From c9fd53c16605564c5e2d0a86fc1e71700a46995d Mon Sep 17 00:00:00 2001
From: spalominor <159827322+spalominor@users.noreply.github.com>
Date: Tue, 19 Mar 2024 22:04:19 -0500
Subject: [PATCH 1/3] =?UTF-8?q?Taller=20evaluativo=201.=20Gu=C3=ADa=20de?=
=?UTF-8?q?=20estilo=20de=20Python.=20Samuel=20Palomino.=2019/03/24.?=
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+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "provenance": [],
+ "toc_visible": true,
+ "include_colab_link": true
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ "
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "##«*El pasado es un cadáver que debes sepultar*».\n",
+ "###[Omar Khayyam](https://en.wikipedia.org/wiki/Omar_Khayyam)\n"
+ ],
+ "metadata": {
+ "id": "vw4vyHJgIWfA"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "# SI00 Guía de estilo de Python\n",
+ "\n",
+ "Modifique los códigos en las casillas indicadas para que el código funcione de forma correcta y se adapte al PEP8.\n",
+ "\n",
+ "Recuerde incluir los comentarios en el código y documentar las funciones con docstrings al estilo de Google."
+ ],
+ "metadata": {
+ "id": "dgqyju__IQ2K"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## Ejercicio 00\n",
+ "\n",
+ "\n",
+ "\n"
+ ],
+ "metadata": {
+ "id": "4kpeP548VfWv"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "def contador_palabras(cadena_texto):\n",
+ " contador=0\n",
+ " palabras=cadena_texto.split()\n",
+ " para palabra in palabras:\n",
+ " contador+=1\n",
+ " imprime(\"El número de palabras es:\",contador)\n",
+ "\n",
+ "cadena_texto=input(\"Ingrese una cadena de texto: \")\n",
+ "contador_palabras(cadena_texto)"
+ ],
+ "metadata": {
+ "id": "n2v2uvLkZD0s",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "7a003580-9e7f-4500-e58e-0e5cfd33a8a5"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Ingrese una cadena de texto: 908908 sadas 0\n",
+ "El número de palabras es: 3\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Modifique en esta casilla el código anterior para que se ajuste al PEP8\n",
+ "def contador_palabras(cadena_texto):\n",
+ " \"\"\"Imprime el número de palabras de una cadena de texto.\n",
+ "\n",
+ " Args:\n",
+ " cadena_texto (str): Cadena de texto en la que contar las palabras.\n",
+ "\n",
+ " Returns:\n",
+ " int: Cantidad de palabras en la cadena.\n",
+ " \"\"\"\n",
+ " contador = 0\n",
+ " palabras = cadena_texto.split()\n",
+ " for palabra in palabras:\n",
+ " contador += 1\n",
+ " print(\"El número de palabras es:\", contador)\n",
+ "\n",
+ "cadena_texto = input(\"Ingrese una cadena de texto: \")\n",
+ "contador_palabras(cadena_texto)"
+ ],
+ "metadata": {
+ "id": "SMQWLfFhKsaO"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## Ejercicio 01\n",
+ "\n"
+ ],
+ "metadata": {
+ "id": "AWpJFnkfZE8X"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "def generar_primos(N):\n",
+ " primos=[2]\n",
+ " para num en rango(3,N+1):\n",
+ " para i en rango(2,num):\n",
+ " si(num%i)==0:\n",
+ " romper\n",
+ " demás:\n",
+ " primos.append(num)\n",
+ " imprime(\"Los primeros\", N, \"números primos son:\")\n",
+ " imprime(primos)\n",
+ "\n",
+ "N=int(input(\"Ingrese el número de primos a generar: \"))\n",
+ "generar_primos(N)"
+ ],
+ "metadata": {
+ "id": "nEHnjFNraLvf"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Modifique en esta casilla el código anterior para que se ajuste al PEP8\n",
+ "def generar_primos(N):\n",
+ " \"\"\"\n",
+ " Genera y muestra los primeros números primos hasta N.\n",
+ "\n",
+ " Args:\n",
+ " N (int): El número a evaluar más grande, si es o no primo.\n",
+ "\n",
+ " Returns:\n",
+ " None. Imprime la lista\n",
+ " \"\"\"\n",
+ " # Iniciamos con el primer número primo\n",
+ " primos = [2]\n",
+ "\n",
+ " # Iteramos desde 3 hasta N incluyendo\n",
+ " for num in range(3, N + 1):\n",
+ " # Asumimos que el número es primo\n",
+ " es_primo = True\n",
+ "\n",
+ " # Verificamos si el número es primo\n",
+ " for i in range(2, num):\n",
+ " if num % i == 0:\n",
+ " # Si el número es divisible por i, entonces no es primo\n",
+ " es_primo = False\n",
+ " break\n",
+ "\n",
+ " # Si el número es primo, lo agregamos a la lista\n",
+ " if es_primo:\n",
+ " primos.append(num)\n",
+ "\n",
+ " # Mostramos los primeros N números primos\n",
+ " print(\"Los primeros numeros primos hasta\", N, \"son:\")\n",
+ " print(primos)\n",
+ "\n",
+ "\n",
+ "# Solicitamos al usuario el número de primos a generar\n",
+ "N = int(input(\"Ingrese el número de primos a generar hasta: \"))\n",
+ "\n",
+ "# Llamamos a la función generar_primos con el número ingresado\n",
+ "generar_primos(N)"
+ ],
+ "metadata": {
+ "id": "CN9EHSJKK1Sn",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "e83ab480-010d-4b4e-821f-3dcb2ac434f1"
+ },
+ "execution_count": 4,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Ingrese el número de primos a generar hasta: 200\n",
+ "Los primeros numeros primos hasta 200 son:\n",
+ "[2, 3, 5, 7, 11, 13, 17, 19, 23, 29, 31, 37, 41, 43, 47, 53, 59, 61, 67, 71, 73, 79, 83, 89, 97, 101, 103, 107, 109, 113, 127, 131, 137, 139, 149, 151, 157, 163, 167, 173, 179, 181, 191, 193, 197, 199]\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## Ejercicio 02"
+ ],
+ "metadata": {
+ "id": "0hEyKcvlaM1p"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "def calcular_promedio():\n",
+ " entrada=input(\"Ingrese los números separados por comas: \")\n",
+ " números=[int(x) para x en entrada.split(\",\")]\n",
+ " suma=sum(números)\n",
+ " promedio=suma/len(números)\n",
+ " imprime(\"El promedio es: \",promedio)\n",
+ "\n",
+ "calcular_promedio()"
+ ],
+ "metadata": {
+ "id": "yN0MvrQ4ao7v"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Modifique en esta casilla el código anterior para que se ajuste al PEP8\n",
+ "def calcular_promedio(lista):\n",
+ " \"\"\"\n",
+ " Esta función calcula el promedio de una lista de números.\n",
+ "\n",
+ " Args:\n",
+ " Lista que contiene los numeros\n",
+ "\n",
+ " Returns:\n",
+ " None: Imprime el promedio de la lista de números.\n",
+ " \"\"\"\n",
+ "\n",
+ " # Se calcula la suma de los números en la lista.\n",
+ " suma = sum(lista)\n",
+ "\n",
+ " # Se calcula el promedio de la lista.\n",
+ " promedio = suma / len(lista)\n",
+ "\n",
+ " # Se imprime el promedio de la lista.\n",
+ " print(\"El promedio es:\", promedio)\n",
+ "\n",
+ "\n",
+ "# Se solicita al usuario que ingrese los números separados por comas.\n",
+ "entrada = input(\"Ingrese los números separados por comas: \")\n",
+ "\n",
+ "# Se convierte la cadena de entrada en una lista de números enteros.\n",
+ "numeros = [int(x) for x in entrada.split(\",\")]\n",
+ "\n",
+ "# Se llama a la función para calcular el promedio.\n",
+ "calcular_promedio(numeros)"
+ ],
+ "metadata": {
+ "id": "FifgJ7-EK2xH",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "a941c7cc-cab7-4fdb-d6e1-216b85272db2"
+ },
+ "execution_count": 7,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Ingrese los números separados por comas: 3,5,6,7,8,9\n",
+ "El promedio es: 6.333333333333333\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## Ejercicio 03"
+ ],
+ "metadata": {
+ "id": "qj50yF_aP_yM"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "def convertir_temperatura():\n",
+ " temp=input(\"Ingrese la temperatura (ej. 32C o 90F): \")\n",
+ " escala=temp[-1]\n",
+ " temperatura=int(temp[:-1])\n",
+ " si escala=='C':\n",
+ " resultado=(temperatura*9/5)+32\n",
+ " imprime(\"La temperatura en Fahrenheit es: \", resultado)\n",
+ " demás si escala=='F':\n",
+ " resultado=(temperatura-32)*5/9\n",
+ " imprime(\"La temperatura en Celsius es: \", resultado)\n",
+ " demás:\n",
+ " imprime(\"Por favor, ingrese una temperatura válida.\")\n",
+ "\n",
+ "convertir_temperatura()"
+ ],
+ "metadata": {
+ "id": "YDbBS606QSxx"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Modifique en esta casilla el código anterior para que se ajuste al PEP8\n",
+ "def convertir_temperatura():\n",
+ " \"\"\"\n",
+ " Esta función convierte una temperatura de Celsius a Fahrenheit y viceversa.\n",
+ "\n",
+ " Args:\n",
+ " No hay argumentos. La función internamente pide los datos necesarios.\n",
+ "\n",
+ " Returns:\n",
+ " None: Imprime la temperatura convertida a la escala indicada.\n",
+ " \"\"\"\n",
+ "\n",
+ " # Se solicita al usuario que ingrese la temperatura.\n",
+ " temp = input(\"Ingrese la temperatura (ej. 32C o 90F): \")\n",
+ "\n",
+ " # Se obtienen las unidades de la temperatura.\n",
+ " escala = temp[-1]\n",
+ "\n",
+ " # Se obtiene la magnitud de la temperatura sin las unidades.\n",
+ " temperatura = float(temp[:-1])\n",
+ "\n",
+ " # Se convierte la temperatura a Fahrenheit si la escala es Celsius.\n",
+ " if escala == \"C\":\n",
+ " resultado = (temperatura * 9 / 5) + 32\n",
+ " print(\"La temperatura en Fahrenheit es:\", resultado)\n",
+ "\n",
+ " # Se convierte la temperatura a Celsius si la escala es Fahrenheit.\n",
+ " elif escala == \"F\":\n",
+ " resultado = (temperatura - 32) * 5 / 9\n",
+ " print(\"La temperatura en Celsius es:\", resultado)\n",
+ "\n",
+ " # Se imprime un mensaje de error si la escala no es válida.\n",
+ " else:\n",
+ " print(\"Por favor, ingrese una temperatura válida.\")\n",
+ "\n",
+ "\n",
+ "# Se llama a la función para convertir la temperatura.\n",
+ "convertir_temperatura()"
+ ],
+ "metadata": {
+ "id": "bdS-Re69K4Gr",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "5c78a6f0-d5b7-435f-dac6-8b46f7ed8625"
+ },
+ "execution_count": 12,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Ingrese la temperatura (ej. 32C o 90F): 89.6F\n",
+ "La temperatura en Celsius es: 32.0\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## Ejercicio 04"
+ ],
+ "metadata": {
+ "id": "4852xGV9QBaQ"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import random\n",
+ "\n",
+ "def adivina_el_numero():\n",
+ " numero_aleatorio=random.randint(1,100)\n",
+ " adivinado=False\n",
+ " intentos=0\n",
+ " mientras no adivinado:\n",
+ " intento=int(input(\"Adivina el número: \"))\n",
+ " si intentonumero_aleatorio:\n",
+ " imprime(\"El número es más pequeño.\")\n",
+ " demás:\n",
+ " imprime(\"¡Felicidades! Adivinaste el número en\", intentos, \"intentos.\")\n",
+ " adivinado=True\n",
+ " intentos+=1\n",
+ "\n",
+ "adivina_el_numero()"
+ ],
+ "metadata": {
+ "id": "xNrof7kmQUED"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Modifique en esta casilla el código anterior para que se ajuste al PEP8\n",
+ "import random\n",
+ "\n",
+ "\n",
+ "def adivinar_numero():\n",
+ " \"\"\"\n",
+ " Esta función juega a la adivinanza de números con el usuario.\n",
+ "\n",
+ " Args:\n",
+ " No hay argumentos.\n",
+ "\n",
+ " Returns:\n",
+ " None: Imprime mensajes al usuario para que adivine un número aleatorio.\n",
+ " \"\"\"\n",
+ "\n",
+ " # Se genera un número aleatorio entre 1 y 100.\n",
+ " numero_aleatorio = random.randint(1, 100)\n",
+ "\n",
+ " # Se inicializa una variable para indicar si el usuario ha adivinado el número.\n",
+ " adivinado = False\n",
+ "\n",
+ " # Se inicializa una variable para contar el número de intentos.\n",
+ " intentos = 0\n",
+ "\n",
+ " # Bucle que se ejecuta hasta que el usuario adivine el número.\n",
+ " while not adivinado:\n",
+ " # Se solicita al usuario que ingrese un número.\n",
+ " intento = int(input(\"Adivina el número: \"))\n",
+ "\n",
+ " # Se compara el número ingresado con el número aleatorio.\n",
+ " if intento < numero_aleatorio:\n",
+ " print(\"El número es más grande.\")\n",
+ " elif intento > numero_aleatorio:\n",
+ " print(\"El número es más pequeño.\")\n",
+ " else:\n",
+ " # Se imprime un mensaje de felicitación al usuario.\n",
+ " print(\"¡Felicidades! Adivinaste el número en\", intentos, \"intentos.\")\n",
+ "\n",
+ " # Se indica que el usuario ha adivinado el número.\n",
+ " adivinado = True\n",
+ "\n",
+ " # Se aumenta el número de intentos.\n",
+ " intentos += 1\n",
+ "\n",
+ "\n",
+ "# Se llama a la función para jugar el juego.\n",
+ "adivinar_numero()"
+ ],
+ "metadata": {
+ "id": "IUhNlDkgK5l_",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "aad2290a-a305-4a2c-8d3b-264136cd3833"
+ },
+ "execution_count": 13,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Adivina el número: 50\n",
+ "El número es más grande.\n",
+ "Adivina el número: 75\n",
+ "El número es más pequeño.\n",
+ "Adivina el número: 68\n",
+ "El número es más pequeño.\n",
+ "Adivina el número: 59\n",
+ "El número es más pequeño.\n",
+ "Adivina el número: 55\n",
+ "El número es más grande.\n",
+ "Adivina el número: 57\n",
+ "El número es más grande.\n",
+ "Adivina el número: 58\n",
+ "¡Felicidades! Adivinaste el número en 6 intentos.\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## Ejercicio 05"
+ ],
+ "metadata": {
+ "id": "ztj4sS1hQDtc"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import random\n",
+ "import string\n",
+ "\n",
+ "def generar_contraseña(longitud):\n",
+ " caracteres=string.ascii_letters+string.digits+string.punctuation\n",
+ " contraseña=''.join(random.choice(caracteres) para i en rango(longitud))\n",
+ " imprime(\"La contraseña generada es: \", contraseña)\n",
+ "\n",
+ "longitud=int(input(\"Ingrese la longitud de la contraseña: \"))\n",
+ "generar_contraseña(longitud)"
+ ],
+ "metadata": {
+ "id": "jg0TczRIQVsk"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Modifique en esta casilla el código anterior para que se ajuste al PEP8\n",
+ "import random\n",
+ "import string\n",
+ "\n",
+ "\n",
+ "def generar_contraseña(longitud):\n",
+ " \"\"\"\n",
+ " Esta función genera una contraseña aleatoria de una longitud específica.\n",
+ "\n",
+ " Args:\n",
+ " longitud (int): La longitud de la contraseña a generar.\n",
+ "\n",
+ " Returns:\n",
+ " None: Imprime la contraseña generada.\n",
+ " \"\"\"\n",
+ "\n",
+ " # Se define la cadena de caracteres que se pueden usar en la contraseña.\n",
+ " caracteres = string.ascii_letters + string.digits + string.punctuation\n",
+ "\n",
+ " # Se genera una lista de caracteres aleatorios de la longitud especificada.\n",
+ " contraseña = \"\".join(random.choice(caracteres) for i in range(longitud))\n",
+ "\n",
+ " # Se imprime la contraseña generada.\n",
+ " print(\"La contraseña generada es:\", contraseña)\n",
+ "\n",
+ "\n",
+ "# Se solicita al usuario que ingrese la longitud de la contraseña.\n",
+ "longitud = int(input(\"Ingrese la longitud de la contraseña: \"))\n",
+ "\n",
+ "# Se llama a la función para generar la contraseña.\n",
+ "generar_contraseña(longitud)"
+ ],
+ "metadata": {
+ "id": "GA_5dcsnK7Hr",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "c0444bbc-65b8-4253-dbdd-3b1b26057fd1"
+ },
+ "execution_count": 19,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Ingrese la longitud de la contraseña: 12\n",
+ "La contraseña generada es: eVc1cS~dq,#w\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## Ejercicio 06"
+ ],
+ "metadata": {
+ "id": "hATd-LMUQGP_"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "def calcular_interes_compuesto():\n",
+ " principal=float(input(\"Ingrese el monto principal: \"))\n",
+ " tasa=float(input(\"Ingrese la tasa de interés anual (en porcentaje): \"))\n",
+ " años=int(input(\"Ingrese el número de años: \"))\n",
+ " resultado=principal*(1+tasa/100)**años\n",
+ " imprime(\"El valor futuro de la inversión es: \", resultado)\n",
+ "\n",
+ "calcular_interes_compuesto()"
+ ],
+ "metadata": {
+ "id": "KWFwRqE7QX0H"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Modifique en esta casilla el código anterior para que se ajuste al PEP8\n",
+ "def calcular_interes_compuesto():\n",
+ " \"\"\"\n",
+ " Esta función calcula el valor futuro de una inversión utilizando la fórmula\n",
+ " del interés compuesto. Cf = Ci(1+i)**t\n",
+ "\n",
+ " Args:\n",
+ " No hay argumentos.\n",
+ "\n",
+ " Returns:\n",
+ " None: Imprime el valor futuro de la inversión.\n",
+ " \"\"\"\n",
+ "\n",
+ " # Se solicita al usuario que ingrese el monto principal.\n",
+ " principal = float(input(\"Ingrese el monto principal: \"))\n",
+ "\n",
+ " # Se solicita al usuario que ingrese la tasa de interés anual.\n",
+ " tasa = float(input(\"Ingrese la tasa de interés anual (en porcentaje): \"))\n",
+ "\n",
+ " # Se solicita al usuario que ingrese el número de años.\n",
+ " años = int(input(\"Ingrese el número de años: \"))\n",
+ "\n",
+ " # Se calcula el valor futuro de la inversión.\n",
+ " resultado = principal * (1 + tasa / 100) ** años\n",
+ "\n",
+ " # Se imprime el valor futuro de la inversión.\n",
+ " print(\"El valor futuro de la inversión es:\", resultado)\n",
+ "\n",
+ "\n",
+ "# Se llama a la función para calcular el valor futuro de la inversión.\n",
+ "calcular_interes_compuesto()"
+ ],
+ "metadata": {
+ "id": "2JuhtZdmK8tO",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "dd6bc015-9ec9-4629-ce61-e5836597464c"
+ },
+ "execution_count": 22,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Ingrese el monto principal: 1\n",
+ "Ingrese la tasa de interés anual (en porcentaje): 100\n",
+ "Ingrese el número de años: 1\n",
+ "El valor futuro de la inversión es: 2.0\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## Ejercicio 07"
+ ],
+ "metadata": {
+ "id": "ZNOMGOKfQHkc"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "def ordenar_lista():\n",
+ " lista=[int(x) para x en input(\"Ingrese los números separados por comas: \").split(\",\")]\n",
+ " orden=input(\"¿Ordenar en orden ascendente (a) o descendente (d)? \")\n",
+ " si orden=='a':\n",
+ " lista.sort()\n",
+ " demás si orden=='d':\n",
+ " lista.sort(reverse=Verdadero)\n",
+ " imprime(\"La lista ordenada es: \", lista)\n",
+ "\n",
+ "ordenar_lista()"
+ ],
+ "metadata": {
+ "id": "EFyBSu0OQZ5X"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Modifique en esta casilla el código anterior para que se ajuste al PEP8\n",
+ "def ordenar_lista():\n",
+ " \"\"\"\n",
+ " Esta función ordena una lista de números en orden ascendente o descendente.\n",
+ "\n",
+ " Args:\n",
+ " No hay argumentos.\n",
+ "\n",
+ " Returns:\n",
+ " None: Imprime la lista ordenada.\n",
+ " \"\"\"\n",
+ "\n",
+ " # Se solicita al usuario que ingrese los números separados por comas.\n",
+ " numeros = input(\"Ingrese los números separados por comas: \").split(\",\")\n",
+ " lista = [int(x) for x in numeros]\n",
+ "\n",
+ " # Se solicita al usuario si desea ordenar en orden ascendente o descendente.\n",
+ " orden = input(\"¿Ordenar en orden ascendente (a) o descendente (d)? \")\n",
+ "\n",
+ " # Se ordena la lista en orden ascendente.\n",
+ " if orden == \"a\":\n",
+ " lista.sort()\n",
+ "\n",
+ " # Se ordena la lista en orden descendente.\n",
+ " elif orden == \"d\":\n",
+ " lista.sort(reverse=True)\n",
+ "\n",
+ " # Se imprime la lista ordenada.\n",
+ " print(\"La lista ordenada es:\", lista)\n",
+ "\n",
+ "\n",
+ "# Se llama a la función para ordenar la lista.\n",
+ "ordenar_lista()"
+ ],
+ "metadata": {
+ "id": "RXmZuoc_K-Uw",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "2d894c6a-f837-407e-a77d-114e8dae8b38"
+ },
+ "execution_count": 24,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Ingrese los números separados por comas: 123,123,123,5,54,7,0\n",
+ "¿Ordenar en orden ascendente (a) o descendente (d)? d\n",
+ "La lista ordenada es: [123, 123, 123, 54, 7, 5, 0]\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## Ejercicio 08"
+ ],
+ "metadata": {
+ "id": "k1SR_Y-RQJC1"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "def calcular_imc():\n",
+ " peso=float(input(\"Ingrese su peso en kilogramos: \"))\n",
+ " altura=float(input(\"Ingrese su altura en metros: \"))\n",
+ " imc=peso/(altura**2)\n",
+ " imprime(\"Su IMC es: \", imc)\n",
+ " si imc<18.5:\n",
+ " imprime(\"Usted está bajo peso.\")\n",
+ " demás si 18.5<=imc<25:\n",
+ " imprime(\"Usted tiene un peso normal.\")\n",
+ " demás si 25<=imc<30:\n",
+ " imprime(\"Usted tiene sobrepeso.\")\n",
+ " demás:\n",
+ " imprime(\"Usted tiene obesidad.\")\n",
+ "\n",
+ "calcular_imc()"
+ ],
+ "metadata": {
+ "id": "1Wky-Hp7Qa1P"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Modifique en esta casilla el código anterior para que se ajuste al PEP8\n",
+ "def calcular_imc():\n",
+ " \"\"\"\n",
+ " Esta función calcula el índice de masa corporal (IMC) de una persona y\n",
+ " muestra un mensaje de acuerdo a su resultado.\n",
+ "\n",
+ " Args:\n",
+ " No hay argumentos.\n",
+ "\n",
+ " Returns:\n",
+ " None: Imprime el IMC y un mensaje de acuerdo al resultado.\n",
+ " \"\"\"\n",
+ "\n",
+ " # Se solicita al usuario que ingrese su peso en kilogramos.\n",
+ " peso = float(input(\"Ingrese su peso en kilogramos: \"))\n",
+ "\n",
+ " # Se solicita al usuario que ingrese su altura en metros.\n",
+ " altura = float(input(\"Ingrese su altura en metros: \"))\n",
+ "\n",
+ " # Se calcula el IMC.\n",
+ " imc = peso / (altura**2)\n",
+ "\n",
+ " # Se imprime el IMC.\n",
+ " print(\"Su IMC es:\", imc)\n",
+ "\n",
+ " # Se muestra un mensaje de acuerdo al resultado del IMC.\n",
+ " if imc < 18.5:\n",
+ " print(\"Usted está bajo peso.\")\n",
+ " elif 18.5 <= imc and imc < 25:\n",
+ " print(\"Usted tiene un peso normal.\")\n",
+ " elif 25 <= imc and imc < 30:\n",
+ " print(\"Usted tiene sobrepeso.\")\n",
+ " else:\n",
+ " print(\"Usted tiene obesidad.\")\n",
+ "\n",
+ "\n",
+ "# Se llama a la función para calcular el IMC.\n",
+ "calcular_imc()"
+ ],
+ "metadata": {
+ "id": "-yFIOR5mLAal",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "cf0e15a0-fd71-456a-ab15-d0440b872378"
+ },
+ "execution_count": 26,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Ingrese su peso en kilogramos: 155\n",
+ "Ingrese su altura en metros: 2\n",
+ "Su IMC es: 38.75\n",
+ "Usted tiene obesidad.\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## Ejercicio 09"
+ ],
+ "metadata": {
+ "id": "VlxrpT47QKdX"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "def generar_patron(filas):\n",
+ " para i en rango(1,filas+1):\n",
+ " imprime(\"*\"*i)\n",
+ "\n",
+ "filas=int(input(\"Ingrese el número de filas del patrón: \"))\n",
+ "generar_patron(filas)"
+ ],
+ "metadata": {
+ "id": "lwx5c9ecQeTD"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Modifique en esta casilla el código anterior para que se ajuste al PEP8\n",
+ "def generar_patron(filas):\n",
+ " \"\"\"\n",
+ " Esta función genera un patrón de asteriscos con un número determinado de\n",
+ " filas.\n",
+ "\n",
+ " Args:\n",
+ " filas: El número de filas del patrón.\n",
+ "\n",
+ " Returns:\n",
+ " None: Imprime el patrón de asteriscos.\n",
+ " \"\"\"\n",
+ "\n",
+ " # Se recorre el numero de fila i del patrón.\n",
+ " for i in range(1, filas + 1):\n",
+ " # Se imprime la fila actual con el número adecuado de asteriscos.\n",
+ " print(\"*\" * i)\n",
+ "\n",
+ "\n",
+ "# Se solicita al usuario que ingrese el número de filas del patrón.\n",
+ "filas = int(input(\"Ingrese el número de filas del patrón: \"))\n",
+ "\n",
+ "# Se llama a la función para generar el patrón.\n",
+ "generar_patron(filas)"
+ ],
+ "metadata": {
+ "id": "3tJqbO68LB5C",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "52cb7016-62a4-4031-967e-fb42d318542f"
+ },
+ "execution_count": 28,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Ingrese el número de filas del patrón: 11\n",
+ "*\n",
+ "**\n",
+ "***\n",
+ "****\n",
+ "*****\n",
+ "******\n",
+ "*******\n",
+ "********\n",
+ "*********\n",
+ "**********\n",
+ "***********\n"
+ ]
+ }
+ ]
+ }
+ ]
+}
\ No newline at end of file
From ce21a31c99cebe0ffb2ecaec63e1499591b382b7 Mon Sep 17 00:00:00 2001
From: spalominor <159827322+spalominor@users.noreply.github.com>
Date: Tue, 19 Mar 2024 22:06:36 -0500
Subject: [PATCH 2/3] Delete PALOMINOs_SI00_v20240311.ipynb
---
PALOMINOs_SI00_v20240311.ipynb | 946 ---------------------------------
1 file changed, 946 deletions(-)
delete mode 100644 PALOMINOs_SI00_v20240311.ipynb
diff --git a/PALOMINOs_SI00_v20240311.ipynb b/PALOMINOs_SI00_v20240311.ipynb
deleted file mode 100644
index 9bea6af..0000000
--- a/PALOMINOs_SI00_v20240311.ipynb
+++ /dev/null
@@ -1,946 +0,0 @@
-{
- "nbformat": 4,
- "nbformat_minor": 0,
- "metadata": {
- "colab": {
- "provenance": [],
- "toc_visible": true,
- "include_colab_link": true
- },
- "kernelspec": {
- "name": "python3",
- "display_name": "Python 3"
- },
- "language_info": {
- "name": "python"
- }
- },
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "view-in-github",
- "colab_type": "text"
- },
- "source": [
- "
"
- ]
- },
- {
- "cell_type": "markdown",
- "source": [
- "##«*El pasado es un cadáver que debes sepultar*».\n",
- "###[Omar Khayyam](https://en.wikipedia.org/wiki/Omar_Khayyam)\n"
- ],
- "metadata": {
- "id": "vw4vyHJgIWfA"
- }
- },
- {
- "cell_type": "markdown",
- "source": [
- "# SI00 Guía de estilo de Python\n",
- "\n",
- "Modifique los códigos en las casillas indicadas para que el código funcione de forma correcta y se adapte al PEP8.\n",
- "\n",
- "Recuerde incluir los comentarios en el código y documentar las funciones con docstrings al estilo de Google."
