlightenment renaissance 0.006 0.0003 0.0117 True
----------------------------------------------------------
Verlangen_Breast
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0106 -0.0259 0.0047 False
classicism renaissance 0.0127 -0.0061 0.0316 False
enlightenment renaissance 0.0233 0.0051 0.0415 True
----------------------------------------------------------
Verlangen_Varia
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0073 -0.0161 0.0015 False
classicism renaissance 0.0031 -0.0078 0.0139 False
enlightenment renaissance 0.0104 -0.0001 0.0208 False
----------------------------------------------------------
Verlangen_Intestines
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0021 0.0021 False
classicism renaissance 0.0037 0.0011 0.0063 True
enlightenment renaissance 0.0037 0.0012 0.0062 True
----------------------------------------------------------
Verlangen_Soul
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0358 -0.07 -0.0015 True
classicism renaissance 0.0218 -0.0203 0.064 False
enlightenment renaissance 0.0576 0.017 0.0983 True
-----------------------------------------------------------
Verlangen_Face
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0052 -0.0179 0.0074 False
classicism renaissance 0.0108 -0.0049 0.0264 False
enlightenment renaissance 0.016 0.0009 0.031 True
----------------------------------------------------------
Verlangen_Womb
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0012 -0.0053 0.0029 False
classicism renaissance 0.0056 0.0006 0.0106 True
enlightenment renaissance 0.0068 0.002 0.0117 True
----------------------------------------------------------
In [89]:
plot_labels(data_complete, ['Vertrouwen_Mind', 'Vertrouwen_Head',
'Vertrouwen_Arms', 'Vertrouwen_Body',
'Vertrouwen_Varia', 'Vertrouwen_Soul'], anova_results_complete, tukey_results_complete)
Vertrouwen_Mind
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0325 -0.0678 0.0027 False
classicism renaissance 0.0236 -0.0198 0.067 False
enlightenment renaissance 0.0561 0.0143 0.098 True
----------------------------------------------------------
Vertrouwen_Head
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0013 -0.0225 0.02 False
classicism renaissance 0.0263 0.0002 0.0524 True
enlightenment renaissance 0.0276 0.0024 0.0527 True
----------------------------------------------------------
Vertrouwen_Arms
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0115 0.0115 False
classicism renaissance 0.0175 0.0034 0.0316 True
enlightenment renaissance 0.0175 0.004 0.0311 True
----------------------------------------------------------
Vertrouwen_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
=========================================================
group1 group2 meandiff lower upper reject
---------------------------------------------------------
classicism enlightenment 0.0 -0.022 0.022 False
classicism renaissance 0.0381 0.011 0.0652 True
enlightenment renaissance 0.0381 0.012 0.0642 True
---------------------------------------------------------
Vertrouwen_Varia
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0034 -0.0247 0.018 False
classicism renaissance 0.0284 0.0021 0.0546 True
enlightenment renaissance 0.0317 0.0064 0.0571 True
----------------------------------------------------------
Vertrouwen_Soul
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0145 -0.0229 0.052 False
classicism renaissance 0.0529 0.0068 0.099 True
enlightenment renaissance 0.0384 -0.0061 0.0828 False
----------------------------------------------------------
In [90]:
plot_labels(data_complete, ['Verwondering_Heart', 'Verwondering_Body',
'Verwondering_Breast', 'Verwondering_Face'], anova_results_complete, tukey_results_complete)
Verwondering_Heart
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0167 -0.0419 0.0085 False
classicism renaissance 0.0298 -0.0012 0.0609 False
enlightenment renaissance 0.0465 0.0166 0.0764 True
----------------------------------------------------------
Verwondering_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0068 0.0068 False
classicism renaissance 0.0084 -0.0001 0.0168 False
enlightenment renaissance 0.0084 0.0002 0.0165 True
----------------------------------------------------------
Verwondering_Breast
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0034 -0.0241 0.0174 False
classicism renaissance 0.025 -0.0005 0.0506 False
enlightenment renaissance 0.0284 0.0038 0.053 True
----------------------------------------------------------
Verwondering_Face
