{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Examples of data preprocessing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The library provides useful preprocessing functions for data classes `Tabular`, `Image` and `Text`. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Tabular data\n", "Suppose we have a tabular dataset containing categorical columns, continuous-valued columns and target column:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " a b c d label\n", "0 1 2 3 male yes\n", "1 4 5 6 female no\n", "2 7 8 9 female yes\n" ] } ], "source": [ "import pandas as pd\n", "from omnixai.data.tabular import Tabular\n", "\n", "df = pd.DataFrame(\n", " data=[[1, 2, 3, 'male', 'yes'], \n", " [4, 5, 6, 'female', 'no'], \n", " [7, 8, 9, 'female', 'yes']],\n", " columns=['a', 'b', 'c', 'd', 'label']\n", ")\n", "x = Tabular(\n", " data=df,\n", " categorical_columns=['d'],\n", " target_column='label'\n", ")\n", "print(x)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The class `TabularTransform` in `omnixai.preprocessing.tabular` defines a useful preprocessing function for `Tabular`:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from omnixai.preprocessing.tabular import TabularTransform\n", "from omnixai.preprocessing.encode import OneHot, Ordinal, LabelEncoder\n", "from omnixai.preprocessing.normalize import MinMax, Standard\n", "\n", "# One-hot encoding for categorical features\n", "# Min-max normalization for continuous-valued features\n", "# Label encoding for the target\n", "transform = TabularTransform(\n", " cate_transform=OneHot(),\n", " cont_transform=MinMax(),\n", " target_transform=LabelEncoder()\n", ").fit(x)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can do the preprocessing by calling `transform.transform`. The output of this function is a numpy array whose columns are sorted according to `[categorical columns, continuous-valued columns, target column]`." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0. 1. 0. 0. 0. 1. ]\n", " [1. 0. 0.5 0.5 0.5 0. ]\n", " [1. 0. 1. 1. 1. 1. ]]\n", " a b c d label\n", "0 1.0 2.0 3.0 male yes\n", "1 4.0 5.0 6.0 female no\n", "2 7.0 8.0 9.0 female yes\n" ] } ], "source": [ "# Transform\n", "y = transform.transform(x)\n", "print(y)\n", "# Inverse transform\n", "z = transform.invert(y)\n", "print(z)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try other transforms:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Ordinal encoding for categorical features\n", "# Standard normalization for continuous-valued features\n", "# Label encoding for the target\n", "transform = TabularTransform(\n", " cate_transform=Ordinal(),\n", " cont_transform=Standard(),\n", " target_transform=LabelEncoder()\n", ").fit(x)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 1. -1.22474487 -1.22474487 -1.22474487 1. ]\n", " [ 0. 0. 0. 0. 0. ]\n", " [ 0. 1.22474487 1.22474487 1.22474487 1. ]]\n", " a b c d label\n", "0 1.0 2.0 3.0 male yes\n", "1 4.0 5.0 6.0 female no\n", "2 7.0 8.0 9.0 female yes\n" ] } ], "source": [ "# Transform\n", "y = transform.transform(x)\n", "print(y)\n", "# Inverse transform\n", "z = transform.invert(y)\n", "print(z)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If a `Tabular` object contains NaNs, `FillNaNTabular` can be applied to remove those NaNs:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " A B C\n", "0 1.0 5.0 a\n", "1 NaN NaN b\n", "2 2.0 NaN c\n", "3 6.0 2.0 d\n" ] } ], "source": [ "import numpy as np\n", "\n", "x = Tabular(\n", " data=pd.DataFrame({\n", " 'A': [1, np.nan, 2, 6],\n", " 'B': [5, np.nan, np.nan, 2],\n", " 'C': ['a', 'b', 'c', 'd']\n", " }), \n", " categorical_columns=['C']\n", ")\n", "print(x)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " A B C\n", "0 1.0 5.0 a\n", "1 3.0 3.5 b\n", "2 2.0 3.5 c\n", "3 6.0 2.0 d\n", " A B C\n", "0 1.0 5.0 a\n", "1 2.0 3.5 b\n", "2 2.0 3.5 c\n", "3 6.0 2.0 d\n" ] } ], "source": [ "from omnixai.preprocessing.fill import FillNaNTabular\n", "\n", "# Fill