{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" }, "accelerator": "GPU", "gpuClass": "standard" }, "cells": [ { "cell_type": "code", "source": [ "import numpy as np\n", "import pandas as pd" ], "metadata": { "id": "NAp7rXWXmczh" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "from google.colab import drive\n", "drive.mount('/content/drive')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "j1GEZsxkoTtb", "outputId": "bd50ee59-2c9a-4ce6-82cf-7d1c40e6cf51" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Mounted at /content/drive\n" ] } ] }, { "cell_type": "code", "source": [ "features = list()\n", "with open('/content/drive/MyDrive/UCI _HAR_Dataset/features.txt') as f:\n", " features = [line.split()[1] for line in f.readlines()]\n", "print('No of Features: {}'.format(len(features)))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "T7U-MTw1pk1q", "outputId": "cc0a5b3f-9499-4dee-e308-f2836f34eb69" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "No of Features: 561\n" ] } ] }, { "cell_type": "markdown", "source": [ "**Getting the train data**" ], "metadata": { "id": "UHv_sGqvqpkr" } }, { "cell_type": "code", "source": [ "# get the data from txt files to pandas dataffame\n", "X_train = pd.read_csv('/content/drive/MyDrive/UCI _HAR_Dataset/train/X_train.txt', delim_whitespace=True, header=None)\n", "X_train.columns = [features]\n", "# add subject column to the dataframe\n", "X_train['subject'] = pd.read_csv('/content/drive/MyDrive/UCI _HAR_Dataset/train/subject_train.txt', header=None, squeeze=True)\n", "\n", "y_train = pd.read_csv('/content/drive/MyDrive/UCI _HAR_Dataset/train/y_train.txt', names=['Activity'], squeeze=True)\n", "y_train_labels = y_train.map({1: 'WALKING', 2:'WALKING_UPSTAIRS',3:'WALKING_DOWNSTAIRS',\\\n", " 4:'SITTING', 5:'STANDING',6:'LAYING'})\n", "\n", "# put all columns in a single dataframe\n", "train = X_train\n", "train['Activity'] = y_train\n", "train['ActivityName'] = y_train_labels\n", "train.sample(2)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 223 }, "id": "qaWuiUpnmo15", "outputId": "6403786a-5094-40b0-eec6-656807f6fcc3" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " tBodyAcc-mean()-X tBodyAcc-mean()-Y tBodyAcc-mean()-Z tBodyAcc-std()-X \\\n", "3199 0.258401 -0.039324 -0.164789 0.307451 \n", "4511 0.313266 -0.026318 -0.080982 0.074007 \n", "\n", " tBodyAcc-std()-Y tBodyAcc-std()-Z tBodyAcc-mad()-X tBodyAcc-mad()-Y \\\n", "3199 -0.026412 0.260639 0.276390 -0.076756 \n", "4511 0.279732 -0.092542 0.071571 0.233530 \n", "\n", " tBodyAcc-mad()-Z tBodyAcc-max()-X ... angle(tBodyAccMean,gravity) \\\n", "3199 0.212899 0.484626 ... 0.049062 \n", "4511 -0.076896 0.012170 ... -0.460265 \n", "\n", " angle(tBodyAccJerkMean),gravityMean) angle(tBodyGyroMean,gravityMean) \\\n", "3199 0.696670 0.980788 \n", "4511 -0.788172 -0.758045 \n", "\n", " angle(tBodyGyroJerkMean,gravityMean) angle(X,gravityMean) \\\n", "3199 -0.756975 -0.785422 \n", "4511 0.025444 -0.705500 \n", "\n", " angle(Y,gravityMean) angle(Z,gravityMean) subject Activity \\\n", "3199 0.027284 0.156002 16 3 \n", "4511 0.301570 0.022229 22 2 \n", "\n", " ActivityName \n", "3199 WALKING_DOWNSTAIRS \n", "4511 WALKING_UPSTAIRS \n", "\n", "[2 rows x 564 columns]" ], "text/html": [ "\n", "
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Check for Duplicates" ], "metadata": { "id": "nG_5-qwHrVJM" } }, { "cell_type": "code", "source": [ "print('No of duplicates in train: {}'.format(sum(train.duplicated())))\n", "print('No of duplicates in test : {}'.format(sum(test.duplicated())))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "5CpIla-Zq8s_", "outputId": "e99f522c-ea0c-4179-9ae0-16b8791aa306" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.8/dist-packages/IPython/core/interactiveshell.py:2881: PerformanceWarning: indexing past lexsort depth may impact performance.