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0038 -0.0247 0.0171 False
classicism renaissance 0.031 0.0053 0.0568 True
enlightenment renaissance 0.0348 0.01 0.0596 True
----------------------------------------------------------
In [91]:
plot_labels(data_complete, ['Walging_Heart', 'Walging_Jaws',
'Walging_Head', 'Walging_Hair',
'Walging_Cheeks', 'Walging_Body',
'Walging_Senses', 'Walging_Mouth',
'Walging_Breast', 'Walging_Spirit',
'Walging_Intestines', 'Walging_Face',
'Walging_Sweat', 'Walging_Womb',
'Walging_Blood'], anova_results_complete, tukey_results_complete)
Walging_Heart
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0502 -0.102 0.0016 False
classicism renaissance 0.0046 -0.0592 0.0684 False
enlightenment renaissance 0.0548 -0.0067 0.1162 False
----------------------------------------------------------
Walging_Jaws
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0026 0.0026 False
classicism renaissance 0.0034 0.0002 0.0066 True
enlightenment renaissance 0.0034 0.0003 0.0065 True
----------------------------------------------------------
Walging_Head
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0064 -0.0229 0.01 False
classicism renaissance 0.0168 -0.0035 0.0371 False
enlightenment renaissance 0.0232 0.0037 0.0428 True
----------------------------------------------------------
Walging_Hair
Multiple Comparison of Means - Tukey HSD,FWER=0.05
=========================================================
group1 group2 meandiff lower upper reject
---------------------------------------------------------
classicism enlightenment 0.0004 -0.013 0.0138 False
classicism renaissance 0.0335 0.017 0.05 True
enlightenment renaissance 0.0332 0.0173 0.0491 True
---------------------------------------------------------
Walging_Cheeks
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0096 0.0096 False
classicism renaissance 0.0111 -0.0008 0.0229 False
enlightenment renaissance 0.0111 -0.0003 0.0225 False
----------------------------------------------------------
Walging_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0033 -0.0131 0.0066 False
classicism renaissance 0.0199 0.0077 0.0321 True
enlightenment renaissance 0.0232 0.0114 0.0349 True
----------------------------------------------------------
Walging_Senses
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.023 -0.0432 -0.0029 True
classicism renaissance 0.017 -0.0078 0.0418 False
enlightenment renaissance 0.0401 0.0161 0.064 True
-----------------------------------------------------------
Walging_Mouth
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0033 -0.0121 0.0055 False
classicism renaissance 0.0078 -0.003 0.0186 False
enlightenment renaissance 0.0111 0.0007 0.0215 True
----------------------------------------------------------
Walging_Breast
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0134 -0.0353 0.0084 False
classicism renaissance 0.0529 0.026 0.0798 True
enlightenment renaissance 0.0663 0.0404 0.0923 True
----------------------------------------------------------
Walging_Spirit
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0024 -0.0186 0.0234 False
classicism renaissance 0.0264 0.0006 0.0523 True
enlightenment renaissance 0.024 -0.0009 0.0489 False
----------------------------------------------------------
Walging_Intestines
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0003 -0.0082 0.0075 False
classicism renaissance 0.0099 0.0002 0.0196 True
enlightenment renaissance 0.0102 0.0009 0.0196 True
----------------------------------------------------------
Walging_Face
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0081 -0.0313 0.0152 False
classicism renaissance 0.0317 0.0031 0.0603 True
enlightenment renaissance 0.0398 0.0122 0.0674 True
----------------------------------------------------------
Walging_Sweat
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0004 -0.0024 0.0031 False
classicism renaissance 0.0034 0.0 0.0068 True
enlightenment renaissance 0.003 -0.0002 0.0063 False
----------------------------------------------------------
Walging_Womb
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0024 0.0024 False
classicism renaissance 0.0032 0.0002 0.0062 True
enlightenment renaissance 0.0032 0.0003 0.0061 True
----------------------------------------------------------
Walging_Blood
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0116 -0.0393 0.0161 False
classicism renaissance 0.0295 -0.0046 0.0636 False
enlightenment renaissance 0.0411 0.0082 0.074 True
