{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "4ll3Vdo68xyj" }, "source": [ "Importar librerias" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "Yqc-61YH8p_O" }, "outputs": [], "source": [ "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from scipy import stats\n", "import warnings\n", "%matplotlib inline\n", "import pandas as pd\n", "from sklearn.linear_model import LinearRegression" ] }, { "cell_type": "markdown", "metadata": { "id": "Y-3H_Pwb8XOw" }, "source": [ "#matriz correlación" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "id": "QmZBQgJn8IYW" }, "outputs": [], "source": [ "df_Seminario=pd.read_excel('Matriz operacionalización de variables.xlsx', sheet_name='Matriz Transcripción')" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "id": "u0Xis4FbiQHY" }, "outputs": [], "source": [ "df_Seminario = df_Seminario[df_Seminario['Tipo']=='Respuesta corta'].reset_index(drop=True)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "4itHqTVWoR_o", "outputId": "d93edc12-dc6e-441d-c908-dbe6416185f7" }, "outputs": [ { "data": { "text/plain": [ "0 Advertir Poligrafía\n", "1 Asescontri SAS\n", "2 Gestores SST SAS\n", "3 HCM Colombia\n", "4 Eternal Shop\n", "5 Centro de Audición y Lenguaje Facatativá\n", "6 Kainos soluciones\n", "Name: Entrevistado, dtype: object" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_Seminario['Entrevistado']" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [], "source": [ "# Eliminar el espacio al principio y el punto al final de los nombres de columna\n", "df_Seminario.columns = df_Seminario.columns.str.lstrip(' ').str.rstrip('.')" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "160\n", " \n" ] } ], "source": [ "# Obtener el código ASCII del primer carácter del nombre de la columna 'ii. ¿Utilizan redes sociales como medio para llegar a ese mercado?'\n", "codigo = ord(df_Seminario.columns[2][2])\n", "# Imprimir el código ASCII\n", "print(codigo)\n", "# Convertir el código ASCII en un carácter\n", "caracter = chr(codigo)\n", "# Imprimir el carácter\n", "print(caracter)\n" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "hQ5PABCf9q5b", "outputId": "1dd2c32c-cfa4-4772-8c96-1b92f222ebe2" }, "outputs": [ { "data": { "text/plain": [ "Index(['Tipo', 'Entrevistado',\n", " '1.      ¿Qué bien o servicio produce la microempresa?',\n", " '2.      ¿Qué características hacen único a su producto o servicio?',\n", " '3.      ¿Puede usted mencionar las ventajas relevantes que tiene su producto o servicio frente a la competencia?',\n", " '4.      ¿Cuál es el mercado objetivo de la empresa?',\n", " 'i.      ¿Cuál es el plan para llegar a ese mercado?',\n", " '                                                    ii.      ¿Utilizan redes sociales como medio para llegar a ese mercado?',\n", " 'iii.      ¿cuáles?',\n", " '5.      ¿Para la elaboración de su producto o servicio debe contratar a proveedores de materia prima?',\n", " 'i.      Si contrata a proveedores, recuerda cuántos proveedores intervienen en ese proceso',\n", " 'ii.      ¿Qué pasaría si hay escases de materia prima, tiene un plan b?, descríbalo por favor',\n", " '6.      ¿Es distribuidor mayorista o el producto llega directamente al cliente?',\n", " '7.      ¿Qué métodos utiliza para conocer las necesidades y preferencias de sus clientes?',\n", " '8.      ¿Has escuchado del término fidelización de clientes?',\n", " '                                                      i.      Si conoce el termino, puede indicar que estrategias de fidelización utiliza, gracias',\n", " '9.      ¿Recuerda si ha tenido algún cliente que se haya ido con la competencia?',\n", " 'i.      ¿Sabe qué hizo la competencia para capturar a ese cliente?\"',\n", " '10.  ¿Qué criterios utiliza para segmentar su mercado?\\n',\n", " '11.  ¿Qué acciones realiza para posicionarse en el mercado?',\n", " '12.  ¿Qué procesos tuvo que cambiar para poder adaptarse mejor y más rápido al mercado?',\n", " '13.  ¿Qué acciones realiza para mejorar la calidad de su producto o servicio?',\n", " '14.  ¿Antes de lanzar su producto o servicio, usted tuvo que realizar pruebas y comprobar las hipótesis del modelo de negocios al principio del proyecto?',\n", " '15.  Cuéntanos … si le ha ocurrido que ¿cuándo ha sacado su producto o servicio al público se ha dado cuenta que este ya no cumplía con las expectativas que usted esperaba en ventas o no ha sido acogido por la clientela que esperaba que lo comprara?',\n", " '16.  Cuando se decidió a realizar su emprendimiento, ¿lo comentó con sus conocidos?',\n", " 'i.      ¿qué le dijeron?',\n", " '17.  Cuando empezó a trabajar en el emprendimiento, ¿tenía un empleo o estaba estudiando?',\n", " 'i.      Si la respuesta es sí, después de cuántos meses o años se dedicó 100% al emprendimiento?',\n", " '18.  ¿Quiénes aportaron el capital que necesitaba para comenzar su emprendimiento?',\n", " '19.  Por favor indíqueme, ¿cómo fueron esos primeros años cuando el emprendimiento no generaba ingresos y usted necesitaba el dinero para investigar, para operar o para que sus empleados pudieran recibir un sueldo?',\n", " '20.  ¿Qué tipo de estructura organizacional tiene su microempresa?',\n", " '21.  ¿Cómo es la división de trabajo?',\n", " '22.  ¿Cuentan con procesos y procedimientos definidos? ¿son conocidos por todos?',\n", " '23.  ¿Hay un proceso para tomar decisiones y ejecutarlas? Si su respuesta es sí, por favor descríbalo',\n", " '24.  ¿Qué mecanismos utiliza para comunicarse y coordinar el trabajo con su equipo?',\n", " '25.  ¿Los líderes (gerentes, directores, personas que toman las decisiones en la microempresa) han recibido cursos o capacitaciones en gestión empresarial?',\n", " 'con cuál institución?',\n", " '26.  ¿Ofrece incentivos a sus colaboradores para motivarlos y/o retenerlos?',\n", " 'i.      Indíqueme cuales son: _________________',\n", " '27.  ¿Cómo afrontaron la época de pandemia?',\n", " '28.  ¿En su criterio cuáles fueron las decisiones más importantes tomadas para superar los primeros 3, 4, 5 años de vida de la empresa?',\n", " '29.  Ustedes realizan registros de ingresos y egresos, ____',\n", " 'i.      ¿Utiliza alguna herramienta de control para los ingresos y egresos?',\n", " '30.  ¿Qué indicadores utiliza para evaluar su rentabilidad y liquidez. ',\n", " '31.  Al momento de buscar fuentes de financiamiento, ¿qué problemas tuvieron para acceder a ellas?',\n", " '32.  ¿Le ha sucedido que en algunas ocasiones tiene presupuestado algo (para realizar una actividad o comprar algo) y cuando va a pagar el valor excede lo previsto originalmente?',\n", " 'i.      ¿Cuáles prácticas realiza para superar esas adversidades?',\n", " '33.  ¿En alguno de los últimos 5 años, le ha pasado que se quede sin liquidez (dinero en caja para pagar las obligaciones contractuales)?',\n", " '34.  Si ha tenido problemas con la facturación ¿cuénteme cuáles han sido, el tiempo que tardó en encontrarle solución y cómo los ha solucionado?',\n", " '35.  Cuando comenzó su emprendimiento, ¿le tocó hacer otras actividades para conseguir caja, tales como hacer tareas paralelas como pequeños negocios, consultorías o proyectos de corto plazo u otras?',\n", " '36.  ¿Cuénteme si en los primeros años del emprendimiento realizó tareas que le consumían tiempo, le parecieron improductivas y al final sintió que lo distrajeron de las actividades verdaderamente importantes de su emprendimiento?',\n", " '37.  Cuando empezó a andar su emprendimiento ¿sintió que era el momento adecuado o tal vez ya era tarde porque había muchos competidores en su sector?',\n", " 'i.      \"siguiendo la pregunta anterior, no ha tenido que volver a desarrollar un producto o servicio que antes no se vendía y al cabo de un tiempo al ver que si tenía campo lo volvió a producir?',\n", " 'ii.      ¿Cuál producto o servicio fue y cómo se enteró que si se podía vender?',\n", " '38.  ¿Había o hay barreras para la entrada de nuevos emprendimientos dentro de su sector?',\n", " '39.  Puede decirme qué significa para usted esta frase: \\n\"Mientras sobrevivamos debemos seguir luchando. Cuando menos lo esperemos aparecerá la luz al final del túnel\" ¿Se siente identificado?',\n", " '40.  \"¿Cuál es la motivación o inspiración interna para continuar su emprendimiento?',\n", " '41.  Señor (a) …nombre entrevistado..., me puede comentar ¿Cuáles han sido durante los últimos 5 años las dudas que ha tenido sobre el futuro de su emprendimiento?',\n", " '42.  ¿Ha tenido que realizar actividades que no estaban planeadas?',\n", " 'i.      Si la respuesta es positiva, ¿cuénteme cuáles han sido y cuántos días ha tenido que postergar las actividades planeadas?',\n", " '43.  ¿Realiza o maneja un planeador (calendario) con las actividades a realizar por semana, meses, x periodicidad?',\n", " 'i.      Si respuesta positiva, ¿puede indicarme si ha tenido que postergar esas actividades por otras tareas fuera del cronograma?',\n", " 'ii.      ¿Qué actividades han sido y cuántos días ha tenido que mover esa actividad del planeador (calendario)?',\n", " '44.  ¿En los últimos 5 años ha visto que ha tenido que producir más rápido o atender a más clientes de los esperados?',\n", " 'i.      Si respuesta positiva, ¿en qué año del emprendimiento fue?',\n", " 'ii.      ¿Cómo superó esa etapa?',\n", " 'iii.      ¿Pudo atender esa demanda?',\n", " '45.  ¿Los ingresos que tenía en ese momento fueron suficientes para aumentar su capacidad y poder cubrir los gastos y generar ganancias?',\n", " 'i.      De acuerdo a la respuesta (s) anterior(es), si tuvieron que invertir en equipo y personal, ¿ estos recursos siguen operando  con usted ?\"',\n", " 'Actividad de asociacion emprender, microempresa, valle de lamuerte empresarial, punto de equilibrio, innovacipon, personal, resilencia'],\n", " dtype='object')" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_Seminario.columns" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [], "source": [ "# Eliminar el carácter con el código ASCII 160 de los nombres de columna\n", "df_Seminario.columns = df_Seminario.columns.str.replace(chr(160), '')" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Tipo', 'Entrevistado',\n", " '1. ¿Qué bien o servicio produce la microempresa?',\n", " '2. ¿Qué características hacen único a su producto o servicio?',\n", " '3. ¿Puede usted mencionar las ventajas relevantes que tiene su producto o servicio frente a la competencia?',\n", " '4. ¿Cuál es el mercado objetivo de la empresa?',\n", " 'i. ¿Cuál es el plan para llegar a ese mercado?',\n", " ' ii. ¿Utilizan redes sociales como medio para llegar a ese mercado?',\n", " 'iii. ¿cuáles?',\n", " '5. ¿Para la elaboración de su producto o servicio debe contratar a proveedores de materia prima?',\n", " 'i. Si contrata a proveedores, recuerda cuántos proveedores intervienen en ese proceso',\n", " 'ii. ¿Qué pasaría si hay escases de materia prima, tiene un plan b?, descríbalo por favor',\n", " '6. ¿Es distribuidor mayorista o el producto llega directamente al cliente?',\n", " '7. ¿Qué métodos utiliza para conocer las necesidades y preferencias de sus clientes?',\n", " '8. ¿Has escuchado del término fidelización de clientes?',\n", " ' i. Si conoce el termino, puede indicar que estrategias de fidelización utiliza, gracias',\n", " '9. ¿Recuerda si ha tenido algún cliente que se haya ido con la competencia?',\n", " 'i. ¿Sabe qué hizo la competencia para capturar a ese cliente?\"',\n", " '10. ¿Qué criterios utiliza para segmentar su mercado?\\n',\n", " '11. ¿Qué acciones realiza para posicionarse en el mercado?',\n", " '12. ¿Qué procesos tuvo que cambiar para poder adaptarse mejor y más rápido al mercado?',\n", " '13. ¿Qué acciones realiza para mejorar la calidad de su producto o servicio?',\n", " '14. ¿Antes de lanzar su producto o servicio, usted tuvo que realizar pruebas y comprobar las hipótesis del modelo de negocios al principio del proyecto?',\n", " '15. Cuéntanos … si le ha ocurrido que ¿cuándo ha sacado su producto o servicio al público se ha dado cuenta que este ya no cumplía con las expectativas que usted esperabaenventas o no ha sido acogido por la clientela que esperaba quelocomprara?',\n", " '16. Cuando se decidió a realizar su emprendimiento, ¿lo comentó con sus conocidos?',\n", " 'i. ¿qué le dijeron?',\n", " '17. Cuando empezó a trabajar en el emprendimiento, ¿tenía un empleo o estaba estudiando?',\n", " 'i. Si la respuesta es sí, después de cuántos meses o años se dedicó 100% al emprendimiento?',\n", " '18. ¿Quiénes aportaron el capital que necesitaba para comenzar su emprendimiento?',\n", " '19. Por favor indíqueme, ¿cómo fueron esos primeros años cuando el emprendimiento no generaba ingresos y usted necesitaba el dinero para investigar, para operar o para que sus empleados pudieran recibir un sueldo?',\n", " '20. ¿Qué tipo de estructura organizacional tiene su microempresa?',\n", " '21. ¿Cómo es la división de trabajo?',\n", " '22. ¿Cuentan con procesos y procedimientos definidos? ¿son conocidos por todos?',\n", " '23. ¿Hay un proceso para tomar decisiones y ejecutarlas? Si su respuesta es sí, por favor descríbalo',\n", " '24. ¿Qué mecanismos utiliza para comunicarse y coordinar el trabajo con su equipo?',\n", " '25. ¿Los líderes (gerentes, directores, personas que toman las decisiones en la microempresa) han recibido cursos o capacitaciones en gestión empresarial?',\n", " 'con cuál institución?',\n", " '26. ¿Ofrece incentivos a sus colaboradores para motivarlos y/o retenerlos?',\n", " 'i. Indíqueme cuales son: _________________',\n", " '27. ¿Cómo afrontaron la época de pandemia?',\n", " '28. ¿En su criterio cuáles fueron las decisiones más importantes tomadas para superar los primeros 3, 4, 5 años de vida de la empresa?',\n", " '29. Ustedes realizan registros de ingresos y egresos, ____',\n", " 'i. ¿Utiliza alguna herramienta de control para los ingresos y egresos?',\n", " '30. ¿Qué indicadores utiliza para evaluar su rentabilidad y liquidez. ',\n", " '31. Al momento de buscar fuentes de financiamiento, ¿qué problemas tuvieron para acceder a ellas?',\n", " '32. ¿Le ha sucedido que en algunas ocasiones tiene presupuestado algo (para realizar una actividad o comprar algo) y cuando va a pagar el valor excede lo previsto originalmente?',\n", " 'i. ¿Cuáles prácticas realiza para superar esas adversidades?',\n", " '33. ¿En alguno de los últimos 5 años, le ha pasado que se quede sin liquidez (dinero en caja para pagar las obligaciones contractuales)?',\n", " '34. Si ha tenido problemas con la facturación ¿cuénteme cuáles han sido, el tiempo que tardó en encontrarle solución y cómo los ha solucionado?',\n", " '35. Cuando comenzó su emprendimiento, ¿le tocó hacer otras actividades para conseguir caja, tales como hacer tareas paralelas como pequeños negocios, consultorías o proyectos de corto plazo u otras?',\n", " '36. ¿Cuénteme si en los primeros años del emprendimiento realizó tareas que le consumían tiempo, le parecieron improductivas y al final sintió que lo distrajeron de las actividades verdaderamente importantes de su emprendimiento?',\n", " '37. Cuando empezó a andar su emprendimiento ¿sintió que era el momento adecuado o tal vez ya era tarde porque había muchos competidores en su sector?',\n", " 'i. \"siguiendo la pregunta anterior, no ha tenido que volver a desarrollar un producto o servicio que antes no se vendía y al cabo de un tiempo al ver que si tenía campo lo volvió a producir?',\n", " 'ii. ¿Cuál producto o servicio fue y cómo se enteró que si se podía vender?',\n", " '38. ¿Había o hay barreras para la entrada de nuevos emprendimientos dentro de su sector?',\n", " '39. Puede decirme qué significa para usted esta frase: \\n\"Mientras sobrevivamos debemos seguir luchando. Cuando menos lo esperemos aparecerá la luz al final del túnel\" ¿Se siente identificado?',\n", " '40. \"¿Cuál es la motivación o inspiración interna para continuar su emprendimiento?',\n", " '41. Señor (a) …nombre entrevistado..., me puede comentar ¿Cuáles han sido durante los últimos 5 años las dudas que ha tenido sobre el futuro de su emprendimiento?',\n", " '42. ¿Ha tenido que realizar actividades que no estaban planeadas?',\n", " 'i. Si la respuesta es positiva, ¿cuénteme cuáles han sido y cuántos días ha tenido que postergar las actividadesplaneadas?',\n", " '43. ¿Realiza o maneja un planeador (calendario) con las actividades a realizar por semana, meses, x periodicidad?',\n", " 'i. Si respuesta positiva, ¿puede indicarme si ha tenido que postergar esas actividades por otras tareas fuera del cronograma?',\n", " 'ii. ¿Qué actividades han sido y cuántos días ha tenido que mover esa actividad del planeador (calendario)?',\n", " '44. ¿En los últimos 5 años ha visto que ha tenido que producir más rápido o atender a más clientes de los esperados?',\n", " 'i. Si respuesta positiva, ¿en qué año del emprendimiento fue?',\n", " 'ii. ¿Cómo superó esa etapa?', 'iii. ¿Pudo atenderesademanda?',\n", " '45. ¿Los ingresos que tenía en ese momento fueron suficientes para aumentar su capacidad y poder cubrir los gastos y generarganancias?',\n", " 'i. De acuerdo a la respuesta (s) anterior(es), si tuvieron que invertir en equipo y personal, ¿ estos recursos siguen operandoconusted?\"',\n", " 'Actividad de asociacion emprender, microempresa, valle de lamuerte empresarial, punto de equilibrio, innovacipon, personal, resilencia'],\n", " dtype='object')" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_Seminario.columns" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "id": "34b3EsxzjUei" }, "outputs": [], "source": [ "df_Seminario = df_Seminario.iloc[:,:-1]" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Rs9fU8PPlfQa", "outputId": "b28fd4b8-ff76-43f8-d217-738856e9fbd9" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Entrevistado \\\n", "0 Advertir Poligrafía \n", "1 Asescontri SAS \n", "2 Gestores SST SAS \n", "3 HCM Colombia \n", "4 Eternal Shop \n", "5 Centro de Audición y Lenguaje Facatativá \n", "6 Kainos soluciones \n", "\n", " 1. ¿Qué bien o servicio produce la microempresa? \\\n", "0 Ofrece soluciones para la selección e ingreso ... \n", "1 asesorías contables, tributarias y administrat... \n", "2 Servicio de acompañamiento en obra. Diseño e i... \n", "3 Produccion y comercializacion de libros Cristi... \n", "4 Todo tipo de regalos relacionados con ramos y ... \n", "5 1.Adaptacion y programaciones de aufonos . ... \n", "6 Diseño e impresión de articulos litograficos, ... \n", "\n", " 2. ¿Qué características hacen único a su producto o servicio? \\\n", "0 La confiabilidad en los procesos que se realiz... \n", "1 El entrevistado destaca la importancia de la r... \n", "2 Calidad, amabilidad y agilidad, oportuna respu... \n", "3 Única iniciativa en Colombia. es un tema muy e... \n", "4 1.La experiencia que tienen en el negocio. 2.C... \n", "5 El servicio y la forma de atencion a los pacie... \n", "6 Somos perfeccionistas, la calidad del product... \n", "\n", " 3. ¿Puede usted mencionar las ventajas relevantes que tiene su producto o servicio frente a la competencia? \\\n", "0 trabajo bien hecho, confiable y a tiempo. \n", "1 La competencia ofrece un servicio deficiente\\n... \n", "2 Oportunidad en respuesta y la confianza por el... \n", "3 1. Contextualiza el tema del libro (educacion,... \n", "4 1.La constancia de manejar un solo horario dur... \n", "5 1. Experiencia, tener 20 años en la profesion ... \n", "6 El Diseño es una gran ventaja, siempre present... \n", "\n", " 4. ¿Cuál es el mercado objetivo de la empresa? \\\n", "0 Empresas en el sector exportación \n", "1 Personas naturales y jurídicas, no hay un merc... \n", "2 Tema de obligatoriedad legal, aplica para tod... \n", "3 1. Personas afines al pensamiento cristiano. ... \n", "4 1.Personas naturales qu requieren regalos. 2.P... \n", "5 1. Todas las edades 2. Padres de recien nacido... \n", "6 Colegios, despues de pandemia se han expandido... \n", "\n", " i. ¿Cuál es el plan para llegar a ese mercado? \\\n", "0 Ubicación geográfica estratégica, garantizar q... \n", "1 Una reputación de excelencia que atrae a nuevo... \n", "2 Referencia voz a voz. Prestar un buen servicio... \n", "3 Para llegar al mercado objetivo promocionan lo... \n", "4 Redes sociales, y el buen nombre que han const... \n", "5 Tienen portafolio de servicios,lo ofrecen a la... \n", "6 Telemercadeo, seguimiento con llamada y llamar... \n", "\n", " ii. ¿Utilizan redes sociales como medio para llegar a ese mercado? \\\n", "0 Si \n", "1 No Aquí hay algunas recomendaciones para que l... \n", "2 No urilizan redes sociales para llegar a los c... \n", "3 Si. \n", "4 Si. \n", "5 Si. \n", "6 Hasta ahora estan empezando con las redes soci... \n", "\n", " iii. ¿cuáles? \\\n", "0 LinkedIn. \n", "1 NaN \n", "2 Ninguna \n", "3 Chat y página web. utilizan youtube como med... \n", "4 instagram, facebook y whatsapp. \n", "5 Instagram y facebook. \n", "6 Instagram, Whatsapp \n", "\n", " 5. ¿Para la elaboración de su producto o servicio debe contratar a proveedores de materia prima? \\\n", "0 Si, proveedor de plataforma para realizar pruebas \n", "1 para la elaboración de su servicio, no necesi... \n", "2 No. Prestan servicios de manera directa. \n", "3 Si. \n", "4 Si. \n", "5 Si, con laboratorios nacionales e internaciona... \n", "6 Si, hay muchas empresas que intervienenen en l... \n", "\n", " i. Si contrata a proveedores, recuerda cuántos proveedores intervienen en ese proceso \\\n", "0 Inicialmente este año que empece con la oficin... \n", "1 No \n", "2 No contrata proveedores para temas misionales. \n", "3 3 Fijos (Editoriall Kun, editorial jungla oval... \n", "4 Entre 20 y 30 proveedores de flores en Paloque... \n", "5 4 laboratorios proveedores \n", "6 Entro 8 y 10 fijos. \n", "\n", " ... \\\n", "0 ... \n", "1 ... \n", "2 ... \n", "3 ... \n", "4 ... \n", "5 ... \n", "6 ... \n", "\n", " i. Si la respuesta es positiva, ¿cuénteme cuáles han sido y cuántos días ha tenido que postergar las actividadesplaneadas? \\\n", "0 Las ha pospuesto pero como no tiene un planead... \n", "1 Postergar una reunión con un cliente porque te... \n", "2 NaN \n", "3 Cuando una linea tematica se vende menos de lo... \n", "4 NaN \n", "5 No \n", "6 Hay que tratar de cumplir. \n", "\n", " 43. ¿Realiza o maneja un planeador (calendario) con las actividades a realizar por semana, meses, x periodicidad? \\\n", "0 No, no usa planeador pero si usa herramientas ... \n", "1 No tiene planeador. Sin embargo, la entrevista... \n", "2 No maneja planeador- \n", "3 Si, aunque no informa peridiocidad. \n", "4 No llevan porque las empleadas planifican y ej... \n", "5 Manejan agenda que depende de los servicios de... \n", "6 Por la temporada , por la labor especifica., d... \n", "\n", " i. Si respuesta positiva, ¿puede indicarme si ha tenido que postergar esas actividades por otras tareas fuera del cronograma? \\\n", "0 NaN \n", "1 NaN \n", "2 No \n", "3 Segun la respuesta del entrevistado no, porque... \n", "4 NaN \n", "5 Si, por cancelacion de agendas o eventos exter... \n", "6 Se posterga solo por falta de insumo o de info... \n", "\n", " ii. ¿Qué actividades han sido y cuántos días ha tenido que mover esa actividad del planeador (calendario)? \\\n", "0 NaN \n", "1 NaN \n", "2 No aplica \n", "3 Logistica con los importadores y cuando no alc... \n", "4 NaN \n", "5 Entre 2 y 7 dias. \n", "6 Se habla con el cliente y lo que se demore el ... \n", "\n", " 44. ¿En los últimos 5 años ha visto que ha tenido que producir más rápido o atender a más clientes de los esperados? \\\n", "0 Sí, en los últimos 5 años he tenido que produc... \n", "1 No, aunque sí ha tenido que contratar personal... \n", "2 No \n", "3 No. tienen menos clientes y mas distribuidores... \n", "4 Si en temporadas altas han tenido que contrata... \n", "5 Si. \n", "6 Se analiza cada caso y si los tiempos nos dan ... \n", "\n", " i. Si respuesta positiva, ¿en qué año del emprendimiento fue? \\\n", "0 No se especifica el año en que ocurrió este de... \n", "1 NaN \n", "2 No. \n", "3 Desde el 2017 y al venderlo por medio de distr... \n", "4 Se gun respuesta numero 19, a partir del quint... \n", "5 Hace 3 años, en el Año 8 de la microempresa, ... \n", "6 Es por temporada , ya sea de agendas escolares... \n", "\n", " ii. ¿Cómo superó esa etapa? \\\n", "0 Se contrata más personal, pero a veces se suel... \n", "1 NaN \n", "2 no aplica \n", "3 Desde el 2017 y al venderlo por medio de distr... \n", "4 COntratando mas personal. \n", "5 Contratando a la fonoaudiologa y haciendo divi... \n", "6 Con más trabajp, mayor esfuerzo, durmiendo men... \n", "\n", " iii. ¿Pudo atenderesademanda? \\\n", "0 Sí, pudimos atender esa demanda, pero tuvimos ... \n", "1 NaN \n", "2 no aplica \n", "3 Desde el 2017 y al venderlo por medio de distr... \n", "4 Si. \n", "5 Si. con esto ya se cubrio la demanda de pacien... \n", "6 si, Siempre tratamos de cumplir. \n", "\n", " 45. ¿Los ingresos que tenía en ese momento fueron suficientes para aumentar su capacidad y poder cubrir los gastos y generarganancias? \\\n", "0 Sí, los contratos al ser por prestación de ser... \n", "1 La entrevistada afirma que los ingresos que te... \n", "2 no. espera organizar más la empresa antes de c... \n", "3 Si porque compenso esta baja de rentabilidad c... \n", "4 Si. \n", "5 Si,los ingreso aumentaron mas que los costos q... \n", "6 el sector trabaja con abonos, se recurre a aho... \n", "\n", " i. De acuerdo a la respuesta (s) anterior(es), si tuvieron que invertir en equipo y personal, ¿ estos recursos siguen operandoconusted?\" \n", "0 Si pudimos superar este desafío contratando pe... \n", "1 Las personas que contrata para atender la dema... \n", "2 No aplica \n", "3 No \n", "4 Si las dos colaboradoras presentan antiguedad ... \n", "5 Si, aun sigue trabajando la fonoaudiologa cont... \n", "6 generalmente en manos adicionales. \n", "\n", "[7 rows x 68 columns]\n" ] } ], "source": [ "df_Seminario.pop(df_Seminario.columns[0])\n", "print(df_Seminario)" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "id": "se6imbULmTmT" }, "outputs": [], "source": [ "df = df_Seminario" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "n_2GPuGAo6xS", "outputId": "d927a25d-58ad-4820-a386-00493e09b5dc" }, "outputs": [ { "data": { "text/plain": [ "0 Advertir Poligrafía\n", "1 Asescontri SAS\n", "2 Gestores SST SAS\n", "3 HCM Colombia\n", "4 Eternal Shop\n", "5 Centro de Audición y Lenguaje Facatativá\n", "6 Kainos soluciones\n", "Name: Entrevistado, dtype: object" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['Entrevistado']" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "hlj4V9V9mZ0P", "outputId": "08090b25-feca-4389-dbfd-7ee3cf696c03" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2. ¿Qué características hacen único a su producto o servicio?\n", " Advertir Poligrafía: La confiabilidad en los procesos que se realizan en la empresa, ayudar a obtener la certificación que les exigen a las empresas del sector exportaciones\n", " Asescontri SAS: El entrevistado destaca la importancia de la responsabilidad como característica única de un producto o servicio. Esta característica es importante porque brinda seguridad y confianza al cliente. Sabiendo que la empresa está comprometida a ayudarlo, el cliente se siente más tranquilo y seguro de que su negocio está en buenas manos.\n", " Gestores SST SAS: Calidad, amabilidad y agilidad, oportuna respuesta al requerimiento y generar confianza.\n", " HCM Colombia: Única iniciativa en Colombia. es un tema muy especifico.\n", " Eternal Shop: 1.La experiencia que tienen en el negocio. 2.Calidad de las flores.3.Siempre son los primeros en entregar. 4 .Son sinceros con el cliente respecto a la condicion de lo que se esta entregando 5.Garantizan que el cliente reciba lo que pide. 6.trabajan muy al detalle en cosas como la presentacion y la ortografia.\n", " Centro de Audición y Lenguaje Facatativá: El servicio y la forma de atencion a los pacientes con metodos de escucha, empatia y recibimiento de los pacientes. Esto lo ha implementado durante todo el tiempo que lleva en el mercado.\n" ] } ], "source": [ "Pregunta = 2\n", "print(df.columns[Pregunta])\n", "for i in range(0,6):\n", " Microempresa = df.iloc[i,0]\n", " cadena = df.iloc[i,Pregunta]\n", " \n", " print(f\" {Microempresa}:\",cadena)\n" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3. ¿Puede usted mencionar las ventajas relevantes que tiene su producto o servicio frente a la competencia?\n", " Advertir Poligrafía: trabajo bien hecho, confiable y a tiempo.\n", " Asescontri SAS: La competencia ofrece un servicio deficiente\n", "\n", "La entrevistada ofrece un servicio de calidad que ayuda a los clientes a resolver sus problemas\n", "\n", "Los clientes son consentidos\n", " Gestores SST SAS: Oportunidad en respuesta y la confianza por el conocimiento en el Sistema de Gestión.\n", " HCM Colombia: 1. Contextualiza el tema del libro (educacion, ciencia, economia, deportes) con aspectos famiiliares y aspectos del pais. 2. Hace acuerdos con la competencia para difundir su libro por medio del servicio de enseñanza. 3. Hacen acompañamiento a proyectos de comunidades que aplican los temas mencionados en los libros.\n", " Eternal Shop: 1.La constancia de manejar un solo horario durante 20 años 2. Estar pendiente de los clientes. 3. Atencion al detalle 4. Cumplimiento en las entregas. 5.Ubicacion del local en el mismo sitio hace que el cliente los referencie. 6. Su forma de trabajar hace que los clientes se queden. Concluyendo el producto es muy similar en el mercado, la ventaja que tienen es la trayectoria y la calidad del servicio al cliente.\n", " Centro de Audición y Lenguaje Facatativá: 1. Experiencia, tener 20 años en la profesion le ha dado conocimiento. 2. En este tiempo a conocido contactos claves 3. Trabaja en el hospital de facatativá donde estan sus colegas que la conocen y el focus group.\n" ] } ], "source": [ "Pregunta = 3\n", "print(df.columns[Pregunta])\n", "for i in range(0,6):\n", " Microempresa = df.iloc[i,0]\n", " cadena = df.iloc[i,Pregunta]\n", " \n", " print(f\" {Microempresa}:\",cadena)" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [], "source": [ "Encuesta_Seminario=pd.read_excel('Matriz operacionalización de variables.xlsx', sheet_name='Form1')" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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IDNombreHora de la última modificación¿Cuántos empleados tienen vínculo co?¿La microempresa tiene indicadores de gestión?“En una escala de 1 a 5, donde 1 significa que no es importante tener indicadores para controlar el funcionamiento de su microempresa y 5 significa que es muy importante, ¿qué tan necesario cree q...¿La microempresa cuenta con vendedores del producto?PreguntaPregunta2¿Con qué tipo de financiación capitalizó su micronegocio?...Según la ley 1581 de 2012 y el Decreto 1377 de 2013 de tratamiento de datos para entidades públicas y/o privadas.\\n\\nEsta investigación necesita recolección de datos para analizar variables plantead...Indíquenos en cuál institución se presentóSi ha aplicado a capital semilla mencione a cual o cuales se presento, si no lo ha hecho por favor escriba \"NO\"Actualmente su empresa utiliza alguna aplicación de Inteligencia ArticifialÍndique cuál o cuáles utiliza y para qué las utiliizaPregunta3¿Cuántas personas están vinculadas con contrato de prestación de servicios en la microempresa?Ha adquirido recursosPregunta4Pregunta5
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" ], "text/plain": [ " ID Nombre Hora de la última modificación \\\n", "count 7.000000 0.0 0.0 \n", "mean 6.000000 NaN NaN \n", "std 2.160247 NaN NaN \n", "min 3.000000 NaN NaN \n", "25% 4.500000 NaN NaN \n", "50% 6.000000 NaN NaN \n", "75% 7.500000 NaN NaN \n", "max 9.000000 NaN NaN \n", "\n", " ¿Cuántos empleados tienen vínculo co? \\\n", "count 0.0 \n", "mean NaN \n", "std NaN \n", "min NaN \n", "25% NaN \n", "50% NaN \n", "75% NaN \n", "max NaN \n", "\n", " ¿La microempresa tiene indicadores de gestión? \\\n", "count 0.0 \n", "mean NaN \n", "std NaN \n", "min NaN \n", "25% NaN \n", "50% NaN \n", "75% NaN \n", "max NaN \n", "\n", " “En una escala de 1 a 5, donde 1 significa que no es importante tener indicadores para controlar el funcionamiento de su microempresa y 5 significa que es muy importante, ¿qué tan necesario cree q... \\\n", "count 7.000000 \n", "mean 4.857143 \n", "std 0.377964 \n", "min 4.000000 \n", "25% 5.000000 \n", "50% 5.000000 \n", "75% 5.000000 \n", "max 5.000000 \n", "\n", " ¿La microempresa cuenta con vendedores del producto? Pregunta \\\n", "count 0.0 0.0 \n", "mean NaN NaN \n", "std NaN NaN \n", "min NaN NaN \n", "25% NaN NaN \n", "50% NaN NaN \n", "75% NaN NaN \n", "max NaN NaN \n", "\n", " Pregunta2 ¿Con qué tipo de financiación capitalizó su micronegocio? \\\n", "count 0.0 0.0 \n", "mean NaN NaN \n", "std NaN NaN \n", "min NaN NaN \n", "25% NaN NaN \n", "50% NaN NaN \n", "75% NaN NaN \n", "max NaN NaN \n", "\n", " ... \\\n", "count ... \n", "mean ... \n", "std ... \n", "min ... \n", "25% ... \n", "50% ... \n", "75% ... \n", "max ... \n", "\n", " Según la ley 1581 de 2012 y el Decreto 1377 de 2013 de tratamiento de datos para entidades públicas y/o privadas.\\n\\nEsta investigación necesita recolección de datos para analizar variables plantead... \\\n", "count 0.0 \n", "mean NaN \n", "std NaN \n", "min NaN \n", "25% NaN \n", "50% NaN \n", "75% NaN \n", "max NaN \n", "\n", " Indíquenos en cuál institución se presentó \\\n", "count 0.0 \n", "mean NaN \n", "std NaN \n", "min NaN \n", "25% NaN \n", "50% NaN \n", "75% NaN \n", "max NaN \n", "\n", " Si ha aplicado a capital semilla mencione a cual o cuales se presento, si no lo ha hecho por favor escriba \"NO\" \\\n", "count 0.0 \n", "mean NaN \n", "std NaN \n", "min NaN \n", "25% NaN \n", "50% NaN \n", "75% NaN \n", "max NaN \n", "\n", " Actualmente su empresa utiliza alguna aplicación de Inteligencia Articifial \\\n", "count 0.0 \n", "mean NaN \n", "std NaN \n", "min NaN \n", "25% NaN \n", "50% NaN \n", "75% NaN \n", "max NaN \n", "\n", " Índique cuál o cuáles utiliza y para qué las utiliiza Pregunta3 \\\n", "count 0.0 0.0 \n", "mean NaN NaN \n", "std NaN NaN \n", "min NaN NaN \n", "25% NaN NaN \n", "50% NaN NaN \n", "75% NaN NaN \n", "max NaN NaN \n", "\n", " ¿Cuántas personas están vinculadas con contrato de prestación de servicios en la microempresa?  \\\n", "count 0.0 \n", "mean NaN \n", "std NaN \n", "min NaN \n", "25% NaN \n", "50% NaN \n", "75% NaN \n", "max NaN \n", "\n", " Ha adquirido recursos  Pregunta4 Pregunta5 \n", "count 0.0 0.0 0.0 \n", "mean NaN NaN NaN \n", "std NaN NaN NaN \n", "min NaN NaN NaN \n", "25% NaN NaN NaN \n", "50% NaN NaN NaN \n", "75% NaN NaN NaN \n", "max NaN NaN NaN \n", "\n", "[8 rows x 37 columns]" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Encuesta_Seminario.describe()" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['ID', 'Hora de inicio', 'Hora de finalización', 'Correo electrónico',\n", " 'Nombre', 'Hora de la última modificación',\n", " 'Nombre las áreas de trabajo que actualmente tiene su microempresa, por favor separe con un punto y coma (;) cada área',\n", " '¿Cuántos empleados trabajan en su empresa?',\n", " '¿Cuántos empleados tienen vínculo co?',\n", " '¿La microempresa a qué tipo de financiamiento a accedido? ',\n", " 'Indique la tasa de interés', 'Indique el plazo del crédito en meses',\n", " '¿Cuántas personas en la microempresa participan en la toma de decisiones? ',\n", " '¿Hay procesos documentados que orienten la toma de decisiones en la empresa?',\n", " '¿La microempresa tiene indicadores de gestión?',\n", " '“En una escala de 1 a 5, donde 1 significa que no es importante tener indicadores para controlar el funcionamiento de su microempresa y 5 significa que es muy importante, ¿qué tan necesario cree q...',\n", " '¿La microempresa cuenta con vendedores del producto?',\n", " '¿Cuál es el criterio de elección de proveedores? Selección múltiple',\n", " 'Pregunta', 'Pregunta2',\n", " '¿Qué servicios necesarios para la microempresa tiene tercerizados por prestación de servicios? Selección múltiple',\n", " '¿Con qué tipo de financiación capitalizó su micronegocio? ',\n", " 'Califique de 1 a 5, donde 1 \"está en desacuerdo\" y 5 \"está totalmente de acuerdo\", con lo siguiente: ¿cree que la microempresa tiene indicadores de gestión?',\n", " 'Califique de 1 a 5, donde 1 \"está en desacuerdo\" y 5 \"está totalmente de acuerdo\", con lo siguiente: ¿Cree que la microempresa tiene vendedores que promueven y venden sus productos de manera adecu...',\n", " '“En una escala de 1 a 5, donde 1 significa que el área de ventas no es importante para su microempresa y 5 significa que es muy importante, ¿qué tan relevante considera el desempeño de sus ventas?”',\n", " '“En una escala de 1 a 3 estrellas, donde 1 significa que ha vendido menos productos este año que el primer año de su microempresa, 2 significa que ha vendido la misma cantidad, y 3 significa que h...',\n", " 'Actualmente, ¿Cuántos clientes tiene la microempresa?',\n", " 'Con cuáles canales de servicio postventa cuenta su negocio.',\n", " '¿Cada cuánto hace registro de sus ingresos y egresos? \\n',\n", " 'La fijación de precios de mis productos se realiza con base a\\n',\n", " 'Nombre los  de su micronegocio.',\n", " '¿Cómo realiza el pago de impuestos?\\n',\n", " 'Nombre los costos fijos de su negocio. Por favor separe con un punto y coma (;) cada costo.',\n", " 'Califique de 1 a 5, donde 1 \"está en desacuerdo\" y 5 \"está totalmente de acuerdo\", lo siguiente: \"Las ventas de mis productos el año pasado superaron los costos de mi microempresa\"',\n", " 'Califique de 1 a 5, donde 1 \"está en desacuerdo\" y 5 \"está totalmente de acuerdo\", con lo siguiente: Los insumos de mis productos son más económicos que otros insumos que se ofrecen en el mercado.',\n", " 'Describa qué características distinguen a los clientes que pueden tomar a crédito sus productos. ',\n", " '¿Cuál es el plazo más frecuente que otorga a los clientes que compran a crédito?',\n", " '¿Utiliza alguna herramienta de consulta ante centrales de riesgo?\\n',\n", " '¿Utiliza alguna herramienta de consulta para nuevos clientes ante centrales de riesgo?',\n", " 'Según la proyección financiera inicial de la microempresa. ¿En qué año de operación la microempresa llegó al punto de equilibrio?\\n',\n", " '¿Cuál de las siguientes opciones describe mejor la relación de liquidez de su cartera en comparación con su efectivo? (Seleccione una opción)',\n", " 'Los activos totales de la microempresa en relación con los pasivos totales de la microempresa son \\n',\n", " '¿Quienes toman las decisiones ven el certificado de donación como una estrategia de reducción de impuestos?\\n',\n", " 'Califique de 1 a 5, donde 1 \"está en desacuerdo\" y 5 \"está totalmente de acuerdo\", con lo siguiente:  ¿Cree que la innovación de productos es importante para una microempresa? ',\n", " 'Califique de 1 a 5, donde 1 \"está en desacuerdo\" y 5 \"está totalmente de acuerdo\", con lo siguiente:  ',\n", " '¿Cuál de las siguientes opciones describe mejor la relación de liquidez de su cartera en comparación con su efectivo? (Seleccione una opción)2',\n", " 'Califique de 1 a 5, donde 1 \"Nunca\" y 5 \"muy frecuentemente\", lo siguiente:  ¿Con qué frecuencia realizan mejoras a los productos de la microempresa?',\n", " '¿La microempresa ha aplicado a alguna convocatoria de capital semilla ofertada por entidades publicas?',\n", " '¿Qué diferencia a la microempresa de la competencia?\\n',\n", " '¿Cual es la temporada del año donde más se venden los productos de su microempresa?\\n',\n", " '¿Qué estrategia de reducción de impuesto aplica?',\n", " 'Sí  la respuesta anterior fue positiva, por favor escriba en cual?',\n", " '¿Cuál ha sido el costo fijo más alto de la microempresa en los últimos 5 años?',\n", " '¿En los últimos 5 años la microempresa ha acudido a fuentes de financiamiento? \\n',\n", " 'Según la ley 1581 de 2012 y el Decreto 1377 de 2013 de tratamiento de datos para entidades públicas y/o privadas.\\n\\nEsta investigación necesita recolección de datos para analizar variables plantead...',\n", " 'Indíquenos en cuál institución se presentó',\n", " 'Si ha aplicado a capital semilla mencione a cual o cuales se presento, si no lo ha hecho por favor escriba \"NO\"',\n", " 'En los últimos 5 años, ¿Cuáles son los meses o cuál es el mes en el año, donde más se venden los productos o servicios de su microempresa?',\n", " 'Actualmente su empresa utiliza alguna aplicación de Inteligencia Articifial',\n", " 'Índique cuál o cuáles utiliza y para qué las utiliiza', 'Pregunta3',\n", " '\"Durante la pandemia COVID 19\" Escribe algo que haya aprendido y aplicado en tu empresa y que aún sigas utilizando',\n", " '¿Cuántos empleados tiene su microempresa, según el tipo de contrato? Ejemplo 5 empleados contrato indefinido; 3 empleados contrato fijo; 1 empleado prestación de servicios',\n", " '¿Cuántas personas están vinculadas con contrato de prestación de servicios en la microempresa? ',\n", " '¿Actualmente su empresa utiliza alguna aplicación de Inteligencia Artificial?',\n", " 'Indique cuál o cuáles utiliza y para qué las utiliza',\n", " '¿Permite que sus clientes pueden acceder vía crédito a sus servicios o productos?',\n", " '¿Cuenta con canales de servicio postventa?',\n", " 'Razón Social de la microempresa', 'Ha adquirido recursos ',\n", " 'Señor (a) empresario, su último nivel de estudios alcanzado fue:',\n", " 'Indique por favor, la edad que tenía cuando constituyó la microempresa',\n", " 'Pregunta4',\n", " '¿Cada cuánto se reúne todo el equipo para tomar decisiones, planear estrategias y hacer seguimiento a los objetivos trazados?',\n", " 'Pregunta5', 'Indíquenos en cuál institución se presentó2'],\n", " dtype='object')" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Encuesta_Seminario.columns" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [], "source": [ "# Eliminar el espacio al principio y el punto al final de los nombres de columna\n", "Encuesta_Seminario.columns = Encuesta_Seminario.columns.str.lstrip(' ').str.rstrip('.').str.rstrip(\"\\n\")" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['ID', 'Hora de inicio', 'Hora de finalización', 'Correo electrónico',\n", " 'Nombre', 'Hora de la última modificación',\n", " 'Nombre las áreas de trabajo que actualmente tiene su microempresa, por favor separe con un punto y coma (;) cada área',\n", " '¿Cuántos empleados trabajan en su empresa?',\n", " '¿Cuántos empleados tienen vínculo co?',\n", " '¿La microempresa a qué tipo de financiamiento a accedido? ',\n", " 'Indique la tasa de interés', 'Indique el plazo del crédito en meses',\n", " '¿Cuántas personas en la microempresa participan en la toma de decisiones? ',\n", " '¿Hay procesos documentados que orienten la toma de decisiones en la empresa?',\n", " '¿La microempresa tiene indicadores de gestión?',\n", " '“En una escala de 1 a 5, donde 1 significa que no es importante tener indicadores para controlar el funcionamiento de su microempresa y 5 significa que es muy importante, ¿qué tan necesario cree q',\n", " '¿La microempresa cuenta con vendedores del producto?',\n", " '¿Cuál es el criterio de elección de proveedores? Selección múltiple',\n", " 'Pregunta', 'Pregunta2',\n", " '¿Qué servicios necesarios para la microempresa tiene tercerizados por prestación de servicios? Selección múltiple',\n", " '¿Con qué tipo de financiación capitalizó su micronegocio? ',\n", " 'Califique de 1 a 5, donde 1 \"está en desacuerdo\" y 5 \"está totalmente de acuerdo\", con lo siguiente: ¿cree que la microempresa tiene indicadores de gestión?',\n", " 'Califique de 1 a 5, donde 1 \"está en desacuerdo\" y 5 \"está totalmente de acuerdo\", con lo siguiente: ¿Cree que la microempresa tiene vendedores que promueven y venden sus productos de manera adecu',\n", " '“En una escala de 1 a 5, donde 1 significa que el área de ventas no es importante para su microempresa y 5 significa que es muy importante, ¿qué tan relevante considera el desempeño de sus ventas?”',\n", " '“En una escala de 1 a 3 estrellas, donde 1 significa que ha vendido menos productos este año que el primer año de su microempresa, 2 significa que ha vendido la misma cantidad, y 3 significa que h',\n", " 'Actualmente, ¿Cuántos clientes tiene la microempresa?',\n", " 'Con cuáles canales de servicio postventa cuenta su negocio',\n", " '¿Cada cuánto hace registro de sus ingresos y egresos? ',\n", " 'La fijación de precios de mis productos se realiza con base a',\n", " 'Nombre los  de su micronegocio', '¿Cómo realiza el pago de impuestos?',\n", " 'Nombre los costos fijos de su negocio. Por favor separe con un punto y coma (;) cada costo',\n", " 'Califique de 1 a 5, donde 1 \"está en desacuerdo\" y 5 \"está totalmente de acuerdo\", lo siguiente: \"Las ventas de mis productos el año pasado superaron los costos de mi microempresa\"',\n", " 'Califique de 1 a 5, donde 1 \"está en desacuerdo\" y 5 \"está totalmente de acuerdo\", con lo siguiente: Los insumos de mis productos son más económicos que otros insumos que se ofrecen en el mercado',\n", " 'Describa qué características distinguen a los clientes que pueden tomar a crédito sus productos. ',\n", " '¿Cuál es el plazo más frecuente que otorga a los clientes que compran a crédito?',\n", " '¿Utiliza alguna herramienta de consulta ante centrales de riesgo?',\n", " '¿Utiliza alguna herramienta de consulta para nuevos clientes ante centrales de riesgo?',\n", " 'Según la proyección financiera inicial de la microempresa. ¿En qué año de operación la microempresa llegó al punto de equilibrio?',\n", " '¿Cuál de las siguientes opciones describe mejor la relación de liquidez de su cartera en comparación con su efectivo? (Seleccione una opción)',\n", " 'Los activos totales de la microempresa en relación con los pasivos totales de la microempresa son ',\n", " '¿Quienes toman las decisiones ven el certificado de donación como una estrategia de reducción de impuestos?',\n", " 'Califique de 1 a 5, donde 1 \"está en desacuerdo\" y 5 \"está totalmente de acuerdo\", con lo siguiente:  ¿Cree que la innovación de productos es importante para una microempresa? ',\n", " 'Califique de 1 a 5, donde 1 \"está en desacuerdo\" y 5 \"está totalmente de acuerdo\", con lo siguiente:  ',\n", " '¿Cuál de las siguientes opciones describe mejor la relación de liquidez de su cartera en comparación con su efectivo? (Seleccione una opción)2',\n", " 'Califique de 1 a 5, donde 1 \"Nunca\" y 5 \"muy frecuentemente\", lo siguiente:  ¿Con qué frecuencia realizan mejoras a los productos de la microempresa?',\n", " '¿La microempresa ha aplicado a alguna convocatoria de capital semilla ofertada por entidades publicas?',\n", " '¿Qué diferencia a la microempresa de la competencia?',\n", " '¿Cual es la temporada del año donde más se venden los productos de su microempresa?',\n", " '¿Qué estrategia de reducción de impuesto aplica?',\n", " 'Sí  la respuesta anterior fue positiva, por favor escriba en cual?',\n", " '¿Cuál ha sido el costo fijo más alto de la microempresa en los últimos 5 años?',\n", " '¿En los últimos 5 años la microempresa ha acudido a fuentes de financiamiento? ',\n", " 'Según la ley 1581 de 2012 y el Decreto 1377 de 2013 de tratamiento de datos para entidades públicas y/o privadas.\\n\\nEsta investigación necesita recolección de datos para analizar variables plantead',\n", " 'Indíquenos en cuál institución se presentó',\n", " 'Si ha aplicado a capital semilla mencione a cual o cuales se presento, si no lo ha hecho por favor escriba \"NO\"',\n", " 'En los últimos 5 años, ¿Cuáles son los meses o cuál es el mes en el año, donde más se venden los productos o servicios de su microempresa?',\n", " 'Actualmente su empresa utiliza alguna aplicación de Inteligencia Articifial',\n", " 'Índique cuál o cuáles utiliza y para qué las utiliiza', 'Pregunta3',\n", " '\"Durante la pandemia COVID 19\" Escribe algo que haya aprendido y aplicado en tu empresa y que aún sigas utilizando',\n", " '¿Cuántos empleados tiene su microempresa, según el tipo de contrato? Ejemplo 5 empleados contrato indefinido; 3 empleados contrato fijo; 1 empleado prestación de servicios',\n", " '¿Cuántas personas están vinculadas con contrato de prestación de servicios en la microempresa? ',\n", " '¿Actualmente su empresa utiliza alguna aplicación de Inteligencia Artificial?',\n", " 'Indique cuál o cuáles utiliza y para qué las utiliza',\n", " '¿Permite que sus clientes pueden acceder vía crédito a sus servicios o productos?',\n", " '¿Cuenta con canales de servicio postventa?',\n", " 'Razón Social de la microempresa', 'Ha adquirido recursos ',\n", " 'Señor (a) empresario, su último nivel de estudios alcanzado fue:',\n", " 'Indique por favor, la edad que tenía cuando constituyó la microempresa',\n", " 'Pregunta4',\n", " '¿Cada cuánto se reúne todo el equipo para tomar decisiones, planear estrategias y hacer seguimiento a los objetivos trazados?',\n", " 'Pregunta5', 'Indíquenos en cuál institución se presentó2'],\n", " dtype='object')" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Encuesta_Seminario.columns" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 7\n", "unique 5\n", "top 0 - 2 empleados\n", "freq 2\n", "Name: ¿Cuántos empleados trabajan en su empresa?, dtype: object" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Encuesta_Seminario['¿Cuántos empleados trabajan en su empresa?'].describe()" ] }, { "cell_type": "code", "execution_count": 137, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 3 - 5  empleados\n", "1 0 - 2 empleados\n", "2 6- 8 empleados\n", "3 3 - 5 empleados\n", "4 9-11 empleados\n", "5 0 - 2 empleados\n", "6 3 - 5 empleados\n", "Name: ¿Cuántos empleados trabajan en su empresa?, dtype: object" ] }, "execution_count": 137, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Encuesta_Seminario['¿Cuántos empleados trabajan en su empresa?']" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 7\n", "unique 7\n", "top 40\n", "freq 1\n", "Name: Indique por favor, la edad que tenía cuando constituyó la microempresa, dtype: object" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Encuesta_Seminario['Indique por favor, la edad que tenía cuando constituyó la microempresa'].describe()" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 Advertir Poligrafía\n", "1 Asescontri SAS\n", "2 Gestores SST SAS\n", "3 HCM Colombia\n", "4 Eternal Shop\n", "5 Centro de Audición y Lenguaje Facatativá\n", "6 Kainos soluciones\n", "Name: Entrevistado, dtype: object" ] }, "execution_count": 95, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['Entrevistado']" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 ADVERTIR POLIGRAFÍA SAS\n", "1 Kainos Soluciones Graficas \n", "2 GESTORES SST SAS \n", "3 Centro de Audición y de Lenguaje Facatativá \n", "4 ASESCONTRI SAS\n", "5 Eternal Shop\n", "6 Herencia Cristiana Medios Colombia \n", "Name: Razón Social de la microempresa, dtype: object" ] }, "execution_count": 92, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Encuesta_Seminario['Razón Social de la microempresa']" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [], "source": [ "df['Entrevistado'] = df['Entrevistado'].replace(['Advertir Poligrafía'], 'ADVERTIR POLIGRAFÍA SAS')\n", "df['Entrevistado'] = df['Entrevistado'].replace(['Asescontri SAS'], 'Asescontri SAS')\n", "df['Entrevistado'] = df['Entrevistado'].replace(['Gestores SST SAS'], 'GESTORES SST SAS ')\n", "df['Entrevistado'] = df['Entrevistado'].replace(['HCM Colombia'], 'Herencia Cristiana Medios Colombia ')\n", "df['Entrevistado'] = df['Entrevistado'].replace(['Centro de Audición y Lenguaje Facatativá'], 'Centro de Audición y de Lenguaje Facatativá')\n", "df['Entrevistado'] = df['Entrevistado'].replace(['Kainos soluciones'], 'Kainos Soluciones Graficas ')" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 ADVERTIR POLIGRAFÍA SAS\n", "1 Asescontri SAS\n", "2 GESTORES SST SAS \n", "3 Herencia Cristiana Medios Colombia \n", "4 Eternal Shop\n", "5 Centro de Audición y de Lenguaje Facatativá\n", "6 Kainos Soluciones Graficas \n", "Name: Entrevistado, dtype: object" ] }, "execution_count": 101, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['Entrevistado']" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [], "source": [ "df['Entrevistado']=df['Entrevistado'].str.strip()\n", "Encuesta_Seminario['Razón Social de la microempresa']=Encuesta_Seminario['Razón Social de la microempresa'].str.strip()" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 ADVERTIR POLIGRAFÍA SAS\n", "1 Asescontri SAS\n", "2 GESTORES SST SAS\n", "3 Herencia Cristiana Medios Colombia\n", "4 Eternal Shop\n", "5 Centro de Audición y de Lenguaje Facatativá\n", "6 Kainos Soluciones Graficas\n", "Name: Entrevistado, dtype: object" ] }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['Entrevistado']" ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 Advertir Poligrafía\n", "1 Kainos Soluciones Graficas\n", "2 GESTORES SST SAS\n", "3 Centro de Audición y de Lenguaje Facatativá\n", "4 ASESCONTRI SAS\n", "5 Eternal Shop\n", "6 Herencia Cristiana Medios Colombia\n", "Name: Razón Social de la microempresa, dtype: object" ] }, "execution_count": 105, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Encuesta_Seminario['Razón Social de la microempresa']" ] }, { "cell_type": "code", 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Indique por favor, la edad que tenía cuando constituyó la microempresaEn los últimos 5 años, ¿Cuáles son los meses o cuál es el mes en el año, donde más se venden los productos o servicios de su microempresa?
