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 86459 results from 171 countries, results clustered into 7998 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 = 0.0482

Rarraba ba rarraba ba, da Spearman r = 0.002

Nuna kawai sakamako > r = 0.0482

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 -0.0558	Rauni kyau 0.0676	Rauni korau -0.0365	Rauni kyau 0.0393	Rauni korau -0.0529	Rauni korau -0.0127	Rauni kyau 0.0449
Answer 2	-	Rauni korau -0.0261	Rauni korau -0.0290	Rauni kyau 0.0153	Rauni kyau 0.0293	Rauni korau -0.0012	Rauni korau -0.0298	Rauni kyau 0.0199
Answer 3	-	Rauni kyau 0.0405	Rauni korau -0.0317	Rauni kyau 0.0173	Rauni korau -0.0338	Rauni kyau 0.0112	Rauni kyau 0.0444	Rauni korau -0.0358
Answer 4	-	Rauni kyau 0.0429	Rauni korau -0.0131	Rauni kyau 0.0265	Rauni kyau 0.0020	Rauni korau -0.0138	Rauni korau -0.0532	Rauni kyau 0.0163
Answer 5	-	Rauni korau -0.0057	Rauni korau -0.0091	Rauni korau -0.0140	Rauni korau -0.0211	Rauni kyau 0.0745	Rauni kyau 0.0497	Rauni korau -0.0707
Answer 2	-	Rauni kyau 0.0575	Rauni korau -0.0324	Rauni kyau 0.0395	Rauni korau -0.0276	Rauni kyau 0.0083	Rauni korau -0.0055	Rauni korau -0.0267
Answer 6	-	Rauni kyau 0.0361	Rauni kyau 0.0252	Rauni korau -0.0341	Rauni korau -0.0617	Rauni kyau 0.0284	Rauni kyau 0.0224	Rauni kyau 0.0072
Autuwa (Nawa ka yarda ko sabani?)
Answer 7	-	Rauni kyau 0.0017	Rauni kyau 0.0307	Rauni kyau 0.0295	Rauni korau -0.0243	Rauni korau -0.0375	Rauni korau -0.0875	Rauni kyau 0.0855
Answer 8	-	Rauni korau -0.0530	Rauni korau -0.0031	Rauni kyau 0.0107	Rauni kyau 0.0472	Rauni korau -0.0140	Rauni kyau 0.0100	Rauni korau -0.0128
Answer 9	-	Rauni korau -0.0471	Rauni korau -0.0408	Rauni korau -0.0483	Rauni kyau 0.0025	Rauni kyau 0.0132	Rauni kyau 0.0653	Rauni kyau 0.0265
Answer 10	-	Rauni kyau 0.0353	Rauni kyau 0.0306	Rauni kyau 0.0154	Rauni korau -0.0026	Rauni korau -0.0290	Rauni kyau 0.0134	Rauni korau -0.0371
Answer 11	-	Rauni kyau 0.0408	Rauni kyau 0.0031	Rauni korau -0.0341	Rauni kyau 0.0154	Rauni kyau 0.0483	Rauni kyau 0.0154	Rauni korau -0.0724
Answer 8	-	Rauni kyau 0.0582	Rauni korau -0.0347	Rauni kyau 0.0334	Rauni korau -0.0588	Rauni kyau 0.0337	Rauni korau -0.0004	Rauni korau -0.0193
Answer 12	-	Rauni kyau 0.0482	Rauni kyau 0.0250	Rauni korau -0.0119	Rauni korau -0.0165	Rauni kyau 0.0200	Rauni korau -0.0004	Rauni korau -0.0343
Autuwa (Nawa ka yarda ko sabani?)
Answer 13	-	Rauni kyau 0.0680	Rauni kyau 0.0185	Rauni kyau 0.0379	Rauni korau -0.0547	Rauni kyau 0.0436	Rauni korau -0.0247	Rauni korau -0.0567
Answer 14	-	Rauni kyau 0.0594	Rauni kyau 0.0231	Rauni kyau 0.0391	Rauni kyau 0.0189	Rauni korau -0.0190	Rauni korau -0.0272	Rauni korau -0.0633
Answer 15	-	Rauni korau -0.0189	Rauni korau -0.0165	Rauni korau -0.0376	Rauni kyau 0.0786	Rauni kyau 0.0087	Rauni kyau 0.0229	Rauni korau -0.0502
Answer 16	-	Rauni korau -0.0164	Rauni kyau 0.0050	Rauni korau -0.0325	Rauni korau -0.0199	Rauni kyau 0.0074	Rauni korau -0.0037	Rauni kyau 0.0531
Answer 17	-	Rauni kyau 0.0176	Rauni kyau 0.0442	Rauni korau -0.0243	Rauni korau -0.0228	Rauni korau -0.0159	Rauni kyau 0.0415	Rauni korau -0.0123
Answer 14	-	Rauni korau -0.0403	Rauni korau -0.0294	Rauni kyau 0.0089	Rauni kyau 0.0135	Rauni korau -0.0523	Rauni kyau 0.0278	Rauni kyau 0.0478
Answer 18	-	Rauni korau -0.0506	Rauni korau -0.0313	Rauni kyau 0.0166	Rauni korau -0.0550	Rauni kyau 0.0413	Rauni korau -0.0380	Rauni kyau 0.0827
Autuwa (Nawa ka yarda ko sabani?)
Answer 19	-	Rauni korau -0.0263	Rauni kyau 0.0357	Rauni kyau 0.0129	Rauni korau -0.0489	Rauni korau -0.0227	Rauni korau -0.0359	Rauni kyau 0.0818
Answer 20	-	Rauni korau -0.0503	Rauni korau -0.0164	Rauni korau -0.0078	Rauni kyau 0.0113	Rauni korau -0.0093	Rauni kyau 0.0093	Rauni kyau 0.0396
Answer 21	-	Rauni kyau 0.0427	Rauni korau -0.0433	Rauni korau -0.0081	Rauni kyau 0.0618	Rauni korau -0.0214	Rauni kyau 0.0539	Rauni korau -0.0788
Answer 22	-	Rauni kyau 0.0160	Rauni kyau 0.0102	Rauni kyau 0.0173	Rauni korau -0.0114	Rauni korau -0.0138	Rauni korau -0.0189	Rauni kyau 0.0074
Answer 23	-	Rauni korau -0.0047	Rauni korau -0.0178	Rauni korau -0.0198	Rauni korau -0.0157	Rauni kyau 0.0735	Rauni korau -0.0056	Rauni korau -0.0176
Answer 20	-	Rauni kyau 0.0568	Rauni kyau 0.0128	Rauni kyau 0.0057	Rauni kyau 0.0019	Rauni kyau 0.0707	Rauni korau -0.0088	Rauni korau -0.1106
Answer 24	-	Rauni kyau 0.0439	Rauni kyau 0.0471	Rauni korau -0.0050	Rauni kyau 0.0024	Rauni korau -0.0283	Rauni kyau 0.0017	Rauni korau -0.0262
Autuwa (Nawa ka yarda ko sabani?)
Answer 25	-	Rauni kyau 0.0843	Rauni kyau 0.0319	Rauni korau -0.0135	Rauni korau -0.0311	Rauni kyau 0.0440	Rauni korau -0.0272	Rauni korau -0.0531
Answer 26	-	Rauni kyau 0.0312	Rauni korau -0.0196	Rauni kyau 0.0299	Rauni korau -0.0624	Rauni kyau 0.0259	Rauni kyau 0.0129	Rauni korau -0.0101
Answer 27	-	Rauni korau -0.0181	Rauni korau -0.0360	Rauni korau -0.0001	Rauni korau -0.0228	Rauni kyau 0.0369	Rauni kyau 0.0012	Rauni kyau 0.0235
Answer 28	-	Rauni kyau 0.0338	Rauni kyau 0.0414	Rauni kyau 0.0287	Rauni kyau 0.0114	Rauni korau -0.0254	Rauni korau -0.0220	Rauni korau -0.0378
Answer 29	-	Rauni korau -0.0126	Rauni kyau 0.0012	Rauni korau -0.0265	Rauni kyau 0.0215	Rauni kyau 0.0404	Rauni korau -0.0319	Rauni korau -0.0014
Answer 26	-	Rauni korau -0.0064	Rauni korau -0.0286	Rauni korau -0.0258	Rauni kyau 0.0040	Rauni korau -0.0130	Rauni kyau 0.0534	Rauni kyau 0.0061
Answer 30	-	Rauni korau -0.0697	Rauni kyau 0.0268	Rauni kyau 0.0038	Rauni kyau 0.0668	Rauni korau -0.0825	Rauni korau -0.0057	Rauni kyau 0.0418
Autuwa (Nawa ka yarda ko sabani?)
