{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# IFN for Classification of Data Table (Supervised Learning)\n", "\n", "Ideal Flow Network (IFN) can be used for Machine Learning, Data Science and Artificial Intelligence. \n", "\n", "Classification is a type of supervised learning where the algorithm is trained on labeled data to predict the output. The goal of classification is to assign a class label to a new, unseen instance based on the patterns.\n", "\n", "In this tutorial, you can see how we can use IFN for Classification of data table. I demonstrate below that IFN can be also used as Generative AI.\n", "\n", "\n", "First, you need to import the modules for this tutorial." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import IdealFlow.Table as ift # import package.module as alias\n", "import random\n", "import os\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data Preparation\n", "\n", "In this tutorial we are going to use the following textbook data table.\n", "\n", "Here is the agreement of the format of data table:\n", "\n", "1. In the first row, the data table contains the variable name. The last column must be the category or class label.\n", "2. From the second row onward, the data table contains the values for each variable. Only one value per variable is allowed. \n", "\n", "The number of rows and The number of columns are only restricted by your memory.\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[['Give Birth', 'Lay Eggs', 'Can Fly', 'Live in Water', 'Have Legs', 'Class'],\n", " ['yes', 'no', 'no', 'no', 'yes', 'mammals'],\n", " ['no', 'yes', 'no', 'no', 'no', 'non-mammals'],\n", " ['no', 'yes', 'no', 'yes', 'no', 'non-mammals'],\n", " ['yes', 'no', 'no', 'yes', 'no', 'mammals'],\n", " ['no', 'yes', 'no', 'sometimes', 'yes', 'non-mammals'],\n", " ['no', 'yes', 'no', 'no', 'yes', 'non-mammals'],\n", " ['yes', 'no', 'yes', 'no', 'yes', 'mammals'],\n", " ['no', 'yes', 'yes', 'no', 'yes', 'non-mammals'],\n", " ['yes', 'no', 'no', 'no', 'yes', 'mammals'],\n", " ['yes', 'no', 'no', 'yes', 'no', 'non-mammals'],\n", " ['no', 'yes', 'no', 'sometimes', 'yes', 'non-mammals'],\n", " ['no', 'yes', 'no', 'sometimes', 'yes', 'non-mammals'],\n", " ['yes', 'no', 'no', 'no', 'yes', 'mammals'],\n", " ['no', 'yes', 'no', 'yes', 'no', 'non-mammals'],\n", " ['no', 'yes', 'no', 'sometimes', 'yes', 'non-mammals'],\n", " ['no', 'yes', 'no', 'no', 'yes', 'non-mammals'],\n", " ['no', 'yes', 'no', 'no', 'yes', 'mammals'],\n", " ['no', 'yes', 'yes', 'no', 'yes', 'non-mammals'],\n", " ['yes', 'no', 'no', 'yes', 'no', 'mammals'],\n", " ['no', 'yes', 'yes', 'no', 'yes', 'non-mammals']]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "table_data = [['Give Birth', 'Lay Eggs', 'Can Fly', 'Live in Water', 'Have Legs', 'Class'],\n", " ['yes', 'no', 'no', 'no', 'yes', 'mammals'],\n", " ['no', 'yes', 'no', 'no', 'no', 'non-mammals'],\n", " ['no', 'yes', 'no', 'yes', 'no', 'non-mammals'],\n", " ['yes', 'no', 'no', 'yes', 'no', 'mammals'],\n", " ['no', 'yes', 'no', 'sometimes', 'yes', 'non-mammals'],\n", " ['no', 'yes', 'no', 'no', 'yes', 'non-mammals'],\n", " ['yes', 'no', 'yes', 'no', 'yes', 'mammals'],\n", " ['no', 'yes', 'yes', 'no', 'yes', 'non-mammals'],\n", " ['yes', 'no', 'no', 'no', 'yes', 'mammals'],\n", " ['yes', 'no', 'no', 'yes', 'no', 'non-mammals'],\n", " ['no', 'yes', 'no', 'sometimes', 'yes', 'non-mammals'],\n", " ['no', 'yes','no', 'sometimes', 'yes', 'non-mammals'],\n", " ['yes', 'no', 'no', 'no', 'yes', 'mammals'],\n", " ['no', 'yes', 'no', 'yes', 'no', 'non-mammals'],\n", " ['no', 'yes', 'no', 'sometimes', 'yes', 'non-mammals'],\n", " ['no', 'yes', 'no', 'no', 'yes', 'non-mammals'],\n", " ['no', 'yes', 'no', 'no' ,'yes', 'mammals'],\n", " ['no', 'yes', 'yes', 'no','yes', 'non-mammals'],\n", " ['yes', 'no', 'no', 'yes', 'no', 'mammals'],\n", " ['no', 'yes', 'yes', 'no', 'yes', 'non-mammals']]\n", "table_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Having the data table, now we can \n", "\n", "* define the class by specifying the model parameter and name of this task\n", "* prepare the data for IFN Classification. The *prepare_data_table* method would split the data table into the input (X) and output (y).