"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Introducción\n",
"\n",
"El método que se muestra en este post, está catalogado en términos de machine learning como un método supervisado, que se puede utilizar tanto para clasificación (cuando la variable dependiente o target es discreta) como para regresión (cuando la variable independiente o target es continua). El método es sencillo de interpretar pero por contra tiene que presenta menos fiabilidad que otros métodos como puede ser el de regresión logit, o el de Support Vector Machine (SVM).\n",
"\n",
"El ajuste mediante Decision Trees es un *método supervisado* no paramétrico que se utiliza para clasificación y regresión. Es un método con un nivel de precisión no muy elevado, pero también bastante utilizado por la facilidad del mismo y por ser muy intuitivo para la predicción en la clasificación, ya que se puede sacar un árbol de decisión, y dependiendo de los criterios que va marcando dicho árbol se van tomando las decisiones correspondientes. \n",
"\n",
"\n",
"\n",
"En la creación de los árboles de decisión, se utiliza principalmente dos conceptos que a continuación se pasan a definir.\n",
"\n",
"**El primero** es el concepto de **entropia**. Este concepto, con carácter general. se define de la siguiente manera:\n",
"\n",
"\\\\[ Entropia(S)=\\sum_{i=1}^c-p_ilog_2(p_i) \\\\]\n",
"\n",
"Donde:\n",
"\n",
"* S es el conjunto con el que se esté trabajando.\n",
"\n",
"* \\\\( p_i \\\\) es la proporción de casos de la clase i dentro del conjunto total S.\n",
"\n",
"La expresión anterior viene a medir la cantidad de información media esperada. La entropia varía entre o y 1, de tal manera que si una distribución tiene una entropia baja indicará que esa distribución va a tener picos y valles, y si el valor es alto entonces la distribución va a ser de tipo uniforme. \n",
"\n",
"Y **el segundo** es el concepto denominado **Information gain**, que se define de la siguiente manera.\n",
"\n",
"\\\\[ GAIN(S,A)=Entropia(S)-\\sum_{h \\, \\epsilon \\, categoria(A)} \\frac{\\left | S_h \\right |}{\\left | S \\right |}Entropia(S_h) \\\\]\n",
"\n",
"En este caso S sería la variable dependiente o de clasificación, y A sería una variable una variable independiente ( en términos de machine learning *una feature*) con una seria de categorías, de tal manera que se calcularía la entropia para cada uno de los valores de la variable categórica Y \\\\( \\left | S_h \\right | \\\\), serían el número de observaciones con la categoría \"h\".\n",
"\n",
"Este indicador viene a evaluar la reducción de la entropia que se produce debido a cada valor del atributo de una variable categórica.\n",
"\n",
"En [este enlace](http://responsive.media.mit.edu/wp-content/uploads/sites/5/2014/01/Class-6-Decision-Trees.pdf){:target=\"_blank\"} puedes ver un ejemplo práctico y claro sobre cómo calcular el valor de estos indicadores.\n",
"\n",
"# Base técnica para la elaboración del modelo\n",
"\n",
"La función *DecisionTreeClassifier* posee el argumento denominado criterion que por defecto toma el valor \"gini\", pero también puede valer \"entropy\". Estos son los dos métodos que el modelo puede usar para definir cada uno de los nodos. Para entender estos criterios, primero vamos a ver de forma genérica la función objetivo que se utiliza para maximizar la información gain de cada paso.\n",
"\n",
"\\\\[ IG(D_p,f)=I(D_p)-\\sum_{j=1}^m \\frac{N_j}{N_p}I(D_j) \\\\]\n",
"\n",
