{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "zj7hBDWosuws", "tags": [] }, "source": [ "# Predicción de Diabetes\n", "\n", "Dataset a usar: [Diabetes, Hypertension and Stroke Prediction](https://www.kaggle.com/datasets/prosperchuks/health-dataset?select=health_data.csv)" ] }, { "cell_type": "markdown", "metadata": { "id": "43__mqwnsuwu" }, "source": [ "# Librerías" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2024-01-02T04:56:32.309512500Z", "start_time": "2024-01-02T04:56:30.188489800Z" }, "cell_id": "d4e376c7158f4c2592d185b039f2449c", "deepnote_cell_type": "code", "id": "62wzCfpUu6zN", "tags": [] }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "mpl.style.use('bmh')\n", "import ipywidgets as widgets\n", "\n", "import statsmodels.formula.api as sm\n", "from sklearn.decomposition import PCA\n", "from sklearn.pipeline import make_pipeline\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.preprocessing import scale\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay, accuracy_score\n", "from sklearn.model_selection import cross_validate, StratifiedKFold, train_test_split\n", "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.model_selection import GridSearchCV\n", "from sklearn import tree\n", "import xgboost as xgb" ] }, { "cell_type": "markdown", "metadata": { "cell_id": "a18869fe26a94da882d48aefe23d9844", "deepnote_cell_type": "markdown", "id": "p2Rkx6Q1uWU6" }, "source": [ "# Abstract\n", "\n", "Diabetes es una de las enfermedades crónicas más ocurrentes en la actualidad. Consiste en una enfermedad en el que los individuos pierden la habilidad de poder regular de forma efectiva los niveles de glucosa en la sangre, lo que puede reducir la calidad y la esperanza de vida. Después de que los diferentes alimentos se descompongan en azúcares durante la digestión, estos azúzcares son liberados dentro de la sangre. Esto le avisa al páncreas que libere insulina. La insulina habilita a las células dentro del cuerpo a usar los azúcares de la sangre para energía. La diabetes es generalmente caracterizado por el cuerpo no produciendo suficiente insulina o porque es incapaz de usar la insula que es producida de forma tan eficiente como se necesite.\n", "\n", "El dataset proviene del Behavioral Risk Factor Surveillance System (BRFSS) que es una encuesta por teléfono que es recolectada anualmente. Cada año, la encuesta recolecta respuestas de más de 400 mil americanos con respecto a comportamientos de riesgo, condiciones de salud crónicas, entre otros. El dataset está conformado con respuestas desde 1984 hasta 2015. Si bien el dataset con tiene datos tanto para personas que sufren diabetes como para hipertensión y ACV, el enfoque que daremos en este caso será sobre las que sufren diabetes." ] }, { "cell_type": "markdown", "metadata": { "id": "VgVdmHaHfn1o" }, "source": [ "# Introducción" ] }, { "cell_type": "markdown", "metadata": { "id": "mtvE5EKZBAjV" }, "source": [ "## Objetivo\n", "\n", "La finalidad de este proyecto consiste en poder predecir si una persona tiene diabetes en base a diferentes condiciones físicas y psicológicas que caractericen a esta persona.\n", "\n", "## Contexto Comercial\n", "\n", "Con el incremento anual del porcentaje de personas que padecen diabetes, resulta de gran prioridad que la población pueda acceder a diferentes métodos (aparte de los ya ofrecidos por los mecanismos de salud pública y privada) para reconocer si se encuentra dentro del rango de personas que lo padecen.\n", "\n", "Es por esto que a partir de las encuestas realizadas se busca descubrir patrones que permitan deducir si una persona sufre o no de diabetes. Estas encuestas van desde la edad y BMI de una persona, hasta aspectos como el bienestar físico y psicológico que sienten durante 30 días.\n", "\n", "## Problema Comercial\n", "\n", "En base al dataset a utilizar se busca resolver los siguientes problemas:\n", "\n", "* ¿Es el dataset capaz de producir predicciones precisas con respecto a si un individuo tiene diabetes?\n", "\n", "* ¿Qué factores tienden a ser más importantes a la hora de predecir el riesgo de diabetes?\n", "\n", "## Contexto Analítico\n", "\n", "El trabajo será realizado sobre un archivo .CSV que contiene datos sobre diferentes atributos físicos y psicológicos de diferentes personas, como también si sufren o han sufrido de las siguientes enfermedades: Diabetes, Hipertensión y ACV. El foco será realizado sobre diabetes.\n", "\n", "Como tenemos información de quién sufre y quién no sufre diabetes, podemos decir que estamos ante un problema de aprendizaje supervisado." ] }, { "cell_type": "markdown", "metadata": { "id": "n0mlZHKvsuwx" }, "source": [ "# Extracción del Dataset" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2024-01-02T04:56:32.646792600Z", "start_time": "2024-01-02T04:56:32.308514500Z" }, "cell_id": "dcfdd748e5a24e948e4de38b475359c0", "colab": { "base_uri": "https://localhost:8080/", "height": 250 }, "deepnote_cell_type": "code", "executionInfo": { "elapsed": 5460, "status": "ok", "timestamp": 1687486491423, "user": { "displayName": "Franco Giordano", "userId": "11864357500095360887" }, "user_tz": 180 }, "id": "KRx0P-JXu9oc", "outputId": "c619fe12-f9a1-423f-f6e2-a4ce7fd5f4b6", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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EdadSexoColesterolAltoControlColesterolIMCFumadorEnfermedadOAtaqueCorazonActividadFisicaFrutasVerdurasExcesoConsumoAlcoholSaludGeneralSaludMentalSaludFisicaDificultadCaminarACVPresionAltaDiabetes
