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Use pip or conda to install openpyxl.\n\nwine_dataset_excel = pd.DataFrame.from_dict(wine_dataset)\n\nwine_dataset_excel.info()\n"})}),"\n",(0,i.jsx)(e.pre,{children:(0,i.jsx)(e.code,{children:"<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 4898 entries, 0 to 4897\nData columns (total 12 columns):\n # Column Non-Null Count Dtype \n--- ------ -------------- ----- \n 0 fixed acidity 4898 non-null float64\n 1 volatile acidity 4898 non-null float64\n 2 citric acid 4898 non-null float64\n 3 residual sugar 4898 non-null float64\n 4 chlorides 4898 non-null float64\n 5 free sulfur dioxide 4898 non-null float64\n 6 total sulfur dioxide 4898 non-null float64\n 7 density 4898 non-null float64\n 8 pH 4898 non-null float64\n 9 sulphates 4898 non-null float64\n 10 alcohol 4898 non-null float64\n 11 quality 4898 non-null int64 \ndtypes: float64(11), int64(1)\nmemory usage: 459.3 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Use pandas.concat instead.\n"})}),"\n",(0,i.jsxs)(e.table,{children:[(0,i.jsx)(e.thead,{children:(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.th,{children:"index"}),(0,i.jsx)(e.th,{children:"fixed acidity"}),(0,i.jsx)(e.th,{children:"volatile acidity"}),(0,i.jsx)(e.th,{children:"citric acid"}),(0,i.jsx)(e.th,{children:"residual sugar"}),(0,i.jsx)(e.th,{children:"chlorides"}),(0,i.jsx)(e.th,{children:"free sulfur dioxide"}),(0,i.jsx)(e.th,{children:"total sulfur dioxide"}),(0,i.jsx)(e.th,{children:"density"}),(0,i.jsx)(e.th,{children:"pH"}),(0,i.jsx)(e.th,{children:"sulphates"}),(0,i.jsx)(e.th,{children:"alcohol"}),(0,i.jsx)(e.th,{children:"quality"})]})}),(0,i.jsxs)(e.tbody,{children:[(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"1"}),(0,i.jsx)(e.td,{children:"7.0"}),(0,i.jsx)(e.td,{children:"0.27"}),(0,i.jsx)(e.td,{children:"0.36"}),(0,i.jsx)(e.td,{children:"20.7"}),(0,i.jsx)(e.td,{children:"0.045"}),(0,i.jsx)(e.td,{children:"45.0"}),(0,i.jsx)(e.td,{children:"170.0"}),(0,i.jsx)(e.td,{children:"1.00100"}),(0,i.jsx)(e.td,{children:"3.00"}),(0,i.jsx)(e.td,{children:"0.45"}),(0,i.jsx)(e.td,{children:"8.8"}),(0,i.jsx)(e.td,{children:"6.0"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"2"}),(0,i.jsx)(e.td,{children:"6.3"}),(0,i.jsx)(e.td,{children:"0.30"}),(0,
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sour"})]})}),(0,i.jsxs)(e.tbody,{children:[(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"11"}),(0,i.jsx)(e.td,{children:"8.1"}),(0,i.jsx)(e.td,{children:"0.270"}),(0,i.jsx)(e.td,{children:"0.41"}),(0,i.jsx)(e.td,{children:"1.45"}),(0,i.jsx)(e.td,{children:"0.033"}),(0,i.jsx)(e.td,{children:"11.0"}),(0,i.jsx)(e.td,{children:"63.0"}),(0,i.jsx)(e.td,{children:"0.9908"}),(0,i.jsx)(e.td,{children:"2.99"}),(0,i.jsx)(e.td,{children:"0.56"}),(0,i.jsx)(e.td,{children:"12.0"}),(0,i.jsx)(e.td,{children:"5"}),(0,i.jsx)(e.td,{children:"True"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"15"}),(0,i.jsx)(e.td,{children:"8.3"}),(0,i.jsx)(e.td,{children:"0.420"}),(0,i.jsx)(e.td,{children:"0.62"}),(0,i.jsx)(e.td,{children:"19.25"}),(0,i.jsx)(e.td,{children:"0.040"}),(0,i.jsx)(e.td,{children:"41.0"}),(0,i.jsx)(e.td,{children:"172.0"}),(0,i.jsx)(e.td,{children:"1.0002"}),(0,i.jsx)(e.td,{children:"2.98"}),(0,i.jsx)(e.td,{children:"0.67"}),(0,i.jsx)(e.td,{children:"9.7"}),(0,i.jsx)(e.td,{children:"5"}),(0,i.jsx)(e.td,{children:"True"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"74"}),(0,i.jsx)(e.td,{children:"8.6"}),(0,i.jsx)(e.td,{children:"0.230"}),(0,i.jsx)(e.td,{children:"0.46"}),(0,i.jsx)(e.td,{children:"1.00"}),(0,i.jsx)(e.td,{children:"0.054"}),(0,i.jsx)(e.td,{children:"9.0"}),(0,i.jsx)(e.td,{children:"72.0"}),(0,i.jsx)(e.td,{children:"0.9941"}),(0,i.jsx)(e.td,{children:"2.95"}),(0,i.jsx)(e.td,{children:"0.49"}),(0,i.jsx)(e.td,{children:"9.1"}),(0,i.jsx)(e.td,{children:"6"}),(0,i.jsx)(e.td,{children:"True"