Gait_classification_with_CNN.ipynb

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  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/NavneetSajwan/Human-Gait-Classification-with-EMG/blob/master/Gait_classification_with_CNN.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "fYgVpdqjsq-8"
      },
      "source": [
        "# **Importing data and useful resources**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GUx3mfLyleta",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "import os\n",
        "from fastai import *\n",
        "from fastai.vision import *\n",
        "from tqdm import tqdm_notebook"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "h1pQ6od7ltt1",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive', force_remount=True)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dNxfFJd6vmvu",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# os.mkdir('/content/drive/My Drive/fastai-v3/data/EMG')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XW1TLao4lxRg",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!unzip -q '/content/drive/My Drive/Gait data.zip'"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wP2JAqFBletj",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "path = Path.cwd()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zVZxfLU7mCQ3",
        "colab_type": "code",
        "outputId": "a15da673-a1b2-4c1a-b399-558d3e53853c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 102
        }
      },
      "source": [
        "path_data = path/'Gait data'\n",
        "path_data.ls()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[PosixPath('/content/Gait data/SD'),\n",
              " PosixPath('/content/Gait data/SA'),\n",
              " PosixPath('/content/Gait data/RD'),\n",
              " PosixPath('/content/Gait data/LG'),\n",
              " PosixPath('/content/Gait data/RA')]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "znuuAdpyGvOe",
        "colab_type": "text"
      },
      "source": [
        "**Taking Fourier of EMG data**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UYTsWmJHGu7l",
        "colab_type": "code",
        "outputId": "fd3d01dd-243f-4499-d105-c5f1c601025c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 643
        }
      },
      "source": [
        "path_lg, path_ra, path_rd, path_sa, path_sd = path_data/'LG',  path_data/'RA', path_data/'RD',  path_data/'SA', path_data/'SD'\n",
        "\n",
        "lg, ra, rd, sa, sd = path_lg.ls()[0], path_ra.ls()[0],path_rd.ls()[0], path_sa.ls()[0],path_sd.ls()[0]\n",
        "lgdf, radf, rddf, sadf, sddf,   = pd.read_csv(lg), pd.read_csv(ra), pd.read_csv(rd), pd.read_csv(sa), pd.read_csv(sd)\n",
        "\n",
        "emg_array1 = lgdf.iloc[4000:20000,1].values\n",
        "emg_array2 = radf.iloc[4000:20000,1].values\n",
        "\n",
        "emg_array3 = rddf.iloc[4000:20000,1].values\n",
        "emg_array4 = sadf.iloc[4000:20000,1].values\n",
        "\n",
        "emg_array5 = sddf.iloc[4000:20000,1].values\n",
        "\n",
        "ft1 = np.fft.fft(emg_array1)\n",
        "ft2 = np.fft.fft(emg_array2)\n",
        "\n",
        "ft3 = np.fft.fft(emg_array3)\n",
        "ft4 = np.fft.fft(emg_array4)\n",
        "\n",
        "ft5 = np.fft.fft(emg_array5)\n",
        "\n",
        "fig, (ax1, ax2, ax3, ax4, ax5) = plt.subplots(5,1, figsize=(20,10))\n",
        "ax1.plot(ft1[1:5000])\n",
        "ax2.plot(ft2[1:5000])\n",
        "\n",
        "ax3.plot(ft3[1:5000])\n",
        "ax4.plot(ft4[1:5000])\n",
        "\n",
        "ax5.plot(ft5[1:5000])"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/numpy/core/_asarray.py:85: ComplexWarning: Casting complex values to real discards the imaginary part\n",
            "  return array(a, dtype, copy=False, order=order)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7f1606aa4860>]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 40