04.0HombreNoSi26.0NoNoSiNoSiNo3.05.030.0NoNoSiNo
112.0HombreSiSi26.0SiNoNoSiNoNo3.00.00.0NoSiSiNo
213.0HombreNoSi26.0NoNoSiSiSiNo1.00.010.0NoNoNoNo
311.0HombreSiSi28.0SiNoSiSiSiNo3.00.03.0NoNoSiNo
48.0MujerNoSi29.0SiNoSiSiSiNo2.00.00.0NoNoNoNo
\n", "
" ], "text/plain": [ " Edad Sexo ColesterolAlto ControlColesterol IMC Fumador \\\n", "0 4.0 Hombre No Si 26.0 No \n", "1 12.0 Hombre Si Si 26.0 Si \n", "2 13.0 Hombre No Si 26.0 No \n", "3 11.0 Hombre Si Si 28.0 Si \n", "4 8.0 Mujer No Si 29.0 Si \n", "\n", " EnfermedadOAtaqueCorazon ActividadFisica Frutas Verduras \\\n", "0 No Si No Si \n", "1 No No Si No \n", "2 No Si Si Si \n", "3 No Si Si Si \n", "4 No Si Si Si \n", "\n", " ExcesoConsumoAlcohol SaludGeneral SaludMental SaludFisica \\\n", "0 No 3.0 5.0 30.0 \n", "1 No 3.0 0.0 0.0 \n", "2 No 1.0 0.0 10.0 \n", "3 No 3.0 0.0 3.0 \n", "4 No 2.0 0.0 0.0 \n", "\n", " DificultadCaminar ACV PresionAlta Diabetes \n", "0 No No Si No \n", "1 No Si Si No \n", "2 No No No No \n", "3 No No Si No \n", "4 No No No No " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Importación del dataset\n", "url = \"Datasets/diabetes_data.csv\"\n", "df = pd.read_csv(url)\n", "\n", "# Conversión de columna de sexo para mejor legibilidad\n", "df['Sex'].replace([0, 1], ['Mujer','Hombre'], inplace=True)\n", "\n", "# Conversión de columnas de categorías\n", "columnas = [\"HighChol\", \"CholCheck\", \"Smoker\", \"HeartDiseaseorAttack\", \"PhysActivity\", \"Fruits\", \"Veggies\",\n", " \"HvyAlcoholConsump\", \"DiffWalk\", \"Stroke\", \"HighBP\", \"Diabetes\"]\n", "for i in columnas:\n", " df[i].replace([0, 1],[\"No\", \"Si\"],inplace=True)\n", "\n", "# Traducción de Columnas\n", "traduccion = {\n", " \"Age\": \"Edad\",\n", " \"Sex\": \"Sexo\",\n", " \"HighChol\": \"ColesterolAlto\",\n", " \"BMI\": \"IMC\",\n", " \"Smoker\": \"Fumador\",\n", " \"CholCheck\": \"ControlColesterol\",\n", " \"HeartDiseaseorAttack\": \"EnfermedadOAtaqueCorazon\",\n", " \"PhysActivity\": \"ActividadFisica\",\n", " \"Fruits\": \"Frutas\",\n", " \"Veggies\": \"Verduras\",\n", " \"HvyAlcoholConsump\": \"ExcesoConsumoAlcohol\",\n", " \"GenHlth\": \"SaludGeneral\",\n", " \"MentHlth\": \"SaludMental\",\n", " \"PhysHlth\": \"SaludFisica\",\n", " \"DiffWalk\": \"DificultadCaminar\",\n", " \"Stroke\": \"ACV\",\n", " \"HighBP\": \"PresionAlta\"\n", "}\n", "df.rename(columns = traduccion, inplace=True)\n", "\n", "# Visualización del dataset\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": { "id": "CGDmUlgyHUlG" }, "source": [ "# Variables:" ] }, { "cell_type": "markdown", "metadata": { "cell_id": "635f3fd3912e45948359480af2958104", "deepnote_cell_type": "markdown", "id": "AxsBO9uyvSg7" }, "source": [ "| Variable | Descripción |\n", "| ---|---|\n", "|Edad| Edad divida en 13 categorías|\n", "|Sexo|Sexo (Hombre o Mujer)|\n", "|ColesterolAlto|Posee colesterol alto|\n", "|ControlColesterol|Se hizo un chequeo de colesterol en los últimos 5 años|\n", "|IMC|Índice de masa corporal|\n", "|Fumador|Ha fumado más de 100 cigarrillos en su vida|\n", "|EnfermedadOAtaqueCorazon|Sufre/Sufrió de alguna enfermedad o ataque del corazón|\n", "|ActividadFisica|Realizó actividad física en los últimos 30 días|\n", "|Frutas|Consume frutas una o más veces por día|\n", "|Verduras|Consume vegetales una o más veces por día|\n", "|ExcesoConsumoAlcohol|Bebe más de 14 tragos en la semana (o 7 para mujeres)|\n", "|SaludGeneral|En la escala del 1 al 5 (siendo 1 excelente y 5 muy pobre) que tan bien considera su salud|\n", "|SaludMental|Días con salud mental pobre (escala 1-30 días)|\n", "|SaludFisica|Sufrió alguna lesión en los últimos 30 días (escala 1-30 días)|\n", "|DificultadCaminar|Posee dificultad caminando o subiendo escaleras|\n", "|ACV|Ha sufrido un ACV|\n", "|PresionAlta|Tiene presión de sangre alta|\n", "|Diabetes|Sufre de diabetes|" ] }, { "cell_type": "markdown", "metadata": { "id": "bdfOYaBVHHGj" }, "source": [ "# Limpieza de Datos" ] }, { "cell_type": "markdown", "metadata": { "id": "_O0uFPS3HmAT" }, "source": [ "* Chequeo de nulos:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2024-01-02T04:56:32.790486800Z", "start_time": "2024-01-02T04:56:32.639208700Z" }, "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 