diff --git a/011_mysql/proyecto_mysql.md b/011_mysql/proyecto_mysql.md index c6cb2ce..f6d96ed 100644 --- a/011_mysql/proyecto_mysql.md +++ b/011_mysql/proyecto_mysql.md @@ -54,10 +54,10 @@ erDiagram PRECIO float CANTIDAD bigint } - Vendedor ||--|{ Ventas : realiza - Clientes ||--|{ Ventas : involucra - Productos ||--|{ Items_Vendidos : contiene - Ventas ||--|{ Items_Vendidos : posee + Vendedor ||--|{ Factura : realiza + Cliente ||--|{ Factura : involucra + Producto ||--|{ Items : contiene + Factura ||--|{ Items : posee ``` ```sql diff --git a/012_oci/README.md b/012_oci/README.md index de6f251..5fb36ba 100644 --- a/012_oci/README.md +++ b/012_oci/README.md @@ -590,3 +590,7 @@ Se crea una identica a la anterior (free tier) - Video [Load Balancer](https://www.youtube.com/watch?v=tY2UuVbDElc) - Docs [OCI](https://docs.oracle.com/es-ww/iaas/Content/home.htm) + +---- + +## [OCI 2da Parte](./oci2.md) diff --git a/012_oci/imgs/doguito_front.png b/012_oci/imgs/doguito_front.png new file mode 100644 index 0000000..6f3c29e Binary files /dev/null and b/012_oci/imgs/doguito_front.png differ diff --git a/012_oci/oci2.md b/012_oci/oci2.md new file mode 100644 index 0000000..6fe273b --- /dev/null +++ b/012_oci/oci2.md @@ -0,0 +1,125 @@ +# OCI 2da Parte + +## Bases de datos + +- Video OCI [Database](https://youtu.be/F4-sxIsnbKI) - +[Docs](https://docs.oracle.com/es-ww/iaas/Content/home.htm) + +- [MongoDB](https://docs.oracle.com/en/cloud/paas/autonomous-database/adbsa/mongo-using-oracle-database-api-mongodb.html) + +Para la app de ejemplo +[doguito](https://github.com/alura-es-cursos/1911-OCI2-doguito-app) +se crea una base de data autonoma basada en JSON + +### Paquetes necesarios de Oracle Linux 8 + +no están disponibles para Oracle Linux 9 + +```sh +sudo yum install oracle-instantclient-release-el8 oracle-instantclient-basic +sudo yum install @nodejs:18 git +``` + +```sh +sudo mkdir alura_app +cd $_ + +git clone https://github.com/alura-es-cursos/1911-OCI2-doguito-app + +npm install +npm audit fix --force +npm start + +sudo firewall-cmd --permanent --add-port=3000/tcp +sudo firewall-cmd --reload +``` + +### Servicio systemd + +en `/lib/systemd/system/doguito-api.service` + +```sh +[Unit] +Description=Doguito API Service +After=network.target + +[Service] +Environment="DB_USER=" +Environment="DB_PASSWORD=" +Environment="CONNECT_STRING=" +Type=simple +User=opc +ExecStart=/usr/bin/node /home/opc/alura_app/bin/www +Restart=on-failure + +[Install] +WantedBy=multi-user.target +``` + +```sh +sudo systemctl deamon-reload +sudo systemctl enable doguito-api.service +sudo systemctl start doguito-api.service +sudo systemctl status doguito-api.service +``` + +# Almacenamiento + +- Persistencia +- Tipo de datos +- Tipo de performance +- Capacidad de almacenamiento +- Operaciones I/O por segundo +- Velocidad de transferencia +- Durabilidad +- Forma de conexión +- Protocolo + +### Almacenamiento de bloques + +- Disco virtual + +### Almacenamiento de archivos + +- NFS + +### Almacenamiento de objetos + +- Bucket: llave-valor + +Object Storage [Docs](https://docs.oracle.com/es-ww/iaas/Content/home.htm) - +[Video](https://www.youtube.com/watch?v=IePCpBGza0k) + +## Niveles de almacenamiento + +- Estandar 🔥️ +- Acceso Infrecuente ❄️ +- Archivo 🥶️ + +# IaC + +Infrastructure as code + +- Arquitectura Monolítica, convencional. Limita el uso de tecnologías según +el proyecto +- Arquitectura de microservicios, permite utilizar multiples tecnologias, pero +vuelve mas compleja la mantención + +IaC establece una "receta" para levantar la infraestructura + +- Api Gateway + +## Developer Services + +1. Creación de Pila +2. Creación de Plan +3. Aplicar + +Luego de aplicar el plan, se crea la infraestructura, posterior a ello corren +las instrucciones especificadas en `cloud-init.yaml` bajo el `runcmd`. Esto +puede demorar aproxmadamente 10 minutos (para la app de prueba) + +- Resource Manager [video](https://www.youtube.com/watch?v=btnRgK36LnE) - +[docs](https://docs.oracle.com/es-ww/iaas/Content/home.htm) + +- Alura blog [Terraform](https://www.aluracursos.com/blog/conociendo-terraform) diff --git a/013_python_data_science/README.md b/013_python_data_science/README.md new file mode 100644 index 0000000..2cd7879 --- /dev/null +++ b/013_python_data_science/README.md @@ -0,0 +1,40 @@ +# Python para Data Science + +[Formación](https://app.aluracursos.com/formacion-data-science-oci-oracle-one) + +- Introducción + - [Video 1](https://www.youtube.com/watch?v=-QL8wcrc5mc) + - [Video 2](https://www.youtube.com/watch?v=JMKZMa0tMhQ) +- [Curso](https://app.aluracursos.com/course/python-data-science-introduccion) +Introducción [Python](./python_intro.md) +- [Curso](https://app.aluracursos.com/course/python-data-science-funciones-librerias-pandas-basico) +[Pandas](./pandas_intro.md) +- Video [DataScience](https://www.youtube.com/watch?v=7_UXo-aqAeM) +- Artículo +[Clasif. de texto](https://www.aluracursos.com/blog/clasificando-texto-con-python) +- Artículo +[Comparación objetos](https://www.aluracursos.com/blog/como-comparar-objetos-en-python) +- Artículo +[Buscando Tweets](https://www.aluracursos.com/blog/buscando-tweets-con-python) +- [Curso](https://app.aluracursos.com/course/python-pandas-tratamiento-analisis-datos) +Pandas: +[Tratamiento y análisis](https://app.aluracursos.com/course/python-pandas-tratamiento-analisis-datos) +de datos +- Artículo, manipulando +[datos gigantes con Pandas](https://www.aluracursos.com/blog/manipulando-datos-gigantes-con-pandas) +- Artículo, eliminar filas y columnas con +[Pandas en Python](https://www.aluracursos.com/blog/como-eliminar-filas-y-columnas-en-pandas) +- [Curso](https://app.aluracursos.com/course/data-visualization-seaborn) +[Seaborn](./seaborn.md) +- Video Primeros Pasos [DataScience](https://www.youtube.com/watch?v=lEfMXSX4mz4&t=1603s) +- Machine Learning +[SKLearn](https://app.aluracursos.com/course/machine-learning-clasificacion-sklearn) +- Artículo, primeos pasos +[IA](https://www.aluracursos.com/blog/primeros-pasos-en-inteligencia-artificial-ia) +- [Curso](https://app.aluracursos.com/course/machine-learning-optimizacion-modelos-hiperparametros) +Oracle ADS, análisis de datos en la +[nube](./oads.md) +- [Curso](https://app.aluracursos.com/course/oracle-ads-productividad-creacion-modelos) +Machine Learning [con Oracle ADS](./oads_ml.md) +- [Curso](https://app.aluracursos.com/course/oracle-analytics-visualizando-datos) +Oracle [Analytics](./analytics.md) diff --git a/013_python_data_science/files/Python_para_Data_Science_Pandas.ipynb b/013_python_data_science/files/Python_para_Data_Science_Pandas.ipynb new file mode 100644 index 0000000..851502c --- /dev/null +++ b/013_python_data_science/files/Python_para_Data_Science_Pandas.ipynb @@ -0,0 +1,10621 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "W4bTJkJED0-t" + }, + "source": [ + "# PYTHON PARA DATA SCIENCE - PANDAS\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "GOEcCc62D0-x" + }, + "source": [ + "# 1. INTRODUCCIÓN A PYTHON\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "oGvoOJ-XD0-y" + }, + "source": [ + "# 1.1 Introducción" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "fam3BM0aD0-z" + }, + "source": [ + "> Python es un lenguaje de programación de alto nivel con soporte a múltiples paradigmas de programación. Es un proyecto *open source* y desde su aparición en 1991, viene convirtiéndose en uno de los lenguajes de programación interpretados más populares. \n", + ">\n", + "> En los últimos años Python ha desarrollado una comunidad activa de procesamiento científico y análisis de datos y viene destacándose como uno de los lenguajes más relevantes cuando el asunto es ciencia de datos y machine learning, tanto en el entorno académico como también en el entorno laboral." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "6kH5DY-vD0-1" + }, + "source": [ + "# 1.2 Instalación y entorno de trabajo" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "BTpm79I2D0-2" + }, + "source": [ + "### Instalación Local\n", + "\n", + "### https://www.python.org/downloads/\n", + "### o\n", + "### https://www.anaconda.com/distribution/" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "AuPS_XwRD0-3" + }, + "source": [ + "### Google Colaboratory\n", + "\n", + "### https://colab.research.google.com" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "4rUYsPrXD0-4" + }, + "source": [ + "### Verificando versión" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "PgTCVRB2D0-5" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Python 3.7.1\n" + ] + } + ], + "source": [ + "!python -V" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "lTtI6so4D0-9" + }, + "source": [ + "# 1.3 Trabajando con datos" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "E_n4FUUWD0-9" + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "pd.set_option('display.max_rows', 10)\n", + "pd.set_option('display.max_columns', 1000)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "Kq-JdRHFD0-_" + }, + "outputs": [], + "source": [ + "dataset = pd.read_csv('db.csv', sep=';')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "mOV1rCA6D0_A", + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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NombreMotorAñoKilometrajeCero_kmAccesoriosValor
0Jetta VariantMotor 4.0 Turbo200344410.0False['Llantas de aleación', 'Cerraduras electricas...88078.64
1PassatMotor Diesel19915712.0False['Central multimedia', 'Techo panorámico', 'Fr...106161.94
2CrossfoxMotor Diesel V8199037123.0False['Piloto automático', 'Control de estabilidad'...72832.16
3DS5Motor 2.4 Turbo2019NaNTrue['Cerraduras electricas', '4 X 4', 'Ventanas e...124549.07
4Aston Martin DB4Motor 2.4 Turbo200625757.0False['Llantas de aleación', '4 X 4', 'Central mult...92612.10
5Palio WeekendMotor 1.8 16v201210728.0False['Sensor de estacionamiento', 'Techo panorámic...97497.73
6A5Motor 4.0 Turbo2019NaNTrue['Transmisión automática', 'Cámara de estacion...56445.20
7Série 3 CabrioMotor 1.0 8v200977599.0False['Control de estabilidad', 'Sensor crepuscular...112310.44
8Dodge JorneyMotor 3.0 32v201099197.0False['Ventanas eléctricas', 'Piloto automático', '...120716.27
9CarensMotor 5.0 V8 Bi-Turbo201137978.0False['Aire condicionado', 'Panel digital', 'Centra...76566.49
10Ford EdgeMotor Diesel V6200212859.0False['Sensor crepuscular', 'Llantas de aleación', ...71647.59
11CourierMotor Diesel V820078052.0False['Central multimedia', '4 X 4', 'Piloto automá...73919.53
12S-18Motor V6200189773.0False['Asientos de cuero', 'Sensor de lluvia', 'Lla...112732.99
13J5Motor V62019NaNTrue['Sensor crepuscular', 'Panel digital', 'Llant...53183.38
14F-Type CoupéMotor 5.0 V8 Bi-Turbo200941457.0False['Piloto automático', 'Sensor crepuscular', 'S...127488.42
15RAMMotor Diesel V82016115607.0False['Sensor crepuscular', 'Transmisión automática...59910.40
16Série 1Motor 3.0 32v201246449.0False['Techo panorámico', 'Cámara de estacionamient...61118.59
17A3Motor 1.0 8v2019NaNTrue['4 X 4', 'Piloto automático', 'Central multim...88552.39
18XC90Motor 1.0 8v201637086.0False['Cerraduras electricas', 'Ventanas eléctricas...62696.69
19RS 3 SportbackMotor 3.0 32v201715173.0False['4 X 4', 'Piloto automático', 'Central multim...101726.30
20Pajero SportMotor 1.0 8v2002101193.0False['Sensor de estacionamiento', 'Piloto automáti...106147.38
21Série 1 MMotor V82019NaNTrue['Control de estabilidad', 'Central multimedia...94564.40
22Lamborghini ObviousMotor Diesel V6199498079.0False['Llantas de aleación', 'Transmisión automátic...133529.84
23Effa Hafei Picape BaúMotor Diesel1991102959.0False['Control de estabilidad', 'Panel digital', 'V...125684.65
24Lamborghini MurciélagoMotor 5.0 V8 Bi-Turbo2019NaNTrue['Frenos ABS', 'Transmisión automática', 'Aire...121596.21
25Up!Motor Diesel V62019NaNTrue['Sensor de estacionamiento', 'Ventanas eléctr...71367.10
26Fiesta Rocam SedanMotor 4.0 Turbo20165795.0False['Aire condicionado', 'Asientos de cuero', 'Tr...95347.75
27Sandero StepwayMotor 3.0 32v2019NaNTrue['Frenos ABS', 'Aire condicionado', 'Techo pan...105432.84
28Cayman SMotor 3.0 32v200258848.0False['Transmisión automática', 'Sensor de estacion...57045.27
29V40Motor 4.0 Turbo199194381.0False['Cámara de estacionamiento', 'Sensor de estac...120432.70
30Classe SLS AMGMotor 1.0 8v199730163.0False['Sensor de estacionamiento', 'Control de esta...70707.20
31Gol G4Motor 2.0 16v199553332.0False['Sensor crepuscular', '4 X 4', 'Ventanas eléc...69105.18
32LineaMotor 1.0 8v201817720.0False['Piloto automático', 'Panel digital', 'Ventan...59358.69
33Ford F100Motor 2.0 16v199133808.0False['Control de tracción', 'Sensor crepuscular', ...65955.40
34J2Motor V8201490684.0False['Techo panorámico', 'Sensor de estacionamient...60017.03
35Aston Martin DBSMotor V8199543975.0False['Techo panorámico', 'Piloto automático', 'Air...118909.52
36Pajero TR4Motor 2.4 Turbo2019NaNTrue['Control de tracción', 'Asientos de cuero', '...51606.59
37Polo SedanMotor V62019NaNTrue['Sensor de lluvia', 'Sensor crepuscular', 'Ai...123281.87
38CaliforniaMotor 1.0 8v20095526.0False['Llantas de aleación', 'Aire condicionado', '...69770.18
39S60Motor 2.4 Turbo2019NaNTrue['Techo panorámico', 'Frenos ABS', '4 X 4', 'A...102609.54
40TucsonMotor 2.0 16v201393415.0False['Ventanas eléctricas', 'Sensor crepuscular', ...67997.19
41HB20Motor V6200340762.0False['Sensor de lluvia', 'Cerraduras electricas', ...135235.29
42OptimaMotor 1.8 16v2019NaNTrue['Central multimedia', 'Aire condicionado', 'T...86641.34
43LoganMotor 4.0 Turbo200286302.0False['Cámara de estacionamiento', 'Ventanas eléctr...136818.39
44Range Rover VogueMotor 1.0 8v2019NaNTrue['4 X 4', 'Ventanas eléctricas', 'Llantas de a...117626.73
45SonataMotor 5.0 V8 Bi-Turbo20029755.0False['Piloto automático', 'Aire condicionado', 'Ve...56208.70
46Ford New Fiesta SedanMotor 3.0 32v200469945.0False['Techo panorámico', 'Panel digital', 'Aire co...84222.65
47Série 5 Gran TurismoMotor 4.0 Turbo20012395.0False['Control de tracción', 'Piloto automático', '...90781.65
48CR-VMotor Diesel V82019NaNTrue['Transmisión automática', 'Central multimedia...64701.10
49Ford EcoSportMotor 1.0 8v200380349.0False['Ventanas eléctricas', 'Piloto automático', '...126350.49
50VersaMotor 3.0 32v200985554.0False['Asientos de cuero', 'Aire condicionado', 'Ll...148152.89
51Classe EMotor 1.0 8v200650496.0False['Frenos ABS', 'Sensor de estacionamiento', 'C...132298.83
52CarnivalMotor V8200067716.0False['Cerraduras electricas', 'Transmisión automát...137627.63
53Aston Martin V8 Vantage RoadsterMotor 2.4 Turbo200693947.0False['Transmisión automática', 'Cámara de estacion...80422.71
54HoggarMotor 5.0 V8 Bi-Turbo201035345.0False['Control de estabilidad', 'Asientos de cuero'...56373.99
55A1Motor 5.0 V8 Bi-Turbo199481007.0False['Panel digital', 'Transmisión automática', 'C...70846.03
56Aston Martin DB7 VantageMotor V62007119513.0False['Sensor crepuscular', 'Piloto automático', 'T...128694.23
57CLAMotor 1.0 8v2019NaNTrue['Central multimedia', 'Sensor de lluvia', 'Co...133329.19
58AccordMotor V82019NaNTrue['Sensor de estacionamiento', 'Aire condiciona...131961.43
59EXTRA 103EXMotor 2.0 16v2019NaNTrue['Sensor de estacionamiento', 'Central multime...112033.27
60SorentoMotor Diesel2019NaNTrue['Sensor de lluvia', 'Cámara de estacionamient...81399.35
61TiggoMotor 3.0 32v2019NaNTrue['Cámara de estacionamiento', 'Frenos ABS', 'P...97163.10
62New Fiesta HatchMotor Diesel2017118895.0False['Sensor de estacionamiento', 'Cerraduras elec...66007.16
63Jeep RenegadeMotor 5.0 V8 Bi-Turbo201148509.0False['Ventanas eléctricas', 'Techo panorámico', 'A...128776.22
64Lamborghini AnkonianMotor 2.0 16v2001100912.0False['Asientos de cuero', 'Cámara de estacionamien...142623.02
65Space CrossMotor 5.0 V8 Bi-Turbo199695649.0False['Techo panorámico', 'Ventanas eléctricas', 'S...136930.13
66TouaregMotor V82019NaNTrue['Control de estabilidad', 'Piloto automático'...66526.61
67Classe MMotor 1.0 8v199490495.0False['Central multimedia', 'Asientos de cuero', 'L...114154.87
68Lancer Evolution XMotor Diesel V62019NaNTrue['Ventanas eléctricas', 'Transmisión automátic...142392.75
69Kangoo ExpressMotor Diesel200729132.0False['Asientos de cuero', 'Transmisión automática'...146716.91
70SW4Motor Diesel V6199423802.0False['Sensor de lluvia', 'Asientos de cuero', 'Con...122485.68
71Cadillac ELRMotor 1.0 8v200784992.0False['Sensor crepuscular', 'Cerraduras electricas'...97951.03
72DoblòMotor 1.8 16v199754395.0False['Cámara de estacionamiento', 'Techo panorámic...78283.49
73Lamborghini EgoistaMotor 3.0 32v200626731.0False['Llantas de aleación', 'Control de tracción',...83434.04
74FitMotor Diesel201344329.0False['Frenos ABS', 'Cámara de estacionamiento', 'T...77836.23
75C5Motor 2.0 16v1994118236.0False['Panel digital', 'Techo panorámico', 'Piloto ...60813.92
76Celer HatchMotor V82008113808.0False['Control de estabilidad', 'Transmisión automá...91353.86
77HB20SMotor V82008610.0False['Techo panorámico', 'Llantas de aleación', 'C...116281.21
78Cielo HatchMotor Diesel2019NaNTrue['Panel digital', 'Central multimedia', 'Cámar...145197.70
79LivinaMotor 2.0 16v2019NaNTrue['Sensor crepuscular', 'Cámara de estacionamie...50742.10
80DucatoMotor 5.0 V8 Bi-Turbo199912887.0False['Sensor de lluvia', 'Panel digital', 'Sensor ...73033.53
81MarchMotor V6200779607.0False['Asientos de cuero', 'Piloto automático', 'Se...54332.87
82Cadillac XTS sedanMotor Diesel V6199390924.0False['Aire condicionado', 'Transmisión automática'...52207.45
83Lamborghini CentenarioMotor V6199542733.0False['Central multimedia', 'Ventanas eléctricas', ...63578.50
84HiluxMotor 5.0 V8 Bi-Turbo2019NaNTrue['4 X 4', 'Piloto automático', 'Techo panorámi...64507.72
85Grand SienaMotor Diesel V82019NaNTrue['Asientos de cuero', 'Panel digital', 'Sensor...115075.59
86SymbolMotor Diesel2016117714.0False['4 X 4', 'Piloto automático', 'Sensor crepusc...133030.60
87Aston Martin V12 GT ZagatoMotor 4.0 Turbo2011113885.0False['Central multimedia', 'Piloto automático', 'S...141591.86
88FusionMotor 1.8 16v2019NaNTrue['Control de tracción', 'Transmisión automátic...100380.28
89A4 SedanMotor Diesel200230511.0False['Cámara de estacionamiento', '4 X 4', 'Cerrad...96369.04
90Xsara PicassoMotor 2.0 16v201374867.0False['Sensor de lluvia', 'Techo panorámico', 'Cent...142603.84
91207 SWMotor 3.0 32v2017119760.0False['Control de estabilidad', 'Cerraduras electri...117709.67
92StarMotor V620168356.0False['Cámara de estacionamiento', '4 X 4', 'Centra...102241.54
93Doblò CargoMotor 3.0 32v200864247.0False['Frenos ABS', 'Techo panorámico', 'Ventanas e...96065.38
94Cadillac CTSMotor 1.8 16v201888661.0False['Cerraduras electricas', 'Sensor de lluvia', ...53894.61
95CayenneMotor 1.0 8v20034539.0False['Control de tracción', 'Piloto automático', '...123911.78
96FoxMotor 4.0 Turbo2003110116.0False['Piloto automático', 'Transmisión automática'...101996.35
97Tiida HatchMotor Diesel V6200433215.0False['Techo panorámico', 'Cerraduras electricas', ...83431.66
98Dodge ChargerMotor 2.4 Turbo201092001.0False['Ventanas eléctricas', 'Sensor crepuscular', ...122975.63
99FaceMotor V82019NaNTrue['Control de estabilidad', 'Ventanas eléctrica...93227.73
100PriusMotor 3.0 32v200681708.0False['Llantas de aleación', 'Asientos de cuero', '...58762.65
101IdeaMotor V6200170641.0False['Central multimedia', 'Piloto automático', 'C...139549.67
102A8Motor 2.0 16v2019NaNTrue['Panel digital', 'Techo panorámico', 'Piloto ...122016.42
103Série 1 CabrioMotor 3.0 32v201591277.0False['Ventanas eléctricas', 'Cerraduras electricas...72731.98
104EdgeMotor V6201826544.0False['Frenos ABS', 'Control de tracción', 'Sensor ...88416.54
105Cadillac ATS sedanMotor 1.8 16v201752596.0False['Panel digital', 'Ventanas eléctricas', 'Tech...73873.42
106Lamborghini Asterion LPI 910-4Motor 5.0 V8 Bi-Turbo199247503.0False['Aire condicionado', 'Panel digital', 'Contro...70709.34
107FrontierMotor V8200189056.0False['Transmisión automática', 'Llantas de aleació...115306.50
108Série 3 SedãMotor 3.0 32v199328834.0False['Control de tracción', 'Control de estabilida...55924.63
109Lamborghini LM002Motor 1.8 16v1995110564.0False['Asientos de cuero', 'Frenos ABS', 'Central m...85052.26
110Cadillac XLRMotor Diesel V8200356638.0False['Sensor crepuscular', 'Techo panorámico', 'Se...56646.34
111A4 AvantMotor Diesel201417357.0False['Techo panorámico', '4 X 4', 'Asientos de cue...138946.88
112EcoSportMotor 4.0 Turbo200874015.0False['Piloto automático', 'Sensor de estacionamien...108256.72
113J3Motor 1.8 16v201315196.0False['Control de estabilidad', '4 X 4', 'Cámara de...58979.30
114Q3Motor 3.0 32v2019NaNTrue['Control de estabilidad', 'Asientos de cuero'...114727.68
115Aston Martin V8 VantageMotor V8201710821.0False['Techo panorámico', 'Control de tracción', 'P...139661.48
116Z4 RoadsterMotor 3.0 32v2019NaNTrue['Central multimedia', 'Transmisión automática...80382.24
117Lamborghini FerruccioMotor 3.0 32v2019NaNTrue['Ventanas eléctricas', 'Piloto automático', '...149157.17
118Ford Ka+Motor 1.8 16v20069595.0False['Sensor crepuscular', 'Piloto automático', 'C...87830.41
119Silver ShadowMotor Diesel201599052.0False['4 X 4', 'Central multimedia', 'Aire condicio...143568.22
120Classe C 63 AMG TouringMotor Diesel V8200752389.0False['Central multimedia', 'Piloto automático', 'F...138171.85
121Discovery 4Motor 4.0 Turbo2005119945.0False['Frenos ABS', 'Llantas de aleación', 'Sensor ...115784.95
122VelosterMotor Diesel V8201796005.0False['Aire condicionado', 'Central multimedia', 'A...146508.99
123Classe CMotor Diesel V6199831639.0False['Frenos ABS', 'Sensor de lluvia', 'Central mu...137670.23
124CamryMotor Diesel2019NaNTrue['Cerraduras electricas', 'Llantas de aleación...138597.27
125C5 TourerMotor Diesel V6199980187.0False['Llantas de aleación', 'Sensor de lluvia', 'P...147627.81
126R8 GTMotor 4.0 Turbo2019NaNTrue['Llantas de aleación', 'Transmisión automátic...62999.02
127BongoMotor Diesel V8200958212.0False['Ventanas eléctricas', 'Techo panorámico', 'P...91242.44
128ASXMotor Diesel V8200361672.0False['Aire condicionado', 'Sensor crepuscular', 'L...149489.92
129Cadillac SRXMotor 5.0 V8 Bi-Turbo199432017.0False['Panel digital', 'Piloto automático', 'Contro...63529.95
130Classe CLMotor V82019NaNTrue['Central multimedia', 'Transmisión automática...58525.41
131500 AbarthMotor V6199456944.0False['4 X 4', 'Techo panorámico', 'Control de trac...90345.05
132Aston Martin CygnetMotor 5.0 V8 Bi-Turbo2019NaNTrue['Panel digital', 'Aire condicionado', 'Sensor...147770.87
133Cadillac STSMotor 4.0 Turbo201586519.0False['Panel digital', 'Asientos de cuero', 'Sensor...106617.71
