Home/Talla/Could MBTI® be coupled with Spiral Dynamics?

Could MBTI® be coupled with Spiral Dynamics?

We received this question after the publication of articles Simple SDTEST^® Gives Great Possibilities and Mathematical Psychology. The Myers-Briggs Type Indicator (MBTI^®) and Spiral Dynamics are two systems that categorize personality traits and motivational values, respectively. This article is dedicated to answering this question. It will show with a real example how to use the SDTEST^® V.U.C.A. poll designer.

Brief Overviews of the Systems

MBTI^® categorizes personality into 16 types based on preferences across four dichotomies: Extraversion/Introversion, Sensing/Intuition, Thinking/Feeling, and Judging/Perceiving. It has been extensively validated and applied in career development, leadership, and team-building.

Spiral Dynamics maps the evolution of motivational value systems in a spectrum of colors or levels, from basic survivalist Beige to holistic-minded Turquoise. It builds on Clare Graves' theory of levels of human existence and has been used extensively in organizational development and coaching. SDTEST^®has 86971 results from 171 countries, results clustered into 8031 unique motivational patterns.

While both systems group people into "types", MBTI^® reflects non-hierarchical preferences while Spiral Dynamics depicts hierarchical development.

Possible Connections Between the Systems

Some relationships could potentially be theorized between MBTI^® types and Spiral levels based on apparent similarities in focus:

Intuitive types (N) may gravitate toward the holistic Yellow and Turquoise levels.
Sensing types (S) match the practical Red and Blue levels.
Thinking types (T) resonate with the objective, logical Orange level.
Feeling types (F) align with the harmonic Green level.

So Intuitive, Feeling types like INFJ could speculatively be associated with later Green and Yellow Spiral levels, while Sensing, Thinking types such as ISTJ fit earlier Blue and Orange levels.

Studying the correlation between Spiral Dynamics developmental stages and MBTI^® personality types could potentially yield some useful insights, but it also has limitations:

Potential benefits:

Seeing relationships between motivational values and personality preferences - e.g., Achiever Orange correlated with Thinking preference
Understanding interactions between developmental level and type - e.g., how INFJs may express differently at different Spiral levels
Explaining tensions within types via value differences - e.g., INTJs driven by power versus achievement
Mapping types/functions to transitional stages - e.g., Intuition in late Orange, Feeling in early Green

Limitations:

Differences in goals and validation of the two systems
Individuals express both multiple values and multifaceted personalities
Correlations may reinforce stereotypes about both frameworks

Intriguing connections may emerge, directly linking MBTI^® types to Spiral Dynamics levels.

The SDTEST^® V.U.C.A. poll designer

The SDTEST^® V.U.C.A. poll designer is as simple as Google Forms. Watch this two-minute video to get acquainted and compare. The main difference of the SDTEST® V.U.C.A. poll designer is the presence of an independent multilingual UI for changing the site language and poll form. If, for example, your primary site language is English, and you do the poll in 6 international UN languages, then you only need to use the language change window for the poll form. If you are doing this work together with colleagues whose primary language is Arabic, Chinese, Spanish, German, French, or other languages, then for their convenience, they can change the language of the site.

Create and share your Poll (MBTI^®)

Now you know the functionality of the Designer, and you can create your own, for example, MBTI^®.

We invite you to look “under the hood” of the poll Psychological Wellbeing (by Carol D. Ryff) we have already created. Developed by psychologist Carol D. Ryff, the 42-item Psychological Wellbeing (PWB) Scale. Source: Ryff, Carol D., Psychological Well-Being Revisited: Advances in Science and Practice, NIH Public Access, Psychother Psychosom, Vol.83, No.1, Pp.31, (2014). Watch the next two-minute video.

Now you need to share the link to your survey, and survey participants choose the language in which they are comfortable answering the questions. Watch the next one-minute video.

Poll results and their analysis

We do not have the results of the MBTI^® poll, so for example, we will use the poll “Psychological Wellbeing (by Carol D. Ryff)“ we used above.

Below you can read an abridged version of the results of our VUCA poll “Psychological Wellbeing (by Carol D. Ryff)“. The full version of the results is available for free in the FAQ section after login or registration.