"En la fórmula anterior, f es la feature a la que se va a aplicar el split del nodo, y \\\\( D_p \\\\) y \\\\( D_j \\\\) indican el número de elementos de nodo padre y del j-ésimo hijo. I es la medida de impuridad (veremos más adelante cuales son estas medidas de impuridad) que se utilice. Como puede verse en la fórmula anterior, la información Gain no es más que la diferencia entre la impuridad del nodo padres y la suma ponderada de las impuridades de los nodos hijos. Sin embargo, scikit-learn ( al igual que otros muchos N_{left}a{N_p}-\\frac{N_{right}}{N_p}I(D_{right})lgoritmos de clasificación) implementa \"binary decisión tree\", lo cual significa que cada nodo padre es dividido en dos nodos hijos denominados \\\\( D_{left} \\\\) y \\\\( D_{right} \\\\), de tal manera que \n",
"\n",
"\\\\[ IG(D_p,a)=I(D_p)-\\frac{N_{left}}{N_p}I(D_{left})-\\frac{N_{right}}{N_p}I(D_{right}) \\\\]\n",
"\n",
"En decisión tree, las tres medidas de impuridad más utilizadas son: \n",
"\n",
"* Índice de Gini ( \\\\( I_G \\\\))\n",
"\n",
"* Entropia ( \\\\( I_H \\\\) )\n",
"\n",
"* Clasificación error ( \\\\( I_E \\\\) )\n",
"\n",
"En el caso de utilizar la entropia como media de impuridad e tendrá\n",
"\n",
"\\\\[ I_H(t)=-\\sum_{i=1}^c p(i | t)log_2 p(i | t) \\\\]\n",
"\n",
"Donde \\\\( p(i | t) \\\\) es la proporción de elementos que pertenecen a una determinada clase dentro del nodo t. Por lo tanto la entropia será ceros si todos los elementos de un nodo pertenecen a la misma clase, y será máxima si se tiene una distribución uniforme de los elementos que componen esa clase.\n",
"\n",
"Usando el índice de Gini, lo que se pretende es minimizar la siguiente función.\n",
"\n",
"\\\\[ I_G(t)=\\sum_{i=1}^c p(i | t)(-p(i | t)=1-\\sum_{i=1}^c p(i | t)^2 \\\\]\n",
"\n",
"La otra medida de impuridad es el error de clasificación:\n",
"\n",
"\\\\[ I_E=1-max\\{ p(i | t) \\} \\\\]\n",
"\n",
"Este método opera mediante un proceso iterativo, de tal manera que cada nodo se va dividiendo utilizando los criterios descritos anteriormente hasta que dentro de un nodo todos los elementos son de la misma clase. En la práctica, lo que se suele hacer es cortar el número de subconjuntos en un determinado momento ( en scikit learn el parámetro a utilizar es \"max_depth\" ), ya que de seguir hasta el final lo más probable es que el modelo quede sobreajustado. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Instalación de graphviz\n",
"\n",
"Para poder visualizar el árbol de decisión que se genera con esta clase, debemos por un la instalar el paquete denominado *\"pydotplus\"*, para ello simplemente hay que teclear en una ventana de comandos. *\"pip install pydotply\"*. Por otro lado se deberá instalar en el sistema (en mi caso windows ) el programa graphviz. Para ello en [este enlace te puedes bajar](https://www.graphviz.org/download/){:target=\"_blank\"} el descargable.\n",
"\n",
"En mi caso me he bajado la versión msi, pero con el fichero zip sería similar. Tanto con uno como con otro sistema instalas el programa, y después es **muy importante que añadas la ruta de instalación** a la variable de entorno patch. una vez se haya hecho esto, apagas y enciendes el equipo y ya lo tendrías lista para poder sacar el árbol de decisión, de la manera que indicamos en el código que figura más abajo."
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\n"
]
}
],
"source": [
"from sklearn import tree\n",
"import numpy as np\n",
"X = np.array([ [0, 0], [1, 1], [0, 1] ]) # training data (2 features 3 samples)\n",
"y = np.array([0, 1, 0]) # labelling data\n",
"classifier = tree.DecisionTreeClassifier(random_state=0, criterion='entropy',max_depth=None)\n",
"classifier.fit(X, y)\n",
"print(classifier.predict([[2, 2]]))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Se define a continuación una función que va a servir para posteriormente crear gráficos que contienen las regiones de decisión obtenidas."
