Nataliia Rastoropova NataliiaRastoropova
- Nataliia Rastoropova
NataliiaRastoropova
/ describe.csv
Created
May 16, 2019 11:09
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| fixed acidity | volatile acidity | citric acid | residual sugar | chlorides | free sulfur dioxide | total sulfur dioxide | density | pH | sulphates | alcohol | quality | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1599.000 | 1599.000 | 1599.000 | 1599.000 | 1599.000 | 1599.000 | 1599.000 | 1599.000 | 1599.000 | 1599.000 | 1599.000 | 1599.000 | |
| 8.320 | 0.528 | 0.271 | 2.539 | 0.087 | 15.875 | 46.468 | 0.997 | 3.311 | 0.658 | 10.423 | 5.636 | |
| 1.741 | 0.179 | 0.195 | 1.410 | 0.047 | 10.460 | 32.895 | 0.002 | 0.154 | 0.170 | 1.066 | 0.808 | |
| 4.600 | 0.120 | 0.000 | 0.900 | 0.012 | 1.000 | 6.000 | 0.990 | 2.740 | 0.330 | 8.400 | 3.000 | |
| 7.100 | 0.390 | 0.090 | 1.900 | 0.070 | 7.000 | 22.000 | 0.996 | 3.210 | 0.550 | 9.500 | 5.000 | |
| 7.900 | 0.520 | 0.260 | 2.200 | 0.079 | 14.000 | 38.000 | 0.997 | 3.310 | 0.620 | 10.200 | 6.000 | |
| 9.200 | 0.640 | 0.420 | 2.600 | 0.090 | 21.000 | 62.000 | 0.998 | 3.400 | 0.730 | 11.100 | 6.000 | |
| 15.900 | 1.580 | 1.000 | 15.500 | 0.611 | 72.000 | 289.000 | 1.004 | 4.010 | 2.000 | 14.900 | 8.000 |
NataliiaRastoropova
/ describe.csv
Created
May 16, 2019 11:06
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| fixed acidity | volatile acidity | citric acid | residual sugar | chlorides | free sulfur dioxide | total sulfur dioxide | density | pH | sulphates | alcohol | quality | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1599.0 | 1599.0 | 1599.0 | 1599.0 | 1599.0 | 1599.0 | 1599.0 | 1599.0 | 1599.0 | 1599.0 | 1599.0 | 1599.0 | |
| 8.31963727329581 | 0.5278205128205128 | 0.2709756097560976 | 2.53880550343965 | 0.08746654158849279 | 15.874921826141339 | 46.46779237023139 | 0.9967466791744841 | 3.3111131957473416 | 0.6581488430268917 | 10.422983114446529 | 5.6360225140712945 | |
| 1.7410963181276953 | 0.17905970415353537 | 0.19480113740531857 | 1.4099280595072798 | 0.0470653020100901 | 10.460156969809725 | 32.895324478299074 | 0.0018873339538425554 | 0.15438646490354277 | 0.16950697959010996 | 1.0656675818473946 | 0.807569439734705 | |
| 4.6 | 0.12 | 0.0 | 0.9 | 0.012 | 1.0 | 6.0 | 0.99007 | 2.74 | 0.33 | 8.4 | 3.0 | |
| 7.1 | 0.39 | 0.09 | 1.9 | 0.07 | 7.0 | 22.0 | 0.9956 | 3.21 | 0.55 | 9.5 | 5.0 | |
| 7.9 | 0.52 | 0.26 | 2.2 | 0.079 | 14.0 | 38.0 | 0.99675 | 3.31 | 0.62 | 10.2 | 6.0 | |
| 9.2 | 0.64 | 0.42 | 2.6 | 0.09 | 21.0 | 62.0 | 0.997835 | 3.4 | 0.73 | 11.1 | 6.0 | |
| 15.9 | 1.58 | 1.0 | 15.5 | 0.611 | 72.0 | 289.0 | 1.00369 | 4.01 | 2.0 | 14.9 | 8.0 |
NataliiaRastoropova
/ pivot_table.csv
Created
May 16, 2019 11:03
We can make this file beautiful and searchable if this error is corrected: It looks like row 7 should actually have 12 columns, instead of 5 in line 6.
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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 | |
| 7,11.465912897822443,0.07658793969849244,0.37517587939698493,0.9961042 |
NataliiaRastoropova
/ pivot_table.csv
Created
May 16, 2019 11:03
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 10 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 | |
| 7,11.465912897822443,0.07658793969849244,0.37517587939698493,0.996104271 |
NataliiaRastoropova
/ pivot_table.csv
Created
May 16, 2019 11:02
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 13 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 | |
| 7,11.465912897822443,0.07658793969849244,0.37517587939698493,0.996104 |
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.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
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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, |
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
/ 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
/ 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
/ 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 |