Razón Social de la microempresa
Advertir Poligrafía40Febrero;Mayo;Agosto;
Kainos Soluciones Graficas30Noviembre;Diciembre;
GESTORES SST SAS37No aplica porque todos los meses no se present...
Centro de Audición y de Lenguaje Facatativá29 añosJulio;
ASESCONTRI SAS31 AÑOSAgosto;Septiembre;Octubre;Abril;Mayo;
Eternal Shop35Mayo;Marzo;Diciembre;
Herencia Cristiana Medios Colombia39Octubre;
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Indique por favor, la edad que tenía cuando constituyó la microempresaEn los últimos 5 años, ¿Cuáles son los meses o cuál es el mes en el año, donde más se venden los productos o servicios de su microempresa?
Razón Social de la microempresa
Advertir Poligrafía40Febrero;Mayo;Agosto;
Kainos Soluciones Graficas30Noviembre;Diciembre;
GESTORES SST SAS37No aplica porque todos los meses no se present...
Centro de Audición y de Lenguaje Facatativá29Julio;
ASESCONTRI SAS31Agosto;Septiembre;Octubre;Abril;Mayo;
Eternal Shop35Mayo;Marzo;Diciembre;
Herencia Cristiana Medios Colombia39Octubre;
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" ], "text/plain": [ " Indique por favor, la edad que tenía cuando constituyó la microempresa \\\n", "Razón Social de la microempresa \n", "Advertir Poligrafía 40 \n", "Kainos Soluciones Graficas 30 \n", "GESTORES SST SAS 37 \n", "Centro de Audición y de Lenguaje Facatativá 29 \n", "ASESCONTRI SAS 31 \n", "Eternal Shop 35 \n", "Herencia Cristiana Medios Colombia 39 \n", "\n", " En los últimos 5 años, ¿Cuáles son los meses o cuál es el mes en el año, donde más se venden los productos o servicios de su microempresa? \n", "Razón Social de la microempresa \n", "Advertir Poligrafía Febrero;Mayo;Agosto; \n", "Kainos Soluciones Graficas Noviembre;Diciembre; \n", "GESTORES SST SAS No aplica porque todos los meses no se present... \n", "Centro de Audición y de Lenguaje Facatativá Julio; \n", "ASESCONTRI SAS Agosto;Septiembre;Octubre;Abril;Mayo; \n", "Eternal Shop Mayo;Marzo;Diciembre; \n", "Herencia Cristiana Medios Colombia Octubre; " ] }, "execution_count": 115, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Df_total[['Indique por favor, la edad que tenía cuando constituyó la microempresa','En los últimos 5 años, ¿Cuáles son los meses o cuál es el mes en el año, donde más se venden los productos o servicios de su microempresa?']]" ] }, { "cell_type": "code", "execution_count": 118, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "70\n" ] } ], "source": [ "numero = Df_total.columns.get_loc('Indique por favor, la edad que tenía cuando constituyó la microempresa')\n", "print(numero)\n" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Indique por favor, la edad que tenía cuando constituyó la microempresa\n" ] }, { "data": { "text/plain": [ "Razón Social de la microempresa\n", "Advertir Poligrafía 40\n", "Kainos Soluciones Graficas 30\n", "GESTORES SST SAS 37\n", "Centro de Audición y de Lenguaje Facatativá 29\n", "ASESCONTRI SAS 31\n", "Eternal Shop 35\n", "Herencia Cristiana Medios Colombia 39\n", "Name: Indique por favor, la edad que tenía cuando constituyó la microempresa, dtype: object" ] }, "execution_count": 120, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Pregunta = 70\n", "print(Df_total.columns[Pregunta])\n", "Df_total.iloc[:,Pregunta]" ] }, { "cell_type": "code", "execution_count": 125, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 True\n", "1 True\n", "2 True\n", "3 True\n", "4 True\n", "5 True\n", "6 True\n", "Name: Hora de la última modificación, dtype: bool" ] }, "execution_count": 125, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Df_total['Hora de la última modificación'].isnull()" ] }, { "cell_type": "code", "execution_count": 131, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ID 0\n", "Hora de inicio 0\n", "Hora de finalización 0\n", "Correo electrónico 0\n", "Nombre 7\n", " ..\n", "i. Si respuesta positiva, ¿en qué año del emprendimiento fue? 2\n", "ii. ¿Cómo superó esa etapa? 2\n", "iii. ¿Pudo atenderesademanda? 2\n", "45. ¿Los ingresos que tenía en ese momento fueron suficientes para aumentar su capacidad y poder cubrir los gastos y generarganancias? 2\n", "i. De acuerdo a la respuesta (s) anterior(es), si tuvieron que invertir en equipo y personal, ¿ estos recursos siguen operandoconusted?\" 2\n", "Length: 142, dtype: int64\n" ] } ], "source": [ "print(Df_total.isnull().sum())" ] }, { "cell_type": "code", "execution_count": 132, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "True\n" ] } ], "source": [ "print(Df_total.isnull().values.any())" ] }, { "cell_type": "code", "execution_count": 134, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "379\n" ] } ], "source": [ "print(Df_total.isnull().sum().sum())" ] }, { "cell_type": "code", "execution_count": 122, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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IDHora de inicioHora de finalizaciónCorreo electrónicoNombreHora de la última modificaciónNombre las áreas de trabajo que actualmente tiene su microempresa, por favor separe con un punto y coma (;) cada área¿Cuántos empleados trabajan en su empresa?¿Cuántos empleados tienen vínculo co?¿La microempresa a qué tipo de financiamiento a accedido?...i. Si la respuesta es positiva, ¿cuénteme cuáles han sido y cuántos días ha tenido que postergar las actividadesplaneadas?43. ¿Realiza o maneja un planeador (calendario) con las actividades a realizar por semana, meses, x periodicidad?i. Si respuesta positiva, ¿puede indicarme si ha tenido que postergar esas actividades por otras tareas fuera del cronograma?ii. ¿Qué actividades han sido y cuántos días ha tenido que mover esa actividad del planeador (calendario)?44. ¿En los últimos 5 años ha visto que ha tenido que producir más rápido o atender a más clientes de los esperados?i. Si respuesta positiva, ¿en qué año del emprendimiento fue?ii. ¿Cómo superó esa etapa?iii. ¿Pudo atenderesademanda?45. ¿Los ingresos que tenía en ese momento fueron suficientes para aumentar su capacidad y poder cubrir los gastos y generarganancias?i. De acuerdo a la respuesta (s) anterior(es), si tuvieron que invertir en equipo y personal, ¿ estos recursos siguen operandoconusted?\"
Razón Social de la microempresa
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" ], "text/plain": [ "Empty DataFrame\n", "Columns: [ID, Hora de inicio, Hora de finalización, Correo electrónico, Nombre, Hora de la última modificación, Nombre las áreas de trabajo que actualmente tiene su microempresa, por favor separe con un punto y coma (;) cada área, ¿Cuántos empleados trabajan en su empresa?, ¿Cuántos empleados tienen vínculo co?, ¿La microempresa a qué tipo de financiamiento a accedido? , Indique la tasa de interés, Indique el plazo del crédito en meses, ¿Cuántas personas en la microempresa participan en la toma de decisiones? , ¿Hay procesos documentados que orienten la toma de decisiones en la empresa?, ¿La microempresa tiene indicadores de gestión?, “En una escala de 1 a 5, donde 1 significa que no es importante tener indicadores para controlar el funcionamiento de su microempresa y 5 significa que es muy importante, ¿qué tan necesario cree q, ¿La microempresa cuenta con vendedores del producto?, ¿Cuál es el criterio de elección de proveedores? Selección múltiple, Pregunta, Pregunta2, ¿Qué servicios necesarios para la microempresa tiene tercerizados por prestación de servicios? Selección múltiple, ¿Con qué tipo de financiación capitalizó su micronegocio? , Califique de 1 a 5, donde 1 \"está en desacuerdo\" y 5 \"está totalmente de acuerdo\", con lo siguiente: ¿cree que la microempresa tiene indicadores de gestión?, Califique de 1 a 5, donde 1 \"está en desacuerdo\" y 5 \"está totalmente de acuerdo\", con lo siguiente: ¿Cree que la microempresa tiene vendedores que promueven y venden sus productos de manera adecu, “En una escala de 1 a 5, donde 1 significa que el área de ventas no es importante para su microempresa y 5 significa que es muy importante, ¿qué tan relevante considera el desempeño de sus ventas?”, “En una escala de 1 a 3 estrellas, donde 1 significa que ha vendido menos productos este año que el primer año de su microempresa, 2 significa que ha vendido la misma cantidad, y 3 significa que h, Actualmente, ¿Cuántos clientes tiene la microempresa?, Con cuáles canales de servicio postventa cuenta su negocio, ¿Cada cuánto hace registro de sus ingresos y egresos? , La fijación de precios de mis productos se realiza con base a, Nombre los  de su micronegocio, ¿Cómo realiza el pago de impuestos?, Nombre los costos fijos de su negocio. Por favor separe con un punto y coma (;) cada costo, Califique de 1 a 5, donde 1 \"está en desacuerdo\" y 5 \"está totalmente de acuerdo\", lo siguiente: \"Las ventas de mis productos el año pasado superaron los costos de mi microempresa\", Califique de 1 a 5, donde 1 \"está en desacuerdo\" y 5 \"está totalmente de acuerdo\", con lo siguiente: Los insumos de mis productos son más económicos que otros insumos que se ofrecen en el mercado, Describa qué características distinguen a los clientes que pueden tomar a crédito sus productos. , ¿Cuál es el plazo más frecuente que otorga a los clientes que compran a crédito?, ¿Utiliza alguna herramienta de consulta ante centrales de riesgo?, ¿Utiliza alguna herramienta de consulta para nuevos clientes ante centrales de riesgo?, Según la proyección financiera inicial de la microempresa. ¿En qué año de operación la microempresa llegó al punto de equilibrio?, ¿Cuál de las siguientes opciones describe mejor la relación de liquidez de su cartera en comparación con su efectivo? (Seleccione una opción), Los activos totales de la microempresa en relación con los pasivos totales de la microempresa son , ¿Quienes toman las decisiones ven el certificado de donación como una estrategia de reducción de impuestos?, Califique de 1 a 5, donde 1 \"está en desacuerdo\" y 5 \"está totalmente de acuerdo\", con lo siguiente:  ¿Cree que la innovación de productos es importante para una microempresa? , Califique de 1 a 5, donde 1 \"está en desacuerdo\" y 5 \"está totalmente de acuerdo\", con lo siguiente:  , ¿Cuál de las siguientes opciones describe mejor la relación de liquidez de su cartera en comparación con su efectivo? (Seleccione una opción)2, Califique de 1 a 5, donde 1 \"Nunca\" y 5 \"muy frecuentemente\", lo siguiente:  ¿Con qué frecuencia realizan mejoras a los productos de la microempresa?, ¿La microempresa ha aplicado a alguna convocatoria de capital semilla ofertada por entidades publicas?, ¿Qué diferencia a la microempresa de la competencia?, ¿Cual es la temporada del año donde más se venden los productos de su microempresa?, ¿Qué estrategia de reducción de impuesto aplica?, Sí  la respuesta anterior fue positiva, por favor escriba en cual?, ¿Cuál ha sido el costo fijo más alto de la microempresa en los últimos 5 años?, ¿En los últimos 5 años la microempresa ha acudido a fuentes de financiamiento? , Según la ley 1581 de 2012 y el Decreto 1377 de 2013 de tratamiento de datos para entidades públicas y/o privadas.\n", "\n", "Esta investigación necesita recolección de datos para analizar variables plantead, Indíquenos en cuál institución se presentó, Si ha aplicado a capital semilla mencione a cual o cuales se presento, si no lo ha hecho por favor escriba \"NO\", En los últimos 5 años, ¿Cuáles son los meses o cuál es el mes en el año, donde más se venden los productos o servicios de su microempresa?, Actualmente su empresa utiliza alguna aplicación de Inteligencia Articifial, Índique cuál o cuáles utiliza y para qué las utiliiza, Pregunta3, \"Durante la pandemia COVID 19\" Escribe algo que haya aprendido y aplicado en tu empresa y que aún sigas utilizando, ¿Cuántos empleados tiene su microempresa, según el tipo de contrato? Ejemplo 5 empleados contrato indefinido; 3 empleados contrato fijo; 1 empleado prestación de servicios, ¿Cuántas personas están vinculadas con contrato de prestación de servicios en la microempresa? , ¿Actualmente su empresa utiliza alguna aplicación de Inteligencia Artificial?, Indique cuál o cuáles utiliza y para qué las utiliza, ¿Permite que sus clientes pueden acceder vía crédito a sus servicios o productos?, ¿Cuenta con canales de servicio postventa?, Ha adquirido recursos , Señor (a) empresario, su último nivel de estudios alcanzado fue:, Indique por favor, la edad que tenía cuando constituyó la microempresa, Pregunta4, ¿Cada cuánto se reúne todo el equipo para tomar decisiones, planear estrategias y hacer seguimiento a los objetivos trazados?, Pregunta5, Indíquenos en cuál institución se presentó2, 1. ¿Qué bien o servicio produce la microempresa?, 2. ¿Qué características hacen único a su producto o servicio?, 3. ¿Puede usted mencionar las ventajas relevantes que tiene su producto o servicio frente a la competencia?, 4. ¿Cuál es el mercado objetivo de la empresa?, i. ¿Cuál es el plan para llegar a ese mercado?, ii. ¿Utilizan redes sociales como medio para llegar a ese mercado?, iii. ¿cuáles?, 5. ¿Para la elaboración de su producto o servicio debe contratar a proveedores de materia prima?, i. Si contrata a proveedores, recuerda cuántos proveedores intervienen en ese proceso, ii. ¿Qué pasaría si hay escases de materia prima, tiene un plan b?, descríbalo por favor, 6. ¿Es distribuidor mayorista o el producto llega directamente al cliente?, 7. ¿Qué métodos utiliza para conocer las necesidades y preferencias de sus clientes?, 8. ¿Has escuchado del término fidelización de clientes?, i. Si conoce el termino, puede indicar que estrategias de fidelización utiliza, gracias, 9. ¿Recuerda si ha tenido algún cliente que se haya ido con la competencia?, i. ¿Sabe qué hizo la competencia para capturar a ese cliente?\", 10. ¿Qué criterios utiliza para segmentar su mercado?\n", ", 11. ¿Qué acciones realiza para posicionarse en el mercado?, 12. ¿Qué procesos tuvo que cambiar para poder adaptarse mejor y más rápido al mercado?, 13. ¿Qué acciones realiza para mejorar la calidad de su producto o servicio?, 14. ¿Antes de lanzar su producto o servicio, usted tuvo que realizar pruebas y comprobar las hipótesis del modelo de negocios al principio del proyecto?, 15. Cuéntanos … si le ha ocurrido que ¿cuándo ha sacado su producto o servicio al público se ha dado cuenta que este ya no cumplía con las expectativas que usted esperabaenventas o no ha sido acogido por la clientela que esperaba quelocomprara?, 16. Cuando se decidió a realizar su emprendimiento, ¿lo comentó con sus conocidos?, i. ¿qué le dijeron?, 17. Cuando empezó a trabajar en el emprendimiento, ¿tenía un empleo o estaba estudiando?, ...]\n", "Index: []\n", "\n", "[0 rows x 142 columns]" ] }, "execution_count": 122, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Df_total.dropna()" ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['ID', 'Nombre', 'Hora de la última modificación', '¿Cuántos\\xa0empleados tienen vínculo co?', '¿La\\xa0microempresa tiene indicadores de gestión?', '“En una escala de 1 a 5, donde 1 significa que no es importante tener indicadores para controlar el funcionamiento de su microempresa y 5 significa que es muy importante, ¿qué tan necesario cree q', '¿La\\xa0microempresa cuenta con vendedores del producto?', 'Pregunta', 'Pregunta2', '¿Con qué tipo de financiación capitalizó su micronegocio? ', 'Califique de 1 a 5, donde 1 \"está en desacuerdo\" y 5 \"está totalmente de acuerdo\", con lo siguiente: ¿cree que la\\xa0microempresa tiene indicadores de gestión?', 'Califique de 1 a 5, donde 1 \"está en desacuerdo\" y 5 \"está totalmente de acuerdo\", con lo siguiente:\\xa0¿Cree que la microempresa tiene vendedores que promueven y venden sus productos de manera adecu', '“En una escala de 1 a 5, donde 1 significa que el área de ventas no es importante para su microempresa y 5 significa que es muy importante, ¿qué tan relevante considera el desempeño de sus ventas?”', '“En una escala de 1 a 3 estrellas, donde 1 significa que ha vendido menos productos este año que el primer año de su microempresa, 2 significa que ha vendido la misma cantidad, y 3 significa que h', 'Nombre los\\xa0 de su micronegocio', 'Califique de 1 a 5, donde 1 \"está en desacuerdo\" y 5 \"está totalmente de acuerdo\", lo siguiente: \"Las ventas de mis productos el año pasado superaron los costos de mi microempresa\"', 'Califique de 1 a 5, donde 1 \"está en desacuerdo\" y 5 \"está totalmente de acuerdo\", con lo siguiente:\\xa0Los insumos de mis productos son más económicos que otros insumos que se ofrecen en el mercado', '¿Utiliza alguna herramienta de consulta ante centrales de riesgo?', '¿Quienes toman las decisiones ven el certificado de donación como una estrategia de reducción de impuestos?', 'Califique de 1 a 5, donde 1 \"está en desacuerdo\" y 5 \"está totalmente de acuerdo\", con lo siguiente:\\xa0 ¿Cree que la innovación de productos es importante para una microempresa? ', 'Califique de 1 a 5, donde 1 \"está en desacuerdo\" y 5 \"está totalmente de acuerdo\", con lo siguiente:\\xa0\\xa0', '¿Cuál de las siguientes opciones describe mejor la relación de liquidez de su cartera en comparación con su efectivo? (Seleccione una opción)2', 'Califique de 1 a 5, donde 1 \"Nunca\" y 5 \"muy frecuentemente\", lo siguiente:\\xa0 ¿Con qué frecuencia realizan mejoras a los productos de la microempresa?', '¿La microempresa ha aplicado a alguna convocatoria de capital semilla ofertada por entidades publicas?', '¿Qué diferencia a la microempresa de la competencia?', '¿Cual es la temporada del año donde más se venden los productos de su microempresa?', 'Sí\\xa0 la respuesta anterior fue positiva, por favor escriba en cual?', 'Según la ley\\xa01581\\xa0de\\xa02012\\xa0y\\xa0el\\xa0Decreto\\xa01377\\xa0de\\xa02013 de tratamiento de datos para entidades públicas y/o privadas.\\n\\nEsta investigación\\xa0necesita recolección\\xa0de datos para analizar variables plantead', 'Indíquenos en cuál institución se presentó', 'Si ha aplicado a capital semilla mencione a cual o cuales se presento, si no lo ha hecho por favor escriba \"NO\"', 'Actualmente su empresa utiliza alguna aplicación de Inteligencia Articifial', 'Índique cuál o cuáles utiliza y para qué las utiliiza', 'Pregunta3', '¿Cuántas personas\\xa0están\\xa0vinculadas con contrato de prestación\\xa0de servicios en la microempresa?\\xa0', 'Ha adquirido recursos\\xa0', 'Pregunta4', 'Pregunta5']\n" ] } ], "source": [ "# Get all numeric columns\n", "numeric_columns = Df_total._get_numeric_data().columns.values.tolist()\n", "print(numeric_columns)" ] }, { "cell_type": "code", "execution_count": 145, "metadata": {}, "outputs": [], "source": [ "Df_total.to_excel('Df_total.xlsx')" ] }, { "cell_type": "code", "execution_count": 146, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Razón Social de la microempresa\n", "Advertir Poligrafía NaN\n", "Kainos Soluciones Graficas NaN\n", "GESTORES SST SAS NaN\n", "Centro de Audición y de Lenguaje Facatativá NaN\n", "ASESCONTRI SAS NaN\n", "Eternal Shop NaN\n", "Herencia Cristiana Medios Colombia NaN\n", "Name: Pregunta, dtype: float64" ] }, "execution_count": 146, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Df_total['Pregunta']" ] }, { "cell_type": "code", "execution_count": 175, "metadata": {}, "outputs": [], "source": [ "Matriz = pd.read_excel('Matriz_Df_total.xlsx', sheet_name='MATRIZ')" ] }, { "cell_type": "code", "execution_count": 176, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Razón Social de la microempresa', 'Estructura', 'Empleados', 'Crédito',\n", " 'Decisiones', 'indicadores', 'Tercerización servicio IT',\n", " 'desempeño de sus ventas',\n", " 'ha vendido menos productos este año que el primer año', 'Clientes',\n", " 'ventas el año pasado superaron costos', 'Valle_Muerte', 'Liquidez',\n", " 'Activos_Pasivos',\n", " 'innovación de productos es importante para una microempresa',\n", " 'frecuencia mejoras productos', 'Nivel_Estudios',\n", " 'edad constituyó microempresa', 'Redes', 'Procesos_Definidos',\n", " 'Capacitaciones', 'Barreras', 'Planeación'],\n", " dtype='object')" ] }, "execution_count": 176, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Matriz.columns" ] }, { "cell_type": "code", "execution_count": 205, "metadata": { "id": "0VcKwwQP9aT9" }, "outputs": [], "source": [ "numeric_columns=[ 'Estructura', 'Empleados', 'Crédito',\n", " 'Decisiones', 'indicadores', 'Tercerización servicio IT',\n", " 'desempeño de sus ventas',\n", " 'ha vendido menos productos este año que el primer año', 'Clientes',\n", " 'ventas el año pasado superaron costos', 'Valle_Muerte', 'Liquidez',\n", " 'Activos_Pasivos',\n", " 'innovación de productos es importante para una microempresa',\n", " 'frecuencia mejoras productos', 'Nivel_Estudios',\n", " 'edad constituyó microempresa', 'Redes', 'Procesos_Definidos',\n", " 'Capacitaciones', 'Barreras', 'Planeación']" ] }, { "cell_type": "code", "execution_count": 196, "metadata": { "id": "eOKUfsWEVPOe" }, "outputs": [], "source": [ "k=22\n", "numeric_columns1 =Matriz.nlargest(k,'edad constituyó microempresa')['edad constituyó microempresa'].index" ] }, { "cell_type": "code", "execution_count": 197, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 7 entries, 0 to 6\n", "Data columns (total 22 columns):\n", " # Column Non-Null Count Dtype\n", "--- ------ -------------- -----\n", " 0 Estructura 7 non-null int64\n", " 1 Empleados 7 non-null int64\n", " 2 Crédito 7 non-null int64\n", " 3 Decisiones 7 non-null int64\n", " 4 indicadores 7 non-null int64\n", " 5 Tercerización servicio IT 7 non-null int64\n", " 6 desempeño de sus ventas 7 non-null int64\n", " 7 ha vendido menos productos este año que el primer año 7 non-null int64\n", " 8 Clientes 7 non-null int64\n", " 9 ventas el año pasado superaron costos 7 non-null int64\n", " 10 Valle_Muerte 7 non-null int64\n", " 11 Liquidez 7 non-null int64\n", " 12 Activos_Pasivos 7 non-null int64\n", " 13 innovación de productos es importante para una microempresa 7 non-null int64\n", " 14 frecuencia mejoras productos 7 non-null int64\n", " 15 Nivel_Estudios 7 non-null int64\n", " 16 edad constituyó microempresa 7 non-null int64\n", " 17 Redes 7 non-null int64\n", " 18 Procesos_Definidos 7 non-null int64\n", " 19 Capacitaciones 7 non-null int64\n", " 20 Barreras 7 non-null int64\n", " 21 Planeación 7 non-null int64\n", "dtypes: int64(22)\n", "memory usage: 1.3 KB\n" ] } ], "source": [ "Matriz.info()" ] }, { "cell_type": "code", "execution_count": 184, "metadata": {}, "outputs": [], "source": [ "Matriz = Matriz.iloc[: , 1:]" ] }, { "cell_type": "code", "execution_count": 198, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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EstructuraEmpleadosCréditoDecisionesindicadoresTercerización servicio ITdesempeño de sus ventasha vendido menos productos este año que el primer añoClientesventas el año pasado superaron costos...Activos_Pasivosinnovación de productos es importante para una microempresafrecuencia mejoras productosNivel_Estudiosedad constituyó microempresaRedesProcesos_DefinidosCapacitacionesBarrerasPlaneación