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"79"}),(0,i.jsx)(e.td,{children:"7.4"}),(0,i.jsx)(e.td,{children:"0.180"}),(0,i.jsx)(e.td,{children:"0.30"}),(0,i.jsx)(e.td,{children:"8.80"}),(0,i.jsx)(e.td,{children:"0.064"}),(0,i.jsx)(e.td,{children:"26.0"}),(0,i.jsx)(e.td,{children:"103.0"}),(0,i.jsx)(e.td,{children:"0.9961"}),(0,i.jsx)(e.td,{children:"2.94"}),(0,i.jsx)(e.td,{children:"0.56"}),(0,i.jsx)(e.td,{children:"9.3"}),(0,i.jsx)(e.td,{children:"5"}),(0,i.jsx)(e.td,{children:"True"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"98"}),(0,i.jsx)(e.td,{children:"8.6"}),(0,i.jsx)(e.td,{children:"0.265"}),(0,i.jsx)(e.td,{children:"0.36"}),(0,i.jsx)(e.td,{children:"1.20"}),(0,i.jsx)(e.td,{children:"0.034"}),(0,i.jsx)(e.td,{children:"15.0"}),(0,i.jsx)(e.td,{children:"80.0"}),(0,i.jsx)(e.td,{children:"0.9913"}),(0,i.jsx)(e.td,{children:"2.95"}),(0,i.jsx)(e.td,{children:"0.36"}),(0,i.jsx)(e.td,{children:"11.4"}),(0,i.jsx)(e.td,{children:"7"}),(0,i.jsx)(e.td,{children:"True"})]})]})]}),"\n",(0,i.jsx)(e.pre,{children:(0,i.jsx)(e.code,{className:"language-python",children:"# select only rows that are marked as
1not sour\nnot_so_sour_wines = wine_dataset_excel_indexed[wine_dataset_excel_indexed['really sour'] == False]\nprint(not_so_sour_wines.shape)\n# there are 4461 not so sour wines - (4461, 13)\nnot_so_sour_wines.head(5)\n"})}),"\n",(0,i.jsxs)(e.table,{children:[(0,i.jsx)(e.thead,{children:(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.th,{children:"index"}),(0,i.jsx)(e.th,{children:"fixed acidity"}),(0,i.jsx)(e.th,{children:"volatile acidity"}),(0,i.jsx)(e.th,{children:"citric acid"}),(0,i.jsx)(e.th,{children:"residual sugar"}),(0,i.jsx)(e.th,{children:"chlorides"}),(0,i.jsx)(e.th,{children:"free sulfur dioxide"}),(0,i.jsx)(e.th,{children:"total sulfur dioxide"}),(0,i.jsx)(e.th,{children:"density"}),(0,i.jsx)(e.th,{children:"pH"}),(0,i.jsx)(e.th,{children:"sulphates"}),(0,i.jsx)(e.th,{children:"alcohol"}),(0,i.jsx)(e.th,{children:"quality"}),(0,i.jsx)(e.th,{children:"really sour"})]})}),(0,i.jsxs)(e.tbody,{children:[(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"1"}),(0,i.jsx)(e.td,{children:"7.0"}),(0,i.jsx)(e.td,{children:"0.27"}),(0,i.jsx)(e.td,{children:"0.36"}),(0,i.jsx)(e.td,{children:"20.7"}),(0,i.jsx)(e.td,{children:"0.045"}),(0,i.jsx)(e.td,{children:"45.0"}),(0,i.jsx)(e.td,{children:"170.0"}),(0,i.jsx)(e.td,{children:"1.0010"}),(0,i.jsx)(e.td,{children:"3.00"}),(0,i.jsx)(e.td,{children:"0.45"}),(0,i.jsx)(e.td,{children:"8.8"}),(0,i.jsx)(e.td,{children:"6"}),(0,i.jsx)(e.td,{children:"False"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"2"}),(0,i.jsx)(e.td,{children:"6.3"}),(0,i.jsx)(e.td,{children:"0.30"}),(0,i.jsx)(e.td,{children:"0.34"}),(0,i.jsx)(e.td,{children:"1.6"}),(0,i.jsx)(e.td,{children:"0.049"}),(0,i.jsx)(e.td,{children:"14.0"}),(0,i.jsx)(e.td,{children:"132.0"}),(0,i.jsx)(e.td,{children:"0.9940"}),(0,i.jsx)(e.td,{children:"3.30"}),(0,i.jsx)(e.td,{children:"0.49"}),(0,i.jsx)(e.td,{children:"9.5"}),(0,i.jsx)(e.td,{children:"6"}),(0,i.jsx)(e.td,{children:"False"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"3"}),(0,i.jsx)(e.td,{children:"8.1"}),(0,i.jsx)(e.td,{children:"0.28"}),(0,i.jsx)(e.td,{children:"0.40"}),(0,i.jsx)(e.td,{children:"6.9"}),(0,i.jsx)(e.td,{children:"0.050"}),(0,i.jsx)(e.td,{children:"30.0"}),(0,i.jsx)(e.td,{children:"97.0"}),(0,i.jsx)(e.td,{children:"0.9951"}),(0,i.jsx)(e.td,{children:"3.26"}),(0,i.jsx)(e.td,{children:"0.44"}),(0,i.jsx)(e.td,{children:"10.1"}),(0,i.jsx)(e.td,{children:"6"}),(0,i.jsx)(e.td,{children:"False"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"4"}),(0,i.jsx)(e.td,{children:"7.2"}),(0,i.jsx)(e.td,{children:"0.23"}),(0,i.jsx)(e.td,{children:"0.32"}),(0,i.jsx)(e.td,{children:"8.5"}),(0,i.jsx)(e.td,{children:"0.058"}),(0,i.jsx)(e.td,{children:"47.0"}),(0,i.jsx)(e.td,{children:"186.0"}),(0,i.jsx)(e.td,{children:"0.9956"}),(0,i.jsx)(e.td,{children:"3.19