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 85353 results from 171 countries, results clustered into 7942 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 = 0.0488

Rarraba ba rarraba ba, da Spearman r = 0.002

Nuna kawai sakamako > r = 0.0488

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 -0.0629	Rauni kyau 0.0682	Rauni korau -0.0401	Rauni kyau 0.0381	Rauni korau -0.0446	Rauni korau -0.0119	Rauni kyau 0.0453
Answer 2	-	Rauni korau -0.0238	Rauni korau -0.0310	Rauni kyau 0.0172	Rauni kyau 0.0315	Rauni korau -0.0037	Rauni korau -0.0313	Rauni kyau 0.0196
Answer 3	-	Rauni kyau 0.0424	Rauni korau -0.0337	Rauni kyau 0.0148	Rauni korau -0.0301	Rauni kyau 0.0044	Rauni kyau 0.0495	Rauni korau -0.0357
Answer 4	-	Rauni kyau 0.0440	Rauni korau -0.0125	Rauni kyau 0.0266	Rauni kyau 0.0032	Rauni korau -0.0135	Rauni korau -0.0548	Rauni kyau 0.0151
Answer 5	-	Rauni korau -0.0033	Rauni korau -0.0067	Rauni korau -0.0120	Rauni korau -0.0238	Rauni kyau 0.0737	Rauni kyau 0.0480	Rauni korau -0.0708
Answer 2	-	Rauni kyau 0.0572	Rauni korau -0.0322	Rauni kyau 0.0462	Rauni korau -0.0342	Rauni kyau 0.0094	Rauni korau -0.0072	Rauni korau -0.0260
Answer 6	-	Rauni kyau 0.0405	Rauni kyau 0.0291	Rauni korau -0.0349	Rauni korau -0.0620	Rauni kyau 0.0254	Rauni kyau 0.0202	Rauni kyau 0.0078
Autuwa (Nawa ka yarda ko sabani?)
Answer 7	-	Rauni kyau 0.0011	Rauni kyau 0.0381	Rauni kyau 0.0271	Rauni korau -0.0259	Rauni korau -0.0348	Rauni korau -0.0841	Rauni kyau 0.0806
Answer 8	-	Rauni korau -0.0630	Rauni korau -0.0148	Rauni kyau 0.0112	Rauni kyau 0.0527	Rauni korau -0.0139	Rauni kyau 0.0094	Rauni korau -0.0052
Answer 9	-	Rauni korau -0.0402	Rauni korau -0.0413	Rauni korau -0.0567	Rauni korau -0.0027	Rauni kyau 0.0134	Rauni kyau 0.0666	Rauni kyau 0.0329
Answer 10	-	Rauni kyau 0.0364	Rauni kyau 0.0323	Rauni kyau 0.0153	Rauni korau -0.0009	Rauni korau -0.0289	Rauni kyau 0.0122	Rauni korau -0.0397
Answer 11	-	Rauni kyau 0.0416	Rauni kyau 0.0059	Rauni korau -0.0328	Rauni kyau 0.0211	Rauni kyau 0.0491	Rauni kyau 0.0130	Rauni korau -0.0801
Answer 8	-	Rauni kyau 0.0624	Rauni korau -0.0326	Rauni kyau 0.0464	Rauni korau -0.0665	Rauni kyau 0.0298	Rauni korau -0.0063	Rauni korau -0.0180
Answer 12	-	Rauni kyau 0.0537	Rauni kyau 0.0295	Rauni korau -0.0080	Rauni korau -0.0192	Rauni kyau 0.0160	Rauni kyau 0.0046	Rauni korau -0.0412
Autuwa (Nawa ka yarda ko sabani?)
Answer 13	-	Rauni kyau 0.0682	Rauni kyau 0.0175	Rauni kyau 0.0409	Rauni korau -0.0562	Rauni kyau 0.0433	Rauni korau -0.0248	Rauni korau -0.0576
Answer 14	-	Rauni kyau 0.0576	Rauni kyau 0.0286	Rauni kyau 0.0321	Rauni kyau 0.0246	Rauni korau -0.0210	Rauni korau -0.0244	Rauni korau -0.0653
Answer 15	-	Rauni korau -0.0164	Rauni korau -0.0158	Rauni korau -0.0331	Rauni kyau 0.0792	Rauni kyau 0.0133	Rauni kyau 0.0160	Rauni korau -0.0558
Answer 16	-	Rauni korau -0.0191	Rauni kyau 0.0043	Rauni korau -0.0364	Rauni korau -0.0189	Rauni kyau 0.0060	Rauni korau -0.0010	Rauni kyau 0.0566
Answer 17	-	Rauni kyau 0.0181	Rauni kyau 0.0443	Rauni korau -0.0248	Rauni korau -0.0176	Rauni korau -0.0219	Rauni kyau 0.0423	Rauni korau -0.0127
Answer 14	-	Rauni korau -0.0442	Rauni korau -0.0412	Rauni kyau 0.0146	Rauni kyau 0.0078	Rauni korau -0.0542	Rauni kyau 0.0302	Rauni kyau 0.0585
Answer 18	-	Rauni korau -0.0458	Rauni korau -0.0255	Rauni kyau 0.0160	Rauni korau -0.0615	Rauni kyau 0.0465	Rauni korau -0.0388	Rauni kyau 0.0795
Autuwa (Nawa ka yarda ko sabani?)
Answer 19	-	Rauni korau -0.0367	Rauni kyau 0.0384	Rauni kyau 0.0147	Rauni korau -0.0462	Rauni korau -0.0241	Rauni korau -0.0343	Rauni kyau 0.0832
Answer 20	-	Rauni korau -0.0441	Rauni korau -0.0193	Rauni korau -0.0042	Rauni kyau 0.0042	Rauni korau -0.0050	Rauni kyau 0.0065	Rauni kyau 0.0393
Answer 21	-	Rauni kyau 0.0458	Rauni korau -0.0487	Rauni korau -0.0140	Rauni kyau 0.0641	Rauni korau -0.0223	Rauni kyau 0.0566	Rauni korau -0.0770
Answer 22	-	Rauni kyau 0.0175	Rauni kyau 0.0136	Rauni kyau 0.0120	Rauni korau -0.0130	Rauni korau -0.0156	Rauni korau -0.0160	Rauni kyau 0.0105
Answer 23	-	Rauni korau -0.0015	Rauni korau -0.0134	Rauni korau -0.0202	Rauni korau -0.0074	Rauni kyau 0.0710	Rauni korau -0.0103	Rauni korau -0.0235
Answer 20	-	Rauni kyau 0.0535	Rauni kyau 0.0125	Rauni kyau 0.0111	Rauni kyau 0.0010	Rauni kyau 0.0715	Rauni korau -0.0090	Rauni korau -0.1133
Answer 24	-	Rauni kyau 0.0449	Rauni kyau 0.0485	Rauni korau -0.0052	Rauni kyau 0.0032	Rauni korau -0.0284	Rauni kyau 0.0011	Rauni korau -0.0275
Autuwa (Nawa ka yarda ko sabani?)
Answer 25	-	Rauni kyau 0.0845	Rauni kyau 0.0362	Rauni korau -0.0068	Rauni korau -0.0358	Rauni kyau 0.0392	Rauni korau -0.0241	Rauni korau -0.0549
Answer 26	-	Rauni kyau 0.0297	Rauni korau -0.0248	Rauni kyau 0.0248	Rauni korau -0.0553	Rauni kyau 0.0262	Rauni kyau 0.0140	Rauni korau -0.0099
Answer 27	-	Rauni korau -0.0133	Rauni korau -0.0388	Rauni korau -0.0047	Rauni korau -0.0214	Rauni kyau 0.0370	Rauni kyau 0.0013	Rauni kyau 0.0245
Answer 28	-	Rauni kyau 0.0296	Rauni kyau 0.0424	Rauni kyau 0.0331	Rauni kyau 0.0107	Rauni korau -0.0263	Rauni korau -0.0211	Rauni korau -0.0390
Answer 29	-	Rauni korau -0.0104	Rauni kyau 0.0050	Rauni korau -0.0216	Rauni kyau 0.0238	Rauni kyau 0.0352	Rauni korau -0.0328	Rauni korau -0.0054
Answer 26	-	Rauni korau -0.0008	Rauni korau -0.0333	Rauni korau -0.0275	Rauni kyau 0.0012	Rauni korau -0.0126	Rauni kyau 0.0515	Rauni kyau 0.0104
Answer 30	-	Rauni korau -0.0766	Rauni kyau 0.0325	Rauni kyau 0.0032	Rauni kyau 0.0634	Rauni korau -0.0759	Rauni korau -0.0070	Rauni kyau 0.0415
Autuwa (Nawa ka yarda ko sabani?)
