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+{"nbformat":4,"nbformat_minor":0,"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":"3.6.2"},"latex_envs":{"LaTeX_envs_menu_present":true,"autoclose":false,"autocomplete":true,"bibliofile":"biblio.bib","cite_by":"apalike","current_citInitial":1,"eqLabelWithNumbers":true,"eqNumInitial":1,"hotkeys":{"equation":"Ctrl-E","itemize":"Ctrl-I"},"labels_anchors":false,"latex_user_defs":false,"report_style_numbering":false,"user_envs_cfg":false},"colab":{"name":"IP_Student_version_of_RF_assignment.ipynb","provenance":[],"collapsed_sections":[]}},"cells":[{"cell_type":"markdown","metadata":{"id":"dJEzefsa7K8o"},"source":["# Random Forest - Tutorial\n","\n","In this project we will train a Random Forest model to classify data from the breast cancer dataset available in the sklearn.datasets library. The first part of this notebook is a tutorial section which shows how to access the data, how to examine the data and how to create and train a Random Forest model. "]},{"cell_type":"code","metadata":{"ExecuteTime":{"end_time":"2021-10-12T17:00:50.082316Z","start_time":"2021-10-12T17:00:49.976968Z"},"id":"-5roXtUleU0o","executionInfo":{"status":"ok","timestamp":1638114682121,"user_tz":-120,"elapsed":232,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}}},"source":["# Necessary libraries for data exploration\n","import numpy as np # matrix operations\n","import pandas as pd # Dataframes\n","\n","# Datasets are available through this\n","import sklearn.datasets as datasets\n","\n","import matplotlib.pyplot as plt\n","%matplotlib inline"],"execution_count":4,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"kkqfMiVg5wAb"},"source":["## Load the data"]},{"cell_type":"markdown","metadata":{"id":"OClEInqq5ylu"},"source":["The iris-dataset provided by sklearn is accessed by the following code (there are methods defined for all available datasets). The dataset is in a dictionary format. The information inside the dictionary is accessible via indexing with the \"keys\" of the dictionary."]},{"cell_type":"code","metadata":{"ExecuteTime":{"end_time":"2021-10-12T16:20:29.807778Z","start_time":"2021-10-12T16:20:29.783748Z"},"id":"wMVFqBCoeU0w","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1638114780740,"user_tz":-120,"elapsed":242,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"59ad707b-f630-4e22-a0e6-4dbe3d3df4b8"},"source":["tutorial_data = datasets.load_iris()\n","print(\"Availbale information in data:\")\n","print(tutorial_data.keys())"],"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["Availbale information in data:\n","dict_keys(['data', 'target', 'frame', 'target_names', 'DESCR', 'feature_names', 'filename', 'data_module'])\n"]}]},{"cell_type":"markdown","metadata":{"id":"EB7djxVZ6wyy"},"source":["For example, the target values (also known as the labels in labeled data) are accessed by using the \"target\" key and the actual data is accessed via the \"data\" key."]},{"cell_type":"code","metadata":{"id":"ax6cRJDYeU0x","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1638114786130,"user_tz":-120,"elapsed":229,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"cedf7436-e087-4c67-9eca-97bcdca2f218"},"source":["# Accessing different parts of the data\n","print(\"First datapoint in the dataset:\", tutorial_data[\"data\"][0])\n","print(\"Target value of the first instance: \", tutorial_data[\"target\"][0],  \"= (\" + tutorial_data[\"target_names\"][tutorial_data[\"target\"][0]] + \")\")\n","print(\"The names of the targets:\", tutorial_data[\"target_names\"])\n","print(\"The features available for every datapoint:\", tutorial_data[\"feature_names\"])"],"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["First datapoint in the dataset: [5.1 3.5 1.4 0.2]\n","Target value of the first instance:  0 = (setosa)\n","The names of the targets: ['setosa' 'versicolor' 'virginica']\n","The features available for every datapoint: ['sepal length (cm)', 'sepal width (cm)', 'petal length (cm)', 'petal width (cm)']\n"]}]},{"cell_type":"markdown","metadata":{"id":"oUtTC7009ba_"},"source":["We now split the data into three separate sets: The training set, validation set and test set. The training set includes the data and the respective targets which the model will be trained on. The validation set is used to evaluate the model after training. Once the model performs well on the validation set, the model is then evaluated on the test set. This 2-step evaluation is done to avoid bias towards the training set and validation set, since it may work well on both sets but might still fail on other unseen data."]