{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Feature extraction\n", "> This chapter is a deep-dive on the most frequently used dimensionality reduction algorithm, Principal Component Analysis (PCA). You'll build intuition on how and why this algorithm is so powerful and will apply it both for data exploration and data pre-processing in a modeling pipeline. You'll end with a cool image compression use case. This is the Summary of lecture \"Dimensionality Reduction in Python\", via datacamp.\n", "\n", "- toc: true \n", "- badges: true\n", "- comments: true\n", "- author: Chanseok Kang\n", "- categories: [Python, Datacamp, Machine_Learning]\n", "- image: images/mnist.png" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "plt.rcParams['figure.figsize'] = (8, 8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Feature extraction\n", "![feature](image/feature.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Manual feature extraction I\n", "You want to compare prices for specific products between stores. The features in the pre-loaded dataset `sales_df` are: `storeID`, `product`, `quantity` and `revenue`. The `quantity` and `revenue` features tell you how many items of a particular product were sold in a store and what the total revenue was. For the purpose of your analysis it's more interesting to know the average price per product." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
storeIDproductquantityrevenue
0AApples18119300.6
1ABananas10033375.2
2AOranges16048528.5
3BApples17859181.0
4BBananas9443680.2
\n", "
" ], "text/plain": [ " storeID product quantity revenue\n", "0 A Apples 1811 9300.6\n", "1 A Bananas 1003 3375.2\n", "2 A Oranges 1604 8528.5\n", "3 B Apples 1785 9181.0\n", "4 B Bananas 944 3680.2" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sales_df = pd.read_csv('./dataset/grocery_sales.csv')\n", "sales_df.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
storeIDproductprice
0AApples5.135616
1ABananas3.365105
2AOranges5.317020
3BApples5.143417
4BBananas3.898517
\n", "
" ], "text/plain": [ " storeID product price\n", "0 A Apples 5.135616\n", "1 A Bananas 3.365105\n", "2 A Oranges 5.317020\n", "3 B Apples 5.143417\n", "4 B Bananas 3.898517" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Calculate the price from the quantity sold and revenue\n", "sales_df['price'] = sales_df['revenue'] / sales_df['quantity']\n", "\n", "# Drop the quantity and revenue features\n", "reduced_df = sales_df.drop(['revenue', 'quantity'], axis=1)\n", "\n", "reduced_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Manual feature extraction II\n", "You're working on a variant of the ANSUR dataset, `height_df`, where a person's height was measured 3 times. Add a feature with the mean height to the dataset, then drop the 3 original features." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
weight_kgheight_1height_2height_3
081.51.781.801.80
172.61.701.701.69
292.91.741.751.73
379.41.661.681.67
494.61.911.931.90
\n", "
" ], "text/plain": [ " weight_kg height_1 height_2 height_3\n", "0 81.5 1.78 1.80 1.80\n", "1 72.6 1.70 1.70 1.69\n", "2 92.9 1.74 1.75 1.73\n", "3 79.4 1.66 1.68 1.67\n", "4 94.6 1.91 1.93 1.90" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "height_df = pd.read_csv('./dataset/height_df.csv')\n", "height_df.head()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
weight_kgheight
081.51.793333
172.61.696667
292.91.740000
379.41.670000
494.61.913333
\n", "