Answer 31	-	Rauni kyau 0.0918	Rauni kyau 0.0309	Rauni korau -0.0138	Rauni korau -0.0641	Rauni kyau 0.0634	Rauni kyau 0.0123	Rauni korau -0.0774
Answer 32	-	Rauni kyau 0.0555	Rauni kyau 0.0239	Rauni kyau 0.0182	Rauni korau -0.0119	Rauni kyau 0.0075	Rauni korau -0.0071	Rauni korau -0.0527
Answer 33	-	Rauni korau -0.0590	Rauni korau -0.0432	Rauni korau -0.0069	Rauni kyau 0.0308	Rauni kyau 0.0592	Rauni korau -0.0118	Rauni korau -0.0046
Answer 34	-	Rauni kyau 0.0257	Rauni korau -0.0114	Rauni korau -0.0002	Rauni korau -0.0162	Rauni korau -0.0651	Rauni kyau 0.0264	Rauni kyau 0.0489
Answer 35	-	Rauni korau -0.0402	Rauni korau -0.0301	Rauni korau -0.0066	Rauni kyau 0.0313	Rauni korau -0.0255	Rauni kyau 0.0330	Rauni kyau 0.0134
Answer 32	-	Rauni korau -0.0408	Rauni korau -0.0255	Rauni korau -0.0200	Rauni kyau 0.0494	Rauni korau -0.0597	Rauni kyau 0.0127	Rauni kyau 0.0531
Answer 36	-	Rauni korau -0.0249	Rauni kyau 0.0577	Rauni kyau 0.0262	Rauni korau -0.0267	Rauni kyau 0.0057	Rauni korau -0.0541	Rauni kyau 0.0259
Autuwa (Nawa ka yarda ko sabani?)
Answer 37	-	Rauni korau -0.0535	Rauni kyau 0.0379	Rauni kyau 0.0432	Rauni kyau 0.0168	Rauni korau -0.0591	Rauni korau -0.0694	Rauni kyau 0.0703
Answer 38	-	Rauni korau -0.0070	Rauni korau -0.0534	Rauni korau -0.0249	Rauni kyau 0.0106	Rauni kyau 0.0132	Rauni kyau 0.0683	Rauni korau -0.0214
Answer 39	-	Rauni korau -0.0136	Rauni kyau 0.0159	Rauni korau -0.0198	Rauni korau -0.0132	Rauni kyau 0.0376	Rauni kyau 0.0198	Rauni korau -0.0215
Answer 40	-	Rauni kyau 0.0534	Rauni korau -0.0154	Rauni kyau 0.0091	Rauni korau -0.0205	Rauni kyau 0.0114	Rauni kyau 0.0122	Rauni korau -0.0352
Answer 41	-	Rauni kyau 0.0409	Rauni korau -0.0052	Rauni korau -0.0209	Rauni kyau 0.0209	Rauni kyau 0.0088	Rauni kyau 0.0135	Rauni korau -0.0453
Answer 38	-	Rauni kyau 0.0343	Rauni kyau 0.0245	Rauni kyau 0.0077	Rauni korau -0.0075	Rauni kyau 0.0084	Rauni korau -0.0393	Rauni korau -0.0087
Answer 42	-	Rauni kyau 0.0451	Rauni kyau 0.0071	Rauni korau -0.0226	Rauni korau -0.0366	Rauni kyau 0.0299	Rauni korau -0.0170	Rauni kyau 0.0086
2) Masarautar muhalli (nawa kuka yarda ko ba da yarda ba?)
Answer 43	-	Rauni korau -0.0439	Rauni korau -0.0137	Rauni kyau 0.0093	Rauni kyau 0.0706	Rauni korau -0.0363	Rauni korau -0.1022	Rauni kyau 0.0814
Answer 44	-	Rauni korau -0.0110	Rauni korau -0.0084	Rauni kyau 0.0021	Rauni korau -0.0222	Rauni kyau 0.0020	Rauni kyau 0.0276	Rauni kyau 0.0029
Answer 45	-	Rauni kyau 0.0275	Rauni korau -0.0462	Rauni korau -0.0103	Rauni korau -0.0197	Rauni korau -0.0009	Rauni kyau 0.0897	Rauni korau -0.0372
Answer 46	-	Rauni kyau 0.0109	Rauni kyau 0.0002	Rauni korau -0.0138	Rauni korau -0.0135	Rauni korau -0.0011	Rauni korau -0.0074	Rauni kyau 0.0314
Answer 47	-	Rauni kyau 0.0107	Rauni kyau 0.0342	Rauni kyau 0.0150	Rauni korau -0.0087	Rauni kyau 0.0185	Rauni korau -0.0014	Rauni korau -0.0477
Answer 44	-	Rauni kyau 0.0406	Rauni kyau 0.0079	Rauni korau -0.0119	Rauni korau -0.0125	Rauni kyau 0.0655	Rauni kyau 0.0061	Rauni korau -0.0771
Answer 48	-	Rauni kyau 0.0065	Rauni kyau 0.1057	Rauni kyau 0.0083	Rauni korau -0.0356	Rauni korau -0.0144	Rauni kyau 0.0106	Rauni korau -0.0343
Masarautar muhalli (nawa kuka yarda ko ba da yarda ba?)
Answer 49	-	Rauni kyau 0.0661	Rauni kyau 0.0911	Rauni kyau 0.0519	Rauni korau -0.0791	Rauni kyau 0.0026	Rauni korau -0.0338	Rauni korau -0.0382
Answer 50	-	Rauni kyau 0.0698	Rauni kyau 0.0273	Rauni korau -0.0312	Rauni korau -0.0276	Rauni kyau 0.0091	Rauni kyau 0.0727	Rauni korau -0.0750
Answer 51	-	Rauni korau -0.0132	Rauni korau -0.0288	Rauni kyau 0.0181	Rauni kyau 0.0042	Rauni kyau 0.0007	Rauni kyau 0.0140	Rauni korau -0.0083
Answer 52	-	Rauni kyau 0.0100	Rauni korau -0.0216	Rauni kyau 0.0003	Rauni korau -0.0131	Rauni kyau 0.0083	Rauni kyau 0.0036	Rauni kyau 0.0092
Answer 53	-	Rauni korau -0.0048	Rauni kyau 0.0269	Rauni kyau 0.0045	Rauni kyau 0.0163	Rauni korau -0.0158	Rauni korau -0.0215	Rauni korau -0.0013
Answer 50	-	Rauni korau -0.0578	Rauni korau -0.0834	Rauni kyau 0.0010	Rauni kyau 0.0054	Rauni kyau 0.0052	Rauni kyau 0.0098	Rauni kyau 0.0675
Answer 54	-	Rauni korau -0.0522	Rauni kyau 0.0102	Rauni korau -0.0304	Rauni kyau 0.0729	Rauni korau -0.0100	Rauni korau -0.0577	Rauni kyau 0.0402
Masarautar muhalli (nawa kuka yarda ko ba da yarda ba?)
Answer 55	-	Rauni kyau 0.0584	Rauni kyau 0.0963	Rauni kyau 0.0423	Rauni korau -0.0802	Rauni kyau 0.0008	Rauni korau -0.0380	Rauni korau -0.0222
Answer 56	-	Rauni kyau 0.0145	Rauni kyau 0.0635	Rauni korau -0.0136	Rauni korau -0.0426	Rauni kyau 0.0271	Rauni kyau 0.0339	Rauni korau -0.0472
Answer 57	-	Rauni kyau 0.0610	Rauni korau -0.0382	Rauni kyau 0.0002	Rauni korau -0.0158	Rauni kyau 0.0138	Rauni kyau 0.0129	Rauni korau -0.0249
Answer 58	-	Rauni kyau 0.0104	Rauni kyau 0.0393	Rauni korau -0.0079	Rauni korau -0.0169	Rauni korau -0.0390	Rauni kyau 0.0352	Rauni kyau 0.0004
Answer 59	-	Rauni korau -0.0518	Rauni korau -0.0277	Rauni korau -0.0152	Rauni kyau 0.0570	Rauni kyau 0.0057	Rauni kyau 0.0205	Rauni korau -0.0144
Answer 56	-	Rauni korau -0.0481	Rauni korau -0.0626	Rauni kyau 0.0444	Rauni kyau 0.0108	Rauni korau -0.0284	Rauni korau -0.0158	Rauni kyau 0.0580
Answer 60	-	Rauni korau -0.0432	Rauni korau -0.0391	Rauni korau -0.0436	Rauni kyau 0.0750	Rauni kyau 0.0164	Rauni korau -0.0521	Rauni kyau 0.0438
Masarautar muhalli (nawa kuka yarda ko ba da yarda ba?)
Answer 61	-	Rauni kyau 0.0092	Rauni korau -0.0543	Rauni kyau 7.81E-5	Rauni korau -0.0110	Rauni kyau 0.0183	Rauni korau -0.0479	Rauni kyau 0.0638
Answer 62	-	Rauni korau -0.0454	Rauni korau -0.0646	Rauni kyau 0.0153	Rauni kyau 0.0543	Rauni korau -0.0038	Rauni korau -0.0470	Rauni kyau 0.0398
Answer 63	-	Rauni kyau 0.0087	Rauni kyau 0.0104	Rauni korau -0.0123	Rauni korau -0.0148	Rauni kyau 0.0064	Rauni kyau 0.0278	Rauni korau -0.0169
Answer 64	-	Rauni kyau 0.0565	Rauni kyau 0.0470	Rauni korau -0.0248	Rauni korau -0.0213	Rauni korau -0.0280	Rauni kyau 0.0270	Rauni korau -0.0156
Answer 65	-	Rauni korau -0.0175	Rauni kyau 0.0294	Rauni korau -0.0054	Rauni korau -0.0012	Rauni kyau 0.0118	Rauni kyau 0.0566	Rauni korau -0.0578
Answer 62	-	Rauni kyau 0.0032	Rauni kyau 0.0599	Rauni korau -0.0019	Rauni korau -8.54E-5	Rauni korau -0.0108	Rauni kyau 0.0356	Rauni korau -0.0564
Answer 66	-	Rauni kyau 0.0141	Rauni kyau 0.0608	Rauni kyau 0.0344	Rauni korau -0.0469	Rauni korau -0.0052	Rauni korau -0.0119	Rauni korau -0.0138
Masarautar muhalli (nawa kuka yarda ko ba da yarda ba?)
Answer 67	-	Rauni kyau 0.0342	Rauni kyau 0.0453	Rauni kyau 0.0493	Rauni korau -0.0724	Rauni korau -0.0631	Rauni korau -0.0131	Rauni kyau 0.0530
Answer 68	-	Rauni kyau 0.0095	Rauni kyau 0.0598	Rauni kyau 0.0053	Rauni korau -0.0480	Rauni korau -0.0310	Rauni kyau 0.0207	Rauni kyau 0.0140
Answer 69	-	Rauni kyau 0.0229	Rauni korau -0.0332	Rauni kyau 0.0194	Rauni korau -0.0787	Rauni kyau 0.0193	Rauni kyau 0.0012	Rauni kyau 0.0436
Answer 70	-	Rauni korau -0.0061	Rauni kyau 0.0103	Rauni korau -0.0007	Rauni korau -0.0489	Rauni korau -0.0007	Rauni kyau 0.0438	Rauni kyau 0.0113
Answer 71	-	Rauni korau -0.0347	Rauni korau -0.0138	Rauni kyau 0.0142	Rauni korau -0.0026	Rauni kyau 0.0054	Rauni kyau 0.0159	Rauni korau -0.0012
Answer 68	-	Rauni korau -0.0208	Rauni korau -0.0623	Rauni korau -0.0523	Rauni kyau 0.0422	Rauni kyau 0.0411	Rauni kyau 0.0506	Rauni korau -0.0268
Answer 72	-	Rauni korau -0.0005	Rauni kyau 0.0065	Rauni korau -0.0148	Rauni kyau 0.1548	Rauni kyau 0.0108	Rauni korau -0.1023	Rauni korau -0.0664
Masarautar muhalli (nawa kuka yarda ko ba da yarda ba?)
Answer 73	-	Rauni korau -0.0394	Rauni kyau 0.0045	Rauni kyau 0.0010	Rauni kyau 0.1112	Rauni kyau 0.0068	Rauni korau -0.1257	Rauni kyau 0.0126
Answer 74	-	Rauni korau -0.0235	Rauni korau -0.0569	Rauni kyau 0.0304	Rauni korau -0.0135	Rauni korau -0.0275	Rauni kyau 0.0606	Rauni kyau 0.0109
Answer 75	-	Rauni kyau 0.0021	Rauni kyau 0.0010	Rauni korau -0.0285	Rauni korau -0.0499	Rauni kyau 0.0149	Rauni kyau 0.0569	Rauni kyau 0.0085
Answer 76	-	Rauni kyau 0.0566	Rauni kyau 0.0143	Rauni korau -0.0307	Rauni korau -0.0599	Rauni kyau 0.0141	Rauni kyau 0.0233	Rauni kyau 0.0085
Answer 77	-	Rauni kyau 0.0466	Rauni kyau 0.0220	Rauni kyau 0.0377	Rauni korau -0.0025	Rauni korau -0.0394	Rauni korau -0.0009	Rauni korau -0.0367
Answer 74	-	Rauni kyau 0.0407	Rauni kyau 0.0316	Rauni korau -0.0217	Rauni korau -0.0290	Rauni kyau 0.0238	Rauni kyau 0.0134	Rauni korau -0.0299
Answer 78	-	Rauni korau -0.0345	Rauni kyau 0.0563	Rauni korau -0.0071	Rauni korau -0.0401	Rauni kyau 0.0324	Rauni kyau 0.0112	Rauni korau -0.0073
Masarautar muhalli (nawa kuka yarda ko ba da yarda ba?)
Answer 79	-	Rauni kyau 0.0526	Rauni kyau 0.0561	Rauni kyau 0.0241	Rauni korau -0.0930	Rauni kyau 0.0133	Rauni kyau 0.0320	Rauni korau -0.0359
Answer 80	-	Rauni kyau 0.0120	Rauni kyau 0.0470	Rauni kyau 0.0001	Rauni korau -0.0419	Rauni korau -0.0070	Rauni kyau 0.0119	Rauni kyau 0.0014
Answer 81	-	Rauni kyau 0.0459	Rauni korau -0.0192	Rauni korau -0.0088	Rauni korau -0.0276	Rauni kyau 0.0026	Rauni kyau 0.0395	Rauni korau -0.0174
Answer 82	-	Rauni korau -0.0152	Rauni korau -0.0184	Rauni kyau 0.0266	Rauni kyau 0.0096	Rauni korau -0.0104	Rauni kyau 0.0129	Rauni korau -0.0108
Answer 83	-	Rauni korau -0.0082	Rauni korau -0.0235	Rauni korau -0.0013	Rauni korau -0.0028	Rauni korau -0.0158	Rauni kyau 0.0350	Rauni kyau 0.0062
Answer 80	-	Rauni korau -0.0502	Rauni korau -0.0351	Rauni korau -0.0135	Rauni kyau 0.0440	Rauni kyau 0.0017	Rauni korau -0.0214	Rauni kyau 0.0368
Answer 84	-	Rauni korau -0.0342	Rauni korau -0.0010	Rauni korau -0.0169	Rauni kyau 0.0935	Rauni kyau 0.0127	Rauni korau -0.0951	Rauni kyau 0.0136
3) Girma na mutum (nawa kuka yarda ko ba da yarda ba?)
Answer 85	-	Rauni korau -0.0431	Rauni korau -0.1256	Rauni kyau 0.0020	Rauni korau -0.0096	Rauni korau -0.0371	Rauni korau -0.0158	Rauni kyau 0.1636
Answer 86	-	Rauni korau -0.0254	Rauni kyau 0.0653	Rauni korau -0.0003	Rauni kyau 0.0508	Rauni kyau 0.0270	Rauni kyau 0.0209	Rauni korau -0.1185
Answer 87	-	Rauni kyau 0.0800	Rauni kyau 0.0462	Rauni korau -0.0117	Rauni korau -0.0094	Rauni kyau 0.0386	Rauni kyau 0.0047	Rauni korau -0.1025
Answer 88	-	Rauni kyau 0.0427	Rauni kyau 0.0653	Rauni korau -0.0093	Rauni korau -0.0454	Rauni kyau 0.0010	Rauni korau -0.0050	Rauni korau -0.0108
Answer 89	-	Rauni kyau 0.0050	Rauni kyau 0.0665	Rauni kyau 0.0214	Rauni korau -0.0117	Rauni korau -0.0187	Rauni kyau 0.0130	Rauni korau -0.0446
Answer 86	-	Rauni kyau 0.0247	Rauni kyau 0.0087	Rauni korau -0.0311	Rauni korau -0.0101	Rauni kyau 0.0287	Rauni kyau 0.0218	Rauni korau -0.0285
Answer 90	-	Rauni kyau 0.0240	Rauni kyau 0.0441	Rauni kyau 0.0317	Rauni korau -0.0366	Rauni korau -0.0221	Rauni korau -0.0341	Rauni kyau 0.0128
Girma na mutum (nawa kuka yarda ko ba da yarda ba?)
Answer 91	-	Rauni korau -0.0047	Rauni korau -0.0015	Rauni kyau 0.0082	Rauni kyau 0.0258	Rauni korau -0.0142	Rauni korau -0.0090	Rauni korau -0.0060
Answer 92	-	Rauni kyau 0.0161	Rauni kyau 0.0316	Rauni korau -0.0062	Rauni kyau 0.0168	Rauni kyau 0.0269	Rauni korau -0.0360	Rauni korau -0.0362
Answer 93	-	Rauni kyau 0.0292	Rauni kyau 0.1262	Rauni korau -0.0188	Rauni korau -0.0323	Rauni kyau 0.0143	Rauni korau -0.0089	Rauni korau -0.0544
Answer 94	-	Rauni kyau 0.1157	Rauni kyau 0.0337	Rauni korau -0.0478	Rauni korau -0.0197	Rauni korau -0.0037	Rauni kyau 0.0003	Rauni korau -0.0318
Answer 95	-	Rauni kyau 0.0527	Rauni kyau 0.0835	Rauni korau -0.0118	Rauni kyau 0.0192	Rauni kyau 0.0006	Rauni kyau 0.0288	Rauni korau -0.1194
Answer 92	-	Rauni korau -0.0126	Rauni kyau 0.0396	Rauni korau -0.0213	Rauni kyau 0.0150	Rauni kyau 0.0197	Rauni kyau 0.0934	Rauni korau -0.1104
Answer 96	-	Rauni korau -0.0766	Rauni korau -0.1332	Rauni kyau 0.0441	Rauni korau -0.0212	Rauni korau -0.0198	Rauni korau -0.0567	Rauni kyau 0.1807
Girma na mutum (nawa kuka yarda ko ba da yarda ba?)
