Predicción de porcentaje de grasa
P. Felix, P. Frías, L. Hinojosa
2023-11-25
Introducción
Objetivos
Resultados
Edad de participantes
Age | n | percent | Total |
|---|---|---|---|
22 | 2 | 0.8% | 200.8% |
23 | 4 | 1.6% | 401.6% |
24 | 4 | 1.6% | 401.6% |
25 | 4 | 1.6% | 401.6% |
26 | 6 | 2.4% | 602.4% |
27 | 7 | 2.8% | 702.8% |
28 | 7 | 2.8% | 702.8% |
29 | 2 | 0.8% | 200.8% |
30 | 2 | 0.8% | 200.8% |
31 | 4 | 1.6% | 401.6% |
32 | 4 | 1.6% | 401.6% |
33 | 3 | 1.2% | 301.2% |
34 | 4 | 1.6% | 401.6% |
35 | 10 | 4.0% | 1004.0% |
36 | 2 | 0.8% | 200.8% |
37 | 3 | 1.2% | 301.2% |
38 | 2 | 0.8% | 200.8% |
39 | 5 | 2.0% | 502.0% |
40 | 17 | 6.7% | 1706.7% |
41 | 10 | 4.0% | 1004.0% |
42 | 12 | 4.8% | 1204.8% |
43 | 13 | 5.2% | 1305.2% |
44 | 9 | 3.6% | 903.6% |
45 | 2 | 0.8% | 200.8% |
46 | 6 | 2.4% | 602.4% |
47 | 11 | 4.4% | 1104.4% |
48 | 5 | 2.0% | 502.0% |
49 | 9 | 3.6% | 903.6% |
50 | 7 | 2.8% | 702.8% |
51 | 5 | 2.0% | 502.0% |
52 | 4 | 1.6% | 401.6% |
53 | 2 | 0.8% | 200.8% |
54 | 8 | 3.2% | 803.2% |
55 | 10 | 4.0% | 1004.0% |
56 | 4 | 1.6% | 401.6% |
57 | 4 | 1.6% | 401.6% |
58 | 3 | 1.2% | 301.2% |
60 | 1 | 0.4% | 100.4% |
61 | 4 | 1.6% | 401.6% |
62 | 5 | 2.0% | 502.0% |
63 | 1 | 0.4% | 100.4% |
64 | 4 | 1.6% | 401.6% |
65 | 3 | 1.2% | 301.2% |
66 | 2 | 0.8% | 200.8% |
67 | 4 | 1.6% | 401.6% |
68 | 1 | 0.4% | 100.4% |
69 | 2 | 0.8% | 200.8% |
70 | 2 | 0.8% | 200.8% |
72 | 5 | 2.0% | 502.0% |
74 | 1 | 0.4% | 100.4% |
81 | 1 | 0.4% | 100.4% |
Total | 252 | 100.0% | 25300.0% |
Peso de participantes
Weight | n | percent | Total |
|---|---|---|---|
118.5 | 1 | 0.4% | 100.4% |
125 | 1 | 0.4% | 100.4% |
125.25 | 1 | 0.4% | 100.4% |
125.75 | 1 | 0.4% | 100.4% |
126.5 | 1 | 0.4% | 100.4% |
127.5 | 2 | 0.8% | 200.8% |
131.5 | 1 | 0.4% | 100.4% |
133.25 | 1 | 0.4% | 100.4% |
133.5 | 1 | 0.4% | 100.4% |
134.25 | 1 | 0.4% | 100.4% |
135.75 | 1 | 0.4% | 100.4% |
136.25 | 1 | 0.4% | 100.4% |
136.5 | 1 | 0.4% | 100.4% |
137.25 | 1 | 0.4% | 100.4% |
139.25 | 1 | 0.4% | 100.4% |
140 | 1 | 0.4% | 100.4% |
140.25 | 1 | 0.4% | 100.4% |
140.5 | 1 | 0.4% | 100.4% |
142.25 | 1 | 0.4% | 100.4% |
143 | 1 | 0.4% | 100.4% |
143.75 | 1 | 0.4% | 100.4% |
145.25 | 1 | 0.4% | 100.4% |
145.75 | 1 | 0.4% | 100.4% |
146 | 1 | 0.4% | 100.4% |
146.75 | 1 | 0.4% | 100.4% |
147.75 | 1 | 0.4% | 100.4% |
148 | 1 | 0.4% | 100.4% |
148.25 | 1 | 0.4% | 100.4% |
148.5 | 1 | 0.4% | 100.4% |
148.75 | 1 | 0.4% | 100.4% |
149.25 | 1 | 0.4% | 100.4% |
150 | 1 | 0.4% | 100.4% |
150.25 | 1 | 0.4% | 100.4% |
151 | 1 | 0.4% | 100.4% |
151.25 | 2 | 0.8% | 200.8% |
151.5 | 2 | 0.8% | 200.8% |