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Tc49ZHo/c0mqkLhmNJ34wBM9nl1Rhxi8n0bulH9Y+0xMA0P7t7Qj1dsEHE6Jw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\nTfBH/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TF4cd0xwzaHdZAPHkkmaFnLinppQgpSI7ytHq+vRo2iyjoxeBIXYL1ni7Gfi0WG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\n",
            "text/plain": [
              "<Figure size 1440x720 with 5 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Pl8Hl-kW7n5q",
        "colab_type": "text"
      },
      "source": [
        "**Plotter Function**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VmGMWGDHYkUS",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def plotter(x, y, z, i):\n",
        "  fig, (ax1, ax2, ax3) = plt.subplots(3,1, figsize = (7, 7))\n",
        "  axes = [ax1,ax2,ax3]\n",
        "  data = [x, y, z]\n",
        "  color = ['r', 'g', 'b']\n",
        "  \n",
        "  for ax, dat, c in zip(axes, data, color):\n",
        "    ax.plot(dat, c )\n",
        "    ax.spines['top'].set_visible(False)\n",
        "    ax.spines['bottom'].set_visible(False)\n",
        "    ax.spines['left'].set_visible(False)\n",
        "    ax.spines['right'].set_visible(False)\n",
        "    ax.set_xticks([])\n",
        "    ax.set_yticks([])\n",
        "\n",
        "  fig.savefig(path_clas/'{}.jpg'.format(i), bbox_inches = 'tight' )\n",
        "  plt.close(fig)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zvrYPOd4DkcI",
        "colab_type": "text"
      },
      "source": [
        "**Initial Testing a single data file**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "i0GIxaZckAsJ",
        "colab_type": "code",
        "outputId": "00e7e6bc-4b62-479e-ae4e-bc0345842fc6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 411
        }
      },
      "source": [
        "path_clas = path_data/'LG'\n",
        "temp = path_clas.ls()[0]\n",
        "df = pd.read_csv(temp)\n",
        "fig, (ax1, ax2, ax3) = plt.subplots(3,1, figsize = (7, 7))\n",
        "x, y, z = df.iloc[620:870,3].values, df.iloc[620:850,5].values, df.iloc[620:850,7].values\n",
        "axes = [ax1,ax2,ax3]\n",
        "data = [x, y, z]\n",
        "color = ['r', 'g', 'b']\n",
        "# print(type(ax1))\n",
        "for ax, dat, c in zip(axes, data, color):\n",
        "  ax.plot(dat, c )\n",
        "  ax.spines['top'].set_visible(False)\n",
        "  ax.spines['bottom'].set_visible(False)\n",
        "  ax.spines['left'].set_visible(False)\n",
        "  ax.spines['right'].set_visible(False)\n",
        "  ax.set_xticks([])\n",
        "  ax.set_yticks([])\n",
        "\n",
        "\n",
        "fig.savefig('0.jpg', bbox_inches = 'tight' )"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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/fmqZdOpkuriY4an6vOCEwvJpeoOUZbdGVnE0akSPN26oP+bAAdp50cvLNDEx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\nEIUiCIIgKIIoFEEQBEER/getpweztYBfDwAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 504x504 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "B2NheIVv7Rda",
        "colab_type": "text"
      },
      "source": [
        "**Array Generator Block**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0jFgcM17cGgZ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "X, Y, Z = (np.array([]),)*3\n",
        "folders  = ['LG','RA','RD','SA','SD']\n",
        "for clas in folders:\n",
        "  path_clas = path_data/clas\n",
        "  files = path_clas.ls()\n",
        "  # print(files)\n",
        "  initial, final = 0, 0\n",
        "  for file in files:\n",
        "      df = pd.read_csv(file)\n",
        "      df = df.loc[df['Trigno sensor 1: Acc 1.X [g]'].notnull()]\n",
        "      # print(len(df))\n",
        "      for i in range(600, len(df), 50): \n",
        "        initial = i\n",