Answer 97	-	Rauni kyau 0.0583	Rauni kyau 0.0587	Rauni kyau 0.0254	Rauni korau -0.0371	Rauni korau -0.0088	Rauni korau -0.0317	Rauni korau -0.0226
Answer 98	-	Rauni kyau 0.0309	Rauni kyau 0.0526	Rauni kyau 0.0290	Rauni korau -0.0392	Rauni korau -0.0246	Rauni korau -0.0227	Rauni kyau 0.0045
Answer 99	-	Rauni kyau 0.0141	Rauni kyau 0.0934	Rauni korau -0.0008	Rauni korau -0.0254	Rauni kyau 0.0151	Rauni kyau 0.0251	Rauni korau -0.0795
Answer 100	-	Rauni kyau 0.1082	Rauni kyau 0.0274	Rauni korau -0.0174	Rauni korau -0.0145	Rauni kyau 0.0215	Rauni korau -0.0353	Rauni korau -0.0466
Answer 101	-	Rauni kyau 0.0732	Rauni kyau 0.0674	Rauni korau -0.0292	Rauni korau -0.0245	Rauni kyau 0.0241	Rauni kyau 0.0078	Rauni korau -0.0677
Answer 98	-	Rauni korau -0.0077	Rauni korau -0.0363	Rauni korau -0.0258	Rauni korau -0.0589	Rauni kyau 0.0275	Rauni kyau 0.0770	Rauni kyau 0.0163
Answer 102	-	Rauni korau -0.1202	Rauni korau -0.0999	Rauni kyau 0.0226	Rauni kyau 0.1003	Rauni korau -0.0369	Rauni korau -0.0348	Rauni kyau 0.0846
Girma na mutum (nawa kuka yarda ko ba da yarda ba?)
Answer 103	-	Rauni korau -0.0594	Rauni korau -0.0634	Rauni korau -0.0172	Rauni korau -0.0269	Rauni korau -0.0187	Rauni korau -0.0122	Rauni kyau 0.1458
Answer 104	-	Rauni korau -0.0207	Rauni kyau 0.0154	Rauni korau -0.0188	Rauni kyau 0.0556	Rauni kyau 0.0056	Rauni kyau 0.0218	Rauni korau -0.0584
Answer 105	-	Rauni kyau 0.0318	Rauni kyau 0.0207	Rauni korau -0.0119	Rauni kyau 0.0065	Rauni kyau 0.0714	Rauni kyau 0.0117	Rauni korau -0.1082
Answer 106	-	Rauni kyau 0.0792	Rauni kyau 0.0458	Rauni kyau 0.0123	Rauni korau -0.0118	Rauni korau -0.0177	Rauni korau -0.0186	Rauni korau -0.0431
Answer 107	-	Rauni kyau 0.0320	Rauni kyau 0.0360	Rauni kyau 0.0429	Rauni korau -0.0352	Rauni korau -0.0022	Rauni korau -0.0132	Rauni korau -0.0321
Answer 104	-	Rauni kyau 0.0243	Rauni kyau 0.0531	Rauni kyau 0.0450	Rauni korau -0.0107	Rauni korau -0.0587	Rauni kyau 0.0435	Rauni korau -0.0563
Answer 108	-	Rauni kyau 0.0675	Rauni kyau 0.0034	Rauni kyau 0.0600	Rauni korau -0.0409	Rauni korau -0.0067	Rauni korau -0.0519	Rauni korau -0.0055
Girma na mutum (nawa kuka yarda ko ba da yarda ba?)
Answer 109	-	Rauni kyau 0.0562	Rauni kyau 0.0977	Rauni kyau 0.0440	Rauni korau -0.0325	Rauni korau -0.0194	Rauni korau -0.0180	Rauni korau -0.0675
Answer 110	-	Rauni kyau 0.0211	Rauni kyau 0.0213	Rauni kyau 0.0485	Rauni kyau 0.0052	Rauni korau -0.0164	Rauni korau -0.0367	Rauni korau -0.0239
Answer 111	-	Rauni kyau 0.0572	Rauni kyau 0.0619	Rauni korau -0.0025	Rauni kyau 0.0157	Rauni kyau 0.0461	Rauni kyau 0.0231	Rauni korau -0.1497
Answer 112	-	Rauni kyau 0.0281	Rauni kyau 0.0232	Rauni korau -0.0186	Rauni korau -0.0420	Rauni kyau 0.0025	Rauni kyau 0.0337	Rauni korau -0.0109
Answer 113	-	Rauni kyau 0.0579	Rauni kyau 0.0082	Rauni korau -0.0532	Rauni korau -0.0040	Rauni kyau 0.0089	Rauni kyau 0.0484	Rauni korau -0.0423
Answer 110	-	Rauni korau -0.0515	Rauni korau -0.0768	Rauni kyau 0.0121	Rauni korau -0.0007	Rauni kyau 0.0164	Rauni kyau 0.0124	Rauni kyau 0.0478
Answer 114	-	Rauni korau -0.0993	Rauni korau -0.0667	Rauni korau -0.0181	Rauni kyau 0.0341	Rauni korau -0.0372	Rauni korau -0.0500	Rauni kyau 0.1612
Girma na mutum (nawa kuka yarda ko ba da yarda ba?)
Answer 115	-	Rauni kyau 0.0306	Rauni kyau 0.0287	Rauni kyau 0.0024	Rauni korau -0.0278	Rauni korau -0.0030	Rauni korau -0.0079	Rauni korau -0.0056
Answer 116	-	Rauni kyau 0.0622	Rauni kyau 0.0908	Rauni korau -0.0045	Rauni korau -0.0154	Rauni kyau 0.0237	Rauni korau -0.0217	Rauni korau -0.0770
Answer 117	-	Rauni kyau 0.0234	Rauni kyau 0.0417	Rauni kyau 0.0033	Rauni kyau 0.0151	Rauni korau -0.0147	Rauni kyau 0.0222	Rauni korau -0.0633
Answer 118	-	Rauni kyau 0.0637	Rauni kyau 0.0504	Rauni korau -0.0118	Rauni korau -0.0219	Rauni korau -0.0137	Rauni korau -0.0070	Rauni korau -0.0191
Answer 119	-	Rauni kyau 0.0286	Rauni kyau 0.0101	Rauni kyau 0.0141	Rauni korau -0.0116	Rauni korau -0.0470	Rauni kyau 0.0439	Rauni korau -0.0195
Answer 116	-	Rauni korau -0.0573	Rauni korau -0.0430	Rauni korau -0.0559	Rauni kyau 0.0317	Rauni kyau 0.0524	Rauni kyau 0.1054	Rauni korau -0.0591
Answer 120	-	Rauni korau -0.0542	Rauni korau -0.0689	Rauni kyau 0.0393	Rauni kyau 0.0068	Rauni korau -0.0122	Rauni korau -0.0927	Rauni kyau 0.1267
Girma na mutum (nawa kuka yarda ko ba da yarda ba?)
Answer 121	-	Rauni korau -0.0815	Rauni korau -0.0708	Rauni kyau 0.0333	Rauni korau -0.0343	Rauni korau -0.0177	Rauni korau -0.0490	Rauni kyau 0.1610
Answer 122	-	Rauni kyau 0.0002	Rauni korau -0.0168	Rauni kyau 0.0009	Rauni kyau 0.0145	Rauni kyau 0.0073	Rauni kyau 0.0312	Rauni korau -0.0381
Answer 123	-	Rauni kyau 0.0578	Rauni kyau 0.0648	Rauni korau -0.0470	Rauni kyau 0.0553	Rauni korau -0.0101	Rauni kyau 0.0435	Rauni korau -0.1201
Answer 124	-	Rauni kyau 0.0546	Rauni kyau 0.0342	Rauni korau -0.0111	Rauni korau -0.0103	Rauni kyau 0.0080	Rauni kyau 0.0064	Rauni korau -0.0491
Answer 125	-	Rauni kyau 0.0260	Rauni kyau 0.0157	Rauni kyau 0.0141	Rauni kyau 0.0291	Rauni kyau 0.0135	Rauni kyau 0.0096	Rauni korau -0.0886
Answer 122	-	Rauni kyau 0.0154	Rauni kyau 0.0640	Rauni korau -0.0309	Rauni korau -0.0291	Rauni kyau 0.0514	Rauni korau -0.0050	Rauni korau -0.0422
Answer 126	-	Rauni kyau 0.0548	Rauni kyau 0.0412	Rauni kyau 0.0103	Rauni korau -0.0165	Rauni korau -0.0197	Rauni korau -0.0237	Rauni korau -0.0132
4) Amintaccen dangantaka da wasu (nawa kuka yarda ko ba da yarda ba?)
