diff --git a/FOSS_WEEKEND(ML,reg) (3).ipynb b/FOSS_WEEKEND(ML,reg) (3).ipynb new file mode 100644 index 0000000..18239c2 --- /dev/null +++ b/FOSS_WEEKEND(ML,reg) (3).ipynb @@ -0,0 +1,3193 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "Tt7Mn1KMbZ5y" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "from scipy import stats\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from sklearn.preprocessing import LabelEncoder\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.impute import SimpleImputer\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.svm import SVR\n", + "from sklearn.metrics import mean_squared_error\n", + "from sklearn.metrics import r2_score\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "7B6JttFQmG3z" + }, + "source": [ + "# Import Dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 423 + }, + "id": "1pZS5hHvePDs", + "outputId": "32aaf9ca-9a40-4ac8-d1e5-5a92d43de0a2" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " winery wine year rating num_reviews \\\n", + "0 Teso La Monja Tinto 2013 4.9 58 \n", + "1 Artadi Vina El Pison 2018 4.9 31 \n", + "2 Vega Sicilia Unico 2009 4.8 1793 \n", + "3 Vega Sicilia Unico 1999 4.8 1705 \n", + "4 Vega Sicilia Unico 1996 4.8 1309 \n", + "... ... ... ... ... ... \n", + "7495 Contino Reserva 2016 4.2 392 \n", + "7496 Conreria d'Scala Dei Les Brugueres 2018 4.2 390 \n", + "7497 Mustiguillo Finca Terrerazo 2017 4.2 390 \n", + "7498 Matarromera Gran Reserva 2011 4.2 389 \n", + "7499 Sei Solo Preludio 2016 4.2 388 \n", + "\n", + " country region price type body acidity \n", + "0 Espana Toro 995.00 Toro Red 5.0 3.0 \n", + "1 Espana Vino de Espana 313.50 Tempranillo 4.0 2.0 \n", + "2 Espana Ribera del Duero 324.95 Ribera Del Duero Red 5.0 3.0 \n", + "3 Espana Ribera del Duero 692.96 Ribera Del Duero Red 5.0 3.0 \n", + "4 Espana Ribera del Duero 778.06 Ribera Del Duero Red 5.0 3.0 \n", + "... ... ... ... ... ... ... \n", + "7495 Espana Rioja 19.98 Rioja Red 4.0 3.0 \n", + "7496 Espana Priorato 16.76 Priorat Red 4.0 3.0 \n", + "7497 Espana El Terrerazo 24.45 Red 4.0 3.0 \n", + "7498 Espana Ribera del Duero 64.50 Ribera Del Duero Red 5.0 3.0 \n", + "7499 Espana Ribera del Duero 31.63 Ribera Del Duero Red 5.0 3.0 \n", + "\n", + "[7500 rows x 11 columns]" + ], + "text/html": [ + "\n", + "
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winerywineyearratingnum_reviewscountryregionpricetypebodyacidity
0Teso La MonjaTinto20134.958EspanaToro995.00Toro Red5.03.0
1ArtadiVina El Pison20184.931EspanaVino de Espana313.50Tempranillo4.02.0
2Vega SiciliaUnico20094.81793EspanaRibera del Duero324.95Ribera Del Duero Red5.03.0
3Vega SiciliaUnico19994.81705EspanaRibera del Duero692.96Ribera Del Duero Red5.03.0
4Vega SiciliaUnico19964.81309EspanaRibera del Duero778.06Ribera Del Duero Red5.03.0
....................................
7495ContinoReserva20164.2392EspanaRioja19.98Rioja Red4.03.0
7496Conreria d'Scala DeiLes Brugueres20184.2390EspanaPriorato16.76Priorat Red4.03.0
7497MustiguilloFinca Terrerazo20174.2390EspanaEl Terrerazo24.45Red4.03.0
7498MatarromeraGran Reserva20114.2389EspanaRibera del Duero64.50Ribera Del Duero Red5.03.0
7499Sei SoloPreludio20164.2388EspanaRibera del Duero31.63Ribera Del Duero Red5.03.0
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df['year']" + ], + "metadata": { + "id": "7Acu80pUr4bi" + }, + "execution_count": 14, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df['year']" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "uDxoitKhsOGP", + "outputId": "e4b24cda-4567-404e-cc5b-0018aabec8ad" + }, + "execution_count": 15, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0 11.0\n", + "1 6.0\n", + "2 15.0\n", + "3 25.0\n", + "4 28.0\n", + " ... \n", + "7495 8.0\n", + "7496 6.0\n", + "7497 7.0\n", + "7498 13.0\n", + "7499 8.0\n", + "Name: year, Length: 7500, dtype: float64" + ] + }, + "metadata": {}, + "execution_count": 15 + } + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "id": "1Beesqqoei4z" + }, + "outputs": [], + "source": [ + "imputer = SimpleImputer(strategy='median')\n", + "df['year'] = imputer.fit_transform(df[['year']])\n", + "df['body'] = imputer.fit_transform(df[['body']])\n", + "df['acidity'] = imputer.fit_transform(df[['acidity']])" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ft49cSNrfAQa", + "outputId": "2619083d-3c9d-4cab-e6c0-4927004bff17" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "winery 0\n", + "wine 0\n", + "year 0\n", + "rating 0\n", + "num_reviews 0\n", + "country 0\n", + "region 0\n", + "price 0\n", + "type 545\n", + "body 0\n", + "acidity 0\n", + "dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 17 + } + ], + "source": [ + "df.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "mLiYsXULfOGh", + "outputId": "ca6bb949-9c1a-4ef6-98d7-fbca14636620" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array(['Espana'], dtype=object)" + ] + }, + "metadata": {}, + "execution_count": 18 + } + ], + "source": [ + "df['country'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "V_QhGYgDgeAR", + "outputId": "a12b50c9-b15f-477a-caba-6f23100ea28f" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array(['Teso La Monja', 'Artadi', 'Vega Sicilia', 'Pago de Carraovejas',\n", + " 'Toro Albala', 'Bodegas El Nido', 'Valdespino',\n", + " 'Dominio de Pingus', 'Alvaro Palacios', 'Ordonez',\n", + " 'Bodegas Valduero', 'Vina Sastre', 'Sierra Cantabria',\n", + " 'Descendientes de J. Palacios', 'La Rioja Alta',\n", + " 'Marques de Murrieta', 'Vinedos de Paganos', 'Emilio Moro',\n", + " 'Quinta de la Quietud', 'Bodegas Mauro',\n", + " 'Bodega Contador (Benjamin Romeo)', 'Remirez de Ganuza',\n", + " 'Bodegas San Roman', 'Pago de Los Capellanes', 'Bodega Numanthia',\n", + " 'Alto Moncayo', 'Mas Doix', 'Finca Moncloa', 'Bodegas Roda',\n", + " 'Martinet', 'Recaredo', 'Clos Erasmus', 'Barbadillo',\n", + " 'Gonzalez-Byass', 'Bodegas Amaren', 'Alvear', 'Equipo Navazos',\n", + " 'Morca', 'Territorio Luthier', 'Rafael Palacios', 'Terra Remota',\n", + " 'Dehesa de Los Canonigos', 'Miguel Merino', 'Gutierrez de la Vega',\n", + " 'Alion', 'Aalto', 'Carmelo Rodero', 'Dominio del Bendito',\n", + " \"Mas d'en Gil\", 'Casa Castillo', 'Matarromera', 'Nin-Ortiz',\n", + " 'Vinas del Vero', 'Marques de Riscal', 'Arzuaga',\n", + " 'Bodegas Mas Alta', 'Dominio de Calogia', 'Tomas Postigo',\n", + " 'Cal Pla', 'Ossian', 'Cepa 21', 'Bodegas Vilano', 'Allende',\n", + " 'Costers del Siurana', 'Hacienda Monasterio', 'Castillo Perelada',\n", + " 'Osborne', 'Ysios', 'Marques de Grinon', 'Contino', 'Gramona',\n", + " 'Dominio del Aguila', 'Hacienda Solano', 'Francisco Garcia Perez',\n", + " 'Anima Negra', 'Castano', 'La Legua', 'Castillo de Cuzcurrita',\n", + " 'Oxer Wines', 'Bodegas Yuste',\n", + " 'Bodegas 6o Elemento - Vino Sexto Elemento',\n", + " 'Proyecto Garnachas de Espana', 'Casal de Arman', 'Vall Llach',\n", + " 'Pago de Larrainzar', 'Ukan Winery', 'Vina Real',\n", + " 'Dominio de Atauta', 'Micro Bio (MicroBio)',\n", + " 'Terroir Al Limit Soc. Lda', 'Finca Torremilanos',\n", + " 'Huerta de Albala', 'Gomez Cruzado', \"Castell d'Encus\",\n", + " 'Abadia Retuerta', 'Enate',\n", + " 'Benjamin de Rothschild - Vega Sicilia', 'Bodegas Aragonesas',\n", + " 'Telmo Rodriguez', 'Acustic Celler', 'Vina Pedrosa', 'Pintia',\n", + " 