742, "status": "ok", "timestamp": 1687486492160, "user": { "displayName": "Franco Giordano", "userId": "11864357500095360887" }, "user_tz": 180 }, "id": "590gD83pHjIA", "outputId": "937c96f2-f090-4371-f6f2-0ddd5436d99e" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 70692 entries, 0 to 70691\n", "Data columns (total 18 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Edad 70692 non-null float64\n", " 1 Sexo 70692 non-null object \n", " 2 ColesterolAlto 70692 non-null object \n", " 3 ControlColesterol 70692 non-null object \n", " 4 IMC 70692 non-null float64\n", " 5 Fumador 70692 non-null object \n", " 6 EnfermedadOAtaqueCorazon 70692 non-null object \n", " 7 ActividadFisica 70692 non-null object \n", " 8 Frutas 70692 non-null object \n", " 9 Verduras 70692 non-null object \n", " 10 ExcesoConsumoAlcohol 70692 non-null object \n", " 11 SaludGeneral 70692 non-null float64\n", " 12 SaludMental 70692 non-null float64\n", " 13 SaludFisica 70692 non-null float64\n", " 14 DificultadCaminar 70692 non-null object \n", " 15 ACV 70692 non-null object \n", " 16 PresionAlta 70692 non-null object \n", " 17 Diabetes 70692 non-null object \n", "dtypes: float64(5), object(13)\n", "memory usage: 9.7+ MB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "markdown", "metadata": { "id": "2O28HzkdHnhr" }, "source": [ "No existen nulos en este dataset" ] }, { "cell_type": "markdown", "metadata": { "id": "WzeODokIBSZf" }, "source": [ "# Exploratory Data Analysis" ] }, { "cell_type": "markdown", "metadata": { "cell_id": "b3bbba28e19e43aa89568d0262cf8434", "deepnote_cell_type": "markdown", "id": "PhZ6QUd2VINU" }, "source": [ "## 1. ¿Existe correlación entre la edad y tener diabetes?\n", "\n", "Las edades dentro del dataset está dividido en 13 categorías:\n", "\n", "|Categoría|1|2|3|4|5|6|7|8|9|10|11|12|13|\n", "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n", "|**Edades**|18-24|25-29|30-34|35-39|40-44|45-49|50-54|55-59|60-64|65-69|70-74|75-79|80+|" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2024-01-02T04:56:33.546719500Z", "start_time": "2024-01-02T04:56:32.758092300Z" }, "cell_id": "8bb89000dd624c08b9f6eabc14a80cf0", "colab": { "base_uri": "https://localhost:8080/", "height": 444 }, "deepnote_cell_type": "code", "executionInfo": { "elapsed": 1482, "status": "ok", "timestamp": 1687486493639, "user": { "displayName": "Franco Giordano", "userId": "11864357500095360887" }, "user_tz": 180 }, "id": "_CdQIj3RMs1w", "outputId": "13267708-c9d1-444f-caf4-5c9904e60adc", "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,4))\n", "fig.suptitle(\"Personas que sufren diabetes por edad\")\n", "\n", "# Gráfico densidad diabetes según edad\n", "ax.hist(df[\"Edad\"], bins=range(14), color = \"gray\", label=\"Total\")\n", "ax.hist(df[df['Diabetes'] == \"Si\"][\"Edad\"], bins=range(14), color = \"#C44E52\", edgecolor = \"black\", label=\"Con diabetes\")\n", "ax.hist(df[df['Diabetes'] == \"No\"][\"Edad\"], bins=range(14), color = \"#348ABD\", edgecolor = \"black\", label=\"Sin diabetes\", alpha=0.5)\n", "ax.set(xlabel=\"Edad\", ylabel=\"Densidad\",xlim=[1,13], ylim=[0, 12000])\n", "ax.legend(loc='best', frameon=False)" ] }, { "cell_type": "markdown", "metadata": { "cell_id": "72f1e8f7ea5a40f2b55e9a75a20bb852", "deepnote_cell_type": "markdown", "id": "57MoPwOyvne-" }, "source": [ "Como se puede observar, el dataset contiene mayor cantidad de personas con diabetes entre la categoría 9, 10 y 11. Esto puede darse por alguna correlación entre esas edades y la enfermedad, o simplemente porque las personas de esas categorías han sido las mas encuestadas (como puede verse en el total)." ] }, { "cell_type": "markdown", "metadata": { "cell_id": "3561f21519624969ae329a109bc9ff46", "deepnote_cell_type": "markdown", "id": "r_QHpVJovne_", "tags": [] }, "source": [ "## 2. ¿Existe correlación con el sexo de la persona?\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2024-01-02T04:56:34.178426900Z", "start_time": "2024-01-02T04:56:33.546719500Z" }, "cell_id": "4bd2faa1b9ac47ad93a33bb5257eafe1", "colab": { "base_uri": "https://localhost:8080/", "height": 342 }, "deepnote_cell_type": "code", "executionInfo": { "elapsed": 435, "status": "ok", "timestamp": 1687486494069, "user": { "displayName": "Franco Giordano", "userId": "11864357500095360887" }, "user_tz": 180 }, "id": "sgf1putEvne_", "outputId": "cc8bf477-97ab-459e-9253-4d3264527c93", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, figsize=(8,4))\n", "\n", "# Gráfico cantidad de personas con diabetes por sexo\n", "ax[0].pie(df[df['Diabetes'] == \"Si\"][\"Sexo\"].value_counts(),\n", " labels=[\"Mujer\", \"Hombre\"],\n", " autopct=\"%0.1f %%\",\n", " colors = [\"lightcoral\", \"cornflowerblue\"],\n", " wedgeprops = {\"edgecolor\" : \"black\", 'linewidth': 1, 'antialiased': True})\n", "ax[0].set_title(\"Personas