},{"cell_type":"code","metadata":{"ExecuteTime":{"end_time":"2021-10-12T16:20:11.168287Z","start_time":"2021-10-12T16:20:09.538Z"},"id":"HtCaEbYoeU0y","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1638115064279,"user_tz":-120,"elapsed":247,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"c27f55be-289b-4462-b319-ffd889cc1a46"},"source":["from sklearn.utils import shuffle\n","# Shuffle the dataset\n","tutorial_data[\"data\"], tutorial_data[\"target\"] = shuffle(tutorial_data[\"data\"], tutorial_data[\"target\"])\n","\n","from sklearn.model_selection import train_test_split\n","\n","# Separation into training and test sets\n","train_data, test_data, train_labels, test_labels = train_test_split(tutorial_data[\"data\"], tutorial_data[\"target\"], test_size=0.3)\n","\n","# Separation of test set into test and validation\n","test_data, validation_data, test_labels, validation_labels = train_test_split(test_data, test_labels, test_size = 0.5)\n","\n","# Show the amount of target categories in each dataset\n","print(np.bincount(train_labels), np.bincount(validation_labels), np.bincount(test_labels))\n"],"execution_count":10,"outputs":[{"output_type":"stream","name":"stdout","text":["[35 36 34] [8 8 7] [7 6 9]\n"]}]},{"cell_type":"markdown","metadata":{"id":"zIUnEBWChp47"},"source":["## Data exploration"]},{"cell_type":"markdown","metadata":{"id":"AYNrqUoYZF-r"},"source":["For further analysis we can display the data in a number of ways. Here we simply plot the data instances as lines, the points between the lines show the value of the respective feature. Take the example below."]},{"cell_type":"code","metadata":{"scrolled":true,"id":"cLOKHtrIeU0z","colab":{"base_uri":"https://localhost:8080/","height":428},"executionInfo":{"status":"ok","timestamp":1638115128597,"user_tz":-120,"elapsed":1233,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"72954c85-a4aa-4ac6-9ad5-96d072722146"},"source":["# Change size of plot\n","plt.figure(figsize=(13, 7))\n","\n","# Plot all setosa instances as blue lines\n","plt.plot(train_data[train_labels == 0].T, color = \"blue\")\n","\n","# Plot all versicolor instances as red lines\n","plt.plot(train_data[train_labels == 1].T, color = \"red\")\n","\n","# Plot all virginica instances as green lines\n","plt.plot(train_data[train_labels == 2].T, color = \"green\")\n","\n","# Set the labels on the x-axis equal to the feature names\n","plt.xticks(np.arange(len(tutorial_data[\"feature_names\"])),tutorial_data[\"feature_names\"])\n","plt.show()"],"execution_count":11,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 936x504 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"BqpjKCJhZh_x"},"source":["We can see that the instances in the training set follow select patterns depending on which target class the instances belong to. In the figure above, the blue lines (instances belonging to the setosa class) show that the petal length and petal width vary significantly from the other classes. The red (versicolor) and green (virginica) instances also vary at those points (red instances are mainly below green instances for the features petal length and petal width). Based on this, we can see that petal length and width are good features for dividing the data into the different target categories.\n","\n","Note that these kinds of patterns aren't always so trivial in other scenarios where the data may be noisy for example.\n"]},{"cell_type":"markdown","metadata":{"id":"557QE6cbbcpl"},"source":["## Random Forest\n","\n","Following the exploration stage we can move on to creating an instance of a random forest model. A random forest model can take a number of parameters to optimize the training of the model. In this project we mainly consider:\n","- The numer of estimators in the model (how many decision trees the forest consists of)\n","- The function for determining the quality of a split (sklearn supports \"gini\" and \"entropy\")\n","- The depth of the estimators (how big each decision tree is allowed to get)\n","\n","\n","For more information about the available functionality of random forest