{ "cells": [ { "cell_type": "code", "execution_count": null, "id": "c831b6f8-79ef-4d1b-b963-47422c056731", "metadata": { "tags": [ "hide-input" ] }, "outputs": [], "source": [ "# Install the necessary dependencies\n", "\n", "import os\n", "import sys\n", "!{sys.executable} -m pip install --quiet seaborn pandas scikit-learn numpy matplotlib jupyterlab_myst ipython" ] }, { "cell_type": "markdown", "metadata": { "tags": [ "remove-cell" ] }, "source": [ "---\n", "license:\n", " code: MIT\n", " content: CC-BY-4.0\n", "github: https://github.com/ocademy-ai/machine-learning\n", "venue: By Ocademy\n", "open_access: true\n", "bibliography:\n", " - https://raw.githubusercontent.com/ocademy-ai/machine-learning/main/open-machine-learning-jupyter-book/references.bib\n", "---" ] }, { "cell_type": "markdown", "id": "bfee6a78", "metadata": {}, "source": [ "# Feature importance\n", "\n", "It's quite often that you want to make out the exact reasons of the algorithm outputting a particular answer. Or at the very least to find out which input features contributed most to the result. With Random Forest, you can obtain such information quite easily." ] }, { "cell_type": "markdown", "id": "6eb70ed9", "metadata": {}, "source": [ "## Intuition\n", "\n", "From the picture below, it is intuitively clear that, in our credit scoring problem, *Age* is much more important than *Income*. This can be formally explained using the concept of *information gain*." ] }, { "cell_type": "markdown", "id": "e5a58c79", "metadata": {}, "source": [ ":::{figure} https://static-1300131294.cos.ap-shanghai.myqcloud.com/images/ml-advanced/ensemble-learning/feature-importance/Example_of_credit_scoring_problem.png\n", "---\n", "name: 'example of credit scoring problem' \n", "width: 90%\n", "---\n", "Example of credit scoring problem\n", ":::" ] }, { "cell_type": "markdown", "id": "a5fcfd33", "metadata": {}, "source": [ "In the case of many decision trees or a random forest, the closer the mean position of a feature over all the trees to the root, the more significant it is for a given classification or regression problem. Gains in the splitting criterion, such as the *Gini impurity*, obtained at each optimal split in every tree is a measure of importance that is directly associated with the splitting feature. The value of this score is distinct for each feature and accumulates over all the trees.\n", "\n", "Let's go a little deeper into the details. \n", "\n", "There exist a lot of methods to assess feature importances. Leo Breinman in his works suggested to evaluate the importance of a variable by measuring decrease of accuracy of the forest when the variable is randomly permuted or decrease of impurity of a nodes where the given variable is used for splitting. The former method is often called **permutation importance**. The latter method is used in `sklearn`." ] }, { "cell_type": "markdown", "id": "ba051632", "metadata": {}, "source": [ "### Permutation importance\n", "\n", "Inspired by this [article](https://www.researchgate.net/publication/5231126_Conditional_Variable_Importance_for_Random_Forests).\n", "The average reduction in accuracy caused by a variable is determined during the calculation of the out-of-bag error. The greater the reduction in accuracy due to an exclusion or permutation of the variable, the higher its *importance score*. For this reason, variables with a greater average reduction in accuracy are generally more significant for classification.