134Aston Martin DB9Motor 1.8 16v19964821.0False['Aire condicionado', 'Ventanas eléctricas', '...104929.88
135NX 200tMotor 2.4 Turbo1997101025.0False['Control de estabilidad', 'Panel digital', 'A...100712.45
136Aston Martin One-77Motor V6199330705.0False['Sensor de estacionamiento', 'Llantas de alea...141982.93
137Lamborghini VenenoMotor 3.0 32v2019NaNTrue['4 X 4', 'Sensor de estacionamiento', 'Transm...104038.79
138SentraMotor 2.0 16v199232555.0False['Piloto automático', 'Sensor crepuscular', 'C...88501.54
139JumperMotor 2.4 Turbo1995103389.0False['Aire condicionado', 'Llantas de aleación', '...79782.02
140i30Motor 1.8 16v2019NaNTrue['Transmisión automática', 'Control de estabil...86224.10
141X6Motor Diesel V6199055289.0False['Cámara de estacionamiento', 'Cerraduras elec...103596.18
142VoyageMotor 5.0 V8 Bi-Turbo2019NaNTrue['Aire condicionado', 'Sensor de estacionamien...148996.47
143Phantom I Phantom IIMotor 1.8 16v2019NaNTrue['Piloto automático', 'Frenos ABS', 'Panel dig...60948.01
144Passat VariantMotor 1.0 8v1991115930.0False['Frenos ABS', 'Llantas de aleación', 'Piloto ...69535.44
145ClioMotor Diesel199066437.0False['4 X 4', 'Transmisión automática', 'Frenos AB...111130.33
146Classe GMotor Diesel V6201296800.0False['Control de estabilidad', 'Central multimedia...65847.69
147Silver GhostMotor 1.8 16v200714237.0False['Cerraduras electricas', 'Panel digital', 'Cá...78096.06
148Série 3 M3 CoupéMotor Diesel201319896.0False['Asientos de cuero', 'Sensor de lluvia', 'Air...69219.89
149Gallardo LP 560 – 4Motor Diesel2000113045.0False['Frenos ABS', 'Techo panorámico', 'Central mu...144118.91
150Freelander 2Motor Diesel V62002114942.0False['4 X 4', 'Cámara de estacionamiento', 'Sensor...77397.05
151Grand CherokeeMotor 5.0 V8 Bi-Turbo19963173.0False['Transmisión automática', 'Cerraduras electri...68974.25
152Aston Martin DBR9Motor 4.0 Turbo199683611.0False['Control de estabilidad', 'Sensor de estacion...125231.30
153SoulMotor 5.0 V8 Bi-Turbo201525356.0False['Sensor crepuscular', 'Piloto automático', 'S...85501.12
154Cadillac BLSMotor V8199388634.0False['Techo panorámico', 'Control de estabilidad',...137116.21
155RX 350Motor V620132314.0False['Piloto automático', 'Sensor crepuscular', 'A...138823.81
156CaymanMotor 3.0 32v20132627.0False['Central multimedia', 'Panel digital', 'Senso...117961.95
157Chana UtilityMotor Diesel200952034.0False['Aire condicionado', 'Sensor de estacionamien...132662.32
158308 CCMotor 4.0 Turbo2019NaNTrue['Cámara de estacionamiento', 'Asientos de cue...146405.79
159L200 TritonMotor Diesel V82019NaNTrue['Ventanas eléctricas', 'Aire condicionado', '...81999.21
160JettaMotor 5.0 V8 Bi-Turbo200279577.0False['Central multimedia', 'Ventanas eléctricas', ...140934.60
161C4 LoungeMotor V81997108201.0False['Central multimedia', 'Control de tracción', ...82366.81
162C4 PallasMotor 1.0 8v199876453.0False['4 X 4', 'Frenos ABS', 'Sensor de lluvia', 'L...70424.11
163EquusMotor 3.0 32v200457683.0False['Cerraduras electricas', 'Llantas de aleación...53620.31
164Classe GLMotor 3.0 32v199696610.0False['Frenos ABS', 'Cámara de estacionamiento', 'C...73389.18
165Range Rover EvoqueMotor 2.0 16v2015109001.0False['Llantas de aleación', 'Techo panorámico', 'S...111618.12
166CherokeeMotor 4.0 Turbo201626212.0False['Panel digital', 'Cerraduras electricas', 'Ll...112187.37
167PuntoMotor 4.0 Turbo200545971.0False['Central multimedia', 'Transmisión automática...120812.57
168Grand TourMotor 3.0 32v199949182.0False['Llantas de aleación', 'Cerraduras electricas...116031.04
169FluenceMotor Diesel V6199549907.0False['Sensor crepuscular', 'Techo panorámico', 'Tr...125398.11
170Effa Hafei Picape Cabine SimplesMotor 1.0 8v199338620.0False['Piloto automático', 'Aire condicionado', 'Ce...76101.47
171DurangoMotor 2.0 16v200460996.0False['Asientos de cuero', 'Panel digital', 'Transm...75263.24
172BoxsterMotor Diesel V8201373914.0False['Techo panorámico', 'Sensor crepuscular', 'As...147387.76
173TT RoadsterMotor Diesel1998107392.0False['Aire condicionado', 'Sensor de estacionamien...85311.40
174Lamborghini JalpaMotor 1.8 16v20189146.0False['Piloto automático', 'Frenos ABS', 'Sensor de...54388.11
175Classe SLKMotor 4.0 Turbo2019NaNTrue['4 X 4', 'Sensor de estacionamiento', 'Contro...124156.65
176GolfMotor 1.0 8v201817924.0False['Llantas de aleación', 'Control de tracción',...146203.34
177C3 PicassoMotor 3.0 32v2019NaNTrue['Techo panorámico', 'Sensor crepuscular', 'Se...56453.94
178V50Motor 2.0 16v1990116949.0False['Techo panorámico', 'Cámara de estacionamient...68873.79
179PicantoMotor 4.0 Turbo200920476.0False['Panel digital', 'Control de estabilidad', 'F...91667.61
180CadenzaMotor Diesel V6199052804.0False['Sensor crepuscular', 'Control de estabilidad...93776.52
181Etios SedãMotor 5.0 V8 Bi-Turbo20068849.0False['Aire condicionado', 'Ventanas eléctricas', '...66433.82
182AlsvinMotor Diesel V8200291724.0False['Central multimedia', 'Control de estabilidad...109059.27
183Cadillac ATSMotor Diesel V6199132056.0False['Piloto automático', 'Llantas de aleación', '...122069.97
184Série 3 M3 SedãMotor Diesel V6199274886.0False['Panel digital', 'Frenos ABS', 'Aire condicio...113090.32
185Classe SMotor 3.0 32v2019NaNTrue['Control de tracción', 'Techo panorámico', 'T...89401.10
186T6Motor 3.0 32v2019NaNTrue['Sensor de lluvia', 'Cámara de estacionamient...56842.79
187Aston Martin DB7Motor Diesel V8200552189.0False['Cerraduras electricas', 'Panel digital', 'Se...146676.71
188207 SedanMotor 4.0 Turbo201083559.0False['Control de tracción', 'Central multimedia', ...89511.96
189Aston Martin VirageMotor Diesel2019NaNTrue['Cerraduras electricas', 'Control de tracción...97290.18
190AzeraMotor 1.8 16v201620328.0False['Asientos de cuero', 'Control de tracción', '...120673.56
191Vantage VolanteMotor Diesel V82019NaNTrue['Frenos ABS', 'Control de tracción', 'Central...114434.94
192Siena ELMotor V8201075577.0False['Frenos ABS', 'Sensor crepuscular', 'Control ...139546.69
193Palio AdventureMotor Diesel V8199433659.0False['Techo panorámico', 'Central multimedia', 'Pi...95078.16
194HB20XMotor V82001104341.0False['Sensor crepuscular', 'Techo panorámico', 'Pa...68091.77
195HRMotor 5.0 V8 Bi-Turbo201425510.0False['Control de tracción', 'Transmisión automátic...61496.97
196Cadillac STS V-SeriesMotor 2.0 16v199618965.0False['Ventanas eléctricas', 'Piloto automático', '...139669.30
197Série 1 CoupéMotor 1.0 8v199387161.0False['Control de estabilidad', 'Techo panorámico',...80661.39
198SpaceFoxMotor V819936652.0False['Sensor crepuscular', '4 X 4', 'Panel digital...61783.65
199C30Motor 1.0 8v200155738.0False['Techo panorámico', 'Frenos ABS', 'Sensor cre...52805.91
200J3 TurinMotor V62019NaNTrue['Sensor crepuscular', 'Cámara de estacionamie...127024.75
201Classe BMotor Diesel V82019NaNTrue['4 X 4', 'Asientos de cuero', 'Sensor crepusc...135543.00
202ParatiMotor Diesel V82019NaNTrue['Sensor de estacionamiento', 'Piloto automáti...121708.73
203Cadillac CTS V-SeriesMotor 4.0 Turbo200764320.0False['Piloto automático', 'Aire condicionado', 'Ce...107342.68
204SedanMotor V82019NaNTrue['Asientos de cuero', 'Central multimedia', 'F...57888.10
205Classe CLS 63 AMGMotor Diesel V6201668678.0False['Frenos ABS', 'Ventanas eléctricas', 'Transmi...118161.48
206AircrossMotor 1.0 8v201471697.0False['Control de tracción', 'Piloto automático', '...142499.06
207Aston Martin V12 VantageMotor V82019NaNTrue['Asientos de cuero', 'Central multimedia', 'C...128396.11
208SanderoMotor Diesel201534783.0False['Piloto automático', 'Techo panorámico', 'Tra...112350.61
209New FiestaMotor 5.0 V8 Bi-Turbo201533772.0False['Control de tracción', 'Cerraduras electricas...124661.38
210XKRMotor Diesel199685127.0False['Control de tracción', 'Aire condicionado', '...54263.16
211X5Motor Diesel200213606.0False['Control de tracción', 'Piloto automático', '...62041.32
212Cadillac DTSMotor 1.8 16v200535647.0False['Central multimedia', 'Llantas de aleación', ...129296.11
213Pajero DakarMotor 4.0 Turbo199595128.0False['Piloto automático', 'Sensor de lluvia', 'Con...60998.33
214Classe AMotor 1.0 8v199914046.0False['Control de tracción', 'Central multimedia', ...58008.50
215Ford Focus FastbackMotor 4.0 Turbo200541194.0False['Asientos de cuero', 'Cámara de estacionamien...82304.19
216PartnerMotor 2.4 Turbo2019NaNTrue['Central multimedia', 'Control de tracción', ...114531.74
217R8Motor V6199796100.0False['4 X 4', 'Control de estabilidad', 'Cámara de...128565.61
218Aston Martin DBS VolanteMotor 4.0 Turbo1990103900.0False['Central multimedia', 'Control de estabilidad...126488.26
219MohaveMotor Diesel V6200143814.0False['Cerraduras electricas', 'Central multimedia'...119074.55
220FuscaMotor 3.0 32v201324638.0False['Transmisión automática', 'Techo panorámico',...130238.04
221Chana FamilyMotor V82019NaNTrue['Piloto automático', 'Techo panorámico', 'Sen...115760.17
222XC40Motor 2.4 Turbo2017110966.0False['Sensor de lluvia', 'Central multimedia', 'Ve...121248.00
223Phantom I Jonckheere Aerodynamic CoupeMotor 1.8 16v201115987.0False['Sensor crepuscular', 'Cerraduras electricas'...98156.35
224BoxerMotor V6200553369.0False['Cerraduras electricas', 'Piloto automático',...112146.80
225Chana CargoMotor 2.0 16v200710077.0False['Techo panorámico', '4 X 4', 'Central multime...102729.63
226Dodge DakotaMotor Diesel199371544.0False['Control de tracción', 'Sensor de estacionami...141083.35
227X1Motor Diesel V81991107.0False['4 X 4', 'Techo panorámico', 'Aire condiciona...102968.76
228GLAMotor 1.0 8v19918394.0False['Sensor de lluvia', 'Cámara de estacionamient...76310.01
229Range Rover SportMotor 1.0 8v199741498.0False['Sensor de estacionamiento', 'Cámara de estac...120481.74
230DS3Motor 1.8 16v2000116002.0False['Control de estabilidad', 'Aire condicionado'...54559.18
231VeracruzMotor Diesel V82007100858.0False['Control de estabilidad', 'Cámara de estacion...92957.64
232Cadillac CTS coupe, sedan, and wagonMotor V8200667475.0False['Sensor de lluvia', 'Sensor de estacionamient...127810.06
233i30 CWMotor Diesel20158497.0False['Sensor de lluvia', 'Ventanas eléctricas', 'C...73311.75
234Phantom IIIMotor Diesel V620084420.0False['Ventanas eléctricas', 'Asientos de cuero', '...65138.03
235A3 SedanMotor V62019NaNTrue['Aire condicionado', 'Sensor de lluvia', 'Cer...90141.47
236Aston Martin DB9 VolanteMotor 2.0 16v199658537.0False['Central multimedia', 'Asientos de cuero', 'C...71160.36
237Série 7 SedãMotor Diesel2019NaNTrue['Ventanas eléctricas', 'Cerraduras electricas...67539.79
238Lamborghini ReventónMotor 4.0 Turbo2019NaNTrue['Control de tracción', 'Aire condicionado', '...67664.86
239Grand LivinaMotor 2.0 16v2014112016.0False['Control de tracción', 'Techo panorámico', 'V...68652.16
240V60Motor Diesel200491840.0False['Llantas de aleación', 'Sensor crepuscular', ...114728.74
241Effa Hafei Picape Cabine DuplaMotor V62008112787.0False['Sensor crepuscular', 'Control de tracción', ...141645.08
242Benni MiniMotor V82019NaNTrue['Sensor crepuscular', 'Transmisión automática...126247.84
243UnoMotor Diesel V62019NaNTrue['Central multimedia', 'Sensor crepuscular', '...128852.21
244L200 SavanaMotor 2.0 16v20129293.0False['Sensor de lluvia', 'Ventanas eléctricas', 'P...132384.76
245Santa FeMotor 3.0 32v2019NaNTrue['Cerraduras electricas', 'Aire condicionado',...129415.33
246RS5Motor V6199655083.0False['Panel digital', 'Transmisión automática', 'V...89536.82
247CeratoMotor V6201148796.0False['Sensor de estacionamiento', 'Cámara de estac...87975.30
248XC60Motor 4.0 Turbo2019NaNTrue['Panel digital', 'Piloto automático', 'Centra...77675.79
249LS 460LMotor Diesel V8201089685.0False['Llantas de aleación', 'Frenos ABS', 'Control...58881.67
250Lamborghini Sesto ElementoMotor V8200785384.0False['Sensor crepuscular', 'Frenos ABS', 'Aire con...55081.99
251Lamborghini HuracánMotor V8199498108.0False['Sensor de lluvia', 'Sensor de estacionamient...118826.44
252A7Motor 1.0 8v200771280.0False['Sensor de lluvia', 'Ventanas eléctricas', 'S...137627.62
253Phantom 2013Motor V8201427505.0False['Control de estabilidad', 'Piloto automático'...51759.58
254Cadillac Ciel conceptMotor V8199129981.0False['Asientos de cuero', 'Panel digital', 'Sensor...51667.06
255Classe GLKMotor 5.0 V8 Bi-Turbo200252637.0False['Llantas de aleación', 'Control de tracción',...68934.03
256Aston Martin DB5Motor Diesel19967685.0False['Aire condicionado', '4 X 4', 'Transmisión au...122110.90
257MacanMotor Diesel V6199250188.0False['Central multimedia', 'Techo panorámico', 'Ve...90381.47
\n", + "
" + ], + "text/plain": [ + " Nombre Motor Año \\\n", + "0 Jetta Variant Motor 4.0 Turbo 2003 \n", + "1 Passat Motor Diesel 1991 \n", + "2 Crossfox Motor Diesel V8 1990 \n", + "3 DS5 Motor 2.4 Turbo 2019 \n", + "4 Aston Martin DB4 Motor 2.4 Turbo 2006 \n", + "5 Palio Weekend Motor 1.8 16v 2012 \n", + "6 A5 Motor 4.0 Turbo 2019 \n", + "7 Série 3 Cabrio Motor 1.0 8v 2009 \n", + "8 Dodge Jorney Motor 3.0 32v 2010 \n", + "9 Carens Motor 5.0 V8 Bi-Turbo 2011 \n", + "10 Ford Edge Motor Diesel V6 2002 \n", + "11 Courier Motor Diesel V8 2007 \n", + "12 S-18 Motor V6 2001 \n", + "13 J5 Motor V6 2019 \n", + "14 F-Type Coupé Motor 5.0 V8 Bi-Turbo 2009 \n", + "15 RAM Motor Diesel V8 2016 \n", + "16 Série 1 Motor 3.0 32v 2012 \n", + "17 A3 Motor 1.0 8v 2019 \n", + "18 XC90 Motor 1.0 8v 2016 \n", + "19 RS 3 Sportback Motor 3.0 32v 2017 \n", + "20 Pajero Sport Motor 1.0 8v 2002 \n", + "21 Série 1 M Motor V8 2019 \n", + "22 Lamborghini Obvious Motor Diesel V6 1994 \n", + "23 Effa Hafei Picape Baú Motor Diesel 1991 \n", + "24 Lamborghini Murciélago Motor 5.0 V8 Bi-Turbo 2019 \n", + "25 Up! Motor Diesel V6 2019 \n", + "26 Fiesta Rocam Sedan Motor 4.0 Turbo 2016 \n", + "27 Sandero Stepway Motor 3.0 32v 2019 \n", + "28 Cayman S Motor 3.0 32v 2002 \n", + "29 V40 Motor 4.0 Turbo 1991 \n", + "30 Classe SLS AMG Motor 1.0 8v 1997 \n", + "31 Gol G4 Motor 2.0 16v 1995 \n", + "32 Linea Motor 1.0 8v 2018 \n", + "33 Ford F100 Motor 2.0 16v 1991 \n", + "34 J2 Motor V8 2014 \n", + "35 Aston Martin DBS Motor V8 1995 \n", + "36 Pajero TR4 Motor 2.4 Turbo 2019 \n", + "37 Polo Sedan Motor V6 2019 \n", + "38 California Motor 1.0 8v 2009 \n", + "39 S60 Motor 2.4 Turbo 2019 \n", + "40 Tucson Motor 2.0 16v 2013 \n", + "41 HB20 Motor V6 2003 \n", + "42 Optima Motor 1.8 16v 2019 \n", + "43 Logan Motor 4.0 Turbo 2002 \n", + "44 Range Rover Vogue Motor 1.0 8v 2019 \n", + "45 Sonata Motor 5.0 V8 Bi-Turbo 2002 \n", + "46 Ford New Fiesta Sedan Motor 3.0 32v 2004 \n", + "47 Série 5 Gran Turismo Motor 4.0 Turbo 2001 \n", + "48 CR-V Motor Diesel V8 2019 \n", + "49 Ford EcoSport Motor 1.0 8v 2003 \n", + "50 Versa Motor 3.0 32v 2009 \n", + "51 Classe E Motor 1.0 8v 2006 \n", + "52 Carnival Motor V8 2000 \n", + "53 Aston Martin V8 Vantage Roadster Motor 2.4 Turbo 2006 \n", + "54 Hoggar Motor 5.0 V8 Bi-Turbo 2010 \n", + "55 A1 Motor 5.0 V8 Bi-Turbo 1994 \n", + "56 Aston Martin DB7 Vantage Motor V6 2007 \n", + "57 CLA Motor 1.0 8v 2019 \n", + "58 Accord Motor V8 2019 \n", + "59 EXTRA 103EX Motor 2.0 16v 2019 \n", + "60 Sorento Motor Diesel 2019 \n", + "61 Tiggo Motor 3.0 32v 2019 \n", + "62 New Fiesta Hatch Motor Diesel 2017 \n", + "63 Jeep Renegade Motor 5.0 V8 Bi-Turbo 2011 \n", + "64 Lamborghini Ankonian Motor 2.0 16v 2001 \n", + "65 Space Cross Motor 5.0 V8 Bi-Turbo 1996 \n", + "66 Touareg Motor V8 2019 \n", + "67 Classe M Motor 1.0 8v 1994 \n", + "68 Lancer Evolution X Motor Diesel V6 2019 \n", + "69 Kangoo Express Motor Diesel 2007 \n", + "70 SW4 Motor Diesel V6 1994 \n", + "71 Cadillac ELR Motor 1.0 8v 2007 \n", + "72 Doblò Motor 1.8 16v 1997 \n", + "73 Lamborghini Egoista Motor 3.0 32v 2006 \n", + "74 Fit Motor Diesel 2013 \n", + "75 C5 Motor 2.0 16v 1994 \n", + "76 Celer Hatch Motor V8 2008 \n", + "77 HB20S Motor V8 2008 \n", + "78 Cielo Hatch Motor Diesel 2019 \n", + "79 Livina Motor 2.0 16v 2019 \n", + "80 Ducato Motor 5.0 V8 Bi-Turbo 1999 \n", + "81 March Motor V6 2007 \n", + "82 Cadillac XTS sedan Motor Diesel V6 1993 \n", + "83 Lamborghini Centenario Motor V6 1995 \n", + "84 Hilux Motor 5.0 V8 Bi-Turbo 2019 \n", + "85 Grand Siena Motor Diesel V8 2019 \n", + "86 Symbol Motor Diesel 2016 \n", + "87 Aston Martin V12 GT Zagato Motor 4.0 Turbo 2011 \n", + "88 Fusion Motor 1.8 16v 2019 \n", + "89 A4 Sedan Motor Diesel 2002 \n", + "90 Xsara Picasso Motor 2.0 16v 2013 \n", + "91 207 SW Motor 3.0 32v 2017 \n", + "92 Star Motor V6 2016 \n", + "93 Doblò Cargo Motor 3.0 32v 2008 \n", + "94 Cadillac CTS Motor 1.8 16v 2018 \n", + "95 Cayenne Motor 1.0 8v 2003 \n", + "96 Fox Motor 4.0 Turbo 2003 \n", + "97 Tiida Hatch Motor Diesel V6 2004 \n", + "98 Dodge Charger Motor 2.4 Turbo 2010 \n", + "99 Face Motor V8 2019 \n", + "100 Prius Motor 3.0 32v 2006 \n", + "101 Idea Motor V6 2001 \n", + "102 A8 Motor 2.0 16v 2019 \n", + "103 Série 1 Cabrio Motor 3.0 32v 2015 \n", + "104 Edge Motor V6 2018 \n", + "105 Cadillac ATS sedan Motor 1.8 16v 2017 \n", + "106 Lamborghini Asterion LPI 910-4 Motor 5.0 V8 Bi-Turbo 1992 \n", + "107 Frontier Motor V8 2001 \n", + "108 Série 3 Sedã Motor 3.0 32v 1993 \n", + "109 Lamborghini LM002 Motor 1.8 16v 1995 \n", + "110 Cadillac XLR Motor Diesel V8 2003 \n", + "111 A4 Avant Motor Diesel 2014 \n", + "112 EcoSport Motor 4.0 Turbo 2008 \n", + "113 J3 Motor 1.8 16v 2013 \n", + "114 Q3 Motor 3.0 32v 2019 \n", + "115 Aston Martin V8 Vantage Motor V8 2017 \n", + "116 Z4 Roadster Motor 3.0 32v 2019 \n", + "117 Lamborghini Ferruccio Motor 3.0 32v 2019 \n", + "118 Ford Ka+ Motor 1.8 16v 2006 \n", + "119 Silver Shadow Motor Diesel 2015 \n", + "120 Classe C 63 AMG Touring Motor Diesel V8 2007 \n", + "121 Discovery 4 Motor 4.0 Turbo 2005 \n", + "122 Veloster Motor Diesel V8 2017 \n", + "123 Classe C Motor Diesel V6 1998 \n", + "124 Camry Motor Diesel 2019 \n", + "125 C5 Tourer Motor Diesel V6 1999 \n", + "126 R8 GT Motor 4.0 Turbo 2019 \n", + "127 Bongo Motor Diesel V8 2009 \n", + "128 ASX Motor Diesel V8 2003 \n", + "129 Cadillac SRX Motor 5.0 V8 Bi-Turbo 1994 \n", + "130 Classe CL Motor V8 2019 \n", + "131 500 Abarth Motor V6 1994 \n", + "132 Aston Martin Cygnet Motor 5.0 V8 Bi-Turbo 2019 \n", + "133 Cadillac STS Motor 4.0 Turbo 2015 \n", + "134 Aston Martin DB9 Motor 1.8 16v 1996 \n", + "135 NX 200t Motor 2.4 Turbo 1997 \n", + "136 Aston Martin One-77 Motor V6 1993 \n", + "137 Lamborghini Veneno Motor 3.0 32v 2019 \n", + "138 Sentra Motor 2.0 16v 1992 \n", + "139 Jumper Motor 2.4 Turbo 1995 \n", + "140 i30 Motor 1.8 16v 2019 \n", + "141 X6 Motor Diesel V6 1990 \n", + "142 Voyage Motor 5.0 V8 Bi-Turbo 2019 \n", + "143 Phantom I Phantom II Motor 1.8 16v 2019 \n", + "144 Passat Variant Motor 1.0 8v 1991 \n", + "145 Clio Motor Diesel 1990 \n", + "146 Classe G Motor Diesel V6 2012 \n", + "147 Silver Ghost Motor 1.8 16v 2007 \n", + "148 Série 3 M3 Coupé Motor Diesel 2013 \n", + "149 Gallardo LP 560 – 4 Motor Diesel 2000 \n", + "150 Freelander 2 Motor Diesel V6 2002 \n", + "151 Grand Cherokee Motor 5.0 V8 Bi-Turbo 1996 \n", + "152 Aston Martin DBR9 Motor 4.0 Turbo 1996 \n", + "153 Soul Motor 5.0 V8 Bi-Turbo 2015 \n", + "154 Cadillac BLS Motor V8 1993 \n", + "155 RX 350 Motor V6 2013 \n", + "156 Cayman Motor 3.0 32v 2013 \n", + "157 Chana Utility Motor Diesel 2009 \n", + "158 308 CC Motor 4.0 Turbo 2019 \n", + "159 L200 Triton Motor Diesel V8 2019 \n", + "160 Jetta Motor 5.0 V8 Bi-Turbo 2002 \n", + "161 C4 Lounge Motor V8 1997 \n", + "162 C4 Pallas Motor 1.0 8v 1998 \n", + "163 Equus Motor 3.0 32v 2004 \n", + "164 Classe GL Motor 3.0 32v 1996 \n", + "165 Range Rover Evoque Motor 2.0 16v 2015 \n", + "166 Cherokee Motor 4.0 Turbo 2016 \n", + "167 Punto Motor 4.0 Turbo 2005 \n", + "168 Grand Tour Motor 3.0 32v 1999 \n", + "169 Fluence Motor Diesel V6 1995 \n", + "170 Effa Hafei Picape Cabine Simples Motor 1.0 8v 1993 \n", + "171 Durango Motor 2.0 16v 2004 \n", + "172 Boxster Motor Diesel V8 2013 \n", + "173 TT Roadster Motor Diesel 1998 \n", + "174 Lamborghini Jalpa Motor 1.8 16v 2018 \n", + "175 Classe SLK Motor 4.0 Turbo 2019 \n", + "176 Golf Motor 1.0 8v 2018 \n", + "177 C3 Picasso Motor 3.0 32v 2019 \n", + "178 V50 Motor 2.0 16v 1990 \n", + "179 Picanto Motor 4.0 Turbo 2009 \n", + "180 Cadenza Motor Diesel V6 1990 \n", + "181 Etios Sedã Motor 5.0 V8 Bi-Turbo 2006 \n", + "182 Alsvin Motor Diesel V8 2002 \n", + "183 Cadillac ATS Motor Diesel V6 1991 \n", + "184 Série 3 M3 Sedã Motor Diesel V6 1992 \n", + "185 Classe S Motor 3.0 32v 2019 \n", + "186 T6 Motor 3.0 32v 2019 \n", + "187 Aston Martin DB7 Motor Diesel V8 2005 \n", + "188 207 Sedan Motor 4.0 Turbo 2010 \n", + "189 Aston Martin Virage Motor Diesel 2019 \n", + "190 Azera Motor 1.8 16v 2016 \n", + "191 Vantage Volante Motor Diesel V8 2019 \n", + "192 Siena EL Motor V8 2010 \n", + "193 Palio Adventure Motor Diesel V8 1994 \n", + "194 HB20X Motor V8 2001 \n", + "195 HR Motor 5.0 V8 Bi-Turbo 2014 \n", + "196 Cadillac STS V-Series Motor 2.0 16v 1996 \n", + "197 Série 1 Coupé Motor 1.0 8v 1993 \n", + "198 SpaceFox Motor V8 1993 \n", + "199 C30 Motor 1.0 8v 2001 \n", + "200 J3 Turin Motor V6 2019 \n", + "201 Classe B Motor Diesel V8 2019 \n", + "202 Parati Motor Diesel V8 2019 \n", + "203 Cadillac CTS V-Series Motor 4.0 Turbo 2007 \n", + "204 Sedan Motor V8 2019 \n", + "205 Classe CLS 63 AMG Motor Diesel V6 2016 \n", + "206 Aircross Motor 1.0 8v 2014 \n", + "207 Aston Martin V12 Vantage Motor V8 2019 \n", + "208 Sandero Motor Diesel 2015 \n", + "209 New Fiesta Motor 5.0 V8 Bi-Turbo 2015 \n", + "210 XKR Motor Diesel 1996 \n", + "211 X5 Motor Diesel 2002 \n", + "212 Cadillac DTS Motor 1.8 16v 2005 \n", + "213 Pajero Dakar Motor 4.0 Turbo 1995 \n", + "214 Classe A Motor 1.0 8v 1999 \n", + "215 Ford Focus 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False ['Llantas de aleación', 'Control de tracción',... \n", + "177 NaN True ['Techo panorámico', 'Sensor crepuscular', 'Se... \n", + "178 116949.0 False ['Techo panorámico', 'Cámara de estacionamient... \n", + "179 20476.0 False ['Panel digital', 'Control de estabilidad', 'F... \n", + "180 52804.0 False ['Sensor crepuscular', 'Control de estabilidad... \n", + "181 8849.0 False ['Aire condicionado', 'Ventanas eléctricas', '... \n", + "182 91724.0 False ['Central multimedia', 'Control de estabilidad... \n", + "183 32056.0 False ['Piloto automático', 'Llantas de aleación', '... \n", + "184 74886.0 False ['Panel digital', 'Frenos ABS', 'Aire condicio... \n", + "185 NaN True ['Control de tracción', 'Techo panorámico', 'T... \n", + "186 NaN True ['Sensor de lluvia', 'Cámara de estacionamient... \n", + "187 52189.0 False ['Cerraduras electricas', 'Panel digital', 'Se... \n", + "188 83559.0 False ['Control de tracción', 'Central multimedia', ... \n", + "189 NaN True ['Cerraduras electricas', 'Control de