        "        final = i + 250\n",
        "        # print(len(X))\n",
        "        if len(df) > final:\n",
        "           X = np.append(X, df.iloc[initial:final, 3].values)\n",
        "           Y = np.append(Y, df.iloc[initial:final, 5].values)\n",
        "           Z = np.append(Z, df.iloc[initial:final, 7].values)\n",
        " "
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7xM2pGkWijG6",
        "colab_type": "code",
        "outputId": "1b5c51cf-d2d0-40a5-eebb-93475ae7a9f4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "X, Y, Z= X.reshape(-1,250), Y.reshape(-1,250), Z.reshape(-1,250)\n",
        "print(X.shape, Y.shape, Z.shape)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(1000, 250) (1000, 250) (1000, 250)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "47mUk-syjFOn",
        "colab_type": "code",
        "outputId": "67e56407-5676-475e-fce9-b9c92d982cdd",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "n_classes = 5\n",
        "points_per_class = X.shape[0]//n_classes\n",
        "points_per_class"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "200"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MJ2uONrrEJf8",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# !rm -rf '/content/data'/"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jFtY4cfRtgKj",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "os.mkdir('/content/data')\n",
        "os.mkdir('/content/data/LG')\n",
        "os.mkdir('/content/data/RA')\n",
        "os.mkdir('/content/data/RD')\n",
        "os.mkdir('/content/data/SA')\n",
        "os.mkdir('/content/data/SD')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iv1cmG5T7c45",
        "colab_type": "text"
      },
      "source": [
        "**Plot Generator Block**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3K_Wmvj8YbAA",
        "colab_type": "code",
        "outputId": "cce15919-ce54-4ad7-8de1-5baec154fd13",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 262,
          "referenced_widgets": [
            "c85265d4adb54caea6b22381f110e34d",
            "9e7ba52ee37f4ad691413f47fcf4de53",
            "430ac6ec23bc43ea8b542c6b6c7cdf3b",
            "7c1d79ad76d2426d8e04ec1ecb0fd7c8",
            "d6905e909b8846f2a7e6ebc7ab4607e2",
            "8c37b1fa23ef48ecbcf283e8741c7ade",
            "351c63a7e0e74748ad95707ca29e70e0",
            "f8470df83e7642989c925d8c1bc30153",
            "9edf5b8e9c52462a9d5696575032bf44",
            "75cdca134e8549cfadf31e05f0ed7fd8",
            "d75d05b0848a47ac93c6568ce59c15db",
            "82cf4f5edff849dd8b1bc09973033da8",
            "a65861b903a8484fa34e822d646023b4",
            "5891420e7e3e4a4ca690f998a450c7fb",
            "20922a2276e94c828d30e73717302090",
            "4e4c62346834472ebd3764e7dc09b8d7",
            "57e0f43f6244442aa6c2acb0be9e1e17",
            "e85ac0cc56c14237a08d1ec0f9a4890f",
            "50c6684e31a043fe8a520ada9091f334",
            "344eba6059f24fc7a7a7436bfa16fbbe",
            "2b74c28bde464ca5b4693651a65f5344",
            "ff6c3f443d134d5682977167a963543e",
            "3369bde3d81c4e15b27c7d2a852cec78",
            "2d1ec161d9e340b5808070838e1b59b6",
            "02efed306e914e99a8e54fa40202cab8",
            "ff5f1b40677a49ebb27fc7213c5e0af7",
            "cce14fb0f115428b8ddc2b979cf6c2c0",
            "c8a6ead6b108457d89fe993f1dd31655",
            "98444e32a319479f8e83acbcf911a058",
            "090ecd64feb546b0a4051f6de4988bf6",
            "65c58c2ded714173874c925e8c5296fd",
            "9055eb5974e54a85aa910ca67fc83776",
            "d6a3aa3c6fb2428dbd87aa55ce0af15a",
            "255d53e9c4864853be8bfcc6cfd11050",
            "4eb1d7634489450bb8c689e729923650",
            "f9f1b6a3ea764bfe8aad5d8db4dbebaa",
            "896e57c84a6a4348afc21a503d9f5bad",
            "d5ddce13c0b84456bf5f96e321420684",
            "3dd786a0615044849cf322e11dd49dc5",