models in sklearn, visit: https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestClassifier.html"]},{"cell_type":"code","metadata":{"ExecuteTime":{"end_time":"2021-10-12T16:20:03.967002Z","start_time":"2021-10-12T16:20:03.820883Z"},"id":"WP7QXUsxeU00","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1638115156964,"user_tz":-120,"elapsed":613,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"7ffca1bf-c263-477e-cda7-3d11d8005856"},"source":["# Get the algorithm from sklearn\n","from sklearn.ensemble import RandomForestClassifier\n","\n","# Create a model instance\n","rf = RandomForestClassifier(n_estimators = 100, criterion=\"gini\", max_depth = None, random_state= 0)\n","\n","# Train the model on training data\n","rf.fit(train_data, train_labels)\n","\n","# Get model prediciotns on training data\n","predictions = rf.predict(train_data)\n","\n","# Calculate accuracy on training\n","train_acc = sum(predictions ==  train_labels)/len(train_labels)\n","print(\"Final training accuracy:\", train_acc)\n","\n","# Get accuracy on validation set\n","validation_accuracy = sum(rf.predict(validation_data) ==  validation_labels)/len(validation_labels)\n","print(\"Validation accuracy:\", validation_accuracy)"],"execution_count":12,"outputs":[{"output_type":"stream","name":"stdout","text":["Final training accuracy: 1.0\n","Validation accuracy: 0.9565217391304348\n"]}]},{"cell_type":"markdown","metadata":{"id":"BErvUrOGdmN7"},"source":["Provided the validation accuracy is good, we can then test the model on the test data"]},{"cell_type":"code","metadata":{"id":"vo33pYFoeU01","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1638115348499,"user_tz":-120,"elapsed":251,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"ec6122d3-c0fe-4166-fd28-a0cfc455aab7"},"source":["# Accuracy of test set once training and validation are \"good enough\"\n","test_accuracy = sum(rf.predict(test_data) ==  test_labels)/len(test_labels)\n","print(\"test accuracy:\", test_accuracy)"],"execution_count":13,"outputs":[{"output_type":"stream","name":"stdout","text":["test accuracy: 1.0\n"]}]},{"cell_type":"markdown","metadata":{"id":"hPO2pgyReZqO"},"source":["Finally, one of the exciting things about random forest models is the ability to calculate the most \"predictive\" features of the dataset i.e. which features are most valuable when predicting the target value of a given data instance. This is done automatically during training and the feature importance is stored within the model itself. You can access this information via the following attribute "]},{"cell_type":"code","metadata":{"id":"g6OBzgDPeU04","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1638115454463,"user_tz":-120,"elapsed":319,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"e43d0093-4206-45f1-b516-ecf313f2bc25"},"source":["rf.feature_importances_"],"execution_count":14,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([0.11806065, 0.02097454, 0.4603117 , 0.40065312])"]},"metadata":{},"execution_count":14}]},{"cell_type":"markdown","metadata":{"id":"6EaMlSawf2JP"},"source":["The array gives percentages of how important the respective features are in making predictions. The index of the array corresponds with the order of the features in the data. Based on the scores, we can see that the features petal length and width have higher importance in categorization than sepal length and sepal width."]},{"cell_type":"markdown","metadata":{"id":"TUrxvDRhhdDZ"},"source":["#Random Forest - Project\n","\n","your task is to perform a similar analysis of a dataset consisting of breast cancer tumours. The tasks are listed as follows:\n","- Find out what the features and the target values are\n","- Sort the data into three separate datasets\n","- Analyse the data by visualization, can you find any patterns in the data which can be used to determine target value?\n","- Create a random forest model for categorizing the data instances into the target categories and calculating feature importance.\n","\n","Feel free to copy and test the code given in the tutorial above."]