tracción... \n", + "190 20328.0 False ['Asientos de cuero', 'Control de tracción', '... \n", + "191 NaN True ['Frenos ABS', 'Control de tracción', 'Central... \n", + "192 75577.0 False ['Frenos ABS', 'Sensor crepuscular', 'Control ... \n", + "193 33659.0 False ['Techo panorámico', 'Central multimedia', 'Pi... \n", + "194 104341.0 False ['Sensor crepuscular', 'Techo panorámico', 'Pa... \n", + "195 25510.0 False ['Control de tracción', 'Transmisión automátic... \n", + "196 18965.0 False ['Ventanas eléctricas', 'Piloto automático', '... \n", + "197 87161.0 False ['Control de estabilidad', 'Techo panorámico',... \n", + "198 6652.0 False ['Sensor crepuscular', '4 X 4', 'Panel digital... \n", + "199 55738.0 False ['Techo panorámico', 'Frenos ABS', 'Sensor cre... \n", + "200 NaN True ['Sensor crepuscular', 'Cámara de estacionamie... \n", + "201 NaN True ['4 X 4', 'Asientos de cuero', 'Sensor crepusc... \n", + "202 NaN True ['Sensor de estacionamiento', 'Piloto automáti... \n", + "203 64320.0 False ['Piloto automático', 'Aire condicionado', 'Ce... \n", + "204 NaN True ['Asientos de cuero', 'Central multimedia', 'F... \n", + "205 68678.0 False ['Frenos ABS', 'Ventanas eléctricas', 'Transmi... \n", + "206 71697.0 False ['Control de tracción', 'Piloto automático', '... \n", + "207 NaN True ['Asientos de cuero', 'Central multimedia', 'C... \n", + "208 34783.0 False ['Piloto automático', 'Techo panorámico', 'Tra... \n", + "209 33772.0 False ['Control de tracción', 'Cerraduras electricas... \n", + "210 85127.0 False ['Control de tracción', 'Aire condicionado', '... \n", + "211 13606.0 False ['Control de tracción', 'Piloto automático', '... \n", + "212 35647.0 False ['Central multimedia', 'Llantas de aleación', ... \n", + "213 95128.0 False ['Piloto automático', 'Sensor de lluvia', 'Con... \n", + "214 14046.0 False ['Control de tracción', 'Central multimedia', ... \n", + "215 41194.0 False ['Asientos de cuero', 'Cámara de estacionamien... \n", + "216 NaN True ['Central multimedia', 'Control de tracción', ... \n", + "217 96100.0 False ['4 X 4', 'Control de estabilidad', 'Cámara de... \n", + "218 103900.0 False ['Central multimedia', 'Control de estabilidad... \n", + "219 43814.0 False ['Cerraduras electricas', 'Central multimedia'... \n", + "220 24638.0 False ['Transmisión automática', 'Techo panorámico',... \n", + "221 NaN True ['Piloto automático', 'Techo panorámico', 'Sen... \n", + "222 110966.0 False ['Sensor de lluvia', 'Central multimedia', 'Ve... \n", + "223 15987.0 False ['Sensor crepuscular', 'Cerraduras electricas'... \n", + "224 53369.0 False ['Cerraduras electricas', 'Piloto automático',... \n", + "225 10077.0 False ['Techo panorámico', '4 X 4', 'Central multime... \n", + "226 71544.0 False ['Control de tracción', 'Sensor de estacionami... \n", + "227 107.0 False ['4 X 4', 'Techo panorámico', 'Aire condiciona... \n", + "228 8394.0 False ['Sensor de lluvia', 'Cámara de estacionamient... \n", + "229 41498.0 False ['Sensor de estacionamiento', 'Cámara de estac... \n", + "230 116002.0 False ['Control de estabilidad', 'Aire condicionado'... \n", + "231 100858.0 False ['Control de estabilidad', 'Cámara de estacion... \n", + "232 67475.0 False ['Sensor de lluvia', 'Sensor de estacionamient... \n", + "233 8497.0 False ['Sensor de lluvia', 'Ventanas eléctricas', 'C... \n", + "234 4420.0 False ['Ventanas eléctricas', 'Asientos de cuero', '... \n", + "235 NaN True ['Aire condicionado', 'Sensor de lluvia', 'Cer... \n", + "236 58537.0 False ['Central multimedia', 'Asientos de cuero', 'C... \n", + "237 NaN True ['Ventanas eléctricas', 'Cerraduras electricas... \n", + "238 NaN True ['Control de tracción', 'Aire condicionado', '... \n", + "239 112016.0 False ['Control de tracción', 'Techo panorámico', 'V... \n", + "240 91840.0 False ['Llantas de aleación', 'Sensor crepuscular', ... \n", + "241 112787.0 False ['Sensor crepuscular', 'Control de tracción', ... \n", + "242 NaN True ['Sensor crepuscular', 'Transmisión automática... \n", + "243 NaN True ['Central multimedia', 'Sensor crepuscular', '... \n", + "244 9293.0 False ['Sensor de lluvia', 'Ventanas eléctricas', 'P... \n", + "245 NaN True ['Cerraduras electricas', 'Aire condicionado',... \n", + "246 55083.0 False ['Panel digital', 'Transmisión automática', 'V... \n", + "247 48796.0 False ['Sensor de estacionamiento', 'Cámara de estac... \n", + "248 NaN True ['Panel digital', 'Piloto automático', 'Centra... \n", + "249 89685.0 False ['Llantas de aleación', 'Frenos ABS', 'Control... \n", + "250 85384.0 False ['Sensor crepuscular', 'Frenos ABS', 'Aire con... \n", + "251 98108.0 False ['Sensor de lluvia', 'Sensor de estacionamient... \n", + "252 71280.0 False ['Sensor de lluvia', 'Ventanas eléctricas', 'S... \n", + "253 27505.0 False ['Control de estabilidad', 'Piloto automático'... \n", + "254 29981.0 False ['Asientos de cuero', 'Panel digital', 'Sensor... \n", + "255 52637.0 False ['Llantas de aleación', 'Control de tracción',... \n", + "256 7685.0 False ['Aire condicionado', '4 X 4', 'Transmisión au... \n", + "257 50188.0 False ['Central multimedia', 'Techo panorámico', 'Ve... \n", + "\n", + " Valor \n", + "0 88078.64 \n", + "1 106161.94 \n", + "2 72832.16 \n", + "3 124549.07 \n", + "4 92612.10 \n", + "5 97497.73 \n", + "6 56445.20 \n", + "7 112310.44 \n", + "8 120716.27 \n", + "9 76566.49 \n", + "10 71647.59 \n", + "11 73919.53 \n", + "12 112732.99 \n", + "13 53183.38 \n", + "14 127488.42 \n", + "15 59910.40 \n", + "16 61118.59 \n", + "17 88552.39 \n", + "18 62696.69 \n", + "19 101726.30 \n", + "20 106147.38 \n", + "21 94564.40 \n", + "22 133529.84 \n", + "23 125684.65 \n", + "24 121596.21 \n", + "25 71367.10 \n", + "26 95347.75 \n", + "27 105432.84 \n", + "28 57045.27 \n", + "29 120432.70 \n", + "30 70707.20 \n", + "31 69105.18 \n", + "32 59358.69 \n", + "33 65955.40 \n", + "34 60017.03 \n", + "35 118909.52 \n", + "36 51606.59 \n", + "37 123281.87 \n", + "38 69770.18 \n", + "39 102609.54 \n", + "40 67997.19 \n", + "41 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float64\n", + "Cero_km bool\n", + "Accesorios object\n", + "Valor float64\n", + "dtype: object" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "r_qUf16LD0_D" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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KilometrajeValor
count197.000000258.000000
mean58278.42132098960.513101
std35836.73325929811.932305
min107.00000050742.100000
25%27505.00000070743.512500
50%55083.00000097724.380000
75%90495.000000124633.302500
max119945.000000149489.920000
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" + ], + "text/plain": [ + " Kilometraje Valor\n", + "count 197.000000 258.000000\n", + "mean 58278.421320 98960.513101\n", + "std 35836.733259 29811.932305\n", + "min 107.000000 50742.100000\n", + "25% 27505.000000 70743.512500\n", + "50% 55083.000000 97724.380000\n", + "75% 90495.000000 124633.302500\n", + "max 119945.000000 149489.920000" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset[['Kilometraje','Valor']].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "0R-_7PH5D0_E" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 258 entries, 0 to 257\n", + "Data columns (total 7 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Nombre 258 non-null object \n", + " 1 Motor 258 non-null object \n", + " 2 Año 258 non-null int64 \n", + " 3 Kilometraje 197 non-null float64\n", + " 4 Cero_km 258 non-null bool \n", + " 5 Accesorios 258 non-null object \n", + " 6 Valor 258 non-null float64\n", + "dtypes: bool(1), float64(2), int64(1), object(3)\n", + "memory usage: 12.5+ KB\n" + ] + } + ], + "source": [ + "dataset.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "htjoBLwiD0_F" + }, + "source": [ + "# 2. TRABAJANDO CON TUPLAS\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "MZH5_QnYD0_G" + }, + "source": [ + "# 2.1 Creando tuplas\n", + "\n", + "Tuplas son secuencias **inmutables** que son utilizadas para guardar colecciones de objetos, geralmente heterogéneos. Pueden ser construídas de varias formas:\n", + "```\n", + "- Utilizando un par de paréntesis: ( )\n", + "- Utilizando una coma a la derecha: x,\n", + "- Utilizando un par de paréntesis con objetos separados por comas: ( x, y, z )\n", + "- Utilizando: tuple() o tuple(iterador)\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "xzcs9fzeD0_G" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "()" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "qJq7a2qTD0_I" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(1, 2, 3)" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "1, 2, 3" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "sg7LdvptD0_J" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "('Passat', 153000)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nombre = 'Passat'\n", + "valor = 153000\n", + "(nombre, valor)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "XSSMebXjD0_K" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "('Jetta Variant', 'Passat', 'Crossfox', 'DS5')" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nombres_carros = tuple(['Jetta Variant', 'Passat', 'Crossfox', 'DS5'])\n", + "nombres_carros" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "dpkdzrzRD0_M" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "tuple" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "type(nombres_carros)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "iKUY2DOUD0_N" + }, + "source": [ + "# 2.2 Selecciones en tuplas" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "hBEeAM7_D0_N" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "('Jetta Variant', 'Passat', 'Crossfox', 'DS5')" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nombres_carros = ('Jetta Variant', 'Passat', 'Crossfox', 'DS5')\n", + "nombres_carros" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "-mx_1E_tD0_P" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'Jetta Variant'" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nombres_carros[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "LMhyqnFID0_Q" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'Passat'" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nombres_carros[1]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "6btHff4BD0_T" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'DS5'" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nombres_carros[-1]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "K_Dc12xBD0_U" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "('Passat', 'Crossfox')" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nombres_carros[1:3]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "zvrWYkkeD0_W" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "('Jetta Variant', 'Passat', 'Crossfox', 'DS5', ('Fusca', 'Gol', 'C4'))" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nombres_carros = ('Jetta Variant', 'Passat', 'Crossfox', 'DS5', ('Fusca', 'Gol', 'C4'))\n", + "nombres_carros" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "Dw7tbM2ED0_Z" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "('Fusca', 'Gol', 'C4')" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nombres_carros[-1]" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "SAMD3BtXD0_b" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'Gol'" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nombres_carros[-1][1]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "KLMxh4-0D0_c" + }, + "source": [ + "# 2.3 Iterando en tuplas" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "K53elKsYD0_c" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "('Jetta Variant', 'Passat', 'Crossfox', 'DS5')" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nombres_carros = ('Jetta Variant', 'Passat', 'Crossfox', 'DS5')\n", + "nombres_carros" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "igZhZ5zdD0_d" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Jetta Variant\n", + "Passat\n", + "Crossfox\n", + "DS5\n" + ] + } + ], + "source": [ + "for item in nombres_carros:\n", + " print(item)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "AOBjxBk8D0_f" + }, + "source": [ + "### Desempacando tuplas" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "UoEFnumhD0_f" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "('Jetta Variant', 'Passat', 'Crossfox', 'DS5')" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nombres_carros = ('Jetta Variant', 'Passat', 'Crossfox', 'DS5')\n", + "nombres_carros" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "AaCLcNYTD0_g" + }, + "outputs": [], + "source": [ + "carro_1, carro_2, carro_3, carro_4 = nombres_carros" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "TA71S9egD0_h" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'Jetta Variant'" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "carro_1" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "CHoJ034MD0_i" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'Passat'" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "carro_2" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "oxJrOuCSD0_j" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'Crossfox'" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "carro_3" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "BbR9sB4BD0_k" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'DS5'" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "carro_4" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "aZvokrjPD0_m" + }, + "outputs": [], + "source": [ + "_, A, _, B = nombres_carros" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "wZXDbVg0D0_o" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'Passat'" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "A" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "aWgDMBXiD0_p" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'DS5'" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "B" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "OdpgNh-ND0_q" + }, + "outputs": [], + "source": [ + "_, C, *_ = nombres_carros" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "upVYFnMdD0_r" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'Passat'" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "C" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "u85Aou8WD0_s" + }, + "source": [ + "## *zip()*\n", + "\n", + "https://docs.python.org/3.6/library/functions.html#zip" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "PaC2oXGED0_t" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['Jetta Variant', 'Passat', 'Crossfox', 'DS5']" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "carros = ['Jetta Variant', 'Passat', 'Crossfox', 'DS5']\n", + "carros" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "_02O1VnHD0_u" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[88078.64, 106161.94, 72832.16, 124549.07]" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "valores = [88078.64, 106161.94, 72832.16, 124549.07]\n", + "valores" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "roQK5nYRD0_v" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[('Jetta Variant', 88078.64),\n", + " ('Passat', 106161.94),\n", + " ('Crossfox', 72832.16),\n", + " ('DS5', 124549.07)]" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list(zip(carros, valores))" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "_WRxIRHrD0_w" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('Jetta Variant', 88078.64)\n", + "('Passat', 106161.94)\n", + "('Crossfox', 72832.16)\n", + "('DS5', 124549.07)\n" + ] + } + ], + "source": [ + "for item in zip(carros, valores):\n", + " print(item)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "2zIuhIILD0_x" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Jetta Variant 88078.64\n", + "Passat 106161.94\n", + "Crossfox 72832.16\n", + "DS5 124549.07\n" + ] + } + ], + "source": [ + "for carro, valor in zip(carros, valores):\n", + " print(carro, valor)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "ZJaL62IpD0_y" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Passat\n", + "DS5\n" + ] + } + ], + "source": [ + "for carro, valor in zip(carros, valores):\n", + " if(valor > 100000):\n", + " print(carro)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "xo76nR8rD0_0" + }, + "source": [ + "# 3. TRABAJANDO CON DICCIONARIOS\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "wfWzOuztD0_0" + }, + "source": [ + "# 3.1 Creando diccionarios\n", + "\n", + "Listas son colecciones secuenciales, es decir, los elementos de estas secuencias están ordenados y utilizan índices (números enteros) para acceder a los valores.\n", + "\n", + "Los diccionarios son colecciones ligeramente diferentes. Son estructuras de datos que representan un tipo de mapeo. Los mapeos son colecciones de asociaciones entre pares de valores donde el primer elemento del par se conoce como llave (*key*) y el segundo como valor (*value*).\n", + "\n", + "```\n", + "diccionario = {key_1: value_1, key_2: value_2, ..., key_n: value_n}\n", + "```\n", + "\n", + "https://docs.python.org/3.6/library/stdtypes.html#typesmapping" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "YIFVkWT6D0_1" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['Jetta Variant', 'Passat', 'Crossfox']" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "carros = ['Jetta Variant', 'Passat', 'Crossfox']\n", + "carros" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "2LHiBn3-D0_2" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[88078.64, 106161.94, 72832.16]" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "valores = [88078.64, 106161.94, 72832.16]\n", + "valores" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "YxLAx_sqD0_4" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "1" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "carros.index('Passat')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "WITNWExID0_7" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "106161.94" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "valores[carros.index('Passat')]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "bHNqoDbTD0_8" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Jetta Variant': 88078.64, 'Passat': 106161.94, 'Crossfox': 72832.16}" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "datos = {'Jetta Variant':88078.64, 'Passat':106161.94, 'Crossfox':72832.16}\n", + "datos" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "4FyQgmcAD0_9" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "dict" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "type(datos)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "PQg-MLkGD0_-" + }, + "source": [ + "### Creando diccionarios con *zip()*" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "iB4Q_gbND0__" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[('Jetta Variant', 88078.64), ('Passat', 106161.94), ('Crossfox', 72832.16)]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list(zip(carros,valores))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "mIgZqdKKD1AA" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Jetta Variant': 88078.64, 'Passat': 106161.94, 'Crossfox': 72832.16}" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "datos = dict(zip(carros,valores))\n", + "datos" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "KYeRqavFD1AD" + }, + "source": [ + "# 3.2 Operaciones con diccionarios" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "KzmWbEltD1AD" + }, + "source": [ + "## *dict[ key ]*\n", + "\n", + "Devuelve el valor correspondiente a la llave (*key*) en el diccionario." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "hFFDz6wKD1AD" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "106161.94" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "datos['Passat']" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "SWlE6VTBD1AE" + }, + "source": [ + "## *key in dict*\n", + "\n", + "Devuelve **True** si la llave (*key*) es encontrada en el diccionario." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "Iy88SxBtD1AE" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "'Passat' in datos" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "Oma56NkAD1AF" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "'Fusca' in datos" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "yS2U-_8gD1AG" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "'Fusca' not in datos" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "oWbWyDd0D1AI" + }, + "source": [ + "## *len(dict)*\n", + "\n", + "Devuelve el número de itens del diccionario." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "k08YkCc1D1AJ" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "3" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(datos)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "yYNqIHJBD1AK" + }, + "source": [ + "## *dict[ key ] = value*\n", + "\n", + "Incluye un item al diccionario." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "5jj3i52bD1AK" + }, + "outputs": [], + "source": [ + "datos['DS5'] = 124549.07" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "y6rso5hLD1AL" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Jetta Variant': 88078.64,\n", + " 'Passat': 106161.94,\n", + " 'Crossfox': 72832.16,\n", + " 'DS5': 124549.07}" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "datos" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "_z0JySuqD1AL" + }, + "source": [ + "## *del dict[ key ]*\n", + "\n", + "Borra el item de llave (*key*) del diccionario." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "PPfh6sfID1AM" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Jetta Variant': 88078.64,\n", + " 'Passat': 106161.94,\n", + " 'Crossfox': 72832.16,\n", + " 'DS5': 124549.07}" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "datos" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "BtjGpXtGD1AN" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Jetta Variant': 88078.64, 'Crossfox': 72832.16, 'DS5': 124549.07}" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "del datos['Passat']\n", + "datos" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "FodJVx5sD1AP" + }, + "source": [ + "# 3.3 Métodos de diccionarios" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "7pqdPOkYD1AP" + }, + "source": [ + "## *dict.update()*\n", + "\n", + "Actualiza el diccionario." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "DUySYxKQD1AQ" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Jetta Variant': 88078.64, 'Crossfox': 72832.16, 'DS5': 124549.07}" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "datos" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "DLsqp71cD1AR" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Jetta Variant': 88078.64,\n", + " 'Crossfox': 72832.16,\n", + " 'DS5': 124549.07,\n", + " 'Passat': 106161.94}" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "datos.update({'Passat': 106161.94})\n", + "datos" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Jetta Variant': 88078.64,\n", + " 'Crossfox': 72832.16,\n", + " 'DS5': 124549.07,\n", + " 'Passat': 106161.95,\n", + " 'Fusca': 150000}" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "datos.update({'Passat': 106161.95, 'Fusca': 150000})\n", + "datos" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "JLs5c0DeD1AR" + }, + "source": [ + "## *dict.copy()*\n", + "\n", + "Crea una copia del diccionario." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "X9F7OB3eD1AS" + }, + "outputs": [], + "source": [ + "datosCopy = datos.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "v0rL0bveD1AS" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Jetta Variant': 88078.64,\n", + " 'Crossfox': 72832.16,\n", + " 'DS5': 124549.07,\n", + " 'Passat': 106161.95,\n", + " 'Fusca': 150000}" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "datosCopy" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "M-abRGGrD1AT" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Jetta Variant': 88078.64,\n", + " 'Crossfox': 72832.16,\n", + " 'DS5': 124549.07,\n", + " 'Passat': 106161.95}" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "del datosCopy['Fusca']\n", + "datosCopy" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "ETBD0TkND1AU" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Jetta Variant': 88078.64,\n", + " 'Crossfox': 72832.16,\n", + " 'DS5': 124549.07,\n", + " 'Passat': 106161.95,\n", + " 'Fusca': 150000}" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "datos" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "mNODkmHCD1AV" + }, + "source": [ + "## *dict.pop(key[, default ])*\n", + "\n", + "Si la llave se encuentra en el diccionario, el elemento se elimina y se devuelve su valor. De lo contrario, se devuelve el valor especificado como *default*. Si no se proporciona el valor *default* y la llave no se encuentra en el diccionario, se generará un error." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "_4QEPwScD1AW" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Jetta Variant': 88078.64,\n", + " 'Crossfox': 72832.16,\n", + " 'DS5': 124549.07,\n", + " 'Passat': 106161.95}" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "datosCopy" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "Hjh0MuymD1AX" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "106161.95" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "datosCopy.pop('Passat')" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "f51rKjkuD1AX" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Jetta Variant': 88078.64, 'Crossfox': 72832.16, 'DS5': 124549.07}" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "datosCopy" + ] + }, + { + "cell_type": "code", + "execution_count": 0, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "Ah4sZ7axD1AZ" + }, + "outputs": [], + "source": [ + "# datosCopy.pop('Passat')" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "SJATRY8RD1Aa" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'Llave no encontrada'" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "datosCopy.pop('Passat', 'Llave no encontrada')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "V36wHdzmD1Ab" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "124549.07" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "datosCopy.pop('DS5', 'Llave no encontrada')" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "LJ0lQIrdD1Ac" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Jetta Variant': 88078.64, 'Crossfox': 72832.16}" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "datosCopy" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "Q5J0R7d3D1Ag" + }, + "source": [ + "## *dict.clear()*\n", + "\n", + "Borra todos los itens del diccionario." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "AvkP_8mND1Ag" + }, + "outputs": [], + "source": [ + "datosCopy.clear()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "S69pMYboD1Ah" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{}" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "datosCopy" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "QhoSRfPsD1Ai" + }, + "source": [ + "# 3.4 Iterando en diccionarios" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "E-agaqakD1Ai" + }, + "source": [ + "## *dict.keys()*\n", + "\n", + "Devuelve una lista con las llaves (*keys*) del diccionario." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "qFADEYmBD1Aj" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['Jetta Variant', 'Crossfox', 'DS5', 'Passat', 'Fusca'])" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "datos.keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "niwh9AgDD1Aj" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "88078.64\n", + "72832.16\n", + "124549.07\n", + "106161.95\n", + "150000\n" + ] + } + ], + "source": [ + "for key in datos.keys():\n", + " print(datos[key])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "qFj6Cc7dD1Ak" + }, + "source": [ + "## *dict.values()*\n", + "\n", + "Devuelve una lista con todos los valores (*values*) del diccionario." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "nfpLxrQVD1Al" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_values([88078.64, 72832.16, 124549.07, 106161.95, 150000])" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "datos.values()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "-NGRwX0AD1Al" + }, + "source": [ + "## *dict.items()*\n", + "\n", + "Devuelve una lista con una tupla para cada par llave-valor (*key-value*) del diccionario." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "Q2I9_6YvD1Am" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_items([('Jetta Variant', 88078.64), ('Crossfox', 72832.16), ('DS5', 124549.07), ('Passat', 106161.95), ('Fusca', 150000)])" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "datos.items()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "0j41ZqgQD1Am" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('Jetta Variant', 88078.64)\n", + "('Crossfox', 72832.16)\n", + "('DS5', 124549.07)\n", + "('Passat', 106161.95)\n", + "('Fusca', 150000)\n" + ] + } + ], + "source": [ + "for item in datos.items():\n", + " print(item)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "OVY9rIwFD1An" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Jetta Variant 88078.64\n", + "Crossfox 72832.16\n", + "DS5 124549.07\n", + "Passat 106161.95\n", + "Fusca 150000\n" + ] + } + ], + "source": [ + "for key, value in datos.items():\n", + " print(key, value)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "ma2Ol8vcD1Ap" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DS5\n", + "Passat\n", + "Fusca\n" + ] + } + ], + "source": [ + "for key, value in datos.items():\n", + " if(value > 100000):\n", + " print(key)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "-q3AlSg3D1Aq" + }, + "source": [ + "# 4. FUNCIONES Y PAQUETES\n", + "---\n", + "\n", + "Funciones son unidades de código reutilizables que realizan una tarea específica, pueden recibir alguna entrada y también pueden devolver algún resultado." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "5CfEcU58D1Aq" + }, + "source": [ + "# 4.1 Built-in function\n", + "\n", + "El lenguaje Python tiene varias funciones integradas que siempre están accesibles. Algunas ya las usamos en nuestro entrenamiento:\n", + "type(), print(), zip(), len(), set() etc.\n", + "\n", + "https://docs.python.org/3.6/library/functions.html" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "DP7cmY7xD1Aq" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Jetta Variant': 88078.64, 'Passat': 106161.94, 'Crossfox': 72832.16}" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "datos = {'Jetta Variant': 88078.64, 'Passat': 106161.94, 'Crossfox': 72832.16}\n", + "datos" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "5zAcGSCbD1Ar" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[88078.64, 106161.94, 72832.16]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "valores = []\n", + "for valor in datos.values():\n", + " valores.append(valor)\n", + "valores" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "zG9_jU_1D1At" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "267072.74" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "suma = 0\n", + "for valor in datos.values():\n", + " suma += valor\n", + "suma" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "jn0O3uXZD1Au" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[88078.64, 106161.94, 72832.16]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list(datos.values())" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "lnUjKVnoD1Aw" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "267072.74" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sum(datos.values())" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "WdEuYXe2D1Ay", + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Help on built-in function print in module builtins:\n", + "\n", + "print(...)\n", + " print(value, ..., sep=' ', end='\\n', file=sys.stdout, flush=False)\n", + " \n", + " Prints the values to a stream, or to sys.stdout by default.\n", + " Optional keyword arguments:\n", + " file: a file-like object (stream); defaults to the current sys.stdout.\n", + " sep: string inserted between values, default a space.\n", + " end: string appended after the last value, default a newline.\n", + " flush: whether to forcibly flush the stream.\n", + "\n" + ] + } + ], + "source": [ + "help(print)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "hIA29O3tD1Az" + }, + "outputs": [], + "source": [ + "print?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "6w62Sl5ZD1A0" + }, + "source": [ + "# 4.2 Definiendo funciones sin y con parámetros" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "OADZiBP2D1A0" + }, + "source": [ + "### Funciones sin parámetros\n", + "\n", + "#### Formato estándar\n", + "\n", + "```\n", + "def ():\n", + " \n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "uCkplEpQD1A0" + }, + "outputs": [], + "source": [ + "def media():\n", + " valor = (1 + 2 + 3) / 3\n", + " print(valor)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "fOCEGq5VD1A1" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2.0\n" + ] + } + ], + "source": [ + "media()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "PwSlYSVAD1A2" + }, + "source": [ + "### Funciones con parámetros\n", + "\n", + "#### Formato estándar\n", + "\n", + "```\n", + "def (, , ..., ):\n", + " \n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "A3YnBUduD1A3" + }, + "outputs": [], + "source": [ + "def media(number_1, number_2, number_3):\n", + " valor = (number_1 + number_2 + number_3) / 3\n", + " print(valor)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "rGUZbRERD1A3" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2.0\n" + ] + } + ], + "source": [ + "media(1, 2, 3)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "B9WDlRE7D1A5" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "45.0\n" + ] + } + ], + "source": [ + "media(23, 45, 67)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "1HAy8OK_D1A6" + }, + "outputs": [], + "source": [ + "def media(lista):\n", + " valor = sum(lista) / len(lista)\n", + " print(valor)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "_CDa4oOfD1A6" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "5.0\n" + ] + } + ], + "source": [ + "resultado = media([1, 2, 3, 4, 5, 6, 7, 8, 9])" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "xH-mxqYAD1A8" + }, + "outputs": [], + "source": [ + "resultado" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "WXXC_UidD1A8" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "NoneType" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "type(resultado)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "8zNYrmFbD1A9" + }, + "source": [ + "# 4.3 Definiendo funciones que devuelven valores" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "J44K-dMOD1A9" + }, + "source": [ + "### Funciones que devuelven un valor\n", + "\n", + "#### Formato estándar\n", + "\n", + "```\n", + "def (, , ..., ):\n", + " \n", + " return \n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "-UG42RQJD1A9" + }, + "outputs": [], + "source": [ + "def media(lista):\n", + " valor = sum(lista) / len(lista)\n", + " print(valor)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "VJwdvoT5D1A-" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4.5\n" + ] + } + ], + "source": [ + "media([1, 2, 3, 4, 5, 6, 7, 8])" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "AgAeJkpND1A-" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4.5\n" + ] + } + ], + "source": [ + "resultado = media([1, 2, 3, 4, 5, 6, 7, 8])" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "_r616TevD1A_" + }, + "outputs": [], + "source": [ + "resultado" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "MQaK8GV5D1BA" + }, + "source": [ + "### Funciones que devuelven más de un valor\n", + "\n", + "#### Formato estándar\n", + "\n", + "```\n", + "def (, , ..., ):\n", + " \n", + " return (, , ..., )\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "v0PUMegVD1BA" + }, + "outputs": [], + "source": [ + "def media(lista):\n", + " valor = sum(lista) / len(lista)\n", + " return (valor, len(lista))" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "Ys-etom8D1BA" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(5.0, 9)" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "media([1, 2, 3, 4, 5, 6, 7, 8, 9])" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "LERrvkMHD1BC" + }, + "outputs": [], + "source": [ + "resultado, n = media([1, 2, 3, 4, 5, 6, 7, 8, 9])" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "sqoFOWSsD1BC" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "5.0" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "resultado" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "NdB_Jyw_D1BD" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "9" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "uQ5lNnKrD1BD" + }, + "source": [ + "# 5. PANDAS BÁSICO\n", + "---\n", + "\n", + "**versión: 1.1.0**\n", + "\n", + "Pandas es una herramienta de manipulación de datos de alto nivel, construida sobre la base del paquete Numpy. El paquete pandas tiene estructuras de datos muy interesantes para la manipulación de datos y, por esto, es ampliamente utilizado por los científicos de datos.\n", + "\n", + "\n", + "## Estructuras de Datos\n", + "\n", + "### Series\n", + "\n", + "Series son arrays unidimensionales etiquetados capaces de almacenar cualquier tipo de dato. Las etiquetas de las líneas se denominan **index**. La forma básica de crear una Series es la siguiente:\n", + "\n", + "\n", + "```\n", + " s = pd.Series(datos, index = index)\n", + "```\n", + "\n", + "El argumento *datos* puede ser un diccionario, una lista, un array Numpy o una constante.\n", + "\n", + "### DataFrames\n", + "\n", + "DataFrame es una estructura de datos tabular bidimensional con etiquetas de fila y columna. Como la Series, los DataFrames son capaces de almacenar cualquier tipo de datos.\n", + "\n", + "\n", + "```\n", + " df = pd.DataFrame(datos, index = index, columns = columns)\n", + "```\n", + "\n", + "El argumento *datos* puede ser un diccionario, una lista, un array Numpy, una Series y otro DataFrame.\n", + "\n", + "**Documentación:** https://pandas.pydata.org/pandas-docs/version/1.1.0/" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "2qa7RC03D1BD" + }, + "source": [ + "# 5.1 Estructuras de datos" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "4QyFDeS4D1BD" + }, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "kIey8_OcD1BF" + }, + "source": [ + "### Creando una Series a partir de una lista" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "yEZR6DWiD1BF" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['Jetta Variant', 'Passat', 'Crossfox']" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "carros = ['Jetta Variant', 'Passat', 'Crossfox']\n", + "carros" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "rLudWKZ_D1BF" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0 Jetta Variant\n", + "1 Passat\n", + "2 Crossfox\n", + "dtype: object" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.Series(carros)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "VYVIKd1-D1BG" + }, + "source": [ + "### Creando un DataFrame a partir de una lista de diccionarios" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "QFNS9PckD1BG" + }, + "outputs": [], + "source": [ + "datos = [\n", + " {'Nombre': 'Jetta Variant', 'Motor': 'Motor 4.0 Turbo', 'Año': 2003, 'Kilometraje': 44410.0, 'Cero_km': False, 'Valor': 88078.64},\n", + " {'Nombre': 'Passat', 'Motor': 'Motor Diesel', 'Año': 1991, 'Kilometraje': 5712.0, 'Cero_km': False, 'Valor': 106161.94},\n", + " {'Nombre': 'Crossfox', 'Motor': 'Motor Diesel V8', 'Año': 1990, 'Kilometraje': 37123.0, 'Cero_km': False, 'Valor': 72832.16}\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "WDQb9AnKD1BH" + }, + "outputs": [], + "source": [ + "dataset = pd.DataFrame(datos)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "-2-jGvmGD1BI" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Nombre Motor Año Kilometraje Cero_km Valor\n", + "0 Jetta Variant Motor 4.0 Turbo 2003 44410.0 False 88078.64\n", + "1 Passat Motor Diesel 1991 5712.0 False 106161.94\n", + "2 Crossfox Motor Diesel V8 1990 37123.0 False 72832.16" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset[['Nombre','Motor','Año','Kilometraje','Cero_km','Valor']]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "pJK2tQgYD1BK" + }, + "source": [ + "### Creando un DataFrame a partir de un diccionario" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "WKNQwKucD1BK" + }, + "outputs": [], + "source": [ + "datos = {\n", + " 'Nombre': ['Jetta Variant', 'Passat', 'Crossfox'], \n", + " 'Motor': ['Motor 4.0 Turbo', 'Motor Diesel', 'Motor Diesel V8'],\n", + " 'Año': [2003, 1991, 1990],\n", + " 'Kilometraje': [44410.0, 5712.0, 37123.0],\n", + " 'Cero_km': [False, False, False],\n", + " 'Valor': [88078.64, 106161.94, 72832.16]\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "lKnuZfzcD1BK" + }, + "outputs": [], + "source": [ + "dataset = pd.DataFrame(datos)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "PNqTytC-D1BL" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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MotorAñoKilometrajeCero_kmAccesoriosValor
Nombre
Jetta VariantMotor 4.0 Turbo200344410.0False['Llantas de aleación', 'Cerraduras electricas...88078.64
PassatMotor Diesel19915712.0False['Central multimedia', 'Techo panorámico', 'Fr...106161.94
CrossfoxMotor Diesel V8199037123.0False['Piloto automático', 'Control de estabilidad'...72832.16
DS5Motor 2.4 Turbo2019NaNTrue['Cerraduras electricas', '4 X 4', 'Ventanas e...124549.07
Aston Martin DB4Motor 2.4 Turbo200625757.0False['Llantas de aleación', '4 X 4', 'Central mult...92612.10
.....................
Phantom 2013Motor V8201427505.0False['Control de estabilidad', 'Piloto automático'...51759.58
Cadillac Ciel conceptMotor V8199129981.0False['Asientos de cuero', 'Panel digital', 'Sensor...51667.06
Classe GLKMotor 5.0 V8 Bi-Turbo200252637.0False['Llantas de aleación', 'Control de tracción',...68934.03
Aston Martin DB5Motor Diesel19967685.0False['Aire condicionado', '4 X 4', 'Transmisión au...122110.90
MacanMotor Diesel V6199250188.0False['Central multimedia', 'Techo panorámico', 'Ve...90381.47
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258 rows × 6 columns

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MotorAñoKilometrajeCero_kmAccesoriosValor
Nombre
Jetta VariantMotor 4.0 Turbo200344410.0False['Llantas de aleación', 'Cerraduras electricas...88078.64
PassatMotor Diesel19915712.0False['Central multimedia', 'Techo panorámico', 'Fr...106161.94
CrossfoxMotor Diesel V8199037123.0False['Piloto automático', 'Control de estabilidad'...72832.16
DS5Motor 2.4 Turbo2019NaNTrue['Cerraduras electricas', '4 X 4', 'Ventanas e...124549.07
Aston Martin DB4Motor 2.4 Turbo200625757.0False['Llantas de aleación', '4 X 4', 'Central mult...92612.10
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Valor
Nombre
Jetta Variant88078.64
Passat106161.94
Crossfox72832.16
DS5124549.07
Aston Martin DB492612.10
......
Phantom 201351759.58
Cadillac Ciel concept51667.06
Classe GLK68934.03
Aston Martin DB5122110.90
Macan90381.47
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MotorAñoKilometrajeCero_kmAccesoriosValor
Nombre
Jetta VariantMotor 4.0 Turbo200344410.0False['Llantas de aleación', 'Cerraduras electricas...88078.64
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CrossfoxMotor Diesel V8199037123.0False['Piloto automático', 'Control de estabilidad'...72832.16
DS5Motor 2.4 Turbo2019NaNTrue['Cerraduras electricas', '4 X 4', 'Ventanas e...124549.07
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MotorAñoKilometrajeCero_kmAccesoriosValor
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PassatMotor Diesel106161.94
CrossfoxMotor Diesel V872832.16
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Aston Martin DB4Motor 2.4 Turbo92612.10
.........
Phantom 2013Motor V851759.58
Cadillac Ciel conceptMotor V851667.06
Classe GLKMotor 5.0 V8 Bi-Turbo68934.03
Aston Martin DB5Motor Diesel122110.90
MacanMotor Diesel V690381.47
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MotorAñoKilometrajeCero_kmAccesoriosValor
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MotorAñoKilometrajeCero_kmAccesoriosValor
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PassatMotor Diesel19915712.0False['Central multimedia', 'Techo panorámico', 'Fr...106161.94
CrossfoxMotor Diesel V8199037123.0False['Piloto automático', 'Control de estabilidad'...72832.16
DS5Motor 2.4 Turbo2019NaNTrue['Cerraduras electricas', '4 X 4', 'Ventanas e...124549.07
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MotorValorKilometraje
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MotorValorKilometraje
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MotorValorKilometraje
Nombre
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DS5Motor 2.4 Turbo124549.07NaN
Aston Martin DB4Motor 2.4 Turbo92612.1025757.0
............