----------------------------------------------------------
In [92]:
plot_labels(data_complete, ['Wanhoop_Jaws', 'Wanhoop_Ears',
'Wanhoop_Mind', 'Wanhoop_Head',
'Wanhoop_Hair', 'Wanhoop_Tears',
'Wanhoop_Cheeks', 'Wanhoop_Body',
'Wanhoop_Senses', 'Wanhoop_Mouth',
'Wanhoop_Breast', 'Wanhoop_Hands',
'Wanhoop_Varia', 'Wanhoop_Intestines',
'Wanhoop_Soul', 'Wanhoop_Tongue',
'Wanhoop_Womb', 'Wanhoop_Blood'], anova_results_complete, tukey_results_complete)
Wanhoop_Jaws
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0003 -0.0025 0.0018 False
classicism renaissance 0.003 0.0003 0.0056 True
enlightenment renaissance 0.0033 0.0007 0.0058 True
----------------------------------------------------------
Wanhoop_Ears
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0176 -0.0331 -0.0021 True
classicism renaissance -0.0138 -0.033 0.0053 False
enlightenment renaissance 0.0037 -0.0147 0.0222 False
-----------------------------------------------------------
Wanhoop_Mind
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0245 -0.0412 -0.0079 True
classicism renaissance 0.0001 -0.0204 0.0206 False
enlightenment renaissance 0.0246 0.0049 0.0444 True
-----------------------------------------------------------
Wanhoop_Head
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0154 -0.0456 0.0147 False
classicism renaissance 0.0342 -0.0029 0.0714 False
enlightenment renaissance 0.0497 0.0139 0.0854 True
----------------------------------------------------------
Wanhoop_Hair
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0002 -0.0053 0.0049 False
classicism renaissance 0.0146 0.0083 0.0209 True
enlightenment renaissance 0.0148 0.0088 0.0209 True
----------------------------------------------------------
Wanhoop_Tears
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0126 -0.0458 0.0206 False
classicism renaissance 0.0296 -0.0112 0.0705 False
enlightenment renaissance 0.0423 0.0029 0.0816 True
----------------------------------------------------------
Wanhoop_Cheeks
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0005 -0.0044 0.0054 False
classicism renaissance 0.0094 0.0034 0.0155 True
enlightenment renaissance 0.0089 0.0031 0.0147 True
----------------------------------------------------------
Wanhoop_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
=========================================================
group1 group2 meandiff lower upper reject
---------------------------------------------------------
classicism enlightenment 0.0027 -0.011 0.0164 False
classicism renaissance 0.0379 0.021 0.0548 True
enlightenment renaissance 0.0352 0.0189 0.0515 True
---------------------------------------------------------
Wanhoop_Senses
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0231 -0.0395 -0.0066 True
classicism renaissance 0.0018 -0.0185 0.022 False
enlightenment renaissance 0.0249 0.0053 0.0444 True
-----------------------------------------------------------
Wanhoop_Mouth
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0035 -0.0087 0.0017 False
classicism renaissance 0.0037 -0.0027 0.0101 False
enlightenment renaissance 0.0072 0.001 0.0133 True
----------------------------------------------------------
Wanhoop_Breast
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0076 -0.0213 0.0062 False
classicism renaissance 0.0263 0.0094 0.0432 True
enlightenment renaissance 0.0338 0.0176 0.0501 True
----------------------------------------------------------
Wanhoop_Hands
Multiple Comparison of Means - Tukey HSD,FWER=0.05
=========================================================
group1 group2 meandiff lower upper reject
---------------------------------------------------------
classicism enlightenment -0.0137 -0.039 0.0115 False
classicism renaissance 0.0323 0.0012 0.0634 True
enlightenment renaissance 0.046 0.016 0.076 True
---------------------------------------------------------
Wanhoop_Varia
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0156 -0.0305 -0.0007 True
classicism renaissance -0.0125 -0.0308 0.0058 False
enlightenment renaissance 0.0031 -0.0145 0.0208 False
-----------------------------------------------------------
Wanhoop_Intestines
Multiple Comparison of Means - Tukey HSD,FWER=0.05
=========================================================
group1 group2 meandiff lower upper reject
---------------------------------------------------------
classicism enlightenment 0.0 -0.002 0.002 False
classicism renaissance 0.003 0.0005 0.0055 True
enlightenment renaissance 0.003 0.0006 0.0054 True