con diabetes\")\n", "\n", "# Gráfico cantidad de personas en total por sexo\n", "ax[1].pie(df[\"Sexo\"].value_counts(),\n", " labels=[\"Mujer\", \"Hombre\"],\n", " autopct=\"%0.1f %%\",\n", " colors = [\"lightcoral\", \"cornflowerblue\"],\n", " wedgeprops = {\"edgecolor\" : \"black\", 'linewidth': 1, 'antialiased': True})\n", "ax[1].set_title(\"Total\");" ] }, { "cell_type": "markdown", "metadata": { "cell_id": "1ec7002f8364487c8345ebfa3e8ca5c6", "deepnote_cell_type": "markdown", "id": "IweUwM5nvnfB" }, "source": [ "De ambos gráficos no se observa ninguna relacion que indique que el sexo de la persona tenga significancia en la contracción de diabetes" ] }, { "cell_type": "markdown", "metadata": { "cell_id": "fd23e82213694305ac53f550935c3ccd", "deepnote_cell_type": "markdown", "id": "5b4JukBevnfB" }, "source": [ "## 3. ¿Existe correlación con el BMI?\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2024-01-02T04:56:36.324542700Z", "start_time": "2024-01-02T04:56:34.117278100Z" }, "cell_id": "efb64c2393794d5f87e9b5a20c863c20", "colab": { "base_uri": "https://localhost:8080/", "height": 410 }, "deepnote_cell_type": "code", "executionInfo": { "elapsed": 1816, "status": "ok", "timestamp": 1687486495883, "user": { "displayName": "Franco Giordano", "userId": "11864357500095360887" }, "user_tz": 180 }, "id": "2T3LNRDevnfC", "outputId": "613728a1-5088-421b-8778-26d957999584", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, figsize=(8,4))\n", "\n", "# Gráfico cantidad de personas con diabetes según IMC\n", "ax[0].hist(df[df['Diabetes'] == \"Si\"][\"IMC\"], bins=40, color = \"pink\", edgecolor = \"black\", label=\"Con diabetes\")\n", "ax[0].vlines(df[df['Diabetes'] == \"Si\"][\"IMC\"].mean(), 0, 10000, label=\"Promedio\", linestyle=\"--\")\n", "ax[0].set_xlim([0, 50])\n", "ax[0].set_ylim([0, 10000])\n", "ax[0].set_ylabel(\"Densidad\")\n", "ax[0].set_title(\"Personas que sufren diabetes por BMI\");\n", "ax[0].legend(loc='best', frameon=False)\n", "\n", "# Gráfico cantidad de personas sin diabetes según IMC\n", "ax[1].hist(df[df['Diabetes'] == \"No\"][\"IMC\"], bins=40, color = \"lightblue\", edgecolor = \"black\", label=\"Sin diabetes\")\n", "ax[1].set_xlabel(\"IMC\")\n", "ax[1].vlines(df[df['Diabetes'] == \"No\"][\"IMC\"].mean(), 0, 10000, label=\"Promedio\", linestyle=\"--\")\n", "ax[1].set_xlim([0, 50])\n", "ax[1].set_ylim([0, 10000])\n", "ax[1].legend(loc='best', frameon=False);" ] }, { "cell_type": "markdown", "metadata": { "cell_id": "0c13fa94ef504fc59040dcc46ea249ce", "deepnote_cell_type": "markdown", "id": "xUA6aVL2vnfD" }, "source": [ "Se puede deducir en este caso que las personas que sufren diabetes tienden a tener un BMI más alto que aquellos que no tienen diabetes." ] }, { "cell_type": "markdown", "metadata": { "cell_id": "397a5a35f6074a71a8044d4e9bf2dc47", "deepnote_cell_type": "markdown", "id": "Ko-fKg6pvnfE" }, "source": [ "## 4. ¿Existe correlación con la salud de la persona?" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2024-01-02T04:56:37.437395700Z", "start_time": "2024-01-02T04:56:36.319477600Z" }, "cell_id": "47555a452bce4e5bb55d43087a109540", "colab": { "base_uri": "https://localhost:8080/", "height": 412 }, "deepnote_cell_type": "code", "executionInfo": { "elapsed": 2682, "status": "ok", "timestamp": 1687486498560, "user": { "displayName": "Franco Giordano", "userId": "11864357500095360887" }, "user_tz": 180 }, "id": "Qx78UbOmvnfE", "outputId": "7a799f14-f8ee-4fe5-e62b-7f1c3542f944", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(18,4))\n", "\n", "# Gráfico distribución salud general\n", "ax[0].plot(df[df[\"Diabetes\"] == \"Si\"][\"SaludGeneral\"].value_counts().sort_index(), color=\"red\", label=\"Con diabetes\")\n", "ax[0].plot(df[df[\"Diabetes\"] == \"No\"][\"SaludGeneral\"].value_counts().sort_index(), color=\"blue\", label=\"Sin diabetes\")\n", "ax[0].legend(loc='best', frameon=False)\n", "ax[0].set(xlabel=\"Percepción de salud general del paciente\", title=\"Distribución de salud general\", ylabel=\"Densidad\")\n", "\n", "# Gráfico distribución de salud física\n", "ax[1].plot(df[df[\"Diabetes\"] == \"Si\"][\"SaludFisica\"].value_counts().sort_index(), color=\"red\", label=\"Con diabetes\")\n", "ax[1].plot(df[df[\"Diabetes\"] == \"No\"][\"SaludFisica\"].value_counts().sort_index(), color=\"blue\", label=\"Sin diabetes\")\n", "ax[1].legend(loc='best', frameon=False)\n", "ax[1].set(xlabel=\"Cantidad de días promedio por mes con lesiones físicas\", title=\"Distribución de salud física\", ylabel=\"Densidad\")\n", "\n", "# Gráfico distribución de salud mental\n", "ax[2].plot(df[df[\"Diabetes\"] == \"Si\"][\"SaludMental\"].value_counts().sort_index(), color=\"red\", label=\"Con diabetes\")\n", "ax[2].plot(df[df[\"Diabetes\"] == \"No\"][\"SaludMental\"].value_counts().sort_index(), color=\"blue\", label=\"Sin diabetes\")\n", "ax[2].legend(loc='best', frameon=False)\n", "ax[2].set(xlabel=\"Cantidad de días promedio con salud mental pobre\", title=\"Distribución de salud mental\", ylabel=\"Densidad\");" ] }, { "cell_type": "markdown", "metadata": { "cell_id": "7fa0ec38ee974417ad39567ea5f994ca", "deepnote_cell_type": "markdown", "id": "YZ0hsYzcx_Vl" }, "source": [ "Un aspecto interesante y contrario al sentido común que se pudo observar es que las personas con diabetes consideran tener una vida mucho más saludable que aquellos sin diabetes.