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"def visualize_classifier(model, X, y, ax=None, cmap='rainbow',pa=1):\n",
" # pa para tope izquierda y derecha eje x \n",
" ax = plt.subplot(111)\n",
" # Dibujamos los puntos\n",
" ax.scatter(X[:, 0], X[:, 1], c=y, s=30, cmap=cmap,\n",
" clim=(y.min(), y.max()), zorder=3)\n",
" ax.axis('tight')\n",
" #ax.axis('off')\n",
" xlim = ax.get_xlim()\n",
" ylim = ax.get_ylim()\n",
" # fit the estimator\n",
" model.fit(X, y)\n",
" xx, yy = np.meshgrid(np.linspace(*xlim, num=200),\n",
" np.linspace(*ylim, num=200))\n",
" Z = model.predict(np.c_[xx.ravel(), yy.ravel()]).reshape(xx.shape)\n",
" # Create a color plot with the results\n",
" n_classes = len(np.unique(y))\n",
" contours = ax.contourf(xx, yy, Z, alpha=0.3,\n",
" levels=np.arange(n_classes + 1) - 0.5,\n",
" cmap=cmap, \n",
" zorder=1)\n",
" #ax.set(xlim=xlim, ylim=ylim)\n",
" ax.set_xlim(left=int(min(X[:, 0]))-pa,right=int(max(X[:, 0]))+pa)\n",
" #ax.set_xticks((np.arange(int(min(X[:, 0])-1), int(max(X[:, 0])+1), 1.0)))\n",
" #ax.set_xticks((np.arange(int(min(X[:, 1])-1), int(max(X[:, 1])+1), 1.0)))\n"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"visualize_classifier(classifier,X,y,pa=0.1)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"En este sencillo ejemplo y con el fin de mejorar la compresión del método, a continuación se muestra el árbol de decisión obtenido."
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.externals.six import StringIO \n",
"from IPython.display import Image \n",
"from sklearn.tree import export_graphviz\n",
"import pydotplus\n",
"dot_data = StringIO()\n",
"export_graphviz(classifier, out_file=dot_data, \n",
" filled=True, rounded=True,\n",
" special_characters=True)\n",
"graph = pydotplus.graph_from_dot_data(dot_data.getvalue()) \n",
"Image(graph.create_png())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A continuación se muestra un ejemplo ya con datos más elaboradores y que se extraen del famoso conjunto de datos denominado Iris. "
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[5.1, 3.5, 1.4, 0.2],\n",
" [4.9, 3. , 1.4, 0.2],\n",
" [4.7, 3.2, 1.3, 0.2],\n",
" [4.6, 3.1, 1.5, 0.2],\n",
" [5. , 3.6, 1.4, 0.2]])"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import sklearn.datasets as datasets\n",
"import pandas as pd\n",
"iris=datasets.load_iris()\n",
"X = iris.data\n",
"y = iris.target\n",
"df=pd.DataFrame(iris.data, columns=iris.feature_names)\n",
"y=iris.target\n",
"X[:5,:]"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=None,\n",
" max_features=None, max_leaf_nodes=None,\n",
" min_impurity_decrease=0.0, min_impurity_split=None,\n",
" min_samples_leaf=1, min_samples_split=2,\n",
" min_weight_fraction_leaf=0.0, presort=False, random_state=None,\n",
" splitter='best')"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.tree import DecisionTreeClassifier\n",
"dtree=DecisionTreeClassifier()\n",
"dtree.fit(df,y)"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.externals.six import StringIO \n",
"from IPython.display import Image \n",
"from sklearn.tree import export_graphviz\n",
"import pydotplus\n",
"dot_data = StringIO()\n",
"export_graphviz(dtree, out_file=dot_data, \n",
" filled=True, rounded=True,\n",
" special_characters=True)\n",
"graph = pydotplus.graph_from_dot_data(dot_data.getvalue()) \n",
"Image(graph.create_png())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"En los ejemplos que siguen, se van a utilizar diversos métodos que tiene este clasificador , con la finalidad de demostrar la gran cantidad de información que se puede obtener con este método."