'Belondrade', 'Muga', 'Clos Mogador', 'Bodegas Tradicion',\n", + " 'Senorio de San Vicente', 'Francisco Barona', 'Juan Gil', 'Lan',\n", + " 'R. Lopez de Heredia', 'Adama Wines', 'Milsetentayseis',\n", + " 'Espectacle del Montsant', 'Tinto Pesquera', 'Ferrer Bobet',\n", + " 'Familia Torres', 'Pazo Barrantes', 'Tio Pepe', 'Cruz de Alba',\n", + " 'Emilio Rojo', 'Dominio de Es', 'Jesus Madrazo',\n", + " 'Bodegas Naluar & Acediano', 'Marques de Caceres', 'Trus',\n", + " 'Mestres', 'Chivite', 'Bodega Ribas', 'Vinas del Cenit',\n", + " 'Mas del Serral', 'Cervoles', 'Diez Merito', 'Marques de Burgos',\n", + " 'Penafiel', 'Tobia', 'Tresmano - Tr3smano', 'Sei Solo',\n", + " 'Finca Villacreces', 'Virgen de la Asuncion', 'Romate',\n", + " 'Sara Perez y Rene Barbier', 'Dehesa del Carrizal', 'Tarsus',\n", + " 'Beronia', 'Monte Real', 'Divina Proporcion',\n", + " 'Vina al Lado de la Casa', 'Marques de la Concordia',\n", + " 'Agusti Torello Mata', 'Dominio de Cair', 'Valquejigoso',\n", + " 'Veigamoura', 'Vizcarra', 'Legaris', 'Federico Paternina',\n", + " 'Vinicola Real', 'Losada', \"Clos d'Agon\", 'Sacristia AB',\n", + " 'Uvaguilera Aguilera', 'Emilio Hidalgo', 'Altos del Terral',\n", + " 'El Regajal', 'Valderiz', 'Jose Pariente', 'Amos Baneres',\n", + " 'Scala Dei', 'Bodegas Valdelana', 'Abel Mendoza Monge', 'Anayon',\n", + " 'Sierra Salinas', 'Vinos Sanz', 'Cerro San Cristobal',\n", + " 'Altos de Rioja',\n", + " 'Bodegas Celler Francisco Castillo - Clos Dominic',\n", + " 'La Vinya del Vuit', 'Venus la Universal', 'Pedralonga', 'Atalaya',\n", + " 'Matsu', 'Marques de Vargas', 'Volver', 'Tridente', 'Ausas',\n", + " 'Cillar de Silos', 'Imperial', 'Ramos-Paul', 'Bodega de Bardos',\n", + " 'Rodriguez Sanzo', 'Antidoto', 'Bosque de Matasnos', 'Altanza',\n", + " 'Remelluri', 'Perinet', 'La Vicalanda', 'Monovar', 'Alvaro Domecq',\n", + " 'Los Aguilares', 'Bodega Rento', 'Dominio do Bibei',\n", + " 'Marco Abella', 'Javier Sanz Viticultor', 'Protos', 'Harveys',\n", + " 'Orben', 'Jaro', 'Bodegas Ximenez-Spinola', 'Bodegas El Paraguas',\n", + " 'Mustiguillo', 'Vina Pomal', 'Astrales', 'Merum Priorati',\n", + " 'Hacienda Lopez de Haro', 'Cayetano del Pino', 'La Unica',\n", + " 'Pazo Senorans', 'Fefinanes', 'Resalte', 'Figuero', 'Pinea',\n", + " 'Portal del Priorat', 'Cims de Porrera', 'Casa Rojo', 'Murua',\n", + " 'Vinyes Domenech', 'Pago de Vallegarcia', 'Eulogio Pomares',\n", + " 'Sangenis I Vaque', 'Delgado Zuleta', 'VALENCISO', 'Mas Perinet',\n", + " 'Luis A. Rodriguez Vazquez', 'Chozas Carrascal',\n", + " 'Alonso del Yerro', 'Clos Figueras', 'Bodegas Monte La Reina',\n", + " 'Ontanon', 'Alta Alella', 'Bodega Elias Mora', 'Joan Simo',\n", + " 'Can Axartell', 'Juan Pinero', 'Mas Llunes', 'Bodegas Frontaura',\n", + " 'Roig Parals', 'Avgvstvs', 'Jorge Ordonez', 'Ramon Bilbao', 'Leda',\n", + " 'Enric Soler', 'Es Fangar', 'Cal Batllet - Celler Ripoll Sans',\n", + " 'Llopart', 'Portia', 'Ostatu', 'Finca Valpiedra', 'Baigorri',\n", + " 'Vivaltus', 'Comenge', 'Collbaix Celler El Moli',\n", + " 'Martinez Lacuesta', 'Pujanza', 'Albet i Noya', 'Olivier Riviere',\n", + " 'Bodegas Tierra', 'Torre de Ona',\n", + " 'Do Ferreiro (Bodegas Gerardo Mendez)', 'Martin Codax',\n", + " 'Vinedos Hermanos Hernaiz', 'Freixenet', 'Azpilicueta',\n", + " 'Veronica Salgado', 'Clos Galena',\n", + " 'Bodegas Imperiales - Abadia de San Quirce', 'Marta Mate',\n", + " 'Venta Las Vacas', 'Pago Calzadilla', 'Vivanco', 'Fernandez Gao',\n", + " 'Museum', 'Farina', 'Galindo San Millan', 'Bodegas Casa Primicia',\n", + " 'Castell Miquel', 'Barco del Corneta', \"Joan d'Anguera\", 'Xaloc',\n", + " 'Carlos Moro', 'Bodegas Luis Perez', 'Ladairo',\n", + " \"Conreria d'Scala Dei\", 'Traslascuestas', 'Lopez Cristobal',\n", + " 'Codorniu', 'Sota els Angels', 'Berceo', 'Mas Blanch I Jove',\n", + " 'Carlos Serres', 'David Moreno', 'Edra', 'Valdelosfrailes',\n", + " 'Briego', 'Guillem Carol - Cellers Carol Valles', 'Barahonda',\n", + " 'Particular', 'Bodegas Frontonio', 'Bodegas Asenjo & Manso',\n", + " 'Luis Canas', 'Garmon', 'Williams & Humbert', 'Condado de Haza',\n", + " 'Lustau', 'Bodegas Faustino', 'St. Petroni', 'Llanos Negros',\n", + " 'Aster', 'Avancia', 'Marques de Tomares', 'Quinta Sardonia',\n", + " 'Abadal', 'Hermanos Pecina', 'Biniagual', 'Breca', 'Pradorey',\n", + " 'Terras Gauda', 'Bodega Tesalia', 'Pazo de Rubianes', 'Godeval',\n", + " 'Bodegas Olarra', 'Taron', 'Sonsierra', 'Vins Miquel Gelabert',\n", + " 'El Grillo y La Luna', 'De Moya', 'Campillo', 'Jean Leon',\n", + " 'Bodegas Ateca', 'Bodega Campo Eliseo', 'Fernandez de Pierola',\n", + " 'De Muller', 'Monteabellon', 'Pepe Mendoza Casa Agricola',\n", + " 'Vinos Guerra', 'Neo', \"Terra d'Uro\", 'Zarate', 'Noelia Bebelia',\n", + " 'Marti Fabra', 'Palmeri Sicilia', 'Mas Que Vinos',\n", + " 'Bodegas Estraunza', 'Pittacum', 'Bodega Sommos',\n", + " 'Celler de Capcanes', 'Arinzano', 'Pago del Vostal', 'Habla',\n", + " 'Rodriguez de Vera', 'Callejuela', 'El Maestro Sierra',\n", + " 'Paco & Lola', 'Valtravieso', 'Costers del Priorat',\n", + " 'Bodegas Urium', 'Bodega Otazu', 'Perez Barquero', 'Oller del Mas',\n", + " 'Bodegas Clunia', 'Bodegas Ochoa', \"Ca l'Apotecari\",\n", + " 'Josep Grau Viticultor', 'Fos', 'Hacienda Grimon', 'Capafons-Osso',\n", + " 'Can Rafols dels Caus', 'Raul Perez', 'Dominio de la Vega',\n", + " 'Juve & Camps', 'Mas de les Pereres', 'Guilera',\n", + " \"l'Infernal Combier Fischer Gerin\", 'Jorge Piernas', 'Balandro',\n", + " 'M. Antonio de la Riva', 'Espelt', 'Bodegas Arfe', 'Real de Asua',\n", + " 'Vinyes dels Aspres', 'Valserrano', 'Shaya', 'Finca Rio Negro',\n", + " 'Loxera', 'Dominio Fournier', 'Bodegas Yzaguirre', 'Neton',\n", + " 'Bodega Aida i Luis', 'Cartoixa de Montsalvat',\n", + " 'El Lagar de Isilla', 'Anibal de Otero', 'Altos del Enebro',\n", + " 'Albamar', 'Can Bas', 'Atlantida', 'Atlan & Artisan', 'Olivardots',\n", + " 'Lar de Paula', 'La Val', 'Tres Piedras', 'Javi Revert',\n", + " 'Lambuena', 'Attis', 'San Cobate', 'Santa Petronila',\n", + " 'Jimenez-Landi', 'Hidalgo (La Gitana)', 'Gallina de Piel', 'Arid',\n", + " 'Bodegas Reyes', 'Hugas de Batlle', 'Bodegas Arrocal',\n", + " 'Buil & Gine', 'Castell del Remei', 'Valdubon',\n", + " 'Bodegas Y Vinedos Alilian', 'Sebio', 'Goyo Garcia Viadero',\n", + " 'Santiago Ruiz', 'Mauro Estevez', 'Mas Bertran', 'Bodegas Gama',\n", + " 'Edetaria', 'Hacienda Zorita Natural Reserve', 'Ton Rimbau',\n", + " 'Can Xanet', 'A Coroa', 'Alonso & Pedrajo', 'Mandia Vell',\n", + " 'Bodega Juan Carlos Sancha', 'Valdecuevas', 'Algueira', 'Mocen',\n", + " 'Estones', 'Bodega Tameran', 'Inurrieta', 'Flor de Chasna',\n", + " 'Lagar de Sabariz', 'Naia', 'AGE', 'Navajas', 'Vinyes del Terrer',\n", + " 'Cepas Familiares', 'Dominio de Loalva', 'Zifar',\n", + " 'Bordalas Garcia', 'Rimarts', 'Pinna Fidelis', 'Loess',\n", + " 'Dominio de Anza', 'Samsara', 'Cuentavinas', 'Felix Solis',\n", + " 'El Coto', 'Mar de Frades', 'Montecastro', 'Bodegas La Horra',\n", + " 'Baluarte', 'Hispano Suizas', 'Murviedro', 'Diez Caballero',\n", + " 'Vegalfaro', 'Palacios Remondo', 'Fernando de Castilla',\n", + " 'Bohorquez', 'Adega Familiar Eladio Pineiro', 'Culebron',\n", + " 'Enrique Mendoza', 'Clos Pons', 'Ramon do Casar', 'Binigrau'],\n", + " dtype=object)" + ] + }, + "metadata": {}, + "execution_count": 