20210426.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "20210426.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyMx6AIAFCC0X29kRaXjU7YE",
      "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": [
        "<a href=\"https://colab.research.google.com/github/letme-hj/class2021Spring/blob/main/20210426.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "w74uIzyGxwaS"
      },
      "source": [
        "%matplotlib inline\n",
        "from matplotlib import pyplot as plt\n",
        "import IPython.display as ipd\n",
        "import numpy as np\n",
        "from scipy.signal import lfilter"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nztF-kAdxUB-"
      },
      "source": [
        "def phasor(amp, sr, dur, freq):\n",
        "  t = np.arange(1, sr*dur+1)/sr\n",
        "  theta = t*2*np.pi*freq\n",
        "  s = np.sin(theta)\n",
        "\n",
        "  fig = plt.figure()\n",
        "  ax = fig.add_subplot(111)\n",
        "  ax.plot(t[0:1000], s[0:1000], '.')\n",
        "  ax.set_xlabel('time (s)')\n",
        "  ax.set_ylabel('real')\n",
        "\n",
        "  return s, theta, t"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        },
        "id": "as00UCDgyViT",
        "outputId": "35b1c53d-d40b-4355-df5d-d3a7082d69a1"
      },
      "source": [
        "s, theta, t = phasor(amp = 1, sr = 10000, dur = 0.5, freq = 80.0)\n"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 74
        },
        "id": "5JkE7zoZyaIY",
        "outputId": "0d442ce2-8990-4191-a0fe-e0755d1c3baf"
      },
      "source": [
        "ipd.Audio(s, rate=10000)"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "                <audio controls=\"controls\" >\n",
              "                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rvfmvYLqzEnJ"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}