"}),(0,i.jsx)(e.td,{children:"0.40"}),(0,i.jsx)(e.td,{children:"9.9"}),(0,i.jsx)(e.td,{children:"6"}),(0,i.jsx)(e.td,{children:"False"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"5"}),(0,i.jsx)(e.td,{children:"7.2"}),(0,i.jsx)(e.td,{children:"0.23"}),(0,i.jsx)(e.td,{children:"0.32"}),(0,i.jsx)(e.td,{children:"8.5"}),(0,i.jsx)(e.td,{children:"0.058"}),(0,i.jsx)(e.td,{children:"47.0"}),(0,i.jsx)(e.td,{children:"186.0"}),(0,i.jsx)(e.td,{children:"0.9956"}),(0,i.jsx)(e.td,{children:"3.19"}),(0,i.jsx)(e.td,{children:"0.40"}),(0,i.jsx)(e.td,{children:"9.9"}),(0,i.jsx)(e.td,{children:"6"}),(0,i.jsx)(e.td,{children:"False"})]})]})]}),"\n",(0,i.jsx)(e.h3,{id:"filter-by-multiple-values",children:"Filter by Multiple Values"}),"\n",(0,i.jsx)(e.pre,{children:(0,i.jsx)(e.code,{className:"language-python",children:"# select only rows that are marked as not sour AND have a high sugar level\nsweet_wines = wine_dataset_excel_indexed[\n (\n wine_dataset_excel_indexed['really sour'] == False\n ) & (\n wine_dataset_excel_indexed['residual sugar'] > 20\n )\n]\nprint(sweet_wines.shape)\n# there are 15 sweet wines - (15, 13)\nsweet_wines.head(5)\n"})}),"\n",(0,i.jsxs)(e.table,{children:[(0,i.jsx)(e.thead,{children:(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.th,{children:"index"}),(0,i.jsx)(e.th,{children:"fixed acidity"}),(0,i.jsx)(e.th,{children:"volatile acidity"}),(0,i.jsx)(e.th,{children:"citric acid"}),(0,i.jsx)(e.th,{children:"residual sugar"}),(0,i.jsx)(e.th,{children:"chlorides"}),(0,i.jsx)(e.th,{children:"free sulfur dioxide"}),(0,i.jsx)(e.th,{children:"total sulfur dioxide"}),(0,i.jsx)(e.th,{children:"density"}),(0,i.jsx)(e.th,{children:"pH"}),(0,i.jsx)(e.th,{children:"sulphates"}),(0,i.jsx)(e.th,{children:"alcohol"}),(0,i.jsx)(e.th,{children:"quality"}),(0,i.jsx)(e.th,{children:"really sour"})]})}),(0,i.jsxs)(e.tbody,{children:[(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"1"}),(0,i.jsx)(e.td,{children:"7.0"}),(0,i.jsx)(e.td,{children:"0.27"}),(0,i.jsx)(e.td,{children:"0.36"}),(0,i.jsx)(e.td,{children:"20.7"}),(0,i.jsx)(e.td,{children:"0.045"}),(0,i.jsx)(e.td,{children:"45.0"}),(0,i.jsx)(e.td,{children:"170.0"}),(0,i.jsx)(e.td,{children:"1.0010"}),(0,i.jsx)(e.td,{children:"3.00"}),(0,i.jsx)(e.td,{children:"0.45"}),(0,i.jsx)(e.td,{children:"8.8"}),(0,i.jsx)(e.td,{children:"6"}),(0,i.jsx)(e.td,{children:"False"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"8"}),(0,i.jsx)(e.td,{children:"7.0"}),(0,i.jsx)(e.td,{children:"0.27"}),(0,i.jsx)(e.td,{children:"0.36"}),(0,i.jsx)(e.td,{children:"20.7"}),(0,i.jsx)(e.td,{children:"0.045"}),(0,i.jsx)(e.td,{children:"45.0"}),(0,i.jsx)(e.td,{children:"170.0"}),(0,i.jsx)(e.td,{children:"1.0010"}),(0,i.jsx)(e.td,{children:"3.00"}),(0,i.jsx)(e.td,{children:"0.45"}),(0,i.jsx)(e.td,{children:"8.8"}),(0,i.jsx)(e.td,{children:"6"}),(0,i.jsx)(e.td,{children:"False"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"445"}),(0,i.jsx)(e.td,{children:"6.9"}),(0,i.jsx)(e.td,{children:"0.24"}),(0,i.jsx)(e.td,{children:"0.36"}),(0,i.jsx)(e.td,{children:"20.8"}),(0,i.jsx)(e.td,{children:"0.031"}),(0,i.jsx)(e.td,{children:"40.0"}),(0,i.jsx)(e.td,{children:"139.0"}),(0,i.jsx)(e.td,{children:"0.9975"}),(0,i.jsx)(e.td,{children:"3.20"}),(0,i.jsx)(e.td,{children:"0.33"}),(0,i.jsx)(e.td,{children:"11.0"}),(0,i.jsx)(e.td,{children:"6"}),(0,i.jsx)(e.td,{children:"False"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"1654"}),(0,i.jsx)(e.td,{children:"7.9"}),(0,i.jsx)(e.td,{children:"0.33"}),(0,i.jsx)(e.td,{children:"0.28"}),(0,i.jsx)(e.td,{children:"31.6"}),(0,i.jsx)(e.td,{children:"0.053"}),(0,i.jsx)(e.td,{children:"35.0"}),(0,i.jsx)(e.td,{children:"176.0"}),(0,i.jsx)(e.td,{children:"1.0103"}),(0,i.jsx)(e.td,{children:"3.15"}),(0,i.jsx)(e.td,{children:"0.38"}),(0,i.jsx)(e.td,{children:"8.8"}),(0,i.jsx)(e.td,{children:"6"}),(0,i.jsx)(e.td,{children:"False"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"1664"}),(0,i.jsx)(e.td,{children:"7.9"}),(0,i.jsx)(e.td,{children:"0.33"}),(0,i.jsx)(e.td,{children:"0.28"}),(0,i.jsx)(e.td,{children:"31.6"}),(0,i.jsx)(e.td,{children:"0.053"}),(0,i.jsx)(e.td,{children:"35.0"}),(0,i.jsx)(e.td,{children:"176.0"}),(0,i.jsx)(e.td,{children:"1.0103"}),(0,i.jsx)(e.td,{children:"3.15"}),(0,i.jsx)(e.td,{children:"0.38"}),(0,i.jsx)(e.td,{children:"8.8"}),(0,i.jsx)(e.td,{children:"6"}),(0,i.jsx)(e.td,{children:"False"})]})]})]}),"\n",(0,i.jsx)(e.pre,{children:(0,i.jsx)(e.code,{className:"language-python",children:"# select