- ],
- "metadata": {
- "id": "dgqyju__IQ2K"
- }
- },
- {
- "cell_type": "markdown",
- "source": [
- "## Ejercicio 00\n",
- "\n",
- "\n",
- "\n"
- ],
- "metadata": {
- "id": "4kpeP548VfWv"
- }
- },
- {
- "cell_type": "code",
- "source": [
- "def contador_palabras(cadena_texto):\n",
- " contador=0\n",
- " palabras=cadena_texto.split()\n",
- " para palabra in palabras:\n",
- " contador+=1\n",
- " imprime(\"El número de palabras es:\",contador)\n",
- "\n",
- "cadena_texto=input(\"Ingrese una cadena de texto: \")\n",
- "contador_palabras(cadena_texto)"
- ],
- "metadata": {
- "id": "n2v2uvLkZD0s",
- "colab": {
- "base_uri": "https://localhost:8080/"
- },
- "outputId": "7a003580-9e7f-4500-e58e-0e5cfd33a8a5"
- },
- "execution_count": null,
- "outputs": [
- {
- "output_type": "stream",
- "name": "stdout",
- "text": [
- "Ingrese una cadena de texto: 908908 sadas 0\n",
- "El número de palabras es: 3\n"
- ]
- }
- ]
- },
- {
- "cell_type": "code",
- "source": [
- "# Modifique en esta casilla el código anterior para que se ajuste al PEP8\n",
- "def contador_palabras(cadena_texto):\n",
- " \"\"\"Imprime el número de palabras de una cadena de texto.\n",
- "\n",
- " Args:\n",
- " cadena_texto (str): Cadena de texto en la que contar las palabras.\n",
- "\n",
- " Returns:\n",
- " int: Cantidad de palabras en la cadena.\n",
- " \"\"\"\n",
- " contador = 0\n",
- " palabras = cadena_texto.split()\n",
- " for palabra in palabras:\n",
- " contador += 1\n",
- " print(\"El número de palabras es:\", contador)\n",
- "\n",
- "cadena_texto = input(\"Ingrese una cadena de texto: \")\n",
- "contador_palabras(cadena_texto)"
- ],
- "metadata": {
- "id": "SMQWLfFhKsaO"
- },
- "execution_count": null,
- "outputs": []
- },
- {
- "cell_type": "markdown",
- "source": [
- "## Ejercicio 01\n",
- "\n"
- ],
- "metadata": {
- "id": "AWpJFnkfZE8X"
- }
- },
- {
- "cell_type": "code",
- "source": [
- "def generar_primos(N):\n",
- " primos=[2]\n",
- " para num en rango(3,N+1):\n",
- " para i en rango(2,num):\n",
- " si(num%i)==0:\n",
- " romper\n",
- " demás:\n",
- " primos.append(num)\n",
- " imprime(\"Los primeros\", N, \"números primos son:\")\n",
- " imprime(primos)\n",
- "\n",
- "N=int(input(\"Ingrese el número de primos a generar: \"))\n",
- "generar_primos(N)"
- ],
- "metadata": {
- "id": "nEHnjFNraLvf"
- },
- "execution_count": null,
- "outputs": []
- },
- {
- "cell_type": "code",
- "source": [
- "# Modifique en esta casilla el código anterior para que se ajuste al PEP8\n",
- "def generar_primos(N):\n",
- " \"\"\"\n",
- " Genera y muestra los primeros números primos hasta N.\n",
- "\n",
- " Args:\n",
- " N (int): El número a evaluar más grande, si es o no primo.\n",
- "\n",
- " Returns:\n",
- " None. Imprime la lista\n",
- " \"\"\"\n",
- " # Iniciamos con el primer número primo\n",
- " primos = [2]\n",
- "\n",
- " # Iteramos desde 3 hasta N incluyendo\n",
- " for num in range(3, N + 1):\n",
- " # Asumimos que el número es primo\n",
- " es_primo = True\n",
- "\n",
- " # Verificamos si el número es primo\n",
- " for i in range(2, num):\n",
- " if num % i == 0:\n",
- " # Si el número es divisible por i, entonces no es primo\n",
- " es_primo = False\n",
- " break\n",
- "\n",
- " # Si el número es primo, lo agregamos a la lista\n",
- " if es_primo:\n",
- " primos.append(num)\n",
- "\n",
- " # Mostramos los primeros N números primos\n",
- " print(\"Los primeros numeros primos hasta\", N, \"son:\")\n",
- " print(primos)\n",
- "\n",
- "\n",
- "# Solicitamos al usuario el número de primos a generar\n",
- "N = int(input(\"Ingrese el número de primos a generar hasta: \"))\n",
- "\n",
- "# Llamamos a la función generar_primos con el número ingresado\n",
- "generar_primos(N)"
- ],
- "metadata": {
- "id": "CN9EHSJKK1Sn",
- "colab": {
- "base_uri": "https://localhost:8080/"
- },
- "outputId": "e83ab480-010d-4b4e-821f-3dcb2ac434f1"
- },
- "execution_count": 4,
- "outputs": [
- {
- "output_type": "stream",
- "name": "stdout",
- "text": [
- "Ingrese el número de primos a generar hasta: 200\n",
- "Los primeros numeros primos hasta 200 son:\n",
- "[2, 3, 5, 7, 11, 13, 17, 19, 23, 29, 31, 37, 41, 43, 47, 53, 59, 61, 67, 71, 73, 79, 83, 89, 97, 101, 103, 107, 109, 113, 127, 131, 137, 139, 149, 151, 157, 163, 167, 173, 179, 181, 191, 193, 197, 199]\n"
- ]
- }
- ]
- },
- {
- "cell_type": "markdown",
- "source": [
- "## Ejercicio 02"
- ],
- "metadata": {
- "id": "0hEyKcvlaM1p"
- }
- },
- {
- "cell_type": "code",
- "source": [
- "def calcular_promedio():\n",
- " entrada=input(\"Ingrese los números separados por comas: \")\n",
- " números=[int(x) para x en entrada.split(\",\")]\n",
- " suma=sum(números)\n",
- " promedio=suma/len(números)\n",
- " imprime(\"El promedio es: \",promedio)\n",
- "\n",
- "calcular_promedio()"
- ],
- "metadata": {
- "id": "yN0MvrQ4ao7v"
- },
- "execution_count": null,
- "outputs": []
- },
- {
- "cell_type": "code",
- "source": [
- "# Modifique en esta casilla el código anterior para que se ajuste al PEP8\n",
- "def calcular_promedio(lista):\n",
- " \"\"\"\n",
- " Esta función calcula el promedio de una lista de números.\n",
- "\n",
- " Args:\n",
- " Lista que contiene los numeros\n",
- "\n",
- " Returns:\n",
- " None: Imprime el promedio de la lista de números.\n",
- " \"\"\"\n",
- "\n",
- " # Se calcula la suma de los números en la lista.\n",
- " suma = sum(lista)\n",
- "\n",
- " # Se calcula el promedio de la lista.\n",
- " promedio = suma / len(lista)\n",
- "\n",
- " # Se imprime el promedio de la lista.\n",
- " print(\"El promedio es:\", promedio)\n",
- "\n",
- "\n",
- "# Se solicita al usuario que ingrese los números separados por comas.\n",
- "entrada = input(\"Ingrese los números separados por comas: \")\n",
- "\n",
- "# Se convierte la cadena de entrada en una lista de números enteros.\n",
- "numeros = [int(x) for x in entrada.split(\",\")]\n",
- "\n",
- "# Se llama a la función para calcular el promedio.\n",
- "calcular_promedio(numeros)"
- ],
- "metadata": {
- "id": "FifgJ7-EK2xH",
- "colab": {
- "base_uri": "https://localhost:8080/"
- },
- "outputId": "a941c7cc-cab7-4fdb-d6e1-216b85272db2"
- },
- "execution_count": 7,
- "outputs": [
- {
- "output_type": "stream",
- "name": "stdout",
- "text": [
- "Ingrese los números separados por comas: 3,5,6,7,8,9\n",
- "El promedio es: 6.333333333333333\n"
- ]
- }
- ]
- },
- {
- "cell_type": "markdown",
- "source": [
- "## Ejercicio 03"
- ],
- "metadata": {
- "id": "qj50yF_aP_yM"
- }
- },
- {
- "cell_type": "code",
- "source": [
- "def convertir_temperatura():\n",
- " temp=input(\"Ingrese la temperatura (ej. 32C o 90F): \")\n",
- " escala=temp[-1]\n",
- " temperatura=int(temp[:-1])\n",
- " si escala=='C':\n",
- " resultado=(temperatura*9/5)+32\n",
- " imprime(\"La temperatura en Fahrenheit es: \", resultado)\n",
- " demás si escala=='F':\n",
- " resultado=(temperatura-32)*5/9\n",
- " imprime(\"La temperatura en Celsius es: \", resultado)\n",
- " demás:\n",
- " imprime(\"Por favor, ingrese una temperatura válida.\")\n",
- "\n",
- "convertir_temperatura()"
- ],
- "metadata": {
- "id": "YDbBS606QSxx"
- },
- "execution_count": null,
- "outputs": []
- },
- {
- "cell_type": "code",
- "source": [
- "# Modifique en esta casilla el código anterior para que se ajuste al PEP8\n",
- "def convertir_temperatura():\n",
- " \"\"\"\n",
- " Esta función convierte una temperatura de Celsius a Fahrenheit y viceversa.\n",
- "\n",
- " Args:\n",
- " No hay argumentos. La función internamente pide los datos necesarios.\n",
- "\n",
- " Returns:\n",
- " None: Imprime la temperatura convertida a la escala indicada.\n",
- " \"\"\"\n",
- "\n",
- " # Se solicita al usuario que ingrese la temperatura.\n",
- " temp = input(\"Ingrese la temperatura (ej. 32C o 90F): \")\n",
- "\n",
- " # Se obtienen las unidades de la temperatura.\n",
- " escala = temp[-1]\n",
- "\n",
- " # Se obtiene la magnitud de la temperatura sin las unidades.\n",
- " temperatura = float(temp[:-1])\n",
- "\n",
- " # Se convierte la temperatura a Fahrenheit si la escala es Celsius.\n",
- " if escala == \"C\":\n",
- " resultado = (temperatura * 9 / 5) + 32\n",
- " print(\"La temperatura en Fahrenheit es:\", resultado)\n",
- "\n",
- " # Se convierte la temperatura a Celsius si la escala es Fahrenheit.\n",
- " elif escala == \"F\":\n",
- " resultado = (temperatura - 32) * 5 / 9\n",
- " print(\"La temperatura en Celsius es:\", resultado)\n",
- "\n",
- " # Se imprime un mensaje de error si la escala no es válida.\n",
- " else:\n",
- " print(\"Por favor, ingrese una temperatura válida.\")\n",
- "\n",
- "\n",
- "# Se llama a la función para convertir la temperatura.\n",
- "convertir_temperatura()"
- ],
- "metadata": {
- "id": "bdS-Re69K4Gr",
- "colab": {
- "base_uri": "https://localhost:8080/"
- },
- "outputId": "5c78a6f0-d5b7-435f-dac6-8b46f7ed8625"
- },
- "execution_count": 12,
- "outputs": [
- {
- "output_type": "stream",
- "name": "stdout",
- "text": [
- "Ingrese la temperatura (ej. 32C o 90F): 89.6F\n",
- "La temperatura en Celsius es: 32.0\n"
- ]
- }
- ]
- },
- {
- "cell_type": "markdown",
- "source": [
- "## Ejercicio 04"
- ],
- "metadata": {
- "id": "4852xGV9QBaQ"
- }
- },
- {
- "cell_type": "code",
- "source": [
- "import random\n",
- "\n",
- "def adivina_el_numero():\n",
- " numero_aleatorio=random.randint(1,100)\n",
- " adivinado=False\n",
- " intentos=0\n",
- " mientras no adivinado:\n",
- " intento=int(input(\"Adivina el número: \"))\n",
- " si intentonumero_aleatorio:\n",
- " imprime(\"El número es más pequeño.\")\n",
- " demás:\n",
- " imprime(\"¡Felicidades! Adivinaste el número en\", intentos, \"intentos.\")\n",
- " adivinado=True\n",
- " intentos+=1\n",
- "\n",
- "adivina_el_numero()"
- ],
- "metadata": {
- "id": "xNrof7kmQUED"
- },
- "execution_count": null,
- "outputs": []
- },
- {
- "cell_type": "code",
- "source": [
- "# Modifique en esta casilla el código anterior para que se ajuste al PEP8\n",
- "import random\n",
- "\n",
- "\n",
- "def adivinar_numero():\n",
- " \"\"\"\n",
- " Esta función juega a la adivinanza de números con el usuario.\n",
- "\n",
- " Args:\n",
- " No hay argumentos.\n",
- "\n",
- " Returns:\n",
- " None: Imprime mensajes al usuario para que adivine un número aleatorio.\n",
- " \"\"\"\n",
- "\n",
- " # Se genera un número aleatorio entre 1 y 100.\n",
- " numero_aleatorio = random.randint(1, 100)\n",
- "\n",
- " # Se inicializa una variable para indicar si el usuario ha adivinado el número.\n",
- " adivinado = False\n",
- "\n",
- " # Se inicializa una variable para contar el número de intentos.\n",
- " intentos = 0\n",
- "\n",
- " # Bucle que se ejecuta hasta que el usuario adivine el número.\n",
- " while not adivinado:\n",
- " # Se solicita al usuario que ingrese un número.\n",
- " intento = int(input(\"Adivina el número: \"))\n",
- "\n",
- " # Se compara el número ingresado con el número aleatorio.\n",
- " if intento < numero_aleatorio:\n",
- " print(\"El número es más grande.\")\n",
- " elif intento > numero_aleatorio:\n",
- " print(\"El número es más pequeño.\")\n",
- " else:\n",
- " # Se imprime un mensaje de felicitación al usuario.\n",
- " print(\"¡Felicidades! Adivinaste el número en\", intentos, \"intentos.\")\n",
- "\n",
- " # Se indica que el usuario ha adivinado el número.\n",
- " adivinado = True\n",
- "\n",
- " # Se aumenta el número de intentos.\n",
- " intentos += 1\n",
- "\n",
- "\n",
- "# Se llama a la función para jugar el juego.\n",
- "adivinar_numero()"
- ],
- "metadata": {
- "id": "IUhNlDkgK5l_",
- "colab": {
- "base_uri": "https://localhost:8080/"
- },
- "outputId": "aad2290a-a305-4a2c-8d3b-264136cd3833"
- },
- "execution_count": 13,
- "outputs": [
- {
- "output_type": "stream",
- "name": "stdout",
- "text": [
- "Adivina el número: 50\n",
- "El número es más grande.\n",
- "Adivina el número: 75\n",
- "El número es más pequeño.\n",
- "Adivina el número: 68\n",