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=None,\n",
" max_features=None, max_leaf_nodes=3, min_impurity_decrease=0.0,\n",
" min_impurity_split=None, min_samples_leaf=1,\n",
" min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
" presort=False, random_state=0, splitter='best')"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.model_selection import train_test_split\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)\n",
"estimator = DecisionTreeClassifier(max_leaf_nodes=3, random_state=0)\n",
"estimator.fit(X_train, y_train)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Este método tiene un atributo denominado \"tree\" con muchas utilidades para conocer muchos datos de este modelo. A continuación, podemos ver la instrucción que nos permite ver la utilidades de este atributo."
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Help on class Tree in module sklearn.tree._tree:\n",
"\n",
"class Tree(builtins.object)\n",
" | Array-based representation of a binary decision tree.\n",
" | \n",
" | The binary tree is represented as a number of parallel arrays. The i-th\n",
" | element of each array holds information about the node `i`. Node 0 is the\n",
" | tree's root. You can find a detailed description of all arrays in\n",
" | `_tree.pxd`. NOTE: Some of the arrays only apply to either leaves or split\n",
" | nodes, resp. In this case the values of nodes of the other type are\n",
" | arbitrary!\n",
" | \n",
" | Attributes\n",
" | ----------\n",
" | node_count : int\n",
" | The number of nodes (internal nodes + leaves) in the tree.\n",
" | \n",
" | capacity : int\n",
" | The current capacity (i.e., size) of the arrays, which is at least as\n",
" | great as `node_count`.\n",
" | \n",
" | max_depth : int\n",
" | The maximal depth of the tree.\n",
" | \n",
" | children_left : array of int, shape [node_count]\n",
" | children_left[i] holds the node id of the left child of node i.\n",
" | For leaves, children_left[i] == TREE_LEAF. Otherwise,\n",
" | children_left[i] > i. This child handles the case where\n",
" | X[:, feature[i]] <= threshold[i].\n",
" | \n",
" | children_right : array of int, shape [node_count]\n",
" | children_right[i] holds the node id of the right child of node i.\n",
" | For leaves, children_right[i] == TREE_LEAF. Otherwise,\n",
" | children_right[i] > i. This child handles the case where\n",
" | X[:, feature[i]] > threshold[i].\n",
" | \n",
" | feature : array of int, shape [node_count]\n",
" | feature[i] holds the feature to split on, for the internal node i.\n",
" | \n",
" | threshold : array of double, shape [node_count]\n",
" | threshold[i] holds the threshold for the internal node i.\n",
" | \n",
" | value : array of double, shape [node_count, n_outputs, max_n_classes]\n",
" | Contains the constant prediction value of each node.\n",
" | \n",
" | impurity : array of double, shape [node_count]\n",
" | impurity[i] holds the impurity (i.e., the value of the splitting\n",
" | criterion) at node i.\n",
" | \n",
" | n_node_samples : array of int, shape [node_count]\n",
" | n_node_samples[i] holds the number of training samples reaching node i.\n",
" | \n",
" | weighted_n_node_samples : array of int, shape [node_count]\n",
" | weighted_n_node_samples[i] holds the weighted number of training samples\n",
" | reaching node i.\n",
" | \n",
" | Methods defined here:\n",
" | \n",
" | __getstate__(...)\n",
