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Uso de la estadística y análisis implicativo para m= edir la percepción de conocimientos, hábitos y actitudes en consumidores de carn= e de la ciudad de Riobamba.

 

 

Use of the Implicative Statistical and analysis to measure the perception of knowledge, habits, and attitudes in consumers of the city of Riobamba.

 

            Paola Villalón-Muńoz.[1], Marcelo Ramos-Flores.<= /span> [2], Edgar de la Bastida-Guerra. [3], Paola Argüello Hernández. [4] , Sonia Peńafiel-Acosta. [5], Jesús López-Salazar. [6] & Guido Brito-Zúńiga. [7]

Recibido: 13-07-2017 / Revisado: 07-09-2018 Aceptado: 05-10-2018/ Publicado: 01-11-2018=

 

Abstract.         =                                                                            =                                      

The research, conducted in the city of Riobamba in 2015, on a sample of 1067 people, with a reliability of 95% and margin of error of 5%, makes use of descriptive statistics and implicative analysis to measure different aspect= s of consumption of meat in the city of Riobamba. Pollsters and researchers were placed in different neighborhoods and markets of the city who, through surv= eys with closed and open questions, collected information, which was analyzed w= ith descriptive statistics, to outline the generalities of meat consumption, and implicative analysis to elucidate similarities in the answers, as well as quasi-implications (relations of type "if A occurs, then B occurs"= ;) and their cohesion (degree in which the implications found go beyond the random), all helped by graphic schemes that help to appreciate visually the= se relationships (tree of similarity and graphs of implications and cohesion). Excel and SPSS v18 were used for the descriptive analysis and the CHIC prog= ram (Classification Hiérarchique Implicative et Chohésitive) v6.0 for the implicative analysis. The r= esults show a marked preference for chicken meat 26.87%, followed by beef, fish, p= ork and guinea pig. 39.8% of consumers claim to ignore the provenance of slaugh= ter of the meat they eat, 11% say they have eaten meat from a clandestine slaughter; 38.4% of the inhabitants have become ill due to eating meat in p= oor condition and 46.57% know something about the possible diseases associated = with the consumption of meat in poor condition. The implicative analysis identif= ied a sequence in the incorporation of types of meat: beef, chicken, goat and sheep, guinea pigs and fish. Other meta-rules of importance are the need to train the consumer of the quality factors of a meat so that it can demand i= t in the purchase, also that the quality evaluation carried out by the consumer takes as a starting point the sensory appreciation to, sequentially, attend= to the aspects of seal of quality, place of origin and hygiene of the premises. Finally, the contribution of the implicative analysis to delimit and contextualize the generalizations of the descriptive statistics is discussed and revealed, revealing meta rules that relate the responses of the respondents, ultimately providing a methodology to statistically profile and analyze the habits and trends of consumption of meat by a population.<= /o:p>

 

Keywords: Implicative statistics analysis, Descriptive statistics, Meat consumption, Consumption habits, Qual= ite perception, Riobamba

Resumen.

La investigación, realizada en la ciudad de Riobamba en el ańo 2015, sobre una muestra de 1067 personas, con = una confiabilidad de 95% y margen de error del 5%, hace uso de estadística descriptiva y análisis implicativo para medir diferentes aspectos del consumo de carne en la ciudad de Riobamba. Se diseminaron encuestadores e investigadores en diferentes barrios y mercados= de la urbe quienes a través de encuestas con preguntas cerradas y abiertas recopilaron información, que se analizó con estadística descriptiva, para perfilar las generalidades del consumo de carnes, y análisis implicativo para dilucidar similitudes en las respues= tas, así como cuasi implicaciones (relaciones de tipo “si ocurre A, entonces ocu= rre B”) y su cohesión (grado en que las implicaciones halladas van más allá de = lo aleatorio), todo ayudado de esquemas gráficos que ayudan a apreciar visualm= ente estas relaciones (árbol de similaridad y grafos= de implicaciones y cohesión). Se utilizó Excel y SPSS v18 para el análisis descriptivo y el programa CHIC (Classification = Hiérarchique Implicative = et Chohésitive) v6.0 para el análisis implicativo. Los resultados muestran una marcada preferencia por la carne de pollo 26,87= %, seguida de la de res, pescado, cerdo y cuy. El 39,8% de los consumidores as= egura desconocer la procedencia de faenamiento de la carne que consume, 11% asegu= ra haber comido carne de un camal clandestino; 38,4% de los pobladores se han enfermado por consumir carne en mal estado y 46,57% conoce algo sobre las posibles enfermedades asociadas al consumo de la carne en mal estado. El análisis implicativo identificó una secuencia e= n la incorporación de tipos de carne: res, pollo, cabra y oveja, cuyes y pescado. Otras metareglas de importancia son la necesida= d de capacitar al consumidor de los factores de calidad de una carne para que és= te pueda exigirla en la compra, también que la evaluación de calidad realizada= por el consumidor toma como punto inicial la apreciación sensorial para, secuencialmente, atender a los aspectos de sello de calidad, lugar de procedencia e higiene del local. Se discute y destaca, finalmente, el aporte del análisis implicativo para acotar y contextu= alizar las generalizaciones de la estadística descriptiva y revelar meta reglas que relacionan las respuestas de los encuestados, aportando en último término u= na metodología para perfilar y analizar estadísticamente los hábitos y tendenc= ias de consumo de cárnicos por parte de una población.=

 

Palabras Claves= :<= span style=3D'mso-bookmark:_Toc440896901'> Análisis estadístico implicativo, Estadística descriptiva, Consumo de carn= e, Hábitos de consumo, Percepción de calidad, Riobamba.

1.   &n= bsp;  Introducción.<= /b>

La Estadística permite en función de observaciones en condiciones similares analizar las tendencias de los resultados y determinar algunas mediciones que describen la realidad y perm= iten resolver situaciones puntuales (Camacho, 2003). En este sentido, aporta a explicar los resultados de investigaciones e interpretar la información que se obtie= ne de las mismas (Pineda, de Alvar= ado, & de Canales, 1994). Existen varias técnicas para el t= ratamiento de datos, este estudio utiliza estadística descriptiva para analizar la realidad a priori y describir la generalidad del conjunto de datos (Parra, 1995), en tanto que, para analizar características y relaciones de las variables como sim= ilaridad, cohesión, y fenómenos de quasi-implicación, se = aplicó la técnica de análisis implicativo (Graz & Kuntz, 2009). La estadística implicativa es una técnica de análisis estadístico cuyo objetivo principal contempla la estructuración de datos, interrelacionando sujetos y variables, la extracci= ón de reglas inductivas entre las variables con tolerancia a la presencia de c= asos de excepción, donde dichas reglas no se cumplan. De allí el uso del término= cuasi-implicación (Graz & Kuntz, 2009) (Gras, Susuki, & Guillet, 2008).

El análisis estadístico es una herramienta fundamental en la investigación por su aplicabilidad en los diferentes campos del conocimiento para responder necesidades tanto de descripción, como análisis y correlación de fenómenos. En este trabajo se h= ace uso de estadística descriptiva y análisis implicativo<= /span> para estudiar diferentes aspectos del consumo de carne en la ciudad de Riobamba; tema relevante, considerando que la carne es un componente import= ante de una dieta equilibrada, por ser fuente de proteínas y aminoácidos, minera= les como hierro, selenio, zinc y vitaminas B12 (Biesalski, 2006).

Sin embargo, esta composición quí= mica también la convierte en un producto altamente perecedero que, si no es manipulado correctamente, puede resultar perjudicial para la salud y que pu= ede revertir altos costos de salud si se considera, el crecimiento demográfico = y el aumento de ingresos económicos en el país, que han generado un mayor acceso= y demanda de productos de origen animal, principalmente carne (Organización de las Naciones Unidas para la Alimentación y Agricultura, 2015).