},{"cell_type":"code","metadata":{"id":"uRS09ZdCdgi6","executionInfo":{"status":"ok","timestamp":1638115504158,"user_tz":-120,"elapsed":294,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}}},"source":["import random\n","random.seed(2021)"],"execution_count":15,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"-e2paGS4jMdH"},"source":["## Load the data"]},{"cell_type":"code","metadata":{"id":"fJmv3uHQhh5l","executionInfo":{"status":"ok","timestamp":1638115529820,"user_tz":-120,"elapsed":245,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}}},"source":["Cancer_data = datasets.load_breast_cancer()"],"execution_count":16,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"2RP_41dTvimp"},"source":["### Data\n","\n","From the documentation: https://scikit-learn.org/stable/datasets/toy_dataset.html#breast-cancer-dataset\n","\n","\n","\"This is a copy of UCI ML Breast Cancer Wisconsin (Diagnostic) datasets. https://goo.gl/U2Uwz2\n","\n","Features are computed from a digitized image of a fine needle aspirate (FNA) of a breast mass. They describe characteristics of the cell nuclei present in the image.\n","\n","Separating plane described above was obtained using Multisurface Method-Tree (MSM-T) [K. P. Bennett, “Decision Tree Construction Via Linear Programming.” Proceedings of the 4th Midwest Artificial Intelligence and Cognitive Science Society, pp. 97-101, 1992], a classification method which uses linear programming to construct a decision tree. Relevant features were selected using an exhaustive search in the space of 1-4 features and 1-3 separating planes.\n","\n","The actual linear program used to obtain the separating plane in the 3-dimensional space is that described in: [K. P. Bennett and O. L. Mangasarian: “Robust Linear Programming Discrimination of Two Linearly Inseparable Sets”, Optimization Methods and Software 1, 1992, 23-34].\""]},{"cell_type":"markdown","metadata":{"id":"0JQY3tPPjV3o"},"source":["## Examine data structure\n","\n","Try to find out what the dataset consists of by printing the feature names and the target names.\n","\n","Q1. How many instances are available in the complete dataset?"]},{"cell_type":"code","metadata":{"id":"ExXyoY5xjamu","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1638115735092,"user_tz":-120,"elapsed":232,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"3dbad093-2113-484d-ad55-7c672d3aeeaa"},"source":["Cancer_data.keys()"],"execution_count":22,"outputs":[{"output_type":"execute_result","data":{"text/plain":["dict_keys(['data', 'target', 'frame', 'target_names', 'DESCR', 'feature_names', 'filename', 'data_module'])"]},"metadata":{},"execution_count":22}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"pK5N5I9HUFyL","executionInfo":{"status":"ok","timestamp":1638115867979,"user_tz":-120,"elapsed":267,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"7497a873-faa4-48e7-ff88-31640618853a"},"source":["# Number of datapoints\n","print(len(Cancer_data.target))"],"execution_count":32,"outputs":[{"output_type":"stream","name":"stdout","text":["569\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Ap-3rnyBTqAi","executionInfo":{"status":"ok","timestamp":1638115870904,"user_tz":-120,"elapsed":257,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"3a19c7c8-f9b7-47c2-8033-4c6ad2112483"},"source":["# Target values\n","print(Cancer_data.target[:40])"],"execution_count":33,"outputs":[{"output_type":"stream","name":"stdout","text":["[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n"," 1 0 0]\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"lskBgMLbUKip","executionInfo":{"status":"ok","timestamp":1638115947141,"user_tz":-120,"elapsed":262,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"944aa9c0-fb39-4830-934b-17b9bb67d095"},"source":["Cancer_data.feature_names"],"execution_count":38,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array(['mean radius', 'mean texture', 'mean perimeter', 'mean area',\n","       'mean smoothness', 'mean compactness', 'mean concavity',\n","       'mean concave points', 'mean symmetry', 'mean fractal dimension',\n","       'radius error', 'texture error', 'perimeter error', 'area error',\n","       'smoothness error', 'compactness error', 'concavity error',\n","       'concave points error', 'symmetry error',\n","       'fractal dimension error', 'worst radius', 'worst texture',\n","       'worst perimeter', 'worst area', 'worst smoothness',\n","       'worst compactness', 'worst concavity', 'worst concave points',\n","       'worst symmetry', 'worst fractal dimension'], dtype='<U23')"]},"metadata":{},"execution_count":38}]},{"cell_type":"markdown","metadata":{"id":"xAqk5KC7jZXU"},"source":["## Sort