" | Getstate re-implementation, for pickling.\n",
" | \n",
" | __new__(*args, **kwargs) from builtins.type\n",
" | Create and return a new object. See help(type) for accurate signature.\n",
" | \n",
" | __reduce__(...)\n",
" | Reduce re-implementation, for pickling.\n",
" | \n",
" | __setstate__(...)\n",
" | Setstate re-implementation, for unpickling.\n",
" | \n",
" | apply(...)\n",
" | Finds the terminal region (=leaf node) for each sample in X.\n",
" | \n",
" | compute_feature_importances(...)\n",
" | Computes the importance of each feature (aka variable).\n",
" | \n",
" | decision_path(...)\n",
" | Finds the decision path (=node) for each sample in X.\n",
" | \n",
" | predict(...)\n",
" | Predict target for X.\n",
" | \n",
" | ----------------------------------------------------------------------\n",
" | Data descriptors defined here:\n",
" | \n",
" | capacity\n",
" | \n",
" | children_left\n",
" | \n",
" | children_right\n",
" | \n",
" | feature\n",
" | \n",
" | impurity\n",
" | \n",
" | max_depth\n",
" | \n",
" | max_n_classes\n",
" | \n",
" | n_classes\n",
" | \n",
" | n_features\n",
" | \n",
" | n_node_samples\n",
" | \n",
" | n_outputs\n",
" | \n",
" | node_count\n",
" | \n",
" | threshold\n",
" | \n",
" | value\n",
" | \n",
" | weighted_n_node_samples\n",
" | \n",
" | ----------------------------------------------------------------------\n",
" | Data and other attributes defined here:\n",
" | \n",
" | __pyx_vtable__ = \n",
"\n"
]
}
],
"source": [
"import sklearn\n",
"help(sklearn.tree._tree.Tree)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* children_left[i]: contiene el ID de nodo del hijo izquierdo del nodo i\n",
"\n",
"* children_right[i]: contiene el ID de nodo del hijo derecho del nodo i\n",
"\n",
"* feature[i]: Es la feature utilizada para dividir el nodo\n",
"\n",
"* threshold[i]: Contiene el valor usado para dividir el nodo i"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Número de nodos del estimador: 5\n",
"Valores de children_left \n",
" [ 1 -1 3 -1 -1]\n",
"Valores de children_right\n",
" [ 2 -1 4 -1 -1]\n",
"feature utilizada para para el split del nodo [ 3 -2 2 -2 -2]\n",
"Puntos de corte [ 0.80000001 -2. 4.94999981 -2. -2. ]\n"
]
}
],
"source": [
"#Obtenemos el número de nodos del modelo\n",
"n_nodes = estimator.tree_.node_count\n",
"print(\"Número de nodos del estimador:\",n_nodes)\n",
"children_left = estimator.tree_.children_left\n",
"print(\"Valores de children_left \\n\",children_left)\n",
"children_right = estimator.tree_.children_right\n",
"print(\"Valores de children_right\\n\",children_right)\n",
"feature = estimator.tree_.feature\n",
"print(\"feature utilizada para para el split del nodo\", feature)\n",
"threshold = estimator.tree_.threshold\n",
"print(\"Puntos de corte\",threshold)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"El árbol creado tiene 5 nodes y con la siguiente estructura:\n",
"nodo =0 nodo de test: ir al nodo 1 if X[:, 3] <= 0.800000011920929 y si no al nodo 2.\n",
"\tnodo =1 nodo hoja.\n",
"\tnodo =2 nodo de test: ir al nodo 3 if X[:, 2] <= 4.949999809265137 y si no al nodo 4.\n",
"\t\tnodo =3 nodo hoja.\n",
"\t\tnodo =4 nodo hoja.\n",
"\n"
]
}
],
"source": [
"# La estructura anterior puede ser utilizada para obtener varias propiedades \n",
"# la profuncidad de cada nodo o si el mismo es una hoja.\n",
"node_depth = np.zeros(shape=n_nodes, dtype=np.int64)\n",
"is_leaves = np.zeros(shape=n_nodes, dtype=bool)\n",