\n", "\n", "Se puede suponer que esto ocurre ya que una persona que sabe que tiene diabetes tiende a tomar hábitos mucho más saludables, lo que le da una sensación de bienestar mejor que aquellos que no tienen diabetes.\n", "\n", "Por otro lado, y teniendo en cuenta la salud mental y física de los encuestados, se puede observar pequeñas tendencias donde las personas con diabetes sufren de un estado de salud peor que aquellas personas sin diabetes." ] }, { "cell_type": "markdown", "metadata": { "cell_id": "f31f14720541415fafbdc9d92ec01647", "deepnote_cell_type": "markdown", "id": "l5YYWkBrvnfE" }, "source": [ "## 5. ¿Hay correlación entre el BMI, el sexo y las personas que poseen diabetes?" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2024-01-02T04:56:38.177664300Z", "start_time": "2024-01-02T04:56:37.439408600Z" }, "cell_id": "f8b394b021aa4304b31cb4a1b065b51f", "colab": { "base_uri": "https://localhost:8080/", "height": 392 }, "deepnote_cell_type": "code", "executionInfo": { "elapsed": 3105, "status": "ok", "timestamp": 1687486501663, "user": { "displayName": "Franco Giordano", "userId": "11864357500095360887" }, "user_tz": 180 }, "id": "sjvjCfY5vnfF", "outputId": "c8c30bf1-c85c-4470-9ac5-acfb6659095b", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(8,4))\n", "\n", "# Gráfico distribución de personas con y sin diabetes por sexo\n", "sns.violinplot(data=df, x='Diabetes', y='IMC', hue=\"Sexo\", split=True, ax=ax)\n", "ax.set(ylim=[10,60]);\n", "ax.legend(title=\"Sexo\", frameon=False);" ] }, { "cell_type": "markdown", "metadata": { "cell_id": "840f0cc5613e4be0bb91f4a54c105f97", "deepnote_cell_type": "markdown", "id": "J5gliXERvnfF" }, "source": [ "Se observa que, mientras la distribución de los hombres se encuentra más centralizado, las mujeres sin diabetes tienden a tener un BMI más bajo que los hombres sin diabetes, y aquellas con diabetes tienden a tener un BMI más alto que los hombres con diabetes.\n", "\n", "Este dato en sí carece de importancia en términos generales pero resulta interesante mencionarlo como un detalle pequeño." ] }, { "cell_type": "markdown", "metadata": { "cell_id": "1995a60f00c74e41aa00c17f2be7082d", "deepnote_cell_type": "markdown", "id": "RuxJyLWnzE67" }, "source": [ "## 6. Correlación con otras categorías" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2024-01-02T04:56:42.615790100Z", "start_time": "2024-01-02T04:56:38.180180400Z" }, "cell_id": "257a3c17101c41f7a3d1166a30a440ff", "colab": { "base_uri": "https://localhost:8080/", "height": 937 }, "deepnote_cell_type": "code", "executionInfo": { "elapsed": 14533, "status": "ok", "timestamp": 1687486516191, "user": { "displayName": "Franco Giordano", "userId": "11864357500095360887" }, "user_tz": 180 }, "id": "3ZguPEwivnfF", "outputId": "0f70752d-6776-414b-bf0e-9327f650a854" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "categorias = [\"ColesterolAlto\", \"ControlColesterol\", \"Fumador\", \"EnfermedadOAtaqueCorazon\", \"ActividadFisica\", \"Frutas\", \"Verduras\", \"ExcesoConsumoAlcohol\", \"DificultadCaminar\", \"ACV\", \"PresionAlta\", \"Diabetes\"]\n", "\n", "fig, ax = plt.subplots(nrows=3, ncols=4, figsize=(24,12))\n", "\n", "# Generación de gráficos para las distintas columnas de la lista categorias\n", "for i, ax in enumerate(fig.axes):\n", " if i < len(categorias):\n", " sns.countplot(data=df, x=categorias[i], hue=\"Diabetes\", ax=ax, order=[\"No\", \"Si\"])\n", " ax.set(ylabel=\"\", ylim=(0,37000), xlabel=categorias[i])\n", " else:\n", " ax.remove()" ] }, { "cell_type": "markdown", "metadata": { "id": "CPNuvlu_IXFK" }, "source": [ "## 7. Distribución de datos" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2024-01-02T04:56:47.816101Z", "start_time": "2024-01-02T04:56:42.603476500Z" }, "colab": { "base_uri": "https://localhost:8080/", "height": 838 }, "executionInfo": { "elapsed": 19071, "status": "ok", "timestamp": 1687486535244, "user": { "displayName": "Franco Giordano", "userId": "11864357500095360887" }, "user_tz": 180 }, "id": "kZUrtrWhIVG9", "outputId": "3b80fe36-9370-4e33-fa4b-7c96ecb7f58d" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "columnas = df.columns\n", "fig, ax = plt.subplots(nrows=4, ncols=5, figsize=(20, 10))\n", "\n", "# Generación de gráficos para las distintas columnas de la lista categorias\n", "for i, ax in