diff --git a/02_activities/assignments/assignment_1.ipynb b/02_activities/assignments/assignment_1.ipynb index 28d4df017..2c290bd52 100644 --- a/02_activities/assignments/assignment_1.ipynb +++ b/02_activities/assignments/assignment_1.ipynb @@ -34,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "4a3485d6-ba58-4660-a983-5680821c5719", "metadata": {}, "outputs": [], @@ -56,10 +56,288 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "a431d282-f9ca-4d5d-8912-71ffc9d8ea19", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
| \n", + " | alcohol | \n", + "malic_acid | \n", + "ash | \n", + "alcalinity_of_ash | \n", + "magnesium | \n", + "total_phenols | \n", + "flavanoids | \n", + "nonflavanoid_phenols | \n", + "proanthocyanins | \n", + "color_intensity | \n", + "hue | \n", + "od280/od315_of_diluted_wines | \n", + "proline | \n", + "class | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "14.23 | \n", + "1.71 | \n", + "2.43 | \n", + "15.6 | \n", + "127.0 | \n", + "2.80 | \n", + "3.06 | \n", + "0.28 | \n", + "2.29 | \n", + "5.64 | \n", + "1.04 | \n", + "3.92 | \n", + "1065.0 | \n", + "0 | \n", + "
| 1 | \n", + "13.20 | \n", + "1.78 | \n", + "2.14 | \n", + "11.2 | \n", + "100.0 | \n", + "2.65 | \n", + "2.76 | \n", + "0.26 | \n", + "1.28 | \n", + "4.38 | \n", + "1.05 | \n", + "3.40 | \n", + "1050.0 | \n", + "0 | \n", + "
| 2 | \n", + "13.16 | \n", + "2.36 | \n", + "2.67 | \n", + "18.6 | \n", + "101.0 | \n", + "2.80 | \n", + "3.24 | \n", + "0.30 | \n", + "2.81 | \n", + "5.68 | \n", + "1.03 | \n", + "3.17 | \n", + "1185.0 | \n", + "0 | \n", + "
| 3 | \n", + "14.37 | \n", + "1.95 | \n", + "2.50 | \n", + "16.8 | \n", + "113.0 | \n", + "3.85 | \n", + "3.49 | \n", + "0.24 | \n", + "2.18 | \n", + "7.80 | \n", + "0.86 | \n", + "3.45 | \n", + "1480.0 | \n", + "0 | \n", + "
| 4 | \n", + "13.24 | \n", + "2.59 | \n", + "2.87 | \n", + "21.0 | \n", + "118.0 | \n", + "2.80 | \n", + "2.69 | \n", + "0.39 | \n", + "1.82 | \n", + "4.32 | \n", + "1.04 | \n", + "2.93 | \n", + "735.0 | \n", + "0 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 173 | \n", + "13.71 | \n", + "5.65 | \n", + "2.45 | \n", + "20.5 | \n", + "95.0 | \n", + "1.68 | \n", + "0.61 | \n", + "0.52 | \n", + "1.06 | \n", + "7.70 | \n", + "0.64 | \n", + "1.74 | \n", + "740.0 | \n", + "2 | \n", + "
| 174 | \n", + "13.40 | \n", + "3.91 | \n", + "2.48 | \n", + "23.0 | \n", + "102.0 | \n", + "1.80 | \n", + "0.75 | \n", + "0.43 | \n", + "1.41 | \n", + "7.30 | \n", + "0.70 | \n", + "1.56 | \n", + "750.0 | \n", + "2 | \n", + "
| 175 | \n", + "13.27 | \n", + "4.28 | \n", + "2.26 | \n", + "20.0 | \n", + "120.0 | \n", + "1.59 | \n", + "0.69 | \n", + "0.43 | \n", + "1.35 | \n", + "10.20 | \n", + "0.59 | \n", + "1.56 | \n", + "835.0 | \n", + "2 | \n", + "
| 176 | \n", + "13.17 | \n", + "2.59 | \n", + "2.37 | \n", + "20.0 | \n", + "120.0 | \n", + "1.65 | \n", + "0.68 | \n", + "0.53 | \n", + "1.46 | \n", + "9.30 | \n", + "0.60 | \n", + "1.62 | \n", + "840.0 | \n", + "2 | \n", + "
| 177 | \n", + "14.13 | \n", + "4.10 | \n", + "2.74 | \n", + "24.5 | \n", + "96.0 | \n", + "2.05 | \n", + "0.76 | \n", + "0.56 | \n", + "1.35 | \n", + "9.20 | \n", + "0.61 | \n", + "1.60 | \n", + "560.0 | \n", + "2 | \n", + "
178 rows × 14 columns
\n", + "| \n", + " | fit_time | \n", + "score_time | \n", + "test_score | \n", + "
|---|---|---|---|
| mean | \n", + "0.005223 | \n", + "0.009232 | \n", + "0.961538 | \n", + "
| sem | \n", + "0.000437 | \n", + "0.002142 | \n", + "0.023640 | \n", + "
