http://jupyter.readthedocs.io/en/latest/install.html#id3
jupyter notebook
In [17]:
%matplotlib inline
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
import scipy as scipy
sns.set_style("whitegrid")
We now import the data using read_csv()
In [2]:
k_rolls = pd.read_csv("../data_and_papers_reproducibility/Kitchen_Rolls.csv")
k_rolls
Out[2]:
ParticipantNumber
Condition
q1_check
q2_check
q1_NEO
q2_NEO
q3_NEO
q4_NEO
q5_NEO
q6_NEO
...
q12_NEO
mean_NEO
q3_check
q4_check
Include
Rotation
Age
Sex
Student
Major.Occupation
0
1
1
2
6
4
2
1
3
4
4
...
5
0.666667
5
5
True
counter
25
M
Y
Rechten
1
2
2
3
5
5
3
4
4
3
5
...
4
1.166667
8
1
True
clock
20
F
Y
Taal- en Cultuurstudies
2
3
3
7
3
4
2
4
4
4
5
...
4
0.833333
7
2
True
counter
25
F
Y
Politicologie
3
4
4
4
5
3
3
2
2
2
3
...
3
0.000000
7
4
True
clock
19
F
Y
Psychologie
4
5
1
3
3
1
1
1
3
3
4
...
2
-0.250000
5
2
True
counter
20
F
Y
Geneeskunde
5
6
2
3
1
3
5
4
5
4
5
...
2
0.833333
6
2
True
clock
26
F
Y
Communicatiewetenschap
6
7
3
4
7
5
4
2
5
4
4
...
4
0.666667
5
7
True
counter
23
M
Y
Psychobiologie
7
8
4
7
2
4
5
4
3
3
3
...
4
0.833333
7
4
True
clock
22
F
Y
Psychologie
8
9
1
5
3
5
4
4
4
4
5
...
4
0.916667
7
6
True
counter
18
F
Y
x
9
10
2
4
6
4
4
2
2
4
4
...
4
0.833333
8
2
True
clock
19
F
Y
Sociologie
10
11
3
4
2
2
2
2
4
4
4
...
3
0.250000
7
2
True
counter
24
F
Y
Psychologie
11
12
4
7
2
3
1
4
5
4
4
...
2
0.750000
8
2
True
clock
20
F
Y
Psychobiologie
12
13
1
6
3
4
3
2
5
3
4
...
4
0.666667
6
4
True
counter
21
F
Y
Psychobiologie
13
14
2
3
5
4
4
2
3
3
3
...
2
0.333333
5
5
True
clock
19
F
Y
Psychologie
14
15
3
4
5
3
4
5
5
4
4
...
4
0.833333
3
7
True
counter
21
F
N
Tekenaar
15
16
4
7
4
5
2
3
4
4
3
...
5
0.750000
7
3
True
clock
19
F
Y
Pedagogische Wetenschappen
16
17
1
4
5
1
2
2
4
3
4
...
3
-0.166667
7
1
True
counter
21
F
Y
Oudheidkunde
17
18
2
0
3
4
1
1
5
2
5
...
4
0.250000
6
4
True
clock
26
F
Y
Bestuurskunde
18
19
3
2
2
5
3
4
4
4
4
...
4
0.916667
5
4
True
counter
21
M
Y
Psychologie & Wijsbegeerte
19
20
4
0
6
5
5
4
5
5
5
...
5
1.833333
8
5
True
clock
23
M
Y
Psychologie
20
21
1
0
5
3
3
4
4
3
3
...
5
0.916667
6
6
True
counter
41
F
N
Boekhouder
21
23
3
3
4
5
5
5
5
5
3
...
5
1.666667
5
7
True
counter
25
M
Y
History & Philosophy of Science
22
24
4
6
2
4
4
4
3
5
4
...
4
1.083333
7
4
True
clock
31
F
Y
Psychologie
23
25
1
3
5
1
2
3
4
2
1
...
1
0.166667
7
2
True
counter
22
F
Y
Algemene Sociale Wetenschappen
24
26
2
1
7
1
1
1
3
1
3
...
1
-0.583333
7
0
True
clock
19
F
Y
Psychologie
25
27
3
4
0
5
1
2
2
3
5
...
5
0.666667
8
1
True
counter
23
M
Y
Psychobiologie
26
28
4
5
7
3
3
3
2
2
4
...
2
-0.250000
8
3
True
clock
19
F
Y
Psychologie
27
29
1
4
4
5
5
5
4
5
5
...
4
1.083333
6
5
True
counter
19
M
Y
Psychobiologie
28
30
2
0
1
4
4
3
4
4
2
...
3
0.583333
3
6
True
clock
21
F
Y
Taal & Communicatie
29
31
3
1
7
5
3
4
4
4
5
...
4
1.083333
3
8
True
counter
21
F
Y
Psychobiologie & Wijsbegeerte
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
72
79
3
3
3
4
3
1
3
4
4
...