152.25 | 3 | 1.2% | 301.2% |
152.75 | 1 | 0.4% | 100.4% |
153 | 1 | 0.4% | 100.4% |
153.25 | 1 | 0.4% | 100.4% |
154 | 1 | 0.4% | 100.4% |
154.25 | 1 | 0.4% | 100.4% |
154.5 | 2 | 0.8% | 200.8% |
154.75 | 1 | 0.4% | 100.4% |
155.25 | 2 | 0.8% | 200.8% |
155.5 | 1 | 0.4% | 100.4% |
156 | 1 | 0.4% | 100.4% |
156.25 | 1 | 0.4% | 100.4% |
156.5 | 1 | 0.4% | 100.4% |
156.75 | 2 | 0.8% | 200.8% |
157 | 1 | 0.4% | 100.4% |
157.75 | 2 | 0.8% | 200.8% |
158 | 1 | 0.4% | 100.4% |
158.25 | 1 | 0.4% | 100.4% |
159.25 | 2 | 0.8% | 200.8% |
159.75 | 2 | 0.8% | 200.8% |
160 | 1 | 0.4% | 100.4% |
160.25 | 2 | 0.8% | 200.8% |
160.5 | 1 | 0.4% | 100.4% |
160.75 | 2 | 0.8% | 200.8% |
161 | 1 | 0.4% | 100.4% |
161.25 | 1 | 0.4% | 100.4% |
161.75 | 2 | 0.8% | 200.8% |
162.5 | 2 | 0.8% | 200.8% |
162.75 | 2 | 0.8% | 200.8% |
163 | 1 | 0.4% | 100.4% |
163.75 | 1 | 0.4% | 100.4% |
164.25 | 1 | 0.4% | 100.4% |
165.25 | 2 | 0.8% | 200.8% |
165.5 | 1 | 0.4% | 100.4% |
166 | 1 | 0.4% | 100.4% |
166.25 | 1 | 0.4% | 100.4% |
166.75 | 1 | 0.4% | 100.4% |
167 | 3 | 1.2% | 301.2% |
167.25 | 1 | 0.4% | 100.4% |
167.5 | 2 | 0.8% | 200.8% |
167.75 | 1 | 0.4% | 100.4% |
168 | 3 | 1.2% | 301.2% |
168.25 | 3 | 1.2% | 301.2% |
168.5 | 1 | 0.4% | 100.4% |
168.75 | 1 | 0.4% | 100.4% |
169.5 | 1 | 0.4% | 100.4% |
170.5 | 1 | 0.4% | 100.4% |
170.75 | 3 | 1.2% | 301.2% |
171.25 | 2 | 0.8% | 200.8% |
171.5 | 1 | 0.4% | 100.4% |
171.75 | 1 | 0.4% | 100.4% |
172.75 | 3 | 1.2% | 301.2% |
173.25 | 2 | 0.8% | 200.8% |
173.75 | 1 | 0.4% | 100.4% |
174.5 | 1 | 0.4% | 100.4% |
175.25 | 1 | 0.4% | 100.4% |
175.5 | 1 | 0.4% | 100.4% |
176 | 2 | 0.8% | 200.8% |
176.25 | 1 | 0.4% | 100.4% |
176.75 | 2 | 0.8% | 200.8% |
177 | 2 | 0.8% | 200.8% |
177.25 | 3 | 1.2% | 301.2% |
177.5 | 1 | 0.4% | 100.4% |
177.75 | 1 | 0.4% | 100.4% |
178 | 1 | 0.4% | 100.4% |
178.25 | 2 | 0.8% | 200.8% |
178.75 | 1 | 0.4% | 100.4% |
179 | 2 | 0.8% | 200.8% |
179.75 | 3 | 1.2% | 301.2% |
180 | 1 | 0.4% | 100.4% |
180.5 | 1 | 0.4% | 100.4% |
181 | 1 | 0.4% | 100.4% |
181.5 | 1 | 0.4% | 100.4% |
182 | 1 | 0.4% | 100.4% |
182.25 | 1 | 0.4% | 100.4% |
182.5 | 1 | 0.4% | 100.4% |
183.25 | 1 | 0.4% | 100.4% |
183.5 | 1 | 0.4% | 100.4% |
183.75 | 1 | 0.4% | 100.4% |
184 | 1 | 0.4% | 100.4% |
184.25 | 3 | 1.2% | 301.2% |
184.75 | 1 | 0.4% | 100.4% |
185 | 1 | 0.4% | 100.4% |
185.25 | 1 | 0.4% | 100.4% |
186 | 1 | 0.4% | 100.4% |
186.25 | 1 | 0.4% | 100.4% |
186.75 | 1 | 0.4% | 100.4% |
187.25 | 1 | 0.4% | 100.4% |
187.5 | 1 | 0.4% | 100.4% |
187.75 | 2 | 0.8% | 200.8% |
188.15 | 1 | 0.4% | 100.4% |
188.75 | 1 | 0.4% | 100.4% |