Phantom 2013Motor V851759.5827505.0
Cadillac Ciel conceptMotor V851667.0629981.0
Classe GLKMotor 5.0 V8 Bi-Turbo68934.0352637.0
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MacanMotor Diesel V690381.4750188.0
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MotorAñoKilometrajeCero_kmAccesoriosValor
Nombre
Jetta VariantMotor 4.0 Turbo200344410.0False['Llantas de aleación', 'Cerraduras electricas...88078.64
PassatMotor Diesel19915712.0False['Central multimedia', 'Techo panorámico', 'Fr...106161.94
CrossfoxMotor Diesel V8199037123.0False['Piloto automático', 'Control de estabilidad'...72832.16
DS5Motor 2.4 Turbo2019NaNTrue['Cerraduras electricas', '4 X 4', 'Ventanas e...124549.07
Aston Martin DB4Motor 2.4 Turbo200625757.0False['Llantas de aleación', '4 X 4', 'Central mult...92612.10
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" + ], + "text/plain": [ + " Motor Año Kilometraje Cero_km \\\n", + "Nombre \n", + "Jetta Variant Motor 4.0 Turbo 2003 44410.0 False \n", + "Passat Motor Diesel 1991 5712.0 False \n", + "Crossfox Motor Diesel V8 1990 37123.0 False \n", + "DS5 Motor 2.4 Turbo 2019 NaN True \n", + "Aston Martin DB4 Motor 2.4 Turbo 2006 25757.0 False \n", + "\n", + " Accesorios Valor \n", + "Nombre \n", + "Jetta Variant ['Llantas de aleación', 'Cerraduras electricas... 88078.64 \n", + "Passat ['Central multimedia', 'Techo panorámico', 'Fr... 106161.94 \n", + "Crossfox ['Piloto automático', 'Control de estabilidad'... 72832.16 \n", + "DS5 ['Cerraduras electricas', '4 X 4', 'Ventanas e... 124549.07 \n", + "Aston Martin DB4 ['Llantas de aleación', '4 X 4', 'Central mult... 92612.10 " + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "rO5T4h94D1BX", + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Nombre\n", + "Jetta Variant Motor 4.0 Turbo\n", + "Passat Motor Diesel\n", + "Crossfox Motor Diesel V8\n", + "DS5 Motor 2.4 Turbo\n", + "Aston Martin DB4 Motor 2.4 Turbo\n", + " ... \n", + "Phantom 2013 Motor V8\n", + "Cadillac Ciel concept Motor V8\n", + "Classe GLK Motor 5.0 V8 Bi-Turbo\n", + "Aston Martin DB5 Motor Diesel\n", + "Macan Motor Diesel V6\n", + "Name: Motor, Length: 258, dtype: object" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset.Motor" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "STZ-l8oaD1BX" + }, + "outputs": [], + "source": [ + "select = dataset.Motor == 'Motor Diesel'" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "OZC8NAn6D1BX" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "pandas.core.series.Series" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "type(select)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "OzXC2M40D1BY", + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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MotorAñoKilometrajeCero_kmAccesoriosValor
Nombre
PassatMotor Diesel19915712.0False['Central multimedia', 'Techo panorámico', 'Fr...106161.94
Effa Hafei Picape BaúMotor Diesel1991102959.0False['Control de estabilidad', 'Panel digital', 'V...125684.65
SorentoMotor Diesel2019NaNTrue['Sensor de lluvia', 'Cámara de estacionamient...81399.35
New Fiesta HatchMotor Diesel2017118895.0False['Sensor de estacionamiento', 'Cerraduras elec...66007.16
Kangoo ExpressMotor Diesel200729132.0False['Asientos de cuero', 'Transmisión automática'...146716.91
FitMotor Diesel201344329.0False['Frenos ABS', 'Cámara de estacionamiento', 'T...77836.23
Cielo HatchMotor Diesel2019NaNTrue['Panel digital', 'Central multimedia', 'Cámar...145197.70
SymbolMotor Diesel2016117714.0False['4 X 4', 'Piloto automático', 'Sensor crepusc...133030.60
A4 SedanMotor Diesel200230511.0False['Cámara de estacionamiento', '4 X 4', 'Cerrad...96369.04
A4 AvantMotor Diesel201417357.0False['Techo panorámico', '4 X 4', 'Asientos de cue...138946.88
Silver ShadowMotor Diesel201599052.0False['4 X 4', 'Central multimedia', 'Aire condicio...143568.22
CamryMotor Diesel2019NaNTrue['Cerraduras electricas', 'Llantas de aleación...138597.27
ClioMotor Diesel199066437.0False['4 X 4', 'Transmisión automática', 'Frenos AB...111130.33
Série 3 M3 CoupéMotor Diesel201319896.0False['Asientos de cuero', 'Sensor de lluvia', 'Air...69219.89
Gallardo LP 560 – 4Motor Diesel2000113045.0False['Frenos ABS', 'Techo panorámico', 'Central mu...144118.91
Chana UtilityMotor Diesel200952034.0False['Aire condicionado', 'Sensor de estacionamien...132662.32
TT RoadsterMotor Diesel1998107392.0False['Aire condicionado', 'Sensor de estacionamien...85311.40
Aston Martin VirageMotor Diesel2019NaNTrue['Cerraduras electricas', 'Control de tracción...97290.18
SanderoMotor Diesel201534783.0False['Piloto automático', 'Techo panorámico', 'Tra...112350.61
XKRMotor Diesel199685127.0False['Control de tracción', 'Aire condicionado', '...54263.16
X5Motor Diesel200213606.0False['Control de tracción', 'Piloto automático', '...62041.32
Dodge DakotaMotor Diesel199371544.0False['Control de tracción', 'Sensor de estacionami...141083.35
i30 CWMotor Diesel20158497.0False['Sensor de lluvia', 'Ventanas eléctricas', 'C...73311.75
Série 7 SedãMotor Diesel2019NaNTrue['Ventanas eléctricas', 'Cerraduras electricas...67539.79
V60Motor Diesel200491840.0False['Llantas de aleación', 'Sensor crepuscular', ...114728.74
Aston Martin DB5Motor Diesel19967685.0False['Aire condicionado', '4 X 4', 'Transmisión au...122110.90
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" + ], + "text/plain": [ + " Motor Año Kilometraje Cero_km \\\n", + "Nombre \n", + "Passat Motor Diesel 1991 5712.0 False \n", + "Effa Hafei Picape Baú Motor Diesel 1991 102959.0 False \n", + "Sorento Motor Diesel 2019 NaN True \n", + "New Fiesta Hatch Motor Diesel 2017 118895.0 False \n", + "Kangoo Express Motor Diesel 2007 29132.0 False \n", + "Fit Motor Diesel 2013 44329.0 False \n", + "Cielo Hatch Motor Diesel 2019 NaN True \n", + "Symbol Motor Diesel 2016 117714.0 False \n", + "A4 Sedan Motor Diesel 2002 30511.0 False \n", + "A4 Avant Motor Diesel 2014 17357.0 False \n", + "Silver Shadow Motor Diesel 2015 99052.0 False \n", + "Camry Motor Diesel 2019 NaN True \n", + "Clio Motor Diesel 1990 66437.0 False \n", + "Série 3 M3 Coupé Motor Diesel 2013 19896.0 False \n", + "Gallardo LP 560 – 4 Motor Diesel 2000 113045.0 False \n", + "Chana Utility Motor Diesel 2009 52034.0 False \n", + "TT Roadster Motor Diesel 1998 107392.0 False \n", + "Aston Martin Virage Motor Diesel 2019 NaN True \n", + "Sandero Motor Diesel 2015 34783.0 False \n", + "XKR Motor Diesel 1996 85127.0 False \n", + "X5 Motor Diesel 2002 13606.0 False \n", + "Dodge Dakota Motor Diesel 1993 71544.0 False \n", + "i30 CW Motor Diesel 2015 8497.0 False \n", + "Série 7 Sedã Motor Diesel 2019 NaN True \n", + "V60 Motor Diesel 2004 91840.0 False \n", + "Aston Martin DB5 Motor Diesel 1996 7685.0 False \n", + "\n", + " Accesorios \\\n", + "Nombre \n", + "Passat ['Central multimedia', 'Techo panorámico', 'Fr... \n", + "Effa Hafei Picape Baú ['Control de estabilidad', 'Panel digital', 'V... \n", + "Sorento ['Sensor de lluvia', 'Cámara de estacionamient... \n", + "New Fiesta Hatch ['Sensor de estacionamiento', 'Cerraduras elec... \n", + "Kangoo Express ['Asientos de cuero', 'Transmisión automática'... \n", + "Fit ['Frenos ABS', 'Cámara de estacionamiento', 'T... \n", + "Cielo Hatch ['Panel digital', 'Central multimedia', 'Cámar... \n", + "Symbol ['4 X 4', 'Piloto automático', 'Sensor crepusc... \n", + "A4 Sedan ['Cámara de estacionamiento', '4 X 4', 'Cerrad... \n", + "A4 Avant ['Techo panorámico', '4 X 4', 'Asientos de cue... \n", + "Silver Shadow ['4 X 4', 'Central multimedia', 'Aire condicio... \n", + "Camry ['Cerraduras electricas', 'Llantas de aleación... \n", + "Clio ['4 X 4', 'Transmisión automática', 'Frenos AB... \n", + "Série 3 M3 Coupé ['Asientos de cuero', 'Sensor de lluvia', 'Air... \n", + "Gallardo LP 560 – 4 ['Frenos ABS', 'Techo panorámico', 'Central mu... \n", + "Chana Utility ['Aire condicionado', 'Sensor de estacionamien... \n", + "TT Roadster ['Aire condicionado', 'Sensor de estacionamien... \n", + "Aston Martin Virage ['Cerraduras electricas', 'Control de tracción... \n", + "Sandero ['Piloto automático', 'Techo panorámico', 'Tra... \n", + "XKR ['Control de tracción', 'Aire condicionado', '... \n", + "X5 ['Control de tracción', 'Piloto automático', '... \n", + "Dodge Dakota ['Control de tracción', 'Sensor de estacionami... \n", + "i30 CW ['Sensor de lluvia', 'Ventanas eléctricas', 'C... \n", + "Série 7 Sedã ['Ventanas eléctricas', 'Cerraduras electricas... \n", + "V60 ['Llantas de aleación', 'Sensor crepuscular', ... \n", + "Aston Martin DB5 ['Aire condicionado', '4 X 4', 'Transmisión au... \n", + "\n", + " Valor \n", + "Nombre \n", + "Passat 106161.94 \n", + "Effa Hafei Picape Baú 125684.65 \n", + "Sorento 81399.35 \n", + "New Fiesta Hatch 66007.16 \n", + "Kangoo Express 146716.91 \n", + "Fit 77836.23 \n", + "Cielo Hatch 145197.70 \n", + "Symbol 133030.60 \n", + "A4 Sedan 96369.04 \n", + "A4 Avant 138946.88 \n", + "Silver Shadow 143568.22 \n", + "Camry 138597.27 \n", + "Clio 111130.33 \n", + "Série 3 M3 Coupé 69219.89 \n", + "Gallardo LP 560 – 4 144118.91 \n", + "Chana Utility 132662.32 \n", + "TT Roadster 85311.40 \n", + "Aston Martin Virage 97290.18 \n", + "Sandero 112350.61 \n", + "XKR 54263.16 \n", + "X5 62041.32 \n", + "Dodge Dakota 141083.35 \n", + "i30 CW 73311.75 \n", + "Série 7 Sedã 67539.79 \n", + "V60 114728.74 \n", + "Aston Martin DB5 122110.90 " + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset[select]" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MotorAñoKilometrajeCero_kmAccesoriosValor
Nombre
SorentoMotor Diesel2019NaNTrue['Sensor de lluvia', 'Cámara de estacionamient...81399.35
Cielo HatchMotor Diesel2019NaNTrue['Panel digital', 'Central multimedia', 'Cámar...145197.70
CamryMotor Diesel2019NaNTrue['Cerraduras electricas', 'Llantas de aleación...138597.27
Aston Martin VirageMotor Diesel2019NaNTrue['Cerraduras electricas', 'Control de tracción...97290.18
Série 7 SedãMotor Diesel2019NaNTrue['Ventanas eléctricas', 'Cerraduras electricas...67539.79
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" + ], + "text/plain": [ + " Motor Año Kilometraje Cero_km \\\n", + "Nombre \n", + "Sorento Motor Diesel 2019 NaN True \n", + "Cielo Hatch Motor Diesel 2019 NaN True \n", + "Camry Motor Diesel 2019 NaN True \n", + "Aston Martin Virage Motor Diesel 2019 NaN True \n", + "Série 7 Sedã Motor Diesel 2019 NaN True \n", + "\n", + " Accesorios \\\n", + "Nombre \n", + "Sorento ['Sensor de lluvia', 'Cámara de estacionamient... \n", + "Cielo Hatch ['Panel digital', 'Central multimedia', 'Cámar... \n", + "Camry ['Cerraduras electricas', 'Llantas de aleación... \n", + "Aston Martin Virage ['Cerraduras electricas', 'Control de tracción... \n", + "Série 7 Sedã ['Ventanas eléctricas', 'Cerraduras electricas... \n", + "\n", + " Valor \n", + "Nombre \n", + "Sorento 81399.35 \n", + "Cielo Hatch 145197.70 \n", + "Camry 138597.27 \n", + "Aston Martin Virage 97290.18 \n", + "Série 7 Sedã 67539.79 " + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset[(dataset.Motor == 'Motor Diesel') & (dataset.Cero_km == True)]" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Nombre\n", + "Jetta Variant False\n", + "Passat False\n", + "Crossfox False\n", + "DS5 False\n", + "Aston Martin DB4 False\n", + " ... \n", + "Phantom 2013 False\n", + "Cadillac Ciel concept False\n", + "Classe GLK False\n", + "Aston Martin DB5 False\n", + "Macan False\n", + "Length: 258, dtype: bool" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(dataset.Motor == 'Motor Diesel') & (dataset.Cero_km == True)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "_XKXcWO-D1BY" + }, + "source": [ + "### Utilizando el método query" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "AB9JirSoD1BY" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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MotorAñoKilometrajeCero_kmAccesoriosValor
Nombre
SorentoMotor Diesel2019NaNTrue['Sensor de lluvia', 'Cámara de estacionamient...81399.35
Cielo HatchMotor Diesel2019NaNTrue['Panel digital', 'Central multimedia', 'Cámar...145197.70
CamryMotor Diesel2019NaNTrue['Cerraduras electricas', 'Llantas de aleación...138597.27
Aston Martin VirageMotor Diesel2019NaNTrue['Cerraduras electricas', 'Control de tracción...97290.18
Série 7 SedãMotor Diesel2019NaNTrue['Ventanas eléctricas', 'Cerraduras electricas...67539.79
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" + ], + "text/plain": [ + " Motor Año Kilometraje Cero_km \\\n", + "Nombre \n", + "Sorento Motor Diesel 2019 NaN True \n", + "Cielo Hatch Motor Diesel 2019 NaN True \n", + "Camry Motor Diesel 2019 NaN True \n", + "Aston Martin Virage Motor Diesel 2019 NaN True \n", + "Série 7 Sedã Motor Diesel 2019 NaN True \n", + "\n", + " Accesorios \\\n", + "Nombre \n", + "Sorento ['Sensor de lluvia', 'Cámara de estacionamient... \n", + "Cielo Hatch ['Panel digital', 'Central multimedia', 'Cámar... \n", + "Camry ['Cerraduras electricas', 'Llantas de aleación... \n", + "Aston Martin Virage ['Cerraduras electricas', 'Control de tracción... \n", + "Série 7 Sedã ['Ventanas eléctricas', 'Cerraduras electricas... \n", + "\n", + " Valor \n", + "Nombre \n", + "Sorento 81399.35 \n", + "Cielo Hatch 145197.70 \n", + "Camry 138597.27 \n", + "Aston Martin Virage 97290.18 \n", + "Série 7 Sedã 67539.79 " + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset.query('Motor == \"Motor Diesel\" and Cero_km == True')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "ciJ4dw_FD1BZ" + }, + "source": [ + "# 5.4 Iterando con DataFrames" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "TKAB-g5KD1BZ" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Motor\n", + "Año\n", + "Kilometraje\n", + "Cero_km\n", + "Accesorios\n", + "Valor\n" + ] + } + ], + "source": [ + "for item in dataset:\n", + " print(item)" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "eFTNtPRWD1Ba" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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MotorAñoKilometrajeCero_kmAccesoriosValorkm_media
Nombre
Jetta VariantMotor 4.0 Turbo200344410.0False['Llantas de aleación', 'Cerraduras electricas...88078.642612.352941
PassatMotor Diesel19915712.0False['Central multimedia', 'Techo panorámico', 'Fr...106161.94196.965517
CrossfoxMotor Diesel V8199037123.0False['Piloto automático', 'Control de estabilidad'...72832.161237.433333
DS5Motor 2.4 Turbo2019NaNTrue['Cerraduras electricas', '4 X 4', 'Ventanas e...124549.07NaN
Aston Martin DB4Motor 2.4 Turbo200625757.0False['Llantas de aleación', '4 X 4', 'Central mult...92612.101839.785714
........................
Phantom 2013Motor V8201427505.0False['Control de estabilidad', 'Piloto automático'...51759.584584.166667
Cadillac Ciel conceptMotor V8199129981.0False['Asientos de cuero', 'Panel digital', 'Sensor...51667.061033.827586
Classe GLKMotor 5.0 V8 Bi-Turbo200252637.0False['Llantas de aleación', 'Control de tracción',...68934.032924.277778
Aston Martin DB5Motor Diesel19967685.0False['Aire condicionado', '4 X 4', 'Transmisión au...122110.90320.208333
MacanMotor Diesel V6199250188.0False['Central multimedia', 'Techo panorámico', 'Ve...90381.471792.428571
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258 rows × 7 columns

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" + ], + "text/plain": [ + " Motor Año Kilometraje Cero_km \\\n", + "Nombre \n", + "Jetta Variant Motor 4.0 Turbo 2003 44410.0 False \n", + "Passat Motor Diesel 1991 5712.0 False \n", + "Crossfox Motor Diesel V8 1990 37123.0 False \n", + "DS5 Motor 2.4 Turbo 2019 NaN True \n", + "Aston Martin DB4 Motor 2.4 Turbo 2006 25757.0 False \n", + "... ... ... ... ... \n", + "Phantom 2013 Motor V8 2014 27505.0 False \n", + "Cadillac Ciel concept Motor V8 1991 29981.0 False \n", + "Classe GLK Motor 5.0 V8 Bi-Turbo 2002 52637.0 False \n", + "Aston Martin DB5 Motor Diesel 1996 7685.0 False \n", + "Macan Motor Diesel V6 1992 50188.0 False \n", + "\n", + " Accesorios \\\n", + "Nombre \n", + "Jetta Variant ['Llantas de aleación', 'Cerraduras electricas... \n", + "Passat ['Central multimedia', 'Techo panorámico', 'Fr... \n", + "Crossfox ['Piloto automático', 'Control de estabilidad'... \n", + "DS5 ['Cerraduras electricas', '4 X 4', 'Ventanas e... \n", + "Aston Martin DB4 ['Llantas de aleación', '4 X 4', 'Central mult... \n", + "... ... \n", + "Phantom 2013 ['Control de estabilidad', 'Piloto automático'... \n", + "Cadillac Ciel concept ['Asientos de cuero', 'Panel digital', 'Sensor... \n", + "Classe GLK ['Llantas de aleación', 'Control de tracción',... \n", + "Aston Martin DB5 ['Aire condicionado', '4 X 4', 'Transmisión au... \n", + "Macan ['Central multimedia', 'Techo panorámico', 'Ve... \n", + "\n", + " Valor km_media \n", + "Nombre \n", + "Jetta Variant 88078.64 2612.352941 \n", + "Passat 106161.94 196.965517 \n", + "Crossfox 72832.16 1237.433333 \n", + "DS5 124549.07 NaN \n", + "Aston Martin DB4 92612.10 1839.785714 \n", + "... ... ... \n", + "Phantom 2013 51759.58 4584.166667 \n", + "Cadillac Ciel concept 51667.06 1033.827586 \n", + "Classe GLK 68934.03 2924.277778 \n", + "Aston Martin DB5 122110.90 320.208333 \n", + "Macan 90381.47 1792.428571 \n", + "\n", + "[258 rows x 7 columns]" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "for index, row in dataset.iterrows():\n", + " if(2020 - row['Año'] != 0):\n", + " dataset.loc[index, 'km_media'] = row['Kilometraje'] / (2020 - row['Año'])\n", + " else:\n", + " dataset.loc[index, 'km_media'] = 0\n", + "\n", + "dataset " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "HnUzHFQPD1Ba" + }, + "source": [ + "# 5.5 Tratamiento de datos" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "FRxBWoBGD1Ba" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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MotorAñoKilometrajeCero_kmAccesoriosValorkm_media
Nombre
Jetta VariantMotor 4.0 Turbo200344410.0False['Llantas de aleación', 'Cerraduras electricas...88078.642612.352941
PassatMotor Diesel19915712.0False['Central multimedia', 'Techo panorámico', 'Fr...106161.94196.965517
CrossfoxMotor Diesel V8199037123.0False['Piloto automático', 'Control de estabilidad'...72832.161237.433333
DS5Motor 2.4 Turbo2019NaNTrue['Cerraduras electricas', '4 X 4', 'Ventanas e...124549.07NaN
Aston Martin DB4Motor 2.4 Turbo200625757.0False['Llantas de aleación', '4 X 4', 'Central mult...92612.101839.785714
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MotorAñoKilometrajeCero_kmAccesoriosValorkm_media
Nombre
DS5Motor 2.4 Turbo2019NaNTrue['Cerraduras electricas', '4 X 4', 'Ventanas e...124549.07NaN
A5Motor 4.0 Turbo2019NaNTrue['Transmisión automática', 'Cámara de estacion...56445.20NaN
J5Motor V62019NaNTrue['Sensor crepuscular', 'Panel digital', 'Llant...53183.38NaN
A3Motor 1.0 8v2019NaNTrue['4 X 4', 'Piloto automático', 'Central multim...88552.39NaN
Série 1 MMotor V82019NaNTrue['Control de estabilidad', 'Central multimedia...94564.40NaN
........................
Lamborghini ReventónMotor 4.0 Turbo2019NaNTrue['Control de tracción', 'Aire condicionado', '...67664.86NaN
Benni MiniMotor V82019NaNTrue['Sensor crepuscular', 'Transmisión automática...126247.84NaN
UnoMotor Diesel V62019NaNTrue['Central multimedia', 'Sensor crepuscular', '...128852.21NaN
Santa FeMotor 3.0 32v2019NaNTrue['Cerraduras electricas', 'Aire condicionado',...129415.33NaN
XC60Motor 4.0 Turbo2019NaNTrue['Panel digital', 'Piloto automático', 'Centra...77675.79NaN
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61 rows × 7 columns

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MotorAñoKilometrajeCero_kmAccesoriosValorkm_media
Nombre
DS5Motor 2.4 Turbo20190.0True['Cerraduras electricas', '4 X 4', 'Ventanas e...124549.070.0
A5Motor 4.0 Turbo20190.0True['Transmisión automática', 'Cámara de estacion...56445.200.0
J5Motor V620190.0True['Sensor crepuscular', 'Panel digital', 'Llant...53183.380.0
A3Motor 1.0 8v20190.0True['4 X 4', 'Piloto automático', 'Central multim...88552.390.0
Série 1 MMotor V820190.0True['Control de estabilidad', 'Central multimedia...94564.400.0
........................
Lamborghini ReventónMotor 4.0 Turbo20190.0True['Control de tracción', 'Aire condicionado', '...67664.860.0
Benni MiniMotor V820190.0True['Sensor crepuscular', 'Transmisión automática...126247.840.0
UnoMotor Diesel V620190.0True['Central multimedia', 'Sensor crepuscular', '...128852.210.0
Santa FeMotor 3.0 32v20190.0True['Cerraduras electricas', 'Aire condicionado',...129415.330.0
XC60Motor 4.0 Turbo20190.0True['Panel digital', 'Piloto automático', 'Centra...77675.790.0
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0Jetta VariantMotor 4.0 Turbo200344410.0False['Llantas de aleación', 'Cerraduras electricas...88078.64
1PassatMotor Diesel19915712.0False['Central multimedia', 'Techo panorámico', 'Fr...106161.94
2CrossfoxMotor Diesel V8199037123.0False['Piloto automático', 'Control de estabilidad'...72832.16
3DS5Motor 2.4 Turbo2019NaNTrue['Cerraduras electricas', '4 X 4', 'Ventanas e...124549.07
4Aston Martin DB4Motor 2.4 Turbo200625757.0False['Llantas de aleación', '4 X 4', 'Central mult...92612.10
........................
253Phantom 2013Motor V8201427505.0False['Control de estabilidad', 'Piloto automático'...51759.58
254Cadillac Ciel conceptMotor V8199129981.0False['Asientos de cuero', 'Panel digital', 'Sensor...51667.06
255Classe GLKMotor 5.0 V8 Bi-Turbo200252637.0False['Llantas de aleación', 'Control de tracción',...68934.03
256Aston Martin DB5Motor Diesel19967685.0False['Aire condicionado', '4 X 4', 'Transmisión au...122110.90
257MacanMotor Diesel V6199250188.0False['Central multimedia', 'Techo panorámico', 'Ve...90381.47
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NombreMotorAñoKilometrajeCero_kmAccesoriosValor
0Jetta VariantMotor 4.0 Turbo200344410.0False['Llantas de aleación', 'Cerraduras electricas...88078.64
1PassatMotor Diesel19915712.0False['Central multimedia', 'Techo panorámico', 'Fr...106161.94
2CrossfoxMotor Diesel V8199037123.0False['Piloto automático', 'Control de estabilidad'...72832.16
4Aston Martin DB4Motor 2.4 Turbo200625757.0False['Llantas de aleación', '4 X 4', 'Central mult...92612.10
5Palio WeekendMotor 1.8 16v201210728.0False['Sensor de estacionamiento', 'Techo panorámic...97497.73
........................
