diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..87620ac7e74efee566c6ee9d2ed7281ebafb4788 --- /dev/null +++ b/.gitignore @@ -0,0 +1 @@ +.ipynb_checkpoints/ diff --git a/ejercicio1.ipynb b/ejercicio1.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..0ec890ca3af652206b58a8768910051b5c43e35f --- /dev/null +++ b/ejercicio1.ipynb @@ -0,0 +1,154 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Noé Camacho" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Input\n", + "Con el comando **input** vamos a ingresar la lista de palabras separadas por guiones " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ingrese la lista de palabras separadas por guionesnaranja-platano-manzana-pera-uva-sandia-sandia-sandia\n", + "naranja-platano-manzana-pera-uva-sandia-sandia-sandia\n" + ] + } + ], + "source": [ + "#Input recibe lo ingresado como cadena de caracteres, no hay necesidad de convertir a str\n", + "#Puede ingresar todas las palabras que crea pertinente\n", + "#Words = naranja-platano-manzana-pera-uva-sandia-sandia-sandia\n", + "words = input('Ingrese la lista de palabras separadas por guiones', )\n", + "print(words)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## split\n", + "Input recibe todo como una sola cadena de caracteres, con este comado vamos a separarlo apoyandonos en los guiones y convirtiendolo en una lista" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['naranja', 'platano', 'manzana', 'pera', 'uva', 'sandia', 'sandia', 'sandia']\n" + ] + } + ], + "source": [ + "array_words = words.split('-')\n", + "print(array_words)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## sorted y set \n", + "**Sorted:** Ordena los elementos de la lista. Por defecto de 'a' a 'z'\\\n", + "\n", + "**set:** Elimina elementos repetidos de la lista" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['manzana', 'naranja', 'pera', 'platano', 'sandia', 'uva']\n" + ] + } + ], + "source": [ + "array = sorted(set(array_words))\n", + "print(array)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## join\n", + "Este comando une la lista en una cadena de caracteres nueamente." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "manzana-naranja-pera-platano-sandia-uva\n" + ] + } + ], + "source": [ + "str_word = '-'.join(array)\n", + "print(str_word)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/ejercicio2.ipynb b/ejercicio2.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..8c197148135692c3344a4c43f685a9ef070ace61 --- /dev/null +++ b/ejercicio2.ipynb @@ -0,0 +1,292 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Noé Camcho" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Primer punto" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Definimos una función para crear triangulos de pascal\\\\\n", + "\n", + "Tomar nota de zip()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## zip" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "((3, 5), (4, 8), (8, 7), (7, 8), (5, 7))\n" + ] + } + ], + "source": [ + "#Asà funciona zip, empareja elemntos.\n", + "a = (3,4,8,7,5)\n", + "b = (5,8,7,8,7)\n", + "\n", + "x = zip(a, b)\n", + "\n", + "print(tuple(x))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## list comprehension" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[6, 6]\n" + ] + } + ], + "source": [ + "#Ejemplo de como funciona list comprehension python\n", + "fila = [1] #Primero elemento\n", + "cero = [5] #Elemento neutro\n", + "filas = [i + d for i, d in zip(fila + cero, cero + fila)] #itera sobre todo lo generado por zip que para este caso es ((1,5),(5,1))\n", + "#devuele la suma i+d de cada subtupla de la tupla grande que genera zip\n", + "print(filas)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Algorimo " + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "---------------\n", + "fila que vale del triangulo [1]\n", + "---- [1, 1]\n", + "---------------\n", + "fila que vale del triangulo [1, 1]\n", + "---- [1, 2, 1]\n", + "---------------\n", + "fila que vale del triangulo [1, 2, 1]\n", + "---- [1, 3, 3, 1]\n", + "---------------\n", + "fila que vale del triangulo [1, 3, 3, 1]\n", + "---- [1, 4, 6, 4, 1]\n" + ] + } + ], + "source": [ + " n = 4\n", + " fila = [1] #Primero elemento\n", + " cero = [0] #Incializador de la suma, pruba combiando de nummero\n", + " for i in range(n):\n", + " #La lista fila va aumentando por for de list comprehension y generando