189.75 | 1 | 0.4% | 100.4% |
190.25 | 1 | 0.4% | 100.4% |
190.75 | 1 | 0.4% | 100.4% |
191 | 2 | 0.8% | 200.8% |
191.5 | 1 | 0.4% | 100.4% |
191.75 | 1 | 0.4% | 100.4% |
192.25 | 1 | 0.4% | 100.4% |
192.5 | 1 | 0.4% | 100.4% |
193.25 | 1 | 0.4% | 100.4% |
193.5 | 1 | 0.4% | 100.4% |
194 | 1 | 0.4% | 100.4% |
194.75 | 1 | 0.4% | 100.4% |
195 | 1 | 0.4% | 100.4% |
195.75 | 1 | 0.4% | 100.4% |
196 | 1 | 0.4% | 100.4% |
196.75 | 2 | 0.8% | 200.8% |
197 | 2 | 0.8% | 200.8% |
198 | 1 | 0.4% | 100.4% |
198.25 | 1 | 0.4% | 100.4% |
198.5 | 2 | 0.8% | 200.8% |
199.25 | 1 | 0.4% | 100.4% |
199.5 | 1 | 0.4% | 100.4% |
200.25 | 2 | 0.8% | 200.8% |
200.5 | 2 | 0.8% | 200.8% |
201 | 1 | 0.4% | 100.4% |
201.25 | 1 | 0.4% | 100.4% |
202.25 | 2 | 0.8% | 200.8% |
202.5 | 1 | 0.4% | 100.4% |
203 | 1 | 0.4% | 100.4% |
203.25 | 1 | 0.4% | 100.4% |
205 | 1 | 0.4% | 100.4% |
205.25 | 1 | 0.4% | 100.4% |
205.5 | 1 | 0.4% | 100.4% |
205.75 | 1 | 0.4% | 100.4% |
206.5 | 2 | 0.8% | 200.8% |
207.5 | 1 | 0.4% | 100.4% |
208.5 | 1 | 0.4% | 100.4% |
208.75 | 1 | 0.4% | 100.4% |
209.25 | 1 | 0.4% | 100.4% |
210.25 | 1 | 0.4% | 100.4% |
210.5 | 1 | 0.4% | 100.4% |
211.75 | 1 | 0.4% | 100.4% |
212 | 1 | 0.4% | 100.4% |
212.75 | 1 | 0.4% | 100.4% |
215.5 | 1 | 0.4% | 100.4% |
216 | 2 | 0.8% | 200.8% |
216.25 | 1 | 0.4% | 100.4% |
217 | 2 | 0.8% | 200.8% |
218.5 | 1 | 0.4% | 100.4% |
218.75 | 1 | 0.4% | 100.4% |
219 | 1 | 0.4% | 100.4% |
219.15 | 1 | 0.4% | 100.4% |
219.25 | 1 | 0.4% | 100.4% |
223 | 2 | 0.8% | 200.8% |
224.5 | 2 | 0.8% | 200.8% |
224.75 | 2 | 0.8% | 200.8% |
226.75 | 1 | 0.4% | 100.4% |
227.75 | 1 | 0.4% | 100.4% |
228.25 | 1 | 0.4% | 100.4% |
230 | 1 | 0.4% | 100.4% |
232.75 | 1 | 0.4% | 100.4% |
234.25 | 1 | 0.4% | 100.4% |
234.75 | 1 | 0.4% | 100.4% |
241.25 | 1 | 0.4% | 100.4% |
241.75 | 1 | 0.4% | 100.4% |
244.25 | 1 | 0.4% | 100.4% |
247.25 | 1 | 0.4% | 100.4% |
262.75 | 1 | 0.4% | 100.4% |
363.15 | 1 | 0.4% | 100.4% |
Total | 252 | 100.0% | 25300.0% |
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 118.5 159.0 176.5 178.9 197.0 363.1## [1] 863.7227## [1] 29.38916## 25% 50% 75%
## 159.0 176.5 197.0
Altura de participantes
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 29.50 68.25 70.00 70.15 72.25 77.75## [1] 13.41651## [1] 3.662856## 25% 50% 75%
## 68.25 70.00 72.25
Mediciones
Estadistica del cuello
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 31.10 36.40 38.00 37.99 39.42 51.20## [1] 5.909339## [1] 2.430913## 25% 50% 75%
## 36.400 38.000 39.425| Promedio | Mediana | Varianza | Desviación |
|---|---|---|---|
