Nataliia Rastoropova NataliiaRastoropova
- Nataliia Rastoropova
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| fixed acidity volatile acidity citric acid residual sugar chlorides free sulfur dioxide total sulfur dioxide density pH sulphates alcohol quality | |
| 0 7.4 0.70 0.00 1.9 0.076 11.0 34.0 0.9978 3.51 0.56 9.4 5 | |
| 1 7.8 0.88 0.00 2.6 0.098 25.0 67.0 0.9968 3.20 0.68 9.8 5 | |
| 2 7.8 0.76 0.04 2.3 0.092 15.0 54.0 0.9970 3.26 0.65 9.8 5 | |
| ................... | |
| 7 7.3 0.65 0.00 1.2 0.065 15.0 21.0 0.9946 3.39 0.47 10.0 7 | |
| 8 7.8 0.58 0.02 2.0 0.073 9.0 18.0 0.9968 3.36 |
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| fixed acidity volatile acidity citric acid residual sugar chlorides free sulfur dioxide total sulfur dioxide density pH sulphates alcohol quality | |
| count 1599.000000 1599.000000 1599.000000 1599.000000 1599.000000 1599.000000 1599.000000 1599.000000 1599.000000 1599.000000 1599.000000 1599.000000 | |
| mean 8.319637 0.527821 0.270976 2.538806 0.087467 15.874922 46.467792 0.996747 3.311113 0.658149 10.422983 5.636023 | |
| std 1.741096 0.179060 0.194801 1.409928 0.047065 10.460157 32.895324 0.001887 0.154386 0.169507 1.065668 0.807569 | |
| min 4.600000 0.120000 0.000000 0.900000 0.012000 1.000000 6.000000 0.990070 2.740000 0.330000 8.400000 3.000000 | |
| 25% 7.100000 0.390000 0.090000 1.900000 0.07000 |
NataliiaRastoropova
/ Pivot_table
Last active
May 14, 2019 12:23
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| alcohol chlorides citric acid density fixed acidity free sulfur dioxide pH residual sugar sulphates total sulfur dioxide volatile acidity | |
| quality | |
| 3 9.925 0.0905 0.035 0.997565 7.50 6.0 3.39 2.1 0.545 15.0 0.845 | |
| 4 10.000 0.0800 0.090 0.996500 7.50 11.0 3.37 2.1 0.560 26.0 0.670 | |
| 5 9.700 0.0810 0.230 0.997000 7.80 15.0 3.30 2.2 0.580 47.0 0.580 | |
| 6 10.500 0.0780 0.260 0.996560 7.90 14.0 3.32 2.2 0.640 35.0 0.490 | |
| 7 11.500 0.0730 0.400 0.995770 8.8 |
NataliiaRastoropova
/ statistical_characteristics
Last active
May 14, 2019 10:14
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| fixed acidity volatile acidity citric acid residual sugar chlorides free sulfur dioxide total sulfur dioxide density pH sulphates alcohol quality | |
| count 1599.000000 1599.000000 1599.000000 1599.000000 1599.000000 1599.000000 1599.000000 1599.000000 1599.000000 1599.000000 1599.000000 1599.000000 | |
| mean 8.319637 0.527821 0.270976 2.538806 0.087467 15.874922 46.467792 0.996747 3.311113 0.658149 10.422983 5.636023 | |
| std 1.741096 0.179060 0.194801 1.409928 0.047065 10.460157 32.895324 0.001887 0.154386 0.169507 1.065668 0.807569 | |
| min 4.600000 0.120000 0.000000 0.900000 0.012000 1.000000 6.000000 0.990070 2.740000 0.330000 8.400000 3.000000 | |
| 25% 7.100000 0.390000 0.090000 1.900000 0.07000 |
NataliiaRastoropova
/ pivot_table
Last active
May 16, 2019 08:35
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| # Create pivot_table | |
| colum_names = ['fixed acidity', 'volatile acidity', 'citric acid', 'residual sugar', 'chlorides', 'free sulfur dioxide', 'total sulfur dioxide', 'density', 'pH', 'sulphates', 'alcohol'] | |
| df_pivot_table = df.pivot_table(colum_names, ['quality'], aggfunc='median') | |
| print(df_pivot_table) |
NataliiaRastoropova
/ corr_matrix
Last active
May 14, 2019 12:51
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| alcohol 0.476166 | |
| sulphates 0.251397 | |
| citric acid 0.226373 | |
| fixed acidity 0.124052 | |
| residual sugar 0.013732 | |
| free sulfur dioxide -0.050656 | |
| pH -0.057731 | |