Abinci na hankali

Charts Hulda

VUCA

M darajar da hulda coefficient

Rarraba al'ada, ta William Gubetes (Dalibi) r = 0.0479

Rarraba ba rarraba ba, da Spearman r = 0.002

Nuna kawai sakamako > r = 0.0479

Rarrabuwa	Da ba al'ada ba	Na al'ada	Da ba al'ada ba	Na al'ada	Na al'ada	Na al'ada	Na al'ada	Na al'ada
Duk Tambayoyi Duk Tambayoyi 1) Autuwa (Nawa ka yarda ko sabani?) 2) Masarautar muhalli (nawa kuka yarda ko ba da yarda ba?) 3) Girma na mutum (nawa kuka yarda ko ba da yarda ba?) 4) Amintaccen dangantaka da wasu (nawa kuka yarda ko ba da yarda ba?) 5) Manufa a rayuwa (nawa kuka yarda ko ba da yarda ba?) 6) Yarda da kai (nawa kuka yarda ko ba da yarda ba?)
1) Autuwa (Nawa ka yarda ko sabani?)
Answer 1	-	Rauni korau -0.0539	Rauni kyau 0.0710	Rauni korau -0.0380	Rauni kyau 0.0410	Rauni korau -0.0584	Rauni korau -0.0103	Rauni kyau 0.0445
Answer 2	-	Rauni korau -0.0266	Rauni korau -0.0321	Rauni kyau 0.0187	Rauni kyau 0.0257	Rauni kyau 0.0054	Rauni korau -0.0317	Rauni kyau 0.0178
Answer 3	-	Rauni kyau 0.0399	Rauni korau -0.0302	Rauni kyau 0.0129	Rauni korau -0.0342	Rauni kyau 0.0097	Rauni kyau 0.0481	Rauni korau -0.0338
Answer 4	-	Rauni kyau 0.0429	Rauni korau -0.0129	Rauni kyau 0.0259	Rauni kyau 0.0024	Rauni korau -0.0144	Rauni korau -0.0521	Rauni kyau 0.0161
Answer 5	-	Rauni korau -0.0048	Rauni korau -0.0106	Rauni korau -0.0122	Rauni korau -0.0204	Rauni kyau 0.0735	Rauni kyau 0.0445	Rauni korau -0.0675
Answer 2	-	Rauni kyau 0.0544	Rauni korau -0.0338	Rauni kyau 0.0413	Rauni korau -0.0247	Rauni kyau 0.0107	Rauni korau -0.0087	Rauni korau -0.0278
Answer 6	-	Rauni kyau 0.0360	Rauni kyau 0.0250	Rauni korau -0.0343	Rauni korau -0.0610	Rauni kyau 0.0276	Rauni kyau 0.0229	Rauni kyau 0.0070
Autuwa (Nawa ka yarda ko sabani?)
Answer 7	-	Rauni kyau 0.0020	Rauni kyau 0.0318	Rauni kyau 0.0278	Rauni korau -0.0208	Rauni korau -0.0405	Rauni korau -0.0852	Rauni kyau 0.0839
Answer 8	-	Rauni korau -0.0552	Rauni korau -0.0005	Rauni kyau 0.0118	Rauni kyau 0.0441	Rauni korau -0.0125	Rauni kyau 0.0101	Rauni korau -0.0127
Answer 9	-	Rauni korau -0.0462	Rauni korau -0.0413	Rauni korau -0.0476	Rauni kyau 0.0034	Rauni kyau 0.0121	Rauni kyau 0.0628	Rauni kyau 0.0278
Answer 10	-	Rauni kyau 0.0358	Rauni kyau 0.0288	Rauni kyau 0.0145	Rauni korau -0.0020	Rauni korau -0.0272	Rauni kyau 0.0135	Rauni korau -0.0379
Answer 11	-	Rauni kyau 0.0395	Rauni kyau 0.0005	Rauni korau -0.0327	Rauni kyau 0.0107	Rauni kyau 0.0509	Rauni kyau 0.0187	Rauni korau -0.0719
Answer 8	-	Rauni kyau 0.0618	Rauni korau -0.0357	Rauni kyau 0.0324	Rauni korau -0.0559	Rauni kyau 0.0332	Rauni korau -0.0050	Rauni korau -0.0183
Answer 12	-	Rauni kyau 0.0481	Rauni kyau 0.0249	Rauni korau -0.0122	Rauni korau -0.0161	Rauni kyau 0.0193	Rauni kyau 3.59E-5	Rauni korau -0.0342
Autuwa (Nawa ka yarda ko sabani?)
Answer 13	-	Rauni kyau 0.0679	Rauni kyau 0.0184	Rauni kyau 0.0372	Rauni korau -0.0538	Rauni kyau 0.0424	Rauni korau -0.0237	Rauni korau -0.0565
Answer 14	-	Rauni kyau 0.0604	Rauni kyau 0.0217	Rauni kyau 0.0388	Rauni kyau 0.0208	Rauni korau -0.0191	Rauni korau -0.0279	Rauni korau -0.0639
Answer 15	-	Rauni korau -0.0150	Rauni korau -0.0173	Rauni korau -0.0348	Rauni kyau 0.0810	Rauni kyau 0.0068	Rauni kyau 0.0190	Rauni korau -0.0519
Answer 16	-	Rauni korau -0.0173	Rauni kyau 0.0119	Rauni korau -0.0348	Rauni korau -0.0209	Rauni kyau 0.0058	Rauni korau -0.0041	Rauni kyau 0.0537
Answer 17	-	Rauni kyau 0.0153	Rauni kyau 0.0431	Rauni korau -0.0250	Rauni korau -0.0239	Rauni korau -0.0126	Rauni kyau 0.0408	Rauni korau -0.0111
Answer 14	-	Rauni korau -0.0426	Rauni korau -0.0312	Rauni kyau 0.0078	Rauni kyau 0.0114	Rauni korau -0.0480	Rauni kyau 0.0323	Rauni kyau 0.0457
Answer 18	-	Rauni korau -0.0509	Rauni korau -0.0331	Rauni kyau 0.0186	Rauni korau -0.0565	Rauni kyau 0.0392	Rauni korau -0.0373	Rauni kyau 0.0855
Autuwa (Nawa ka yarda ko sabani?)
Answer 19	-	Rauni korau -0.0236	Rauni kyau 0.0373	Rauni kyau 0.0098	Rauni korau -0.0473	Rauni korau -0.0247	Rauni korau -0.0355	Rauni kyau 0.0817
Answer 20	-	Rauni korau -0.0540	Rauni korau -0.0213	Rauni korau -0.0042	Rauni kyau 0.0087	Rauni korau -0.0068	Rauni kyau 0.0105	Rauni kyau 0.0409
Answer 21	-	Rauni kyau 0.0436	Rauni korau -0.0448	Rauni korau -0.0076	Rauni kyau 0.0621	Rauni korau -0.0204	Rauni kyau 0.0508	Rauni korau -0.0773
Answer 22	-	Rauni kyau 0.0160	Rauni kyau 0.0102	Rauni kyau 0.0166	Rauni korau -0.0107	Rauni korau -0.0147	Rauni korau -0.0177	Rauni kyau 0.0072
Answer 23	-	Rauni korau -0.0037	Rauni korau -0.0192	Rauni korau -0.0177	Rauni korau -0.0173	Rauni kyau 0.0747	Rauni korau -0.0056	Rauni korau -0.0187
Answer 20	-	Rauni kyau 0.0572	Rauni kyau 0.0256	Rauni kyau 0.0022	Rauni kyau 0.0044	Rauni kyau 0.0674	Rauni korau -0.0089	Rauni korau -0.1152
Answer 24	-	Rauni kyau 0.0438	Rauni kyau 0.0467	Rauni korau -0.0053	Rauni kyau 0.0026	Rauni korau -0.0285	Rauni kyau 0.0022	Rauni korau -0.0261
Autuwa (Nawa ka yarda ko sabani?)
Answer 25	-	Rauni kyau 0.0841	Rauni kyau 0.0317	Rauni korau -0.0140	Rauni korau -0.0304	Rauni kyau 0.0428	Rauni korau -0.0261	Rauni korau -0.0529
Answer 26	-	Rauni kyau 0.0308	Rauni korau -0.0184	Rauni kyau 0.0298	Rauni korau -0.0610	Rauni kyau 0.0254	Rauni kyau 0.0098	Rauni korau -0.0086
Answer 27	-	Rauni korau -0.0195	Rauni korau -0.0340	Rauni korau -5.56E-5	Rauni korau -0.0196	Rauni kyau 0.0341	Rauni kyau 0.0033	Rauni kyau 0.0201
Answer 28	-	Rauni kyau 0.0325	Rauni kyau 0.0406	Rauni kyau 0.0293	Rauni kyau 0.0103	Rauni korau -0.0267	Rauni korau -0.0202	Rauni korau -0.0363
Answer 29	-	Rauni korau -0.0119	Rauni kyau 0.0001	Rauni korau -0.0255	Rauni kyau 0.0221	Rauni kyau 0.0393	Rauni korau -0.0345	Rauni kyau 0.0003
Answer 26	-	Rauni korau -0.0057	Rauni korau -0.0322	Rauni korau -0.0239	Rauni korau -0.0006	Rauni korau -0.0074	Rauni kyau 0.0521	Rauni kyau 0.0068
Answer 30	-	Rauni korau -0.0680	Rauni kyau 0.0290	Rauni kyau 0.0009	Rauni kyau 0.0668	Rauni korau -0.0820	Rauni korau -0.0036	Rauni kyau 0.0400
Autuwa (Nawa ka yarda ko sabani?)
Answer 31	-	Rauni kyau 0.0916	Rauni kyau 0.0287	Rauni korau -0.0110	Rauni korau -0.0580	Rauni kyau 0.0545	Rauni kyau 0.0077	Rauni korau -0.0723
Answer 32	-	Rauni kyau 0.0602	Rauni kyau 0.0258	Rauni kyau 0.0160	Rauni korau -0.0098	Rauni kyau 0.0094	Rauni korau -0.0069	Rauni korau -0.0591
Answer 33	-	Rauni korau -0.0547	Rauni korau -0.0449	Rauni korau -0.0043	Rauni kyau 0.0318	Rauni kyau 0.0499	Rauni korau -0.0071	Rauni korau -0.0050
Answer 34	-	Rauni kyau 0.0192	Rauni korau -0.0084	Rauni kyau 0.0005	Rauni korau -0.0209	Rauni korau -0.0613	Rauni kyau 0.0294	Rauni kyau 0.0486
Answer 35	-	Rauni korau -0.0439	Rauni korau -0.0279	Rauni korau -0.0113	Rauni kyau 0.0254	Rauni korau -0.0151	Rauni kyau 0.0283	Rauni kyau 0.0191
Answer 32	-	Rauni korau -0.0445	Rauni korau -0.0228	Rauni korau -0.0173	Rauni kyau 0.0451	Rauni korau -0.0545	Rauni kyau 0.0153	Rauni kyau 0.0492
Answer 36	-	Rauni korau -0.0217	Rauni kyau 0.0518	Rauni kyau 0.0234	Rauni korau -0.0221	Rauni kyau 0.0049	Rauni korau -0.0570	Rauni kyau 0.0283
Autuwa (Nawa ka yarda ko sabani?)
Answer 37	-	Rauni korau -0.0524	Rauni kyau 0.0358	Rauni kyau 0.0540	Rauni kyau 0.0226	Rauni korau -0.0694	Rauni korau -0.0738	Rauni kyau 0.0691
Answer 38	-	Rauni korau -0.0089	Rauni korau -0.0420	Rauni korau -0.0307	Rauni kyau 0.0076	Rauni kyau 0.0121	Rauni kyau 0.0735	Rauni korau -0.0220
Answer 39	-	Rauni korau -0.0068	Rauni kyau 0.0103	Rauni korau -0.0283	Rauni korau -0.0184	Rauni kyau 0.0494	Rauni kyau 0.0172	Rauni korau -0.0193
Answer 40	-	Rauni kyau 0.0508	Rauni korau -0.0177	Rauni kyau 0.0101	Rauni korau -0.0215	Rauni kyau 0.0130	Rauni kyau 0.0140	Rauni korau -0.0351