- "El número es más pequeño.\n",
- "Adivina el número: 59\n",
- "El número es más pequeño.\n",
- "Adivina el número: 55\n",
- "El número es más grande.\n",
- "Adivina el número: 57\n",
- "El número es más grande.\n",
- "Adivina el número: 58\n",
- "¡Felicidades! Adivinaste el número en 6 intentos.\n"
- ]
- }
- ]
- },
- {
- "cell_type": "markdown",
- "source": [
- "## Ejercicio 05"
- ],
- "metadata": {
- "id": "ztj4sS1hQDtc"
- }
- },
- {
- "cell_type": "code",
- "source": [
- "import random\n",
- "import string\n",
- "\n",
- "def generar_contraseña(longitud):\n",
- " caracteres=string.ascii_letters+string.digits+string.punctuation\n",
- " contraseña=''.join(random.choice(caracteres) para i en rango(longitud))\n",
- " imprime(\"La contraseña generada es: \", contraseña)\n",
- "\n",
- "longitud=int(input(\"Ingrese la longitud de la contraseña: \"))\n",
- "generar_contraseña(longitud)"
- ],
- "metadata": {
- "id": "jg0TczRIQVsk"
- },
- "execution_count": null,
- "outputs": []
- },
- {
- "cell_type": "code",
- "source": [
- "# Modifique en esta casilla el código anterior para que se ajuste al PEP8\n",
- "import random\n",
- "import string\n",
- "\n",
- "\n",
- "def generar_contraseña(longitud):\n",
- " \"\"\"\n",
- " Esta función genera una contraseña aleatoria de una longitud específica.\n",
- "\n",
- " Args:\n",
- " longitud (int): La longitud de la contraseña a generar.\n",
- "\n",
- " Returns:\n",
- " None: Imprime la contraseña generada.\n",
- " \"\"\"\n",
- "\n",
- " # Se define la cadena de caracteres que se pueden usar en la contraseña.\n",
- " caracteres = string.ascii_letters + string.digits + string.punctuation\n",
- "\n",
- " # Se genera una lista de caracteres aleatorios de la longitud especificada.\n",
- " contraseña = \"\".join(random.choice(caracteres) for i in range(longitud))\n",
- "\n",
- " # Se imprime la contraseña generada.\n",
- " print(\"La contraseña generada es:\", contraseña)\n",
- "\n",
- "\n",
- "# Se solicita al usuario que ingrese la longitud de la contraseña.\n",
- "longitud = int(input(\"Ingrese la longitud de la contraseña: \"))\n",
- "\n",
- "# Se llama a la función para generar la contraseña.\n",
- "generar_contraseña(longitud)"
- ],
- "metadata": {
- "id": "GA_5dcsnK7Hr",
- "colab": {
- "base_uri": "https://localhost:8080/"
- },
- "outputId": "c0444bbc-65b8-4253-dbdd-3b1b26057fd1"
- },
- "execution_count": 19,
- "outputs": [
- {
- "output_type": "stream",
- "name": "stdout",
- "text": [
- "Ingrese la longitud de la contraseña: 12\n",
- "La contraseña generada es: eVc1cS~dq,#w\n"
- ]
- }
- ]
- },
- {
- "cell_type": "markdown",
- "source": [
- "## Ejercicio 06"
- ],
- "metadata": {
- "id": "hATd-LMUQGP_"
- }
- },
- {
- "cell_type": "code",
- "source": [
- "def calcular_interes_compuesto():\n",
- " principal=float(input(\"Ingrese el monto principal: \"))\n",
- " tasa=float(input(\"Ingrese la tasa de interés anual (en porcentaje): \"))\n",
- " años=int(input(\"Ingrese el número de años: \"))\n",
- " resultado=principal*(1+tasa/100)**años\n",
- " imprime(\"El valor futuro de la inversión es: \", resultado)\n",
- "\n",
- "calcular_interes_compuesto()"
- ],
- "metadata": {
- "id": "KWFwRqE7QX0H"
- },
- "execution_count": null,
- "outputs": []
- },
- {
- "cell_type": "code",
- "source": [
- "# Modifique en esta casilla el código anterior para que se ajuste al PEP8\n",
- "def calcular_interes_compuesto():\n",
- " \"\"\"\n",
- " Esta función calcula el valor futuro de una inversión utilizando la fórmula\n",
- " del interés compuesto. Cf = Ci(1+i)**t\n",
- "\n",
- " Args:\n",
- " No hay argumentos.\n",
- "\n",
- " Returns:\n",
- " None: Imprime el valor futuro de la inversión.\n",
- " \"\"\"\n",
- "\n",
- " # Se solicita al usuario que ingrese el monto principal.\n",
- " principal = float(input(\"Ingrese el monto principal: \"))\n",
- "\n",
- " # Se solicita al usuario que ingrese la tasa de interés anual.\n",
- " tasa = float(input(\"Ingrese la tasa de interés anual (en porcentaje): \"))\n",
- "\n",
- " # Se solicita al usuario que ingrese el número de años.\n",
- " años = int(input(\"Ingrese el número de años: \"))\n",
- "\n",
- " # Se calcula el valor futuro de la inversión.\n",
- " resultado = principal * (1 + tasa / 100) ** años\n",
- "\n",
- " # Se imprime el valor futuro de la inversión.\n",
- " print(\"El valor futuro de la inversión es:\", resultado)\n",
- "\n",
- "\n",
- "# Se llama a la función para calcular el valor futuro de la inversión.\n",
- "calcular_interes_compuesto()"
- ],
- "metadata": {
- "id": "2JuhtZdmK8tO",
- "colab": {
- "base_uri": "https://localhost:8080/"
- },
- "outputId": "dd6bc015-9ec9-4629-ce61-e5836597464c"
- },
- "execution_count": 22,
- "outputs": [
- {
- "output_type": "stream",
- "name": "stdout",
- "text": [
- "Ingrese el monto principal: 1\n",
- "Ingrese la tasa de interés anual (en porcentaje): 100\n",
- "Ingrese el número de años: 1\n",
- "El valor futuro de la inversión es: 2.0\n"
- ]
- }
- ]
- },
- {
- "cell_type": "markdown",
- "source": [
- "## Ejercicio 07"
- ],
- "metadata": {
- "id": "ZNOMGOKfQHkc"
- }
- },
- {
- "cell_type": "code",
- "source": [
- "def ordenar_lista():\n",
- " lista=[int(x) para x en input(\"Ingrese los números separados por comas: \").split(\",\")]\n",
- " orden=input(\"¿Ordenar en orden ascendente (a) o descendente (d)? \")\n",
- " si orden=='a':\n",
- " lista.sort()\n",
- " demás si orden=='d':\n",
- " lista.sort(reverse=Verdadero)\n",
- " imprime(\"La lista ordenada es: \", lista)\n",
- "\n",
- "ordenar_lista()"
- ],
- "metadata": {
- "id": "EFyBSu0OQZ5X"
- },
- "execution_count": null,
- "outputs": []
- },
- {
- "cell_type": "code",
- "source": [
- "# Modifique en esta casilla el código anterior para que se ajuste al PEP8\n",
- "def ordenar_lista():\n",
- " \"\"\"\n",
- " Esta función ordena una lista de números en orden ascendente o descendente.\n",
- "\n",
- " Args:\n",
- " No hay argumentos.\n",
- "\n",
- " Returns:\n",
- " None: Imprime la lista ordenada.\n",
- " \"\"\"\n",
- "\n",
- " # Se solicita al usuario que ingrese los números separados por comas.\n",
- " numeros = input(\"Ingrese los números separados por comas: \").split(\",\")\n",
- " lista = [int(x) for x in numeros]\n",
- "\n",
- " # Se solicita al usuario si desea ordenar en orden ascendente o descendente.\n",
- " orden = input(\"¿Ordenar en orden ascendente (a) o descendente (d)? \")\n",
- "\n",
- " # Se ordena la lista en orden ascendente.\n",
- " if orden == \"a\":\n",
- " lista.sort()\n",
- "\n",
- " # Se ordena la lista en orden descendente.\n",
- " elif orden == \"d\":\n",
- " lista.sort(reverse=True)\n",
- "\n",
- " # Se imprime la lista ordenada.\n",
- " print(\"La lista ordenada es:\", lista)\n",
- "\n",
- "\n",
- "# Se llama a la función para ordenar la lista.\n",
- "ordenar_lista()"
- ],
- "metadata": {
- "id": "RXmZuoc_K-Uw",
- "colab": {
- "base_uri": "https://localhost:8080/"
- },
- "outputId": "2d894c6a-f837-407e-a77d-114e8dae8b38"
- },
- "execution_count": 24,
- "outputs": [
- {
- "output_type": "stream",
- "name": "stdout",
- "text": [
- "Ingrese los números separados por comas: 123,123,123,5,54,7,0\n",
- "¿Ordenar en orden ascendente (a) o descendente (d)? d\n",
- "La lista ordenada es: [123, 123, 123, 54, 7, 5, 0]\n"
- ]
- }
- ]
- },
- {
- "cell_type": "markdown",
- "source": [
- "## Ejercicio 08"
- ],
- "metadata": {
- "id": "k1SR_Y-RQJC1"
- }
- },
- {
- "cell_type": "code",
- "source": [
- "def calcular_imc():\n",
- " peso=float(input(\"Ingrese su peso en kilogramos: \"))\n",
- " altura=float(input(\"Ingrese su altura en metros: \"))\n",
- " imc=peso/(altura**2)\n",
- " imprime(\"Su IMC es: \", imc)\n",
- " si imc<18.5:\n",
- " imprime(\"Usted está bajo peso.\")\n",
- " demás si 18.5<=imc<25:\n",
- " imprime(\"Usted tiene un peso normal.\")\n",
- " demás si 25<=imc<30:\n",
- " imprime(\"Usted tiene sobrepeso.\")\n",
- " demás:\n",
- " imprime(\"Usted tiene obesidad.\")\n",
- "\n",
- "calcular_imc()"
- ],
- "metadata": {
- "id": "1Wky-Hp7Qa1P"
- },
- "execution_count": null,
- "outputs": []
- },
- {
- "cell_type": "code",
- "source": [
- "# Modifique en esta casilla el código anterior para que se ajuste al PEP8\n",
- "def calcular_imc():\n",
- " \"\"\"\n",
- " Esta función calcula el índice de masa corporal (IMC) de una persona y\n",
- " muestra un mensaje de acuerdo a su resultado.\n",
- "\n",
- " Args:\n",
- " No hay argumentos.\n",
- "\n",
- " Returns:\n",
- " None: Imprime el IMC y un mensaje de acuerdo al resultado.\n",
- " \"\"\"\n",
- "\n",
- " # Se solicita al usuario que ingrese su peso en kilogramos.\n",
- " peso = float(input(\"Ingrese su peso en kilogramos: \"))\n",
- "\n",
- " # Se solicita al usuario que ingrese su altura en metros.\n",
- " altura = float(input(\"Ingrese su altura en metros: \"))\n",
- "\n",
- " # Se calcula el IMC.\n",
- " imc = peso / (altura**2)\n",
- "\n",
- " # Se imprime el IMC.\n",
- " print(\"Su IMC es:\", imc)\n",
- "\n",
- " # Se muestra un mensaje de acuerdo al resultado del IMC.\n",
- " if imc < 18.5:\n",
- " print(\"Usted está bajo peso.\")\n",
- " elif 18.5 <= imc and imc < 25:\n",
- " print(\"Usted tiene un peso normal.\")\n",
- " elif 25 <= imc and imc < 30:\n",
- " print(\"Usted tiene sobrepeso.\")\n",
- " else:\n",
- " print(\"Usted tiene obesidad.\")\n",
- "\n",
- "\n",
- "# Se llama a la función para calcular el IMC.\n",
- "calcular_imc()"
- ],
- "metadata": {
- "id": "-yFIOR5mLAal",
- "colab": {
- "base_uri": "https://localhost:8080/"
- },
- "outputId": "cf0e15a0-fd71-456a-ab15-d0440b872378"
- },
- "execution_count": 26,
- "outputs": [
- {
- "output_type": "stream",
- "name": "stdout",
- "text": [
- "Ingrese su peso en kilogramos: 155\n",
- "Ingrese su altura en metros: 2\n",
- "Su IMC es: 38.75\n",
- "Usted tiene obesidad.\n"
- ]
- }
- ]
- },
- {
- "cell_type": "markdown",
- "source": [
- "## Ejercicio 09"
- ],
- "metadata": {
- "id": "VlxrpT47QKdX"
- }
- },
- {
- "cell_type": "code",
- "source": [
- "def generar_patron(filas):\n",
- " para i en rango(1,filas+1):\n",
- " imprime(\"*\"*i)\n",
- "\n",
- "filas=int(input(\"Ingrese el número de filas del patrón: \"))\n",
- "generar_patron(filas)"
- ],
- "metadata": {
- "id": "lwx5c9ecQeTD"
- },
- "execution_count": null,
- "outputs": []
- },
- {
- "cell_type": "code",
- "source": [
- "# Modifique en esta casilla el código anterior para que se ajuste al PEP8\n",
- "def generar_patron(filas):\n",
- " \"\"\"\n",
- " Esta función genera un patrón de asteriscos con un número determinado de\n",
- " filas.\n",
- "\n",
- " Args:\n",
- " filas: El número de filas del patrón.\n",
- "\n",
- " Returns:\n",
- " None: Imprime el patrón de asteriscos.\n",
- " \"\"\"\n",
- "\n",
- " # Se recorre el numero de fila i del patrón.\n",
- " for i in range(1, filas + 1):\n",
- " # Se imprime la fila actual con el número adecuado de asteriscos.\n",
- " print(\"*\" * i)\n",
- "\n",
- "\n",
- "# Se solicita al usuario que ingrese el número de filas del patrón.\n",
- "filas = int(input(\"Ingrese el número de filas del patrón: \"))\n",
- "\n",
- "# Se llama a la función para generar el patrón.\n",
- "generar_patron(filas)"
- ],
- "metadata": {
- "id": "3tJqbO68LB5C",
- "colab": {
- "base_uri": "https://localhost:8080/"
- },
- "outputId": "52cb7016-62a4-4031-967e-fb42d318542f"
- },
- "execution_count": 28,
- "outputs": [
- {
- "output_type": "stream",
- "name": "stdout",
- "text": [
- "Ingrese el número de filas del patrón: 11\n",
- "*\n",
- "**\n",
- "***\n",
- "****\n",
- "*****\n",
- "******\n",
- "*******\n",
- "********\n",
- "*********\n",
- "**********\n",
- "***********\n"
- ]
- }
- ]
- }
- ]
-}
\ No newline at end of file
From d81c92b276fdd6db8c678ef6fecbb38ef4543f1f Mon Sep 17 00:00:00 2001
From: spalominor
Date: Thu, 2 May 2024 12:09:46 -0500
Subject: [PATCH 3/3] =?UTF-8?q?Solucionar=20problema=20al=20dibujar=20la?=
=?UTF-8?q?=20gr=C3=A1fica=20en=203D?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit
---
Taller_08_Matplotlib.ipynb | 213 +++++++++++++++++++++++++++----------
1 file changed, 159 insertions(+), 54 deletions(-)
diff --git a/Taller_08_Matplotlib.ipynb b/Taller_08_Matplotlib.ipynb
index 02b07dd..ce5e01a 100644
--- a/Taller_08_Matplotlib.ipynb
+++ b/Taller_08_Matplotlib.ipynb
@@ -3,8 +3,8 @@
{
"cell_type": "markdown",
"metadata": {
- "id": "view-in-github",
- "colab_type": "text"
+ "colab_type": "text",
+ "id": "view-in-github"
},
"source": [
"
"
@@ -80,7 +80,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 2,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
@@ -92,9 +92,9 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -133,7 +133,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 3,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
@@ -145,9 +145,9 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
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AALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0wgwAALA0n4aZTZs2aciQIYqOjpbNZtOKFStK3PZPf/qTbDabFixYUGn1AQAA/+fTMJObm6tOnTpp0aJFpW63fPlybd68WdHR0ZVUGQAAsIogX775oEGDNGjQoFK3+fHHH3X//fdrzZo1Gjx4cCVVBgAArMKnYeZiCgoKNGbMGD300ENq166dR/vk5eUpLy/Ptex0OiuqPAAA4Af8egLwE088oaCgIE2cONHjfRITE+VwOFyvmJiYCqwQAAD4mt+Gme3bt+u5557T0qVLZbPZPN5v+vTpys7Odr2ysrIqsEoAAOBrfhtm/v3vf+vo0aNq3LixgoKCFBQUpIMHD+rBBx9UkyZNStzPbrcrIiLC7QUAAKouv50zM2bMGPXv39+tbeDAgRozZozGjRvno6oAAIC/8WmYycnJ0b59+1zLGRkZSktLU+3atdW4cWNdfvnlbtsHBwerfv36atWqVWWXCgAA/JRPw8y2bdvUr18/1/LkyZMlSfHx8Vq6dKmPqgIAAFbi0zDTt29fGWM83v7AgQMVVwwAALAkv50ADAAA4AnCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDSfhplNmzZpyJAhio6Ols1m04oVK1zrzp49q6lTp6pDhw4KCwtTdHS0br/9dh06dMh3BQMAAL/j0zCTm5urTp06adGiRUXWnTx5Ujt27FBCQoJ27Nihjz76SHv27NHQoUN9UCkAAPBXNmOM8XURkmSz2bR8+XLFxcWVuE1qaqquvPJKHTx4UI0bN/bouE6nUw6HQ9nZ2YqIiCinagEAQEXy5vs7qJJqKhfZ2dmy2Wy67LLLStwmLy9PeXl5rmWn01kJlQEAAF+xzATg06dPa+rUqRo1alSpCS0xMVEOh8P1iomJqcQqAQBAZbNEmDl79qxuueUWGWO0ePHiUredPn26srOzXa+srKxKqhIAAPiC319mKgwyBw8e1Pr16y963cxut8tut1dSdQAAwNf8OswUBpm9e/dqw4YNuvzyy31dEgAA8DM+DTM5OTnat2+fazkjI0NpaWmqXbu2GjRooJtvvlk7duzQp59+qvz8fB05ckSSVLt2bYWEhPiqbAAA4Ed8emt2SkqK+vXrV6Q9Pj5es2fPVtOmTYvdb8OGDerbt69H78Gt2QAAWI9lbs3u27evSstSfvITOAAAwI9Z4m4mAACAkhBmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApRFmAACApQWVZacffvhBn3zyiTIzM3XmzBm3dfPnzy+XwgAAADzhdZhZt26dhg4dqmbNmuk///mP2rdvrwMHDsgYoyuuuKIiagQAACiR15eZpk+frilTpmjXrl2qUaOGPvzwQ2VlZalPnz4aMWJERdQIAABQIq/DzO7du3X77bdLkoKCgnTq1CnVqlVLjz32mJ544olyLxAAAKA0XoeZsLAw1zyZBg0aKD093bXu559/Lr/KAAAAPOD1nJmrr75an332mdq0aaMbb7xRDz74oHbt2qWPPvpIV199dUXUCAAAUCKvw8z8+fOVk5MjSZozZ45ycnL03nvvqWXLltzJBAAAKp3Xl5maNWumjh07Sjp/yWnJkiX6+uuv9eGHHyo2NtarY23atElDhgxRdHS0bDabVqxY4bbeGKOZM2eqQYMGCg0NVf/+/bV3715vSwYAAFVYmcLML7/8UqT9+PHjatasmVfHys3NVadOnbRo0aJi1z/55JN6/vnntWTJEm3ZskVhYWEaOHCgTp8+7W3ZAACgivL6MtOBAweUn59fpD0vL08//vijV8caNGiQBg0aVOw6Y4wWLFigRx99VMOGDZMkvf7666pXr55WrFihkSNHFrtfXl6e8vLyXMtOp9OrmgAAgLV4HGY++eQT15/XrFkjh8PhWs7Pz9e6devUpEmTcissIyNDR44cUf/+/V1tDodDV111lb788ssSw0xiYqLmzJlTbnUAAAD/5nGYiYuLkyTZbDbFx8e7rQsODlaTJk30zDPPlFthR44ckSTVq1fPrb1evXqudcWZPn26Jk+e7Fp2Op2KiYkpt7oAAIB/8TjMFBQUSJKaNm2q1NRU1alTp8KKuhR2u112u93XZQAAgEri9QTgjIyMIkHm+PHj5VWPS/369SVJP/30k1v7Tz/95FoHAADgdZh54okn9N5777mWR4wYodq1a6thw4b66quvyq2wpk2bqn79+lq3bp2rzel0asuWLerRo0e5vQ8AALA2r8PMkiVLXHNQkpOTtXbtWq1evVqDBg3SQw895NWxcnJylJaWprS0NEnnR33S0tKUmZkpm82mSZMm6fHHH9cnn3yiXbt26fbbb1d0dLRr/g4AAIDXt2YfOXLEFWY+/fRT3XLLLRowYICaNGmiq666yqtjbdu2Tf369XMtF07cjY+P19KlS/Xwww8rNzdX99xzj44fP67evXtr9erVqlGjhrdlAwCAKsrrMBMZGamsrCzFxMRo9erVevzxxyWd/12Y4n5/pjR9+/aVMabE9TabTY899pgee+wxb8sEAADVhNdh5qabbtJtt92mli1b6pdffnH96N3OnTvVokWLci8QAACgNF6HmWeffVZNmjRRVlaWnnzySdWqVUuSdPjwYf35z38u9wIBAABKYzOlXeepApxOpxwOh7KzsxUREeHrcgAAgAe8+f72aGTmk08+0aBBgxQcHOz2WIPiDB061PNKAQAALpFHIzMBAQE6cuSIoqKiFBBQ8t3cNpvN60nAFY2RGQAArKfcR2YKH2Vw4Z8BAAB8zesfzQMAAPAnHo3MPP/88x4fcOLEiWUuBgAAwFsezZlp2rSpZwez2bR///5LLqo8MWcGAADrKfc5MxkZGeVSGAAAQHljzgwAALA0wgwAVANr969V20VttXb/Wl+XApQ7wgwAVHHGGM1YN0O7f96tGetmlPqAX8CKCDMAUMUlpScp9VCqJCn1UKqS0pN8XBFQvggzAFCFGWOUsCFBgbZASVKgLVAJGxIYnUGV4vVTswudPHlSmZmZOnPmjFt7x44dL7koAED5+O2ojCTlm3zX6MzAFgN9WBlQfrwOM8eOHdO4ceO0atWqYtf727OZAKC6+u2oTL7539/NhaMzA5oPkM1m82GFQPnw+jLTpEmTdPz4cW3ZskWhoaFavXq1li1bppYtW170idoAgMpTOCrz2yAjuY/OAFWB1yMz69ev18cff6xu3bopICBAsbGxuv766xUREaHExEQNHjy4IuoEAHihcFQmQAEqUNEHBAcogNEZVBlej8zk5uYqKipKkhQZGaljx45Jkjp06KAdO3aUb3UAgDI5k39GmdmZxQYZSSpQgbKcWTqTf6bY9YCVeD0y06pVK+3Zs0dNmjRRp06d9OKLL6pJkyZasmSJGjRoUBE1AgC8ZA+yK/XuVB07eazEbaLComQPsldiVUDF8DrMPPDAAzp8+LAkadasWbrhhhv01ltvKSQkREuXLi3v+gAAZRTjiFGMI8bXZQAVzqOnZpfm5MmT+s9//qPGjRurTp065VVXueGp2QAAWE+5PzW7NDVr1tQVV1xxqYcBAAAoE4/CzOTJkz0+4Pz588tcDAAAgLc8CjM7d+50W96xY4fOnTunVq1aSZK+//57BQYGqmvXruVfIQAAQCk8CjMbNmxw/Xn+/PkKDw/XsmXLFBkZKUn69ddfNW7cOF1zzTUVUyUAAEAJvJ4A3LBhQyUlJaldu3Zu7d98840GDBigQ4cOlWuBl4oJwAAAWI83399e/2ie0+l0/VDebx07dkwnTpzw9nAAAACXxOswM3z4cI0bN04fffSRfvjhB/3www/68MMPdeedd+qmm26qiBoBAABK5PWt2UuWLNGUKVN022236ezZs+cPEhSkO++8U0899VS5FwgAAFCaMv9oXm5urtLT0yVJzZs3V1hYWLkWVl6YMwMAgPVUyo/mhYWFqWPHjmXdHQAAoFyU6anZCQkJ6tmzp1q0aKFmzZq5vcpTfn6+EhIS1LRpU4WGhqp58+aaO3euLvEJDAAAoArxemTmrrvu0saNGzVmzBg1aNBANputIuqSJD3xxBNavHixli1bpnbt2mnbtm0aN26cHA6HJk6cWGHvCwAArMPrMLNq1SqtXLlSvXr1qoh63HzxxRcaNmyYBg8eLElq0qSJ3nnnHW3durXC3xsAAFiD15eZIiMjVbt27YqopYiePXtq3bp1+v777yVJX331lT777DMNGjSoxH3y8vLkdDrdXgAAoOryOszMnTtXM2fO1MmTJyuiHjfTpk3TyJEj1bp1awUHB6tLly6aNGmSRo8eXeI+iYmJcjgcrldMTEyF1wkAAHzH61uzu3TpovT0dBlj1KRJEwUHB7ut37FjR7kV9+677+qhhx7SU089pXbt2iktLU2TJk3S/PnzFR8fX+w+eXl5ysvLcy07nU7FxMRwazYAABZSobdmx8XFlbUurz300EOu0RlJ6tChgw4ePKjExMQSw4zdbpfdbq+0GgEAgG95HWZmzZpVEXUU6+TJkwoIcL8SFhgYqIKCgkqrAQAA+Lcy/2heZRgyZIj++te/qnHjxmrXrp127typ+fPn64477vB1aQAAwE94PWcmICCg1N+Wyc/Pv+SiCp04cUIJCQlavny5jh49qujoaI0aNUozZ85USEiIR8fgcQYAAFiPN9/fXoeZjz/+2G357Nmz2rlzp5YtW6Y5c+bozjvv9L7iCkSYAQDAeio0zJTk7bff1nvvvVck7PgaYQYAAOvx5vvb69+ZKcnVV1+tdevWldfhAAAAPFIuYebUqVN6/vnn1bBhw/I4HAAAgMe8vpspMjLSbQKwMUYnTpxQzZo19eabb5ZrcQAAABfjdZh59tln3cJMQECA6tatq6uuukqRkZHlWhwAAMDFeB1mxo4dWwFlAAAAlI3XYebrr78utt1ms6lGjRpq3LgxjxMAAACVxusw07lzZ9dlpsK7un972Sk4OFi33nqrXnzxRdWoUaOcygQAACie13czLV++XC1bttRLL72kr776Sl999ZVeeukltWrVSm+//bb+8Y9/aP369Xr00Ucrol4AAAA3Xo/M/PWvf9Vzzz2ngQMHuto6dOigRo0aKSEhQVu3blVYWJgefPBBPf300+VaLAAAwIW8HpnZtWuXYmNji7THxsZq165dks5fijp8+PClVwcAAHARXoeZ1q1ba968eTpz5oyr7ezZs5o3b55at24tSfrxxx9Vr1698qsSAACgBF5fZlq0aJGGDh2qRo0aqWPHjpLOj9bk5+fr008/lSTt379ff/7zn8u3UgAAgGKU6UGTJ06c0FtvvaXvv/9ektSqVSvddtttCg8PL/cCLxUPmgQAwHq8+f72emRGksLDw/WnP/2pTMUBAACUpzI9aPKNN95Q7969FR0drYMHD0o6/5iDjz/+uFyLAwAAuBivw8zixYs1efJkDRo0SL/++qvy8/MlnX8A5YIFC8q7PgAAgFJ5HWYWLlyol19+WY888oiCgv53lapbt26uW7MBAAAqi9dhJiMjQ126dCnSbrfblZubWy5FAQAAeMrrMNO0aVOlpaUVaV+9erXatGlTHjUBAAB4zOu7mSZPnqwJEybo9OnTMsZo69ateuedd5SYmKhXXnmlImoEAAAokddh5q677lJoaKgeffRRnTx5Urfddpuio6P13HPPaeTIkRVRIwAAQInK9KN5hU6ePKmcnBxFRUWVZ03lih/NAwDAerz5/vZ6zsypU6d08uRJSVLNmjV16tQpLViwQElJSWWrFgAA4BJ4HWaGDRum119/XZJ0/PhxXXnllXrmmWc0bNgwLV68uNwLBAAAKI3XYWbHjh265pprJEkffPCB6tevr4MHD+r111/X888/X+4FAgAAlMbrMHPy5EnXAyWTkpJ00003KSAgQFdffbXr0QYAAACVxesw06JFC61YsUJZWVlas2aNBgwYIEk6evQoE2wBAECl8zrMzJw5U1OmTFGTJk101VVXqUePHpLOj9IU98vAAAAAFalMt2YfOXJEhw8fVqdOnRQQcD4Pbd26VREREWrdunW5F3kpuDUbAADr8eb72+sfzZOk+vXrq379+m5tV155ZVkOBQAAcEm8vswEAADgTwgzAADA0ggzAADA0vw+zPz444/64x//qMsvv1yhoaHq0KGDtm3b5uuyAACAnyjTBODK8uuvv6pXr17q16+fVq1apbp162rv3r2KjIz0dWkAAMBP+HWYeeKJJxQTE6PXXnvN1da0aVMfVgQAAPyNX19m+uSTT9StWzeNGDFCUVFR6tKli15++eVS98nLy5PT6XR7AQCAqsuvw8z+/fu1ePFitWzZUmvWrNG9996riRMnatmyZSXuk5iYKIfD4XrFxMRUYsUAAKCylekXgCtLSEiIunXrpi+++MLVNnHiRKWmpurLL78sdp+8vDzl5eW5lp1Op2JiYvgFYAAALMSbXwD265GZBg0aqG3btm5tbdq0UWZmZon72O12RUREuL0AAEDV5ddhplevXtqzZ49b2/fff6/Y2FgfVQQAAPyNX4eZv/zlL9q8ebP+9re/ad++fXr77bf10ksvacKECb4uDQAA+Am/DjPdu3fX8uXL9c4776h9+/aaO3euFixYoNGjR/u6NAAA4Cf8egJwefBmAhEAAPAPVWYCMAAAwMUQZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKVZKszMmzdPNptNkyZN8nUpQIVZu3+t2i5qq7X71/q6FACwBMuEmdTUVL344ovq2LGjr0sBKowxRjPWzdDun3drxroZMsb4uiQA8HuWCDM5OTkaPXq0Xn75ZUVGRvq6HKDCJKUnKfVQqiQp9VCqktKTfFwRAPg/S4SZCRMmaPDgwerfv/9Ft83Ly5PT6XR7AVZgjFHChgQF2gIlSYG2QCVsSGB0BgAuwu/DzLvvvqsdO3YoMTHRo+0TExPlcDhcr5iYmAquECgfhaMy+SZfkpRv8hmdAQAP+HWYycrK0gMPPKC33npLNWrU8Gif6dOnKzs72/XKysqq4CqBS3fhqEwhRmcA4OJsxo//llyxYoWGDx+uwMD//QWfn58vm82mgIAA5eXlua0rjtPplMPhUHZ2tiIiIiq6ZKBM1uxboxveuqHE9atHr9bAFgMrsSIA8C1vvr+DKqmmMrnuuuu0a9cut7Zx48apdevWmjp16kWDDGAFhaMyAQpQgQqKrA9QgBI2JGhA8wGy2Ww+qBAA/Jtfh5nw8HC1b9/erS0sLEyXX355kXbAqs7kn1FmdmaxQUaSClSgLGeWzuSfkT3IXsnVAYD/8+swA1QH9iC7Uu9O1bGTx0rcJiosiiADACWwXJhJSUnxdQlAuYtxxCjGwZ13AFAWfn03EwAAwMUQZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKURZgAAgKX5fZhJTExU9+7dFR4erqioKMXFxWnPnj2+LgsAAPgJvw8zGzdu1IQJE7R582YlJyfr7NmzGjBggHJzc31dGgAA8AM2Y4zxdRHeOHbsmKKiorRx40Zde+21F93e6XTK4XAoOztbERERlVAhAAC4VN58fwdVUk3lJjs7W5JUu3btYtfn5eUpLy/Ptex0OiulLgAA4Bt+f5nptwoKCjRp0iT16tVL7du3L3abxMREORwO1ysmJqaSqwQAAJXJUpeZ7r33Xq1atUqfffaZGjVqVOw2xY3MxMTEcJkJAAALqZKXme677z59+umn2rRpU4lBRpLsdrvsdnslVgYAAHzJ78OMMUb333+/li9frpSUFDVt2tTXJQEAAD/i92FmwoQJevvtt/Xxxx8rPDxcR44ckSQ5HA6Fhob6uDoAAOBrfj9nxmazFdv+2muvaezYsRfdn1uzAQCwnio1Z8bPsxYAAPAxS92aDQAAcCHCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCDAAAsDTCzCVYu3+t2i5qq7X71/q6FAAAqi3CTBkZYzRj3Qzt/nm3ZqybwQMxAQDwEcJMGSWlJyn1UKokKfVQqpLSk3xcEQAA1RNhpgyMMUrYkKBAW6AkKdAWqIQNCYzOAADgA4SZMigclck3+ZKkfJPP6AwAAD5CmPHShaMyhRidAQDANwgzXrpwVKYQozMAAPgGYcYLhaMyASV0W4ACGJ0BAKCSEWa8cCb/jDKzM1WggmLXF6hAWc4snck/U8mVAQBQfQX5ugArsQfZlXp3qo6dPFbiNlFhUbIH2SuxKgAAqjfCjJdiHDGKccT4ugwAAPD/cZkJAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYWpX/BeDChz46nU4fVwIAADxV+L3tycObq3yYOXHihCQpJoZHEAAAYDUnTpyQw+EodRub8STyWFhBQYEOHTqk8PBw2Wy2cj220+lUTEyMsrKyFBERUa7HrmroK8/RV56jrzxHX3mOvvJcRfaVMUYnTpxQdHS0AgJKnxVT5UdmAgIC1KhRowp9j4iICE54D9FXnqOvPEdfeY6+8hx95bmK6quLjcgUYgIwAACwNMIMAACwNMLMJbDb7Zo1a5bsdruvS/F79JXn6CvP0Veeo688R195zl/6qspPAAYAAFUbIzMAAMDSCDMAAMDSCDMAAMDSCDMAAMDSCDMl2LRpk4YMGaLo6GjZbDatWLHiovukpKToiiuukN1uV4sWLbR06dIKr9MfeNtXKSkpstlsRV5HjhypnIJ9KDExUd27d1d4eLiioqIUFxenPXv2XHS/999/X61bt1aNGjXUoUMH/etf/6qEan2rLH21dOnSIudVjRo1Kqli31m8eLE6duzo+uGyHj16aNWqVaXuUx3PKcn7vqqu51Rx5s2bJ5vNpkmTJpW6nS/OLcJMCXJzc9WpUyctWrTIo+0zMjI0ePBg9evXT2lpaZo0aZLuuusurVmzpoIr9T1v+6rQnj17dPjwYdcrKiqqgir0Hxs3btSECRO0efNmJScn6+zZsxowYIByc3NL3OeLL77QqFGjdOedd2rnzp2Ki4tTXFycvvnmm0qsvPKVpa+k879E+tvz6uDBg5VUse80atRI8+bN0/bt27Vt2zb9/ve/17Bhw/Ttt98Wu311Pack7/tKqp7n1IVSU1P14osvqmPHjqVu57Nzy+CiJJnly5eXus3DDz9s2rVr59Z26623moEDB1ZgZf7Hk77asGGDkWR+/fXXSqnJnx09etRIMhs3bixxm1tuucUMHjzYre2qq64y48ePr+jy/IonffXaa68Zh8NReUX5scjISPPKK68Uu45zyl1pfcU5ZcyJEydMy5YtTXJysunTp4954IEHStzWV+cWIzPl5Msvv1T//v3d2gYOHKgvv/zSRxX5v86dO6tBgwa6/vrr9fnnn/u6HJ/Izs6WJNWuXbvEbTi3zvOkryQpJydHsbGxiomJuei/uKui/Px8vfvuu8rNzVWPHj2K3YZz6jxP+krinJowYYIGDx5c5Jwpjq/OrSr/oMnKcuTIEdWrV8+trV69enI6nTp16pRCQ0N9VJn/adCggZYsWaJu3bopLy9Pr7zyivr27astW7boiiuu8HV5laagoECTJk1Sr1691L59+xK3K+ncqg5zjAp52letWrXSq6++qo4dOyo7O1tPP/20evbsqW+//bbCHzjra7t27VKPHj10+vRp1apVS8uXL1fbtm2L3ba6n1Pe9FV1Pqck6d1339WOHTuUmprq0fa+OrcIM6h0rVq1UqtWrVzLPXv2VHp6up599lm98cYbPqysck2YMEHffPONPvvsM1+X4vc87asePXq4/Qu7Z8+eatOmjV588UXNnTu3osv0qVatWiktLU3Z2dn64IMPFB8fr40bN5b4JV2dedNX1fmcysrK0gMPPKDk5GS/n/RMmCkn9evX108//eTW9tNPPykiIoJRGQ9ceeWV1epL/b777tOnn36qTZs2XfRfdyWdW/Xr16/IEv2GN311oeDgYHXp0kX79u2roOr8R0hIiFq0aCFJ6tq1q1JTU/Xcc8/pxRdfLLJtdT+nvOmrC1Wnc2r79u06evSo24h5fn6+Nm3apBdeeEF5eXkKDAx028dX5xZzZspJjx49tG7dOre25OTkUq/D4n/S0tLUoEEDX5dR4Ywxuu+++7R8+XKtX79eTZs2veg+1fXcKktfXSg/P1+7du2qFufWhQoKCpSXl1fsuup6TpWktL66UHU6p6677jrt2rVLaWlprle3bt00evRopaWlFQkykg/PrQqdXmxhJ06cMDt37jQ7d+40ksz8+fPNzp07zcGDB40xxkybNs2MGTPGtf3+/ftNzZo1zUMPPWR2795tFi1aZAIDA83q1at99REqjbd99eyzz5oVK1aYvXv3ml27dpkHHnjABAQEmLVr1/rqI1Sae++91zgcDpOSkmIOHz7sep08edK1zZgxY8y0adNcy59//rkJCgoyTz/9tNm9e7eZNWuWCQ4ONrt27fLFR6g0ZemrOXPmmDVr1pj09HSzfft2M3LkSFOjRg3z7bff+uIjVJpp06aZjRs3moyMDPP111+badOmGZvNZpKSkowxnFO/5W1fVddzqiQX3s3kL+cWYaYEhbcPX/iKj483xhgTHx9v+vTpU2Sfzp07m5CQENOsWTPz2muvVXrdvuBtXz3xxBOmefPmpkaNGqZ27dqmb9++Zv369b4pvpIV10+S3M6VPn36uPqu0D//+U/zu9/9zoSEhJh27dqZlStXVm7hPlCWvpo0aZJp3LixCQkJMfXq1TM33nij2bFjR+UXX8nuuOMOExsba0JCQkzdunXNdddd5/pyNoZz6re87avqek6V5MIw4y/nls0YYyp27AcAAKDiMGcGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGQLk5cOCAbDab0tLSfF2Kx2bPnq3OnTu7lseOHau4uDif1QPAezw1G0C5iYmJ0eHDh1WnTh1fl1Jmzz33nDz9YfSxY8fq+PHjWrFiRcUWBaBUhBkA5eLMmTMKCQlR/fr1K/29jTHKz89XUNCl/5XmcDjKoSIAlYnLTACK6Nu3r+677z7dd999cjgcqlOnjhISEtxGLJo0aaK5c+fq9ttvV0REhO65554il5lSUlJks9m0Zs0adenSRaGhofr973+vo0ePatWqVWrTpo0iIiJ022236eTJk65jFxQUKDExUU2bNlVoaKg6deqkDz74wLW+8LirVq1S165dZbfb9dlnnyk9PV3Dhg1TvXr1VKtWLXXv3l1r16716rNfeJnpgw8+UIcOHRQaGqrLL79c/fv3V25urmbPnq1ly5bp448/ls1mk81mU0pKiiRp6tSp+t3vfqeaNWuqWbNmSkhI0NmzZ73/DwHAI4zMACjWsmXLdOedd2rr1q3atm2b7rnnHjVu3Fh33323a5unn35aM2fO1KxZs0o91uzZs/XCCy+oZs2auuWWW3TLLbfIbrfr7bffVk5OjoYPH66FCxdq6tSpkqTExES9+eabWrJkiVq2bKlNmzbpj3/8o+rWras+ffq4jjtt2jQ9/fTTatasmSIjI5WVlaUbb7xRf/3rX2W32/X6669ryJAh2rNnjxo3bux1Hxw+fFijRo3Sk08+qeHDh+vEiRP697//LWOMpkyZot27d8vpdOq1116TJNWuXVuSFB4erqVLlyo6Olq7du3S3XffrfDwcD388MNe1wDAAxX+XG4AltOnTx/Tpk0bU1BQ4GqbOnWqadOmjWs5NjbWxMXFue2XkZFhJJmdO3caY4zZsGGDkWTWrl3r2iYxMdFIMunp6a628ePHm4EDBxpjjDl9+rSpWbOm+eKLL9yOfeedd5pRo0a5HXfFihUX/Szt2rUzCxcuLHH9rFmzTKdOnVzL8fHxZtiwYcYYY7Zv324kmQMHDhS772+3Lc1TTz1lunbtetHtAJQNIzMAinX11VfLZrO5lnv06KFnnnlG+fn5CgwMlCR169bNo2N17NjR9ed69eq5Lr/8tm3r1q2SpH379unkyZO6/vrr3Y5x5swZdenSxa3twvfPycnR7NmztXLlSh0+fFjnzp3TqVOnlJmZ6VGdF+rUqZOuu+46dejQQQMHDtSAAQN08803KzIystT93nvvPT3//PNKT09XTk6Ozp07p4iIiDLVAODiCDMAyiwsLMyj7YKDg11/ttlsbsuFbQUFBZLOBxJJWrlypRo2bOi2nd1uL/X9p0yZouTkZD399NNq0aKFQkNDdfPNN+vMmTOefaALBAYGKjk5WV988YWSkpK0cOFCPfLII9qyZYuaNm1a7D5ffvmlRo8erTlz5mjgwIFyOBx699139cwzz5SpBgAXR5gBUKwtW7a4LW/evFktW7Z0jcpUlLZt28putyszM9NtfownPv/8c40dO1bDhw+XdD4YHThw4JLqsdls6tWrl3r16qWZM2cqNjZWy5cv1+TJkxUSEqL8/Hy37b/44gvFxsbqkUcecbUdPHjwkmoAUDrCDIBiZWZmavLkyRo/frx27NihhQsXVsroQnh4uKZMmaK//OUvKigoUO/evZWdna3PP/9cERERio+PL3Hfli1b6qOPPtKQIUNks9mUkJDgGvEpiy1btmjdunUaMGCAoqKitGXLFh07dkxt2rSRdP6OrjVr1mjPnj26/PLL5XA41LJlS2VmZurdd99V9+7dtXLlSi1fvrzMNQC4OMIMgGLdfvvtOnXqlK688koFBgbqgQce0D333FMp7z137lzVrVtXiYmJ2r9/vy677DJdccUVmjFjRqn7zZ8/X3fccYd69uypOnXqaOrUqXI6nWWuIyIiQps2bdKCBQvkdDoVGxurZ555RoMGDZIk3X333UpJSVG3bt2Uk5OjDRs2aOjQofrLX/6i++67T3l5eRo8eLASEhI0e/bsMtcBoHQ2Yzz8qUsA1Ubfvn3VuXNnLViwwNelAMBF8aN5AADA0ggzAADA0rjMBAAALI2RGQAAYGmEGQAAYGmEGQAAYGmEGQAAYGmEGQAAYGmEGQAAYGmEGQAAYGmEGQAAYGn/D3e9W0o1fLjEAAAAAElFTkSuQmCC",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -197,7 +197,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 4,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
@@ -209,9 +209,9 @@
"outputs": [
{
"data": {
- "image/png": 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lZmYVV/SNaczMbJgpJRFIOkXS45Iek3SlpDXLiMPMzEpIBJImACcCzRGxPTAWOKLoOMzMLJPnDmVbA2cB2wH//cs9IrYaZLtrSVoBNAAvD+JYZmY2CHnOCC4F/gl4D5gCXE6aWbwqIuIl4DxgPrAQeCsibqqtJ6lVUoekjsWLF69qc2Zm1o88iWCtiLgFUETMi4gzgE+vaoOS1gcOAbYENgPGSTqqtl5EtEVEc0Q0NzY2rmpzZmbWjzyJ4B1JY4BnJB0v6bPA2oNo81PA8xGxOCJWANcBfzGI45mZ2SDkSQQnkfXjnwjsAhwFfHEQbc4HPi6pQZKAfYEnB3E8MzMbhDyJoCkilkXEgog4JiIOA1Z5nduIuI/s1pcPAo+mGNpW9XhmZjY4eRLBtJxluUXE6RGxbURsHxFfiIh3BnM8MzNbdb1ePirpr4ADgQmSLuj20rpkVxCZmdko0Nc8gpeBDrJ7EczpVr4UOKWeQZmZWXH6umfxw8DDkn6a6k2MiKcLi8zMzAqRZ4zgAGAu8GsASTtK+mU9gzIzs+LkSQRnALsCbwJExFyyyWBmZjYK5EkEKyLirZqyqEcwZmZWvDw3pnlc0ueBsWkBuhOBu+sblpmZFSXPGcEJwEeBd4AryW5ZeXIdYzIzswLluWfxcmB6epiZ2SiT534Et9HDmEBE7FOXiMzMrFB5xgi+2m17TeAwPLPYzGzUyNM1NKem6LeS7q9TPGZmVrA8XUMbdNsdQ7YU9Xp1i8jMzAqVp2toDtkYgci6hJ4HjqtnUGZmVpw8XUOeRWxmNorl6Rr6XF+vR8R1A21U0njgYmB7srONYyPinoEex8zMBi9P19BxZPcUvjXtTyGbWbyY7Et8wIkA+AHw64g4XNIaZLfCNDOzEuRJBKsD20XEQgBJmwKzIuKYVWlQ0nrAXsBUgIh4F3h3VY5lZmaDl2eJiS06k0DyKoO4ZzHZyqWLgUslPSTpYknjaitJapXUIalj8eLFg2jOzMz6kicR3CLpRklTJU0FfgXcPIg2VwN2Bv4pInYC3ga+XlspItoiojkimhsbGwfRnJmZ9SXPVUPHpwHjT6Sitoi4fhBtLgAWRMR9af8aekgEZmZWjDxjBJ1XBq3KoHBPx3pF0ouSJqdbX+4LPDEUxzYzs4HrNRFIuisi9pS0lJUXnRMQEbHuINo9AWhPVww9B6zSwLOZmQ1eXzev3zM9rzPUjabbXTYP9XHNzGzg+h0slvSTPGVmZjYy5blq6KPddyStRrbwnJmZjQK9JgJJ09L4wA6SlkhamvZfBf61sAjNzKyuek0EEXFWGh84NyLWjYh10mPDiJhWYIxmZlZHebqGpks6StK3ACRtIWnXOsdlZmYFyZMIfgjsDnw+7S9LZWZmNgrkmVC2W0TsLOkhgIj4z3T9v5mZjQJ5zghWSBpLmlQmqRF4v65RmZlZYfIkgguA64GNJc0A7gLOrGtUZmZWmDyLzrVLmkO2JpCAQyPiybpHZmZmhci76NxTwFN1jsXMzEqQp2vIzMxGMScCM7OKcyIwM6s4JwIzs4orLRFIGptuXn9DWTHYCNXeDk1NMGZM9tzeXnZEZiNarquG6uQk4ElgMHc6s6ppb4fWVli+PNufNy/bB2hpKS8usxGslDMCSZsDnwYuLqN9G8GmT+9KAp2WL8/KzWyVlNU19H3gVPpYqkJSq6QOSR2LFy8uLDAb5ubPH1i5mfWr8EQg6SBgUUTM6ateRLRFRHNENDc2NhYUnQ17EycOrNzM+lXGGcEewGckvQBcBewj6YoS4rCRaMYMaGhYuayhISs3s1VSeCKIiGkRsXlENAFHALdGxFFFx2EjVEsLtLXBpEkgZc9tbR4oNhuEMq8aMls1LS3+4jcbQqUmgoi4Hbi9zBjMzKrOM4vNzCrOicDMrOKcCMzMKs6JwMys4pwIzMwqzonAzKzinAjMzCrOicDMrOKcCMzMKs6JwMys4pwIzMwqzonAzKzinAjMzCrOicDMrOKcCMzMKq6MexZvIek2SU9IelzSSUXHYGZmXcq4Mc17wFci4kFJ6wBzJM2OiCdKiMXMrPLKuGfxwoh4MG0vBZ4EJhQdh5mZZUodI5DUBOwE3FdmHGZmVVZaIpC0NnAtcHJELOnh9VZJHZI6Fi9eXHyAZmYVUUoikLQ6WRJoj4jreqoTEW0R0RwRzY2NjcUGaGZWIWVcNSTgEuDJiPhe0e2bmdnKyjgj2AP4ArCPpLnpcWAJcZiZGSVcPhoRdwEqul0zM+uZZxabmVWcE4GZWcU5EZiZVZwTgZlZxTkRjBTt7dDUBGPGZM/t7WVHZGajRBmLztlAtbdDayssX57tz5uX7QO0tJQXl5mNCj4jGAmmT+9KAp2WL8/KzcwGyYlgJJg/f2DlZmYD4EQwEkycOLByM7MBcCIYCWbMgIaGlcsaGrJyM7NBciIYCVpaoK0NJk0CKXtua/NAsZkNCV81NFK0tPiL38zqwmcEZmYV50RgZlZxTgRmZhXnRGBmVnFl3bP4AElPS3pW0tfLiMHMzDJl3LN4LPBD4K+A7YAjJW1XdBxmZpYp44xgV+DZiHguIt4FrgIOKSEOMzOjnHkEE4AXu+0vAHarrSSpFUhLbPKOpMcKiG0k2Ah4rewghgl/Fl38WXTxZ9Flcp5Kw3ZCWUS0AW0AkjoiornkkIYFfxZd/Fl08WfRxZ9FF0kdeeqV0TX0ErBFt/3NU5mZmZWgjETwALC1pC0lrQEcAfyyhDjMzIwSuoYi4j1JxwM3AmOBmRHxeD9va6t/ZCOGP4su/iy6+LPo4s+iS67PQhFR70DMzGwY88xiM7OKcyIwM6u4YZ0IvBRFF0kzJS2q+nwKSVtIuk3SE5Iel3RS2TGVRdKaku6X9HD6LL5TdkxlkzRW0kOSbig7ljJJekHSo5Lm5rmEdNiOEaSlKH4H7Ec26ewB4MiIeKLUwEoiaS9gGXB5RGxfdjxlkbQpsGlEPChpHWAOcGgV/7+QJGBcRCyTtDpwF3BSRNxbcmilkfR/gWZg3Yg4qOx4yiLpBaA5InJNrBvOZwReiqKbiLgTeKPsOMoWEQsj4sG0vRR4kmy2euVEZlnaXT09hucvuwJI2hz4NHBx2bGMNMM5EfS0FEUl/8FbzyQ1ATsB95UcSmlSV8hcYBEwOyIq+1kA3wdOBd4vOY7hIICbJM1Jy/X0aTgnArNeSVobuBY4OSKWlB1PWSLiTxGxI9kM/V0lVbLbUNJBwKKImFN2LMPEnhGxM9kqz3+fupZ7NZwTgZeisB6l/vBrgfaIuK7seIaDiHgTuA04oORQyrIH8JnUN34VsI+kK8oNqTwR8VJ6XgRcT9bV3qvhnAi8FIV9QBogvQR4MiK+V3Y8ZZLUKGl82l6L7MKKp0oNqiQRMS0iNo+IJrLvilsj4qiSwyqFpHHpQgokjQP2B/q82nDYJoKIeA/oXIriSeDqHEtRjFqSrgTuASZLWiDpuLJjKskewBfIfvHNTY8Dyw6qJJsCt0l6hOyH0+yIqPRlkwbAJsBdkh4G7gd+FRG/7usNw/byUTMzK8awPSMwM7NiOBGYmVWcE4GZWcU5EZiZVZwTgZlZxTkRWGkkfaNm/+46tLHjUF5eOtAYJS3rv1af7//MUK68K2m8pL/LWXdQsdvI4ctHrTSSlkXE2nVuYyrZKozH17OdPtpf5b9R0mppPs1QxtME3JBnBdsi/vvY8OAzAqs7SUeldfPnSvpxWijtbGCtVNae6i1Lz5J0UboXxc2S/l3S4em1FyRtlLabJd2etselezbcn9ajPyTNSP8H4G9SO38jaVdJ96Q6d0ua3EvMX5P0gKRHuq/z3/1Xcm91ejjWjHTPgHslbZLKmiTdmt57i6SJqXyWpH+WdB9wjqSpki5Kr83t9viDpE9K2kDSL9Jx7pW0Q6p7Rvo8bpf0nKQTUzhnAx9OxzhX0tqp/QeVrV9f2RV+Ky0i/PCjbg/gz4F/A1ZP+z8Cvpi2l9XUXZaePwfMBsYCmwFvAoen114ANkrbzcDtaftM4Ki0PZ7sXhbjgKnARd3aWBdYLW1/Cri2h5j3J7vpt8h+LN0A7FUTY691ao4VwMFp+xzgm2n734Cj0/axwC/S9qx0rLFpf6X4U9nBwG/Ilp2+EDg9le8DzE3bZwB3Ax8CNgJeT/WbgMe6HWs1srX7SfWepaunYFnt3+PH6Hys1mN2MBs6+wK7AA9kywSxFtmSyX3ZC7gyIv4EvCzp1hzt7E+26NhX0/6awMQe6q0HXCZpa7Iv6dV7Odb+wENpf21ga+DOAdYBeJfsix2ym+jsl7Z3J0t4AD8hSxKdfp7+9g9IcZ8LTImIFZL2BA4DiIhbJW0oad1U/VcR8Q7wjqRFZEsPfOCQwJnKVqd8n2yp902AV3pq30YnJwKrNwGXRcS0ITree3R1aa5Z085hEfH0So1Lu9W8/7vAbRHx2dRffnsPbQg4KyJ+3EcceeoArIiIzoG4P5Hv39zbPTaYLb19NfCliFiY4zjvdNvure0WoBHYJSWWF1j5c7UK8BiB1dstwOGSNgZIfdqT0msrlC0pXetOsn79scpuTTml22svkJ1hQPolnNwInKB02iFpp1S+FFinW7316FrOfGovMd8IHJu+eJE0oTP+Adbpy91kq2RC9mX8mxzvmQlcGhHd6/4mvR9JewOvRd/3Z+jp81iUksAUYFLPb7PRzInA6iqyewl/k+xuSY+Q9f1vml5uAx7pHCzu5nrgGeAJ4HKyVVc7fQf4gbIbcnfvPvkuWTfPI5IeT/uQrdG/XedgMVkXzFmSHqKXX+cRcRPwU+AeSY8C19D15Rk56uRxAnBM+ky+AJzUV+WUPA8nSz6dA8bNZGMBu6TjnA0c3ddxIuJ14LeSHpN0LtAONKe/4YtUdBnrqvPlozbsSZpFdsnjNSXHsSHwYET4V7ONKj4jMMtB0mZkZybnlR2L2VDzGYGZWcX5jMDMrOKcCMzMKs6JwMys4pwIzMwqzonAzKzi/gt1Ct9gAkp4egAAAABJRU5ErkJggg==\n",
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",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -250,7 +250,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 5,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
@@ -262,9 +262,9 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -305,7 +305,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 6,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
@@ -317,9 +317,9 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -363,7 +363,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 7,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
@@ -379,15 +379,15 @@
"Text(0, 0.5, 'eje y')"
]
},
- "execution_count": 8,
+ "execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -426,7 +426,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 8,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
@@ -438,9 +438,9 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -485,7 +485,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 9,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
@@ -497,9 +497,9 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -662,7 +662,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 10,
"metadata": {
"id": "U8QJQ1IoKWDb"
},
@@ -683,7 +683,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 11,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
@@ -695,9 +695,9 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -747,7 +747,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 12,
"metadata": {
"colab": {
"background_save": true
@@ -758,9 +758,9 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -830,11 +830,22 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 13,
"metadata": {
"id": "PAuRIM5zYD3F"
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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/ubm5UWolQRBK5ODBg5g+fTqOHj3ao+JzJFwIQn0oSrxkZ2fjhRdewH/+8x/85z//QW5uLmbNmoU9e/aEfc+KFSvgdDo7fkpKSqLYYoIglERBQQHy8/NRXV3dbfG5jz/+GIsXL45yCwmCiASKyjYaNWoURo0a1fF65syZOH78OJ588kn861//Cvkeq9UKq9UarSYSBKFQNmzYgJ/85Cfd1nBJTEzEp59+imnTpkW5hQRBRApFeV5Cce655+LYsWNyN4MgCAXz6quv4qqrroLX6+1SuAwYMACFhYUkXAhC5ShevBQVFSE7O1vuZhAEoUAEQcCjjz6Km266CcFgsMvic2PHjsXOnTsxfPjwKLeSIIhII+m2kdvtFnlNTp48iaKiIqSkpGDQoEFYsWIFysrK8PrrrwMAnnrqKQwdOhTjxo1Da2srXn75ZXz++ef49NNPpWwmQRAqJBAI4Pbbb++2FIPRaMSFF16I999/H4mJiVFqHUEQUiKpeNm1axcuueSSjtfLly8HANxwww1YtWoVKioqUFxc3PF7r9eLO++8E2VlZbDb7Zg4cSI+++wz0WcQBEG0trZi8eLFWLduXbf3/uQnP8Hrr79OsXEEoSEMQnfVm1SGy+WCw+GA0+mkVRZBaBCn04kFCxbgq6++6raGy+23346//e1vMBoVv0NOELqnN/O3orKNCIIguqK8vBxz587F4cOHuxUujz32GP7whz/AYDBEqXUEQUQLEi8EQaiCI0eO4NJLL0VVVVWXxecMBgNee+01LFmyJMotJAgiWpB4IQhC8RQWFmLevHlobGwMK1yMRiMsFgvee++9Ph1LQhCEeiDxQhCEotm4cSOuvvrqbmu4JCQkYNOmTZgxY0aUW0gQRLShKDaCIBTL66+/jgULFsDj8YQVLmazGVlZWdixYwcJF4LQCSReCIJQHIIg4PHHH8cNN9yAQCDQZfG5kSNHorCwUHS0CEEQ2obEC0EQiiIYDOJ3v/sd7rrrri7vMxqNmDlzJr7++mvk5OREqXUEQSgBinkhCEIxeDweLFmyBG+//XaX9xkMBixcuBBr1qyBzWaLUusIglAK5HkhCEIRuFwuzJ8/H++++26399566614++23SbgQhE4h8UIQhOxUVVXhggsuwH//+99ui889+uijeOaZZ2AymaLUOoIglAZtGxEEISvHjh3D7NmzUVZW1mXxOQB46aWXcNNNN0WzeQRBKBASLwRByMauXbtw2WWXweVydVl8zmw2491338WCBQui3EKCIJQIiReCIGTh008/xVVXXQWfzxdWuJhMJsTFxWHjxo2YOXNmlFtIEIRSoZgXgiCizpo1a3DFFVfA6/WGFS5msxkZGRnYsWMHCReCIESQeCEIIqr87W9/w/XXX49AINBluf9hw4ahsLAQY8aMiXILCYJQOiReCIKICsFgEL///e9x5513dnmf0WjEueeei4KCAgwcODBKrSMIQk1QzAtBEJLj8/mwdOlSrF27tsv7DAYDfvCDH+DNN99EbGxslFpHEITaIM8LQRCS4na7ccUVV+Df//53t/fefPPNeO+990i4EATRJSReCIKQjOrqalx44YX44osvwh6u2M4DDzyAF154gYrPEQTRLbRtRBCEJJw4cQKzZ89GSUlJt8Xnnn/+efzqV7+KZvMIglAxJF4Igog4e/fuxdy5c9HQ0NBl8TmTyYS33noLP/rRj6LcQoIg1AyJF4IgIsrnn3+OBQsWwOPxdFl8zm6346OPPsKFF14Y5RYSBKF2KOaFIIiI8dZbb2HevHlobW3tUrikpaXh66+/JuFCEESfIPFCEESPuPfee/Hoo4+G/f3f//53XHfddfD7/V0Wnxs6dCgKCwsxfvx4qZpKEITGoW0jgiC6paqqCn/+858RCARgs9lEheYEQcCKFSvw2GOPdfkZRqMR55xzDjZu3IjU1FSpm0wQhIYhzwtBEN2yevXqjlTn3//+93jjjTcAnC0+151wMRgMmD9/PrZu3UrChSCIfkOeF4IgukQQBLzwwguiraClS5ciLi4OL774Ij755JNuP2Pp0qV48cUXYTaTySEIov+QJSEIoku2b9+OkydPiq4Fg0FcffXVMJlM3Rafu+eee/Dwww931HQhCILoLyReCILokpdeeglmsxl+v7/jWrtgCZdRBLRtFf3jH//AbbfdJnkbCYLQFyReCIIIS319Pd555x2RcOkOo9EIo9GItWvX4pprrpGwdQRB6BUSLwRBhGXNmjXw+Xw9vt9kMsFms+HDDz/EJZdcImHLCILQMyReCIIIiSAIeP7553t8v9lsRlJSEj777DNMmjRJwpYRBKF3SLwQBBGS3bt34/vvv+/x/cFgEDNnzsSECRMkbBVBEATVeSEIIgztgbo9JRgM4sMPP8Qdd9zRbQYSQRBEfyDxQhAEh9vtxhtvvNGrQF2gbavpH//4R7dF6wiCIPoDiReCIDjeeecdNDc39/n9K1aswJo1ayLYIoIgiLOQeCEIguOFF16A0dh782AymTr+XVhYGMkmEQRBdEABuwRBiPj+++97JTxMJhMCgQDi4+Nx2WWXYf78+Zg3bx4GDRokYSsJgtAzJF4IghDx8ssvdwiSULRX2zUYDJg6dSquvPJKzJs3D9OnT6eziwiCiApkaQiC6MDj8eC1114TCZf27aNgMIisrCxcccUVmD9/PmbPno2UlBS5mkoQhI4h8UIQRAcffPABGhoaYDAYIAgCrFYrLrroIlxxxRWYN28eRo8eTQcsEgQhOyReCILowGw2Y8qUKbj00ksxb948XHjhhbDZbHI3iyAIQoSk2Ubbt2/HggULkJOTA4PBgPXr13f7nq1bt+Kcc86B1WrF8OHDsWrVKimb2GOqXK0IBKnwFqFtfvSjH2HPnj3461//irlz55JwIQiCw+MP4Fi1W9Y2SOp5aWpqwqRJk/CLX/wCV199dbf3nzx5EldeeSV+/etfY82aNdiyZQt++ctfIjs7G/PmzZOyqd2y+OWdqHK2YvKgJFwyKgM/mzEIthhT928kekwgKGDd3jJ8eqASrlYfxmQnYkn+EAxNi5O7aZpjf5kTa3aexvGaJmQkWPHDSTmYOzaTtoQijLPZh3/tOIWdJ+sAAPnDUvHz8wYjwRYjc8u0hSAI2Li/Ehu+LccZtxcjMuNx/XmDMTorUe6maY6DFS787q0i1Dd78ckdFyHJbpGlHQYhSnW8DQYD1q1bh4ULF4a956677sJHH32E/fv3d1z76U9/ioaGBmzatCnkezweDzweT8drl8uF3NxcOJ1OJCZGZuDWN3kx5eHNomvDM+Lx6g3TMSjVHpHv0DsNzV7c8q/dKPw/I9+O1WzE//vRBPx46kCZWqY9nv3iGJ749DBYR+KVE7LxxLWTSJRHiH0lDbjlX7tQ5fKIrg9IisXLN0zDmGyaWCNBizeA3/57Dz47WC26bjYacPflo/HLC/Nkapn2WLuzGA9+cADeQBAAsGBSDv5x3ZSIfb7L5YLD4ejR/K2oInUFBQWYM2eO6Nq8efNQUFAQ9j0rV66Ew+Ho+MnNzY14u3afrueuHat2Y8mrO1Hf5I349+kNjz+Am1/fxQmXtt8F8Yd392Hz91UytEx7rP76FP7yCS9cAOCj7yrwx3e/pXOJIsDpM01Y+lohJ1wAoKyhBUteLURZQ4sMLdMWwaCA/3lzLydcAMAfFPDIRwfx9q4SGVqmPT7cV44/rfuuQ7i0X/tgX7ks7VGUeKmsrERmZqboWmZmJlwuF1paQj/oK1asgNPp7PgpKYn8QD1c1Rjy+qkzzbjv/f0hf0f0nGc+P4ZvTvECsZ2gANz5dhFqGvmJgOg5hysb8fCGrk+J/mBfOd7ZVRqlFmmTYFDAHW8Vob7ZF/aemkYPfv/2PhKK/eT1glPdLmzuXb8fp2qbotQibVLe0IK7//Mtd310VgJGZMTL0CKFiZe+YLVakZiYKPqJNLddMhyFf5qNv183BcPSxfEXG76twH+P1kT8O/XCiRo3Xth2XHQtLd6K84eniq65Wv1Y+fHBaDZNUwiCgPvW74efcbnMGZOBOIt4m+j/bTyIhmbyKPaVN78pwd7iBtG10VkJGJkpNvIFJ87g/SJ5Vq1aoLqxFX/99IjoWqLNjEtGpYuuef1B3P/BgWg2TXM8vOF7NHnFRStvumAo3l92vmzbn4oSL1lZWaiqEqvoqqoqJCYmIjY2VqZWtZGRaMMPJ+Vg7c3nIckuDrZ74tMjtILqI//4/Bh8gbN9ZzYasOrG6Xjjphm4ckK26N51RWWyR7irlf8erUXhKfG23K8uysPLN0zHUz8V71k3NPvw6lenotg67eDxB/CPz4+Krg1Ni8O7t87EO7+eiQFJYjv21GdH4O/khid6zovbTsDtEZ96/tziqXjtxnOxJH+w6Pr2IzXYdYrflia6Z3+ZExv3V4qu/ficgbj3yjGwmuWLj1OUeMnPz8eWLVtE1zZv3oz8/HyZWsSTmWjDXfNHi64VlTTg6+NnZGqReik+04z3i8pE135xwVCMH+CAwWDAgz8ch3jr2YQ4QQCe33qc/RiiBzzzxTHR64HJsfjd3JEAgLljM3H5+CzR71/76iQ3MRDds25PGSqcraJr/3tV2zh2xMbggQVjRb87daYZH31XEc0maoL6Ji/W7CwWXbt6ygBcMCINAPDH+aORkWAV/Z59Boie8dxWcb8l22Nw3w/GyJ6ZKKl4cbvdKCoqQlFREYC2VOiioiIUF7cNuhUrVmDJkiUd9//617/GiRMn8Mc//hGHDh3Cc889h7fffhu/+93vpGxmr/nJ1IHITRGvoP5VcFqm1qiXNYWnRYGjdosJv754WMfr9AQrbpgpXkF9+G05BUn3ksOVjVww9LJLhouyitqFTDuNrX5OWBJdIwgCXmfswLlDU3DhiLPbGHPHZmLiQIfoHrIdvec/e0rR4ju7jWEyGnDHnLNjON5qFtkSANh6uAanz1DsS2+ocrXikwPi3ZBfXpgnW3p0ZyQVL7t27cKUKVMwZUqbW3r58uWYMmUK7r//fgBARUVFh5ABgKFDh+Kjjz7C5s2bMWnSJDzxxBN4+eWXZa/xwhJjMuJmJv1u88EqVLtaw7yDYPH6g3iXCQxdND0XKXHih+LG84fCYjKK3vefPRRQ2hvW7hRPjukJVlx9jjj1fGRmAuaMEQfLr91ZTNuhvWBfqRPfV7hE125lJlCDwcBNqrtO1+NwZeikAIJHEASsLRR7Xa6YkM2Vrbju3EFwxIq3+P9dSJlHveHtb0pExVljY0y4/rzBXbwjekgqXmbNmgVBELif9qq5q1atwtatW7n37N27Fx6PB8ePH8fSpUulbGKfWThlAGI7rVwDQYGC73rBf4/W4AzjQVk8YxB3X1q8FfOYLY3/7CGPQE/xB4JcKuO10wbCYuYffbb/D5S7wmbaETzr94rH5YCkWFw0Mp27b+7YTKTFi7c03iNB3mO+LXXiRI3YgxLKdsRaTLj6nAGia+v2liJIldJ7hCC0FQ3tzA8n5XCCUC4UFfOiJhJtMfjBRHFA6YZvSbz0lE1MANjUwckYnpEQ8t7rpotr9xyscFHgbg8pPFXHpewumsYbegC4aGQ6sh3i4wA27KN4jJ4QDArcmL5m2kCYjHxcQIzJiJ8wRRc3fFtBXq4esumAuJ+HpNoxY2jo082vO1c81qtcHnxDgbs94li1GyeYFPNrp0e+jlpfIfHSD344OUf0el+pk/ZUe4A/EMRnB8X7qGzAaGdm5KUinQm+I6HYMz5l9qvHD0gMWxXaZDRwgvzDb8tpUu0B35Y5UclsG7PZcp354SSx7ShraMEeJr2a4BEEXiRePiE7bPDoyMwEjM4SL4o+JNvRI9h+znbYMCU3SZ7GhIDESz/Iz0tFKhOj8fkhvtIjISaUN2DeuPDixWQ0cBMB9XP3hPIGzO+in4G2ct+dOX2mGcdrSJB3B9vPeelxGN5F8a4x2QlczagvaEx3y9FqN04y3oDejukvDtWQIO8BrIdr3rgsGEN4EuWCxEs/MJuMuHR0hujatiNUsK47PmEM/fgBichN6fqMqMvGioNJvy11otZNFXe7IpQ3YH4XHi4AmDDAgaxE8dYRjemuafMGiLfX5o/L6jKV1GAwYO5Y8d9i6xESL90RyhvAZm+xzGVsR1lDC47X0LZzV5TUNeNAuTj4vKsFphyQeOkns0aJxUvB8TNo9QXC3E0IgsCl3nW3cgKAaUNSYGcqwVJl465hDf2w9LiwcUXtGAwGXMwEmW49TJNqVxypcuPUmWbRte5EIgDMYirB7i9z0REY3cCO6XndiEQAGJERjxwmlmvrYbIdXfEJ43VJibNg+pBkmVoTGhIv/eSC4Wno7Enz+IPYGeKAQaKNo9VuzhvQE0VvMRsxc1ia6No2MkBdwoq7nq6cLmYm1Z0n69DiJUEeDrafcxw2TBjQtTcAAM4ZlCwqwgi0VYIlQlPr9nCp6D0Z0waDgRvT5E3smu1Ha0Wv54zJgNmkLLmgrNaoEIc9BlMGiRUprVTDU8BUIs5x2LqMDegMu1LdfrSW0h7D0NDs5Qw961EJx/nD00RZMl5/EDtOUAXpcLBj+qKR6T2qPtomyMVneNGkGh52DNotJkzroTeAHfs7T9Sh2UsVpEPhCwS5oxQuHpkR5m75IPESAWaNJFXfU1hDnz8srcdlplkDVNfkxXdlzoi1TUvsPFmHzjGJVrMRkwcl9ei9jtgYnMPcS2M6NP5AkKtenM8Ikq5gt523H60RFQUjzsLajulDUhDTQ2/AzOFpMHcW5AES5OH4trQBzYyn9by80KnockLiJQKwLskTNU0ob2iRqTXKJRgUsOMkK156buhzU+xchsaXx2rD3K1vWEM/bUhyrw5RY4UixReF5kC5C43MGVD5eT0f06ztaGj24UA5CfJQFJzou+1ItMXgnMFiL81/j5LtCAVrO0ZlJiCVKaqoBEi8RIDxOQ6u6uCu0/UytUa5HKpsRAOTIt0bAwRAdE4MADopNgych6sXEyoAXMD08/GaJjpTKgTshJqXHocMJlurKwYkxSIvTSzId50i28FS5Wrlqur2dkxfOFwcM7ebbHRI+iMSowmJlwhgNBowlVH1NKnysA/FoBQ7BiTFhrk7NGw/7z5dT3EvDGfcHq6sf28N0LicRNhixOaBjD1Pf0UiEHpME2LYLZ4EqxnjchJ79RlTmfiYA+UuNNHJ6SI8/gAnns/rw5iOBiReIgQbOEarJ55IGHq2n12tfhylowJE7DghFs52iwkTByb16jNiTEZMZqppfnOaBHlnfIEgV2qezYjrCdOHiOMJvjlVR0XUGFjbMSMvpdfZL5Nzk0RxL4GggH0lDZFonmYoKm6Axx/seG0wKDPeBSDxEjGmDRb/gQ9VutDY6gtzt/4QBAG7T/c9sLGdbEcs563ZRZOqCHZC7U1gY2fYMb2bBLmIgxUuLrBxRh8MPesRqG70oLSeYuY6w47pvngD7BbeW0Pb+2LY/hibnYgkuyXM3fJC4iVCTBzoQIzprKoPCsBeOqukg9NnmrkjAXqa5sjCvo8mVTH7ShtEr6cN7ls/s5Pqt2VOePxU76UddtWelxbHnRbdE/LS4pDCHDNCgvwsrlYfd0TFtCF98wZMHcx7uYizFDFjuq+2IxqQeIkQthgTV5iKVP1Z2IciLd7a63iXdljDRf18Fq8/yJX17mmKNMs5g5LROYvd6w9iP6Wmd7CXGdPsNltPMRhCxczRmG7n2xLxmLOYjBiT3XWl6HCwVWL3FjdQavr/IQgCZ6f7ajuiAYmXCMJNqqTqO+AeilxHj+u7sLCrgeK6ZlQzVXv1ysEKF7yd9qwB9DrepR1HbAxGZYoniW9oUu2AHdOT+nHiLjumSbycpahE3BdjchJ7lfbfGdab6Pb4cajSFeZufVHubOWOp5jUR9sRDUi8RBB29bSvpIEyYf4PXrwk9fmzRmYmIMEmLqu+h7boAPD9nJcex6Xx9wZ2TO8tpkkVAJzNPi51tz9jmt0KPVLdCDdlwgDgx/SUfvRzRoINg5hDYGl7v40iph8csTEYyqTxKwkSLxGEfaiavAGcYI5v1yMefwDfs1sZuX3fSzUZDdxJsrSd0QYbh9GfCTXU+/eX0SoVAL4taxC9btvK6F3qbmfG5ThEmTCCABygMf1/Wxnifoj8mKZ+BvhYuUm5SX32jkcDEi8RJCPRhowEccAePRjAwYpGeAPirYwJ3Rxj3x3jmfgiOiagjUh6uAD+71TW0II6KlbHrVLH5iTCYu67ObXFmDCC2aKjMd023mrdzFZGf8c02Y6QsGN6cj9ttNSQeIkw7INB4gUoYrYahvVzKwMI3c96r43hbPZxnr7+ipfh6fFcsToy9pEXiQAwYYDYc8MGXusRtp+T7DEYkmoPfXMPYRc+R6oadZ9F5w8EuedaycG6AImXiEMeAZ59pazbt//pd6x4OdPkRYVT30G7rNvXYjZidFbftzIAwBxiO0TvglwQBK6vp0TA0JNHgIfdBp00sP9bGeMYkegLCDhSqe9Cl0eq3GjxiQWckoN1ARIvEYc1QAfKXboP2mXjXSbl9t8dOSjFzgXt6t3Yf18h7uex2f3bymiHm1RL9d3PNY0e1LrFW2d9zejqDLvwOV7j1n35enZMT4rAVkaijQ9EJdsh7ueBybGKPIyxMyReIgwbI+D2+HHqjH6Ddlt9ARyrEa9qxvYjsLEdg8GA8Tm0RdcZViSO7eXZL+Egb6KYA4yhj7OYMDilf1sZADAmOxEmJmiXnVT0hCAIIcZ0ZOIwaEyLYfu5t+dGyQGJlwiTmWhDOhO0q+cH42iVmysCNToC4gXghaKe+xkI7XmJBKznpayhRdcnTLOGfnR2IozG/mdl2GJMGJERL7qmZy9XpauVq8odqUmVjS/S/cKnQvz/H5ut7GBdgMSLJFDQ7lnYh2JIqh3xVnOYu3sHu3rSc9Buqy+AE6yHK0KGfkRGPKxmCtptRyqRCJDt6AwrEhOsZgxM7ltVbhbWdhyubOSKO+qFUB6uvlYwjiYkXiSAn1T16/o9WNEoeh2pCRXgDX2t24sqlyfM3drmcGUjOju4DAZgdFZkDFDIoN1y/U6qB1nxEskxzdYvon7uYEx2YsTqjrA22hsI4khVY5i7tU25sxWuVnFsVSTHtFSQeJEAdiV2uKpRtx4Bbs86gqvUwSl22C3iMuF6LfXNegOGpsXBbomMhwvgjdnhSn0a+mavHyeZdPRIjmn2s07UNOnWI8B5uCI4oSbaYpCbIvbi6HVMszY60Wbu87lz0YTEiwSwK966Ji9q3PrzCASDgqQGyGg0YCRT2IsMUBuRnFABfkzrtZ8PVTai8zrEaABGRcjDBQAjmc/yBwUcr9FnGq/UY3pUJr/I1COhAv2VXFm3HRIvEjAoxY7YGLFHQI/GvrS+hTufpT8l1EPB7s3qsZ8BfpUa6X5m68Ucr3HDF9CfR4A19Hnp8bDF9O2QwFAk2mK4Va8ex3Rblmaz6FqktzJY23FIh/0MqDNYFyDxIgltHgFx1oAeDRD7UCTbY5CVaIvod7CnHuvRAAWDgqRxGADfz76AwB1MqAekDNZth/VyHdThVughpp/NRgOGM5lY/YX1mLHfqRek9I5LCYkXiWBXqnqcVNlg3UgG3LUziunnY9Vu+HXmESipb0azV1wdM9KTqsMeg2yHWHjqMb6IneAi7eEC+ElVjwufg8z/eViEPVwALxKrGz26KwHg9vhRUtciuqaGTCOAxItkcKpeh4b+WLV4r76/pepDwRogbyDIBVRqnaNV4n5OtsdwB4RGAn5M62tSFQQBR9kxLYGhJ/ECHGPiT6To5yGpcVwFar2NadZGmyTwcEkFiReJYCfVUMXatM7RarEhGJEZ+YciOc6CzETxRK03A3SE7eeMBEkC7ljxqbdJtcrlQSOTUsoWlYsErDenwtkKJ1OsTescYQS5FP1sNhm5zz2ss0Ummx4+ONUOqzmyHi6pIPEiEezqyeMP6uqYAF8ID4gUBgjgt470NqkeYwz9cAlEIkAZR6wYt1tMyHFEPqV0aFocYkxi8ak3zy3r4RqeIc1Wht69iaznRSobLQUkXiQiNd6KNOZgKz0Z+9NnmuALiD1NUrkj2UlVbwaINfTSiURxP5c1tMDVqh+PALs9NzwjPiLHArDEmIwYls54BHSUxlvf5EUtU1pCCq8tQLbjaBXvtVULJF4kRM+peKyhT0+wIslukeS7OI9AlX5WqcGgEGL1JI0BGpYeDzMzWR/R05jmvAHSrVLZrSM92Q72IFeLyRiRgy9DwW6FHqlqRFBH2/vcwkcikSgFJF4khJ1Ejlfrp9gU+1CwqeORhC1UV1rfglZfIMzd2qKsoQUtzP9Vqr62mI0YmhYnusYKJy1zjNk2YsddJGEnET31M7vwyUuPg9kkzVTF/g2bvQFUuFol+S6l0ez1o7RenGlEnhcCAL8y01OlTH4rQ7qHIi9dPKEKAnRTg4SNw0i0mblTzSOJXse0IAhRCSJtZzizbcQeuqll2CBSKT1cmYlW7qBYvSwyWUFsNPC2VMmQeJGQYcxAOFHbpJuMI3YvVUoDZLfwZ3Gwrmetwq5SR2RKk2nUDhuLoRePQI3bA2eLOL5HSkE+jHleat1eNDTrowZJtLZBAcBgMHB2Wi9jmrUdg1LsEa+lIyUkXiSEnbC9/iBK6prD3K0d/IEgTkQp06gd1tjrxgBFOVuA97zow8PFZnTZYowYmCzd4XWDU+xcxpFevFzRKLHQGdZ26Kefo5PRJRUkXiQkNd6KZHuM6JoeHoziumbuJFwp4wMA3s2uh34GQgXcSdzPjKEvqW/WRXxRqGBdKTKN2jGbjBiSqj+PgLPFhyqXONNIyng5QL/eRD6GSz3BukCUxMuzzz6LIUOGwGazYcaMGSgsLAx776pVq2AwGEQ/Nltkz8OJJnp8MFhDnxZvQXKcNJlG7QzLEBt6PexbC4LAVSKV2vOi1/gizhsQhVWqHm0H+380Gw0YnCptHIZe47jUnGkEREG8vPXWW1i+fDkeeOAB7NmzB5MmTcK8efNQXV0d9j2JiYmoqKjo+Dl9+rTUzZQM9sHQowGKRrlpLsBRB/FF5c5WNDFnGkltgELFF+nB2LPBulEZ0zrcomNj5doK9kk7TbEiUQ/xRS3eAIqZEAY1ZRoBURAvf/vb33DzzTfjxhtvxNixY/HCCy/Abrfj1VdfDfseg8GArKysjp/MzEypmykZ7IOhB0MvR+Ejdt/a6w+itF7b8UVsP8dbzRE/tTsUrPdFj4I8GpVIWW+iHvpZDm/A4FQ7V79I63b6eI0bQqe1ncHAz1VKR1Lx4vV6sXv3bsyZM+fsFxqNmDNnDgoKCsK+z+12Y/DgwcjNzcVVV12FAwcOhL3X4/HA5XKJfpREKM+LIGjbIyCHAUqNsyCJiS/SurEP5eGSMtOo8/d0RuuG/ozbgzrmtGGpY4sAYHi6+Dv0EF8kRxBpjMmIIWnstrO2vVys7RiYHItYi3oyjQCJxUttbS0CgQDnOcnMzERlZWXI94waNQqvvvoq3n//fbzxxhsIBoOYOXMmSktLQ96/cuVKOByOjp/c3NyI/z/6A2voXa1+1Lq165IMRLHia2cMBoPugnbZVMdoBdzpbSuUnVAtZiMGSVTxtTOh4ou0fmI6G8MVrTHNpUtr3Xawwboq2zICFJhtlJ+fjyVLlmDy5Mm4+OKL8d577yE9PR3//Oc/Q96/YsUKOJ3Ojp+SkpIot7hrcpJiYWWOXdeysS+rb4GHyTSKViCY3gIc5QgiBfh+Pqnx+CJWvAxLj4dJwkyjduKsZuQ4xNuAWhbkbo8f5U5xddtojWnOm6h12xGlw1ylRFLxkpaWBpPJhKqqKtH1qqoqZGVl9egzYmJiMGXKFBw7dizk761WKxITE0U/SsJkNCCPnVQ1bIBO1Ir/b47YGKRKnGnUjt48AuwqnI2RkAq2nz3+IMqYMuNa4iQTKMuu0qVET/WLTjHj2WgAhqRJ7+ECQix8NGyjgRC2Q2XxLoDE4sVisWDq1KnYsmVLx7VgMIgtW7YgPz+/R58RCATw3XffITs7W6pmSg5r7LSs6k+fEQfJDkmLi0ocBhAiXbqmSbPxRc5mH+qbxRVf2bogUpEaZ4EjVj/1i06fERt69nwnKeED/rW7bXSK6ec2r3V04jC4+kV12o0vCgYFnGYyjaI5piOF5NtGy5cvx0svvYTVq1fj4MGDuPXWW9HU1IQbb7wRALBkyRKsWLGi4/7//d//xaeffooTJ05gz549uP7663H69Gn88pe/lLqpkqGnAEfWAA1Jjc7KCeADHJ0tPs3GF52u41epA5Oj09cGg0FXXi52TEtdd6QzeupnbuETxX5mveNBgf+7a4VKVytXRHRwFO10pDB3f0v/WLRoEWpqanD//fejsrISkydPxqZNmzqCeIuLi2E0ntVQ9fX1uPnmm1FZWYnk5GRMnToVX3/9NcaOHSt1UyVDT/uprAGKpqEfkNwWX9Q55uZ4jVvSgwrl4hTTzwOSY2ExRy+EbXh6PHafru94rdVJNRAUUFIn3hKLqiBnbMeJGjcCQSEqMTfRht02iuaEGm81I9thQ0WnmJtj1W6MzlJWGEIkYEWZ3WJCerz6bKTk4gUAli1bhmXLloX83datW0Wvn3zySTz55JNRaFX0YF2/5c5WNHn8iLNGpfujipyeF5PRgKFpcThUeTaQ9Vi1G+flpUatDdHidC3bz9F1+/JbdNoULxXOFngD7CpVvm0jjz+I8oYW5EYh2ynayOl5Adr6urN40Wq6dKgFZrS29iOJ4rKNtMjQtDiwY0OLxr5tlSqf5wXQj5ud9bxE2+3L9bMGxzPAG/o4iwlp8dEJQAfajtZg44u0O6bl87wA+hnTci4wIwmJlyhgizFxJ9BqsV5DeUMLfAFxgGy0Hwx271qr+9bFdfJ6XvLSxP3c0OzTZEn1UPEu0VylGgwGrt6LFm1Hs9eP6kbxgYxs4TipYfuZ3cbSCqdr5V1gRgoSL1GCnVxO1WqvdD27Sk2wmpESpTTpdoYyqZVaNUC85yW6BmhgcixXUl2LkyqfPRf9VepQ1nZoUJCz/QwgKoUAO8PbaG1mK5LnhegVbCqaFg0Qt0pNs0d9L5U1QCX1LfAxMQtqp8njRw27So2yATKbjFzchRbFCx9EGv1VKuuB0GI/s+no2Q4bbDHRLVfP2uhGj/aqoQuCIGtSRSQh8RIl2ElVDwZIjoeCNUCBoIBSjRVQY42PwQBZAjhZwaRFLxcfRCpDP+tAvMgdwwW01ZWxMCdYa22RWdPoQQtTv0YOb2IkIPESJYbqYN+aNUByGPokuwXJzAGNJ2u1FXjHrVITo79KBYChTNzLyRCufzXTVsxLfkGex4iX8oYWePzaKqDGjulox3ABbdmKg1K17U1kbbTVbERmgvQn0UsBiZcowe5bO1t8qG/SlktSCZ4XINRKVVuTqtzxLu1oPb6outGDVp94y1GOSZUdz0EBXFaf2mFjAGWzHSHiXrREqIwuo0prBpF4iRIhAxw15JIMBvm9VDkMPRAiwFFjBohbpcrk9mUnVa0FOLKG3hZjRIYMBQ/jrWakMUXEtCbIec+LPGOaE+QastGAchaYkYDES5QIFeCopUm1qrGVO01aLgPETaoaM0BylqvvDCtOGz1+nNGQN5Ez9Clxsq1StezlavUFuNOkyWsrDUrY2o8UJF6iiJYDHFm3b2yMSbay/FoPcFRCECkQJsBRQ32thCDSdriAfw0J8lBbYHL1Neu1PX1GW95E8rwQfYKbVDUU4Mg/FNFPk26HNUBaCnBs9QVEJcwB+QyQ1gMc+e05+Qx9qC06rcCKxPQEq2xHp7CJFc3eAFc8T60IgsAVqJNraz8SkHiJIlytFw0bIDkfCjYGREsBjsUKWqUC2i4BwAeRytfPrO3QUj8rJd4FADITbLDFiKfFEzXa6Ou6Ji8aPX7RNTWeJt0OiZcoouUKjpznRcbaAQm2GO78Ga3sXbOCNyPBCrtFvgM+tRrg2FbMS/703XDfXeFsRYtXG95EpcRwAYDRaODttEbGNLvAjDEZkJMUG+Zu5UPiJYqEquColQBHpWQahft+rXi5FNfPGg1wPNPkRRMjDmT1cIVYDLA1aNSKUmK4zn6/Nm0Hex5aboodJpWmSQMkXqKKVgMcQ61S5XZH8vFF6u9nQP6Td1m0GuDIjmeLyYhsh3yrVLvFjMxEcQC8FmwHwIsXuYNItRrwz26Dyr3w6S8kXqKIyWhAbor2TpeudfOrVLkfDK3GF/EHBSrL0GslwJE19LkpsbKvUvn4IvV7ubz+IErrlTWpanUrVGkLzP5C4iXKsCXVtfBgcKtUsxFZifKWnNaqeFGa5yUrkQ9w1IIgV1K8Szt56dob02UNLQgyjjo2gy3asH/r02eaEWQbqUKUlFQRCUi8RBm+2JT6V09cPYwU+UtOsw9mubMVrT51Bzh6/AGUN4gPmZTbAIUMcNTApKqUIxg6o8VaL6wYT4mzwBEbE+bu6MCmS3v8QVS4WsPcrR7I80L0C9bNfkIDhl6JhY9CBTiq3ctVWq+8VSqgzUlVKUcwiNugPZF4ulZ5E2p6vBVxFvFBp2rva2ezD/XNPtE1uRc+/YXES5TRYoCjEktOazHAkZ1QU+MsSLTJu0oFQgQ4aqAuhhI9L+xWaHWjB01M3Q61ocStDIPBoLlFJpuZZjIaMCBZvWnSAImXqBMqwLHGre4AR77Gi/wGCAi9d61mlFQ0rTPsVmioQnpqoqHZC2cLu0qVv68HpdjBFq1W+5hW6lYGa6eLVe5NZEXiwORYxJjUPf2ru/UqJCvRBotZ3O1qNkCCIHABmkow9ECIeg0q7mdAmUGkAO+VOKVybyI7TsxGAwYooJiXLcaEbCYQnh0TakNpdYva4c6hU7vt4LbnlNHP/YHES5QxGg0YrKHTpRuafWhsFbuulWKA2Cq/ajf0StzKAPi/d6svqOp0aXacDEyOhVkhq1ReKKp3UvUHgiipV6Y3ke1nrdkOpSww+4MynkidwT8Y6jVAbBBsjMmAbIe8adLtaG3bSIlBpEDbEQVsurSaBTm/PacMkQjwf3M1T6oVzlb4AmIPnVIWPlpLl1ZiUkV/IfEiA7xLUr0GiBUEucl2Ba1Sxf1c7mxRbbq0LxBEab04TVopBqjNm6gdoaikgwJZQm3RqRW27Yk2M5Ls8gegA/zf3OMPoqpRvenS5HkhIgIb0KpmQ6+0ommdYQ29IICr5qkWyhta4A+yq1Ql9bV2BLmSDgpkYf/m6rYdfLVoAxuRLBPpCVbExrDp0ursa7fHj1omKURJY7qvkHiRgVCeF7UGOCrtXJLOxFvNSItn06XVaYBYQ++IjUGS3RLm7ujDZmeoeVLlj2BQkkjkT5dWqzdRyUGkBoOBE+Rq3aJj220wgDumRo2QeJEBdj+1sdXPFRBSC+wqVUneAEA7W3RK3soAtON5cbX6uJPelTSphvJsqjU1XelbGVrJVmTFeI4jFlazKczd6oHEiwxkO2yIMYndo2o19kr2vADaCY5mPUaDFNbPoQIc1ehNLGbGh9HQlm2kFOwWMzIStFF8kRXkg1KUJV60kq2o5K39/kDiRQbMJiNyk9X/YDhbfKjjVqnKejDI8xId2L+72+PnPBhqgB0fOUnKW6VqIYsuGBRwuo6PeVESmvG8KDh7rj+QeJEJzs2uwliM0KtUhU2qGonFUHIQKQBkO2JhMbHFF9UnFJVaNK0zWtiiq3S1wusPiq4pbeETKuZFjd5EpW/t9xUSLzKhhSJI7EMxIDmWqx4sN+yDWlrfzBlNpRMICiipY0+TVpYBMhkNXBCgGgU5uwWjtAkV0EZwNGs77BYT0pngerlhbbRaj3JR+tZ+X1HWTKMjtFB+Wqnl6jvD1h8JCkBZQ0uYu5VJhbMF3gC7SlVeX/PbGeoT5OR5iQ6hJlSlpEm3k62Bo1xavAFUusT1aZSUPdcfSLzIBL+doT4DxJerV95D4bDHIJkpfKU2Y88azDiLCWnxykmTbkcLpevVENzICqryhhZ4/OpKl1bDVobRaOCCiNUWHB0qE01pgdF9hcSLTLAGqL7ZB6fK0qXV4HkBQmzRqcwAhYp3UdoqFVB/6fpmr587k0lpQaQAMIiZ6IMCuOrLSkctQaRqLwrI2o7MRCvsFrNMrYksJF5kYkBSLExG8QR0uk5dxl6pBwWyqH2LTslF0zqjds9LqIlJiavURFsMUuPEnje1CUU1eF4A9R/HoMUzjdoh8SITFrMRA5KYAEcVGfsmjx817CpVJQZIdYZewZVIO8P+/Z0tPjQ0qyddmh0X2Q4bbDHKSpNuR83ZioIgqCaIVP2eF2UXAuwPJF5khEvFU9F2BvsQt5WcVuaDwW9nqMsA8UGkyuznAUmxMBvZ4ovq6Ws1xHC1o+bg6JpGD1qYIw3U401UV7o0eV4ISVBzESRulZqo5FWquJ9L6pvhD6gjXbqtmJc6DJDZZOSq0appUlVLDBeg7i06tq1WsxGZCTaZWtM1aj/KhfXIKXlM9xYSLzKi5oO/1BLvAvAPrC8goMKpjuPtqxs9aPWJhZaSDRA3qapoO4Ntq6LHtIqDo0NldBmNygtAB4CcJFsIb6I6+trjD6DcKQ7kVrI3sbeQeJERLXlelOr2BYBkewwSbOIIe7UYILadthgjd7aNkuBjBNTRz4Dyj2DoDCusSutb4FOJN1FNWxlmk5HbDlfLmC6pawG7w0XihYgI7IRf6/bA7fHL1JreofRy9Z0xGAyqFYqcoU+JU+wqFVBvdkarL4Byxhun5DHNCit/UEC5Soovqi2IVK3B0aztSIu3IMEWE+Zu9REV8fLss89iyJAhsNlsmDFjBgoLC7u8/5133sHo0aNhs9kwYcIEfPzxx9FoZtQZmGwHW65DLapeLUGk7ag1OFpNQaSAeoOjS0IU81JyXyfZLXDEssUX1dHXavK8AOoNjlbT1n5fkFy8vPXWW1i+fDkeeOAB7NmzB5MmTcK8efNQXV0d8v6vv/4a1113HW666Sbs3bsXCxcuxMKFC7F//36pmxp1bDEm5DjYAEflG6BWX4CLGVH6g6EVz4sSi6Z1hh0HZ5q8cLUqP8CRHQ/pCVbEWZVdzEuNW3SCIHAF6pQcwwWEOo5BnbZDyWK8L0guXv72t7/h5ptvxo033oixY8fihRdegN1ux6uvvhry/qeffhrz58/HH/7wB4wZMwYPP/wwzjnnHDzzzDNSN1UW1HhOSaiS00p/MNQaHM0HkSq7nwcmx4Ld1WJPH1ciaop3aUeNwdF1TV40MlvjSh/TWvG8KF0k9hZJxYvX68Xu3bsxZ86cs19oNGLOnDkoKCgI+Z6CggLR/QAwb968sPd7PB64XC7Rj5rgS9cr3wCxRdMyEpRfcpo7ibeuGcGgsus1tBXzUk/6LgBYzSbkcMUXlW/s1RTD1Y4aPS/shBpjMnDjRWmw4kotR7mQ56Uf1NbWIhAIIDMzU3Q9MzMTlZWVId9TWVnZq/tXrlwJh8PR8ZObmxuZxkcJvnS98g2QGk7eZWEfXK8/yJ22qjRq3V40ecXFvNRggPiVqvIFudpiuAB1BkezE2puip07JkVpDEy2c95EpR/l4gsEufOu1GCne4Pqs41WrFgBp9PZ8VNSUiJ3k3oFX7pe+YZeDSfvsqTHW2G3iIvoKd3Ys4beYjIi26HsVSoQKjtD2f0MqNTzwgRHl9S1IKBwb6IatzIsZiMGJKvrKJeyen4sqKGve4Ok4iUtLQ0mkwlVVVWi61VVVcjKygr5nqysrF7db7VakZiYKPpRE6yhr3S1osWr7OPt+YMClf9QGAz88fZKF4qsgcxN4Q/zVCJ8fJGy+9nrD6JMhavUQSniNnoDQVQ4lZ0urdatDM6bqHBBzorxJHsMHHbtpEkDEosXi8WCqVOnYsuWLR3XgsEgtmzZgvz8/JDvyc/PF90PAJs3bw57v9oJ9fCGCohVEmr0vADq285QW7xLO5w3UeEu9tL6ZrAOi0EqGNNp8RbEMd5EpQdHq9HzAoQQ5Aq30Wo5+LI/SL5ttHz5crz00ktYvXo1Dh48iFtvvRVNTU248cYbAQBLlizBihUrOu6//fbbsWnTJjzxxBM4dOgQHnzwQezatQvLli2TuqmyYLeYuYqpSt7O8PgDXDEs1RgglZVUV2udBnY8VLk8aPYqt/gia+hT4vgaKkrEYDCo7owjzXheFG871Jc911skTxFZtGgRampqcP/996OyshKTJ0/Gpk2bOoJyi4uLYTSe1VAzZ87E2rVrce+99+JPf/oTRowYgfXr12P8+PFSN1U2hqTGobrR0/FayQ9GaX2LKlepgPpqvajpCIbOsNtzQJs3cXSWMrd01epJBNrGxPcVZzMslWw7Gpq9aGCydFSz8FGd7VDnwqc3RCW/ddmyZWE9J1u3buWuXXPNNbjmmmskbpVyGJxqR+Gpuo7XSn4wWOOYGmdBokpKToeq9SIIAgxsmWOFwAa6qsUAxVpMyEq0ibK5TtUqV7yoMXuuHTVlHLH9bDIauEBYpcJ6LmoaPWjy+BVbyFAPnhfVZxtpAa4GiYINkNqKpnWGnZSavQHUuD1h7paXhmYvXK3irRY1GSA1FQVUtedFRcHRbD8PTI5FjEkdU1BuSqijXJTZ14GgwB13oZaFT29Qx8jROGo6+EutQaQAkJVog8UsHvJKNUCs981sNGCAwot5dUZNW3Ra87wI7FHCCkHNWxm2GBOyE22ia0oV5OUNLfAF2DRp9QjynkLiRQGwxrLc2QKPX5np0moNIgUAo9GAwSnqqEHCGsaBybEwq2SVCqgnONofCIZYparH0LO2o9UXFMXPKQm1b2WoJe6FFYkJVjNS4iwytUY61GMNNQwb8CoIbQWnlIhag0jbUUtRQH57Tj0iEVBPWnp5Qyv8Ki7mlZFghS1GbMaVK8hVPqZVIsi5bdA0u2Lj+voDiRcFkGiLQSqjjJX4YIQqOa06A6SS4xjUeFBgZ1jvRbmzBa0+5XkT2b9/os2MJBUV82rzJqpDKKp/TKsjOJpPR1eXje4pJF4UghqOXS9vaAmxSlWZAeKCo5XXz4A6y9V3hm2vILQVg1MavCcxTnWrVDWcTN/Y6kOt2yu6prYxrZbgaL4QoLpsdE8h8aIQ1FAEiX0oHLExSLKray81lOdFiQGO/BEM6jJA8VYz0uKZ4osKDERXcwxXO3y2ovL6mW2TwdB23IWaYMdGhbNVkd5E8rwQUUUNwWBqd/sCvEhsbPWjXmHH27tafTjTpO5VKqCOLTotjGk1eF5Y8ZLjiIXVbApztzJRw1EuwaCg6uy53kDiRSGoIRhM7UGkAJDtsCHGJN4WUJqxZ8+nMRraso3UhhqCozXheQnRz0rzJnKZRirzJAJhjnJRWHB0VWMrPP6g6JoaBXlPIPGiEFijWVrfAl8gGOZuedDCKtVsMiI3WdlCkTX0OUnqW6UCyve8BIICJxTVOKZZj4Db4+c8d3Kjla0MpWfRsQvM2BgT0hnBpRVIvCgE1mgGggLK6pWVLq32INJ2lF4UUCtuX6UHR1e6WuFlFghqHNPZjlhYTGzxRWUJRa0EkSp9iy7UwZdqC0DvKSReFEKSnT/JVkkPRlvJaeY0aRW6foFQ2xnK6Wcg1JlG6uxndoIqrW+G168cb+Jppp/jLCakxasrAB1oOyOIDX5VniDXxsJH6cHRvEhUZz/3BBIvCkLJqXgVzhZNrFKBUNsZyulnQEOeF6b+SFAAyhqU400MFe+i1lWqkrMVm71+VLnEVX9VO6bV5nlR6QKzJ5B4URBKLoLETqjxVjNXWE8t8NsZyulnQN0HBXbGYY9Bsl253kS1V4vujJKzFUNl5AxKUWdfc0e5NCjrKBfyvBCyoGTPS6gJVSur1PpmH5wKSZdu9vq5s2lYV7Wa4LboFJSdoZUYLkDZ2YrsFlZWog2xFvUFoAP8US5BAVzVcbkQBCFkzItWIfGiINTkeVGzoh+QFAuTUSy8Ttcpo69DCVa1rlIBZW/R8WNavf2sZM+LliZUJR/lUuP2oNkr9gKp2U53B4kXBcGunkrqmhEIKqNeg1aCSAHAYjZiQBIT4KgQY88awmyHDbYYda5SAeUGRwuCoC3PC/M8Olt8aGhWRrq01rYylJqtyIpxi9mIrESbTK2RHhIvCoI1nr6AgHKFBDhqyfMC8AZIKdsZfBCpekUiEGo7QxmGvrrRg1YfW8xLvWN6QFIszEa2+KIy+lprQaRKDY7mFpgpdhiN6tza7wkkXhREapwF8Vaz6JoSjH0wKHDbKqqfVBXqZucLAap3QgV4QV5S3wy/AoovsobeFmPkqqeqCbPJyFVhVsqkqr2Fj1Jth/qrRfcGEi8KwmAwKDIVr6qxlVulqv3B4DwvCuhnADjJTKpsgKDaYCcqX0BAhbNVptachX2uBmlglcpNqgrYzmj1BVDuFHuP1RzDBSg3OPqkhmKLegKJF4WhRJckO6HaLSZkJqp3lQoo1/PCTjh5Ks40AoBkewwSbGJvohIE+Ummn4eqvJ+BUNmK8vdzcV0z2GOW1N7XSj3KhfUmqr2fu4PEi8LgPS/yT6qhDmRUa5p0O+zqqdbtgdvjl6k1bTR7/ah0ib0Sak6TBtq8iUoUiqyhV3s/A8rMVmQXPhkJVsQxW+NqgxWJ/qD8sYmCIJB4IeRFmZ4Xt+j1UJUH3AHAwGQ7WP0ld1+HcvOzVWrViBKDo9lJdajKt0EBZQZHs/2sBZEY+igXefu6ptGDJjZNWgN93RUkXhQGH4vRjKDM6dKsi13tAXcAYIsxIcfBBjjKa4DYlXK2Q73FvDqjNM9LMMinSWvB0LOelzNNXrha5S2+yHkDNGA7AOVt0bEi0Wo2IlvDadIAiRfFwRpRjz+IqkZ5Axy1aOgB5Z1Twq1SNWLolRYcXelqhYc5IFILLvaBybFgY46LZRaKWvS8AMoLjg5VAV3tAejdQeJFYWQkWGGLEf9Z5HwwAkGBM4BaMPRAqNL1MhsgjRp67iTeOnm9iWw/2y0mVadJt2M1m5DDFV+UeSv0DBuHof4tZ0B5glyL3vHuIPGiMEIFOMr5YJQ38KdJa+XB4EvXk6GXAtbQe/1BLjA5mvAppeoPQG+Htx3yCfKQp0lrRJArLThab8G6AIkXRaKkjCP2oUywmpEWr87TpFn40vVyu9hZD1e8TC2JLOnxVtiZ2B05jT1v6LUhEoFQpevl7GdtBqAD/MKnpK5F1qNc+IWPNvq5K0i8KBAleV5CbWVoZpXKTFqVrla0eOU53r6x1Ydat3iVqpVJta34onKEopZd7EryvGg1AB3gFz7eQBAVTnnSpbUagN4dJF4UiJLKT3OGXkMPRahKn8V18vQ1u0o1GoBclVci7YyStui0bOiVFISu1QB0AEiLtyCOEWJyCcVQFdDJ80LIQqg0PIEtUxklOHekhkpO2y1mrlKwXMaejcPISYqF1ayNVSqgnOBoLQegA7wQq270oNkrT/FFrQagA6G9ibLZDo0GoHcHiRcFMph5yJu9AdQwWwrRQssGCAgV9yKPAdJ6wJ1SPC9aDkAHQnsT5fIIaDUAvR2lFAXUYgX0nkDiRYFkJ9pgMYv/NHI8GP5AkNtG0Zp44SdVuQyQdl3sQOjgaDm8ieyEGq+hAHSgrfhitkNcnEwuQa7l2CIgVK0XmRY+GheJ4SDxokCMRgO3gpLjwSitb4GfiaDXSoXMdpTieWG3jTQnEhmD2uILoKYx+t5E7lgADQWgt6OEbMVQAeh56Rob0yGqocvBiRptL3zCQeJFoSjhwWAnVEdsDJLjtLNKBUKUrpcpFkPL6bsAkJlgg5XxJsoxqWq14mtnlJCtqPUAdCDEwqeuSZbii1oOQO8KEi8KRQnBYFqPwwD4VWq5swUef3TTpRuavahvFp9Bo5UaL+0YjQZFZMLwZ+1oa0IFlFG6XusB6AAvElt9QVRH2ZsYKgA9T4N2OhQkXhSKEjwvehQvgtBWcCqasN4Ak9GAgcmxYe5WL0rYomO9PVpcpSrh0EA92I6QR7lEua9DBqBrsK9DQeJFoYTyvEQ7wPEka+g1uJeaYIvhAjajbexZg5ebHIsYk/YeTbmDo32BIEo0HoAO8Laj3NmKVl90vYlaD0AH/s+bmCKvIA9VAT1VY1v74dCehdQI7MPe2Ornthak5ni1W/R6qMYC7tqRuyjg8Wrtr1IB+T0vxXXNXAC6Fl3srDcRACfapOZ4DWM7NNjPgPzB0aFstNYC0MNB4kWh5CTZYGaONI+mS7LZ60dZg3j7ZHi6tuIw2pH7hNhjjAEanqHNfuYCSWujmy7N9nNavAVJdu2tUuOsZqQnsMUXozepCoKA40wGjGbHNHtierRtByMStWqjQ0HiRaGYTUYuOj+aDwabfmcwaC/VsR0u4yjaqyfGAA3TqAFiRWKjx4+6Jm/Uvl8v/QzIG/dS5fLA7RFX9dWqeOEPwpTXaztMo/0cChIvCkbOB4M19AOTY2GL0Va2QDtyel78gSDnUdOqoc9JikWMifUmRm9Ms54XLRt6ObMV2X62W/jCeVohVFp6VL2JOhLkLJKKl7q6OixevBiJiYlISkrCTTfdBLfb3eV7Zs2aBYPBIPr59a9/LWUzFYuc9Rq4rQwNPxRsP5fWt8DHRPBLRXFdM3wBsbHTqgEyGQ2yehPZ+ABtj2n5shWPVTeKXg9Lj9dsHAa78GnyBlDrjo430dni4wo9anXhEwpJxcvixYtx4MABbN68GRs2bMD27dtxyy23dPu+m2++GRUVFR0/jz/+uJTNVCzsg8Fm/0iJvlzsYvESCAoorY9OujQrElPjLJorBNgZvihgdMRLqDgMPXle2HR8KeH6WaPbzQCQ7YiFxSRPujRro80hailpGcnEy8GDB7Fp0ya8/PLLmDFjBi644AL84x//wJtvvony8vIu32u325GVldXxk5iYKFUzFU0eIxiOV7uj5pLUSxApADjsMVx6Ifv/lwo9TagAn93Dur2lQk9xGAAfn1bW0BK106X1ZDtMRgN39EW0bAf7PYNT7ZossRAOyf6nBQUFSEpKwrRp0zquzZkzB0ajETt37uzyvWvWrEFaWhrGjx+PFStWoLk5vMfB4/HA5XKJfrTCCOahd3v8qHC2Sv69/kCQi6/R+qTKGtgjVY1h7owsXByGhj1cADAik+3naInEEHEYidqMwwDat2rOvhYEPrhTKti+1rJ4AYARGQmi19GyHXryjodCMvFSWVmJjIwM0TWz2YyUlBRUVlaGfd/PfvYzvPHGG/jiiy+wYsUK/Otf/8L1118f9v6VK1fC4XB0/OTm5kbs/yA32Q4b4iziINmjUVD1JfV81UYtxwcA/KQaPc+Lvgz9cMbQn6ptgtcvfXwR+/fMS4+D0ajNOAyg7XRp9nDXo9XST6quVh9XIl/rkyr7zEbNdujIwxWKXouXu+++mwuoZX8OHTrU5wbdcsstmDdvHiZMmIDFixfj9ddfx7p163D8+PGQ969YsQJOp7Pjp6SkpM/frTQMBgOGZ4qN/dEoqHr24UvReBwGwK+eomHoBUHgDJCW4wMA3sD6g0JUgnb1FIDeDuu5jcbCh+1nk9HAxd9oDXbhczRK3kS9eW1ZzL19w5133omlS5d2eU9eXh6ysrJQXV0tuu73+1FXV4esrKwef9+MGTMAAMeOHcOwYcO431utVlitVu66VhiZEY99JQ0dr6Oh6jlvgA4eilCel2BQkHR1XtPoQaOO4jCAtpPJsxJtqHSd3f48Wu3GCEakRxo9utiHZyTgs4NnbXA0JlVWjA9OscNi1nYcxkhm7Fa6WuFq9SHRFiPZd3r8ARQzVZO1bjtYei1e0tPTkZ6e3u19+fn5aGhowO7duzF16lQAwOeff45gMNghSHpCUVERACA7O7u3TdUEfIxA9D0vwzK0vXICeM9Lqy+I0voWDJIwep/t59gYE3Ic2juQkWVEZrxIvBypasQVE6R9vvUURNrOSNYjEAVvIld3RAf9PCQ1DiajAYFOR08crXJj6uBkyb7zVG0zmJMuNFtENBySSeIxY8Zg/vz5uPnmm1FYWIivvvoKy5Ytw09/+lPk5OQAAMrKyjB69GgUFhYCAI4fP46HH34Yu3fvxqlTp/DBBx9gyZIluOiiizBx4kSpmqpo+O0M6TOO9LhKbSsVL14pSW3sWUOv9TiMdljhIPV2Rqg4DD2IF9Z2FNc1S35AIxsUrId+tpiNXF0dttZNpGFtdFaiDQkSenqUiKT+vDVr1mD06NGYPXs2rrjiClxwwQV48cUXO37v8/lw+PDhjmwii8WCzz77DJdddhlGjx6NO++8Ez/+8Y/x4YcfStlMRcM+/I2tfs4QRxJBEHRVibQdg8EQ9RgBPt5F+/0M8JPqMYm3M9h+1kMcBsB7TAWBn/QijR4XPkCIRabEY1qP3nGWXm8b9YaUlBSsXbs27O+HDBki8iLk5uZi27ZtUjZJdQxIikVsjAktnVZMR6vcyJQozbPG7UFjKxOHoRMDNDwjAd+cqu94LbkB0lmmUTvsVuiJWjf8gSDMEtWoYGvp6CEOAwDsFjMGJseKCi4eq3ZjXI5Dku/TcxzGiMx4bDpw9rXkCx8dxiWyaP8JVjlGo4GPZpfQJckqeluMEQOStB+HAfAxApK7fnXoYgf4LBhfQMDpOumqR/Np0vroZyBExpGEgvz0mWZR3AegnzgMNuBc6sQKPcZwsZB4UQF8ATXpHgzWxZ6XFq+LOAwgdHxRkI2KixCNrT5R0CqgHxd7kt2C9ARxhqCUJQD0bOjZSVXKgH+2nzMTrZJm3CgJViSWNbRwFZ0jRTAo4AR3BIN+xnQ7JF5UABcjIKFH4FCl+LNZr4+WYf+vzd4Ayp3SnHHETiKhyoxrmWh6BA5Xiatu60m8RLOAGms79NTPQ9PiwK7xpOrr4rpmURgBoK++bofEiwpgDf2RKukyjg4zBmhUlrT1N5RERoIVCTZxGJhUe9esoc9Li4PVbApzt/aIVnC02+NHSZ1YgI7W0Zhma5CcOtMEj1+ajKPDlWKRODpLP2fS2WJMXBC4VN5E1nakxPGeTD1A4kUFsAbI2eKT5Nh1QRBwmHng9GToDQYD19dSZcLoWSQC/HaGVOIllIdLT6tU9v8aFKQ7YVr3YzpKXi6unzMTYDDoY2u/MyReVMCA5FjYYsR/KilUfbmzlcs00tPqCQjl5YrO6mlMtr77+XiNmwv2jASsoR+SaoctRj8ernirGTkOcWaiFDFzzV4/F3Stp4UPEL2Couw2qN5EYjskXlSAyWjgArKkeDAOVYgfigSbGdkO7Z68GwouOFqC1ZMgCFxfj5K4PL7SYD0vXn9QkjOOWPGiNzEOICrno7VtZZ99bTDwsXpahz9dWqIt5wr9esc7Q+JFJbDbGez2TiRgvQGjs/TnjmT7+WhVY8Q9Am1nn4g9XHpbPaXEWZAWLz7skxUakeAQF4ehr34G2s5H6wz7nEcCNt5laGocYi368XABvOelrKEFrlZfRL+j1RfAKUbkj9aZ17YdEi8qYUy22Oh+X+4Kc2ffoVUqv33T7A1E3CPATh7x1rZiYnqD7evvKyI7pgVB4PpabyIRCNHPEtgO6uc2r62ZSTlivST95WiVW3SmkcHA16fSCyReVMLYbHFVzEOVjfAHghH9DnaVqkcDlJ5g5SL3Iz2psgZtlA49XAAwVuJJtbrRg4Zm8cpXj4J8bI74/1zW0AJnS2Q9AqHGtN6wmk3ctvPBCNuOg4yNHpRih90iaaF8xULiRSWwnhePP8i5D/uD1x/kCh/p0cUO8JNqpA0Q62LXo6EH+Ek10v3MegPsFpMuPVzD0uNhYY5eiGRf6z1LsTPsmI60IA+VaaRXSLyohNR