only rows that have extreme total SO2 values OR sugar levels\nselected_wines = wine_dataset_excel_indexed[\
1n (\n wine_dataset_excel_indexed['total sulfur dioxide'] > 250.\n ) | (\n wine_dataset_excel_indexed['residual sugar'] > 30.\n )\n]\nprint(selected_wines.shape)\n# (27, 13)\nselected_wines.head(5)\n"})}),"\n",(0,i.jsxs)(e.table,{children:[(0,i.jsx)(e.thead,{children:(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.th,{children:"index"}),(0,i.jsx)(e.th,{children:"fixed acidity"}),(0,i.jsx)(e.th,{children:"volatile acidity"}),(0,i.jsx)(e.th,{children:"citric acid"}),(0,i.jsx)(e.th,{children:"residual sugar"}),(0,i.jsx)(e.th,{children:"chlorides"}),(0,i.jsx)(e.th,{children:"free sulfur dioxide"}),(0,i.jsx)(e.th,{children:"total sulfur dioxide"}),(0,i.jsx)(e.th,{children:"density"}),(0,i.jsx)(e.th,{children:"pH"}),(0,i.jsx)(e.th,{children:"sulphates"}),(0,i.jsx)(e.th,{children:"alcohol"}),(0,i.jsx)(e.th,{children:"quality"}),(0,i.jsx)(e.th,{children:"really sour"})]})}),(0,i.jsxs)(e.tbody,{children:[(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"112"}),(0,i.jsx)(e.td,{children:"7.2"}),(0,i.jsx)(e.td,{children:"0.27"}),(0,i.jsx)(e.td,{children:"0.46"}),(0,i.jsx)(e.td,{children:"18.75"}),(0,i.jsx)(e.td,{children:"0.052"}),(0,i.jsx)(e.td,{children:"45.0"}),(0,i.jsx)(e.td,{children:"255.0"}),(0,i.jsx)(e.td,{children:"1.0000"}),(0,i.jsx)(e.td,{children:"3.04"}),(0,i.jsx)(e.td,{children:"0.52"}),(0,i.jsx)(e.td,{children:"8.9"}),(0,i.jsx)(e.td,{children:"5"}),(0,i.jsx)(e.td,{children:"False"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"228"}),(0,i.jsx)(e.td,{children:"7.1"}),(0,i.jsx)(e.td,{children:"0.25"}),(0,i.jsx)(e.td,{children:"0.32"}),(0,i.jsx)(e.td,{children:"10.30"}),(0,i.jsx)(e.td,{children:"0.041"}),(0,i.jsx)(e.td,{children:"66.0"}),(0,i.jsx)(e.td,{children:"272.0"}),(0,i.jsx)(e.td,{children:"0.9969"}),(0,i.jsx)(e.td,{children:"3.17"}),(0,i.jsx)(e.td,{children:"0.52"}),(0,i.jsx)(e.td,{children:"9.1"}),(0,i.jsx)(e.td,{children:"6"}),(0,i.jsx)(e.td,{children:"False"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"326"}),(0,i.jsx)(e.td,{children:"7.5"}),(0,i.jsx)(e.td,{children:"0.27"}),(0,i.jsx)(e.td,{children:"0.31"}),(0,i.jsx)(e.td,{children:"5.80"}),(0,i.jsx)(e.td,{children:"0.057"}),(0,i.jsx)(e.td,{children:"131.0"}),(0,i.jsx)(e.td,{children:"313.0"}),(0,i.jsx)(e.td,{children:"0.9946"}),(0,i.jsx)(e.td,{children:"3.18"}),(0,i.jsx)(e.td,{children:"0.59"}),(0,i.jsx)(e.td,{children:"10.5"}),(0,i.jsx)(e.td,{children:"5"}),(0,i.jsx)(e.td,{children:"False"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"388"}),(0,i.jsx)(e.td,{children:"6.3"}),(0,i.jsx)(e.td,{children:"0.39"}),(0,i.jsx)(e.td,{children:"0.35"}),(0,i.jsx)(e.td,{children:"5.90"}),(0,i.jsx)(e.td,{children:"0.040"}),(0,i.jsx)(e.td,{children:"82.5"}),(0,i.jsx)(e.td,{children:"260.0"}),(0,i.jsx)(e.td,{children:"0.9941"}),(0,i.jsx)(e.td,{children:"3.12"}),(0,i.jsx)(e.td,{children:"0.66"}),(0,i.jsx)(e.td,{children:"10.1"}),(0,i.jsx)(e.td,{children:"5"}),(0,i.jsx)(e.td,{children:"False"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"404"}),(0,i.jsx)(e.td,{children:"7.1"}),(0,i.jsx)(e.td,{children:"0.27"}),(0,i.jsx)(e.td,{children:"0.31"}),(0,i.jsx)(e.td,{children:"18.20"}),(0,i.jsx)(e.td,{children:"0.046"}),(0,i.jsx)(e.td,{children:"55.0"}),(0,i.jsx)(e.td,{children:"252.0"}),(0,i.jsx)(e.td,{children:"1.0000"}),(0,i.jsx)(e.td,{children:"3.07"}),(0,i.jsx)(e.td,{children:"0.56"}),(0,i.jsx)(e.td,{children:"8.7"}),(0,i.jsx)(e.td,{children:"5"}),(0,i.jsx)(e.td,{children:"False"})]})]})]}),"\n",(0,i.jsx)(e.h3,{id:"comparing-columns-with-crosstab",children:"Comparing Columns with Crosstab"}),"\n",(0,i.jsx)(e.pre,{children:(0,i.jsx)(e.code,{className:"language-python",children:"wine_dataset_excel['really sour'] = wine_dataset_excel['pH'] < 3.