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" ], "text/plain": [ " Estructura Empleados Crédito Decisiones indicadores \\\n", "0 3 4 1 1 5 \n", "1 3 1 0 1 5 \n", "2 5 7 1 1 5 \n", "3 2 4 0 1 5 \n", "4 3 10 1 1 5 \n", "5 3 1 0 0 5 \n", "6 2 4 1 1 4 \n", "\n", " Tercerización servicio IT desempeño de sus ventas \\\n", "0 0 5 \n", "1 0 5 \n", "2 0 5 \n", "3 0 5 \n", "4 1 1 \n", "5 0 5 \n", "6 2 5 \n", "\n", " ha vendido menos productos este año que el primer año Clientes \\\n", "0 3 20 \n", "1 3 11 \n", "2 3 50 \n", "3 3 50 \n", "4 3 50 \n", "5 3 50 \n", "6 2 31 \n", "\n", " ventas el año pasado superaron costos ... Activos_Pasivos \\\n", "0 5 ... 1 \n", "1 2 ... 0 \n", "2 5 ... 0 \n", "3 5 ... 0 \n", "4 1 ... 1 \n", "5 5 ... 1 \n", "6 4 ... 1 \n", "\n", " innovación de productos es importante para una microempresa \\\n", "0 5 \n", "1 5 \n", "2 5 \n", "3 5 \n", "4 5 \n", "5 5 \n", "6 5 \n", "\n", " frecuencia mejoras productos Nivel_Estudios edad constituyó microempresa \\\n", "0 3 2 40 \n", "1 4 1 30 \n", "2 3 1 37 \n", "3 5 2 29 \n", "4 5 1 31 \n", "5 4 0 35 \n", "6 4 3 39 \n", "\n", " Redes Procesos_Definidos Capacitaciones Barreras Planeación \n", "0 1 0 0 1 0 \n", "1 0 1 1 1 0 \n", "2 0 1 1 0 0 \n", "3 1 1 1 0 0 \n", "4 0 0 0 0 0 \n", "5 1 1 1 1 0 \n", "6 1 1 0 1 1 \n", "\n", "[7 rows x 22 columns]" ] }, "execution_count": 198, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Matriz" ] }, { "cell_type": "code", "execution_count": 241, "metadata": {}, "outputs": [], "source": [ "# Convertir la lista a una serie de pandas\n", "numeric_series = pd.Series(numeric_columns)" ] }, { "cell_type": "code", "execution_count": 242, "metadata": { "id": "szq5Gt2oVTFb" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\vbarahona\\AppData\\Roaming\\Python\\Python39\\site-packages\\numpy\\lib\\function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide\n", " c /= stddev[:, None]\n", "C:\\Users\\vbarahona\\AppData\\Roaming\\Python\\Python39\\site-packages\\numpy\\lib\\function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide\n", " c /= stddev[None, :]\n" ] } ], "source": [ "cm= np.corrcoef(Matriz[numeric_series].values.T)" ] }, { "cell_type": "code", "execution_count": 243, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 1. , 0.31180478, 0.31180478, 0. , 0.44095855,\n", " -0.42365927, 0. , 0.44095855, 0.18948638, 0.09943342,\n", " -0.11023964, -0.72456884, -0.31180478, nan, -0.61237244,\n", " -0.51234754, 0.22387347, -0.62360956, 0. , 0.31180478,\n", " -0.31180478, -0.44095855],\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(font_scale=1.25)\n", "hm= sns.heatmap(cm, cbar=True, annot=True, square=True, fmt='0.2f', annot_kws={'size':8},yticklabels=numeric_series.values,xticklabels=numeric_series.values)\n" ] }, { "cell_type": "code", "execution_count": 245, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Establecer un tamaño de figura más grande\n", "plt.figure(figsize=(12, 10))\n", "\n", "# Crear el mapa de calor\n", "hm = sns.heatmap(cm, cbar=True, annot=True, square=True, fmt='.2f', annot_kws={'size': 8}, yticklabels=numeric_series.values, xticklabels=numeric_series.values)\n", "\n", "# Mostrar el gráfico\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 238, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(font_scale=1.25)\n", "hm = sns.heatmap(cm, cbar=True, annot=True, square=True, fmt='0.2f', annot_kws={'size': 12}, yticklabels=numeric_series.values, xticklabels=numeric_series.values)\n" ] }, { "cell_type": "code", "execution_count": 239, "metadata": {}, "outputs": [ { "data": { "image/png": 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EhoaSnZ2Nq6srN27cYP369VSoUAEfHx9Wr17NrFmzADhx4gTjx4/n22+/5cKFCwwaNIiKFSvSpEkTlX0uXLiQS5cusXnzZsqVK8fy5cvx8/Njz549PHnyhGHDhrFs2TJatmxJSkoKAQEBLFu2jHnz5nHhwgVmzJjBmjVrsLOzY+fOnezdu5eWLQsqfKxYsYI9e/awatUqqlevTmhoKD4+Phw4cAClUvnS1NJXBSQVio+PZ86cORjmpKiV4qmro01sYgqDAgYxdvo8tZJCK1hY8NXyAWik5BF9+zEnvyuojuI11QddQz1MLcxITXxK8MhleE3zISczhwo1KtHxaSxPniTz22+3WBW0CYDFi2ZgZGRIJcsKxMUn0qfvUIyNjdjy3XK05drcufuHWu2D1y5g06adjOznQ/rTZzy8/YjDmw8B4DfNH31DPcwqlOVpYgphISdw7toaHV0d9D+zR/HbZfIf/o7i0g8AaDVug6zapyifP0Nx9TT5KYnodOqPMisdDbkuz//vd6ogfKDeUHDQv42YMRcEQSjByxI+C/n4+FCmTBnMzc2pWbMmbdu2pXr16ujr6+Po6EhUVJTUtk6dOvTu3Ru5XE6LFi1o164d+/errjNWKpXs2LGDESNGULlyZXR1dQkMDCQmJobLly9jZmbGwYMHadmyJZmZmcTHx2NqaioldO7fv5927drh6OiIlpYWX375JbVr15b2v2vXLnx9fbG2tkYul+Pp6Ym1tTUHDx78v1JLi9q+fTve3t5M8OmqVopnyrMMchQKDvxwQu2k0ICAQezdtIsVk5fQwLkRsj9rlm+duo6N44JIf/qM7yavRVtPB4dOThiaGVG+ijlLlwYzZOh4OnZwka4ZGB44iQEDx5CUnMKQoeMBGD9uKJUrVyIk9IDa7Z8/z8L98w4c2LCfVRNX0di5sXRca6asZvnY5TxLecaqiau4dv4XFo9cjFKpJPfSMXJ2LkFmbQuaBe216jYhO2QZOYc3Im/RBQ3DMuSc3kXOvrUoszKQyUQtc0FQkadQ//YeETPmgiAIJXhVwieAiYmJ9LNMJsPY2Fj6XVNTUyU5s2rVqirbWlpacvPmTZX7kpOTef78OcOGDUNT8685E4VCQVRUFI6Ojhw6dIidO3eSn5/Pxx9/TEZGhhT/HB8fz6effqqyz6LpoE+ePKFSJdWa2JUrVyYmJoZKlSqVOrW0qCdPnlCxYkWIjVIrxdO2VjWWbDtM8yaN+f2OaiWXlyWFamjKSI1JJkcjl4zUdPSM9ElPKajd3rx7a64ev0xWeia6Bros9Z3DnYjfmXboWypWNAcg5WkqZcoYkZRUELbUp/cX7D/wA8+eFQQVjR03k9atnUhIeKJ2+8mTRtCgwac8+TP5Mz01HQMjA9JS0gBo06MNl45dJDO9YEmRpkyT2nZ1UGydVPBkMzNAVx+ePyPnzB60PQahTEkELTnKhIIPdrJPbECpJC9PFFAThKKUSrHGXBAEQfhT0fTM1ymc1S4UFRVVbJBsamqKtrY2GzZsICIiQrqFhobi5ubGkSNH2Lx5M5s2beLMmTOsW7dOZSBuYWGhMkv/Yr+VKlUq9vjjx48pX778/5VaWlTFihWlvtRJ8QQoZ2pMekbxBRovSwpV5ikoU9EUbaUcAxNDnqf9FVLfwNmO8IMFpdM+bd6Qag0+BiAlPpmqVa0AMDM14enTNGkbV9c2hIQcUOk7LTWN8uXLqt0eID4+kbIVywFgZGJI+p+JpACNXez58eCP0u8ObR24c+02GkZ/1obXN4SsguehWaYsObtWkHtun3RRm7y1BxplK5JzaENJp10Q/ts+0DXmYmAuCILwll25coV9+/aRl5fHmTNnOHHiBN26dVNpo6mpSZcuXVi4cCHx8fHk5+ezdetWunTpQmJiImlpachkMnR0dFAqlZw9e5a9e/dKCZ3dunUjLCyMM2fOoFAo2LNnD7/88ou0fw8PD4KDg7l16xa5ubls27aN3377jY4dO742tfR1unfvzpYtW5geHKpWiuecjXu5+ygWJwc7aR+vSwpdvGw5n/fyYMjMQCKPXsJzUl9kci209XTIycpB+ed609/OX+MT+zp8OaUfGanp2NrWZ+WKuezZe4QF305FLpejr69HZmYW+S+sUb1y9TrdunVSuz3AgQPH6NTHjcGzB/PT0Qv0n+yLllwLHT0dcrKyVbaxtq3F/nUHkDfpgPbnfuT9egntjn1ApoUyKwOdbkPQ6TqQnOPb0WrYAq2GLZBVroFO9yFiKYsgvCg/X/3be0QEDAmCILzgdQmfEydOZPPmzTg4OADF64UvW7aM8PBwvvvuO5YtW8aJEyewsrLiwoULmJubExgYSNu2baW+CuuYZ2ZmsnTpUo4ePUpqairVqlVj5MiRNG3alJycHCZOnMjJkyeRyWTUqFEDe3t7duzYwdmzZ5HL5Rw+fJglS5YQHx+Po6MjOTk52NjYMGTIEBQKBWvXriU0NJTk5GRq1qzJyJEjpecQGhr60tRSdWVdKV197tLWMfezG12q9gDfxaifDvj/KnUdc+/S12N/Pnx9qbcRhH+rNxEwlBW5V+22uo3c/3Z/74oYmAuCILxFRQfp/ybp6enk5ORgZmb2xvYpBubqEQNz4b/ujQzML+9Su61uY4+/3d+7Ii7+FARB+If8/PPPrFu3joiICLKzs7G0tKRbt2706tVL5QLQknh5eVG2bFmWLl360ja7d+9m+fLlnDx5koiICHx9fbl69SoA7dq1Y9GiRdKM+ZvwoGdQqdqXNslzTcT8UrUHCEpNKN0G/8fX3hrauq9vVERe5NFS9yEIwgves2or6hJrzAVBEP4Bhw4dok+fPjg6OnL8+HEiIyOZOXMmW7ZsYerUqa/c9s6dO2hpaTFnzhy1+7Ozs5MG5QBJSUn/76ELgiD888TFn4IgCEJpDRkypNgyluzsbKZNm8bgwYPx8vLC0NAQDQ0NGjRowLx580hPT+fMmTO0bNmSwMBA7Ozs2Lx5M/n5+WzcuJGAgAB+++03Bg4cyJ07d6T93rt3D29vb2xsbOjUqRO//fab9NilS5ewtrYGoH379gD4+vqyefNmAMLCwnB3d8fW1paOHTuya5f6XxMLgiC8cx/oxZ9iKYsgCMI7FhkZSWpqKm5ubsUes7W1xdbWlkuXLhEXF0ft2rWZN28eOTk5bN26lU2bNrFq1Spq1KjBzp076dOnD0ePHkVXVxd/f39atWrFunXrePjwIb6+viUuifnhhx+wtrZm7dq1ODg4cPHiRYYPH87ixYtp3bo1V69eZdCgQejr69OhQwe1n5fFlEFk333E060HATBwssXQxRENLRnPr/yGIu4JZT53BkC/eSMCb/zBk6hEtZM8ZUbm/HHzF0ZM/EattFANIDzyKk1s6/JxlUr07NQGgJDDp7h8/SamxkZ0dnGiUoXyTFu6AT09HW7dfUDDOjWp+VFlerq5FLQ/corL129hamxIZ5dmVLIoz7TlGylrYoy+rg6xSU8xMTKkRlUrPDu3A2DnwTAirv2GSRkjPm/bgkoVzJm2OBg9HW1u3riBzUfm1KhgSs8mtQAIvXSLiPtxmBjo0sm2Bp9WLkevlYf5qHxBffzBNn0xNDRU+7UQhA/eezbgVpeYMRcEQXjHCuuGlytX7rVt3d3dkcvlGBgYsG3bNvz9/alVqxZyuRwvLy9MTU05evQoV69eJS4ujlGjRqGtrU3NmjXp27evWseze/du2rZtS5s2bZDJZNjZ2eHp6UlISEipnlf8tJUYtmoMf6Zf6tnVRadWdeRVLMn5I5rnF34hduwinh2/QPbNexxYtovvJq1VO8kz8ckTdh04onZaaPlyZtjWtcatdVPOXv6FXEXBmtRjP4Yze9QARvt9SfDOg0Te+J1Gda2pZF4O+wZ1aNus8QvtI5g90o/Rvp4Ehxwi8sYtGn36CRMH9eL2gyga1rFm4lAfzl66+tc25y4x++sAxgzoRfD2/URe+51G9WphWcEchxoVaVOvKud+jyI3r2Bwcfz6Q2Z+0ZxRro1Zf/o68akZZOYqkMs0qVq+jBiUC8ILlMo8tW/vEzEwFwRBeMfMzQvSKBMTE0t8/MmTJ9LP5cuXl36Ojo5m7ty52NnZSbeoqCiio6OJj4/HxMQEXd2/Bq1Fkz9fJSkp6aWpoKWVl5qOzMgAgOc/XeVxn/FED5tFWf8eBQ1kmph86YoiNonk2ILnWZjkWahokqeGBiz1ncP60SsoZ1qGEUMGoa+netFoYVqoro6OSlrok+QUqlauQELyU4wNDUjPKEjg7N+jE5MWrWX19/vIzc2leeMGxCY8IeynCJ6mpZP0NPWF9q5MWryO1dv2k5uroHnj+sQmJDFn9VZiE5MorChZsE1BaJJvz8+ZtCCIoC27ycnNpbl9Q2LinxD2YzhPn2eRlJ6JsZ426Vk5APi0rseU0POsOfkLOYp8dLRkzOzhxOSuTUl9nsX1678gCEIReQr1b+8RMTAXBEF4xxo2bIiJiQlHjhwp9lhERATNmjXj/v2CqPqidcQtLCyYOXOmSjLo7t276d+/PxUqVCA5OZmMjL8SMV9MHH0ZS0vLYqmgjx49UvlQoC6ZiRF5f6ZflhvihVKhID8tA40/Z8QNXRx5duQcuTEJmFYsSNlUN8mT/DzQKP6/rZelhVa0MOdBVBzmZiakPkvHyLBg8B/3JJlvRvjSt1tHtLRkpKQ+o5ldPTq0cEAu18LSvByp6Rmq7QN96OvRAS2ZjJTUdJo1qsdYfy/KmZRBLi9YFVrQR8GHkrjEJL4ZNYB+PToVbJP2DCe7BnRo1QQtLRkVTQxJy8zBSFe7oP3TDKZ3c6JPi7poyTSIfZpBUnoWAGX0daUgKUEQ/vSBrjEXA3NBEIR3TFtbmwkTJrBs2TK2bdtGRkYGCoWCCxcuMGrUKLp370716tWLbefh4cGqVat48OABSqWSsLAwOnfuzM2bN7G1taVatWrMnj2bzMxMHjx4wPr1L699LZfLefbsGQBdu3YlLCyMsLAw8vLyiIiIYPv27bi7u5fqeVlMD+DZsfNYjPcDuRZPdx/HcsHXVJw1jOQNewHQa1CLzF9u8TTkB9r07kjvWf5qJ3lqaGmjzH0u9fe6tNDouHh+/u0O+0/8iEszO+av+Z7cXAXGBvqM/3YNkxcFM9jbAzMTYw6cOM/DmDiu/X6XAyfP49KkEfPXbvur/YK1TF6ynsFfdcHMxIgDJ88zY8VmqlexJOLaTaYtDqaNU2PmBW0mN1eBkaEB4+auZNKCIAJ698DMxJj9YWd5GB3HtYeJHLx6D+dPq/DtocvkKvIw0tNmws5zTNl1nsFtbahkZsTuy7dZcOgyT9KeY2PTqFSvhSB88D7QqiwiYEgQBOEfcvbsWdavX8/NmzfJzc2lUqVKeHh40KtXLy5fvkyvXr24deuW1F6hULBu3TpCQ0N58uQJlSpVYuDAgbi6ugIFS10mT57MlStXKFeuHC4uLhw7doyTJ09y6dIllf1Nnz6dXbt24evrS0BAAMePH2f58uU8evQIc3NzevXqhZeXV6mez++fdCxV+3dRxzz/A6ljnt58SKm3EYR/qzcRMJR5bKXabfXaDfrb/b0rYmAuCIIgvBFiYK4eMTAX/uveyMD8h+Vqt9VrH/C3+3tXRLlEQRCEl7C2tkZHRweZTIZSqURTU5M6deowZMiQN5KY2b9/f+zs7BgwYMAr27m6uuLv70/nzp3/dp9v06Yck1K1/y7mTKnalzrFE9AsY16q9vmJD0vdB6UdmP94sfR9iIG5IKh6z9aOq0sMzAVBEF6hsNY3QEZGBlu3bsXHx4d169b97cF5cHCwWu0OHTr0t/oRBEH44Lxn1VbUJS7+FARBUJOBgQF+fn60a9eORYsWSfdfu3aNr776isaNG9O+fXu2b98uPaZQKFi6dCktWrTA1tYWb29v7t27B4C3tzfLli0DCqqxdO3alUaNGtG2bVvmzp1L/p8zQs7OzuzevRuAlJQUJkyYQLNmzWjSpAlDhw6Vqq9cunQJZ2dnVqxYgZOTEw4ODgwfPpz09HTpePbv34+bmxuNGjWie/fuRERESI8dP34cV1dXGjVqRIcOHVi7du1bOpOCIAh/0wdalUXMmAuCIJSSi4sLI0eOJDMzk7S0NPr06cPIkSPZsGED9+7dY8CAARgZGeHq6srKlSs5cOAAGzZs4KOPPmLBggUMHjyYo0dV1xmPHj0af39/evbsSVRUFJ6enjg5OdGsWTOVdkOHDkVbW5sDBw6gra3NzJkz8ff3Z9euXUDBBaCJiYmEhYWRmJjIl19+yY4dO/Dx8eHkyZNMnz6doKAgbGxsOHHiBL6+vuzfv5/y5cszcuRIli9fTosWLbh58yZffvklLi4uJVaIKcnnM/oSfzuKi98dB6Bmi/rUadsITZmMh5G3uLr7R7rM7k92RiZ6ZQxpmP8FyclP+e23W6wK2gTA4kUzMDIypJJlBeLiE+nTdyjGxkYs+HYSY+atwdhAR60Uz7KmxpibmfBZxw6Mmjxb/aTQiCs0aVibj6tY0rNjq4I+fjjL5Ru3MTUypLNzE2pXt2L22h3o6mjzx+NYdPQNMCtjpFbyZ9UqVnR2H0o1zRyU8Y/IPX8YAK0m7ZHVqIcyIw3F5ZPkR90FXX10ew4l59SeUrw7BeE/4j2rtqIuMWMuCIJQSiYmJiiVStLS0ti/fz81a9bEy8sLuVxOrVq18Pb2ZuvWrQDs3buX/v37U6NGDbS0tBg6dKjKbHghbW1tTpw4wZkzZzAzM+PMmTPFBuWPHz8mPDyc8ePHY2ZmhqGhIZMmTeLevXtcu3ZNahcQEICuri5WVlbY29tLM/Tbtm3D09MTOzs7ZDIZ7dq1w97eXhrU6+jocODAAS5evEiNGjWIjIxUe1AOsG/SBmo526D5Z83yqo2tqVC7CmWrWvDkjziqOdYm+VECh2ZswcyqPKdP/8SQoePp2MEFLa2CeaLhgZMYMHAMSckpDBk6HoDx44Zy/sdzeHXtyMTBvdVK8Zw4uDdKYHnwd6VLCv30Y9xaOXA24jq5ioLEwGPnrzB7eD9G+3QnOPQoWdk5HP2xIIwoOiGJXl07qp38OWLYEH4/vIsf1yxAVscONAvOlVaDZmRvXUjOvmC023QreE+06YEyJ1vt8y8I/ylvacb8yZMnDBgwgEaNGtGsWTOWLy/5ItP8/HzWrFmDs7Mztra29OnTh9u3b0uP//7779SqVQsbGxvppk6lKzFjLgiCUEpJSUnIZDLKlClDdHQ0v/76K3Z2dtLj+fn5mJiYAAXpnpaWltJjenp6NGjQoNg+N27cyNKlS5k4cSIpKSk4OTkxdepUKlSoILUpTAStXLmydJ++vj5mZmbExsZSrlw5AOm/UFCvvPBDQHR0NOHh4Wzbtk16PC8vjzJlyqCrq8vWrVtZtWoVw4YNIysri/bt2zNhwgTKlCmj9rnJTM1A10if5ynPuHv+BqeW70VbTweP+f5cO3CB1Nikvxr/mZ2U8jSVMmWMSEpKAaBP7y/Yf+AHnj0rWIIzdtxM2re1o0L5gudVmMppWsZISvGsZFFeSvFcsiGEOUFbyFUoaO3kyP6jJ1SOsTApVA4qSaFXfrlBVUuLP5NC9Ul/nompsSH9u33GpGWbqGRellyFAiWwZNxAbOt8TPfh3xCflFzkuJ5jWsZYSv60tCgvJX8uXr+dn2/d5/dHj6mel4fyeTro6UPGM3LDQtHpORRlSgLI5ADkHNyIdntPtc+9IPynvKUZ88DAQCpXrsz58+d5/Pgxfn5+VK1aFTc3N5V2mzdvZv369QQFBVG3bl22bdtGr169OHz4MGZmZly/fp0GDRqwY8eOUvUvZswFQRBK6fTp09jY2KCrq4uFhQWOjo4qaZzHjh1jy5YtAFSsWFElgfP58+fMmTOH1NRU6b6cnBz++OMPZsyYwblz59i7dy9paWnMmjVLpd/CAX7RlM6MjAySkpJUBuMvY2FhweDBg1WOdf/+/YwbN4709HSSkpJYtGgRFy9eZMuWLVy/fp2goKBSnRs9EwOy/kzxbDPcg3xFHplpGci0ZDyNScK4ohkA+Xn5KPMLqvWamZrw9GmatA9X1zaEhBxQ2a++gSFxiQWDenVSPMcO+IqyJmWoWKF4VZZXJoXGJBQkhaY/x8hA788+UvhmaG/6dmmHlkyTn67+xq93HwBgXtaEmLjEIsf16uTPBtbVsLK0pKKeFhr6RpBZcK40TMqRvX0JOSd3Q/6HeVGbILxRb2HG/OHDh4SHhzNy5Eh0dXWpWbMmvXv3lr4BLerw4cN4e3vTsGFDtLS08Pb2xtTUVFqmeOPGDerWrVvqpyUG5oIgCGp69uwZq1at4sSJE4wYMQIANzc3IiMjOXToEHl5ecTGxuLj4yN9/dmlSxfWrVvHw4cPyc3NZcWKFZw9exZjY2OVfY8YMYL169ejUCioUKECcrkcU1NTlTYWFhY4OTkxa9YskpOTSU9P55tvvqFSpUrY2tq+9vg9PDzYsmULN27cACAyMhJ3d3fOnDlDZmYmvr6+HDhQMCC2tLREU1Oz2DG8ivssH349ehnXSd7I5DIiQ87wxZIAPOb58eO6wzyMuIVp5fK4TelF0qN4WrZswsoVc9mz9wgLvp2KXC5HX1+PzMysYkt9Pv64Ft/vPcz0ZRvUSvGcsXwj2Tk52Nb/VNqHWkmhN++y/+RFXBwbMn9dyJ996DF+8QYmL9vM4C8749igNpG/3mHO2h0YGejx290/1E7+XLB4GQ1cu+HgPwrF9Qtof94fZFooMzPQ+TIQnZ5DyTlSfBAgCMIL8vLUvqWlpREVFVXslpaWprLLO3fuYGJiojLRUb16dZWgt0L5+fno6almMWhqanL//n2gYGB+69Yt2rdvT9OmTRk2bJjKJM3LiIAhQRCElyhaxxwKqrLUrVuXgQMHqixHuXz5MgsXLuTu3btoa2vTrl07vv76a3R1dcnNzSUoKIg9e/aQlpZGgwYNmDJlClWqVMHb2xt7e3uGDBnClStXmDt3Lnfv3kUmk9GyZUsmT56MkZERzs7OBAQE0LVrV5KTk5k/fz7nzp0jKysLBwcHxo8fT6VKlYqlewKMHTsWgDlz5gCwY8cONm3aJC198fb2plevXgCcPHmSxYsX8/jxY3R1dXF1dWXMmDFoa2urdb7GVf2yVOd3finrmGfc3FWq9vBu6phr6Ku/1AcgZ8nUUveROU4M1oUPxxsJGNo2Re22wU/KlbhWPCAggCFD/soI2LdvH4sWLeL06dPSfZcvX6Z379789ttvKtuuXbuW77//nlWrVlGjRg1CQ0OZMWMGHh4ezJgxAz8/Pxo0aIC3tzd5eXl888033Llzhz179kj/TymJGJgLgiAIb4QYmKtHDMyF/7o3MjDfOknttrmdRhebHQcwNjZW+fby+PHjTJo0iYsX/woBO3v2LKNGjSI8PFxl27y8PFauXMmePXvIycmhQ4cOPHz4kE8++YRRo0YV6ys5OZkmTZpw4MABPvnkk5ceq7j4UxAE4U8xMTG4urpy6NAhlQs21VF09nvy5MkATJ8+/Y0e3+7du1m+fDknT558o/t9U4yVb3l15P9Rj7i0A23N8h+Vuo+8qN9e36ioV8yWCYKgplJc/PniAPxlatasSUpKCsnJyZiZFVwPc+/ePT7++ONibePi4vDw8JBm3BUKBS4uLnh4eJCUlERwcDD+/v5SIYCcnBwAdHVfnRQsBuaCIAh/srS05OrVq397P296QC4IgiC84C0EB1WtWhUbGxvmzZvH5MmTiYmJYfPmzQwaNKhY20OHDnH48GE2bNiAtrY2y5cvR1tbm9atW6OpqckPP/xARkYG48ePJzMzk2nTptGkSROqVKnyymMQF38KgiD8KSoqCmtra+m/O3fuxNnZGTs7O/r37098fLzUNiQkBBcXF2xsbPj666/JzMyUHhs7dqy0tvtVyZ8JCQkMHz4cZ2dnGjRoQLt27di3b5+0n3v37uHt7Y2NjQ2dOnUqtsYxIiICT09PKS107dq15OXlSccwdOhQ2rdvT5MmTYiPjycxMZERI0bQtGlTWrRowcyZM8nKygIKqruMGDECBwcHmjVrRv/+/Xn4sPTLOgRBEN6JUlz8WRpLly4lPT2d1q1b06dPH7p370737t2JiYnBxsZGSkvu27cvNjY2dOjQgZYtW/LgwQM2btyItrY2WlparF27lpiYGFq0aEG7du0wNDRk8eLFr+1fzJgLgiC8xJkzZ9i7dy8KhYI+ffqwevVqJk+ezIULF5gxYwZr1qzBzs6OnTt3snfvXlq2bFlsH69K/pw4cSJly5bl8OHDyOVyNm/ezJQpU2jTpg3a2tr4+/vTqlUrqaqLr68vmpoF8yn379+nb9++jB8/nm7dunH//n0GDhyIhoYG/fv3B+D8+fOEhIRQrlw5DA0N6dGjBzVq1ODYsWNkZ2czatQoZs2axfTp01m3bh1JSUmcOnUKLS0tJk+ezIoVK5g3b57a56v9N31IvB3Flc1hAFRrUY9P2jVCQ6ZJdMQdru86h46RHh3n+3I95CxbP+teuuTPb9dirP9n8qebCwAhR05x+fotTI0N6ezSjEoW5Zm2fCNlTYzR19UhNj6RMkYGaid5xqVlMbCvF2Onz1M/LfRyBE3qW1PDyoKe7Z0K+jh+gYjf7mJiZEDnlo2pXa0SczbsoVx5c5p2GEhdHQUaCVHk/nQEAC3Hdsiq1y1I/ow8RX5yAjpd/ArKKWrr8NfHPkEQgLcyYw5gbm5e4oWiL36jKpfLmTJlClOmlHwRao0aNQgODi51/2LGXBAE4SX8/PwwNjbGzMyM1q1bSzPd+/fvp127djg6OqKlpcWXX35J7dq1S9zHq5I/p0+fzsSJE9HW1iYuLg4DAwMyMzNJTU3l6tWrxMXFMWrUKLS1talZsyZ9+/aV9nvgwAFq166Np6cncrkca2trBgwYQEhIiNSmYcOGVK9eHWNjY27cuMHNmzeZPHkyhoaGlC1blhEjRhAaGkpOTg46Ojrcu3ePgwcPkpiYyKxZs0o1KAf4YeJGPnZuKCV/WtlbY167CqZVLUj+IxaApgGfo8jM4ZP2dixfvr50yZ9dOjJxUK8Xkj8jmD3Sj9G+ngSHHCLyxi0affoJEwf14vaDKBrWqsHEAV+qneSZk5PLgR9OlC4ttHZ1XJvbcu7KTamP4xd/YdYQL0b3/px1e0+QlZPL0Z9+pratI2d370Cxdy2yWo3+Sv6s35TsbYvJObAebWcPNI1MyD0ZSvbuIJSZGchkGqV6LQThg6fMV//2HhEz5oIgCC9RtmxZ6WctLS2ptnZ8fDyffvqpStuXrRt8VfJnVFQU3377LX/88QdWVlZUrVoVKKiPGx8fj4mJicqFQkX7SEpKolKlSip9Va5cmZiYGOn3orV4o6KiyMvLKzarL5PJiI6OxtfXF7lczvbt25kyZQpVq1YlMDCQdu3avfwElSArNQMdIz0yU9J58OOv/LRsH3I9HVy/9SO0/0JOzd6O0/CuWHxahcdRBceqfvJnweuhmvzpyqTF66hkUY7cXAXNG9dnycZQ5qzeSmxikpQuqm6S55LQkzRvYsfvd+6rPK9Xp4Wak5iShrGBntSHTxcXJq/cjqW5GTkKBUqlksWj+2LvaMutkE1cef6cJpnpoKsPz5+Re2IXOl8EoExOBJmc/PjHBa9PLVtQKsnLEwXUBKGowoCyD42YMRcEQSglCwsLlfRN4KXBES9L/kxOTsbf3x83NzcuXrxIaGgoffr0kdpVqFCB5ORkMjIySuzD0tKy2DE8evSI8uXLS79raPw1y2phYYGenh6XLl2SUj8LU0arVKnC7du3adOmDbt37+bChQt06tSJwMBAnj17Vqpzo2tiSFbacwCchnclT5FHVloGmlqq/7vJSEylcqWKQCmSP5/8mfyZnqGa/BnoQ1+PDgUJm6npNGtUj7H+XpQzKYP2nzPx6iZ5li9nRnrG82LP63VpoeVNjUnNyJT6iE96yoxBPenbuTVaMhkXrt3m13uPUeZmYmVZkfTc/ILkz6wiyZ87lpFzeo+U/Clv0x3Ncpbk7F9XqtdAEP4T3kLy57+BGJgLgiCUUrdu3QgLC+PMmTMoFAr27NnDL7/8UmLblyV/amtrk5WVhZ6eHhoaGsTExDB//nyg4IJRW1tbqlWrxuzZs8nMzOTBgwesX79e2q+rqyu3b99m27Zt5ObmcuvWLdasWYO7u3uJx1G/fn0qVarE/PnzyczMJCMjg6lTp0rVBkJDQxkzZgxJSUmUKVOGMmXKoK+vr3a4EMBns/px68hl2kz+Ck25jOshZ/l86WA6zvMlPPioStvbx68weHDf0iV/7jnC9OUbcWnSiPlrt/2V/LlgLZOXrGfwV10wMzHiwMnzzFixmepVLIn49Q7TV25VO8nzzr0HODnYSf2qlRZ66wH7z0TgYl+P+Zv2katQYKSvx4Tl3zNl1Q4G9/gMh3o1ibx5nyUrVlOlrTsug0ajuH4R7U79CpI/szLQ6TkMnR4B5BzdhlajVshtW6Fp9TE6nsPFUhZBeNEHupRFBAwJgiD8KSoqChcXF06cOCH9t3LlygAsW7aM8PBwvvvuOwAOHz7MkiVLiI+Px9HRkZycHGxsbBgyZIhK2uarkj/37dvHkiVLSElJoVy5cnTv3p0NGzYwY8YM2rRpQ3R0NJMnT+bKlSuUK1cOFxcXjh07JtUxv3z5MgsWLODOnTsYGRnRvXt3BgwYgEwmK5b4CRAdHc3cuXOJiIhAoVBgY2PDxIkTsbKyIiMjg+nTp3PmzBmys7OpUaMGY8eOxc7ODnXN/uirUp3vSbGnStU+49eQ1zd6kSK7VM3fRR1zxdbSz4Bnjtlc6m0E4d/qTQQMPV9WvIThy+gPWfm3+3tXxMBcEARBeCPEwFw9YmAu/Ne9kYH5kgFqt9UfFvS3+3tXxFIWQfhATZ48GRsbG2xsbKhXrx61atWSfrexsVG5SPBdc3V1Zf/+/W9t/0FBQVLJwKKmTZuGh4eHlMD2bxUREYGNjc1r2+3fvx9XV9f/q49ly5bh7e0N/LvfK4IgCCVSKtW/vUfEjLkg/AcULpn4t0a5vwsZGRn4+PiwcOFClSop/1UvLs0p9HfeK+crdCtV+znaWaVqv+vc209UzU8p/YcQWeU6pWqvOLSm1H2kd5xQ6m0E4d/qjcyYL/RVu63+iLV/u793RcyYC8J/1LVr1/jqq69o3Lgx7du3Z/v27dJjJaVGPn78mAEDBtCoUSOaNm3KzJkzUfxZS/rBgwf4+fnh4OCAi4sLK1eulBIoly1bRr9+/ejatSsODg5cu3YNZ2dndu/ezdWrV1VmZm1sbLC2tpbS0U6dOkXPnj1p0qQJDRs2pE+fPjx+/Fg6zoMHD+Lm5oaNjQ2urq6cOHFC6rNwNhgKUjq7devG7du3GTx4MKdO/bWEwtnZmaCgID7//HNsbGzo2rUrly9fLvGcKRQKpk+fTtOmTXF0dOSrr77i2rVr0uPnzp3Dw8ODRo0a0alTJ8LCwqTHvL29+frrr2nZsiUuLi4MHTqUMWPGqOy/8IPDpUuXsLa2lu4/f/483bp1w8bGhjZt2ki1ynfv3o2zs7PULiwsDHd3d2xtbenYsSO7du161VtAEATh/ZWvVP/2HhF1zAXhPyg+Pp4+ffowcuRINmzYwL179xgwYABGRkbS0oiiqZF6enp07NgRR0dHzp07R3p6On369GH9+vV89dVX9O3bFzc3N5YvX058fDwBAQFoaWnh5+cHwMWLF9m8eTO1atVCX19fOg4bGxuVJLWgoCB2795N7969iYuLY9iwYSxbtoyWLVuSkpJCQEAAy5YtY968eVy8eJFx48axfPlymjdvzsmTJxk2bBjHjh1Tea67d+9m3rx5rFq1ChsbG06dOsXQoUPZsmWLVE989+7drF27FgsLC6ZPn860adM4ePBgsfO2b98+Ll68yJEjRzA0NGTp0qXMnTuXrVu3cvPmTQYPHsyCBQtwdnYmIiKCgIAAypYtKy1LCQ8PJzQ0FB0dHX7//Xf8/f15/vw5+vr6JCQkcPHiRSZPnqxSFrHwtZkyZQru7u5cv36dvn378vHHH6sc28WLFxk+fDiLFy+mdevWXL16lUGDBqGvr0+HDh3+zttFbdXn9Of5rSjiNhRUYDFp1QCzzxqjIZORdvl3Eneeod7BmWTei0FTT5txWvD0yVMe3n7E4c2HAPCb5o++oR5mFcryNDGFsJATOHdtzdO0p3y9aBNGcqhRpSKenQvqq+88GEbEtd8wKWPE521bUKmCOdMWB1PWxBg9XV1iE59gYmRIjapWr91GT0ebm7fvYmNdjY+rVHhtiqeujjaxiSkMGjywdEmh53/EsZo5NcoZ09OuOgChV/4g4tETTPS06VS/Cp9WNAVg19U/+D0ulWEd38lLKAjvjz8nfz40YsZcEP6D9u/fT82aNfHy8kIul1OrVi28vb3ZunWr1KZoauTVq1eJiYlh/Pjx6OvrY25uTlBQEK6urpw+fZrc3FxGjBiBtrY2VlZWDBw4UGVfVlZW2NnZYWhoKEXKv6gwtj4oKAhTU1PMzMw4ePAgLVu2JDMzk/j4eExNTaVB6759+2jXrh0tW7ZEU1OTNm3a8P3331OmTBmV/e7atYsvvvgCOzs7ZDIZbdq0oV27doSGhkptunXrxkcffYSuri6urq5SwueLdHR0iIuLY8+ePTx8+JBhw4ZJz3PHjh20adOGtm3bIpPJcHBwoFOnTnz//ffS9s2bN6d8+fIYGxtjb2+Pubm59EFi//792Nra8tFHqhcfHjlyhE8//ZRu3bqhpaWFjY0N27Zto1q1airtdu/eTdu2bWnTpg0ymQw7Ozs8PT1VkkDftvtjgzFtY4vGn8mfxg61MahTFd1qFci6F4t2RTNk+roocxTITY3Zs3YPqyauorFzY2R/brNmymqWj13Os5RnrJq4imvnf2HxyMVs27adL907MDGgN2cvXf0r+fPcJWZ/HcCYAb0I3r6fyGu/06heLSYO9eH2H49oWMeaiUN91NrGsoI5DvVq0taxvlopnilpGeTkKkqdFGpjVRbXulacuxdHbl5BKbfjv0czs7Mdo9rWY/1PtwGIfPSEh8npKHm/ZvwE4V1Q5uerfXufiBlzQfgPio6O5tdff1UphZefn4+JiYn0e9HUyMTERExNTdHT05PuK0yhPHz4MMnJyTRu3Fh6TKlUolAoyM4uqIhRNPSmJOHh4UyePJlVq1ZRvXrBDKJcLufQoUPs3LmT/Px8Pv74YzIyMpDL5QAkJCRQp47q2t769esX2/eTJ09KTMi8ceNGic+1aMLni9zc3MjOziY0NJRvv/2W8uXL4+fnh6enJ9HR0Vy8eFHlnObl5akkhBbtB8DDw4N9+/bh7u7Ovn378PHxKdZnQkJCsTXxtWvXLtYuKSmp2P2VK1fmhx9+KPG5vC15TzOQGeujSH7G03PXiVqyG009bWouHsyd4Su4PXgpz28+pOHJbylTtuBDVHpqOgZGBqSlFIQMtenRhkvHLpKZngmApkyT8lXLY2Hw54Df0ID0jOeYljHGt+fnTFoQhKVFeXJyc2lu35DF67cze8VG4hKT0JCSP1+/zU+R16hVxZyk1HS1Ujxta1VnyfeHaN6kcemSQs0MSXyWhbGunPTsXEz1dfBpas2Ug5FYltEnJy+P6KcZnLwVw5eNa7Dhwu138toJwnvlPVuioi4xMBeE/yALCwscHR0JDg6W7nvy5IlKtZKiqZEVKlQgJSWFrKwsKSL+p59+4vHjx1hYWPDRRx9x5MgRqX1qaiqpqano6OgU29eL7t27R0BAABMmTMDR0VG6/8iRI2zevJkdO3ZIHwJmzJjB7dsFg5SKFSsSGxursq81a9bg5OSkcl+lSpWKJWQ+fvz4tR8WSvLgwQPq16+Ph4cHGRkZHD16lPHjx2NnZ4eFhQVdu3Zl2rRpUvvY2Fi0tP76M/vieXB3d2fp0qWcO3eO2NhYPvvss2J9VqxYkbNnz6rct3379mIz6+okgb4LWqaGKFIL0iyrjOrBje7TyM9RgJYMncrl0TI1gpuQk5BKWYuCDypGJoakp6VL+2jsYs/M/t9Ivzu0deD3+N+Je5JEBfOypD5Lx8jQAIC4xCS+GTWArOwcxs1dQUraM5zsGtDUrj4+o2cgl/+Z/KnGNmWMDIh69JCK5UxLTPHMysll/PLvuXDtNrFPUrCtVZ1ypsavTArNy8+XkkIjf/mVihbmPHxwE9sq5UjLzMVIt+CDZlzac6Z3akRWbh4T9kdw+Nco0rJyWX7mN27Fp3LjxjXq1i3+wVMQ/rPes+AgdYmlLILwH+Tm5kZkZCSHDh0iLy+P2NhYfHx8WL58eYnt69evz0cffcT8+fPJysoiPj6e2bNnk5qaSqtWrUhLS2PDhg3k5OTw9OlTAgMDmTRp0muP48mTJ/j6+uLp6Um3bqoVPdLS0pDJZOjo6KBUKjl79ix79+4lNzcXKBjUHj9+nAsXLpCfn09YWBirVq3C2NhYZT8eHh7s3LmTiIgI8vLyCAsL49ixY3z++eelPm+nT58mICCAqKgoDAwMKFu2LFpaWhgZGdG1a1cOHjzIhQsXUCqV3L17F09PT3bu3PnS/Zmbm9O8eXOmTJmCq6ur9KGnKFdXV3799VcOHDhAXl4eV65cYd68edKHnkJdu3YlLCyMsLAw8vLyiIiIYPv27S9NAn0baszzI+nQJapN74OGXIv47SexXjWcjxcNJGb1QbIexlPhqzZUndqL7OhE6jSuzeDZg/np6AX6T/ZFS66Fjp4OOVnZKt9aWNvWQjtNh+/3/cC0xcG0cWrMvKDN5OYqMDI0YNzclUxaEERA7x6YmRizP+wsM5auo1qVSkRcu6n2Ng+j4/jl9gMOnFUvxXPOhj3cfRRb+qTQqCQOXHuEs3VFvj1+ndy8fIx05UzYH8GUg1cY3KIOvs2smdGpEQEt62BrVVYMygXhReLiT0EQPhRWVlasWbOGhQsXMnXqVLS1tWnXrh1ff/11ie3lcjmrV69m5syZtGzZErlcTpcuXejfvz+ampqsX7+eefPmERRUEOLg5OTEhAmvL++2fft2oqOjCQkJ4bvvvqOwemujRo1YuXIlV65cwdXVFZlMRo0aNfD29mbHjh3k5uZiZ2fH7NmzmTVrFtHR0VhZWbF8+XIpqbOQq6srz549Y9KkScTFxWFlZcW3335LkyZNSn3evvrqK2JjY+nZsyfp6elUrlyZxYsXU6FCBSpUqMCcOXOYN28ejx49wtDQkC5dujBw4MBX7rNbt24MGjQIDw+PEh+vUqUKq1evZsGCBUydOpVy5coxbdo0bG1tefDggdTOxsaGRYsWsWzZMkaPHo25uTnDhw9/6X7fhntjVMsAJu48Q+LOMyr33fJbKP38bQnlEhW5CuYOmqty38ZZGwBYubF4uUTnpnY4N1VNJ50zNuCVx/mqbUoql9i6cV1aN66rct/iUX2ln2VaMlYvLJjhHz+iII2wsU19GtuoDqanjBkKgOKQPi9q/YklrT8pXsazkokBEzvYkF7sEUH4j3vP1o6rS9QxFwRBEN4IUcdcPaKOufBf9ybqmGdM6qF2W4MZL//m8t9GLGURBEH4gBWt+y4IgvDBEEtZBEH4t3hZauP77MCBAyxcuJD09HT09PRwcXFhypQpb2TfY8eOBWDOnDlvZH/vi5s3b9K9e3eVCjRvU6OQ0q3b3350f6na50UeLVV7gLwfL5ZuA5ms1H0o61q/vlERWq5+pe5DVEwUBFXvWxlEdYmBuSAI/wqdOnWiU6dO//RhfFDS0tKki2UFQRA+KO/ZTLi6xMBcEN4DV65cYebMmdy7d49atWoVK5V37tw5Fi9ezIMHD7C0tGTYsGG0adMGgIiICGbNmsXDhw8xMzOjTZs2jB49Gk1NTdLT05k/fz6nTp1CoVDQvHlzxo8fT5kyZbh06RITJ06ke/fubNy4kZycHHr37k2tWrWYP38+iYmJODk5sWDBArS1tfH29qZu3bpcvnyZu3fvUrNmTSZMmEDDhg2BglKDs2bN4pdffsHQ0BAPDw/8/f2RyWQsW7aMO3fuIJfLOX36NEZGRri7uzN8+HAAsrKyWLJkCYcPHyYrK4u6desybty4YumXhU6cOMHChQuJjo7GwcEBAFNTU+nx/fv3s2bNGmJjY6levTpff/21Sv3xorZv305wcDBPnz7F0tKSfv364e7uTlRUFC4uLpw4cUK64HTChAnk5eUxZ84cEhISmDBhAr/88gu6uro0bNiQqVOnYmZmprL/CxcuMHDgQM6fP4+BQUE5v0OHDjFv3jxOnTrF8+fPX/kajRs3Dg8PD7Zt20Zubi5NmjThm2++ISUlBV9fX6DgwtCtW7dSpUoV5syZQ3h4OImJiZQpUwZvb2+pfvrx48dZvHgxcXFxmJub07VrV2kfrxIfH8+cOXMwfB5PDcvy9HQuOJchZyKJuPUQE0N9OjetT3pmNgcvXAfgTmI6G6eNw0CRSX78YxSXCuqtazVug6zapyifP0Nx9TT5KYnodOpPXEwU3+45gmFWMjXMy9CzSS0AQi/dIuJ+HCYGunSyrcGnlcvRa+VhPipvjLFpWUb7jEQrK4P8uEfknj9c0EeT9shq1EOZkYbi8knyo+6Crj66X40CLTnKJzHkxz8m96eCEqBaju2QVa9b0D7yFPnJCeh08YPMDOLTnzNv5XKMdeVqJ3ne+m0ZfTw9GDFxplppoQb6ejzL0WLUqLGvfS0E4T/jAx2YizXmgvAvl5KSgr+/Px06dODy5cuMHj2asLAw6fHCKPgBAwYQHh7OxIkTGTdunBR1P3r0aHr06EFkZCQbNmyQSvoBjBs3jqioKPbu3cuxY8fIz89nxIgR0r4fPXpEbGwsZ86cYcGCBSxfvpzt27cTEhLC/v37uXTpEocPH5ba79ixg9GjRxMeHk7Lli3x8/MjJSWF58+f07dvX6ytrTl37hwbN27khx9+YN26ddK2x44do3nz5oSHhzNjxgyCgoK4fr1gEDd16lQuXbrE999/z9mzZ6lbty59+/bl2bNnxc7X/fv3GTZsGIMGDSIiIoLu3btz7tw56fGTJ08yffp0pk6dSnh4OL6+vvj6+pa4Fvvx48dMnz6dVatWERERwejRo5k+fXqJ/b5owYIFmJqacv78eY4cOUJ6ejqbN28u1s7R0ZFy5cqpBAHt3buXLl26oKmp+drXKDo6msTERMLCwggNDSUyMpIdO3ZgZWXF2rVrAbh69Sp16tRhwYIFxMbGsmvXLq5cucK4ceOYP38+jx49Iisri5EjR/L1118TGRnJwoULWblyJffv3y92zC/avn073t7eTPiqA+eu3fkrMTPiJrP6uzP6i3asO/wTDrWrMaNfZ5xtrJk6ehg6ET+Qsz8YmbUtaBYsIdGq24TskGXkHN6IvEUXNAzLkHN6F9uDluHl1paJXh0493vUX4mZ1x8y84vmjHJtzPrT14lPzSAzV4Fcpslnnd1Rnj9E9q4gZHXs/uqjQTOyty4kZ18w2m0KLljVbtMDDZNyKH45T/aeNchqNfqrff2mZG9bTM6B9Wg7e6BpZELuyVCydwex84cTfNnSlgmfNVQ7yTMzM5tdB46qnRb69TB/TE1NuX79l9e+FoLwn6HMV//2HhEDc0H4lzt9+jT6+vr4+Pggl8tp1KiRSgm810XBa2trc+LECc6cOYOZmRlnzpyhWbNmJCUlcezYMSZMmICZmRmGhoaMGzeOH3/8kUePHkn7HzJkCHK5XAru8fT0pEyZMlhZWVGzZk2VUJvu3bvj4OCAtrY2gwYNQkdHh9OnT3P69Glyc3MZMWIE2traWFlZMXDgQCnOHqBatWq4u7sjk8mk6Pp79+6RnZ3NwYMHGT58OJUqVUJHR4dhw4ahqanJ6dOni52vw4cPU69ePVxdXdHS0qJNmza0bt1aenzbtm14enpiZ2eHTCajXbt22Nvbs2vXrmL70tTURFNTk5CQEH7++WeaNm1KREQERkavryigo6PDtWvXOHLkCJmZmQQHB0vfABSloaFB165d2bdvH1CQsnrhwgU8PDzUfo0CAgLQ1dXFysoKe3t77t27V+IxBQQEsGDBAgwNDUlISEBXVxelUkl8fLx0zAcOHODixYvUqFGDyMhIKYn1VZ48eULFihUBMDbQJT2zIPHVp2MzJm84wOoDZ8lRKABQ5OWz43QkdWtWR5maVLCDzAzQLSghmHNmD9oeg5C37l4we50QhTL+Eck6ZahQzgxlejLGetqkZxWEYfm0rseU0POsOfkLOYp8dLRkzOzhxOSuTZHrGfHrg4L3p/J5OugV9JEbFopOz6Fot+sJsoKAn5yDGyFPgTL9aUH7zHTpmHJP7ELniwC023wBMjn58Y/Jj32IrJYtT1KfYSEreL6FSZ6AlOS55tzvKkmeXzSqjq6uDoED+6FfJEkX/koL1dXRUUkLBShf3pwnTxJf+1oIwn+FUpGv9u19IpayCMK/XHx8PBUqVFBJjaxSpQo3b94EeG0U/MaNG1m6dCkTJ04kJSUFJycnpk6dSkJCAgA9eqiWnNLR0eHx48dSYmXhEhDZnxfFFR2UampqUrTiatWqVVUeq1ixIgkJCWhqapKcnEzjxo2lx5VKJQqFguzsgkHNi3H1crmc/Px8UlNTyc3NpVKlSir7trS0LJb8WXi+CgeJRc9XSkqKdL7Cw8PZtm2byvkqU6ZMsX1VqlSJjRs3EhwcTL9+/dDU1MTd3Z3Ro0cXa/uiCRMmsHLlSlavXs2YMWOoU6eOlBL6Ig8PD1auXElsbCyHDx+mUaNGWFlZce3aNeD1r1HRc1d43kqSlJTEnDlz+PXXX6lYsSJ16xbU5s7Pz0dXV5etW7eyatUqhg0bRlZWFu3bt2fChAklnpuiKlasSFxcHKZAakYWRvoFM8HxyWnM6Nu5IDFzXcEHj9M/36adXW2UOc/RMC5bMDjXN4SsgrRQzTJlydm1AuQ66HQfUvCcWntQMT2M6ItHKfeROWmZORjpagMQ9zSD6d2cyMpVMGHnOWKfZvD0ecF7KvvZU7RNysLTdDT0jQo+AAAaJuXI3r4E5DroegVKz0OZ9RwNw4LnqqFvJB2Thkk5sncsK2jvOazgmNp0h6xMzBN+ID6tNhWM9dVO8rydocnPN24WO48vSwsFSExMoFq1139IEoT/jA90KYsYmAvCv1yFChWIjo4mPz8fTc2CL7ni4uKkx18VBZ+Tk8Mff/zBjBkz0NLS4u7du0yePJlZs2ZJAUBHjx6VBnZ5eXncu3ePqlWrSkthXoyRf5Wix5Wfn09MTAyVKlUiPz+fjz76iCNHjkiPp6amkpqaWizB8kXlypVDR0eHqKgoatSoIe07Ojq62GC+8Hy8GGEfFxcn9WNhYYG7uzt+fn9Vxnj8+DGGhobF9pWcnAxAUFAQCoWCyMhIAgMDqVatGs7OzkDBOSuUkpIiJY/+/vvveHl5ERgYSGJiIitXriQgIICLF4tXCbGwsKBp06YcOnSIAwcO0L9/f+l+eP1rpK7hw4fTunVr1qxZg5aWFikpKYSEhACQnp5OUlISixYtQqlUcuPGDcaMGUNQUNBLg6cKde/enTlz5qCTFo2LrTXzdxxjVI+2GOnrMmHdXhR5+Qx2bwnA9fvRuDWtR17cHeRNOqC0bUXer5fQ7tiHnCObUWZloNNtCMhk5BzfjlbDFmg1bEE3LQPmbd/L/utROH9ahW8PXWZkRzuM9LSZsPMcivx8Bre1wbyMAevPXOen29HoGt5iWK9+kJOJ4voFtD/vT87+9SgzM9D5MhBkWuQc+etbm/yoe2jVb4rM6mMU1y+i3akfOQc3FhxTz2EF7Y9uQ6tRK+S2rch7fIcvho1hblAQ+4skeY5sU09K8lTkKRncog4fmxe8L6KfZrAxWouGdWtL/c5auJLRQ3yltFCFQoF/H08+rVWTAz+cZPbiILKVetSr16BUr7cgfNBEVRZBEP4Jzs7OzJ8/nxUrVjBgwABu3rxJSEgIn3zyCYB0gd5nn32Go6Mj9+7do3///nTv3h1fX19GjBhBv3796NevHxUqVEAul2NqaoqFhQVOTk7Mnj2byZMno6enJ60hP3HixP91rDt27KBt27Z88sknrF69GoBWrVqRn5/P3Llz2bBhA15eXjx//pwRI0aQl5fHpk2bXrnPwlnqJUuW8PHHH1OuXDlWrlxJdnY2rVq1Ktb+888/Z+3atYSEhNClSxcuXLjA8ePHcXNzAwpmp+fNm0fTpk2pW7cukZGR+Pn5MWnSpGLx9bGxsfTr14/Vq1fTpEkTLC0LkhlNTU0pW7YsxsbG7Nu3j4EDB3L16lUuXLhA+/btgYLBvJaWFrNnz8bU1BQDAwOVC1Bf1L17d2bPns2zZ89o164dwN9+jbS1C2aVnz17hpGREWlpaejp6SGTyUhOTmbmzJkAKBQKMjMz8fX1Zfbs2bi5uWFpaYmmpuYrj7lQ+fLlWbBgAVnnVMt3traxprWNainBwO4uBT/kZpF9YEmxfeXdjCDvZoT0uyLhMYqfz2IMzGpnU6x96zpVaF2nisp9879sJf2cvXVB8T5+vUTer5eK3Z9zYEOJ5RLzfg0n79dw6ff8+EcoIk8DYATMdq1fbJtXJXlO8Sr4UFiatNCnyvLF9iUI/2kf6Iy5WGMuCP9yxsbGrFu3jvPnz9O4cWMmTZokDf4AbG1tpSh4Ozs7fHx8cHd3Z+DAgWhra7Ny5UpOnDiBg4MDzs7OmJubM2rUKADmz5+Pjo4Obm5uNGnShKtXr7Jhwwa11lCXxN7enqlTp+Lo6Eh4eDgbNmzA0NAQY2Nj1q9fz48//kjz5s1p3749pqamLFq0SK39jh07lsaNG/Pll1/i6OjIL7/8wqZNm4pVOAGwsrIiKCiILVu20KhRI1atWkXbtm2lx93c3Bg8eDBjxozBxsaGsWPHMmzYsGKDcoBPP/2UyZMnM3XqVGxsbPDy8sLLy4sOHTqgra3NtGnTOHLkCPb29qxbt46uXbtK206bNo38/HxcXFxo3Lgx165dY+nSpS99jq1atSI7Oxs3NzeVbxH+zmtkbW2NjY0NzZs358KFC8yePZtDhw5ha2tL165dqVChArVq1eLOnTuUL1+epUuXsnbtWmxtbaX++vTp89p+BEEQ3rkPNGBIQ1l0gaggCKWWnp5OTk5OiYPEf8rjx4+xsrJ6p316e3tjb2/PkCFD3mm/wr/HizPmr5NXyoAhzUbFZ8xf28c7CBiSvYOAITFjLnxIypf//yZ/ikrzbad2W+O1x/52f+/KB7GUpaR6wu8La2trNm/ejIODA66urvj7+9O5c+di7S5dukSvXr24devWP3CUHyZnZ2cCAgJUZjn/H+3atWPRokVSvex/2ttOe7xw4QJTpkwhOTkZXV1d6tevz8qVK99KX+/Km0wG3b9/P6tXr+bQoUN/e19vWk5ODv7+/ly/fh0tLS3KlSvH/PnzqV279us3VsOzWu6l26C07f8fzf+FHxTFdJgg/H3v2Uy4uj6IgfmH4t/4P3Lh9ZKSkv7pQ1DxttMemzRpwrFj78/sw7vWuXPnEj9c/xtoa2uzYcOGf/owBEEQ/jblWxqYP3nyhIkTJ3L58mV0dXXx9PQkICCgWLv8/HyCg4PZvn07T58+pX79+owfP166/isjI4Np06ZJZX3d3NwYN24ccrn8lf1/UGvM9+/fz2effUbDhg3p378/iYkFNV9zc3OZN28eHTp0wNbWlmbNmjF37twS9xESEoKzs7NKCbg1a9bQs2dPoKDG8IgRI2jatCktWrRg5syZZGVlAbB79248PT355ptvcHBwoFmzZkyePBnFn/V7c3NzmT17Ng4ODjg6OhIcHKzSt7OzM7t37wYgISGBAQMGYGtri4uLC+fPn1dpe+vWLXx8fGjcuDGtW7dm3rx5Utm5F40dO5ZvvvkGX19fbGxsaN++PZcvX2batGk0btwYJycnQkNDpfYPHjzAz88PBwcHXFxcWLlypVR5YtmyZQwdOpSRI0fSqFEjWrVqxeLFi6Vts7KymDt3Li1btsTBwQEfHx/u3r0rPb58+XJatmyJvb093bp148yZMyUe8+7du/niiy+YOnUqtra2NG/eXApLgYJlE19//TUtW7bExcWF7OzsV54TpVJJUFAQTk5O2NnZMXfuXJVqGt7e3ixbtkz6PSIiAmvrv76e/vXXX/H29sbGxoYWLVqwatUqAGmtt6+vrxQeExYWhru7O7a2tnTs2FGlPnZERARdu3alUaNGtG3blrlz5760tN2r3msZGRmMGDFCep/179+fhw8f8vjxY5W0x99++438/Hw2btxI+/btady4Mb179+bOnTsl9glw6tQpevbsSZMmTWjYsCF9+vSRwnde9R7/7rvvGDx4MKtXr8bFxQU7Ozs8PT25cuXKS/uKjIzEw8ODhg0b0r17dxYsWIC3t7fUV2Hlk0Jt27aV/o3k5OSwaNEinJ2dcXBwYNCgQSWWTyx07do1vvrqKxo3bkz79u3Zvn37S9sWNXbsWCZMmEDfvn1p2LAhbm5uKvXTra2tmT59Og4ODgwfPlzluHfv3o23tzezZs3C3t6eJk2asH37drZt20arVq1o1KgRU6ZMkfaVnp7OlClTaNGiBU2bNuXrr78mNTUVKPjWrGXLlgQGBmJnZ1diWFFCQgLDhw/H2dmZBg0a0K5dO6k+euGxbt68mfbt22Nra4uXl5fKeyEiIgJPT0/p/bl27VqVfyeCIAj/Gm9pjXlgYKAUDrdx40Z27drFwYMHi7XbvHkz69evZ+HChYSHh+Pi4kKvXr2kal4zZswgKSmJEydOsG/fPq5cucL69etf2/8HNTC/desWoaGhnD59msTERFasKIg63rRpEz/++CPfffcdV65cYfny5WzevFlKPyyqY8eOpKSkEB7+1xX4+/btw8PDg/z8fAYOHIhcLufYsWPs2bOHu3fvMmvWLKntlStXKFu2LD/++CNr1qzhwIEDUkrjypUrOXPmDKGhoZw8eZLbt2+/9LkEBgaira3N2bNn2bJli8oA9unTp/Tq1Yu6devy448/smXLFi5evPjKr+F37NiBj48PkZGR1K1bl969e/Pxxx9z4cIF/Pz8mDZtGrm5uW81ofHixYts2bKFHTt2EB4eTvfu3aUL5Ery888/o6enx4ULF1ixYgXBwcEqg9zw8HBCQ0PZs2cPmZmZrzwnu3btYvPmzaxdu5affvoJuVyuUtrvVVJSUujXrx8ODg5cunSJTZs2sWXLFg4dOiSlNa5du5ZevXpx8eJFhg8fTkBAAJcvX2b69OnMnTtXKhP4qhTOol73Xlu3bh1JSUmcOnWKU6dOUa5cOVasWFFi2uPWrVvZtGkTS5Ys4aeffqJdu3b06dOnxPTKuLg4hg0bxsCBA7lw4QKnTp0iNzdX5UPLq97jK1asYMeOHaxcuZILFy7QuXNnfHx8VEKICiUnJzNgwADpg+KoUaOkUCR1LFy4kLNnz7J582bOnDlD9erV8fPzkz4IFxUfH0+fPn3o0KEDP/30E0uWLCEoKEjtb6n27NlDjx49uHz5Mn379iUgIEAlETMuLo4zZ84wffr0YtuGh4dTtmxZLl68yJAhQ5g+fTpXrlzh6NGjbNy4kZCQECIiCqqQvC7lMy4ujtq1a0sBRC+aOHEienp6HD58mCtXruDp6cmUKVPIyMiQ2hw+fJjvvvuOs2fPoqury7fffgsUJKb27duXzp07c/HiRZYvX862bdvEDLsgCP9O+aW4qenhw4eEh4czcuRIdHV1qVmzJr1791YJwyt0+PBhvL29adiwIVpaWnh7e2NqasrRo0fJysri4MGDDB06FCMjIypWrMjgwYNL3M+LPqiBub+/P4aGhpiYmNCyZUsePnwIFJQhW79+PeXKlSMpKYmsrCwMDAyktLuiDAwM6NixozTLdO3aNWJiYujYsSM3btzg5s2bTJ48GUNDQ8qWLcuIESMIDQ0lJ6cghU5XV5cBAwYgl8v59NNPsba2llL49u3bh4+PD1ZWVujr6zNx4sQSa0RHR0cTERHByJEjMTQ0pGLFiioX1IWFhSGXyxk2bBg6OjpUqlSJkSNHsmvXrpcOcps2bYqjoyOampo4Ojqir6+Pl5cXWlpatG7dmpycHBITE99qQqO2tjbp6emEhoZK66BPnDgh1eZ+UdmyZRk5ciQ6OjrUr1+fHj16sHfvXunxwr6NjY1fe0727dtH9+7dqV27Ntra2gwdOlStMnBQkLypo6PD4MGD0dbWplq1amzatEklLKfQ7t27adu2LW3atEEmk0mzxoW1ol+Wwvmi173XdHR0uHfvHgcPHiQxMZFZs2Yxb968Eo9/27Zt+Pv7U6tWLeRyOV5eXtIfjxeZmZlx8OBBWrZsSWZmJvHx8Ziamqp8iHnVe3zXrl34+vpibW2NXC7H09MTa2vrEmcbTp06hZ6eHr6+vsjlchwcHOjWrZtar4lSqWTHjh2MGDGCypUro6urS2BgIDExMVy+fLlY+/3791OzZk28vLyQy+XUqlULb29vtf5IQsG3WR06dEAul+Ph4cGnn37K4cOHpcc7duyIrq6uVMO8KAMDA/z8/NDU1MTJyYm8vDz69euHrq4u9erVw9zcnKioKLVTPt3d3ZHL5RgYGBTra/r06UycOBFtbW3i4uIwMDAgMzNTmnUH6NWrF+bm5hgaGtK+fXvptTtw4AC1a9fG09MTuVyOtbU1AwYMkN67giAI/ybKfKXat7S0NKKioord0tLSVPZ5584dTExMVDIyqlevXuL1ffn5+ei9kN6rqanJ/fv3efDgAbm5uXz88ccq+4mPj+fp06evfF4f1Brzov9TlMvl0sxZZmYm33zzDZcvX8bc3JzatWujVCpfOojt3r07Pj4+TJ48mb1799KhQwcMDAyIiooiLy+Pli1bqrSXyWRER0cDBYPJooPtoil8CQkJVKhQQeV4S0rUK/zAUDS9sEqVv+r0JiUlSTWGC1WuXJns7GySkpIoX7741fsmJiYqx1v0XBUeb2Foy9tKaOzUqRNLlixhy5YtrF27FgMDA7y8vBg4cGCJg/PKlStLyYYAlpaWKmubix7H685JQkKCyvnU0tKSalK/TmJiIhUrVlR5XYv+YysqKSmp2IV0lStXlmbWX5bCWfR9Abz2vVY4mN2+fTtTpkyhatWqBAYGSvWvi4qOjmbu3LnSzCgU1K0ufM8WJZfLOXToEDt37iQ/P5+PP/6YjIwMlTVxr3qPP3nyROX1L3z+MTExJZ6rF89r1apV+e2334q1fVFycjLPnz+XPvgVfV4lzc5HR0fz66+/qqRu5ufnq/y7eJWiiaZQ8F4sTE6F4v8miipTpoz0HAuP9cX01MJ/e/D6lM+S/n0XioqK4ttvv+WPP/7AyspKOu6if+vKli0r/aylpSU9lpSUpPZrJwiC8I9TqL9EZdOmTSxfvrzY/QEBASoTnxkZGcUG23p6etIy0qLat2/Pd999R9OmTalRowahoaH88ccf2Nrakp6eLm1bdD9Aifsq6oMamL/MpEmTMDY25uzZs+jo6JCfn1/ibGehhg0bUrFiRcLCwjh8+LBUccLCwgI9PT0uXbokxZNnZmYSExNDlSpVXpvCZ2FhoTJoeP78eYnLCQoHaY8fP5aSDovOWFpaWhITE6OSBPno0SPkcvlLo7PVTW+0sLB4awmNsbGxmJubs2HDBnJycjh37hzDhw/n008/LTEoJj4+HqVSKR17VFSUStWdos/pdefkxXOvVCpVBlaampoqSyCKfqKtUKECcXFxKsdy5MgRNDQ0+Oyzz1SO2dLSstjA8NGjR5QvX/6VKZwv1rd+3Xvt9u3btGnThn79+vH06VO+//57AgMDX5oqOXz4cDp27Cjdd//+fczNzYu1PXLkCJs3b2bHjh3Sh8EZM2a8ctlVUZUqVSr2/B8/foyTk1OxtlZWVsUSTYt+i/Xia6JUKqXXxdTUVLqQsUGDv9IQ79y5U2JlJgsLi2LXdTx58kT6put1Xlz2FBUVRZs2baTfX/XvqzT/9uD/T2LNzc3F39+fwMBAvLy80NDQ4MaNGxw4cECt/i0tLYuFFhW+dwVBEP5tSnPxZ+/evenSpUux+1/8llNfX7/YwDkzM7PEZOh+/fqRlZXFoEGDyMnJoUOHDjg5OVGmTBn09fWBgkF44c+ZmZkAJe6rqA9qKcvLpKWloauri6amJunp6cybN4/09PQS16IW6tatGwsXLsTU1BRbW1sA6tevT6VKlZg/fz6ZmZlkZGQwdepUBg0apNZx9OjRg+DgYO7fv09WVhZz5swp8cIqS0tLnJycmDdvHmlpaSQkJKis8W3VqhVKpZIlS5aQk5NDdHQ0ixYtwtXVVUr6+3+1atWKtLQ0afD89OlTAgMDmTRp0mu3LZrQGB0dTXZ2NkuWLJESGm/cuEH//v35/fff0dbWlgYiL1tSEhcXx5o1a8jNzeWXX34hJCSk2Gxi0eN+1Tnp0aMHO3fu5JdffiE3N5eVK1dKFwdDwfKckydPkpycTHJyskoaZcuWLcnJySE4OJjc3Fzu3bvHzJkzpZlGuVwufcDq2rUrYWFhhIWFkZeXR0REBNu3b5fCa0aMGMH69etRKBQqKZwvet17LTQ0lDFjxpCUlESZMmWkPwTa2toqaY9QkHS5atUqHjx4gFKpJCwsjM6dO3Pz5s1i/aalpSGTydDR0UGpVHL27Fn27t2rdpUXDw8PgoODuXXrFrm5uWzbto3ffvtN5UNB0ddMW1ubpUuXkpOTw82bN9mxY4f0ePXq1UlISODs2bPk5eWxceNG6TlpamrSpUsXFi5cSHx8PPn5+WzdupUuXbqovK6F3NzciIyM5NChQ+Tl5REbG4uPj0+JMygl+eGHH/jpp59QKBSEhIRw9+5dOnXqpNa26iqa8pmamkpOTg5Llizhq6++eumF3UXl5OSQlZWFnp4eGhoaxMTEMH/+fIBX/q0r5Orqyu3bt9m2bRu5ubncunWLNWvWlBi8JAiC8I8rxRpzY2NjKleuXOz24sC8Zs2apKSkSBdwAty7d6/Eb8nj4uLw8PDg5MmT/Pjjj3z99dfcunWLevXqUbVqVeRyucq1SPfu3aNChQpiYA4FM+Y3b97E3t6ezz77jPT0dJycnF5ZmaJz584kJCSoXGAll8tZvXo1MTExuLi40Lp1a54+fUpwcLA0q/kqvr6+dOrUCS8vL5o3b46RkdFLv0pfsGAB+vr6tGrVim7duqmsQzYyMmLdunVcu3YNJycnunfvjp2dHVOnTlX7nLzM20xobNu2Lf369WPgwIE0bNiQ4cOHM2HCBJUZz6LKly8vzbaOGDGCESNGqCReFvW6c+Lm5saQIUMYNmwY9vb2REVFqVRd8ff3p3z58rRt2xZPT09cXV2lx8qUKcP69es5e/YsTZs2pX///vTv318abPbo0YORI0eyfPlybGxsWLRoEcuWLcPOzo4JEyYwfPhwPDw8XpvCWdTr3muBgYF89NFHuLq6Ymtry549e1i1ahU6OjrF0h59fHxwc3PD19cXW1tbFi9ezNy5c0v81qhr1640bdoUV1dXHB0dCQoKwtvbm4cPH6o1OO/Xrx/du3dn0KBB2Nvbs2fPHoKDg6VvUIrS09Nj/fr1XLt2TaruUrQWfP369fHz82PChAk0bdqUmJgYlWMeN24cderUoWfPntjZ2bF7927WrFmjsuyrkJWVFWvWrGHLli04OjrSrVs3bG1tmTx58mufE4CdnR1r1qzB3t6e7du3s3btWrWXQpXG30n5NDAwYNasWaxYsQIbGxt69+5Ns2bNMDMzU6mM9DJWVlYEBwezb98+HB0d8ff3x8PDg8GDB7+JpyYIgvBGlWaNubqqVq2KjY0N8+bN4/nz59y9e5fNmzeXONt+6NAhBg0aREpKChkZGSxYsABtbW1at26Nvr4+7du3Z9GiRTx9+pS4uDhWrlxZ4n5eJJI/hX+l3bt3s3z5ck6ePPlPH4rwDi1btozw8HC++650CZJv05sMH/onvMsU2MTE4kvzBEEQXvQmkj+TP2/5+kZ/MttXcmnmkiQkJDB9+nQuX76MXC7nyy+/ZNCgQcTExODq6sratWuxs7MjNzeXWbNmceTIERQKBY0bN2bixInStTrp6enMnDmTM2fOkJeXR6dOnRg7dqzKtXMl+U+sMRcEQfin/fzzz6xbt46IiAiys7OxtLSkW7du9OrVi8uXL0vJvoV//A8dOvS3Z+W///57jhw58q/6oCMIgvAmKEtRBrE0zM3NS1zmaGlpqXItoVwuZ8qUKSpZFEUZGhoye/bsUvcvBuaCIAhv2aFDh5gwYQKjR49m9uzZGBgYcO3aNUaOHMn9+/dVlk69+Mf/7/i3pdIKgiC8KcrXXzrzXhJLWQRBEN6i7Oxsmjdvjq+vr5TKWujKlSts2bKFzz//HD8/P27dukVUVBQuLi6cOHGCypUr8+DBA2bNmsUvv/yCoaEhHh4e+Pv7I5PJWLZsGXfu3EEul3P69GmMjIxwd3dn+PDh7Nmzh0mTJpGXl4eZmRnnz58nPT2d+fPnc+rUKRQKBc2bN2f8+PGUKVMGhULBrFmzOHr0qFQqc8yYMdSvX1/t5yqWsgiCoI43sZTlSXv1l7KU+0H9pSz/tP/ExZ+CIAj/lMjISFJTU3Fzcyv2mK2tLQsXLkRXV7fEbf9OEm+XLl3w9/fHzs6O8+fPA69OFt23bx8XL17kyJEjnD9/nkaNGjF37ty3cEYEQRD+PmW++rf3iRiYC4IgvEWFZbdeFUL0Mn8nifdFr0sW1dHRIS4ujj179vDw4UOGDRumdjKqIAjCu/ahDszFGnNBEIS3qDDIKTExscSLOZ88efLSbf9OEm9J+4KXJ4u6ubmRnZ1NaGgo3377LeXLl8fPzw9PT081n6kgCMK7874NuNUlBuaCIAhvUcOGDTExMeHIkSP4+PioPBYREYGXl9dLMwj+ThJvSfuClyeLPnjwgPr16+Ph4UFGRgZHjx5l/Pjx2NnZUbNmzVL1JQiC8LYp89RLVX7fiKUsgiAIb5G2tjYTJkxg2bJlbNu2jYyMDBQKBRcuXGDUqFF0796d6tWrl7jt30niLey7MC31dcmip0+fJiAggKioKAwMDChbtixaWlpqhRsJgiC8a8p8DbVv7xMxYy4IgvCWde7cGRMTE9avX8/ixYvJzc2lUqVK9OnTR6pjXpLCJN558+YRFBQEgJOTExMmTFCr39atW7Nt2zYaNWrEjz/+yPz58/n2229xc3Pj+fPn1KlTR0oW/eqrr4iNjaVnz56kp6dTuXJlFi9eTIUKFd7YeRAEQXhTPtSlLKJcovDee5fJhoLwvklPTycnJwczM7O33pcolygIgjreRLnE6CbOaretdOH9SREXS1mE99r8+fNZsWLFO+/X2dmZ3bt3/1/bPnnyhB49etCoUSOaNGlC165diY+Pf8NH+G5dunQJa2vrf/owhBK0a9eOO3fu/NOHIQiC8EaJqiyC8C/0PiYblitXjp07d/7ThyH8R7yP/0YEQRBe531bO64uMWMuvHWjR49mzJgxKvf5+PiwcOFCAK5du8ZXX31F48aNad++Pdu3b5fajR07lsmTJ+Pn54eNjQ1t27aVaiuvWLGCAwcOcODAAbp16wbA1atX6dWrF05OTtSvX58vvviCGzduAKBQKJg+fTpNmzbF0dGRr776imvXrr30uPfv34+bmxuNGjWie/fuREREqPV87927h7+/P61ataJ+/fp06tSJc+fOARAVFYW1tTU7d+7E2dkZOzs7+vfvrzJjHhYWhru7O7a2tnTs2JFdu3a9tC9nZ2eWL19Ohw4dsLGxoVevXvzxxx/S47t376Zr1644ODjQqFEjBg8eTEpKCgAJCQn4+vpib29PixYtGDp0qFRzOz09nYkTJ9KuXTtsbGxo1aqVSqhNQkICAwYMwNbWFhcXFynAptCtW7fw8fGhcePGtG7dmnnz5knl/V509+5dvLy8sLOzw9nZmfHjx5OZmQmAt7c3y5Ytk9pGRERIM/OF53Lr1q04OTlhZ2fHuHHjyMjIkNq/6jV0dnZm0qRJNG3alC+++OK152vZsmX069dPevzatWukpKQwYcIEmjVrRpMmTRg6dChxcXFAwbcIzs7OrFixAicnJxwcHBg+fDjp6eklngeFQsHSpUtp0aIFtra2eHt7S/XIs7KymDt3Li1btsTBwQEfHx/u3r0rbbt8+XJatmyJvb093bp148yZgpS79u3bA+Dr68vmzZuBV7+/IiIi6Nq1K40aNaJt27bMnTu3xNKLgiAI/7T8PA21b+8TMTAX3rru3btz/Phxnj9/DhQM6i5evIiHhwfx8fH06dOHDh068NNPP7FkyRKCgoI4dOiQtP3u3bvp3bs3ERER+Pn5MWvWLBITExk8eDCdOnWiU6dOhIaGkp2dzYABA+jYsSNnz57l4sWLVKxYkdmzZwOlSzY8efIk06dPZ+rUqYSHh0tx6o8fP37t8x06dCi1atXi+PHjRERE0KRJk2JVNM6cOSOlLyYkJLB69WoALl68yPDhwwkICODy5ctMnz6duXPnqpTLe1FISAiLFi3iwoULfPTRR/j5+ZGbm8u1a9eYMWMG06ZN49KlSxw6dIi7d+9KA7QFCxZgamrK+fPnOXLkCOnp6SqPxcbGsmvXLq5cucK4ceOYP38+jx49AiAwMBBtbW3Onj3Lli1bpIEgwNOnT+nVqxd169blxx9/ZMuWLVy8eJE5c+aUePxTp07Fzs6O8PBwQkNDuX79OgcPHnzteS70ww8/sH//fg4fPsydO3eYPn06oN5rePPmTY4dO8batWtfe74KX5/x48dz4sQJ6tatKw3EDxw4wPHjxzEwMMDf3x+FQgEU1A5PTEwkLCyM0NBQIiMj2bFjR4nPY+XKlRw4cIANGzYQHh5O3bp1GTx4sHSOLl26xPfff8/Zs2epW7cuffv25dmzZ1y8eJEtW7awY8cOwsPD6d69O9OmTSM/P58ffvgBgLVr19KrV6/Xvr9Gjx5Njx49iIyMZMOGDRw8eJALFy6o/VoIgiC8Kx9qVRYxMBfeOnt7e8zNzTl27BhQMItpa2vLRx99xP79+6lZsyZeXl7I5XJq1aqFt7e3SuKgo6MjzZo1QyaT4e7ujkKh4OHDh8X60dLSYseOHfTs2ROFQkFsbCwmJibSDGZpkg23bduGp6cndnZ2yGQy2rVrh729/StnrwsFBQUxePBgNDQ0iI2NxdjYWDqGQn5+fhgbG2NmZkbr1q2lmdHdu3fTtm1b2rRpg0wmw87ODk9PT0JCQl7an4+PD7Vq1UJXV5dx48YRHR3N1atX+eSTTzh48CD16tUjPT2dxMREzMzMVM7HtWvXOHLkCJmZmQQHBzN8+HAAAgICWLBgAYaGhiQkJKCrq4tSqSQ+Pp7o6GgiIiIYOXIkhoaGVKxYkSFDhkjHExYWhlwuZ9iwYejo6FCpUiVGjhzJrl27Spx91dHR4cKFC4SFhSGTydi3bx/du3d/7XkuNH78eMzMzDA3N2fYsGEcPnyYnJwctV7Dtm3bYmhoiLGx8WvPF4CVlRV2dnYYGhoSHR1NeHi41L+hoSGTJk3i3r17Kt/EBAQEoKuri5WVFfb29iWmcgLs3buX/v37U6NGDbS0tBg6dChz584lMzOTgwcPMnz4cCpVqoSOjg7Dhg1DU1OT06dPo62tTXp6OqGhody8eZPu3btz4sQJNDWL/3l/3ftLW1ubEydOcObMGczMzDhz5gzNmjVT+7UQBEF4V5RK9W/vE7HGXHgnPDw82LdvH+7u7uzbt08KWomOjubXX3/Fzs5Oapufn4+JiYn0e9FkQ7lcDhQEo7xIJpMRHh6Ov78/GRkZVK9eHblcTmHhodIkGxYOurZt2ybdl5eXR5kyZV77XH///XcCAgJISEigatWqlC1blheLH5UtW1b6WUtLSxqwJiUlUbt2bZW2lStXlmY+S1K1alXpZ319fUxNTUlISEBTU5PNmzdz6NAhdHR0+OSTT0hPT5eOZcKECaxcuZLVq1czZswY6tSpIwXKJCUlMWfOHH799VcqVqxI3bp1gYLXpnDZTcWKFaV+q1SpIv2clJSEpaWlysCwcuXKZGdnk5SURPny5VWOf9GiRSxdupR58+YRHR1No0aNmDJlitqhNtWqVZN+trS0lOp9q/MaFn1vve58ASrHXpjYWblyZZXzb2ZmRmxsrLTvF9+/L1sa8mIyqJ6eHg0aNCAhIUEqr1j0WC0tLYmNjaVTp04sWbKELVu2sHbtWgwMDPDy8mLgwIHFBueve39t3LiRpUuXMnHiRFJSUnBycmLq1KmiZKIgCP8679tMuLrEwFx4J9zd3Vm6dCnnzp0jNjaWzz77DCgIPXF0dCQ4OFhq++TJE3Jyckrdx7Vr15g+fTrbt2+XBpLr16+X1lyXJtnQwsICd3d3/Pz8pPseP36MoaHhK48hISGBYcOGsXz5cpydC0o5/fDDDxw/flyt52BpaUlUVJTKfY8ePSo2mC2q6Pr0jIwMUlJSqFSpEps2beLcuXPs3btXGhwOGDBAavv777/j5eVFYGAgiYmJrFy5koCAAGm5Q+vWrVmzZg1aWlqkpKRIs6qFg7THjx9To0YNAJVZZUtLS2JiYsjPz5cGho8ePUIulxf7YKNUKrl58ybDhg1j4sSJREVFMXfuXMaOHcuuXbvQ1NSUloVAwTKZF8XFxfHRRx8BBevOCz+cqPMaamj89Yf9defrxfaFg+ioqCjpPGRkZJCUlKQyGFdXxYoVVc7j8+fPWbp0Kf7+/ujo6Kj0k5+fT3R0NOXKlSM2NhZzc3MphOjcuXMMHz6cTz/9lFatWqn08ar3V05ODn/88QczZsxAS0uLu3fvMnnyZGbNmsXSpUtL/XwEQRDeJqXywxyYi6Uswjthbm5O8+bNmTJlCq6urujq6gIFs9iRkZEcOnSIvLw8YmNj8fHxYfny5Wrtt2iyYWpqKpqamtK+f/75ZzZv3kxubi5AqZINPTw82LJli3ThaGRkJO7u7iprqUuSnp5OXl4e+vr6QMGFjYXlHAuP41W6du1KWFgYYWFh5OXlERERwfbt23F3d3/pNsHBwTx8+JDMzExmzZrFxx9/TIMGDUhLS0MulyOXy1EoFOzbt49z585JxxEUFMSMGTNIT0/H1NQUAwMDTE1NAUhLS0NPTw+ZTEZycjLffPMNUHCBoqWlJU5OTsybN4+0tDQSEhJULtBs1aoVSqWSJUuWkJOTQ3R0NIsWLcLV1RVtbW2VY9fQ0GDmzJksXryY7Oxsypcvj66urnQc1apV4+TJkyQnJ5OcnMymTZuKPf958+aRnp5OfHw8S5cupWvXrsjl8lK/hq87Xy8qTNKcNWsWycnJpKen880331CpUiVsbW1f+nq9TJcuXVi3bh0PHz4kNzeXFStWcPbsWUxMTHB3d2fJkiVER0eTnZ3NkiVLyM7OplWrVty4cYP+/fvz+++/o62tjYWFBYB0DuVyufRv5HXvrxEjRrB+/XoUCgUVKlRALpdL+xEEQfg3EeUSBeFv6tatG4MGDcLDw0O6z8rKijVr1rBw4UKmTp2KtrY27dq14+uvv1Zrnx06dGD48OG0bduWY8eO8eWXX+Ll5UV+fj5WVlZ4eXmxePFikpOTS5Vs6ObmRkZGBmPGjJGWJQwbNuyVA2SA6tWrM2bMGEaNGkVmZiYVKlSgR48ezJs3j7t377423tzGxoZFixaxbNkyRo8ejbm5OcOHD1c5Zy+ytbVl0KBBxMbGYm9vz5o1a9DU1MTHx4c7d+7QunVrdHR0qFOnDp6enlLK5LRp05g2bRouLi7k5ORQr149aWZ09uzZzJo1i3Xr1lGmTBlcXV2pVasWd+7coVmzZixYsIBp06bRqlUrDA0N6dq1q7Su2sjIiHXr1jF37lycnJzQ0tLCzc2NwMDAEo9/0aJFzJgxAycnJ/Lz87G3t5c+CPj7+zNhwgTatm1LuXLl6Nu3L+Hh4SrbW1lZ4ebmRmZmJp07d2b06NH/12v4uvNVkvnz5zN//nw6d+5MVlYWDg4ObNiwQVpyVRr9+/dHoVDQt29f0tLSaNCgAUFBQWhoaDB27FiWLFnCl19+KT22adMmzMzMaNu2Lffv32fgwIGkpKRQrlw5JkyYQIMGDQDo0aMHI0eOxNfXl4CAgFe+v1auXMncuXNZvXo1MpmMli1bMmrUqFI/F0EQhLctL//DnFsWyZ+C8B5zdnYmICCArl27/tOH8s5FRUXh4uLCiRMnVNZ5C+p5G4m5IvlTEAR1vInkz98/6ah221q3D//t/t6VD/PjhiAIQhH9+vWTKs68aM2aNXTo0KHYBbqFiqaaFtZOf3Gd9v9j7NixWFtbs2TJkmKP3b59G2tra7y9vf92PyW5efMmHTp0eCv7FgRBeBc+1KosYmAuCMIHz8vLi7CwMClAqZBSqWTnzp189dVXKhd2viumpqbs37+/2IeC3bt3Y2Bg8Nb6TUtLU+uaB0EQhH8rUcdcEIR/nZMnT/4nl7FAQZm/W7duqbWMpXXr1lhYWLBv3z6V+8+dO0dKSgrW1tYvTYx9lcTEREaMGEHTpk1p0aIFM2fOJCsrS+3n0KxZM9LT04mMjJTuUygUHDx4UGVGe/fu3VKVn0Jt27Zl9+7dAOTk5LBo0SKcnZ1xcHCQrjmAv2b5Z86cSePGjRk6dCi+vr5AwTUNv/32G/n5+WzcuJH27dvTuHFjevfuzZ07d9R+HoIgCO9avlJD7dv7RAzMBUH44GlqauLp6UloaKjK/du3b8fV1ZXBgwe/NDH2ZfLz8xk4cCByuZxjx46xZ88e7t69y6xZs9Q+Lrlcjpubm8oHhjNnzlCjRg2VuuWvs3DhQs6ePcvmzZs5c+YM1atXx8/PT6XUZF5eHj/99BMzZ85k7dq1AFy9epU6deqwdetWNm3axJIlS/jpp59o164dffr0kaq5CIIg/Nvk52uofXufiIG5IAj/Cd26dSMqKoorV64ABfXfz549S58+fV6ZGPsyN27c4ObNm0yePBlDQ0PKli3LiBEjCA0NLVUdfnd3d44cOUJ2djYAe/bseWUVnhcplUp27NjBiBEjqFy5Mrq6ugQGBhITE6NSUaZTp07I5fISKwNt27YNf39/atWqhVwux8vLC1NTU44ePar2cQiCILxLH+qMuSiXKAjCf4KJiQlubm6EhIRga2vLzp07adKkCdWrV2fnzp0vTYx9maioKPLy8mjZsqXK/TKZjOjoaJVE0lepV68eFhYWnDx5EgcHByIjI/n2229Zv369WtsnJyfz/Plzhg0bppL0qVAoiIqKkiqvvCr0KDo6mrlz5/Ltt9+qbB8dHa3WMQiCILxrH2rAkBiYC4Lwn+Ht7Y2npyfjx48nNDSUGTNmvDYx9mUsLCzQ09Pj0qVLyGQyADIzM4mJiaFKlSqlOi53d3f27dtHYmIibdu2lUKyCr2YgKpUKqUUVFNTU7S1tdmwYYNUuxzgzp07VK5cmaSkJIBXXtxqYWHB8OHD6djxr/Jj9+/fx9zcvFTPQxAE4V1536qtqEssZREE4T+jVq1a1K5dm2+++QZdXV2aN2/+2sTYl6lfvz6VKlVi/vz5ZGZmkpGRwdSpUxk0aFCpj6tz586cP3+e77//nm7duhV7vHr16iQkJHD27Fny8vLYuHGjtP5bU1OTLl26sHDhQuLj48nPz2fr1q106dKFxMTEEvsrTGAt3IeHhwerVq3iwYMHKJVKwsLC6Ny5Mzdv3iz1cxEEQXgXxFIWQRCED8BXX31FYGAgEyZMQENDAycnp1cmxr6MXC5n9erVzJ07FxcXFxQKBTY2NgQHB0sz6OqysLDA3t6e+Ph46tevX+zx+vXr4+fnx4QJE8jJyaFz5840btxYenzcuHEsXbqUnj17kpqaSrVq1VizZg1VqlQpsea6tbU1NjY2NG/enFWrVuHj4wOAr68vT548oVKlSsydO1elD0EQhH+TD3Upi0j+FARBEN4IkfwpCII63kTy50VL9UsFO8bsVrvtkydPmDhxIpcvX0ZXVxdPT08CAgKKtcvPz2fJkiXs2bOHjIwMatSowahRo7C3twfg999/x93dHT09PWmbwipYryKWsgiCILwl1tbWXLp0qcTHgoKC6N+//9/uIyYmBhsbG2JiYkp8fNmyZW8tQVQQBOGf8raWsgQGBmJqasr58+fZuHEju3bt4uDBg8XahYSEEBYWRkhICJcvX6Zjx474+/tLFbauX79OgwYNuHr1qnR73aAcxFIWQRCEN27z5s0sWrQIKFge8uLSll69ehEYGPhG+rK0tOTq1atvZF+CIAjvi9IsZUlLSyMtLa3Y/cbGxhgbG0u/P3z4kPDwcBYtWoSuri41a9akd+/ebN26FTc3N5Vt7927R35+PkqlEqVSiYaGBrq6ulJFrxs3bkgFBUpDDMwFQRDesF69etGrVy+sra1Zu3YtDg4OxdosW7aM8PBwvvvuO5RKJatXr2bLli1kZmbSuXNnbt26Rbdu3ejatSve3t7Y29szZMgQACIiIvDy8uLWrVtERUXh4uLCiRMnqFy5MleuXGHmzJncu3ePWrVq8dFHH6n0e+7cORYvXsyDBw+wtLRk2LBhtGnThvj4eD777DOVtpmZmXTq1In58+e/vZMlCILwf8gvRdtNmzaxfPnyYvcHBARIf1ehoJqViYmJSnnZ6tWrc+vWrWLbfvHFF4SFhdGyZUtkMhk6OjqsXbtWKiRw48YN9PT0aN++Pc+ePaNx48aMGzeOChUqvPJYxcBcEAThHxYaGsqmTZsIDg7m448/ZvHixVy5cqXECi2vkpKSgr+/P/7+/vTu3Ztr167h5+dHnTp1ALh58yaDBw9mwYIFODs7ExERQUBAAGXLlsXGxkZl5n3//v3Mnj1b5X9agiAI/xZK1J8x7927N126dCl2f9HZcoCMjAyVNeEAenp6ZGVlFds2JycHW1tbgoODsbS0ZN26dQwZMoT9+/dTvnx5ypYtS4MGDfD29iYvL49vvvkGPz8/9uzZ88oCAWKNuSAIwj9s37599OjRg08//RQdHR1GjhyJqalpqfdz+vRp9PX18fHxQS6X06hRI5UU0R07dtCmTRvatm2LTCbDwcGBTp068f3336vs59KlS0ydOpVly5aVuia7IAjCu5CvVP9mbGxM5cqVi91eHJjr6+sXG4RnZmZiaGhYrP8xY8bQunVrqlevjq6uLoMHD8bIyEhKTF6zZg2DBw/G2NgYU1NTJkyYwK1bt7h3794rn5eYMRcEQfiH/Y+9O4/LKf0fP/5qL/sekd1kMCgRCglZKkuJMfalsmcZSzSW7Msga9aGsZUt2QYZwlCEGWM+xlgG7VGR0Hqf3x/9Ot9u3XebDGau5zzux9Q51znXdc5937nOda7zfsfHx1OtWjX5d21tbTljZ2HExsZStWpVpWRCNWvWlOORR0ZGEhISgrm5ubw+MzOTxo0by78/fPiQCRMmMHfuXKVygiAIn5LMDzC23KBBAxITE0lISKBChQpA1t/E+vXr5yobFRWVK9+FtrY2urq6xMfHs23bNtzc3ChXrhyQNcIO5Eog9y7RMRcEQfjIjI2NCQ8PV1oWFxcn//xu5s/srJ/vqlq1KpGRkSgUCjQ1s/7RiomJkdcbGhri6OjI/Pnz5WXR0dFoa2f9U/Ds2TNcXFwYNGgQvXr1eu/jEgRB+FAKM8e8oGrXro2pqSnLly9nzpw5REVFsWvXLpWJ4zp16sSmTZto0aIFVatWZe/evTx//hxra2vKli3L6dOnef36NbNmzeLt27fMnz+fNm3a5HsXUkxlEQRB+IASEhKIiYlReikUyv+kDBw4EH9/f27dukV6ejpbt24lOjpaXl+nTh1+/vlnEhISSEhIYOfOnSrrsrGxQZIkNmzYQHp6Ordv3+bAgQPyekdHR44fP87Vq1eRJIkHDx4wYMAA/P39efPmDW5ubpiZmYl55YIgfPIkNAr8Koy1a9eSnJxMx44dGTZsGM7Ozjg7O8uhacPCwgCYO3cu7dq1Y+DAgbRt25agoCB27NiBoaEh2trabN26laioKNq3b4+trS2lSpVizZo1+dYvEgwJgiB8ICYmJiqXX758mf3798tRWQACAgLYtGkTL168oGvXrpw/f57Jkyfj6OhIdHQ0s2fP5rfffqNSpUoMHz6cuXPnqozK8ueffzJv3jz+/PNPatWqRbNmzfj777/les6ePcvGjRt5+vQppUqVok+fPkycOJHAwEBmzJhBuXLlyMjIkC8ejIyMOHHiRIGOVyQYEgShIIojwdBPhl8XuGy32P3vXd8/RXTMBUH4V0pLSyMxMRFDQ8OP3ZQisbGxYfz48Tg6Fjy73ccmOuaCIBREcXTMTxaiY97jM+qYi6ksgiB88nx9fTExMeHw4YKnVR44cCC//PILkBX329TU9EM1L18RERGYmJjQvHlzTE1NMTU1pXnz5jg7OxMcHPze+y+uLKKCIAifi0wNjQK/Pifi4U9BED5pkiSxb98++vfvj6+vb4FHkOPj4+Wfzc3NP4nsmMePH6dGjRpAVjSUXbt2MW7cOI4ePUq9evWKvN/Ro0cXVxMFQRA+C4pCzh3/XIgRc0EQPmkXL17kzZs3zJw5k7i4OC5fviyvCw8PZ/To0bRo0YK2bduyaNEiMjIyGDFiBFFRUcydO5elS5cSGhoqz/f+5ptv8Pb2Vqqje/fu+Pn5ARAUFETv3r0xMzOjR48eHDp0SC4XFhaGo6MjLVq0oEuXLixbtizXg5wFpaWlRf/+/UlPT+f+/fsAnD9/nq+//po2bdqQkJBAYGCgHK3l9evXTJkyBQsLCywtLRk1ahRPnjwBsrKIDh48mOTkZExNTbl69apcT2xsLI0aNeLvv/9GoVCwefNmOnXqhLm5OQMGDODmzZty2f3799O5c2fMzc3p2bMnAQEBRTo2QRCED00qxOtzIjrmgiB80vbs2UO/fv0oUaIEzs7O+Pr6ApCens6IESOoXLkyly5dIiAggF9++YUdO3awY8cOjIyMmD9/PjNnzlTan7OzM4GBgWQ/XnP79m2io6Oxs7MjJCSESZMmMX78eK5fv46XlxfLli3j1KlTAEybNo1+/fpx48YNfH195QgnRZGcnMzWrVspUaIEpqamxMTE4O7uzpgxY7h69Srnz58nPT2ddevWAbB9+3bi4+M5f/4858+fp1KlSmzYsEFpn6VKlaJbt24cPXpUXhYYGEjz5s2pU6cOGzZswM/Pj40bN3L16lV69uzJyJEjiYiIIDw8HC8vLzZt2kRYWBjTpk3Dy8uLV6/EvHFBED49ikK8PieiYy4IwicrPDycq1ev8vXXWQ/5DBw4kJCQEP766y9u3bpFVFQUs2bNokSJElSpUgUfHx/s7Ozy3Ge3bt148eIFN27cAODIkSN069aNUqVKcfjwYbp06ULnzp3R0tKSR5WzQw7q6upy7tw5goODqVChAsHBwVhaWhb4eHr27Im5uTnm5uZ06tSJsLAwNm3ahKGhIRUqVOD48eN06NCBt2/fEhsbS/ny5eU45Hp6ejx8+JDjx4/z7NkzFi9ezPLly3PV4eTkxOnTp3n79i2QlVW0b9++ABw6dAgXFxdMTEzQ0dFhwIABmJiYcPz4cTQ1NdHU1OTAgQP8+uuvtG3blrCwMEqXfv+HtARBEIqbQkOjwK/PiZhjLgjCJ2vv3r1kZmbSp08feZkkSfj6+mJlZUX58uUxMDCQ1xUkfbyBgQF2dnYEBATQtGlTTp48KY88x8fH8+WXXyqVr1GjBqdPnwbghx9+YO3atXh6epKYmIiVlRXz5s2jatWqBTqewMBAeY75u3R0dDhx4gT+/v4oFArq16/P69ev0dHRAcDFxQUdHR3279/P3LlzqV27NpMnT8bW1lZpP+bm5hgaGnL27Fnq1KlDVFQU3bp1A+D58+dUr1491/FFRUVRvXp1fvjhB7Zt28aIESPQ1NSkd+/eTJs2DT09vQIdnyAIwj/lc5uiUlCiYy4IwicpJSWFw4cPs3LlSlq2bCkvv3HjBtOmTaNPnz4kJiaSkpIipzi+cuUK4eHh9O/fP8999+3bl5EjR2JpaUm5cuXk1PNGRkZEREQolX369CmVK1cmLS2Nv//+mwULFqCtrc2DBw+YM2cOixcvZu3ate99vKdOnWLXrl34+fnJFxgLFizgr7/+AuCvv/6ic+fOjBgxghcvXrB3714mT55MSEiIyuM7fvw4tWrVws7OjhIlSgBQvXr1XMcXHh6OlZUVCQkJQFaEl4yMDG7cuMHkyZOpU6cOAwcOfO/jEwRBKE4Zn9dAeIGJqSyCIHySjh07ho6ODl27dqVy5cryy9bWVp5XXqtWLVasWEFKSgqxsbEsWbKEly9fAlkj0OrmRzdt2pRq1aqxYsUKnJyc5OWOjo4EBQURFBREZmYmYWFh7N+/n969ewMwZcoUduzYQUZGBlWrVkVHR4fy5csXy/EmJSWhpaWFnp4ekiRx8eJFAgICSE9PB+DgwYNMnz6d+Ph4ypYtS9myZSlRogS6urq59tWnTx+uX7/OqVOn5GkskDXNZdu2bdy7d4/09HT27dvH//73P3r06EF0dDQjRozg6tWraGtrY2RkBFBsxycIglCcFGgU+PU5ESPmgiB8kvbu3YuDgwNaWlpKyzU1NXF0dOTHH39kz549rFy5kg4dOqCjo0OfPn3keN5OTk6sXr2ae/fu0atXr1z779u3L0uXLpU73QCmpqasXr2adevWMW3aNKpUqcKkSZPkzvvGjRtZtmwZmzdvRktLiw4dOvDtt98Wy/E6Ojpy8+ZN7Ozs0NLSol69egwePBg/Pz/S09OZPHkyXl5e2NnZkZqaSr169di0aZPKaSYVK1bE0tKSv//+m2bNmsnLR4wYQWZmJmPHjiUhIYEGDRqwbds2OVTjnDlzmDdvHnFxcZQuXZqBAwfSvXv3Yjk+QRCE4vRvncoiMn8KhRIeHo6xsfHHbsZnoTjPlTjvwudAZP4UBKEgiiPz567qgwpcdkjk7veu75+S51SWqKgoTE1NiYqK+qfaU6zUZcObP38+Tk5OpKWlFVtdM2fOzBWW7VORHeP4fa1YsSJXeLZPycfO7phTcZ6ru3fvilHLD8DU1JSwsLCP3QxBEAShCP6t4RLznMpiZGT0SWTLKypV2fBev37N3bt3Wbduncq5mYJ6OTMpfoo+leyOULznKikpSZ5nLBSf4vysWFpa8ubNG7Xrf/nlF/kBTEEQBOH9ZX5eU8cLLM8R84iICExMTIiIiJB/9vf3x8bGBnNzc0aNGkVsbCwAhw8fZsCAASxcuFDOTDdnzhwyMjIA8sw4t2bNmlxP/c+ZM4epU6cCytnwmjdvzrBhw+RseJCV5tre3h5TU1Ps7Ow4d+4ckHuk+MCBA/Tt25e//vqLcePGcf78eXmdjY0NPj4+9OrVC1NTUxwdHbl+/brac3Pu3Dns7Oxo3rw5bm5uJCYmKq0PDAzE3t6eFi1a4OzsnOfInImJCTt27MDGxgYzMzPGjRvH8+fP5fPq6OjIsGHDMDc35+zZs6SkpLBs2TI6dOiAhYUFI0eO5MGDB/L+bt68iZOTE82bN+frr79WisJw+PBhbGxslOrv0qULhw8fBuDNmzcsWLCANm3a0LJlS0aPHk1cXBwbNmzg2LFjHDt2TH6YLDIykokTJ2JhYYGVlRWenp7yg3d5ZSl8l0Kh4IcffqBr1660bNmSoUOHypkQoeDZCHNmdwwNDaVLly5s2bKFtm3bYm5uzrp16zh79iy2traYmpoyYcIE+a7J4MGDWbZsGX379qV58+Y4Ozvz66+/yvu+d+8eI0eOpGXLlnTs2JHly5eTmpoKZH3ORowYgaOjIxYWFirP1a1btxgyZAhWVlY0bdqU/v37c+fOHbmtNjY2bNiwASsrKywsLJg0aRLJycmEh4fj4uICZI3w/u9//8v3fOWU/b3ds2cPVlZWmJub4+HhwevXr4GsJD3Lly+ne/fumJmZYWlpybJly+TtBw8ezIwZM+jQoQOdOnUiNTU13+9jTqru1jRq1IjQ0FAg/+9dYeuaMmUK3377LWZmZlhbWxMUFMS6deto27YtFhYWbNy4US5vYmIit0NdBtHs87do0SJatmwpn5sDBw7I56xPnz4sXLiQW7ducevWLS5dukTPnj0pXbo0BgYG2NrayhdWxfm5VNe2vP72nD17Fjs7O1q0aEH37t3ZunWrvC6vz6ggCMKn5t86Yl7oqCzBwcEEBARw5swZ4uLi2Lx5s7zu5s2bVKxYkcuXL7NlyxaOHTtGUFAQQJ4Z5/r27cvNmzflf3DT0tL46aef6Nu3b77Z8EJCQvDw8GDatGlyeC93d/dc028OHz7M8uXLWbBgAdevX2fcuHFMnDiR3377TanM2rVruXr1Kg0bNmT+/Pkqz8GjR49wd3dn7NixhIWF4ezszKVLl+T1P//8M15eXsybN49r167h4uKCi4uL2g4FZCU52blzJ8HBwWRkZDBp0iR53R9//IGzszO//PIL7du3Z968eYSGhrJ3714uXrxIkyZNGD58OK9evSIxMRE3Nze6d+/O9evXmTZtmvweFMT8+fO5ffs2R44c4fLly5QsWRIPDw/GjRuHg4MDDg4OHDx4UM66WKJECc6dO0dgYCAxMTFMnz4dKFiWwmx79uxh586deHt7c+XKFWxtbRk2bBivXr16r2yET58+JTo6muDgYL7//nvWr1/P/v37OXDgAIGBgYSGhnLy5Em5vJ+fH9OmTePatWt06NABV1dXEhMTefHiBUOGDKFJkyZcvnyZ3bt3ExISwtKlS+VtQ0JCmDVrFufOnWPMmDFK5yo1NZXRo0fTo0cPLl68SEhICNWqVWPJkiXy9pGRkTx79oygoCAOHjzIjRs38PPzw9jYWO483bp1i0aNGuV5vtQ5ffo0gYGBnDx5kvv37+Pl5QXAzp07uXz5Mj/++CM3b95k/fr17Nq1Symb5bVr1zh48CBHjhwhMTExz+9jUaj73uX33Vfl5MmTtG/fnhs3bmBvb8/EiRNJTU0lODiYRYsW4e3tnetvQ14ZRLNlZmZy5coVxo4dm+/fEg8PDyIiIuS/kwqFgilTpsj7Kq7Ppaq25fW3JyUlhalTpzJjxgxu3LjBqlWr2LhxI48ePSrQZ1QQBOFTIjrm/5+rqytlypShQoUKdOzYkYcPH8rr9PX1GT16NDo6OjRu3BgTExN5fV4Z52rUqIGFhQWBgYFA1mh0qVKlaN26db7Z8I4ePYqtrS0dOnRAU1OTzp07s3fvXsqWLavU7kOHDtG/f3/Mzc3R0tKic+fO2NracvDgQblM3759qVWrFvr6+tjZ2SkdW04nT57kq6++ws7ODm1tbTp37kzHjh3l9fv27WPAgAFyXba2trRq1YpDhw6pPa+TJk3C2NiY0qVLM2PGDK5fvy6PdOvp6dGjRw85+sLx48eZNGkS1atXR09PD3d3dzQ1Nblw4QIXLlygRIkSjBw5Eh0dHVq0aKEUDi4vaWlpnDx5End3d6pWrYqenh6enp4qo06EhYURHh7Od999R6lSpahQoQKenp5cuHCB2NjYAmcpzD5fbm5uNGzYEB0dHQYOHEj58uX56aef3jsb4YQJE9DR0cHKygqAAQMGULZsWYyNjWnQoIHS3QRnZ2csLCzQ1dVl7Nix6OnpceHCBYKCgtDR0cHd3R09PT2qV6/O1KlTOXToEApF1lfe2NgYc3NzSpUqhaam8tdKW1sbPz8/vv76azIyMoiOjqZcuXLyZzjb+PHj0dfXx9jYmFatWqn9/OV1vtSZNWsWFSpUoEqVKri7u3Py5EnS0tJwdnZmx44dVKpUifj4eFJSUihZsqR8JwygXbt2VK5cWf7e5/V9LAp137ui1FW/fn169uyJhoYGlpaWZGZm4urqio6OjnynKDIyUmmbgmQQdXBwQEdHh9KlS+f5tyQ+Pp4zZ84we/ZsKlSoQKlSpfDw8ODy5cs8ffpU3l9xfC5VtS2/vz16enocO3aMkJAQ6tWrx40bN6hbt26BP6OCIAifCkmj4K/PSaHDJVasWPH/NtbWljsm2es0cqQ+1dHRkdfnlXEOsv7xWbt2LePGjSMgIAAnJyc0NDTyzYYXFxdHo0aNlPbbtGnTXO1WV3/OW7WVKlVSe2w5xcbGUq1aNaVlNWvWlEexIiMjuXbtGvv27ZPXZ2Zm5rpYyKl27dryz9ntfPbsGaB8Xl++fEl6errSsWhqamJkZER0dDQKhYKqVasqvQ81a9bk7t27auvO9vLlS9LS0uT4xZAVw1hVHOP4+HjKly9PyZIlc7U7Ojq6wFkKIet8LVu2jJUrV8rLMjIyiIyMfO9shNltzw65l7NDr6mpSc6gRDnfA01NTapVq0ZcXByQ9bxFzg53jRo1SE1NleeSV65cWW0btLS0uHbtGm5ubrx+/Zq6deuio6PDuwGRcn7+cn533pXX+VKnTp068s9GRkakpaXx4sULFAoFCxcu5Pr161SpUoUvv/wSSZKU6n63XXl9H4tC3feuKHWVK1dO/jn7/SpTpozS7++e12fPnqnNIJrdQc7Zxrz+lmS/B/369VNar6enR3h4ONraWX9yi+tz+W7b8vrbo6+vz549e9i0aRPu7u6kpKTQtWtXZs+eTdmyZQv0GRUEQfhUfG4j4QX1j8UxzyvjHGTNc/by8iI4OJgrV64wb948IP9seNWqVSM6Olppv1u2bJH3m1/9eXWo1DE0NOTixYtKy2JiYuSOoqGhIb1798bV1VWprlKlSqndZ2xsrBxLOLudRkZG/P3330qd7EqVKqGnp0dERIRcXqFQEBkZSaVKldDU1CQyMhKFQiF3RHKOemlqasrz/iErvfmLFy+ArAsAXV1dYmJiqFu3LpAVmWffvn1KU2uy25aYmMjr16/lznn2VJ1KlSrlmaXw3dFuQ0NDJk2aRI8ePeRljx49okqVKu+djTDnuctPzvOkUCjkNOWSJBEVFaV0Tp8+fYqOjo58sZVXPbdv38bLy4v9+/fTpEkTAHbs2MHff/9d4LbllNf5yuvYatWqBWR9vkqUKEH58uUZO3YsZcqU4eLFi+jp6aFQKJSybL57bPl9H9/17uctKSmJzMzMAh1nYet6t60FVbVqVbUZRC0tLXPtN6+/JYaGhgD89NNPcoc5MzOThw8fUrt2bfmB0+L4XGbLua+8/vYkJycTHx/P6tWrkSSJO3fuMH36dHx8fOjevXuxfkYFQRA+tH9rx/wfy/yZV8Y5AF1dXRwcHJg/fz4WFhbyiHR+2fB69+7N2bNnuXr1KgqFgqCgIDZt2iSPkuWs39/fn7CwMDIzMwkKCuLMmTMqE4/kp1evXty7d48DBw6QkZHBpUuXOHv2rFJdu3fvlkfjb9y4Qe/evQkODla7z7Vr1/Ls2TNevnzJsmXL6Nixo/yPfE7ZI8be3t5ERkaSmpqKt7c3qampWFtbY2NjgyRJbNiwgfT0dG7fvs2BAwfk7evWrUtcXBwXL14kMzOTH374QZ6brKmpSa9evVi3bh3Pnj3j7du3rFq1irt376KlpYWurq5ctmnTptSrV4+FCxeSnJxMQkKC/BBajRo1CpWl0MnJiU2bNvH48WMkSSIoKIiePXty9+7dfzQboZ+fH3fu3CEtLU2eD29tbY21tTWSJOHt7U1aWhqRkZGsXr0aOzs7tZF9cp6rly9foqmpKXf6fv31V3bt2lXgSCvZdWTvL6/zpc7y5ctJTk4mNjaWtWvX4ujoiI6ODklJSejr66OpqUlycrJcLmdnOqf8vo/vqlOnDnfv3uV///uffF4L2iktbF1F1bRp0zwziL4rr78lhoaGWFlZydunpaXh7e3NoEGD5IeFC0vd51Jd29T97Xn79i0uLi4cO3YM+L+7QOXLl3/vz6ggCMI/LVOj4K/PyT82Yp5fxjnImmv6448/Mm3aNHlZftnwzM3NWbJkCYsXLyYyMhJjY2PWr19PjRo1lOq3s7Pj1atXfPfdd8TExGBsbMzKlStp06ZNoY/F2NgYHx8fli5dysKFC2ncuDFdunSR19vb2/P69WumT59OdHQ0lSpVwt3dXSnD4LsaNWrEgAEDePHiBTY2Nnh6eqotO3PmTLy9vfnmm29ISkqiWbNm7Ny5kwoVKgBZD17OmzeP7du3U6tWLbp27SqPfDVt2hRXV1dmz55NWloaPXv2VBoh9fDwYNWqVTg6OpKamkqbNm3kueHdu3dn0qRJdOnShbNnz+Lj48OSJUvo3LkzCoUCGxsbZsyYAVCoLIUjR44EwMXFRZ4msGzZMrld/1Q2wlatWjFv3jwePXpE48aN8fX1le9ybN++nWXLlmFlZYW2tjb29vZMnjxZ7b5ynqszZ87wzTffMHDgQBQKBcbGxgwcOJA1a9bIdwTyYmJigqmpKe3atWPTpk35ni9VjI2Nsbe35+3bt/Ts2VP+jn333XfMmTOHVq1aUbJkSaytrbGyslIb5SW/7+O700y6dOnClStXGDFiBNra2gwaNKjAiZIKW1dR6ejosHnzZhYtWpQrg6iqHA75/S1ZsWIFK1euxN7enjdv3tCoUSN8fX0L/FzEu9R9LrPvdOWU39+etWvXsmbNGubMmSPP6R82bBg6Ojp5fkaz/7YIgiB8Kv6tI+Yi8+cnwMTEhF27dmFhYfGxm/KfNXjwYFq1asWECRM+dlOKVUREBJ06deLcuXO5LlaFT9/n9rkUmT8FQSiI4sj8+X3Ngmf+nPr0X5L5UxAEQfi85RWmVRAE4XMlFeL1OREdc0H4AE6ePEmbNm0wNzfn8uXLH7s57y0sLAxTU9OP3Qx8fHwYNWrUx27GB5edPKio89Kz3b1794NM+xIEQfjYFBoFf31OxFQWQfgAhg8fTs2aNdUmqRKEvBTXFKTQ0FCGDBnCvXv3irF16ompLIIgFERxTGVZWqvgU1lmPhFTWQThP+vrr78mJCSEQ4cO0bVrV0JDQ+nQoQOTJ0/G3NycXbt2oVAo+OGHH+jatSstW7Zk6NChSg9c5pciPme4vtmzZzNz5kz597xSstvY2ODj40OvXr0wNTXF0dGR69evy+v/+OMPBg8ejKmpKe3bt2fTpk1AVgfPxMRELnf48GEcHR2xsLCgRYsWjBs3TikbZU4zZ85k4cKFuLi4YGpqSteuXbl+/Trz58+nZcuWWFlZKSX6evz4Ma6urlhYWNCpUyc2btwoh1hct24dgwcPlssGBQXRu3dvzMzM6NGjh1ISr8GDBzNjxgw6dOhAp06dSE1N5fz583z99de0adOG5s2bM2zYMHmqx+vXr5kyZQoWFhZYWloyatQonjx5ovaYZs+ezfDhw2nevDn29vZKSX9MTEzw8vLCwsJCDjWaV1uTk5OZMWMGLVq0oF27dhw9elSpPhMTE0JDQ+XfN27cqHQejh8/jr29PaamptjZ2XHu3DnCw8NxcXEBwNTUlP/9738oFAo2b95Mp06dMDc3Z8CAAdy8eVPez/79++ncuTPm5ub07NmTgIAAlccvCILwsWUiFfj1OREdc0EoZvv378fc3Bw3NzdOnz4NZMWi/vLLL7l69SpOTk7s2bOHnTt34u3tzZUrV7C1tWXYsGG8evWqQCni1ckrJXu2w4cPs3btWq5evUrDhg3lUf3ExERGjBiBhYUFoaGh7Ny5k927d3PixAmlOm7fvs2CBQuYP38+oaGhnDhxggcPHrBr1y617fLz82PkyJHcuHGDJk2aMHToUOrXr8/Vq1dxdXVl/vz5pKen8+bNG4YPH46JiQmXLl3ihx9+4PTp02zfvj3XPkNCQpg0aRLjx4/n+vXreHl5sWzZMk6dOiWXuXbtGgcPHuTIkSMkJibi7u7OmDFjuHr1KufPnyc9PZ1169YBWZF34uPjOX/+POfPn6dSpUpyeEJVjhw5Qr9+/bh+/TrDhw9n/PjxPHr0SF4fExNDcHAwXl5e+bbVy8uL8PBwzp49S2BgIDdu3Mjrbc51Hjw8PJg2bZoc59/d3R0tLS22bt0KZGU3bdSoERs2bMDPz4+NGzdy9epVevbsyciRI4mIiCA8PBwvLy82bdpEWFgY06ZNw8vLSw7TKQiC8ClRFOL1OREdc0H4h/Tu3RsdHR1KlizJvn37cHNzo2HDhujo6DBw4EDKly/PTz/9VKAU8erkl5IdssKS1qpVSw6X9/DhQwAuXLiAnp4e48aNQ1dXlzp16rBz585cYRi/+OILjh8/zldffUVycjLPnj2jQoUKeaZvb9u2La1bt0ZTU5PWrVtTokQJBg4ciLa2Nh07diQtLY1nz55x4cIF0tPTmTJlCrq6uhgbGzNmzBj27NmTa5+HDx+mS5cudO7cGS0tLXkEOGfc/nbt2lG5cmXKlClDhQoVOH78OB06dODt27fExsZSvnx5ud16eno8fPiQ48eP8+zZMxYvXiyHClXFxsaG7t27o6Ojg5OTE40bN+bkyZPy+h49eqCvr0+ZMmXybGtaWhqnTp1i/PjxVKhQgfLlyzN9+vR83un/c/ToUWxtbenQoQOampp07tyZvXv3qsw0fOjQIVxcXDAxMUFHR4cBAwZgYmLC8ePH0dTURFNTkwMHDvDrr7/Stm1bwsLCihzmURAE4UP6tz78+Y/FMReE/7qcWWYjIyNZtmwZK1eulJdlZGQQGRkpZ+XMK0W8OnmlZM+WM4W7tra2nKL+2bNnVKtWTSkBUP369QGUMkBqamqya9cuTpw4gZ6eHl988QXJycl5pm8vV66c/LOWlpZSArDs+rIz2CYkJChdDEiSREZGRq4HIePj4/nyyy+VltWoUUO+S/Husero6HDixAn8/f1RKBTUr1+f169fy/HQXVxc0NHRYf/+/cydO5fatWszefJkbG1tVR5T7dq1lX43MjIiLi5OZd15tTUxMZG0tDSqVq0qrytorHeAuLg4GjVqpLSsadOmKstmx71/tx3Z2UR/+OEHtm3bxogRI+RkZtOmTVOZf0AQBOFj+lAj4c+fP8fT05Pr16+jr6/PgAEDGD9+fO76FQq8vb05cuQIr1+/pl69enz77be0atUKyJoeOX/+fHmao729PR4eHvnm4BAdc0H4h7ybOn3SpEly5luAR48eUaVKFe7du6c2RXz79u0BlNLaJyYmyh3dvFKy56dq1arExMQgSZLc1lOnTqGhoaGUaXXnzp3yFJvszufo0aMLfOx5MTQ0pFatWkrTUV6+fMnLly9zdQ6NjIxyXag8ffpU6QIoZ72nTp1i165d+Pn5yRc6CxYs4K+//gLgr7/+onPnzowYMYIXL16wd+9eJk+eTEhIiMpR43fvEERERNC5c2eVdefV1vLly6Onp0dERAR169ZVuW9NTc1c73m2atWqER0drVR+y5YtWFlZ5Wpz9erVc7UjPDwcKysrOdmVj48PGRkZ8rSYOnXqMHDgwFz7EgRB+Jg+VLSVyZMnU6NGDX755RfCw8NxdXWldu3a2NvbK5U7cOAAQUFBHDhwgMqVK7Nr1y7c3NwICQlBT0+PBQsWEB8fz7lz50hOTmbMmDHs2LEDNze3POsXU1kE4SNwcnJi06ZNPH78GEmSCAoKomfPnty9ezfPFPEVK1akTJkyHD16lPT0dK5du8bVq1eV9qsuJXt+OnToQFpaGtu2bSM9PZ2HDx+yaNEieUQ9W1JSEjo6Oujo6JCRkcHRo0e5dOlSsaRvt7a2JikpCV9fX9LS0njx4gWTJ0/mu+++y1XW0dGRoKAggoKCyMzMJCwsjP3796vNsJuUlISWlhZ6enpIksTFixcJCAiQ233w4EGmT59OfHw8ZcuWpWzZspQoUQJdXV2V+zt9+jRXrlwhIyODAwcO8ODBAxwcHFSWzauturq69O7dG29vb2JjY3n16hUrVqxQ2r5OnTocO3aMlJQU7t27p3Th0rt3b86ePcvVq1dRKBQEBQWxadMmypQpI7c9e564k5MT27Zt4969e6Snp7Nv3z7+97//0aNHD6KjoxkxYgRXr15FW1sbIyMjAKWLMkEQhE/Fh3j488mTJ1y7do2pU6eir69PgwYNGDp0qMrplA8fPkShUCBJkjygpa+vjyRJpKSkcPz4cSZOnEjp0qWpVq0a48aNU7mfd4kRc0H4CEaOHAlkTZ/Inl6wbNkyeQqHuhTxmpqazJ8/n3Xr1uHr60urVq1wdHTk9evXQP4p2fNStmxZduzYweLFi9myZQulSpVi1KhR9OjRQykiyMiRI7l//z4dO3ZET0+PRo0aMWDAAKXoLkVVpkwZduzYwfLly/Hx8QHAysqK2bNn5ypramrK6tWrWbduHdOmTaNKlSpMmjQJJycnlft2dHTk5s2b2NnZoaWlRb169Rg8eDB+fn6kp6czefJkvLy8sLOzIzU1lXr16rFp0ya10zjMzc3ZsmUL48ePp06dOmzdulXuzBa2rbNnz2bJkiXY29ujra3NkCFDOH/+vLz9nDlzWLp0KW3atOHLL79UirZjbm7OkiVLWLx4MZGRkRgbG7N+/Xpq1KhBhQoVMDU1pV27dmzatIkRI0aQmZnJ2LFjSUhIoEGDBmzbto169erJ9cybN4+4uDhKly7NwIEDRRx0QRA+SYWZypKUlERSUlKu5WXKlFGaWnn//n3KlSunNBWxbt26KkPO9u/fn6CgIDp06CAP+mzduhV9fX3+/PNP0tPT5emg2fuJjY3lxYsXStM73yXimAuC8Nnw9vbm5s2b7Ny586O2Izs85dKlSz/I/hUKBdHR0bnmg3/qRBxzQRAKojjimM+oPaDAZWtMbcv69etzLR8/fjwTJkyQfz969CirV69WCn97/fp1hg4dyv/+9z+lbe/evcv27dsZO3YsRkZGbN++nd27dxMYGMiTJ08YOHAgd+/eRVMza3JKVFQUHTt2JDg4WOmZoneJqSyCIHwWkpOTefjwodJIhomJCWPHjs1VNmec7+LKWjp48GA5tGJByjZp0gRTU9Ncr5wj4epMmTKFw4cPF7mtNjY28vajRo2S7z4IgiD8WxQmKsvQoUM5d+5crtfQoUOV9lmiRAlSUlKUlr19+1blc1rTp0+nY8eO1K1bF319fcaNG0fp0qX56aefKFGiBIDSvt6+fQuQ7zNfYiqLIAifBQcHBzQ0NFizZo3S8nPnzrFr1y6GDBmicjtzc3Nu3br1D7RQmZubm9JITGHEx8fL00ve17Zt24plP4IgCJ+SwkxleXfKijoNGjQgMTGRhIQEKlSoAGTNJc85JSVbVFRUrmertLW10dXVpXbt2ujo6PDo0SOaNGki76dq1ar5dszFiLkgCJ+F8+fP8/PPP+cKBThw4EBWrFiR6zZjtpxZS7/55hu8vb2V1nfv3h0/Pz8ALl26hJOTEy1atMDBwYGgoCCV+1y6dOl7T2M5e/YsdnZ2tGjRgu7du8vJgGbPnk1YWBibN29m4sSJ+WZ7lSQJHx8frKysMDc3Z9myZUoRXHKO9KekpLBs2TI6dOiAhYUFI0eO5MGDB3LZ9evX06FDB1q1akXfvn0L9NCwIAjCx6BAKvCroGrXro2pqSnLly/nzZs3cvK8Pn365CrbqVMnNm3aRHh4OOnp6ezcuZPnz59jbW1NiRIl6Nq1K6tXr+bFixfExMSwceNGlft5l+iYC4LwWevatSt9+vRh8uTJ8kOw6jg7OxMYGCjHXL99+zbR0dHY2dlx9+5dxo0bx+jRo7l27Rqenp54eHh8kNH2lJQUpk6dyowZM7hx4warVq1i48aNPHr0iEWLFsmZY9euXZvvvg4dOsSuXbvYunUrV65cQUdHR22yp3nz5hEaGsrevXu5ePEiTZo0Yfjw4bx69YqQkBB2796Nn58f165dw9nZmfnz5+eKyiMIgvApyCzEqzDWrl1LcnIyHTt2ZNiwYTg7O+Ps7ExUVBSmpqbyg/dz586lXbt2DBw4kLZt2xIUFMSOHTswNDQEYP78+VSpUoUePXrQq1cvzM3NVcZDf5eYyiIIwmdv1qxZ9O3bl/nz5+eZrbNbt24sXLiQGzduYG5uzpEjR+jWrRulSpXCz8+Pzp0706VLFwAsLCxwcHBg7969RZqjvmXLllwPqZYuXVqeY66np8exY8fQ1dXFzMyMGzduyA8JFcbRo0dxdnaWExhNnDgRf3//XOVSU1M5fvw4GzdulB8qdXd3JyAggAsXLlC9enWSk5M5ePAgnTp1wtnZmX79+hU4Br0gCMI/SfpAOT2rVKmi8kFRIyMjpYGakiVL4unpiaenp8r9lCpViiVLlhS6ftExFwThs6evr8+qVatwdnambdu2assZGBhgZ2dHQEAATZs25eTJk2zYsAHIypoaEhKCubm5XD4zM5PGjRsXqU2urq5q55jr6+uzZ88eNm3ahLu7OykpKXTt2pXZs2crZWktiLi4OKpVqyb/njMGeU4vX74kPT1dKdKLpqYmRkZGREdH4+DggLe3N7t372br1q2ULFmSgQMHMmbMmCJdMAiCIHxI/9Z7eaJjLgjCv8IXX3zBzJkzmT9/vjzqrUrfvn0ZOXIklpaWlCtXTu6IGxoa4ujoyPz58+Wy0dHRaGsX/5/J5ORk4uPjWb16NZIkcefOHaZPn46Pjw8zZsxQKqulpQXkne015/xzSZKIi4vLVWelSpXkDKPZD5YqFAoiIyOpVKkS0dHRVKlSRU7udOnSJSZNmkTjxo2xtrYu7lMgCILwXgozd/xzIoZBBEH41xgwYADt2rXj6NGjass0bdqUatWqsWLFCqVkRI6Ojhw/fpyrV68iSRIPHjxgwIABKqeFvK+3b9/i4uLCsWPHgKxbpJqamnKWTV1dXTlbZ37ZXvv164e/vz+//fYb6enpbNy4kWfPnuWqU1NTU84wGhkZSWpqKt7e3qSmpmJtbc2dO3cYNWoUf/75J7q6uvI8SZH5UxCET1FhwiV+TsSIuSAI/yoLFizgzp07eZbp27cvS5cuVcqIamZmxtKlS1m+fDlPnz6lVKlS9OnThzFjxhSpHZs3b2bHjh25lg8fPpyJEyeydu1a1qxZw5w5c9DX18fOzo5hw4YB0LNnT7y8vPjrr7/44Ycf8s32mpiYiLu7Oy9fvqRbt25yFJp3zZw5E29vb7755huSkpJo1qwZO3fupEKFCnTp0oVHjx4xZswYEhMTqVSpErNnz6ZZs2ZFOn5BEIQP6d86Yi4yfwqCUCTJycmkpaXJsV5zev78OSVKlJCTLAj/DSLzpyAIBVEcmT9H1e5b4LLbHh987/r+KWIqiyD8Q3JmYyysw4cPY2NjU8wtej+2trbcv38fgMDAQOzs7ICsTrmtrS0JCQnFVldsbCxfffUVp0+fLrZ95gx7JQiCIHxeFIV4fU7EVBZBEIokPj5e/rlnz5707NkTyIrRnV888cI6deoULi4udO3atdj2WdT45BMnTuTSpUtq13t7e9O+ffuiNksQBEEogA8VLvFjEyPmglBEjx8/xtXVFQsLCzp16sTGjRvlyBn5ZWOMi4tj0qRJ2NjY0KxZM2xtbZUeWHz48CGDBw/G1NQUBwcHtVktsx0/fhx7e3tMTU2xs7Pj3Llz8roDBw7QvXt3zMzM6NOnjxxHG7JG8X18fOjVqxempqY4Ojpy/fp1eb26TJDZHWQXFxd27dolj+hnZmZib28PZM19DgoKYt26dQwePFipvY0aNSI0NJQTJ07QqlUr0tLSlNqbPfc7MjKSiRMnsmnTJvz9/fH09OTly5cqz8G6deuYMmUK3377LWZmZlhbW8v1t23bFgsLCzZu3CiXNzExITQ0FIDw8HBGjx5NixYtaNu2LYsWLSIjI0POurlo0SJatmzJsmXLWLt2LbNmzaJq1apoaGhQu3ZtVq1axa1bt7h16xZmZmbMnTuX9u3b07ZtW2bMmCG3OTQ0lC5durBlyxbatm2Lubk569at4+zZs9ja2mJqasqECRPk8zF48GCWLVtG3759ad68Oc7Ozvz6668AKtsGWXcv7O3tadGiBc7Ozkp3BdRlG4WsC5UhQ4ZgZWVF06ZN6d+/f75z9QVBED6Wf+uIueiYC0IRvHnzhuHDh2NiYsKlS5f44YcfOH36NNu3bwfyz8bo6emJgYEBJ0+e5ObNmwwYMIC5c+fy+vVr0tPTcXNzkzuOq1atUpsaHiAkJAQPDw+mTZvGjRs3mDx5Mu7u7kRFRXH48GGWL1/OggULuH79OuPGjWPixIn89ttv8vaHDx9m7dq1XL16lYYNG8rhAvPKBJk9pWTr1q0MGTJE3peWlhbHjx8Hsi4WOnfunOd57Ny5M5IkKaV+DwgIoHfv3qSnpzNixAhKlCjBuXPnCAwMJCYmhunTp6vd38mTJ2nfvj03btzA3t6eiRMnkpqaSnBwMIsWLcLb25uoqCilbbLrqVy5MpcuXSIgIIBffvlF6cHNzMxMrly5wtixY/M9px4eHkRERBAQEMCZM2dQKBRMmTJF3tfTp0+Jjo4mODiY77//nvXr17N//34OHDhAYGAgoaGhnDx5Ui7v5+fHtGnTuHbtGh06dMDV1ZXExESVbfv555/x8vJi3rx5XLt2DRcXF1xcXAgPD88z22hqaiqjR4+mR48eXLx4kZCQEKpVq1ak5BiCIAj/BIUkFfj1OREdc0EoggsXLpCens6UKVPQ1dXF2NiYMWPGsGfPHkA5G6Ouri4TJ05UCjvn5eWFp6cnurq6xMTEULJkSd6+fcvLly+5desWMTExfPvtt+jq6tKgQQOGDx+uti1Hjx7F1taWDh06oKmpSefOndm7dy9ly5bl0KFD9O/fH3Nzc7S0tOjcuTO2trYcPPh/D8L07duXWrVqyZFBHj58CGSF7MvOBHn37l2cnZ05d+5csSab0dPTo0ePHgQGBgJZI9e//fYbPXv2JCwsjPDwcL777jtKlSpFhQoV8PT05MKFC8TGxqrcX/369enZsycaGhpYWlqSmZmJq6srOjo68hz9yMhIpW1u3bpFVFQUs2bNokSJElSpUgUfHx95zjyAg4MDOjo6lC5dOs9zGh8fz5kzZ5g9ezYVKlSgVKlSeHh4cPnyZZ4+fSrvb8KECejo6GBlZQVkhXksW7YsxsbGNGjQQCkuubOzMxYWFujq6jJ27Fj09PS4cOGCyrbt27ePAQMGyG2ztbWlVatWHDp0SD7fx44dIyQkhHr16nHjxg3q1q2LtrY2fn5+fP3112RkZBAdHU25cuWULiYFQRA+JZlIBX59TsQcc0EogsjISBISEmjZsqW8TJIkMjIySE1NzTcbY0REBCtXruTvv//G2NiY2rVrA1kJX2JjYylXrhz6+vpy+Zo1a6ptS1xcHI0aNVJa1rRpUyDrQcycmR4BatSooTRFoVKlSkrtVCiybvyZmZn9I5kgHR0dGTRoEElJSRw9epT27dtToUIF4uPjKV++PCVLlpTLZh9LdHS0HGc7p3Llysk/Z7cxOxFP9u/Zx5ft2bNnlC9fHgMDA3lZ9vnO7iDnPEd5ndPsTn+/fv2U1uvp6REeHi4nK8q+SMtOHlS69P9FKNDU1CRnsKzsz0b2umrVqiklEMrZtsjISK5du8a+ffvkZZmZmZQtWzbfbKPXrl3Dzc2N169fU7duXXR0dBBBuwRB+FT9W+eYi465IBSBoaEhtWrV4tSpU/Kyly9f8vLlS/T09PLMxpg9VWXy5MkMHDgQDQ0N7ty5IyebqVq1KgkJCbx+/VrulOY1clmtWjWio6OVlm3ZsgUrKyuqV6+u1A7IGpWuXLlyvsdYXJkgNTU1ycjIkH9PSkpSmm/frFkzatasSVBQEKdOnWLy5MlAVtKdxMREpfMQHh4OKHdGc9LQ0Chwu7JVrVqVxMREUlJS5IuhK1euEB4ejqWlZa795nVOsy8WfvrpJ7mNmZmZPHz4kNq1a8sPnBamnTnfe4VCQVRUlNKFQc59GRoa0rt3b1xdXZXaVqpUqTyzjXbv3h0vLy/2799PkyZNANixYwd///13gdspCILwT/rc5o4XlJjKIghFYG1tTVJSktxpffHiBZMnT+a7774D8s7GmJaWRkpKCgYGBmhoaBAVFcWKFSsAyMjIwMzMjDp16rBkyRLevn3L48ePVSaqyda7d2/Onj3L1atXUSgUBAUFsWnTJsqUKYOTkxP+/v6EhYWRmZlJUFAQZ86coVevXvkeY36ZIHV0dOTslDnp6uoCWXHOAerUqcPdu3f53//+R1paGhs2bMjVMe3duzc//vgjCQkJdOjQAcga9a9Xrx4LFy4kOTmZhIQE+UHHGjVq5Nv+gmratCm1atVixYoVpKSkEBsby5IlS9Q+ZJrXOTU0NMTKykrePi0tDW9vbwYNGkRqamqR2ufn58edO3fkcweovTBycnJi9+7d8h2RGzdu0Lt3b4KDg/PMNvry5Us0NTXlC5Nff/2VXbt2kZ6eXqQ2C4IgfGgKpAK/PidixFwQiqBMmTLs2LGD5cuX4+PjA4CVlRWzZ88G8s7GWLJkSRYvXoy3tzcLFy6kUqVKODs789dff/HgwQNq167Nli1bmDNnDm3btqVSpUp06tSJM2fOqGyLubk5S5YsYfHixURGRmJsbMz69eupUaMGNWrU4NWrV3z33XfExMRgbGzMypUradOmTb7HmF8myH79+jF16lRcXFyUpulUrlwZGxsb+vfvz5w5c+jZsydXrlxhxIgRaGtrM2jQIIyNjZXq6tWrF6tXr2bgwIHo6OgAWdNqfHx8WLJkCZ07d0ahUGBjY8OMGTMK+W7lTUdHh82bN7No0SI6dOiAjo4Offr0YdSoUbkeFAWws7PL85yuWLGClStXYm9vz5s3b2jUqBG+vr5K01UKo1WrVsybN49Hjx7RuHFjfH19KVWqFC9evMhV1t7entevXzN9+nSio6OpVKkS7u7ucpQbddlGdXR0+Oabbxg4cCAKhQJjY2MGDhzImjVrSEhIUJlEShAE4WP6t05lEZk/BUH46NLT07G0tGTXrl00bNjwYzfnkzF48GBatWrFhAkTPnZTCkRk/hQEoSCKI/OnY62eBS57+Enge9f3TxEj5oIgfDSSJPHgwQOOHz9OvXr1/tOdchsbG549eyY/ICpJEmlpaURHR9OrV688HwDOa5/jx4/H0dGxuJsrCILwUWVK/85Z5qJjLgjCR6OhoYGLiwu6urqsX7/+Yzfno5s/f75SJ7pfv35y7Pb9+/d/xJYJgiB8Wv6d3XLx8KcgCB/ZhQsXOHPmDF988cXHbsonx9/fH1dXV+7duwe8X7bZtLQ0Vq9ejY2NDRYWFowdO1Ypmo+6LK+CIAifIqkQ/31ORMdcEAThE/XgwQP8/f1p167de2ebXbVqFRcvXmTXrl0EBwdTt25dXF1dycjIyDPLqyAIwqfo3xqVRXTMBUEQPhHz58/H3Nyc5s2b06hRIyZOnEinTp1YunTpe2WblSQJPz8/pkyZQo0aNdDX12fy5MlERUVx/fr1fyTLqyAIQnGSJKnAr8+JmGMuCILwiZg7dy6Ojo6kpqayZcsW/Pz8sLW1pUSJEu+VbTYhIYE3b97g7u6u1NnOyMggIiICZ2fnfyTLqyAIQnH5t97PEx1zQRCET4yenh4TJkwgJiYGFxcXDh48+F7ZZsuXL4+uri6+vr5yHHqA+/fvU6NGjWLL8ioIgvBPyfyXds3FUIggCMInytPTk1KlSjF9+nTat29f5Gyzmpqa9OnTh1WrVhEbG4tCoWDPnj306dOHZ8+e5ZvlVRAE4VMjprIIgiAI/ygDAwOWL1/OgAEDOHjwYJGzzQJ4eHiwdu1avv76a16+fEmdOnXYsmULNWvWpGbNmnlmeRUEQfjUfG4PdRaUyPwpCIIgFAuR+VMQhIIojsyf1jU6F7jshYig967vnyJGzAVBEARBEITPiuJfOq4sOuaCILwXExMT9PT00NLSArLm/RkbGzNy5Eh69+79cRv3D4iIiKBTp04YGBigoaGBJEno6OjQvHlzpk6dSsOGDQu0n7i4OMaOHcuDBw/o3r07t2/fxs3NjZ49e+a5XVRUFHZ2dpw4cUKOwpLTunXruHbtGj/++GORjk8QBOFTlPkvncoiOuaCILy3rVu3YmFhAWR1zH/66ScmT55MlSpVaNu27Udu3T/j+PHj1KhRA8iKlrJu3ToGDhyIv78/9erVy3f7kJAQnj59SmhoKHp6egWu18jIiFu3bhW53YIgCJ+jf+sccxGVRRCEYqWhoUH37t0pV64cd+/eBbJG1b28vLCwsGDSpEkABAUF0bt3b8zMzOjRoweHDh2S9/HmzRsWLFhAmzZtaNmyJaNHj5ZD/yUnJzN37lzat29P27ZtmTFjBi9fvgSy4nJ7eXnRtm1bWrduzaBBg7h9+7a837zqDAsLw9HRkRYtWtClSxeWLVtW5MyXZcuWxdPTkwYNGrBx40Z5+aVLl3BycqJFixY4ODgQFJQ173HPnj3Mnj2bpKQkWrduTWhoKDY2Nhw+fBgAGxsbfHx86NWrF6ampjg6OnL9+nUga8TexMREDpV48+ZNnJycaN68OV9//bVSCMV/8hwIgiB8SB8qKsvz588ZPXo0LVq0wNLSkvXr16ssZ2dnh6mpqdLLxMSEzZs3A/Dnn3/SsGFDpfUDBw7Mt34xYi4IQrFKSUkhICCApKQkeRQdICYmhuDgYNLS0ggJCWHSpEmsWbOGjh07cuvWLcaOHUuJEiXo3r078+fP59GjRxw5coTy5csza9YsPDw82L59Ox4eHrx584aAgAB0dXWZP38+U6ZMYfv27Rw9epSQkBBOnTpFqVKlWLt2LcuWLWPPnj351jlt2jTc3NzkzuyAAQOwsrLC0tKyyOfCxsaGnTt3AnD37l3GjRvH999/j42NDWFhYYwfP56KFSsycOBADAwMWL9+PT///LPKfR0+fJitW7diaGiIl5cX8+fP5/jx40plEhMTcXNzw83NjaFDh3L79m1cXV1p1KgRwEc5B4IgCB/Chxoxnzx5MjVq1OCXX34hPDwcV1dXateujb29vVK5EydOKP2+Zs0aLly4wKBBgwD4/fffadasGX5+foWqX3TMBUF4b6NHj5bnmGtqalKnTh2+//57mjRpIpfp0aMH+vr66Ovrc/jwYbp06ULnzllP1ZubmzNgwAAOHDhAp06dOHnyJJs2baJq1apAVjzvmJgY4uPjOXPmDKdOnaJChQpAVhjANm3a8PTpU/T09IiJieHIkSO0b99eKdNlXnV2794dXV1dzp07R7Vq1WjZsiXBwcHvnfWyXLlyvHjxAgA/Pz86d+5Mly5dALCwsMDBwYG9e/diamqa77769u1LrVq1gKyRmiNHjuQqc+HCBUqUKMHIkSPR0NCgRYsWODk5yXcuPsY5EARB+BCkD9Axf/LkCdeuXWP16tXo6+vToEEDhg4dyp49e3J1zHMKCQlh586dBAQEULJkSQDu3Lmj9G9gQYmOuSAI783Hx0dpdFyVSpUqyT/Hx8fz5ZdfKq2vUaMGp0+f5uXLl6SlpSk9yFi+fHnKly8vT0vp16+f0rZ6enqEh4djb29PamoqBw8eZOXKlVSuXBlXV1cGDBiQZ50AP/zwA2vXrsXT05PExESsrKyYN2+efHFQFPHx8fIFRGRkJCEhIZibm8vrMzMzady4cYH2lfP8aWtrq5xiEhsbS9WqVdHQ0JCX1axZU+6Yf4xzIAiC8CEUZopKUlISSUlJuZaXKVOGMmXKyL/fv3+fcuXKKf29rVu3Lvfu3VO778zMTObOncu4cePkwRPI6pgbGBjQtWtXXr16RcuWLfHw8Mj376nomAuC8I/I2Vk0MjLKNff56dOnVK5cmYoVK6Krq0tMTAx169YFsiKP7Nu3T75F+NNPP8l/ODMzM3n48CG1a9fm8ePHNG3aFCcnJ16/fs1PP/3ErFmzMDc3z7POtLQ0/v77bxYsWIC2tjYPHjxgzpw5LF68mLVr1xb5mIODg2nTpg0AhoaGODo6Mn/+fHl9dHQ02trF92e4atWqREZGolAo5JHumJgYef3HOAeCIAgfQqZU8Odfdu7cqXKu+Pjx45kwYYL8++vXrzEwMFAqY2BgQEpKitp9Hzt2jLdv3zJ48GCl5RUrVqRZs2YMHjyYzMxMFi5ciKurK0eOHJHvMKsi7lEKgvCPc3R0JCgoiKCgIDIzMwkLC2P//v307t0bTU1NevXqxbp163j27Blv375l1apV3L17F0NDQ6ysrFiyZIk8su7t7c2gQYNITU3lwoULjB8/noiICEqWLEnFihXR1tamdOnSedYJMGXKFHbs2EFGRgZVq1ZFR0enyCnp4+PjWbBgAX///Tdjx46Vj/n48eNcvXoVSZJ48OABAwYMwN/fv7hOKzY2NkiSxIYNG0hPT+f27dscOHBAXv9PngNBEIQPSYFU4NfQoUM5d+5crtfQoUOV9lmiRIlcnfC3b99SqlQpte3w9/enX79+uaJpbdmyhXHjxlGmTBnKly/P7NmzuXfvHg8fPszzuMSIuSAI/zhTU1NWr17NunXrmDZtGlWqVGHSpEk4OTkBWfPGV61ahaOjI6mpqbRp04bly5cDsGLFClauXIm9vT1v3ryhUaNG+Pr6Urp0aQYNGkR0dDRff/01ycnJ1KhRgzVr1lC1alWqVq2aZ50bN25k2bJlbN68GS0tLTp06MC3335b4GOyt7eX7wqUKlWK5s2bs2nTJmrXrg2AmZkZS5cuZfny5Tx9+pRSpUrRp08fxowZU2zntUyZMmzfvp158+axfft2atWqRdeuXfn777+B/M/7+54DQRCEf0ph5pi/O2VFnQYNGpCYmEhCQoI8DfHhw4fUr19fZfnnz59z8+ZNli1bprQ8Pj6ebdu24ebmRrly5QBIS0sDQF9fP882aEiFjSMjCILwkf36669s376dsLAwUlNTMTIyom/fvgwZMuSjPawYFhaGi4uLHFO8bdu2rF69Ot+59/kZNWoU5ubmjB49ujia+UE9e/bqYzdBEITPQOXKpd97H00MWxe47J3YkAKX/frrr6lduzZz5swhKioKFxcXxo4di7Ozc66yQUFBeHl5cfHiRaXlGRkZ2NraYmVlxaxZs3j79q38/x9++CHP+sVUFkEQPisnTpxg2LBhtG7dmrNnz3Ljxg0WLVrE7t27mTdv3kdrl7m5uVKin/j4+GLZ77Zt2z6LTrkgCMI/SSrEf4Wxdu1akpOT6dixI8OGDcPZ2RlnZ2eioqIwNTUlLCxMLhsREYGhoWGufWhra7N161aioqJo3749tra2lCpVijVr1uRbvxgxFwThs5Gamkq7du1wcXHBxcVFad3NmzfZvXs3ixcv5uTJk+zevZvIyEgyMjJo3bo1CxcupHz58qxbt467d++io6PDxYsXqVixImPHjsXR0RHIum25fPly7t27R0JCAhkZGWhra8sP6ygUCtLS0lAoFGhoaDB27FgmTpxIaGgoQ4YM4d69e3Tt2pXHjx+jp6fHt99+y5AhQ9i6dSuBgYFER0ejpaWFjY0N8+fPR1dXl4yMDDZu3MjBgwdJTk6mcePGzJs3j3r16jF48GBatWrFhAkTSElJwdvbm5MnT5KSkkKTJk3w8PCgfv36RERE0KlTJxYsWICPjw9JSUk0b96cRYsWyf9wXLp0iTVr1vD48WOMjIxwd3eXQyeGhYWxePFinjx5QoUKFejcuTPTpk0r1B0IMWIuCEJBFMeIecMqLQtc9s+46+9d3z9FjJgLgvDZuHHjBi9fvlQZT9bMzIxVq1bx119/sWDBAubPn09oaCgnTpzgwYMH7Nq1Sy577tw5zMzMuHbtGnPmzGHOnDlcvXoVgIkTJ9KwYUPOnj1LWFgYgwYNokKFCty6dYuff/4ZfX19xo0bx++//86pU6fw8/PLlWgiO/zg1q1bGTJkCKdOnWLXrl2sX7+esLAw9u7dy88//0xgYCCQNbf72LFj+Pr6cu3aNZo0acK4ceNyHeO8efMIDQ1l7969XLx4kSZNmjB8+HBevfq/DnFwcDABAQGcOXOGuLg4OQtddoKj0aNHc+3aNTw9PfHw8JBH+adNm0a/fv24ceMGvr6+8oOqgiAInyKFJBX49TkRD38KgvDZSEhIAJRjer/riy++4Pjx41SvXp3k5GSePXtGhQoVlMIGNmrUSH4aP/s2Y2BgIG3atMHHxwdDQ0M0NDSIioqiTJky8rYXLlxAT0+PcePGoaGhQZ06ddi5cydlypSRH7BUpV27dhw8eBBDQ0NevHjBixcvKFeunLzfgIAA3NzcqFevHpB1cdCtWzelWOWpqakcP36cjRs3Ur16dQDc3d0JCAjgwoULcpIiV1dX+SGnjh078uuvvwL5JzgSyYUEQficfIgEQ58C0TEXBOGzUaVKFQCePXumlIAo2/PnzylTpgy7du3ixIkT6Onp8cUXX5CcnKyUjCI7Uko2IyMjOQnPn3/+yfjx44mLi6N27dpUrFhR3vbZs2dUq1ZNKSZ79tP6eXXMJUlizZo1nD9/nrJly9KwYUPS09OV9pvzeAwMDGjWrJnSPl6+fEl6errcKYesLKtGRkZER0fLHfOKFSvK63MmIsovwZFILiQIwufkcxsJLyjRMRcE4bPRvHlzypUrx6lTpxg5cqTSurCwMAYOHMiECRO4dOkSAQEB8sj6uw9P5hw9h6wHeKpXr05cXBzu7u6sX78eGxsbIGtaytmzZ4GsBD4xMTFIkiR3zk+dOoWGhkae8b6///57IiIiCAoKkuPhOjg4yOurVaum1KY3b96wdu1apVCKlSpVQk9Pj4iICHlkXaFQEBkZmecdhGx5JTgSyYUEQfjc/FtHzMV9SkEQPhu6urrMnj2bdevWsW/fPl6/fk1GRgZXr17l22+/xdnZmdTUVHR0dNDR0SEjI4OjR49y6dIl0tPT5f3cvHmTo0ePkpmZSXBwMOfOnaNv374kJyeTmZlJiRIlAHjw4AEbNmwAID09nQ4dOpCWlsa2bdtIT0/n4cOHLFq0SGnKSTYdHR157ndSUhJ6enpoaWmRmprKjh07+Ouvv8jIyACgT58+bN++nSdPnpCens6GDRu4ePGiUtxdTU1Nevfujbe3N5GRkaSmpuLt7U1qairW1tb5nrv8EhyJ5EKCIHxOJElR4NfnRIyYC4LwWenZsyflypVjx44drFmzRp7eMWzYMIYMGUJSUhL379+nY8eO6Onp0ahRIwYMGMD16//3VP6XX35JUFAQCxYsoEqVKqxatYqmTZsCMH36dL799lvevn1L1apV6devH8uXL+fBgwd8+eWX7Nixg8WLF7NlyxZKlSrFqFGj6NGjB6GhoUrt7NevH1OnTsXFxYXJkyfj4eFB27ZtMTAwoGXLljg4OHD//n0gK1Z5RkYGw4cPJykpiWbNmuHj46M0ZQZg5syZeHt7880338jldu7cSYUKFXjz5k2e5y2vBEeampoiuZAgCJ+VzM+sw11QIlyiIAj/KevWrePatWv8+OOPH7sp/zoiXKIgCAVRHOESa1RoUuCyEQl33ru+f4oYMRcEQShmJiYm8tQVSZLQ0dGhZcuWzJkzRzxMKQiCUAz+rePKYo65IAjCB7B161Zu3brFr7/+yvnz59HQ0GDatGkfu1mCIAj/CiKOuSAIwr/AhAkT/vE6S5UqRb9+/XB3d5eXvZthtFatWkyfPp127drJWTyHDBlCQEAAffv2pUSJEty6dYsXL14QGRnJ1q1bqVu3LitWrOD8+fNkZGTQrl07Zs2aRdmyZQkNDWX69OmYmZlx6dIlJk6ciKOjI0uXLuXatWs8e/aMsmXLMnjwYDnCzdmzZ1mzZg0xMTFUqVIFR0fHXBlWBUEQPgUiKosgCIJQJImJiRw+fFhO7gO5M4y2adOG7777Tmm7zMxMrly5wtixYwEICQlh1qxZnDt3jiZNmuDh4UFERISc6VOhUDBlyhR5+5iYGL788kuuXr2Kk5MT33//PdHR0Rw6dIibN2/i4eHBihUrePr0KSkpKUydOpUZM2Zw48YNVq1axcaNG3n06NE/c5IEQRAKQZKkAr8+J2LEXBAE4QMYPXo0WlpaKBQKXr9+TenSpdmyZYu8Pq8Mo9kcHBzk0I8AxsbGcoKg+Ph4zpw5w6lTp6hQoQIAHh4etGnThqdPn8r76N27t7yP8ePHo6WlRalSpYiLi0NfXx9JkoiNjaVKlSro6elx7NgxdHV1MTMz48aNGyL7pyAIn6R/a1QW0TEXBEH4AHx8fLCwsAAgJSWFffv2MWTIEPz8/GjcuHGeGUazvZs4qHLlyvLPkZGRQFZYxpz09PQIDw9HW1s71zbx8fEsXbqUP/74g2rVqtGkSVZUA4VCgb6+Pnv27GHTpk24u7uTkpJC165dmT17NmXLli2msyIIglA8Pre54wUlOuaCIAgfmL6+PsOHD8fHx4crV65QuXLlPDOMZns3jnnO3w0NDQH46aef5A58ZmYmDx8+pHbt2ty6dSvXNpMmTaJjx45s2bIFbW1tEhMTOXDgAADJycnEx8ezevVqJEnizp07TJ8+HR8fH2bMmFHMZ0QQBOH9fG5TVApK3KMUBEH4wDIyMjh06BBJSUm0aNEi3wyjBWFoaIiVlRVLlizh5cuXpKWl4e3tzaBBg0hNTVW5TVJSEgYGBmhpaZGQkMDChQvl9r19+xYXFxeOHTsGgJGREZqamiL7pyAInyQFUoFfnxMxYi4IgvABuLi4oKWlBWSNWteuXZtVq1ZhZmYG5J1htHTpgiXfWLFiBStXrsTe3p43b97QqFEjfH191W6/ZMkSFi9ezPbt2ylbtix2dnY0bNiQ+/fvY2lpydq1a1mzZg1z5sxBX18fOzs7hg0bViznQxAEoTj9W0fMReZPQRAEoViIzJ+CIBREcWT+LFmidoHLvn7z+L3r+6eIqSyCIAgqmJiY0LRpU0xNTTE1NaV58+Y4ODgQEBCgVCY0NPTjNTIfUVFRmJqaEhUVpbT89u3bNGnShF9//fXjNEwQBOE9iQRDgiAI/zFbt26VI6tIksRPP/3E5MmTqVKlCm3btv3IrcufkZGR/BBoTqdOneK7776jefPm/3yjBEEQisG/dcKHGDEXBEEoAA0NDbp37065cuW4e/durvUPHz7Ezc0Na2trmjZtioODA5cuXQIgIiICExMT/P39sbGxwdzcnFGjRhEbGytvf+nSJZycnGjRogUODg4EBQXJ6+Li4pg0aRI2NjY0a9YMW1tbjh49Kq8PDw9n9OjRtGjRgrZt27Jo0SIyMjLkeiMiIgC4d+8eI0eO5ODBg/j4+LB8+XL5QdF169YxceJEpk6dSosWLbC2tmbNmjUf4lQKgiC8N6kQ/31ORMdcEAShAFJSUti/fz9JSUnyKHpOBcnkGRwcLGfpjIuLY/PmzQDcvXuXcePGMXr0aK5du4anpyceHh7yaLenpycGBgacPHmSmzdvMmDAAObOncvr169JT09nxIgRVK5cmUuXLhEQEMAvv/zCjh07lOp+8eIFQ4YMoUmTJly+fJndu3cTEhLC0qVL5TJnzpyhXbt2XLt2jQULFuDj48Pvv/9e3KdSEAThvYnMn4IgCP8x2dk7ATQ1NalTpw7ff/+9nJgnp4Jk8nR1daVMmTIAdOzYUZ7j7efnR+fOnenSpQsAFhYWODg4sHfvXkxNTfHy8qJ06dLo6uoSHR1NyZIlefv2LS9fviQiIoKoqChmzZqFgYEBJUqUwMfHBy0tLaV/kIKCgtDR0cHd3R1NTU2qV6/O1KlTGTNmjHwBUadOHXr37g1Au3btqFy5Mg8fPuSrr74q1vMqCILwvj63DndBiY65IAiCGjmzd+anIJk8K1asKP+sra2NQpGVUjoyMpKQkBDMzc3l9ZmZmTRu3BjImgqzcuVK/v77b4yNjalduzaQlbHz2bNnlC9fHgMDA3nbmjVryttli4+Pl2OTZ6tRowapqanEx8cDuTON6ujoyG0siOKItCAIglAQ6WmRH7sJH4TomAuCILynuLi4AmXyVMfQ0BBHR0fmz58vL4uOjkZbW5v09HTc3NyYPHkyAwcORENDgzt37siJgKpWrUpiYiIpKSno6+sDcOXKFcLDw7G0tJT3Z2RkRFRUFAqFQu6cP336FB0dHcqWLVss50EQBEF4P2KOuSAIwnt630yejo6OHD9+nKtXryJJEg8ePGDAgAH4+/uTlpZGSkoKBgYG8jSZFStWAFkZO5s2bUqtWrVYsWIFKSkpxMbGytlAc7K2tkaSJLy9vUlLSyMyMpLVq1djZ2eHrq5uMZ8RQRAEoShEx1wQBOE91a1bV87k2aJFC9zd3XFyckJbW5sHDx7ku72ZmRlLly5l+fLlmJubM3LkSHr37s2YMWMoWbIkixcvZsOGDZiamjJ06FAsLS2pUKECDx48QEdHh82bNxMZGUmHDh1wcnLC2tqaUaNGKdVRunRptm/fzu3bt7GyssLZ2Rlzc3PmzZv3gc6KIAiCUFgi86cgCIIgCIIgfALEiLkgCIIgCIIgfAJEx1wQBEEQBEEQPgGiYy4IgiAIgiAInwDRMRcEQRAEQRCET4DomAuCIAiCIAjCJ0B0zAVBEARBEAThEyA65oIgCIJQRDExMR+7CYIg/IuIjrkgCIIgFEBycjJpaWlKy3r06PFe+3z8+DEASUlJrFixgu3bt5ORkaGyrCRJ7Nixg27dutGsWTM6derE+vXrKUw6kocPHxIbG5tnmatXrwIQGxvLpEmT8PLyIjk5ucB1fAjZ9aelpbF3715OnTpVpP28ePHig9dRnG0S/ntEx1wQBEH47Jw+fZqRI0fSo0cPhgwZQkBAQL7bFKYTDPD06VNmzpwJwNmzZ2ndujXt2rXj5s2bcpn3ydG3bds2nJycAFi0aBHnz5/nyJEjLF++XGX57du3s2fPHkaOHImPjw8uLi4cOXKEzZs3q63j9u3bDB48GID9+/djZ2dHp06dOHfunMryy5Ytk4953rx5PHv2jEePHrFw4cI8jyU5OZlDhw6xdu1aXr9+TVhYWJ7lZ8yYQURERK7lDg4OuZYFBARgbW0NwIoVK9iwYQOLFi3Cx8dH7f7/+OMPBg8eTJcuXejUqROdOnWiQ4cOWFlZqSxflDpUCQ4O5vbt28XSpvdVmAusolyMFfb79McffxAYGEhAQIDSS3iHJAiCIAj/gMTERLXrXr16JUmSJKWmpkp79uyRTp48qbbsoUOHpFatWkmrVq2S/P39pZUrV0otW7aU9u3bp3abrVu3SmZmZpIkSdL06dOl7t27S3Z2dtKiRYvUbjNq1Chp5syZkkKhkHr06CFt3LhR2r17t+Ts7CyXMTU1Vbt9fnr06CHdvXtXSk1NlZo1aybduXNHev78udS2bVuV5W1tbaV79+4pLfvzzz+ljh07qq1j0KBB0urVqyWFQiF17NhROnTokHT+/HnJ3t5ebR2RkZHSmzdvpMaNG0sPHjyQXr16JbVq1UptHffv35csLS0le3t7qXnz5tKjR4+kxo0b5/keNmzYUGrbtq108+ZNpeXNmzfPVbZXr17S5cuXpczMTMnc3Fy6du2a9PTpU6lDhw5q99+/f39p0qRJ0rx586SRI0dKO3bskKytraVt27apLF+UOiRJkoKDg6VOnTpJkiRJGzZskL766iupadOmkr+//3u3SZ0LFy5Iv/32W55lli5dKrVv316SJEkaPXq09M0330hDhw6VZsyY8V5lsxX2+7RmzRqpYcOGUrt27aSOHTvKLxsbmwId83+J6JgLgiAIxerOnTvSoEGDpM6dO0s2NjaSjY2N1L59e6lx48Yqyx85ckRq0aKFJEmStHDhQqlt27aSpaWltGnTJpXl7ezspOvXrystu379utS1a1e1bSpsJ1iSJMnS0lJKS0uTIiMjpS+//FJ6+fKlpFAolDrjDRs2lI9R3Usdc3NzSZIkKSQkRGrdurW8XF1nv0WLFlJGRobSsvT0dPncqdKmTRtJoVDIneU3b95IkqS6A5yzTcHBwXJnLSMjI886hg0bJu3Zs0dp+7Nnz6rt/GfXHxgYKJmZmUnHjh2Tl6s69pYtW0qSJEm//vqr1KJFCykzM1Nt2WzNmjWT3r59Kz148EAaOnSoJEmSdOvWLcnR0VFl+aLUIUmS5OzsLPn7+0sKhUJq27atdO7cOen333+XunTp8t5tylaYzn+2wlxgFeVirLDfp44dO0qXLl3K8ziFLNofe8ReEARB+HdZsGAB1apVo379+oSHh2NpacmuXbuYPHmyyvI//PAD3t7eKBQKAgIC2LhxI1WrVmXw4MGMHj06V/mYmBhatGihtMzMzIy4uDi1bYqLi6Nhw4aEhoZiYGBA48aNAXj79q3abTIyMlAoFPzyyy98+eWXlClThoSEBPT09OQyOjo6uLu753k+1DE0NOTy5cscO3aMtm3bAnD8+HGMjY1Vlv/iiy84dOgQ/fr1k5cdOnSI+vXrq61DQ0OD169fExwcTLNmzTAwMCAyMpJSpUqpLF+zZk38/f05d+4cVlZWKBQKduzYkWcd//vf/9i2bZtcH0Dnzp2ZMWNGnu1ycHCgSpUqTJw4kcePHzN+/Hg0NXPPsC1btiwPHz7k1KlTtGrVCk1NTUJCQqhcubLa/ZcuXRp9fX2MjY15+PAhAM2bN1c5faaodQA8efIEZ2dn/vzzT968eUO7du3Q0dHh2bNn792mbOvXr8fNzQ1JktizZw9r1qyhSpUqTJkyBWdnZ5XbJCQkYGRkxMWLF6lYsSL16tUjMzOTzMzM9yqbrbDfp6SkJCwtLfM8TiGL6JgLgiAIxerPP//khx9+IDIykgULFjB8+HBMTU1ZsGABI0eOzFU+KioKS0tLfvvtNyRJokWLFmhqapKUlKRy/8bGxly4cIGOHTvKyy5cuEDNmjXVtqmwnWAAS0tLRo8ezcOHDxkxYgTh4eFMnz5dnosMoK2tTc+ePfM7JSq5u7szbtw49PX12bNnD1evXsXDw4N169apLD9lyhRGjBjB4cOHqV69OhEREfz1119s3bpVbR1du3alf//+xMbGMnv2bB48eMC4ceOwt7dXWd7Dw4Pp06ejq6uLl5cXoaGh7Nixg02bNqmto1y5cjx69IgGDRrIy548eULFihXzPQcWFhbs3bsXFxcXnj59io6OTq4yI0eOpGfPnmhqarJz505u3LiBm5sbc+fOVbvfunXrcuDAAZydnSlZsiR3795FV1dXvnAojjoADAwMiIuL49y5c5iZmaGjo8Off/5J+fLl37tN2QrT+c9WmAusolyMFfb7ZG1tzbFjx4r8XflP+dhD9oIgCMK/i5WVlSRJWfPFs3+WJEntrfHOnTtLDx48kJYsWSKNGTNGkiRJunr1qmRra6uy/NmzZ6UmTZpIU6ZMkb7//ntp8uTJ0ldffSWdPXtWbZvOnDkjNW3aVGrVqpV0//596cqVK1KTJk2k8+fPq93m9evX0tq1a6XNmzdLkpQ1n3vhwoXydBBJUj8lpKBSUlKklJQUSZKy5tk/e/Ysz/IPHz6UvL29pe+++07y8fGRwsPD8yyfkZEhHTx4UDp+/LgkSZL0+PFjydfXN9eUGHXS0tKktLS0PMv4+vpKHTt2lPz8/CRTU1Pp5MmTUs+ePeXzpsq75y0uLk7q06eP1LBhQ5Xlnz59KkVGRkqSJEnx8fHSH3/8kWebbt68KVlYWEhPnjyR/Pz8pMaNG0vNmjWTli5dqnabwtYhSZK0bt06qXXr1lKTJk2kn3/+Wfr9998lCwsLlcdelDZJkiR16NBBio2NldavXy+NGDFCkiRJunv3bp7PFly/fl3q2LGj1LVrVykmJka6cuWK1Lp1a+nWrVtqy3br1i3fstkK+32aMGGC9OWXX0o9evSQBg8erPQSlGlI0ns8Ui4IgiAI7xg6dCj29vY4OzvTrVs3Vq9eja6uLgMHDiQkJCRX+f3797NgwQJ5tFKSJEaMGMHcuXNxdHRUWUdISAhHjhzh+fPnVK9eHUdHR5o3b55nu1JTUwHQ09MjOTmZlJQUKlWqlO/xpKenExUVJY/I5xzhnDt3LvPnz893H+qEh4cTGxsrR3fJyMjg/v37DBkypMj7VFdPREQELVu2JCUlRe1UFsiKeOPv7090dDSVKlXC0dGR3r17qy0vSRK7d+9m//79REZGYmhoiJOTE6NGjVI5NQWypkJUqVJFadnbt285ffq0yrqioqI4fvw4UVFRVKpUCTs7O+rUqZPnMaelpaGtrY2mpia3b98mKSkpzwgoRakDIDQ0FF1dXUxNTYmJieHOnTt07ty5WNoEWVNZ9uzZQ3JyMmvXrqVy5cqMGjWKESNG4Orqmm/7IOszDKi8I6GqjRoaGvmWLcz3af369Wr3M378+Hzb9F8iOuaCIAhCsbp16xZjxozB39+fkJAQvLy80NbWZsCAAWrnHYeHh6OlpYWRkREJCQnExMTQqFEjlWV3797NoEGDci3fsGED48aNU9uuyMhIDh06RHR0NDNnziQ4ODjPW+upqaksWbKEAwcOoKOjw+HDhxk3bhzbtm2jevXq+ZyF/O3YsYMVK1bIv0uShIaGBg0bNuTIkSPy8j///JOGDRvy4MEDVq5cyaNHj3LN/1UX/jApKYkpU6Zw+fJlDAwM8Pf3Z9CgQezcuZOGDRvmKn/48GGWLVvG119/TY0aNXj69Cl+fn5MmTKFr7/+WmUd2e17V0hICK1bt1Z7/L/99ht79+4lOjqa1atX4+/vz5gxY3KVu3XrFiNGjKBhw4bUqFGD8PBw7t69y/bt2zE3N1e7/8ePH1O7dm1evXqFj48P5cuXZ9iwYWhr557FW9Q6ICtUZHBwMFFRUVSuXBlra2vKlSv33m3KqTCd/2yFucAq6HuRU1EvKuPj4ylbtmy+x/xfJc6KIAiCUKyqV6/OxYsX0dbWpl+/fjRs2DDfkUEtLa1co5U5JSYm8uDBAwBWrlxJw4YNlWKIv3r1im3btqntmIeFheHq6kqrVq24du0aY8eOxcvLi1evXjFw4ECV23z//feEh4ezf/9+Ro4cSfXq1WnatCkLFiyQ41sXZGR7165dKpfv3r0bb29v9PT0CAoKYurUqSxYsAAjIyOlctOmTePYsWPMmzcPPT09XFxcCtypWbJkCRUrVuTKlSt07dqV+vXr079/fxYvXqyyXTt27GDDhg1KndEOHTrg6emptmP+zTffKMV2h6zO6pgxY7h165bKbYKCgpg9ezb29vb88ccfpKen4+/vT0ZGBhMmTFAqu3LlSmbMmKFU/759+1i5ciX79+9Xuf9t27axadMmbty4wcKFC/n999/R1NQkLi6OWbNm5SpflDogK2HT8OHD0dTUxMjIiMjISJYtW8bOnTv54osv3qtNObVs2ZJr165x8OBBHBwcMDExybN8zgusbt268fTpUxYvXkxKSkqu9zEoKIhZs2bh4OCQ73uRLa+LSlXfibS0NJYtW8ahQ4dITU1FR0cHOzs7+TMt5PCRptAIgiAI/1Jt27aV45IXxM2bN6XmzZtLX3/9tfTtt99K/fv3l5o2baoUEvHVq1dS27ZtJRMTE5WvJk2aSF5eXmrr6NevnzwHPTukX1hYmNp57JKUNbc3Pj5ekqT/C6eXnJysNFd+3bp1+b7UyZ5nHRMTI/Xp00eSpKy5ze/OHW7Tpo0kSZJkZmYmvX79Wu3+VLG0tJSSk5OVjiE1NVU+B+9q0aKFpFAolJZlZmbmChv49OlTqUmTJlLDhg0lExMTqWHDhrleX3/9tdp29ezZU7p27ZokSf/3fty/f1+ytrbOVbZly5Yqw0TmFcqwsOH8ilKHJGXFus+OEy9JkqRQKKRVq1ZJw4cPf+82ZYuOjpbs7e2lFi1aSM2bN5fu378vffXVV9LVq1fVblOYkKKFeS+ydezYUTp9+rR04cIFydPTU0pMTJSmTJkirVy5Uqlcdrz15cuXS3369JF++eUX6cmTJ9LFixelPn365Du//r9IjJgLgiAIxap06dLEx8fnOY85p4KMVpYqVYpffvkFgG7duvHTTz8Vqk0PHz6kU6dOwP/NEW/RogXPnz9Xu016ejoGBgbA/2X41NLSUhqtfp/5sVWqVOH169cYGhoSGRmJJElUqFCBly9fKpXLzqZYqVIl3r59S4kSJQpch5aWljy/OPsYUlJS5ON6V0Ej3hgbG3PgwAFevnyJq6trrsgwurq6eY7qRkZGyqPy2e9H/fr1efXqVa6yZcqU4e+//1aKEvLo0SMqVKigdv+FDedXlDoAfv/9dzZs2CAfg4aGBmPHjpUjlbxPm7ItXLiQjh074u7uTuvWralfvz4zZszg+++/58CBAyq3KUxI0cK8F9kSExOxtbUlNjYWb29vypUrx+zZs+nbty9Tp06Vyw0cOJA5c+Zw6tQp9uzZQ7Vq1YCsSDB169alf//+eYbV/C8SHXNBEAShWH3xxRf07duXZs2a5YoDvWTJklzl79+/nyses7Ozs9Kt8pwK2ykHqFatGrdu3cLMzExe9scff1C1alW121hYWODl5cWcOXPkDou3t3euDk9RtWzZEnd3d1atWkWTJk1YtWoV+vr6GBoaKpVr0qQJAIMGDWL8+PEMHTo0VyjCli1bqqzD2tqab7/9Fk9PTzQ0NEhISGDRokW0a9dOZflx48YxceJEbG1t5ZCMQUFBrFq1KlfZ7Hnl1tbWNGrUqMAXYgC1a9fm559/li+WIGtOuqqQl87OzowePRpXV1eMjIyIiIhg27ZtamN4Q+HD+RWlDgB9fX0SEhKUPkfx8fGULl36vduU7caNG6xatQotLS35czhgwABWr16tdpvChBQtzHuRraAXlXv37uXUqVO8fv0612e2cuXK8kWj8H9Ex1wQBEEoViVLlsz3wbScCjpaaWZmxs2bN2nYsKHa2M93795VudzFxYXRo0czYMAA0tPT2bZtG7t3787zYdFZs2YxevRoWrZsSWZmJmZmZlSvXp0tW7YU+Njy4uHhwffff09GRgYzZ85k0qRJJCUlsXTpUqVy2fPZFy1aBJBr3raGhoba4542bRoeHh5069YNyIrNbmlpiaenp8rynTt3ZuvWrRw5coQ//viD6tWrs2vXrjwj3ly9elXtCLw67u7ujB8/ns6dO5Oamsr8+fM5fvy4ygs3V1dX0tLS2LRpE8+fP8fIyIh+/fqpjImfc/+FiRGvro5Ro0bleRzdu3dn3LhxTJkyRe7Qr1mzhu7du793m7KVKFGC+Ph4ebQZ4Pnz55QpU0btNoW5wCrMe5GtoBeVX331FV999RX37t3Dx8eHiRMnyus2bdok3zUQ/o+IyiIIgiB8VJs3b+bAgQMqRyvd3NzkcmFhYZibmxMaGqq2Y96qVSu19fz888+5Qvq9+5BpTnFxcVSuXJnff/9d3qZp06bFFk2iqNFMiiI+Pl4+BkNDQ1JTU1U+dFeUiDeLFy9GoVDg4OBApUqVlN6bdx9kzenu3bv4+/vL7XJ0dMTU1DRXuSdPnlCrVq2CHKaSwoTzK+p7kZqayty5czlx4gTp6eno6enRu3dvZs6cqfJipSghO1evXs2lS5eYOnUq7u7u7Nixg1WrVtGoUSOmT5+udrvChBQt6HuR7fXr13z//feMHz+e+Ph4pYtKVRk+7927x5AhQ9DT08PIyIioqCg5kdG7D8n+14mOuSAIglCsChuzWJIk1q9fz+HDh+XRSicnJ0aOHImWltaHbGqeLC0tOX36dKGmaBRG9h2AnJKTk2nXrp3aaCZv377l5cuXKBQK4P9C1OWchpCTlZUVly9fzrW8ZcuWXL9+HVCOeOPi4sK2bdtyRbyZOnWq2ja926HV0NCQo3SoG8kvjMaNG2Nqakrfvn3p3r17gaN4FCY8ZlHei5zS0tJ4+fJlrguT92lTzn2vWrUKPz8/3r59i66uLr1792bWrFno6+vn27YPYffu3Tg6OhbqeYeXL19y9uxZEhISMDIywtra+oN9tz5nomMuCIIgFKvhw4cr/Z6YmMj9+/fp1q0b33//fZH3a2Njk2/6cnXxvN+8eYOfnx8PHz7MFQNc3S37bt26sXnz5gKP1hYkbnR4eDg9evQgIyND7ry+q3nz5uzbty/X8sDAQObOnUtKSorS8goVKsgPxmbX4enpiSRJ8l2GnJKTk0lMTOT8+fPy7127diU+Pl7lceno6NCvXz++++47lesjIyNVLgdyxXsfPHhwvu/hu2Ec4+LiOHr0KIGBgURHR9OjRw/69u1L06ZN1e7j3fCYR48epU+fPkyePFkOj/k+78WWLVtwdXUt1EVoQdqUn4SEBMqXL6/2HBbl/D579ozNmzer/G6oC/XZqlUrrl69mu+Fc0xMDFWrViUqKkptmbzuqvwXiTnmgiAIQrHy9fXNtezkyZNcuHBBaVlenZpsOTs32TGV//jjD86dO8fw4cOpWbMm0dHR+Pr6qh01Bpg9ezY3btygVatWBcp+CIV7iLWgcaPfJ5rJhg0bcHd3p2TJkly7do1hw4axYsWKXPHhjY2N6datG/Hx8dy8eTPX9B5dXV2lhwLfN+JN9erVUSgUXLt2jYiICBwcHIiLi1P5UKOFhQWAPOfZycmJmjVrEhMTg7+/vzwXPqcqVarg4uKCi4sLd+7cITAwkHHjxlGuXDmOHTumsk0rVqxg+fLldO7cmZYtW2JsbMzmzZuZNWuW3Al+n/fi+vXruLq6EhoaqnK9qs5xQdqUU0BAgMp95/TuhV9Rzu+sWbOIi4vD2tq6wN8NKysrfvjhB3r16pXnVJwePXpw8+ZNlRfVxXlX5d9EjJgLgiAIH5xCoaBVq1aEhYXJywYPHgxkhe/7/fff+fLLLzE2NiY2NpbffvsNS0tLtm/fnmtfPXv2ZPXq1dSrV09e9vjxY9zc3Dh9+rTK+lu3bs2hQ4cKlbHTw8ND7bp3O+b29vbMmzdPaXQ6LCwMT09PtR3d8PDwfCNy5NS8eXNu3bpFdHQ0kyZNwt/fn6ioKIYPH672uAMCAtRmeyyI4OBgKlSowFdffaW2TExMDC4uLkRHR5OZmcmBAwdwdHRky5Ytaudnf/PNN3z77bdKUXJu377N3LlzlbKe5pSamsrZs2c5duwY169fx9LSUu2Dk+bm5ly/fh0NDQ15hBqyQmTeuHEjV/nw8HB0dHQoW7YsBgYG/Pnnn5QpU6ZYR3ML2yYbGxsg67sTGxtLuXLlMDIyIi4ujmfPntGwYUO1nffCnN9WrVpx+vRpypcvX+Bjsba2JiYmRuUFSM6OdnR0NNWqVSvUXZX/OjFiLgiCIHxQCoWCw4cPU7ZsWaXlP/74IwAzZ87E0dGRAQMGyOuOHDnCmTNnVO4vPDw81/SSqlWrqozRnE1HRyfXqHd+8opK8a7CxI3OVrFiRXx9fQs8vaZixYqkp6dTrVo1nj59CmRNA8grFnvv3r35448/ePjwoTwvPee6d128eBEvLy+CgoLYuHEjPj4+aGho4OnpqTZ0YFHibN+9e5dmzZopLWvUqBGPHz/OVTY0NJSAgADOnDkjP7S7ZMmSPGOMFzY85v3795k0aRJ79uzhq6++4uLFi/j4+LBhwwbatGmTq3xRRrML26aff/4ZgGXLlqGrq8vEiRPlqSMbNmzIs7NbmPNbqlSpAo+UZ1u+fHmBymVHkqlWrRrbt2/H3t6eatWq4e/vz6tXr/KMrPNfJTrmgiAIQrFSFc5QS0tL7Qj0mTNnWLx4sdKynj174uXlpbJ8kyZNWLFiBVOnTkVXV5e3b9+yZMmSPOOLDxgwgKVLlzJ+/Ph8k8ZkkyQJX19fpXnjffr0Ydy4cbmOrzBxo7MVdnpN06ZNmT9/PrNnz6Z27drs3bsXAwMDypUrp3Ybb29vfHx8qFy5slI0GQ0NDZUd8/Xr1+Pm5oYkSezZs4c1a9ZQpUoVpkyZorZjXpQ42/Xq1WPXrl1KzyP4+PiojIwyevRounXrxpYtWwocQ76w4TFXr17NqlWr5DsDrq6u1K1bl+XLl6scwV+7di2Q92j2u+e3KCE7AQ4dOsQvv/yiNJ/bzc0NCwuLXN+bbIU5v2PGjMHDwwNXV9dcscbV3THInh4VHh5OREQELVu2JCUlRe3DnEuXLuXKlSvyVBpjY2MWL15MUlISkydPzuPo/4P+0TyjgiAIwr9eaGio0uv69etSXFyc2vKdOnWSU4JnCw4OlmxtbVWWf/jwodS5c2epSZMmkpWVldS4cWPJ3t5eioqKUltHx44d1aaOV2fr1q2SjY2N5O/vL125ckXat2+fZGNjI23atClX2bNnz0pNmjSRpkyZIn3//ffS5MmTpa+++ko6e/as2v1bWFhIERERate/Ky4uTnJ1dZViYmKk69evSy1atJAaN24sBQYG5nncly5dKnAdrVq1kiRJku7evSs1b95cSktLkyRJkpo3b652GxsbG/nct2zZUpIkSYqNjZU6duyodpsbN25ILVu2lKytraX+/ftL7dq1kywtLaU///wzV9nk5OQCtz+nc+fOSS4uLlKPHj2k4cOHS8ePH1dbVtXxKRQKqUWLFnnWsXTpUmnVqlVSRkaGvGz9+vWSh4fHe7cpm5WVVa7z8ttvv0nW1tZqtynM+TUxMVF6NWzYUP6/Oi9fvpRGjhwpmZiYSM2bN5f++usvqVWrVtLdu3dVlre0tJSePXumtCwmJkaysrLK69D/k8SIuSAIglCszp8/rzLNtqenJwsXLsy13M3NjVGjRtG1a1eqVasmP7j2bqKdbHXr1uXUqVPcunWL2NhYqlatipmZGZqammrbpG5feTlw4ACbNm2S4yy3adMGU1NTxowZw+jRo5XKFiUxT2Gn11SuXJnNmzcDWVkkQ0JCSEtLyzNkXVJSksq40uoYGBgQFxfHuXPnMDMzQ0dHhz///DPP+cf29vaMGzeOqVOnolAouH37NqtWrVL5oGE2MzMzzpw5w4ULF4iNjcXQ0JBOnTopZcx0dXVly5YtjB49Wm2kEXVRQ1asWMGYMWPkedr5qVGjBpcuXVLKiBoaGqqU1EeVwoxmF7ZN2QYOHMjIkSNxdnaWvx9+fn5KyXreVZDzm01dJKO8LFmyhIoVK3LlyhW6du1K/fr16d+/P4sXL1b5nqSkpOSqu1y5ciLzpwqiYy4IgiC8t9jYWK5evQpkpeF+N5rFq1evOHHihMqOubOzMzVq1CAwMJA7d+5gaGiIr6+v0lzcd6WkpPD06VMiIyPp2LEjN2/ezBUWMKdWrVrJncaoqCgqV66MmZlZnuHe4uPjlR4whawpAklJSSrLt27dulCJgYoyvSYnbW3tfJMdWVtbc+zYsXxjZWfr27cvvXr1Ijk5mbVr13Lnzh1GjRrFiBEj1G4zbtw4UlNTGT9+PG/fvmXQoEH07t1bZcfx3fB5OSPGvHr1ilevXsnTJ7KnrWRHGimMAwcOMGXKlAKXd3NzY9y4cXKmzOjoaM6ePZvvcwZ6eno8evRI6fP+v//9T2VWzsK2Kdvo0aOpVKkSgYGB8oXonDlzVCbHKsz5zVa9enWSk5MJDg6WvxvW1tZ5TpG6dOkSp0+fpmTJkmhoaKChocH48ePVXgSam5uzePFiZs+eja6uLmlpaaxYsSLPJEb/VSIqiyAIgvDe0tLSGDRoEM+fP5cjMeSkq6uLk5MTLi4uBd5nZmamyo7zgwcPGDZsGOXLlyciIoLDhw/j4ODAihUrVKZCh6wLBzc3Nx48eEDFihWJj4+nRo0a+Pr6qh0V/eabb+jduzf9+vWTl/n5+XHkyBH2798PgIODA8eOHcszxrq6EUkbGxuioqLyjWzxPiZOnEhQUBB16tTJNX9Y3WhzaGgourq6mJqaEhMTw507d+jcuXOB6ssvznZ2Ih9VzyFIBQyfl5ycjK6uLrq6umrLFCUbaUhICEePHuXZs2dUq1aN3r175zun3cfHh927d6sczX43BGJRM6TmlJaWludxF+X8Pnz4kOHDh6OpqYmRkRGRkZGkpaWxc+dOtVk5O3TowNGjRylXrpycrCopKQl7e3suXryYq3x4eDgjR44kKiqK8uXLk5iYSO3atfHx8aFGjRoFOvb/CtExFwRBEIrVyJEjVYY5VCcyMpJ169YRExOjlNHyyZMnSolzJk2axNKlSxkzZgxdunThm2++kTsFQUFBeHt7q41rPWnSJAwMDJgzZw4GBga8fv2ahQsXkpycrDbkXlhYGCNGjKBRo0ZUr16diIgI/vrrL7Zu3SqPzh87dgwHBwcOHz6stjPap08flcuzw+Wp8m7s8aIqbBZWoNCjp3lFKHn3AciihM97+vQpGzduZOnSpZw9e5bJkydTsmRJNm3apPauyofORprTwYMHlUaz+/Xrp3I0u6htkiSJbdu2sWfPHl6+fElgYCBz5sxh9erVud6XopxfFxcXGjdujLu7u9ymNWvW8Pvvv7Njxw6V+5g7dy6RkZF4enrSr18/fvrpJxYtWoSBgYHKu2KQ9Z2+efMmz58/p2rVqjRt2jTfOz7/RaJjLgiCIBSrzMxMduzYUeDQaCNGjCAtLY3y5cvz/PlzGjduTEBAAEOGDFGaDjFo0CC0tbW5e/cuV65cQUtLq0DxoAEsLS05e/as0nzs5ORkbGxs8uwgP3r0iOPHj/P8+XOqV6+OnZ2d2hG+3377jTp16lCmTBlCQkLQ19fPc455toJGtti9ezdOTk4YGBjku09V8htthaKNntra2ir9/uLFC5KTk2nZsiU7d+4sUltzcnFxoVKlSixevBg7OzscHBwoU6YMR48exd/fX+U2hY2bnVfGTHV3FgqrqLG8N23axJkzZxg9ejSenp78/PPPuLu7U7FiRVasWPHe7WrdujUXL15U+mykpqbStm1btd+n5ORkPDw8OHv2LJB1kWFpacnKlSvVXsS9ffuWly9fKl18379/P8/EYP9F4lJFEARBKFbLly/nl19+KXBotFu3bnHhwgWio6P5/vvv8fT0pH379mzZskWp3O7du7l//z7jx4/n0aNHNGjQQF735MmTXFM1ctLQ0Mj1oGRBOqp169bN8yG7bAcOHGDx4sXs27ePMmXK8OTJE1asWIGXlxc9evRQuU1SUhJTpkzh8uXLGBgY4O/vz6BBg9i5c6fKsHZr165VivVeEIUZbYWsh2QdHR1zjZ4uXbpU7eipqnjzvr6+xMTEqG2XqqkW2d4dPb579y7nz58nOjqax48fM3DgQEqXLs3333+vdv/Vq1fn5cuXnD9/nri4OGrUqIG1tbXaB2Xbtm2r9HtiYiKnTp1SmsakSmGSUBW2TdkOHz7MDz/8QPXq1fnuu+8oXbo0q1atUjttC7Lu9syfP59Hjx7lil//7vnV19cnISFBKZ56fHy8ygdFsz1+/Ji1a9eSmJhIREQEhoaGGBoaqi0fGBjI3LlzSUlJUVpeoUIF0TF/h+iYC4IgCMXqxIkTBAQEyKm627Rpw7Zt2+jbt6/KjrmBgQFly5ZFT0+PBw8eANC+fXuVkV0aNGjAgAEDcHNzY/To0WRkZHDq1Cl8fHzo27ev2jZ16NCBadOmMXv2bIyMjIiIiGDJkiW0b98+V9m85otne3fe+NatW/H19ZU71P3796dBgwbMnj1bbce8sJEtCpoGPScfHx/OnDmDh4cHnp6elCtXDg0NDRYtWqRytPX3339nw4YN8vFraGgwduzYXB3X/AwdOpS2bduq7bju2bNH6ffExER27dqFvb19rrIZGRkoFAp++eUXvvzyS8qUKUNCQgJ6enpq6//tt99wdXVFT0+PatWqERUVxdKlS/H19c31QC9kxfJ+l5OTEwsWLGDChAlq63n3GYjExESuXLmCk5PTe7cp26tXr+ROb/Ykh5IlS5LXhIclS5bQtGlTPDw88p0u0r17d8aNG8eUKVPk78aaNWvy7PiPGjWKc+fOUaFChQI9uLxhwwbc3d0pWbIk165dY9iwYaxYsQIrK6t8t/3P+ecjNAqCIAj/Zi1atJBSUlKUlqWkpEgWFhYqy/fv31+6ePGiJElZcbfDw8OlmJgYydzcXGV5hUIh7dq1S+rRo4fUrFkzydbWVtq8ebOUmZmptk2JiYnSoEGDlOI0jxw5UkpMTMxV9vDhw9Lhw4elBQsWSNbW1tLOnTul8+fPS3v37pW6dOkiLV26NNc2pqamuerPzMzMMw62paWlHKM7O/53amqq2uPu0KFDoWOxd+7cWY6Vnl1HYmKi1Lp1a7V1REdHKy2LjIyUOnTooLYOVS5duiS1a9euUNvEx8dL3bp1y7V8ypQp0rBhw6R27dpJvr6+0tOnT6Wvv/5amjlzptp99evXT1q/fr2kUCgkScr6zKxdu1YaPHhwgduTkpIimZqaFuoYJCkrjr+bm1uxtcnV1VVatWqVJEn/9x76+vpKI0aMULuNqamplJqaWqD2pqSkSDNmzJCaNGkimZiYSE2bNpXmzJkjvXnzRu02ffr0kW7evFmg/UuSJDVr1kxSKBRSZGSk5OzsLElS1udKXa6C/zIxYi4IgiAUq8KGRnNzc2PChAkcO3YMZ2dn+vXrh7a2ttpb3Hv27KFv374MHjy4wG0qV64cP/74I+Hh4cTHx2NkWC+noAAAltBJREFUZESVKlVUls1+WNPX15dt27YpjWa2adMGNze3XKP59erV4+jRo0oPep46dYo6deqobZOWlpYcx1n6/6OfKSkpaueQFzQNek6FHW0tyujpu3cYMjMziYuLK1QEHsganX/27Fmu5QsWLGD79u20adOGoUOH8tdff9GkSZM8M0b+9ddf7NmzR2nkf/To0fzwww8qy1+/fl3p94yMDI4fP07t2rULdQyQFRnl3Tj3RWlTNg8PD0aMGMGRI0d4/fo1dnZ2vHz5El9fX7Xb1KxZk9jYWIyNjfNtr56eHkuXLsXLy4uXL1/mihijSvny5Rk8eDDGxsa5yqu621OxYkXS09OpVq0aT58+BbIi0Tx//jzf9v3XiI65IAiCUKxmz57NyJEjMTMzyxUaTZWOHTty+vRpKlasyJgxY6hVqxavXr1SG82kMHOtjx8/jr29fa7IIY8fP5Z/VpWaHrIeyqxVq5bSsqpVqxIXF5er7KRJkxgzZgz+/v4YGRkRExPDH3/8IScEUsXa2ppvv/0WT09PNDQ0SEhIYNGiRSqn10Dh06ADNGvWjHXr1jF58mS587Rnzx4aN26ssvykSZOYO3cuo0ePJj09HT09PXr37o27u7vaOsaPH6/UMdPU1KROnTo0bdpU7TbvRovJzMzk559/plmzZrnKlihRQmk6iYmJCbNnzyYzM1Pt/uvXr8+vv/6qFNv+/v371K1bV2X5dy/yso9h7ty5ausA5HjhOY/j6NGjKkNwFrZN2WrXrs2JEyc4f/48UVFRGBoa0r59ew4dOqT0nEVO3bt3Z9SoUTg7O+ea9pT9ed+yZQuurq5FitxjampaqBjkTZs2Zf78+cyePZvatWuzd+9eDAwM8oz2818lorIIgiAIxa6wodEUCgXXrl0jIiICBwcH4uLi1I72TZkyhcaNGxdorrW9vT3Hjx9Xm21RQ0NDbZzxwYMH06hRI6ZOnYquri5v375lyZIlREVFsW3btlzlHz58yKlTp+Q42HZ2dnmOWBY2skVhHxaFrIdihw8fTkZGBvHx8dSuXVsebVXXqYOskftXr16ho6PzQTpP73aEtbS0qFOnDm5ubkoPIULBw2nmtGzZMg4cOICzszO1a9cmJiYGPz8/WrVqRf369eVy6jqeBfXuQ6ySJFGmTBnmz5+f6y5DYdsUHh7OjBkz+PPPP+nQoQNLlixBX1+f2NhYZsyYQVhYGHfu3FHZroJ83l1cXNi6davaO08aGhr5ZlbN66Iwp2fPnuHp6YmXlxfh4eGMHj2alJQUlixZgoODQ4H28V8hOuaCIAhCsXp3FDEnVYlUYmJicHFxITo6mszMTA4cOICjoyNbtmxRmUnT2tqamJiYXB2i4o5R/ejRI9zc3IiJiaFcuXIkJiZSp04dtmzZkm+q9sJISEgoUGQLDw8PFAoFM2bMoGvXrly7do3Vq1fz66+/5hnS7+3bt0qjrdbW1mojbjx8+JAJEyawdOlSmjZtyrJly7h06RKbNm3KdZExZMiQfI+tOEINFjScZk4FmeakoaHB0qVL8y2XV/Kfd0MgamlpUbFiRXR0dIrcpuxzNnLkSF69ekWvXr3w9/enS5cudO7cmVGjRlG6dGmWL1/OV199le8+Cyr7O5SUlKQyc2lOrVq1IiQkBE1NzSLVlZGRkStKkpBFdMwFQRCEYqUuFJ6WlpbKEb7x48dTt25d3N3dad26NdevX2fPnj0EBARw4MCBXOUvXryIvr6+/PujR4/k6QB5Jea5evUqbdq0ITY2liVLllChQgWmTJmS56hf9sh/XFwcVatWxczMTKkzklemxWzqLhasra1xcnLC0dExzzjW2aysrOQ06Nnx29PS0rC0tMw1R/rd1OyqqOpwDh06VE42o6enx9u3b1m/fr2cWCmnhg0bUqpUKbp3766286oq2gnknZQop969e2NqaqoUTnPr1q1cvHiRLVu2sHv37gLtR528MmRmy+tib9KkSaxZsybX8hEjRqgNL1lQLVu25OjRoxgZGfHgwQPc3d159eoV7du3x9PTU+k7kE3d1K2c3p26pe5iLK+snEXJYvrbb7+xd+9eoqOjWb16Nf7+/mo/H/9lYo65IAiCUKyCg4OVfk9ISGDr1q1qQ6PduHGDVatWoaWlJf8DP2DAAFavXq1UTpIk5s2bR3JyshzDOj4+niFDhtCvXz+8vLzUtmnZsmWcPHmS4OBg5s2bR1JSEi9evGDBggUsW7ZM7Xbp6enUrFlT7qBEREQoJUXJjrVelJHhadOmcfToUTZv3kzLli3p27cvXbp0URtbvTAPi/bo0YObN2+qDP2Y192FP/74A19fX/niw8DAgEmTJmFpaZmr7LFjxzh06BAnTpygfv36ODk5YWtrm29seMiK+37r1i3KlSuHsbExcXFxxMTEUKVKFTkEoYaGBr179y5UOM1s6enpnDp1ioiICKU43hoaGowbN07+PXtax9GjR7lx4wbTpk2jZs2aREdHs3LlSpUJoqKiojh8+LC8/btztJOTk/n999+L3KZsGRkZcie3fv36PH78mDFjxuQ5/Wbz5s3Y29uzdu1aleuzz2lOXl5eWFtbY2JiAsDEiRPR1NRk/vz5uS7GsmV/3nfv3i1/vvL6XAUFBTFr1iwcHBz4448/SE9Px9/fn4yMjDzDUf4XiY65IAiCUKzenY5haGjIggULcHBwwNHRMVf5EiVKEB8frzQ95Pnz57lup+/atYsrV64oxd+uWLEiu3fvZtq0afz4449qpwv8/PPP7Nu3j7dv33Lp0iWOHj2KoaFhnslNCpIUJftBvl9++YW+ffsWKApGNjs7O+zs7Hj27BmBgYFs3boVLy8vHBwc8PT0zFW+MA+LnjhxAsgdbz0/JUuW5MmTJ0rRZKKjo1XeVWjQoAEzZ85k2rRpBAcHc+TIEZYsWUKXLl1wcnLKc5qFiYkJTZs25dtvv5U74lu3biUyMpJ58+Ypla1ZsyaXLl2iXbt2aGhoEBERgY6ODhkZGWr3P3XqVEJDQ2nQoIHShcm7neDsOxV+fn4EBgZStmxZICvKzvLly+nWrRtubm5K+65WrRoPHz7k+fPnZGZmEhoaqrReV1eX7777rshtyrn83f26urqqPWZAPudLly7N8+5RToW5GMtW2M/VunXr2LBhAy1btiQwMJCqVauydetWXFxcRMf8Xf94gEZBEAThPycyMlKOwfyuVatWSX369JEuX74stWjRQvrtt9+koUOHSsuWLVMqZ29vL/32228q93HlyhXJwcFBbf3ZscGDg4Ol9u3bS5IkSRkZGXnGGbe1tZV8fX0lf39/6dtvv5Xu3LkjDR06VNq6dWuusiNGjJAaN24sDR48WAoMDCxwDOlsMTEx0rZt26SOHTtKlpaWKsu8evVKGj9+vGRiYiLHM1cXi72ovL29JVtbW8nf31+6fPmydODAAal79+7SunXrCrT9/2PvzuNi3N//gb+mVSfSqk32Jcc5lrQhJGRJTqXsHElEtnA4ka0odOxFtpByCKkQUZS1VJYsOU75or0UKsq0zO8Pv+ZjzExa7prGuZ6Px+fx+HTPfd/va8Tnc817rvu6CgsLOQEBAZzRo0d/9/fx7Z9ReXm5wP7q165d4/Tu3Zvz5s0bzt69ezn9+/fnDBo0iLNy5Uqh9+/bty8nPT29VjFzOF9673/755ibmyv072y11atX13qNusb0bQ/178XC4XA4ffr04Xz+/LlO/dcHDx7MefnyJc+x169fc4YOHVrre3A4X/49paSkCHytX79+3P7tX7+Pmv79/VfRjjkhhBBGfTvtsbKyklvfLYizszM+f/6MBQsWoLS0FNOmTYOVlRXfg33Z2dlCW/AZGhrWWE/drl07BAcHIzo6GiYmJqiqqoK/vz9PN4xv5ebm4vfff0d2djZOnz6Nnj17wtPTE/b29pg9ezbPuYcPH0ZeXh7Cw8Nx4MABeHh4YOzYsRg/frzQ1oSlpaWIjIxEWFgYEhMTMXDgQKxatQqmpqYCz2/ZsiX27NlTq4dFa6p559RQclC9c+vn58ftLmNtbc33fgVhs9m4d+8ebt++jYyMjBp3bFu0aIGXL1/ydJN5+vQpd8f6a9XtNJWVlWvVThMA1NTU6tRNZtiwYViwYAEWLFgADQ0NZGRkYNeuXQInkX5t48aNePXqFTp06IDi4mL4+flBWVkZv//+O18XorrGVFFRwVMrXl5ezlc7/m1ZSufOnTFo0CCUlpYK/Tbo293u8ePHw8nJCbNnz4aWlhays7Ph7+8v8Nutardu3cLatWuRk5PD0xNf2HMkHTp0wLVr13hiiouLQ7t27YSu8V9FD38SQghh1LeJeXVP6EmTJn23vVphYSGUlJQEJpUDBgxAVFSUwE4Onz59gpmZGeLi4gTeNzExEStWrICsrCyOHj2Kly9fYunSpdi3b5/AOmLgS7J26dIlSEtLo3///tx79+vXD0lJSTW+j+rEJTs7W+jDg3379oWamhqsra1hY2NTY0eWaklJScjIyOAbEPRtgnbv3j0AX2rQ6/OgbF0kJSUhLCwMly5dgrq6OqysrDBu3DihA5yAL4n/8ePHYWdnBy0tLaSnpyM4OBirVq3Cb7/9xhNvamoq+vTpU+P9vhUVFYVTp05h8uTJfB1oDAwM+M7/+PEjNmzYgMuXL4PNZkNWVha//fYb3NzcaqyZP3ToEPbt24ekpCSsXLkSjx8/hoSEBAYMGIBVq1Y1KCZhLQ+rCWr1mZ+fj7t378LNzQ0bNmwQeN23H2gqKyvh6+uLsLAwvg9jwlqc/vbbbzA2NoaCggKeP38OS0tL+Pr6Ch38dfPmTSxYsADDhw9HVFQUbGxscOHCBXh5eWH48OE1vs//GkrMCSGEMCowMBA2NjbfbYVWm84cXyecixYtQv/+/QUOFzp16hQuX75c4zTEr1U/RCmorV01FxcX/PTTT1i9ejVmzZqFcePGQU5ODj4+PgJrbMvKynDlyhWEhYUhISEBJiYmsLW1FZpg1fQtgiDr16/H6dOn0aZNG74a5W/j4Qh5UHbgwIHffVC2tvbs2YPw8HCUlJTAwsICVlZW+OWXX2p9/enTpxEeHo6CggLo6OhgypQpGDJkCPf12NhYODs7o6KiAj/99BP3Idna8PHxETg453stNdlsNt6/fw8lJaUa/25Us7CwwLZt29CpUycYGhoiKCgIGhoaGDduHF+P9frGVB8nTpzAlClTGL3n13r37o2kpCRkZWXB1dUVQUFBSE1NhYuLC86fPy/wmpSUFAQHByMzMxPq6uqwsbGp05Ci/wpKzAkhhDDK0NAQd+/e5T7UJ0xddwQfPnwIe3t7LFy4EBYWFlBVVUV+fj4uXbqE3bt3Y8+ePXydXxoy3bAuQ1FWrlyJq1evok2bNrCxsYG1tTXU1NRqfH91ZWBggCNHjtQq+T127BgCAwPh7e3N841AYmIi/vjjD8yaNatWfbVroqurC2VlZfTv31/orrKXl1e97z9x4kSMHj0aEydOxIEDB3D//n0cO3asVtcaGhrir7/+gomJSa17bUdGRiI4OBjZ2dlQVVWFjY2N0Kmw1QwMDJCQkID4+HgsWbIEd+/eBfC/NpoNjakhatuesLy8HOfPn+cb4JSamir0383QoUMRHR0NDoeDwYMHcz+EVP95kPqjGnNCCCGMMjExwdGjR787mfPatWt1um+fPn2wceNGuLu783RmUVRUhLu7u8B2jAkJCZgzZw5f54xqwuqwgS81wfv37wfwpbPMlStXICsrC3l5eb5zy8rK6rSjWx8tW7ZEt27danXumTNnsG3bNr6afH19fXh6esLLy6vBibmVlVWNf36CzJkzBwcOHMD06dOFXlvdiu/Fixc4efIkWCwWHBwccPLkyVqvIy0tjYEDB9Y6AQ4JCcGWLVswadIkjBo1Cm/evIGnpyfKysowadIkodepq6vj1q1bOH/+PAYMGADgSy9xQd156hpTQ9SlPeHatWtx7do1KCkpoby8HD/99BP+/fdfjBs3Tuj9u3fvDh8fHzg5OUFNTQ2xsbGQk5ODrKyswPPz8/Oxf/9+pKWlobKykuc1JoZQ/Uhox5wQQgijBE3mrCbsK/v4+HiEhYUhLy8P2trasLOzE7ozzGazkZSUhMLCQrRp0wZ9+vSpVdkBULfphnUZvDJixAicO3eu1iPK6+PkyZN48OABZs2axVej/O1QF319fSQmJgq8T2VlJYyMjIS+3hh27tyJJUuWYP/+/Zg7d26tvsH4dte5eqhSbRw4cAB5eXlYuHChwAdKvzV27FisX7+e2/4S+PLtgpubGy5fviz0uqtXr2L58uVo0aIFgoKCkJ+fjzlz5mDPnj18D/HWNaaGqK6PNzAw4O5ip6amwtHREdevX+c519jYGCdOnMC7d+8QGBiIHTt2wN/fH48fP+abJVAtLS0Nixcvhp+fH1JSUrBkyRJUVVVhxYoVsLe35zvf0dEReXl5MDU15fu3WlNf9v8i2jEnhBDCqK1bt9bp/HPnzmHt2rUwNzdHjx49kJGRgalTp2L79u0CO0vIyMjUqTYb4E+y9+3b993phnUZvFJeXg42m12nmOqKxWLhwoULCA8P5x4T1mFFRkYGnz59Eljn//nzZ6EP9X369AmnTp0SuLPZkLKUgIAALFmyhNsTXFAyxuFwUFhYWO81vnbmzBm8efMGQUFBfK8J+nCYk5ODfv368RzT09NDXl5ejeuMGDGC+2FBVlYWGhoauH79usBviuoaU0NkZmZyP2RUf0Du0qULiouL+c6trKxEp06d8OHDBzx//hwAMHXq1Bp7/Hfu3BkXLlwAALRt2xYxMTEoKSnh6X//tUePHiEyMhJKSkoNel//BZSYE0IIYdT169cFTmV0c3MT2Alk37592Lt3LwYNGsQ9FhsbC29v7xqTg7qoz3TDugxeMTY2hq2tLQYNGsRXWy5sR7CwsBCBgYFYtGgREhMTsXDhQigrK2P37t3o3Lkz3/m7d++Gm5tbrWqU9fX1ERYWJvBB2fPnz6NHjx4Cr1u9ejWSkpJgaGhY628haqM2X85X76hWJ6kcDgfZ2dnca6uqqnh+BoSPf9+4cWOd4tPR0UFMTAyGDh3KPRYTEyO0nV9sbCz3QdWvyzdatmyJli1bwsfHh+/3XteYGqIu7Qk1NDSQnp4OHR0dvH//Hp8+fYKEhAQ+fvxYq7VSUlJw584dnm8bvtWyZUtG/z79yCgxJ4QQ0mC5ubncB99OnDjBTYCrFRcX4+LFiwKTk/z8fG59brVBgwZh+fLljMVXn+mGdZmCmZmZCW1tbbx8+RIvX77kHq+pBnv9+vX4+PEjOBwOvLy8MHr0aMjLy8PDwwNHjx7lO7+iokJgoi3IrFmzYG9vj9LSUqEPygpy9+5dnD17ljsRkym1rUX/OukuLS3leUCYw+Fwf66pFzvwv1aQ6enpyMjIgIGBAcrKyoSWGjk7O2PRokUwNzeHtrY2MjIyEBUVhe3btws838XFhafMxszMjOeZCX9/f77EvK4xNcTixYu57Qk/f/6MDRs2cNsTfmvcuHGYNm0aTp8+DVNTU8ybNw+ysrICS8lyc3OxfPlyPHnyBCNHjsSkSZMwbdo0yMvLY/v27dixYwfMzc35rps3bx5cXV0xZ84cqKio8Lwm7MPVfxUl5oQQQhpMSUkJJ06cwNu3b8Fms7F7926e12VkZDB//nyB1w4ZMgR///03pk2bxj128eLFOper1KQuSXa1ugxeOX78eJ1jSk5OxqVLl1BYWIhnz57hwIEDaN26NYyMjASeb2VlxR1j/j31eVAW+PKAItPdZOri6wS+LmPfv+3XXlRUhKVLl+LWrVuQk5NDcHAwpk2bhmPHjvEMNao2fPhwHDx4EOfOncPTp0+hra2NgIAAoT3uv/0G4NsSEUHfENQ1poYYNGgQTp48ieDgYBgZGaGiogIHDhwQ2J7Q0dEROjo6aNmyJVavXo2//voLxcXFWLt2Ld+5Hh4eaN26NXbt2oWQkBDMmTMHy5cvx8yZM3H27FkcOHBAYGK+Zs0aAF9q8qt/x9/7cPVfRYk5IYSQBpORkUFwcDAAwMHBAYcPH671teXl5di0aRNCQkLQsWNH5OTk4P79++jRowdmzJjBPa8h3RvqM92wrlMwa9uerlppaSlkZWURFRWFLl26QEVFBSUlJULrv589e4aEhATs378fCgoK301iLSwsMGLEiDo9KDt58mRs3rwZCxYsgLKystDzmkJddu0HDBjAs4Pt5eUFFRUV3LlzByNHjkSXLl0wceJEeHp6Cvx7tHTpUri7u8PY2LhW6337DcD3fq5PTA3Vo0cPrFu37rvnBQYG8nwoXr9+PQDA19eX+2+gWkJCAq5fv46ffvoJv/76K/r378/tl25lZSX0OYS6fMj6r6PEnBBCCKMOHz6MkpIStGzZEmw2G2fOnIGysjJGjRol8PwePXrw1Dx37NiR0d1yoH6j5iUlJbFo0SIsWrTou/evS3u6ar1798aqVauQnJyMkSNH4u3bt3B3dxc6kdPGxqbGDxKC1PVB2TNnziArKwt///0332tM7GzW1OO6IQ9+frtDffPmTURGRkJeXh4sFgssFgsLFiwQWrp0+/btGid8MqGuMdXXy5cvsXfvXsTFxeH9+/dQUVHBgAEDMG/ePG6N+bt375CamgoA+Ouvv6Crq8vzZ1hcXIxDhw7xJeZsNpv7QLGSkhJatmzJ/XOTlJQU+iyBoA9ZlZWV+Pfffxv+hn8wlJgTQghhVGhoKDZu3IjExER4e3sjIiICLBYLr169gpOTE9/5TdEurS5J9vr167F+/Xq4uroKPefbncE9e/bA19cXBgYGCA8Ph4aGBrfsRFhivmnTJmzbtg36+vqYN28enj9/joqKCqFTOb8dpd4YNm/e3Cj3rU7Yvtc7va590YVdJykpyZ3uWr12WVkZ5OTkBF4/duxYLF26FGPGjIGqqirP/ZjqTV/XmOrj+fPnmDZtGrp06YIZM2ZASUkJBQUFiImJwYQJE/D333+jY8eOkJaWxpIlS1BQUAAAPDvmwJeSpgkTJvDd/9s/528fQhaWmN+6dQtr165FTk4OzzmSkpJ48uRJvd7rj4oSc0IIIYw6evQodu3ahaqqKoSGhmLv3r3Q0NDA9OnTBSbm6enp2L9/PzIyMriTB6sx+RV/REQETpw4gZycHAQGBsLHxwdr167l2ymtThyqa2Broy7t6aqpqanxJMK9evXC3r17+c6ztLTE+fPnYWZmJjQepkoFDA0NUVVVheTkZGRlZUFNTQ16enrfneIKfClJysrK4u7Kfh3r0qVLAYDbjq+xmZqaYvny5XBzcwOLxUJhYSE2bdqEwYMHCzy/uoVhVFQUz3FhNdBsNpunF3tZWRnPz9UJeENiqo8dO3bA2toaq1ev5jnu5OQEDw8P+Pj4YNu2bWjZsiV3WueoUaNq7NX+taqqKiQmJnL/jVRUVPD8/O2/32re3t4YMWIEFBQU8Pz5c1haWsLX1xe2trb1fas/LBowRAghhFHVg2AePXoEBwcH3Lt3DxISEgLHlAOAnZ0dpKWlYWxszLcDx9Ru+qlTp7B//35MmzYNe/fuRWRkJBwcHKCvrw83N7cG39/W1hbz5s3DsGHDuO8/Li4OW7duRUhIiMBrarsjf/78eVhaWuLcuXNCz2dqNz03Nxdz585FamoqVFRUUFBQgLZt2+LIkSPQ1NQUeM3nz5/h6emJM2fOQFpaGiEhIXB2dsahQ4cY7+4izLd/t0pKSuDq6oqrV68C+JJgDxw4EH/99RcUFRUbvF5tpqZ++0BwY8cEAEZGRoiKiuIbQAUABQUFsLGxQWxsbL3v/72HVIV9kOnduzeSkpKQlZUFV1dXBAUFITU1FS4uLjh//ny94/kR0Y45IYQQRrVu3RppaWm4dOkSDA0NISEhgbi4OKHdPlJTU3H37l2erhpMO3r0KPbt24fu3bvDz88PKioq2LdvH+zs7PgS85qmUlb79gNDXdrTVft2F/rdu3e4c+cOxo8fz3Pc0tISwJcaZXd390adLurl5YUePXrg77//hpycHD5+/IiNGzfC09NTaIvFbdu2ISMjAydPnoSDgwO0tbXRq1cveHh4wM/Pr9FirUnLli2xZ88eFBYWIiMjA+rq6lBXV6/xmlevXuHixYvIy8tD27ZtMW7cOKHX1KULz61bt2BiYlKvmOqKzWYLTMoBcB8urlb9YUZXV5fvmxhhHVPq+42HsrIyJCQkoK2tjVevXgH48o1STk5Ove73I6PEnBBCCKMcHBwwbtw4SEhI4NixY0hKSsLcuXOFdojo3r07cnNz0b59+0aLqaCgAF27dgXwv1IVdXV1gdM64+PjAXwpT3j8+DF69OgBHR0d5Obm4tGjRwIf1qtLe7pqgnq637t3D/7+/gLPb4oHFBMSEnD16lVu3bO8vDxWr17N00/8W1euXEFISAi3i4usrCzWrl1b4zVNITk5GWfOnEF2djZUVVVhbW0t9MHa2NhYLFiwAD179oSWlhauXr2Kffv24dChQ9DT02tQHIsWLeLu5tclpvr4XunV10USBw4cAAAcO3as3rX9tdW9e3f4+PjAyckJampqiI2NhZycHM9wJvIFJeaEEEIY8e+//6Jr166YNGkSBg4cCElJSWhpaaGwsBB///230K4ea9asgb29PUaMGMG328dUKUv37t0RHByMSZMmcZOQy5cvo0uXLnznVu+G/vnnn7CxseEZ6nPu3DlcuXJF4Bpft6dLS0ur1862np6ewDp8oGkeUGSxWDydN4Avu7A1fSAoLy/nJvLViZ+kpKTQto+N4et4gS9TO6sHBvXs2RPp6emYPXs2tm3bhhEjRvBd/9dff2HDhg08XW9Onz4NLy8vnD59ukGxVf+Z1DWm+q717XRUQbEA4D4TYWRkhIiICBgaGkJVVRWRkZGoqqrC6NGjGYkJAP744w8sXrwYNjY2cHZ2xvz581FVVYUVK1YwtsaPgmrMCSGEMOLbOt9p06YhMDBQ6OvVFi5ciPj4eHTt2pWnxpzFYjH28GdycjLs7e3RtWtXPHnyBAMGDEBSUhL2798vdJS4np4eEhMTeWKqrKyEvr4+Hjx4wHd/b29vHD9+HCdPnsT69eshJSWFXbt28YxF/1pWVhbPz5WVlQgLC8OlS5dw8eJFvvOF1fcyOaRl9erVyMvLw+rVq6GlpYWMjAx4eXlBTU0Nnp6eAq9ZtmwZZGRksHbtWgwZMgT37t3Dli1bkJmZyTdoqr7u3r2L/v37Izc3F15eXlBWVsbSpUuFfvipTgC//rOPioqCj48PQkND+c7v27cvEhMTecqLKisrYWhoiKSkpAbFXv33vq4x1YegspRqwspT/Pz8EBgYiGPHjqFz5864fPkyNm3aBEdHR545AkzKz89HSUkJz8Av8gXtmBNCCGHEt/s8L168qPH1ardu3cLVq1ehqqraaLH16tULEREROH/+PHr06AF1dXWsWbMGOjo6Qq9RVlZGUlISz2707du30aZNG75zvb290a9fP3A4HBw4cACenp5QVlbGtm3bhCbm33ZZ4XA4UFBQENousSk6mvzxxx9YuHAhRo0axY3NxMSkxp1NV1dXODk5wcDAAJWVldDT04O2tja3VKKhtmzZgoiICMTGxmL9+vUoKirC+/fvsXHjRqHtHd+8ecNXSmNmZib0ffTt2xfR0dE8Uyvv3buH3r17M/Ie6hNTfdRnWurJkycRGBiIDh06APjSpaVr166MJOY19a0HgLdv3zL2bc+PghJzQgghjPhenaqw19XU1Br1wc9qioqKGDduHBQVFWtVqz137lzMnj0bI0eOhKamJjIyMhAVFSUwGUxLS0NAQABevXqFvLw8jB49GnJycnBxcRF6/2+TKElJSaioqNQ4mbMuDyjWR0ZGBgICApCRkYGCggJoaWkJ/CDyNVVVVZw+fRqPHz9GZmYm1NXV0atXL8ZKWa5du4a///4bpaWluHnzJsLCwqCuri70Aw8AtGnTBg8ePOCpD3/w4AE0NDQEnq+lpYWlS5fCzMwMHTp0QE5ODiIjI6Gvr8/TPaemh3m/p64x1Ud9pqUWFRXxXde+fXueB0XrqzZ965n6tudHQYk5IYQQkXJ0dISDgwNmz56N1q1bM147nZCQgO3bt+PRo0fgcDiQlJRE3759sWzZMvTp00fodXZ2dmjbti3Cw8Px5MkTqKur48iRIwIfBmSxWPj48SNiY2PRu3dvyMnJITMzs8Y6c21t7TpNSG3MBxSrzZ49G9HR0dDR0anx2wSAvxRHVVWV+61HXl4egC8Jb0MVFhZCS0sLN27cgIqKCjp37ozKykpUVlYKvcbe3h7z5s3DxIkToa2tjYyMDAQHB2PZsmUCz6+srOR2v8nPz4ekpCTGjBnT4NgbElNjq/4Gq2fPnjh06BDmzZvHfe3YsWPfbY1YG03Vt/5HQok5IYQQkVqzZg0A8E3IZGI37d69e3BwcIC5uTmmT58ORUVFFBQU4Pr167C3t0dAQAB+/fVXodf379+/ViPtR44ciYkTJyI3NxerV69GamoqnJ2dMXbsWKHX1HVCamM+oFhNS0sLL168qLGbTLWvS3G+HcYkrJ65Ptq1a4fg4GBER0fDxMQEVVVV8Pf3F/jgbjU7OztISkoiJCQEV65cgba2NtatWyc02W7ITvj3VCfAdY2psVX/vv7880/MmjULp06dgoaGBnJzc8Fms3H48GFG1rl79y6eP38OY2Nj9OjRg5F7/sjo4U9CCCGM6NWrF0999IYNG3haJK5btw6PHj3i/lzdxUWYM2fONHgy4PTp0zF48GA4OjryvbZv3z48fvxY4LRN4MvO6f79+5GWlsa3O/vtQ6nVD27KysrCwsICr1+/xvXr1zFjxgy+oUnVrKys8Mcff6B///4wMjLimZAaExPDd35jPqBYzcHBAfHx8dDR0eHr/PLte87MzPzu/ZgYMJSYmIgVK1ZARkYGx44dw8uXL7F06VLs27dP6Dce3t7emDdvXqP2fK+txYsXY9euXc0qJoD3Yez379/j+vXryM/Ph6amJoYMGQIFBYUGrxEaGgpXV1coKiqiuLgY27dv56njJ/woMSeEEMKI2vStvnbtGve/17eLS13o6+vj5s2b3HZ+XyspKcHo0aNx8+ZNgdc6OjoiLy8PpqamfHXfTLRxrOuE1FmzZmHSpEk8ic3du3dx8OBBob3P66qm4UpMta5sqOpx9zXV4hsaGuLu3bt8Q5yYUp8hVI0dU13V9O+rsrIS//77b4PLWcaNG4f58+dj1KhROHnyJEJDQ3Hy5MkG3fNHR6UshBBCGPF10l0b3+4L/fPPPzW+Xh+VlZUCk3Lgy3TIjx8/Cr320aNHiIyMhJKSUoPjEKSuE1Kb4gHFuiTfNbXmq8bUg32RkZEIDg7mDuaxsbGBlZWV0POtrKzg5eUFS0tLvp1/Jureq4dQCSPoz6WxY6qvW7duYe3atcjJyeH5NycpKYknT5406N7p6encZyasra2xY8eOBt3vv4ASc0IIISLxbfLyvZ+ZWKMuWrZsWeOubEPVdUJqUzyg+OHDBwQEBCAnJwdVVVUAgIqKCqSmpuLcuXM85zLVY/57QkJCsGXLFkyaNAmjRo3Cmzdv4OnpibKyMkyaNEngNdWxBQYG8tXB1+bDQklJCWRkZIR276keQlUXDY2psXh7e2PEiBFQUFDA8+fPYWlpCV9f3waXkQHgKeOSlZVl5MP2j44Sc0IIIT+sqqoqJCYmCk0IqpNPQebNmwdXV1fMmTMHKioqPK8xscMpbELqzz//LPD8xnxAsVr1g6vKysooKSmBlpYWbt26xTP9tNr3Rsm/f/+ekZj8/f3h6+vLMwhqyJAhcHNzE5qY16WfN/Clx/jevXuxefNmXL16FS4uLpCXl8e+ffu+2/Hm0aNHOHHiBLKzs7Fjxw4EBwfzdDipb0yNrXpa6qtXr3D27FlkZWXhzp07MDc3R6dOneDi4vLddoffQ4l43VFiTggh5IdVVlaGadOmCX29ph316m4xV69e5buGqR3Or1sSKisrQ1lZmZH71ld8fDwuXLiAvLw8+Pn5wdfXF2FhYbhw4YLQa549ewYvLy++XfaCgoIGl0IAQE5ODvr168dzTE9Pj9uSURBNTU0cPnwYY8eOhaamJoKDg1FcXAwHBweB53t4eEBVVRUcDgc7d+6Es7MzFBQUsHnzZgQHBwtdJyoqCqtWrYKlpSWePn2K8vJyBAcHo6Kigq/LUF1jaqjvTUu9desWgC9/7yQkJKCtrY1Xr14BALp06YKcnJwGx/DtB+OKigq+D8o0YIgXJeaEEEJEoqKigmcUeXl5Oc/PNfWprq369FHOycmBhoYGoqOjwWKx+Hb9BCXziYmJ2LBhA16+fMm3Cy9OA1QkJCSgrq4OeXl57uRWCwsLbN26Veg17u7u0NTURJcuXZCeno6BAwciICCgxuFKdaGjo4OYmBgMHTqUeywmJgbt2rUTes3mzZtx584dbn2zjo4OPD09UVRUJDCulJQUXL9+HdnZ2fi///s/TJ06Fa1atcK2bdtqjG3Pnj3w9fWFgYEBwsPDoaGhgYMHD8LR0ZEvMa9rTA1Rl2mp3bt3h4+PD5ycnKCmpobY2FjIyclBVla2wXEI+mD89c+iLuNpjigxJ4QQIhKqqqrYvXs392clJSWen78tH2kqY8aMwf379zFs2DChO+rfJhNeXl7o1asXXF1dGZt4KQra2tp49uwZfv75Z5SWlqKwsBBSUlIoKysTes3z589x9OhRZGZmwsPDA/b29ujbty88PDwY2Q12dnbGokWLYG5uzh3MExUVhe3btwu9JiIiAqGhodyBR/3798ehQ4dga2srMAmuqKhAVVUVbt++jR49ekBBQQGFhYXfTU4zMzO5JTbVf1e6dOmC4uLiBsfUEHWZlvrHH39g8eLFsLGxgbOzM+bPn4+qqiqsWLGiwXHQgKG6E9//9SCEECLW6trFpalcvHgRQN1qgv/v//4Pf//9t9CHBcXFtGnTMG3aNFy8eBEWFhaYMWMGpKWlayw3aNWqFVq0aAEdHR2kpaUBAPr06YOMjAxGYho+fDgOHjyIc+fO4enTp9DW1kZAQECNU1vLysrQqlUrnmOKiorcVovfGjhwIJycnJCWloZZs2YhPT0dK1asgKmpaY2xdejQAdeuXeNJeOPi4gTu5tc1poaoy7TUzp07c0uV2rZti5iYGJSUlKBjx46Mx0W+jxJzQggh5CuampoA6jYcp127dsjNzf3uGPtvZWZmch+8c3V1RWxsLMaNG8dzztetEIVh6sFQGxsbdO3aFSoqKli+fDlUVVW/WwfdqVMnnD59GnZ2dpCXl0dKSgpkZGQY6aoDfJluOmbMGBgbG9f6Gn19fXh6emL16tWQkZEBm82Gt7e30ImmHh4eOHz4MPr374/ff/8dL168wC+//PLdnezFixdjwYIFGD58OD5//owNGzbgwoULAn8fdY2pIeo6LTU+Ph5hYWHIy8uDtrY27OzsGI+J1A4NGCKEEEIaaP/+/QgJCYGdnR23VKGasH7biYmJmDNnDnfQUFhYGKytreHi4oKpU6dyz2vKxHzSpEk4dOhQraZTWlhYYNq0aejatSsWLlyIU6dOIS4uDu7u7pCSksLkyZOxcuXKBsc0ZswYZGdnY9SoUbCzs/tulxTgS/9sBwcHZGVlQUlJCe/evUOHDh3g5+eHtm3b1nrtysrK7w4ESklJQXBwMDIzM6Gurg4bGxuByTZTMdVGXaalnjt3DmvXroW5uTm0tLSQkZGBa9euYfv27QJLX0jjosScEEIIaSBhU09ZLJbQkpiJEyfC0dERw4cPh4GBARISEpCUlIRVq1YhMjKyMcMVauDAgbh69Sq3lV5NDhw4gNOnT+P9+/ewsLDAzJkz0aFDByQnJ6OoqAgmJiaMxZWcnIzQ0FBcvHgRSkpKsLW1hZWVFd+HoK9VVFTgwYMHyM/Ph4aGBnr16iW0/j8zMxN79uzh6yzz+vVr3L59W+gap0+fhoWFRa3+vOoaE5NqmpZqbm6ONWvWYNCgQdxjsbGx8Pb2rrEbD2kclJgTQgghIqCvr4+EhASwWCzurjkA9OvXD0lJSQKviYiIwIkTJ5CTk4PAwED4+Phg7dq1jNW2r127Fs+fP8fw4cOhpqbGU44ibOf/xo0bOHXqFGJjYzFw4EDMmDEDAwcOZCSeb5WXlyM6Ohpbt25FXl4eXzvGpKQk9OvXDwkJCULvIaheftasWWCz2VBSUsLbt2/Rs2dPhIaGYsaMGVi0aJHQe9VmN7++MTVUbael9u3bF4mJiTzfDFRVVcHIyKjGmEnjoBpzQgghhAHJyck4c+YMNxGytraucQiPpqYmHjx4wJPMPX36FBoaGgLPP3XqFPbv349p06Zh7969kJaWxpMnT7B161a4ubkx8h6qe1ufPHmS5ziLxRKamA8ePBiDBw9Gbm4ugoODsXr1arRo0QLTp0/nKclpqKSkJISFheHy5cvQ1NSEvb093zmOjo64f/++0ME4wtrzPXjwADExMcjOzsa2bdvg5uaGwYMH48CBAzXGFBERwd3NnzdvnsDd/PrG1BB1mZY6ZMgQ/P333zxtDC9evIj+/fszGhOpHdoxJ4QQQuqpvLwc0tLSiImJ4bb0a9u2LdLT03H16lVs27YNI0aMEHhteHg4Nm7ciMmTJyMgIADOzs4IDAyEs7OzwIfvRo8ejZ07d6J79+7cHfbs7GzY2dlxE+rmoKSkBBs3bkRYWBgjCeeePXsQHh6O9+/fY8yYMbC1tcWvv/7KQKT/M2DAANy5cwdlZWUYPXo0rl+/DuBLS8O7d+/W6h7f281vSmPHjsX69et5pqUmJibCzc0Nly9f5jnX2dkZ165dQ48ePdCxY0fk5OTg/v376NGjB8+zBgEBAU0W/38Z7ZgTQggh9TRlyhTs2bMHu3fvxo4dO3gelouKioKPj4/QxHzcuHFo2bIlTp48CS0tLdy5cwd//PEHLCwsBJ5fUFCArl27AvjfqHN1dXWw2WxG31N1p5js7Gz8+eefAjvFCPLw4UOcPn0aly5dws8//1xjn/G6iIuLg7OzM0aNGoUWLVrU+rqcnBxkZGTwDIhisVg8yWq1du3a4ebNmxg0aBBYLBYyMjIgLS2NioqKWq1Vm938usbUEHWZltqjRw/06NGD+3PHjh1pt1yEKDEnhBBC6umXX37BkiVL8ObNG74HQM3MzL47pMXMzEzog6Pf6t69O4KDgzFp0iRu7ffly5eFtsCrj287xcyfPx/u7u4oLi4WWJby/v17hIaG4uzZs8jIyICFhQVOnDgBXV1dxmIKCgqq8zX79u3Drl27+I4LKxuZO3cuFi5ciPPnz8POzg4TJkyAlJTUd7uSfLubf/jwYaG7+XWNqSHqMi11wYIFjK5NGoZKWQghhJAG+PjxI+zs7LBx40aeevGkpCSsWbMGERERPOfXt/1hcnIy7O3t0bVrVzx58gQDBgxAUlIS9u/fz9iOa106xbi4uCA6Ohpt2rTB5MmTYWtri9atWzMSB/Blh/f+/fvQ1dWt9QTWasbGxti0aRPMzMxq1U+dzWbj3bt3UFFRgZSUFCIiIlBcXAxra+saH6ydOnUq7OzsarWbX9eYGiIqKgouLi4Cp6UOHz6c59wPHz4gICCAryNNamoqzp0716hxEn60Y04IIYQ0gLy8POzt7TFv3jxMnDiRmwgFBwdj2bJlQq979+4dbt68iaFDh0JHRwe5ubm4evUqzM3NBZ7fq1cvRERE4Pz58+jRowfU1dWxZs2aOg81qklaWhp3l7g6eezXrx/evn3Ld25RURF27tyJoUOHNkqiWf3gZX1qmyUlJWFqalrruCwsLHDu3Dlu68IxY8bU6rq67ObXNaaGqMu01NWrVyM1NRXKysooKSmBlpYWbt26hcmTJzd6nIQfJeaEEEJIA9nZ2UFSUhIhISG4cuUKtLW1sW7dOoEJXvVuuJOTE3bv3s1TLnHz5k3s379f6Drq6uqYPXs282/g/6tLp5jDhw83WhwAuN8CXL9+XeCgIjc3N6FdbyZPnozdu3fD0dGxVsOSysvL61SrX5/d/LrG1FDGxsbcaalpaWlC14yPj8eFCxeQl5cHPz8/+Pr6IiwsjHqYiwgl5oQQQggDbGxsYGNjU+vz4+PjsXfvXp5jAwYMqLFvdmNzdHSEk5MTJk+ejPLychw6dIjbKaYp5ebmcruhnDhxAt27d+d5vbi4GBcvXsTGjRsFXq+rq4vFixcLbHcoqPzF2NgYtra2GDRoENTU1HheE1SDXX3fY8eO1XoHvK4xNURycjK8vb1x/PhxnDx5EuvXr4eUlBR27drFVzcvISEBdXV1yMvL48WLFwC+fIOwdetWRmMitUOJOSGEEFJPc+bMwYEDBzB9+nShCZqwUgxtbW1ERkZi9OjR3GOhoaFo3759o8RaG3XtFNNYlJSUcOLECbx9+xZsNhu7d+/meV1GRgbz588Xer2npydmzZqFAQMG8AzOESYzMxPa2tp4+fIlXr58yT0u7HdavZtvZGRUm7dTr5gawtvbG/369QOHw8GBAwfg6ekJZWVlbNu2jS8x19bWxrNnz/Dzzz+jtLQUhYWFkJKSQllZWaPGSASjxJwQQgipp+qWdHVJ0Kq5uLhgyZIlCAwMhIaGBjIzM/HPP//Az8+P6TDrxMzMDIMGDcKHDx+gpKTU6EmkIDIyMggODgYAODg41Lls5sOHDzXW93/r+PHjdbp/TR/EgC8J/bFjxxoUU0OkpaUhICAAr169Ql5eHkaPHg05OTm4uLjwnTtt2jRMmzYNFy9ehIWFBWbMmAFpaelGmUZKvo8Sc0IIIaSe5s6dC+BLuUNOTg5at24NOTk5pKSkoHXr1tDS0hJ67bBhwxAWFoaIiAjk5eVh0KBB8Pb2rvFhzqqqKty7dw8ZGRmwtLREXl4eow9/fvr0CR4eHoiIiACbzYacnBzGjx+PFStWQFpamrF16uLAgQM4ePAgxo4dC01NTQQHB6O4uBgODg5CrzEzM+MmmrVV2xH2wJeSI0FevXqFsLAwaGtrMxJTfbFYLHz8+BGxsbHo3bs35OTkkJmZKbDOfOzYsejatStUVFSwfPlyKCgogM1mY9asWY0eJ+FHiTkhhBDSQNeuXcOSJUsQFBSEX3/9FTdv3uQ+SFfTsJZOnTrVuo90Tk4OHB0dkZ2djcrKSvTp0wc2NjY4cOAA9yG/htq4cSNSU1Ph6+sLLS0tpKenY8+ePdi2bRv+/PNPRtaoq61bt+L27dsYNWoUgC89uj09PVFUVCRwBxj48gHmjz/+gJ+fHxQVFXl2twWVFtVlhD0AzJs3j+9YaGgoDh48CHNzc4G173WNqSFGjhyJiRMnIjc3l9t1xdnZGWPHjuWew+FwsH79epSUlGDbtm0Avgyx2rNnDyZMmMBo60tSe9THnBBCCGkgS0tLLF68mKdHdFRUFHx9fRnrBb1gwQJ06tQJixcvhrGxMRISEhAUFITQ0FCcPn2akTUMDQ0REREBVVVV7rHc3FxYWVnVejQ900xMTBAaGsoXk62tLW7evCnwGh8fH6H3E/RBqC4j7L9VWlqKDRs2IDIyEitXrhSYyNcnpoaorKxEaGgoWrRoAQsLC7x+/RrXr1/H9OnTuaVJx44dQ2BgILy9vXnaKCYmJuKPP/7ArFmzMH36dEbjIrXAIYQQQkiD9O3bl+9YVVUVp1+/foytYWxszPn8+TOHw+FwDAwMOBwOh1NZWcnoGgMHDuS8e/eO51hxcTHH1NSUsTXqql+/fpyysjKeY2VlZRwjIyNG16iqquI5VllZKfD3+rWUlBTOyJEjOWPHjuW8ePGCsXiY8ubNG86dO3c45eXlnOLiYp7Xxo4dy3n06JHA6+7cucOxtLRsihDJNyRE/cGAEEIIEXfa2tp8u7fx8fHQ1NRkbI2ffvoJBQUFPMfevn0LBQUFxtaYN28elixZgn///RdsNhvp6elwdXXFqFGjkJWVxf1PU9LX14enpye3zzibzYa3tzf69u3L2BrVI+y/JmyEfbXjx49j4sSJMDIywpkzZ9C1a1fG4mmooqIizJ49GyNGjMD8+fPxf//3fxg2bBieP3/OPSc7Oxu9evUSeL2hoWGT/57JF1RjTgghhDTQ3Llz4ezszB2Bnp2djatXr3KHCQlTUlKC2NhYZGVlQU1NDaamplBUVBR47tixY+Hs7Ixly5ahqqoKycnJ2L59O7f2mgkeHh4AvpTmVNdAc/5/xevRo0fB4XDAYrEY77tdk9WrV8PBwQF6enpQUlLCu3fv0KFDB+zatYuxNZydnbFo0SKBI+wFWbBgAaKjozF16lSMHDkSycnJfOeIsquJl5cXVFRUcOfOHYwcORJdunTBxIkT4enpya1nl5GRwadPn/DTTz/xXf/582fuFFTStKjGnBBCCGFAXFwcwsLCkJ+fD01NTVhZWXHbKQqSlpYGe3t7SEhIQEtLC5mZmWCz2Th27Bi6devGdz6bzcb27dtx6tQplJaWQkZGBlZWVli1ahVatGjByHvIzMys1XmCuo40poqKCty/fx9v376Fmpoabt68idOnTzNa9x4XF4dz587h7du30NbWho2NjcAR9sCXYUE1aeoPL98yMTFBZGQk5OXlYWhoiHv37oHNZmPgwIFISEgAACxatAj9+/fH5MmT+a4/deoULl++jCNHjjR16P95lJgTQgghjaSyslJoH3BHR0f07NkTixcvBovFAofDwc6dO/H48WP4+/vXeN/CwkIoKSnVeurkjyA1NRVHjhzBhQsXuO0M6zqRtKbfR1PJz8/ntmSsqZ1mQwwZMgRhYWFQVFSEgYEBEhISUFRUhLFjx+LGjRsAgIcPH8Le3h4LFy6EhYUFVFVVkZ+fj0uXLmH37t3Ys2cPTExMGiU+Ihwl5oQQQkgDZWZmYs+ePcjJyUFVVRWAL7u8r1+/xu3btwVeY2xsjBs3bkBGRoZ77PPnzxgwYACSkpL4zg8NDRW6vrB+23Wlq6srNNkX1Q7wnTt3cOTIEe7u+LZt22Bubl7jh5La/j5qM7lVUlISqqqq+P333/HLL7/U+30UFRVhxYoV3Fp2FosFAwMD7Nmzh/HWhOvWrUNmZibc3NwwYcIEXL58GZs2bYKcnBxPK8eLFy/C3d0dRUVF3GOKiopYtWoVLC0tGY2J1A4VEBFCCCENtGbNGrDZbCgpKeHt27fo2bMnQkNDMWPGDKHXtGjRAoWFhdDQ0OAeKygoQKtWrQSev3fvXp6f379/j5KSEhgYGDCWmAcFBfH8/O7dOwQEBPD0v24qoaGhOHLkCHJzczFhwgS4u7vDzs4O+vr63/2moLa/j9pMbq2qqkJqaioWL16M6OjoOr+Pq1evYsSIEfD29kZlZSUiIyOhra3N7ZW+ZcsWeHp61vm+Nfnjjz+4D+0CwMCBAzFgwACsWbOG5zwLCwuMGDECSUlJKCwsRJs2bdCnTx+RDZMioHaJhBBCSEP16dOH8/79e05KSgpn9uzZHA6Hw4mNjeVMnTpV6DWbN2/m2NjYcG7dusV5+fIl58aNGxwbGxvO5s2ba72uv78/x9PTs8Hx16SgoIAzatSoRl1DkO7du3PWrl3LKS0t5R4bOHAg5+3bt9+9tj6/j2rVLSm/VlxczBk6dGgdov+fX3/9lbNnzx7OoEGDOIWFhTyvFRQUcAwNDet139ooKCjgPHr0iJOTk9NoaxBmUbtEQgghpIHk5OTQunVrdOjQAampqQCAwYMHIy0tTeg1S5YsQdeuXeHk5ITRo0djwYIF+OWXX7Bo0aJar/v7778jLCyswfHXhMViIT8/v1HXEGTlypWIi4vDiBEj4OPjg7dv39b62rr+PjgcDg4ePAhTU1MYGRkhPT0d9vb2eP/+PQCgZcuWuHbtWr3ex9WrV9GyZUuUl5fzPaQrKysLCQnmU7H8/Hw4OjoiLy8PvXr1QlBQEObMmYN3794xvhZhFiXmhBBCSAO1a9cON2/eRIsWLcBisZCRkYHc3FxUVFQIvUZWVhabN29GUlISbt68iYcPH2LDhg2Qk5Or9bp37tzhqVFvKB8fH57/7Nq1CzNnzkTv3r0ZW6O27O3tERkZiY0bN+Lx48cwMzPD+/fvkZiYyG3hKExdfx9+fn6IiIiAq6srpKSkoKioCBaLhU2bNjX4fairq2PmzJkwNDSEh4cHysrKAHyZGLpp06ZGaau4bt06KCgocPvoT548Ga1bt4a7uzvjaxFm0cOfhBBCSANdv34dLi4uOH/+PC5cuIDjx49DSkoK/fv3x5YtW4Re9/TpU6SlpXEfUKwmqGbczMyMp7a6srISeXl5cHR0hIuLCyPv49sR7JKSkujYsSPmzp3LUwsvCunp6Thx4gRCQkIgKyuLcePGYfny5QLPFfb7GDBgADZv3sx3/ogRI3D06FFoa2tz2wu+f/8eo0ePZqwlY1ZWFuzt7ZGZmQlFRUW8f/8enTp1wv79+xkdRAV8qZm/efMmz4e20tJSmJqaIj4+ntG1CLMoMSeEEEIYkJubCxUVFUhJSSEiIgLFxcWwsbHhe5DOw8MDa9aswa5du+Dn5wc1NTWeYS4sFkvgQ4YhISE8ibmEhAQ6duwodHrjj+rz588IDw/H33//jZCQEKHn5ebmQllZGdLS0tzfh7W1tcBvGIyNjXHr1i1ISUlx2wuWl5dj0KBBiIuLYyz2iooKJCQkoLCwEFpaWujVq1ejtG8cMGAAQkND0aZNG+6xt2/fwsbGhtsukTRPlJgTQgghDbR7927MnDkTCgoKPMer2/F9zdTUFDExMRg6dCg8PDyaVa/oz58/48KFCxg/fjzS0tLw559/QllZGe7u7lBXVxd1eI1m7ty50NXVhYuLC3fH/OjRo7h58yYOHz7MyBo2NjawtrbG2LFjoaSkxMg9hfHw8MCTJ0+wZMkSaGpqIjs7Gz4+PujRowfc3NwadW3SMJSYE0IIIQ2kq6uL9u3b48CBA2jfvj33uJ6eHu7fv89zrpGREeLj46Gvr4+EhIRaDwmqqdf216pHrtfH6tWr8eTJE4SFhWH69OlQUlJCixYt8PHjR/j6+tb7vk0tMTERGzZswMuXL/nKhAT1Y3/9+jXs7e1RUVGBgoICdOjQAR8+fMCRI0fQtWtXRmI6ffo0wsLCkJycjMGDB8Pa2hqmpqaNsmNeWlqK9evX49KlS2Cz2ZCRkcFvv/2GVatW1ekZBtL0KDEnhBBCGqhv375wcnLCkSNHsGfPHu4DfYISczMzM1y7dg3Lly/H4MGDMW7cuFqtsX37dpw4cQK2trbo0KEDcnNzcerUKRgbG6NTp07c8xYsWFDv9zFs2DCcPXsWEhISMDY2RlRUFFRUVGBiYsId5S4Oxo8fD11dXVhYWPCUCQGAoaGhwGtKS0tx/fp1ZGVlQV1dHaampkJ7yjdEeno6wsLCcPnyZbx79w6WlpawtrZG9+7dGV+LzWajqKgIKioq/6kpseKMBgwRQgghDcRisTB37lxoaWlh7ty5WLNmDaytrQUmQ0uXLgXwJWn6888/sX//fqioqPCcI2jXOz4+Hnv37uVJLM3NzbF+/Xps376dkfdRXFwMRUVFXL16FW3btoWWlhbYbLbYJXX/93//h7///rtOHWtkZGSgp6eHPn36APjyZ1FcXAwtLS1GY9PR0cHMmTOhra2N48eP4/jx4zh37hy6dOmCDRs2oEuXLoysExkZieDgYGRnZ0NVVRU2NjaMDaIijYcSc0IIIYQhlpaWUFdXx8KFC/H69WuBZQPVUzS7deuGbt261freL1684E6qrNalSxe8evWqQTF/rVu3bti5cyfi4uIwZMgQlJSUYOfOnejZsydjazSFdu3aITc3Fzo6OrU6/+zZs9iwYQPKy8u5xzgcDlgslsDSl/qoqKhATEwMwsPDERsbi3bt2uG3337D/v37oaSkhD179sDZ2RmRkZENXiskJARbtmzBpEmTMGrUKO6U0bKyMkyaNImBd0MaCyXmhBBCSAN9XRVqaGiIEydOwNHREQUFBUKv+brkpLoOuCadO3fG0aNH4eDgwD22b98+/PLLLw2InNeGDRuwfv16yMvLY/HixXj27BkSEhKwc+dOxtZoCqNHj8bs2bNhZ2cHVVVVntcE7Rrv3LkTf/zxB0xNTRtl4A8ADBw4kBvb8ePH+brpWFpaIjw8nJG1/P394evrC319fe6xIUOGwM3NjRLzZo5qzAkhhJAGevjwIbcEolpBQQFOnjwJZ2dngddwOBwcOnQIQUFB+PDhA8LDw7F27Vrs2LEDioqKfOcnJSVh3rx5+Omnn6ChoYGsrCzIyMjA398f7dq1a4R3Jb7MzMwEHhfWitLQ0BBxcXGNlpQDQEREBIYPH87oQChhBD1YXFVVBX19fb5nHkjzQjvmhBBCSD1duHABY8eOxatXrwSWlGhrawu91s/PD1euXIGrqyvc3Nx4pk16e3vznd+vXz9ERkbi+vXrKCgogI6ODkxNTfnGvBPg2rVrdTp/7NixCA4ObtTdZDU1NTx69Ejga0xP/9TR0eG25KwWExNDH+DEAO2YE0IIIfU0duxYXLhwoc47tEDTTJv8r6qpg4ygJDgxMRG///475OXl+TqxCPv91dW3dfqVlZWQkJCAjo4OI3XlX4uKioKLiwvMzc2hra2NjIwMREVFYfv27Rg+fDijaxFm0Y45IYQQUk8XLlwAAOzatQu//PJLnbqXFBcXc4f2VO+RycvLg/bLGm7mzJk8P38vCV6zZg1GjRqF/v37N0pfcQB4+vQpz89FRUXw9fXl68jDhOHDh+PgwYM4d+4cnj59Cm1tbQQEBPCVW5HmhxJzQgghpIEcHR0RHR0NeXn5Wl/Tu3dv7NmzBy4uLtyEPigoqNl0QCkoKEDr1q35+oCLg7omwTk5Obh06VJThMaloKCAZcuWYdiwYZgzZw6j9166dCnc3d1hbGzM6H1J42u8pxwIIYSQ/wgtLS28ePGiTtesWrUK58+fx+DBg/Hx40dYWFjg0KFD+PPPPxspyu9js9nw8PBAnz59YGJiAj09Pbi6uuLz588ii4kJ1Unw8ePHBb5uYGAgkgFKaWlpqKioYPy+t2/fbpKHTAnzxO9jMCGEENLMKCkpYfr06dDR0YGqqipPSYugYUEA0L59e1y8eBExMTHIzMys1bTJrKwsXLhwAVlZWVBVVYWFhQU6duzI2PvYtWsXHjx4gL1796Jt27Z4/fo1duzYgZ07d2LlypWMrSMKNSXB7du3x+zZs9G/f38oKSnxvObl5cXI+tOnT+f5e1FZWYlnz57B0tKSkft/bezYsVi6dCnGjBnD9/eR6QdNCbMoMSeEEEIaqG/fvujbt2+dr2Oz2fj8+TOqqqogKSlZY33zgwcPMGvWLOjq6qJt27Z4/vw5Dh48iMOHD/P0q26IS5cuISgoCJqamgC+DOrp1KkTJk6cKFaJeV2T4JKSEowZM6ZRYzIyMuL5WUJCAtOmTYO5uTnjawUFBQH48hDo15gcmEQaB3VlIYQQQhhUm2FBAPDo0SPMmTMHsrKy0NTURFZWFlgsFo4cOYLOnTvznT916lRYWlrytPT7+++/ERYWhpMnTzISu6GhIW7dusUTP5vNxqBBgxAfH8/IGk3Bx8eH52cJCQl07NgRI0aMEFnNfHR0NIYNG8Z3/Ny5c7C2thZBRKQ5osScEEIIaaC6DgsCgIkTJ2Lw4MGYP38+WCwWOBwOfHx8kJCQILD8xdDQEHfv3uXZVa+oqIChoSFjQ2McHBzQu3dvLFq0iHts165dePToEfz9/RlZ47+ktLQU7969AwBYWFggIiKCp+tOcXExJk2ahAcPHjC25t27d/H8+XMYGxujR48ejN2XNA0qZSGEEEIaqK7DggDgxYsXCAoK4pZcsFgsODk54ejRowLPV1BQwP/93/+hS5cu3GMvX76EsrIyY+9jxYoVmDFjBs6cOQMtLS1kZWWhqqqKkvJ6+vTpEywtLfHp0ycAvBNJORwOWCwWzxCghgoNDYWrqysUFRWxbds2bN++vVFKZUjjocScEEIIaaCQkBDusKA1a9agVatW2L59O0aPHi30mi5duuDhw4c89eH//vsvOnXqJPB8Ozs7ODk5Yc6cOdDS0kJGRgYOHToEOzs7xt5H9+7dceXKFVy9ehWFhYXQ0tKCqakpWrZsydga/yUqKiq4cuUKSktLYWlpye17X01GRgZqamqMrefv748dO3Zg1KhROHnyJPz9/SkxFzOUmBNCCCENVJ9hQfr6+nBycoKdnR06dOiAnJwcnDp1CoaGhjw10gsWLAAAzJkzB2w2G/v27cPbt2+hpaWFCRMmwMHBgdH30rp1a9ja2jJ6z/+y6t7pSUlJkJBo3C7V6enpGDVqFADA2toaO3bsaNT1CPMoMSeEEEIaqD7Dgp48eYIePXrgyZMnePLkCQCgc+fOKCgoQEFBAQDwdBZhsVhYuHAhFi5cyHj8urq6351a+iN086isrBTY+ebDhw8ICAhATk4OqqqqAHyp309NTcW5c+catKalpSXOnz+P4cOHC/0zjo6ObtAa1b5O/GVlZWmKrBiixJwQQghpoFWrVsHe3h7nzp3jDgv68OEDjhw5IvQaYcNuhKmqqkJUVBTS0tJQWVnJ81r1rnp9VT9sevv2bcTGxmLhwoVo164dsrOz4ePjAxMTkwbdv6llZmZiz549fIn269evcfv2bb7zV69ejdTUVCgrK+Pjx4/Q1NTErVu3MHny5AbHUj3VszE+UH2LEnHxR4k5IYQQ0kD1GRZUXl6OS5cuISMjg5s8Al92xp2dnbk/L1iwAD4+PtiwYQPCw8Ohq6vL0/LvezvdtWFoaAjgS4IaGBjILcvp2rUrdHV1MWHCBJ5OLc3dmjVrwGazoaSkhLdv36Jnz54IDQ3FjBkzBJ4fHx+PCxcuIC8vD35+fvD19UVYWBhfTXh9VPdO//jxI6ZNm8b3uq+vb4PXqFZVVYXExERugl5RUcHzM0ADhpo7SswJIYSQBqqsrERgYCDGjh2L0aNHIzg4GMHBwTXWfy9btgzx8fHo2rUrX8nK14l5cnIygC/lDkFBQfj5558b7X0UFhZCQUGB55icnByKi4sbbc3G8ODBA8TExCA7Oxvbtm2Dm5sbBg8ejAMHDgg8X0JCAurq6pCXl8eLFy8AfGlvuHXr1gbF8e7dO6SmpgIA/vrrL+jq6vK1Szx06BDP77shysrK+JL/r3+mAUPNHyXmhBBCSANt2bIFd+7c4T54p6OjA09PTxQVFcHFxUXgNbdu3UJ4eDjatm1b473LysoAfNn97N69O7OBf8PAwAB//vknli9fDg0NDWRkZGDLli0YMmRIo67LNDk5ObRu3RqysrLcxHjw4MFCp5dqa2vj2bNn+Pnnn1FaWorCwkJISUlx/+zrS1paGkuWLOE+M/Bt0iwtLY0JEyY0aI2vPX/+nLF7EdGgxJwQQghpoIiICISGhkJVVRUA0L9/fxw6dAi2trZCE3M1NTWhw4e+pqSkBAAYO3YsDh8+zK1ZbgweHh5YsmQJRowYwd3FHzBgANatW9doazaGdu3a4ebNmxg0aBBYLBYyMjIgLS2NiooKgedPmzYN06ZNw8WLF2FhYYEZM2ZAWlq6wWUfLVu25Na0jxo1CpcvX27Q/ciPjyZ/EkIIIQ2kr6+P27dvQ1ZWlnvs8+fPGDJkCOLi4gReExUVhVOnTmHy5Ml8tehfJ4RxcXEwNjbGlClTcP/+fcjJyfENFWKqq0e1rKws5ObmQkNDA5qamozeuylcv34dLi4uOH/+PC5cuIDjx49DSkoKAwYMwObNmwVe8/jxY3Tr1g0SEhI4evQoiouL4eDggNatWzdKjLGxsVBWVsavv/7aKPcn4okSc0IIIaSBnJycoK6ujtWrV0NGRgZsNhtbt25FZmYm9u3bJ/AaHx8fnn7l1YTVAdfUts/a2rr+wX8jPT0dubm5PA8Q/vvvv0IfnGyO2Gw23r17BxUVFUhJSSEiIgLFxcWwtraGjIyMSGK6ceMG3N3dERUVhb1798LPzw8sFgtubm6MDoki4o0Sc0IIIaSB0tPT4eDggKysLCgpKeHdu3fo0KED/Pz8hNaQGxoa4q+//oKJiUmDBs8I681dH/7+/vD29ub+XD02XldXt8H9vJvSiBEjcO7cue9OLNXT08P9+/dr7OPO1MOSEyZMgJ2dHWxtbWFiYgIPDw+0adMGS5cuxZUrVxhZg4g/qjEnhBBCGkhWVhYRERG4f/8+3r59Cw0NDfTq1YunreG3pKWlMXDgwFon5XXtzV0fgYGB2LVrF2RlZREVFYVly5bBw8MDWlpajNy/qZSXl4PNZn/3vOouLceOHWOk7WRNXr9+DTs7Ozx//hyfPn3CoEGDIC0tjfz8/EZdl4gXSswJIYSQBrK2tkZkZCS3H3ht/P777/Dy8sLChQtrVcdc197c9fHu3TuYm5sjNzcXu3btgqKiIlavXg1bW1ssW7aMsXUam7GxMWxtbTFo0CCoqanxvPb1MCZ9fX0AgJGRESIiImBoaAhVVVVERkaiqqoKo0ePZiwmOTk55OXlITo6Gnp6epCWlsbz58+5D/cSAlBiTgghhDRYq1atUFBQ8N3Sia+dOXMGb968QVBQEN9rgson6tqbuz7atGmDjx8/Ql1dHZmZmeBwOFBWVsaHDx8YW6MpZGZmQltbGy9fvsTLly+5x4Xtivv5+SEwMBDHjh2DqqoqOBwOPD09kZ+fz9gHH1tbW/z2228oKSnB7t278eTJE8yePRuzZs1i5P7kx0A15oQQQkgDLVq0CHfv3kXv3r35dmi9vLwEXnPv3j2h9xO08z5gwADcuXMHZWVlGD16NK5fvw7gS2vGu3fvNiD6/3Fzc0NOTg62b98OFxcX/Pzzz2jRogUuXryIiIgIRtZojkxNTXH06FF06NCBeywtLQ2Ojo64du0aY+vEx8dDRkYGffv2RU5ODp48eYLhw4czdn8i/mjHnBBCCGkgeXn5OidY1cl3eno6MjIyYGBggLKyMqG77nXtzV0frq6u2LZtGyoqKvDnn39i8eLFKCoqwpYtWxhbo6nEx8cjJyeH212mvLwcqampcHV15Tu3qKgI2traPMfat2+PkpISRmMyMjLi/ncNDQ1oaGgwen8i/mjHnBBCCBGBoqIiLF26FLdu3YKcnByCg4Mxbdo0HDt2DLq6unzn16c393/Vli1bcPz4ccjLywP40rnm48ePMDExwcGDB/nOnz59OgYMGIB58+Zxjx0+fBixsbEICAhgJKbExERs2LABL1++5D68W42pzi9E/FFiTgghhDAgIiICJ06cQE5ODgIDA+Hj44O1a9cK7Zvt6uqKqqoqrFy5EiNHjsS9e/ewY8cOPHz4UGgymJub26i9uQsLCxEYGIhFixYhMTERixYtgrKyMnbt2oXOnTszskZTMDExgY+PD0pLSxEWFgYvLy9s2bIFnz59gru7O9/5T58+xaxZsyAnJwcNDQ3k5uaCzWbj8OHDAj8k1cf48eOhq6sLCwsLvm49dXlomPzYKDEnhBBCGujUqVPYv38/pk2bhr179yIyMhIODg7Q19eHm5ubwGtMTEwQGRkJeXl5GBoa4t69e2Cz2Rg4cCASEhKa+B18sWjRInz8+BGHDh2Cra0tevfuDXl5eTx+/BhHjx4VSUz10a9fPyQlJaGwsBAzZ85EeHg4SkpKMGbMGNy4cUPgNe/fv8f169eRn58PTU1NDBkyBAoKCozFpKenh7i4OJENOCLigWrMCSGEkAY6evQo9u3bh+7du8PPzw8qKirYt28f7OzshCbmkpKSKC8vBwBuHXRZWRnk5OSaLO5vJScn49KlSygsLMSzZ89w4MABtG7dmqc2Whyoq6ujsLAQysrKyM3NRXl5OVq0aFFjzbiioiKjE1S/1a5dO+Tm5kJHR6fR1iDijxJzQgghpIEKCgrQtWtXAP9LstXV1WsccmNqaorly5fDzc0NLBYLhYWF2LRpEwYPHtwkMQtSWlrKHS7UpUsXqKiooKSkpMZBSc2RqakpZs2aBX9/fxgaGmLVqlVo0aIFT9eVrzVF/ffo0aMxe/Zs2NnZQVVVlec1KysrRtYg4k+8/qURQgghzVD37t0RHByMSZMmcXtlX758GV26dBF6zR9//AFXV1eMGjUKADBw4EAMHDgQa9asaZKYBenduzdWrVqF5ORkjBw5Em/fvoW7u7vY1UAvXboUKioqkJaWhpubG9zc3FBcXIyNGzcKPN/Lywu9evWCq6tro30IOXXqFADgxIkTPMdZLBYl5oSLaswJIYSQesrJyYGGhgaSk5Nhb2+Prl274smTJxgwYACSkpKwf/9+7nRJYQoLC5GRkQF1dXWoq6vXeG5JSQkiIyORmZkJBwcHpKSkfPf+dZGfn49t27ZBRkYGbm5ueP78Ofz8/LBhwwa+/uzioLy8HB8+fICSkhIkJSWFnkf136S5oMScEEIIqSc9PT3cv38fwJeOKefPn0dmZibU1dVhYWHx3Xriu3fvon///sjNzYWXlxeUlZWxdOlSgb3MU1NTMXPmTCgpKSEjIwMhISGwtLSEt7c3o6PjfwSfPn2Ch4cHIiIiwGazIScnh/Hjx2PFihWQlpbmO9/Kygp79uxp9Prv5ORknDlzBtnZ2VBVVYW1tbXYfRtBGhcl5oQQQkg99e3bFw8ePKjXtVu2bEFERARiY2Mxb948FBUVQVpaGhoaGgL7ktvb22PEiBGYMmUKDAwMkJCQgKioKOzatQvnz59v6FsBAHz48AEBAQHIycnh1lpXVFQgNTUV586dY2SNprBq1Sr8+++/WLx4MbS0tJCeno49e/ZAX18ff/75J9/5+/fvR0hISKPWf8fExGDRokUwNzdH27ZtkZ6ejqtXr2Lbtm0YMWIEI2sQ8UeJOSGEEFJPX++Y19XIkSNx5MgRKCkpwcDAAGFhYVBXV8ewYcMQHx/Pd76RkRHu3LkDSUlJbntF4H+tAZmwYMECpKamQllZGR8/foSmpiZu3bqFyZMnY/Xq1Yys0RQMDQ0RERHBk2Tn5ubCysoKd+/e5TvfzMxM4H1YLBaio6MZicnGxgbOzs4YNmwY91hUVBR8fHwQGhrKyBpE/NHDn4QQQkg9lZaW8iRagghL7AoLC6GlpYUbN25ARUUFnTt3RmVlJSorKwWer6ioiJcvX3K7vwDA69evoaKiUv838I34+HhcuHABeXl58PPzg6+vL8LCwnDhwgXG1mgKMjIyfA9xysvLo0WLFgLPv3btWqPH9ObNG74PAGZmZlixYkWjr03EByXmhBBCSD1JS0tj8eLF9bq2Xbt2CA4ORnR0NExMTFBVVQV/f3+hnVwmT56MuXPnwsnJCRUVFbh06RL8/Pxga2vbkLfAQ0JCAurq6pCXl8eLFy8AABYWFti6dStjazSFefPmYcmSJVi9ejXat2+P3NxcbN26FaNGjUJWVhb3PC0tLe5/z8zMxNmzZ5GdnY0///wTsbGxGDduHGMxtWnTBg8ePICenh732IMHD6ChocHYGkT8UWJOCCGE1JOUlFS9kzdXV1esWLECsrKycHd3R3x8PPz9/bFv3z6B5//++++QlJTEsWPHUFVVhZ07d2L8+PGYPXt2Q94CD21tbTx79gw///wzSktLUVhYCCkpKZSVlTG2RlPw8PAAAFhaWnLbV1ZX7h49ehQcDgcsFovbozwxMRFz5szhlgjNnz8f7u7uKC4uxtSpUxmJyd7eHvPmzcPEiROhra2NjIwMBAcHY9myZYzcn/wYqMacEEIIqaeGPPz5LTabDRaLJbBrCAA8f/4curq6fMfj4uJgbGzMSAwhISHYuHEjLl68iKNHj+L27duQlpaGuro6/Pz8GFmjKWRmZtbqPG1tbQDAxIkT4ejoiOHDh3MfrE1KSsKqVasQGRnJWFwhISEICQnB27dvoa2tjfHjx2PMmDGM3Z+IP9oxJ4QQQuqpoaUOjx49wokTJ5CdnY0dO3YgODgY8+bNE3julClT+B40LSkpwbx58xj7cGBjY4OuXbtCRUUFy5cvh5qaGoqKiuDg4MDI/ZtKdcJdW2lpadxnBap32Pv164e3b98yGteAAQMwatQo/PTTT0hJSUHr1q0ZvT8RfxKiDoAQQggRVxs2bKj3tVFRUXB0dETLli3x9OlTlJeXIzg4GHv27OGek