Answer 127	-	Rauni kyau 0.0224	Rauni korau -0.0772	Rauni korau -0.0073	Rauni kyau 0.0031	Rauni kyau 0.0211	Rauni korau -0.0648	Rauni kyau 0.0725
Answer 128	-	Rauni korau -0.0734	Rauni korau -0.0762	Rauni korau -0.0305	Rauni kyau 0.0007	Rauni kyau 0.0707	Rauni kyau 0.0221	Rauni kyau 0.0329
Answer 129	-	Rauni korau -0.0298	Rauni kyau 0.0538	Rauni kyau 0.0017	Rauni kyau 0.0092	Rauni kyau 0.0011	Rauni kyau 0.0451	Rauni korau -0.0655
Answer 130	-	Rauni kyau 0.0805	Rauni kyau 0.0725	Rauni korau -0.0272	Rauni korau -0.0024	Rauni korau -0.0572	Rauni kyau 0.0142	Rauni korau -0.0258
Answer 131	-	Rauni kyau 0.0396	Rauni kyau 0.0794	Rauni kyau 0.0529	Rauni korau -0.0151	Rauni korau -0.0565	Rauni kyau 0.0262	Rauni korau -0.0761
Answer 128	-	Rauni kyau 0.0414	Rauni kyau 0.0624	Rauni kyau 0.0707	Rauni korau -0.0145	Rauni korau -0.0914	Rauni korau -0.0094	Rauni korau -0.0173
Answer 132	-	Rauni kyau 0.0022	Rauni kyau 0.1022	Rauni kyau 0.0385	Rauni kyau 0.0034	Rauni korau -0.0477	Rauni korau -0.0167	Rauni korau -0.0395
Amintaccen dangantaka da wasu (nawa kuka yarda ko ba da yarda ba?)
Answer 133	-	Rauni kyau 0.0266	Rauni korau -0.0358	Rauni kyau 0.0335	Rauni kyau 0.0123	Rauni kyau 0.0348	Rauni korau -0.0985	Rauni kyau 0.0116
Answer 134	-	Rauni korau -0.0273	Rauni korau -0.0544	Rauni korau -0.0471	Rauni kyau 0.0052	Rauni kyau 0.0514	Rauni kyau 0.0204	Rauni kyau 0.0264
Answer 135	-	Rauni kyau 0.0082	Rauni korau -0.0332	Rauni korau -0.0329	Rauni korau -0.0119	Rauni kyau 0.0211	Rauni kyau 0.0483	Rauni korau -0.0075
Answer 136	-	Rauni kyau 0.0004	Rauni kyau 0.0437	Rauni kyau 0.0057	Rauni korau -0.0143	Rauni korau -0.0546	Rauni kyau 0.0393	Rauni kyau 0.0008
Answer 137	-	Rauni kyau 0.0186	Rauni kyau 0.0639	Rauni kyau 0.0323	Rauni korau -0.0081	Rauni korau -0.0392	Rauni kyau 0.0117	Rauni korau -0.0472
Answer 134	-	Rauni korau -0.0124	Rauni kyau 0.1016	Rauni kyau 0.0327	Rauni kyau 0.0203	Rauni korau -0.0920	Rauni korau -0.0013	Rauni korau -0.0155
Answer 138	-	Rauni korau -0.0325	Rauni kyau 0.0513	Rauni kyau 0.0310	Rauni korau -0.0086	Rauni korau -0.0341	Rauni kyau 0.0148	Rauni korau -0.0088
Amintaccen dangantaka da wasu (nawa kuka yarda ko ba da yarda ba?)
Answer 139	-	Rauni kyau 0.0367	Rauni kyau 0.0744	Rauni kyau 0.0399	Rauni korau -0.0015	Rauni korau -0.0494	Rauni korau -0.0418	Rauni korau -0.0164
Answer 140	-	Rauni kyau 0.0220	Rauni kyau 0.1040	Rauni kyau 0.0264	Rauni kyau 0.0069	Rauni korau -0.0518	Rauni kyau 0.0034	Rauni korau -0.0592
Answer 141	-	Rauni korau -0.0121	Rauni kyau 0.0204	Rauni korau -0.0010	Rauni kyau 0.0224	Rauni kyau 0.0240	Rauni kyau 0.0130	Rauni korau -0.0605
Answer 142	-	Rauni kyau 0.0393	Rauni korau -0.0042	Rauni kyau 0.0105	Rauni korau -0.0468	Rauni korau -0.0046	Rauni korau -0.0008	Rauni kyau 0.0167
Answer 143	-	Rauni korau -0.0109	Rauni kyau 0.0020	Rauni korau -0.0261	Rauni korau -0.0149	Rauni kyau 0.0274	Rauni kyau 0.0546	Rauni korau -0.0314
Answer 140	-	Rauni korau -0.0013	Rauni korau -0.0574	Rauni kyau 0.0035	Rauni korau -0.0392	Rauni kyau 0.0154	Rauni kyau 0.0239	Rauni kyau 0.0356
Answer 144	-	Rauni korau -0.0491	Rauni korau -0.0947	Rauni korau -0.0386	Rauni kyau 0.0532	Rauni kyau 0.0267	Rauni korau -0.0415	Rauni kyau 0.0811
Amintaccen dangantaka da wasu (nawa kuka yarda ko ba da yarda ba?)
Answer 145	-	Rauni kyau 0.0129	Rauni kyau 0.0936	Rauni kyau 0.0243	Rauni korau -0.0780	Rauni korau -0.0102	Rauni korau -0.0125	Rauni kyau 0.0111
Answer 146	-	Rauni kyau 0.0325	Rauni korau -0.0030	Rauni kyau 0.0095	Rauni korau -0.0825	Rauni kyau 0.0189	Rauni korau -0.0045	Rauni kyau 0.0421
Answer 147	-	Rauni kyau 0.0364	Rauni kyau 0.0417	Rauni korau -0.0047	Rauni korau -0.0824	Rauni kyau 0.0163	Rauni kyau 0.0470	Rauni korau -0.0175
Answer 148	-	Rauni kyau 0.0675	Rauni korau -0.0091	Rauni kyau 0.0093	Rauni korau -0.0570	Rauni korau -0.0039	Rauni korau -0.0002	Rauni kyau 0.0103
Answer 149	-	Rauni korau -0.0056	Rauni korau -0.0243	Rauni korau -0.0299	Rauni kyau 0.0226	Rauni kyau 0.0155	Rauni kyau 0.0247	Rauni korau -0.0147
Answer 146	-	Rauni kyau 0.0103	Rauni korau -0.0267	Rauni korau -0.0213	Rauni kyau 0.0092	Rauni korau -0.0208	Rauni kyau 0.0528	Rauni korau -0.0073
Answer 150	-	Rauni korau -0.0990	Rauni korau -0.0328	Rauni kyau 0.0133	Rauni kyau 0.1625	Rauni korau -0.0065	Rauni korau -0.0786	Rauni korau -0.0132
Amintaccen dangantaka da wasu (nawa kuka yarda ko ba da yarda ba?)
Answer 151	-	Rauni korau -0.0089	Rauni korau -0.0539	Rauni korau -0.0113	Rauni kyau 0.0245	Rauni kyau 0.0614	Rauni korau -0.0411	Rauni kyau 0.0023
Answer 152	-	Rauni korau -0.0114	Rauni korau -0.0430	Rauni kyau 0.0060	Rauni kyau 0.0106	Rauni korau -0.0132	Rauni kyau 0.0345	Rauni kyau 0.0008
Answer 153	-	Rauni korau -0.0082	Rauni kyau 0.0406	Rauni korau -0.0141	Rauni korau -0.0224	Rauni korau -0.0240	Rauni kyau 0.0566	Rauni korau -0.0141
Answer 154	-	Rauni kyau 0.0316	Rauni kyau 0.0495	Rauni kyau 0.0040	Rauni korau -0.0007	Rauni korau -0.0521	Rauni korau -0.0207	Rauni kyau 0.0105
Answer 155	-	Rauni kyau 0.0226	Rauni kyau 0.0087	Rauni korau -0.0142	Rauni korau -0.0340	Rauni kyau 0.0235	Rauni korau -0.0052	Rauni kyau 0.0135
Answer 152	-	Rauni korau -0.0138	Rauni kyau 0.1000	Rauni kyau 0.0137	Rauni kyau 0.0206	Rauni kyau 0.0065	Rauni korau -0.0444	Rauni korau -0.0508
Answer 156	-	Rauni kyau 0.0180	Rauni kyau 0.0259	Rauni kyau 0.0403	Rauni korau -0.0531	Rauni korau -0.0612	Rauni kyau 0.0093	Rauni kyau 0.0408
Amintaccen dangantaka da wasu (nawa kuka yarda ko ba da yarda ba?)
Answer 157	-	Rauni kyau 0.0656	Rauni kyau 0.0881	Rauni kyau 0.0071	Rauni korau -0.0390	Rauni kyau 0.0417	Rauni korau -0.0440	Rauni korau -0.0657
Answer 158	-	Rauni kyau 0.0150	Rauni kyau 0.0133	Rauni kyau 0.0317	Rauni korau -0.0562	Rauni korau -0.0143	Rauni kyau 0.0516	Rauni korau -0.0198
Answer 159	-	Rauni kyau 0.0270	Rauni korau -0.0324	Rauni korau -0.0521	Rauni kyau 0.0093	Rauni korau -0.0232	Rauni kyau 0.0721	Rauni korau -0.0042
Answer 160	-	Rauni kyau 0.0052	Rauni kyau 0.0429	Rauni kyau 0.0063	Rauni korau -0.0217	Rauni korau -0.0443	Rauni kyau 0.0037	Rauni kyau 0.0265
Answer 161	-	Rauni kyau 0.0036	Rauni korau -0.0168	Rauni kyau 0.0038	Rauni korau -0.0269	Rauni kyau 0.0086	Rauni kyau 0.0635	Rauni korau -0.0276
Answer 158	-	Rauni korau -0.0114	Rauni korau -0.0320	Rauni kyau 0.0056	Rauni kyau 0.0214	Rauni kyau 0.0288	Rauni korau -0.0274	Rauni korau -0.0028
Answer 162	-	Rauni korau -0.0750	Rauni korau -0.0442	Rauni korau -0.0019	Rauni kyau 0.0748	Rauni korau -0.0023	Rauni korau -0.0722	Rauni kyau 0.0660
Amintaccen dangantaka da wasu (nawa kuka yarda ko ba da yarda ba?)
Answer 163	-	Rauni kyau 0.0050	Rauni korau -0.0590	Rauni korau -0.0328	Rauni kyau 0.0298	Rauni kyau 0.0664	Rauni korau -0.0586	Rauni kyau 0.0204
Answer 164	-	Rauni korau -0.0372	Rauni korau -0.0260	Rauni kyau 0.0082	Rauni kyau 0.0033	Rauni korau -0.0055	Rauni kyau 0.0662	Rauni korau -0.0246
Answer 165	-	Rauni korau -0.0276	Rauni kyau 0.0220	Rauni kyau 0.0299	Rauni korau -0.0118	Rauni korau -0.0432	Rauni kyau 0.0354	Rauni kyau 0.0012
Answer 166	-	Rauni kyau 0.0695	Rauni kyau 0.0843	Rauni kyau 0.0065	Rauni korau -0.0171	Rauni korau -0.0573	Rauni korau -0.0154	Rauni korau -0.0151
Answer 167	-	Rauni kyau 0.0079	Rauni kyau 0.0392	Rauni korau -0.0264	Rauni korau -0.0168	Rauni korau -0.0090	Rauni kyau 0.0375	Rauni korau -0.0136
Answer 164	-	Rauni kyau 0.0222	Rauni kyau 0.0421	Rauni kyau 0.0050	Rauni korau -0.0057	Rauni korau -0.0094	Rauni korau -0.0495	Rauni kyau 0.0119
Answer 168	-	Rauni kyau 0.0047	Rauni kyau 0.0188	Rauni kyau 0.0514	Rauni korau -0.0444	Rauni korau -0.0225	Rauni korau -0.0284	Rauni kyau 0.0293
5) Manufa a rayuwa (nawa kuka yarda ko ba da yarda ba?)
Answer 169	-	Rauni korau -0.0505	Rauni korau -0.0317	Rauni kyau 0.0368	Rauni kyau 0.1839	Rauni korau -0.0621	Rauni korau -0.1314	Rauni kyau 0.0077
Answer 170	-	Rauni korau -0.0013	Rauni korau -0.0158	Rauni korau -0.0378	Rauni korau -0.0402	Rauni kyau 0.0194	Rauni kyau 0.0694	Rauni kyau 0.0044
Answer 171	-	Rauni kyau 0.0180	Rauni korau -0.0248	Rauni kyau 0.0158	Rauni korau -0.1198	Rauni kyau 0.0804	Rauni kyau 0.0505	Rauni korau -0.0099
Answer 172	-	Rauni kyau 0.0648	Rauni kyau 0.0671	Rauni korau -0.0343	Rauni korau -0.0838	Rauni korau -0.0117	Rauni kyau 0.0330	Rauni kyau 0.0154
Answer 173	-	Rauni kyau 0.0101	Rauni kyau 0.0041	Rauni kyau 0.0148	Rauni korau -0.0515	Rauni korau -0.0173	Rauni kyau 0.0506	Rauni kyau 0.0044
Answer 170	-	Rauni korau -0.0004	Rauni kyau 0.0178	Rauni korau -0.0238	Rauni korau -0.0124	Rauni kyau 0.0308	Rauni kyau 0.0156	Rauni korau -0.0221
Answer 174	-	Rauni kyau 0.0330	Rauni kyau 0.1184	Rauni kyau 0.0158	Rauni korau -0.0533	Rauni korau -0.0187	Rauni kyau 0.0030	Rauni korau -0.0379
Manufa a rayuwa (nawa kuka yarda ko ba da yarda ba?)
Answer 175	-	Rauni kyau 0.0795	Rauni kyau 0.0588	Rauni korau -0.0170	Rauni korau -0.1164	Rauni kyau 0.0219	Rauni korau -0.0010	Rauni kyau 0.0210
Answer 176	-	Rauni kyau 0.0688	Rauni kyau 0.0417	Rauni korau -0.0257	Rauni korau -0.1612	Rauni kyau 0.0266	Rauni kyau 0.0091	Rauni kyau 0.0799
Answer 177	-	Rauni korau -0.0104	Rauni korau -0.0261	Rauni korau -0.0052	Rauni korau -0.0651	Rauni kyau 0.0341	Rauni kyau 0.0356	Rauni kyau 0.0288
Answer 178	-	Rauni kyau 0.0078	Rauni kyau 0.0140	Rauni korau -0.0191	Rauni korau -0.0230	Rauni korau -0.0216	Rauni kyau 0.0059	Rauni kyau 0.0415
Answer 179	-	Rauni korau -0.0042	Rauni korau -0.0075	Rauni korau -0.0131	Rauni kyau 0.0175	Rauni kyau 0.0088	Rauni kyau 0.0463	Rauni korau -0.0477
Answer 176	-	Rauni korau -0.0418	Rauni korau -0.0843	Rauni kyau 0.0039	Rauni kyau 0.0393	Rauni kyau 0.0035	Rauni kyau 0.0361	Rauni kyau 0.0025
Answer 180	-	Rauni korau -0.0412	Rauni kyau 0.0322	Rauni kyau 0.0464	Rauni kyau 0.1727	Rauni korau -0.0474	Rauni korau -0.0986	Rauni korau -0.0747
Manufa a rayuwa (nawa kuka yarda ko ba da yarda ba?)
Answer 181	-	Rauni korau -0.0385	Rauni korau -0.0465	Rauni kyau 0.0712	Rauni kyau 0.1020	Rauni korau -0.0476	Rauni korau -0.1326	Rauni kyau 0.0494
Answer 182	-	Rauni korau -0.0450	Rauni korau -0.0186	Rauni korau -0.0140	Rauni kyau 0.0250	Rauni korau -0.0203	Rauni kyau 0.0474	Rauni kyau 0.0042
Answer 183	-	Rauni kyau 0.0281	Rauni kyau 0.0052	Rauni korau -0.0264	Rauni korau -0.0824	Rauni kyau 0.0406	Rauni kyau 0.0407	Rauni kyau 0.0098
Answer 184	-	Rauni kyau 0.0481	Rauni kyau 0.0579	Rauni korau -0.0651	Rauni korau -0.0278	Rauni kyau 0.0203	Rauni kyau 0.0029	Rauni korau -0.0023
Answer 185	-	Rauni kyau 0.0490	Rauni kyau 0.0318	Rauni korau -0.0036	Rauni korau -0.0470	Rauni kyau 0.0255	Rauni kyau 0.0490	Rauni korau -0.0669
Answer 182	-	Rauni kyau 0.0107	Rauni kyau 0.0124	Rauni korau -0.0017	Rauni korau -0.0164	Rauni kyau 0.0177	Rauni kyau 0.0479	Rauni korau -0.0536
Answer 186	-	Rauni kyau 0.0242	Rauni kyau 0.0274	Rauni korau -0.0077	Rauni korau -0.0683	Rauni kyau 0.0239	Rauni kyau 0.0506	Rauni korau -0.0236
Manufa a rayuwa (nawa kuka yarda ko ba da yarda ba?)
Answer 187	-	Rauni korau -0.0570	Rauni korau -0.0441	Rauni kyau 0.0894	Rauni kyau 0.1234	Rauni korau -0.0498	Rauni korau -0.0864	Rauni korau -0.0167
Answer 188	-	Rauni korau -0.0281	Rauni kyau 0.0176	Rauni korau -0.0421	Rauni korau -0.0165	Rauni korau -0.0079	Rauni kyau 0.0315	Rauni kyau 0.0410
Answer 189	-	Rauni korau -0.0030	Rauni kyau 0.0038	Rauni korau -0.0025	Rauni kyau 0.0047	Rauni korau -0.0058	Rauni kyau 0.0286	Rauni korau -0.0243
Answer 190	-	Rauni kyau 0.0608	Rauni kyau 0.0245	Rauni korau -0.0356	Rauni korau -0.0714	Rauni kyau 0.0422	Rauni kyau 0.0011	Rauni kyau 0.0093
Answer 191	-	Rauni kyau 0.0487	Rauni kyau 0.0011	Rauni kyau 0.0034	Rauni korau -0.0983	Rauni kyau 0.0384	Rauni kyau 0.0574	Rauni korau -0.0223
Answer 188	-	Rauni kyau 0.0107	Rauni korau -0.0160	Rauni korau -0.0402	Rauni korau -0.0021	Rauni kyau 0.0324	Rauni kyau 0.0253	Rauni korau -0.0108
Answer 192	-	Rauni kyau 0.0305	Rauni kyau 0.0417	Rauni korau -0.0274	Rauni korau -0.0317	Rauni korau -0.0060	Rauni korau -0.0047	Rauni kyau 0.0205
Manufa a rayuwa (nawa kuka yarda ko ba da yarda ba?)
Answer 193	-	Rauni kyau 0.0509	Rauni kyau 0.0853	Rauni kyau 0.0145	Rauni korau -0.0603	Rauni kyau 0.0008	Rauni korau -0.0052	Rauni korau -0.0335
Answer 194	-	Rauni kyau 0.0853	Rauni kyau 0.0418	Rauni kyau 6.48E-5	Rauni korau -0.0489	Rauni kyau 0.0341	Rauni korau -0.0047	Rauni korau -0.0600
Answer 195	-	Rauni korau -0.0343	Rauni korau -0.0067	Rauni korau -0.0352	Rauni korau -0.0317	Rauni kyau 0.0432	Rauni kyau 0.0482	Rauni kyau 0.0029
Answer 196	-	Rauni kyau 0.0019	Rauni kyau 0.0368	Rauni korau -0.0045	Rauni korau -0.0033	Rauni korau -0.0164	Rauni kyau 0.0394	Rauni korau -0.0318
Answer 197	-	Rauni kyau 0.0052	Rauni korau -0.0138	Rauni korau -0.0089	Rauni korau -0.0128	Rauni korau -0.0461	Rauni kyau 0.0370	Rauni kyau 0.0387
Answer 194	-	Rauni korau -0.0200	Rauni korau -0.0619	Rauni korau -0.0104	Rauni kyau 0.0311	Rauni kyau 0.0208	Rauni kyau 0.0284	Rauni korau -0.0162
Answer 198	-	Rauni korau -0.0528	Rauni korau -0.0352	Rauni kyau 0.0340	Rauni kyau 0.0757	Rauni korau -0.0345	Rauni korau -0.0999	Rauni kyau 0.0693
Manufa a rayuwa (nawa kuka yarda ko ba da yarda ba?)
Answer 199	-	Rauni kyau 0.0158	Rauni kyau 0.0329	Rauni kyau 0.0198	Rauni korau -0.0200	Rauni korau -0.0173	Rauni korau -0.0101	Rauni korau -0.0044
Answer 200	-	Rauni kyau 0.0003	Rauni kyau 0.0339	Rauni kyau 0.0061	Rauni korau -0.0069	Rauni korau -0.0266	Rauni korau -0.0069	Rauni kyau 0.0163
Answer 201	-	Rauni kyau 0.0078	Rauni korau -0.0416	Rauni kyau 0.0070	Rauni korau -0.0369	Rauni korau -0.0191	Rauni kyau 7.71E-5	Rauni kyau 0.0684
Answer 202	-	Rauni kyau 0.0248	Rauni kyau 0.0753	Rauni kyau 0.0286	Rauni korau -0.0027	Rauni korau -0.0126	Rauni korau -0.0401	Rauni korau -0.0394
Answer 203	-	Rauni korau -0.0157	Rauni kyau 0.0369	Rauni korau -0.0472	Rauni korau -0.0089	Rauni kyau 0.0125	Rauni kyau 0.0565	Rauni korau -0.0254
Answer 200	-	Rauni korau -0.0466	Rauni korau -0.0378	Rauni korau -0.0403	Rauni kyau 0.0289	Rauni kyau 0.0553	Rauni kyau 0.0255	Rauni korau -0.0162
Answer 204	-	Rauni kyau 0.0167	Rauni korau -0.0472	Rauni kyau 0.0220	Rauni kyau 0.0159	Rauni korau -0.0087	Rauni korau -0.0164	Rauni kyau 0.0076
Manufa a rayuwa (nawa kuka yarda ko ba da yarda ba?)
Answer 205	-	Rauni korau -0.0067	Rauni kyau 0.0875	Rauni kyau 0.0390	Rauni korau -0.0151	Rauni kyau 0.0021	Rauni korau -0.0082	Rauni korau -0.0633
Answer 206	-	Rauni kyau 0.0872	Rauni korau -0.0062	Rauni kyau 0.0225	Rauni korau -0.0175	Rauni korau -0.0294	Rauni kyau 0.0255	Rauni korau -0.0476
Answer 207	-	Rauni korau -0.0084	Rauni kyau 0.0201	Rauni korau -0.0255	Rauni kyau 0.0003	Rauni kyau 0.0526	Rauni kyau 0.0484	Rauni korau -0.0781
Answer 208	-	Rauni kyau 0.0326	Rauni kyau 0.0361	Rauni korau -0.0381	Rauni korau -0.0303	Rauni korau -0.0568	Rauni kyau 0.0314	Rauni kyau 0.0489
Answer 209	-	Rauni korau -0.0378	Rauni korau -0.0051	Rauni korau -0.0502	Rauni kyau 0.0338	Rauni kyau 0.0298	Rauni kyau 0.0133	Rauni korau -0.0042
Answer 206	-	Rauni korau -0.0414	Rauni korau -0.0690	Rauni kyau 0.0217	Rauni korau -0.0226	Rauni kyau 0.0156	Rauni korau -0.0147	Rauni kyau 0.0707
Answer 210	-	Rauni korau -0.0229	Rauni korau -0.0319	Rauni kyau 0.0255	Rauni kyau 0.0416	Rauni korau -0.0144	Rauni korau -0.0789	Rauni kyau 0.0530
6) Yarda da kai (nawa kuka yarda ko ba da yarda ba?)
Answer 211	-	Rauni kyau 0.0290	Rauni kyau 0.1156	Rauni korau -0.0005	Rauni korau -0.0417	Rauni kyau 0.0189	Rauni korau -0.0192	Rauni korau -0.0481
Answer 212	-	Rauni kyau 0.0212	Rauni kyau 0.0542	Rauni kyau 0.0362	Rauni korau -0.0035	Rauni korau -0.0631	Rauni kyau 0.0811	Rauni korau -0.0834
Answer 213	-	Rauni kyau 0.0275	Rauni korau -0.0123	Rauni korau -0.0122	Rauni kyau 0.0245	Rauni kyau 0.0559	Rauni korau -0.0100	Rauni korau -0.0697
Answer 214	-	Rauni kyau 0.0037	Rauni korau -0.0063	Rauni korau -0.0438	Rauni korau -0.0067	Rauni korau -0.0228	Rauni korau -0.0029	Rauni kyau 0.0715
Answer 215	-	Rauni korau -0.0193	Rauni kyau 4.46E-5	Rauni korau -0.0095	Rauni korau -0.0021	Rauni korau -0.0217	Rauni kyau 0.0388	Rauni kyau 0.0077
Answer 212	-	Rauni korau -0.0164	Rauni korau -0.0661	Rauni korau -0.0081	Rauni kyau 0.0075	Rauni kyau 0.0066	Rauni kyau 0.0398	Rauni kyau 0.0102
Answer 216	-	Rauni korau -0.0350	Rauni korau -0.0477	Rauni kyau 0.0233	Rauni kyau 0.0086	Rauni kyau 0.0161	Rauni korau -0.1034	Rauni kyau 0.0969
Yarda da kai (nawa kuka yarda ko ba da yarda ba?)
Answer 217	-	Rauni korau -0.0521	Rauni korau -0.0477	Rauni kyau 0.0474	Rauni kyau 0.0338	Rauni korau -0.0019	Rauni korau -0.1139	Rauni kyau 0.0881
Answer 218	-	Rauni korau -0.0320	Rauni korau -0.0553	Rauni korau -0.0201	Rauni kyau 0.0048	Rauni kyau 0.0249	Rauni kyau 0.0432	Rauni kyau 0.0055
Answer 219	-	Rauni kyau 0.0168	Rauni korau -0.0272	Rauni korau -0.0494	Rauni korau -0.0528	Rauni kyau 0.0282	Rauni kyau 0.0826	Rauni kyau 0.0024
Answer 220	-	Rauni kyau 0.0272	Rauni kyau 0.0406	Rauni korau -0.0245	Rauni korau -0.0226	Rauni korau -0.0189	Rauni kyau 0.0364	Rauni korau -0.0108
Answer 221	-	Rauni kyau 0.0647	Rauni kyau 0.0524	Rauni korau -0.0112	Rauni kyau 0.0284	Rauni kyau 0.0039	Rauni korau -0.0188	Rauni korau -0.0780
Answer 218	-	Rauni korau -0.0024	Rauni kyau 0.0498	Rauni kyau 0.0369	Rauni kyau 0.0418	Rauni korau -0.0759	Rauni kyau 0.0080	Rauni korau -0.0366
Answer 222	-	Rauni kyau 0.0467	Rauni kyau 0.1015	Rauni kyau 0.0278	Rauni korau -0.0601	Rauni kyau 0.0193	Rauni korau -0.0281	Rauni korau -0.0536
Yarda da kai (nawa kuka yarda ko ba da yarda ba?)
Answer 223	-	Rauni kyau 0.0710	Rauni kyau 0.0872	Rauni kyau 0.0268	Rauni korau -0.0762	Rauni kyau 0.0271	Rauni korau -0.0078	Rauni korau -0.0667
Answer 224	-	Rauni korau -0.0191	Rauni kyau 0.0527	Rauni korau -0.0281	Rauni kyau 0.0055	Rauni korau -0.0087	Rauni kyau 0.0444	Rauni korau -0.0307
Answer 225	-	Rauni kyau 0.0621	Rauni kyau 0.0091	Rauni korau -0.0283	Rauni kyau 0.0144	Rauni kyau 0.0609	Rauni korau -0.0148	Rauni korau -0.0775
Answer 226	-	Rauni korau -0.0087	Rauni korau -0.0143	Rauni korau -0.0275	Rauni korau -0.0006	Rauni korau -0.0207	Rauni kyau 0.0076	Rauni kyau 0.0516
Answer 227	-	Rauni kyau 0.0057	Rauni korau -0.0134	Rauni kyau 0.0051	Rauni korau -0.0085	Rauni korau -0.0626	Rauni kyau 0.0553	Rauni kyau 0.0219
Answer 224	-	Rauni korau -0.0373	Rauni korau -0.0727	Rauni kyau 0.0119	Rauni korau -0.0117	Rauni korau -0.0125	Rauni kyau 0.0899	Rauni kyau 0.0064
Answer 228	-	Rauni korau -0.0525	Rauni korau -0.0374	Rauni kyau 0.0359	Rauni kyau 0.0572	Rauni kyau 0.0052	Rauni korau -0.1427	Rauni kyau 0.0821
Yarda da kai (nawa kuka yarda ko ba da yarda ba?)
Answer 229	-	Rauni korau -0.0492	Rauni korau -0.0181	Rauni kyau 0.0460	Rauni kyau 0.0961	Rauni korau -0.0379	Rauni korau -0.1356	Rauni kyau 0.0593
Answer 230	-	Rauni korau -0.0246	Rauni korau -0.0499	Rauni korau -0.0076	Rauni korau -0.0135	Rauni korau -0.0120	Rauni kyau 0.0695	Rauni kyau 0.0188
Answer 231	-	Rauni kyau 0.0104	Rauni korau -0.0108	Rauni korau -0.0284	Rauni kyau 0.0014	Rauni kyau 0.0242	Rauni korau -0.0042	Rauni kyau 0.0017
Answer 232	-	Rauni kyau 0.0024	Rauni kyau 0.0593	Rauni korau -0.0500	Rauni korau -0.0405	Rauni kyau 0.0221	Rauni kyau 0.0550	Rauni korau -0.0242
Answer 233	-	Rauni kyau 0.0612	Rauni korau -0.0093	Rauni korau -0.0121	Rauni korau -0.0481	Rauni kyau 0.0175	Rauni kyau 0.0707	Rauni korau -0.0497
Answer 230	-	Rauni kyau 0.0480	Rauni kyau 0.0574	Rauni kyau 0.0135	Rauni korau -0.0398	Rauni korau -0.0124	Rauni kyau 0.0564	Rauni korau -0.0729
Answer 234	-	Rauni kyau 0.0374	Rauni kyau 0.0739	Rauni kyau 0.0285	Rauni korau -0.0658	Rauni kyau 0.0512	Rauni korau -0.0576	Rauni korau -0.0283
Yarda da kai (nawa kuka yarda ko ba da yarda ba?)
Answer 235	-	Rauni korau -0.0049	Rauni kyau 0.0107	Rauni kyau 0.0437	Rauni kyau 0.0684	Rauni korau -0.0567	Rauni korau -0.1227	Rauni kyau 0.0482
Answer 236	-	Rauni korau -0.0032	Rauni korau -0.0333	Rauni kyau 0.0166	Rauni kyau 0.0028	Rauni korau -0.0252	Rauni kyau 0.0430	Rauni korau -0.0049
Answer 237	-	Rauni korau -0.0068	Rauni korau -0.0404	Rauni korau -0.0007	Rauni kyau 0.0157	Rauni korau -0.0060	Rauni kyau 0.0113	Rauni kyau 0.0075
Answer 238	-	Rauni korau -0.0193	Rauni korau -0.0122	Rauni korau -0.0647	Rauni korau -0.0420	Rauni kyau 0.0619	Rauni kyau 0.0417	Rauni kyau 0.0230
Answer 239	-	Rauni kyau 0.0169	Rauni kyau 0.0251	Rauni korau -0.0120	Rauni korau -0.0093	Rauni kyau 0.0255	Rauni kyau 0.0564	Rauni korau -0.0788
Answer 236	-	Rauni kyau 0.0337	Rauni kyau 0.0348	Rauni kyau 0.0077	Rauni korau -0.0481	Rauni korau -0.0137	Rauni kyau 0.0280	Rauni korau -0.0116
Answer 240	-	Rauni kyau 0.0070	Rauni kyau 0.0768	Rauni kyau 0.0038	Rauni korau -0.0310	Rauni kyau 0.0533	Rauni korau -0.0368	Rauni korau -0.0431
Yarda da kai (nawa kuka yarda ko ba da yarda ba?)
Answer 241	-	Rauni kyau 0.0474	Rauni kyau 0.0869	Rauni kyau 0.0572	Rauni korau -0.0424	Rauni kyau 6.96E-5	Rauni korau -0.0297	Rauni korau -0.0684
Answer 242	-	Rauni kyau 0.0975	Rauni kyau 0.0361	Rauni korau -0.0184	Rauni korau -0.0279	Rauni korau -0.0049	Rauni kyau 0.0121	Rauni korau -0.0442
Answer 243	-	Rauni kyau 0.0117	Rauni kyau 0.0228	Rauni korau -0.0088	Rauni kyau 0.0232	Rauni kyau 0.0280	Rauni kyau 0.0225	Rauni korau -0.0812
Answer 244	-	Rauni korau -0.0008	Rauni kyau 0.0102	Rauni korau -0.0383	Rauni korau -0.0198	Rauni kyau 0.0049	Rauni kyau 0.0633	Rauni korau -0.0126
Answer 245	-	Rauni korau -0.0290	Rauni korau -0.0411	Rauni kyau 0.0294	Rauni kyau 0.0324	Rauni korau -0.0628	Rauni kyau 0.0086	Rauni kyau 0.0369
Answer 242	-	Rauni korau -0.0712	Rauni korau -0.0288	Rauni korau -0.0530	Rauni kyau 0.0226	Rauni kyau 0.0188	Rauni kyau 0.0436	Rauni kyau 0.0337
Answer 246	-	Rauni korau -0.0428	Rauni korau -0.0683	Rauni kyau 0.0452	Rauni kyau 0.0116	Rauni kyau 0.0053	Rauni korau -0.1161	Rauni kyau 0.1114
Yarda da kai (nawa kuka yarda ko ba da yarda ba?)
Answer 247	-	Rauni korau -0.0421	Rauni kyau 0.0180	Rauni kyau 0.0541	Rauni kyau 0.0479	Rauni korau -0.0439	Rauni korau -0.1127	Rauni kyau 0.0579
Answer 248	-	Rauni kyau 0.0023	Rauni korau -0.0856	Rauni korau -0.0286	Rauni korau -0.0065	Rauni kyau 0.0164	Rauni kyau 0.0637	Rauni kyau 0.0123
Answer 249	-	Rauni korau -0.0355	Rauni korau -0.0082	Rauni korau -0.0171	Rauni korau -0.0111	Rauni kyau 0.0303	Rauni kyau 0.0504	Rauni korau -0.0186
Answer 250	-	Rauni kyau 0.0863	Rauni kyau 0.0364	Rauni korau -0.0301	Rauni korau -0.0378	Rauni korau -0.0206	Rauni kyau 0.0324	Rauni korau -0.0178
Answer 251	-	Rauni kyau 0.0279	Rauni kyau 0.0335	Rauni korau -0.0225	Rauni korau -0.0085	Rauni kyau 0.0475	Rauni kyau 0.0157	Rauni korau -0.0694
Answer 248	-	Rauni kyau 0.0220	Rauni kyau 0.0489	Rauni kyau 0.0192	Rauni kyau 0.0007	Rauni kyau 0.0046	Rauni korau -0.0123	Rauni korau -0.0574
Answer 252	-	Rauni kyau 0.0229	Rauni kyau 0.1351	Rauni kyau 0.0108	Rauni korau -0.0711	Rauni kyau 0.0006	Rauni korau -0.0035	Rauni korau -0.0309

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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