\n", "\n", "The rationale for calculating permutation importance is the following: By randomly permuting the predictor variable $X_j$, its original association with the response $Y$ is broken. When the permuted variable $X_j$, together with all the others non-permuted variables, is used the response for the out-of-bag observations, the prediction *accuracy* decreases substantially if the original $X_j$ was associated with response. Thus, as a measure of variable importance, the difference in prediction accuracy before and after permuting is used." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "More formally: denote $\\overline{\\mathfrak{B}}^{(t)}$ as the out-of-bag sample for a tree $t$, for $t\\in\\{1, ..., N\\}$ where $N$ is the number of trees in ensemble. Then the permutation importance of variable $X_j$ in tree $t$ is \n", "\n", "$${PI}^{(t)}\\left(X_j\\right)=\\frac{\\sum_{i\\in\\overline{\\mathfrak{B}}^{(t)}}I\\left(y_i=\\hat{y}_i^{(t)}\\right)}{\\left|\\overline{\\mathfrak{B}}^{(t)}\\right|}-\\frac{\\sum_{i\\in\\overline{\\mathfrak{B}}^{(t)}}I\\left(y_i=\\hat{y}_{i,\\pi_j}^{(t)}\\right)}{\\left|\\overline{\\mathfrak{B}}^{(t)}\\right|}$$ \n", "\n", "where $\\hat{y}_i^{(t)}=f^{(t)}(\\mathbf{x}_i)$ is the predicted class for observation $i$ before and $\\hat{y}_{i, \\pi_j}^{(t)}=f^{(t)}(\\mathbf{x}_{i,\\pi_j})$ is the predicted class for observation $i$ after permuting $X_j$, $\\mathbf{x}_{i,\\pi_j}=\\left(x_{i,1}, ..., x_{i,j-1},x_{\\pi_j(i),j},x_{i,j+1},...,x_{i,p}\\right)$\n", "\n", "Note that by definition ${PI}^{(t)}=0$, if variable $X_j$ isn't in tree $t$.\n", "\n", "Now, we can give the feature importance calculation for ensembles:\n", "* not normalized:\n", "\n", "$${PI}\\left(X_j\\right)=\\frac{\\sum_{t=1}^N {PI}^{(t)}(X_j)}{N}$$\n", "* normalized by the standard deviation of the differences:\n", "\n", "$$z_j=\\frac{{PI}\\left(X_j\\right)}{\\frac{\\hat{\\sigma}}{\\sqrt{N}}}$$" ] }, { "cell_type": "markdown", "id": "bf1e314f", "metadata": {}, "source": [ "## Illustrating permutation importance\n", "\n", "Let's assume that we have a toy dataset with 10 instances. Target variable can be either **'N'** or **'P'**.\n", "\n", "$$\\begin{array}{c|c|c|c|c|c|c|c|c|c}\n", " \\text{Instances}, i & 1 & 2 & 3 & 4 & 5 & 6 & 7 & 8 & 9 & 10 & \\\\ \n", " \\hline\n", " y_i & N & P & P & N & N & P & N & N & N & P \\\\\n", " \\end{array}$$\n", " \n", "We build an ensemble of 5 trees $t$, for $t\\in\\{1, ..., 5\\}$. For each tree we get out-of-bag sample (denoted $\\overline{\\mathfrak{B}}^{(t)}$ above). For example for the first tree out-of-bag sample consists of instances # 2, 4, 5, and 6.\n", "\n", "$$\\begin{array}{c|c|c|c|c|c|c|c|c|c}\n", " \\text{Tree 1} & \\text{Bootstrap-sample 1} & 10 & 9 & 7 & 8 & 1 & 3 & 9 & 10 & 10 & 7\\\\\n", " \\hline\n", " \\text{Tree 2} & \\text{Bootstrap-sample 2} & 4 & 8 & 5 & 8 & 3 & 9 & 2 & 6 & 1 & 6\\\\\n", " \\hline\n", " \\text{Tree 3} & \\text{Bootstrap-sample 3} & 6 & 2 & 6 & 10 & 2 & 10 & 3 & 6 & 5 & 1\\\\\n", " \\hline\n", " \\text{Tree 4} & \\text{Bootstrap-sample 4} & 6 & 7 & 8 & 10 & 6 & 10 & 9 & 10 & 8 & 2\\\\\n", " \\hline\n", " \\text{Tree 5} & \\text{Bootstrap-sample 5} & 5 & 8 & 1 & 8 & 5 & 7 & 10 & 1 & 10 & 9\\\\\n", " \\end{array}$$\n", " \n", "Thus, out-of-bag samples for each tree $t$ are\n", "\n", "$$\\begin{array}{c|cccc}\n", " \\text{Tree}, t & \\overline{\\mathfrak{B}}^{(t)} \\\\\n", " \\hline\n", " \\text{Tree 1} & 2 & 4 & 5 & 6\\\\\n", " \\hline\n", " \\text{Tree 2} & 7 & 10\\\\\n", " \\hline\n", " \\text{Tree 3} & 4 & 7 & 8 & 9\\\\\n", " \\hline\n", " \\text{Tree 4} & 1 & 3 & 4 & 5\\\\\n", " \\hline\n", " \\text{Tree 5} & 2 & 3 & 4 & 6\\\\\n", " \\hline\n", " \\end{array}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Suppose that we have four features $X_j$, $j\\in\\{1, 2, 3, 4\\}$ and we'd like to compute _permutation importance_ for $X_2$. First, for each out-of-bag sample we compute _accuracy_ of the model before and after permutation of the values of $X_2$.