\n", "* Then, we can train the data into the model to calbrate the model and it would produce the accuracy.\n", "* Optionally, you can show the IFN for each category label\n", "* Next, you can predict the category label for the data\n", "* You can also generate back the input for the given category label\n", "\n", "Thus, IFN is also AI generative model." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 0.9\n", "mammals : {'#Z#': {'co3|bw5': 120, 'an0|aj6': 20}, 'co3|bw5': {'bw5|w3': 100, 'bw5|ao1': 20}, 'bw5|w3': {'w3|ad0': 60, 'w3|j0': 40}, 'w3|ad0': {'ad0|bp8': 80}, 'ad0|bp8': {'#Z#': 100}, 'w3|j0': {'j0|cn2': 40}, 'j0|cn2': {'#Z#': 40}, 'bw5|ao1': {'ao1|ad0': 20}, 'ao1|ad0': {'ad0|bp8': 20}, 'an0|aj6': {'aj6|w3': 20}, 'aj6|w3': {'w3|ad0': 20}}\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "non-mammals : {'#Z#': {'an0|aj6': 240, 'co3|bw5': 20}, 'an0|aj6': {'aj6|w3': 180, 'aj6|ao1': 60}, 'aj6|w3': {'w3|ad0': 60, 'w3|j0': 40, 'w3|ch6': 80}, 'w3|ad0': {'ad0|cn2': 20, 'ad0|bp8': 40}, 'ad0|cn2': {'#Z#': 20}, 'w3|j0': {'j0|cn2': 60}, 'j0|cn2': {'#Z#': 60}, 'w3|ch6': {'ch6|bp8': 80}, 'ch6|bp8': {'#Z#': 80}, 'ad0|bp8': {'#Z#': 100}, 'aj6|ao1': {'ao1|ad0': 60}, 'ao1|ad0': {'ad0|bp8': 60}, 'co3|bw5': {'bw5|w3': 20}, 'bw5|w3': {'w3|j0': 20}}\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "prediction = ([np.str_('mammals'), np.str_('non-mammals'), np.str_('non-mammals'), np.str_('mammals'), np.str_('non-mammals'), np.str_('non-mammals'), np.str_('mammals'), np.str_('non-mammals'), np.str_('mammals'), np.str_('mammals'), np.str_('non-mammals'), np.str_('non-mammals'), np.str_('mammals'), np.str_('non-mammals'), np.str_('non-mammals'), np.str_('non-mammals'), np.str_('non-mammals'), np.str_('non-mammals'), np.str_('mammals'), np.str_('non-mammals')], [0.7525988740957668, 0.7374730387072518, 0.6481206209700475, 0.6920434112665808, 0.8441468861635344, 0.5540675820478976, 0.6868684713085881, 0.6602610945413664, 0.7525988740957668, 0.6920434112665808, 0.8441468861635344, 0.8441468861635344, 0.7525988740957668, 0.6481206209700475, 0.8441468861635344, 0.5540675820478976, 0.5540675820478976, 0.6602610945413664, 0.6920434112665808, 0.6602610945413664]) \n", " \n", "true y = ['mammals' 'non-mammals' 'non-mammals' 'mammals' 'non-mammals'\n", " 'non-mammals' 'mammals' 'non-mammals' 'mammals' 'non-mammals'\n", " 'non-mammals' 'non-mammals' 'mammals' 'non-mammals' 'non-mammals'\n", " 'non-mammals' 'mammals' 'non-mammals' 'mammals' 'non-mammals'] \n", "\n", "trajectory for non-mammals :\n", " ['Give Birth:no', 'Lay Eggs:yes', 'Can Fly:no', 'Live in Water:no', 'Have Legs:no']\n" ] } ], "source": [ "# define the class\n", "tp = ift.Table_Classifier(markovOrder=2,name=\"Mammal Classification\")\n", "\n", "# define the input (X) and output (y) from data table\n", "X, y = tp.prepare_data_table(table_data)\n", "\n", "# train the IFN model\n", "accuracy = tp.fit(X, y)\n", "print(\"Accuracy:\", accuracy)\n", "\n", "# show the IFN for each category label\n", "for name,ifn in tp.IFNs.items():\n", " print(name,':',ifn)\n", " ifn.show(layout=\"Circular\") \n", "\n", "# predict the category label\n", "print(\"\\nprediction =\",tp.predict_table(X),'\\n','\\ntrue y =',y,'\\n')\n", "\n", "# generate the input\n", "category=random.choice(y)\n", "tr=tp.generate(category)\n", "print('trajectory for',category,\":\\n\",tr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you want to see the detail what is inside the code of the chart, you can call the look up table" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'co3': 'Give