enumerate(fig.axes):\n", " if i < len(columnas):\n", " sns.countplot(data=df, x=columnas[i], ax=ax, color=\"lightgreen\")\n", " ax.set(ylabel=\"\", title=columnas[i], xlabel=\"\")\n", " ax.set_xticks([])\n", " else:\n", " ax.remove()" ] }, { "cell_type": "markdown", "metadata": { "id": "RrhutkFiWyim" }, "source": [ "## 8. Coeficientes de correlación" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2024-01-02T04:56:50.034164800Z", "start_time": "2024-01-02T04:56:47.822674700Z" }, "colab": { "base_uri": "https://localhost:8080/", "height": 979 }, "executionInfo": { "elapsed": 2043, "status": "ok", "timestamp": 1687486537274, "user": { "displayName": "Franco Giordano", "userId": "11864357500095360887" }, "user_tz": 180 }, "id": "I14xHaZTW08a", "outputId": "e1735121-1276-484a-c24b-280c950f7c74" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Conversión de datos\n", "df.replace({\"Mujer\": 0,\n", " \"Hombre\": 1,\n", " \"No\": 0,\n", " \"Si\": 1}, inplace=True)\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(12, 9))\n", "\n", "# Generamos la matriz de correlaciones de Pearson\n", "correlaciones = df.corr(method=\"pearson\", numeric_only=False)\n", "correlaciones_redondeado = correlaciones.round(2)\n", "\n", "# Generamos el mapa de correlaciones\n", "sns.heatmap(correlaciones_redondeado, annot=True, ax=ax)\n", "\n", "# Ocultamos la grilla y seteamos el título\n", "ax.grid(False)\n", "ax.set_title(\"Coeficientes de correlación de Pearson\", pad=20);" ] }, { "cell_type": "markdown", "metadata": { "id": "9CINLdpLW_EE" }, "source": [ "Se puede observar que columnas como Sexo, Fumador, Frutas, Verduras, ExcesoConsumoAlcohol y SaludMental presentan poca correlación con respecto a la columna Diabetes.\n", "\n", "Por otro lado, se presenta una correlación media alta entre las columnas SaludFísica, DificultadCaminar y SaludGeneral. Como la columna SaludGeneral es la que tiene mayor correlación con la columna Diabetes, puede considerarse a futuro mantener únicamente esta columna con respecto a las tres mencionadas." ] }, { "cell_type": "markdown", "metadata": { "id": "Wu_Z0iwKIcsW" }, "source": [ "## 9. ¿Qué variables tienden a predecir si una persona tiene o no diabetes?" ] }, { "cell_type": "markdown", "metadata": { "id": "KDker6RWR0Qo" }, "source": [ "Para este análisis aplicamos el método de mínimos cuadrados ordinarios" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2024-01-02T04:56:50.303216200Z", "start_time": "2024-01-02T04:56:50.034164800Z" }, "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 16, "status": "ok", "timestamp": 1687486537274, "user": { "displayName": "Franco Giordano", "userId": "11864357500095360887" }, "user_tz": 180 }, "id": "JYv69TQcIcDN", "outputId": "ffd4d8c1-8f4f-4ffc-85db-4154ffad5f04" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: Diabetes R-squared: 0.307\n", "Model: OLS Adj. R-squared: 0.307\n", "Method: Least Squares F-statistic: 1844.\n", "Date: Tue, 02 Jan 2024 Prob (F-statistic): 0.00\n", "Time: 02:02:30 Log-Likelihood: -38334.\n", "No. Observations: 70692 AIC: 7.670e+04\n", "Df Residuals: 70674 BIC: 7.687e+04\n", "Df Model: 17 \n", "Covariance Type: nonrobust \n", "============================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "--------------------------------------------------------------------------------------------\n", "Intercept -0.6789 0.014 -47.704 0.000 -0.707 -0.651\n", "Edad 0.0253 0.001 40.616 0.000 0.024 0.027\n", "Sexo 0.0367 0.003 11.369 0.000 0.030 0.043\n", "ColesterolAlto 0.1083 0.003 31.830 0.000 0.102 0.115\n", "ControlColesterol 0.1593 0.010 15.639 0.000 0.139 0.179\n", "IMC 0.0118 0.000 49.470 0.000 0.011 0.012\n", "Fumador 0.0015 0.003 0.455 0.649 -0.005 0.008\n", "EnfermedadOAtaqueCorazon 0.0502 0.005 10.424 0.000 0.041 0.060\n", "ActividadFisica -0.0101 0.004 -2.741 0.006 -0.017 -0.003\n", "Frutas -0.0071 0.003 -2.103 0.036 -0.014 -0.000\n", "Verduras -0.0187 0.004 -4.688 0.000 -0.027 -0.011\n", "ExcesoConsumoAlcohol -0.1285 0.008 -16.439 0.000 -0.144 -0.113\n", "SaludGeneral 0.1106 0.002 58.583 0.000 0.107 0.114\n", "SaludMental -0.0006 0.000 -2.989 0.003 -0.001 -0.000\n", "SaludFisica -0.0016 0.000 -7.900 0.000 -0.002 -0.001\n", "DificultadCaminar 0.0372 0.004 8.270 0.000 0.028 0.046\n", "ACV 0.0286 0.007 4.216 0.000 0.015 0.042\n", "PresionAlta 0.1589 0.004 43.262 0.000 0.152 0.166\n", "==============================================================================\n", "Omnibus: 8262.535 Durbin-Watson: 0.606\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 2475.568\n", "Skew: -0.160 Prob(JB): 0.00\n", "Kurtosis: 2.141 Cond. No. 339.