---------------------------------------------------------
Wanhoop_Soul
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0116 -0.0306 0.0074 False
classicism renaissance 0.0212 -0.0022 0.0446 False
enlightenment renaissance 0.0328 0.0102 0.0553 True
----------------------------------------------------------
Wanhoop_Tongue
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0001 -0.0044 0.0046 False
classicism renaissance 0.0088 0.0032 0.0143 True
enlightenment renaissance 0.0086 0.0033 0.014 True
----------------------------------------------------------
Wanhoop_Womb
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0011 -0.0044 0.0021 False
classicism renaissance 0.0043 0.0003 0.0083 True
enlightenment renaissance 0.0054 0.0016 0.0093 True
----------------------------------------------------------
Wanhoop_Blood
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0063 -0.0191 0.0066 False
classicism renaissance 0.029 0.0132 0.0448 True
enlightenment renaissance 0.0353 0.02 0.0505 True
----------------------------------------------------------
In [93]:
plot_labels(data_complete, ['Welwillendheid_Heart', 'Welwillendheid_Mind',
'Welwillendheid_Senses', 'Welwillendheid_Soul'], anova_results_complete, tukey_results_complete)
Welwillendheid_Heart
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0905 -0.0309 0.2119 False
classicism renaissance -0.1185 -0.268 0.0309 False
enlightenment renaissance -0.209 -0.353 -0.065 True
----------------------------------------------------------
Welwillendheid_Mind
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0279 -0.0597 0.0039 False
classicism renaissance 0.0152 -0.024 0.0543 False
enlightenment renaissance 0.0431 0.0054 0.0808 True
----------------------------------------------------------
Welwillendheid_Senses
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0005 -0.0262 0.0252 False
classicism renaissance 0.0443 0.0126 0.0759 True
enlightenment renaissance 0.0448 0.0142 0.0753 True
----------------------------------------------------------
Welwillendheid_Soul
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0087 -0.027 0.0097 False
classicism renaissance 0.0214 -0.0011 0.044 False
enlightenment renaissance 0.0301 0.0084 0.0519 True
----------------------------------------------------------
In [94]:
plot_labels(data_complete, ['Woede_Heart', 'Woede_Ears', 'Woede_Mind',
'Woede_Head', 'Woede_Hair', 'Woede_Throat',
'Woede_Tooth', 'Woede_Wound', 'Woede_Tears',
'Woede_Body', 'Woede_Senses', 'Woede_Mouth',
'Woede_Breast', 'Woede_Hands', 'Woede_Varia',
'Woede_Spirit', 'Woede_Intestines',
'Woede_Bile', 'Woede_Soul', 'Woede_Face',
'Woede_Tongue', 'Woede_Womb', 'Woede_Blood'], anova_results_complete, tukey_results_complete)
Woede_Heart
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.006 -0.0339 0.022 False
classicism renaissance 0.0381 0.0037 0.0725 True
enlightenment renaissance 0.0441 0.0109 0.0772 True
----------------------------------------------------------
Woede_Ears
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0101 -0.0195 -0.0006 True
classicism renaissance -0.0054 -0.0171 0.0062 False
enlightenment renaissance 0.0046 -0.0066 0.0158 False
-----------------------------------------------------------
Woede_Mind
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0125 -0.0234 -0.0016 True
classicism renaissance 0.011 -0.0024 0.0244 False
enlightenment renaissance 0.0235 0.0105 0.0364 True
-----------------------------------------------------------
Woede_Head
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0081 -0.0237 0.0075 False
classicism renaissance 0.0224 0.0032 0.0416 True
enlightenment renaissance 0.0305 0.012 0.049 True
----------------------------------------------------------
Woede_Hair
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.001 -0.0052 0.0031 False
classicism renaissance 0.0106 0.0055 0.0158 True
enlightenment renaissance 0.0117 0.0067 0.0166 True
----------------------------------------------------------
Woede_Throat
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0048 -0.0109 0.0013 False
classicism renaissance 0.0027 -0.0048 0.0103 False
enlightenment renaissance 0.0075 0.0002 0.0148 True
----------------------------------------------------------
Woede_Tooth
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0009 -0.0036 0.0019 False
classicism renaissance 0.0067 0.0033 0.0101 True
enlightenment renaissance 0.0076 0.0043 0.0109 True
----------------------------------------------------------