Birth:yes',\n", " 'bw5': 'Lay Eggs:no',\n", " 'w3': 'Can Fly:no',\n", " 'ad0': 'Live in Water:no',\n", " 'bp8': 'Have Legs:yes',\n", " 'an0': 'Give Birth:no',\n", " 'aj6': 'Lay Eggs:yes',\n", " 'cn2': 'Have Legs:no',\n", " 'j0': 'Live in Water:yes',\n", " 'ch6': 'Live in Water:sometimes',\n", " 'ao1': 'Can Fly:yes'}" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tp.lut" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or, you can also see the inverse look up table, whichever more convinience for you" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'Give Birth:yes': 'co3',\n", " 'Lay Eggs:no': 'bw5',\n", " 'Can Fly:no': 'w3',\n", " 'Live in Water:no': 'ad0',\n", " 'Have Legs:yes': 'bp8',\n", " 'Give Birth:no': 'an0',\n", " 'Lay Eggs:yes': 'aj6',\n", " 'Have Legs:no': 'cn2',\n", " 'Live in Water:yes': 'j0',\n", " 'Live in Water:sometimes': 'ch6',\n", " 'Can Fly:yes': 'ao1'}" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tp.inv_lut" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Transportation Mode Choice\n", "\n", "Transportation mode choice is a critical component of travel behavior. It involves the selection of a transportation mode.\n", "\n", "In the example below, we will break down the detail and slower than the above." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instead of typing your data, you can also have your data table in CSV format.\n", "You can load your own data file using the following function." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "table_data\"\n", " [['Gender', 'CarOwnership', 'TravelCost', 'IncomeLevel', 'TransportationMode'], ['Male', '0', 'Cheap', 'Low', 'Bus'], ['Male', '1', 'Cheap', 'Medium', 'Bus'], ['Female', '0', 'Cheap', 'Low', 'Bus'], ['Male', '1', 'Cheap', 'Medium', 'Bus'], ['Female', '1', 'Cheap', 'Medium', 'Train'], ['Male', '0', 'Standard', 'Medium', 'Train'], ['Female', '1', 'Standard', 'Medium', 'Train'], ['Female', '1', 'Expensive', 'High', 'Car'], ['Male', '2', 'Expensive', 'Medium', 'Car'], ['Female', '2', 'Expensive', 'High', 'Car']]\n" ] } ], "source": [ "# define the class\n", "tp = ift.Table_Classifier(markovOrder=1,name=\"Transportation Mode\")\n", "\n", "# change this into your own folder data path\n", "folder=r\"C:\\Users\\Kardi\\Documents\\Kardi\\Personal\\Tutorial\\NetworkScience\\IdealFlow\\Software\\Python\\Data Science\\ReusableData\\Supervised\"\n", "fName='TransportationMode.csv'\n", "file_name = os.path.join(folder, fName) # Join the paths\n", "# print('file_name:',file_name)\n", "\n", "# Read the data\n", "table_data = tp.read_csv(file_name)\n", "print('table_data\"\\n',table_data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will show how the input (X) and output (y) is extracted from data table.\n", "\n", "* First, it extracts the first row (variable names)\n", "* Next, extract X (features) not including the label\n", "* Then, extract y (labels)\n", "* Finally, combine the variable and value as one string to represent a node in IFN.\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Gender', 'CarOwnership', 'TravelCost', 'IncomeLevel']" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Extract the first row (variable names)\n", "variable_names = table_data[0][:-1]\n", "variable_names" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[['Male', '0', 'Cheap', 'Low'],\n", " ['Male', '1', 'Cheap', 'Medium'],\n", " ['Female', '0', 'Cheap', 'Low'],\n", " ['Male', '1', 'Cheap', 'Medium'],\n", " ['Female', '1', 'Cheap', 'Medium'],\n", " ['Male', '0', 'Standard', 'Medium'],\n", " ['Female', '1', 'Standard', 'Medium'],\n", " ['Female', '1', 'Expensive', 'High'],\n", " ['Male', '2', 'Expensive', 'Medium'],\n", " ['Female', '2', 'Expensive', 'High']]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Extract X (features) not include label\n", "X = [row[:-1] for row in table_data[1:]]\n", "X" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Bus', 'Bus', 'Bus', 'Bus', 'Train', 'Train', 'Train', 'Car', 'Car', 'Car']" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Extract y (labels)\n", "y = [row[-1] for row in table_data[1:]]\n", "y" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the *values* of a variable can be the same name across different variables (e.g. 