            "f66f49b294794c33ab98fc04dd238885"
          ]
        }
      },
      "source": [
        "path = Path('/content/data')\n",
        "folders  = ['LG','RA','RD','SA','SD']\n",
        "for count, clas in enumerate(folders):\n",
        "  path_clas = path/clas\n",
        "  for i in tqdm_notebook(range(count*points_per_class, (count+1)*points_per_class), total = points_per_class, unit = 'plot'):\n",
        "    plotter(X[i], Y[i], Z[i], i)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "c85265d4adb54caea6b22381f110e34d",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, max=200), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "9edf5b8e9c52462a9d5696575032bf44",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, max=200), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "57e0f43f6244442aa6c2acb0be9e1e17",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, max=200), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "02efed306e914e99a8e54fa40202cab8",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, max=200), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "d6a3aa3c6fb2428dbd87aa55ce0af15a",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, max=200), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "K3eWicbWD6IM",
        "colab_type": "text"
      },
      "source": [
        "# **Creating the Model**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JhNIf59LyVj1",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "np.random.seed(0)\n",
        "path = Path('/content/data')\n",
        "data = (ImageList.from_folder(path)\n",
        "        .split_by_rand_pct(0.20)\n",
        "        .label_from_folder()\n",
        "        .databunch(bs = 128)\n",
        "        .normalize(imagenet_stats))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7k8fAw2227SQ",
        "colab_type": "code",
        "outputId": "ac002b8a-5661-4ecc-85e0-c90cc9d83a6e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "data.classes"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['LG', 'RA', 'RD', 'SA', 'SD']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gMmBT6qY0nRj",
        "colab_type": "code",
        "outputId": "99bc5eb7-f43b-4ae6-adeb-be2acbcd7d32",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 585
        }
      },
      "source": [
        "data.show_batch(2)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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AmsuX0JXOy5wimnYnp9osiAp46bOZwnrWsgFpS9+fdwLJyBLIzCyhzrJmgj/1pM0hdTwY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Nzf9vqE/ffmuSqkL2wvgwYaUnDMXXfDPXey9MRTaYUBVd0BUd6fH3W3zDpjHra4AIwO05ZW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HcP34vc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\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ZjzyNvBDcGEHUzOz2WikYLUqEo0BGw0co7QUcfhTyqqOin/SNI3VB6VFyZKR0uSrnn7sL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\nXgwhY0BK0ixDMoU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ee63qjmGvoLa6UadqqscceWM42EOqqerOmupLnrtT7biqV3fXwrmO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\n8OLxeDwej2dc4YMXj8fj8Xg844r/Axa5x3p79GrsAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 576x576 with 4 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8YQ-JN-I05bw",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "learn = cnn_learner(data, models.resnet18, pretrained = True,  metrics = accuracy)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "V2QqyLqK1TbZ",
        "colab_type": "code",
        "outputId": "caa4c382-9cd7-4d6d-c238-4bdb2efa160a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 330
        }
      },
      "source": [
        "# learn.freeze()\n",
        "learn.lr_find()\n",
        "learn.recorder.plot(suggestion = True)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              ""