253Phantom 2013Motor V8201427505.0False['Control de estabilidad', 'Piloto automático'...51759.58
254Cadillac Ciel conceptMotor V8199129981.0False['Asientos de cuero', 'Panel digital', 'Sensor...51667.06
255Classe GLKMotor 5.0 V8 Bi-Turbo200252637.0False['Llantas de aleación', 'Control de tracción',...68934.03
256Aston Martin DB5Motor Diesel19967685.0False['Aire condicionado', '4 X 4', 'Transmisión au...122110.90
257MacanMotor Diesel V6199250188.0False['Central multimedia', 'Techo panorámico', 'Ve...90381.47
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"pygments_lexer": "ipython3", + "version": "3.7.1" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/013_python_data_science/files/db.csv b/013_python_data_science/files/db.csv new file mode 100644 index 0000000..f05273c --- /dev/null +++ b/013_python_data_science/files/db.csv @@ -0,0 +1,259 @@ +Nombre;Motor;Año;Kilometraje;Cero_km;Accesorios;Valor +Jetta Variant;Motor 4.0 Turbo;2003;44410;False;['Llantas de aleación', 'Cerraduras electricas', 'Piloto automático', 'Asientos de cuero', 'Aire condicionado', 'Sensor de estacionamiento', 'Sensor crepuscular', 'Sensor de lluvia'];88078.64 +Passat;Motor Diesel;1991;5712;False;['Central multimedia', 'Techo panorámico', 'Frenos ABS', '4 X 4', 'Panel digital', 'Piloto automático', 'Asientos de cuero', 'Cámara de estacionamiento'];106161.94 +Crossfox;Motor Diesel V8;1990;37123;False;['Piloto automático', 'Control de estabilidad', 'Sensor crepuscular', 'Frenos ABS', 'Transmisión automática', 'Asientos de cuero', 'Central multimedia', 'Ventanas eléctricas'];72832.16 +DS5;Motor 2.4 Turbo;2019;;True;['Cerraduras electricas', '4 X 4', 'Ventanas eléctricas', 'Sensor crepuscular', 'Sensor de lluvia', 'Cámara de estacionamiento', 'Aire condicionado', 'Llantas de aleación'];124549.07 +Aston Martin DB4;Motor 2.4 Turbo;2006;25757;False;['Llantas de aleación', '4 X 4', 'Central multimedia', 'Aire condicionado', 'Control de estabilidad', 'Transmisión automática', 'Sensor de estacionamiento', 'Piloto automático'];92612.1 +Palio Weekend;Motor 1.8 16v;2012;10728;False;['Sensor de estacionamiento', 'Techo panorámico', 'Sensor crepuscular', 'Panel digital', 'Aire condicionado', 'Llantas de aleación', 'Control de estabilidad', 'Asientos de cuero'];97497.73 +A5;Motor 4.0 Turbo;2019;;True;['Transmisión automática', 'Cámara de estacionamiento', 'Frenos ABS', 'Control de tracción', 'Central multimedia', 'Cerraduras electricas', 'Sensor crepuscular', 'Llantas de aleación'];56445.2 +Série 3 Cabrio;Motor 1.0 8v;2009;77599;False;['Control de estabilidad', 'Sensor crepuscular', 'Control de tracción', 'Techo panorámico', 'Cerraduras electricas', 'Piloto automático', 'Panel digital', 'Cámara de estacionamiento'];112310.44 +Dodge Jorney;Motor 3.0 32v;2010;99197;False;['Ventanas eléctricas', 'Piloto automático', 'Techo panorámico', 'Aire condicionado', 'Asientos de cuero', 'Transmisión automática', 'Llantas de aleación', 'Cerraduras electricas'];120716.27 +Carens;Motor 5.0 V8 Bi-Turbo;2011;37978;False;['Aire condicionado', 'Panel digital', 'Central multimedia', 'Sensor crepuscular', 'Transmisión automática', 'Llantas de aleación', 'Control de tracción', 'Cámara de estacionamiento'];76566.49 +Ford Edge;Motor Diesel V6;2002;12859;False;['Sensor crepuscular', 'Llantas de aleación', 'Techo panorámico', 'Sensor de lluvia', 'Cerraduras electricas', 'Sensor de estacionamiento', 'Control de tracción', 'Aire condicionado'];71647.59 +Courier;Motor Diesel V8;2007;8052;False;['Central multimedia', '4 X 4', 'Piloto automático', 'Techo panorámico', 'Control de estabilidad', 'Cámara de estacionamiento', 'Asientos de cuero', 'Ventanas eléctricas'];73919.53 +S-18;Motor V6;2001;89773;False;['Asientos de cuero', 'Sensor de lluvia', 'Llantas de aleación', 'Central multimedia', 'Cerraduras electricas', 'Aire condicionado', 'Cámara de estacionamiento', 'Sensor crepuscular'];112732.99 +J5;Motor V6;2019;;True;['Sensor crepuscular', 'Panel digital', 'Llantas de aleación', 'Frenos ABS', 'Transmisión automática', 'Control de tracción', 'Central multimedia', 'Cámara de estacionamiento'];53183.38 +F-Type Coupé;Motor 5.0 V8 Bi-Turbo;2009;41457;False;['Piloto automático', 'Sensor crepuscular', 'Sensor de lluvia', 'Aire condicionado', 'Sensor de estacionamiento', 'Control de tracción', 'Cámara de estacionamiento', 'Ventanas eléctricas'];127488.42 +RAM;Motor Diesel V8;2016;115607;False;['Sensor crepuscular', 'Transmisión automática', 'Sensor de lluvia', 'Central multimedia', 'Control de estabilidad', '4 X 4', 'Frenos ABS', 'Piloto automático'];59910.4 +Série 1;Motor 3.0 32v;2012;46449;False;['Techo panorámico', 'Cámara de estacionamiento', 'Cerraduras electricas', '4 X 4', 'Panel digital', 'Central multimedia', 'Llantas de aleación', 'Frenos ABS'];61118.59 +A3;Motor 1.0 8v;2019;;True;['4 X 4', 'Piloto automático', 'Central multimedia', 'Techo panorámico', 'Sensor de estacionamiento', 'Control de tracción', 'Control de estabilidad', 'Sensor de lluvia'];88552.39 +XC90;Motor 1.0 8v;2016;37086;False;['Cerraduras electricas', 'Ventanas eléctricas', 'Techo panorámico', 'Central multimedia', 'Control de estabilidad', '4 X 4', 'Transmisión automática', 'Sensor de lluvia'];62696.69 +RS 3 Sportback;Motor 3.0 32v;2017;15173;False;['4 X 4', 'Piloto automático', 'Central multimedia', 'Asientos de cuero', 'Sensor de lluvia', 'Llantas de aleación', 'Aire condicionado', 'Sensor crepuscular'];101726.3 +Pajero Sport;Motor 1.0 8v;2002;101193;False;['Sensor de estacionamiento', 'Piloto automático', 'Transmisión automática', 'Panel digital', 'Frenos ABS', 'Cámara de estacionamiento', 'Llantas de aleación', 'Control de estabilidad'];106147.38 +Série 1 M;Motor V8;2019;;True;['Control de estabilidad', 'Central multimedia', 'Panel digital', 'Sensor crepuscular', 'Sensor de lluvia', 'Cámara de estacionamiento', 'Aire condicionado', 'Frenos ABS'];94564.4 +Lamborghini Obvious;Motor Diesel V6;1994;98079;False;['Llantas de aleación', 'Transmisión automática', 'Cerraduras electricas', 'Techo panorámico', 'Control de estabilidad', 'Central multimedia', 'Sensor de estacionamiento', 'Sensor crepuscular'];133529.84 +Effa Hafei Picape Baú;Motor Diesel;1991;102959;False;['Control de estabilidad', 'Panel digital', 'Ventanas eléctricas', '4 X 4', 'Sensor crepuscular', 'Aire condicionado', 'Cerraduras electricas', 'Central multimedia'];125684.65 +Lamborghini Murciélago;Motor 5.0 V8 Bi-Turbo;2019;;True;['Frenos ABS', 'Transmisión automática', 'Aire condicionado', 'Cámara de estacionamiento', 'Control de tracción', 'Central multimedia', 'Sensor crepuscular', 'Control de estabilidad'];121596.21 +Up!;Motor Diesel V6;2019;;True;['Sensor de estacionamiento', 'Ventanas eléctricas', 'Frenos ABS', 'Central multimedia', 'Control de estabilidad', 'Sensor de lluvia', 'Transmisión automática', 'Piloto automático'];71367.1 +Fiesta Rocam Sedan;Motor 4.0 Turbo;2016;5795;False;['Aire condicionado', 'Asientos de cuero', 'Transmisión automática', 'Cámara de estacionamiento', 'Piloto automático', 'Control de estabilidad', 'Sensor de lluvia', 'Ventanas eléctricas'];95347.75 +Sandero Stepway;Motor 3.0 32v;2019;;True;['Frenos ABS', 'Aire condicionado', 'Techo panorámico', 'Panel digital', 'Sensor de estacionamiento', 'Ventanas eléctricas', 'Sensor crepuscular', 'Piloto automático'];105432.84 +Cayman S;Motor 3.0 32v;2002;58848;False;['Transmisión automática', 'Sensor de estacionamiento', 'Llantas de aleación', 'Ventanas eléctricas', '4 X 4', 'Asientos de cuero', 'Panel digital', 'Cerraduras electricas'];57045.27 +V40;Motor 4.0 Turbo;1991;94381;False;['Cámara de estacionamiento', 'Sensor de estacionamiento', 'Llantas de aleación', 'Control de tracción', 'Frenos ABS', 'Transmisión automática', 'Asientos de cuero', 'Sensor de lluvia'];120432.7 +Classe SLS AMG;Motor 1.0 8v;1997;30163;False;['Sensor de estacionamiento', 'Control de estabilidad', 'Sensor de lluvia', 'Cerraduras electricas', 'Panel digital', 'Sensor crepuscular', 'Piloto automático', 'Asientos de cuero'];70707.2 +Gol G4;Motor 2.0 16v;1995;53332;False;['Sensor crepuscular', '4 X 4', 'Ventanas eléctricas', 'Control de tracción', 'Aire condicionado', 'Cámara de estacionamiento', 'Panel digital', 'Frenos ABS'];69105.18 +Linea;Motor 1.0 8v;2018;17720;False;['Piloto automático', 'Panel digital', 'Ventanas eléctricas', 'Control de tracción', 'Techo panorámico', 'Aire condicionado', 'Cámara de estacionamiento', 'Llantas de aleación'];59358.69 +Ford F100;Motor 2.0 16v;1991;33808;False;['Control de tracción', 'Sensor crepuscular', 'Cerraduras electricas', 'Asientos de cuero', 'Cámara de estacionamiento', 'Llantas de aleación', 'Central multimedia', '4 X 4'];65955.4 +J2;Motor V8;2014;90684;False;['Techo panorámico', 'Sensor de estacionamiento', 'Asientos de cuero', 'Ventanas eléctricas', 'Frenos ABS', 'Llantas de aleación', 'Cerraduras electricas', 'Transmisión automática'];60017.03 +Aston Martin DBS;Motor V8;1995;43975;False;['Techo panorámico', 'Piloto automático', 'Aire condicionado', 'Ventanas eléctricas', 'Asientos de cuero', 'Cerraduras electricas', 'Sensor de lluvia', 'Sensor crepuscular'];118909.52 +Pajero TR4;Motor 2.4 Turbo;2019;;True;['Control de tracción', 'Asientos de cuero', 'Cámara de estacionamiento', 'Control de estabilidad', 'Ventanas eléctricas', 'Piloto automático', 'Llantas de aleación', 'Techo panorámico'];51606.59 +Polo Sedan;Motor V6;2019;;True;['Sensor de lluvia', 'Sensor crepuscular', 'Aire condicionado', 'Sensor de estacionamiento', 'Techo panorámico', 'Transmisión automática', 'Ventanas eléctricas', 'Cerraduras electricas'];123281.87 +California;Motor 1.0 8v;2009;5526;False;['Llantas de aleación', 'Aire condicionado', 'Cámara de estacionamiento', 'Panel digital', 'Cerraduras electricas', 'Sensor crepuscular', 'Central multimedia', 'Frenos ABS'];69770.18 +S60;Motor 2.4 Turbo;2019;;True;['Techo panorámico', 'Frenos ABS', '4 X 4', 'Aire condicionado', 'Control de tracción', 'Central multimedia', 'Panel digital', 'Sensor crepuscular'];102609.54 +Tucson;Motor 2.0 16v;2013;93415;False;['Ventanas eléctricas', 'Sensor crepuscular', 'Frenos ABS', 'Cámara de estacionamiento', 'Piloto automático', 'Cerraduras electricas', 'Transmisión automática', '4 X 4'];67997.19 +HB20;Motor V6;2003;40762;False;['Sensor de lluvia', 'Cerraduras electricas', 'Control de tracción', 'Frenos ABS', 'Aire condicionado', 'Techo panorámico', 'Ventanas eléctricas', 'Transmisión automática'];135235.29 +Optima;Motor 1.8 16v;2019;;True;['Central multimedia', 'Aire condicionado', 'Techo panorámico', 'Frenos ABS', 'Panel digital', 'Control de estabilidad', '4 X 4', 'Sensor de estacionamiento'];86641.34 +Logan;Motor 4.0 Turbo;2002;86302;False;['Cámara de estacionamiento', 'Ventanas eléctricas', 'Central multimedia', 'Sensor de lluvia', 'Sensor crepuscular', 'Panel digital', 'Aire condicionado', 'Asientos de cuero'];136818.39 +Range Rover Vogue;Motor 1.0 8v;2019;;True;['4 X 4', 'Ventanas eléctricas', 'Llantas de aleación', 'Central multimedia', 'Cámara de estacionamiento', 'Sensor de estacionamiento', 'Piloto automático', 'Aire condicionado'];117626.73 +Sonata;Motor 5.0 V8 Bi-Turbo;2002;9755;False;['Piloto automático', 'Aire condicionado', 'Ventanas eléctricas', '4 X 4', 'Sensor de estacionamiento', 'Asientos de cuero', 'Cerraduras electricas', 'Control de estabilidad'];56208.7 +Ford New Fiesta Sedan;Motor 3.0 32v;2004;69945;False;['Techo panorámico', 'Panel digital', 'Aire condicionado', 'Central multimedia', '4 X 4', 'Control de estabilidad', 'Transmisión automática', 'Sensor de lluvia'];84222.65 +Série 5 Gran Turismo;Motor 4.0 Turbo;2001;2395;False;['Control de tracción', 'Piloto automático', 'Aire condicionado', 'Asientos de cuero', 'Frenos ABS', 'Central multimedia', 'Sensor de lluvia', '4 X 4'];90781.65 +CR-V;Motor Diesel V8;2019;;True;['Transmisión automática', 'Central multimedia', 'Ventanas eléctricas', 'Control de estabilidad', 'Control de tracción', 'Asientos de cuero', 'Frenos ABS', 'Panel digital'];64701.1 +Ford EcoSport;Motor 1.0 8v;2003;80349;False;['Ventanas eléctricas', 'Piloto automático', 'Panel digital', 'Frenos ABS', 'Asientos de cuero', 'Techo panorámico', 'Sensor de lluvia', 'Llantas de aleación'];126350.49 +Versa;Motor 3.0 32v;2009;85554;False;['Asientos de cuero', 'Aire condicionado', 'Llantas de aleación', 'Sensor crepuscular', 'Cerraduras electricas', 'Sensor de estacionamiento', 'Piloto automático', 'Control de estabilidad'];148152.89 +Classe E;Motor 1.0 8v;2006;50496;False;['Frenos ABS', 'Sensor de estacionamiento', 'Central multimedia', 'Cámara de estacionamiento', 'Aire condicionado', 'Techo panorámico', 'Transmisión automática', 'Piloto automático'];132298.83 +Carnival;Motor V8;2000;67716;False;['Cerraduras electricas', 'Transmisión automática', 'Cámara de estacionamiento', 'Frenos ABS', 'Central multimedia', 'Llantas de aleación', 'Techo panorámico', 'Control de estabilidad'];137627.63 +Aston Martin V8 Vantage Roadster;Motor 2.4 Turbo;2006;93947;False;['Transmisión automática', 'Cámara de estacionamiento', 'Ventanas eléctricas', 'Control de estabilidad', 'Central multimedia', 'Piloto automático', 'Sensor crepuscular', 'Cerraduras electricas'];80422.71 +Hoggar;Motor 5.0 V8 Bi-Turbo;2010;35345;False;['Control de estabilidad', 'Asientos de cuero', 'Sensor de lluvia', 'Panel digital', 'Ventanas eléctricas', 'Frenos ABS', 'Control de tracción', 'Aire condicionado'];56373.99 +A1;Motor 5.0 V8 Bi-Turbo;1994;81007;False;['Panel digital', 'Transmisión automática', 'Cámara de estacionamiento', 'Frenos ABS', 'Control de estabilidad', 'Sensor crepuscular', '4 X 4', 'Aire condicionado'];70846.03 +Aston Martin DB7 Vantage;Motor V6;2007;119513;False;['Sensor crepuscular', 'Piloto automático', 'Techo panorámico', 'Frenos ABS', 'Transmisión automática', 'Central multimedia', 'Ventanas eléctricas', 'Sensor de estacionamiento'];128694.23 +CLA;Motor 1.0 8v;2019;;True;['Central multimedia', 'Sensor de lluvia', 'Control de estabilidad', 'Sensor crepuscular', 'Llantas de aleación', 'Piloto automático', '4 X 4', 'Ventanas eléctricas'];133329.19 +Accord;Motor V8;2019;;True;['Sensor de estacionamiento', 'Aire condicionado', 'Central multimedia', 'Control de tracción', 'Llantas de aleación', 'Techo panorámico', 'Sensor de lluvia', 'Cámara de estacionamiento'];131961.43 +EXTRA 103EX;Motor 2.0 16v;2019;;True;['Sensor de estacionamiento', 'Central multimedia', 'Asientos de cuero', 'Sensor crepuscular', 'Techo panorámico', 'Control de tracción', 'Piloto automático', 'Sensor de lluvia'];112033.27 +Sorento;Motor Diesel;2019;;True;['Sensor de lluvia', 'Cámara de estacionamiento', 'Sensor de estacionamiento', 'Control de estabilidad', 'Llantas de aleación', 'Cerraduras electricas', 'Ventanas eléctricas', 'Control de tracción'];81399.35 +Tiggo;Motor 3.0 32v;2019;;True;['Cámara de estacionamiento', 'Frenos ABS', 'Piloto automático', 'Ventanas eléctricas', 'Transmisión automática', 'Sensor crepuscular', 'Sensor de estacionamiento', 'Control de tracción'];97163.1 +New Fiesta Hatch;Motor Diesel;2017;118895;False;['Sensor de estacionamiento', 'Cerraduras electricas', 'Piloto automático', 'Llantas de aleación', 'Control de tracción', 'Aire condicionado', '4 X 4', 'Sensor crepuscular'];66007.16 +Jeep Renegade;Motor 5.0 V8 Bi-Turbo;2011;48509;False;['Ventanas eléctricas', 'Techo panorámico', 'Asientos de cuero', 'Cerraduras electricas', 'Sensor de lluvia', 'Control de tracción', 'Frenos ABS', 'Central multimedia'];128776.22 +Lamborghini Ankonian;Motor 2.0 16v;2001;100912;False;['Asientos de cuero', 'Cámara de estacionamiento', 'Central multimedia', '4 X 4', 'Sensor de lluvia', 'Aire condicionado', 'Llantas de aleación', 'Sensor crepuscular'];142623.02 +Space Cross;Motor 5.0 V8 Bi-Turbo;1996;95649;False;['Techo panorámico', 'Ventanas eléctricas', 'Sensor de lluvia', 'Cerraduras electricas', 'Llantas de aleación', 'Sensor crepuscular', 'Frenos ABS', 'Aire condicionado'];136930.13 +Touareg;Motor V8;2019;;True;['Control de estabilidad', 'Piloto automático', 'Sensor crepuscular', 'Cerraduras electricas', 'Cámara de estacionamiento', 'Llantas de aleación', 'Panel digital', 'Techo panorámico'];66526.61 +Classe M;Motor 1.0 8v;1994;90495;False;['Central multimedia', 'Asientos de cuero', 'Llantas de aleación', '4 X 4', 'Ventanas eléctricas', 'Transmisión automática', 'Aire condicionado', 'Control de estabilidad'];114154.87 +Lancer Evolution X;Motor Diesel V6;2019;;True;['Ventanas eléctricas', 'Transmisión automática', 'Control de tracción', 'Cerraduras electricas', 'Techo panorámico', 'Aire condicionado', 'Sensor crepuscular', 'Central multimedia'];142392.75 +Kangoo Express;Motor Diesel;2007;29132;False;['Asientos de cuero', 'Transmisión automática', 'Piloto automático', 'Control de estabilidad', 'Central multimedia', 'Sensor de lluvia', 'Techo panorámico', 'Panel digital'];146716.91 +SW4;Motor Diesel V6;1994;23802;False;['Sensor de lluvia', 'Asientos de cuero', 'Control de tracción', 'Piloto automático', 'Central multimedia', 'Cámara de estacionamiento', 'Techo panorámico', 'Llantas de aleación'];122485.68 +Cadillac ELR;Motor 1.0 8v;2007;84992;False;['Sensor crepuscular', 'Cerraduras electricas', 'Techo panorámico', 'Ventanas eléctricas', 'Sensor de estacionamiento', 'Sensor de lluvia', 'Llantas de aleación', 'Frenos ABS'];97951.03 +Doblò;Motor 1.8 16v;1997;54395;False;['Cámara de estacionamiento', 'Techo panorámico', 'Control de estabilidad', 'Sensor de estacionamiento', 'Cerraduras electricas', 'Ventanas eléctricas', 'Asientos de cuero', 'Piloto automático'];78283.49 +Lamborghini Egoista;Motor 3.0 32v;2006;26731;False;['Llantas de aleación', 'Control de tracción', 'Central multimedia', 'Control de estabilidad', 'Sensor de estacionamiento', 'Panel digital', 'Cámara de estacionamiento', 'Sensor crepuscular'];83434.04 +Fit;Motor Diesel;2013;44329;False;['Frenos ABS', 'Cámara de estacionamiento', 'Transmisión automática', 'Techo panorámico', 'Piloto automático', 'Ventanas eléctricas', 'Sensor de lluvia', 'Sensor crepuscular'];77836.23 +C5;Motor 2.0 16v;1994;118236;False;['Panel digital', 'Techo panorámico', 'Piloto automático', 'Control de estabilidad', 'Sensor crepuscular', 'Sensor de estacionamiento', 'Cerraduras electricas', 'Sensor de lluvia'];60813.92 +Celer Hatch;Motor V8;2008;113808;False;['Control de estabilidad', 'Transmisión automática', 'Frenos ABS', 'Llantas de aleación', 'Sensor crepuscular', 'Sensor de lluvia', 'Central multimedia', 'Aire condicionado'];91353.86 +HB20S;Motor V8;2008;610;False;['Techo panorámico', 'Llantas de aleación', 'Cerraduras electricas', 'Control de tracción', 'Frenos ABS', 'Piloto automático', 'Sensor crepuscular', 'Sensor de estacionamiento'];116281.21 +Cielo Hatch;Motor Diesel;2019;;True;['Panel digital', 'Central multimedia', 'Cámara de estacionamiento', 'Cerraduras electricas', 'Control de tracción', 'Sensor de estacionamiento', 'Techo panorámico', 'Aire condicionado'];145197.7 +Livina;Motor 2.0 16v;2019;;True;['Sensor crepuscular', 'Cámara de estacionamiento', 'Central multimedia', 'Llantas de aleación', 'Panel digital', 'Transmisión automática', 'Asientos de cuero', 'Sensor de estacionamiento'];50742.1 +Ducato;Motor 5.0 V8 Bi-Turbo;1999;12887;False;['Sensor de lluvia', 'Panel digital', 'Sensor crepuscular', '4 X 4', 'Sensor de estacionamiento', 'Asientos de cuero', 'Cerraduras electricas', 'Transmisión automática'];73033.53 +March;Motor V6;2007;79607;False;['Asientos de cuero', 'Piloto automático', 'Sensor de estacionamiento', 'Ventanas eléctricas', 'Control de estabilidad', 'Frenos ABS', '4 X 4', 'Transmisión automática'];54332.87 +Cadillac XTS sedan;Motor Diesel V6;1993;90924;False;['Aire condicionado', 'Transmisión automática', 'Sensor de estacionamiento', 'Cerraduras electricas', 'Cámara de estacionamiento', 'Control de tracción', 'Asientos de cuero', 'Panel digital'];52207.45 +Lamborghini Centenario;Motor V6;1995;42733;False;['Central multimedia', 'Ventanas eléctricas', 'Sensor de estacionamiento', '4 X 4', 'Cámara de estacionamiento', 'Panel digital', 'Control de tracción', 'Transmisión automática'];63578.5 +Hilux;Motor 5.0 V8 Bi-Turbo;2019;;True;['4 X 4', 'Piloto automático', 'Techo panorámico', 'Central multimedia', 'Ventanas eléctricas', 'Frenos ABS', 'Panel digital', 'Llantas de aleación'];64507.72 +Grand Siena;Motor Diesel V8;2019;;True;['Asientos de cuero', 'Panel digital', 'Sensor de estacionamiento', 'Sensor crepuscular', 'Control de tracción', 'Aire condicionado', 'Cerraduras electricas', '4 X 4'];115075.59 +Symbol;Motor Diesel;2016;117714;False;['4 X 4', 'Piloto automático', 'Sensor crepuscular', 'Cámara de estacionamiento', 'Ventanas eléctricas', 'Llantas de aleación', 'Central multimedia', 'Control de tracción'];133030.6 +Aston Martin V12 GT Zagato;Motor 4.0 Turbo;2011;113885;False;['Central multimedia', 'Piloto automático', 'Sensor de lluvia', 'Control de estabilidad', 'Control de tracción', 'Aire condicionado', 'Ventanas eléctricas', 'Techo panorámico'];141591.86 +Fusion;Motor 1.8 16v;2019;;True;['Control de tracción', 'Transmisión automática', 'Frenos ABS', 'Sensor de lluvia', 'Cerraduras electricas', 'Cámara de estacionamiento', 'Aire condicionado', 'Sensor crepuscular'];100380.28 +A4 Sedan;Motor Diesel;2002;30511;False;['Cámara de estacionamiento', '4 X 4', 'Cerraduras electricas', 'Aire condicionado', 'Techo panorámico', 'Ventanas eléctricas', 'Frenos ABS', 'Central multimedia'];96369.04 +Xsara Picasso;Motor 2.0 16v;2013;74867;False;['Sensor de lluvia', 'Techo panorámico', 'Central multimedia', 'Ventanas eléctricas', 'Llantas de aleación', 'Panel digital', 'Sensor crepuscular', 'Piloto automático'];142603.84 +207 SW;Motor 3.0 32v;2017;119760;False;['Control de estabilidad', 'Cerraduras electricas', 'Cámara de estacionamiento', 'Asientos de cuero', 'Sensor de estacionamiento', 'Transmisión automática', 'Piloto automático', 'Sensor de lluvia'];117709.67 +Star;Motor V6;2016;8356;False;['Cámara de estacionamiento', '4 