Answer 41	-	Rauni kyau 0.0314	Rauni korau -0.0029	Rauni korau -0.0237	Rauni kyau 0.0311	Rauni kyau 0.0059	Rauni kyau 0.0151	Rauni korau -0.0478
Answer 38	-	Rauni kyau 0.0380	Rauni kyau 0.0123	Rauni kyau 0.0097	Rauni korau -0.0175	Rauni kyau 0.0204	Rauni korau -0.0410	Rauni korau -0.0051
Answer 42	-	Rauni kyau 0.0440	Rauni kyau 0.0063	Rauni korau -0.0225	Rauni korau -0.0365	Rauni kyau 0.0284	Rauni korau -0.0154	Rauni kyau 0.0093
2) Masarautar muhalli (nawa kuka yarda ko ba da yarda ba?)
Answer 43	-	Rauni korau -0.0466	Rauni korau -0.0227	Rauni kyau 0.0106	Rauni kyau 0.0787	Rauni korau -0.0416	Rauni korau -0.1026	Rauni kyau 0.0848
Answer 44	-	Rauni korau -0.0044	Rauni korau -0.0087	Rauni kyau 0.0029	Rauni korau -0.0302	Rauni kyau 0.0107	Rauni kyau 0.0301	Rauni korau -0.0043
Answer 45	-	Rauni kyau 0.0255	Rauni korau -0.0351	Rauni korau -0.0071	Rauni korau -0.0159	Rauni korau -0.0092	Rauni kyau 0.0875	Rauni korau -0.0388
Answer 46	-	Rauni kyau 0.0078	Rauni korau -0.0040	Rauni korau -0.0103	Rauni korau -0.0202	Rauni korau -0.0020	Rauni korau -0.0083	Rauni kyau 0.0402
Answer 47	-	Rauni kyau 0.0079	Rauni kyau 0.0305	Rauni kyau 0.0118	Rauni korau -0.0075	Rauni kyau 0.0195	Rauni korau -0.0028	Rauni korau -0.0421
Answer 44	-	Rauni kyau 0.0416	Rauni kyau 0.0223	Rauni korau -0.0220	Rauni korau -0.0115	Rauni kyau 0.0703	Rauni kyau 0.0069	Rauni korau -0.0830
Answer 48	-	Rauni kyau 0.0062	Rauni kyau 0.1022	Rauni kyau 0.0080	Rauni korau -0.0356	Rauni korau -0.0150	Rauni kyau 0.0118	Rauni korau -0.0326
Masarautar muhalli (nawa kuka yarda ko ba da yarda ba?)
Answer 49	-	Rauni kyau 0.0623	Rauni kyau 0.0857	Rauni kyau 0.0484	Rauni korau -0.0770	Rauni kyau 0.0032	Rauni korau -0.0333	Rauni korau -0.0330
Answer 50	-	Rauni kyau 0.0667	Rauni kyau 0.0340	Rauni korau -0.0286	Rauni korau -0.0331	Rauni kyau 0.0129	Rauni kyau 0.0693	Rauni korau -0.0743
Answer 51	-	Rauni korau -0.0070	Rauni korau -0.0342	Rauni kyau 0.0131	Rauni kyau 0.0146	Rauni kyau 0.0001	Rauni kyau 0.0160	Rauni korau -0.0159
Answer 52	-	Rauni kyau 0.0134	Rauni kyau 0.0021	Rauni korau -0.0009	Rauni korau -0.0082	Rauni kyau 0.0003	Rauni korau -0.0049	Rauni kyau 0.0032
Answer 53	-	Rauni korau -0.0071	Rauni kyau 0.0202	Rauni kyau 0.0047	Rauni kyau 0.0077	Rauni korau -0.0091	Rauni korau -0.0159	Rauni kyau 0.0007
Answer 50	-	Rauni korau -0.0542	Rauni korau -0.0806	Rauni korau -0.0030	Rauni korau -0.0010	Rauni kyau 0.0086	Rauni kyau 0.0131	Rauni kyau 0.0681
Answer 54	-	Rauni korau -0.0557	Rauni korau -0.0005	Rauni korau -0.0198	Rauni kyau 0.0756	Rauni korau -0.0168	Rauni korau -0.0584	Rauni kyau 0.0446
Masarautar muhalli (nawa kuka yarda ko ba da yarda ba?)
Answer 55	-	Rauni kyau 0.0566	Rauni kyau 0.0930	Rauni kyau 0.0460	Rauni korau -0.0774	Rauni korau -0.0070	Rauni korau -0.0375	Rauni korau -0.0184
Answer 56	-	Rauni kyau 0.0107	Rauni kyau 0.0553	Rauni korau -0.0102	Rauni korau -0.0519	Rauni kyau 0.0341	Rauni kyau 0.0329	Rauni korau -0.0403
Answer 57	-	Rauni kyau 0.0518	Rauni korau -0.0311	Rauni korau -0.0023	Rauni korau -0.0193	Rauni kyau 0.0130	Rauni kyau 0.0186	Rauni korau -0.0213
Answer 58	-	Rauni kyau 0.0181	Rauni kyau 0.0393	Rauni korau -0.0092	Rauni korau -0.0033	Rauni korau -0.0443	Rauni kyau 0.0303	Rauni korau -0.0081
Answer 59	-	Rauni korau -0.0516	Rauni korau -0.0260	Rauni korau -0.0108	Rauni kyau 0.0542	Rauni kyau 0.0079	Rauni kyau 0.0171	Rauni korau -0.0156
Answer 56	-	Rauni korau -0.0457	Rauni korau -0.0563	Rauni kyau 0.0434	Rauni kyau 0.0108	Rauni korau -0.0268	Rauni korau -0.0166	Rauni kyau 0.0534
Answer 60	-	Rauni korau -0.0372	Rauni korau -0.0450	Rauni korau -0.0477	Rauni kyau 0.0758	Rauni kyau 0.0175	Rauni korau -0.0502	Rauni kyau 0.0441
Masarautar muhalli (nawa kuka yarda ko ba da yarda ba?)
Answer 61	-	Rauni kyau 0.0112	Rauni korau -0.0542	Rauni kyau 0.0068	Rauni korau -0.0001	Rauni kyau 0.0037	Rauni korau -0.0550	Rauni kyau 0.0646
Answer 62	-	Rauni korau -0.0428	Rauni korau -0.0706	Rauni kyau 0.0175	Rauni kyau 0.0443	Rauni kyau 0.0056	Rauni korau -0.0435	Rauni kyau 0.0390
Answer 63	-	Rauni kyau 0.0091	Rauni kyau 0.0216	Rauni korau -0.0231	Rauni korau -0.0161	Rauni kyau 0.0090	Rauni kyau 0.0303	Rauni korau -0.0183
Answer 64	-	Rauni kyau 0.0573	Rauni kyau 0.0433	Rauni korau -0.0208	Rauni korau -0.0258	Rauni korau -0.0296	Rauni kyau 0.0315	Rauni korau -0.0153
Answer 65	-	Rauni korau -0.0143	Rauni kyau 0.0264	Rauni korau -0.0080	Rauni kyau 0.0036	Rauni kyau 0.0073	Rauni kyau 0.0602	Rauni korau -0.0593
Answer 62	-	Rauni korau -0.0031	Rauni kyau 0.0605	Rauni korau -0.0048	Rauni kyau 0.0021	Rauni korau -0.0079	Rauni kyau 0.0341	Rauni korau -0.0543
Answer 66	-	Rauni kyau 0.0055	Rauni kyau 0.0628	Rauni kyau 0.0381	Rauni korau -0.0464	Rauni kyau 0.0016	Rauni korau -0.0188	Rauni korau -0.0136
Masarautar muhalli (nawa kuka yarda ko ba da yarda ba?)
Answer 67	-	Rauni kyau 0.0368	Rauni kyau 0.0410	Rauni kyau 0.0485	Rauni korau -0.0699	Rauni korau -0.0565	Rauni korau -0.0127	Rauni kyau 0.0450
Answer 68	-	Rauni kyau 0.0110	Rauni kyau 0.0604	Rauni kyau 0.0086	Rauni korau -0.0500	Rauni korau -0.0273	Rauni kyau 0.0175	Rauni kyau 0.0106
Answer 69	-	Rauni kyau 0.0194	Rauni korau -0.0332	Rauni kyau 0.0200	Rauni korau -0.0757	Rauni kyau 0.0123	Rauni kyau 0.0038	Rauni kyau 0.0463
Answer 70	-	Rauni korau -0.0120	Rauni kyau 0.0067	Rauni kyau 0.0050	Rauni korau -0.0450	Rauni korau -0.0075	Rauni kyau 0.0402	Rauni kyau 0.0176
Answer 71	-	Rauni korau -0.0352	Rauni korau -0.0029	Rauni kyau 0.0054	Rauni kyau 0.0015	Rauni kyau 0.0145	Rauni kyau 0.0086	Rauni korau -0.0063
Answer 68	-	Rauni korau -0.0236	Rauni korau -0.0590	Rauni korau -0.0536	Rauni kyau 0.0447	Rauni kyau 0.0348	Rauni kyau 0.0549	Rauni korau -0.0255
Answer 72	-	Rauni kyau 0.0067	Rauni kyau 0.0010	Rauni korau -0.0144	Rauni kyau 0.1440	Rauni kyau 0.0135	Rauni korau -0.0976	Rauni korau -0.0629
Masarautar muhalli (nawa kuka yarda ko ba da yarda ba?)
Answer 73	-	Rauni korau -0.0220	Rauni kyau 0.0011	Rauni kyau 0.0005	Rauni kyau 0.1114	Rauni kyau 0.0015	Rauni korau -0.1274	Rauni kyau 0.0101
Answer 74	-	Rauni korau -0.0294	Rauni korau -0.0442	Rauni kyau 0.0317	Rauni korau -0.0146	Rauni korau -0.0305	Rauni kyau 0.0631	Rauni kyau 0.0084
Answer 75	-	Rauni korau -0.0054	Rauni korau -0.0023	Rauni korau -0.0335	Rauni korau -0.0477	Rauni kyau 0.0222	Rauni kyau 0.0587	Rauni kyau 0.0089
Answer 76	-	Rauni kyau 0.0528	Rauni kyau 0.0140	Rauni korau -0.0283	Rauni korau -0.0615	Rauni kyau 0.0111	Rauni kyau 0.0263	Rauni kyau 0.0108
Answer 77	-	Rauni kyau 0.0458	Rauni kyau 0.0186	Rauni kyau 0.0388	Rauni korau -0.0055	Rauni korau -0.0369	Rauni kyau 0.0003	Rauni korau -0.0354
Answer 74	-	Rauni kyau 0.0321	Rauni kyau 0.0272	Rauni korau -0.0216	Rauni korau -0.0317	Rauni kyau 0.0327	Rauni kyau 0.0118	Rauni korau -0.0268
Answer 78	-	Rauni korau -0.0301	Rauni kyau 0.0478	Rauni korau -0.0038	Rauni korau -0.0333	Rauni kyau 0.0290	Rauni kyau 0.0021	Rauni korau -0.0036
Masarautar muhalli (nawa kuka yarda ko ba da yarda ba?)
Answer 79	-	Rauni kyau 0.0511	Rauni kyau 0.0543	Rauni kyau 0.0244	Rauni korau -0.0919	Rauni kyau 0.0119	Rauni kyau 0.0328	Rauni korau -0.0349
Answer 80	-	Rauni kyau 0.0133	Rauni kyau 0.0537	Rauni korau -0.0002	Rauni korau -0.0384	Rauni korau -0.0100	Rauni kyau 0.0063	Rauni korau -0.0003
Answer 81	-	Rauni kyau 0.0467	Rauni korau -0.0165	Rauni korau -0.0084	Rauni korau -0.0365	Rauni kyau 0.0075	Rauni kyau 0.0390	Rauni korau -0.0149
Answer 82	-	Rauni korau -0.0146	Rauni korau -0.0117	Rauni kyau 0.0279	Rauni kyau 0.0102	Rauni korau -0.0108	Rauni kyau 0.0154	Rauni korau -0.0190
Answer 83	-	Rauni korau -0.0068	Rauni korau -0.0226	Rauni korau -0.0040	Rauni korau -0.0014	Rauni korau -0.0093	Rauni kyau 0.0293	Rauni kyau 0.0053