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n",
            "Min numerical gradient: 1.45E-03\n",
            "Min loss divided by 10: 3.02E-02\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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xs5y8vLwoVysiDYWZcdO3evHzb/dn9vJtXDMth33FZUGX1agEGhBmNgh4HDjH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\nEZGw/j8c7vnwxNf56AAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AgP6loNT1rLd",
        "colab_type": "code",
        "outputId": "780fef04-7af4-40ae-daf3-130bb6539955",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 173
        }
      },
      "source": [
        "lr = 1.7e-3\n",
        "learn.fit_one_cycle(4, slice(1e-4, 1e-3,1e-2) )"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: left;\">\n",
              "      <th>epoch</th>\n",
              "      <th>train_loss</th>\n",
              "      <th>valid_loss</th>\n",
              "      <th>accuracy</th>\n",
              "      <th>time</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <td>0</td>\n",
              "      <td>0.052933</td>\n",
              "      <td>0.116763</td>\n",
              "      <td>0.970000</td>\n",
              "      <td>00:06</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1</td>\n",
              "      <td>0.042832</td>\n",
              "      <td>0.104596</td>\n",
              "      <td>0.970000</td>\n",
              "      <td>00:06</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2</td>\n",
              "      <td>0.039713</td>\n",
              "      <td>0.098390</td>\n",
              "      <td>0.970000</td>\n",
              "      <td>00:06</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3</td>\n",
              "      <td>0.034996</td>\n",
              "      <td>0.098403</td>\n",
              "      <td>0.970000</td>\n",
              "      <td>00:06</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "L9OLT58-vdqk",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# os.mkdir('/content/drive/My Drive/fastai-v3/data/EMG/models')\n",
        "path_model = Path('/content/drive/My Drive/fastai-v3/data/EMG/models')\n",
        "# learn.save(path_model/'stage-1')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DVh7EGlxwOHs",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "learn.load(path_model/'stage-1')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4OKrT4O0AHvk",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "learn.save(path_model/'stage-600-50')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "I6z-JnHRARZi",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "learn.load(path_model/'stage-600-50')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IrkyOtQ32Hjd",
        "colab_type": "code",
        "outputId": "0098d0f6-5e40-40a2-9e5e-83203fabebca",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "learn.recorder.plot_losses()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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POY5lucftPxmrxEB8fLyzwmzR+sWFcXV6LK8u2sLlKTEktg+xJ5CaaijJhf07YP92KNpu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\nzWkiUEopN6eJQCml3Nz/A9M0B7orTz2yAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UAvauDlo2U-f",
        "colab_type": "code",
        "outputId": "5eb1823c-aef7-4baf-daa7-d2190275eca0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 330
        }
      },
      "source": [
        "learn.unfreeze()\n",
        "learn.lr_find()\n",
        "learn.recorder.plot(suggestion = True)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              ""
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n",
            "Min numerical gradient: 7.59E-07\n",