Answer 31	-	Rauni kyau 0.0914	Rauni kyau 0.0302	Rauni korau -0.0085	Rauni korau -0.0605	Rauni kyau 0.0573	Rauni kyau 0.0056	Rauni korau -0.0735
Answer 32	-	Rauni kyau 0.0622	Rauni kyau 0.0227	Rauni kyau 0.0134	Rauni korau -0.0153	Rauni kyau 0.0132	Rauni korau -0.0053	Rauni korau -0.0556
Answer 33	-	Rauni korau -0.0540	Rauni korau -0.0463	Rauni korau -0.0018	Rauni kyau 0.0334	Rauni kyau 0.0493	Rauni korau -0.0097	Rauni korau -0.0053
Answer 34	-	Rauni kyau 0.0219	Rauni korau -0.0071	Rauni korau -0.0001	Rauni korau -0.0170	Rauni korau -0.0626	Rauni kyau 0.0254	Rauni kyau 0.0475
Answer 35	-	Rauni korau -0.0453	Rauni korau -0.0232	Rauni korau -0.0104	Rauni kyau 0.0256	Rauni korau -0.0203	Rauni kyau 0.0328	Rauni kyau 0.0170
Answer 32	-	Rauni korau -0.0448	Rauni korau -0.0232	Rauni korau -0.0166	Rauni kyau 0.0445	Rauni korau -0.0535	Rauni kyau 0.0139	Rauni kyau 0.0497
Answer 36	-	Rauni korau -0.0258	Rauni kyau 0.0510	Rauni kyau 0.0203	Rauni korau -0.0185	Rauni kyau 0.0032	Rauni korau -0.0527	Rauni kyau 0.0282
Autuwa (Nawa ka yarda ko sabani?)
Answer 37	-	Rauni korau -0.0520	Rauni kyau 0.0292	Rauni kyau 0.0515	Rauni kyau 0.0187	Rauni korau -0.0615	Rauni korau -0.0733	Rauni kyau 0.0710
Answer 38	-	Rauni korau -0.0082	Rauni korau -0.0399	Rauni korau -0.0281	Rauni kyau 0.0100	Rauni kyau 0.0101	Rauni kyau 0.0723	Rauni korau -0.0252
Answer 39	-	Rauni korau -0.0070	Rauni kyau 0.0138	Rauni korau -0.0275	Rauni korau -0.0176	Rauni kyau 0.0455	Rauni kyau 0.0165	Rauni korau -0.0184
Answer 40	-	Rauni kyau 0.0504	Rauni korau -0.0165	Rauni kyau 0.0110	Rauni korau -0.0223	Rauni kyau 0.0118	Rauni kyau 0.0138	Rauni korau -0.0343
Answer 41	-	Rauni kyau 0.0315	Rauni korau -0.0030	Rauni korau -0.0234	Rauni kyau 0.0309	Rauni kyau 0.0066	Rauni kyau 0.0145	Rauni korau -0.0479
Answer 38	-	Rauni kyau 0.0358	Rauni kyau 0.0178	Rauni kyau 0.0072	Rauni korau -0.0116	Rauni kyau 0.0100	Rauni korau -0.0365	Rauni korau -0.0049
Answer 42	-	Rauni kyau 0.0441	Rauni kyau 0.0063	Rauni korau -0.0222	Rauni korau -0.0371	Rauni kyau 0.0292	Rauni korau -0.0161	Rauni kyau 0.0095
2) Masarautar muhalli (nawa kuka yarda ko ba da yarda ba?)
Answer 43	-	Rauni korau -0.0481	Rauni korau -0.0219	Rauni kyau 0.0087	Rauni kyau 0.0764	Rauni korau -0.0376	Rauni korau -0.1025	Rauni kyau 0.0850
Answer 44	-	Rauni korau -0.0039	Rauni korau -0.0114	Rauni kyau 0.0031	Rauni korau -0.0270	Rauni kyau 0.0048	Rauni kyau 0.0310	Rauni korau -0.0014
Answer 45	-	Rauni kyau 0.0249	Rauni korau -0.0345	Rauni korau -0.0077	Rauni korau -0.0170	Rauni korau -0.0084	Rauni kyau 0.0906	Rauni korau -0.0407
Answer 46	-	Rauni kyau 0.0077	Rauni korau -0.0041	Rauni korau -0.0098	Rauni korau -0.0210	Rauni korau -0.0010	Rauni korau -0.0094	Rauni kyau 0.0406
Answer 47	-	Rauni kyau 0.0078	Rauni kyau 0.0307	Rauni kyau 0.0123	Rauni korau -0.0081	Rauni kyau 0.0205	Rauni korau -0.0037	Rauni korau -0.0423
Answer 44	-	Rauni kyau 0.0442	Rauni kyau 0.0243	Rauni korau -0.0191	Rauni korau -0.0098	Rauni kyau 0.0711	Rauni kyau 0.0021	Rauni korau -0.0867
Answer 48	-	Rauni kyau 0.0061	Rauni kyau 0.1030	Rauni kyau 0.0084	Rauni korau -0.0361	Rauni korau -0.0145	Rauni kyau 0.0113	Rauni korau -0.0327
Masarautar muhalli (nawa kuka yarda ko ba da yarda ba?)
Answer 49	-	Rauni kyau 0.0625	Rauni kyau 0.0863	Rauni kyau 0.0493	Rauni korau -0.0781	Rauni kyau 0.0043	Rauni korau -0.0346	Rauni korau -0.0331
Answer 50	-	Rauni kyau 0.0696	Rauni kyau 0.0345	Rauni korau -0.0277	Rauni korau -0.0328	Rauni kyau 0.0100	Rauni kyau 0.0695	Rauni korau -0.0746
Answer 51	-	Rauni korau -0.0123	Rauni korau -0.0306	Rauni kyau 0.0133	Rauni kyau 0.0106	Rauni korau -0.0011	Rauni kyau 0.0224	Rauni korau -0.0153
Answer 52	-	Rauni kyau 0.0146	Rauni korau -0.0082	Rauni korau -0.0001	Rauni korau -0.0086	Rauni kyau 0.0054	Rauni korau -0.0065	Rauni kyau 0.0053
Answer 53	-	Rauni korau -0.0057	Rauni kyau 0.0194	Rauni kyau 0.0007	Rauni kyau 0.0056	Rauni korau -0.0054	Rauni korau -0.0167	Rauni kyau 0.0032
Answer 50	-	Rauni korau -0.0547	Rauni korau -0.0798	Rauni korau -0.0001	Rauni kyau 0.0034	Rauni kyau 0.0035	Rauni kyau 0.0108	Rauni kyau 0.0675
Answer 54	-	Rauni korau -0.0554	Rauni kyau 0.0014	Rauni korau -0.0218	Rauni kyau 0.0779	Rauni korau -0.0152	Rauni korau -0.0596	Rauni kyau 0.0417
Masarautar muhalli (nawa kuka yarda ko ba da yarda ba?)
Answer 55	-	Rauni kyau 0.0568	Rauni kyau 0.0937	Rauni kyau 0.0469	Rauni korau -0.0785	Rauni korau -0.0060	Rauni korau -0.0389	Rauni korau -0.0184
Answer 56	-	Rauni kyau 0.0144	Rauni kyau 0.0567	Rauni korau -0.0122	Rauni korau -0.0489	Rauni kyau 0.0327	Rauni kyau 0.0345	Rauni korau -0.0441
Answer 57	-	Rauni kyau 0.0521	Rauni korau -0.0288	Rauni kyau 0.0003	Rauni korau -0.0204	Rauni kyau 0.0111	Rauni kyau 0.0173	Rauni korau -0.0215
Answer 58	-	Rauni kyau 0.0159	Rauni kyau 0.0335	Rauni korau -0.0064	Rauni korau -0.0079	Rauni korau -0.0429	Rauni kyau 0.0302	Rauni korau -0.0021
Answer 59	-	Rauni korau -0.0520	Rauni korau -0.0249	Rauni korau -0.0168	Rauni kyau 0.0529	Rauni kyau 0.0091	Rauni kyau 0.0217	Rauni korau -0.0144
Answer 56	-	Rauni korau -0.0453	Rauni korau -0.0591	Rauni kyau 0.0464	Rauni kyau 0.0127	Rauni korau -0.0266	Rauni korau -0.0203	Rauni kyau 0.0529
Answer 60	-	Rauni korau -0.0395	Rauni korau -0.0425	Rauni korau -0.0501	Rauni kyau 0.0785	Rauni kyau 0.0177	Rauni korau -0.0492	Rauni kyau 0.0418
Masarautar muhalli (nawa kuka yarda ko ba da yarda ba?)