Woede_Wound
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0008 -0.0048 0.0032 False
classicism renaissance 0.0087 0.0038 0.0137 True
enlightenment renaissance 0.0095 0.0047 0.0143 True
----------------------------------------------------------
Woede_Tears
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0028 -0.0099 0.0044 False
classicism renaissance 0.0084 -0.0004 0.0172 False
enlightenment renaissance 0.0112 0.0027 0.0197 True
----------------------------------------------------------
Woede_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
=========================================================
group1 group2 meandiff lower upper reject
---------------------------------------------------------
classicism enlightenment -0.0083 -0.017 0.0004 False
classicism renaissance 0.0117 0.001 0.0225 True
enlightenment renaissance 0.02 0.0097 0.0303 True
---------------------------------------------------------
Woede_Senses
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0139 -0.0226 -0.0052 True
classicism renaissance 0.0035 -0.0073 0.0142 False
enlightenment renaissance 0.0174 0.007 0.0277 True
-----------------------------------------------------------
Woede_Mouth
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0011 -0.0052 0.003 False
classicism renaissance 0.0079 0.0028 0.0129 True
enlightenment renaissance 0.0089 0.0041 0.0138 True
----------------------------------------------------------
Woede_Breast
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0101 -0.0205 0.0004 False
classicism renaissance 0.0224 0.0095 0.0353 True
enlightenment renaissance 0.0325 0.02 0.0449 True
----------------------------------------------------------
Woede_Hands
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.01 -0.0241 0.004 False
classicism renaissance 0.0254 0.0081 0.0428 True
enlightenment renaissance 0.0355 0.0188 0.0522 True
----------------------------------------------------------
Woede_Varia
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0065 -0.0138 0.0008 False
classicism renaissance 0.01 0.001 0.019 True
enlightenment renaissance 0.0165 0.0078 0.0252 True
----------------------------------------------------------
Woede_Spirit
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.001 -0.0082 0.0062 False
classicism renaissance 0.0083 -0.0005 0.0171 False
enlightenment renaissance 0.0093 0.0008 0.0178 True
----------------------------------------------------------
Woede_Intestines
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0001 -0.0017 0.0014 False
classicism renaissance 0.0031 0.0012 0.005 True
enlightenment renaissance 0.0032 0.0014 0.0051 True
----------------------------------------------------------
Woede_Bile
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0005 -0.0034 0.0024 False
classicism renaissance 0.0037 0.0001 0.0072 True
enlightenment renaissance 0.0042 0.0007 0.0076 True
----------------------------------------------------------
Woede_Soul
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0141 -0.0268 -0.0014 True
classicism renaissance 0.0296 0.014 0.0452 True
enlightenment renaissance 0.0437 0.0286 0.0587 True
-----------------------------------------------------------
Woede_Face
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0077 -0.0186 0.0032 False
classicism renaissance 0.0216 0.0082 0.035 True
enlightenment renaissance 0.0293 0.0164 0.0422 True
----------------------------------------------------------
Woede_Tongue
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0015 -0.0085 0.0056 False
classicism renaissance 0.0117 0.0031 0.0204 True
enlightenment renaissance 0.0132 0.0048 0.0215 True
----------------------------------------------------------
Woede_Womb
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0012 -0.0034 0.0011 False
classicism renaissance 0.0026 -0.0001 0.0054 False
enlightenment renaissance 0.0038 0.0011 0.0064 True
----------------------------------------------------------
Woede_Blood
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0143 -0.031 0.0023 False
classicism renaissance 0.0204 -0.0002 0.0409 False
enlightenment renaissance 0.0347 0.0149 0.0545 True
----------------------------------------------------------
In [95]:
plot_labels(data_complete, ['Wraakzucht_Jaws', 'Wraakzucht_Mind',
'Wraakzucht_Head', 'Wraakzucht_Hair',
'Wraakzucht_Tooth', 'Wraakzucht_Wound',
'Wraakzucht_Cheeks', 'Wraakzucht_Body',
'Wraakzucht_Eyes', 'Wraakzucht_Senses',
'Wraakzucht_Mouth', 'Wraakzucht_Breast',