            "Min loss divided by 10: 4.79E-05\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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XHc6YM9rz4+psZmbuPGa9g3kFzN+w2+7NMcZUWJjXAZjgcNXA1oyftZ7HvlrB1NtOJiRE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\nHCng9Z9+pUvLOE7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tyxhTt4WHhhAVHkp0hK9rK65BOE0aRhAfE0nzRlGuJpqSkho34E+D\nTmD2A2fx1IjuANwxaSGD/vkjXyzeSlEpp2Afpmfx79XZ3Deok+fXaarKzWQzD+ggIm1EJAIYCUwt\nUWcqcI3zegTwXVnXWEQkTESaOa/DgQuApZVpyxhjvBAVHsolaa34+o5TefHyXihw23sLOP/5n/h6\n6bb/TMezZe8hHv18Of3bNOXqWtx9Vsy1tO5cNxkDTMM39PlNVV0mIo8A6ao6FXgDmCgimcBufAkJ\nABFZD8QCESIyDDgX2ABMcxJNKPAt8LqzyTHbMsaYYBMSIlzQvSWDuyby+eItPPftGn7/znxSE2P5\n4zkdeWfOBqf7rEet7j4rZjd12mg0Y0wQKCgsYuqiLTw3Yw0bdvnmoPvrkC5cU8VZtN0QbKPRjDHG\nBCgsNISLeyczpEdLPs7YzKbdB7lqQGuvw6o2lmyMMSaIhIWGVOhJp7WFTcRpjDHGdZZsjDHGuM6S\njTHGGNdZsjHGGOM6SzbGGGNcZ8nGGGOM6yzZGGOMcZ0lG2OMMa6r19PViEg2vvnW/MUBOWVsVtb6\n0tYFWtaM8p/jU93K21e32ghkm8oeh4qUlyzz4hiUFkdNtBFo/Yr+fy9rnX0XKrdNMH4XWqtqQhnr\n/5uq2uK3AGMru760dRUoSw+2fXWrjUC2qexxqEh5yTIvjoFXxyHQ+hX9/16Rf+8yyuy7UIE6teW7\nYN1o/+2zKqwvbV2gZV6ojjgq00Yg21T2OFSkvD4fh0DrV/T/e1nr7BhUbps68V2o191owURE0rWC\ns6ia6mXHIDjYcfCeG8fAzmyCx1ivAzB2DIKEHQfvVfsxsDMbY4wxrrMzG2OMMa6zZGOMMcZ1lmxc\nICJvisgOEVlaiW37iMgSEckUkedFRPzW/UFEVorIMhF5snqjrlvcOAYi8hcR2SwiC53l/OqPvG5x\n67vgrL9bRFREmlVfxHWPS9+FR0VksfM9+EZEWpbXliUbd4wHBlVy21eAG4EOzjIIQETOAIYCPVS1\nC/CPqodZp42nmo+B41lV7eksX1YtxHphPC4cBxFpBZwLbKxifPXBeKr/GDylqt1VtSfwOfBweQ1Z\nsnGBqv4I7PYvE5F2IvK1iMwXkZ9E5ISS24lIIhCrqnPUN3LjbWCYs/oW4HFVPeJ8xg5396J2c+kY\nmApy8Tg8C/wJsBFO5XDjGKjqPr+qDQngOFiyqTljgT+oah/gHuDlUuokAVl+77OcMoCOwCkiMldE\n/i0ifV2Ntm6q6jEAGON0H7wpIk3cC7VOq9JxEJGhwGZVXeR2oHVYlb8LIvJ3EdkEXEEAZzZhVQrX\nBEREYoATgQ/9up0jK9hMGNAUGAD0BT4QkbZqY9cDUk3H4BXgUXx/xT0KPA1cV10x1gdVPQ4iEg08\niK8LzVRCNX0XUNWHgIdE5AFgDPDnsupbsqkZIcBep3/zP0QkFJjvvJ2K75dZsl+VZGCz8zoL+NhJ\nLr+ISBG+yfKy3Qy8DqnyMVDV7X7bvY6vr9pUTFWPQzugDbDI+UWZDCwQkX6qus3l2OuK6vh95O9d\n4EvKSTbWjVYDnP7NdSJyCYD49FDVQr+LzQ+r6lZgn4gMcEZ9XA186jTzCXCGs31HIAJvZiiularj\nGDh92MUuAio8uqe+q+pxUNUlqtpcVVNUNQXfH2G9LdEErpq+Cx38mhwKrAzkg22p5gX4F7AVyMf3\nZbge319jXwOLgOXAw8fYNg3fL7G1wIv8NstDBPCOs24BcKbX+xnMi0vHYCKwBFiM7y+/RK/3M9gX\nN45DiTrrgWZe72cwLy59Fz5yyhfjm8Qzqbw4bLoaY4wxrrNuNGOMMa6zZGOMMcZ1lmyMMca4zpKN\nMcYY11myMcYY4zpLNsb4EZH9Nfx540QktZraKnRm4V0qIp+JSONy6jcWkVur47ONKY8NfTbGj4js\nV9WYamwvTFULqqu9cj7rP7GLyARgtar+vYz6KcDnqtq1JuIz9Zud2RhTDhFJEJGPRGSes5zklPcT\nkdkikiEis0Skk1M+WkSmish3wAwROV1EfhCRyeJ7HtG7zh3ZOOVpzuv9zuSGi0Rkjoi0cMrbOe+X\niMjfAjz7ms1vE1fGiMgMEVngtDHUqfM40M45G3rKqXuvs4+LReSv1fjPaOo5SzbGlO85fM+x6QsM\nB8Y55SuBU1S1F75Zb//Pb5vewAhVPc153wu4E0gF2gInlfI5DYE5qtoD+BHfc0SKP/85Ve3G0bPw\nlsqZ4+osfLMcABwGLlLV3vimPHraSXb3A2vVNz3JvSJyLr5nlvQDegJ9ROTU8j7PmEDYRJzGlO9s\nINVvhtxYZ+bcOGCCM0+UAuF+20xXVf9niPyiqlkAIrIQSAF+LvE5efw2ued84Bzn9UB+e5bLexz7\nwXkNnLaTgBXAdKdcgP9zEkeRs75FKduf6ywZzvsYfMnnx2N8njEBs2RjTPlCgAGqeti/UEReBL5X\n1Yuc6x8/+K0+UKKNI36vCyn9u5evv11EPVadshxS1Z7ONPzTgNuA5/E9byQB6KOq+SKyHogqZXsB\nHlPV1yr4ucaUy7rRjCnfN8Afit+ISPHU7HH8NuX6aBc/fw6+7juAkeVVVtWDwO3A3SIShi/OHU6i\nOQNo7VTNBRr5bToNuM45a0NEkkSkeTXtg6nnLNkYc7RoEcnyW+7C94s7zblovhz4vVP3SeAxEcnA\n3V6CO4G7RGQx0B7IKW8DVc3ANyPvKHzPG0kTkSX4polf6dTZBcx0hko/parf4Oumm+3UnczRyciY\nSrOhz8YEOadb7JCqqoiMBEap6tDytjMmmNg1G2OCXx/gRWcE2V7sUdSmFrIzG2OMMa6zazbGGGNc\nZ8nGGGOM6yzZGGOMcZ0lG2OMMa6zZGOMMcZ1/w9EiLR98X7HjgAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eEhiFrwn2bgF",
        "colab_type": "code",
        "outputId": "6805134f-00af-4973-e060-701984b38ffa",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 359
        }
      },
      "source": [
        "lr = 3e-7\n",
        "learn.fit_one_cycle(10, slice(1e-5, 1e-04) )"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: left;\">\n",
              "      <th>epoch</th>\n",
              "      <th>train_loss</th>\n",
              "      <th>valid_loss</th>\n",
              "      <th>accuracy</th>\n",
              "      <th>time</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <td>0</td>\n",
              "      <td>0.008699</td>\n",
              "      <td>1.097317</td>\n",