"stack = [(0, -1)] # seed is the root node id and its parent depth\n",
"while len(stack) > 0:\n",
" node_id, parent_depth = stack.pop()\n",
" node_depth[node_id] = parent_depth + 1\n",
"\n",
" # If we have a test node\n",
" if (children_left[node_id] != children_right[node_id]):\n",
" stack.append((children_left[node_id], parent_depth + 1))\n",
" stack.append((children_right[node_id], parent_depth + 1))\n",
" else:\n",
" is_leaves[node_id] = True\n",
"\n",
"print(\"El árbol creado tiene %s nodes y con la siguiente estructura:\"\n",
" % n_nodes)\n",
"for i in range(n_nodes):\n",
" if is_leaves[i]:\n",
" print(\"%snodo =%s nodo hoja.\" % (node_depth[i] * \"\\t\", i))\n",
" else:\n",
" print(\"%snodo =%s nodo de test: ir al nodo %s if X[:, %s] <= %s y si no al\"\n",
" \" nodo %s.\"\n",
" % (node_depth[i] * \"\\t\",\n",
" i,\n",
" children_left[i],\n",
" feature[i],\n",
" threshold[i],\n",
" children_right[i],\n",
" ))\n",
"print()"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dimensión de X_test: (38, 4)\n",
"Dimensión de node_indicator: (38, 5)\n",
"caminos seguidos por los 5 primeros elementos de la muestra: \n",
" [[1 0 1 0 1]\n",
" [1 0 1 1 0]\n",
" [1 1 0 0 0]\n",
" [1 0 1 0 1]\n",
" [1 1 0 0 0]]\n",
"Dimensión de leave_id: (38,)\n",
"[4 3 1 4 1 4 1 3 3 3 4 3 3 3 3 1 3 3 1 1 3 3 1 1 3 1 1 3 3 1 4 3 1 3 4 3 1\n",
" 4]\n",
"Reglas utilizadas para predecir la muestra 0: \n",
"decision id node 0 : (X_test[0, 3] (= 2.4) > 0.800000011920929)\n",
"decision id node 2 : (X_test[0, 2] (= 5.1) > 4.949999809265137)\n",
"\n",
"Las siguientes muestras [0, 1] comparte el nodo [0 2] en el árbol\n",
"es el 40.0 % de todos los nodos.\n"
]
}
],
"source": [
"print(\"Dimensión de X_test: \", X_test.shape)\n",
"# Con el método \"decision_path\" se obtiene el camino seguido paracada elemento de la muestra.\n",
"# Un valor distinto de cero en (i,j) indica que el elemento i de la muestra va vía el nodo j. \n",
"#este método devuelve una matriz sparse, y aquí la pasamos a una matriz de tipo dense, con\n",
"#la finalidad de ver una estructura más familiar.\n",
"\n",
"node_indicator = estimator.decision_path(X_test)\n",
"print( \"Dimensión de node_indicator: \",node_indicator.shape)\n",
"print(\"caminos seguidos por los 5 primeros elementos de la muestra: \\n\",node_indicator.todense()[:5] )\n",
"\n",
"# Con el método \"apply\" se devuelve el índice de la hoja\n",
"# que se predice para cada elemento de la muestra \n",
"\n",
"leave_id = estimator.apply(X_test)\n",
"print(\"Dimensión de leave_id: \",leave_id.shape)\n",
"print(leave_id)\n",
"\n",
"#Ahora, es posible obtener las pruebas que se usaron para predecir una muestra o \n",
"#un grupo de muestras. Primero, hagámoslo para la muestra\n",
"\n",
"sample_id = 0\n",
"node_index = node_indicator.indices[node_indicator.indptr[sample_id]:\n",
" node_indicator.indptr[sample_id + 1]]\n",
"\n",
"print('Reglas utilizadas para predecir la muestra %s: ' % sample_id)\n",
"for node_id in node_index:\n",
" if leave_id[sample_id] == node_id:\n",
" continue\n",
"\n",
" if (X_test[sample_id, feature[node_id]] <= threshold[node_id]):\n",
" threshold_sign = \"<=\"\n",
" else:\n",
" threshold_sign = \">\"\n",
"\n",
" print(\"decision id node %s : (X_test[%s, %s] (= %s) %s %s)\"\n",
" % (node_id,\n",
" sample_id,\n",
" feature[node_id],\n",
" X_test[sample_id, feature[node_id]],\n",
" threshold_sign,\n",
" threshold[node_id]))\n",
"\n",