La calidad de la carne que se consume se encuentra relacionada a varios factor= es, entre ellos: variables demográficas como la edad, género, segmento socioeconómico, educación e ingreso de los consumidores otros como percepci= ón de la calidad del producto, son concomitantes a conocimientos, hábitos y motivación de consumo, variables que han sido incluidos en este estudio (Sistema de Indicadores Sociales= de Ecuador, 2009).

Estos factores pocas veces se consideran al anal= izar los mercados de diferentes productos a pesar del fuerte impacto que tienen = en las poblaciones. En el caso específico de la calidad de la carne que se con= sume y se expende en el país, es importante analizar y revisar varios aspectos inherentes a la cadena de producción iniciando en el faenamiento de los animales punto crítico en la provisión de carne apta para ingesta humana.

En Ecuador las técnicas de faenamiento de ganado han sido precarias (Delgado, Cedeńo, Mo= ntes de OcaII, & VillochII, 2015) (Calero León, 2011)<= /span>; ante ello la Agencia Ecuatorian= a de Aseguramiento de la Calidad del Agro (AGROCALIDAD) en 2013 expide el Manual de procedimientos para la inspe= cción y habilitación de mataderos con Resolución DAJ-2013b4-0201.0247. <= /b>

En el mismo ańo varios mataderos fueron clausurados deb= ido a factores como: falta de infraestructura, tecnología y cultura de faenamie= nto, trato a los animales antes y durante el sacrificio, sanidad de las instalaciones de faena y el conocimiento de los operarios sobre los procedi= mientos a ejecutar (Gavilánez, Sánchez, Peńafiel, & Villalón, 2013).

Uno de los centros clausurados, en diciembre de 2013 (El Comercio, 2013)<= /span>, fue el Camal de la ciudad de Riobamba, lo que conllevó al municipio de la ciudad a invertir en infraestructura para el faenamiento. La inversión, centrada en instalaciones con material anticorrosivo, sistema séptico mejorado, adiestramiento y capacitación de personal para cumplir con las normativas del Ministerio de Salud (MSP), AGROCALIDAD y el Ministerio del Ambiente (MAE), permitió la reapertura en octubre de 2014 (Redacción Radio Mun= dial, 2014). Estas mejoras realizadas en las instalaciones de sacrificio de animales en el país, hacen necesario trabaja= r en las siguientes etapas: comercialización y la manipulación de las carnes por parte del consumidor.

De allí la importancia de estudiar la percepción, hábitos y conocimientos de la ciudadanía acerca del consumo de carne en la ciudad de Riobamba, utilizando análisis descriptivo e implicativo para procesa= r la información, y generar conocimiento que oriente la toma de decisiones para proyectos que promuevan una cultura sanitaria y de consumo saludable.<= /o:p>

2= .      Materiales y métodos.

En julio de 2015 se aplicó una encuesta, previamente validada, para determinar la percepción de los consumidores en la ciudad de Riobamba acerca de la adquisición e ingesta de carne.

Se incluyeron variables de estudio relacionadas al conocimiento, hábitos y actitudes en un cuestionario de 28 preguntas tanto abiertas como cerradas. Se tomó como base el instrumento del Observatorio de Consumo y Distribución Alimentaria del Ministerio de Medio Ambiente y Medio Rural y Marino de Espańa en el ańo 2009 (Instituto CERDÁ, 2009).

Para el tamańo de muestra probabilística se usó la fórmula para poblaciones infinitas con un 5% de er= ror y un 95% de confiabilidad (Quevedo, 2011), los criterios de inclusión para= los informantes fueron: habitantes de las parroquias urbanas de la ciudad, mayo= res de edad, de ambos sexos y que participaran voluntariamente en la investigac= ión (Pita & Pértega, 2001).

La logística del trabajo determinó diseminar encuestadores en diferentes barrios y mercados de la ciudad, desp= ués de analizar el número de encuestas completadas se comprobó una participación mayor a la esperada y se trabajó con las respuestas de 1067 habitantes (Sociedad Espańola de Investigación en Educación Matemática (SEIEM), 2011)<= span style=3D'mso-bookmark:_Hlk533581519'>.

Los datos fueron procesados media= nte estadística descriptiva, para identificar las tendencias en el consumo de c= arne (Orellana, 2001), seguido de un análisis implicativo, elegido por su capacidad para determinar relaciones de cuasi implicación entre las respuestas a la variables analiza= das, relaciones que incluso pueden, en algunos casos, considerarse causales (Mederos, Zamora Mat= amoros, & Sagaró del Campo, 2015) o pronósticas (Moraga Rodríguez, 2= 017).

El análisis descriptivo se efectuó con Excel y SPSS versión 18, y para el análisis implic= ativo se utilizó el programa CHIC (Classification Hiérarchique Implicative = et Chohésitive), versión 6.0. (Couturier, 2008)

 

3= .      Resultados.

3.1. Análisis descriptivo:

La población encuestada correspon= de en un 54% al género femenino y en 46% al género masculino, en relación a la edad las personas que contestaron entre los 18 y 72 ańos, encontrándose que= el 53,2% de la población tiene edades entre 18 y 29 ańos, el 38,2% se encuentra entre los 30 y 49 ańos, el 6,9% se halla en edades entre los 50 y 75 ańos, = un 1,6% de la población, no respondió a la interrogante, como se muestra en la figura 1.

De acuerdo al sector de la ciudad= en que habitaba el 31% residía en la parroquia Lizarzaburu, 17% en la Maldonad= o, 17,4% en la Velasco, 18% en la Veloz y 13,1% tenía su residencia habitual e= n la parroquia Yaruquíes, el porcentaje restante no contesta la interrogante.

Al interrogar al grupo sobre la instrucción que tenían se conoció que el 48,7% tiene instrucción superior, 29,5% secundaria, 9% primaria, 8,5% Incompleta, 1,8% declara tener otro tip= o de instrucción y 2,4% no responde a la pregunta.

 

 =

Figura 1. Género y edad de personas encuestadas sobre el consumo de carne en Riobamba, ańo 2015.

 

 

Al consultar sobre las razones por las que consumen carne los pobladores se obtuvieron las siguientes respuest= as 46,8% porque le gusta, 22,7% por lograr una dieta equilibrada, 20,6% por sus características nutricionales, 4,9 porquo lo aconsejan los médicos, 4,2% responden por varias razones y otros, 0,8% no contesta; la gente que contestó otros dice que la consume por costumbre o p= or sus hijos.  39,6% la consume entre = 2 y 3 veces por semana, 18,2% entre 4 y 5 veces por semana, 11,6% diariamente, 15= ,6% cada quince días, 11,5% una vez al mes, 1,1% no consume carne es vegetarian= a y 2,4 no consume carne, como se muestra en la Tabla 1.

 

 

 

Tabla 1:Razones de consumo y Frecuencia de consu= mo

 

Frecuencia de consu= mo

<= span style=3D'mso-bookmark:_Hlk533581519'>Razones de consumo =

No contesta

2 o 3 veces x semana

4 o 5 veces x semana

Diariamente

1 vez al mes

Cada 15 días

No consume carne

Total

Porque le gusta

13

202

105

76

34

68

1

499

<= span style=3D'mso-bookmark:_Hlk533581519'>Por sus característ= icas nutricionales