\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "# Generación de fórmula\n", "columnas = list(df.columns)\n", "columnas.remove(\"Diabetes\")\n", "formula = f\"Diabetes~{' + '.join(columnas)}\"\n", "\n", "# Generación del modelo a partir de la fórmula y datos\n", "modelo_lineal = sm.ols(formula = formula, data = df).fit()\n", "print(modelo_lineal.summary())" ] }, { "cell_type": "markdown", "metadata": { "id": "nwEFOtwWYieN" }, "source": [ "Como se puede observar, al utilizar todas las columnas del dataset, obtenemos un R al cuadrado de 0.307, indicando que el modelo explica un 30,7% de los cambios respecto a la columna Diabetes.\n", "\n", "Por otro lado, se observa que casi todas las columnas tienen un impacto sobre el modelo, excepto con la variable dependiente Fumador, donde se indica que hay un 64,9% de probabildiad de que la variable no tenga efecto sobre la variable dependiente." ] }, { "cell_type": "markdown", "metadata": { "id": "mRa5brceDOBb" }, "source": [ "## Insights" ] }, { "cell_type": "markdown", "metadata": { "cell_id": "eb6796b92e7f4d0e8abacdd9d45315c2", "deepnote_cell_type": "markdown", "id": "RCCO7BEk1ZbB" }, "source": [ "Con respecto a los datos ofrecidos, se pueden sacar las siguientes conclusiones en base a lo observado:\n", "\n", "* Las personas mayores a 60 años tienden a tener un mayor riesgo de sufrir diabetes.\n", "* El sexo de la persona posee algo de influencia entre si sufre o no diabetes.\n", "* Personas con un mayor BMI tienen más riesgo de sufrir diabetes.\n", "* Las personas que sienten tener un mejor estado de salud son más propensas a tener diabetes.\n", "* Aproximadamente 2/3 de las personas encuestadas con diabetes tienen colesterol alto.\n", "* Si bien la mayor cantidad de fumadores sufren diabetes, existe una cantidad pareja entre aquellas personas diabéticas que fuman y no fuman.\n", "* Entre las personas que tienen problemas en el corazón, la mayoría son diabéticas.\n", "* Gran parte de las personas diabéticas realizó actividad física en los últimos 30 días.\n", "* No parece haber gran correlación entre las personas diabéticas y el consumo de frutas y verduras.\n", "* Entre las personas con dificultades para caminar, que han sufrido un ACV, o que tengan presión de sangre alta, la mayor parte sufren diabetes.\n", "* Hay mucha correlación entre tener dificultades para caminar, la salud física de la persona, y la salud general." ] }, { "cell_type": "markdown", "metadata": { "id": "KiILEHMs7uQf" }, "source": [ "# Preparación del dataset" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2024-01-02T04:56:50.407720300Z", "start_time": "2024-01-02T04:56:50.291555600Z" }, "id": "3-C3b9a070FQ" }, "outputs": [], "source": [ "# Estandarización de datos\n", "cols_numericas = [\"Edad\", \"IMC\", \"SaludGeneral\", \"SaludFisica\", \"SaludMental\"]\n", "df[cols_numericas] = StandardScaler().fit_transform(df[cols_numericas])" ] }, { "cell_type": "markdown", "metadata": { "id": "w0yPVBN1QMaX" }, "source": [ "# Reducción de dimensionalidad" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2024-01-02T04:56:50.682894500Z", "start_time": "2024-01-02T04:56:50.327768700Z" }, "colab": { "base_uri": "https://localhost:8080/", "height": 541 }, "executionInfo": { "elapsed": 25, "status": "ok", "timestamp": 1687486537594, "user": { "displayName": "Franco Giordano", "userId": "11864357500095360887" }, "user_tz": 180 }, "id": "x3qpE175QNJ9", "outputId": "3bfbf547-b50b-4156-a567-3e2b58d0e808" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Números de componentes\n", "n = len(cols_numericas)\n", "\n", "# Entrenamiento modelo PCA con escalado de los datos\n", "pca = PCA(n_components=n)\n", "pca.fit(df[cols_numericas])\n", "\n", "# Obtención de las sumas cumulativas de los componentes principales\n", "variance_ratio = np.cumsum(pca.explained_variance_ratio_)\n", "\n", "# Gráfico\n", "fig, ax = plt.subplots(1, 1, figsize=(10, 6))\n", "ax.bar(range(1, n+1), variance_ratio, color=\"lightgreen\")\n", "ax.set(ylim=[0, 1.1], xlim=[n+0.5, 0.5], ylabel=\"Variance ratio\", xlabel=\"Cantidad de componentes principales\")\n", "for x in range(n):\n", " ax.text(x+1, variance_ratio[x], round(variance_ratio[x], 5), ha=\"center\")" ] }, { "cell_type": "markdown", "metadata": { "id": "LuWMgkV0V7cz" }, "source": [ "Se observa que no se puede reducir la cantidad de componentes principales sin bajar al 99% la calidad de la información." ] }, { "cell_type": "markdown", "metadata": { "cell_id": "98317b9b1b7c4a16b670706462d958fd", "deepnote_cell_type": "markdown", "id": "VD-O0kFZ8RUO" }, "source": [ "# Definición de test/train" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2024-01-02T04:56:50.837601800Z", "start_time": "2024-01-02T04:56:50.687504Z" }, "cell_id": "a75b5e50e5244f32af89c7d1a05668dc", "deepnote_cell_type": "code", "id": "iborHEv6tIOT" }, "outputs": [], "source": [ "# Separación train/test\n", "df_x = df.drop(columns=[\"Diabetes\"])\n", "df_y = df[\"Diabetes\"]\n", "X_train, X_test, y_train, y_test = train_test_split(df_x, df_y, random_state=0)" ] }, { "cell_type": "markdown", "metadata": { "cell_id": "e5ce4b9b03f849d3a814b80828ba5d13", "deepnote_cell_type": "markdown", "id": "ymBXxsorrUhO" }, "source": [ "# Algoritmos de clasificación" ] }, { "cell_type": "markdown", "metadata": { "cell_id": "6c34d1a623d141dea2ac68260df89cbb", "deepnote_cell_type": "markdown", "id": "ZaAQ3BY-nY1N" }, "source": [ "Se aplicarán los siguientes algoritmos:\n", "* Regresión logística\n", "* Árbol de decisión\n", "* XGBoost" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2024-01-02T04:56:50.840125100Z", "start_time": "2024-01-02T04:56:50.737097800Z" }, "cell_id": "8c6fc3ed07a44e35b265be99cff2b560", "deepnote_cell_type": "code", "id": "VD52oqE_nd16" }, "outputs": [], "source": [ "# Modelos a usar\n", "modelos = {\"Regresión Logística\": LogisticRegression(max_iter=10000, random_state=0, n_jobs=-1),\n", " \"Árbol de Decisión\": DecisionTreeClassifier(random_state=0, max_depth=10),\n", " \"XGBoost\": xgb.XGBClassifier(random_state=0)}" ] }, { "cell_type": "markdown", "metadata": { "cell_id": "adc30aa1891d4aa6810e9abf217a2ba8", "deepnote_cell_type": "markdown", "id": "YqdH0cC5nfUD" }, "source": [ "Emplearemos una función común que se aplicará para cada modelo:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2024-01-02T04:56:50.902984700Z", "start_time": "2024-01-02T04:56:50.751749900Z" }, "cell_id": "90a281b17b5943debbcfae10e0d2aabb", "deepnote_cell_type": "code", "id": "Dyb33fQVmL1g" }, "outputs": [], "source": [ "# Función que devuelve una figura con la predicción en base a un algoritmo y un conjunto de datos\n", "def obtener_prediccion(nombre_modelo, modelo, X_train, X_test, y_train, y_test):\n", "\n", " # Ajuste del modelo\n", " modelo.fit(X_train, y_train)\n", "\n", " # Predicción\n", " predicciones = modelo.predict(X_test)\n", "\n", " # Gráfico de matriz de confusión\n", " fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(12,6))\n", " fig.suptitle(nombre_modelo, fontweight=\"bold\")\n", " ConfusionMatrixDisplay(confusion_matrix(y_test, predicciones)).plot(ax=ax[0])\n", "\n", " # Medida de precisión\n", " kfold = StratifiedKFold(n_splits=5)\n", " cross_v = cross_validate(estimator=modelo, X=X_train, y=y_train, scoring=\"accuracy\", cv=kfold, return_train_score=True)\n", " medidas = {\"Test score\": cross_v[\"test_score\"].mean(),\n", " \"Train score\": cross_v[\"train_score\"].mean()}\n", "\n", " # Impresión de medidas\n", " ax[1].bar(medidas.keys(),\n", " medidas.values(),\n", " color=[\"lightgreen\", \"pink\"])\n", " ax[1].set(ylim=[0, 1.1])\n", " for i, medida in enumerate(medidas):\n", " ax[1].text(i, medidas[medida], round(medidas[medida], 5), ha=\"center\")\n", "\n", " return fig" ] }, { "cell_type": "markdown", "metadata": { "cell_id": "3398d7c8843940caa5098ad983998cbe", "deepnote_cell_type": "markdown", "id": "ulUB-_HynlK1" }, "source": [ "Aplicación y visualización de cada modelo:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for modelo in modelos:\n", " plt.show(obtener_prediccion(modelo, modelos[modelo], X_train, X_test, y_train, y_test))" ] }, { "cell_type": "markdown", "metadata": { "cell_id": "1a9be47a2ed0440dbf38a6c870189c40", "deepnote_cell_type": "markdown", "id": "xpw_DZWOVey8" }, "source": [ "# Conclusión" ] }, { "cell_type": "markdown", "metadata": { "cell_id": "bfb8fef842124585a62303e1b5da6e10", "deepnote_cell_type": "markdown", "id": "KluYOtYYVgWU" }, "source": [ "Por medio de los datos y algoritmos utilizados se ha logrado una precisión de aproximadamente el 75% a la hora de predecir si una persona tiene diabetes o no.\n", "Si bien el nivel de precisión no es excelente, este modelo puede resultar útil para cuando se necesite un método complementario para analizar si una persona tiene diabetes, en el caso de que no se disponga del personal o herramientas de salud necesarias para un análisis formal.\n", "\n", "Queda claro por medio de este análisis que el proyecto aún necesita pasar por refinamientos para brindar una mejor resolución al problema, por lo que dar una conclusión final en estos momentos sería innecesario.\n", "\n", "En futuras iteraciones de este proyecto, se buscará aplicar otras técnicas que permitan mejorar el nivel de precisión, entre ellas:\n", "* Analizar outliers\n", "* Aplicación de feature selection y feature importance\n", "* Implementar GridSearchCV para mejorar los parámetros de los modelos de ML\n", "* Analizar simetría de distribución de datos." ] } ], "metadata": { "colab": { "provenance": [] }, "deepnote": {}, "deepnote_execution_queue": [], "deepnote_notebook_id": "492c67a3cc2b495883d35c4597dbf79a", "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", 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\n", 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\n", "text/plain": "
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\n", 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