"# For a group of samples, we have the following common node.\n",
"sample_ids = [0, 1]\n",
"common_nodes = (node_indicator.toarray()[sample_ids].sum(axis=0) ==\n",
" len(sample_ids))\n",
"\n",
"common_node_id = np.arange(n_nodes)[common_nodes]\n",
"\n",
"print(\"\\nLas siguientes muestras %s comparte el nodo %s en el árbol\"\n",
" % (sample_ids, common_node_id))\n",
"print(\"es el %s %% de todos los nodos.\" % (100 * len(common_node_id) / n_nodes,))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Otro ejemplo.\n",
"\n",
"A continuación se muestra otro ejemplo de clasificación para ir comprendiendo mejor esta clase de scikit-learn"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.datasets import make_blobs\n",
"X, y = make_blobs(n_samples=300, centers=4,\n",
"random_state=0, cluster_std=1)\n",
"plt.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='rainbow');"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [],
"source": [
"tree = DecisionTreeClassifier(max_depth=6).fit(X, y)"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"visualize_classifier(tree, X, y,pa=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Se pueden encontrar muchos ficheros python que se pueden utilizar como módulos [en este enlace](https://github.com/jakevdp/PythonDataScienceHandbook/tree/master/notebooks){:target=\"_blank\"}.\n",
"\n",
"En concreto se puede utilizar el módulo denominado [helpers_05_08.py](https://github.com/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/helpers_05_08.py){:target=\"_blank\"} que nos sirve para delimitar mejor las zonas obtenidas anteriormente.\n"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['', 'D:\\\\programas\\\\Anaconda\\\\python36.zip', 'D:\\\\programas\\\\Anaconda\\\\DLLs', 'D:\\\\programas\\\\Anaconda\\\\lib', 'D:\\\\programas\\\\Anaconda', 'D:\\\\programas\\\\Anaconda\\\\lib\\\\site-packages', 'D:\\\\programas\\\\Anaconda\\\\lib\\\\site-packages\\\\win32', 'D:\\\\programas\\\\Anaconda\\\\lib\\\\site-packages\\\\win32\\\\lib', 'D:\\\\programas\\\\Anaconda\\\\lib\\\\site-packages\\\\Pythonwin', 'D:\\\\programas\\\\Anaconda\\\\lib\\\\site-packages\\\\IPython\\\\extensions', 'C:\\\\Users\\\\Francisco\\\\.ipython', 'G:\\\\modulos_py', 'G:\\\\modulos_py', 'G:\\\\modulos_py', 'G:\\\\modulos_py', 'G:\\\\modulos_py']\n"
]
}
],
"source": [
"import sys\n",
"sys.path.append('G:\\\\modulos_py')\n",
"\n",
"print(sys.path)"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"D:\\programas\\Anaconda\\lib\\site-packages\\matplotlib\\contour.py:960: UserWarning: The following kwargs were not used by contour: 'clim'\n",
" s)\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"for i in range(6):\n",
" tree = DecisionTreeClassifier(max_depth=i+1).fit(X, y)\n",
"\n",
" helpers_05_08.visualize_tree(tree,X,y)\n",
" plt.show()\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# regresión\n",
"\n",
"Cuando la variable dependiente o target, sea una variable continua, se puede utilizar la clase DecisionTreeRegressor() para hacer una regresión."
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([2.5])"
]
},
"execution_count": 92,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn import tree\n",
"X = [[0, 0], [2, 2],[1,3]]\n",
"y = [0.5, 2.5,3]\n",
"clf = tree.DecisionTreeRegressor()\n",
"clf = clf.fit(X, y)\n",
"clf.predict([[1, 1]])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Veamos un ejemplo con mayores datos."