| chlorides -0.128907 | |
| density -0.174919 | |
| total sulfur dioxide -0.185100 |
NataliiaRastoropova
/ results
Created
May 15, 2019 13:32
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| SupportVectorClassifier: 0.873364 (0.024056) | |
| StochasticGradientDecentC: 0.838976 (0.034672) | |
| RandomForestClassifier: 0.884289 (0.020586) | |
| DecisionTreeClassifier: 0.848321 (0.037492) | |
| GaussianNB: 0.826446 (0.025753) | |
| KNeighborsClassifier: 0.860845 (0.026717) | |
| AdaBoostClassifier: 0.866351 (0.039970) | |
| LogisticRegression: 0.871014 (0.028362) |
NataliiaRastoropova
/ report
Last active
May 16, 2019 06:24
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| Confusion matrix | |
| [[285 2] | |
| [ 18 15]] | |
| Classification report | |
| precision recall f1-score support | |
| 0 0.94 0.99 0.97 287 | |
| 1 0.88 0.45 0.60 33 | |
| micro avg 0.94 0.94 0.94 320 |
NataliiaRastoropova
/ pivot_table.csv
Created
May 16, 2019 10:59
We can make this file beautiful and searchable if this error is corrected: It looks like row 6 should actually have 11 columns, instead of 6. in line 5.
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| alcohol,chlorides,citric acid,density,fixed acidity,free sulfur dioxide,pH,residual sugar,sulphates,total sulfur dioxide,volatile acidity | |
| 9.955000000000002,0.12250000000000001,0.17099999999999999,0.9974640000000001,8.36,11.0,3.3979999999999997,2.6350000000000002,0.5700000000000001,24.9,0.8845000000000001 | |
| 10.265094339622639,0.09067924528301885,0.1741509433962264,0.9965424528301886,7.779245283018868,12.264150943396226,3.381509433962264,2.69433962264151,0.5964150943396227,36.24528301886792,0.6939622641509429 | |
| 9.899706314243753,0.09273568281938328,0.24368575624082198,0.9971036270190888,8.167254038179149,16.983847283406753,3.3049486049926546,2.528854625550658,0.6209691629955947,56.51395007342144,0.5770411160058732 | |
| 10.629519331243463,0.08495611285266458,0.2738244514106587,0.9966150626959255,8.347178683385575,15.711598746081505,3.3180721003134837,2.477194357366772,0.6753291536050158,40.86990595611285,0.49748432601880965 | |
| 11.465912897822443,0.07658793969849244,0.37517587939698493,0.9961042713567828,8.872361809045225,14 |
NataliiaRastoropova
/ pivot_table.csv
Created
May 16, 2019 11:01
We can make this file beautiful and searchable if this error is corrected: It looks like row 2 should actually have 12 columns, instead of 2. in line 1.
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| ,alcohol,chlorides,citric acid,density,fixed acidity,free sulfur dioxide,pH,residual sugar,sulphates,total sulfur dioxide,volatile acidity | |
| quality, | |
| 3,9.955000000000002,0.12250000000000001,0.17099999999999999,0.9974640000000001,8.36,11.0,3.3979999999999997,2.6350000000000002,0.5700000000000001,24.9,0.8845000000000001 | |
| 4,10.265094339622639,0.09067924528301885,0.1741509433962264,0.9965424528301886,7.779245283018868,12.264150943396226,3.381509433962264,2.69433962264151,0.5964150943396227,36.24528301886792,0.6939622641509429 | |
| 5,9.899706314243753,0.09273568281938328,0.24368575624082198,0.9971036270190888,8.167254038179149,16.983847283406753,3.3049486049926546,2.528854625550658,0.6209691629955947,56.51395007342144,0.5770411160058732 | |
| 6,10.629519331243463,0.08495611285266458,0.2738244514106587,0.9966150626959255,8.347178683385575,15.711598746081505,3.3180721003134837,2.477194357366772,0.6753291536050158,40.86990595611285,0.49748432601880965 | |
| 7,11.465912897822443,0.07658793969849244,0.37517587939698493,0.9961042713567828, |
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