4KzITxR6BAxF8MI7XuOFnYjtG6tQASe1m5zKNqJ8BtGW71TdFrgRAKJGol2rRnbGYjZxHIJJjusbtQR3zd9OjhwsI4U2M+MKHEYk6jXcBSLyoCikfjP1lTtHrAUmxuintzcKtniLYz62+AFf/YZRODX1eWhx3QGIkPQL7yyhYtx0pxzS7iIqNMWFQin6qRXeGtdGHqxrhi9D2viAI2F8uttN6HtMkXlSElC5JVryMH6DPCRXgDVCVy4Natycin32oslHk4TIY+L+rXjCbjJzxlVKQS3WashqQMr5of6m4n8fmJOrSwwXw3sRQ2/F9pbS+hYvhGq/jMU3iRUWwQbsHIxjJ/h1j6CcM0O9DMTQtjisKGCmPANvPQ9PiEG/VZ8AdIN2k2tjqwwmmkqyexzQrkI9Vu+H1R8YjQLbjLMlxFq4oYKRsByvGHbExyE3RXwxXOyReVARrgGrdHlQ3toa5u+f4A0FuxTtexwbIZDRwe/aRmlTZVaqeDT0g3XYGu5VhNhp0GxgNhPAIBII4XhOZImq815bGdGciNaZZkTh+QKIusxTbIfGiIgan2GFnCj8dKOv/g3G8pgmtPvEqjCZVsQHaHyHxQqtUMazn5Wi1G63Mibl9gZ1QR2Ym6OpYABZHbAyXacX2UV844/ag3CleQE0cSGO6M5HoZyCU7UiKyOeqFRIvKsJoNHAPxr7Shn5/LvtQ5DhsSI3X3ymlnRnHiJdvI9DPrb4Ad6yD3lepY7IT0XnxGAgKEcmiI5HIw4/p/k+qbD/Hxpi4o0z0xlgmDuW7UieC/azSLQgCJ4L0PqZJvKiMyblJotdFJQ39/kxy+/Kw/Xz6TDOXDtpbjlQ1cuno7ISiN+KsZoxkzoSRZEzr3BsAAJNzk0WvpejnsTmJMOk0WLedKYOSRK8bPX6cqO3fFl25sxX1TLAuiRdCVUxiJtV9JQ0QhP6pelL0PKMyE7ig3X39NPbsKjUvLQ4JOk1H78ykXPF46++k6vb4KVg3BKwgP1jh6vcWHXm4eDITbchKFAft7i1u6NdnfldKwbosJF5UBmuA6pt9OH2mOfTNPSCUm55WqW1pvKwh3tvPSZU8XKHhPQL1/fq878tdohOOzUaDruthtDNhoEO0RecPCjhQ3r+tI7aWDo3pNiLtIQ9VykLPwboAiRfVMTA5ljuNtz9xL4cqXWhhVl+0emqDNUD99bzsOS1+P/VzG2w/l9S14Ew/6ursKRaLnxE6D9ZtJz7kFl3fxUu1qxVlDS2iazSm25jMbB31NzaRHdMkEkm8qA6DwYBJA5NE1/rjktx9WvxQDE61I03nwbrtcFt0pX3fonM2+3CkWhyse87g5DB364uRmfGIZcRFf4z9rlPiMT11cFKfP0trRNIjsIuxHQk2M3cMgV5hbfShisY+b9H5AkHu7zR1ENkOEi8qJJIG6BvO0NND0Q7bzw3NPpzq4xbdnuJ60VaGxWzUdRXjzoTaoivqoyAXBAG7T9eJrk0bnNLXpmkO1iPQny26b06J+/mcQcm6D9ZtZ+JAB4zMFl1fU6YPVrjQ7BULH7LTJF5UCWuAvi93wePvm6rffYoMfTgGJMVyXqi+GvtdzIQ6eWASrGbaymiHHdN9jS86XtPEZWVMG0KGvp1QW3R9PfqC9dpOowm1gzirGSMzI5NFx3oS89LidF/KAiDxokomMi5JbyDYp5oNZQ0tXIEpMvRnMRgMnLEvPNk38cJ5uKifRbD9vLe4Af4+HGi3ixHjWYk2DEjSd1ZGZ0ZkxHOFLtk+6wlNHj8X6E9jWgxvO3rfzwC/8CGvSxskXlSIIzaGK/ddcPxMrz+HNVqO2BgM13mBKZYZQ8WeqB0net/PXn+QC/alVaqY6UPE/ez2+Lk03J7AxmFMHZKs+6yMzphNRm7y64vt2FfSgECnmkVmIy/09c65jO3YebKu18XqBEHgPC/ss6JXSLyolPy8VNHrvhgg1u07dXCybk+DDUf+MHE/n6xtQoWzJczdoTlQ7oSHOQSPVk9i0hOsGMEEexb0QSiyY3o69TMHO6a/7svCh+nncTmJsFv0e8BoKNh+drb4en3OUWl9C6obxdt65OFqg8SLSmEfjN3F9b2OZmfdmDSh8ozJTkSiTWyUeysU2cDGERnxSLJbwtytX9gx3dt+rm5sxUmmON00WqVysAufo9Vu1DT2Lu6FHdNTKVaOI9sRiyGpdtG13o5p1kanxFmQlxbX77ZpARIvKuXcoSmiaHavP8jVAuiKalcrDlWKU3dZNyfRdsL0jH56ubYfqRW9pgk1NOykuutUPbz+nse9/Jfp53irmYrThWDCAAfirWJB3pvt0BZvADuZSXU6eQNCwgnyXnoTtx+tEb2eOpi2Qdsh8aJSHLExGMccALajF5PqtiPihyLBaqY96zBwW3S9MEDNXj+3erp4ZFpE2qU1WJHY4gv0qt4LO6ZnDkuF2UQmjsVsMnJiozdjesfJMyJRaTIaMHM4jelQ5A8T90vhyboeB6IHggK2M2P6opHpEWub2qEnW8X0R9Wzhv784WmIIUMfErafS+tbUFLXs3ovO06cgbeTsTKToQ9LSpyF85T01MsVCAr4L7NKnTUqI2Jt0xr92aLbdljcz+cMSoIjls7oCsV5eXwg+v4enpq+v8zJpf3PIvHSAc1WKob1COwpbujRycf+QBD/PSp2sc8aRQ9FOEZlJiAlThyj8vmh6h69dytr6AcnI5EOYwwLO6lu6WE/f1vawBn6i2lMhyU/TyygT9Y24URNz04+3npY/De5mCbUsGQk2Liqw58frOrRe1nbkZceh9wUe5i79QeJFxUzIy9FdPJxICjgsx48GPtKnXC2kKHvKUajgTPQm/ZX9ui9rIeLRGLXXMJ4S/aVNKC8ofvsLrafR2TEU32XLhiXk4j0BHGhs08OdG87TtU2cVWmycPVNZcwz/ymAz21HWKROGsk9XNnSLyoGLvFzE2qn/RgUt3GrJxGZSYg20GGvivmjcsSvd558ky3Xq6TtU3cid+0Su2a8/JSueyuT3tg7NlVKvVz1xiNBlw2NlN0rSeTKisS0+ItGJtNx1x0xfzxYttxpMrdrZerodnLVeSlBaYYEi8qh30w/nusFm6Pv8v3bGQEDj0U3XPxyHSRlysooFsv18b9FaLX6QlWMvTdYDEbMWeMeFLtziNQ3tBChr4PsLajJ14udkxfNCKdakN1w5Tc5F57uT49UIXO9eysZiNXMFPvkHhROZeOzoS5k/Hw+oPcnnRnDlc24mi1WPXPZVZgBE+sxcS5bbvzcm3YJzb0c8ZkUppjD5g3vndero+/E/dzos1Maf89oLdermpXK5ciTbaje4xGA+aN652X68Nvy0WvLxqZDlsMnYXWGRIvKscRG8Nlr7CTZmfW7S0Tvc522Oh49R7CebmO1qKhOfSkeqSqkaumuWBStmRt0xIXjUhHbCdDHRT4FX9n2DE9b1wWHXrZA2JMvJfro+/C9/MH+8pFJ6PHW824ZDTFYfQEdtt5X0kDisOcUF/tauWqHv9wUo5kbVMrJF40wOXMpPrZwSpUN7Zy93n9Qby7u0R07QcTs8nt20MuHZMBS6d0cm8giP/sKQt579qdxaLX6QlWzBiaGvJeQkysxYRLRou3ff5dWBzy3m9LG7gDAheQoe8xrCD/5lQ9jlY1cvcJgoC1zN/gsrGZ5A3oIeflpXLp5G9+E3pMv72rRHRuVGyMCbPHkEhkIfGiAa6YkC2Kx/AHBbxZWMLdt+lAJWrdYk/BtdNyJW+fVki0xeAyxv27Zsdp7rA1t8eP9/aUiq79ZOpAmEgk9pifTB0oer2/zIW9ISpI/6vgtOj1gKRYnE91dHrMrFEZSIsXlwF4Y8dp7r6C42dwokZ89MI1ZDt6TIzJiB9NGSC69vauEu5IF18giH8ztnvBpGw6NyoEJF40gCM2Bgsmilebr311Ek2dAneDQQHPfXFMdM/0IckYkUnl03vDz2YMEr0+UdvEBUC/seM0XK3ioOnrpovfR3TNxSMzkOOwia49+8Vx0evS+mZuy2jR9FwSib3AYjbiJ1PFIuTNb0o4z+2zW8W2Iy8tjivARnQNaztq3V68vUssVNbvLUMZEzT9sxmDJW+bGiHxohGWnj9E9Lq+2Yd/bjtr7N/fV8adZXTj+UOj0TRNkZ+XylWBfWLzYXj8bSuouiavqN+BtkDdQalUXKo3mIwGLJk5RHTts4NVogMB//bpEfg7eb2sZiN+ei55A3rLz/MHi4L+Pf4gnvrsaMfr7Udq8NUxcQzG0vOHUPB5LxmZmYDzh4u3jv/x+TG4WttqbrV4A3h6y1HR76cMSsKkgeJjYIg2JBMvjz76KGbOnAm73Y6kpKQevUcQBNx///3Izs5GbGws5syZg6NHj3b/RgLjchyYw+yLvrDtBPaVNKC0vhkPbzgo+t3wjHjMZ4LIiO4xGAxYdulw0bUTNU144tMjCAYF3Ld+P1fp9X9mi+8nesb15w1Gkl0cJ3DXu9/C2eLDpwcq8R7jdbnu3EHISBB7a4juGZAUix+fI96m+3dhMbYfqUFdkxd/Wved6HcZCVbabu4jv710hOh1TaMHD35wAIIg4P99fBCl9WKvy/9cOoJEYhgMgiAI3d/Wex544AEkJSWhtLQUr7zyChoaGrp9z2OPPYaVK1di9erVGDp0KO677z589913+P7772Gz9cwouVwuOBwOOJ1OJCbqq6bGwQoXfvCPL0XBXhaTEUYj0OoTHwb20pJplObYR4JBAT967ivsK3WKrjtiY7jKxVdMyMJzi6dGs3ma4tUvT+J/N3wvuhZvNaPFFxCN8wSbGVvuvJjESx8pa2jBnCe2oaVTDIbZaIDVbESTVxyXsfLqCbjuXNoG7StLXyvkiiqGsh3nDk3BW7ecpyvx0pv5WzLPy0MPPYTf/e53mDBhQo/uFwQBTz31FO69915cddVVmDhxIl5//XWUl5dj/fr1Yd/n8XjgcrlEP3plTHYibr4wT3TNGwhywmXeuEwSLv3AaDTg0R9NELnaAXDGJ8FqxgMLxkWzaZpjSf5gTBggdpu7PX6RcAGAu+aPJuHSDwYkxeLOy0aKrvmDAidcpg9JxiLyuvSLh68aLyoFAPC2w2Iy4v/9aLyuhEtvUUzMy8mTJ1FZWYk5c+Z0XHM4HJgxYwYKCgrCvm/lypVwOBwdP7m5+n6wls8dye2rdmZ4Rjwe//GkKLZIm4wf4MAjC8eH/b3JaMAzi89BZiJNqP3BbDLiucXnIC3eGvaen0wdiMUzyBPQX35x/lBcOTF8LaIchw3P/OwcKq3QT3JT7Hjqp5PRlS75yzUTMTyDkim6QjHipbKyLWMjM1PsEcjMzOz4XShWrFgBp9PZ8VNSwqcI6wmL2YgXfz4tZFGj/LxUrP3lDDjsdKpxJPjpuYPw+E8mwm4Rr6JS4yx4aclUOl8nQuSm2PHmLedhTIijFW66YChWXj2BVqgRwGg04G/XTsL15/FCcMIAB/59y3kkxiPEvHFZeH7xVK72S7zVjKd/OhlXTR4Q5p1EO71KHr/77rvx2GOPdXnPwYMHMXr06H41qjdYrVZYreFXZXokzmrG36+bgl9eOBRfHqtFICBg6uBk5A9LJSMfYa6dlotLR2fgkwOVqHK2YnBqHC4bl4kEGwnESDI8Ix4fLjsfWw/XYH+5E3EWMy4ZnU6r0whjNZvwyMIJ+Pl5Q7DtSDVavEFMzHXgohHplIIeYeaPz0L+sFR8cqASpXXNyEmKxbxxWUiOs3T/ZqJ34uXOO+/E0qVLu7wnLy+vy9+HIyurLfOlqqoK2dlnXZdVVVWYPHlynz5T70wcmISJA5PkbobmSYu3YjHVYpAcs8mIOWMzMYfitSRnVFYCRmWRMJQaR2wMZW71kV6Jl/T0dKSnS+MKHzp0KLKysrBly5YOseJyubBz507ceuutknwnQRAEQRDqQ7KYl+LiYhQVFaG4uBiBQABFRUUoKiqC2332ROPRo0dj3bp1ANrqZ9xxxx145JFH8MEHH+C7777DkiVLkJOTg4ULF0rVTIIgCIIgVIZkBybcf//9WL16dcfrKVOmAAC++OILzJo1CwBw+PBhOJ1na2X88Y9/RFNTE2655RY0NDTgggsuwKZNm3pc44UgCIIgCO0jWZE6udBzkTqCIAiCUCuKKFJHEARBEAQhBSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFSReCIIgCIJQFZKJl0cffRQzZ86E3W5HUlJSj96zdOlSGAwG0c/8+fOlaiJBEARBECrELNUHe71eXHPNNcjPz8crr7zS4/fNnz8fr732Wsdrq9UqRfMIgiAIglApkomXhx56CACwatWqXr3ParUiKyurx/d7PB54PJ6O106nEwDgcrl69b0EQRAEQchH+7wtCEK390omXvrK1q1bkZGRgeTkZFx66aV45JFHkJqaGvb+lStXdgilzuTm5krZTIIgCIIgJKCxsREOh6PLewxCTyROP1i1ahXuuOMONDQ0dHvvm2++CbvdjqFDh+L48eP405/+hPj4eBQUFMBkMoV8D+t5CQaDqKurQ2pqKgwGQ6T+GwDaVGFubi5KSkqQmJgY0c8mzkL9HD2or6MD9XN0oH6OHlL0tSAIaGxsRE5ODozGrkNye+V5ufvuu/HYY491ec/BgwcxevTo3nxsBz/96U87/j1hwgRMnDgRw4YNw9atWzF79uyQ77FarVxcTE8DhPtKYmIiPRhRgPo5elBfRwfq5+hA/Rw9It3X3Xlc2umVeLnzzjuxdOnSLu/Jy8vrzUd2+1lpaWk4duxYWPFCEARBEIS+6JV4SU9PR3p6ulRt4SgtLcWZM2eQnZ0dte8kCIIgCELZSFbnpbi4GEVFRSguLkYgEEBRURGKiorgdrs77hk9ejTWrVsHAHC73fjDH/6AHTt24NSpU9iyZQuuuuoqDB8+HPPmzZOqmb3CarXigQceoPRtiaF+jh7U19GB+jk6UD9HD7n7WrKA3aVLl2L16tXc9S+++AKzZs1q+3KDAa+99hqWLl2KlpYWLFy4EHv37kVDQwNycnJw2WWX4eGHH0ZmZqYUTSQIgiAIQoVInm1EEARBEAQRSehsI4IgCIIgVAWJF4IgCIIgVAWJF4IgCIIgVAWJF4IgCIIgVAWJlx7y7LPPYsiQIbDZbJgxYwYKCwvlbpLm2L59OxYsWICcnBwYDAasX79e7iZpkpUrV2L69OlISEhARkYGFi5ciMOHD8vdLE3y/PPPY+LEiR1VSPPz87Fx40a5m6V5/vznP8NgMOCOO+6Quyma4sEHH4TBYBD99LWifn8h8dID3nrrLSxfvhwPPPAA9uzZg0mTJmHevHmorq6Wu2maoqmpCZMmTcKzzz4rd1M0zbZt23Dbbbdhx44d2Lx5M3w+Hy677DI0NTXJ3TTNMXDgQPz5z3/G7t27sWvXLlx66aW46qqrcODAAbmbplm++eYb/POf/8TEiRPlboomGTduHCoqKjp+vvzyS1naQanSPWDGjBmYPn06nnnmGQBthz/m5ubit7/9Le6++26ZW6dNDAYD1q1bh4ULF8rdFM1TU1ODjIwMbNu2DRdddJHczdE8KSkp+Mtf/oKbbrpJ7qZoDrfbjXPOOQfPPfccHnnkEUyePBlPPfWU3M3SDA8++CDWr1+PoqIiuZtCnpfu8Hq92L17N+bMmdNxzWg0Ys6cOSgoKJCxZQQRGZxOJ4C2SZWQjkAggDfffBNNTU3Iz8+Xuzma5LbbbsOVV14pstdEZDl69ChycnKQl5eHxYsXo7i4WJZ29OpsIz1SW1uLQCDAVfnNzMzEoUOHZGoVQUSGYDCIO+64A+effz7Gjx8vd3M0yXfffYf8/Hy0trYiPj4e69atw9ixY+VuluZ48803sWfPHnzzzTdyN0WzzJgxA6tWrcKoUaNQUVGBhx56CBdeeCH279+PhISEqLaFxAtB6JjbbrsN+/fvl23fWg+MGjUKRUVFcDqdePfdd3HDDTdg27ZtJGAiSElJCW6//XZs3rwZNptN7uZolssvv7zj3xMnTsSMGTMwePBgvP3221HfBiXx0g1paWkwmUyoqqoSXa+qqkJWVpZMrSKI/rNs2TJs2LAB27dvx8CBA+VujmaxWCwYPnw4AGDq1Kn45ptv8PTTT+Of//ynzC3TDrt370Z1dTXOOeecjmuBQADbt2/HM888A4/HA5PJJGMLtUlSUhJGjhyJY8eORf27KealGywWC6ZOnYotW7Z0XAsGg9iyZQvtWxOqRBAELFu2DOvWrcPnn3+OoUOHyt0kXREMBuHxeORuhqaYPXs2vvvuOxQVFXX8TJs2DYsXL0ZRUREJF4lwu904fvw4srOzo/7d5HnpAcuXL8cNN9yAadOm4dxzz8VTTz2FpqYm3HjjjXI3TVO43W6Rgj958iSKioqQkpKCQYMGydgybXHbbbdh7dq1eP/995GQkIDKykoAgMPhQGxsrMyt0xYrVqzA5ZdfjkGDBqGxsRFr167F1q1b8cknn8jdNE2RkJDAxWzFxcUhNTWVYrkiyO9//3ssWLAAgwcPRnl5OR544AGYTCZcd911UW8LiZcesGjRItTU1OD+++9HZWUlJk+ejE2bNnFBvET/2LVrFy655JKO18uXLwcA3HDDDVi1apVMrdIezz//PABg1qxZouuvvfYali5dGv0GaZjq6mosWbIEFRUVcDgcmDhxIj755BPMnTtX7qYRRK8pLS3FddddhzNnziA9PR0XXHABduzYgfT09Ki3heq8EARBEAShKijmhSAIgiAIVUHihSAIgiAIVUHihSAIgiAIVUHihSAIgiAIVUHihSAIgiAIVUHihSAIgiAIVUHihSAIgiAIVUHihSAIgiAIVUHihSAIgiAIVUHihSAIgiAIVUHihSAIgiAIVfH/AdaVRaKftKkxAAAAAElFTkSuQmCC",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"# Importar las librerías requeridas\n",
"import numpy as np\n",
@@ -871,11 +882,22 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 14,
"metadata": {
"id": "1v1pXGznSW1l"
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"# Importar las librerías requeridas\n",
"import numpy as np\n",
@@ -918,11 +940,22 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 15,
"metadata": {
"id": "rp64_Kh-gaiE"
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"# Importar las librerías requeridas\n",
"import numpy as np\n",
@@ -966,11 +999,22 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 16,
"metadata": {
"id": "Rv60_3nqUX0f"
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"# Importar las librerías requeridas\n",
"import numpy as np\n",
@@ -1011,11 +1055,22 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 17,
"metadata": {
"id": "t9tpBAxeV2gF"
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"# Importar las librerías requeridas\n",
"import numpy as np\n",
@@ -1060,11 +1115,22 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 18,
"metadata": {
"id": "INtq0uZMnenn"
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"# Gráfico de una esfera de radio 10\n",
"# Importar las librerías requeridas\n",
@@ -1074,7 +1140,7 @@
"\n",
"# Crear la figura\n",
"fig = plt.figure()\n",
- "ax = Axes3D(fig)\n",
+ "ax = fig.add_subplot(111, projection='3d')\n",
"\n",
"# Generar los posibles valores para los parametros u, v\n",
"u = np.linspace(0, 2 * np.pi, 100)\n",
@@ -1086,7 +1152,10 @@
"z = 10 * np.outer(np.ones(np.size(u)), np.cos(v))\n",
"\n",
"# Graficar vectores en azul\n",
- "ax.plot_wireframe(x, y, z, color='b') # Prueba a cambiar \"plot_wireframe\" por \"plot_surface\"\n",
+ "ax.plot_wireframe(x, y, z, color='b')\n",
+ "\n",
+ "# Prueba a cambiar \"plot_wireframe\" por \"plot_surface\"\n",
+ "#ax.plot_surface(x, y, z, color='b')\n",
"\n",
"# Mostrar el gráfico\n",
"plt.show()"
@@ -1103,11 +1172,35 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 19,
"metadata": {
"id": "Y6Qt41USwFkd"
},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "2016-03-01 1.0\n",
+ "2016-03-02 3.0\n",
+ "2016-03-03 5.0\n",
+ "2016-03-04 NaN\n",
+ "2016-03-05 6.0\n",
+ "2016-03-06 8.0\n",
+ "Freq: D, dtype: float64\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"# Importar las librerías requeridas\n",
"import numpy as np\n",
@@ -1325,16 +1418,28 @@
],
"metadata": {
"colab": {
- "provenance": [],
- "toc_visible": true,
"authorship_tag": "ABX9TyOOvuRmGJYKhAzi98znKJek",
- "include_colab_link": true
+ "include_colab_link": true,
+ "provenance": [],
+ "toc_visible": true
},
"kernelspec": {
"display_name": "Python 3",
"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": "3.10.2"
}
},
"nbformat": 4,
"nbformat_minor": 0
-}
\ No newline at end of file
+}