NaNs with mean values\n", "transform = FillNaNTabular(value='mean').fit(x)\n", "print(transform.transform(x))\n", "# Fill NaNs with median values\n", "transform = FillNaNTabular(value='median').fit(x)\n", "print(transform.transform(x))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Image data\n", "The package `omnixai.preprocessing.image` defines several useful preprocessing functions for image data. For example," ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data shape: (1, 224, 224, 3)\n", "Min value: 0\n", "Max value: 255\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Min value: 0.0\n", "Max value: 1.0\n" ] } ], "source": [ "from PIL import Image as PilImage\n", "from omnixai.data.image import Image\n", "from omnixai.preprocessing.image import Scale, Resize\n", "\n", "img = Image(PilImage.open('../data/images/camera.jpg').convert('RGB'))\n", "print(f\"Data shape: {img.shape}\")\n", "print(f\"Min value: {np.min(img.values)}\")\n", "print(f\"Max value: {np.max(img.values)}\")\n", "display(img.to_pil())\n", "\n", "# Scale pixel values\n", "x = Scale().transform(img)\n", "print(f\"Min value: {np.min(x.values)}\")\n", "print(f\"Max value: {np.max(x.values)}\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Resize image\n", "transform = Resize(size=(120, 240))\n", "x = transform.transform(img)\n", "display(x.to_pil())\n", "y = transform.invert(x)\n", "display(y.to_pil())" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "transform = Resize(size=120)\n", "x = transform.transform(img)\n", "display(x.to_pil())\n", "y = transform.invert(x)\n", "display(y.to_pil())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Text data\n", "For `Text`, two transforms are supported in the library. One is `Tfidf` and the other one is `Word2Id`:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[\"Hello I'm a single sentence.\", 'And another sentence.', 'And the very very last one.']\n" ] } ], "source": [ "from omnixai.data.text import Text\n", "from omnixai.preprocessing.text import Tfidf, Word2Id\n", "\n", "text = Text(\n", " data=[\"Hello I'm a single sentence.\",\n", " \"And another sentence.\",\n", " \"And the very very last one.\"]\n", ")\n", "print(text)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`Tfidf` is applied to compute TF-IDF feature vectors given a batch of sentences:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " (0, 6)\t0.6227660078332259\n", " (0, 5)\t0.4736296010332684\n", " (0, 2)\t0.6227660078332259\n", " (1, 5)\t0.5178561161676974\n", " (1, 1)\t0.680918560398684\n", " (1, 0)\t0.5178561161676974\n", " (2, 8)\t0.7265094189091538\n", " (2, 7)\t0.3632547094545769\n", " (2, 4)\t0.3632547094545769\n", " (2, 3)\t0.3632547094545769\n", " (2, 0)\t0.2762645695949752\n", "(3, 9)\n", "['and', 'another', 'hello', 'last', 'one', 'sentence', 'single', 'the', 'very']\n" ] } ], "source": [ "transform = Tfidf()\n", "transform.fit(text)\n", "vectors = transform.transform(text)\n", "print(vectors)\n", "print(vectors.shape)\n", "print(transform.get_feature_names())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`Word2Id` converts tokens into token IDs:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[6, 7, 8, 9, 3], [4, 10, 3], [4, 11, 5, 5, 12, 13]]\n", "[['hello', 'i', 'a', 'single', 'sentence'], ['and', 'another', 'sentence'], ['and', 'the', 'very', 'very', 'last', 'one']]\n" ] } ], "source": [ "transform = Word2Id()\n", "transform.fit(text)\n", "ids = transform.transform(text)\n", "print(ids)\n", "print(transform.invert(ids))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[6, 7, 8, 9, 2]]\n", "[['hello', 'i', 'a', 'single', '']]\n" ] } ], "source": [ "# Unknown tokens will be converted into \"\"\n", "text = Text(data=[\"Hello I'm a single xxx\"])\n", "print(transform.transform(text))\n", "print(transform.invert(transform.transform(text)))" ] } ], "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": "3.7.5" } }, "nbformat": 4, "nbformat_minor": 2 }