X 4', 'Central multimedia', 'Ventanas eléctricas', 'Sensor crepuscular', 'Sensor de estacionamiento', 'Techo panorámico', 'Piloto automático'];102241.54 +Doblò Cargo;Motor 3.0 32v;2008;64247;False;['Frenos ABS', 'Techo panorámico', 'Ventanas eléctricas', 'Piloto automático', 'Cámara de estacionamiento', 'Aire condicionado', 'Control de tracción', '4 X 4'];96065.38 +Cadillac CTS;Motor 1.8 16v;2018;88661;False;['Cerraduras electricas', 'Sensor de lluvia', 'Frenos ABS', 'Transmisión automática', 'Sensor de estacionamiento', '4 X 4', 'Aire condicionado', 'Techo panorámico'];53894.61 +Cayenne;Motor 1.0 8v;2003;4539;False;['Control de tracción', 'Piloto automático', 'Cerraduras electricas', 'Asientos de cuero', 'Sensor de lluvia', '4 X 4', 'Control de estabilidad', 'Llantas de aleación'];123911.78 +Fox;Motor 4.0 Turbo;2003;110116;False;['Piloto automático', 'Transmisión automática', 'Cerraduras electricas', 'Sensor de estacionamiento', 'Techo panorámico', 'Central multimedia', 'Aire condicionado', 'Llantas de aleación'];101996.35 +Tiida Hatch;Motor Diesel V6;2004;33215;False;['Techo panorámico', 'Cerraduras electricas', 'Sensor de estacionamiento', 'Central multimedia', '4 X 4', 'Sensor de lluvia', 'Aire condicionado', 'Llantas de aleación'];83431.66 +Dodge Charger;Motor 2.4 Turbo;2010;92001;False;['Ventanas eléctricas', 'Sensor crepuscular', 'Control de estabilidad', 'Techo panorámico', 'Cámara de estacionamiento', 'Piloto automático', 'Sensor de estacionamiento', '4 X 4'];122975.63 +Face;Motor V8;2019;;True;['Control de estabilidad', 'Ventanas eléctricas', 'Frenos ABS', 'Sensor de lluvia', 'Cámara de estacionamiento', 'Panel digital', 'Aire condicionado', 'Techo panorámico'];93227.73 +Prius;Motor 3.0 32v;2006;81708;False;['Llantas de aleación', 'Asientos de cuero', 'Panel digital', 'Cámara de estacionamiento', 'Techo panorámico', 'Ventanas eléctricas', 'Control de tracción', 'Aire condicionado'];58762.65 +Idea;Motor V6;2001;70641;False;['Central multimedia', 'Piloto automático', 'Cerraduras electricas', 'Asientos de cuero', '4 X 4', 'Control de tracción', 'Transmisión automática', 'Sensor de lluvia'];139549.67 +A8;Motor 2.0 16v;2019;;True;['Panel digital', 'Techo panorámico', 'Piloto automático', 'Sensor de lluvia', 'Transmisión automática', 'Frenos ABS', 'Cámara de estacionamiento', 'Sensor crepuscular'];122016.42 +Série 1 Cabrio;Motor 3.0 32v;2015;91277;False;['Ventanas eléctricas', 'Cerraduras electricas', 'Control de tracción', 'Transmisión automática', 'Sensor crepuscular', 'Panel digital', 'Asientos de cuero', 'Sensor de lluvia'];72731.98 +Edge;Motor V6;2018;26544;False;['Frenos ABS', 'Control de tracción', 'Sensor crepuscular', 'Cerraduras electricas', 'Transmisión automática', 'Cámara de estacionamiento', 'Sensor de lluvia', 'Techo panorámico'];88416.54 +Cadillac ATS sedan;Motor 1.8 16v;2017;52596;False;['Panel digital', 'Ventanas eléctricas', 'Techo panorámico', 'Central multimedia', 'Cámara de estacionamiento', 'Llantas de aleación', 'Sensor de lluvia', 'Piloto automático'];73873.42 +Lamborghini Asterion LPI 910-4;Motor 5.0 V8 Bi-Turbo;1992;47503;False;['Aire condicionado', 'Panel digital', 'Control de estabilidad', 'Sensor de lluvia', 'Ventanas eléctricas', 'Techo panorámico', 'Transmisión automática', '4 X 4'];70709.34 +Frontier;Motor V8;2001;89056;False;['Transmisión automática', 'Llantas de aleación', 'Sensor de estacionamiento', 'Asientos de cuero', 'Ventanas eléctricas', 'Cerraduras electricas', 'Aire condicionado', 'Techo panorámico'];115306.5 +Série 3 Sedã;Motor 3.0 32v;1993;28834;False;['Control de tracción', 'Control de estabilidad', '4 X 4', 'Llantas de aleación', 'Cerraduras electricas', 'Techo panorámico', 'Sensor de lluvia', 'Sensor de estacionamiento'];55924.63 +Lamborghini LM002;Motor 1.8 16v;1995;110564;False;['Asientos de cuero', 'Frenos ABS', 'Central multimedia', 'Control de estabilidad', 'Control de tracción', 'Llantas de aleación', 'Cerraduras electricas', 'Sensor crepuscular'];85052.26 +Cadillac XLR;Motor Diesel V8;2003;56638;False;['Sensor crepuscular', 'Techo panorámico', 'Sensor de estacionamiento', 'Asientos de cuero', 'Transmisión automática', 'Cámara de estacionamiento', 'Frenos ABS', 'Llantas de aleación'];56646.34 +A4 Avant;Motor Diesel;2014;17357;False;['Techo panorámico', '4 X 4', 'Asientos de cuero', 'Aire condicionado', 'Llantas de aleación', 'Frenos ABS', 'Control de estabilidad', 'Control de tracción'];138946.88 +EcoSport;Motor 4.0 Turbo;2008;74015;False;['Piloto automático', 'Sensor de estacionamiento', 'Cerraduras electricas', 'Control de estabilidad', 'Sensor crepuscular', 'Techo panorámico', 'Llantas de aleación', 'Aire condicionado'];108256.72 +J3;Motor 1.8 16v;2013;15196;False;['Control de estabilidad', '4 X 4', 'Cámara de estacionamiento', 'Techo panorámico', 'Panel digital', 'Asientos de cuero', 'Sensor de estacionamiento', 'Piloto automático'];58979.3 +Q3;Motor 3.0 32v;2019;;True;['Control de estabilidad', 'Asientos de cuero', 'Panel digital', 'Sensor crepuscular', 'Frenos ABS', '4 X 4', 'Control de tracción', 'Sensor de lluvia'];114727.68 +Aston Martin V8 Vantage;Motor V8;2017;10821;False;['Techo panorámico', 'Control de tracción', 'Panel digital', '4 X 4', 'Cámara de estacionamiento', 'Piloto automático', 'Control de estabilidad', 'Sensor de lluvia'];139661.48 +Z4 Roadster;Motor 3.0 32v;2019;;True;['Central multimedia', 'Transmisión automática', 'Cerraduras electricas', '4 X 4', 'Asientos de cuero', 'Techo panorámico', 'Frenos ABS', 'Sensor crepuscular'];80382.24 +Lamborghini Ferruccio;Motor 3.0 32v;2019;;True;['Ventanas eléctricas', 'Piloto automático', 'Techo panorámico', 'Sensor crepuscular', 'Sensor de lluvia', 'Aire condicionado', 'Frenos ABS', 'Cámara de estacionamiento'];149157.17 +Ford Ka+;Motor 1.8 16v;2006;9595;False;['Sensor crepuscular', 'Piloto automático', 'Control de tracción', 'Control de estabilidad', 'Aire condicionado', 'Central multimedia', 'Transmisión automática', 'Asientos de cuero'];87830.41 +Silver Shadow;Motor Diesel;2015;99052;False;['4 X 4', 'Central multimedia', 'Aire condicionado', 'Techo panorámico', 'Cerraduras electricas', 'Control de tracción', 'Panel digital', 'Sensor de lluvia'];143568.22 +Classe C 63 AMG Touring;Motor Diesel V8;2007;52389;False;['Central multimedia', 'Piloto automático', 'Frenos ABS', 'Sensor crepuscular', 'Transmisión automática', 'Asientos de cuero', 'Sensor de lluvia', 'Ventanas eléctricas'];138171.85 +Discovery 4;Motor 4.0 Turbo;2005;119945;False;['Frenos ABS', 'Llantas de aleación', 'Sensor de lluvia', 'Control de estabilidad', 'Ventanas eléctricas', 'Techo panorámico', 'Sensor crepuscular', 'Control de tracción'];115784.95 +Veloster;Motor Diesel V8;2017;96005;False;['Aire condicionado', 'Central multimedia', 'Asientos de cuero', 'Sensor crepuscular', 'Frenos ABS', 'Ventanas eléctricas', 'Cámara de estacionamiento', '4 X 4'];146508.99 +Classe C;Motor Diesel V6;1998;31639;False;['Frenos ABS', 'Sensor de lluvia', 'Central multimedia', 'Transmisión automática', 'Panel digital', 'Control de tracción', 'Asientos de cuero', 'Control de estabilidad'];137670.23 +Camry;Motor Diesel;2019;;True;['Cerraduras electricas', 'Llantas de aleación', 'Sensor crepuscular', 'Asientos de cuero', 'Panel digital', 'Frenos ABS', 'Aire condicionado', 'Cámara de estacionamiento'];138597.27 +C5 Tourer;Motor Diesel V6;1999;80187;False;['Llantas de aleación', 'Sensor de lluvia', 'Panel digital', 'Cámara de estacionamiento', 'Control de tracción', 'Ventanas eléctricas', 'Central multimedia', '4 X 4'];147627.81 +R8 GT;Motor 4.0 Turbo;2019;;True;['Llantas de aleación', 'Transmisión automática', 'Sensor crepuscular', 'Sensor de estacionamiento', 'Asientos de cuero', 'Techo panorámico', 'Frenos ABS', 'Cámara de estacionamiento'];62999.02 +Bongo;Motor Diesel V8;2009;58212;False;['Ventanas eléctricas', 'Techo panorámico', 'Panel digital', 'Piloto automático', 'Sensor crepuscular', 'Central multimedia', 'Transmisión automática', 'Llantas de aleación'];91242.44 +ASX;Motor Diesel V8;2003;61672;False;['Aire condicionado', 'Sensor crepuscular', 'Llantas de aleación', 'Control de estabilidad', 'Piloto automático', 'Transmisión automática', 'Sensor de estacionamiento', 'Techo panorámico'];149489.92 +Cadillac SRX;Motor 5.0 V8 Bi-Turbo;1994;32017;False;['Panel digital', 'Piloto automático', 'Control de estabilidad', 'Techo panorámico', 'Cerraduras electricas', 'Llantas de aleación', 'Central multimedia', '4 X 4'];63529.95 +Classe CL;Motor V8;2019;;True;['Central multimedia', 'Transmisión automática', '4 X 4', 'Control de estabilidad', 'Asientos de cuero', 'Aire condicionado', 'Frenos ABS', 'Cámara de estacionamiento'];58525.41 +500 Abarth;Motor V6;1994;56944;False;['4 X 4', 'Techo panorámico', 'Control de tracción', 'Control de estabilidad', 'Sensor de lluvia', 'Cerraduras electricas', 'Panel digital', 'Sensor crepuscular'];90345.05 +Aston Martin Cygnet;Motor 5.0 V8 Bi-Turbo;2019;;True;['Panel digital', 'Aire condicionado', 'Sensor crepuscular', 'Frenos ABS', 'Sensor de lluvia', 'Cámara de estacionamiento', 'Control de tracción', 'Ventanas eléctricas'];147770.87 +Cadillac STS;Motor 4.0 Turbo;2015;86519;False;['Panel digital', 'Asientos de cuero', 'Sensor de estacionamiento', '4 X 4', 'Piloto automático', 'Transmisión automática', 'Control de tracción', 'Cerraduras electricas'];106617.71 +Aston Martin DB9;Motor 1.8 16v;1996;4821;False;['Aire condicionado', 'Ventanas eléctricas', '4 X 4', 'Cámara de estacionamiento', 'Transmisión automática', 'Llantas de aleación', 'Asientos de cuero', 'Panel digital'];104929.88 +NX 200t;Motor 2.4 Turbo;1997;101025;False;['Control de estabilidad', 'Panel digital', 'Asientos de cuero', 'Llantas de aleación', 'Piloto automático', 'Ventanas eléctricas', '4 X 4', 'Control de tracción'];100712.45 +Aston Martin One-77;Motor V6;1993;30705;False;['Sensor de estacionamiento', 'Llantas de aleación', 'Control de estabilidad', 'Asientos de cuero', 'Control de tracción', 'Piloto automático', 'Central multimedia', 'Ventanas eléctricas'];141982.93 +Lamborghini Veneno;Motor 3.0 32v;2019;;True;['4 X 4', 'Sensor de estacionamiento', 'Transmisión automática', 'Llantas de aleación', 'Techo panorámico', 'Central multimedia', 'Cerraduras electricas', 'Piloto automático'];104038.79 +Sentra;Motor 2.0 16v;1992;32555;False;['Piloto automático', 'Sensor crepuscular', 'Cerraduras electricas', 'Aire condicionado', 'Transmisión automática', 'Panel digital', 'Ventanas eléctricas', 'Control de tracción'];88501.54 +Jumper;Motor 2.4 Turbo;1995;103389;False;['Aire condicionado', 'Llantas de aleación', 'Transmisión automática', 'Asientos de cuero', 'Piloto automático', 'Frenos ABS', 'Panel digital', 'Ventanas eléctricas'];79782.02 +i30;Motor 1.8 16v;2019;;True;['Transmisión automática', 'Control de estabilidad', 'Sensor crepuscular', 'Control de tracción', 'Ventanas eléctricas', 'Frenos ABS', 'Central multimedia', 'Asientos de cuero'];86224.1 +X6;Motor Diesel V6;1990;55289;False;['Cámara de estacionamiento', 'Cerraduras electricas', 'Central multimedia', 'Piloto automático', 'Control de tracción', 'Asientos de cuero', 'Sensor crepuscular', 'Sensor de estacionamiento'];103596.18 +Voyage;Motor 5.0 V8 Bi-Turbo;2019;;True;['Aire condicionado', 'Sensor de estacionamiento', 'Asientos de cuero', 'Control de estabilidad', 'Sensor crepuscular', '4 X 4', 'Ventanas eléctricas', 'Cerraduras electricas'];148996.47 +Phantom I Phantom II;Motor 1.8 16v;2019;;True;['Piloto automático', 'Frenos ABS', 'Panel digital', 'Aire condicionado', 'Asientos de cuero', 'Llantas de aleación', 'Transmisión automática', 'Sensor crepuscular'];60948.01 +Passat Variant;Motor 1.0 8v;1991;115930;False;['Frenos ABS', 'Llantas de aleación', 'Piloto automático', 'Control de tracción', 'Asientos de cuero', 'Ventanas eléctricas', 'Techo panorámico', 'Panel digital'];69535.44 +Clio;Motor Diesel;1990;66437;False;['4 X 4', 'Transmisión automática', 'Frenos ABS', 'Asientos de cuero', 'Piloto automático', 'Control de estabilidad', 'Sensor de estacionamiento', 'Sensor crepuscular'];111130.33 +Classe G;Motor Diesel V6;2012;96800;False;['Control de estabilidad', 'Central multimedia', 'Sensor crepuscular', 'Frenos ABS', 'Llantas de aleación', '4 X 4', 'Ventanas eléctricas', 'Techo panorámico'];65847.69 +Silver Ghost;Motor 1.8 16v;2007;14237;False;['Cerraduras electricas', 'Panel digital', 'Cámara de estacionamiento', 'Central multimedia', 'Control de estabilidad', 'Piloto automático', 'Sensor de estacionamiento', '4 X 4'];78096.06 +Série 3 M3 Coupé;Motor Diesel;2013;19896;False;['Asientos de cuero', 'Sensor de lluvia', 'Aire condicionado', 'Central multimedia', 'Sensor de estacionamiento', 'Llantas de aleación', 'Panel digital', 'Sensor crepuscular'];69219.89 +Gallardo LP 560 – 4;Motor Diesel;2000;113045;False;['Frenos ABS', 'Techo panorámico', 'Central multimedia', 'Asientos de cuero', 'Llantas de aleación', 'Sensor de estacionamiento', 'Cerraduras electricas', '4 X 4'];144118.91 +Freelander 2;Motor Diesel V6;2002;114942;False;['4 X 4', 'Cámara de estacionamiento', 'Sensor crepuscular', 'Transmisión automática', 'Panel digital', 'Sensor de lluvia', 'Sensor de estacionamiento', 'Techo panorámico'];77397.05 +Grand Cherokee;Motor 5.0 V8 Bi-Turbo;1996;3173;False;['Transmisión automática', 'Cerraduras electricas', 'Sensor de estacionamiento', 'Techo panorámico', 'Asientos de cuero', '4 X 4', 'Panel digital', 'Cámara de estacionamiento'];68974.25 +Aston Martin DBR9;Motor 4.0 Turbo;1996;83611;False;['Control de estabilidad', 'Sensor de estacionamiento', 'Piloto automático', 'Techo panorámico', 'Cámara de estacionamiento', 'Transmisión automática', 'Asientos de cuero', 'Frenos ABS'];125231.3 +Soul;Motor 5.0 V8 Bi-Turbo;2015;25356;False;['Sensor crepuscular', 'Piloto automático', 'Sensor de estacionamiento', 'Sensor de lluvia', 'Control de estabilidad', 'Cerraduras electricas', 'Control de tracción', 'Asientos de cuero'];85501.12 +Cadillac BLS;Motor V8;1993;88634;False;['Techo panorámico', 'Control de estabilidad', 'Transmisión automática', 'Control de tracción', 'Aire condicionado', 'Sensor de lluvia', 'Panel digital', 'Sensor crepuscular'];137116.21 +RX 350;Motor V6;2013;2314;False;['Piloto automático', 'Sensor crepuscular', 'Aire condicionado', 'Control de estabilidad', 'Asientos de cuero', 'Control de tracción', 'Llantas de aleación', 'Sensor de estacionamiento'];138823.81 +Cayman;Motor 3.0 32v;2013;2627;False;['Central multimedia', 'Panel digital', 'Sensor crepuscular', 'Frenos ABS', '4 X 4', 'Techo panorámico', 'Asientos de cuero', 'Cámara de estacionamiento'];117961.95 +Chana Utility;Motor Diesel;2009;52034;False;['Aire condicionado', 'Sensor de estacionamiento', 'Piloto automático', 'Ventanas eléctricas', 'Control de tracción', '4 X 4', 'Techo panorámico', 'Llantas de aleación'];132662.32 +308 CC;Motor 4.0 Turbo;2019;;True;['Cámara de estacionamiento', 'Asientos de cuero', 'Central multimedia', 'Llantas de aleación', 'Ventanas eléctricas', 'Panel digital', 'Control de estabilidad', 'Transmisión automática'];146405.79 +L200 Triton;Motor Diesel V8;2019;;True;['Ventanas eléctricas', 'Aire condicionado', 'Panel digital', 'Control de tracción', 'Cámara de estacionamiento', 'Cerraduras electricas', '4 X 4', 'Transmisión automática'];81999.21 +Jetta;Motor 5.0 V8 Bi-Turbo;2002;79577;False;['Central multimedia', 'Ventanas eléctricas', 'Cámara de estacionamiento', 'Piloto automático', 'Frenos ABS', 'Asientos de cuero', 'Aire condicionado', 'Sensor de estacionamiento'];140934.6 +C4 Lounge;Motor V8;1997;108201;False;['Central multimedia', 'Control de tracción', 'Techo panorámico', 'Sensor de lluvia', 'Cerraduras electricas', 'Sensor de estacionamiento', 'Transmisión automática', 'Ventanas eléctricas'];82366.81 +C4 Pallas;Motor 1.0 8v;1998;76453;False;['4 X 4', 'Frenos ABS', 'Sensor de lluvia', 'Llantas de aleación', 'Transmisión automática', 'Cerraduras electricas', 'Control de estabilidad', 'Sensor crepuscular'];70424.11 +Equus;Motor 3.0 32v;2004;57683;False;['Cerraduras electricas', 'Llantas de aleación', '4 X 4', 'Transmisión automática', 'Frenos ABS', 'Central multimedia', 'Ventanas eléctricas', 'Sensor de estacionamiento'];53620.31 +Classe GL;Motor 3.0 32v;1996;96610;False;['Frenos ABS', 'Cámara de estacionamiento', 'Cerraduras electricas', 'Transmisión automática', 'Panel digital', 'Sensor de lluvia', '4 X 4', 'Asientos de cuero'];73389.18 +Range Rover Evoque;Motor 2.0 16v;2015;109001;False;['Llantas de aleación', 'Techo panorámico', 'Sensor de lluvia', 'Cerraduras electricas', 'Piloto automático', 'Panel digital', 'Sensor crepuscular', 'Control de estabilidad'];111618.12 +Cherokee;Motor 4.0 Turbo;2016;26212;False;['Panel digital', 'Cerraduras electricas', 'Llantas de aleación', 'Cámara de estacionamiento', 'Sensor de estacionamiento', 'Techo panorámico', 'Aire condicionado', 'Piloto automático'];112187.37 +Punto;Motor 4.0 Turbo;2005;45971;False;['Central multimedia', 'Transmisión automática', 'Piloto automático', '4 X 4', 'Sensor de lluvia', 'Panel digital', 'Control de estabilidad', 'Techo panorámico'];120812.57 +Grand Tour;Motor 3.0 32v;1999;49182;False;['Llantas de aleación', 'Cerraduras electricas', 'Asientos de cuero', '4 X 4', 'Central multimedia', 'Ventanas eléctricas', 'Control de estabilidad', 'Techo panorámico'];116031.04 +Fluence;Motor Diesel V6;1995;49907;False;['Sensor crepuscular', 'Techo panorámico', 'Transmisión automática', 'Cámara de estacionamiento', 'Asientos de cuero', 'Frenos ABS', 'Aire condicionado', 'Central multimedia'];125398.11 +Effa Hafei Picape Cabine Simples;Motor 1.0 8v;1993;38620;False;['Piloto automático', 'Aire condicionado', 'Central multimedia', 'Panel digital', '4 X 4', 'Sensor de estacionamiento', 'Control de estabilidad', 'Sensor crepuscular'];76101.47 +Durango;Motor 2.0 16v;2004;60996;False;['Asientos de cuero', 'Panel digital', 'Transmisión automática', 'Cámara de estacionamiento', '4 X 4', 'Control de estabilidad', 'Llantas de aleación', 'Techo panorámico'];75263.24 +Boxster;Motor Diesel V8;2013;73914;False;['Techo panorámico', 'Sensor crepuscular', 'Asientos de cuero', 'Sensor de estacionamiento', 'Cerraduras electricas', 'Central multimedia', 'Control de estabilidad', 'Llantas de aleación'];147387.76 +TT Roadster;Motor Diesel;1998;107392;False;['Aire condicionado', 'Sensor de estacionamiento', 'Control de tracción', 'Frenos ABS', 'Panel digital', 'Ventanas eléctricas', 'Piloto automático', 'Cerraduras electricas'];85311.4 +Lamborghini Jalpa;Motor 1.8 16v;2018;9146;False;['Piloto automático', 'Frenos ABS', 'Sensor de estacionamiento', 'Ventanas eléctricas', 'Cerraduras electricas', 'Control de tracción', 'Sensor crepuscular', 'Transmisión automática'];54388.11 +Classe SLK;Motor 4.0 Turbo;2019;;True;['4 X 4', 'Sensor de estacionamiento', 'Control de tracción', 'Llantas de aleación', 'Sensor de lluvia', 'Aire condicionado', 'Frenos ABS', 'Asientos de cuero'];124156.65 +Golf;Motor 1.0 8v;2018;17924;False;['Llantas de aleación', 'Control de tracción', 'Sensor de lluvia', 'Asientos de cuero', 'Frenos ABS', 'Panel digital', 'Transmisión automática', 'Sensor de estacionamiento'];146203.34 +C3 Picasso;Motor 3.0 32v;2019;;True;['Techo panorámico', 'Sensor crepuscular', 'Sensor de lluvia', 'Ventanas eléctricas', 'Aire condicionado', 'Control de estabilidad', 'Cámara de estacionamiento', 'Central multimedia'];56453.94 +V50;Motor 2.0 16v;1990;116949;False;['Techo panorámico', 'Cámara de estacionamiento', 'Control de estabilidad', 'Panel digital', 'Transmisión automática', 'Asientos de cuero', 'Llantas de aleación', 'Frenos ABS'];68873.79 +Picanto;Motor 4.0 Turbo;2009;20476;False;['Panel digital', 'Control de estabilidad', 'Frenos ABS', 'Cerraduras electricas', 'Piloto automático', 'Sensor de estacionamiento', 'Ventanas eléctricas', 'Cámara de estacionamiento'];91667.61 +Cadenza;Motor Diesel V6;1990;52804;False;['Sensor crepuscular', 'Control de estabilidad', 'Cámara de estacionamiento', 'Llantas de aleación', 'Ventanas eléctricas', 'Transmisión automática', 'Cerraduras electricas', 'Aire condicionado'];93776.52 +Etios Sedã;Motor 5.0 V8 Bi-Turbo;2006;8849;False;['Aire condicionado', 'Ventanas eléctricas', 'Sensor de lluvia', 'Frenos ABS', 'Control de tracción', 'Sensor crepuscular', 'Transmisión automática', 'Techo panorámico'];66433.82 +Alsvin;Motor Diesel V8;2002;91724;False;['Central multimedia', 'Control de estabilidad', 'Aire condicionado', 'Ventanas eléctricas', 'Control de tracción', 'Frenos ABS', 'Sensor de estacionamiento', 'Transmisión automática'];109059.27 +Cadillac ATS;Motor Diesel V6;1991;32056;False;['Piloto automático', 'Llantas de aleación', '4 X 4', 'Asientos de cuero', 'Sensor de estacionamiento', 'Ventanas eléctricas', 'Cerraduras electricas', 'Sensor crepuscular'];122069.97 +Série 3 M3 Sedã;Motor Diesel V6;1992;74886;False;['Panel digital', 'Frenos ABS', 'Aire condicionado', 'Asientos de cuero', 'Control de tracción', 'Piloto automático', 'Cámara de estacionamiento', '4 X 4'];113090.32 +Classe S;Motor 3.0 32v;2019;;True;['Control de tracción', 'Techo panorámico', 'Transmisión automática', 'Central multimedia', 'Asientos de cuero', 'Ventanas eléctricas', 'Cerraduras electricas', 'Sensor de lluvia'];89401.1 +T6;Motor 3.0 32v;2019;;True;['Sensor de lluvia', 'Cámara de estacionamiento', '4 X 4', 'Transmisión automática', 'Cerraduras electricas', 'Panel digital', 'Piloto automático', 'Sensor crepuscular'];56842.79 +Aston Martin DB7;Motor Diesel V8;2005;52189;False;['Cerraduras electricas', 'Panel digital', 'Sensor crepuscular', 'Control de tracción', 'Cámara de estacionamiento', 'Techo panorámico', 'Sensor de estacionamiento', 'Aire condicionado'];146676.71 +207 Sedan;Motor 4.0 Turbo;2010;83559;False;['Control de tracción', 'Central multimedia', 'Sensor de lluvia', 'Cámara de estacionamiento', 'Sensor de estacionamiento', 'Asientos de cuero', 'Panel digital', 'Piloto automático'];89511.96 +Aston Martin