data into different sets\n","\n","Create a training, validation and test set from the dataset, you can choose how big you want each set to be but make sure no instance appears in more than one set! (Remember to shuffle the data)"]},{"cell_type":"code","metadata":{"id":"dqMR4GdPjYfw","executionInfo":{"status":"ok","timestamp":1638116849469,"user_tz":-120,"elapsed":445,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}}},"source":["X_train, X_testVal, y_train, y_testVal = train_test_split(Cancer_data[\"data\"], Cancer_data[\"target\"], test_size=0.3)"],"execution_count":50,"outputs":[]},{"cell_type":"code","metadata":{"id":"bIZxTbLPXMhL","executionInfo":{"status":"ok","timestamp":1638116849814,"user_tz":-120,"elapsed":4,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}}},"source":["X_test, X_val, y_test, y_val = train_test_split(X_testVal, y_testVal, test_size=0.5)"],"execution_count":51,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"y_3YITxljgP4"},"source":["## Analyze the data\n","\n","Use matplotlib (or any other means) to visualise the data. "]},{"cell_type":"code","metadata":{"id":"k7_8zbQLjgpP","colab":{"base_uri":"https://localhost:8080/","height":483},"executionInfo":{"status":"ok","timestamp":1638117231957,"user_tz":-120,"elapsed":822,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"3870e51e-a89b-43bf-bad6-4fc2341f53de"},"source":["plt.figure(figsize=(15, 8))\n","\n","plt.plot((Cancer_data[\"data\"][Cancer_data[\"target\"]==0]).T)\n","\n","plt.show()"],"execution_count":64,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1080x576 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"4uwnLwlocFUB"},"source":["# Okay this plot doesn't look useful\n","# Maybe if we pick similar features in one plot we could see a trend\n","\n","# Lets try to reduce the dimension to 2 with PCA, and then plot it"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"Pp1GU165Z7Dr","executionInfo":{"status":"ok","timestamp":1638117391960,"user_tz":-120,"elapsed":247,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}}},"source":["from sklearn.decomposition import PCA"],"execution_count":65,"outputs":[]},{"cell_type":"code","metadata":{"id":"4KqhOb9ZZrNq","executionInfo":{"status":"ok","timestamp":1638117906160,"user_tz":-120,"elapsed":3,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}}},"source":["pca = PCA(n_components=2)\n","\n","X_pca = pca.fit_transform(Cancer_data[\"data\"])\n","X_pca_1 = X_pca[Cancer_data[\"target\"] == 1]\n","X_pca_0 = X_pca[Cancer_data[\"target\"] == 0]"],"execution_count":94,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":484},"id":"yurgCVPobSMc","executionInfo":{"status":"ok","timestamp":1638119588368,"user_tz":-120,"elapsed":347,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"662897f8-7db6-4115-85eb-e48cf55c64ac"},"source":["plt.figure(figsize=[15,8])\n","\n","plt.plot(X_pca_1[:,0],X_pca_1[:,1], 'o', color=\"r\", label=\"Target 1\", alpha=0.7)\n","plt.plot(X_pca_0[:,0],X_pca_0[:,1], 'o', color=\"b\", label=\"Target 0\", alpha=0.7)\n","\n","plt.legend()\n","plt.show()"],"execution_count":149,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1080x576 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"D655VMoHbmE9","executionInfo":{"status":"ok","timestamp":1638118117715,"user_tz":-120,"elapsed":254,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}}},"source":["# There definetly is a visible cluster with cancer positive datapoints, even when reducing to 2 dimensions"],"execution_count":102,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"ireUuQjSkTZ1"},"source":["## Random forest model\n","\n","Create your model instane here. Calculate the accuracy of the model on the validation and the test set.\n","\n","Train the model in different setups using the gini criterion and the entropy criterion. Use 20 decision trees in yuor model, of maximum depth 3. \n","\n","Q2. Which feature is the most important one?\n","\n","Q3. What class does the model predict for an input consisting only of zeros?"]