Answer 61	-	Rauni kyau 0.0098	Rauni korau -0.0565	Rauni kyau 0.0031	Rauni korau -0.0008	Rauni kyau 0.0102	Rauni korau -0.0545	Rauni kyau 0.0640
Answer 62	-	Rauni korau -0.0431	Rauni korau -0.0667	Rauni kyau 0.0160	Rauni kyau 0.0448	Rauni kyau 0.0015	Rauni korau -0.0400	Rauni kyau 0.0383
Answer 63	-	Rauni kyau 0.0106	Rauni kyau 0.0164	Rauni korau -0.0163	Rauni korau -0.0156	Rauni kyau 0.0089	Rauni kyau 0.0256	Rauni korau -0.0180
Answer 64	-	Rauni kyau 0.0569	Rauni kyau 0.0452	Rauni korau -0.0223	Rauni korau -0.0249	Rauni korau -0.0312	Rauni kyau 0.0314	Rauni korau -0.0143
Answer 65	-	Rauni korau -0.0152	Rauni kyau 0.0256	Rauni korau -0.0073	Rauni korau -0.0002	Rauni kyau 0.0095	Rauni kyau 0.0604	Rauni korau -0.0570
Answer 62	-	Rauni korau -0.0032	Rauni kyau 0.0609	Rauni korau -0.0042	Rauni kyau 0.0015	Rauni korau -0.0071	Rauni kyau 0.0334	Rauni korau -0.0545
Answer 66	-	Rauni kyau 0.0081	Rauni kyau 0.0659	Rauni kyau 0.0362	Rauni korau -0.0421	Rauni korau -0.0037	Rauni korau -0.0188	Rauni korau -0.0148
Masarautar muhalli (nawa kuka yarda ko ba da yarda ba?)
Answer 67	-	Rauni kyau 0.0382	Rauni kyau 0.0444	Rauni kyau 0.0479	Rauni korau -0.0695	Rauni korau -0.0611	Rauni korau -0.0123	Rauni kyau 0.0462
Answer 68	-	Rauni kyau 0.0104	Rauni kyau 0.0621	Rauni kyau 0.0080	Rauni korau -0.0499	Rauni korau -0.0280	Rauni kyau 0.0167	Rauni kyau 0.0116
Answer 69	-	Rauni kyau 0.0208	Rauni korau -0.0386	Rauni kyau 0.0218	Rauni korau -0.0798	Rauni kyau 0.0155	Rauni kyau 0.0023	Rauni kyau 0.0496
Answer 70	-	Rauni korau -0.0122	Rauni kyau 0.0067	Rauni kyau 0.0058	Rauni korau -0.0461	Rauni korau -0.0063	Rauni kyau 0.0392	Rauni kyau 0.0180
Answer 71	-	Rauni korau -0.0369	Rauni korau -0.0102	Rauni kyau 0.0064	Rauni korau -0.0004	Rauni kyau 0.0162	Rauni kyau 0.0126	Rauni korau -0.0044
Answer 68	-	Rauni korau -0.0257	Rauni korau -0.0569	Rauni korau -0.0529	Rauni kyau 0.0457	Rauni kyau 0.0331	Rauni kyau 0.0556	Rauni korau -0.0260
Answer 72	-	Rauni kyau 0.0086	Rauni kyau 0.0049	Rauni korau -0.0170	Rauni kyau 0.1485	Rauni kyau 0.0142	Rauni korau -0.0991	Rauni korau -0.0685
Masarautar muhalli (nawa kuka yarda ko ba da yarda ba?)
Answer 73	-	Rauni korau -0.0240	Rauni korau -0.0003	Rauni kyau 0.0010	Rauni kyau 0.1101	Rauni kyau 0.0074	Rauni korau -0.1284	Rauni kyau 0.0079
Answer 74	-	Rauni korau -0.0275	Rauni korau -0.0476	Rauni kyau 0.0319	Rauni korau -0.0164	Rauni korau -0.0274	Rauni kyau 0.0617	Rauni kyau 0.0094
Answer 75	-	Rauni korau -0.0038	Rauni kyau 6.37E-5	Rauni korau -0.0328	Rauni korau -0.0462	Rauni kyau 0.0148	Rauni kyau 0.0608	Rauni kyau 0.0097
Answer 76	-	Rauni kyau 0.0529	Rauni kyau 0.0141	Rauni korau -0.0279	Rauni korau -0.0625	Rauni kyau 0.0121	Rauni kyau 0.0255	Rauni kyau 0.0110
Answer 77	-	Rauni kyau 0.0454	Rauni kyau 0.0206	Rauni kyau 0.0374	Rauni korau -0.0039	Rauni korau -0.0393	Rauni kyau 0.0002	Rauni korau -0.0345
Answer 74	-	Rauni kyau 0.0346	Rauni kyau 0.0293	Rauni korau -0.0238	Rauni korau -0.0278	Rauni kyau 0.0287	Rauni kyau 0.0120	Rauni korau -0.0280
Answer 78	-	Rauni korau -0.0370	Rauni kyau 0.0514	Rauni korau -0.0034	Rauni korau -0.0341	Rauni kyau 0.0259	Rauni kyau 0.0066	Rauni korau -0.0018
Masarautar muhalli (nawa kuka yarda ko ba da yarda ba?)
Answer 79	-	Rauni kyau 0.0530	Rauni kyau 0.0562	Rauni kyau 0.0236	Rauni korau -0.0948	Rauni kyau 0.0110	Rauni kyau 0.0346	Rauni korau -0.0341
Answer 80	-	Rauni kyau 0.0141	Rauni kyau 0.0545	Rauni kyau 0.0008	Rauni korau -0.0395	Rauni korau -0.0056	Rauni kyau 0.0031	Rauni korau -0.0024
Answer 81	-	Rauni kyau 0.0473	Rauni korau -0.0192	Rauni korau -0.0083	Rauni korau -0.0314	Rauni kyau 0.0013	Rauni kyau 0.0416	Rauni korau -0.0150
Answer 82	-	Rauni korau -0.0116	Rauni korau -0.0116	Rauni kyau 0.0239	Rauni kyau 0.0083	Rauni korau -0.0109	Rauni kyau 0.0139	Rauni korau -0.0141
Answer 83	-	Rauni korau -0.0103	Rauni korau -0.0217	Rauni korau -0.0032	Rauni korau -0.0035	Rauni korau -0.0090	Rauni kyau 0.0329	Rauni kyau 0.0048
Answer 80	-	Rauni korau -0.0565	Rauni korau -0.0412	Rauni korau -0.0104	Rauni kyau 0.0414	Rauni kyau 0.0073	Rauni korau -0.0191	Rauni kyau 0.0375
Answer 84	-	Rauni korau -0.0328	Rauni korau -0.0097	Rauni korau -0.0169	Rauni kyau 0.1000	Rauni kyau 0.0042	Rauni korau -0.0916	Rauni kyau 0.0162
3) Girma na mutum (nawa kuka yarda ko ba da yarda ba?)
Answer 85	-	Rauni korau -0.0376	Rauni korau -0.1286	Rauni kyau 0.0035	Rauni korau -0.0027	Rauni korau -0.0406	Rauni korau -0.0230	Rauni kyau 0.1634
Answer 86	-	Rauni korau -0.0266	Rauni kyau 0.0663	Rauni korau -0.0006	Rauni kyau 0.0406	Rauni kyau 0.0282	Rauni kyau 0.0295	Rauni korau -0.1165
Answer 87	-	Rauni kyau 0.0727	Rauni kyau 0.0542	Rauni korau -0.0141	Rauni korau -0.0062	Rauni kyau 0.0436	Rauni kyau 0.0034	Rauni korau -0.1072
Answer 88	-	Rauni kyau 0.0417	Rauni kyau 0.0634	Rauni korau -0.0091	Rauni korau -0.0458	Rauni kyau 0.0007	Rauni korau -0.0041	Rauni korau -0.0096
Answer 89	-	Rauni kyau 0.0047	Rauni kyau 0.0649	Rauni kyau 0.0212	Rauni korau -0.0120	Rauni korau -0.0186	Rauni kyau 0.0133	Rauni korau -0.0433
Answer 86	-	Rauni kyau 0.0242	Rauni kyau 0.0083	Rauni korau -0.0307	Rauni korau -0.0103	Rauni kyau 0.0282	Rauni kyau 0.0219	Rauni korau -0.0276
Answer 90	-	Rauni kyau 0.0234	Rauni kyau 0.0429	Rauni kyau 0.0315	Rauni korau -0.0367	Rauni korau -0.0220	Rauni korau -0.0333	Rauni kyau 0.0133
Girma na mutum (nawa kuka yarda ko ba da yarda ba?)
Answer 91	-	Rauni kyau 0.0019	Rauni korau -0.0017	Rauni kyau 0.0116	Rauni kyau 0.0301	Rauni korau -0.0167	Rauni korau -0.0077	Rauni korau -0.0164
Answer 92	-	Rauni kyau 0.0136	Rauni kyau 0.0255	Rauni korau -0.0062	Rauni kyau 0.0223	Rauni kyau 0.0276	Rauni korau -0.0336	Rauni korau -0.0393
Answer 93	-	Rauni kyau 0.0285	Rauni kyau 0.1232	Rauni korau -0.0184	Rauni korau -0.0329	Rauni kyau 0.0138	Rauni korau -0.0081	Rauni korau -0.0525
Answer 94	-	Rauni kyau 0.1145	Rauni kyau 0.0304	Rauni korau -0.0383	Rauni korau -0.0233	Rauni korau -0.0053	Rauni korau -0.0005	Rauni korau -0.0323
Answer 95	-	Rauni kyau 0.0514	Rauni kyau 0.0810	Rauni korau -0.0114	Rauni kyau 0.0176	Rauni kyau 0.0001	Rauni kyau 0.0296	Rauni korau -0.1159
Answer 92	-	Rauni korau -0.0147	Rauni kyau 0.0526	Rauni korau -0.0260	Rauni kyau 0.0170	Rauni kyau 0.0182	Rauni kyau 0.0931	Rauni korau -0.1129
Answer 96	-	Rauni korau -0.0767	Rauni korau -0.1355	Rauni kyau 0.0415	Rauni korau -0.0247	Rauni korau -0.0165	Rauni korau -0.0584	Rauni kyau 0.1867
Girma na mutum (nawa kuka yarda ko ba da yarda ba?)