'Give Birth:*yes*' is not equal to 'Have Legs:*yes*'), we need to include variable name into the value (Variable:Value). This step is done by the `prepare_data_table` method. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[['Gender:Male', 'CarOwnership:0', 'TravelCost:Cheap', 'IncomeLevel:Low'],\n", " ['Gender:Male', 'CarOwnership:1', 'TravelCost:Cheap', 'IncomeLevel:Medium'],\n", " ['Gender:Female', 'CarOwnership:0', 'TravelCost:Cheap', 'IncomeLevel:Low'],\n", " ['Gender:Male', 'CarOwnership:1', 'TravelCost:Cheap', 'IncomeLevel:Medium'],\n", " ['Gender:Female', 'CarOwnership:1', 'TravelCost:Cheap', 'IncomeLevel:Medium'],\n", " ['Gender:Male',\n", " 'CarOwnership:0',\n", " 'TravelCost:Standard',\n", " 'IncomeLevel:Medium'],\n", " ['Gender:Female',\n", " 'CarOwnership:1',\n", " 'TravelCost:Standard',\n", " 'IncomeLevel:Medium'],\n", " ['Gender:Female',\n", " 'CarOwnership:1',\n", " 'TravelCost:Expensive',\n", " 'IncomeLevel:High'],\n", " ['Gender:Male',\n", " 'CarOwnership:2',\n", " 'TravelCost:Expensive',\n", " 'IncomeLevel:Medium'],\n", " ['Gender:Female',\n", " 'CarOwnership:2',\n", " 'TravelCost:Expensive',\n", " 'IncomeLevel:High']]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "X, y = tp.prepare_data_table(table_data)\n", "X" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The output part (y) is just an array of the category label values from the table data" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['Bus', 'Bus', 'Bus', 'Bus', 'Train', 'Train', 'Train', 'Car',\n", " 'Car', 'Car'], dtype='" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Train :\n", " {'#Z#': {'cf4': 20, 'ag3': 10}, 'cf4': {'cl0': 20}, 'cl0': {'ad0': 10, 'ar4': 10}, 'ad0': {'bg9': 10}, 'bg9': {'#Z#': 30}, 'ag3': {'ce3': 10}, 'ce3': {'ar4': 10}, 'ar4': {'bg9': 20}}\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for name,ifn in tp.IFNs.items():\n", " print(name,':\\n',ifn)\n", " ifn.show(layout=\"Circular\") " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Prediction\n", "\n", "Once the model is calibrated, we can now predict back from the input data." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "prediction = ([np.str_('Bus'), np.str_('Bus'), np.str_('Bus'), np.str_('Bus'), np.str_('Train'), np.str_('Train'), np.str_('Train'), np.str_('Car'), np.str_('Car'), np.str_('Car')], [0.6750483087451477, 0.49609720217760167, 0.648279853472202, 0.49609720217760167, 0.4535373600380496, 0.5246693416824478, 0.5644074501213597, 0.6294248059480595, 0.4934139346435913, 0.749974691428685]) \n", " \n", "true y = ['Bus' 'Bus' 'Bus' 'Bus' 'Train' 'Train' 'Train' 'Car' 'Car' 'Car'] \n", "\n" ] } ], "source": [ "print(\"\\nprediction =\",tp.predict_table(X),'\\n','\\ntrue y =',y,'\\n')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Random Generation of Data\n", "\n", "IFN is a generative grapical model. You can random generate back the input data for the given output label. Thus, generative is is an inverse function of the prediction from the data. Knowing the class category output, get back the possible random input." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "trajectory for Bus :\n", " ['Gender:Female', 'CarOwnership:0', 'TravelCost:Cheap', 'IncomeLevel:Low']\n" ] } ], "source": [ "import random\n", "\n", "category=random.choice(y)\n", "tr=tp.generate(category)\n", "print('trajectory for',category,\":\\n\",tr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I hope you enjoy this simple tutorial." ] } ], "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 2 }