},{"cell_type":"code","metadata":{"id":"i4Vso9x6eCnM"},"source":[""],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"_wY2s4wpkVsN","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1638119148107,"user_tz":-120,"elapsed":278,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"f9da36ee-d627-4b89-efd2-26b023947dc2"},"source":["# with gini\n","rf_gin = RandomForestClassifier(n_estimators = 20, criterion=\"gini\", max_depth = 3, random_state= 0)\n","rf_gin.fit(X_train, y_train)"],"execution_count":127,"outputs":[{"output_type":"execute_result","data":{"text/plain":["RandomForestClassifier(max_depth=3, n_estimators=20, random_state=0)"]},"metadata":{},"execution_count":127}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"91wN0eatdfe-","executionInfo":{"status":"ok","timestamp":1638119149190,"user_tz":-120,"elapsed":10,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"0f3b1cf4-2ee1-4c35-e917-1c71cbf09e4e"},"source":["# Train accuracy\n","sum(rf_gin.predict(X_train) == y_train) / len(y_train)"],"execution_count":128,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.9723618090452262"]},"metadata":{},"execution_count":128}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"QK7iINAodifa","executionInfo":{"status":"ok","timestamp":1638119149575,"user_tz":-120,"elapsed":17,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"82bada05-41b2-4435-8f39-e136f9f83c1e"},"source":["# Validation accuracy\n","sum(rf_gin.predict(X_val) == y_val) / len(y_val)"],"execution_count":129,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.9418604651162791"]},"metadata":{},"execution_count":129}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Ex-ckdk-fXJ-","executionInfo":{"status":"ok","timestamp":1638119177507,"user_tz":-120,"elapsed":245,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"0147b228-528d-4065-9761-7204a8902834"},"source":["rf_gin.feature_importances_"],"execution_count":135,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([6.34641105e-03, 8.62592803e-03, 7.55258707e-02, 4.66305269e-02,\n","       1.20798892e-03, 2.90832085e-03, 6.44509048e-02, 9.37925416e-02,\n","       1.97076828e-03, 1.22826159e-04, 2.62406645e-02, 0.00000000e+00,\n","       6.93876228e-03, 6.94034592e-02, 6.21246788e-04, 2.71924126e-03,\n","       2.25697772e-02, 6.68849164e-03, 8.64700554e-04, 2.24484581e-03,\n","       9.44133940e-02, 9.68618558e-03, 5.98982481e-02, 4.88867537e-02,\n","       1.14107060e-02, 1.62618969e-03, 4.51503153e-02, 2.69325934e-01,\n","       1.28277534e-02, 6.90124405e-03])"]},"metadata":{},"execution_count":135}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":35},"id":"gxjoeudbg_XA","executionInfo":{"status":"ok","timestamp":1638119330659,"user_tz":-120,"elapsed":291,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"ae03d973-0b09-4865-9ae9-5b3f3e1a48c0"},"source":["# Most important feature\n","Cancer_data[\"feature_names\"][np.argmax(rf_gin.feature_importances_)]"],"execution_count":142,"outputs":[{"output_type":"execute_result","data":{"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"},"text/plain":["'worst concave points'"]},"metadata":{},"execution_count":142}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"2YHFsG_id2qu","executionInfo":{"status":"ok","timestamp":1638119152875,"user_tz":-120,"elapsed":11,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"b1ecbee2-e4e4-47ef-abf1-bd5680bf7864"},"source":["# with entropy\n","rf_entropy = RandomForestClassifier(n_estimators = 20, criterion=\"entropy\", max_depth = 3, random_state= 0)\n","rf_entropy.fit(X_train, y_train)"],"execution_count":131,"outputs":[{"output_type":"execute_result","data":{"text/plain":["RandomForestClassifier(criterion='entropy', max_depth=3, n_estimators=20,\n","                       random_state=0)"]},"metadata":{},"execution_count":131}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"YKRJkDPFeNZ_","executionInfo":{"status":"ok","timestamp":1638119153453,"user_tz":-120,"elapsed":9,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"d3d69de6-82be-4076-848e-cb1649aaf92d"},"source":["# Train accuracy\n","sum(rf_entropy.predict(X_train) == y_train) / len(y_train)"],"execution_count":132,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.9723618090452262"]},"metadata":{},"execution_count":132}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"dNsK2Z1heVdS","executionInfo":{"status":"ok","timestamp":1638119154497,"user_tz":-120,"elapsed":8,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"23998b88-af18-414c-d9e2-8017a6df9cf0"},"source":["# Validation