diff --git a/6006CEM-Coursework Template 8581640.docx b/6006CEM-Coursework Template 8581640.docx new file mode 100644 index 0000000..04b0a77 Binary files /dev/null and b/6006CEM-Coursework Template 8581640.docx differ diff --git a/6006CW.ipynb b/6006CW.ipynb new file mode 100644 index 0000000..8a4bc6f --- /dev/null +++ b/6006CW.ipynb @@ -0,0 +1,562 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "\n", + "#import all libraries needed" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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fixed acidityvolatile aciditycitric acidresidual sugarchloridesfree sulfur dioxidetotal sulfur dioxidedensitypHsulphatesalcoholquality
07.40.7000.001.90.07611.034.00.99783.510.569.45
17.80.8800.002.60.09825.067.00.99683.200.689.85
27.80.7600.042.30.09215.054.00.99703.260.659.85
311.20.2800.561.90.07517.060.00.99803.160.589.86
47.40.7000.001.90.07611.034.00.99783.510.569.45
57.40.6600.001.80.07513.040.00.99783.510.569.45
67.90.6000.061.60.06915.059.00.99643.300.469.45
77.30.6500.001.20.06515.021.00.99463.390.4710.07
87.80.5800.022.00.0739.018.00.99683.360.579.57
97.50.5000.366.10.07117.0102.00.99783.350.8010.55
106.70.5800.081.80.09715.065.00.99593.280.549.25
117.50.5000.366.10.07117.0102.00.99783.350.8010.55
125.60.6150.001.60.08916.059.00.99433.580.529.95
137.80.6100.291.60.1149.029.00.99743.261.569.15
148.90.6200.183.80.17652.0145.00.99863.160.889.25
\n", + "
" + ], + "text/plain": [ + " fixed acidity volatile acidity citric acid residual sugar chlorides \\\n", + "0 7.4 0.700 0.00 1.9 0.076 \n", + "1 7.8 0.880 0.00 2.6 0.098 \n", + "2 7.8 0.760 0.04 2.3 0.092 \n", + "3 11.2 0.280 0.56 1.9 0.075 \n", + "4 7.4 0.700 0.00 1.9 0.076 \n", + "5 7.4 0.660 0.00 1.8 0.075 \n", + "6 7.9 0.600 0.06 1.6 0.069 \n", + "7 7.3 0.650 0.00 1.2 0.065 \n", + "8 7.8 0.580 0.02 2.0 0.073 \n", + "9 7.5 0.500 0.36 6.1 0.071 \n", + "10 6.7 0.580 0.08 1.8 0.097 \n", + "11 7.5 0.500 0.36 6.1 0.071 \n", + "12 5.6 0.615 0.00 1.6 0.089 \n", + "13 7.8 0.610 0.29 1.6 0.114 \n", + "14 8.9 0.620 0.18 3.8 0.176 \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", + "10 15.0 65.0 0.9959 3.28 0.54 \n", + "11 17.0 102.0 0.9978 3.35 0.80 \n", + "12 16.0 59.0 0.9943 3.58 0.52 \n", + "13 9.0 29.0 0.9974 3.26 1.56 \n", + "14 52.0 145.0 0.9986 3.16 0.88 \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 \n", + "10 9.2 5 \n", + "11 10.5 5 \n", + "12 9.9 5 \n", + "13 9.1 5 \n", + "14 9.2 5 " + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('Dataset/winequality-red.csv')\n", + "#delimiter used since thee file uses \";\" to seperate values\n", + "df.head(15)\n", + "#i have created a dataframe with the white wine dataset and thne used the head func to show the first 5 entries\n" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": {}, + "outputs": [ + { + "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" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#pre-processing goes here\n", + "df.isnull().sum() #checks if there are any missing values.