Answer 97	-	Rauni kyau 0.0571	Rauni kyau 0.0569	Rauni kyau 0.0253	Rauni korau -0.0376	Rauni korau -0.0090	Rauni korau -0.0305	Rauni korau -0.0211
Answer 98	-	Rauni kyau 0.0226	Rauni kyau 0.0455	Rauni kyau 0.0207	Rauni korau -0.0316	Rauni korau -0.0107	Rauni korau -0.0178	Rauni korau -0.0048
Answer 99	-	Rauni kyau 0.0143	Rauni kyau 0.0882	Rauni kyau 0.0018	Rauni korau -0.0286	Rauni kyau 0.0130	Rauni kyau 0.0248	Rauni korau -0.0732
Answer 100	-	Rauni kyau 0.1073	Rauni kyau 0.0293	Rauni korau -0.0215	Rauni korau -0.0142	Rauni kyau 0.0249	Rauni korau -0.0360	Rauni korau -0.0469
Answer 101	-	Rauni kyau 0.0671	Rauni kyau 0.0620	Rauni korau -0.0242	Rauni korau -0.0197	Rauni kyau 0.0209	Rauni kyau 0.0056	Rauni korau -0.0656
Answer 98	-	Rauni korau -0.0055	Rauni korau -0.0191	Rauni korau -0.0238	Rauni korau -0.0591	Rauni kyau 0.0255	Rauni kyau 0.0746	Rauni kyau 0.0079
Answer 102	-	Rauni korau -0.1150	Rauni korau -0.1053	Rauni kyau 0.0225	Rauni kyau 0.0970	Rauni korau -0.0396	Rauni korau -0.0334	Rauni kyau 0.0898
Girma na mutum (nawa kuka yarda ko ba da yarda ba?)
Answer 103	-	Rauni korau -0.0604	Rauni korau -0.0718	Rauni korau -0.0154	Rauni korau -0.0212	Rauni korau -0.0176	Rauni korau -0.0200	Rauni kyau 0.1496
Answer 104	-	Rauni korau -0.0128	Rauni kyau 0.0234	Rauni korau -0.0222	Rauni kyau 0.0499	Rauni kyau 0.0027	Rauni kyau 0.0259	Rauni korau -0.0600
Answer 105	-	Rauni kyau 0.0266	Rauni kyau 0.0279	Rauni korau -0.0116	Rauni kyau 0.0046	Rauni kyau 0.0765	Rauni kyau 0.0108	Rauni korau -0.1114
Answer 106	-	Rauni kyau 0.0789	Rauni kyau 0.0466	Rauni kyau 0.0118	Rauni korau -0.0132	Rauni korau -0.0208	Rauni korau -0.0110	Rauni korau -0.0454
Answer 107	-	Rauni kyau 0.0256	Rauni kyau 0.0301	Rauni kyau 0.0411	Rauni korau -0.0255	Rauni korau -0.0052	Rauni korau -0.0093	Rauni korau -0.0326
Answer 104	-	Rauni kyau 0.0237	Rauni kyau 0.0517	Rauni kyau 0.0445	Rauni korau -0.0113	Rauni korau -0.0582	Rauni kyau 0.0436	Rauni korau -0.0546
Answer 108	-	Rauni kyau 0.0609	Rauni korau -0.0003	Rauni kyau 0.0664	Rauni korau -0.0445	Rauni korau -0.0050	Rauni korau -0.0473	Rauni korau -0.0066
Girma na mutum (nawa kuka yarda ko ba da yarda ba?)
Answer 109	-	Rauni kyau 0.0578	Rauni kyau 0.0950	Rauni kyau 0.0470	Rauni korau -0.0356	Rauni korau -0.0162	Rauni korau -0.0222	Rauni korau -0.0658
Answer 110	-	Rauni kyau 0.0214	Rauni kyau 0.0119	Rauni kyau 0.0498	Rauni kyau 0.0130	Rauni korau -0.0223	Rauni korau -0.0389	Rauni korau -0.0199
Answer 111	-	Rauni kyau 0.0548	Rauni kyau 0.0636	Rauni korau -0.0039	Rauni kyau 0.0139	Rauni kyau 0.0474	Rauni kyau 0.0243	Rauni korau -0.1487
Answer 112	-	Rauni kyau 0.0279	Rauni kyau 0.0214	Rauni korau -0.0165	Rauni korau -0.0390	Rauni kyau 0.0047	Rauni kyau 0.0346	Rauni korau -0.0172
Answer 113	-	Rauni kyau 0.0540	Rauni kyau 0.0191	Rauni korau -0.0556	Rauni korau -0.0046	Rauni kyau 0.0089	Rauni kyau 0.0495	Rauni korau -0.0445
Answer 110	-	Rauni korau -0.0566	Rauni korau -0.0778	Rauni kyau 0.0087	Rauni korau -0.0024	Rauni kyau 0.0248	Rauni kyau 0.0123	Rauni kyau 0.0487
Answer 114	-	Rauni korau -0.0914	Rauni korau -0.0656	Rauni korau -0.0169	Rauni kyau 0.0321	Rauni korau -0.0450	Rauni korau -0.0481	Rauni kyau 0.1618
Girma na mutum (nawa kuka yarda ko ba da yarda ba?)
Answer 115	-	Rauni kyau 0.0296	Rauni kyau 0.0272	Rauni kyau 0.0025	Rauni korau -0.0289	Rauni korau -0.0035	Rauni korau -0.0066	Rauni korau -0.0038
Answer 116	-	Rauni kyau 0.0582	Rauni kyau 0.0889	Rauni korau -0.0068	Rauni korau -0.0126	Rauni kyau 0.0237	Rauni korau -0.0188	Rauni korau -0.0770
Answer 117	-	Rauni kyau 0.0208	Rauni kyau 0.0390	Rauni kyau 0.0059	Rauni kyau 0.0154	Rauni korau -0.0130	Rauni kyau 0.0202	Rauni korau -0.0626
Answer 118	-	Rauni kyau 0.0593	Rauni kyau 0.0527	Rauni korau -0.0098	Rauni korau -0.0154	Rauni korau -0.0047	Rauni korau -0.0139	Rauni korau -0.0298
Answer 119	-	Rauni kyau 0.0201	Rauni kyau 0.0094	Rauni kyau 0.0195	Rauni korau -0.0154	Rauni korau -0.0424	Rauni kyau 0.0459	Rauni korau -0.0205
Answer 116	-	Rauni korau -0.0550	Rauni korau -0.0376	Rauni korau -0.0579	Rauni kyau 0.0339	Rauni kyau 0.0439	Rauni kyau 0.1060	Rauni korau -0.0565
Answer 120	-	Rauni korau -0.0464	Rauni korau -0.0710	Rauni kyau 0.0370	Rauni kyau 0.0032	Rauni korau -0.0125	Rauni korau -0.0923	Rauni kyau 0.1291
Girma na mutum (nawa kuka yarda ko ba da yarda ba?)
Answer 121	-	Rauni korau -0.0725	Rauni korau -0.0728	Rauni kyau 0.0332	Rauni korau -0.0351	Rauni korau -0.0178	Rauni korau -0.0527	Rauni kyau 0.1609
Answer 122	-	Rauni korau -0.0016	Rauni korau -0.0155	Rauni kyau 0.0006	Rauni kyau 0.0163	Rauni kyau 0.0007	Rauni kyau 0.0292	Rauni korau -0.0312
Answer 123	-	Rauni kyau 0.0509	Rauni kyau 0.0715	Rauni korau -0.0440	Rauni kyau 0.0482	Rauni korau -0.0043	Rauni kyau 0.0464	Rauni korau -0.1233
Answer 124	-	Rauni kyau 0.0556	Rauni kyau 0.0330	Rauni korau -0.0114	Rauni korau -0.0097	Rauni kyau 0.0126	Rauni kyau 0.0092	Rauni korau -0.0567
Answer 125	-	Rauni kyau 0.0130	Rauni kyau 0.0105	Rauni kyau 0.0086	Rauni kyau 0.0399	Rauni kyau 0.0166	Rauni kyau 0.0163	Rauni korau -0.0916
Answer 122	-	Rauni kyau 0.0149	Rauni kyau 0.0622	Rauni korau -0.0304	Rauni korau -0.0297	Rauni kyau 0.0505	Rauni korau -0.0043	Rauni korau -0.0405
Answer 126	-	Rauni kyau 0.0537	Rauni kyau 0.0399	Rauni kyau 0.0103	Rauni korau -0.0170	Rauni korau -0.0198	Rauni korau -0.0228	Rauni korau -0.0121
4) Amintaccen dangantaka da wasu (nawa kuka yarda ko ba da yarda ba?)