\n", "\n", "For instance, before permutation for $\\overline{\\mathfrak{B}}^{(1)}$ we have\n", "\n", "$$\\begin{array}{c|cccc|cc|c}\n", " & X_1 & \\color{red}{X_2} & X_3 & X_4 & y_i & \\hat{y}_i & I\\left(y_i=\\hat{y}_i\\right)\\\\\n", " \\hline\n", " \\textbf{2} & 1 & \\color{red}2 & 11 & 101 & \\textbf{P} & \\textbf{P} & 1\\\\\n", " \\hline\n", " \\textbf{4} & 2 & \\color{red}3 & 12 & 102 & \\textbf{N} & \\textbf{P} & 0\\\\\n", " \\hline\n", " \\textbf{5} & 3 & \\color{red}5 & 13 & 103 & \\textbf{N} & \\textbf{N} & 1\\\\\n", " \\hline\n", " \\textbf{6} & 4 & \\color{red}7 & 14 & 104 & \\textbf{P} & \\textbf{P} & 1\\\\\n", " \\end{array}$$\n", " \n", "Thus, the accuracy before permutation is $3/4=0.75$.\n", " \n", "After permutation for $\\overline{\\mathfrak{B}}^{(1)}$ we have\n", "\n", "$$\\begin{array}{c|cccc|cc|c}\n", " & X_1 & \\color{red}{X_2} & X_3 & X_4 & y_i & \\hat{y}_i & I\\left(y_i=\\hat{y}_i\\right)\\\\\n", " \\hline\n", " \\textbf{2} & 1 & \\color{red}5 & 11 & 101 & \\textbf{P} & \\textbf{P} & 0\\\\\n", " \\hline\n", " \\textbf{4} & 2 & \\color{red}7 & 12 & 102 & \\textbf{N} & \\textbf{P} & 0\\\\\n", " \\hline\n", " \\textbf{5} & 3 & \\color{red}2 & 13 & 103 & \\textbf{N} & \\textbf{N} & 1\\\\\n", " \\hline\n", " \\textbf{6} & 4 & \\color{red}3 & 14 & 104 & \\textbf{P} & \\textbf{P} & 1\\\\\n", " \\end{array}$$\n", " \n", "The accuracy after permutation is $2/4=0.50$.\n", "\n", "Then the difference between accuracies is computed.\n", "\n", "The above mentioned steps are to be done for each out-of-bag sample $\\overline{\\mathfrak{B}}^{(t)}$. To get not normalized _permutation importance_ we sum all computed differences and divide by the number of trees. Normalization is done by dividing _not normalized permutation importance_ by standard error." ] }, { "cell_type": "markdown", "id": "05c4f130", "metadata": {}, "source": [ "## Sklearn Random Forest Feature Importance\n", "\n", "Inspired by [this](https://medium.com/@srnghn/the-mathematics-of-decision-trees-random-forest-and-feature-importance-in-scikit-learn-and-spark-f2861df67e3) article.\n", "Sklearn library uses another approach to determine feature importance. The rationale for that method is that the more gain in information the node (with splitting feature $X_j$) provides, the higher its importance.\n", "\n", "The average reduction in the Gini impurity – or MSE for regression – represents the contribution of each feature to the homogeneity of nodes and leaves in the resulting Random Forest model. Each time a selected feature is used for splitting, the Gini impurity of the child nodes is calculated and compared with that of the original node.\n", "\n", "Gini impurity is a score of homogeneity with the range from 0 (homogeneous) to 1 (heterogeneous). The changes in the value of the splitting criterion are accumulated for each feature and normalized at the end of the calculation. A higher reduction in the Gini impurity signals that splitting results by this feature results in nodes with higher purity." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The algorithm of obtaining feature importance may be represented with the following sequence of steps:\n", "\n", "1. For each tree $t$ in ensemble $t\\in\\{1,...,N\\}$:\n", "\n", " 1.1. for each node $i$ calculate the reduction in impurity (or MSE, or entropy) as ${RI}_i^{(t)}=w_i^{(t)}\\cdot I_i^{(t)} - w_{LEFT_i}^{(t)}\\cdot I_{LEFT_i}^{(t)}-w_{RIGHT_i}^{(t)}\\cdot I_{RIGHT_i}^{(t)}$, where:\n", " - $w_i^{(t)}$, $w_{LEFT_i}^{(t)}$, and $w_{RIGHT_i}^{(t)}$ are respectively weighted number of samples reaching node $i$ in tree $t$, and its left $LEFT_i$ and right $RIGHT_i$ children\n", " - $I_i^{(t)}$, $I_{LEFT_i}^{(t)}$, $I_{RIGHT_i}^{(t)}$ are impurity of the nodes. For leaves ${RI}_i^{(t)}$ is equal to 0.\n", "\n", " 1.2. for each feature $j$ calculate its importance in that particular tree as\n", " \n", "$${FI}_j^{(t)}=\\frac{\\sum_{i:\\text{node }i\\text{ splits on feature } j}{RI}_i^{(t)}}{\\sum_{i\\in\\text{all nodes}}{RI}_i^{(t)}}$$\n", "\n", " That means that in numerator we sum the reduction in impurity only in those nodes where feature $j$ is situated.\n", "2. Calculate the average feature importances over all trees in ensemble:\n", "\n", "$${FI}_j=\\frac{\\sum_{t=1}^N {FI}_j^{(t)}}{N}$$\n", "\n", "Those are pretty confusing formulas so let's demonstrate each step with the Iris Dataset." ] }, { "cell_type": "code", "execution_count": 2, "id": "0c59dcfd", "metadata": { "attributes": { "classes": [ "code-cell" ], "id": "" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 3, "id": "cae7631a", "metadata": {}, "outputs": [], "source": [ "iris_data = pd.read_csv(\"https://static-1300131294.cos.ap-shanghai.myqcloud.com/data/iris.csv\")" ] }, { "cell_type": "code", "execution_count": 4, "id": "60a56379", "metadata": { "attributes": { "classes": [ "code-cell" ], "id": "" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " SepalLength SepalWidth PetalLength PetalWidth\n", "0 5.1 3.5 1.4 0.2\n", "1 4.9 3.0 1.4 0.2\n", "2 4.7 3.2 1.3 0.2\n", "3 4.6 3.1 1.5 0.2\n", "4 5.0 3.6 1.4 0.2" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = iris_data.iloc[:, :-1]\n", "data.head()" ] }, { "cell_type": "markdown", "id": "2b600606", "metadata": {}, "source": [ "Since our aim is just to demonstrate the sequence of steps in calculating feature importances we'll transform the `target` variable as for classifying Iris Virginica One-To-All." ] }, { "cell_type": "code", "execution_count": 5, "id": "bf38d4c9", "metadata": { "attributes": { "classes": [ "code-cell" ], "id": "" } }, "outputs": [ { "data": { "text/plain": [ "0 0\n", "1 0\n", "2 0\n", "3 0\n", "4 0\n", " ..\n", "145 1\n", "146 1\n", "147 1\n", "148 1\n", "149 1\n", "Name: Name, Length: 150, dtype: int64" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "target = iris_data.iloc[:, -1]\n", "target = target.map({'Iris-setosa': 0, 'Iris-versicolor': 0, 'Iris-virginica': 1})\n", "target" ] }, { "cell_type": "markdown", "id": "0a0215eb", "metadata": {}, "source": [ "Creating Random Forest. For reproducibility, we set `random_state=17`. For the sake of simplicity we set the number of trees to 3 and limit the depth of trees in ensemble to be not greater than 3." ] }, { "cell_type": "code", "execution_count": 6, "id": "35991c93", "metadata": { "attributes": { "classes": [ "code-cell" ], "id": "" } }, "outputs": [], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "\n", "rfc = RandomForestClassifier(n_estimators=3, max_depth=3, random_state=17)\n", "rfc.fit(data, target);" ] }, { "cell_type": "markdown", "id": "7eecaada", "metadata": {}, "source": [ "After fitting list of all the trees are stored in `estimators_` property." ] }, { "cell_type": "code", "execution_count": 7, "id": "c9c0222f", "metadata": { "attributes": { "classes": [ "code-cell" ], "id": "" } }, "outputs": [], "source": [ "tree_list = rfc.estimators_" ] }, { "cell_type": "markdown", "id": "90532aa5", "metadata": {}, "source": [ "Visualizing trees" ] }, { "cell_type": "code", "execution_count": 