\n", " return runner(coro)\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "No of duplicates in train: 0\n", "No of duplicates in test : 0\n" ] } ] }, { "cell_type": "markdown", "source": [ "2. Checking for NaN/null values" ], "metadata": { "id": "s-ZoV6R4rcW9" } }, { "cell_type": "code", "source": [ "print('We have {} NaN/Null values in train'.format(train.isnull().values.sum()))\n", "print('We have {} NaN/Null values in test'.format(test.isnull().values.sum()))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "wUi80A8LrY0l", "outputId": "2a34d3f9-07b0-484d-cb74-79f3a4a85ecc" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "We have 0 NaN/Null values in train\n", "We have 0 NaN/Null values in test\n" ] } ] }, { "cell_type": "markdown", "source": [ "3. Save this dataframe in a csv files" ], "metadata": { "id": "GevSdDigsDNA" } }, { "cell_type": "code", "source": [ "train.to_csv('/content/drive/MyDrive/UCI _HAR_Dataset/csv_files/train.csv', index=False)\n", "test.to_csv('/content/drive/MyDrive/UCI _HAR_Dataset/csv_files/test.csv', index=False)" ], "metadata": { "id": "9w61deD-rgYL" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "# **Exploratory Data Analysis**" ], "metadata": { "id": "k2vjv7BXsyXf" } }, { "cell_type": "markdown", "source": [ "**Obtain the train and test data**" ], "metadata": { "id": "1pe5i04ms3uO" } }, { "cell_type": "code", "source": [ "train = pd.read_csv('/content/drive/MyDrive/UCI _HAR_Dataset/csv_files/train.csv')\n", "test = pd.read_csv('/content/drive/MyDrive/UCI _HAR_Dataset/csv_files/test.csv')\n", "print(train.shape, test.shape)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "0o_MQmnEsGQQ", "outputId": "1a5ac68f-dcef-4a22-ed4e-a5faf6c6f406" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "(7352, 564) (2947, 564)\n" ] } ] }, { "cell_type": "markdown", "source": [ "**All the feature name with lots of unnecessary signs: Changing feature names**" ], "metadata": { "id": "GeK-xM-dtLMA" } }, { "cell_type": "code", "source": [ "columns = train.columns\n", "\n", "# Removing '()' from column names\n", "columns = columns.str.replace('[()]','')\n", "columns = columns.str.replace('[-]', '')\n", "columns = columns.str.replace('[,]','')\n", "\n", "train.columns = columns\n", "test.columns = columns\n", "\n", "test.columns" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "pYNuKqADs9e6", "outputId": "8eb357fb-2d92-435b-8265-7b3fd2865c9f" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ ":4: FutureWarning: The default value of regex will change from True to False in a future version.\n", " columns = columns.str.replace('[()]','')\n", ":5: FutureWarning: The default value of regex will change from True to False in a future version.\n", " columns = columns.str.replace('[-]', '')\n", ":6: FutureWarning: The default value of regex will change from True to False in a future version.\n", " columns = columns.str.replace('[,]','')\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "Index(['tBodyAccmeanX', 'tBodyAccmeanY', 'tBodyAccmeanZ', 'tBodyAccstdX',\n", " 'tBodyAccstdY', 'tBodyAccstdZ', 'tBodyAccmadX', 'tBodyAccmadY',\n", " 'tBodyAccmadZ', 'tBodyAccmaxX',\n", " ...\n", " 'angletBodyAccMeangravity', 'angletBodyAccJerkMeangravityMean',\n", " 'angletBodyGyroMeangravityMean', 'angletBodyGyroJerkMeangravityMean',\n", " 'angleXgravityMean', 'angleYgravityMean', 'angleZgravityMean',\n", " 'subject', 'Activity', 'ActivityName'],\n", " dtype='object', length=564)" ] }, "metadata": {}, "execution_count": 26 } ] }, { "cell_type": "markdown", "source": [ "**1. Investigate participants activity durations.**" ], "metadata": { "id": "bi5f2_t1tb6K" } }, { "cell_type": "code", "source": [ "import matplotlib as mlt\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "sns.set_style('whitegrid')\n", "\n", "plt.figure(figsize=(16,8))\n", "plt.title('Data provided by each user', fontsize=20)\n", "sns.countplot(x='subject',hue='ActivityName', data = train)\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 518 }, "id": "WnfNWUDdtVfu", "outputId": "4e529920-4679-439c-8f64-a8d30e95e1d5" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "* Nearly all participants have more data for walking upstairs than downstairs. Assuming an equal number of up- and down-walks the participants need longer walking upstairs.\n" ], "metadata": { "id": "cquVYWlCuF2R" } }, { "cell_type": "markdown", "source": [ "**How Are The Activity Name Distributed?