Answer 80	-	Rauni korau -0.0555	Rauni korau -0.0398	Rauni korau -0.0113	Rauni kyau 0.0446	Rauni kyau 0.0049	Rauni korau -0.0179	Rauni kyau 0.0350
Answer 84	-	Rauni korau -0.0313	Rauni korau -0.0107	Rauni korau -0.0181	Rauni kyau 0.0957	Rauni kyau 0.0037	Rauni korau -0.0899	Rauni kyau 0.0208
3) Girma na mutum (nawa kuka yarda ko ba da yarda ba?)
Answer 85	-	Rauni korau -0.0398	Rauni korau -0.1293	Rauni kyau 0.0024	Rauni korau -0.0013	Rauni korau -0.0434	Rauni korau -0.0186	Rauni kyau 0.1638
Answer 86	-	Rauni korau -0.0230	Rauni kyau 0.0634	Rauni korau -0.0002	Rauni kyau 0.0398	Rauni kyau 0.0298	Rauni kyau 0.0281	Rauni korau -0.1170
Answer 87	-	Rauni kyau 0.0706	Rauni kyau 0.0611	Rauni korau -0.0121	Rauni korau -0.0085	Rauni kyau 0.0466	Rauni korau -0.0038	Rauni korau -0.1063
Answer 88	-	Rauni kyau 0.0416	Rauni kyau 0.0629	Rauni korau -0.0094	Rauni korau -0.0452	Rauni kyau 0.0001	Rauni korau -0.0036	Rauni korau -0.0096
Answer 89	-	Rauni kyau 0.0047	Rauni kyau 0.0643	Rauni kyau 0.0209	Rauni korau -0.0118	Rauni korau -0.0188	Rauni kyau 0.0135	Rauni korau -0.0431
Answer 86	-	Rauni kyau 0.0242	Rauni kyau 0.0083	Rauni korau -0.0307	Rauni korau -0.0101	Rauni kyau 0.0278	Rauni kyau 0.0220	Rauni korau -0.0275
Answer 90	-	Rauni kyau 0.0234	Rauni kyau 0.0426	Rauni kyau 0.0311	Rauni korau -0.0363	Rauni korau -0.0222	Rauni korau -0.0327	Rauni kyau 0.0132
Girma na mutum (nawa kuka yarda ko ba da yarda ba?)
Answer 91	-	Rauni korau -0.0017	Rauni kyau 0.0005	Rauni kyau 0.0187	Rauni kyau 0.0300	Rauni korau -0.0235	Rauni korau -0.0061	Rauni korau -0.0168
Answer 92	-	Rauni kyau 0.0136	Rauni kyau 0.0253	Rauni korau -0.0066	Rauni kyau 0.0227	Rauni kyau 0.0267	Rauni korau -0.0327	Rauni korau -0.0392
Answer 93	-	Rauni kyau 0.0293	Rauni kyau 0.1182	Rauni korau -0.0151	Rauni korau -0.0353	Rauni kyau 0.0171	Rauni korau -0.0086	Rauni korau -0.0534
Answer 94	-	Rauni kyau 0.1143	Rauni kyau 0.0428	Rauni korau -0.0412	Rauni korau -0.0205	Rauni korau -0.0074	Rauni korau -0.0007	Rauni korau -0.0378
Answer 95	-	Rauni kyau 0.0513	Rauni kyau 0.0803	Rauni korau -0.0119	Rauni kyau 0.0180	Rauni korau -0.0006	Rauni kyau 0.0303	Rauni korau -0.1154
Answer 92	-	Rauni korau -0.0134	Rauni kyau 0.0497	Rauni korau -0.0251	Rauni kyau 0.0176	Rauni kyau 0.0192	Rauni kyau 0.0888	Rauni korau -0.1109
Answer 96	-	Rauni korau -0.0757	Rauni korau -0.1379	Rauni kyau 0.0374	Rauni korau -0.0256	Rauni korau -0.0129	Rauni korau -0.0565	Rauni kyau 0.1875
Girma na mutum (nawa kuka yarda ko ba da yarda ba?)
Answer 97	-	Rauni kyau 0.0569	Rauni kyau 0.0564	Rauni kyau 0.0248	Rauni korau -0.0371	Rauni korau -0.0095	Rauni korau -0.0297	Rauni korau -0.0210
Answer 98	-	Rauni kyau 0.0226	Rauni kyau 0.0451	Rauni kyau 0.0202	Rauni korau -0.0310	Rauni korau -0.0113	Rauni korau -0.0170	Rauni korau -0.0048
Answer 99	-	Rauni kyau 0.0143	Rauni kyau 0.0875	Rauni kyau 0.0013	Rauni korau -0.0280	Rauni kyau 0.0121	Rauni kyau 0.0254	Rauni korau -0.0729
Answer 100	-	Rauni kyau 0.1072	Rauni kyau 0.0273	Rauni korau -0.0196	Rauni korau -0.0157	Rauni kyau 0.0265	Rauni korau -0.0356	Rauni korau -0.0477
Answer 101	-	Rauni kyau 0.0674	Rauni kyau 0.0596	Rauni korau -0.0223	Rauni korau -0.0190	Rauni kyau 0.0207	Rauni kyau 0.0007	Rauni korau -0.0623
Answer 98	-	Rauni korau -0.0056	Rauni korau -0.0150	Rauni korau -0.0234	Rauni korau -0.0554	Rauni kyau 0.0267	Rauni kyau 0.0727	Rauni kyau 0.0018
Answer 102	-	Rauni korau -0.1147	Rauni korau -0.1051	Rauni kyau 0.0211	Rauni kyau 0.0939	Rauni korau -0.0404	Rauni korau -0.0311	Rauni kyau 0.0927
Girma na mutum (nawa kuka yarda ko ba da yarda ba?)
Answer 103	-	Rauni korau -0.0616	Rauni korau -0.0704	Rauni korau -0.0152	Rauni korau -0.0160	Rauni korau -0.0263	Rauni korau -0.0157	Rauni kyau 0.1488
Answer 104	-	Rauni korau -0.0133	Rauni kyau 0.0202	Rauni korau -0.0222	Rauni kyau 0.0456	Rauni kyau 0.0099	Rauni kyau 0.0235	Rauni korau -0.0583
Answer 105	-	Rauni kyau 0.0257	Rauni kyau 0.0344	Rauni korau -0.0124	Rauni kyau 0.0027	Rauni kyau 0.0762	Rauni kyau 0.0090	Rauni korau -0.1108
Answer 106	-	Rauni kyau 0.0787	Rauni kyau 0.0462	Rauni kyau 0.0113	Rauni korau -0.0127	Rauni korau -0.0213	Rauni korau -0.0102	Rauni korau -0.0452
Answer 107	-	Rauni kyau 0.0267	Rauni kyau 0.0254	Rauni kyau 0.0445	Rauni korau -0.0294	Rauni kyau 0.0005	Rauni korau -0.0105	Rauni korau -0.0341
Answer 104	-	Rauni kyau 0.0316	Rauni kyau 0.0468	Rauni kyau 0.0428	Rauni korau -0.0109	Rauni korau -0.0514	Rauni kyau 0.0362	Rauni korau -0.0555
Answer 108	-	Rauni kyau 0.0607	Rauni korau -0.0003	Rauni kyau 0.0658	Rauni korau -0.0440	Rauni korau -0.0054	Rauni korau -0.0466	Rauni korau -0.0067
Girma na mutum (nawa kuka yarda ko ba da yarda ba?)
Answer 109	-	Rauni kyau 0.0581	Rauni kyau 0.0923	Rauni kyau 0.0481	Rauni korau -0.0368	Rauni korau -0.0143	Rauni korau -0.0218	Rauni korau -0.0663
Answer 110	-	Rauni kyau 0.0220	Rauni kyau 0.0105	Rauni kyau 0.0504	Rauni kyau 0.0119	Rauni korau -0.0225	Rauni korau -0.0399	Rauni korau -0.0178
Answer 111	-	Rauni kyau 0.0521	Rauni kyau 0.0594	Rauni korau -0.0050	Rauni kyau 0.0170	Rauni kyau 0.0496	Rauni kyau 0.0250	Rauni korau -0.1494
Answer 112	-	Rauni kyau 0.0284	Rauni kyau 0.0199	Rauni korau -0.0172	Rauni korau -0.0379	Rauni kyau 0.0056	Rauni kyau 0.0349	Rauni korau -0.0180
Answer 113	-	Rauni kyau 0.0525	Rauni kyau 0.0162	Rauni korau -0.0540	Rauni korau -0.0073	Rauni kyau 0.0105	Rauni kyau 0.0485	Rauni korau -0.0412
Answer 110	-	Rauni korau -0.0560	Rauni korau -0.0778	Rauni kyau 0.0073	Rauni korau -0.0051	Rauni kyau 0.0288	Rauni kyau 0.0111	Rauni kyau 0.0496
Answer 114	-	Rauni korau -0.0897	Rauni korau -0.0568	Rauni korau -0.0162	Rauni kyau 0.0345	Rauni korau -0.0529	Rauni korau -0.0465	Rauni kyau 0.1587
Girma na mutum (nawa kuka yarda ko ba da yarda ba?)
Answer 115	-	Rauni kyau 0.0303	Rauni kyau 0.0281	Rauni kyau 0.0019	Rauni korau -0.0242	Rauni korau -0.0056	Rauni korau -0.0064	Rauni korau -0.0071
Answer 116	-	Rauni kyau 0.0621	Rauni kyau 0.0860	Rauni korau -0.0073	Rauni korau -0.0101	Rauni kyau 0.0235	Rauni korau -0.0236	Rauni korau -0.0754
Answer 117	-	Rauni kyau 0.0208	Rauni kyau 0.0387	Rauni kyau 0.0054	Rauni kyau 0.0158	Rauni korau -0.0136	Rauni kyau 0.0209	Rauni korau -0.0624
Answer 118	-	Rauni kyau 0.0591	Rauni kyau 0.0523	Rauni korau -0.0102	Rauni korau -0.0148	Rauni korau -0.0055	Rauni korau -0.0130	Rauni korau -0.0297
Answer 119	-	Rauni kyau 0.0201	Rauni kyau 0.0094	Rauni kyau 0.0188	Rauni korau -0.0147	Rauni korau -0.0430	Rauni kyau 0.0466	Rauni korau -0.0206
Answer 116	-	Rauni korau -0.0540	Rauni korau -0.0381	Rauni korau -0.0585	Rauni kyau 0.0346	Rauni kyau 0.0437	Rauni kyau 0.1061	Rauni korau -0.0570
Answer 120	-	Rauni korau -0.0491	Rauni korau -0.0693	Rauni kyau 0.0387	Rauni korau -0.0014	Rauni korau -0.0104	Rauni korau -0.0910	Rauni kyau 0.1298
Girma na mutum (nawa kuka yarda ko ba da yarda ba?)
Answer 121	-	Rauni korau -0.0742	Rauni korau -0.0695	Rauni kyau 0.0317	Rauni korau -0.0362	Rauni korau -0.0184	Rauni korau -0.0486	Rauni kyau 0.1595
Answer 122	-	Rauni kyau 0.0017	Rauni korau -0.0179	Rauni kyau 0.0018	Rauni kyau 0.0171	Rauni kyau 0.0012	Rauni kyau 0.0242	Rauni korau -0.0298
Answer 123	-	Rauni kyau 0.0494	Rauni kyau 0.0701	Rauni korau -0.0424	Rauni kyau 0.0480	Rauni korau -0.0023	Rauni kyau 0.0456	Rauni korau -0.1238
Answer 124	-	Rauni kyau 0.0554	Rauni kyau 0.0327	Rauni korau -0.0118	Rauni korau -0.0092	Rauni kyau 0.0117	Rauni kyau 0.0099	Rauni korau -0.0565
Answer 125	-	Rauni kyau 0.0130	Rauni kyau 0.0104	Rauni kyau 0.0083	Rauni kyau 0.0400	Rauni kyau 0.0160	Rauni kyau 0.0167	Rauni korau -0.0911
Answer 122	-	Rauni kyau 0.0149	Rauni kyau 0.0617	Rauni korau -0.0306	Rauni korau -0.0292	Rauni kyau 0.0495	Rauni korau -0.0037	Rauni korau -0.0403