accuracy\n","sum(rf_entropy.predict(X_val) == y_val) / len(y_val)"],"execution_count":133,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.9418604651162791"]},"metadata":{},"execution_count":133}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"j2gopvW9gq6K","executionInfo":{"status":"ok","timestamp":1638119170196,"user_tz":-120,"elapsed":251,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"397b32fb-f59f-42b8-9d14-9d501718db2f"},"source":["rf_entropy.feature_importances_"],"execution_count":134,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([0.00940361, 0.00747542, 0.08340772, 0.04895993, 0.00730465,\n","       0.00332798, 0.06053124, 0.08679011, 0.00097749, 0.00072058,\n","       0.02371348, 0.00107823, 0.00872125, 0.0600605 , 0.        ,\n","       0.00288699, 0.01865541, 0.00391896, 0.0026441 , 0.00194688,\n","       0.09353162, 0.01512233, 0.06334364, 0.0557647 , 0.00829562,\n","       0.00225953, 0.04711063, 0.25687942, 0.01864867, 0.00651931])"]},"metadata":{},"execution_count":134}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":35},"id":"iwd1j3_nhaR6","executionInfo":{"status":"ok","timestamp":1638119363293,"user_tz":-120,"elapsed":381,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"e48869d7-22c7-4fb7-c731-c28896bcd53d"},"source":["# Most important feature\n","Cancer_data[\"feature_names\"][np.argmax(rf_entropy.feature_importances_)]"],"execution_count":143,"outputs":[{"output_type":"execute_result","data":{"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"},"text/plain":["'worst concave points'"]},"metadata":{},"execution_count":143}]},{"cell_type":"code","metadata":{"id":"q28fY5qteXVh"},"source":["# These give exactly same results in terms of accuracy, but a bit different importances. The best feature is still same."],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"6Z4RxJCmfIeq","executionInfo":{"status":"ok","timestamp":1638119554811,"user_tz":-120,"elapsed":265,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"ad50c18b-b396-431a-ddcf-4819ba243643"},"source":["# Lets now test with test data\n","\n","# gin\n","print(sum(rf_gin.predict(X_test) == y_test) / len(y_test))\n","\n","# entropy\n","print(sum(rf_gin.predict(X_test) == y_test) / len(y_test)"],"execution_count":148,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9529411764705882\n","0.9529411764705882\n"]}]},{"cell_type":"code","metadata":{"id":"co6UKKv7h7Dy"},"source":["# Same results with test data"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"LFHDovG-i5qd"},"source":["# Prediction for zeros"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"VB3v_9jlixEI","executionInfo":{"status":"ok","timestamp":1638119723877,"user_tz":-120,"elapsed":344,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"42509954-3d45-497c-9d75-6b81295e65a5"},"source":["len(X_test[0])"],"execution_count":151,"outputs":[{"output_type":"execute_result","data":{"text/plain":["30"]},"metadata":{},"execution_count":151}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"SzY7nmfziyvP","executionInfo":{"status":"ok","timestamp":1638119780116,"user_tz":-120,"elapsed":264,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"7bd52294-d4c2-4f7d-afb6-e15bfc0650b8"},"source":["rf_gin.predict([np.zeros(30)])"],"execution_count":154,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([1])"]},"metadata":{},"execution_count":154}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"qLr2yZOii39j","executionInfo":{"status":"ok","timestamp":1638119794245,"user_tz":-120,"elapsed":387,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"5face078-8bf6-41f2-ead2-0996d1ee088f"},"source":["rf_entropy.predict([np.zeros(30)])"],"execution_count":155,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([1])"]},"metadata":{},"execution_count":155}]},{"cell_type":"code","metadata":{"id":"cCkQIEZ-jGC8"},"source":["# Both models give 1"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"EMN7S1UdjaiV","executionInfo":{"status":"ok","timestamp":1638120097799,"user_tz":-120,"elapsed":263,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"}},"outputId":"e61c62ae-46eb-491e-be97-64d571f63a2d"},"source":["sum(Cancer_data[\"target\"])"],"execution_count":158,"outputs":[{"output_type":"execute_result","data":{"text/plain":["357"]},"metadata":{},"execution_count":158}]},{"cell_type":"code","metadata":{"id":"VSiv1uibjdkM"},"source":[""],"execution_count":null,"outputs":[]}]}
\ No newline at end of file