**" ], "metadata": { "id": "S6q1MzzLvd-4" } }, { "cell_type": "code", "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Plotting data\n", "label_counts = train['ActivityName'].value_counts()\n", "\n", "# Get colors\n", "n = label_counts.shape[0]\n", "colormap = plt.get_cmap('viridis')\n", "colors = [mlt.colors.to_hex(colormap(col)) for col in np.arange(0, 1.01, 1/(n-1))]\n", "\n", "fig = plt.figure(figsize = (10, 5))\n", " \n", "# creating the bar plot\n", "plt.bar(label_counts.index, label_counts, color ='maroon',\n", " width = 0.4)\n", " \n", "plt.xlabel(\"ActivityName\")\n", "plt.ylabel(\"Count\")\n", "plt.title(\"Smartphone ActivityName Distributions\")\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 351 }, "id": "NJEZBTHntrY5", "outputId": "4bd32346-85dc-40b6-c241-8da8f221dead" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "\n", "\n", "* Although there are fluctuations in the label counts, the labels are quite equally distributed.\n", "\n", "\n" ], "metadata": { "id": "yEuzU1tIy0Rq" } }, { "cell_type": "markdown", "source": [ "**2. Featuring Engineering**\n", "\n" ], "metadata": { "id": "91k-VYmay7ox" } }, { "cell_type": "markdown", "source": [ "\n", "\n", "* **Static and Dynamic Activities**\n", "\n", "* In static activities (sit, stand, lie down) motion information will not be very useful.\n", "* In the dynamic activities (Walking, WalkingUpstairs,WalkingDownstairs) motion info will be significant.\n", "\n" ], "metadata": { "id": "Hk5yB-QjzHBG" } }, { "cell_type": "markdown", "source": [ "**3. Stationary and Moving activities are completely different**" ], "metadata": { "id": "lQ0dPQ5dzX9s" } }, { "cell_type": "code", "source": [ "sns.set_palette(\"Set1\", desat=0.80)\n", "facetgrid = sns.FacetGrid(train, hue='ActivityName', height=5,aspect=2)\n", "facetgrid.map(sns.distplot,'tBodyAccMagmean', hist=False)\\\n", " .add_legend()\n", "plt.annotate(\"Stationary Activities\", xy=(-0.960,12), xytext=(-0.5, 15), size=20,\\\n", " va='center', ha='left',\\\n", " arrowprops=dict(arrowstyle=\"simple\",connectionstyle=\"arc3,rad=0.1\"))\n", "\n", "plt.annotate(\"Moving Activities\", xy=(0,3), xytext=(0.2, 9), size=20,\\\n", " va='center', ha='left',\\\n", " arrowprops=dict(arrowstyle=\"simple\",connectionstyle=\"arc3,rad=0.1\"))\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 608 }, "id": "L1EitvV1wOrO", "outputId": "bbdae03e-b504-426e-d62c-2169f82e3a84" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.8/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `kdeplot` (an axes-level function for kernel density plots).\n", " warnings.warn(msg, FutureWarning)\n", "/usr/local/lib/python3.8/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `kdeplot` (an axes-level function for kernel density plots).\n", " warnings.warn(msg, FutureWarning)\n", "/usr/local/lib/python3.8/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `kdeplot` (an axes-level function for kernel density plots).\n", " warnings.warn(msg, FutureWarning)\n", "/usr/local/lib/python3.8/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `kdeplot` (an axes-level function for kernel density plots).\n", " warnings.warn(msg, FutureWarning)\n", "/usr/local/lib/python3.8/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `kdeplot` (an axes-level function for kernel density plots).\n", " warnings.warn(msg, FutureWarning)\n", "/usr/local/lib/python3.8/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `kdeplot` (an axes-level function for kernel density plots).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "\n", "\n", "* As aspected from most real world data, when participants are moving the data is normally distributed with some long tail.\n", "\n" ], "metadata": { "id": "j3grFrXAz3qe" } }, { "cell_type": "code", "source": [ "# for plotting purposes taking datapoints of each activity to a different dataframe\n", "df1 = train[train['Activity']==1]\n", "df2 = train[train['Activity']==2]\n", "df3 = train[train['Activity']==3]\n", "df4 = train[train['Activity']==4]\n", "df5 = train[train['Activity']==5]\n", "df6 = train[train['Activity']==6]\n", "\n", "plt.figure(figsize=(14,7))\n", "plt.subplot(2,2,1)\n", "plt.title('Stationary Activities(Zoomed in)')\n", "sns.distplot(df4['tBodyAccMagmean'],color = 'r',hist = False, label = 'Sitting')\n", "sns.distplot(df5['tBodyAccMagmean'],color = 'm',hist = False,label = 'Standing')\n", "sns.distplot(df6['tBodyAccMagmean'],color = 'c',hist = False, label = 'Laying')\n", "plt.axis([-1.08, -0.2, 0.1, 20])\n", "plt.legend(loc='center')\n", "\n", "plt.subplot(2,2,2)\n", "plt.title('Moving Activities')\n", "sns.distplot(df1['tBodyAccMagmean'],color = 'red',hist = False, label = 'Walking')\n", "sns.distplot(df2['tBodyAccMagmean'],color = 'blue',hist = False,label = 'Walking Up')\n", "sns.distplot(df3['tBodyAccMagmean'],color = 'green',hist = False, label = 'Walking down')\n", "plt.legend(loc='center right')\n", "\n", "\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 529 }, "id": "L0sNl4R1wpVR", "outputId": "24e6f661-26b2-473c-fb14-60adfa3339a9" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.8/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `kdeplot` (an axes-level function for kernel density plots).