{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" } }, "cells": [ { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "aRjybbulS4Yo", "outputId": "e3b0df3c-a0b0-4a24-c143-ce3413611c01" }, "source": [ "import sys\n", "import scipy\n", "import numpy\n", "import matplotlib\n", "import pandas\n", "import sklearn\n", "print('Python: {}'.format(sys.version))\n", "print('scipy: {}'.format(scipy.__version__))\n", "print('numpy: {}'.format(numpy.__version__))\n", "print('pandas: {}'.format(pandas.__version__))\n", "print('sklearn: {}'.format(sklearn.__version__))\n", "print('matplotlib: {}'.format(matplotlib.__version__))" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Python: 3.6.9 (default, Oct 8 2020, 12:12:24) \n", "[GCC 8.4.0]\n", "scipy: 1.4.1\n", "numpy: 1.19.5\n", "pandas: 1.1.5\n", "sklearn: 0.22.2.post1\n", "matplotlib: 3.2.2\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "uwxIAmvJT7ub" }, "source": [ "import numpy as np\n", "from sklearn import preprocessing\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.svm import SVC\n", "from sklearn import model_selection\n", "from sklearn.metrics import classification_report\n", "from sklearn.metrics import accuracy_score\n", "from pandas.plotting import scatter_matrix\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "aQaV9bVTUtfm" }, "source": [ "# Load Dataset\n", "url = \"https://archive.ics.uci.edu/ml/machine-learning-databases/breast-cancer-wisconsin/breast-cancer-wisconsin.data\"\n", "names = ['id', 'clump_thickness','uniform_cell_size','uniform_cell_shape','marginal_adhesion','single_epithelial_size','bare_nuclei',\n", " 'bland_chromation','normal_nucleoli','nutises','class']\n", "df = pd.read_csv(url,names=names)" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "LEtzPXViW83o" }, "source": [ "There are some steps to be considered\n", "\n", "* First, our dataset contains some missiong data. To deal with this we will add a df.replace method\n", "* If df.replace method gives us a question mark. It means that there is no data there. We are simply going to input the value -999999 and tell python to ignore that data\n", "\n", "\n", "* We will then perform the print(df.axes) operation so that we can see the columns. We can see that we have 699 different data points and each of those cases has 11 different columns\n", "* next we will print the shape of the dataset using the print(df.shape) operation\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ivDJ0FLRXxjK", "outputId": "f6d3397a-9e38-43f9-bd8d-daca6138155f" }, "source": [ "#Preprocess the data\n", "df.replace('?',-999999, inplace=True)\n", "print(df.axes)\n", "df.drop(['id'],1,inplace=True)\n", "#print the shape of the dataset\n", "print(df.shape)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "[RangeIndex(start=0, stop=699, step=1), Index(['id', 'clump_thickness', 'uniform_cell_size', 'uniform_cell_shape',\n", " 'marginal_adhesion', 'single_epithelial_size', 'bare_nuclei',\n", " 'bland_chromation', 'normal_nucleoli', 'nutises', 'class'],\n", " dtype='object')]\n", "(699, 10)\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "J58dJzUVYOhf" }, "source": [ "we can detect whether the tumor is benign (which means it is non-cancerous) or maglignant (which means it is cancerous)" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Hd6E4lJ-Yd8C", "outputId": "06a75af3-d936-4ac2-c6ad-81a921065f3e" }, "source": [ "#Do dataset visualization\n", "print(df.loc[6])" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "clump_thickness 1\n", "uniform_cell_size 1\n", "uniform_cell_shape 1\n", "marginal_adhesion 1\n", "single_epithelial_size 2\n", "bare_nuclei 10\n", "bland_chromation 3\n", "normal_nucleoli 1\n", "nutises 1\n", "class 2\n", "Name: 6, dtype: object\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "_3EttC1ga1UA" }, "source": [ "We will visualize the parameters of the dataset\n", "\n", "* We will print the first point so that we can see what it entails.\n", "* We have a value of between 0 and 10 in all of the different columns. In the class column, the number 2 represents a benign tumor and the number 4 represents a malignant tumor.\n", "\n", "\n", "* There are 699 cells in the datasets\n", "* The next step will be to do a print.describe operation, which gives us the mean, standard deviaion, and other aspects for each of our different parameters or features.