" ], "text/plain": [ " weight_kg height\n", "0 81.5 1.793333\n", "1 72.6 1.696667\n", "2 92.9 1.740000\n", "3 79.4 1.670000\n", "4 94.6 1.913333" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Calculate the mean height\n", "height_df['height'] = height_df[['height_1', 'height_2', 'height_3']].mean(axis=1)\n", "\n", "# Drop the 3 original height features\n", "reduced_df = height_df.drop(['height_1', 'height_2', 'height_3'], axis=1)\n", "\n", "reduced_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Principal component analysis\n", "- PCA concept\n", "![pca](image/pca.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Calculating Principal Components\n", "You'll visually inspect a 4 feature sample of the ANSUR dataset before and after PCA using Seaborn's `pairplot()`. This will allow you to inspect the pairwise correlations between the features." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "ansur_df = pd.read_csv('./dataset/ansur_sample.csv')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create a pairplot to inspect ansur_df\n", "sns.pairplot(ansur_df);" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.preprocessing import StandardScaler\n", "from sklearn.decomposition import PCA\n", "\n", "# Create the scaler and standardize the data\n", "scaler = StandardScaler()\n", "ansur_std = scaler.fit_transform(ansur_df)\n", "\n", "# Create the PCA instance and fit and transform the data with pca\n", "pca = PCA()\n", "pc = pca.fit_transform(ansur_std)\n", "\n", "# This changes the numpy array output back to a dataframe\n", "pc_df = pd.DataFrame(pc, columns=['PC 1', 'PC 2', 'PC 3', 'PC 4'])\n", "\n", "# Create a pairplot of the pricipal component dataframe\n", "sns.pairplot(pc_df);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice how, in contrast to the input features, none of the principal components are correlated to one another." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### PCA on a larger dataset\n", "You'll now apply PCA on a somewhat larger ANSUR datasample with 13 dimensions. The fitted model will be used in the next exercise. Since we are not using the principal components themselves there is no need to transform the data, instead, it is sufficient to fit pca to the data." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv('./dataset/ANSUR_II_MALE.csv')\n", "ansur_df = df[['stature_m', 'buttockheight', 'waistdepth', 'span', \n", " 'waistcircumference', 'shouldercircumference', 'footlength', \n", " 'handlength', 'functionalleglength', 'chestheight', \n", " 'chestcircumference', 'cervicaleheight', 'sittingheight']]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PCA(copy=True, iterated_power='auto', n_components=None, random_state=None,\n", " svd_solver='auto', tol=0.0, whiten=False)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Scale the data\n", "scaler = StandardScaler()\n", "ansur_std = scaler.fit_transform(ansur_df)\n", "\n", "# Apply PCA\n", "pca = PCA()\n", "pca.fit(ansur_std)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You've fitted PCA on our 13 feature datasample. Now let's see how the components explain the variance." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### PCA explained variance\n", "You'll be inspecting the variance explained by the different principal components of the `pca` instance you created in the previous exercise." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.57832831 0.2230137 0.06404218 0.04252456 0.0278581 0.01761021\n", " 0.01681037 0.01014147 0.00706488 0.00607973 0.00344643 0.00228095\n", " 0.00079911]\n" ] } ], "source": [ "# Inspect the explained variance ratio per component\n", "print(pca.explained_variance_ratio_)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.57832831 0.801342 0.86538419 0.90790875 0.93576684 0.95337706\n", " 0.97018743 0.9803289 0.98739378 0.99347351 0.99691994 0.99920089\n", " 1. ]\n" ] } ], "source": [ "# Print the cumulative sum of the explained variance ratio\n", "print(pca.explained_variance_ratio_.cumsum())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Based on the data, we can use 4 principal components if we don't want to lose more than 10% of explained variance during dimensionality reduction." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PCA applications\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Understanding the components\n", "You'll apply PCA to the numeric features of the Pokemon dataset, `poke_df`, using a pipeline to combine the feature scaling and PCA in one go. You'll then interpret the meanings of the first two components.\n", "\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