\n", " warnings.warn(msg, FutureWarning)\n", "/usr/local/lib/python3.8/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `kdeplot` (an axes-level function for kernel density plots).\n", " warnings.warn(msg, FutureWarning)\n", "/usr/local/lib/python3.8/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `kdeplot` (an axes-level function for kernel density plots).\n", " warnings.warn(msg, FutureWarning)\n", "/usr/local/lib/python3.8/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `kdeplot` (an axes-level function for kernel density plots).\n", " warnings.warn(msg, FutureWarning)\n", "/usr/local/lib/python3.8/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `kdeplot` (an axes-level function for kernel density plots).\n", " warnings.warn(msg, FutureWarning)\n", "/usr/local/lib/python3.8/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `kdeplot` (an axes-level function for kernel density plots).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "\n", "\n", "* We can see clearly here, the distribuation of Stationary Activities and Moving Activities.\n", "\n" ], "metadata": { "id": "Se0qw_UK0F5f" } }, { "cell_type": "markdown", "source": [ "**4. Magnitude of an acceleration can saperate it well**" ], "metadata": { "id": "X1wgYCPY0Kvm" } }, { "cell_type": "code", "source": [ "plt.figure(figsize=(7,5))\n", "sns.boxplot(x='ActivityName', y='tBodyAccMagmean',data=train, showfliers=False, saturation=1)\n", "plt.ylabel('Acceleration Magnitude mean')\n", "plt.axhline(y=-0.7, xmin=0.1, xmax=0.9,dashes=(5,5), c='g')\n", "plt.axhline(y=-0.05, xmin=0.4, dashes=(5,5), c='m')\n", "plt.xticks(rotation=90)\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 442 }, "id": "jT7d7_ZGwpRR", "outputId": "ef5b46e7-f489-4665-f3f2-f36f8a570b03" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "* If tAccMean is < -0.8 then the Activities are either Standing or \n", "Sitting or Laying.\n", "* If tAccMean is > -0.6 then the Activities are either Walking or WalkingDownstairs or WalkingUpstairs.\n", "* If tAccMean > 0.0 then the Activity is WalkingDownstairs.\n", "We can classify 75% the Acitivity labels with some errors." ], "metadata": { "id": "cdw_aTcp0aY2" } }, { "cell_type": "markdown", "source": [ "**5. Position of GravityAccelerationComponants also matters**" ], "metadata": { "id": "M94HcWj90uF7" } }, { "cell_type": "code", "source": [ "sns.boxplot(x='ActivityName', y='angleXgravityMean', data=train)\n", "plt.axhline(y=0.08, xmin=0.1, xmax=0.9,c='m',dashes=(5,3))\n", "plt.title('Angle between X-axis and Gravity_mean', fontsize=15)\n", "plt.xticks(rotation = 40)\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 372 }, "id": "d9ZzSjaLwpO-", "outputId": "941da977-0af9-406b-ab3d-033af9740b9c" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "* If angleX,gravityMean > 0 then Activity is Laying.\n", "* We can classify all datapoints belonging to Laying activity with just a single if else statement." ], "metadata": { "id": "ZZUaBBkv03ia" } }, { "cell_type": "code", "source": [ "sns.boxplot(x='ActivityName', y='angleYgravityMean', data = train, showfliers=False)\n", "plt.title('Angle between Y-axis and Gravity_mean', fontsize=15)\n", "plt.xticks(rotation = 40)\n", "plt.axhline(y=-0.22, xmin=0.1, xmax=0.8, dashes=(5,3), c='m')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 372 }, "id": "pyTDMv_m0zhY", "outputId": "447b1f4c-6b2b-43c1-dcfe-79059f6430d7" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "## **Apply t-sne on the data**\n", " **Are The Activities Separable?**\n", " * The dataset is geared towards classifying the activity of the participant. Let us investigate the separability of the classes." ], "metadata": { "id": "YuBrJP1p1GTc" } }, { "cell_type": "code", "source": [ "from sklearn.manifold import TSNE\n", "import seaborn as sns" ], "metadata": { "id": "Quhn27o30-kH" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# performs t-sne with different perplexity values and their repective plots..