8, "id": "cc96bebe", "metadata": { "attributes": { "classes": [ "code-cell" ], "id": "" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn import tree\n", "\n", "plt.figure(figsize=(16, 12))\n", "tree.plot_tree(\n", " tree_list[0],\n", " filled=True,\n", " feature_names=data.iloc[0, :].tolist(),\n", " class_names=[\"Y\", \"N\"],\n", " node_ids=True,\n", ");" ] }, { "cell_type": "code", "execution_count": 9, "id": "6f710d62", "metadata": { "attributes": { "classes": [ "code-cell" ], "id": "" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(16, 12))\n", "tree.plot_tree(\n", " tree_list[1],\n", " filled=True,\n", " feature_names=data.iloc[0, :].tolist(),\n", " class_names=[\"Y\", \"N\"],\n", " node_ids=True,\n", ");" ] }, { "cell_type": "code", "execution_count": 10, "id": "a030ff0d", "metadata": { "attributes": { "classes": [ "code-cell" ], "id": "" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(6, 4))\n", "tree.plot_tree(\n", " tree_list[2],\n", " filled=True,\n", " feature_names=data.iloc[0, :].tolist(),\n", " class_names=[\"Y\", \"N\"],\n", " node_ids=True,\n", ");" ] }, { "cell_type": "markdown", "id": "b91a0190", "metadata": {}, "source": [ "Let's start from the first tree and `Sepal length (cm)` feature. This feature is located in two nodes: the root (#0) and the rightmost node (#4). The reduction in impurity for these nodes are:\n", "\n", "$${RI}_{{SL}_1}^{(1)}=\\frac{150}{150}\\cdot 0.482578 - \\frac{63}{150}\\cdot 0.061476 - \\frac{87}{150}\\cdot 0.436517 = 0.203578$$\n", "\n", "$${RI}_{{SL}_2}^{(1)}=\\frac{56}{150}\\cdot 0.035077 - \\frac{7}{150}\\cdot 0.244898 - \\frac{49}{150}\\cdot 0 = 0.001667$$\n", "\n", "Note: The impurity for each node was recalculated to gain more accuracy than given in the picture.\n", "\n", "By doing the same calculations we get the following reduction in impurity for `Petal width (cm)`, and `Petal width (cm)` features:\n", "\n", "$${RI}_{PL}^{(1)}=0.035785$$\n", "\n", "$${RI}_{{PW}_1}^{(1)}=0.025820$$\n", "\n", "$${RI}_{{PW}_2}^{(1)}=0.193633$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Summarizing all numbers in table\n", "\n", "$$\\begin{array}{c|cc}\n", " \\text{Feature}, j & \\text{Total }RI_j^{(1)} & {FI}_j^{(1)}\\\\ \n", " \\hline\n", " SL & 0.205244 & 0.445716\\\\\n", " SW & 0.000000 & 0.000000\\\\\n", " PL & 0.035785 & 0.077712\\\\\n", " PW & 0.219453 & 0.476572\\\\\n", " \\hline\n", " \\sum & 0.460483\n", " \\end{array}$$\n", " \n", " After performing the same calculations for the second and third tree we average the results for features:\n", "\n", "$$\\begin{array}{c|ccc|c}\n", " \\text{Feature}, j & {FI}_j^{(1)}& {FI}_j^{(2)}& {FI}_j^{(3)} & {FI}_j\\\\ \n", " \\hline\n", " SL & 0.445716 & 0.000000 & 0.000000 & 0.148572\\\\\n", " SW & 0.000000 & 0.039738 & 0.000000 & 0.013246\\\\\n", " PL & 0.077712 & 0.844925 & 0.162016 & 0.361551\\\\\n", " PW & 0.476572 & 0.115337 & 0.837984 & 0.476631\\\\\n", " \\end{array}$$\n", " \n", " Let's compare our result with those stored in the `feature_importances_` attribute." ] }, { "cell_type": "code", "execution_count": 11, "id": "1294934e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[5.1, 3.5, 1.4, 0.2]\n", "[0.14857187 0.01324612 0.36155096 0.47663104]\n" ] } ], "source": [ "feature_names=data.iloc[0, :].tolist()\n", "print(feature_names)\n", "print(rfc.feature_importances_)" ] }, { "cell_type": "markdown", "id": "3ef6af4a", "metadata": {}, "source": [ "Voila!