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dimensión de X (80, 1)\n",
"Dimensión de y: (80,)\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.tree import DecisionTreeRegressor\n",
"# Create a random dataset\n",
"rng = np.random.RandomState(1)\n",
"X = np.sort(5 * rng.rand(80, 1), axis=0)\n",
"print(\"Dimensión de X\",X.shape)\n",
"y = np.sin(X).ravel()\n",
"print(\"Dimensión de y: \",y.shape)\n",
"y[::5] += 3 * (0.5 - rng.rand(16))\n",
"\n",
"# Fit regression model\n",
"regr_1 = DecisionTreeRegressor(max_depth=2)\n",
"regr_2 = DecisionTreeRegressor(max_depth=5)\n",
"regr_3 = DecisionTreeRegressor(max_depth=3)\n",
"regr_1.fit(X, y)\n",
"regr_2.fit(X, y)\n",
"regr_3.fit(X, y)\n",
"\n",
"\n",
"# Predict\n",
"X_test = np.arange(0.0, 5.0, 0.01)[:, np.newaxis]\n",
"y_1 = regr_1.predict(X_test)\n",
"y_2 = regr_2.predict(X_test)\n",
"y_3 = regr_3.predict(X_test)\n",
"\n",
"# Plot the results\n",
"plt.figure( figsize=(10,10) )\n",
"plt.scatter(X, y, s=20, edgecolor=\"black\",\n",
" c=\"darkorange\", label=\"datos\")\n",
"plt.plot(X_test, y_1, color=\"cornflowerblue\",\n",
" label=\"max_depth=2\", linewidth=2)\n",
"plt.plot(X_test, y_2, color=\"yellowgreen\", label=\"max_depth=5\", linewidth=2)\n",
"plt.plot(X_test, y_3,'--' , color=\"red\", label=\"max_depth=3\", linewidth=1)\n",
"plt.xlabel(\"data\")\n",
"plt.ylabel(\"target\")\n",
"plt.title(\"Decision Tree Regresión\")\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Métodos ensamble\n",
"\n",
"Scikit Learn presenta una serie de métodos denominados [Ensamble methods](http://scikit-learn.org/stable/modules/ensemble.html){:Target=\"_blank\"}, mediante los cuales se pueden mejorar la capacidad de predicción de un determinado modelo.\n",
"\n",
"Uno de estos métodos es el denominado *random forest*, el cual no deja de ser más que una colección de modelos de tipo *decision tree* que han sido entrenados mediante la extracción de submuestras. En estos casos, la predicción que se obtiene puede ser la media o la moda de cada uno de los resultados obtenidos en las submuestras entrenadas. En el caso de scikit-learn el resultado es la media de los resultados. Las posibles clases utilizadas para estos casos son: *RandomForestClassifier* y *RandomForestRegressor*.\n",
"\n",
"Un ejemplo de la utilidad de estos procedimientos lo vemos a continuación. Podemos observar cómo se mejora la precisión de los modelos mediante la utilización de estos procedimientos.\n"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"La media de los scores en modo normal: 0.9823000000000001\n",
"La media de los scores para random forest: 0.9997\n",
"La media de los scores para un extra random forest: 1.0\n"
]
}
],
"source": [
"from sklearn.model_selection import cross_val_score\n",
"from sklearn.datasets import make_blobs\n",
"from sklearn.ensemble import RandomForestClassifier\n",
"from sklearn.ensemble import ExtraTreesClassifier\n",
"from sklearn.tree import DecisionTreeClassifier\n",
"\n",
"X, y = make_blobs(n_samples=10000, n_features=10, centers=100,\n",
" random_state=0)\n",
"\n",
"clf = DecisionTreeClassifier(max_depth=None, min_samples_split=2,\n",
" random_state=0)\n",
"scores = cross_val_score(clf, X, y, cv=5)\n",
"print(\"La media de los scores en modo normal: \", scores.mean()) \n",
"#0.98...\n",
"\n",
"clf = RandomForestClassifier(n_estimators=10, max_depth=None,\n",
" min_samples_split=2, random_state=0)\n",
"scores = cross_val_score(clf, X, y, cv=5)\n",
"print(\"La media de los scores para random forest: \", scores.mean()) \n",
"#0.999...\n",
"\n",
"clf = ExtraTreesClassifier(n_estimators=10, max_depth=None,\n",
" min_samples_split=2, random_state=0)\n",
"scores = cross_val_score(clf, X, y, cv=5)\n",
"print(\"La media de los scores para un extra random forest: \",scores.mean()) \n",
"#True"
]
}
],
"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": "3.6.5"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Tabla de contenidos",
"title_sidebar": "Contenidos",
"toc_cell": true,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
},
"widgets": {
"state": {
"560b01d2845440e681432f1cad17d38f": {
"views": [
{
"cell_index": 20
}
]
}
},
"version": "1.2.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}