<= span style=3D'mso-bookmark:_Hlk533581519'>4

<= span style=3D'mso-bookmark:_Hlk533581519'>93

<= span style=3D'mso-bookmark:_Hlk533581519'>38

<= span style=3D'mso-bookmark:_Hlk533581519'>24

<= span style=3D'mso-bookmark:_Hlk533581519'>31

<= span style=3D'mso-bookmark:_Hlk533581519'>48

<= span style=3D'mso-bookmark:_Hlk533581519'>4

<= span style=3D'mso-bookmark:_Hlk533581519'>242

Por tener una dieta equilibrada

1

99

28

14

46

32

0

220

<= span style=3D'mso-bookmark:_Hlk533581519'>Porque lo recomiend= an los médicos

<= span style=3D'mso-bookmark:_Hlk533581519'>2

<= span style=3D'mso-bookmark:_Hlk533581519'>15

<= span style=3D'mso-bookmark:_Hlk533581519'>12

<= span style=3D'mso-bookmark:_Hlk533581519'>1

<= span style=3D'mso-bookmark:_Hlk533581519'>8

<= span style=3D'mso-bookmark:_Hlk533581519'>10

<= span style=3D'mso-bookmark:_Hlk533581519'>4

<= span style=3D'mso-bookmark:_Hlk533581519'>52

Dos de las opciones planteadas

2

10

8

6

3

5

1

35

<= span style=3D'mso-bookmark:_Hlk533581519'>Tres de las opciones planteadas

<= span style=3D'mso-bookmark:_Hlk533581519'>0

<= span style=3D'mso-bookmark:_Hlk533581519'>1

<= span style=3D'mso-bookmark:_Hlk533581519'>3

<= span style=3D'mso-bookmark:_Hlk533581519'>1

<= span style=3D'mso-bookmark:_Hlk533581519'>0

<= span style=3D'mso-bookmark:_Hlk533581519'>1

<= span style=3D'mso-bookmark:_Hlk533581519'>0

<= span style=3D'mso-bookmark:_Hlk533581519'>6

Otras

1

1

0

1

0

1

0

4

<= span style=3D'mso-bookmark:_Hlk533581519'>No contesta

<= span style=3D'mso-bookmark:_Hlk533581519'>3

<= span style=3D'mso-bookmark:_Hlk533581519'>1

<= span style=3D'mso-bookmark:_Hlk533581519'>0

<= span style=3D'mso-bookmark:_Hlk533581519'>1

<= span style=3D'mso-bookmark:_Hlk533581519'>1

<= span style=3D'mso-bookmark:_Hlk533581519'>1

<= span style=3D'mso-bookmark:_Hlk533581519'>2

<= span style=3D'mso-bookmark:_Hlk533581519'>9

Total

26

422

194

124

123

166

12

1067

Fuente: Encuesta consumo carne Riobamba 2015. Elaboración: Grupo de Investigación Percepciones

En relación al consumo de carne, = se muestra una preferencia marcada por el pollo 26,87%, res 19,09%, pescado 18,29%, cerdo 12,50%, cuyes 7,56%, ovejas 5,84%, conejo 5,42%, cabras 3,33%, otras (pavo, mariscos, avestruz, caza, etc.) 1,07 %, como se muestra en la figura 2, el creciente consumo de car= nes blancas que se observa puede atribuirse a las características nutricionales= y los requerimientos de una dieta equilibrada.

 

Figura 2. Preferencias del consumo de carn= e en la ciudad de Riobamba, ańo 2015.

El 61,1% de la población en la ci= udad no conoce la procedencia de la carne que consume, frente a un 36,4% que ase= gura conocerlo, el 35,1% de los consumidores opina que la carne es buena, el 52,= 0% que es regular y el 9,7% dice que es mala. El 52,5% de los consumidores opi= na que la carne es cara en la ciudad, 38,1% asegura que su precio es regular, = 3,9% dice que su precio es bajo. Adicionalmente, en relación al precio la poblac= ión opina en un 31,5% que éste depende del lugar donde se compre, 28,2% de la calidad de la carne, 17,2% de la procedencia del animal, 13,1% del aspecto y peso del animal, el porcentaje restante asegura que depende de varias razon= es o no contesta. El 67,7% de los encuestados consideraron que la carne tuvo una subida en su precio desde que el camal cerró sus puertas en 2014, 60,1% afi= rma que la reapertura del camal asegura la calidad de la carne que se vende en = la ciudad.

El 61,5% de las personas consulta= das no conocen los aspectos regulatorios de la venta de carne, 11% asegura haber comprado carne de un camal clandestino, 37,3% dice haber comprado carne en = mal estado, 38,4% asevera que se ha enfermado por consumir carne no apta para a= ingesta, el 21,5% de las personas que dijeron haberse enfermado compraron carne en m= al estado, 46,57% conoce algo sobre las posibles enfermedades asociadas al con= sumo de la carne en mal estado, el 8,43% de los encuestados que se enfermaron por haber consumido carne en mal estado  asegura desconocer las enfermedades asociadas, en la tabla 2, se pue= de observar el número de personas que reportaron comprar y consumir carne en m= al estado.

Tabla 2. Frecuencia de respuestas sobre compra y consumo de carne en mal estado

 

 

żAlguna vez se ha enfermado por consumir carne en mal estado?

<= span style=3D'mso-bookmark:_Hlk533581519'>żAlguna vez ha comp= rado carne en mal estado?

<= span style=3D'mso-bookmark:_Hlk533581519'>No contesta

<= span style=3D'mso-bookmark:_Hlk533581519'>

<= span style=3D'mso-bookmark:_Hlk533581519'>No

<= span style=3D'mso-bookmark:_Hlk533581519'>Total

No contesta

18

8

15

41

<= span style=3D'mso-bookmark:_Hlk533581519'>

<= span style=3D'mso-bookmark:_Hlk533581519'>9

<= span style=3D'mso-bookmark:_Hlk533581519'>230

<= span style=3D'mso-bookmark:_Hlk533581519'>159

<= span style=3D'mso-bookmark:_Hlk533581519'>398

No

7

172

449

628

<= span style=3D'mso-bookmark:_Hlk533581519'>Total

<= span style=3D'mso-bookmark:_Hlk533581519'>34

<= span style=3D'mso-bookmark:_Hlk533581519'>410

<= span style=3D'mso-bookmark:_Hlk533581519'>623

<= span style=3D'mso-bookmark:_Hlk533581519'>1067

Fuente: Encuesta consumo carne Ri= obamba 2015. Elaboración: Grupo de Investigación Percepciones - Biosegal.

3.2.Análisis imp= licativo:

Relaciones de similaridad.

En análisis = implicativo se considera “similaridad” o “proximidad” a la correspondencia o semejanza entre los objetos (Zamora, Gregori, &a= mp; Orús, 2009). Esto significa que las respuest= as con mayor índice de similaridad son más parecid= os entre sí que aquellas que tienen índices menores, por lo que se reunirán en= un mismo grupo.

 

Excluyendo las variables de tipo = de carne y a los individuos que no saben o no contestan las preguntas del cuestionario, se identificaron las siguientes similari= dades significativas:

1.      Personas en edad adulta media (= 41 a 60 ańos, EdA) son similares a las personas con = nivel educativo primario (EduP)

2.      Personas que dan importancia al precio de la carne (ImpPR) son similares a las = que dan importancia a su aspecto (ImpAS); a su vez, quienes dan importancia al precio y al aspecto son similares a quienes dan importancia a la presencia del sello de calidad (ImpSC= ). Finalmente, las personas que dan importancia al conjunto de precio, aspecto= y sello de calidad, son similares a las que otorgan importancia a la limpieza= del lugar de expendio (ImpLL).

3.      Quienes adquieren carne una vez= al mes (FreM) son similares aquellos que indican no co= nocer la normativa de expendio de carne (RegNC); adem= ás, el conjunto de quienes compran carne una vez al mes y no conocen la normativa = son similares a aquellos que consideran que consumen carne de buena calidad.

= 4.      Las personas con estas tres características arriba anotadas: comprar una vez al mes, no conocer la normativa y considerar que consumen carne de buena calidad, son similares a aquellos que comen carne motivados por tener una dieta equilibrada.

Estos resultados se aprecian visualmente mediante el “árbol de similaridad” = que consta en la Figura 3..=

Figura 3. Árbol de Sim= ilaridad, resaltados los nodos con similaridades más significativas.