Answer 126	-	Rauni kyau 0.0535	Rauni kyau 0.0396	Rauni kyau 0.0100	Rauni korau -0.0167	Rauni korau -0.0200	Rauni korau -0.0222	Rauni korau -0.0121
4) Amintaccen dangantaka da wasu (nawa kuka yarda ko ba da yarda ba?)
Answer 127	-	Rauni kyau 0.0162	Rauni korau -0.0786	Rauni korau -0.0049	Rauni kyau 0.0104	Rauni kyau 0.0178	Rauni korau -0.0637	Rauni kyau 0.0705
Answer 128	-	Rauni korau -0.0630	Rauni korau -0.0806	Rauni korau -0.0373	Rauni korau -0.0028	Rauni kyau 0.0752	Rauni kyau 0.0208	Rauni kyau 0.0358
Answer 129	-	Rauni korau -0.0310	Rauni kyau 0.0657	Rauni kyau 0.0107	Rauni kyau 0.0142	Rauni korau -0.0083	Rauni kyau 0.0388	Rauni korau -0.0708
Answer 130	-	Rauni kyau 0.0771	Rauni kyau 0.0781	Rauni korau -0.0292	Rauni korau -0.0076	Rauni korau -0.0547	Rauni kyau 0.0158	Rauni korau -0.0245
Answer 131	-	Rauni kyau 0.0412	Rauni kyau 0.0719	Rauni kyau 0.0496	Rauni korau -0.0212	Rauni korau -0.0543	Rauni kyau 0.0347	Rauni korau -0.0732
Answer 128	-	Rauni kyau 0.0364	Rauni kyau 0.0566	Rauni kyau 0.0720	Rauni korau -0.0216	Rauni korau -0.0812	Rauni korau -0.0092	Rauni korau -0.0143
Answer 132	-	Rauni kyau 0.0020	Rauni kyau 0.0990	Rauni kyau 0.0377	Rauni kyau 0.0029	Rauni korau -0.0474	Rauni korau -0.0154	Rauni korau -0.0379
Amintaccen dangantaka da wasu (nawa kuka yarda ko ba da yarda ba?)
Answer 133	-	Rauni kyau 0.0368	Rauni korau -0.0391	Rauni kyau 0.0303	Rauni kyau 0.0164	Rauni kyau 0.0352	Rauni korau -0.1023	Rauni kyau 0.0095
Answer 134	-	Rauni korau -0.0306	Rauni korau -0.0550	Rauni korau -0.0431	Rauni korau -0.0001	Rauni kyau 0.0518	Rauni kyau 0.0200	Rauni kyau 0.0304
Answer 135	-	Rauni kyau 0.0061	Rauni korau -0.0302	Rauni korau -0.0345	Rauni korau -0.0077	Rauni kyau 0.0154	Rauni kyau 0.0530	Rauni korau -0.0088
Answer 136	-	Rauni kyau 0.0021	Rauni kyau 0.0415	Rauni kyau 0.0046	Rauni korau -0.0141	Rauni korau -0.0547	Rauni kyau 0.0424	Rauni korau -0.0010
Answer 137	-	Rauni kyau 0.0112	Rauni kyau 0.0784	Rauni kyau 0.0339	Rauni korau -0.0082	Rauni korau -0.0473	Rauni kyau 0.0136	Rauni korau -0.0474
Answer 134	-	Rauni korau -0.0163	Rauni kyau 0.0933	Rauni kyau 0.0303	Rauni kyau 0.0203	Rauni korau -0.0788	Rauni korau -0.0060	Rauni korau -0.0155
Answer 138	-	Rauni korau -0.0353	Rauni kyau 0.0455	Rauni kyau 0.0338	Rauni korau -0.0165	Rauni korau -0.0248	Rauni kyau 0.0139	Rauni korau -0.0060
Amintaccen dangantaka da wasu (nawa kuka yarda ko ba da yarda ba?)
Answer 139	-	Rauni kyau 0.0362	Rauni kyau 0.0704	Rauni kyau 0.0378	Rauni kyau 0.0014	Rauni korau -0.0528	Rauni korau -0.0376	Rauni korau -0.0153
Answer 140	-	Rauni kyau 0.0242	Rauni kyau 0.1002	Rauni kyau 0.0258	Rauni kyau 0.0054	Rauni korau -0.0429	Rauni korau -0.0007	Rauni korau -0.0612
Answer 141	-	Rauni korau -0.0104	Rauni kyau 0.0144	Rauni kyau 0.0005	Rauni kyau 0.0216	Rauni kyau 0.0258	Rauni kyau 0.0121	Rauni korau -0.0597
Answer 142	-	Rauni kyau 0.0358	Rauni korau -0.0047	Rauni korau -0.0004	Rauni korau -0.0437	Rauni kyau 0.0023	Rauni kyau 0.0035	Rauni kyau 0.0146
Answer 143	-	Rauni korau -0.0099	Rauni korau -0.0033	Rauni korau -0.0316	Rauni korau -0.0164	Rauni kyau 0.0277	Rauni kyau 0.0590	Rauni korau -0.0266
Answer 140	-	Rauni korau -0.0025	Rauni korau -0.0453	Rauni kyau 0.0127	Rauni korau -0.0347	Rauni kyau 0.0063	Rauni kyau 0.0196	Rauni kyau 0.0293
Answer 144	-	Rauni korau -0.0491	Rauni korau -0.0912	Rauni korau -0.0353	Rauni kyau 0.0479	Rauni kyau 0.0241	Rauni korau -0.0426	Rauni kyau 0.0853
Amintaccen dangantaka da wasu (nawa kuka yarda ko ba da yarda ba?)
Answer 145	-	Rauni kyau 0.0199	Rauni kyau 0.0915	Rauni kyau 0.0209	Rauni korau -0.0734	Rauni korau -0.0117	Rauni korau -0.0115	Rauni kyau 0.0065
Answer 146	-	Rauni kyau 0.0372	Rauni korau -0.0073	Rauni kyau 0.0081	Rauni korau -0.0817	Rauni kyau 0.0183	Rauni korau -0.0041	Rauni kyau 0.0417
Answer 147	-	Rauni kyau 0.0266	Rauni kyau 0.0412	Rauni korau -0.0106	Rauni korau -0.0769	Rauni kyau 0.0201	Rauni kyau 0.0482	Rauni korau -0.0164
Answer 148	-	Rauni kyau 0.0628	Rauni korau -0.0106	Rauni kyau 0.0101	Rauni korau -0.0667	Rauni korau -0.0016	Rauni kyau 0.0049	Rauni kyau 0.0163
Answer 149	-	Rauni kyau 0.0059	Rauni korau -0.0236	Rauni korau -0.0245	Rauni kyau 0.0224	Rauni kyau 0.0135	Rauni kyau 0.0153	Rauni korau -0.0175
Answer 146	-	Rauni kyau 0.0052	Rauni korau -0.0158	Rauni korau -0.0209	Rauni kyau 0.0178	Rauni korau -0.0312	Rauni kyau 0.0491	Rauni korau -0.0059
Answer 150	-	Rauni korau -0.0987	Rauni korau -0.0365	Rauni kyau 0.0161	Rauni kyau 0.1539	Rauni kyau 0.0003	Rauni korau -0.0749	Rauni korau -0.0141
Amintaccen dangantaka da wasu (nawa kuka yarda ko ba da yarda ba?)
Answer 151	-	Rauni kyau 0.0044	Rauni korau -0.0562	Rauni korau -0.0159	Rauni kyau 0.0236	Rauni kyau 0.0684	Rauni korau -0.0447	Rauni korau -0.0031
Answer 152	-	Rauni korau -0.0226	Rauni korau -0.0382	Rauni kyau 0.0123	Rauni kyau 0.0108	Rauni korau -0.0234	Rauni kyau 0.0404	Rauni kyau 0.0046
Answer 153	-	Rauni korau -0.0075	Rauni kyau 0.0441	Rauni korau -0.0131	Rauni korau -0.0207	Rauni korau -0.0248	Rauni kyau 0.0565	Rauni korau -0.0186
Answer 154	-	Rauni kyau 0.0302	Rauni kyau 0.0473	Rauni korau -0.0011	Rauni korau -0.0021	Rauni korau -0.0516	Rauni korau -0.0162	Rauni kyau 0.0141
Answer 155	-	Rauni kyau 0.0205	Rauni kyau 0.0047	Rauni korau -0.0143	Rauni korau -0.0392	Rauni kyau 0.0277	Rauni korau -0.0081	Rauni kyau 0.0199
Answer 152	-	Rauni korau -0.0134	Rauni kyau 0.0995	Rauni kyau 0.0118	Rauni kyau 0.0267	Rauni kyau 0.0055	Rauni korau -0.0483	Rauni korau -0.0522
Answer 156	-	Rauni kyau 0.0105	Rauni kyau 0.0189	Rauni kyau 0.0453	Rauni korau -0.0522	Rauni korau -0.0570	Rauni kyau 0.0039	Rauni kyau 0.0454
Amintaccen dangantaka da wasu (nawa kuka yarda ko ba da yarda ba?)
Answer 157	-	Rauni kyau 0.0680	Rauni kyau 0.0828	Rauni kyau 0.0044	Rauni korau -0.0397	Rauni kyau 0.0404	Rauni korau -0.0422	Rauni korau -0.0620
Answer 158	-	Rauni kyau 0.0111	Rauni kyau 0.0239	Rauni kyau 0.0214	Rauni korau -0.0512	Rauni korau -0.0094	Rauni kyau 0.0518	Rauni korau -0.0250
Answer 159	-	Rauni kyau 0.0217	Rauni korau -0.0307	Rauni korau -0.0500	Rauni kyau 0.0107	Rauni korau -0.0233	Rauni kyau 0.0669	Rauni korau -0.0011
Answer 160	-	Rauni kyau 0.0029	Rauni kyau 0.0393	Rauni kyau 0.0053	Rauni korau -0.0229	Rauni korau -0.0454	Rauni kyau 0.0143	Rauni kyau 0.0241
Answer 161	-	Rauni korau -0.0034	Rauni korau -0.0055	Rauni kyau 0.0091	Rauni korau -0.0314	Rauni kyau 0.0077	Rauni kyau 0.0594	Rauni korau -0.0258
Answer 158	-	Rauni korau -0.0074	Rauni korau -0.0316	Rauni kyau 0.0010	Rauni kyau 0.0238	Rauni kyau 0.0261	Rauni korau -0.0211	Rauni korau -0.0067
Answer 162	-	Rauni korau -0.0674	Rauni korau -0.0528	Rauni kyau 0.0076	Rauni kyau 0.0717	Rauni korau -0.0015	Rauni korau -0.0800	Rauni kyau 0.0681
Amintaccen dangantaka da wasu (nawa kuka yarda ko ba da yarda ba?)
Answer 163	-	Rauni kyau 0.0091	Rauni korau -0.0687	Rauni korau -0.0309	Rauni kyau 0.0274	Rauni kyau 0.0682	Rauni korau -0.0646	Rauni kyau 0.0282
Answer 164	-	Rauni korau -0.0375	Rauni korau -0.0115	Rauni kyau 0.0095	Rauni kyau 0.0049	Rauni korau -0.0154	Rauni kyau 0.0671	Rauni korau -0.0272
Answer 165	-	Rauni korau -0.0281	Rauni kyau 0.0285	Rauni kyau 0.0260	Rauni korau -0.0130	Rauni korau -0.0349	Rauni kyau 0.0424	Rauni korau -0.0116
Answer 166	-	Rauni kyau 0.0652	Rauni kyau 0.0788	Rauni kyau 0.0060	Rauni korau -0.0135	Rauni korau -0.0584	Rauni korau -0.0117	Rauni korau -0.0144
Answer 167	-	Rauni kyau 0.0043	Rauni kyau 0.0346	Rauni korau -0.0296	Rauni korau -0.0143	Rauni korau -0.0055	Rauni kyau 0.0329	Rauni korau -0.0082
Answer 164	-	Rauni kyau 0.0224	Rauni kyau 0.0374	Rauni kyau 0.0080	Rauni korau -0.0094	Rauni korau -0.0060	Rauni korau -0.0479	Rauni kyau 0.0109