4
0.666667
7
1
True
counter
18
F
Y
Psychologie
73
80
4
2
2
5
4
4
4
4
4
...
4
1.166667
7
2
True
clock
24
M
Y
Spaanse Taal & Cultuur
74
81
1
1
8
4
2
4
2
2
4
...
3
0.416667
4
3
True
counter
20
F
Y
Communicatiewetenschap
75
82
2
5
1
5
5
5
4
3
4
...
4
1.583333
7
4
True
clock
19
F
Y
Geschiedenis
76
83
3
4
3
4
4
2
2
2
4
...
3
0.250000
8
3
True
counter
27
F
N
x
77
85
1
3
4
2
2
1
4
1
3
...
2
-0.250000
7
5
True
counter
21
F
Y
Biomedical Sciences
78
86
2
2
2
4
3
2
2
3
3
...
4
0.500000
8
2
True
clock
22
F
Y
Psychobiologie
79
87
3
4
4
3
3
2
4
3
2
...
2
0.083333
7
3
True
counter
20
F
Y
Biomedisch
80
88
4
6
7
2
5
4
2
4
3
...
3
0.750000
7
7
True
clock
28
F
Y
Psychologie
81
89
1
8
0
5
4
4
4
2
5
...
2
0.916667
9
1
True
counter
18
F
Y
Psychologie
82
90
2
7
8
4
2
1
3
2
5
...
2
0.250000
5
6
True
clock
21
F
Y
Psychobiologie
83
91
3
6
6
5
5
5
5
5
5
...
5
2.000000
4
7
True
counter
25
F
Y
ACW/Kunstgeschiedenis
84
92
4
3
5
4
5
4
3
5
5
...
3
1.250000
6
5
True
clock
19
F
Y
Nederlands
85
93
1
6
5
5
4
4
5
3
3
...
4
1.083333
7
3
True
counter
22
M
Y
Psychobiologie
86
94
2
3
2
4
3
2
4
2
3
...
2
0.083333
5
4
True
clock
19
F
Y
Psychologie
87
95
3
3
6
5
5
4
4
3
3
...
2
0.583333
7
3
True
counter
21
F
Y
Psychologie
88
97
1
3
5
4
2
4
2
4
4
...
5
0.833333
7
2
True
counter
20
M
Y
Media & Cultuur
89
98
2
0
4
5
5
4
2
5
5
...
5
1.166667
6
4
True
clock
25
M
Y
Bestuurs- en Organisatiewetenschappen
90
99
3
1
7
5
2
2
4
4
4
...
5
1.000000
5
3
True
counter
21
F
Y
Psychologie
91
101
1
3
7
5
4
2
5
4
5
...
4
1.000000
5
4
True
counter
19
M
Y
Psychobiologie
92
102
2
2
6
1
1
1
5
2
5
...
4
0.000000
5
3
True
clock
20
M
Y
Psychobiologie
93
103
3
5
0
4
4
3
4
3
5
...
2
0.666667
6
4
True
counter
19
F
Y
Psychologie
94
105
1
4
4
4
4
4
4
4
3
...
2
0.750000
4
7
True
counter
22
F
Y
Psychobiologie
95
106
2
4
2
3
1
1
4
3
5
...
3
0.333333
7
3
True
clock
19
F
Y
Psychobiologie
96
107
3
5
7
5
3
4
4
4
5
...
5
1.250000
8
0
True
counter
20
M
Y
Psychologie
97
109
1
6
4
4
1
1
4
2
4
...
2
0.083333
3
7
True
counter
19
F
Y
ASW
98
110
2
0
10
5
4
2
5
4
2
...
2
1.000000
4
0
True
clock
22
F
Y
Psychologie
99
111
3
5
5
5
4
4
4
4
5
...
5
1.333333
7
1
True
counter
22
M
Y
Psychobiologie en filosofie
100
113
1
0
10
5
5
1
2
2
5
...
4
0.333333
5
10
True
counter
27
M
Y
Economie
101
115
3
2
6
5
4
2
4
4
5
...
3
1.166667
7
4
True
counter
18
F
Y
Psychologie
102 rows × 25 columns
In [3]:
k_rolls_clock = k_rolls[k_rolls["Rotation"] == "clock"]
k_rolls_counter = k_rolls[k_rolls["Rotation"] == "counter"]
# k_rolls_counter
In [16]:
ax = sns.swarmplot(x="Rotation", y="mean_NEO", color = "coral" , data=k_rolls)
ax = sns.boxplot(x="Rotation", y="mean_NEO",hue="Rotation", palette="muted", data=k_rolls)
plt.show()
In [24]:
clock_scores = k_rolls_clock["mean_NEO"].values
counter_scores = k_rolls_counter["mean_NEO"].values
# run the t-test
scipy.stats.ttest_ind(clock_scores, counter_scores)
Out[24]:
Ttest_indResult(statistic=-0.75360532612302222, pvalue=0.45285696533484487)
Content source: b-klaus/reproducibility_tutorial
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