\n", "\n", "## Practical example\n", "\n", "Let's consider the results of a survey given to visitors of hostels listed on Booking.com and TripAdvisor.com. Our features here are the average ratings for different categories including service quality, room condition, value for money, etc. Our target variable is the hostel's overall rating on the website." ] }, { "cell_type": "code", "execution_count": 12, "id": "cdb7321d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Feature ranking:\n", "1. Staff 0.183150 \n", "2. Value for money 0.147704 \n", "3. Shared space condition 0.128188 \n", "4. Extra services 0.116819 \n", "5. Customer Co-creation 0.105748 \n", "6. General conditions & conveniences 0.088730 \n", "7. Shared kitchen condition 0.074776 \n", "8. Check-in and check-out 0.061881 \n", "9. Hostel booking 0.053899 \n", "10. Room condition 0.039105 \n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.ensemble import RandomForestRegressor\n", "\n", "hostel_data = pd.read_csv(\"https://static-1300131294.cos.ap-shanghai.myqcloud.com/data/hostel_factors.csv\")\n", "features = {\n", " \"f1\": u\"Staff\",\n", " \"f2\": u\"Hostel booking\",\n", " \"f3\": u\"Check-in and check-out\",\n", " \"f4\": u\"Room condition\",\n", " \"f5\": u\"Shared kitchen condition\",\n", " \"f6\": u\"Shared space condition\",\n", " \"f7\": u\"Extra services\",\n", " \"f8\": u\"General conditions & conveniences\",\n", " \"f9\": u\"Value for money\",\n", " \"f10\": u\"Customer Co-creation\",\n", "}\n", "\n", "forest = RandomForestRegressor(n_estimators=1000, max_features=10, random_state=0)\n", "\n", "forest.fit(hostel_data.drop([\"hostel\", \"rating\"], axis=1), hostel_data[\"rating\"])\n", "importances = forest.feature_importances_\n", "\n", "indices = np.argsort(importances)[::-1]\n", "# Plot the feature importancies of the forest\n", "num_to_plot = 10\n", "feature_indices = [ind + 1 for ind in indices[:num_to_plot]]\n", "\n", "# Print the feature ranking\n", "print(\"Feature ranking:\")\n", "\n", "for f in range(num_to_plot):\n", " print(\n", " \"%d. %s %f \"\n", " % (f + 1, features[\"f\" + str(feature_indices[f])], importances[indices[f]])\n", " )\n", "plt.figure(figsize=(15, 5))\n", "plt.title(u\"Feature Importance\")\n", "bars = plt.bar(\n", " range(num_to_plot),\n", " importances[indices[:num_to_plot]],\n", " color=([str(i / float(num_to_plot + 1)) for i in range(num_to_plot)]),\n", " align=\"center\",\n", ")\n", "ticks = plt.xticks(range(num_to_plot), feature_indices)\n", "plt.xlim([-1, num_to_plot])\n", "plt.legend(bars, [u\"\".join(features[\"f\" + str(i)]) for i in feature_indices]);" ] }, { "cell_type": "markdown", "id": "a22b3c3c", "metadata": {}, "source": [ "The picture above shows that, more often than not, customers pay great attention to staff and the price-quality ratio. This couple of factors affects the resulting overall rating the most. The difference between these two features and other features is not very large, so we can conclude that exclusion of any of these features will lead to a reduction of model's accuracy. However, based on our analysis, we can recommend hostel owners to focus primarily on staff training and price-to-quality ratio." ] }, { "cell_type": "markdown", "id": "84b5602c", "metadata": {}, "source": [ "## Your turn! 🚀\n", "\n", "TBD" ] }, { "cell_type": "markdown", "id": "f783ab54", "metadata": {}, "source": [ "## Acknowledgments\n", "\n", "Thanks to [Yury Kashnitsky](https://www.kaggle.com/kashnitsky) for creating the open-source content [Ensembles and random forest](https://www.kaggle.com/code/kashnitsky/topic-5-ensembles-part-3-feature-importance/notebook). They inspire the majority of the content in this chapter." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.18" } }, "nbformat": 4, "nbformat_minor": 5 }