Answer 168	-	Rauni kyau 0.0044	Rauni kyau 0.0178	Rauni kyau 0.0504	Rauni korau -0.0441	Rauni korau -0.0227	Rauni korau -0.0268	Rauni kyau 0.0294
5) Manufa a rayuwa (nawa kuka yarda ko ba da yarda ba?)
Answer 169	-	Rauni korau -0.0453	Rauni korau -0.0407	Rauni kyau 0.0319	Rauni kyau 0.1856	Rauni korau -0.0618	Rauni korau -0.1328	Rauni kyau 0.0128
Answer 170	-	Rauni korau -0.0007	Rauni kyau 1.42E-5	Rauni korau -0.0357	Rauni korau -0.0442	Rauni kyau 0.0183	Rauni kyau 0.0679	Rauni korau -0.0004
Answer 171	-	Rauni kyau 0.0184	Rauni korau -0.0206	Rauni kyau 0.0188	Rauni korau -0.1205	Rauni kyau 0.0786	Rauni kyau 0.0556	Rauni korau -0.0175
Answer 172	-	Rauni kyau 0.0586	Rauni kyau 0.0582	Rauni korau -0.0339	Rauni korau -0.0842	Rauni korau -0.0121	Rauni kyau 0.0382	Rauni kyau 0.0207
Answer 173	-	Rauni kyau 0.0077	Rauni kyau 0.0027	Rauni kyau 0.0137	Rauni korau -0.0451	Rauni korau -0.0152	Rauni kyau 0.0443	Rauni kyau 0.0047
Answer 170	-	Rauni korau -0.0079	Rauni kyau 0.0104	Rauni korau -0.0192	Rauni korau -0.0126	Rauni kyau 0.0347	Rauni kyau 0.0124	Rauni korau -0.0174
Answer 174	-	Rauni kyau 0.0322	Rauni kyau 0.1148	Rauni kyau 0.0154	Rauni korau -0.0527	Rauni korau -0.0189	Rauni kyau 0.0038	Rauni korau -0.0365
Manufa a rayuwa (nawa kuka yarda ko ba da yarda ba?)
Answer 175	-	Rauni kyau 0.0753	Rauni kyau 0.0522	Rauni korau -0.0146	Rauni korau -0.1141	Rauni kyau 0.0172	Rauni kyau 0.0014	Rauni kyau 0.0256
Answer 176	-	Rauni kyau 0.0744	Rauni kyau 0.0409	Rauni korau -0.0167	Rauni korau -0.1659	Rauni kyau 0.0265	Rauni kyau 0.0031	Rauni kyau 0.0787
Answer 177	-	Rauni korau -0.0052	Rauni korau -0.0228	Rauni korau -0.0128	Rauni korau -0.0562	Rauni kyau 0.0339	Rauni kyau 0.0319	Rauni kyau 0.0245
Answer 178	-	Rauni kyau 0.0122	Rauni kyau 0.0127	Rauni korau -0.0087	Rauni korau -0.0310	Rauni korau -0.0263	Rauni kyau 0.0044	Rauni kyau 0.0429
Answer 179	-	Rauni korau -0.0035	Rauni korau -0.0103	Rauni korau -0.0200	Rauni kyau 0.0135	Rauni kyau 0.0077	Rauni kyau 0.0543	Rauni korau -0.0421
Answer 176	-	Rauni korau -0.0441	Rauni korau -0.0860	Rauni kyau 0.0024	Rauni kyau 0.0362	Rauni kyau 0.0093	Rauni kyau 0.0398	Rauni kyau 0.0014
Answer 180	-	Rauni korau -0.0472	Rauni kyau 0.0380	Rauni kyau 0.0445	Rauni kyau 0.1782	Rauni korau -0.0459	Rauni korau -0.1011	Rauni korau -0.0773
Manufa a rayuwa (nawa kuka yarda ko ba da yarda ba?)
Answer 181	-	Rauni korau -0.0405	Rauni korau -0.0575	Rauni kyau 0.0761	Rauni kyau 0.1008	Rauni korau -0.0500	Rauni korau -0.1337	Rauni kyau 0.0575
Answer 182	-	Rauni korau -0.0421	Rauni korau -0.0067	Rauni korau -0.0228	Rauni kyau 0.0253	Rauni korau -0.0189	Rauni kyau 0.0447	Rauni kyau 0.0040
Answer 183	-	Rauni kyau 0.0239	Rauni kyau 0.0074	Rauni korau -0.0219	Rauni korau -0.0846	Rauni kyau 0.0406	Rauni kyau 0.0437	Rauni kyau 0.0071
Answer 184	-	Rauni kyau 0.0537	Rauni kyau 0.0555	Rauni korau -0.0656	Rauni korau -0.0251	Rauni kyau 0.0239	Rauni kyau 0.0063	Rauni korau -0.0136
Answer 185	-	Rauni kyau 0.0450	Rauni kyau 0.0314	Rauni korau -0.0040	Rauni korau -0.0467	Rauni kyau 0.0267	Rauni kyau 0.0511	Rauni korau -0.0673
Answer 182	-	Rauni kyau 0.0126	Rauni kyau 0.0148	Rauni kyau 0.0031	Rauni korau -0.0168	Rauni kyau 0.0178	Rauni kyau 0.0456	Rauni korau -0.0582
Answer 186	-	Rauni kyau 0.0256	Rauni kyau 0.0250	Rauni korau -0.0110	Rauni korau -0.0669	Rauni kyau 0.0211	Rauni kyau 0.0511	Rauni korau -0.0196
Manufa a rayuwa (nawa kuka yarda ko ba da yarda ba?)
Answer 187	-	Rauni korau -0.0620	Rauni korau -0.0567	Rauni kyau 0.0933	Rauni kyau 0.1300	Rauni korau -0.0534	Rauni korau -0.0892	Rauni korau -0.0101
Answer 188	-	Rauni korau -0.0190	Rauni kyau 0.0242	Rauni korau -0.0435	Rauni korau -0.0216	Rauni korau -0.0020	Rauni kyau 0.0304	Rauni kyau 0.0333
Answer 189	-	Rauni korau -0.0019	Rauni kyau 0.0094	Rauni korau -0.0051	Rauni korau -0.0002	Rauni korau -0.0062	Rauni kyau 0.0342	Rauni korau -0.0253
Answer 190	-	Rauni kyau 0.0624	Rauni kyau 0.0259	Rauni korau -0.0372	Rauni korau -0.0724	Rauni kyau 0.0360	Rauni kyau 0.0068	Rauni kyau 0.0105
Answer 191	-	Rauni kyau 0.0477	Rauni kyau 0.0099	Rauni kyau 0.0043	Rauni korau -0.0961	Rauni kyau 0.0392	Rauni kyau 0.0484	Rauni korau -0.0233
Answer 188	-	Rauni kyau 0.0078	Rauni korau -0.0150	Rauni korau -0.0397	Rauni korau -0.0030	Rauni kyau 0.0331	Rauni kyau 0.0280	Rauni korau -0.0124
Answer 192	-	Rauni kyau 0.0242	Rauni kyau 0.0353	Rauni korau -0.0298	Rauni korau -0.0295	Rauni korau -0.0005	Rauni korau -0.0052	Rauni kyau 0.0229
Manufa a rayuwa (nawa kuka yarda ko ba da yarda ba?)
Answer 193	-	Rauni kyau 0.0474	Rauni kyau 0.0801	Rauni kyau 0.0137	Rauni korau -0.0601	Rauni kyau 0.0016	Rauni korau -0.0015	Rauni korau -0.0319
Answer 194	-	Rauni kyau 0.0893	Rauni kyau 0.0356	Rauni kyau 0.0001	Rauni korau -0.0497	Rauni kyau 0.0405	Rauni korau -0.0118	Rauni korau -0.0582
Answer 195	-	Rauni korau -0.0312	Rauni korau -0.0018	Rauni korau -0.0351	Rauni korau -0.0312	Rauni kyau 0.0378	Rauni kyau 0.0509	Rauni kyau 0.0004
Answer 196	-	Rauni kyau 0.0027	Rauni kyau 0.0424	Rauni korau -0.0036	Rauni korau -0.0069	Rauni korau -0.0248	Rauni kyau 0.0386	Rauni korau -0.0253
Answer 197	-	Rauni kyau 0.0080	Rauni korau -0.0127	Rauni korau -0.0133	Rauni korau -0.0157	Rauni korau -0.0370	Rauni kyau 0.0392	Rauni kyau 0.0322
Answer 194	-	Rauni korau -0.0241	Rauni korau -0.0485	Rauni korau -0.0091	Rauni kyau 0.0332	Rauni kyau 0.0205	Rauni kyau 0.0318	Rauni korau -0.0268
Answer 198	-	Rauni korau -0.0549	Rauni korau -0.0465	Rauni kyau 0.0353	Rauni kyau 0.0777	Rauni korau -0.0360	Rauni korau -0.1020	Rauni kyau 0.0781
Manufa a rayuwa (nawa kuka yarda ko ba da yarda ba?)
Answer 199	-	Rauni kyau 0.0209	Rauni kyau 0.0303	Rauni kyau 0.0212	Rauni korau -0.0271	Rauni korau -0.0139	Rauni korau -0.0074	Rauni korau -0.0054
Answer 200	-	Rauni kyau 0.0005	Rauni kyau 0.0337	Rauni kyau 0.0086	Rauni korau -0.0012	Rauni korau -0.0258	Rauni korau -0.0120	Rauni kyau 0.0115
Answer 201	-	Rauni kyau 0.0137	Rauni korau -0.0469	Rauni kyau 0.0075	Rauni korau -0.0354	Rauni korau -0.0156	Rauni korau -0.0133	Rauni kyau 0.0738
Answer 202	-	Rauni kyau 0.0180	Rauni kyau 0.0674	Rauni kyau 0.0337	Rauni korau -0.0093	Rauni korau -0.0105	Rauni korau -0.0369	Rauni korau -0.0335
Answer 203	-	Rauni korau -0.0259	Rauni kyau 0.0460	Rauni korau -0.0463	Rauni korau -0.0075	Rauni kyau 0.0150	Rauni kyau 0.0568	Rauni korau -0.0295
Answer 200	-	Rauni korau -0.0408	Rauni korau -0.0374	Rauni korau -0.0404	Rauni kyau 0.0247	Rauni kyau 0.0576	Rauni kyau 0.0238	Rauni korau -0.0169
Answer 204	-	Rauni kyau 0.0164	Rauni korau -0.0438	Rauni kyau 0.0162	Rauni kyau 0.0220	Rauni korau -0.0162	Rauni korau -0.0089	Rauni kyau 0.0063
Manufa a rayuwa (nawa kuka yarda ko ba da yarda ba?)
Answer 205	-	Rauni korau -0.0026	Rauni kyau 0.0883	Rauni kyau 0.0385	Rauni korau -0.0091	Rauni korau -0.0050	Rauni korau -0.0116	Rauni korau -0.0627
Answer 206	-	Rauni kyau 0.0906	Rauni korau -0.0069	Rauni kyau 0.0211	Rauni korau -0.0215	Rauni korau -0.0265	Rauni kyau 0.0264	Rauni korau -0.0473
Answer 207	-	Rauni korau -0.0094	Rauni kyau 0.0246	Rauni korau -0.0261	Rauni korau -0.0028	Rauni kyau 0.0489	Rauni kyau 0.0431	Rauni korau -0.0684
Answer 208	-	Rauni kyau 0.0335	Rauni kyau 0.0402	Rauni korau -0.0362	Rauni korau -0.0256	Rauni korau -0.0604	Rauni kyau 0.0337	Rauni kyau 0.0407
Answer 209	-	Rauni korau -0.0428	Rauni korau -0.0007	Rauni korau -0.0427	Rauni kyau 0.0356	Rauni kyau 0.0298	Rauni kyau 0.0102	Rauni korau -0.0094
Answer 206	-	Rauni korau -0.0491	Rauni korau -0.0763	Rauni kyau 0.0131	Rauni korau -0.0223	Rauni kyau 0.0252	Rauni korau -0.0045	Rauni kyau 0.0690