#NameType 1Type 2TotalHPAttackDefenseSp. AtkSp. DefSpeedGenerationLegendary
01BulbasaurGrassPoison3184549496565451False
12IvysaurGrassPoison4056062638080601False
23VenusaurGrassPoison525808283100100801False
33VenusaurMega VenusaurGrassPoison62580100123122120801False
44CharmanderFireNaN3093952436050651False
\n", "
" ], "text/plain": [ " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "0 1 Bulbasaur Grass Poison 318 45 49 49 \n", "1 2 Ivysaur Grass Poison 405 60 62 63 \n", "2 3 Venusaur Grass Poison 525 80 82 83 \n", "3 3 VenusaurMega Venusaur Grass Poison 625 80 100 123 \n", "4 4 Charmander Fire NaN 309 39 52 43 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "0 65 65 45 1 False \n", "1 80 80 60 1 False \n", "2 100 100 80 1 False \n", "3 122 120 80 1 False \n", "4 60 50 65 1 False " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('./dataset/pokemon.csv')\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
HPAttackDefenseSp. AtkSp. DefSpeed
0454949656545
1606263808060
280828310010080
38010012312212080
4395243605065
\n", "
" ], "text/plain": [ " HP Attack Defense Sp. Atk Sp. Def Speed\n", "0 45 49 49 65 65 45\n", "1 60 62 63 80 80 60\n", "2 80 82 83 100 100 80\n", "3 80 100 123 122 120 80\n", "4 39 52 43 60 50 65" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "poke_df = df[['HP', 'Attack', 'Defense', 'Sp. Atk', 'Sp. Def', 'Speed']]\n", "poke_df.head()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PC 1 effects = {'HP': 0.39, 'Attack': 0.44, 'Defense': 0.36, 'Sp. Atk': 0.46, 'Sp. Def': 0.45, 'Speed': 0.34}\n", "PC 2 effects = {'HP': 0.08, 'Attack': -0.01, 'Defense': 0.63, 'Sp. Atk': -0.31, 'Sp. Def': 0.24, 'Speed': -0.67}\n" ] } ], "source": [ "from sklearn.pipeline import Pipeline\n", "\n", "# Build the pipeline\n", "pipe = Pipeline([\n", " ('scaler', StandardScaler()),\n", " ('reducer', PCA(n_components=2))\n", "])\n", "\n", "# Fit it to the dataset and extract the component vectors\n", "pipe.fit(poke_df)\n", "vectors = pipe.steps[1][1].components_.round(2)\n", "\n", "# Print feature effects\n", "print('PC 1 effects = ' + str(dict(zip(poke_df.columns, vectors[0]))))\n", "print('PC 2 effects = ' + str(dict(zip(poke_df.columns, vectors[1]))))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In PC1, All features have a similar positive effect. PC 1 can be interpreted as a measure of overall quality (high stats). In contrast, PC2's defense has a strong positive effect on the second component and speed a strong negative one. This component quantifies an agility vs. armor & protection trade-off." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### PCA for feature exploration\n", "You'll use the PCA pipeline you've built in the previous exercise to visually explore how some categorical features relate to the variance in poke_df. These categorical features (`Type` & `Legendary`) can be found in a separate dataframe poke_cat_df." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "poke_cat_df = df[['Type 1', 'Legendary']]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[-1.5563747 -0.02148212]\n", " [-0.36286656 -0.05026854]\n", " [ 1.28015158 -0.06272022]\n", " ...\n", " [ 2.45821626 -0.51588158]\n", " [ 3.5303971 -0.95106516]\n", " [ 2.23378629 0.53762985]]\n" ] } ], "source": [ "# Build the pipeline\n", "pipe = Pipeline([\n", " ('scaler', StandardScaler()),\n", " ('reducer', PCA(n_components=2))\n", "])\n", "\n", "# Fit the pipeline to poke_df and transform the data\n", "pc = pipe.fit_transform(poke_df)\n", "\n", "print(pc)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/chanseok/anaconda3/lib/python3.7/site-packages/pandas/core/indexing.py:844: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " self.obj[key] = _infer_fill_value(value)\n", "/home/chanseok/anaconda3/lib/python3.7/site-packages/pandas/core/indexing.py:965: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " self.obj[item] = s\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Type 1LegendaryPC 1PC 2