56ejl9//RU9evTAp0+f0KNHD57/GBgYCNxFb4iff/4ZycnJuHr1KgwMDLB06dIfPoHU1NTk+3Dz9OlTRuu/r127BnNzc6SlpQEAbt68ibFjxwrsEkP+u6iUhRBCCBGB3377DW5ubjAwMOCWT6SmpsLR0RHXr1/nnvf8+XN8+PABc+bMwcGDB3nuISMjg+7du0NOTo6RmF69eoU5c+YgMzMTSkpKePfuHbp16wY/P7/vTiUVZ+Hh4di4cSMmT56MgIAAODs7IzAwEM7OzrCzs2NkDUtLSyxevBjDhw/nHouKioKvr69Y9YgnjYsSc0IIIUQE9PX1kZCQABaLxdOXXF9fH4mJiXznp6en80ymLCkpgYyMDKNj5GfOnIl27drB1dUVcnJy+PjxIzw9PfHu3Tvs3buXsXWao2vXruHkyZPcya3jx4+HhYUFY/cX1POew+HAwMBA4O+b/DdRKQshhBAiAh06dODrnx0XF4d27doJPJ/D4XCnVl69ehXGxsYYNGhQvQccCZKcnAw3NzfuDry8vDzc3Ny4HxrESUlJCc6ePYvdu3fj48eP301+zczMcODAAVy8eBH+/v6MJuXAl7r3mzdv8hyLj4+HpqYmo+sQ8UYPfxJCCCEisHjxYixYsADDhw/H58+fsWHDBly4cAFeXl4Cz/fw8ICqqio4HA527twJZ2dnKCgoYPPmzQgODmYkJg0NDbx69QrdunXjHsvPzxe7XtupqamYOXMmlJSUkJGRAUtLS8ycORPe3t4YPXo03/murq5C7yXs91FXc+fOhbOzM8zNzaGtrY3s7GxcvXqVsfuTHwOVshBCCCEikpKSguDgYG75hI2NDfr27SvwXBMTE1y/fh35+fkYPnw44uLi0KpVK/Tr14+xXXNfX1+cOXMGs2fPRvv27ZGTk4NDhw6hX79+MDAw4J5nZWXFyHqNxd7eHiNGjMCUKVO49ftRUVHYtWsXzp8/z3e+m5sbz8/v3r3DnTt3MH78eL7XGiIuLg5hYWHIz8+HpqYmrKys0K9fP8buT8QfJeaEEEKIGDA2NkZsbCzCw8Nx8uRJnD17FoWFhbCwsGCss8e3I+MFYbFYiI6OZmS9xmJkZIQ7d+5AUlKSp36/X79+SEpKqtU97t27B39/f7Hq307EH5WyEEIIIU1o+vTp3F7ZwgQEBPAdGzhwIJycnJCWloZZs2YhPT0dK1asgKmpKWOxfVvzLq4UFRXx8uVLdO3alXvs9evXUFFRqfU99PT04OTk1BjhESIUJeaEEEJIEzIyMgIAZGRkICoqCuPHj0e7du2Qk5OD4OBgjBo1SuB1Hh4eOHz4MPr374+ZM2fin3/+wS+//IKlS5c2ZfhiYfLkyZg7dy6cnJxQUVGBS5cuwc/PD7a2tgLPz8rK4vm5srISYWFh9GAmaXJUykIIIYSIwJQpU7B8+XLo6elxjyUnJ2PdunU19rUuLy9HVlYWt3vL93bf/4s4HA4CAwP52h/Onj0bEhL8Del0dXV5/hw5HA4UFBTg7u4u9IMSIY2BEnNCCCFEBPr27YvExERISkpyj1VUVMDAwIBvCiUAfP78GV5eXjh9+jSkpaUREhICZ2dnHDp0qM4j6H90z58/FzgRNS4uDsbGxnzHMzMzeX6WlJSEiooKpKWlGy1GQgShPuaEEEKICHTu3JmvltzPz09gQgkA27ZtQ3p6Ok6ePAkZGRloa2ujV69e8PDwaIpwxcqUKVP4jpWUlGDevHkCz9fU1ERERAQkJCSgra2NGzduCKzzrw8zMzMMGzasxv8QUo1qzAkhhBARWLVqFZycnBAQEAB1dXVkZWWhqqoKhw8fFnj+lStXEBISAmVlZQCArKws1q5dW6tOKnURGRmJ4OBgZGdnQ1VVFTY2Ns2+PSLwZTLqmDFjUFFRAQ6Hgx49evCd06dPH4HXbt68GXfu3OGWrejo6MDT0xNFRUVwcXFpUFwLFy4EADx9+hTR0dGwt7dHu3btkJ2djSNHjlBiTnhQKQshhBAiIu/fv0dMTAxyc3Ohrq6OYcOGoVWrVgLPHThwIKKioiAnJ8ftzV1WVoZhw4bh9u3bjMQTEhKCLVu2YNKkSWjbti3evHmDU6dOYenSpZg0aRIjazSm58+f48OHD5gzZw4OHjzI85qMjAy6d+/OnWr6NRMTE4SGhkJVVZV7LDc3F7a2tnzTOutr3Lhx2LFjBzp37sw99urVK8ydOxeRkZGMrEHEH+2YE0IIISKiqKhY691oY2NjuLu7Y+3atdwHFXft2sXogBp/f3/4+vpCX1+fe2zIkCFwc3MTi8S8ugzowoUL0NHRqfV1ZWVlfB+IFBUVUV5ezlhs6enpaN++Pc8xDQ0N5OXlMbYGEX+UmBNCCCFiwNXVFU5OTjAwMEBlZSX09PSgra2NAwcOMLZGTk4OX6Kvp6cndsmjiooKjhw5grS0NFRWVvK85uXlxXe+vr4+PD09sXr1asjIyIDNZsPb21voFNb6+OWXX+Dt7Y1ly5ZBRkYGpaWl8PLyosmfhAcl5oQQQogYUFVVxenTp/H48WNuC8BevXpBSoq5/yvX0dFBTEwMhg4dyj0WExPDbc0oLlavXo2kpCQYGhrWqrPK6tWr4eDgAD09PSgpKeHdu3fo0KEDo1M/N2zYgLlz5+LEiRNQVFTEu3fv0LFjR0Y/WBHxRzXmhBBCCAEAREVFwcXFBebm5tDW1uYOQdq+fTuGDx8u6vBqzdjYGGfPnq1TG8mKigo8ePAA+fn50NDQYPxDT/Ua9+/fR15eHjQ0NKCnpyewrzr576K/DYQQQggBAAwfPhwHDx6ElJQUnj59ipYtWyIgIECsknIAkJaWhpqaWp2uKSsrw5s3b5Camoru3bvj4cOHjMdVXl6Odu3aQU9PD1paWsjIyEB0dDTj6xDxRTvmhBBCCPmh7N27F2/fvsWCBQu47SVrkpqaipkzZ0JJSQkZGRkICQmBpaUlvL29MXr0aEZiCg8Px7p161BWVsZzXFlZmbGuOkT8UWJOCCGE/Mfl5eWhTZs2yM/Px/79+wU+NMnUwJ2mYGZmhqysLG73mq+lpKTwHbO3t8eIESMwZcoUbivKqKgo7Nq1C+fPn2ckppEjR2Ly5MmQl5fHvXv3MHPmTHh7e8PExASzZ89mZA0i/igxJ4QQQsTE3bt30b9/f+Tm5sLLywvKyspYunQpWrZs2aD72tra4syZM3B0dEReXh5MTU35HppcsGBBg9ZoSvfu3RP6mqGhId8xIyMj3LlzB5KSkjA0NORe369fPyQlJTESU58+ffDgwQNkZ2djyZIlCA4ORlZWFuzt7amPOeGiriyEEEKIGNiyZQsiIiIQGxuL9evXo6ioCO/fv8fGjRuxefPmBt07OzsbAPDw4UNcuXIFSkpKTIQsMoKSb+DLQCdBFBUV8fLlS3Tt2pV77PXr11BRUWEsJhUVFZSXl0NTUxNv3rwBAGhpaeHt27eMrUHEHyXmhBBCiBi4du0a/v77b5SWluLmzZsICwvjTgttKDabDQBo1apVrdoLNnfPnj2Dl5cXcnJyUFVVBeBLR5SCggI8efKE7/zJkydj7ty5cHJyQkVFBS5dugQ/Pz/Y2toyFlOvXr2wYcMGrF69Gh06dMCJEycgJycHRUVFxtYg4o8Sc0IIIUQMFBYWQktLCzdu3ICKigo6d+6MyspKvlrw+ujUqRMAYN68eXB1dcWcOXP4dou1tLQavE5TcXd3h6amJrp06YL09HQMHDgQAQEBcHFxEXj+77//DklJSRw7dgxVVVXYuXMnxo8fz2jt96pVq+Dm5obi4mIsX74cTk5OKCsrEzjwiPx3UY05IYQQIgbGjx+PiRMnIjo6GqqqqvDw8MDhw4cRHR2NkydPNujeBQUFUFFR4Y60B8B9cJLD4YDFYgl8aLK56tOnD+Li4pCZmQkPDw8cPXoUDx8+hIeHB86ePct3fmBgIMaPHw85Obkmi7GiogJsNhs//fRTk61Jmj/aMSeEEELEgKurK1asWAEZGRm4u7sjPj4e/v7+2LdvX4PvXb07/qP01G7VqhVatGgBHR0dpKWlAfiSrGdkZAg8f/fu3Zg8eXKjxBIaGvrdc6ysrBplbSJ+KDEnhBBCxIC+vj6uXbvG/VlZWRk3btxgtCZc0KTMyspK/Pvvv4yt0RQ6deqE06dPw87ODvLy8khJSYGMjIzA9okAYGJigqNHj+K3336Dqqoqo7Hs3r0bAFBVVYXc3FwoKipCS0sLeXl5yM/Ph66uLiXmhItKWQghhBAxERkZieDgYGRnZ0NVVRU2NjaMJnW3bt3C2rVrkZOTg6/TA0lJSYEPTTZXDx48wLx58xAcHIy4uDi4u7tDSkoKkydPxsqVK/nONzU1RU5OTq37ntfHli1bICMjg0WLFkFSUhIA4Ovri8zMTHh6ejKyBhF/lJgTQgghYiAkJARbtmzBpEmT0LZtW7x58wanTp3C0qVLMWnSJEbW+O2332BsbAwFBQU8f/4clpaW8PX1ha2tLaZPn87IGk2FzWZDSkoKEhISSE5ORlFREUxMTHjOuXPnDgYMGFDnvuf1YWhoiNu3b/N8w1FRUQEjIyPGeqUT8UelLIQQQogY8Pf3h6+vL/T19bnHhgwZAjc3N8YS81evXuHs2bPIysrCnTt3YG5ujk6dOsHFxUWsEvMJEyYgODiY+3OvXr0AfJm++fUwnyVLluDevXtYt24dLl261KgxycrK4uXLl+jevTv32LNnz6CgoNCo6xLxQok5IYQQIgZycnLQr18/nmN6enrIy8tjbA1lZWVISEhAW1sbr169AgB06dIFOTk5jK3RWNLT07F3714AXxJeV1dXntdLSkrw4cMHnmNSUlLYsGEDMjIy4OPjI/C+TE08nTp1KhwcHGBnZwdNTU1kZGTg1KlTWLRoESP3Jz8GSswJIYQQMaCjo4OYmBgMHTqUeywmJgbt2rVjbI3u3bvDx8cHTk5OUFNTQ2xsLOTk5CArK8vYGo1FR0cHKioqKCgoEPi6kpISduzYwXNszZo1OH36NKqqqhAfH893jbCHRevDyckJqqqqCA8PR25uLjQ0NLB27VpYWFgwtgYRf1RjTgghhIiBqKgouLi4wNzcHNra2sjIyEBUVBS2b9+O4cOHM7JGWloaFi9eDD8/P6SkpGDJkiWoqqrCihUrYG9vz8gaTWHv3r2YN29erRPrSZMmNbgXfF2w2WzIyMg02XpEfFBiTgghhIiJuLg4nDt3Dm/fvoW2tjZsbGzQp0+fRlsvPz8fJSUl6NixY6Ot0RiMjY0RHR0NeXl5UYfCxeFwcOjQIQQFBeHDhw8IDw/H2rVrsWPHDigqKoo6PNJMSIg6AEIIIYR8X2BgIIyNjbFlyxYcPnwY7u7u6NOnD3x9fRttTTU1NbFLygFAS0sLL168EHUYPPz8/BAREQFXV1dISUlBUVERLBYLmzZtEnVopBmhHXNCCCGkmXr37h1SU1MBAI6Ojjh06BBPf/Hi4mIsW7YMDx48EFWIzZKDgwPi4+Oho6MDVVVVnpKWgIAAkcQ0YsQIHD16FNra2jA0NMS9e/fw/v17jB49Gnfv3hVJTKT5oYc/CSGEkGZKWloaS5Ys4T7QOG3aNL7XJ0yYIIrQmrW+ffuib9++og6DR3FxMdTV1QGA++FKXl4etD9KvkaJOSGEENJMtWzZErdv3wYAjBo1CpcvXxZxROLh6xaHBQUFaN26NaSkRJvy9O7dG3v27IGLiwt3Bz8oKAg9e/YUaVykeaFSFkIIIURMREREwNDQEKqqqrhy5QqqqqowatSoBt83NDT0u+dYWVk1eJ2mwmazsWXLFpw9exafP3+GtLQ0LCwssH79epG1fnz9+jXs7e1RUVGBgoICdOjQAR8+fMCRI0fQtWtXkcREmh9KzAkhhBAxsH//fhw/fhzHjh1D586dcfnyZWzatAmOjo6YMWNGg+5tZmZW4+ssFgvR0dENWqMpeXt74+7du1i+fDnatm2L169fY8eOHTAyMsLKlStFFldpaSliYmKQmZkJdXV1mJqaolWrViKLhzQ/lJgTQgghYsDU1BRHjx5Fhw4duMfS0tLg6OiIa9euiS6wZsjMzAxBQUHQ1NTkHsvMzMTEiRNx69YtEUZGSM2oXSIhhBAiBoqKiqCtrc1zrH379igpKWF0nczMTOzevRuurq7cftvipqSkBCoqKjzH1NTUUF5eLqKICKkdSswJIYQQMdCzZ08cOnSI59ixY8egq6vL2BqJiYmwtLTEs2fPEBkZiaKiIri7uyMoKIixNZrCr7/+Cj8/P55j+/btowctSbNHpSyEEEKIGHj69ClmzZoFOTk5aGhoIDc3F2w2G4cPH2YsOZ84cSIcHR0xfPhwGBgYICEhAUlJSVi1ahUiIyMZWaMp/PPPP5gxYwZkZWWhpaWFrKwsVFVVwd/fH926dRN1eIQIRYk5IYQQIibev3+P69evIz8/H5qamhgyZAgUFBQYu7++vj4SEhLAYrG4Q3AAoF+/fkhKSmJsnabw4cMHREVFoaCgAFpaWjA1NUXLli1FHRYhNaI+5oQQQoiYUFRUhLW1daPdX1NTEw8ePICenh732NOnT6GhodFoazYmSUlJAICEhAQkJKh6lzR/lJgTQgghYkBXV5dntPzXUlJSGFnD0dERTk5OmDx5MsrLy3Ho0CEEBgbC2dmZkfs3lUePHmHOnDmQlZWFpqYmsrKysHnzZhw5cgSdO3cWdXiECEWlLIQQQogY+LaU5N27dwgICMDYsWMxYcIExta5du0aTp48ye21PX78eFhYWDB2/6YwceJEDB48GPPnzweLxQKHw4GPjw8SEhIQEBAg6vAIEYoSc0IIIURMFRYWYurUqbh06ZKoQ2lW+vbti4SEBEhJ/a8woLy8HMbGxmJXK0/+W6jgihBCCBFTLBYL+fn5og6j2enSpQsePnzIc+zff/9Fp06dRBMQIbVENeaEEEKIGPDx8eH5ubKyEteuXUPv3r1FFFHzpa+vDycnJ9jZ2aFDhw7IycnBqVOnYGhoyPPnuGDBAhFGSQg/KmUhhBBCxMD06dN5fpaUlETHjh0xd+5cse2a0li+/bMShMViUb05aXYoMSeEEEKIQGlpaWjZsiXU1dVFHQoh/wlUykIIIYQ0Y6Ghod89x8rKipG1kpOT4e3tjePHj+PkyZNYv349pKSksGvXLgwbNoyRNZpCeXk5Ll26hIyMDFRVVXGPs1gssWv9SP5baMecEEIIacbMzMwAAFVVVcjNzYWioiK0tLSQl5eH/Px86Orq1ip5r43p06ejX79+WLx4MYYNG4YFCxZAWVkZ27Ztw/nz5xlZoyksWrQI8fHx6Nq1K0/vdypfIc0d7ZgTQgghzdi1a9cAAFu2bIGMjAwWLVrEnWjp6+uLzMxMxtZKS0tDQEAAXr16hby8PIwePRpycnJwcXFhbI2mcOvWLYSHh6Nt27aiDoWQOqF2iYQQQogYOHv2LBYsWMBNygFg7ty5iIyMZGwNFouFjx8/IjY2Fr1794acnBwyMzPRsmVLxtZoCmpqalBUVBR1GITUGe2YE0IIIWJAVlYWL1++RPfu3bnHnj17BgUFBcbWGDlyJCZOnIjc3FysXr0aqampcHZ2xtixYxlboyn88ccfcHFxweTJk9GqVSue1wwMDEQUFSHfR4k5IYQQIgamTp0KBwcH2NnZQVNTExkZGTh16hQWLVrE2BqrV69GaGgoWrRoAQsLC7x+/RqTJ0+uVfvB5uT58+e4efMmbt68yXOcxWIhJSVFRFER8n308CchhBAiJs6cOYPw8HDk5uZCQ0MDEyZMgIWFRaOv+/79e7EqDTE0NMRff/0FExMTSEhQ1S4RH5SYE0IIIWKmoKAArVu3hpQUs198P336FJs3b0ZOTg63zWBFRQUKCgrw5MkTRtdqTAMHDsSNGzd46vEJEQf0MZIQQggRA2w2Gx4eHujTpw9MTEygp6cHV1dXfP78mbE1PDw8oKqqChMTE3Ts2BHTpk2DhISE2HVl+f333+Hl5YUPHz6IOhRC6oR2zAkhhBAx4O3tjbt372L58uVo27YtXr9+jR07dsDIyAgrV65kZI0+ffogLi4OmZmZ8PDwwNGjR/Hw4UN4eHjg7NmzjKzRFMzNzfHmzRueHubVqMacNGf08CchhBAiBi5duoSgoCBoamoCANq1a4dOnTph4sSJjCXmrVq1QosWLaCjo4O0tDQAX5L1jIwMRu7fVDZu3CjqEAipF0rMCSGEEDFQUlICFRUVnmNqamooLy9nbI1OnTrh9OnTsLOzg7y8PFJSUiAjIyNw57k5MzQ0FHUIhNQLJeaEEEKIGPj111/h5+fH0x5x37596NmzJ2NrLFmyBPPmzYORkRFmzZoFOzs7SElJYfLkyYyt0Zj09PRw//596OrqCv0wQaUspDmjGnNCCCFEDPzzzz+YMWMGZGVloaWlhaysLFRVVcHf3x/dunVjbB02mw0pKSlISEggOTkZRUVFMDExYez+jSkxMRH6+vq4d++e0HNoN500Z5SYE0IIIWKAzWajtLQUUVFRKCgogJaWFkxNTdGyZUvG1pgwYQKCg4P5jo8cORKRkZGMrUMIEYxKWQghhBAxYGFhgXPnzmH8+PGM3jc9PR179+4FADx79gyurq48r5eUlFDbQUKaCPUxJ4QQQsRAeXk52Gw24/fV0dHhe6j0a0pKStixYwfj6xJC+FEpCyGEECIG/vzzT9y7dw+DBg2Cmpoaz2sLFixgZI29e/di/vz5jNyLEFJ3lJgTQgghYmD69OkCj7NYLAQEBDC2TkFBAV69eoWqqiqe4wYGBoyt0RRKSkrQsmVLsNlsnDlzBkpKShg9erSowyKkRpSYE0IIIQQAcOLECXh6eqKiooLnOIvFEqs2g6Ghodi4cSMSExOxadMmREREgMViYdq0aXBychJ1eIQIRYk5IYQQIibOnTuH0NBQ5OXlQVtbG5MmTcLw4cMZu7+5uTkcHR1hbW0NKSnx7Q9hZWWFP/74A/3794eRkRH27t0LDQ0NTJ8+HTExMaIOjxChxPdfHSGEEPIfcujQIRw8eBATJ06ElpYW0tPTsXr1arx79w52dnaMrPH27VvY2tqK3aTPb2VlZWHgwIF49OgROBwO+vXrBwkJCRQVFYk6NEJqRIk5IYQQIgaOHz+OgwcPolevXtxj5ubmWL58OWOJuYGBAeLi4tC/f39G7icqrVu3RlpaGi5dugRDQ0NISEggLi6O76FZQpobSswJIYQQMVBSUgJdXV2eYz179kRxcTFja6irq2Pu3LkwNjbma6Ho5eXF2DqNzcHBAePGjYOEhASOHTuGpKQkzJ07F+vWrRN1aITUiBJzQgghRAyMGzcOu3btwrJlyyAh8WUMib+/P8zNzRlbo7y8HBYWFozdT1QmTZqEgQMHQlJSElpaWigsLMTff/+Nn3/+WdShEVIjeviTEEIIEQOTJk3Cw4cPoaqqirZt2yI3NxfZ2dlo06YNpKWluedFR0eLMMrmo6SkBJGRkcjMzISDgwNSUlKgr68v6rAIqREl5oQQQogYOHfuXK3Os7a2btA6EREROHHiBHJychAYGAgfHx+sXbsWMjIyDbpvU0pNTcXMmTOhpKSEjIwMhISEwNLSEt7e3tTLnDRrlJgTQgghBABw6tQp7N+/H9OmTcPevXsRGRkJBwcH6Ovrw83NTdTh1Zq9vT1GjBiBKVOmwMDAAAkJCYiKisKuXbtw/vx5UYdHiFASog6AEEIIIc3D0aNHsW/fPsyaNQsSEhJQUVHBvn37cPnyZVGHVifPnj3DxIkTAYDb+nH48OHIysoSZViEfBcl5oQQQggBABQUFKBr164AgOov1NXV1cFms0UZVp0pKiri5cuXPMdev37N12mGkOaGEnNCCCGEAAC6d++O4OBgAP/bab58+TK6dOkiyrDqbPLkyZg7dy6Cg4NRUVGBS5cuYdGiRbC1tRV1aITUiGrMCSGEEDEUGxsLJSUlnoFDDZWcnAx7e3t07doVT548wYABA5CUlIT9+/eLVUcTDoeDwMBAnDx5EpmZmVBXV8f48eMxe/ZsbqtJQpojSswJIYQQMXDjxg24u7sjKioKe/fuhZ+fH1gsFtzc3Bib/AkAubm5CA8PR1ZWFtTV1WFhYQEdHR3G7k8IEY4Sc0IIIUQMTJgwAXZ2drC1tYWJiQk8PDzQpk0bLF26FFeuXGFkjR07dsDW1pYScUJEhL7PIYQQQsTA69evYWdnh3/++QefPn3CoEGD8MsvvyA/P5+xNZ48eYLRo0djxowZOH/+vNg99EmIuKPEnBBCCBEDcnJyyMvLQ3R0NPT09CAtLY3nz59DSUmJsTUOHz6Ma9euYfDgwThw4ABMTEzg7u6Op0+fMrYGIUQ4KmUhhBBCxICPjw+CgoJQUlKC3bt3Q01NDbNnz8asWbMwZ86cRlnz1q1bWLt2LbKzs5GSktIoazSFkpISyMjIiNX0UvLfRIk5IYQQIibi4+MhIyODvn37IicnB0+ePMHw4cMZXaOsrAxXrlxBWFgYEhISYGJiAltbW5iZmTG6TmN68+YN9u7di82bN+Pq1atwcXGBvLw89u3bBz09PVGHR4hQlJgTQgghYqKkpASxsbHIysqCmpoaTE1NoaioyNj9V65ciatXr6JNmzawsbGBtbU11NTUGLt/U3F0dISqqio8PT0xduxYjB07FgoKCggLC+P2aSekOaLEnBBCCBEDaWlpsLe3h4SEBLS0tJCZmQk2m41jx46hW7dujKyxYsUK2NnZwcDAgJH7iYqJiQmuX7+O/Px8DB8+HHFxcWjVqhX69euH+/fvizo8QoSSEnUAhBBCCPm+zZs3w8bGBosXLwaLxQKHw8HOnTuxefNm+Pv7M7LG1q1bGbmPqFVUVKCqqgq3b99Gjx49oKCggMLCQsjKyoo6NEJqRIk5IYQQIgYeP34MX19fsFgsAACLxcL8+fMxYMAAEUfW/AwcOBBOTk5IS0vDrFmzkJ6ejhUrVsDU1FTUoRFSI2qXSAghhIiBFi1aoLCwkOdYQUEBWrVqJaKImi8PDw/07dsX06ZNw8yZM/Hp0yf88ssvWLt2rahDI6RGVGNOCCGEiIEtW7bg3r17WLp0KbS0tJCRkYGdO3fC0NAQK1euFHV4zVJ+fj6ys7OhqqoKLS0tUYdDyHdRYk4IIYSIgc+fP2PdunW4ePEiysvLISsrCysrK/z555+Qk5MTdXjNSlFREVasWIHY2FhwOBywWCwYGBhgz549aN26tajDI0QoSswJIYQQMcJms/Hhwweoqqpy680JrzVr1iAnJwdubm7Q1tbGmzdv4OnpiTZt2sDT01PU4REiFCXmhBBCiJh4+vQp0tLSUFVVxXPcyspKNAE1U4MHD0ZYWBiUlJS4xwoLCzF69GjEx8eLMDJCakZdWQghhBAxsGvXLvj5+UFNTQ1SUv/7v28Wi0WJ+TfYbDZatGjBc0xWVhYSEtTzgjRvlJgTQgghYiAsLAwHDx6EiYmJqENp9oyMjODh4YG1a9eiRYsWKC0txaZNm8R+cBL58VEpCyGEECIG9PX1kZCQQHXltZCVlQV7e3tkZmZCUVER79+/R6dOneDn50fdWUizRok5IYQQIgaWL1+OwYMHY9y4caIORSxUVFQgISEBhYWF0NLSQq9evSApKSnqsAipESXmhBBCiBhYtGgRoqKi0LFjR6ioqPC8FhAQIKKomqcJEyYgODiY7/jIkSMRGRkpgogIqR2qMSeEEELEQLdu3dCtWzdRh9FspaenY+/evQCAZ8+ewdXVlef1kpISfPjwQRShEVJrlJgTQgghYmDBggXc/85msyEjIyPCaJofHR0dqKiooKCgQODrSkpK2LFjRxNHRUjdUCkLIYQQIgY4HA4OHTqEoKAgfPjwAeHh4Vi7di127NgBRUVFUYfXrOzduxfz58/n/lxVVUWtEolYoL+lhBBCiBjw8/NDREQEXF1dISUlBUVFRbBYLGzatEnUoTU7dnZ2cHR0xPPnzwEAO3fuxJw5c/Du3TsRR0ZIzSgxJ4QQQsRASEgIfHx8MHLkSLBYLLRq1Qrbt2/HrVu3RB1as7Nu3TooKChAU1MTADB58mS0bt0a7u7uIo6MkJpRjTkhhBAiBoqLi6Gurg7gS1kLAMjLy4MqUvklJSXh5s2b3Dp8TU1NuLu7w9TUVLSBEfIdtGNOCCGEiIHevXtjz549AMAdMhQUFISePXuKMqxmSVJSEu/fv+c59vHjR8jKyoomIEJqiR7+JIQQQsTA69evYW9vj4qKChQUFKBDhw748OEDjhw5gq5du4o6vGbFw8MDT548wZIlS6CpqYns7Gz4+PigR48ecHNzE3V4hAhFiTkhhBAiJkpLS3H9+nVkZWVBXV0dpqamaNWqlajDanZKS0uxfv16XLp0idta8rfffoOrqyt++uknUYdHiFCUmBNCCCFiorKyEvn5+aiqquI5rqWlJaKImjc2m42ioiKoqKhwy38Iac7o4U9CCCFEDJw9exYbNmxAeXk59xiHwwGLxUJKSooII2t+QkNDhb5mZWXVZHEQUle0Y04IIYSIgUGDBmHOnDkwNTXlG5ajra0toqiaJ3Nzc56f379/j5KSEhgYGODYsWMiioqQ76Mdc0IIIUQMfP78GVOnTqUJlrVw5coVvmNHjhxBTk6OCKIhpPboXzchhBAiBsaOHYvg4GBRhyG2fv/9d4SFhYk6DEJqRDvmhBBCiBgYM2YMfv/9d2zfvp2vE0t0dLSIohIfd+7c4Q4cIqS5osScEEIIEQNr1qzBqFGj0L9/f0hKSoo6nGbNzMyMpwtLZWUl8vLy4OjoKMKoCPk+eviTEEIIEQN9+/bFgwcPRB2GWAgJCeFJzCUkJNCxY0f06tVLhFER8n20Y04IIYSIAQMDAyQkJMDAwEDUoTR7NjY2og6BkHqhxJwQQggRA+3bt8fs2bPRv39/KCkp8bzm5eUloqial+nTp393kFBAQEATRUNI3VFXFkIIIUQMlJSUYMyYMXxJOfkfIyMjGBoaQktLC8+ePUOPHj0wcuRI9O7dG//88w86duwo6hAJqRHVmBNCCCHkhzJlyhQsX74cenp63GPJyclYt24dzp07J8LICKkZ7ZgTQggh5IeSkpKC3r178xz7+eef8erVK9EEREgtUWJOCCGEkB9K586d+WrJ/fz8oKurK6KICKkdKmUhhBBCyA/l/v37cHJygry8PNTV1ZGVlYWqqiocPnwY3bt3F3V4hAhFiTkhhBAiZgoKCtC6dWtISVFzNWHev3+PmJgY5ObmQl1dHcOGDeObmEpIc0OlLIQQQogYYLPZ8PDwQJ8+fWBiYgI9PT24urri8+fPog6tWZKSkoK0tDQkJL6kOpWVlSKOiJDvox1zQgghRAx4e3vj7t27WL58Odq2bYvXr19jx44dMDIywsqVK0UdXrOSlpYGe3t7SEhIQEtLC5mZmWCz2Th27Bi6desm6vAIEYoSc0IIIUQMmJmZISgoCJqamtxjmZmZmDhxIm7duiXCyJofR0dH9OzZE4sXLwaLxQKHw8HOnTvx+PFj+Pv7izo8QoSiUhZCCCFEDJSUlEBFRYXnmJqaGsrLy0UUUfP1+PFjzJ8/nzsFlMViYf78+Xj06JGIIyOkZpSYE0IIIWLg119/hZ+fH8+xffv2oWfPniKKqPlq0aIFCgsLeY4VFBTQw5+k2aNSFkIIIUQM/PPPP5gxYwZkZWWhpaXFbQHo7+9PddPf2LJlC+7du4elS5dCS0sLGRkZ2LlzJwwNDakenzRrlJgTQgghYuLDhw+4evUqCgsLoaWlBVNTU7Rs2VLUYTU7nz9/xrp163Dx4kWUl5dDVlYWVlZWcHV1RYsWLUQdHiFCUWJOCCGEkB9KVFQUBg8eDODLhxlVVVVuvTkhzRkl5oQQQkgzpqur+92kMiUlpYmiEQ+Ghoa4desWZGRkRB0KIXVCI8MIIYSQZiwgIAAAcPv2bcTGxmLhwoVo164dsrOz4ePjAxMTExFH2Pz07NkT0dHRGD16tKhDIaROaMecEEIIEQMjRoxAYGAg1NXVucfy8vIwYcIExMTEiC6wZmj8+PF49uwZZGVloayszPONQ3R0tAgjI6RmtGNOCCGEiIHCwkIoKCjwHJOTk0NxcbGIImq+pk2bJuoQCKkX2jEnhBBCxICTkxNkZWWxfPlyaGhoICMjA1u2bMFPP/2E7du3izq8ZikrKwv5+fnQ1NREmzZtRB0OId9FiTkhhBAiBvLz87FkyRIkJSVxSzMGDBiA7du3o3Xr1iKOrnkpKCjAkiVLkJiYCA6HAxaLhaFDh2Lr1q3UXpI0a5SYE0IIIWIkKysLubm50NDQgKampqjDaZYWLlyI8vJyrFy5Etra2khPT8fWrVuhrKwMLy8vUYdHiFCUmBNCCCHN2IULFzB27FiEhoYKPcfKyqrJ4hEH+vr6iImJ4dkd//DhA0aMGIF79+6JMDJCakYPfxJCCCHNmJ+fH8aOHYvdu3cLfJ3FYlFi/g0FBQUUFRXxJObl5eVU8kOaPdoxJ4QQQsgP5ciRIwgNDYWLiwvat2+PnJwc7N69Gz179sTIkSO55xkYGIgwSkL4UWJOCCGENGMJCQnfPYcSTF66urrfPYfFYtHEVNLsUGJOCCGENGPVSebXQ3Jat26N4uJiVFVVQVFREXfv3hVVeIQQBlGNOSGEENKMPX/+HABw+PBhvHjxAm5ubmjVqhU+ffqEzZs3U900IT8Q2jEnhBBCxMCAAQNw7do1tGjRgnusrKwMQ4YMQXx8vAgjI4QwRULUARBCCCHk+6qqqlBYWMhzLDs7G5KSkiKKiBDCNCplIYQQQsTAb7/9htmzZ8PBwQEaGhrIyMjAoUOHMGnSJFGHRghhCJWyEEIIIWKgoqICvr6+CA8P507+nDBhAhwdHXkeDCVfZGZm4uzZs8jKyoKrqytiY2Mxbtw4UYdFSI0oMSeEEELIDyUxMRFz5syBoaEh7t27h7CwMFhbW8PFxQVTp04VdXiECEWJOSGEECIGqqqqEBUVhbS0NFRWVvK8tmDBAhFF1TxNnDgRjo6OGD58OAwMDJCQkICkpCSsWrUKkZGRog6PEKGoxpwQQggRAxs2bEB4eDh0dXUhJfW///umMhZ+aWlpGDZsGID//fn069cPb9++FWVYhHwXJeaEEEKIGIiOjkZQUBB+/vlnUYfS7GlqauLBgwfQ09PjHnv69Ck0NDREGBUh30eJOSGEECIGKioq0L17d1GHIRYcHR3h5OSEyZMno7y8HIcOHUJgYCCcnZ1FHRohNaIac0IIIUQMbNy4EW3atMGcOXNEHYpYuHbtGk6ePInMzEyoq6tj/PjxsLCwEHVYhNSIEnNCCCFEDEyZMgX379+HnJwclJWVeV6Ljo4WUVSEECZRYk4IIYSIgXPnzgl9zdraugkjab5cXV2/e46Xl1cTREJI/VCNOSGEECIGqpPv8vJyZGVloV27dgCoK4sg7969w82bNzF06FDo6OggNzcXV69ehbm5uahDI6RGtGNOCCGEiAE2mw1PT0+cPn0a0tLSOHfuHObPn49Dhw5BW1tb1OE1K05OTrCzs+O2TASAmzdvYv/+/QgMDBRhZITUTELUARBCCCHk+/766y+kp6fj5MmTkJaWhpaWFnr16gUPDw9Rh9bsxMfHY+jQoTzHBgwYgKdPn4ooIkJqhxJzQgghRAxcuXIF3t7e+PXXX8FisSArK4u1a9fiwYMHog6t2dHW1uab8BkaGor27duLKCJCaodqzAkhhBAxUF5eDjk5OQBAdRWqpKQkzxRQ8oWLiwuWLFmCwMBAaGhoIDMzE//88w/8/PxEHRohNaIdc0IIIUQMGBsbw93dHaWlpdwHPnft2oV+/fqJOLLmZ9iwYQgLC0P//v0hLy+PQYMGITw8HEZGRqIOjZAa0cOfhBBCiBh4+/YtnJyc8Pz5c1RWVkJOTg7a2to4cOAANDU1RR0eIYQBlJgTQgghYoLD4eDx48fcaZa9evWiUhZCfiCUmBNCCCFiYPLkybCzs8Po0aO5teaEkB8L1ZgTQgghYmDo0KHw9/fHwIED4ebmhocPH4o6JEIIw2jHnBBCCBEjycnJCA0NxaVLl6CsrAxbW1vY29uLOixCCAMoMSeEEELEDJvNxtWrV7Ft2za8ffsWycnJog6pWUlMTMSGDRvw8uVLVFVV8byWkpIioqgI+T5KzAkhhBAxkZCQgLCwMERGRkJDQwPjx4/Hb7/9BiUlJVGH1qyMHz8eurq6sLCw4Hs41tDQUERREfJ9lJgTQgghYsDMzAwfPnzA6NGjYWdnh969e4s6pGZLT08PcXFxkJGREXUohNQJ9VgihBBCxMD8+fMxZswY/PTTT6IOpdlr164dcnNzoaOjI+pQCKkT2jEnhBBCyA9l//79CAkJgZ2dHVRVVXles7KyEk1QhNQCJeaEEEII+aGYmZkJPM5isRAdHd3E0RBSe5SYE0IIIYQQ0gxQjTkhhBBCfjjJyck4c+YMsrOzoaqqCmtra+rIQpo92jEnhBBCxER8fDxycnJQ/X/d5eXlSE1Nhaurq4gjax7Ky8shLS2NmJgYLFq0CObm5mjbti3S09O5fd9HjBgh6jAJEYp2zAkhhBAxsGXLFhw/fhzy8vIAgMrKSnz8+BEmJiYijqz5mDJlCvbs2YPdu3djx44dGDZsGPe1qKgo+Pj4UGJOmjUJUQdACCGEkO87f/48AgMDsXPnTgwdOhQJCQn4/fffoampKerQmo1ffvkFS5YswZs3b/geADUzM8ObN29EFBkhtUOJOSGEECIGSktL0adPH3Tv3h3Pnj0Di8XCggULEBMTI+rQmo1169bh8OHDaNOmDR48eMDz2oMHD6ChoSGiyAipHSplIYQQQsSAuro6CgsLoaysjNzcXJSXl6NFixYoKSkRdWjNiry8POzt7TFv3jxMnDgR2trayMjIQHBwMJYtWybq8AipET38SQghhIiBrVu34s6dO/D398e6devQokULtGjRAk+fPkVISIiow2t2QkJCEBISgrdv30JbWxvjx4/HmDFjRB0WITWixJwQQggRAxUVFTh27BgmTJiAT58+wc3NDcXFxVizZg169uwp6vAIIQygxJwQQgghP4Q5c+bgwIEDmD59OlgslsBzAgICmjgqQmqPaswJIYQQMVBQUABfX1+8fv0a5eXlPK9RsvlFv379AABGRkYijoSQ+qEdc0IIIUQMODo6Ij8/H0OGDIG0tDTPawsWLBBRVM1XTk4OWrduDTk5OaSkpKB169bQ0tISdViE1Ih2zAkhhBAxkJiYiNjYWCgoKIg6lGbv2rVrWLJkCYKCgvDrr7/i5s2b8PPzg6+vL/r37y/q8AgRihJzQgghRAxoaGhASor+b7s2duzYge3bt+PXX38F8KX2vFOnTti6dSvOnTsn4ugIEY5KWQghhJBmLCsrCwAQFhaGFy9eYO7cuXy75lSiwUtPTw/379/nOcbhcGBgYIDExEQRRUXI99FHb0IIIaQZMzMzA4vFQvU+2qVLl7gdRzgcDlgsFlJSUkQZYrOjra2NmzdvYtCgQdxj8fHx0NTUFGFUhHwfJeaEEEJIMxYdHS3qEMTO3Llz4ezsDHNzc2hrayM7OxtXr16Fl5eXqEMjpEZUykIIIYSQH05cXBzCwsKQn58PTU1NWFlZcdspEtJcUWJOCCGEkP+EyspKSEpKijoMQoSiUhZCCCGE/FAyMzOxZ88e5OTkoKqqCgBQUVGB169f4/bt2yKOjhDhJEQdACGEEEIIk9asWYOMjAy0atUK5eXl6NatG168eIGJEyeKOjRCakQ75oQQQgj5oTx48AAxMTHIzs7Gtm3b4ObmhsGDB+PAgQOiDo2QGtGOOSGEEEJ+KHJycmjdujU6dOiA1NRUAMDgwYORlpYm4sgIqRkl5oQQQgj5obRr1w43b95EixYtwGKxkJGRgdzcXFRUVIg6NEJqRKUshBBCCPmhzJ07FwsXLsT58+dhZ2eHCRMmQEpKCsOGDRN1aITUiNolEkIIIeSHk5ubC2VlZUhLSyMiIgLFxcWwtraGjIyMqEMjRChKzAkhhBDyQ1m+fDns7OxgZGQk6lAIqROqMSeEEELID+Wnn37CokWLMHz4cOzbtw+5ubmiDomQWqEdc0IIIYT8cNhsNqKjoxEWFoa7d+/CyMgItra2MDc3F3VohAhFiTkhhBBCfmg3btzA+vXrkZ2djZSUFFGHQ4hQ1JWFEEIIIT+czMxMhIeHIywsDO/fv4elpSVsbW1FHRYhNaIdc0IIIYT8UKZNm4YHDx7A0NDw/7V3/67Ut3EcwD8nt0FJ+bE4JpOTUTEbbCjSKTEqGfwFNqPdoliUKEVkUaSkLDoymbBwCKvNj2d4ypPuB/dZ7u9x9XrVqdN1Le/x3dXnfE4Ui8Xo6+uzjYUfwYs5AJCU7u7umJubi7a2tqyjQEW8mAMAySmXy7GzsxPlcjlaWlqiv78/2tvbs44FX7IuEQBIyunpafT398fBwUE8PT3F0dFRDA0NxcnJSdbR4EtezAGApIyPj8fg4GCMjo6+n62ursbW1lasra1lmAy+ppgDAEnp6emJ4+PjqKmpeT97fn6Onp6eKJVKGSaDrxllAQCS0tDQEFdXVx/OLi8vo6mpKaNE8GdsZQEAklIsFmNqaiomJycjn8/H9fV1LC4uRrFYzDoafMkoCwCQlLe3t5ifn4+NjY14fHyMfD4fIyMjMTEx8WG8BaqNYg4AAFXAKAsAkJTX19fY29uLi4uLeHl5+XA3PT2dUSr4nmIOACRldnY2tre3o1AoxK9f/1WdXC6XYSr4nmIOACRlf38/VlZWorOzM+soUBHrEgGApDw/P0dHR0fWMaBiijkAkJSBgYFYWlrKOgZUzFYWACApY2NjUSqVoq6u7rc/Fdrf388oFXxPMQcAkrK5ufnp3fDw8F9MApVRzAEAoArYygIAJOXh4SEWFhb+d4/58vJyRqnge4o5AJCUmZmZuL+/j97e3qitrc06DvwxxRwASMrZ2Vns7u5GY2Nj1lGgItYlAgBJqa+v91LOj+THnwBAUtbX1+Pw8DAmJyejubn5w10+n88oFXxPMQcAklIoFN6/53K5iIh4e3uLXC4X5+fnWcWCbynmAEBSbm5uPr1ra2v7i0mgMmbMAYAk3N3dRcS/r+SffaCaeTEHAJLQ1dUVpVIpCoXCbyXcKAs/gWIOACTh9vY2WltbjbLwYynmAABQBcyYAwBAFVDMAQCgCijmAABQBRRzAACoAv8A6+rlGsVRzIkAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(font_scale=1.25)\n", "hm = sns.heatmap(cm, cbar=True, annot=True, square=False, fmt='0.2f', annot_kws={'size': 8}, yticklabels=numeric_series.values, xticklabels=numeric_series.values)\n" ] }, { "cell_type": "markdown", "metadata": { "id": "DkOiNgHf8Vb_" }, "source": [ "#gráficas dispersión\n" ] }, { "cell_type": "code", "execution_count": 218, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "cfj6qT_O9fOo", "outputId": "3041fbc1-6792-4ffd-b8de-e112fe9f8047" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 218, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(Matriz[numeric_columns],height=2.5)" ] }, { "cell_type": "markdown", "metadata": { "id": "ING5h00y8dbX" }, "source": [ "#regresión lineal" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 467 }, "id": "DGZXdngq-ltn", "outputId": "c49f9ac7-efac-4ff6-f4c2-ae58467b9b9a" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "var='Area vivible M2'\n", "var2='Valor UF'\n", "df_Seminario.plot.scatter(x=var, y=var2)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "F02Bpzvz_R3W" }, "outputs": [], "source": [ "#pintando línea cualquiera\n", "m=51.45516575\n", "b=0\n", "x=np.linspace(0,df_Seminario[var].max(),100)\n", "y=m*x+b" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 467 }, "id": "p8xc6kFH_ZnY", "outputId": "6f0ea3df-41c2-4e21-94bd-823f714cd818" }, "outputs": [ { "data": { "text/plain": [ "(0.0, 77910.8)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_Seminario.plot.scatter(x=var, y=var2)\n", "plt.plot(x,y,'-r')\n", "plt.ylim(0,df_Seminario[var2].max()*1.1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "pxG18NGB_uHA" }, "outputs": [], "source": [ "#calculemos cuánto es el error para m =125 y h=0\n", "df_Seminario['pred']=m*df_Seminario[var]+b" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "vFA5fCpD_0fB" }, "outputs": [], "source": [ "df_Seminario['Diff']=df_Seminario['pred']-df_Seminario[var2]\n", "df_Seminario['cuad']=df_Seminario['Diff']**2" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "4XTtnJSF_-9l", "outputId": "474df373-0660-47c6-c857-96eda3de43e2" }, "outputs": [ { "data": { "text/plain": [ "53686739.49934037" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_Seminario['cuad'].mean()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "yKtVls2iBDuX" }, "outputs": [], "source": [ "m=np.linspace(0,170,1000)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "d03GQ0uqBPuE" }, "outputs": [], "source": [ "error = pd.DataFrame(m,columns=['m'])" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "4NeAPGsAAyUr" }, "outputs": [], "source": [ "def sum_error(m,df_Seminario):\n", " b=0\n", " df_Seminario['pred']=m*df_Seminario[var]+b\n", " df_Seminario['Diff']=df_Seminario['pred']-df_Seminario['Valor UF']\n", " df_Seminario['cuad']=df_Seminario['Diff']**2\n", " return (df_Seminario['cuad'].mean())\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "42fndp-lA1gW" }, "outputs": [], "source": [ "error['EMC']=error['m'].apply(lambda x: sum_error(x,df_Seminario=df_Seminario))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 483 }, "id": "KI7Rn2f2AyHr", "outputId": "ec409106-1347-45f8-ff9e-6360aef0520e" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "error.plot(x='m', y='EMC')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "NFocmEevCfFT" }, "outputs": [], "source": [ "/x_train=np.array(df_Seminario[var]).reshape((-1,1))\n", "y_train=np.array(df_Seminario['Valor UF'])" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 74 }, "id": "mIMEn7gpCoVt", "outputId": "bb7c50b0-8b1d-4a1e-e89c-6251ba272ec3" }, "outputs": [ { "data": { "text/html": [ "
LinearRegression(fit_intercept=False)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ "LinearRegression(fit_intercept=False)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = LinearRegression(fit_intercept=False)\n", "model.fit(x_train,y_train)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "_fGutWpaCrX8", "outputId": "ab988f12-b441-402c-9872-0afd9461305f" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Pendiente(m):[51.45516575]\n" ] } ], "source": [ "print(f\"Pendiente(m):{model.coef_}\")" ] } ], "metadata": { "colab": { "provenance": [] }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 1 }