Answer 210	-	Rauni korau -0.0171	Rauni korau -0.0357	Rauni kyau 0.0278	Rauni kyau 0.0386	Rauni korau -0.0149	Rauni korau -0.0807	Rauni kyau 0.0548
6) Yarda da kai (nawa kuka yarda ko ba da yarda ba?)
Answer 211	-	Rauni kyau 0.0316	Rauni kyau 0.1178	Rauni kyau 0.0041	Rauni korau -0.0437	Rauni kyau 0.0110	Rauni korau -0.0198	Rauni korau -0.0459
Answer 212	-	Rauni kyau 0.0264	Rauni kyau 0.0524	Rauni kyau 0.0324	Rauni korau -0.0059	Rauni korau -0.0609	Rauni kyau 0.0808	Rauni korau -0.0819
Answer 213	-	Rauni kyau 0.0175	Rauni korau -0.0196	Rauni korau -0.0062	Rauni kyau 0.0190	Rauni kyau 0.0627	Rauni korau -0.0113	Rauni korau -0.0647
Answer 214	-	Rauni kyau 0.0061	Rauni kyau 0.0023	Rauni korau -0.0452	Rauni korau -0.0034	Rauni korau -0.0264	Rauni kyau 0.0024	Rauni kyau 0.0611
Answer 215	-	Rauni korau -0.0183	Rauni kyau 0.0152	Rauni korau -0.0008	Rauni korau -0.0008	Rauni korau -0.0247	Rauni kyau 0.0267	Rauni kyau 0.0025
Answer 212	-	Rauni korau -0.0129	Rauni korau -0.0688	Rauni korau -0.0192	Rauni kyau 0.0149	Rauni kyau 0.0122	Rauni kyau 0.0457	Rauni kyau 0.0021
Answer 216	-	Rauni korau -0.0376	Rauni korau -0.0547	Rauni kyau 0.0231	Rauni kyau 0.0068	Rauni kyau 0.0128	Rauni korau -0.1021	Rauni kyau 0.1073
Yarda da kai (nawa kuka yarda ko ba da yarda ba?)
Answer 217	-	Rauni korau -0.0560	Rauni korau -0.0557	Rauni kyau 0.0508	Rauni kyau 0.0231	Rauni korau -0.0025	Rauni korau -0.1122	Rauni kyau 0.1020
Answer 218	-	Rauni korau -0.0254	Rauni korau -0.0564	Rauni korau -0.0225	Rauni kyau 0.0101	Rauni kyau 0.0236	Rauni kyau 0.0443	Rauni kyau 0.0001
Answer 219	-	Rauni kyau 0.0198	Rauni korau -0.0139	Rauni korau -0.0536	Rauni korau -0.0510	Rauni kyau 0.0248	Rauni kyau 0.0829	Rauni korau -0.0024
Answer 220	-	Rauni kyau 0.0291	Rauni kyau 0.0371	Rauni korau -0.0224	Rauni korau -0.0218	Rauni korau -0.0188	Rauni kyau 0.0363	Rauni korau -0.0127
Answer 221	-	Rauni kyau 0.0618	Rauni kyau 0.0500	Rauni korau -0.0097	Rauni kyau 0.0315	Rauni kyau 0.0061	Rauni korau -0.0208	Rauni korau -0.0804
Answer 218	-	Rauni korau -0.0119	Rauni kyau 0.0532	Rauni kyau 0.0344	Rauni kyau 0.0437	Rauni korau -0.0658	Rauni kyau 0.0058	Rauni korau -0.0400
Answer 222	-	Rauni kyau 0.0504	Rauni kyau 0.1031	Rauni kyau 0.0323	Rauni korau -0.0593	Rauni kyau 0.0134	Rauni korau -0.0300	Rauni korau -0.0549
Yarda da kai (nawa kuka yarda ko ba da yarda ba?)
Answer 223	-	Rauni kyau 0.0675	Rauni kyau 0.0888	Rauni kyau 0.0282	Rauni korau -0.0802	Rauni kyau 0.0291	Rauni korau -0.0107	Rauni korau -0.0627
Answer 224	-	Rauni korau -0.0162	Rauni kyau 0.0524	Rauni korau -0.0313	Rauni kyau 0.0047	Rauni korau -0.0029	Rauni kyau 0.0411	Rauni korau -0.0318
Answer 225	-	Rauni kyau 0.0572	Rauni kyau 0.0033	Rauni korau -0.0164	Rauni kyau 0.0200	Rauni kyau 0.0547	Rauni korau -0.0207	Rauni korau -0.0764
Answer 226	-	Rauni korau -0.0078	Rauni korau -0.0126	Rauni korau -0.0259	Rauni korau -0.0011	Rauni korau -0.0221	Rauni kyau 0.0156	Rauni kyau 0.0436
Answer 227	-	Rauni kyau 0.0093	Rauni korau -0.0048	Rauni kyau 0.0097	Rauni korau -0.0086	Rauni korau -0.0639	Rauni kyau 0.0500	Rauni kyau 0.0163
Answer 224	-	Rauni korau -0.0280	Rauni korau -0.0750	Rauni kyau 0.0030	Rauni korau -0.0096	Rauni korau -0.0133	Rauni kyau 0.0970	Rauni kyau 0.0035
Answer 228	-	Rauni korau -0.0591	Rauni korau -0.0388	Rauni kyau 0.0312	Rauni kyau 0.0545	Rauni kyau 0.0064	Rauni korau -0.1407	Rauni kyau 0.0912
Yarda da kai (nawa kuka yarda ko ba da yarda ba?)
Answer 229	-	Rauni korau -0.0459	Rauni korau -0.0240	Rauni kyau 0.0451	Rauni kyau 0.0958	Rauni korau -0.0451	Rauni korau -0.1388	Rauni kyau 0.0712
Answer 230	-	Rauni korau -0.0152	Rauni korau -0.0446	Rauni korau -0.0074	Rauni korau -0.0144	Rauni korau -0.0093	Rauni kyau 0.0711	Rauni kyau 0.0068
Answer 231	-	Rauni kyau 0.0041	Rauni korau -0.0084	Rauni korau -0.0285	Rauni kyau 0.0007	Rauni kyau 0.0233	Rauni kyau 2.49E-5	Rauni kyau 0.0027
Answer 232	-	Rauni kyau 0.0027	Rauni kyau 0.0605	Rauni korau -0.0513	Rauni korau -0.0388	Rauni kyau 0.0191	Rauni kyau 0.0649	Rauni korau -0.0316
Answer 233	-	Rauni kyau 0.0548	Rauni korau -0.0005	Rauni korau -0.0124	Rauni korau -0.0478	Rauni kyau 0.0233	Rauni kyau 0.0688	Rauni korau -0.0548
Answer 230	-	Rauni kyau 0.0421	Rauni kyau 0.0485	Rauni kyau 0.0150	Rauni korau -0.0354	Rauni korau -0.0061	Rauni kyau 0.0427	Rauni korau -0.0639
Answer 234	-	Rauni kyau 0.0327	Rauni kyau 0.0678	Rauni kyau 0.0309	Rauni korau -0.0711	Rauni kyau 0.0563	Rauni korau -0.0559	Rauni korau -0.0249
Yarda da kai (nawa kuka yarda ko ba da yarda ba?)
Answer 235	-	Rauni korau -0.0018	Rauni kyau 0.0025	Rauni kyau 0.0476	Rauni kyau 0.0634	Rauni korau -0.0550	Rauni korau -0.1257	Rauni kyau 0.0540
Answer 236	-	Rauni korau -0.0098	Rauni korau -0.0350	Rauni kyau 0.0202	Rauni kyau 0.0054	Rauni korau -0.0241	Rauni kyau 0.0396	Rauni korau -0.0028
Answer 237	-	Rauni korau -0.0034	Rauni korau -0.0299	Rauni korau -0.0079	Rauni kyau 0.0191	Rauni korau -0.0046	Rauni kyau 0.0105	Rauni kyau 0.0016
Answer 238	-	Rauni korau -0.0229	Rauni korau -0.0070	Rauni korau -0.0668	Rauni korau -0.0447	Rauni kyau 0.0616	Rauni kyau 0.0497	Rauni kyau 0.0198
Answer 239	-	Rauni kyau 0.0148	Rauni kyau 0.0200	Rauni korau -0.0145	Rauni korau -0.0142	Rauni kyau 0.0268	Rauni kyau 0.0595	Rauni korau -0.0712
Answer 236	-	Rauni kyau 0.0344	Rauni kyau 0.0351	Rauni kyau 0.0069	Rauni korau -0.0460	Rauni korau -0.0154	Rauni kyau 0.0274	Rauni korau -0.0119
Answer 240	-	Rauni kyau 0.0184	Rauni kyau 0.0748	Rauni kyau 0.0080	Rauni korau -0.0236	Rauni kyau 0.0457	Rauni korau -0.0383	Rauni korau -0.0526
Yarda da kai (nawa kuka yarda ko ba da yarda ba?)
Answer 241	-	Rauni kyau 0.0506	Rauni kyau 0.0808	Rauni kyau 0.0569	Rauni korau -0.0477	Rauni kyau 0.0019	Rauni korau -0.0321	Rauni korau -0.0608
Answer 242	-	Rauni kyau 0.0939	Rauni kyau 0.0350	Rauni korau -0.0223	Rauni korau -0.0310	Rauni kyau 0.0018	Rauni kyau 0.0165	Rauni korau -0.0465
Answer 243	-	Rauni kyau 0.0104	Rauni kyau 0.0393	Rauni korau -0.0084	Rauni kyau 0.0365	Rauni kyau 0.0203	Rauni kyau 0.0132	Rauni korau -0.0889
Answer 244	-	Rauni korau -0.0041	Rauni kyau 0.0035	Rauni korau -0.0320	Rauni korau -0.0175	Rauni korau -0.0008	Rauni kyau 0.0673	Rauni korau -0.0124
Answer 245	-	Rauni korau -0.0279	Rauni korau -0.0436	Rauni kyau 0.0242	Rauni kyau 0.0247	Rauni korau -0.0551	Rauni kyau 0.0155	Rauni kyau 0.0373
Answer 242	-	Rauni korau -0.0746	Rauni korau -0.0283	Rauni korau -0.0509	Rauni kyau 0.0226	Rauni kyau 0.0223	Rauni kyau 0.0383	Rauni kyau 0.0353
Answer 246	-	Rauni korau -0.0361	Rauni korau -0.0688	Rauni kyau 0.0446	Rauni kyau 0.0107	Rauni kyau 0.0012	Rauni korau -0.1148	Rauni kyau 0.1127
Yarda da kai (nawa kuka yarda ko ba da yarda ba?)
Answer 247	-	Rauni korau -0.0420	Rauni kyau 0.0202	Rauni kyau 0.0526	Rauni kyau 0.0512	Rauni korau -0.0451	Rauni korau -0.1155	Rauni kyau 0.0580
Answer 248	-	Rauni kyau 0.0048	Rauni korau -0.0860	Rauni korau -0.0228	Rauni korau -0.0134	Rauni kyau 0.0221	Rauni kyau 0.0620	Rauni kyau 0.0093
Answer 249	-	Rauni korau -0.0335	Rauni korau -0.0046	Rauni korau -0.0196	Rauni korau -0.0090	Rauni kyau 0.0248	Rauni kyau 0.0554	Rauni korau -0.0211
Answer 250	-	Rauni kyau 0.0854	Rauni kyau 0.0365	Rauni korau -0.0343	Rauni korau -0.0401	Rauni korau -0.0180	Rauni kyau 0.0385	Rauni korau -0.0193
Answer 251	-	Rauni kyau 0.0239	Rauni kyau 0.0292	Rauni korau -0.0190	Rauni korau -0.0035	Rauni kyau 0.0402	Rauni kyau 0.0121	Rauni korau -0.0624
Answer 248	-	Rauni kyau 0.0179	Rauni kyau 0.0439	Rauni kyau 0.0147	Rauni kyau 0.0027	Rauni kyau 0.0077	Rauni korau -0.0154	Rauni korau -0.0505
Answer 252	-	Rauni kyau 0.0223	Rauni kyau 0.1311	Rauni kyau 0.0105	Rauni korau -0.0701	Rauni kyau 0.0001	Rauni korau -0.0028	Rauni korau -0.0298