              "      <td>0.550000</td>\n",
              "      <td>00:01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1</td>\n",
              "      <td>0.014514</td>\n",
              "      <td>1.095165</td>\n",
              "      <td>0.525000</td>\n",
              "      <td>00:01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2</td>\n",
              "      <td>0.012942</td>\n",
              "      <td>1.089347</td>\n",
              "      <td>0.525000</td>\n",
              "      <td>00:01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3</td>\n",
              "      <td>0.013653</td>\n",
              "      <td>1.099376</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>00:01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4</td>\n",
              "      <td>0.013763</td>\n",
              "      <td>1.092395</td>\n",
              "      <td>0.525000</td>\n",
              "      <td>00:01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5</td>\n",
              "      <td>0.013274</td>\n",
              "      <td>1.086940</td>\n",
              "      <td>0.525000</td>\n",
              "      <td>00:01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6</td>\n",
              "      <td>0.013371</td>\n",
              "      <td>1.080003</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>00:01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7</td>\n",
              "      <td>0.012093</td>\n",
              "      <td>1.077271</td>\n",
              "      <td>0.525000</td>\n",
              "      <td>00:01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8</td>\n",
              "      <td>0.011662</td>\n",
              "      <td>1.074956</td>\n",
              "      <td>0.525000</td>\n",
              "      <td>00:01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9</td>\n",
              "      <td>0.012257</td>\n",
              "      <td>1.081590</td>\n",
              "      <td>0.525000</td>\n",
              "      <td>00:01</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "F_NHL3aJ2uof",
        "colab_type": "code",
        "outputId": "2debc106-afb8-4a4a-b82d-46c0e57e59df",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "learn.recorder.plot_losses()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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emceqzcxGtMPzZ6WDJGm5pBZJLZs2bRru6piZjSp5BsQGYEbF+PS0LHMeSdXA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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aH-bsO0kw2Mo",
        "colab_type": "code",
        "outputId": "d7ccb512-d7ba-4fb7-ce00-d5321874051f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        }
      },
      "source": [
        "interp=  ClassificationInterpretation.from_learner(learn)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              ""
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "x_Dd2BYcxfng",
        "colab_type": "code",
        "outputId": "cca9cc81-d82a-4037-ee77-6fb7d9808204",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "interp.most_confused()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('RA', 'RD', 3), ('LG', 'RD', 2), ('RD', 'RA', 1)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 44
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AHg6BwzIxJk4",
        "colab_type": "code",
        "outputId": "802878c3-be2d-4235-87e7-c16b48367272",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 311
        }
      },
      "source": [
        "interp.plot_confusion_matrix()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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RYPUws98CVcB/unt1PK4AmASUuPu5OcuyixbLK+5+UNrwgTW7i2b2qrsfmFy6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\nFYuIBKdiEZHgVCwiEpyKRUSC+/8WnhqN5lb41gAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}