\n", "\n", "def perform_tsne(X_data, y_data, perplexities, n_iter=1000, img_name_prefix='t-sne'):\n", " \n", " for index,perplexity in enumerate(perplexities):\n", " # perform t-sne\n", " print('\\nperforming tsne with perplexity {} and with {} iterations at max'.format(perplexity, n_iter))\n", " X_reduced = TSNE(verbose=2, perplexity=perplexity).fit_transform(X_data)\n", " print('Done..')\n", " \n", " # prepare the data for seaborn \n", " print('Creating plot for this t-sne visualization..')\n", " df = pd.DataFrame({'x':X_reduced[:,0], 'y':X_reduced[:,1] ,'label':y_data})\n", " \n", " # draw the plot in appropriate place in the grid\n", " sns.lmplot(data=df, x='x', y='y', hue='label', fit_reg=False, height=8,\\\n", " palette=\"Set1\",markers=['^','v','s','o', '1','2'])\n", " plt.title(\"perplexity : {} and max_iter : {}\".format(perplexity, n_iter))\n", " img_name = img_name_prefix + '_perp_{}_iter_{}.png'.format(perplexity, n_iter)\n", " print('saving this plot as image in present working directory...')\n", " plt.savefig(img_name)\n", " plt.show()\n", " print('Done')" ], "metadata": { "id": "1UyUBeBf1eUM" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "X_pre_tsne = train.drop(['subject', 'Activity','ActivityName'], axis=1)\n", "y_pre_tsne = train['ActivityName']\n", "perform_tsne(X_data = X_pre_tsne,y_data=y_pre_tsne, perplexities =[2,5,10,20,50])" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "B0BB_AcP1oCv", "outputId": "6a0ac033-bbad-4bb1-8ce8-e777a23e6cfe" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "performing tsne with perplexity 2 and with 1000 iterations at max\n", "[t-SNE] Computing 7 nearest neighbors...\n", "[t-SNE] Indexed 7352 samples in 0.051s...\n", "[t-SNE] Computed neighbors for 7352 samples in 3.220s...\n", "[t-SNE] Computed conditional probabilities for sample 1000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 2000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 3000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 4000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 5000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 6000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 7000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 7352 / 7352\n", "[t-SNE] Mean sigma: 0.597443\n", "[t-SNE] Computed conditional probabilities in 0.067s\n", "[t-SNE] Iteration 50: error = 119.3256454, gradient norm = 0.0427095 (50 iterations in 6.951s)\n", "[t-SNE] Iteration 100: error = 105.1072693, gradient norm = 0.0259739 (50 iterations in 2.229s)\n", "[t-SNE] Iteration 150: error = 99.7847137, gradient norm = 0.0163975 (50 iterations in 2.020s)\n", "[t-SNE] Iteration 200: error = 96.7612152, gradient norm = 0.0154767 (50 iterations in 1.967s)\n", "[t-SNE] Iteration 250: error = 94.6388092, gradient norm = 0.0120918 (50 iterations in 1.916s)\n", "[t-SNE] KL divergence after 250 iterations with early exaggeration: 94.638809\n", "[t-SNE] Iteration 300: error = 4.2691636, gradient norm = 0.0181250 (50 iterations in 1.964s)\n", "[t-SNE] Iteration 350: error = 3.3597598, gradient norm = 0.0194113 (50 iterations in 4.343s)\n", "[t-SNE] Iteration 400: error = 2.8634999, gradient norm = 0.0154038 (50 iterations in 1.904s)\n", "[t-SNE] Iteration 450: error = 2.5707524, gradient norm = 0.0133062 (50 iterations in 1.957s)\n", "[t-SNE] Iteration 500: error = 2.3696952, gradient norm = 0.0113443 (50 iterations in 1.933s)\n", "[t-SNE] Iteration 550: error = 2.2205834, gradient norm = 0.0102271 (50 iterations in 1.993s)\n", "[t-SNE] Iteration 600: error = 2.1042194, gradient norm = 0.0092539 (50 iterations in 2.550s)\n", "[t-SNE] Iteration 650: error = 2.0091538, gradient norm = 0.0084942 (50 iterations in 3.829s)\n", "[t-SNE] Iteration 700: error = 1.9298902, gradient norm = 0.0079628 (50 iterations in 1.982s)\n", "[t-SNE] Iteration 750: error = 1.8619187, gradient norm = 0.0073933 (50 iterations in 1.970s)\n", "[t-SNE] Iteration 800: error = 1.8029805, gradient norm = 0.0070285 (50 iterations in 1.981s)\n", "[t-SNE] Iteration 850: error = 1.7509812, gradient norm = 0.0066652 (50 iterations in 1.960s)\n", "[t-SNE] Iteration 900: error = 1.7047353, gradient norm = 0.0063594 (50 iterations in 3.908s)\n", "[t-SNE] Iteration 950: error = 1.6633742, gradient norm = 0.0060444 (50 iterations in 2.493s)\n", "[t-SNE] Iteration 1000: error = 1.6258649, gradient norm = 0.0058713 (50 iterations in 1.935s)\n", "[t-SNE] KL divergence after 1000 iterations: 1.625865\n", "Done..