Relaciones de cuasi-implicación.=

En el análisis implicativo se identifican relaciones entre variables del tipo “meta reglas”; es decir, relaciones antecedente-consecuente que tienen tolerancia a la existencia de contraejemplos o excepciones, también denominadas “cuasi implicaciones”. Lo anterior se cuantifica mediante el índice de implicación, comprendido entre cero y uno, que ofrece una medida de la pequeńez de los contraejemplos fren= te al total de las instancias donde se cumple la implicación (Zamora, Gregori, &a= mp; Orús, 2009).

Las cuasi implicaciones con un va= lor igual o superior a 0,9999 son:

1.      Si la persona tiene educación superior (EduU), entonces es un adulto comprend= ido entre los 20 y 40 ańos (EdAJ)=

2.      Si la persona no ha sufrido una enfermedad causada por el consumo de carne en mal estado (EpcN), entonces no ha consumido carne en mal estado (CmeN)

3.      Si la persona no ha indicado al= gún criterio que considere relacionado a la calidad (CalNS= NC), entonces no indica tener un criterio respecto al precio de la carne (PreNSNC)

4.      Si la persona indica haber cons= umido carne en mal estado (CmeS), entonces indica hab= er sufrido una enfermedad por consumo de carne en mal estado (EpcS)

5.      Si la persona consume carne de porcino (CarPR), entonces consume también carne= de bovino (CarBV); en cuyo caso también da importa= ncia al precio (ImpPR)

6.      Si a la persona le importa el s= ello de calidad (ImpSC), entonces da importancia al aspecto de la carne (ImpAS); en cuyo caso tambi= én da importancia al precio (ImpPR)=

7.      Si la persona consume carne de = cabra (CarCB), entonces consumirá carne de ovino (CarOV); adicionalmente, consumirá carne de pescado.

8.      Por otro lado, la persona que c= onsume carne de cabra (CarCB), consumirá carne de cone= jo (CarCN); entonces también consume carne de cuy (CarCY) y, adicionalmente, consumirá carne de pescado<= o:p>

<= ![if !supportLists]>9.      Las personas de las cuasi implicaciones en los numerales 7 y 8, consumirán carne de pollo (CarPO) y entonces considerarán importante la limpieza= del local (ImpLL)

 

En la figura 4 se muestra el graf= o de implicaciones con aquellas con coeficiente mayor a 0,9999=


Figura 4. Grafo de implicaciones con coeficiente igual o mayor a 0,9999

Grado de cohesión.

La cohesión da una medida de la calidad implicativa de las reglas encontradas; = es decir, permite identificar cuáles de las cuasi implicaciones tienen una relación que va más allá de lo meramente aleatorio (Zamora, Gregori, &a= mp; Orús, 2009).

Las implicaciones con máximo grad= o de cohesión son las siguientes:

= 1.      Personas con educación superior= (EduU) corresponden a adultos jóvenes (EdAJ)

2.      Personas que consumen carne de porcino (CarPR), consumirán carne de bovino (CarBV) y entonces también carne de pollo (CarPO)

3.      Quienes consumen carne de cuy (= CarCY), consumirán carne de conejo (CarCN)

4.      Gente que da importancia al pre= cio (ImpPR) y al aspecto de la carne (ImpAS), da importancia al sello de calidad (Imp SC), por lo que dará importancia a = la limpieza del local (ImpLL)

5.      Quienes consumen carne de cabra= (CarCB), entonces consumirán carne de ovino (CarOV) y consecuentemente carne de pescado (CarPS)

= 6.      Personas que no saben o contest= an acerca del lugar donde adquieren carne (SitNSNC= ), no contestarán si sufrieron alguna enfermedad relacionada por consumir carne en mal estado (EpcNSNC); en este caso, no indicará= n si conocen la reglamentación para expendio de carne (RegN= SNC)

 

Las relaciones con mayor cohesión= se visualizan mediante el grafo de cohesión, en la figura 5.=

Figura 5. Grafo de cohesión, resaltado en rojo las cohesiones más significativas=

4= .      Discusión.

El consumo de carne en los poblad= ores en la ciudad se debe principalmente al gusto y por lograr una dieta equilibrada, lo que es consistente con los resultados de la encuesta del Observatorio de Consumo y Distribución Alimentaria para consumidores de car= ne que determina que los motivos principales de consumo de proteína animal son el sabor y mantener una dieta equilibrada (Instituto CERDÁ, 20= 09).

En relación a la preferencia del consumo de carne, se muestra una predilección marcada por el pollo, res, pescado y cerdo -en ese orden-. El creciente consumo de carnes blancas es concordante tanto con los motivos de consumo así como con el crecimiento del mercado avícola en Ecuador en la última década (Ministerio de Agrícultura, Ganadería y Pesca (MAGAP), 2013), y con las proyecciones realizad= as en 2015 de los sectores avícolas y pesqueros del país, que preveían una reducción del 10% del consumo de carnes rojas y una migración de las carnes blancas, a raíz de un reporte de la Organización Mundial de la Salud (OMS),= que advertía a los consumidores de carnes rojas y cárnicos procesados sobre efe= ctos cancerígenos por ingesta (El Universo, 2015). En 2016, tras una encuesta apli= cada en Espańa por el III Observatorio de Nestlé sobre hábitos nutricionales, se estimó que aproximadamente 11 millones de personas declararon haber reducid= o el consumo de carnes rojas y 14% afirmó no consumir carnes rojas durante el úl= timo ańo, esta tendencia es más generalizada para mujeres (NESTLE, 2016).

De igual manera en la preferencia= de consumo, que corresponde a la carne de pollo, seguida por la de res y la de pescado. Estos valores podrían guardar relación con los costos de estos tip= os de carnes, siendo la más asequible la de pollo. El estudio de termina que el 52,5% de los consumidores opina que la carne es cara en la ciudad, lo que resulta similar a lo reportado por el observatorio de consumo de carnes que determina que el precio de la carne es cara para la percepción del consumid= or (Instituto CERDÁ, 2009). La frecuencia de consumo es mayoritariamente entre 2 y 3 veces por semana, seguido por 4 a 5 veces semanales. Esto guardaría relación con la preferencia hacia la carne de pol= lo, puesto que esta es conocida como una carne “más sana” (segunda mayor razón = de consumo).

El uso de análisis implicativo en el presente estudio amplió la comprens= ión de los resultados al develar relaciones de implicación. En algunos casos se verificaron a nivel estadístico reglas que pueden considerarse obvias: “Si la persona no ha sufrido una enferm= edad causada por el consumo de carne en mal estado, entonces no ha consumido car= ne en mal estado” o “si la persona indica haber consumido carne en mal estado, entonces indica haber sufrido u= na enfermedad por consumo de carne en mal estado”, no obstante, confirman = la credibilidad de las respuestas. Otras cuasi implicaciones encontradas seńal= an relaciones de interés para la toma de decisiones: “Si la persona no ha indi= cado algún criterio que relacione a calidad, entonces no indica tener un criterio respecto al precio de la carne” seńala a la difusión y educación de los consumidores respecto a los factores de calidad de la carne como prioritario para que éstos puedan ponderar y exigir esta calidad en la compra. La quinta implicación deja en evidencia que, a medida que la gente consume más varied= ades de carne, van dando mayor importancia al factor precio. Las implicaciones quinta, sexta y séptima identificaron una secuencia de incorporación de tip= os de carne a la dieta: pollo, luego bovino (análisis descriptivo), luego porc= ino, cabra, oveja y pescado (implicativo). Según la implicación octava, existen también casos donde se incluyen carne de conejo= y cuy luego de la carne ovina y previamente a la de pescado. Esta secuencia coincide con la determinada en un estudio realizado aplicado a los expended= ores de carne de la misma localidad (Ramos-Flores, y otr= os, 2015).