0GrassFalse-1.556375-0.021482
1GrassFalse-0.362867-0.050269
2GrassFalse1.280152-0.062720
3GrassFalse2.6209160.704263
4FireFalse-1.758284-0.706179
\n", "
" ], "text/plain": [ " Type 1 Legendary PC 1 PC 2\n", "0 Grass False -1.556375 -0.021482\n", "1 Grass False -0.362867 -0.050269\n", "2 Grass False 1.280152 -0.062720\n", "3 Grass False 2.620916 0.704263\n", "4 Fire False -1.758284 -0.706179" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Add the 2 components to poke_cat_df\n", "poke_cat_df.loc[:, 'PC 1'] = pc[:, 0]\n", "poke_cat_df.loc[:, 'PC 2'] = pc[:, 1]\n", "\n", "poke_cat_df.head()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Use the Type feature to color the PC 1 vs. PC 2 scatterplot\n", "sns.scatterplot(data=poke_cat_df, x='PC 1', y='PC 2', hue='Type 1');" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Use the Legendary feature to color the PC 1 vs. PC 2 scatterplot\n", "sns.scatterplot(data=poke_cat_df, x='PC 1', y='PC 2', hue='Legendary');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks like the different types are scattered all over the place while the legendary Pokemon always score high for PC 1 meaning they have high stats overall. Their spread along the PC 2 axis tells us they aren't consistently fast and vulnerable or slow and armored." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### PCA in a model pipeline\n", "We just saw that legendary Pokemon tend to have higher stats overall. Let's see if we can add a classifier to our pipeline that detects legendary versus non-legendary Pokemon based on the principal components." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "from sklearn.model_selection import train_test_split\n", "\n", "X = poke_df\n", "y = df['Legendary']\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=0)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.45673596 0.18599109]\n", "92.1% test set accuracy\n" ] } ], "source": [ "# Build the pipeline\n", "pipe = Pipeline([\n", " ('scaler', StandardScaler()),\n", " ('reducer', PCA(n_components=2)),\n", " ('classifier', RandomForestClassifier(random_state=0))\n", "])\n", "\n", "# Fit the pipeline to the training data\n", "pipe.fit(X_train, y_train)\n", "\n", "# Prints the explained variance ratio\n", "print(pipe.steps[1][1].explained_variance_ratio_)\n", "\n", "# Score the acuracy on the test set\n", "accuracy = pipe.score(X_test, y_test)\n", "\n", "# Prints the model accuracy\n", "print('{0:.1%} test set accuracy'.format(accuracy))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Repeat the process with 3 extracted components." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.45673596 0.18599109 0.12852181]\n", "93.8% test set accuracy\n" ] } ], "source": [ "# Build the pipeline\n", "pipe = Pipeline([\n", " ('scaler', StandardScaler()),\n", " ('reducer', PCA(n_components=3)),\n", " ('classifier', RandomForestClassifier(random_state=0))])\n", "\n", "# Fit the pipeline to the training data\n", "pipe.fit(X_train, y_train)\n", "\n", "# Score the accuracy on the test set\n", "accuracy = pipe.score(X_test, y_test)\n", "\n", "# Prints the explained variance ratio and accuracy\n", "print(pipe.steps[1][1].explained_variance_ratio_)\n", "print('{0:.1%} test set accuracy'.format(accuracy))" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.45673596 0.18599109 0.12852181 0.11442161]\n", "95.0% test set accuracy\n" ] } ], "source": [ "# Build the pipeline\n", "pipe = Pipeline([\n", " ('scaler', StandardScaler()),\n", " ('reducer', PCA(n_components=4)),\n", " ('classifier', RandomForestClassifier(random_state=0))])\n", "\n", "# Fit the pipeline to the training data\n", "pipe.fit(X_train, y_train)\n", "\n", "# Score the accuracy on the test set\n", "accuracy = pipe.score(X_test, y_test)\n", "\n", "# Prints the explained variance ratio and accuracy\n", "print(pipe.steps[1][1].explained_variance_ratio_)\n", "print('{0:.1%} test set accuracy'.format(accuracy))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Principal Component Selection\n", "- PCA operations\n", "![pca](image/pca_op.