Answer 127	-	Rauni kyau 0.0152	Rauni korau -0.0785	Rauni korau -0.0051	Rauni kyau 0.0085	Rauni kyau 0.0223	Rauni korau -0.0621	Rauni kyau 0.0671
Answer 128	-	Rauni korau -0.0650	Rauni korau -0.0769	Rauni korau -0.0369	Rauni korau -0.0020	Rauni kyau 0.0724	Rauni kyau 0.0202	Rauni kyau 0.0370
Answer 129	-	Rauni korau -0.0299	Rauni kyau 0.0655	Rauni kyau 0.0072	Rauni kyau 0.0122	Rauni korau -0.0047	Rauni kyau 0.0383	Rauni korau -0.0690
Answer 130	-	Rauni kyau 0.0791	Rauni kyau 0.0682	Rauni korau -0.0245	Rauni korau -0.0060	Rauni korau -0.0579	Rauni kyau 0.0146	Rauni korau -0.0210
Answer 131	-	Rauni kyau 0.0413	Rauni kyau 0.0724	Rauni kyau 0.0502	Rauni korau -0.0218	Rauni korau -0.0541	Rauni kyau 0.0343	Rauni korau -0.0735
Answer 128	-	Rauni kyau 0.0405	Rauni kyau 0.0606	Rauni kyau 0.0700	Rauni korau -0.0152	Rauni korau -0.0905	Rauni korau -0.0086	Rauni korau -0.0160
Answer 132	-	Rauni kyau 0.0020	Rauni kyau 0.0998	Rauni kyau 0.0382	Rauni kyau 0.0026	Rauni korau -0.0473	Rauni korau -0.0159	Rauni korau -0.0381
Amintaccen dangantaka da wasu (nawa kuka yarda ko ba da yarda ba?)
Answer 133	-	Rauni kyau 0.0339	Rauni korau -0.0376	Rauni kyau 0.0290	Rauni kyau 0.0138	Rauni kyau 0.0361	Rauni korau -0.0975	Rauni kyau 0.0087
Answer 134	-	Rauni korau -0.0298	Rauni korau -0.0526	Rauni korau -0.0429	Rauni kyau 0.0026	Rauni kyau 0.0513	Rauni kyau 0.0172	Rauni kyau 0.0285
Answer 135	-	Rauni kyau 0.0050	Rauni korau -0.0366	Rauni korau -0.0307	Rauni korau -0.0110	Rauni kyau 0.0188	Rauni kyau 0.0516	Rauni korau -0.0061
Answer 136	-	Rauni kyau 0.0036	Rauni kyau 0.0409	Rauni kyau 0.0073	Rauni korau -0.0116	Rauni korau -0.0580	Rauni kyau 0.0406	Rauni korau -0.0016
Answer 137	-	Rauni kyau 0.0134	Rauni kyau 0.0781	Rauni kyau 0.0281	Rauni korau -0.0106	Rauni korau -0.0436	Rauni kyau 0.0137	Rauni korau -0.0446
Answer 134	-	Rauni korau -0.0165	Rauni kyau 0.0941	Rauni kyau 0.0309	Rauni kyau 0.0200	Rauni korau -0.0788	Rauni korau -0.0068	Rauni korau -0.0155
Answer 138	-	Rauni korau -0.0322	Rauni kyau 0.0498	Rauni kyau 0.0308	Rauni korau -0.0092	Rauni korau -0.0340	Rauni kyau 0.0153	Rauni korau -0.0078
Amintaccen dangantaka da wasu (nawa kuka yarda ko ba da yarda ba?)
Answer 139	-	Rauni kyau 0.0357	Rauni kyau 0.0702	Rauni kyau 0.0389	Rauni korau -0.0023	Rauni korau -0.0512	Rauni korau -0.0386	Rauni korau -0.0128
Answer 140	-	Rauni kyau 0.0218	Rauni kyau 0.0976	Rauni kyau 0.0257	Rauni kyau 0.0067	Rauni korau -0.0473	Rauni kyau 0.0035	Rauni korau -0.0589
Answer 141	-	Rauni korau -0.0103	Rauni kyau 0.0182	Rauni kyau 0.0033	Rauni kyau 0.0199	Rauni kyau 0.0229	Rauni kyau 0.0097	Rauni korau -0.0578
Answer 142	-	Rauni kyau 0.0378	Rauni korau -0.0059	Rauni kyau 0.0023	Rauni korau -0.0410	Rauni korau -0.0007	Rauni kyau 0.0013	Rauni kyau 0.0141
Answer 143	-	Rauni korau -0.0091	Rauni korau -0.0009	Rauni korau -0.0310	Rauni korau -0.0156	Rauni kyau 0.0279	Rauni kyau 0.0601	Rauni korau -0.0309
Answer 140	-	Rauni korau -0.0014	Rauni korau -0.0467	Rauni kyau 0.0098	Rauni korau -0.0371	Rauni kyau 0.0102	Rauni kyau 0.0185	Rauni kyau 0.0317
Answer 144	-	Rauni korau -0.0499	Rauni korau -0.0915	Rauni korau -0.0378	Rauni kyau 0.0509	Rauni kyau 0.0270	Rauni korau -0.0419	Rauni kyau 0.0815
Amintaccen dangantaka da wasu (nawa kuka yarda ko ba da yarda ba?)
Answer 145	-	Rauni kyau 0.0192	Rauni kyau 0.0915	Rauni kyau 0.0218	Rauni korau -0.0783	Rauni korau -0.0097	Rauni korau -0.0118	Rauni kyau 0.0097
Answer 146	-	Rauni kyau 0.0356	Rauni korau -0.0035	Rauni kyau 0.0074	Rauni korau -0.0814	Rauni kyau 0.0180	Rauni korau -0.0031	Rauni kyau 0.0404
Answer 147	-	Rauni kyau 0.0266	Rauni kyau 0.0415	Rauni korau -0.0099	Rauni korau -0.0781	Rauni kyau 0.0215	Rauni kyau 0.0473	Rauni korau -0.0163
Answer 148	-	Rauni kyau 0.0648	Rauni korau -0.0118	Rauni kyau 0.0128	Rauni korau -0.0646	Rauni korau -0.0043	Rauni kyau 0.0027	Rauni kyau 0.0159
Answer 149	-	Rauni kyau 0.0046	Rauni korau -0.0213	Rauni korau -0.0259	Rauni kyau 0.0221	Rauni kyau 0.0117	Rauni kyau 0.0199	Rauni korau -0.0189
Answer 146	-	Rauni kyau 0.0037	Rauni korau -0.0234	Rauni korau -0.0210	Rauni kyau 0.0152	Rauni korau -0.0243	Rauni kyau 0.0513	Rauni korau -0.0065
Answer 150	-	Rauni korau -0.0967	Rauni korau -0.0336	Rauni kyau 0.0147	Rauni kyau 0.1585	Rauni korau -0.0043	Rauni korau -0.0779	Rauni korau -0.0135
Amintaccen dangantaka da wasu (nawa kuka yarda ko ba da yarda ba?)
Answer 151	-	Rauni kyau 0.0006	Rauni korau -0.0582	Rauni korau -0.0145	Rauni kyau 0.0208	Rauni kyau 0.0681	Rauni korau -0.0412	Rauni korau -0.0009
Answer 152	-	Rauni korau -0.0197	Rauni korau -0.0393	Rauni kyau 0.0092	Rauni kyau 0.0119	Rauni korau -0.0193	Rauni kyau 0.0363	Rauni kyau 0.0048
Answer 153	-	Rauni korau -0.0083	Rauni kyau 0.0459	Rauni korau -0.0106	Rauni korau -0.0230	Rauni korau -0.0229	Rauni kyau 0.0549	Rauni korau -0.0193
Answer 154	-	Rauni kyau 0.0323	Rauni kyau 0.0466	Rauni kyau 0.0017	Rauni kyau 0.0012	Rauni korau -0.0560	Rauni korau -0.0186	Rauni kyau 0.0135
Answer 155	-	Rauni kyau 0.0196	Rauni kyau 0.0071	Rauni korau -0.0173	Rauni korau -0.0401	Rauni kyau 0.0275	Rauni korau -0.0006	Rauni kyau 0.0164
Answer 152	-	Rauni korau -0.0135	Rauni kyau 0.1003	Rauni kyau 0.0123	Rauni kyau 0.0264	Rauni kyau 0.0061	Rauni korau -0.0492	Rauni korau -0.0524
Answer 156	-	Rauni kyau 0.0139	Rauni kyau 0.0219	Rauni kyau 0.0430	Rauni korau -0.0467	Rauni korau -0.0653	Rauni kyau 0.0047	Rauni kyau 0.0449
Amintaccen dangantaka da wasu (nawa kuka yarda ko ba da yarda ba?)