\n\n# how many wines that are 'really sour' are in each quality class\npd.crosstab(wine_dataset_excel['quality'], wine_dataset_excel['really sour'])\n"})}),"\n",(0,i.jsx)(e.p,{children:(0,i.jsx)(e.strong,{children:"really sour"})}),"\n",(0,i.jsxs)(e.table,{children:[(0,i.jsx)(e.thead,{children:(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.th,{children:"quality"}),(0,i.jsx)(e.th,{children:"False"}),(0,i.jsx)(e.th,{children:"True"})]})}),(0,i.jsxs)(e.tbody,{children:[(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"3"}),(0,i.jsx)(e.td,{children:"16"}),(0,i.jsx)(e.td,{children:"4"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"4"}),(0,i.jsx)(e.td,{children:"149"}),(0,i.jsx)(e.td,{children:"14"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"5"}),(0,i.jsx)(e.td,{children:"1321"}),(0,i.jsx)(e.td,{children:"136"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"6"}),(0,i.jsx)(e.td,{children:"2003"}),(0,i.jsx)(e.td,{children:"195"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"7"}),(0,i.jsx)(e.td,{children:"808"}),(0,i.jsx)(e.td,{children:"72"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"8"}),(0,i.jsx)(e.td,{children:"159"}),(0,i.jsx)(e.td,{children:"16"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"9"}),(0,i.jsx)(e.td,{children:"5"}),(0,i.jsx)(e.td,{children:"0"})]})]})]}),"\n",(0,i.jsx)(e.pre,{children:(0,i.jsx)(e.code,{className:"language-python",children:"pd.crosstab(wine_dataset_excel['quality'], wine_dataset_excel['really sour']).plot.bar()\n"})}),"\n",(0,i.jsx)(e.p,{children:(0,i.jsx)(e.img,{alt:"Pandas Crosstab",src:s(186468).A+"",width:"560",height:"427"})}),"\n",(0,i.jsx)(e.h3,{id:"filter-with-isin",children:"Filter with isin()"}),"\n",(0,i.jsx)(e.pre,{children:(0,i.jsx)(e.code,{className:"language-python",children:"# select wines with a density of 1.0010 OR 0.9956 inside the dataset\noptions = [1.0010, 0.9956]\n\nselected_wines_with_selected_density = wine_dataset_excel_indexed[\
1n wine_dataset_excel_indexed['density'].isin(options)\n]\nprint(selected_wines_with_selected_density.shape)\n# (46, 13)\nselected_wines_with_selected_density.head(5)\n"})}),"\n",(0,i.jsxs)(e.table,{children:[(0,i.jsx)(e.thead,{children:(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.th,{children:"index"}),(0,i.jsx)(e.th,{children:"fixed acidity"}),(0,i.jsx)(e.th,{children:"volatile acidity"}),(0,i.jsx)(e.th,{children:"citric acid"}),(0,i.jsx)(e.th,{children:"residual sugar"}),(0,i.jsx)(e.th,{children:"chlorides"}),(0,i.jsx)(e.th,{children:"free sulfur dioxide"}),(0,i.jsx)(e.th,{children:"total sulfur dioxide"}),(0,i.jsx)(e.th,{children:"density"}),(0,i.jsx)(e.th,{children:"pH"}),(0,i.jsx)(e.th,{children:"sulphates"}),(0,i.jsx)(e.th,{children:"alcohol"}),(0,i.jsx)(e.th,{children:"quality"}),(0,i.jsx)(e.th,{children:"really sour"})]})}),(0,i.jsxs)(e.tbody,{children:[(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"1"}),(0,i.jsx)(e.td,{children:"7.0"}),(0,i.jsx)(e.td,{children:"0.27"}),(0,i.jsx)(e.td,{children:"0.36"}),(0,i.jsx)(e.td,{children:"20.7"}),(0,i.jsx)(e.td,{children:"0.045"}),(0,i.jsx)(e.td,{children:"45.0"}),(0,i.jsx)(e.td,{children:"170.0"}),(0,i.jsx)(e.td,{children:"1.0010"}),(0,i.jsx)(e.td,{children:"3.00"}),(0,i.jsx)(e.td,{children:"0.45"}),(0,i.jsx)(e.td,{children:"8.8"}),(0,i.jsx)(e.td,{children:"6"}),(0,i.jsx)(e.td,{children:"False"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"4"}),(0,i.jsx)(e.td,{children:"7.2"}),