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.catplot(x='quality', data=df, kind='count')\n", + "#count how many of each quality there is\n", + "#now visualise the data \n" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 96, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#quality vs fixed acidity\n", + "plot = plt.figure(figsize=(5,5))\n", + "sns.barplot(x='quality', y = 'fixed acidity', data = df)\n", + "\n", + "#quality vs volatile acidity\n", + "plot = plt.figure(figsize=(5,5))\n", + "sns.barplot(x='quality', y = 'volatile acidity', data = df)\n", + "\n", + "#quality vs citric acid\n", + "plot = plt.figure(figsize=(5,5))\n", + "sns.barplot(x='quality', y = 'citric acid', data = df)\n", + "\n", + "#quality vs alcohol\n", + "plot = plt.figure(figsize=(5,5))\n", + "sns.barplot(x='quality', y = 'alcohol', data = df)\n", + "\n", + "#quality vs free sulfur dioxide\n", + "plot = plt.figure(figsize=(5,5))\n", + "sns.barplot(x='quality', y = 'free sulfur dioxide', data = df)" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [], + "source": [ + "X= df.iloc[:, :-1].values\n", + "y= df.iloc[:,-1].values\n", + "#split the set into two" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "interpreter": { + "hash": "57b5d8d3639aea2121f392c6e76d87722c60ef58c4b312c719d8db655d3c88f1" + }, + "kernelspec": { + "display_name": "Python 3.8.8 64-bit ('base': conda)", + "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": "3.8.8" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Dataset/.DS_Store b/Dataset/.DS_Store new file mode 100644 index 0000000..bd41f91 Binary files /dev/null and b/Dataset/.DS_Store differ diff --git a/Dataset/winequality-red.csv b/Dataset/winequality-red.csv new file mode 100644 index 0000000..62e674c --- /dev/null +++ b/Dataset/winequality-red.csv @@ -0,0 +1,1600 @@ +fixed acidity,volatile acidity,citric acid,residual sugar,chlorides,free sulfur dioxide,total sulfur dioxide,density,pH,sulphates,alcohol,quality +7.4,0.7,0.0,1.9,0.076,11.0,34.0,0.9978,3.51,0.56,9.4,5 +7.8,0.88,0.0,2.6,0.098,25.0,67.0,0.9968,3.2,0.68,9.8,5 +7.8,0.76,0.04,2.3,0.092,15.0,54.0,0.997,3.26,0.65,9.8,5 +11.2,0.28,0.56,1.9,0.075,17.0,60.0,0.998,3.16,0.58,9.8,6 +7.4,0.7,0.0,1.9,0.076,11.0,34.0,0.9978,3.51,0.56,9.4,5 +7.4,0.66,0.0,1.8,0.075,13.0,40.0,0.9978,3.51,0.56,9.4,5 +7.9,0.6,0.06,1.6,0.069,15.0,59.0,0.9964,3.3,0.46,9.4,5 +7.3,0.65,0.0,1.2,0.065,15.0,21.0,0.9946,3.39,0.47,10.0,7 +7.8,0.58,0.02,2.0,0.073,9.0,18.0,0.9968,3.36,0.57,9.5,7 +7.5,0.5,0.36,6.1,0.071,17.0,102.0,0.9978,3.35,0.8,10.5,5 +6.7,0.58,0.08,1.8,0.09699999999999999,15.0,65.0,0.9959,3.28,0.54,9.2,5 +7.5,0.5,0.36,6.1,0.071,17.0,102.0,0.9978,3.35,0.8,10.5,5 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a/README.md +++ b/README.md @@ -1,2 +1,4 @@ -# 6006CEM-Machine-Learning -this is my Machine learning cw that I have already started on my own GitHub before realising they won't accept the respository if it isn't on the COVENTRY GITHUB!!!!!!!!!!!! +# 6006-Machine-Learning-CW +ID: 8581640 my CW for my machine learning module. + +URL of Datasaet: https://www.kaggle.com/uciml/red-wine-quality-cortez-et-al-2009