Aika zuwa MS Excel

Wannan aikin zai kasance a cikin zaben VUCA

Exploring correlations between the two systems, MBTI^® and Spiral Dynamics, could provide additional insights into motivational development and personality.

Some opportunities this could open up include:

Gaining a more multifaceted view of personality by seeing how motivational values at different Spiral levels interact with MBTI^® preferences. For example, Thinking types may express differently at Blue conformity-focused stages versus Orange achievement-focused stages.
Understanding nuanced developmental pathways for different personalities. For instance, mapping what transitional stages INTJs may pass through as they evolve in consciousness compared to ESFPs.
Diagnosing developmental conflicts and tensions within the same MBTI^® type driven by differing value systems. An ESTJ at the Red power-driven stage may experience internal tensions with one at the Orange efficiency-focused stage.
Appreciating how different MBTI^® functions or skill sets come to the fore at different Spiral levels. For example, Intuition was expressed more strongly in late Orange, and Feeling came online in early Green.
Tailoring coaching and development interventions by incorporating personality and motivational level insights. An INFP may need a different approach at Blue versus Green.

However, deriving such integrative insights requires avoiding simplistic stereotyping, acknowledging limitations in current Spiral Dynamics validation, and recognizing that personality and values are multi-faceted within individuals. If these complexities are accounted for, exploring potential connections between the frameworks could yield a more textured perspective on the interplay between personality type, values, and consciousness development over the lifespan. However, this endeavor requires extensive additional research and cautious interpretation.

BPS critiques MBTI^®'s dichotomous typing

Context: The BPS recognizes the MBTI^® as a personality assessment tool, but it critiques its dichotomous typing—i.e., the MBTI^®’s structure of categorizing people into one of 16 personality types based on four binary preferences (Extraversion/Introversion, Sensing/Intuition, Thinking/Feeling, Judging/Perceiving). This critique stems from methodological and theoretical concerns.

Details:

Dichotomous Nature: The MBTI^® assigns individuals to one of two poles on each of its four dimensions (e.g., E or I, S or N), resulting in 16 discrete types (e.g., ISTJ, ENFP). This binary approach contrasts with continuous trait models like the Big Five, where traits (e.g., Neuroticism, Openness) are measured on a spectrum.
BPS Critique:
- Psychometric Concerns: The BPS, via its Psychological Testing Centre, notes that the dichotomous typing can oversimplify human personality, ignoring the gradations within individuals. For example, someone might score close to the midpoint between E and I but still be labeled as one or the other, potentially misrepresenting their true tendencies.
- Reliability Issues: Test-retest reliability for MBTI^® types can be inconsistent, with studies showing 40–50% of people receiving a different type upon retesting after weeks or months (Pittenger, 2005, Consulting Psychology Journal). This instability undermines the binary model’s stability, as the BPS highlights in its reviews.
- Validity Concerns: The BPS questions whether the types capture meaningful psychological constructs, especially compared to dimensional models. Correlations with the Big Five (e.g., E/I with Extraversion, T/F with Agreeableness) exist but are imperfect, suggesting the MBTI^®’s categories may not fully align with established personality science.
Practical Implications: The critique suggests the MBTI^®’s dichotomous typing risks pigeonholing individuals, reducing its utility for precise assessment or counseling. For instance, a person near the E/I threshold might not fit neatly into either category, leading to misinterpretation in workplace or clinical settings.
Sources: BPS’s Psychological Testing Centre reports (available via bps.org.uk) and Pittenger’s 2005 critique (Cautionary Comments Regarding the Myers-Briggs Type Inventory) detail this, noting the MBTI^®’s popularity doesn’t equate to scientific precision.

Summary: The BPS critiques MBTI^®’s dichotomous typing for oversimplifying personality, risking reliability and validity issues, and limiting its scientific depth compared to continuous models. This informs its cautious endorsement, emphasizing trained use to mitigate misinterpretation.

Ongoing Debates About MBTI^®'s Scientific Depth

Context: Despite BPS recognition and external validation studies since the 1940s, the MBTI^® faces ongoing debates about its scientific depth—its theoretical foundation, empirical support, and practical utility in psychology. These debates persist among researchers, practitioners, and critics.

Details:

Theoretical Foundation:
- Jungian Roots: MBTI^® stems from Carl Jung’s Psychological Types (1921), adapted by Katherine Briggs and Isabel Myers. Jung’s theory isn’t empirically validated like modern personality models—it’s based on clinical observations, not large-scale data, raising questions about its scientific basis.
- Critique: Many psychologists argue Jung’s typology lacks a falsifiable, testable framework. The MBTI^®’s translation into binary types (e.g., E/I) is seen as a stretch from Jung’s nuanced “functions” (e.g., Thinking, Feeling), lacking robust theoretical grounding (Barbuto, 1997, Psychological Reports).
Empirical Support:
- Reliability: While test-retest reliability for MBTI^® preferences shows
  r = 0.8–0.9
  over short intervals, type stability (16 combinations) drops significantly over time (e.g., 50% type change in 5 weeks, Pittenger, 1993, Journal of Career Planning). This challenges its consistency as a scientific tool.
- Validity: Correlations with the Big Five (e.g., E/I with Extraversion,
  r \approx 0.7
  ; T/F with Agreeableness,
  r \approx 0.3–0.5
  ) exist, but they’re imperfect (McCrae & Costa, 1989, Journal of Personality). Critics argue MBTI^® types don’t predict behavior or outcomes (e.g., job performance) as well as dimensional traits, questioning construct validity.
- Factor Analysis: Studies (e.g., Furnham et al., 2003, European Journal of Personality) suggest MBTI^® dimensions don’t always load cleanly onto distinct factors, hinting at overlap or redundancy compared to the Big Five’s clear structure.
Practical Utility vs. Science:
- Popularity: MBTI^®’s widespread use (e.g., in HR, counseling) doesn’t equate to scientific depth. Its appeal lies in accessibility and type descriptions, not empirical strength—critics (e.g., Pittenger, 2005) call it “pseudoscience” for overreaching its evidence.
- Critique of Dichotomy: The binary typing, as noted earlier, is a major sticking point—psychologists prefer continuous measures (e.g., NEO-PI-R) for their precision, fueling debates about MBTI^®’s scientific value.
Ongoing Debates:
- Proponents: Supporters (e.g., CPP Inc., Journal of Psychological Type) argue MBTI^®’s Jungian basis, reliability, and practical utility justify its use, citing decades of data and BPS/APA acceptance (though APA’s endorsement is limited).
- Critics: Academics (e.g., Paul, 2004, Skeptical Inquirer) question its scientific depth, noting poor predictive power, lack of longitudinal evidence, and reliance on self-report without objective measures. They contrast it with evidence-based models like the Big Five, which have extensive longitudinal and cross-cultural validation.
- BPS Stance: The BPS acknowledges MBTI^®’s utility but warns of its limitations, requiring trained administration to mitigate risks—reflecting this ongoing tension.
Recent Developments: As of 2025, debates continue in psychology forums and journals (e.g., Personality and Individual Differences). Some defend MBTI^®’s predictive validity in specific contexts (e.g., team dynamics), while others push for dimensional alternatives, questioning its depth for serious research.

Summary: The ongoing debates about MBTI^®’s scientific depth center on its theoretical (Jungian) roots, inconsistent reliability/validity, and practical popularity outstripping empirical support. Critics argue it’s more heuristic than scientific, while proponents highlight its utility, creating a polarized discourse that BPS navigates cautiously.

Conclusion

In summary, while the MBTI^® personality typology and Spiral Dynamics developmental spectrum offer distinct lenses, exploring their potential connections could yield additional insights. Observing how motivational values interact with personality preferences at different stages may provide a more multifaceted view of individual differences. However, directly coupling the two frameworks oversimplifies their nuances.

Each system has a different purpose and validation base. Individuals express multifaceted personalities and multi-layered values that resist rigid mapping between categories. Stereotyping risks must also be avoided. If these complexities are recognized, judiciously analyzing relationships between the two systems could contribute to a more textured understanding of personality and consciousness development. However, further research and careful interpretation are required to derive meaningful integrative insights from correlations.

An open and nuanced exploration of how motivational development interplays with personality types, without forcing definitive linkages, may offer complementary perspectives that enrich our comprehension of the psychology of individual differences. This endeavor promises intellectual rewards but requires diligence in acknowledging both frameworks' limitations and avoiding oversimplification. With care, synergies between them may help capture a fuller portrait of diversity in personality and values.

2025.03.04

Valerii Kosenko

Mai Samfurin SaaS SDTEST®

Valerii ya cancanta a matsayin masanin ilimin zamantakewar jama'a-psychologist a 1993 kuma tun daga lokacin ya yi amfani da iliminsa a cikin gudanar da ayyukan.
Valerii ya sami digiri na biyu da kuma cancantar aikin da mai sarrafa shirye-shirye a cikin 2013. A lokacin shirinsa na Jagora, ya saba da Project Roadmap (GPM Deutsche Gesellschaft für Projektmanagement e. V.) da Spiral Dynamics.
Valerii shine marubucin binciken rashin tabbas na V.U.C.A. ra'ayi ta yin amfani da Ƙaƙwalwar Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙididdiga da Ƙididdiga na Lissafi a cikin ilimin halin dan Adam, da kuma 38 na kasa da kasa zabe.

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