\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "3QL3PQyqbjDK", "outputId": "2aca8381-4692-44b2-f4fc-e05e0b069d55" }, "source": [ "# Do dataset visualizations\n", "print(df.loc[6])\n", "print(df.describe())" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "clump_thickness 1\n", "uniform_cell_size 1\n", "uniform_cell_shape 1\n", "marginal_adhesion 1\n", "single_epithelial_size 2\n", "bare_nuclei 10\n", "bland_chromation 3\n", "normal_nucleoli 1\n", "nutises 1\n", "class 2\n", "Name: 6, dtype: object\n", " clump_thickness uniform_cell_size ... nutises class\n", "count 699.000000 699.000000 ... 699.000000 699.000000\n", "mean 4.417740 3.134478 ... 1.589413 2.689557\n", "std 2.815741 3.051459 ... 1.715078 0.951273\n", "min 1.000000 1.000000 ... 1.000000 2.000000\n", "25% 2.000000 1.000000 ... 1.000000 2.000000\n", "50% 4.000000 1.000000 ... 1.000000 2.000000\n", "75% 6.000000 5.000000 ... 1.000000 4.000000\n", "max 10.000000 10.000000 ... 10.000000 4.000000\n", "\n", "[8 rows x 9 columns]\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 607 }, "id": "AO3V0OJwcFSm", "outputId": "f1d05df8-98a3-4b3b-eaa2-57fb6b501828" }, "source": [ "#plot histograms for each variable\n", "df.hist(figsize=(10,10))\n", "plt.show()" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "bd-H4_i5coCf", "outputId": "842d69d0-6b9d-4ea4-ea5e-7dc528147186" }, "source": [ "scatter_matrix(df,figsize=(18,18))\n", "plt.show()" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "4P32bMiUf2_T" }, "source": [ "There are some steps will help you to better undersand the machine learning algorithm:\n", "\n", "\n", "1. The first step is that we need to perform is to split our dataset into X and y datasets for training. We will not train all of the available data as we need to save some for our validation step. This will help us to determine how well these algorithms can generalize to new data and not just how well they know the training data. Our X data will contain all of the variables except for the class column and our Y data is going to be the class colum which is the classification of whether a tumor is malignant or benign\n", "\n", "1. Next we will use the train_test_split function and we will then spit our data into y_train, y_test, X_train, and X_test, respective\n", "2. In the same line we will add model_selection, train test_split and x,y,test_size. About 20% of our data is fairly standard, so we will make the test size 0.2 to test the data.\n", "\n", "\n" ] }, { "cell_type": "code", "metadata": { "id": "anLR2bFMhG0J" }, "source": [ "#Create X and Y datasets for training\n", "X = np.array(df.drop(['class'],1))\n", "y = np.array(df['class'])\n", "X_train, X_test,y_train,y_test= model_selection.train_test_split(X,y,test_size=0.2)" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "_x2VjofchyL-" }, "source": [ "#testing options\n", "seed = 8\n", "scoring = 'accuracy'" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "hAjZwVVYlz56" }, "source": [ "\n", "There are several steps tp actually dening the training models\n", "1. First, make an empty list, in which we will append the KNN model.\n", "2. Enter the KNeighborsClassifier function to explore the number of neighbors\n", "\n", "\n", "* Start with n_neighbors = 5 and play around with the variable a little to see how it changes our results\n", "* Next we will add our models: the SVM and the SVC. We will evaluate each model, in turn\n", "\n", "* The next stepp will be to get a reuslt list and a names list, so that we ca print out some of the information at the end\n", "* We will then perform a for loop for each of the models defined previously, such as name or model in models\n", "\n", "\n", "* W will also do a k-fold comparision which will run each of these a couple of times and then take the best results. The number of splits or n_splits, defines how many times it runs\n", "* Since we do not want a random state, we will go from the seed. now we will get our results\n", "\n", "\n", "* We will use the model_Seletion function that we imported previously and cross_val_score\n", "* For each model we will provide the training data to X_train and then y_train\n", "\n", "\n", "* We will also add the specification scoreing which was the accuracy that we added previously.\n", "* We will also append results, name, and we will print out a msg. We will then substitude some variables\n", "\n", "\n", "* Finally we will look at the mean results and standard deviation\n", "* A k-fold training will take place wich means that this will be run 10 times. We will receive the average result adn accruracy for each of them. We will use a randome seed of 8, so that it is consistent across different reails adn runs\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "01rBA7Yyntj8", "outputId": "63641e06-bb6b-462e-a6f0-3da784c3cb4f" }, "source": [ "models = []\n", "models.append(('KNN',KNeighborsClassifier(n_neighbors=5)))\n", "models.append(('SVM',SVC()))\n", "#evaluate each model in turn\n", "results =[]\n", "names=[]\n", "for name, model in models:\n", " kfold = model_selection.KFold(n_splits=10,random_state=seed)\n", " cv_results=model_selection.cross_val_score(model,X_train,y_train,cv=kfold,scoring=scoring)\n", " results.append(cv_results)\n", " names.append(name)\n", " msg=\"%s: %f (%f)\" %(name,cv_results.mean(),cv_results.std())\n", " print(msg)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_split.py:296: FutureWarning: Setting a random_state has no effect since shuffle is False. This will raise an error in 0.24. You should leave random_state to its default (None), or set shuffle=True.