(0,i.jsx)(e.td,{children:"0.23"}),(0,i.jsx)(e.td,{children:"0.32"}),(0,i.jsx)(e.td,{children:"8.5"}),(0,i.jsx)(e.td,{children:"0.058"}),(0,i.jsx)(e.td,{children:"47.0"}),(0,i.jsx)(e.td,{children:"186.0"}),(0,i.jsx)(e.td,{children:"0.9956"}),(0,i.jsx)(e.td,{children:"3.19"}),(0,i.jsx)(e.td,{children:"0.40"}),(0,i.jsx)(e.td,{children:"9.9"}),(0,i.jsx)(e.td,{children:"6"}),(0,i.jsx)(e.td,{children:"False"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"5"}),(0,i.jsx)(e.td,{children:"7.2"}),(0,i.jsx)(e.td,{children:"0.23"}),(0,i.jsx)(e.td,{children:"0.32"}),(0,i.jsx)(e.td,{children:"8.5"}),(0,i.jsx)(e.td,{children:"0.058"}),(0,i.jsx)(e.td,{children:"47.0"}),(0,i.jsx)(e.td,{children:"186.0"}),(0,i.jsx)(e.td,{children:"0.9956"}),(0,i.jsx)(e.td,{children:"3.19"}),(0,i.jsx)(e.td,{children:"0.40"}),(0,i.jsx)(e.td,{children:"9.9"}),(0,i.jsx)(e.td,{children:"6"}),(0,i.jsx)(e.td,{children:"False"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"8"}),(0,i.jsx)(e.td,{children:"7.0"}),(0,i.jsx)(e.td,{children:"0.27"}),(0,i.jsx)(e.td,{children:"0.36"}),(0,i.jsx)(e.td,{children:"20.7"}),(0,i.jsx)(e.td,{children:"0.045"}),(0,i.jsx)(e.td,{children:"45.0"}),(0,i.jsx)(e.td,{children:"170.0"}),(0,i.jsx)(e.td,{children:"1.0010"}),(0,i.jsx)(e.td,{children:"3.00"}),(0,i.jsx)(e.td,{children:"0.45"}),(0,i.jsx)(e.td,{children:"8.8"}),(0,i.jsx)(e.td,{children:"6"}),(0,i.jsx)(e.td,{children:"False"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"71"}),(0,i.jsx)(e.td,{children:"6.2"}),(0,i.jsx)(e.td,{children:"0.27"}),(0,i.jsx)(e.td,{children:"0.43"}),(0,i.jsx)(e.td,{children:"7.8"}),(0,i.jsx)(e.td,{children:"0.056"}),(0,i.jsx)(e.td,{children:"48.0"}),(0,i.jsx)(e.td,{children:"244.0"}),(0,i.jsx)(e.td,{children:"0.9956"}),(0,i.jsx)(e.td,{children:"3.10"}),(0,i.jsx)(e.td,{children:"0.51"}),(0,i.jsx)(e.td,{children:"9.0"}),(0,i.jsx)(e.td,{children:"6"}),(0,i.jsx)(e.td,{children:"False"})]})]})]}),"\n",(0,i.jsx)(e.pre,{children:(0,i.jsx)(e.code,{className:"language-python",children:"# select wines that DO NOT have a density of 1.0010 OR 0.9956 inside the dataset\noptions = [1.0010, 0.9956]\n\nselected_wines_with_selected_density = wine_dataset_excel_indexed[\n ~wine_dataset_excel_indexed['density'].isin(options)\n]\nprint(selected_wines_with_selected_density.shape)\n# (4852, 13)\nselected_wines_with_selected_density.head(5)\n"})}),"\n",(0,i.jsxs)(e.table,{children:[(0,i.jsx)(e.thead,{children:(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.th,{children:"index"}),(0,i.jsx)(e.th,{children:"fixed acidity"}),(0,i.jsx)(e.th,{children:"volatile acidity"}),(0,i.jsx)(e.th,{children:"citric acid"}),(0,i.jsx)(e.th,{children:"residual sugar"}),(0,i.jsx)(e.th,{children:"chlorides"}),(0,i.jsx)(e.th,{children:"free sulfur dioxide"}),(0,i.jsx)(e.th,{children:"total sulfur dioxide"}),(0,i.jsx)(e.th,{children:"density"}),(0,i.jsx)(e.th,{children:"pH"}),(0,i.jsx)(e.th,{children:"sulphates"}),(0,i.jsx)(e.th,{children:"alcohol"}),(0,i.jsx)(e.th,{children:"quality"}),(0,i.jsx)(e.th,{children:"really sour"})]})}),(0,i.jsxs)(e.tbody,{children:[(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"2"}),(0,i.jsx)(e.td,{children:"6.3"}),(0,i.jsx)(e.td,{children:"0.30"}),(0,i.jsx)(e.td,{children:"0.34"}),(0,i.jsx)(e.td,{children:"1.6"}),(0,i.jsx)(e.td,{children:"0.049"}),(0,i.jsx)(e.td,{children:"14.0"}),(0,i.jsx)(e.td,{children:"132.0"}),(0,i.jsx)(e.td,{children:"0.9940"}),(0,i.jsx)(e.td,{children:"3.30"}),(0,i.jsx)(e.td,{children:"0.49"}),(0,i.jsx)(e.td,{children:"9.5"}),(0,i.jsx)(e.td,{children:"6"}),(0,i.jsx)(e.td,{children:"False"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"3"}),(0,i.jsx)(e.td,{children:"8.1"}),(0,i.jsx)(e.td,{children:"0.28"}),(0,i.jsx)(e.td,{children:"0.40"}),(0,i.jsx)(e.td,{children:"6.9"}),(0,i.jsx)(e.td,{children:"0.050"}),(0,i.jsx)(e.td,{children:"30.0"}),(0,i.jsx)(e.td,{children:"97.0"}),(0,i.jsx)(e.td,{children:"0.9951"}),(0,i.jsx)(e.td