numeros\n", + " print('---------------')\n", + " print('fila que vale del triangulo',fila)\n", + " #list comprehension python\n", + " fila = [i + d for i, d in zip(fila + cero, cero + fila)]\n", + " print('----', fila)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## funcion" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [], + "source": [ + "def pascal_triangulo(n):\n", + " if type(n) == int:\n", + " fila = [1] #Primero elemento\n", + " cero = [0] #Incializador de la suma, pruba combiando de nummero\n", + " for i in range(n):\n", + " print(fila)\n", + " #list comprehension python\n", + " fila = [i + d for i, d in zip(fila + cero, cero + fila)]\n", + " else:\n", + " print('n no es un numero entero')\n", + " print('n es tipo ', type(n))\n", + " print('Ingrese un numero entero porfavor')" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "n no es un numero entero\n", + "n es tipo <class 'float'>\n", + "Ingrese un numero entero porfavor\n" + ] + } + ], + "source": [ + "pascal_triangulo(0.5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Segundo punto" + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "metadata": {}, + "outputs": [], + "source": [ + "def new_pascal_triangulo(n):\n", + " if type(n) == int:\n", + " fila = [1] #Primero elemento\n", + " cero = [0] #Incializador de la suma, pruba combiando de nummero\n", + " for i in range(n):\n", + " #list comprehension python\n", + " fila = [i + d for i, d in zip(fila + cero, cero + fila)]\n", + " #print(fila)\n", + " else:\n", + " print('n no es un numero entero')\n", + " print('n es tipo ', type(n))\n", + " print('Ingrese un numero entero porfavor')\n", + " return fila" + ] + }, + { + "cell_type": "code", + "execution_count": 157, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ingrese la cantidad de numeros que piensa ingresar5\n", + "Ingrese un numero4\n", + "Ingrese un numero6\n", + "Ingrese un numero1\n", + "Ingrese un numero2\n", + "Ingrese un numero4\n" + ] + } + ], + "source": [ + "count_elements = int(input('Ingrese la cantidad de numeros que piensa ingresar', ))\n", + "array_number = []\n", + "for i in range(count_elements):\n", + " number = int(input('Ingrese un numero:', ))\n", + " array_number.append(number)" + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[([1, 4, 6, 4, 1], 'numero_4'),\n", + " ([1, 6, 15, 20, 15, 6, 1], 'numero_6'),\n", + " ([1, 1], 'numero_1'),\n", + " ([1, 2, 1], 'numero_2'),\n", + " ([1, 4, 6, 4, 1], 'numero_4')]" + ] + }, + "execution_count": 160, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "filas_n = []\n", + "for i in array_number:\n", + " filas_n.append((new_pascal_triangulo(i), f'numero_{i}'))\n", + "filas_n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/ejercicio3.ipynb b/ejercicio3.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..bdbde3645edb8ea5a9bd04f51aa1583ea7efe3aa --- /dev/null +++ b/ejercicio3.ipynb @@ -0,0 +1,355 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Noe Camacho" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Datos\n", + "\n", + " - Por cuestiones de tiempo solo logre conseguir 7 datos de mis amigos congueros, pero el codigo esta construido de forma que solo tengo que agregar mas listas siguiendo el mismo estilo de nombre de las listas y seguirá funcionando. \n", + " ### Importante correr una vez, reinciar el kernel para volver a correr" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "head_data = ['nombre', 'user', 'edad', 'pais', 'ciudad', 'especialidad', 'universidad', 'hobbie']" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#data de congueros\n", + "data_1 = ['Mariana Vivas', '@vivasm', '23', 'venezuela', 'caracas','fisica', \n", + " 'Universidad Central de Venezuela ', 'ballet' ]\n", + "\n", + "data_2 = ['david ramos', '@ramosd', '24', 'colombia', 'bucaramanga', 'astrofisica relativista',\n", + " 'Universidad Industrial de Santander', 'guitarra']\n", + "\n", + "data_3 = ['carlos andres pizon osorio', '@pinzonc', '30', 'colombia', 'bogota', 'fisica de altas energias', \n", + " 'Universidad Antonio NarÃo', 'atletismo']\n", + "\n", + "data_4 = ['juan david hernandez', '@hernandezj', '24', 'colombia', 'bogota', 'electrodinamica cuantica', \n", + " 'Universidad Nacional de Cololmbia', 'leer y videojuegos']\n", + "\n", + "data_5 = ['Nicolás Fernández Cinquepalmi', '@fernandezn', '27', 'argentina', 'lima', 'fisica nueclear', \n", + " 'Universidad Nacional Mayor de San Marcos', 'piano']\n", + "\n", + "data_6 = ['Daniel Arturo Brito Urbina', '@britod', '26', 'venezuela', 'caracas', 'Teorica de campos', \n", + " 'Universidad Central de Venezuela' 'Patinetas, Bicicletas y Video juegos']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Punto 2" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "#Se agregan todos las listas anteriores en una sola lista llamada data\n", + "data = []\n", + "n = 6 # cantidad de datos recolectados\n", + "for i in range(1,n+1):\n", + " data.append(globals()[f'data_{i}'])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[['Mariana Vivas',\n", + " '@vivasm',\n", + " '23',\n", + " 'venezuela',\n", + " 'caracas',\n", + " 'fisica',\n", + " 'Universidad Central de Venezuela ',\n", + " 'ballet'],\n", + " ['david ramos',\n", + " '@ramosd',\n", + " '24',\n", + " 'colombia',\n", + " 'bucaramanga',\n", + " 'astrofisica relativista',\n", + " 'Universidad Industrial de Santander',\n", + " 'guitarra'],\n", + " ['carlos andres pizon osorio',\n", + " '@pinzonc',\n", + " '30',\n", + " 'colombia',\n", + " 'bogota',\n", + " 'fisica de altas energias',\n", + " 'Universidad Antonio NarÃo',\n", + " 'atletismo'],\n", + " ['juan david hernandez',\n", + " '@hernandezj',\n", + " '24',\n", + " 'colombia',\n", + " 'bogota',\n", + " 'electrodinamica cuantica',\n", + " 'Universidad Nacional de Cololmbia',\n", + " 'leer y videojuegos'],\n", + " ['Nicolás Fernández Cinquepalmi',\n", + " '@fernandezn',\n", + " '27',\n", + " 'argentina',\n", + " 'lima',\n", + " 'fisica nueclear',\n", + " 'Universidad Nacional Mayor de San Marcos',\n", + " 'piano'],\n", + " ['Daniel Arturo Brito Urbina',\n", + " '@britod',\n", + " '26',\n", + " 'venezuela',\n", + " 'caracas',\n", + " 'Teorica de campos',\n", + " 'Universidad Central de VenezuelaPatinetas, Bicicletas y Video juegos']]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Diccionario compas\n", + "**De aquà en adelate correr una vez!!**" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['@vivasm', '@ramosd', '@pinzonc', '@hernandezj', '@fernandezn', '@britod']" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Se crea una lista nueva con todos los users\n", + "users = [i[1] for i in data]\n", + "users" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "#correr una vez porque el ciclo for seguira eliminando elementos cada que corra!!!\n", + "#Se eliina los datos de user de data, previamente se hace una copia\n", + "data_sin_user = data.copy()\n", + "for i in data_sin_user:\n", + " j = i.pop(1)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "data_sin_user " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Se crea el diccionario compas\n", + "compas = []\n", + "for i in users:\n", + " compas = dict(tuple(zip(users,[i for i in data_sin_user])))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "##leyendo el diccionario \n", + "for i in compas:\n", + " print('----------')\n", + " print(i)\n", + " print(compas[i])\n", + " print('----------')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Punto 3" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def read_data(dict_data, pais):\n", + " data = []\n", + " user_i = []\n", + " for i in dict_data:\n", + " if dict_data[i][2] == str(pais):\n", + " user_i.append(i)\n", + " data.append(dict_data[i])\n", + " return data, user_i" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def read_nice(dict_data, users): \n", + " import pandas as pd\n", + " datos = pd.DataFrame([compas[i] for i in users])\n", + " datos.columns = ['nombre', 'edad', 'pais', 'ciudad', 'especialidad', 'universidad', 'hobbie']\n", + " return datos" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "data, usuario = read_data(compas,'colombia')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_data = read_nice(compas, usuario)\n", + "df_data.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### La media\n", + "Se puede haacer usando numpy o el mismo python tambien" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_data['edad'] = df_data['edad'].astype(int)\n", + "print('La media es: ')\n", + "df_data['edad'].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Para este caso no hay repeticiones pero con este linea de codigo se imprimen sin repetciones\n", + "import numpy as np\n", + "universidad = set(np.array(df_data['universidad']))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "universidad" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}