Virage;Motor Diesel;2019;;True;['Cerraduras electricas', 'Control de tracción', 'Cámara de estacionamiento', 'Asientos de cuero', 'Llantas de aleación', '4 X 4', 'Sensor de lluvia', 'Panel digital'];97290.18 +Azera;Motor 1.8 16v;2016;20328;False;['Asientos de cuero', 'Control de tracción', 'Aire condicionado', 'Cámara de estacionamiento', 'Transmisión automática', 'Ventanas eléctricas', 'Techo panorámico', 'Frenos ABS'];120673.56 +Vantage Volante;Motor Diesel V8;2019;;True;['Frenos ABS', 'Control de tracción', 'Central multimedia', 'Sensor crepuscular', 'Sensor de lluvia', 'Piloto automático', 'Aire condicionado', 'Transmisión automática'];114434.94 +Siena EL;Motor V8;2010;75577;False;['Frenos ABS', 'Sensor crepuscular', 'Control de tracción', 'Llantas de aleación', 'Aire condicionado', 'Cerraduras electricas', 'Sensor de estacionamiento', 'Central multimedia'];139546.69 +Palio Adventure;Motor Diesel V8;1994;33659;False;['Techo panorámico', 'Central multimedia', 'Piloto automático', 'Llantas de aleación', 'Ventanas eléctricas', 'Sensor de lluvia', 'Control de tracción', 'Panel digital'];95078.16 +HB20X;Motor V8;2001;104341;False;['Sensor crepuscular', 'Techo panorámico', 'Panel digital', 'Transmisión automática', 'Central multimedia', 'Sensor de estacionamiento', 'Cerraduras electricas', 'Asientos de cuero'];68091.77 +HR;Motor 5.0 V8 Bi-Turbo;2014;25510;False;['Control de tracción', 'Transmisión automática', '4 X 4', 'Control de estabilidad', 'Llantas de aleación', 'Frenos ABS', 'Sensor crepuscular', 'Aire condicionado'];61496.97 +Cadillac STS V-Series;Motor 2.0 16v;1996;18965;False;['Ventanas eléctricas', 'Piloto automático', 'Transmisión automática', 'Sensor crepuscular', 'Sensor de lluvia', 'Control de estabilidad', 'Llantas de aleación', 'Aire condicionado'];139669.3 +Série 1 Coupé;Motor 1.0 8v;1993;87161;False;['Control de estabilidad', 'Techo panorámico', 'Asientos de cuero', 'Control de tracción', 'Cámara de estacionamiento', 'Frenos ABS', 'Piloto automático', 'Ventanas eléctricas'];80661.39 +SpaceFox;Motor V8;1993;6652;False;['Sensor crepuscular', '4 X 4', 'Panel digital', 'Transmisión automática', 'Control de tracción', 'Central multimedia', 'Ventanas eléctricas', 'Cerraduras electricas'];61783.65 +C30;Motor 1.0 8v;2001;55738;False;['Techo panorámico', 'Frenos ABS', 'Sensor crepuscular', 'Aire condicionado', 'Panel digital', 'Central multimedia', 'Control de estabilidad', '4 X 4'];52805.91 +J3 Turin;Motor V6;2019;;True;['Sensor crepuscular', 'Cámara de estacionamiento', 'Sensor de estacionamiento', 'Llantas de aleación', 'Frenos ABS', 'Ventanas eléctricas', 'Transmisión automática', '4 X 4'];127024.75 +Classe B;Motor Diesel V8;2019;;True;['4 X 4', 'Asientos de cuero', 'Sensor crepuscular', 'Llantas de aleación', 'Central multimedia', 'Panel digital', 'Cerraduras electricas', 'Frenos ABS'];135543 +Parati;Motor Diesel V8;2019;;True;['Sensor de estacionamiento', 'Piloto automático', 'Control de tracción', 'Cerraduras electricas', 'Panel digital', 'Asientos de cuero', 'Llantas de aleación', 'Control de estabilidad'];121708.73 +Cadillac CTS V-Series;Motor 4.0 Turbo;2007;64320;False;['Piloto automático', 'Aire condicionado', 'Central multimedia', 'Asientos de cuero', 'Ventanas eléctricas', 'Transmisión automática', 'Control de tracción', 'Control de estabilidad'];107342.68 +Sedan;Motor V8;2019;;True;['Asientos de cuero', 'Central multimedia', 'Frenos ABS', 'Aire condicionado', 'Cerraduras electricas', 'Panel digital', '4 X 4', 'Llantas de aleación'];57888.1 +Classe CLS 63 AMG;Motor Diesel V6;2016;68678;False;['Frenos ABS', 'Ventanas eléctricas', 'Transmisión automática', 'Techo panorámico', 'Panel digital', 'Aire condicionado', 'Sensor crepuscular', 'Cerraduras electricas'];118161.48 +Aircross;Motor 1.0 8v;2014;71697;False;['Control de tracción', 'Piloto automático', 'Cámara de estacionamiento', 'Sensor de lluvia', 'Cerraduras electricas', 'Ventanas eléctricas', 'Sensor de estacionamiento', 'Transmisión automática'];142499.06 +Aston Martin V12 Vantage;Motor V8;2019;;True;['Asientos de cuero', 'Central multimedia', 'Control de estabilidad', 'Sensor crepuscular', 'Sensor de lluvia', 'Sensor de estacionamiento', 'Piloto automático', 'Ventanas eléctricas'];128396.11 +Sandero;Motor Diesel;2015;34783;False;['Piloto automático', 'Techo panorámico', 'Transmisión automática', 'Sensor de estacionamiento', 'Ventanas eléctricas', 'Cerraduras electricas', 'Asientos de cuero', 'Cámara de estacionamiento'];112350.61 +New Fiesta;Motor 5.0 V8 Bi-Turbo;2015;33772;False;['Control de tracción', 'Cerraduras electricas', '4 X 4', 'Aire condicionado', 'Panel digital', 'Llantas de aleación', 'Control de estabilidad', 'Central multimedia'];124661.38 +XKR;Motor Diesel;1996;85127;False;['Control de tracción', 'Aire condicionado', 'Cerraduras electricas', 'Asientos de cuero', 'Llantas de aleación', 'Sensor crepuscular', 'Cámara de estacionamiento', 'Sensor de estacionamiento'];54263.16 +X5;Motor Diesel;2002;13606;False;['Control de tracción', 'Piloto automático', 'Cerraduras electricas', 'Llantas de aleación', 'Ventanas eléctricas', 'Cámara de estacionamiento', 'Transmisión automática', 'Panel digital'];62041.32 +Cadillac DTS;Motor 1.8 16v;2005;35647;False;['Central multimedia', 'Llantas de aleación', 'Transmisión automática', 'Frenos ABS', 'Piloto automático', 'Cerraduras electricas', 'Cámara de estacionamiento', 'Control de estabilidad'];129296.11 +Pajero Dakar;Motor 4.0 Turbo;1995;95128;False;['Piloto automático', 'Sensor de lluvia', 'Control de estabilidad', 'Techo panorámico', 'Ventanas eléctricas', 'Central multimedia', 'Transmisión automática', 'Control de tracción'];60998.33 +Classe A;Motor 1.0 8v;1999;14046;False;['Control de tracción', 'Central multimedia', 'Sensor de estacionamiento', 'Piloto automático', 'Asientos de cuero', 'Cerraduras electricas', 'Sensor crepuscular', 'Cámara de estacionamiento'];58008.5 +Ford Focus Fastback;Motor 4.0 Turbo;2005;41194;False;['Asientos de cuero', 'Cámara de estacionamiento', 'Sensor crepuscular', 'Sensor de estacionamiento', 'Panel digital', 'Piloto automático', 'Cerraduras electricas', 'Ventanas eléctricas'];82304.19 +Partner;Motor 2.4 Turbo;2019;;True;['Central multimedia', 'Control de tracción', 'Cerraduras electricas', 'Frenos ABS', 'Sensor de lluvia', 'Llantas de aleación', 'Panel digital', 'Sensor de estacionamiento'];114531.74 +R8;Motor V6;1997;96100;False;['4 X 4', 'Control de estabilidad', 'Cámara de estacionamiento', 'Piloto automático', 'Cerraduras electricas', 'Central multimedia', 'Asientos de cuero', 'Ventanas eléctricas'];128565.61 +Aston Martin DBS Volante;Motor 4.0 Turbo;1990;103900;False;['Central multimedia', 'Control de estabilidad', 'Sensor crepuscular', 'Techo panorámico', 'Transmisión automática', 'Sensor de estacionamiento', 'Sensor de lluvia', 'Cerraduras electricas'];126488.26 +Mohave;Motor Diesel V6;2001;43814;False;['Cerraduras electricas', 'Central multimedia', 'Panel digital', 'Transmisión automática', 'Control de tracción', 'Aire condicionado', 'Llantas de aleación', 'Sensor crepuscular'];119074.55 +Fusca;Motor 3.0 32v;2013;24638;False;['Transmisión automática', 'Techo panorámico', 'Sensor de lluvia', 'Frenos ABS', '4 X 4', 'Llantas de aleación', 'Cerraduras electricas', 'Piloto automático'];130238.04 +Chana Family;Motor V8;2019;;True;['Piloto automático', 'Techo panorámico', 'Sensor de estacionamiento', 'Cámara de estacionamiento', '4 X 4', 'Central multimedia', 'Llantas de aleación', 'Cerraduras electricas'];115760.17 +XC40;Motor 2.4 Turbo;2017;110966;False;['Sensor de lluvia', 'Central multimedia', 'Ventanas eléctricas', 'Cámara de estacionamiento', 'Sensor de estacionamiento', 'Cerraduras electricas', 'Techo panorámico', 'Panel digital'];121248 +Phantom I Jonckheere Aerodynamic Coupe;Motor 1.8 16v;2011;15987;False;['Sensor crepuscular', 'Cerraduras electricas', 'Piloto automático', 'Cámara de estacionamiento', 'Central multimedia', 'Ventanas eléctricas', 'Frenos ABS', 'Sensor de lluvia'];98156.35 +Boxer;Motor V6;2005;53369;False;['Cerraduras electricas', 'Piloto automático', 'Ventanas eléctricas', 'Cámara de estacionamiento', 'Sensor crepuscular', 'Sensor de lluvia', 'Central multimedia', '4 X 4'];112146.8 +Chana Cargo;Motor 2.0 16v;2007;10077;False;['Techo panorámico', '4 X 4', 'Central multimedia', 'Sensor de lluvia', 'Sensor de estacionamiento', 'Aire condicionado', 'Cámara de estacionamiento', 'Piloto automático'];102729.63 +Dodge Dakota;Motor Diesel;1993;71544;False;['Control de tracción', 'Sensor de estacionamiento', 'Piloto automático', 'Central multimedia', '4 X 4', 'Panel digital', 'Cámara de estacionamiento', 'Ventanas eléctricas'];141083.35 +X1;Motor Diesel V8;1991;107;False;['4 X 4', 'Techo panorámico', 'Aire condicionado', 'Llantas de aleación', 'Panel digital', 'Cámara de estacionamiento', 'Control de tracción', 'Piloto automático'];102968.76 +GLA;Motor 1.0 8v;1991;8394;False;['Sensor de lluvia', 'Cámara de estacionamiento', 'Frenos ABS', 'Control de estabilidad', 'Central multimedia', 'Control de tracción', 'Techo panorámico', 'Sensor crepuscular'];76310.01 +Range Rover Sport;Motor 1.0 8v;1997;41498;False;['Sensor de estacionamiento', 'Cámara de estacionamiento', 'Frenos ABS', 'Asientos de cuero', 'Aire condicionado', '4 X 4', 'Panel digital', 'Piloto automático'];120481.74 +DS3;Motor 1.8 16v;2000;116002;False;['Control de estabilidad', 'Aire condicionado', 'Transmisión automática', 'Frenos ABS', 'Sensor de lluvia', '4 X 4', 'Sensor de estacionamiento', 'Cerraduras electricas'];54559.18 +Veracruz;Motor Diesel V8;2007;100858;False;['Control de estabilidad', 'Cámara de estacionamiento', 'Cerraduras electricas', 'Central multimedia', '4 X 4', 'Techo panorámico', 'Sensor de estacionamiento', 'Piloto automático'];92957.64 +Cadillac CTS coupe, sedan, and wagon;Motor V8;2006;67475;False;['Sensor de lluvia', 'Sensor de estacionamiento', 'Control de estabilidad', 'Techo panorámico', 'Sensor crepuscular', 'Asientos de cuero', 'Cerraduras electricas', 'Panel digital'];127810.06 +i30 CW;Motor Diesel;2015;8497;False;['Sensor de lluvia', 'Ventanas eléctricas', 'Control de estabilidad', 'Sensor crepuscular', 'Techo panorámico', 'Panel digital', 'Cerraduras electricas', 'Frenos ABS'];73311.75 +Phantom III;Motor Diesel V6;2008;4420;False;['Ventanas eléctricas', 'Asientos de cuero', 'Piloto automático', 'Aire condicionado', 'Cerraduras electricas', 'Panel digital', 'Techo panorámico', 'Control de tracción'];65138.03 +A3 Sedan;Motor V6;2019;;True;['Aire condicionado', 'Sensor de lluvia', 'Cerraduras electricas', 'Ventanas eléctricas', '4 X 4', 'Techo panorámico', 'Cámara de estacionamiento', 'Piloto automático'];90141.47 +Aston Martin DB9 Volante;Motor 2.0 16v;1996;58537;False;['Central multimedia', 'Asientos de cuero', 'Cámara de estacionamiento', 'Cerraduras electricas', 'Llantas de aleación', 'Panel digital', 'Techo panorámico', 'Ventanas eléctricas'];71160.36 +Série 7 Sedã;Motor Diesel;2019;;True;['Ventanas eléctricas', 'Cerraduras electricas', 'Llantas de aleación', 'Control de estabilidad', 'Sensor crepuscular', 'Transmisión automática', 'Frenos ABS', 'Aire condicionado'];67539.79 +Lamborghini Reventón;Motor 4.0 Turbo;2019;;True;['Control de tracción', 'Aire condicionado', 'Central multimedia', 'Asientos de cuero', 'Cámara de estacionamiento', 'Cerraduras electricas', 'Sensor de lluvia', 'Ventanas eléctricas'];67664.86 +Grand Livina;Motor 2.0 16v;2014;112016;False;['Control de tracción', 'Techo panorámico', 'Ventanas eléctricas', '4 X 4', 'Transmisión automática', 'Asientos de cuero', 'Panel digital', 'Sensor de lluvia'];68652.16 +V60;Motor Diesel;2004;91840;False;['Llantas de aleación', 'Sensor crepuscular', 'Aire condicionado', 'Sensor de estacionamiento', 'Asientos de cuero', 'Transmisión automática', 'Central multimedia', 'Techo panorámico'];114728.74 +Effa Hafei Picape Cabine Dupla;Motor V6;2008;112787;False;['Sensor crepuscular', 'Control de tracción', 'Asientos de cuero', 'Ventanas eléctricas', 'Panel digital', 'Piloto automático', 'Llantas de aleación', 'Techo panorámico'];141645.08 +Benni Mini;Motor V8;2019;;True;['Sensor crepuscular', 'Transmisión automática', 'Cámara de estacionamiento', 'Frenos ABS', 'Sensor de lluvia', 'Control de estabilidad', 'Panel digital', 'Sensor de estacionamiento'];126247.84 +Uno;Motor Diesel V6;2019;;True;['Central multimedia', 'Sensor crepuscular', 'Control de estabilidad', 'Aire condicionado', 'Frenos ABS', 'Control de tracción', 'Techo panorámico', 'Transmisión automática'];128852.21 +L200 Savana;Motor 2.0 16v;2012;9293;False;['Sensor de lluvia', 'Ventanas eléctricas', 'Panel digital', 'Techo panorámico', 'Control de tracción', 'Transmisión automática', 'Central multimedia', 'Sensor de estacionamiento'];132384.76 +Santa Fe;Motor 3.0 32v;2019;;True;['Cerraduras electricas', 'Aire condicionado', '4 X 4', 'Llantas de aleación', 'Transmisión automática', 'Sensor de estacionamiento', 'Central multimedia', 'Frenos ABS'];129415.33 +RS5;Motor V6;1996;55083;False;['Panel digital', 'Transmisión automática', 'Ventanas eléctricas', 'Cámara de estacionamiento', 'Asientos de cuero', 'Control de tracción', 'Aire condicionado', 'Central multimedia'];89536.82 +Cerato;Motor V6;2011;48796;False;['Sensor de estacionamiento', 'Cámara de estacionamiento', 'Frenos ABS', 'Ventanas eléctricas', 'Control de estabilidad', 'Transmisión automática', 'Control de tracción', 'Asientos de cuero'];87975.3 +XC60;Motor 4.0 Turbo;2019;;True;['Panel digital', 'Piloto automático', 'Central multimedia', 'Control de tracción', 'Cerraduras electricas', 'Llantas de aleación', 'Control de estabilidad', '4 X 4'];77675.79 +LS 460L;Motor Diesel V8;2010;89685;False;['Llantas de aleación', 'Frenos ABS', 'Control de tracción', 'Transmisión automática', 'Cámara de estacionamiento', '4 X 4', 'Panel digital', 'Cerraduras electricas'];58881.67 +Lamborghini Sesto Elemento;Motor V8;2007;85384;False;['Sensor crepuscular', 'Frenos ABS', 'Aire condicionado', 'Panel digital', 'Cerraduras electricas', 'Asientos de cuero', 'Sensor de estacionamiento', '4 X 4'];55081.99 +Lamborghini Huracán;Motor V8;1994;98108;False;['Sensor de lluvia', 'Sensor de estacionamiento', 'Cámara de estacionamiento', 'Asientos de cuero', 'Llantas de aleación', '4 X 4', 'Transmisión automática', 'Ventanas eléctricas'];118826.44 +A7;Motor 1.0 8v;2007;71280;False;['Sensor de lluvia', 'Ventanas eléctricas', 'Sensor crepuscular', '4 X 4', 'Transmisión automática', 'Control de tracción', 'Asientos de cuero', 'Panel digital'];137627.62 +Phantom 2013;Motor V8;2014;27505;False;['Control de estabilidad', 'Piloto automático', 'Transmisión automática', 'Cámara de estacionamiento', 'Control de tracción', 'Techo panorámico', 'Panel digital', 'Aire condicionado'];51759.58 +Cadillac Ciel concept;Motor V8;1991;29981;False;['Asientos de cuero', 'Panel digital', 'Sensor de lluvia', 'Cerraduras electricas', 'Sensor de estacionamiento', 'Ventanas eléctricas', 'Llantas de aleación', 'Piloto automático'];51667.06 +Classe GLK;Motor 5.0 V8 Bi-Turbo;2002;52637;False;['Llantas de aleación', 'Control de tracción', 'Transmisión automática', 'Techo panorámico', 'Aire condicionado', '4 X 4', 'Central multimedia', 'Sensor crepuscular'];68934.03 +Aston Martin DB5;Motor Diesel;1996;7685;False;['Aire condicionado', '4 X 4', 'Transmisión automática', 'Frenos ABS', 'Control de tracción', 'Cámara de estacionamiento', 'Panel digital', 'Central multimedia'];122110.9 +Macan;Motor Diesel V6;1992;50188;False;['Central multimedia', 'Techo panorámico', 'Ventanas eléctricas', 'Control de tracción', 'Llantas de aleación', 'Frenos ABS', 'Cámara de estacionamiento', 'Cerraduras electricas'];90381.47 diff --git a/013_python_data_science/imgs/matplot_01.png b/013_python_data_science/imgs/matplot_01.png new file mode 100644 index 0000000..728cc2d Binary files /dev/null and b/013_python_data_science/imgs/matplot_01.png differ diff --git a/013_python_data_science/pandas_intro.md b/013_python_data_science/pandas_intro.md new file mode 100644 index 0000000..315169f --- /dev/null +++ b/013_python_data_science/pandas_intro.md @@ -0,0 +1,6 @@ +# Introducción librería Pandas + +- Archivo de datos [csv](./files/db.csv) +- [Notebook](.files/Python_para_Data_Science_Pandas.ipynb) +- [Built-in](https://docs.python.org/3/library/functions.html) functions +- Pandas [docs](https://pandas.pydata.org/pandas-docs/stable/) diff --git a/013_python_data_science/python_intro.md b/013_python_data_science/python_intro.md new file mode 100644 index 0000000..f1989c5 --- /dev/null +++ b/013_python_data_science/python_intro.md @@ -0,0 +1,313 @@ +# Python + +[Wiki](https://en.wikipedia.org/wiki/Python_%28programming_language%29) +Python [Docs](https://docs.python.org/es/3/) + +## Ambiente + +Se utiliza la herramienta de Google **Colaboratory**, similar a un ***Jupiter +Notebook***, que no requiere de alguna configuración previa. Salvo una cuenta +de gmail. + +Cada notebook virtual se almacena en Google Drive + +- El código de tu Notebook se ejecuta en una máquina virtual dedicada a la +cuenta. Las máquinas virtuales se reciclan después de un cierto tiempo de +inactividad, o si la ventana está cerrada +- Para restaurar un Notebook, es posible que debas cargar el archivo `.csv` y +ejecutar las opciones ***Tiempo de ejecución*** y ***Reiniciar y ejecutar +todas ...*** +- Artículo en +[Alura](https://www.aluracursos.com/blog/google-colab-que-es-y-como-usarlo) + +#### Google [Colab](https://colab.research.google.com/notebooks/intro.ipynb) + +## Python para DS - Introducción al lenguaje + +[Notebook](https://colab.research.google.com/drive/1st2KDsR4cyzu6ZCsDIZzIc5AiQ_rHdh9?usp=sharing) + +```py +name = 'DevFzn' + +print(name) +``` + +``` +DevFzn +``` + +### Función + +```py +def pregunta(): + name = input("Cual es tu nombre?:\n ") + num = input("Elige un número:\n ") + print(f'Hola {name}, tu número es el {num}') +``` + +Llamando a la función + +```py +pregunta() +``` + +``` +Cual es tu nombre?: + DevFzn +Elige un número: + 3 +Hola DevFzn, tu número es el 3 +``` + +### Función con parametro + +```py +def func_param(nombre): + print(f'Hola {nombre}') + +func_param('DevFzn') +``` + +``` +Hola DevFzn +``` + +#### Función velocidad + +```py +def velocidad(distancia, tiempo): + v = distancia/tiempo + print(f'La velocidad es {v} m/s') + +velocidad(100,200) +``` +La velocidad es 0.5 m/s +``` + +``` + +### Condiciones + +```py +edad = 20 +def conducir(edad): + if edad >= 18: + print('Puedes conducir') + else: + print('Aún no puedes conducir') + +conducir(edad) +``` + +``` +Puedes conducir +``` + +```py +edad = 17 +conducir(edad) +``` + +``` +Puedes conducir +``` + +### Conversión de dato + +```py +def conducir_sin_param(): + edad = int(input('Ingresa tu edad: ')) + conducir(edad) + +conducir_sin_param() +``` + +```py +Ingresa tu edad: 16 +Aún no puedes conducir +``` + +```py +conducir_sin_param() +``` + +``` +Ingresa tu edad: 35 +Puedes conducir +``` + +### Lista + +```py +edades = [15, 18, 12, 50, 40] +type(edades) +``` + +``` +list +``` + +```py +type(name) +``` + +``` +str +``` + +Indice de lista + +```py +# Largo de la lista +len(edades) + +print(edades[0]) +print(edades[1]) +print(edades[2]) +print(edades[3]) +print(edades[4]) +``` + +``` +15 +18 +12 +50 +40 +``` + +#### Slicing + +```py +# Tres primeros valores +edades[0:3] +``` + +``` +[15, 18, 12] +``` + +```py +# Desde la 3ra hasta el final +edades[2:] +``` + +``` +[12, 50, 50] +``` + +```py +# La última +edades[-1] +``` + +``` +40 +``` + +### Ciclo For + +```py +for edad in edades: + conducir(edad) +``` + +``` +Aún no puedes conducir +Puedes conducir +Aún no puedes conducir +Puedes conducir +Puedes conducir +``` + +### Boleano + +```py +validaciones = [] +def conducir_bool(validaciones, edades): + for edad in edades: + if edad >= 18: + validaciones.append(True) + else: + validaciones.append(False) + for valid in validaciones: + if valid: + print('Puedes conducir') + else: + print('Aún no puedes conducir') +conducir_bool(validaciones, edades) +``` + +``` +Aún no puedes conducir +Puedes conducir +Aún no puedes conducir +Puedes conducir +Puedes conducir +``` + +#### Lista con distintos tipos de datos + +```py +lista_mixta = [ 'Juan', 16, False, 'Brasil'] +for elemento in lista_mixta: + print(f'El elemento {elemento} de la lista es del tipo {type(elemento)}') +``` + +``` +El elemento Juan de la lista es del tipo +El elemento 16 de la lista es del tipo +El elemento False de la lista es del tipo +El elemento Brasil de la lista es del tipo +``` + +### Imports + +```py +from random import randrange + +rand_nums = [] +for _ in range(10): + rand_nums.append(randrange(0,11)) +print(rand_nums) +``` + +``` +[4, 4, 10, 5, 4, 9, 5, 2, 3, 6] +``` + +### Random seed + +Con seed los números generados son siempre los mismos + +```py +from random import seed + +alea_nums = [] +seed(8) +for _ in range(10): + alea_nums.append(randrange(0,11)) +print(alea_nums) +``` + +``` +[3, 5, 6, 2, 3, 0, 1, 2, 3, 8] +``` + +### Matplotlib + +```py +import matplotlib.pyplot as plt + +x = list(range(0,10)) +print(x) +alea_nums + +plt.plot(x, alea_nums, marker='o') +plt.xlabel("Prueba") +plt.ylabel("Test") +plt.title("Grafico") +plt.show() +``` + +![img](./imgs/matplot_01.png) diff --git a/013_python_oci/README.md b/013_python_oci/README.md deleted file mode 100644 index e69de29..0000000 diff --git a/README.md b/README.md index 2a5af64..0255773 100644 --- a/README.md +++ b/README.md @@ -66,7 +66,7 @@ primoridiales en programación con Javascript - Proyecto final [MySQL](./011_mysql/proyecto_mysql.md) - DBA [Seguridad y Optimización](./011_mysql/dba_seguridad_optimiz.md) - [Oracle Cloud Infrastructure](./012_oci/README.md) -- [Python, Data Science en OCI y Oracle Analytics](./013_python_oci/README.md) +- [Python, Data Science en OCI y Oracle Analytics](./013_python_data_science/README.md) ## Formaciónes Adicionales