,{children:"3.26"}),(0,i.jsx)(e.td,{children:"0.44"}),(0,i.jsx)(e.td,{children:"10.1"}),(0,i.jsx)(e.td,{children:"6"}),(0,i.jsx)(e.td,{children:"False"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"6"}),(0,i.jsx)(e.td,{children:"8.1"}),(0,i.jsx)(e.td,{children:"0.28"}),(0,i.jsx)(e.td,{children:"0.40"}),(0,i.jsx)(e.td,{children:"6.9"}),(0,i.jsx)(e.td,{children:"0.050"}),(0,i.jsx)(e.td,{children:"30.0"}),(0,i.jsx)(e.td,{children:"97.0"}),(0,i.jsx)(e.td,{children:"0.9951"}),(0,i.jsx)(e.td,{children:"3.26"}),(0,i.jsx)(e.td,{children:"0.44"}),(0,i.jsx)(e.td,{children:"10.1"}),(0,i.jsx)(e.td,{children:"6"}),(0,i.jsx)(e.td,{children:"False"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"7"}),(0,i.jsx)(e.td,{children:"6.2"}),(0,i.jsx)(e.td,{children:"0.32"}),(0,i.jsx)(e.td,{children:"0.16"}),(0,i.jsx)(e.td,{children:"7.0"}),(0,i.jsx)(e.td,{children:"0.045"}),(0,i.jsx)(e.td,{children:"30.0"}),(0,i.jsx)(e.td,{children:"136.0"}),(0,i.jsx)(e.td,{children:"0.9949"}),(0,i.jsx)(e.td,{children:"3.18"}),(0,i.jsx)(e.td,{children:"0.47"}),(0,i.jsx)(e.td,{children:"9.6"}),(0,i.jsx)(e.td,{children:"6"}),(0,i.jsx)(e.td,{children:"False"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"9"}),(0,i.jsx)(e.td,{children:"6.3"}),(0,i.jsx)(e.td,{children:"0.30"}),(0,i.jsx)(e.td,{children:"0.34"}),(0,i.jsx)(e.td,{children:"1.6"}),(0,i.jsx)(e.td,{children:"0.049"}),(0,i.jsx)(e.td,{children:"14.0"}),(0,i.jsx)(e.td,{children:"132.0"}),(0,i.jsx)(e.td,{children:"0.9940"}),(0,i.jsx)(e.td,{children:"3.30"}),(0,i.jsx)(e.td,{children:"0.49"}),(0,i.jsx)(e.td,{children:"9.5"}),(0,i.jsx)(e.td,{children:"6"}),(0,i.jsx)(e.td,{children:"False"})]})]})]}),"\n",(0,i.jsx)(e.h3,{id:"filter-with-between",children:"Filter with between()"}),"\n",(0,i.jsx)(e.pre,{children:(0,i.jsx)(e.code,{className:"language-python",children:"# select wines that have a density inbetween 0.9949 OR 0.9951 inside the dataset\nselected_wines_with_selected_density = wine_dataset_excel_indexed[\
1n wine_dataset_excel_indexed['density'].between(0.9949, 0.9951, inclusive='both')\n]\nprint(selected_wines_with_selected_density.shape)\n# (105, 13)\nselected_wines_with_selected_density.head(5)\n"})}),"\n",(0,i.jsxs)(e.table,{children:[(0,i.jsx)(e.thead,{children:(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.th,{children:"index"}),(0,i.jsx)(e.th,{children:"fixed acidity"}),(0,i.jsx)(e.th,{children:"volatile acidity"}),(0,i.jsx)(e.th,{children:"citric acid"}),(0,i.jsx)(e.th,{children:"residual sugar"}),(0,i.jsx)(e.th,{children:"chlorides"}),(0,i.jsx)(e.th,{children:"free sulfur dioxide"}),(0,i.jsx)(e.th,{children:"total sulfur dioxide"}),(0,i.jsx)(e.th,{children:"density"}),(0,i.jsx)(e.th,{children:"pH"}),(0,i.jsx)(e.th,{children:"sulphates"}),(0,i.jsx)(e.th,{children:"alcohol"}),(0,i.jsx)(e.th,{children:"quality"}),(0,i.jsx)(e.th,{children:"really 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get all wines with tsd = 124\nquality_t
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parse_dates=[0])\nsales_autoparse['DATE'].dt.year\n"})}),"\n",(0,i.jsxs)(e.table,{children:[(0,i.jsx)(e.thead,{children:(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.th,{}),(0,i.jsx)(e.th,{})]})}),(0,i.jsxs)(e.tbody,{children:[(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"0"}),(0,i.jsx)(e.td,{children:"1992"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"1"}),(0,i.jsx)(e.td,{children:"1992"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"2"}),(0,i.jsx)(e.td,{children:"1992"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"3"}),(0,i.jsx)(e.td,{children:"1992"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"4"}),(0,i.jsx)(e.td,{children:"1992"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"..."