Adicionalmente, el análisis implicativo permitió contextualizar mejor los resulta= dos de la estadística descriptiva (Orús, Zamora, & Gregori, 20= 09) y confirmar su capacidad de gene= rar una visión más intuitiva de la información y sus relaciones internas=  (Coutourier & Pa= zmińo, 2016) así como identificar factores críticos y su influencia sobre otros (Mederos, Zamora Mat= amoros, & Sagaró del Campo, 2015), o incluso factores que podrían considerarse pronósticos (Moraga Rodríguez, 2= 017). Por ejemplo, el alto porcentaje= de personas que indicaron desconocer tanto la procedencia de la carne como las normativas que regulan su procesamiento y comercialización, mediante el análisis implicativo se determinó que está vinc= ulado a quienes contestaron que consumían carne en menor frecuencia. <= /span>

La cuasi implicación: “Personas que dan importancia al precio= de la carne son similares a las que dan importancia a su aspecto; a su vez, quien= es dan importancia al precio y al aspecto son similares a quienes dan importan= cia a la presencia del sello de calidad” y “Las personas que dan importancia al conjunto de precio, aspecto y sello de calidad, son similares a las que otorgan importancia a la limpieza del luga= r de expendio” presentan alta cohesión, que indica que las personas que obse= rvan la calidad del producto a través de aspectos sensoriales, en su requerimien= to de calidad observan también las condiciones del lugar de expendio.

Este comportamiento, aunque no representa al total de la población ofrece una guía respecto a la secuencia= de los factores que consideran los consumidores a medida que van desarrollando= su percepción de calidad.

La importancia que los consumidor= es de Riobamba dan a la higiene del local difiere respecto a lo encontrado en = un estudio similar llevado a cabo por el Instituto Cerdá, donde los factores m= ás considerados son la confianza en el vendedor y la calidad de los productos<= /span> (Instituto CERDÁ, 20= 09)

 =

 =

 =

 =

 =

Conclusiones.

ˇ      =    El trabajo realizado proporcionó características puntuales sobre datos sociodemográficos y la percepción de los habitantes en relación a diferentes aspectos del consumo de carne, obteniendo información en función de variabl= es cualitativas y cuantitativas.

ˇ      =    La estadística descriptiva permitió obtener perfiles generales de la población= que consume carne, sus tipos de carne preferidos, razones de consumo, frecuenci= a de consumo, y frecuencia de casos de consumo de producto no adecuado.

ˇ      =    La incorporación de análisis implicativo, identifi= có relaciones de implicación entre respuestas de las variables, evidenciando su potencialidad como herramienta de apoyo para la toma de decisiones. El anál= isis implicativo además permitió una contextualizaci= ón de las generalizaciones del análisis descriptivo.

ˇ      =    Los hallazgos de la investigación seńalan la necesidad de la capacitación de los consumidores respecto a los aspectos relacionados a la calidad de la carne. Hacia los expendedores, se hace necesario enfatizar el aseo del local, la información de la procedencia y los sellos de calidad del producto, como factores interpretados por el consumidor por afines a la calidad.

 =

ˇ      =    Finalmente, las similaridades e implicaciones encontradas, contienen información importante para diseńar campańas de educación al consumidor y mejora en los servicios brindados por los expendedores, siendo fuentes de datos valiosos para organismos de control, así como nuevos emprendimientos en el área.

 

 

Referencias bibliográficas.

&n= bsp;

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Para citar el artículo indexado.<= o:p>

 

 

= Villalón-Muńoz, P.,= Ramos-Flores, M., De la Bastida-Guerra, E., Argüello-Hernández, P., Peńafiel-Acosta, S., López-Salazar, J., Brito-Zúńiga, G.  (2018).  Uso de la estadísti= ca y análisis implicativo para medir la percepción de conocimientos, hábitos y actitudes en consumidores de carne de la ciudad de Riobamba. Revista electrónica Cienc= ia Digital 2(4), 94-110. Recuperado desde: = http://cienciadigital.org/revistacienciadigital2/index.php/CienciaDigital/a= rticle/view/192/170

 

 

 

 

 

El artículo que se publica es de exclusiva responsabilidad de los autores y no necesariamente reflejan el pensamiento de la Revista Ciencia Digital.

 

El articulo queda en propiedad de la revista y, por tanto, su publicación parc= ial y/o total en otro medio tiene que ser autorizado por el director de la Revista Ciencia Digital.

 

 

 



[1]  Grupo de investigación de la Universidad Estatal Amazónica, Puyo, Ecuador, pvillalon@uea.edu.ec

[2]  Escuela Superior Politécnica de Chimbora= zo, Grupo de investigación Ciencia de Datos, CiDED,= Riobamba,   Ec= uador, jmramos@espoch.edu.ec

[3]  Escuela Superior Politécnica de Chimbora= zo, Grupo de investigación Ciencia de Datos, CiDED,= Riobamba, Ecuador, edgardelabastida@gmail.com.

[4] Escuela Superior Politécnica= de Chimborazo, Grupo de Investigación SAGID, Riobamba, Ecuador, p_arguello@esp= och.edu.ec.

[5]  Escuela Superior Politécnica de Chimbora= zo, Grupo de Investigación BIOSEGAL, Riobamba, Ecuador, sonia.penafiel@espoch.edu.ec

[6]  Escuela Superior Politécnica de Chimbora= zo, Grupo de Investigación BIOSEGAL, Riobamba, Ecuador, jrlopezkike@yahoo.com

[7]  Escuela Superi= or Politécnica de Chimborazo, Grupo de Investigación BIOSEGAL, Riobamba, Ecuador,  ggbzat@yaho= o.com