19 + } + ], + "source": [ + "df['winery'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "DfNqmkRFge7q", + "outputId": "92cf50c0-9c3c-4e9e-e64b-14d585eb2d8d" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array(['Tinto', 'Vina El Pison', 'Unico',\n", + " 'Unico Reserva Especial Edicion', 'El Anejon',\n", + " 'Don PX Convento Seleccion', 'Cuesta de Las Liebres', 'El Nido',\n", + " 'Toneles Moscatel', 'Pingus', 'Don PX Pedro Ximenez',\n", + " \"L'Ermita Velles Vinyes Priorat\", 'Vatan Arena Tinta de Toro',\n", + " 'Ribera Del Duero Gran Reserva 12 Anos', 'Pesus Ribera del Duero',\n", + " 'Magico', 'La Faraona Bierzo (Corullon)', 'Gran Reserva 890',\n", + " 'Valbuena 5o', 'Castillo Ygay Gran Reserva Especial Blanco',\n", + " 'La Nieta', 'Malleolus de Valderramiro',\n", + " 'Malleolus de Sanchomartin', 'Alabaster', 'La Mula de la Quietud',\n", + " 'Terreus Paraje de Cueva Baja', 'Contador Rioja',\n", + " 'Maria Remirez de Ganuza', 'Cartago Paraje de Pozo',\n", + " 'Parcela El Picon Tinto', 'Termanthia', 'Clon De La Familia',\n", + " 'Aquilon Garnacha', 'Quinon de Valmira',\n", + " '1902 Centenary Carignan Priorat', 'Tintilla de Rota',\n", + " 'Cirsion Rioja', 'Cami Pesseroles', \"Turo d'en Mota\", 'Priorat',\n", + " 'Reliquia Palo Cortado Sherry', 'Anada Palo Cortado 1987',\n", + " 'Daphne Glorian Red', 'El Regollar', 'Abuelo Diego Palo Cortado',\n", + " 'La Bota 78 de Oloroso', 'Touran', 'Luthier Gran Reserva',\n", + " 'Sorte O Soro Val do Bibei',\n", + " 'Reserva Particular de Recaredo Brut Nature', 'Usted',\n", + " 'Gran Reserva', 'Regina Vides Ribera del Duero', 'La Loma',\n", + " 'Recondita Armonia Monastrell Dulce',\n", + " 'Castillo Ygay Gran Reserva Especial Tinto', 'Ribera del Duero',\n", + " 'PS (Pagos Seleccionados) Ribera del Duero', 'Flor de Pingus',\n", + " 'Pago De Valtarrena', 'El Titan del Bendito', 'Dalmau Rioja',\n", + " 'Finca el Bosque', 'Pago de Santa Cruz', 'Clos Fonta Priorat',\n", + " 'Cuvee N Vinas Viejas',\n", + " 'Ribera del Duero Prestigio Pago de las Solanas',\n", + " \"Nit de Nin Mas d'en Cacador\", 'VS', 'Blecua Somontano',\n", + " 'Frank Gehry Selection', 'Amaya Arzuaga (Coleccion)',\n", + " 'La Creu Alta', '5o Ano Ribera del Duero Tinto', 'Planots Priorat',\n", + " 'Capitel', 'Gran Arzuaga Ribera del Duero', 'Horcajo', 'Aurus',\n", + " \"Dolc de L'Obac\", 'Trasnocho',\n", + " 'Doroteo Edicion Especial 25 Aniversario',\n", + " 'Tierra Alta de 2 Racimos Gran Reserva',\n", + " 'Reserva Especial Ribera del Duero', 'Reserva Especial',\n", + " 'Gran Buig Priorat', 'Finca Garbet',\n", + " 'Solera India Oloroso Rare Sherry', 'Amancio',\n", + " 'Gines Liebana Pedro Ximenez', 'Don PX Seleccion', 'Reserva',\n", + " 'Finca Las Naves', 'AAA', 'Vina del Olivo',\n", + " 'Les Aubaguetes Priorat',\n", + " 'Cava Enoteca Finca La Plana Brut Nature',\n", + " 'Gran Reserva Penas Aladas', 'Pena Lobera',\n", + " 'Adega do Moucho Treixadura', 'Son Negre', 'Casa Cisca Monastrell',\n", + " 'Moncerbal Bierzo (Corullon)', 'Capricho',\n", + " 'Cerrado del Castillo Rioja', 'Kalamity Rioja',\n", + " 'Conde de Aldama Amontillado', 'Respeto',\n", + " 'El Garnacho Viejo de la Familia Acha',\n", + " 'Ribera del Duero Prestigio', 'Finca Misenhora Edicion Limitada',\n", + " 'La Poza de Ballesteros', 'Reserva Rioja (Finca Ygay)', 'Idus',\n", + " 'Rosado de Larrainzar', 'Valdafoz Bierzo (Corullon)',\n", + " 'Rioja Gran Reserva', 'Valdegatiles Ribera del Duero',\n", + " 'Respublica Verdejo', 'Les Tosses',\n", + " 'Torremilanos Coleccion Ribera del Duero', 'El Carretil',\n", + " 'Taberner No. 1', 'Vina Motulleri', 'Saktih', 'Cuvee Palomar',\n", + " 'Uno Tinto', 'Macan', '1903 Centenary Grenache',\n", + " 'Galiano Seleccion Especial', 'Molino Real',\n", + " 'Etern Vinyes Molt Velles', '40 Aniversario Gran Reserva',\n", + " 'Solera BC-200',\n", + " 'Corpinnat Enoteca Reserva Particular de Recaredo', 'Toro', 'Clio',\n", + " 'Garnacha', 'Parcela El Nogal Tinto', 'Belondrade y Lurton',\n", + " 'Rioja Reserva', 'Prado Enea Gran Reserva',\n", + " 'Pedro Ximenez Tradicion 20 Years Old Vos', 'Torre Muga', 'Aro',\n", + " 'San Vicente Rioja', 'Ribera del Duero TSM',\n", + " 'Ribera Del Duero Reserva Premium 6 Anos', \"Clos de L'Obac\",\n", + " 'Reserva Ribera del Duero', 'Ribera Del Duero', 'Bruto',\n", + " 'Culmen Reserva Rioja', 'Vina Tondonia Gran Reserva',\n", + " 'Petit Verdot', 'Clos Martinet', 'Millenium Gran Reserva',\n", + " 'Finca Dofi', 'Gran Reserva Ribera del Duero',\n", + " 'Seleccio Especial Vinyes Velles', 'Calvario Rioja',\n", + " 'Ribera del Duero Una Cepa I', 'Grans Muralles',\n", + " 'Gran Vino Albarino', 'Cuatro Palmas Amontillado', 'Pago Garduna',\n", + " 'La Cueva del Contador Rioja', 'Solera 1830 Pedro Ximenez',\n", + " 'Que Bonito Cacareaba Blanco', 'Baron de Chirel Rioja Reserva',\n", + " 'Emeritvs (Emeritus)', 'Finca Los Hoyales Ribera del Duero',\n", + " 'Blanco', 'La Basseta', 'Territorio Luthier Reserva',\n", + " 'Vinas Viejas de Soria Ribera Del Duero',\n", + " 'Pago de Santa Cruz Gran Reserva Ribera del Duero',\n", + " 'As Sortes Val do Bibei Godello', 'Seleccion Rioja',\n", + " 'Millenium Reserva', 'Acediano', 'Gaudium', 'Pico de Luyas',\n", + " 'Grandes Anadas Rioja', 'Mas Via Gran Reserva Brut',\n", + " 'Navarra Coleccion 125 Blanco', 'Chardonnay Uno',\n", + " 'Don PX Vieja Cosecha', 'Ribas de Cabrera', 'Cenit',\n", + " 'Mas del Serral', 'Estrats', 'Fino Imperial Amontillado 30 Anos',\n", + " 'Coliseo Amontillado VORS', 'Vina Tondonia Gran Reserva Blanco',\n", + " '8000', 'Mironia Black Edition Tempranillo', 'Miserere',\n", + " 'Alma Tobia Rioja', 'Tm', 'Doix', 'Nebro Ribera del Duero',\n", + " 'El Canto del Angel', 'Rioja Blanco Reserva',\n", + " 'Cayetano del Pino Viejisimo Palo Cortado',\n", + " 'Gratallops Partida Bellvisos', 'Coleccion Privada',\n", + " 'Finca El Canto', 'Finca Cascorrales', 'Rioja Gran Reserva 904',\n", + " 'Marques de Poley Amontillado Seleccion 1951', 'Platon Tinto',\n", + " 'Altos de Las Gateras Monastrell', 'Canta la Perdiz',\n", + " 'Marques de la Concordia VSG Premium (formerly Hacienda de Susar Rioja)',\n", + " 'Cava Kripta Gran Reserva Brut Nature',\n", + " 'Alba de Miros Rueda Verdejo', 'Pendon De La Aguilera', 'V2 Tinto',\n", + " 'Celia', 'Calmo', 'Confesor Rioja', 'La Bienquerida',\n", + " 'Seleccion Especial', 'Saca Unica', 'Palomero', 'Grano a Grano',\n", + " 'Santa Ana Pedro Ximenez 1861', 'Cuvee Julia Ribera del Duero',\n", + " 'Las Lamas Bierzo (Corullon)',\n", + " '200 Monges Rioja Reserva Seleccion Especial', 'Galia Clos Santuy',\n", + " 'Tomas Esteban', 'Finca Las Comas Verdejo', 'Diables',\n", + " 'St Antoni de Scala Dei Priorat', 'Valdegines',\n", + " 'Seda de Oro Reserva', 'Grano a Grano Graciano - Garnacha',\n", + " 'Carraquintana de Amaren', 'Garnacha Parcela 81 Vinas Viejas',\n", + " \"Cava Enoteca Finca de L'Origen Brut Nature\", 'Salinas 1237',\n", + " 'Cabernet Sauvignon', 'Finca La Colina Sauvignon Blanc',\n", + " 'Dominio del Verso Red Blend',\n", + " 'Altos R Pigeage Nacido en Barrica Blanco', 'Vinyes Altes Porrera',\n", + " 'La Vinya del Vuit (8)', 'Venus de la Figuera', 'Vendetta',\n", + " 'Ribera del Duero Reserva', 'Malleolus',\n", + " 'Seleccion Especial (Reserva)', 'Cosecha', 'Red',\n", + " 'Vina Ardanza Reserva', 'Roda I Reserva Rioja',\n", + " '3er Ano Ribera del Duero Tinto', 'Macan Clasico',\n", + " 'Alaya Tierra (Old Vines Vieilles Vignes)', 'El Viejo',\n", + " 'Hacienda Pradolagar', '200 Monges Rioja Reserva', 'Reserva Tinto',\n", + " 'Jumilla Blue Label',\n", + " 'Palo Cortado Tradicion Vors 30 Years Sherry', 'Triga',\n", + " 'Amontillado Tradicion Vors 30 Years', 'Victorino',\n", + " 'Reserva Privada Rioja', 'Pago Negralada', 'Rejon Tempranillo',\n", + " 'Interpretacion', 'Vendimia', 'Priorat Vinyes Velles',\n", + " 'Tempranillo Reserva', 'Cream Tradicion Vos 20 Years',\n", + " 'Vatan Tinta de Toro', 'Dominio del Pidio', 'Pagos Viejos', 'An',\n", + " 'Numanthia', 'Suprema 30 Meses',\n", + " 'Whisba Tempranillo Aged 18 Months in Whisky Barrels',\n", + " 'A Mano Rioja', '200 Monges Rioja Gran Reserva',\n", + " 'La Hormiga de Antidoto', 'Le Domaine Blanco de Guarda',\n", + " 'Edicion Limitada',\n", + " 'Lealtanza Coleccion de Artistas Espanoles Sorolla',\n", + " 'Granja Gran Reserva Rioja',\n", + " 'Perez Pascuas Gran Reserva Seleccion', 'El Puntido Gran Reserva',\n", + " 'Cuvee Old Vines Unfiltered', 'Fondillon', '1730 Pedro Ximenez',\n", + " 'Cirerets', 'Vinas Viejas Verdejo', 'Tadeo Tinto',\n", + " 'Tierras de Cair Reserva', 'Gran Reserva Rosado',\n", + " 'Cava Celler Batlle', 'Rioja Blanco', 'Lapola',\n", + " 'Clos Abella Seleccion Especial', 'Pie Franco',\n", + " 'Singular V Malcorta Verdejo', 'Serral del Vell Brut Nature',\n", + " 'Seleccion Finca el Grajo Viejo',\n", + " '30 Years VORS Pedro Ximenez Sherry', 'Malpuesto', 'Chafandin',\n", + " 'La Vina de Andres Romeo Rioja', 'Delicado Cosecha Pedro Ximenez',\n", + " 'Atlantico', 'Quincha Corral', 'Els Escurcons',\n", + " 'Vinos Singulares Tempranillo Blanco Reserva',\n", + " 'Christina Ribera del Duero', 'Desti',\n", + " 'Gran Reserva Classica Tinto', 'Godello Blanco',\n", + " 'Palo Cortado 1/10', 'Fourth Edition',\n", + " 'Seleccion de Anada Albarino Rias Baixas',\n", + " 'Albarino de Fefinanes III Ano', 'Perpetual', 'El Cel',\n", + " 'Montes Obarenes Seleccion Terroir', 'Porrera Vi de Vila',\n", + " 'Gran Ribera del Duero', 'Heretge Priorat', 'Vinas Viejas',\n", + " 'Sibarita Oloroso Jerez-Xeres-Sherry 30 Years V.O.R.S', '17',\n", + " 'Clos del Portal Tros de Clos', 'Classic', 'Minami',\n", + " 'Vi de Vila Gratallops', 'Veguin de Murua Gran Reserva',\n", + " 'O Luar do Sil Valdeorras Godello Sobre Lias', 'Teixar',\n", + " 'Anada Pedro Ximenez', 'Clos del Portal Somni', 'Les Manyes',\n", + " 'Emporda Aires de Garbet', 'Montes de Toledo Syrah',\n", + " 'Maceracion Con Pieles', 'Clos Monlleo',\n", + " 'B.Rodriguez La-Cave Quo Vadis?', 'La Solana Alta',\n", + " 'Rioja Reserva 10 Anos Despues Edicion Limitada', 'Perinet + Plus',\n", + " 'Vina de Martin Escolma Ribeiro', 'Ribera del Duero Torralvo',\n", + " 'El Cabernet F - Familiar', 'Premium', 'Hipperia Red Blend',\n", + " 'Maria Ribera del Duero', 'Vendimia Seleccionada', 'Clos Figueres',\n", + " 'Castillo de Monte la Reina Cuvee Privee', 'Amontillado Saca',\n", + " 'Queiron Reserva Vinedos Familiares', 'Don PX Gran Reserva',\n", + " 'Llanos del Almendro Ribera del Duero', 'Dolc Mataro',\n", + " 'Toro 2V Premium', 'Les Eres Vinyes Velles',\n", + " 'Gran Reserva Classica Blanco', 'The Artist',\n", + " 'Amontillado 30 Years Old V.O.R.S Sherry',\n", + " 'La Comtesse de Pazo Barrantes Albarino', '5V Blanco',\n", + " 'Finca Butaros Vinya Centenaria', 'Seleccion Privada',\n", + " \"Aponte Winemaker's Private Collection Tempranillo\",\n", + " 'Cami de Cormes', '1194', 'Malabrigo Ribera del Duero',\n", + " 'Old & Plus Pedro Ximenez', 'Reserva Trajanvs', 'No. 2 Victoria',\n", + " 'Emporda Gran Claustro', 'Lalomba Finca Valhonta', 'Manyetes',\n", + " 'Pago Valdebellon', 'Guarda de Leda Seleccion Tempranillo',\n", + " 'Nun Vinya dels Taus', 'Lo Cortinelo.Lo Blanc',\n", + " '5 Partides Gratallops Vi de La Vila',\n", + " 'Cava Ex-Vite Gran Reserva Brut', 'Summa Edicion Limitada',\n", + " 'Pago El Espino', 'Gloria Rioja', 'Petra de Valpiedra Garnacha',\n", + " 'Alto de la Caseta', 'Mas de la Rosa', 'Rioja B70', 'Don Miguel',\n", + " 'Singular Negre', 'Rioja Reserva Especial', 'Rioja Cisma',\n", + " 'Martires Rioja', 'Cava Original Brut (Espumos)',\n", + " 'Marti Reserva Penedes', 'Vina Ardanza Reserva Seleccion Especial',\n", + " 'Oloroso 30 Years Old V.O.R.S', 'Pozo Alto',\n", + " 'El Cristo de Samaniego', 'El Belisario',\n", + " 'Baron de Ona Rioja Reserva', 'Cepas Vellas Rias Baixas Albarino',\n", + " 'La Aguilera', 'Pirata', 'Hispania', 'Arousa',\n", + " 'Las Cenizas Tempranillo', 'Solanes Priorat',\n", + " 'Cava Cuvee De Prestige Trepat',\n", + " 'Felix Azpilicueta Coleccion Privada', 'Savinat Sauvignon Blanc',\n", + " 'Capricho Crianza', 'Finca La Emperatriz Vinedo Singular Tinto',\n", + " 'Galena', 'Solera PAP Palo Cortado Rare Sherry', 'Finca Helena',\n", + " 'Primordium', 'La Cuartilleja Reserva', 'Noble', 'De Garage Rioja',\n", + " 'Gran Calzadilla', '4 Varietales Coleccion Rioja', 'Oloroso',\n", + " 'Numerus Clausus',\n", + " '200 Monges Rioja Seleccion Especial Reserva Blanco',\n", + " '30 Years V.O.R.S Very Old Palo Cortado Blend Medium Sherry',\n", + " 'Campus Gothorum', 'La Pizca', 'La Bota 90 de Manzanilla Pasada',\n", + " 'Moradillo de Roa', 'Cofradia', 'Stairway To Heaven Rosado',\n", + " 'La Silleria', 'Planella', 'Gallaecia Rias Baixes Albarino',\n", + " 'Monada', 'Verdejo', 'Vina Garugele', 'Barrica', 'Voltons',\n", + " 'Ekam Essencia', 'Valcavado de Traslascuestas',\n", + " 'Oscar Tobia Gran Reserva Rioja', 'La Baixada', 'Seleccion',\n", + " 'Cava El Tros Nou Pinot Noir',\n", + " 'Los Dominios de Berceo Prefiloxerico', 'Old & Plus Amontillado',\n", + " 'Sao Expressiu', 'Onomastica Rioja Reserva',\n", + " 'Vina Arana Gran Reserva', 'Carinena Parcela 15 Vinas Viejas',\n", + " 'Vobiscum', 'La Navilla', 'Merlot - Syrah',\n", + " 'Casta Diva Cosecha Miel Moscatel Dulce', 'Pago de Las Costanas',\n", + " 'Cava Gran Reserva Familiar Millenium Brut',\n", + " 'Zona Zepa Monastrell', 'Alma Tobia Blanco',\n", + " 'Garnacha Vinas Centenarias',\n", + " 'El Jardin de las Iguales Vinedo Historico Garnacha',\n", + " 'Silvanus Edicion Limitada Ribera del Duero',\n", + " 'San Valentin Parellada', 'Vina Tondonia Reserva', 'PSI',\n", + " 'Ribera del Duero Crianza', 'Mas La Plana Cabernet Sauvignon',\n", + " 'Crianza Tinto', 'Bosque de Matasnos Etiqueta Blanca',\n", + " 'Matusalem Sherry VORS', 'Reserva Seleccion de la Familia',\n", + " 'Apostoles 30 Years Old Sherry', 'Gran Reserva Rioja (Finca Ygay)',\n", + " 'El Puntido',\n", + " 'Don Guido Pedro Ximenez Solera Especial Aged 20 Years',\n", + " 'Gran Reserva Rioja', 'La Baraja', 'Finca Malaveina', 'Reserva XR',\n", + " 'Alenza Ribera del Duero Gran Reserva',\n", + " 'Chardonnay Fermentado en Barrica', 'Alicante Bouschet by Tarima',\n", + " 'Oloroso Tradicion Vors 30 Years', 'Dominio de Atauta', 'Crianza',\n", + " 'Laurel', 'Seleccion La Aguilera', 'Finca Martelo',\n", + " 'Pedro Ximenez Murillo Seleccion del Centenario', 'Mirto',\n", + " 'I Gran Reserva', 'Roda Reserva Rioja', 'Rioja Vina Coqueta',\n", + " 'Vermello Vermu', 'Capellania Reserva', 'Los Tabaqueros',\n", + " 'Torre Albeniz Reserva Ribera del Duero', 'Finca El Otero',\n", + " 'Familia Comenge Reserva', 'Tierra Alta de 2 Cotas Reserva',\n", + " 'Fagus de Coto de Hayas Garnacha', 'Finca Terrerazo', 'Godello',\n", + " 'Godina Garnacha', 'QS', 'Don Miguel Comenge Reserva', '3.9',\n", + " 'Finca Iscorta Gran Reserva', 'Finca Biniagual Veran',\n", + " 'Brega Garnacha', 'Elite', 'La Mar', 'Nelin Priorat',\n", + " 'Arcos de la Frontera', 'Albarino', 'Cepas Vellas Godello',\n", + " 'Las Sabias', 'Cerro Anon Rioja Gran Reserva', 'Ekam', 'Masdeu',\n", + " 'Pantocrator', 'Senorio de Cuzcurrita Rioja',\n", + " 'Silencio de Miros Ribera Del Duero', 'Queiron Mi Lugar',\n", + " 'Purgatori Costers del Segre', 'Perfume de Sonsierra',\n", + " 'Chardonnay Roure', 'Rioja Graciano', 'ARX Arcos de la Frontera',\n", + " 'Navarra Reserva Coleccion 125', 'Venus', 'Grillo',\n", + " 'Prieto Picudo', 'Sofia', 'Finca Cuesta Clara Raro Reserva',\n", + " 'Fermentado En Barrica Blanco', 'Ribera Del Duero Gran Reserva',\n", + " 'Vinya La Scala Gran Reserva Cabernet Sauvignon',\n", + " 'Atteca Armas Garnacha Old Vines', 'Syrah (Shiraz)',\n", + " 'Campo Eliseo', 'Vinas Viejas Tempranillo', 'Vitium Reserva',\n", + " 'Lo Cabalo Reserva', 'Finca Matambres', 'Suzzane Rioja',\n", + " 'Giro de Abargues', 'Reserva Vermouth Rojo', 'Punta Esencia',\n", + " 'Pla dels Angels Rosado', 'Uro', 'Tras da Vina Albarino',\n", + " 'Masia Carreras Negre', 'Branco Vermu', 'Palmeri Navalta Garnacha',\n", + " 'La Plazuela', 'Solar de Estraunza Reserva', 'III a.C',\n", + " 'Matallana', 'Rioja Norte', 'Artigas', 'Julia',\n", + " 'Jerez-Xeres-Sherry 30 Year Old Oloroso VORS', 'Pancrudo', 'Aurea',\n", + " 'Coleccion Syrah', \"Flor de Primavera Peraj Ha'abib\",\n", + " 'Altos de Losada El Cepon', 'Gran Vino Blanco',\n", + " 'Crianza Vendimia Seleccionada', 'Vermouth Reserva',\n", + " 'Finca Azaya Premium', 'Ribera del Duero Tinto', 'No. 20',\n", + " 'La Casilla Amontillado', 'Palo Cortado', 'Martelo Reserva',\n", + " 'Vintage Albarino', 'Cardenal Palo Cortado VORS',\n", + " 'Vallegarcia Viognier', 'Finca la Atalaya Reserva',\n", + " 'Clos Cypres Vinyes Velles (Old Vines)', 'Castineiro Albarino',\n", + " 'Amontillado V.O.R.S', 'Altar',\n", + " 'Gran Barquero Palo Cortado Solera 25 Anos',\n", + " 'Toro Gran Elias Mora', 'Arnau Oller Seleccio de la Familia',\n", + " 'Orbus', 'Malbec', 'Altos de Losada', 'Reserva Especial Rioja',\n", + " 'La Time', 'Vendimia Tardia Moscatel', 'Hiru 3 Rioja Racimos',\n", + " 'Triaca', 'Amontillado 51-1a 30 Years VORS Sherry', 'Cyclo',\n", + " 'Maimo Garnatxa', 'Fos Baranda', 'Finca la Oracion',\n", + " 'Albarino Pedralonga', 'Mas de Masos', 'Com Tu', 'El Rocallis',\n", + " 'Iugiter', 'Ultreia Valtuille Mencia', 'La Chispa Negra',\n", + " 'Sauvignon Blanc', 'Clos Adrien', 'Laderas Rioja',\n", + " 'Blanco de Parcela', 'Finca la Beata Bobal', 'Resalte Expresion',\n", + " 'Cava Brut Milesime', 'Syrah de Matasnos',\n", + " 'Massipa de Scala Dei Garnatxa Blanca - Xenin', 'Nunci Negre',\n", + " 'Oloroso Extra Viejo 1/7', 'Musivari Gran Reserva Brut Nature',\n", + " 'Faustino de Autor Reserva Especial', 'Vinas Viejas Aguilera',\n", + " 'Juan Piernas Finca El Paso Malo Monastrell', 'Pedra de Guix',\n", + " 'Vinyes Velles de Samso', 'Malvasia', 'La Bota 69 de Amontillado',\n", + " 'Antigues Reserves', 'Baron de Chirel Verdejo Vinas Centenarias',\n", + " 'Milagros de Figuero', 'Las Botas Palo Cortado Horizontal',\n", + " 'La Riva Fino Balbaina Alta', 'Coma Bruna',\n", + " 'Palo Cortado de la Cruz de 1767', 'Grano a Grano Tempranillo',\n", + " \"S'Alou\", 'Altos R Pigeage', 'Finca Monteviejo', 'Habis', '5o Ano',\n", + " 'Gaminde', 'Varietal Fermentacion Lenta',\n", + " 'El Cordero y las Virgenes',\n", + " 'Selection 1884 Vermouth Gran Reserva', 'Garnacha Tintorera',\n", + " 'Penalba Lopez Blanco', 'Cabernet', 'El Cuentista',\n", + " 'Tahulla Moscatel Blanco Seco', 'Juegabolos', 'Sketch',\n", + " 'Montsalvat', 'Sio Negre', 'Pago de Otazu Chardonnay Con Crianza',\n", + " 'Verdejo Fermentado en Barrica',\n", + " 'Vinyes Altes de Les Garrigues Vi Blanc', 'Vina Centenaria Mencia',\n", + " 'Cerro del Lobo Syrah', 'Summum Monastrell', 'Finca La Herradura',\n", + " 'Alma de Mar Albarino', 'Canasta 20 Anos Cream',\n", + " 'Rioja Anadas Frias', 'Monreal', '8 Vents Mallorca',\n", + " \"Vd'O 1 Samso - Pissarra\", 'Cava Gran Reserva La Capella Brut',\n", + " 'Coleccion No. 3 Cosecha', 'Albarino Sobre Lias', 'Nobbis',\n", + " 'Rara Avis Prieto Picudo', 'Sensal', 'Campo Eliseo Blanco',\n", + " 'Blanc de Neu', 'T3rno Seleccion de 3 Parcelas Ribera del Duero',\n", + " 'Fino La Barajuela', 'Parcelas de Maturana Tinta Coleccion Rioja',\n", + " 'Reserva Real', 'Attis Embaixador Albarino', 'Vitola Reserva',\n", + " 'San Cucufate Monasterio', 'Tras Los Muros Albarino', 'CM Tinto',\n", + " 'La Loma & Los Santos Garnacha Blanca - Macabeo',\n", + " 'Gratallops Escanya-Vella', 'Lalomba Finca Ladero',\n", + " 'Oloroso En Rama', 'El Reventon Cebreros',\n", + " 'Amontillado Napoleon Vinos Viejos 30 Year Old Sherry',\n", + " 'Navarra Vendimia Tardia Coleccion 125', 'Manar dos Seixas',\n", + " '200 Monges Edicion Exclusiva Blanco Reserva',\n", + " 'Eolic Sauvignon Blanc',\n", + " 'Finca Valmediano Tinta de Toro 16 Meses Barrica',\n", + " 'Cantos del Diablo', 'Teofilo Reyes Crianza', 'Falguera',\n", + " 'Epistem No. 3', 'Angel Ribera del Duero', 'Pleret',\n", + " 'A Torna dos Pasas Escolma Ribeiro', 'Costers Del Segre 1780',\n", + " 'Ines', 'Honoris', 'La Revelia Godello', 'Club Rioja Reserva',\n", + " 'Camino del Abuelo Vinas Viejas', 'La Morera de San Lazaro',\n", + " 'Quintanilla', 'Salvaxe', 'Vi De Glass Gewurztraminer',\n", + " 'Finca Los Quemados', 'Albarino (O Rosal)', 'Rioja',\n", + " 'Vino de Autor Ribeiro Blanco',\n", + " 'Argila Reserva 3 Anys Brut Nature', 'Octogenarius',\n", + " 'Finca La Pedrissa', 'Magister',\n", + " 'Ribera del Duero Vendimia Seleccionada VT',\n", + " 'Porcellanic VI Xarel-lo Sur Lie', 'Sibila',\n", + " 'Emporda Reserva Especial Don Miguel Mateu', '200 Cestos Godello',\n", + " 'Heaven & Hell', 'Cabrida Montsant', 'Suane Blanco', 'Pinot Noir',\n", + " 'Cerro La Isa Blanco', 'Cuvee Verdejo', 'Anadelia', 'Tabuerniga',\n", + " 'Seleccion Especial Verdejo', \"Coster d'en Fornos\",\n", + " 'Malvasia Volcanica', 'Laderas de Inurrieta', 'El Velado Tinto',\n", + " 'Blanco Afrutado', 'A Pita Cega', 'Naiades',\n", + " 'Fuenmayor Gran Reserva', 'Mirador de Navajas Reserva Rioja',\n", + " 'Coleccion Roberto Amillo Amontillado', '1730 Amontillado',\n", + " 'Cerro La Isa Garnacha', 'Nus del Terrer', 'Nivel', 'Le Rose',\n", + " 'Pago de las Sabinas', 'Old & Plus Oloroso',\n", + " 'Coleccion Roberto Amillo Palo Cortado', 'Gueta-Lupia',\n", + " 'Marmajuelo', 'Cava Reserva Especial Chardonnay Brut Nature',\n", + " 'Ribera del Duero Vendimia Seleccionada', 'No. 23',\n", + " 'Las Iruelas El Tiemblo', 'V Dulce de Invierno', 'Diego Magana',\n", + " 'Graciano', 'Cerro Las Cuevas Seleccion Terroir',\n", + " 'Altos R Pigeage Graciano', 'Ronda',\n", + " 'Nisia Las Suertes Verdejo Old Vines', 'Territori', 'Alomado',\n", + " 'Selma de Nin Blanco', 'Senda de Los Olivos Roble',\n", + " 'Mucho Mas Tinto', 'Coto de Imaz Rioja Gran Reserva',\n", + " 'Vina Alberdi Reserva', 'Rias Baixas Albarino Atlantico',\n", + " '27 Ribera del Duero', 'Terras Gauda O Rosal', 'Salmos',\n", + " 'Vina Bosconia Reserva', 'Louro Godello', 'La Atalaya del Camino',\n", + " 'Rioja 150 Aniversario', 'Veraton Garnacha',\n", + " 'Alexander vs. The Ham Factory', 'Vina Alberdi Crianza',\n", + " 'Taberner Tierra de Cadiz', 'Gessami', 'Finest Old Harvest Medium',\n", + " 'Ribera del Duero Red', 'Corimbo I', 'Vermut Rojo',\n", + " 'Vina Tondonia Reserva Blanco', 'Reserva 5 Ano',\n", + " 'Del Duque Amontillado Sherry VORS',\n", + " 'Les Terrasses Velles Vinyes Priorat',\n", + " 'Les Terrasses Laderas de Pizarra', 'Inici',\n", + " '5 Finques (Fincas) Reserva', 'Martinet Bru (Garnatxa - Syrah)',\n", + " 'Ribera Del Duero Reserva', 'Muscat',\n", + " 'Angeles de Amaren Tempranillo - Graciano', 'Bassus Pinot Noir',\n", + " 'Sericis Cepas Viejas Monastrell',\n", + " 'Rioja Reserva Fincas de Ganuza', 'Corpinnat Terrers Brut Nature',\n", + " 'Dos Cortados Palo Cortado Solera Especial Aged 20 Years',\n", + " 'Oscar Tobia Reserva Rioja', 'Rioja Satinela Blanco Semidulce',\n", + " 'Clos del Portal Negre de Negres', 'Solideo', 'Preludio',\n", + " 'Reserva Tempranillo', 'Coma Vella Priorat', 'Las Ocho (8) Tinto',\n", + " 'Pago de los Balagueses Syrah', 'Bagus Ribera del Duero',\n", + " 'Formiga de Vellut', 'Tierra Alta En 2 Maderas',\n", + " 'Propiedad Rioja', 'Reserva Especial Icon Edition',\n", + " 'Antique Palo Cortado', 'Vina Lanciano Reserva',\n", + " 'Jalifa Amontillado Rare Old Dry Solera Especial Aged 30 Years',\n", + " 'La Felisa', 'Milmanda', 'Envidiacochina (Tete de Cuvee)', 'Adaro',\n", + " 'Fondillon Gran Reserva', 'Monastrell - Syrah Finca Espolla',\n", + " 'Santa Rosa', 'Roc Nu', 'Rias Baixas Albarino Finca Valinas',\n", + " 'Treixadura', 'Candela Cream Dulce Sweet', 'Nounat',\n", + " 'Les Brugueres'], dtype=object)" + ] + }, + "metadata": {}, + "execution_count": 20 + } + ], + "source": [ + "df['wine'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "YMK8ok3Bgeh4", + "outputId": "4cce2cdd-a6ef-4575-a424-240b5341e14d" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array(['Toro', 'Vino de Espana', 'Ribera del Duero', 'Montilla-Moriles',\n", + " 'Jumilla', 'Jerez-Xeres-Sherry', 'Priorato', 'Rioja', 'Bierzo',\n", + " 'Castilla y Leon', 'Campo de Borja', 'Cadiz', 'Cava',\n", + " 'Jerez Palo Cortado', 'Manzanilla', 'Valdeorras', 'Emporda',\n", + " 'Rioja Alta', 'Alicante', 'Somontano', 'Dominio de Valdepusa',\n", + " 'Ribeiro', 'Mallorca', 'Yecla', 'Cigales', 'Utiel-Requena',\n", + " 'Navarra', 'Rioja Alavesa', 'Costers del Segre', 'Sardon de Duero',\n", + " 'Malaga', 'Cataluna', 'Rueda', 'Jerez Pedro Ximenes (PX)',\n", + " 'Montsant', 'Conca de Barbera', 'Rias Baixas', 'Jerez Amontillado',\n", + " 'Tierra del Vino de Zamora', 'Penedes', 'Dehesa del Carrizal',\n", + " 'Madrid', 'Carinena', 'Condado de Huelva', 'Almansa',\n", + " 'Jerez Cream', 'Valencia', 'Sierras de Malaga', 'Ribeira Sacra',\n", + " 'El Terrerazo', 'Jerez Oloroso', 'Castilla', 'Alella',\n", + " 'Pla i Llevant', 'Pla de Bages', 'Pago Calzadilla', 'Andalucia',\n", + " 'Monterrei', 'Ribera del Gallego-Cinco Villas', 'Aragon',\n", + " 'Galicia', 'La Palma', 'Binissalem-Mallorca', 'Calatayud',\n", + " 'Arinzano', 'Tarragona', 'Extremadura', 'Murcia', 'La Mancha',\n", + " 'Otazu', 'Valdejalon', 'Mentrida', 'Terra Alta', 'Arribes',\n", + " 'Gran Canaria', 'Abona'], dtype=object)" + ] + }, + "metadata": {}, + "execution_count": 21 + } + ], + "source": [ + "df['region'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "id": "66U3nMN3fz4H" + }, + "outputs": [], + "source": [ + "df = df.drop(columns = ['country'], axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "id": "0noqAOqeg0eq" + }, + "outputs": [], + "source": [ + "df['type'] = df['type'].fillna('')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "id": "tFqh3Gi9f8fx" + }, + "outputs": [], + "source": [ + "df['type'] = df['type'].replace('', 'N/A')" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, 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\"column\": \"price\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 150.35667645268242,\n \"min\": 4.99,\n \"max\": 3119.08,\n \"num_unique_values\": 1292,\n \"samples\": [\n 168.0,\n 190.0,\n 28.7315367295517\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"body\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.539030737627305,\n \"min\": 2.0,\n \"max\": 5.0,\n \"num_unique_values\": 4,\n \"samples\": [\n 4.0,\n 2.0,\n 5.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"acidity\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.22885798876033325,\n \"min\": 1.0,\n \"max\": 3.0,\n \"num_unique_values\": 3,\n \"samples\": [\n 3.0,\n 2.0,\n 1.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"winery_encoded\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 128,\n \"min\": 0,\n \"max\": 479,\n \"num_unique_values\": 480,\n \"samples\": [\n 225,\n 257,\n 108\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"type_encoded\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3,\n \"min\": 0,\n \"max\": 21,\n \"num_unique_values\": 22,\n \"samples\": [\n 20,\n 18,\n 14\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"region_encoded\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 17,\n \"min\": 0,\n \"max\": 75,\n \"num_unique_values\": 76,\n \"samples\": [\n 35,\n 19,\n 12\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"wine_encoded\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 231,\n \"min\": 0,\n \"max\": 846,\n \"num_unique_values\": 847,\n \"samples\": [\n 139,\n 745,\n 557\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 28 + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "markdown", + "source": [ + "# Removing Outliners by the help of Z value" + ], + "metadata": { + "id": "LFCKvvDdWLfC" + } + }, + { + "cell_type": "code", + "source": [ + "z = np.abs(stats.zscore(df['price']))\n", + "print(z)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "bPek4cr8TbXn", + "outputId": "1a4d0386-7b8c-4b99-c2d3-00f8bd3df8b7" + }, + "execution_count": 29, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "0 6.218324\n", + "1 1.685466\n", + "2 1.761623\n", + "3 4.209367\n", + "4 4.775392\n", + " ... \n", + "7495 0.266822\n", + "7496 0.288239\n", + "7497 0.237091\n", + "7498 0.029293\n", + "7499 0.189335\n", + "Name: price, Length: 7500, dtype: float64\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "z = np.abs(stats.zscore(df['year']))\n", + "print(z)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "xBalM3p8UVY6", + "outputId": "ead29177-b7c0-46b7-e9f9-3582ef6e9906" + }, + "execution_count": 30, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "0 0.081343\n", + "1 0.652801\n", + "2 0.668659\n", + "3 2.136947\n", + "4 2.577434\n", + " ... \n", + "7495 0.359143\n", + "7496 0.652801\n", + "7497 0.505972\n", + "7498 0.375001\n", + "7499 0.359143\n", + "Name: year, Length: 7500, dtype: float64\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "z = np.abs(stats.zscore(df['rating']))\n", + "print(z)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "c-vJdnSCUXOi", + "outputId": "05a26471-fcfe-4297-d38e-6149fd3c840d" + }, + "execution_count": 31, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "0 5.465686\n", + "1 5.465686\n", + "2 4.618381\n", + "3 4.618381\n", + "4 4.618381\n", + " ... \n", + "7495 0.465453\n", + "7496 0.465453\n", + "7497 0.465453\n", + "7498 0.465453\n", + "7499 0.465453\n", + "Name: rating, Length: 7500, dtype: float64\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "z = np.abs(stats.zscore(df['num_reviews']))\n", + "print(z)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "UBal4zyDUXsy", + "outputId": "205ab315-64cf-43dc-d4bd-e2fb1c891b42" + }, + "execution_count": 32, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "0 0.543754\n", + "1 0.581101\n", + "2 1.856123\n", + "3 1.734400\n", + "4 1.186647\n", + " ... \n", + "7495 0.081761\n", + "7496 0.084527\n", + "7497 0.084527\n", + "7498 0.085910\n", + "7499 0.087293\n", + "Name: num_reviews, Length: 7500, dtype: float64\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "z = np.abs(stats.zscore(df['body']))\n", + "print(z)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "TO7EnYbIUYJ6", + "outputId": "d31223f7-5a26-4e76-f82d-6f802fc61320" + }, + "execution_count": 33, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "0 1.607189\n", + "1 0.248116\n", + "2 1.607189\n", + "3 1.607189\n", + "4 1.607189\n", + " ... \n", + "7495 0.248116\n", + "7496 0.248116\n", + "7497 0.248116\n", + "7498 1.607189\n", + "7499 1.607189\n", + "Name: body, Length: 7500, dtype: float64\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "z = np.abs(stats.zscore(df['acidity']))\n", + "print(z)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "86gBSnkmUp4y", + "outputId": "5f6f8ec0-a0c8-4981-a6ea-7f3a743e5b01" + }, + "execution_count": 34, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "0 0.196933\n", + "1 4.172880\n", + "2 0.196933\n", + "3 0.196933\n", + "4 0.196933\n", + " ... \n", + "7495 0.196933\n", + "7496 0.196933\n", + "7497 0.196933\n", + "7498 0.196933\n", + "7499 0.196933\n", + "Name: acidity, Length: 7500, dtype: float64\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "z = np.abs(stats.zscore(df['winery_encoded']))\n", + "print(z)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "UTgxEzKIUtqR", + "outputId": "fd3f2ee0-d358-403d-cbf4-2dd57f0f5fb2" + }, + "execution_count": 35, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "0 1.273008\n", + "1 1.753308\n", + "2 1.467501\n", + "3 1.467501\n", + "4 1.467501\n", + " ... \n", + "7495 0.773062\n", + "7496 0.780841\n", + "7497 0.588392\n", + "7498 0.448356\n", + "7499 1.148532\n", + "Name: winery_encoded, Length: 7500, dtype: float64\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "z = np.abs(stats.zscore(df['type_encoded']))\n", + "print(z)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "18tXd6zZUuHS", + "outputId": "2576526b-cb83-4f24-9e34-2d3a249cdb19" + }, + "execution_count": 36, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "0 2.130557\n", + "1 1.871974\n", + "2 0.061888\n", + "3 0.061888\n", + "4 0.061888\n", + " ... \n", + "7495 0.320471\n", + "7496 0.455280\n", + "7497 0.196696\n", + "7498 0.061888\n", + "7499 0.061888\n", + "Name: type_encoded, Length: 7500, dtype: float64\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "z = np.abs(stats.zscore(df['region_encoded']))\n", + "print(z)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "0vVSEP4yUug6", + "outputId": "c9984f13-6459-4397-9cf0-8e9829b9918c" + }, + "execution_count": 37, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "0 1.086370\n", + "1 1.375263\n", + "2 0.393026\n", + "3 0.393026\n", + "4 0.393026\n", + " ... \n", + "7495 0.508583\n", + "7496 0.161911\n", + "7497 1.513670\n", + "7498 0.393026\n", + "7499 0.393026\n", + "Name: region_encoded, Length: 7500, dtype: float64\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "z = np.abs(stats.zscore(df['wine_encoded']))\n", + "print(z)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "cXpBwuNmU9fq", + "outputId": "40cf42b0-fae5-41ab-a9ae-49d43b73e673" + }, + "execution_count": 38, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "0 1.257374\n", + "1 1.516556\n", + "2 1.339448\n", + "3 1.339448\n", + "4 1.339448\n", + " ... \n", + "7495 0.652618\n", + "7496 0.120607\n", + "7497 0.716724\n", + "7498 0.543936\n", + "7499 0.553265\n", + "Name: wine_encoded, Length: 7500, dtype: float64\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "threshold_z = 2\n", + "\n", + "outlier_indices = []\n", + "\n", + "for column in df.columns:\n", + "\n", + " z = np.abs((df[column] - df[column].mean()) / df[column].std())\n", + "\n", + "\n", + " column_outliers = np.where(z > threshold_z)[0]\n", + "\n", + "\n", + " outlier_indices.extend(column_outliers)\n", + "\n", + "\n", + "outlier_indices = np.unique(outlier_indices)\n", + "\n", + "\n", + "no_outliers = df.drop(outlier_indices)\n", + "\n", + "\n", + "print(\"Original DataFrame Shape:\", df.shape)\n", + "print(\"DataFrame Shape after Removing Outliers:\", no_outliers.shape)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "YNHMDzD7VMaq", + "outputId": "94607d73-31f4-41f9-e50e-18e8e055748e" + }, + "execution_count": 42, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Original DataFrame Shape: (7500, 10)\n", + "DataFrame Shape after Removing Outliers: (5247, 10)\n" + ] + } + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "4yO6D9SlgqFG" + }, + "outputs": [], + "source": [ + "Scaler = StandardScaler()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "lfTsMVoghIbE" + }, + "outputs": [], + "source": [ + "X = df.drop(columns=['price'], axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "pyS5LgY7jKbx" + }, + "outputs": [], + "source": [ + "Y = df['price']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8OcbFsWljTpg", + "outputId": "3e79a252-07f8-48d8-ddab-5cc6fe07baed" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "RangeIndex: 7500 entries, 0 to 7499\n", + "Data columns (total 10 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 year 7500 non-null float64\n", + " 1 rating 7500 non-null float64\n", + " 2 num_reviews 7500 non-null int64 \n", + " 3 price 7500 non-null float64\n", + " 4 body 7500 non-null float64\n", + " 5 acidity 7500 non-null float64\n", + " 6 winery_encoded 7500 non-null int64 \n", + " 7 type_encoded 7500 non-null int64 \n", + " 8 region_encoded 7500 non-null int64 \n", + " 9 wine_encoded 7500 non-null int64 \n", + "dtypes: float64(5), int64(5)\n", + "memory usage: 586.1 KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "4ZvAlvK9jX13", + "outputId": "597070e8-c439-4f2f-b4c5-190579606488" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[ 6.21832388]\n", + " [ 1.68546605]\n", + " [ 1.76162338]\n", + " ...\n", + " [-0.23709089]\n", + " [ 0.02929349]\n", + " [-0.18933459]]\n" + ] + } + ], + "source": [ + "standarized_type_price = Scaler.fit_transform(df['price'].values.reshape(-1, 1))\n", + "print(standarized_type_price)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ywg5MAXc4Iec", + "outputId": "e1150ff4-1a5d-44c6-a9ea-073b96151fab" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[ 0.08134319 5.46568628 -0.54375417 ... 2.13055749 1.08636959\n", + " 1.25737416]\n", + " [-0.65280115 5.46568628 -0.58110097 ... 1.87197376 1.37526284\n", + " 1.51655555]\n", + " [ 0.66865866 4.61838064 1.85612304 ... 0.0618877 0.39302579\n", + " 1.33944827]\n", + " ...\n", + " [-0.50597228 -0.46545323 -0.08452695 ... -0.19669602 -1.51366967\n", + " -0.71672409]\n", + " [ 0.37500093 -0.46545323 -0.08591016 ... 0.0618877 0.39302579\n", + " -0.54393649]\n", + " [-0.35914341 -0.46545323 -0.08729338 ... 0.0618877 0.39302579\n", + " 0.55326472]]\n" + ] + } + ], + "source": [ + "standardize_X = Scaler.fit_transform(X)\n", + "print(standardize_X)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "OkgImhYGjzI6" + }, + "outputs": [], + "source": [ + "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size=0.2, random_state=3)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "IuDY1YtUk4UJ", + "outputId": "6c9fbbfe-b4ef-41a3-888d-5ca7251c7692" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "(7500, 9) (6000, 9) (1500, 9)\n" + ] + } + ], + "source": [ + "print(X.shape, X_train.shape, X_test.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "LOkDlNrbEMDj" + }, + "source": [ + "# CORRELATION MATRIX" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "m38bmTLzoQPB" + }, + "outputs": [], + "source": [ + "correlation = df.corr()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 912 + }, + "id": "yrx5c5ASk4sU", + "outputId": "6c8b7943-d183-44a3-aaf9-f99ebdd9597d" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ], + "source": [ + "plt.figure(figsize=(10, 10))\n", + "sns.heatmap(correlation, cbar=True, square=True, fmt='.2f', annot=True, annot_kws={'size': 10}, cmap='Blues', linewidths=0.5, linecolor='gray')\n", + "plt.title(\"Correlation Matrix\", fontsize=16, fontweight='bold', pad=20)\n", + "plt.xticks(fontsize=10, fontweight='bold')\n", + "plt.yticks(fontsize=10, fontweight='bold')\n", + "plt.xlabel('Features', fontsize=12, fontweight='bold', labelpad=15)\n", + "plt.ylabel('Features', fontsize=12, fontweight='bold', labelpad=15)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "O1aVMsFaEV46" + }, + "source": [ + "# TRAIN MODELS" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "h_f7qXv4qA2Z" + }, + "outputs": [], + "source": [ + "svr = SVR(kernel='rbf', C=1.0, epsilon=0.1)" + ] + }, + { + "cell_type": "code", + "source": [ + "svr.fit(X_train, Y_train)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 74 + }, + "id": "fEQ6vR26uaU_", + "outputId": "fa15bfff-3cf7-47b8-e159-00b9055dda68" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "SVR()" + ], + "text/html": [ + "
SVR()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ] + }, + "metadata": {}, + "execution_count": 90 + } + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "6CQYUWEzqjZp" + }, + "outputs": [], + "source": [ + "X_train_prediction = svr.predict(X_train)\n", + "mse_train = mean_squared_error(X_train_prediction, Y_train)" + ] + }, + { + "cell_type": "code", + "source": [ + "r2 = r2_score(Y_train, X_train_prediction)\n", + "print(r2)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "NaATLwL6vTYw", + "outputId": "a4c92380-70be-4f7f-fc4b-ab991a5d64b8" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "-0.0030094880014468472\n" + ] + } + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Hvx6TKDCrCbk", + "outputId": "62b0a924-6487-4dff-d083-3f104fbf9171" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "26290.01464334939\n" + ] + } + ], + "source": [ + "print(mse_train)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "NgPzNXwnrEZc" + }, + "outputs": [], + "source": [ + "X_test_prediction = svr.predict(X_test)\n", + "mse_test = mean_squared_error(X_test_prediction, Y_test)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Mmiv_5oerGGh", + "outputId": "662838c0-55c1-45c3-a956-7760e5a5447d" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "26290.01464334939\n" + ] + } + ], + "source": [ + "print(mse_test)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "RZ0hEokIqLl5", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "0fcda9b5-e54a-46d2-bee8-09d4fd36c52d" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "-0.006143814632689093\n" + ] + } + ], + "source": [ + "r2 = r2_score(Y_test, X_test_prediction)\n", + "print(r2)" + ] + }, + { + "cell_type": "markdown", + "source": [ + "PLOTTING THE GRAPH\n" + ], + "metadata": { + "id": "vaQkpZFh10gC" + } + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(20, 6))\n", + "sns.scatterplot(data=df, x='wine_encoded', y='year', hue='price')\n", + "plt.title(\"Wines v/s years_old with the reference of price\", fontdict={'color': 'red', 'fontsize': 16})\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 450 + }, + "id": "ChOc1KR91z7a", + "outputId": "06ee1677-d0ed-45af-9d21-2d4434613c70" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.title(\"Prices of Wines with the reference of type\", fontdict={'color': 'red', 'fontsize': 16})\n", + "sns.scatterplot(data=df, x='wine_encoded', y='price', hue='type_encoded')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 474 + }, + "id": "D6D-BEqv2u6j", + "outputId": "5974c8dc-e3e7-4bfb-9b2f-a2e83850eb6b" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "\n", + "plt.figure(figsize=(10, 6))\n", + "colors = sns.color_palette(\"viridis\", as_cmap=True)\n", + "plt.scatter(df['wine_encoded'], df['price'], c=df['wine_encoded'], cmap=colors, marker='o', label='Wine Encoded')\n", + "plt.title(\"Prices of Wines\", fontdict={'color': 'red', 'fontsize': 16})\n", + "plt.xlabel(\"Wine\", fontsize=14)\n", + "plt.ylabel(\"price\", fontsize=14)\n", + "plt.grid(True, linestyle='--', alpha=0.5)\n", + "plt.legend(loc='upper right', fontsize=12)\n", + "plt.xticks(fontsize=12)\n", + "plt.yticks(fontsize=12)\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 575 + }, + "id": "bJYMPcsK4aUi", + "outputId": "1492dd72-5e63-4d01-a209-116dc9dc5edc" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['contyear'] = 2024 - df['year']\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(df['contyear'], df['price'], color='green', linestyle='-', marker='o', markersize=8, label='Price of Wines')\n", + "plt.title(\"Prices of Wines vs year\", fontdict={'color': 'red', 'fontsize': 16})\n", + "plt.xlabel(\"Year\", fontsize=14)\n", + "plt.ylabel(\"Price\", fontsize=14)\n", + "plt.grid(True, linestyle='--', alpha=0.3)\n", + "plt.legend(loc='upper right', fontsize=12)\n", + "plt.xticks(fontsize=12)\n", + "plt.yticks(fontsize=12)\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 575 + }, + "id": "TlgEJyz75kik", + "outputId": "46ffccda-0b33-4d81-87e9-e16396fa32d0" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(10, 6))\n", + "sns.lineplot(x='contyear', y='price', data=df, ci='sd', err_style='bars', marker='o', markersize=8, color='green')\n", + "plt.title(\"Prices of Wines vs Year\", fontdict={'color': 'red', 'fontsize': 16})\n", + "plt.xlabel(\"Year\", fontsize=14)\n", + "plt.ylabel(\"Price\", fontsize=14)\n", + "plt.grid(True, linestyle='--', alpha=0.3)\n", + "plt.xticks(fontsize=12)\n", + "plt.yticks(fontsize=12)\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 666 + }, + "id": "c_WXD6Nh94CO", + "outputId": "c7a68233-6e62-4672-98ef-7d78a4e8f8d2" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + ":2: FutureWarning: \n", + "\n", + "The `ci` parameter is deprecated. Use `errorbar='sd'` for the same effect.\n", + "\n", + " sns.lineplot(x='contyear', y='price', data=df, ci='sd', err_style='bars', marker='o', markersize=8, color='green')\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" 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