Answer 157	-	Rauni kyau 0.0698	Rauni kyau 0.0848	Rauni kyau 0.0054	Rauni korau -0.0408	Rauni kyau 0.0387	Rauni korau -0.0449	Rauni korau -0.0600
Answer 158	-	Rauni kyau 0.0091	Rauni kyau 0.0236	Rauni kyau 0.0244	Rauni korau -0.0536	Rauni korau -0.0113	Rauni kyau 0.0547	Rauni korau -0.0242
Answer 159	-	Rauni kyau 0.0222	Rauni korau -0.0367	Rauni korau -0.0478	Rauni kyau 0.0062	Rauni korau -0.0225	Rauni kyau 0.0685	Rauni kyau 0.0027
Answer 160	-	Rauni kyau 0.0045	Rauni kyau 0.0411	Rauni kyau 0.0061	Rauni korau -0.0203	Rauni korau -0.0471	Rauni kyau 0.0102	Rauni kyau 0.0237
Answer 161	-	Rauni korau -0.0043	Rauni korau -0.0040	Rauni kyau 0.0076	Rauni korau -0.0322	Rauni kyau 0.0079	Rauni kyau 0.0647	Rauni korau -0.0285
Answer 158	-	Rauni korau -0.0068	Rauni korau -0.0341	Rauni kyau 0.0052	Rauni kyau 0.0245	Rauni kyau 0.0281	Rauni korau -0.0248	Rauni korau -0.0089
Answer 162	-	Rauni korau -0.0688	Rauni korau -0.0499	Rauni kyau 8.20E-5	Rauni kyau 0.0759	Rauni korau -0.0002	Rauni korau -0.0786	Rauni kyau 0.0670
Amintaccen dangantaka da wasu (nawa kuka yarda ko ba da yarda ba?)
Answer 163	-	Rauni kyau 0.0100	Rauni korau -0.0640	Rauni korau -0.0338	Rauni kyau 0.0279	Rauni kyau 0.0679	Rauni korau -0.0635	Rauni kyau 0.0259
Answer 164	-	Rauni korau -0.0382	Rauni korau -0.0191	Rauni kyau 0.0128	Rauni kyau 0.0047	Rauni korau -0.0144	Rauni kyau 0.0671	Rauni korau -0.0254
Answer 165	-	Rauni korau -0.0283	Rauni kyau 0.0286	Rauni kyau 0.0268	Rauni korau -0.0138	Rauni korau -0.0341	Rauni kyau 0.0416	Rauni korau -0.0115
Answer 166	-	Rauni kyau 0.0654	Rauni kyau 0.0795	Rauni kyau 0.0065	Rauni korau -0.0141	Rauni korau -0.0580	Rauni korau -0.0127	Rauni korau -0.0143
Answer 167	-	Rauni kyau 0.0043	Rauni kyau 0.0348	Rauni korau -0.0294	Rauni korau -0.0148	Rauni korau -0.0050	Rauni kyau 0.0326	Rauni korau -0.0081
Answer 164	-	Rauni kyau 0.0215	Rauni kyau 0.0406	Rauni kyau 0.0051	Rauni korau -0.0066	Rauni korau -0.0096	Rauni korau -0.0481	Rauni kyau 0.0129
Answer 168	-	Rauni kyau 0.0044	Rauni kyau 0.0179	Rauni kyau 0.0509	Rauni korau -0.0446	Rauni korau -0.0224	Rauni korau -0.0275	Rauni kyau 0.0297
5) Manufa a rayuwa (nawa kuka yarda ko ba da yarda ba?)
Answer 169	-	Rauni korau -0.0456	Rauni korau -0.0415	Rauni kyau 0.0295	Rauni kyau 0.1852	Rauni korau -0.0594	Rauni korau -0.1331	Rauni kyau 0.0137
Answer 170	-	Rauni korau -0.0028	Rauni korau -0.0033	Rauni korau -0.0333	Rauni korau -0.0455	Rauni kyau 0.0179	Rauni kyau 0.0685	Rauni kyau 0.0021
Answer 171	-	Rauni kyau 0.0194	Rauni korau -0.0207	Rauni kyau 0.0199	Rauni korau -0.1178	Rauni kyau 0.0753	Rauni kyau 0.0545	Rauni korau -0.0174
Answer 172	-	Rauni kyau 0.0633	Rauni kyau 0.0648	Rauni korau -0.0337	Rauni korau -0.0841	Rauni korau -0.0120	Rauni kyau 0.0338	Rauni kyau 0.0168
Answer 173	-	Rauni kyau 0.0066	Rauni kyau 0.0050	Rauni kyau 0.0112	Rauni korau -0.0461	Rauni korau -0.0161	Rauni kyau 0.0522	Rauni kyau 0.0012
Answer 170	-	Rauni korau -0.0079	Rauni kyau 0.0105	Rauni korau -0.0190	Rauni korau -0.0129	Rauni kyau 0.0355	Rauni kyau 0.0120	Rauni korau -0.0174
Answer 174	-	Rauni kyau 0.0323	Rauni kyau 0.1158	Rauni kyau 0.0157	Rauni korau -0.0532	Rauni korau -0.0187	Rauni kyau 0.0035	Rauni korau -0.0366
Manufa a rayuwa (nawa kuka yarda ko ba da yarda ba?)
Answer 175	-	Rauni kyau 0.0751	Rauni kyau 0.0546	Rauni korau -0.0167	Rauni korau -0.1157	Rauni kyau 0.0239	Rauni kyau 0.0014	Rauni kyau 0.0209
Answer 176	-	Rauni kyau 0.0760	Rauni kyau 0.0440	Rauni korau -0.0198	Rauni korau -0.1650	Rauni kyau 0.0234	Rauni kyau 0.0072	Rauni kyau 0.0769
Answer 177	-	Rauni korau -0.0077	Rauni korau -0.0252	Rauni korau -0.0101	Rauni korau -0.0603	Rauni kyau 0.0366	Rauni kyau 0.0320	Rauni kyau 0.0269
Answer 178	-	Rauni kyau 0.0141	Rauni kyau 0.0112	Rauni korau -0.0133	Rauni korau -0.0282	Rauni korau -0.0263	Rauni kyau 0.0046	Rauni kyau 0.0444
Answer 179	-	Rauni korau -0.0037	Rauni korau -0.0105	Rauni korau -0.0193	Rauni kyau 0.0127	Rauni kyau 0.0091	Rauni kyau 0.0533	Rauni korau -0.0422
Answer 176	-	Rauni korau -0.0445	Rauni korau -0.0816	Rauni kyau 0.0039	Rauni kyau 0.0398	Rauni kyau 0.0034	Rauni kyau 0.0393	Rauni korau -1.05E-5
Answer 180	-	Rauni korau -0.0471	Rauni kyau 0.0335	Rauni kyau 0.0465	Rauni kyau 0.1764	Rauni korau -0.0448	Rauni korau -0.1025	Rauni korau -0.0745
Manufa a rayuwa (nawa kuka yarda ko ba da yarda ba?)
Answer 181	-	Rauni korau -0.0403	Rauni korau -0.0549	Rauni kyau 0.0734	Rauni kyau 0.1038	Rauni korau -0.0498	Rauni korau -0.1348	Rauni kyau 0.0553
Answer 182	-	Rauni korau -0.0433	Rauni korau -0.0130	Rauni korau -0.0210	Rauni kyau 0.0250	Rauni korau -0.0193	Rauni kyau 0.0482	Rauni kyau 0.0049
Answer 183	-	Rauni kyau 0.0233	Rauni kyau 0.0086	Rauni korau -0.0195	Rauni korau -0.0874	Rauni kyau 0.0433	Rauni kyau 0.0417	Rauni kyau 0.0067
Answer 184	-	Rauni kyau 0.0533	Rauni kyau 0.0576	Rauni korau -0.0676	Rauni korau -0.0240	Rauni kyau 0.0228	Rauni kyau 0.0061	Rauni korau -0.0126
Answer 185	-	Rauni kyau 0.0451	Rauni kyau 0.0316	Rauni korau -0.0035	Rauni korau -0.0475	Rauni kyau 0.0277	Rauni kyau 0.0507	Rauni korau -0.0675
Answer 182	-	Rauni kyau 0.0153	Rauni kyau 0.0170	Rauni kyau 0.0037	Rauni korau -0.0173	Rauni kyau 0.0127	Rauni kyau 0.0439	Rauni korau -0.0549
Answer 186	-	Rauni kyau 0.0257	Rauni kyau 0.0252	Rauni korau -0.0106	Rauni korau -0.0677	Rauni kyau 0.0220	Rauni kyau 0.0507	Rauni korau -0.0196
Manufa a rayuwa (nawa kuka yarda ko ba da yarda ba?)