\n", "Creating plot for this t-sne visualization..\n", "saving this plot as image in present working directory...\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "Done\n", "\n", "performing tsne with perplexity 5 and with 1000 iterations at max\n", "[t-SNE] Computing 16 nearest neighbors...\n", "[t-SNE] Indexed 7352 samples in 0.018s...\n", "[t-SNE] Computed neighbors for 7352 samples in 2.204s...\n", "[t-SNE] Computed conditional probabilities for sample 1000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 2000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 3000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 4000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 5000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 6000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 7000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 7352 / 7352\n", "[t-SNE] Mean sigma: 0.961446\n", "[t-SNE] Computed conditional probabilities in 0.046s\n", "[t-SNE] Iteration 50: error = 107.1747742, gradient norm = 0.0385671 (50 iterations in 6.898s)\n", "[t-SNE] Iteration 100: error = 95.6856842, gradient norm = 0.0144404 (50 iterations in 2.238s)\n", "[t-SNE] Iteration 150: error = 92.4000244, gradient norm = 0.0088251 (50 iterations in 2.045s)\n", "[t-SNE] Iteration 200: error = 90.7215881, gradient norm = 0.0067334 (50 iterations in 2.090s)\n", "[t-SNE] Iteration 250: error = 89.6917877, gradient norm = 0.0050928 (50 iterations in 2.042s)\n", "[t-SNE] KL divergence after 250 iterations with early exaggeration: 89.691788\n", "[t-SNE] Iteration 300: error = 3.7116196, gradient norm = 0.0166856 (50 iterations in 3.612s)\n", "[t-SNE] Iteration 350: error = 2.9562974, gradient norm = 0.0166878 (50 iterations in 2.641s)\n", "[t-SNE] Iteration 400: error = 2.5385447, gradient norm = 0.0158860 (50 iterations in 1.850s)\n", "[t-SNE] Iteration 450: error = 2.2873955, gradient norm = 0.0133716 (50 iterations in 1.906s)\n", "[t-SNE] Iteration 500: error = 2.1234407, gradient norm = 0.0118589 (50 iterations in 1.866s)\n", "[t-SNE] Iteration 550: error = 2.0056982, gradient norm = 0.0103781 (50 iterations in 1.894s)\n", "[t-SNE] Iteration 600: error = 1.9161413, gradient norm = 0.0094889 (50 iterations in 3.658s)\n", "[t-SNE] Iteration 650: error = 1.8449467, gradient norm = 0.0087732 (50 iterations in 2.604s)\n", "[t-SNE] Iteration 700: error = 1.7867479, gradient norm = 0.0080410 (50 iterations in 1.879s)\n", "[t-SNE] Iteration 750: error = 1.7379347, gradient norm = 0.0075165 (50 iterations in 1.917s)\n", "[t-SNE] Iteration 800: error = 1.6961876, gradient norm = 0.0071657 (50 iterations in 1.896s)\n", "[t-SNE] Iteration 850: error = 1.6600591, gradient norm = 0.0067230 (50 iterations in 1.884s)\n", "[t-SNE] Iteration 900: error = 1.6287230, gradient norm = 0.0063828 (50 iterations in 3.963s)\n", "[t-SNE] Iteration 950: error = 1.6010194, gradient norm = 0.0060798 (50 iterations in 2.333s)\n", "[t-SNE] Iteration 1000: error = 1.5764759, gradient norm = 0.0056845 (50 iterations in 1.911s)\n", "[t-SNE] KL divergence after 1000 iterations: 1.576476\n", "Done..\n", "Creating plot for this t-sne visualization..\n", "saving this plot as image in present working directory...\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "Done\n", "\n", "performing tsne with perplexity 10 and with 1000 iterations at max\n", "[t-SNE] Computing 31 nearest neighbors...\n", "[t-SNE] Indexed 7352 samples in 0.017s...\n", "[t-SNE] Computed neighbors for 7352 samples in 2.255s...\n", "[t-SNE] Computed conditional probabilities for sample 1000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 2000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 3000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 4000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 5000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 6000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 7000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 7352 / 7352\n", "[t-SNE] Mean sigma: 1.133827\n", "[t-SNE] Computed conditional probabilities in 0.077s\n", "[t-SNE] Iteration 50: error = 97.9047241, gradient norm = 0.0371581 (50 iterations in 7.149s)\n", "[t-SNE] Iteration 100: error = 88.9376831, gradient norm = 0.0100785 (50 iterations in 2.384s)\n", "[t-SNE] Iteration 150: error = 86.7432251, gradient norm = 0.0063346 (50 iterations in 2.288s)\n", "[t-SNE] Iteration 200: error = 85.7378464, gradient norm = 0.0043372 (50 iterations in 2.258s)\n", "[t-SNE] Iteration 250: error = 85.1399536, gradient norm = 0.0037470 (50 iterations in 2.240s)\n", "[t-SNE] KL divergence after 250 iterations with early exaggeration: 85.139954\n", "[t-SNE] Iteration 300: error = 3.2544141, gradient norm = 0.0156731 (50 iterations in 4.584s)\n", "[t-SNE] Iteration 350: error = 2.6055744, gradient norm = 0.0150325 (50 iterations in 2.001s)\n", "[t-SNE] Iteration 400: error = 2.2681265, gradient norm = 0.0140316 (50 iterations in 1.943s)\n", "[t-SNE] Iteration 450: error = 2.0597596, gradient norm = 0.0130372 (50 iterations in 1.984s)\n", "[t-SNE] Iteration 500: error = 1.9226424, gradient norm = 0.0115120 (50 iterations in 1.945s)\n", "[t-SNE] Iteration 550: error = 1.8269738, gradient norm = 0.0103045 (50 iterations in 2.780s)\n", "[t-SNE] Iteration 600: error = 1.7559035, gradient norm = 0.0093726 (50 iterations in 3.631s)\n", "[t-SNE] Iteration 650: error = 1.7006490, gradient norm = 0.0086738 (50 iterations in 1.979s)\n", "[t-SNE] Iteration 700: error = 1.6563225, gradient norm = 0.0078923 (50 iterations in 1.963s)\n", "[t-SNE] Iteration 750: error = 1.6198590, gradient norm = 0.0072596 (50 iterations in 1.994s)\n", "[t-SNE] Iteration 800: error = 1.5898044, gradient norm = 0.0068432 (50 iterations in 2.031s)\n", "[t-SNE] Iteration 850: error = 1.5640565, gradient norm = 0.0063189 (50 iterations in 4.265s)\n", "[t-SNE] Iteration 900: error = 1.5422843, gradient norm = 0.0058714 (50 iterations in 2.207s)\n", "[t-SNE] Iteration 950: error = 1.5233889, gradient norm = 0.0054616 (50 iterations in 2.021s)\n", "[t-SNE] Iteration 1000: error = 1.5069375, gradient norm = 0.0051854 (50 iterations in 2.004s)\n", "[t-SNE] KL divergence after 1000 iterations: 1.506938\n", "Done..\n", "Creating plot for this t-sne visualization..\n", "saving this plot as image in present working directory...\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "Done\n", "\n", "performing tsne with perplexity 20 and with 1000 iterations at max\n", "[t-SNE] Computing 61 nearest neighbors...\n", "[t-SNE] Indexed 7352 samples in 0.025s...\n", "[t-SNE] Computed neighbors for 7352 samples in 2.261s...\n", "[t-SNE] Computed conditional probabilities for sample 1000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 2000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 3000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 4000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 5000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 6000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 7000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 7352 / 7352\n", "[t-SNE] Mean sigma: 1.274336\n", "[t-SNE] Computed conditional probabilities in 0.147s\n", "[t-SNE] Iteration 50: error = 89.2946167, gradient norm = 0.0300944 (50 iterations in 7.526s)\n", "[t-SNE] Iteration 100: error = 82.9628601, gradient norm = 0.0080151 (50 iterations in 2.734s)\n", "[t-SNE] Iteration 150: error = 81.5912323, gradient norm = 0.0054743 (50 iterations in 2.651s)\n", "[t-SNE] Iteration 200: error = 81.0238571, gradient norm = 0.0032107 (50 iterations in 5.107s)\n", "[t-SNE] Iteration 250: error = 80.6975861, gradient norm = 0.0029152 (50 iterations in 2.669s)\n", "[t-SNE] KL divergence after 250 iterations with early exaggeration: 80.697586\n", "[t-SNE] Iteration 300: error = 2.8005507, gradient norm = 0.0146561 (50 iterations in 2.512s)\n", "[t-SNE] Iteration 350: error = 2.2539072, gradient norm = 0.0134231 (50 iterations in 2.221s)\n", "[t-SNE] Iteration 400: error = 1.9892628, gradient norm = 0.0122155 (50 iterations in 2.158s)\n", "[t-SNE] Iteration 450: error = 1.8311772, gradient norm = 0.0113036 (50 iterations in 4.605s)\n", "[t-SNE] Iteration 500: error = 1.7253133, gradient norm = 0.0104984 (50 iterations in 2.192s)\n", "[t-SNE] Iteration 550: error = 1.6502934, gradient norm = 0.0096354 (50 iterations in 2.193s)\n", "[t-SNE] Iteration 600: error = 1.5956552, gradient norm = 0.0088286 (50 iterations in 2.214s)\n", "[t-SNE] Iteration 650: error = 1.5541081, gradient norm = 0.0080575 (50 iterations in 2.217s)\n", "[t-SNE] Iteration 700: error = 1.5217524, gradient norm = 0.0073333 (50 iterations in 4.584s)\n", "[t-SNE] Iteration 750: error = 1.4957467, gradient norm = 0.0067553 (50 iterations in 2.259s)\n", "[t-SNE] Iteration 800: error = 1.4746808, gradient norm = 0.0061692 (50 iterations in 2.271s)\n", "[t-SNE] Iteration 850: error = 1.4576924, gradient norm = 0.0055029 (50 iterations in 2.217s)\n", "[t-SNE] Iteration 900: error = 1.4436380, gradient norm = 0.0049512 (50 iterations in 2.243s)\n", "[t-SNE] Iteration 950: error = 1.4323761, gradient norm = 0.0042972 (50 iterations in 4.646s)\n", "[t-SNE] Iteration 1000: error = 1.4230218, gradient norm = 0.0040531 (50 iterations in 2.321s)\n", "[t-SNE] KL divergence after 1000 iterations: 1.423022\n", "Done..\n", "Creating plot for this t-sne visualization..\n", "saving this plot as image in present working directory...\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "Done\n", "\n", "performing tsne with perplexity 50 and with 1000 iterations at max\n", "[t-SNE] Computing 151 nearest neighbors...\n", "[t-SNE] Indexed 7352 samples in 0.025s...\n", "[t-SNE] Computed neighbors for 7352 samples in 2.484s...\n", "[t-SNE] Computed conditional probabilities for sample 1000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 2000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 3000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 4000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 5000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 6000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 7000 / 7352\n", "[t-SNE] Computed conditional probabilities for sample 7352 / 7352\n", "[t-SNE] Mean sigma: 1.437672\n", "[t-SNE] Computed conditional probabilities in 0.378s\n", "[t-SNE] Iteration 50: error = 78.8787537, gradient norm = 0.0245602 (50 iterations in 10.232s)\n", "[t-SNE] Iteration 100: error = 75.2869949, gradient norm = 0.0058359 (50 iterations in 4.078s)\n", "[t-SNE] Iteration 150: error = 74.5495987, gradient norm = 0.0029758 (50 iterations in 4.806s)\n", "[t-SNE] Iteration 200: error = 74.2521820, gradient norm = 0.0022851 (50 iterations in 5.357s)\n", "[t-SNE] Iteration 250: error = 74.0895462, gradient norm = 0.0019401 (50 iterations in 3.936s)\n", "[t-SNE] KL divergence after 250 iterations with early exaggeration: 74.089546\n", "[t-SNE] Iteration 300: error = 2.2389240, gradient norm = 0.0130216 (50 iterations in 3.365s)\n", "[t-SNE] Iteration 350: error = 1.8229088, gradient norm = 0.0113101 (50 iterations in 5.163s)\n", "[t-SNE] Iteration 400: error = 1.6400574, gradient norm = 0.0098609 (50 iterations in 2.791s)\n", "[t-SNE] Iteration 450: error = 1.5365949, gradient norm = 0.0088867 (50 iterations in 2.808s)\n", "[t-SNE] Iteration 500: error = 1.4703292, gradient norm = 0.0081669 (50 iterations in 2.799s)\n", "[t-SNE] Iteration 550: error = 1.4242699, gradient norm = 0.0076049 (50 iterations in 5.251s)\n", "[t-SNE] Iteration 600: error = 1.3903599, gradient norm = 0.0072395 (50 iterations in 2.827s)\n", "[t-SNE] Iteration 650: error = 1.3646681, gradient norm = 0.0065562 (50 iterations in 2.852s)\n", "[t-SNE] Iteration 700: error = 1.3451455, gradient norm = 0.0059589 (50 iterations in 2.899s)\n", "[t-SNE] Iteration 750: error = 1.3303928, gradient norm = 0.0052598 (50 iterations in 5.191s)\n", "[t-SNE] Iteration 800: error = 1.3192846, gradient norm = 0.0045895 (50 iterations in 2.869s)\n", "[t-SNE] Iteration 850: error = 1.3110287, gradient norm = 0.0037399 (50 iterations in 2.911s)\n", "[t-SNE] Iteration 900: error = 1.3046538, gradient norm = 0.0032250 (50 iterations in 2.878s)\n", "[t-SNE] Iteration 950: error = 1.2993062, gradient norm = 0.0029468 (50 iterations in 5.207s)\n", "[t-SNE] Iteration 1000: error = 1.2947481, gradient norm = 0.0026380 (50 iterations in 2.943s)\n", "[t-SNE] KL divergence after 1000 iterations: 1.294748\n", "Done..\n", "Creating plot for this t-sne visualization..\n", "saving this plot as image in present working directory...\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "Done\n" ] } ] }, { "cell_type": "markdown", "source": [ "* We can clearly see the TSNE cluster, All the Activity are clean seperate except \"Standing\" and \"Sitting\"." ], "metadata": { "id": "K5UKqIaf3AsF" } }, { "cell_type": "code", "source": [], "metadata": { "id": "LcLYbxY31spx" }, "execution_count": null, "outputs": [] } ] }