'Wraakzucht_Hands', 'Wraakzucht_Varia',
'Wraakzucht_Spirit', 'Wraakzucht_Intestines',
'Wraakzucht_Bile', 'Wraakzucht_Neck',
'Wraakzucht_Brain', 'Wraakzucht_Soul',
'Wraakzucht_Face', 'Wraakzucht_Womb',
'Wraakzucht_Blood'], anova_results_complete, tukey_results_complete)
Wraakzucht_Jaws
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0009 0.0009 False
classicism renaissance 0.0015 0.0003 0.0026 True
enlightenment renaissance 0.0015 0.0004 0.0026 True
----------------------------------------------------------
Wraakzucht_Mind
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0165 -0.0281 -0.0048 True
classicism renaissance 0.0018 -0.0125 0.0161 False
enlightenment renaissance 0.0183 0.0045 0.0321 True
-----------------------------------------------------------
Wraakzucht_Head
Multiple Comparison of Means - Tukey HSD,FWER=0.05
=========================================================
group1 group2 meandiff lower upper reject
---------------------------------------------------------
classicism enlightenment -0.0012 -0.016 0.0136 False
classicism renaissance 0.0246 0.0064 0.0427 True
enlightenment renaissance 0.0258 0.0082 0.0433 True
---------------------------------------------------------
Wraakzucht_Hair
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0009 -0.0028 0.0046 False
classicism renaissance 0.0079 0.0034 0.0125 True
enlightenment renaissance 0.007 0.0026 0.0114 True
----------------------------------------------------------
Wraakzucht_Tooth
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0008 -0.0026 0.001 False
classicism renaissance 0.0032 0.001 0.0054 True
enlightenment renaissance 0.004 0.0019 0.0061 True
----------------------------------------------------------
Wraakzucht_Wound
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0001 -0.0027 0.0026 False
classicism renaissance 0.0048 0.0015 0.008 True
enlightenment renaissance 0.0048 0.0017 0.008 True
----------------------------------------------------------
Wraakzucht_Cheeks
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0001 -0.0019 0.0021 False
classicism renaissance 0.0045 0.0021 0.007 True
enlightenment renaissance 0.0044 0.0021 0.0068 True
----------------------------------------------------------
Wraakzucht_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0032 -0.0144 0.008 False
classicism renaissance 0.0372 0.0235 0.051 True
enlightenment renaissance 0.0404 0.0272 0.0537 True
----------------------------------------------------------
Wraakzucht_Eyes
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0087 -0.0254 0.0079 False
classicism renaissance 0.0126 -0.0079 0.0331 False
enlightenment renaissance 0.0213 0.0016 0.041 True
----------------------------------------------------------
Wraakzucht_Senses
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0272 -0.0501 -0.0043 True
classicism renaissance -0.0053 -0.0334 0.0229 False
enlightenment renaissance 0.0219 -0.0052 0.0491 False
-----------------------------------------------------------
Wraakzucht_Mouth
Multiple Comparison of Means - Tukey HSD,FWER=0.05
=========================================================
group1 group2 meandiff lower upper reject
---------------------------------------------------------
classicism enlightenment -0.0027 -0.006 0.0007 False
classicism renaissance 0.0048 0.0006 0.0089 True
enlightenment renaissance 0.0074 0.0034 0.0114 True
---------------------------------------------------------
Wraakzucht_Breast
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0066 -0.0181 0.0049 False
classicism renaissance 0.0163 0.0021 0.0305 True
enlightenment renaissance 0.0229 0.0092 0.0365 True
----------------------------------------------------------
Wraakzucht_Hands
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0046 -0.0097 0.019 False
classicism renaissance 0.0219 0.0042 0.0396 True
enlightenment renaissance 0.0173 0.0002 0.0343 True
----------------------------------------------------------
Wraakzucht_Varia
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0056 -0.0156 0.0043 False
classicism renaissance 0.0073 -0.005 0.0195 False
enlightenment renaissance 0.0129 0.0011 0.0247 True
----------------------------------------------------------
Wraakzucht_Spirit
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0039 -0.0115 0.0038 False
classicism renaissance 0.0104 0.001 0.0198 True
enlightenment renaissance 0.0143 0.0052 0.0233 True
----------------------------------------------------------
Wraakzucht_Intestines
