TB065

Trabajos Prácticos de la Materia Señales y Sistemas
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commit 0c8d8c66b0cebfab02f49733e82b7a3d727d8b3a
parent 8897bcda240fda4a7dd23ded1863bdbfcf231d87
Author: Martin Kloeckner <mjkloeckner@gmail.com>
Date:   Wed,  4 Sep 2024 17:08:25 -0300

added jupyter notebook

Diffstat:
Aprimera_parte/tpe_primera_parte.ipynb | 184+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
1 file changed, 184 insertions(+), 0 deletions(-)
diff --git a/primera_parte/tpe_primera_parte.ipynb b/primera_parte/tpe_primera_parte.ipynb
@@ -0,0 +1,184 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "dbae172a-eb1c-4168-8151-9bb0f9e57cc2",
+   "metadata": {},
+   "source": [
+    "# Trabajo Práctico Especial: Primera Parte\n",
+    "\n",
+    "En esta primera parte del trabajo practico se pide graficar dos señales de\n",
+    "audio en formato 'WAV' en el dominio del tiempo\n",
+    "\n",
+    "Para la realizacion de los graficos se utiliza el lenguaje de programación\n",
+    "[python](https://www.python.org) junto con las librerias\n",
+    "[scipy](https://docs.scipy.org/doc/scipy/index.html),\n",
+    "[matplotlib](https://matplotlib.org/) y\n",
+    "[numpy](https://numpy.org/doc/stable/index.html)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "55448055-e864-4feb-b2ee-792959848f66",
+   "metadata": {},
+   "source": [
+    "Empecemos importando las librerias mencionadas:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "ba4c3cbd-8976-4044-b261-8c1931778dae",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "from numpy import arange\n",
+    "from scipy.io import wavfile"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bd8671f2-4d85-4aec-beee-d01d25e42e4e",
+   "metadata": {},
+   "source": [
+    "De la libreria [scipy](https://docs.scipy.org/doc/scipy/index.html) solo se importa la funcion [wavfile](https://docs.scipy.org/doc/scipy/reference/io.html#module-scipy.io.wavfile), y de la libreria [numpy](https://numpy.org/doc/stable/index.html) solo se importa [arange](https://numpy.org/doc/stable/reference/generated/numpy.arange.html#numpy-arange), ya que esas son las unicas funciones que se utilizan de esas librerias"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a27c042f-3447-4002-95f8-e8e293cd3ec0",
+   "metadata": {},
+   "source": [
+    "Debido a que tenemos que leer multiples archivos resulta conveniente definir un arreglo con los nombres de los archivos a leer, para luego iterar sobre el arreglo de manera tal que en cada paso se abra el archivo, se obtengan los datos y se genere una figura con los datos graficados en funcion del tiempo\n",
+    "\n",
+    "Luego al finalizar las iteraciones, mostrar todas las figuras generadas"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "68f48e8d-c02b-476b-a2dd-34676f3cb9f2",
+   "metadata": {},
+   "source": [
+    "Definimos un arreglo con los nombres de los archivos, y además un arreglo vacio en el que luego en cada iteracion se guardará una referencia a la figura generada"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "b0f55a21-9288-43cc-8aec-f92359f09038",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "file_names = ['InASentimentalMood.wav', 'Zombie.wav']\n",
+    "figures = []"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "aa7f1668-0452-4977-aeb4-1ed8155080ab",
+   "metadata": {},
+   "source": [
+    "Como se menciono previamente se itera sobre los nombres de los archivos contenido en el arreglo `file_names` definido previamente\n",
+    "\n",
+    "Por cada iteracion se lee el contenido del archivo cuyo nombre es el definido en el `file_names` y además está localizado en la misma carpeta desde donde se ejecuta el programa, utilizando la funcion `wavfile.read()` de la libreria `scipy`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "db46a059-a799-42d4-9eaa-afe1ad530c9f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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WAAAAAAAADyQLAAAAAACAB5IFAAAAAADAA8kCAAAAAADggWQBAAAAAADwQLIAAAAAAAB4IFkAAAAAAAA8/H+8wc+xxEfqfgAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for i, file_name in enumerate(file_names):\n",
+    "    sample_rate, data = wavfile.read(file_name)\n",
+    "\n",
+    "    if len(data.shape) > 1:\n",
+    "        data = data[:, 0]\n",
+    "\n",
+    "    time = arange(len(data)) / sample_rate\n",
+    "    figures.append(plot_wav_data(time, data, file_name))\n",
+    "    figures[i].show()\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "dd6000bb-3620-4dd1-a8f5-5f33afb8b368",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def plot_wav_data(time, data, file_name):\n",
+    "    figure_title = 'Gráfico de `' + str(file_name) + '` en dominio de tiempo'\n",
+    "\n",
+    "    new_figure = plt.figure(num=figure_title, figsize=(12, 6))\n",
+    "    plt.plot(time, data, label='Señal de Audio')\n",
+    "    plt.title(figure_title)\n",
+    "    plt.xlabel('Tiempo [s]')\n",
+    "    plt.ylabel('Amplitud')\n",
+    "    plt.grid(True)\n",
+    "    plt.legend()\n",
+    "\n",
+    "    return new_figure"
+   ]
+  }
+ ],
+ "metadata": {
+  "authors": [
+   {
+    "name": "Martin Javier Klöckner"
+   },
+   {
+    "name": "Matteo Aguilar Cafferata"
+   },
+   {
+    "name": "Victor Nicolás Chechko"
+   }
+  ],
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.6"
+  },
+  "title": "Trabajo Practico Especial: Primera Parte"
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}