}),(0,i.jsx)(e.td,{})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"335"}),(0,i.jsx)(e.td,{children:"2019"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"336"}),(0,i.jsx)(e.td,{children:"2020"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"337"}),(0,i.jsx)(e.td,{children:"2020"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"338"}),(0,i.jsx)(e.td,{children:"2020"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"339"}),(0,i.jsx)(e.td,{children:"2020"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:(0,i.jsx)(e.em,{children:"Name: 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1nsales_time_index.resample('A').mean()\n"})}),"\n",(0,i.jsxs)(e.table,{children:[(0,i.jsx)(e.thead,{children:(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.th,{children:"DATE"}),(0,i.jsx)(e.th,{children:"MRTSSM4453USN"})]})}),(0,i.jsxs)(e.tbody,{children:[(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"1992-12-31"}),(0,i.jsx)(e.td,{children:"1807.250000"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"1993-12-31"}),(0,i.jsx)(e.td,{children:"1794.833333"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"1994-12-31"}),(0,i.jsx)(e.td,{children:"1841.750000"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"1995-12-31"}),(0,i.jsx)(e.td,{children:"1833.916667"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"1996-12-31"}),(0,i.jsx)(e.td,{children:"1929.750000"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"1997-12-31"}),(0,i.jsx)(e.td,{children:"2006.750000"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"1998-12-31"}),(0,i.jsx)(e.td,{children:"2115.166667"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"1999-12-31"}),(0,i.jsx)(e.td,{children:"2206.333333"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"2000-12-31"}),(0,i.jsx)(e.td,{children:"2375.583333"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"2001-12-31"}),(0,i.jsx)(e.td,{children:"2468.416667"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"2002-12-31"}),(0,i.jsx)(e.td,{children:"2491.166667"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"2003-12-31"}),(0,i.jsx)(e.td,{children:"2539.083333"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"2004-12-31"}),(0,i.jsx)(e.td,{children:"2682.416667"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"2005-12-31"}),(0,i.jsx)(e.td,{children:"2797.250000"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"2006-12-31"}),(0,i.jsx)(e.td,{children:"3001.333333"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"2007-12-31"}),(0,i.jsx)(e.td,{children:"3177.333333"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"2008-12-31"}),(0,i.jsx)(e.td,{children:"3292.000000"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"2009-12-31"}),(0,i.jsx)(e.td,{children:"3353.750000"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"2010-12-31"}),(0,i.jsx)(e.td,{children:"3450.083333"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"2011-12-31"}),(0,i.jsx)(e.td,{children:"3532.666667"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"2012-12-31"}),(0,i.jsx)(e.td,{children:"3697.083333"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"2013-12-31"}),(0,i.jsx)(e.td,{children:"3839.666667"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"2014-12-31"}),(0,i.jsx)(e.td,{children:"4023.833333"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"2015-12-31"}),(0,i.jsx)(e.td,{children:"4212.500000"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"2016-12-31"}),(0,i.jsx)(e.td,{children:"4434.416667"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"2017-12-31"}),(0,i.jsx)(e.td,{children:"4602.666667"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"2018-12-31"}),(0,i.jsx)(e.td,{children:"4830.666667"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"2019-12-31"}),(0,i.jsx)(e.td,{children:"4972.750000"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"2020-12-31"}),(0,i.jsx)(e.td,{children:"4922.500000"})]})]})]}),"\n",(0,i.jsx)(e.h2,{id:"panda-io",children:"Panda 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