Answer 187	-	Rauni korau -0.0619	Rauni korau -0.0555	Rauni kyau 0.0886	Rauni kyau 0.1304	Rauni korau -0.0492	Rauni korau -0.0896	Rauni korau -0.0110
Answer 188	-	Rauni korau -0.0212	Rauni kyau 0.0239	Rauni korau -0.0411	Rauni korau -0.0211	Rauni korau -0.0056	Rauni kyau 0.0312	Rauni kyau 0.0350
Answer 189	-	Rauni korau -0.0005	Rauni kyau 0.0085	Rauni korau -0.0025	Rauni kyau 0.0020	Rauni korau -0.0086	Rauni kyau 0.0322	Rauni korau -0.0260
Answer 190	-	Rauni kyau 0.0638	Rauni kyau 0.0240	Rauni korau -0.0348	Rauni korau -0.0739	Rauni kyau 0.0351	Rauni kyau 0.0052	Rauni kyau 0.0125
Answer 191	-	Rauni kyau 0.0473	Rauni kyau 0.0115	Rauni kyau 0.0028	Rauni korau -0.0975	Rauni kyau 0.0398	Rauni kyau 0.0533	Rauni korau -0.0259
Answer 188	-	Rauni kyau 0.0078	Rauni korau -0.0152	Rauni korau -0.0395	Rauni korau -0.0035	Rauni kyau 0.0342	Rauni kyau 0.0273	Rauni korau -0.0123
Answer 192	-	Rauni kyau 0.0242	Rauni kyau 0.0356	Rauni korau -0.0296	Rauni korau -0.0301	Rauni kyau 0.0001	Rauni korau -0.0060	Rauni kyau 0.0232
Manufa a rayuwa (nawa kuka yarda ko ba da yarda ba?)
Answer 193	-	Rauni kyau 0.0475	Rauni kyau 0.0807	Rauni kyau 0.0144	Rauni korau -0.0610	Rauni kyau 0.0026	Rauni korau -0.0026	Rauni korau -0.0319
Answer 194	-	Rauni kyau 0.0869	Rauni kyau 0.0435	Rauni korau -0.0002	Rauni korau -0.0522	Rauni kyau 0.0348	Rauni korau -0.0057	Rauni korau -0.0585
Answer 195	-	Rauni korau -0.0306	Rauni korau -0.0062	Rauni korau -0.0376	Rauni korau -0.0336	Rauni kyau 0.0430	Rauni kyau 0.0514	Rauni kyau 0.0022
Answer 196	-	Rauni kyau 0.0055	Rauni kyau 0.0342	Rauni korau -0.0026	Rauni korau -0.0037	Rauni korau -0.0225	Rauni kyau 0.0346	Rauni korau -0.0244
Answer 197	-	Rauni kyau 0.0097	Rauni korau -0.0140	Rauni korau -0.0107	Rauni korau -0.0130	Rauni korau -0.0404	Rauni kyau 0.0374	Rauni kyau 0.0319
Answer 194	-	Rauni korau -0.0224	Rauni korau -0.0480	Rauni korau -0.0080	Rauni kyau 0.0340	Rauni kyau 0.0198	Rauni kyau 0.0292	Rauni korau -0.0271
Answer 198	-	Rauni korau -0.0575	Rauni korau -0.0439	Rauni kyau 0.0337	Rauni kyau 0.0772	Rauni korau -0.0347	Rauni korau -0.1001	Rauni kyau 0.0765
Manufa a rayuwa (nawa kuka yarda ko ba da yarda ba?)
Answer 199	-	Rauni kyau 0.0209	Rauni kyau 0.0305	Rauni kyau 0.0218	Rauni korau -0.0277	Rauni korau -0.0133	Rauni korau -0.0083	Rauni korau -0.0053
Answer 200	-	Rauni kyau 0.0016	Rauni kyau 0.0346	Rauni kyau 0.0035	Rauni korau -0.0034	Rauni korau -0.0246	Rauni korau -0.0117	Rauni kyau 0.0157
Answer 201	-	Rauni kyau 0.0092	Rauni korau -0.0447	Rauni kyau 0.0063	Rauni korau -0.0381	Rauni korau -0.0166	Rauni korau -0.0039	Rauni kyau 0.0716
Answer 202	-	Rauni kyau 0.0192	Rauni kyau 0.0687	Rauni kyau 0.0313	Rauni korau -0.0067	Rauni korau -0.0089	Rauni korau -0.0389	Rauni korau -0.0350
Answer 203	-	Rauni korau -0.0207	Rauni kyau 0.0488	Rauni korau -0.0461	Rauni korau -0.0021	Rauni kyau 0.0070	Rauni kyau 0.0552	Rauni korau -0.0305
Answer 200	-	Rauni korau -0.0426	Rauni korau -0.0358	Rauni korau -0.0396	Rauni kyau 0.0241	Rauni kyau 0.0548	Rauni kyau 0.0237	Rauni korau -0.0140
Answer 204	-	Rauni kyau 0.0160	Rauni korau -0.0487	Rauni kyau 0.0200	Rauni kyau 0.0207	Rauni korau -0.0113	Rauni korau -0.0113	Rauni kyau 0.0046
Manufa a rayuwa (nawa kuka yarda ko ba da yarda ba?)
Answer 205	-	Rauni korau -0.0034	Rauni kyau 0.0882	Rauni kyau 0.0396	Rauni korau -0.0132	Rauni korau -0.0029	Rauni korau -0.0120	Rauni korau -0.0603
Answer 206	-	Rauni kyau 0.0909	Rauni korau -0.0071	Rauni kyau 0.0222	Rauni korau -0.0226	Rauni korau -0.0253	Rauni kyau 0.0251	Rauni korau -0.0474
Answer 207	-	Rauni korau -0.0109	Rauni kyau 0.0270	Rauni korau -0.0252	Rauni korau -0.0022	Rauni kyau 0.0487	Rauni kyau 0.0433	Rauni korau -0.0700
Answer 208	-	Rauni kyau 0.0330	Rauni kyau 0.0325	Rauni korau -0.0339	Rauni korau -0.0279	Rauni korau -0.0589	Rauni kyau 0.0333	Rauni kyau 0.0449
Answer 209	-	Rauni korau -0.0423	Rauni korau -0.0004	Rauni korau -0.0492	Rauni kyau 0.0339	Rauni kyau 0.0334	Rauni kyau 0.0141	Rauni korau -0.0089
Answer 206	-	Rauni korau -0.0462	Rauni korau -0.0752	Rauni kyau 0.0175	Rauni korau -0.0192	Rauni kyau 0.0183	Rauni korau -0.0097	Rauni kyau 0.0705
Answer 210	-	Rauni korau -0.0185	Rauni korau -0.0333	Rauni kyau 0.0247	Rauni kyau 0.0422	Rauni korau -0.0147	Rauni korau -0.0781	Rauni kyau 0.0505
6) Yarda da kai (nawa kuka yarda ko ba da yarda ba?)
Answer 211	-	Rauni kyau 0.0310	Rauni kyau 0.1206	Rauni kyau 0.0029	Rauni korau -0.0429	Rauni kyau 0.0099	Rauni korau -0.0204	Rauni korau -0.0452
Answer 212	-	Rauni kyau 0.0254	Rauni kyau 0.0532	Rauni kyau 0.0353	Rauni korau -0.0106	Rauni korau -0.0585	Rauni kyau 0.0798	Rauni korau -0.0810
Answer 213	-	Rauni kyau 0.0216	Rauni korau -0.0187	Rauni korau -0.0051	Rauni kyau 0.0226	Rauni kyau 0.0584	Rauni korau -0.0141	Rauni korau -0.0656
Answer 214	-	Rauni kyau 0.0054	Rauni korau -0.0067	Rauni korau -0.0429	Rauni korau -0.0056	Rauni korau -0.0245	Rauni kyau 0.0020	Rauni kyau 0.0659
Answer 215	-	Rauni korau -0.0193	Rauni kyau 0.0162	Rauni korau -0.0093	Rauni korau -0.0025	Rauni korau -0.0199	Rauni kyau 0.0353	Rauni kyau 0.0001
Answer 212	-	Rauni korau -0.0111	Rauni korau -0.0667	Rauni korau -0.0167	Rauni kyau 0.0156	Rauni kyau 0.0085	Rauni kyau 0.0419	Rauni kyau 0.0034
Answer 216	-	Rauni korau -0.0406	Rauni korau -0.0545	Rauni kyau 0.0224	Rauni kyau 0.0092	Rauni kyau 0.0139	Rauni korau -0.1006	Rauni kyau 0.1043
Yarda da kai (nawa kuka yarda ko ba da yarda ba?)
Answer 217	-	Rauni korau -0.0563	Rauni korau -0.0537	Rauni kyau 0.0484	Rauni kyau 0.0302	Rauni korau -0.0051	Rauni korau -0.1142	Rauni kyau 0.0997
Answer 218	-	Rauni korau -0.0234	Rauni korau -0.0561	Rauni korau -0.0244	Rauni kyau 0.0061	Rauni kyau 0.0253	Rauni kyau 0.0435	Rauni kyau 0.0035
Answer 219	-	Rauni kyau 0.0174	Rauni korau -0.0201	Rauni korau -0.0483	Rauni korau -0.0532	Rauni kyau 0.0245	Rauni kyau 0.0852	Rauni korau -0.0008
Answer 220	-	Rauni kyau 0.0285	Rauni kyau 0.0389	Rauni korau -0.0240	Rauni korau -0.0226	Rauni korau -0.0188	Rauni kyau 0.0407	Rauni korau -0.0150
Answer 221	-	Rauni kyau 0.0619	Rauni kyau 0.0504	Rauni korau -0.0092	Rauni kyau 0.0311	Rauni kyau 0.0071	Rauni korau -0.0219	Rauni korau -0.0808
Answer 218	-	Rauni korau -0.0120	Rauni kyau 0.0536	Rauni kyau 0.0352	Rauni kyau 0.0433	Rauni korau -0.0654	Rauni kyau 0.0048	Rauni korau -0.0401
Answer 222	-	Rauni kyau 0.0506	Rauni kyau 0.1039	Rauni kyau 0.0329	Rauni korau -0.0601	Rauni kyau 0.0141	Rauni korau -0.0309	Rauni korau -0.0551
Yarda da kai (nawa kuka yarda ko ba da yarda ba?)