\n", " FutureWarning\n", "/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_split.py:296: FutureWarning: Setting a random_state has no effect since shuffle is False. This will raise an error in 0.24. You should leave random_state to its default (None), or set shuffle=True.\n", " FutureWarning\n" ], "name": "stderr" }, { "output_type": "stream", "text": [ "KNN: 0.971429 (0.024223)\n", "SVM: 0.653019 (0.045528)\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "IfMJECN6G20U" }, "source": [ "\n", "\n", "* Firtst we will make predictions on the validation sets with the y_test and X_test that we split out earlier\n", "* We will do another for loop in for name and model in models\n", "\n", "* Then we will do the model.fit and it will train it once again on the X and y training data.\n", "* Since we want to make predictions we are going to use the model to actually make a prediction about the X_test data\n", "\n", "* Once the model has been trained, we are going to use it to make a prediction. It will print out the name, the accuracy score (based on a comparision of the y_test data with the predictions we made), and a classification_report which will tell us information about the false positives and negative that we found.\n", "\n", "\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "AtC4krPqHuQA", "outputId": "d511dd21-e389-40d1-c502-5977bfb796f9" }, "source": [ "# Make predictions on validation dataset\n", "for name, model in models:\n", " model.fit(X_train,y_train)\n", " predictions = model.predict(X_test)\n", " print(name)\n", " print(accuracy_score(y_test,predictions))\n", " print(classification_report(y_test,predictions))\n", " #Accuracy is the ratio of correctly predicted observation to the total observations\n", " #Prediction: (false positive) ratio of correctly predicted postive observations to the total predicted positive observations\n", " #Recall (sensitivity): (false negative) ratio of correctly predicted positive obseravations to the all observations in actual class- yes\n", " #f1-score: is the weitghted average of precion and recall. Therefore, this score takes both positive and negative" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "KNN\n", "0.9571428571428572\n", " precision recall f1-score support\n", "\n", " 2 0.99 0.95 0.97 93\n", " 4 0.90 0.98 0.94 47\n", "\n", " accuracy 0.96 140\n", " macro avg 0.95 0.96 0.95 140\n", "weighted avg 0.96 0.96 0.96 140\n", "\n", "SVM\n", "0.6642857142857143\n", " precision recall f1-score support\n", "\n", " 2 0.66 1.00 0.80 93\n", " 4 0.00 0.00 0.00 47\n", "\n", " accuracy 0.66 140\n", " macro avg 0.33 0.50 0.40 140\n", "weighted avg 0.44 0.66 0.53 140\n", "\n" ], "name": "stdout" }, { "output_type": "stream", "text": [ "/usr/local/lib/python3.6/dist-packages/sklearn/metrics/_classification.py:1272: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", " _warn_prf(average, modifier, msg_start, len(result))\n" ], "name": "stderr" } ] }, { "cell_type": "markdown", "metadata": { "id": "5B8SUlBYJxHK" }, "source": [ "Another example of predicting:\n", "\n", "\n", "* First, we will make the KNeighborsClassifier and get an accuracy score for it based on our testing data\n", "* Next, we will add an example. Type in np.array and pick whichever data points you want.\n", "\n", "\n", "* We will then take example adn add reshape to it. We will flip it around so that we get a column vector\n", "* We will print our predictions\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "6CFNqyoCKUo-", "outputId": "b9541a31-6c03-4b5e-f30e-8bf30b496248" }, "source": [ "clf = KNeighborsClassifier()\n", "\n", "clf.fit(X_train, y_train)\n", "accuracy = clf.score(X_test, y_test)\n", "print(accuracy)\n", "\n", "example_measures = np.array([[4,2,1,1,1,2,3,2,1]])\n", "example_measures = example_measures.reshape(len(example_measures), -1)\n", "prediction = clf.predict(example_measures)\n", "print(prediction)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "0.9571428571428572\n", "[2]\n" ], "name": "stdout" } ] } ] }