| 37.99 | 38.00 | 5.909339 | 2.430913 |
Estadistica del pecho
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 79.30 94.35 99.65 100.82 105.38 136.20## [1] 71.07292## [1] 8.430476## 25% 50% 75%
## 94.350 99.650 105.375| Promedio | Mediana | Varianza | Desviación |
|---|---|---|---|
| 100.82 | 99.65 | 71.07292 | 8.430476 |
Estadistica del Abdomen
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 69.40 84.58 90.95 92.56 99.33 148.10## [1] 116.2747## [1] 10.78308## 25% 50% 75%
## 84.575 90.950 99.325| Promedio | Mediana | Varianza | Desviación |
|---|---|---|---|
| 92.56 | 90.95 | 116.2747 | 10.78308 |
Estadistica de la Cadera
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 85.0 95.5 99.3 99.9 103.5 147.7## [1] 51.32372## [1] 7.164058## 25% 50% 75%
## 95.500 99.300 103.525| Promedio | Mediana | Varianza | Desviación |
|---|---|---|---|
| 99.9 | 99.3 | 51.32372 | 7.164058 |
Estadistica de los Muslos
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 47.20 56.00 59.00 59.41 62.35 87.30## [1] 27.562## [1] 5.249952## 25% 50% 75%
## 56.00 59.00 62.35| Promedio | Mediana | Varianza | Desviación |
|---|---|---|---|
| 59.41 | 59.00 | 27.562 | 5.249952 |
Estadistica de Rodillas
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 33.00 36.98 38.50 38.59 39.92 49.10## [1] 5.816801## [1] 2.411805## 25% 50% 75%
## 36.975 38.500 39.925| Promedio | Mediana | Varianza | Desviación |
|---|---|---|---|
| 38.59 | 38.50 | 5.816801 | 2.411805 |
Estadistica de Tobillos
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 19.1 22.0 22.8 23.1 24.0 33.9## [1] 2.872664## [1] 1.694893## 25% 50% 75%
## 22.0 22.8 24.0| Promedio | Mediana | Varianza | Desviación |
|---|---|---|---|
| 23.1 | 22.80 | 2.872664 | 1.694893 |
Estadistica de Biceps
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 24.80 30.20 32.05 32.27 34.33 45.00## [1] 9.128095## [1] 3.021274## 25% 50% 75%
## 30.200 32.050 34.325| Promedio | Mediana | Varianza | Desviación |
|---|---|---|---|
| 32.27 | 32.05 | 9.128095 | 3.021274 |
Estadistica del Antebrazo
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 21.00 27.30 28.70 28.66 30.00 34.90## [1] 4.083193## [1] 2.020691## 25% 50% 75%
## 27.3 28.7 30.0| Promedio | Mediana | Varianza | Desviación |
|---|---|---|---|
| 28.66 | 28.70 | 4.083193 | 2.020691 |
Estadistica del muñeca
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 15.80 17.60 18.30 18.23 18.80 21.40## [1] 0.8715808## [1] 0.9335849## 25% 50% 75%
## 17.6 18.3 18.8| Promedio | Mediana | Varianza | Desviación |
|---|---|---|---|
| 18.23 | 18.30 | 0.8715808 | 0.9335849 |