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//////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////8AAAD///////// //////////////////////////////////////////////////////////////////////////// //////////////////////8AAAAAAAD///////////////////////////////////////////// //////////////////////////////////////////////////////////8AAAD///////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////8AAAD///////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////8A AAAAAAAAAP///wAAAP////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////wAAAAAAAAAAAAAAAP///wAAAP///////wAAAAAAAAAAAAAAAAAAAP///wAA AAAAAAAAAP///wAAAAAAAAAAAP///////////wAAAAAAAAAAAP///wAAAP///////wAAAP///wAA AAAAAP///wAAAAAAAAAAAAAAAAAAAP///wAAAAAAAAAAAAAAAP///wAAAAAAAAAAAAAAAAAAAP// /////wAAAAAAAAAAAP///wAAAAAAAAAAAAAAAAAAAAAAAAAAAP///////wAAAAAAAAAAAP////// /wAAAP///wAAAAAAAP///////wAAAAAAAAAAAP///wAAAP///wAAAAAAAAAAAP///////wAAAAAA AP///wAAAAAAAP///wAAAAAAAP///////wAAAAAAAAAAAAAAAP///wAAAAAAAP///wAAAAAAAAAA AAAAAP///////wAAAAAAAP///////wAAAAAAAAAAAP///wAAAAAAAP///wAAAAAAAAAAAAAAAAAA AP////////////////////////////////////////////////////////////////////////// /////////////////////////////////wAAAAAAAAAA////AAAA//////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////////AAAAAAAAAAAAAAAAAAAAAAAAAAAA////AAAA ////////AAAAAAAAAAAAAAAAAAAA////AAAAAAAAAAAA////AAAAAAAAAAAAAAAA////////AAAA AAAAAAAA////AAAAAAAA////AAAAAAAAAAAA////////AAAAAAAAAAAAAAAAAAAA////AAAAAAAA AAAAAAAA////AAAAAAAAAAAAAAAAAAAA////////AAAAAAAAAAAA////AAAAAAAAAAAAAAAAAAAA AAAAAAAA////////AAAAAAAAAAAA////////AAAAAAAAAAAA////////////AAAAAAAAAAAA//// AAAA////AAAAAAAAAAAA////////AAAAAAAA////AAAAAAAA////AAAAAAAA////////AAAAAAAA AAAAAAAA////AAAAAAAA////AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA////////AAAAAAAAAAAA ////AAAAAAAA////AAAAAAAAAAAAAAAAAAAA//////////////////////////////////////// ////////////////////////////////////////////////////////////////////AAAAAAAA AAD///8AAAD///////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////8AAAD///8AAAD///////////////////////////8AAAAAAAD///////8AAAD///8A AAD///8AAAD///////////////////////////////8AAAAAAAD///////8AAAAAAAD///8AAAD/ //////////////////8AAAD///////////////////////////////8AAAD///////////////// //////////8AAAD///////////////////////////////////////////////8AAAD///8AAAAA AAD///8AAAD///////////////////////8AAAD///////////////////////////////////// //////////////////8AAAD///////8AAAD///////////////////////8AAAD///////8AAAD/ //////////////////////////////////////////8AAAD///////8AAAD///////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////8AAAAAAAAAAP///wAAAP////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////////////////////wAAAAAAAAAA//// AAAA//////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////////////////////////////////////AAAA//// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////////////////AAAA//////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////AAAA//////////////////////////////////// ////////////////////////AAAA//////////////////////////////////////////////// ////////////////////////AAAA////////////////AAAA////////////AAAA//////////// //////////////////////////////////////////////////////////////////////////// ////////////////////AAAAAAAAAAD///8AAAD///////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////8AAAD///8AAAAAAAAAAAAAAAD///8AAAAAAAAAAAAAAAD///8A AAAAAAD///8AAAAAAAAAAAAAAAAAAAD///////8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAD///////8AAAAAAAD///////8AAAAAAAAAAAAAAAD///8AAAAAAAAA AAAAAAAAAAD///////8AAAAAAAAAAAD///8AAAAAAAD///8AAAAAAAAAAAAAAAAAAAD///8AAAAA AAAAAAAAAAAAAAD///////////8AAAAAAAAAAAD///8AAAAAAAAAAAAAAAAAAAD///////8AAAD/ //8AAAAAAAAAAAAAAAD///8AAAD///////8AAAAAAAD///8AAAAAAAAAAAAAAAAAAAAAAAAAAAD/ //////8AAAAAAAAAAAD///8AAAD///8AAAAAAAAAAAAAAAD///////////8AAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAD///////////////////////////////////////////////////// //////////////////////////////////////////////////////8AAAAAAAAAAP///wAAAP// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////////////////////wAAAP///wAAAAAA AAAAAAAAAP///wAAAAAAAAAAAAAAAP///wAAAAAAAP///wAAAAAAAAAAAAAAAAAAAP///////wAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAP///////wAAAAAAAP// /////wAAAAAAAAAAAAAAAP///wAAAAAAAAAAAAAAAAAAAAAAAP///wAAAAAAAAAAAP///wAAAAAA AP///wAAAAAAAAAAAAAAAAAAAP///wAAAAAAAAAAAAAAAAAAAP///////////wAAAAAAAAAAAP// /////wAAAAAAAAAAAAAAAP///////wAAAP///wAAAAAAAAAAAAAAAP///wAAAP///////wAAAAAA AP///wAAAAAAAAAAAAAAAAAAAAAAAAAAAP///////wAAAAAAAAAAAP///wAAAP///wAAAAAAAAAA AAAAAAAAAP///////wAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAP////////////////// //////////////////////////////////////////////////////////////////////////// /////////////wAAAAAAAAAA////AAAA//////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////AAAAAAAAAAAA//////////////////////////////////////////// ////////////////AAAA////////////////////////////////////AAAA//////////////// ////////////AAAA////////AAAA////////////////AAAA////////////////////AAAA//// ////////////////////////AAAAAAAAAAAA////AAAA////AAAA////////////////////AAAA ////////////////////AAAA////////////AAAA////////////////////////AAAA//////// ////////////////////////////////////////////////////////////AAAA//////////// ////////////AAAA////////////////AAAA////AAAAAAAA//////////////////////////// ////AAAA//////////////////////////////////////////////////////////////////// ////////////////////////////////////////////////AAAAAAAAAAD///8AAAD///////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////8AAAAAAAAAAP///wAAAP////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////wAAAAAAAAAA////AAAA//////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// AAAAAAAAAAD///8AAAD///////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////8AAAAAAAAAAP///wAAAP////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////////////////////////////wAAAAAA AAAA////AAAA//////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////AAAAAAAAAAD///8AAAD///////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////8AAAAAAAD///8AAAAAAAAAAAD///8AAAAAAAAAAAAA AAAAAAD///8AAAAAAAD///////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////8AAAAAAAAAAP// /wAAAP////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////////////////////////////////wAA AP///wAAAAAAAAAAAP///wAAAAAAAAAAAAAAAAAAAAAAAAAAAP////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /7J6ALJ6ALJ6ALJ6ALJ6ALJ6ALJ6ALJ6ALJ6ALJ6ALJ6ALJ6ALJ6ALJ6ALJ6ALJ6ALJ6ALJ6ALJ6 ALJ6ALJ6ALJ6ALJ6ALJ6ALJ6ALJ6ALJ6ALJ6ALJ6ALJ6ALJ6ALJ6ALJ6ALJ6ALJ6ALJ6ALJ6ALJ6 ALJ6ALJ6ALJ6ALJ6ALJ6AAAAAAAAAAAA////AAAA//////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////AAAA////AAAA//////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////AAAAAAAAAAAAAAAAAAAA////////snoA////snoAsnoAsnoAsnoAsnoA////////snoA snoAsnoAsnoAsnoAsnoAsnoAsnoAsnoAsnoAsnoAsnoAsnoA////////snoA////snoAsnoA//// snoA////snoA////snoA////snoA////snoAsnoA////snoA////snoAAAAAAAAAAAD///8AAAD/ //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////8AAAAAAAAAAAAAAAAAAAAAAAD///////// //+yegCyegD///////+yegD///////////////////+yegD///////+yegD///////////////+y egD///+yegD///+yegD///////+yegD///+yegD///+yegD///+yegD///+yegD///////////+y egD///////////8AAAAAAAAAAP///wAAAP////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////////wAAAAAAAAAA////AAAA//////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////AAAAAAAAAAD///8AAAD///////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////8AAAAAAAAAAP///wAAAP////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /wAAAAAAAAAA////AAAA//////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////AAAAAAAAAAD///8AAAD///////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////8AAAAA AAAAAP///wAAAP////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////wAAAAAAAAAA////AAAA//////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////////////////////////////////AAAAAAAAAAD/ //8AAAD///////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////8AAAAAAAAAAP///wAAAP////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////////////////////////72BT/////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////////////////wAAAAAAAAAA////AAAA //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////////////////////////////////////vYFP//// vYFPvYFP////vYFP////vYFPvYFPvYFP////////////vYFP////vYFP////////vYFPvYFP//// ////vYFP////vYFPvYFP////vYFP////vYFP////vYFP////vYFPvYFP////vYFPvYFPvYFPvYFP ////vYFP////////vYFP////vYFP////////vYFPvYFP////////vYFP////vYFPvYFP////vYFP ////vYFPvYFPvYFPvYFP////vYFP////vYFPvYFPvYFP////vYFP////////vYFP////vYFP//// ////vYFPvYFP////////vYFP////vYFP////vYFPvYFP////vYFP////vYFPvYFP////vYFP//// vYFPvYFPvYFP////vYFP////vYFP////////vYFP////vYFP////////vYFPvYFP////////vYFP ////vYFPvYFP////vYFP//////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////AAAAAAAAAAD///8AAAD///////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////+9gU+9gU////////////+9gU////////////////////////// //+9gU////+9gU////+9gU+9gU+9gU////+9gU+9gU////+9gU+9gU////+9gU////////////+9 gU+9gU////////////////////////////////////////////+9gU////+9gU////+9gU+9gU+9 gU////+9gU+9gU////+9gU+9gU////+9gU////////////////////////////////+9gU////// //////////////////+9gU////+9gU////+9gU+9gU+9gU////+9gU+9gU////+9gU////+9gU+9 gU////////////+9gU////////+9gU////+9gU////////////////////////////////+9gU// //+9gU////+9gU+9gU+9gU////+9gU+9gU////+9gU+9gU////+9gU////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////8AAAAAAAAAAP///wAAAP////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////wAAAAAAAAAA////AAAA//////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////////////AAAAAAAAAAD///8AAAD///////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //8AAAAAAAAAAP///wAAAP////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////wAAAAAAAAAA////AAAA//////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////AAAAAAAA//////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////////////////////////////////////////AAAA AAAAAAD///8AAAD///////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAD///////8AAAAAAAAAAAD///8AAAAA AAAAAAD///////8AAAAAAAAAAAAAAAAAAAAAAAAAAAD///8AAAD///8AAAD///////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////8AAAAAAAAAAP///wAAAP////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////wAAAP///////wAAAAAAAAAAAAAAAAAA AAAAAP///////wAAAAAAAAAAAP///wAAAAAAAAAAAAAAAP///wAAAP///wAAAAAAAAAAAAAAAAAA AAAAAAAAAP////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////////////////////////wAAAAAAAAAA ////AAAA//////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////AAAAAAAA////////////AAAA////AAAA////////////AAAAAAAA////////AAAA//////// ////////AAAAAAAA////AAAA////AAAA//////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////AAAAAAAAAAD///8AAAD///////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////8AAAD///////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////8AAAAAAAAAAP///wAA AP////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////////////////wAAAAAAAP////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////wAAAP////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////wAAAP////////////////////////// /////////////////////////////////////wAAAP////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////wAAAAAAAAAA////AAAA//////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////AAAA////////AAAAAAAAAAAAAAAAAAAA//////////// AAAAAAAAAAAA////AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA////////////AAAAAAAA////AAAA AAAA////AAAAAAAA////AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA//////////////////////// AAAAAAAA////AAAAAAAAAAAAAAAAAAAA////////////AAAA////AAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAA////AAAAAAAAAAAAAAAAAAAAAAAAAAAA////AAAAAAAAAAAA//////////// ////////////////AAAA////AAAAAAAA////AAAAAAAA////////////AAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAA////AAAAAAAAAAAAAAAAAAAA////AAAAAAAA////AAAAAAAA//////// ////////////AAAAAAAAAAAA//////////////////////////////////////////////////// ////////////////////////////////////////////////////AAAAAAAAAAD///8AAAD///// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////8AAAAAAAD/ //8AAAAAAAAAAAAAAAAAAAD///////////8AAAAAAAAAAAD///8AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAD///////////8AAAAAAAD///8AAAAAAAD///8AAAAAAAD///8AAAAAAAAAAAAAAAAAAAAA AAAAAAD///////////////////////////8AAAD///////8AAAAAAAAAAAAAAAAAAAD///////// //8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAD///8AAAAAAAAAAAAAAAAAAAAA AAAAAAD///8AAAAAAAD///////////////////////////////8AAAD///8AAAAAAAD///8AAAAA AAD///////////8AAAD///8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAD///8AAAD///8AAAAAAAAA AAD///8AAAAAAAD///8AAAD///////////////////////8AAAD///8AAAD///////////////// //////////////////////////////////////////////////////////////////////////// //////////8AAAAAAAAAAP///wAAAP////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////wAAAAAAAP///////////////wAAAP///////////////////wAA AP///////////wAAAP///////////wAAAAAAAP///////////////wAAAAAAAP////////////// /////////////////////////wAAAP///////////////////////////////////////wAAAAAA AP///////////////wAAAP///////////////wAAAAAAAP///////wAAAP///////////wAAAP// /////wAAAP///////wAAAP///////////////////////////////////////////////wAAAP// /////////wAAAP///////////////////////////////////wAAAP////////////////////// /////////////////wAAAAAAAP///wAAAP///////////////////////////////////wAAAP// /////wAAAAAAAP////////////////////////////////////////////////////////////// /////////////////////////////////////////////wAAAAAAAAAA////AAAA//////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////AAAA//////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////AAAA//////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////AAAAAAAAAAD///8AAAD///////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////8AAAAAAAAAAP///wAAAP////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////////wAAAP////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////////////////////////////wAAAP// /////////////////////wAAAAAAAP////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////wAAAP////////////////////////////// /////////////////////////////////////////////////////////////////////////wAA AAAAAAAA////AAAA//////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////AAAA////AAAA////AAAAAAAAAAAA////////////////AAAAAAAAAAAAAAAA AAAA////AAAAAAAA////AAAAAAAA////AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA ////////////////////////AAAAAAAAAAAAAAAA////AAAAAAAAAAAAAAAAAAAAAAAAAAAA//// ////AAAAAAAA////AAAA////AAAAAAAAAAAAAAAAAAAA////////AAAA////AAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAA////////////////////////AAAAAAAAAAAAAAAAAAAA////AAAA////AAAA ////////AAAAAAAAAAAAAAAA////AAAAAAAA////////AAAAAAAA////AAAAAAAA////AAAAAAAA AAAAAAAA////////////AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA//////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////AAAAAAAAAAD///8AAAD///////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////8AAAAAAAAAAAD///8AAAAAAAAA AAD///////////8AAAAAAAAAAAAAAAAAAAAAAAD///8AAAAAAAD///8AAAAAAAD///8AAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAD///8AAAD///////////////8AAAAAAAAAAAAAAAD/ //8AAAAAAAAAAAAAAAAAAAAAAAAAAAD///////8AAAAAAAD///8AAAD///8AAAAAAAAAAAAAAAAA AAD///8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAD///////////8AAAD///////////8A AAAAAAAAAAAAAAAAAAAAAAAAAAD///8AAAD///////8AAAAAAAAAAAAAAAD///8AAAAAAAD///// //8AAAAAAAD///8AAAAAAAD///8AAAAAAAAAAAAAAAD///8AAAD///8AAAD///8AAAAAAAAAAAAA AAAAAAAAAAAAAAD///////////8AAAD///////////////////////////////////////////// //////////////////////////////////////////////////////////////////8AAAAAAAAA AP///wAAAP////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////wAAAAAAAP///////////wAAAP///////////////wAAAP///wAAAAAAAAAAAP////// /wAAAP///////////////////wAAAP///////////////wAAAP///////////////////////wAA AP///////////////wAAAP///////////////////////////////////wAAAP///////////wAA AAAAAP///////////////////////////////////////wAAAAAAAAAAAP////////////////// /////////////////wAAAP///////////wAAAAAAAP///wAAAP////////////////////////// /////wAAAP///////////wAAAP///////////wAAAAAAAP///////////////////wAAAAAAAP// /////////////wAAAAAAAP///////////////////////////////////////wAAAP////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////wAAAAAAAAAA////AAAA//////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////////////////////////////AAAAAAAAAAD///8A AAD///////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////8AAAAAAAAAAP///wAAAP////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////////////wAAAAAAAAAA////AAAA//// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////AAAAAAAAAAD///8AAAD///////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////8AAAAAAAAAAP///wAAAP////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////wAAAAAAAAAA////AAAA//////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////////////////////////////////ISEhISEh//// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////////ISEh//////////////////////////////// ////////////////////ISEh////////////////ISEh//////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////////AAAAAAAAAAD///8AAAD///////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////8hISEhISEhISEhISEhISEhISH///8hISEhISH/ //8hISEhISEhISEhISEhISEhISH///8hISEhISH///////8hISEhISH///8hISEhISEhISEhISEh ISH///8hISEhISH///////8hISEhISH///8hISEhISEhISEhISH///8hISEhISH///8hISEhISEh ISEhISH///8hISEhISEhISEhISEhISEhISEhISH///////8hISEhISEhISH///////8hISEhISEh ISH///8hISEhISEhISH///8hISEhISEhISEhISH///8hISEhISEhISH///8hISH///////8hISEh ISEhISH///////8hISEhISEhISEhISEhISH///8hISEhISEhISEhISEhISEhISH///////8hISEh ISEhISH///8hISEhISH///8hISEhISEhISH///8hISEhISEhISEhISEhISEhISH///////8hISEh ISEhISEhISEhISH///////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////8A AAAAAAAAAP///wAAAP////////////////////////////////////////////////////////// /////////////////////////////////////////////////////////////////////////yEh If///yEhISEhISEhISEhISEhIf///////////yEhISEhISEhISEhISEhISEhISEhISEhISEhIf// /////yEhISEhIf///yEhISEhISEhISEhISEhIf///yEhISEhISEhIf///yEhISEhIf///yEhISEh ISEhISEhIf///yEhISEhIf///yEhISEhISEhISEhIf///yEhIf///yEhISEhISEhISEhISEhISEh If///yEhISEhISEhIf///////yEhISEhISEhIf///yEhISEhISEhISEhISEhIf///yEhISEhISEh 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//////////////////////////////////////////////////////////////////////////// ////////////////////////////////////////////////////////////////////AAAAAAAA AAD///8AAAD///////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////8AAAAAAAAAAP///wAAAP////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////////////////////wAAAAAAAAAA//// AAAA//////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////ISEh////////////////////////////////////////////////////ISEh//////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////////////ISEh//////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////ISEh////////////////////////////////ISEh//// ////////////////////////////////////////////ISEh//////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////AAAAAAAAAAD///8AAAD///////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////8hISEhISEhISH///8hISEhISH///8hISEhISEhISH///8hISEhISEhISH///8hISEh ISH///8hISEhISEhISH///////8hISEhISEhISEhISEhISEhISEhISEhISH///8hISEhISH///8h ISEhISEhISH///8hISEhISH///8hISEhISEhISEhISEhISH///8hISEhISEhISH///8hISEhISEh ISEhISEhISH///8hISEhISH///8hISEhISEhISEhISH///8hISEhISEhISEhISH///8hISEhISEh ISEhISEhISEhISH///8hISEhISH///////8hISEhISEhISH///8hISEhISH///////8hISEhISEh ISEhISEhISH///8hISEhISEhISH///8hISEhISH///8hISEhISEhISEhISEhISH///////8hISEh ISEhISEhISEhISH///8hISEhISEhISEhISEhISH///8hISEhISEhISEhISEhISEhISH///////8h ISEhISEhISH///////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////8AAAAAAAAAAP///wAAAP// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////yEhISEhISEhISEhISEhISEhIf///yEh ISEhISEhIf///yEhISEhISEhIf///yEhISEhIf///yEhISEhISEhISEhIf///yEhISEhISEhISEh ISEhISEhISEhISEhIf///yEhISEhISEhIf///yEhISEhIf///////yEhIf///yEhISEhISEhISEh ISEhIf///yEhISEhISEhIf///yEhISEhISEhISEhISEhIf///yEhISEhIf///yEhISEhISEhISEh If///yEhISEhISEhISEhIf///yEhISEhISEhISEhIf///yEhISEhISEhISEhISEhIf///yEhISEh ISEhIf///yEhISEhISEhIf///yEhISEhISEhISEhISEhISEhISEhIf///yEhIf///yEhISEhIf// /yEhISEhISEhISEhISEhIf///////yEhISEhISEhISEhISEhIf///yEhISEhISEhISEhISEhIf// /yEhISEhISEhISEhISEhISEhIf///////yEhISEhISEhIf////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////wAAAAAAAAAA////AAAA//////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////ISEhISEh////////////////////////////ISEh//////////////////////////////// ISEh//////////////////////////////////////////////////////////////////////// ////////ISEhISEhISEh//////////////////////////////////////////////////////// ////////////////////////////////ISEh//////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ISEh//////////////////////////////////////////////////////////////////////// ////////////////////////////////////////////////AAAAAAAAAAD///8AAAD///////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////8AAAAAAAAAAP///wAAAP////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////wAAAAAAAAAA////AAAA//////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// AAAAAAAAAAD///8AAAD///////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////8AAAAAAAAAAP///wAAAP////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////////////////////////////wAAAAAA AAAA////AAAA//////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////AAAAAAAAAAD///8AAAD///////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////8AAAAAAAAAAP// /wAAAP////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////wAAAAAAAAAA////AAAA//////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////////////////////////AAAAAAAAAAD///8AAAD/ //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////8AAAAAAAAAAP///wAAAP////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////////wAAAAAAAAAA////AAAA//////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////AAAAAAAAAAD///8AAAD///////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////8AAAAAAAAAAP///wAAAP////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /wAAAAAAAAAA////AAAA//////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////AAAAAAAA////AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAA////AAAAAAAAAAAA////////AAAAAAAA////AAAAAAAA//////// AAAAAAAAAAAAAAAAAAAA////////AAAAAAAAAAAAAAAAAAAAAAAA////////AAAAAAAAAAAAAAAA AAAA////////AAAAAAAAAAAAAAAAAAAA////////AAAA////AAAAAAAAAAAA////AAAAAAAA//// AAAAAAAAAAAAAAAA////AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA////AAAAAAAAAAAA//// AAAAAAAA////////////AAAA////AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA//////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////AAAAAAAAAAD///8AAAD///////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////8AAAD///////8AAAD///8AAAAAAAD///8A AAAAAAAAAAAAAAD///8AAAAAAAD///8AAAD///8AAAAAAAAAAAD///8AAAD///8AAAD///8AAAAA AAD///8AAAAAAAAAAAAAAAAAAAD///////8AAAD///8AAAAAAAAAAAAAAAD///8AAAD///////8A AAAAAAAAAAAAAAD///8AAAD///8AAAAAAAAAAAAAAAD///8AAAD///8AAAAAAAAAAAAAAAD///8A AAD///////8AAAAAAAD///8AAAD///////8AAAAAAAD///8AAAD///8AAAD///8AAAD///8AAAAA AAAAAAD///8AAAD///8AAAD///8AAAD///8AAAAAAAAAAAD///////8AAAAAAAD///8AAAAAAAD/ //8AAAAAAAD///8AAAD///8AAAAAAAAAAAD///8AAAD///8AAAAAAAD///8AAAD///8AAAAAAAD/ //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////8AAAAA AAAAAP///wAAAP////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /wAAAAAAAP///wAAAAAAAP///wAAAAAAAAAAAAAAAAAAAAAAAP///wAAAAAAAAAAAAAAAAAAAP// /wAAAAAAAAAAAAAAAP///wAAAAAAAAAAAP///wAAAAAAAAAAAP///wAAAAAAAP///////wAAAAAA AAAAAAAAAAAAAP///////wAAAAAAAAAAAAAAAP///wAAAP///wAAAAAAAAAAAAAAAAAAAAAAAP// /////wAAAAAAAAAAAAAAAAAAAP///////wAAAP///wAAAAAAAP///////wAAAAAAAP///wAAAAAA AP///wAAAP///wAAAAAAAAAAAAAAAAAAAP///wAAAAAAAAAAAP///wAAAAAAAAAAAP///wAAAAAA AP///////////wAAAP///wAAAAAAAAAAAAAAAP///wAAAAAAAAAAAAAAAAAAAP///wAAAAAAAAAA AAAAAP///wAAAAAAAAAAAAAAAAAAAP////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////wAAAAAAAAAA////AAAA//////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////AAAA////////AAAA//////////////////////// ////////////////////////////////////AAAA//////////////////////////////////// ////////////////////////////////////////////////AAAA////////////////AAAA//// ////////////////////////////AAAA////////////////////////AAAA//////////////// ////AAAA////////////AAAA////////////////////////AAAAAAAAAAAAAAAA//////////// AAAA////////////////////////////////////////AAAA//////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////////////////////////////////AAAAAAAAAAD/ //8AAAD///////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////8AAAAAAAAAAP///wAAAP////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// 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                                                 =                                                                       ISSN: 2602-8085

 =                        Vol. 2, N°4, p. 94-110, octubre - diciembre, 2018

Estadística                                                =                                                                              =                         Página 18<= /span> de 18<= /span>

 

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