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Selecting the proportion of variance to keep\n", "You'll let PCA determine the number of components to calculate based on an explained variance threshold that you decide." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
BranchComponentGenderabdominalextensiondepthsittingacromialheightacromionradialelengthanklecircumferenceaxillaheightballoffootcircumferenceballoffootlength...waistdepthwaistfrontlengthsittingwaistheightomphalionwristcircumferencewristheightweight_kgstature_mBMIBMI_classHeight_class
0Combat SupportRegular ArmyFemale23112823012041180222177...21734594215275665.71.56026.997041OverweightNormal
1Combat Service SupportRegular ArmyFemale19413793202071292225178...168329103215581553.41.66519.262506NormalNormal
2Combat Service SupportRegular ArmyFemale18313693292331271237196...159367103516279966.31.71122.647148NormalTall
3Combat Service SupportRegular ArmyFemale26113563062141250240188...23537199917381878.21.66028.378575OverweightNormal
4Combat ArmsRegular ArmyFemale30913033082141210217182...30038091115276288.61.57235.853259OverweightNormal
\n", "

5 rows × 99 columns

\n", "
" ], "text/plain": [ " Branch Component Gender \\\n", "0 Combat Support Regular Army Female \n", "1 Combat Service Support Regular Army Female \n", "2 Combat Service Support Regular Army Female \n", "3 Combat Service Support Regular Army Female \n", "4 Combat Arms Regular Army Female \n", "\n", " abdominalextensiondepthsitting acromialheight acromionradialelength \\\n", "0 231 1282 301 \n", "1 194 1379 320 \n", "2 183 1369 329 \n", "3 261 1356 306 \n", "4 309 1303 308 \n", "\n", " anklecircumference axillaheight balloffootcircumference \\\n", "0 204 1180 222 \n", "1 207 1292 225 \n", "2 233 1271 237 \n", "3 214 1250 240 \n", "4 214 1210 217 \n", "\n", " balloffootlength ... waistdepth waistfrontlengthsitting \\\n", "0 177 ... 217 345 \n", "1 178 ... 168 329 \n", "2 196 ... 159 367 \n", "3 188 ... 235 371 \n", "4 182 ... 300 380 \n", "\n", " waistheightomphalion wristcircumference wristheight weight_kg \\\n", "0 942 152 756 65.7 \n", "1 1032 155 815 53.4 \n", "2 1035 162 799 66.3 \n", "3 999 173 818 78.2 \n", "4 911 152 762 88.6 \n", "\n", " stature_m BMI BMI_class Height_class \n", "0 1.560 26.997041 Overweight Normal \n", "1 1.665 19.262506 Normal Normal \n", "2 1.711 22.647148 Normal Tall \n", "3 1.660 28.378575 Overweight Normal \n", "4 1.572 35.853259 Overweight Normal \n", "\n", "[5 rows x 99 columns]" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ansur_df = pd.read_csv('./dataset/ANSUR_II_FEMALE.csv')\n", "ansur_df.head()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1986, 94)" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ansur_df.drop(['Gender', 'Branch', 'Component', 'BMI_class', 'Height_class'], \n", " axis=1, inplace=True)\n", "ansur_df.shape" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "11 components selected\n" ] } ], "source": [ "# Pipe a scaler to PCA selecting 80% of the variance\n", "pipe = Pipeline([\n", " ('scaler', StandardScaler()),\n", " ('reducer', PCA(n_components=0.8))\n", "])\n", "\n", "# Fit the pipe to the data\n", "pipe.fit(ansur_df)\n", "\n", "print('{} components selected'.format(len(pipe.steps[1][1].components_)))" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "23 components selected\n" ] } ], "source": [ "# Pipe a scaler to PCA selecting 90% of the variance\n", "pipe = Pipeline([\n", " ('scaler', StandardScaler()),\n", " ('reducer', PCA(n_components=0.9))\n", "])\n", "\n", "# Fit the pipe to the data\n", "pipe.fit(ansur_df)\n", "\n", "print('{} components selected'.format(len(pipe.steps[1][1].components_)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the result, we need more than 12 components to go from 80% to 90% explained variance." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Choosing the number of components\n", "You'll now make a more informed decision on the number of principal components to reduce your data to using the \"elbow in the plot\" technique. " ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Pipeline a scaler and PCA selecting 10 components\n", "pipe = Pipeline([\n", " ('scaler', StandardScaler()),\n", " ('reducer', PCA(n_components=10))\n", "])\n", "\n", "# Fit the pipe to the data\n", "pipe.fit(ansur_df)\n", "\n", "# Plot the explained variance ratio\n", "plt.plot(pipe.steps[1][1].explained_variance_ratio_);\n", "plt.xlabel('Principal component index');\n", "plt.ylabel('Explained variance ratio');\n", "plt.title('Elbow plot of Explained variance ratio');\n", "plt.grid(True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### PCA for image compression\n", "You'll reduce the size of 16 images with hand written digits (MNIST dataset) using PCA.\n", "\n", "The samples are 28 by 28 pixel gray scale images that have been flattened to arrays with 784 elements each (28 x 28 = 784) and added to the 2D numpy array `X_test`. Each of the 784 pixels has a value between 0 and 255 and can be regarded as a feature.\n", "\n", "A pipeline with a scaler and PCA model to select 78 components has been pre-loaded for you as `pipe`. This pipeline has already been fitted to the entire MNIST dataset except for the 16 samples in X_test." ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "def plot_digits(data):\n", " fig, axes = plt.subplots(4, 4, figsize=(6, 6),\n", " subplot_kw={'xticks':[], 'yticks':[]},\n", " gridspec_kw=dict(hspace=0.05, wspace=0.05))\n", " for i, ax in enumerate(axes.flat):\n", " ax.imshow(data[i].reshape(28, 28),\n", " cmap='binary',\n", " clim=(0, 300))" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import fetch_openml\n", "\n", "X, y = X, y = fetch_openml('mnist_784', version=1, return_X_y=True)\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3)\n", "X_sample = X_test[:1600:100]" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Pipeline(memory=None,\n", " steps=[('scaler',\n", " StandardScaler(copy=True, with_mean=True, with_std=True)),\n", " ('reducer',\n", " PCA(copy=True, iterated_power='auto', n_components=78,\n", " random_state=None, svd_solver='auto', tol=0.0,\n", " whiten=False))],\n", " verbose=False)" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pipe = Pipeline([\n", " ('scaler', StandardScaler()),\n", " ('reducer', PCA(n_components=78))\n", "])\n", "\n", "pipe.fit(X_train)" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the MNIST sample data\n", "plot_digits(X_sample)" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X_test has 784 features\n", "pc has 78 features\n" ] } ], "source": [ "# Transform the input data to principal components \n", "pc = pipe.transform(X_sample)\n", "\n", "# Prints the number of features per dataset\n", "print(\"X_test has {} features\".format(X_sample.shape[1]))\n", "print(\"pc has {} features\".format(pc.shape[1]))" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X_rebuilt has 784 features\n" ] } ], "source": [ "# Inverse transform the components to original feature space\n", "X_rebuilt = pipe.inverse_transform(pc)\n", "\n", "# Prints the number of features\n", "print(\"X_rebuilt has {} features\".format(X_rebuilt.shape[1]))" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the reconstructed data\n", "plot_digits(X_rebuilt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You've reduced the size of the data 10 fold but were able to reconstruct images with reasonable quality." ] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }