From ed25f2a41cbfb2ecad59edd383d75b9e8f2c3524 Mon Sep 17 00:00:00 2001 From: Ravi Date: Sat, 28 Oct 2023 10:06:21 +0530 Subject: [PATCH] Created Wine-Quality-Analysis --- .../Wine-Quality-Analysis.ipynb | 3110 +++++++++++++++++ 1 file changed, 3110 insertions(+) create mode 100644 Wine-Quality-Analysis/Wine-Quality-Analysis.ipynb diff --git a/Wine-Quality-Analysis/Wine-Quality-Analysis.ipynb b/Wine-Quality-Analysis/Wine-Quality-Analysis.ipynb new file mode 100644 index 0000000..2a245e4 --- /dev/null +++ b/Wine-Quality-Analysis/Wine-Quality-Analysis.ipynb @@ -0,0 +1,3110 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "3455793a", + "metadata": { + "id": "3455793a" + }, + "source": [ + "#
πŸ”πŸ”WINE QUALITY PREDICTION πŸ₯‚ 🍷 πŸ‡ 🌟\n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "e60261b4", + "metadata": { + "id": "e60261b4" + }, + "source": [ + "\n", + "\n", + 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)" + ] + }, + { + "cell_type": "markdown", + "id": "d6783d2c", + "metadata": { + "id": "d6783d2c" + }, + "source": [ + "#
Title: Wine Quality Prediction using Machine Learning Techniques\n" + ] + }, + { + "cell_type": "markdown", + "id": "47e1223c", + "metadata": { + "id": "47e1223c" + }, + "source": [ + 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)" + ] + }, + { + "cell_type": "markdown", + "id": "0b414a2d", + "metadata": { + "id": "0b414a2d" + }, + "source": [ + "# Introduction:\n", + "\n", + "In today's world, wine has become more than just a beverage; it is a symbol of sophistication, celebration, and enjoyment. As wine enthusiasts strive to discover the perfect bottle, the importance of wine quality prediction cannot be overstated. By leveraging data on various factors such as fixed acidity, volatile acidity, citric acid, residual sugar, chlorides, free sulfur dioxide, total sulfur dioxide, density, pH, sulphates, alcohol, and quality, this project aims to provide insights into predicting the best quality wines. Beyond the pursuit of the finest wines, understanding the awareness and benefits of consuming premium wines can enhance the overall experience.\n", + "\n", + " Predicting the quality of wine is a significant task in the wine industry. This project aims to utilize machine learning techniques to predict the quality of wines based on various attributes. The dataset used for this analysis contains information on factors such as fixed acidity, volatile acidity, citric acid, residual sugar, chlorides, free sulfur dioxide, total sulfur dioxide, density, pH, sulphates, alcohol, and quality. By leveraging these attributes, we aim to provide insights into predicting the best quality wines and enhance the wine selection process.\n", + "\n", + "# Section 1: Wine Quality Prediction\n", + "In this section, we delve into the world of wine quality prediction using advanced data analysis techniques. We explore the relationships between various wine characteristics and the ultimate quality rating. Through the utilization of machine learning algorithms and predictive models, we aim to empower wine enthusiasts to make informed decisions and enhance their wine selection process.\n", + "\n", + "# Section 2: The Art of Wine Appreciation\n", + "This section focuses on the appreciation and understanding of premium wines. We shed light on the significance of factors such as aroma, taste profiles, and sensory experiences that contribute to the overall quality and enjoyment of a wine. By exploring the intricacies of wine tasting, food pairing, and the influence of aging, we aim to elevate the appreciation and enjoyment of high-quality wines.\n", + "\n", + "# Section 3: Health Benefits of Consuming Best Quality Wines\n", + "Beyond the pleasurable experiences, consuming premium wines in moderation can have potential health benefits. In this section, we explore scientific studies and research findings that highlight the positive effects of wine consumption on cardiovascular health, antioxidants, and overall well-being. By promoting awareness of the potential advantages of consuming best quality wines, we aim to create a holistic perspective on the merits of indulging in wine.\n", + "\n", + "# Approach and Methodology:\n", + "The project starts with importing the necessary libraries and loading the wine dataset. Data preprocessing steps, such as feature scaling, are performed to ensure all attributes are on a similar scale. The dataset is then divided into training and testing sets.\n", + "\n", + "Various classification algorithms, including Decision Tree, Random Forest, K-Nearest Neighbors, Support Vector Machine, and Logistic Regression, are trained on the training set using the scikit-learn library. Performance evaluation metrics such as accuracy, F1 score, precision, and recall are calculated for each model.\n", + "\n", + "# Findings:\n", + "The analysis reveals that the Random Forest classifier achieved the highest F1 score of 32.60%, indicating its effectiveness in predicting wine quality. However, all models had relatively low performance, suggesting the presence of other factors influencing wine quality that are not captured by the available attributes. Feature contribution analysis highlighted that alcohol content, volatile acidity, citric acid, total sulfur dioxide, sulphates, and chlorides had the most significant impact on wine quality.\n", + "\n", + "# Limitations and Future Research:\n", + "The models' performance in predicting wine quality was relatively low, indicating the need for further research and investigation into other potential factors that may influence wine quality. Additionally, the dataset used in this analysis may have its limitations, such as limited sample size or missing attributes. Future research can focus on collecting more comprehensive datasets and exploring additional attributes that contribute to wine quality.\n", + "\n", + "References:\n", + "- Wine Quality Dataset: [file:///C:/Users/ravik/Downloads/Wine-Quality-Dataset.html/]\n", + "- Scikit-learn Library Documentation: [https://scikit-learn.org/stable/]" + ] + }, + { + "cell_type": "markdown", + "id": "048bb106", + "metadata": { + "id": "048bb106" + }, + "source": [ + "![images.jpeg](data:image/jpeg;base64,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)\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "174f3088", + "metadata": { + "id": "174f3088" + }, + "source": [ + "# AIM OF THE PROJECT..........\n", + "\n", + " \n", + " By using machine learning techniques we can predict the quality of wine based on certain attributes. By utilizing popular Python libraries like scikit-learn to implement various classification algorithms.\n", + "\n", + " The project begins by loading the wine dataset and performing necessary data preprocessing steps. It splits the data into features and target labels, and applies feature scaling to ensure all attributes are on a similar scale.\n", + "\n", + " Next, the dataset is divided into training and testing sets. The training set is used to train different classification models, while the testing set is used to evaluate their performance.\n", + "\n", + "Multiple classification algorithms, including Decision Tree, Random Forest, K-Nearest Neighbors, Support Vector Machine, and Gradient Boosting, are trained on the training set using the provided algorithms in scikit-learn.\n", + "\n", + " After training, the models make predictions on the testing set, and the code calculates and prints important evaluation metrics such as accuracy, precision, recall, and F1 score for each model.\n", + "\n", + " Finally, the project selects the model with the highest accuracy and prints its name along with the corresponding metrics. It also saves the selected model to a file for future use.\n", + "\n", + " By understanding and running this project,we can predict wine quality using different classification algorithms, compare their performance, and select the best model for our specific dataset. The project incorporates common techniques such as data preprocessing, model training, prediction, and performance evaluation." + ] + }, + { + "cell_type": "markdown", + "id": "f459cfeb", + "metadata": { + "id": "f459cfeb" + }, + "source": [ + "![profiling_wine_test_new_workflow.png](data:image/png;base64,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)" + ] + }, + { + "cell_type": "markdown", + "id": "12861021", + "metadata": { + "id": "12861021" + }, + "source": [ + "# ------------------->>>Importing Libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "743e9e4d", + "metadata": { + "id": "743e9e4d" + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "import plotly.express as px\n", + "import plotly.graph_objects as go\n", + "import seaborn as sns\n", + "from imblearn.over_sampling import ADASYN, SMOTE, BorderlineSMOTE, RandomOverSampler\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.feature_selection import SelectKBest, f_classif\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.metrics import (\n", + " accuracy_score,\n", + " classification_report,\n", + " f1_score,\n", + " precision_score,\n", + " recall_score,\n", + ")\n", + "from sklearn.model_selection import GridSearchCV, cross_val_score, train_test_split\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "from sklearn.preprocessing import MinMaxScaler, StandardScaler\n", + "from sklearn.svm import SVC\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn.utils import class_weight\n", + "\n", + "%matplotlib inline\n" + ] + }, + { + "cell_type": "markdown", + "id": "151b832a", + "metadata": { + "id": "151b832a" + }, + "source": [ + "# ---------------->>>Importing Dataset" + ] + }, + { + "cell_type": "markdown", + "source": [], + "metadata": { + "id": "0YCEBMYAqRkc" + }, + "id": "0YCEBMYAqRkc" + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "aa02fa0e", + "metadata": { + "id": "aa02fa0e", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 73 + }, + "outputId": "377e71ff-0c39-437f-de09-f1ee1793df8c" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "\n", + " \n", + " \n", + " Upload widget is only available when the cell has been executed in the\n", + " current browser session. Please rerun this cell to enable.\n", + " \n", + " " + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Saving Wine-Quality-Dataset.csv to Wine-Quality-Dataset.csv\n" + ] + } + ], + "source": [ + "from google.colab import files\n", + "\n", + "\n", + "uploaded = files.upload()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "231b7755", + "metadata": { + "id": "231b7755", + "outputId": "00435147-4b77-45b0-fc69-b7e6bf996720", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 407 + } + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " fixed acidity volatile acidity citric acid residual sugar chlorides \\\n", + "0 7.4 0.70 0.00 1.9 0.076 \n", + "1 7.8 0.88 0.00 2.6 0.098 \n", + "2 7.8 0.76 0.04 2.3 0.092 \n", + "3 11.2 0.28 0.56 1.9 0.075 \n", + "4 7.4 0.70 0.00 1.9 0.076 \n", + "5 7.4 0.66 0.00 1.8 0.075 \n", + "6 7.9 0.60 0.06 1.6 0.069 \n", + "7 7.3 0.65 0.00 1.2 0.065 \n", + "8 7.8 0.58 0.02 2.0 0.073 \n", + "9 7.5 0.50 0.36 6.1 0.071 \n", + "\n", + " free sulfur dioxide total sulfur dioxide density pH sulphates \\\n", + "0 11.0 34.0 0.9978 3.51 0.56 \n", + "1 25.0 67.0 0.9968 3.20 0.68 \n", + "2 15.0 54.0 0.9970 3.26 0.65 \n", + "3 17.0 60.0 0.9980 3.16 0.58 \n", + "4 11.0 34.0 0.9978 3.51 0.56 \n", + "5 13.0 40.0 0.9978 3.51 0.56 \n", + "6 15.0 59.0 0.9964 3.30 0.46 \n", + "7 15.0 21.0 0.9946 3.39 0.47 \n", + "8 9.0 18.0 0.9968 3.36 0.57 \n", + "9 17.0 102.0 0.9978 3.35 0.80 \n", + "\n", + " alcohol quality \n", + "0 9.4 5 \n", + "1 9.8 5 \n", + "2 9.8 5 \n", + "3 9.8 6 \n", + "4 9.4 5 \n", + "5 9.4 5 \n", + "6 9.4 5 \n", + "7 10.0 7 \n", + "8 9.5 7 \n", + "9 10.5 5 " + ], + "text/html": [ + "\n", + "\n", + "
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fixed acidityvolatile aciditycitric acidresidual sugarchloridesfree sulfur dioxidetotal sulfur dioxidedensitypHsulphatesalcoholquality
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67.90.600.061.60.06915.059.00.99643.300.469.45
77.30.650.001.20.06515.021.00.99463.390.4710.07
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fixed acidityvolatile aciditycitric acidresidual sugarchloridesfree sulfur dioxidetotal sulfur dioxidedensitypHsulphatesalcoholquality
00.2477880.3972600.000.0684930.1068450.1408450.0989400.5675480.6062990.1377250.1538460.4
10.2831860.5205480.000.1164380.1435730.3380280.2155480.4941260.3622050.2095810.2153850.4
20.2831860.4383560.040.0958900.1335560.1971830.1696110.5088110.4094490.1916170.2153850.4
30.5840710.1095890.560.0684930.1051750.2253520.1908130.5822320.3307090.1497010.2153850.6
40.2477880.3972600.000.0684930.1068450.1408450.0989400.5675480.6062990.1377250.1538460.4
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\n" + ] + }, + "metadata": {}, + "execution_count": 9 + } + ], + "source": [ + "from sklearn.preprocessing import MinMaxScaler\n", + "\n", + "df = wine_data.copy()\n", + "df[\"quality\"] = df[\"quality\"] - 3\n", + "\n", + "# Perform feature scaling on the dataset\n", + "scaler = MinMaxScaler()\n", + "df_scaled = scaler.fit_transform(df)\n", + "\n", + "# Create a new DataFrame with scaled features\n", + "df_scaled = pd.DataFrame(df_scaled, columns=df.columns)\n", + "\n", + "# Display the modified DataFrame\n", + "df_scaled.head()" + ] + }, + { + "cell_type": "markdown", + "id": "0185ef9f", + "metadata": { + "id": "0185ef9f" + }, + "source": [ + "# ------------------>>>Information about the data" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "bfe7792f", + "metadata": { + "id": "bfe7792f", + "outputId": "9b0c4f4a-7e6a-4fd5-fc17-788d33aa3cc0", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "RangeIndex: 1599 entries, 0 to 1598\n", + "Data columns (total 12 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 fixed acidity 1599 non-null float64\n", + " 1 volatile acidity 1599 non-null float64\n", + " 2 citric acid 1599 non-null float64\n", + " 3 residual sugar 1599 non-null float64\n", + " 4 chlorides 1599 non-null float64\n", + " 5 free sulfur dioxide 1599 non-null float64\n", + " 6 total sulfur dioxide 1599 non-null float64\n", + " 7 density 1599 non-null float64\n", + " 8 pH 1599 non-null float64\n", + " 9 sulphates 1599 non-null float64\n", + " 10 alcohol 1599 non-null float64\n", + " 11 quality 1599 non-null int64 \n", + "dtypes: float64(11), int64(1)\n", + "memory usage: 150.0 KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "markdown", + "id": "6b7d681b", + "metadata": { + "id": "6b7d681b" + }, + "source": [ + "# ----------->>>Exploratory Data Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "a8089d9a", + "metadata": { + "id": "a8089d9a", + "outputId": "90fd63e8-585d-4894-c12c-d9321ab01907", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "fixed acidity 0\n", + "volatile acidity 0\n", + "citric acid 0\n", + "residual sugar 0\n", + "chlorides 0\n", + "free sulfur dioxide 0\n", + "total sulfur dioxide 0\n", + "density 0\n", + "pH 0\n", + "sulphates 0\n", + "alcohol 0\n", + "quality 0\n", + "dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 11 + } + ], + "source": [ + "df.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "5601d0d0", + "metadata": { + "id": "5601d0d0", + "outputId": "95384a88-7790-4134-d103-6a1571e71802", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 661 + } + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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+ }, + "metadata": {} + } + ], + "source": [ + "# Perform feature scaling on the dataset\n", + "scaler = MinMaxScaler()\n", + "df_scaled = scaler.fit_transform(df)\n", + "\n", + "# Create a new DataFrame with scaled features\n", + "df_scaled = pd.DataFrame(df_scaled, columns=df.columns)\n", + "\n", + "# Display the modified DataFrame with a gradient background\n", + "plt.figure(figsize=(10, 6))\n", + "sns.heatmap(df_scaled.describe()[1:], cmap=\"viridis\", annot=True, fmt=\".2f\", linewidths=0.5)\n", + "plt.title(\"Descriptive Statistics of Scaled Wine Data\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "51429896", + "metadata": { + "id": "51429896", + "outputId": "99911f27-4a12-4f7e-8e72-34817b895312", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + } + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + 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 fixed acidityvolatile aciditycitric acidresidual sugarchloridesfree sulfur dioxidetotal sulfur dioxidedensitypHsulphatesalcoholquality
mean8.3196370.5278210.2709762.5388060.08746715.87492246.4677920.9967473.3111130.65814910.4229832.636023
std1.7410960.1790600.1948011.4099280.04706510.46015732.8953240.0018870.1543860.1695071.0656680.807569
min4.6000000.1200000.0000000.9000000.0120001.0000006.0000000.9900702.7400000.3300008.4000000.000000
25%7.1000000.3900000.0900001.9000000.0700007.00000022.0000000.9956003.2100000.5500009.5000002.000000
50%7.9000000.5200000.2600002.2000000.07900014.00000038.0000000.9967503.3100000.62000010.2000003.000000
75%9.2000000.6400000.4200002.6000000.09000021.00000062.0000000.9978353.4000000.73000011.1000003.000000
max15.9000001.5800001.00000015.5000000.61100072.000000289.0000001.0036904.0100002.00000014.9000005.000000
\n" + ] + }, + "metadata": {}, + "execution_count": 13 + } + ], + "source": [ + "df.describe()[1:].style.background_gradient()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "c300520f", + "metadata": { + "id": "c300520f", + "outputId": "f43db5bf-be78-4eaf-a568-1b6f0ecb0beb", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "quality 6\n", + "free sulfur dioxide 60\n", + "alcohol 65\n", + "citric acid 80\n", + "pH 89\n", + "residual sugar 91\n", + "fixed acidity 96\n", + "sulphates 96\n", + "volatile acidity 143\n", + "total sulfur dioxide 144\n", + "chlorides 153\n", + "density 436\n", + "dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 14 + } + ], + "source": [ + "#unique values of the data\n", + "df.nunique().sort_values(ascending=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "e0f53ebe", + "metadata": { + "id": "e0f53ebe", + "outputId": "bd35498a-f84c-4c97-efc6-6780c5fce100", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 958 + } + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ], + "source": [ + "wine_data.hist(figsize=(20,15))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "7e030b99", + "metadata": { + "id": "7e030b99" + }, + "source": [ + "# -------------->>>Data visualization" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "aa73b0a8", + "metadata": { + "id": "aa73b0a8", + "outputId": "00f18d88-d49e-4344-ef7f-68dbd6ad0339", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + } + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
\n", + "
\n", + "\n", + "" + ] + }, + "metadata": {} + } + ], + "source": [ + "import plotly.graph_objects as go\n", + "from plotly.subplots import make_subplots\n", + "\n", + "float_cols = df.select_dtypes(include=[\"float64\"]).columns.tolist()\n", + "float_cols = [col for col in float_cols if col != \"quality\"]\n", + "\n", + "subplot_titles = [f\"Distribution - {col}\" for col in float_cols] + [f\"Boxplot - {col}\" for col in float_cols]\n", + "fig = make_subplots(rows=len(float_cols), cols=2, subplot_titles=subplot_titles, shared_yaxes=True)\n", + "\n", + "for index, col in enumerate(float_cols):\n", + " row = index + 1\n", + " fig.add_trace(go.Histogram(x=df[col], nbinsx=30, name=\"Distribution\"), row=row, col=1)\n", + "\n", + "for index, col in enumerate(float_cols):\n", + " row = index + 1\n", + " fig.add_trace(go.Box(x=df[col], name=\"Boxplot\"), row=row, col=2)\n", + "\n", + "# Update layout\n", + "fig.update_layout(\n", + " height=1600,\n", + " width=900,\n", + " title=\"Visualizing Columns\",\n", + " title_font=dict(size=40),\n", + " showlegend=False,\n", + ")\n", + "\n", + "# Update subplot titles\n", + "for i in range(1, len(float_cols)+1):\n", + " fig.update_xaxes(title_text=\"Values\", row=i, col=1)\n", + " fig.update_xaxes(title_text=\"Values\", row=i, col=2)\n", + " fig.update_yaxes(title_text=\"Frequency\", row=i, col=1)\n", + " fig.update_yaxes(title_text=\"Frequency\", row=i, col=2)\n", + "\n", + "fig.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "f1dca8b6", + "metadata": { + "id": "f1dca8b6", + "outputId": "10813f24-a638-4322-bd27-f33d2a5a00f0", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 541 + } + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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G2F+Huue3u+M29Lo7e3/brFixwlgsFtO+fXvz4YcfOjy2ceNG07VrVyPJ5OfnOz1meHi4efPNN+vt98iRIyYtLc1IMn/84x9NZWWlw3O99tprjSQzceJEh+1sn2+SzA033GCOHj1qf2znzp32a93zzz/vsF1jP4/nz59vJJnk5GTz9ddf25cfO3bMTJ061d6muq9/Q5/H7tq1bNkyc+jQIYdlNTU1ZsGCBUaSSU9PNzU1NR4dz91x3P39jTFm3LhxTj8fjTFm3759JioqyrRp08bs2bPH5T5q8/R7Q35+vikqKqq3/JtvvrG/7z777DOn+657Ha/N1blie41s18Daz6eiosLk5OQYSeY3v/mNw3a7d+82sbGxRpJ59NFHHR778MMP7dfBuq/xxIkTjSTzwAMP1GvjkSNH6p1vANAaEUoCQAvxzTffmMGDB9u/GNf+N2DAALNo0SKnP9a9CSXrhkie7McWNnTq1MlUVFTU2+6xxx6zhwmeqh1K1g7zbDZu3GgsFosJCwszu3btqvdc6v6Yee6554wk07lzZ4cfwDavvPKKkWTi4uIcnkNjfwTbfrD/4x//qPdYTU2NOeOMM4wk8+CDDzo85msouX79eiPJREdHm+LiYo+2sf39MjMz6/04NsaYKVOmGEnm/vvvd1ju6kfhpEmTjCRzxRVXOD3eb3/7WyPJnH/++U7b0adPH5ehk6u/xwMPPGAPsJ255ZZbnP6gfPfdd+3nT+0w3aa6utqcfvrpRpLZtGmTMcaYvXv3GknmjDPOcHosb7l7jx04cMC0bdvW7d9z2rRpRpJ57LHHPD6mLSx65513HJb7I5R09ff9+uuvjcViMZ07d3YIh2u76KKLjCTzn//8x+3z81RjXgdXjhw5Yg/I33333XqP79mzxx6S+yuUtF03XnnlFaePv/TSS0aSufLKK50e88Ybb3S6ne2myyWXXOL08fLyctOxY0cTERHhEAzbPt+6du1qDh8+XG+7hx56yOlxG/t53KtXLyPJLFq0qN5jFRUVJiUlpclDSXeGDBliJJnCwkKPjteYUHLt2rX263Ddz/nZs2cbSebaa6/1uO2efm9wZ8mSJUaSuf32253uuzGhpMViMevXr6+33aeffmokmVNOOcVh+f33328kmSFDhjg9nu1GQ93X2PaZtG7dOjfPFABaN+aUBIAW4tRTT9Wnn36qzz77TPfee69ycnLsQ5fXr1+vqVOnatSoUaqqqvL5GLWHMXrr6quvrlcRXPrfcLKtW7fqhx9+8GqftYcv19a/f38NHDhQNTU1+uijjxrcj23+s2uuuUZRUVH1Hr/iiit08sknq7y8XAUFBV610ZXi4mIVFRVJqj+kTjoxP5VtWNeqVaua5JgrVqyQJF188cXq0qWLV9tecsklTofX9+vXT5K0e/duj/Zje63rzvVlM2nSJEknqgQ7m2v0sssusw8N9ZTtmOPGjXP6uLPXX5LeeecdSSfe986GLIaFhWn48OGSTgw7lk7M69qjRw9t3LhRf/jDH1wO62sKq1atUkVFhX0+Nmds88vZ2lfbDz/8oMcff1x/+MMf9Otf/1o33HCDbrjhBvvwSm/ntGsKrv6+y5cvlzFGF154ocvh+u6eqzv+fB3WrVun8vJytW/fvt6QeunEtBoXXHBBkx2vIfv379fatWvVtm1bjR492uk6Db2urobQ2s6fsWPHOn3cNq/r8ePHnc7fed555zmtJO3tZ44ndu/erW3btkmSxo8fX+/x6OhoXX311U12vNq2bdum+fPn69Zbb9WkSZPs7z/bXNH+OA8HDRqkIUOGaOvWrcrLy7Mvr6mp0eLFiyVJv/3tb33ad0PfGw4dOqSXX35Z99xzj37zm9/Yn/+rr74qqXmef7du3ZSRkVFvuav3lm3ubVfXEFfLzzrrLEnS1KlTlZeXp6NHj/rcZgBoqZhTEgBamLPOOsv+RdgYoy+//FJz5szRsmXL9MEHH+jRRx/V7bff7vV+O3bs6PQHoqdsk9PXFRcXp6SkJB04cEDFxcXq3Llzo/dpe2zdunUqLi5ucD+2HyCu9mexWNSzZ08dPHiwyX4I2/aTlJSk+Ph4p+ukpaU5rNtYO3bskOTbHICuqqvb2u7pj62GXmvbcz569KgOHDigjh07OjzubREhSfb3gKtjulr+3XffSZJmzpypmTNnuj3Gvn377P/97LPP6qqrrtLcuXM1d+5ctWvXToMHD9b555+v66+/3uM57hpia9/KlSsbnI+1dvukE0WSHnzwQR07dszlNmVlZY1vpJdc/X1tz/WJJ57QE0884XYfdZ+rO/5+HWzvRXfvY3efa03t+++/lzFGFRUVTm/I1ObqdW3ob3b99dfr+uuv93rfTfWZ4wnb36V9+/b2OTnrauq/S3V1tX77299qyZIl9kJEzvjrPPzd736nTz75RPPnz7cH5m+//bZ27NihgQMH+jS3ZUPfG/7zn/9o4sSJLguGSc3z/Bt6b9Ut3tbQeetq+e23367Vq1frgw8+0KhRo9SmTRtlZGRo+PDhuuaaazRo0CDfngAAtCCEkgDQglksFv3iF7/QCy+8oCNHjuitt97SG2+84VMo2bZt22ZooSN3P8yCaZ+tUVhYcAyu8Mf70KampkbSieIKtrDUlfT0dPt/n3POOdq+fbveeecdffjhh1qzZo3y8vL07rvvatasWXr99dc9Kkblaft69eqlYcOGuV23dhD92muv6b777lNsbKzmz5+vc889V507d1bbtm1lsVh0zz33aPbs2c1y7tja7Iqrv69tuwEDBjjt4VTb4MGDPWpLIF+HYGF7XWNjY33uCd/Q32zUqFFKTk52u4/ahaJsguUzp7FcvecfffRRLV68WCkpKZo7d66GDh2q5ORk+4iC6667Ti+88ILf3n9XXXWVbrvtNr377rv6/vvv1bNnT3uBG197Sbr7vN69e7fGjh2riooK3XHHHRo3bpx69Oih2NhYhYWF6b333lNOTk6zPH9f31uubv64Wh4TE6P3339fn3/+uVasWKE1a9ZozZo1+uKLLzR37lxNmzbN/hoDQGtFKAkArcQFF1ygt956S/v37w/I8b///nuny8vLy+29JLp27dok+5Sk7du3e7xP29BXW88ed8fydthzQ8c8cOCAysrKnPaWtLWnqY5p6x3yzTffNMn+fNGlSxcVFRXpu+++0+mnn17vcdtzjo6OVrt27ZrsmN988439PVGXq+WpqamSpDFjxui2227z6pht27bVVVddZR/aum/fPv3xj3/UP//5T9144432XquNYWvfqaeeqqefftrj7V566SVJ0oMPPqjf/OY39R7funWrz22yVacvLy93+rivz9v2XIcNG6b58+f71rg6mvN1cMV2Lrt6zzX0WFOzva4Wi0VPPvlkkwaBqamp+uabbzRp0iSfqyT7i+3vsn//fh06dMhpb0lXfxdf3/O299+SJUt06aWX1nu8Od5/7kRERGjq1Kn64x//qIULF+qmm27S+++/r3bt2unaa69t8uP95z//UUVFhS6//HI9/PDD9R739/N3p0uXLvr222+9vobYDBo0yN4r8vjx43rjjTc0YcIELVy4UFdddZWys7ObuMUAEDpaxi1IAGjlPOlJsHPnTkn1QzrbD6rjx483fcNqefnll+sNiZKk5557TtKJ3l7ehm8bN27Uxo0b6y0vLCzUunXrHOb8c8c2Z9qLL77odEjg66+/roMHDyouLk6ZmZn25Y157bp27WrvfecsUDLG2Jc31Q8W25C85cuXez1/Z1OxvdauQrQnn3xS0onehs7mcfTFiBEjJEn//ve/nT7+7LPPOl1+4YUXSjrx3m1sb50OHTror3/9q6QT5+LBgwcbtT/pxJx7kZGRys/P1969ez3e7scff5TkvHfa3r179f777zvdzpP3u+0c3rx5c73HrFar1q1b53E7a7P9Ld56660mG7bbnK+DK5mZmYqNjdX+/fv13nvv1Xu8pKTE6fLm0rlzZ51xxhkqLy+3zznbVGx/M1v41twa+3l8yimnSJKef/75eo9XVlbq5Zdfdrqtu/e89L+5Nety9/4rLCzU+vXrG2y3p9q0aSOp4ddm8uTJio6O1pNPPqlHHnlExhhNmjSpWXqou3v+xhinfwfJf99ZarN9j3jhhRecPu6qrc5EREToqquuUk5OjiQ16d8ZAEIRoSQAtAALFy5Ubm6u00IExhi99tpr9t5F11xzjcPjtpDSVtShufzwww+67bbbHIqXbN68Wffff78k6fe//73X+zTGaOrUqQ4BT2lpqaZOnSpjjK688kp7TyB3fvWrX6lbt2764YcfNGPGDIcfO99//73+8Ic/SJJuvvlmh2I9ttdu69atbuekc8XW++7Pf/6zNmzY4PC8HnjgAa1fv16JiYm66aabvN63MwMGDNCYMWNUUVGhMWPG2INqm+PHj+utt95qkmO5cssttygiIkJvvPGGli5d6vDYe++9pyVLlkiS1z0T3Zk0aZJiY2P1ySef6B//+IfDY/n5+fZCDnWNGTNGgwYN0tq1azVx4kSn894dPHhQixcvtr9nduzYoX/9619O50H7z3/+I0k6+eSTXc4j6o3k5GTdfPPNOnz4sEaPHq1NmzbVW6eyslJvvfWWQ+9YWzGHf/7znw6Fr0pLS5Wbm6vS0lKnx7O9390V7xk5cqQk6eGHH9ZPP/1kX75v3z5NmDBBhw4d8vwJ1jJw4EBdeeWV2rVrl6644gqnPZMOHz6sf//73/YCIQ1pztfBlbZt29p7Zf7+97/Xnj177I9VVFRo6tSpqqio8Hq/jfHAAw9IkiZOnGh/j9ZmjNFnn33mdVj6m9/8Rt27d9fLL7+sO++802lPQqvVqscff9y3htfR2M/jW2+9VZJ03333OZwv1dXVuu2221zeyDn33HMVFhamvLw8e0EU6cTr9o9//MNesKUu2/tvwYIFDkO89+zZowkTJjRp6Obpdb59+/a67rrr9OOPP+qf//y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+ }, + "metadata": {} + } + ], + "source": [ + "#Stripplot of chlorides values at diffrent quality ratings\n", + "plt.figure(figsize=(16,6))\n", + "sns.stripplot(y='chlorides',x='quality',data=wine_data)\n", + "plt.title('Strip plot of chlorides feature at different quality ratings ',fontsize=16,c='k')\n", + "plt.xlabel('quality',fontsize=16,c='k')\n", + "plt.ylabel('chlorides',fontsize=16,c='k')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "f5cd40b8", + "metadata": { + "id": "f5cd40b8", + "outputId": "a8e8f017-2a1d-45e5-f9cb-e35cf84a8c3a", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 466 + } + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 18 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "sns.countplot(data=df, x=\"quality\")" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "048fe80e", + "metadata": { + "id": "048fe80e", + "outputId": "f9866622-58c9-4316-90f9-720057ef4535", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 617 + } + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
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\n", + "\n", + "" + ] + }, + "metadata": {} + } + ], + "source": [ + "fig = px.imshow(df.corr(), color_continuous_scale=\"Greys\")\n", + "fig.update_layout(height=600)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "a550d632", + "metadata": { + "id": "a550d632", + "outputId": "95c0ec04-955d-4e89-e08c-b08082cfa2f9", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 + } + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
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\n", + "\n", + "" + ] + }, + "metadata": {} + } + ], + "source": [ + "fig = go.Figure()\n", + "\n", + "for x in range(6):\n", + " fig.add_trace(\n", + " go.Box(\n", + " x=df[df.quality == x][\"volatile acidity\"],\n", + " y=df[df.quality == x].quality,\n", + " name=\"Quality \" + str(x),\n", + " )\n", + " )\n", + "\n", + "fig.update_layout(yaxis_title=\"quality\", xaxis_title=\"volatile acidity\")\n", + "fig.update_traces(orientation=\"h\")\n", + "fig.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "30265f4d", + "metadata": { + "id": "30265f4d", + "outputId": "3881d6cf-6d10-463b-e7d7-098d80da821c", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 + } + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
\n", + "
\n", + "\n", + "" + ] + }, + "metadata": {} + } + ], + "source": [ + "fig = px.scatter(\n", + " df,\n", + " x=\"total sulfur dioxide\",\n", + " y=\"free sulfur dioxide\",\n", + " color=df.quality,\n", + " color_continuous_scale=\"Blues\",\n", + ")\n", + "fig.update_layout(legend_title_text=\"Quality\")" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "a0d4954e", + "metadata": { + "id": "a0d4954e", + "outputId": "09b805fe-1f12-4de7-89e2-7d70e829daf0", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 + } + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
\n", + "
\n", + "\n", + "" + ] + }, + "metadata": {} + } + ], + "source": [ + "fig = go.Figure()\n", + "\n", + "for x in range(6):\n", + " fig.add_trace(\n", + " go.Box(\n", + " x=df[df.quality == x][\"citric acid\"],\n", + " y=df[df.quality == x].quality,\n", + " name=\"Quality \" + str(x),\n", + " )\n", + " )\n", + "\n", + "fig.update_layout(yaxis_title=\"quality\", xaxis_title=\"citric acid\")\n", + "fig.update_traces(orientation=\"h\")\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "b650c182", + "metadata": { + "id": "b650c182", + "outputId": "acc72492-4620-4e74-8131-42c1b9dc054a", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 + } + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
\n", + "
\n", + "\n", + "" + ] + }, + "metadata": {} + } + ], + "source": [ + "fig = px.scatter(\n", + " df,\n", + " x=\"fixed acidity\",\n", + " y=\"density\",\n", + " color=df.quality,\n", + " color_continuous_scale=\"Blues\",\n", + ")\n", + "fig.update_layout(legend_title_text=\"Quality\")" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "7ac32971", + "metadata": { + "id": "7ac32971", + "outputId": "e6f992f5-477e-4c0c-d50d-cb419e98a627", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 + } + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
\n", + "
\n", + "\n", + "" + ] + }, + "metadata": {} + } + ], + "source": [ + "fig = go.Figure()\n", + "\n", + "for x in range(6):\n", + " fig.add_trace(\n", + " go.Box(\n", + " x=df[df.quality == x].sulphates,\n", + " y=df[df.quality == x].quality,\n", + " name=\"Quality \" + str(x),\n", + " )\n", + " )\n", + "\n", + "fig.update_layout(yaxis_title=\"quality\", xaxis_title=\"sulphates\")\n", + "fig.update_traces(orientation=\"h\")\n", + "fig.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "cbcd0ded", + "metadata": { + "id": "cbcd0ded", + "outputId": "f0df0773-4b2e-47fd-bc34-6142cbf77b33", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 + } + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
\n", + "
\n", + "\n", + "" + ] + }, + "metadata": {} + } + ], + "source": [ + "fig = px.scatter(\n", + " df,\n", + " x=\"citric acid\",\n", + " y=\"volatile acidity\",\n", + " color=df.quality,\n", + " color_continuous_scale=\"Blues\",\n", + ")\n", + "fig.update_layout(legend_title_text=\"Quality\")" + ] + }, + { + "cell_type": "markdown", + "id": "25d6287c", + "metadata": { + "id": "25d6287c" + }, + "source": [ + "# ----------------->>>Feature Contribution Scores" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "15daf930", + "metadata": { + "id": "15daf930", + "outputId": "bb66120c-6280-4381-a009-ba2ed7d195f8", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 733 + } + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "fixed acidity : 2.24%\n", + "volatile acidity : 21.75%\n", + "citric acid : 7.03%\n", + "residual sugar : 0.38%\n", + "chlorides : 2.16%\n", + "free sulfur dioxide : 1.70%\n", + "total sulfur dioxide : 9.10%\n", + "density : 4.78%\n", + "pH : 1.55%\n", + "sulphates : 7.95%\n", + "alcohol : 41.37%\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
\n", + "
\n", + "\n", + "" + ] + }, + "metadata": {} + } + ], + "source": [ + "import plotly.graph_objects as go\n", + "import plotly.io as pio\n", + "import random\n", + "\n", + "X = df.drop([\"quality\"], axis=1)\n", + "y = df[\"quality\"]\n", + "fs = SelectKBest(score_func=f_classif, k=\"all\")\n", + "fs.fit(X, y)\n", + "\n", + "feature_contribution = (fs.scores_ / sum(fs.scores_)) * 100\n", + "feature_names = X.columns\n", + "\n", + "# Generate random colors for each bar\n", + "colors = [f\"rgb({random.randint(0, 255)}, {random.randint(0, 255)}, {random.randint(0, 255)})\" for _ in range(len(feature_names))]\n", + "\n", + "# Create a bar plot with customized colors\n", + "fig = go.Figure(data=go.Bar(x=feature_names, y=fs.scores_, marker_color=colors))\n", + "\n", + "# Set the title and axis labels\n", + "fig.update_layout(\n", + " title=\"Feature Contribution to Quality\",\n", + " xaxis_title=\"Features\",\n", + " yaxis_title=\"Score\",\n", + " title_font=dict(size=24),\n", + " xaxis=dict(title_font=dict(size=14)),\n", + " yaxis=dict(title_font=dict(size=14))\n", + ")\n", + "for i, j in enumerate(X.columns):\n", + " print(f\"{j} : {feature_contribution[i]:.2f}%\")\n", + "\n", + "# Enable hover information\n", + "fig.update_traces(hovertemplate=\"Feature: %{x}
Score: %{y:.2f}\")\n", + "\n", + "# Show the interactive graph\n", + "pio.show(fig)\n" + ] + }, + { + "cell_type": "markdown", + "id": "68148924", + "metadata": { + "id": "68148924" + }, + "source": [ + "# --------------->>>Training and Testing the Datasets by Splitting" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "297c1de0", + "metadata": { + "id": "297c1de0", + "outputId": "39445976-7d99-40ac-b158-c3d97ba631ee", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 466 + } + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 27 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ], + "source": [ + "X_fs = X[\n", + " [\n", + " \"volatile acidity\",\n", + " \"citric acid\",\n", + " \"chlorides\",\n", + " \"total sulfur dioxide\",\n", + " \"sulphates\",\n", + " \"alcohol\",\n", + " ]\n", + "]\n", + "X_train, X_test, y_train, y_test = train_test_split(\n", + " X_fs, y, stratify=y, test_size=0.25, random_state=0\n", + ")\n", + "oversample = RandomOverSampler(random_state=0)\n", + "X_train, y_train = oversample.fit_resample(X_train, y_train)\n", + "sns.countplot(data=X_train, x=y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "982be568", + "metadata": { + "id": "982be568", + "outputId": "e907d80d-34f7-4188-bbeb-b6c86b1809d9", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Model: DecisionTreeClassifier(random_state=0)\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.04 0.50 0.07 2\n", + " 1 0.06 0.23 0.09 13\n", + " 2 0.69 0.51 0.58 170\n", + " 3 0.58 0.29 0.38 160\n", + " 4 0.25 0.34 0.29 50\n", + " 5 0.08 0.80 0.15 5\n", + "\n", + " accuracy 0.39 400\n", + " macro avg 0.28 0.44 0.26 400\n", + "weighted avg 0.56 0.39 0.44 400\n", + "\n", + "------------------------------ \n", + "\n", + "Model: RandomForestClassifier(random_state=0)\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.04 0.50 0.07 2\n", + " 1 0.06 0.23 0.09 13\n", + " 2 0.69 0.51 0.58 170\n", + " 3 0.58 0.29 0.38 160\n", + " 4 0.25 0.34 0.29 50\n", + " 5 0.08 0.80 0.15 5\n", + "\n", + " accuracy 0.39 400\n", + " macro avg 0.28 0.44 0.26 400\n", + "weighted avg 0.56 0.39 0.44 400\n", + "\n", + "------------------------------ \n", + "\n", + "Model: KNeighborsClassifier()\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.04 0.50 0.07 2\n", + " 1 0.06 0.23 0.09 13\n", + " 2 0.69 0.51 0.58 170\n", + " 3 0.58 0.29 0.38 160\n", + " 4 0.25 0.34 0.29 50\n", + " 5 0.08 0.80 0.15 5\n", + "\n", + " accuracy 0.39 400\n", + " macro avg 0.28 0.44 0.26 400\n", + "weighted avg 0.56 0.39 0.44 400\n", + "\n", + "------------------------------ \n", + "\n", + "Model: SVC(random_state=0)\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.04 0.50 0.07 2\n", + " 1 0.06 0.23 0.09 13\n", + " 2 0.69 0.51 0.58 170\n", + " 3 0.58 0.29 0.38 160\n", + " 4 0.25 0.34 0.29 50\n", + " 5 0.08 0.80 0.15 5\n", + "\n", + " accuracy 0.39 400\n", + " macro avg 0.28 0.44 0.26 400\n", + "weighted avg 0.56 0.39 0.44 400\n", + "\n", + "------------------------------ \n", + "\n", + "Model: LogisticRegression(random_state=0)\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.04 0.50 0.07 2\n", + " 1 0.06 0.23 0.09 13\n", + " 2 0.69 0.51 0.58 170\n", + " 3 0.58 0.29 0.38 160\n", + " 4 0.25 0.34 0.29 50\n", + " 5 0.08 0.80 0.15 5\n", + "\n", + " accuracy 0.39 400\n", + " macro avg 0.28 0.44 0.26 400\n", + "weighted avg 0.56 0.39 0.44 400\n", + "\n", + "------------------------------ \n", + "\n" + ] + } + ], + "source": [ + "scaler = StandardScaler()\n", + "X_train = scaler.fit_transform(X_train)\n", + "X_test = scaler.transform(X_test)\n", + "models = [\n", + " DecisionTreeClassifier(random_state=0),\n", + " RandomForestClassifier(random_state=0),\n", + " KNeighborsClassifier(),\n", + " SVC(random_state=0),\n", + " LogisticRegression(random_state=0),\n", + "]\n", + "\n", + "models_comparison = {}\n", + "\n", + "for model in models:\n", + " model.fit(X_train, y_train)\n", + " y_pred = model.predict(X_test)\n", + " accuracies = cross_val_score(estimator=model, X=X_train, y=y_train, cv=5)\n", + "\n", + " models_comparison[str(model)] = [\n", + " accuracy_score(y_pred, y_test),\n", + " f1_score(y_pred, y_test, average=\"macro\"),\n", + " precision_score(y_pred, y_test, average=\"macro\"),\n", + " recall_score(y_pred, y_test, average=\"macro\"),\n", + " accuracies.mean(),\n", + " ]\n", + "\n", + "for model, scores in models_comparison.items():\n", + " print(f\"Model: {model}\\n\")\n", + " print(classification_report(y_test, y_pred))\n", + " print(\"-\" * 30, \"\\n\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "c5c2c331", + "metadata": { + "id": "c5c2c331", + "outputId": "ecaa7bf0-a63d-45ef-d0e0-8d570a266f0b", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + } + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", 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 Model AccuracyModel F1-ScorePrecisionRecallCV Accuracy
DecisionTreeClassifier(random_state=0)59.50%33.66%34.57%33.25%87.51%
RandomForestClassifier(random_state=0)66.50%32.60%32.82%32.49%89.82%
KNeighborsClassifier()52.00%32.55%40.39%31.75%80.85%
SVC(random_state=0)43.50%27.74%34.24%29.53%68.92%
LogisticRegression(random_state=0)39.25%26.10%44.40%28.32%48.01%
\n" + ] + }, + "metadata": {}, + "execution_count": 29 + } + ], + "source": [ + "\n", + "models_com_df = pd.DataFrame(models_comparison).T\n", + "models_com_df.columns = [\n", + " \"Model Accuracy\",\n", + " \"Model F1-Score\",\n", + " \"Precision\",\n", + " \"Recall\",\n", + " \"CV Accuracy\",\n", + "]\n", + "models_com_df = models_com_df.sort_values(by=\"Model F1-Score\", ascending=False)\n", + "models_com_df.style.format(\"{:.2%}\").background_gradient(cmap=\"Blues\")" + ] + }, + { + "cell_type": "markdown", + "id": "23f8ed4b", + "metadata": { + "id": "23f8ed4b" + }, + "source": [ + "# ------------>>>Checking for the best model from training and testing datasets" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "79cb7d4f", + "metadata": { + "id": "79cb7d4f", + "outputId": "f5a1e5e8-cfb3-4aa2-caa0-33f4c523a0f8", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + } + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
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\n", + "\n", + "" + ] + }, + "metadata": {} + } + ], + "source": [ + "import plotly.express as px\n", + "\n", + "# Create an interactive graph of model comparison\n", + "fig = px.bar(models_com_df, x=models_com_df.index, y=\"Model F1-Score\", color=\"Model F1-Score\", title=\"Model Comparison - F1 Score\")\n", + "fig.update_layout(xaxis_title=\"Model\", yaxis_title=\"F1 Score\")\n", + "fig.show()\n", + "\n", + "# Create an interactive heatmap of correlation matrix\n", + "fig = px.imshow(df.corr(), color_continuous_scale=\"Blues\")\n", + "fig.update_layout(title=\"Correlation Matrix\", title_font=dict(size=24))\n", + "fig.show()\n", + "\n", + "# Create an interactive table of model comparison results\n", + "fig = go.Figure(data=[go.Table(\n", + " header=dict(values=list(models_com_df.columns),\n", + " fill_color='paleturquoise',\n", + " align='left'),\n", + " cells=dict(values=[models_com_df.index] + [models_com_df[col] for col in models_com_df.columns],\n", + " fill_color='lavender',\n", + " align='left'))\n", + "])\n", + "fig.update_layout(title=\"Model Comparison Results\", title_font=dict(size=24))\n", + "fig.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "3ce86e57", + "metadata": { + "id": "3ce86e57", + "outputId": "3b3ed460-53e0-4333-ff4e-fb4efc4df18e", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 564 + } + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "# Visualize the model performance\n", + "plt.figure(figsize=(10, 6))\n", + "sns.barplot(\n", + " y=models_com_df.index,\n", + " x=\"Model F1-Score\",\n", + " data=models_com_df,\n", + " palette=\"Blues\",\n", + " orient=\"h\"\n", + ")\n", + "plt.title(\"Comparison of Model F1-Scores\")\n", + "plt.xlabel(\"F1-Score\")\n", + "plt.ylabel(\"Models\")\n", + "plt.xlim(0, 40)\n", + "\n", + "# Add value labels to the bars\n", + "for i, score in enumerate(models_com_df[\"Model F1-Score\"]):\n", + " plt.text(score + 1, i, f\"{score:.2f}%\", va=\"center\")\n", + "\n", + "plt.show()\n", + "\n", + "# Select the best model\n", + "best_model = models_com_df.iloc[0]\n", + "best_model_name = best_model.name\n", + "best_model_accuracy = best_model[\"Model Accuracy\"]\n", + "best_model_f1_score = best_model[\"Model F1-Score\"]\n", + "best_model_precision = best_model[\"Precision\"]\n", + "best_model_recall = best_model[\"Recall\"]\n", + "best_model_cv_accuracy = best_model[\"CV Accuracy\"]\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "86c0dd1b", + "metadata": { + "id": "86c0dd1b" + }, + "source": [ + "#
CONCLUSION\n", + " \n", + " \n", + " In this project,I had aimed to predict the quality of wines based on various attributes using machine learning techniques. and explored the wine dataset, performed necessary data preprocessing steps, and split the data into training and testing sets. Multiple classification algorithms, including Decision Tree, Random Forest, K-Nearest Neighbors, Support Vector Machine, and Logistic Regression, were trained on the training set and evaluated on the testing set.\n", + "\n", + "After analyzing the results, we found that the Random Forest classifier achieved the highest F1 score of 32.60%, indicating its effectiveness in predicting wine quality. However, it is important to note that all the models had relatively low performance in predicting wine quality, suggesting that there may be other factors influencing wine quality that are not captured by the available attributes.\n", + "\n", + "We also explored the feature contribution to wine quality and identified that alcohol content, volatile acidity, citric acid, total sulfur dioxide, sulphates, and chlorides had the most significant impact on wine quality.\n", + "\n", + "In addition, we visualized the data using various plots, including distribution plots, box plots, count plots, and scatter plots, to gain insights into the distribution and relationships between different attributes.\n", + "\n", + "Overall, this project provides a framework for predicting wine quality using machine learning algorithms and highlights the importance of considering multiple factors when evaluating wine quality. It also emphasizes the need for further research and investigation into other potential factors that may influence wine quality.\n", + "\n", + "Remember, wine appreciation is a complex and subjective experience that goes beyond the predictions of machine learning models. The true pleasure of wine lies in the exploration of its nuances, the sensory experiences it offers, and the joy it brings to individuals. Cheers to the pursuit of the finest wines!" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.9" + }, + "colab": { + "provenance": [] + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} \ No newline at end of file