Answer 223	-	Rauni kyau 0.0673	Rauni kyau 0.0910	Rauni kyau 0.0275	Rauni korau -0.0800	Rauni kyau 0.0286	Rauni korau -0.0114	Rauni korau -0.0622
Answer 224	-	Rauni korau -0.0149	Rauni kyau 0.0536	Rauni korau -0.0304	Rauni kyau 0.0030	Rauni korau -0.0071	Rauni kyau 0.0423	Rauni korau -0.0292
Answer 225	-	Rauni kyau 0.0569	Rauni kyau 0.0044	Rauni korau -0.0172	Rauni kyau 0.0193	Rauni kyau 0.0561	Rauni korau -0.0184	Rauni korau -0.0786
Answer 226	-	Rauni korau -0.0080	Rauni korau -0.0128	Rauni korau -0.0253	Rauni korau -0.0019	Rauni korau -0.0210	Rauni kyau 0.0144	Rauni kyau 0.0441
Answer 227	-	Rauni kyau 0.0075	Rauni korau -0.0046	Rauni kyau 0.0049	Rauni korau -0.0124	Rauni korau -0.0616	Rauni kyau 0.0553	Rauni kyau 0.0186
Answer 224	-	Rauni korau -0.0262	Rauni korau -0.0729	Rauni kyau 0.0073	Rauni korau -0.0104	Rauni korau -0.0150	Rauni kyau 0.0924	Rauni kyau 0.0035
Answer 228	-	Rauni korau -0.0606	Rauni korau -0.0445	Rauni kyau 0.0307	Rauni kyau 0.0606	Rauni kyau 0.0084	Rauni korau -0.1422	Rauni kyau 0.0889
Yarda da kai (nawa kuka yarda ko ba da yarda ba?)
Answer 229	-	Rauni korau -0.0488	Rauni korau -0.0250	Rauni kyau 0.0450	Rauni kyau 0.0975	Rauni korau -0.0400	Rauni korau -0.1395	Rauni kyau 0.0673
Answer 230	-	Rauni korau -0.0155	Rauni korau -0.0464	Rauni korau -0.0065	Rauni korau -0.0171	Rauni korau -0.0109	Rauni kyau 0.0695	Rauni kyau 0.0130
Answer 231	-	Rauni kyau 0.0053	Rauni korau -0.0094	Rauni korau -0.0262	Rauni kyau 0.0025	Rauni kyau 0.0218	Rauni korau -0.0023	Rauni kyau 0.0024
Answer 232	-	Rauni kyau 0.0026	Rauni kyau 0.0609	Rauni korau -0.0510	Rauni korau -0.0396	Rauni kyau 0.0201	Rauni kyau 0.0644	Rauni korau -0.0317
Answer 233	-	Rauni kyau 0.0549	Rauni korau -0.0005	Rauni korau -0.0119	Rauni korau -0.0486	Rauni kyau 0.0243	Rauni kyau 0.0684	Rauni korau -0.0550
Answer 230	-	Rauni kyau 0.0442	Rauni kyau 0.0532	Rauni kyau 0.0107	Rauni korau -0.0384	Rauni korau -0.0095	Rauni kyau 0.0528	Rauni korau -0.0667
Answer 234	-	Rauni kyau 0.0365	Rauni kyau 0.0718	Rauni kyau 0.0283	Rauni korau -0.0658	Rauni kyau 0.0502	Rauni korau -0.0562	Rauni korau -0.0268
Yarda da kai (nawa kuka yarda ko ba da yarda ba?)
Answer 235	-	Rauni korau -0.0037	Rauni kyau 0.0038	Rauni kyau 0.0423	Rauni kyau 0.0669	Rauni korau -0.0545	Rauni korau -0.1236	Rauni kyau 0.0528
Answer 236	-	Rauni korau -0.0097	Rauni korau -0.0318	Rauni kyau 0.0221	Rauni kyau 0.0015	Rauni korau -0.0284	Rauni kyau 0.0410	Rauni kyau 8.25E-5
Answer 237	-	Rauni korau -0.0046	Rauni korau -0.0365	Rauni korau -0.0069	Rauni kyau 0.0172	Rauni korau -0.0030	Rauni kyau 0.0134	Rauni kyau 0.0033
Answer 238	-	Rauni korau -0.0200	Rauni korau -0.0068	Rauni korau -0.0648	Rauni korau -0.0408	Rauni kyau 0.0623	Rauni kyau 0.0439	Rauni kyau 0.0169
Answer 239	-	Rauni kyau 0.0148	Rauni kyau 0.0201	Rauni korau -0.0141	Rauni korau -0.0149	Rauni kyau 0.0279	Rauni kyau 0.0590	Rauni korau -0.0715
Answer 236	-	Rauni kyau 0.0344	Rauni kyau 0.0353	Rauni kyau 0.0075	Rauni korau -0.0468	Rauni korau -0.0146	Rauni kyau 0.0266	Rauni korau -0.0118
Answer 240	-	Rauni kyau 0.0184	Rauni kyau 0.0754	Rauni kyau 0.0085	Rauni korau -0.0242	Rauni kyau 0.0467	Rauni korau -0.0393	Rauni korau -0.0528
Yarda da kai (nawa kuka yarda ko ba da yarda ba?)
Answer 241	-	Rauni kyau 0.0502	Rauni kyau 0.0830	Rauni kyau 0.0563	Rauni korau -0.0470	Rauni kyau 0.0023	Rauni korau -0.0309	Rauni korau -0.0634
Answer 242	-	Rauni kyau 0.0951	Rauni kyau 0.0349	Rauni korau -0.0215	Rauni korau -0.0305	Rauni korau -0.0010	Rauni kyau 0.0155	Rauni korau -0.0445
Answer 243	-	Rauni kyau 0.0069	Rauni kyau 0.0331	Rauni korau -0.0058	Rauni kyau 0.0335	Rauni kyau 0.0222	Rauni kyau 0.0167	Rauni korau -0.0868
Answer 244	-	Rauni korau -0.0003	Rauni kyau 0.0060	Rauni korau -0.0350	Rauni korau -0.0182	Rauni kyau 0.0017	Rauni kyau 0.0659	Rauni korau -0.0140
Answer 245	-	Rauni korau -0.0265	Rauni korau -0.0429	Rauni kyau 0.0252	Rauni kyau 0.0276	Rauni korau -0.0569	Rauni kyau 0.0114	Rauni kyau 0.0370
Answer 242	-	Rauni korau -0.0745	Rauni korau -0.0265	Rauni korau -0.0519	Rauni kyau 0.0208	Rauni kyau 0.0204	Rauni kyau 0.0399	Rauni kyau 0.0374
Answer 246	-	Rauni korau -0.0388	Rauni korau -0.0697	Rauni kyau 0.0451	Rauni kyau 0.0124	Rauni kyau 0.0023	Rauni korau -0.1146	Rauni kyau 0.1110
Yarda da kai (nawa kuka yarda ko ba da yarda ba?)
Answer 247	-	Rauni korau -0.0426	Rauni kyau 0.0164	Rauni kyau 0.0501	Rauni kyau 0.0525	Rauni korau -0.0435	Rauni korau -0.1157	Rauni kyau 0.0598
Answer 248	-	Rauni kyau 0.0045	Rauni korau -0.0829	Rauni korau -0.0235	Rauni korau -0.0144	Rauni kyau 0.0198	Rauni kyau 0.0649	Rauni kyau 0.0088
Answer 249	-	Rauni korau -0.0344	Rauni korau -0.0036	Rauni korau -0.0172	Rauni korau -0.0112	Rauni kyau 0.0273	Rauni kyau 0.0536	Rauni korau -0.0218
Answer 250	-	Rauni kyau 0.0880	Rauni kyau 0.0357	Rauni korau -0.0317	Rauni korau -0.0370	Rauni korau -0.0219	Rauni kyau 0.0368	Rauni korau -0.0203
Answer 251	-	Rauni kyau 0.0239	Rauni kyau 0.0295	Rauni korau -0.0187	Rauni korau -0.0039	Rauni kyau 0.0412	Rauni kyau 0.0116	Rauni korau -0.0626
Answer 248	-	Rauni kyau 0.0180	Rauni kyau 0.0443	Rauni kyau 0.0152	Rauni kyau 0.0023	Rauni kyau 0.0083	Rauni korau -0.0161	Rauni korau -0.0507
Answer 252	-	Rauni kyau 0.0223	Rauni kyau 0.1323	Rauni kyau 0.0107	Rauni korau -0.0707	Rauni kyau 0.0004	Rauni korau -0.0031	Rauni korau -0.0299

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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