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0001 -0.0017 0.0014 False
classicism renaissance 0.0027 0.0008 0.0046 True
enlightenment renaissance 0.0028 0.001 0.0046 True
----------------------------------------------------------
Wraakzucht_Bile
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0002 -0.0019 0.0023 False
classicism renaissance 0.0027 0.0001 0.0052 True
enlightenment renaissance 0.0025 0.0 0.0049 True
----------------------------------------------------------
Wraakzucht_Neck
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0008 -0.0041 0.0026 False
classicism renaissance 0.0055 0.0013 0.0096 True
enlightenment renaissance 0.0062 0.0022 0.0102 True
----------------------------------------------------------
Wraakzucht_Brain
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0008 0.0008 False
classicism renaissance 0.001 0.0001 0.002 True
enlightenment renaissance 0.001 0.0001 0.0019 True
----------------------------------------------------------
Wraakzucht_Soul
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0317 -0.0633 -0.0001 True
classicism renaissance 0.0263 -0.0126 0.0652 False
enlightenment renaissance 0.058 0.0205 0.0955 True
-----------------------------------------------------------
Wraakzucht_Face
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0029 -0.0126 0.0067 False
classicism renaissance 0.0145 0.0025 0.0264 True
enlightenment renaissance 0.0174 0.0059 0.0289 True
----------------------------------------------------------
Wraakzucht_Womb
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0003 -0.003 0.0024 False
classicism renaissance 0.003 -0.0003 0.0063 False
enlightenment renaissance 0.0033 0.0001 0.0064 True
----------------------------------------------------------
Wraakzucht_Blood
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0101 -0.0251 0.0049 False
classicism renaissance 0.0228 0.0044 0.0413 True
enlightenment renaissance 0.0329 0.0151 0.0507 True
----------------------------------------------------------
In [96]:
plot_labels(data_complete, ['Wrevel_Tears'], anova_results_complete, tukey_results_complete)
Wrevel_Tears
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0052 -0.0102 -0.0001 True
classicism renaissance -0.0052 -0.0114 0.0011 False
enlightenment renaissance 0.0 -0.006 0.006 False
-----------------------------------------------------------
In [97]:
plot_labels(data_complete, ['Wroeging_Mind', 'Wroeging_Hair',
'Wroeging_Bones', 'Wroeging_Lips',
'Wroeging_Wound', 'Wroeging_Cheeks',
'Wroeging_Body', 'Wroeging_Senses',
'Wroeging_Bile', 'Wroeging_Neck',
'Wroeging_Soul', 'Wroeging_Sweat'], anova_results_complete, tukey_results_complete)
Wroeging_Mind
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0547 -0.0991 -0.0103 True
classicism renaissance 0.0003 -0.0543 0.055 False
enlightenment renaissance 0.055 0.0023 0.1077 True
-----------------------------------------------------------
Wroeging_Hair
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0054 0.0054 False
classicism renaissance 0.008 0.0013 0.0147 True
enlightenment renaissance 0.008 0.0016 0.0144 True
----------------------------------------------------------
Wroeging_Bones
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0051 0.0051 False
classicism renaissance 0.0061 -0.0001 0.0124 False
enlightenment renaissance 0.0061 0.0001 0.0122 True
----------------------------------------------------------
Wroeging_Lips
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0016 -0.0093 0.006 False
classicism renaissance 0.0086 -0.0009 0.018 False
enlightenment renaissance 0.0102 0.0011 0.0193 True
----------------------------------------------------------
Wroeging_Wound
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0014 -0.0085 0.0056 False
classicism renaissance 0.0111 0.0024 0.0198 True
enlightenment renaissance 0.0125 0.0042 0.0209 True
----------------------------------------------------------
Wroeging_Cheeks
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0047 0.0047 False
classicism renaissance 0.0097 0.0039 0.0155 True
enlightenment renaissance 0.0097 0.0041 0.0153 True
----------------------------------------------------------
Wroeging_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.014 -0.0298 0.0018 False
classicism renaissance 0.0136 -0.0059 0.033 False
enlightenment renaissance 0.0276 0.0088 0.0464 True
----------------------------------------------------------
Wroeging_Senses
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0223 -0.0474 0.0028 False
classicism renaissance 0.0038 -0.0271 0.0347 False
enlightenment renaissance 0.0261 -0.0037 0.0559 False
----------------------------------------------------------
Wroeging_Bile
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0052 0.0052 False
classicism renaissance 0.0063 -0.0 0.0127 False
enlightenment renaissance 0.0063 0.0002 0.0125 True
----------------------------------------------------------
Wroeging_Neck
Multiple Comparison of Means - Tukey HSD,FWER=0.05
=========================================================
group1 group2 meandiff lower upper reject
---------------------------------------------------------
classicism enlightenment 0.0 -0.02 0.02 False
classicism renaissance 0.0272 0.0026 0.0517 True
enlightenment renaissance 0.0272 0.0035 0.0508 True
---------------------------------------------------------
Wroeging_Soul
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0465 -0.0829 -0.01 True
classicism renaissance -0.0012 -0.0461 0.0437 False
enlightenment renaissance 0.0453 0.002 0.0885 True
----------------------------------------------------------
Wroeging_Sweat
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0 -0.0033 0.0033 False
classicism renaissance 0.005 0.001 0.009 True
enlightenment renaissance 0.005 0.0011 0.0088 True
----------------------------------------------------------
In [98]:
plot_labels(data_complete, ['Wrok_Lips', 'Wrok_Body',
'Wrok_Eyes', 'Wrok_Senses',
'Wrok_Mouth', 'Wrok_Breast',
'Wrok_Spirit', 'Wrok_Bile',
'Wrok_Soul'], anova_results_complete, tukey_results_complete)
Wrok_Lips
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0006 -0.0052 0.004 False
classicism renaissance 0.0051 -0.0006 0.0107 False
enlightenment renaissance 0.0057 0.0002 0.0112 True
----------------------------------------------------------
Wrok_Body
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.007 -0.0295 0.0155 False
classicism renaissance 0.0318 0.0041 0.0596 True
enlightenment renaissance 0.0388 0.0121 0.0656 True
----------------------------------------------------------
Wrok_Eyes
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0249 -0.0524 0.0026 False
classicism renaissance 0.0064 -0.0274 0.0402 False
enlightenment renaissance 0.0313 -0.0013 0.0639 False
----------------------------------------------------------
Wrok_Senses
Multiple Comparison of Means - Tukey HSD,FWER=0.05
===========================================================
group1 group2 meandiff lower upper reject
-----------------------------------------------------------
classicism enlightenment -0.0266 -0.0495 -0.0036 True
classicism renaissance -0.02 -0.0482 0.0083 False
enlightenment renaissance 0.0066 -0.0206 0.0338 False
-----------------------------------------------------------
Wrok_Mouth
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0112 -0.0252 0.0028 False
classicism renaissance 0.0047 -0.0126 0.0219 False
enlightenment renaissance 0.0158 -0.0008 0.0325 False
----------------------------------------------------------
Wrok_Breast
Multiple Comparison of Means - Tukey HSD,FWER=0.05
=========================================================
group1 group2 meandiff lower upper reject
---------------------------------------------------------
classicism enlightenment 0.0013 -0.034 0.0365 False
classicism renaissance 0.0528 0.0094 0.0962 True
enlightenment renaissance 0.0516 0.0097 0.0934 True
---------------------------------------------------------
Wrok_Spirit
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0004 -0.0225 0.0217 False
classicism renaissance 0.0307 0.0035 0.058 True
enlightenment renaissance 0.0311 0.0048 0.0574 True
----------------------------------------------------------
Wrok_Bile
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment 0.0024 -0.018 0.0228 False
classicism renaissance 0.0253 0.0002 0.0505 True
enlightenment renaissance 0.023 -0.0012 0.0472 False
----------------------------------------------------------
Wrok_Soul
Multiple Comparison of Means - Tukey HSD,FWER=0.05
==========================================================
group1 group2 meandiff lower upper reject
----------------------------------------------------------
classicism enlightenment -0.0112 -0.0487 0.0262 False
classicism renaissance 0.0418 -0.0043 0.088 False
enlightenment renaissance 0.0531 0.0086 0.0976 True
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Content source: NLeSC/embodied-emotions-scripts
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