| \n", + " | mean_fit_time | \n", + "std_fit_time | \n", + "mean_score_time | \n", + "std_score_time | \n", + "param_n_neighbors | \n", + "params | \n", + "split0_test_score | \n", + "split1_test_score | \n", + "split2_test_score | \n", + "split3_test_score | \n", + "split4_test_score | \n", + "split5_test_score | \n", + "split6_test_score | \n", + "split7_test_score | \n", + "split8_test_score | \n", + "split9_test_score | \n", + "mean_test_score | \n", + "std_test_score | \n", + "rank_test_score | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "0.003124 | \n", + "0.001014 | \n", + "0.006470 | \n", + "0.002332 | \n", + "1 | \n", + "{'n_neighbors': 1} | \n", + "1.0 | \n", + "0.928571 | \n", + "0.928571 | \n", + "1.0 | \n", + "0.923077 | \n", + "1.000000 | \n", + "0.923077 | \n", + "1.0 | \n", + "0.769231 | \n", + "0.923077 | \n", + "0.939560 | \n", + "0.066844 | \n", + "10 | \n", + "
| 1 | \n", + "0.003038 | \n", + "0.001104 | \n", + "0.004375 | \n", + "0.000608 | \n", + "6 | \n", + "{'n_neighbors': 6} | \n", + "1.0 | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.0 | \n", + "0.923077 | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.0 | \n", + "0.769231 | \n", + "1.000000 | \n", + "0.969231 | \n", + "0.070501 | \n", + "7 | \n", + "
| 2 | \n", + "0.003366 | \n", + "0.001499 | \n", + "0.007471 | \n", + "0.005767 | \n", + "11 | \n", + "{'n_neighbors': 11} | \n", + "1.0 | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.0 | \n", + "0.923077 | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.0 | \n", + "0.846154 | \n", + "0.923077 | \n", + "0.969231 | \n", + "0.051025 | \n", + "7 | \n", + "
| 3 | \n", + "0.002813 | \n", + "0.000855 | \n", + "0.004582 | \n", + "0.000824 | \n", + "16 | \n", + "{'n_neighbors': 16} | \n", + "1.0 | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.0 | \n", + "0.923077 | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.0 | \n", + "0.923077 | \n", + "0.923077 | \n", + "0.976923 | \n", + "0.035251 | \n", + "3 | \n", + "
| 4 | \n", + "0.003626 | \n", + "0.001163 | \n", + "0.004310 | \n", + "0.000722 | \n", + "21 | \n", + "{'n_neighbors': 21} | \n", + "1.0 | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.0 | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.0 | \n", + "0.923077 | \n", + "0.923077 | \n", + "0.984615 | \n", + "0.030769 | \n", + "1 | \n", + "
| 5 | \n", + "0.002735 | \n", + "0.000957 | \n", + "0.004775 | \n", + "0.000657 | \n", + "26 | \n", + "{'n_neighbors': 26} | \n", + "1.0 | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.0 | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.0 | \n", + "0.923077 | \n", + "0.923077 | \n", + "0.984615 | \n", + "0.030769 | \n", + "1 | \n", + "
| 6 | \n", + "0.003787 | \n", + "0.001254 | \n", + "0.004663 | \n", + "0.001294 | \n", + "31 | \n", + "{'n_neighbors': 31} | \n", + "1.0 | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.0 | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.0 | \n", + "0.846154 | \n", + "0.923077 | \n", + "0.976923 | \n", + "0.049255 | \n", + "3 | \n", + "
| 7 | \n", + "0.003069 | \n", + "0.000868 | \n", + "0.004774 | \n", + "0.001561 | \n", + "36 | \n", + "{'n_neighbors': 36} | \n", + "1.0 | \n", + "0.928571 | \n", + "1.000000 | \n", + "1.0 | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.0 | \n", + "0.923077 | \n", + "0.846154 | \n", + "0.969780 | \n", + "0.050552 | \n", + "5 | \n", + "
| 8 | \n", + "0.005519 | \n", + "0.003490 | \n", + "0.003935 | \n", + "0.000563 | \n", + "41 | \n", + "{'n_neighbors': 41} | \n", + "1.0 | \n", + "0.928571 | \n", + "1.000000 | \n", + "1.0 | \n", + "1.000000 | \n", + "0.923077 | \n", + "1.000000 | \n", + "1.0 | \n", + "0.923077 | \n", + "0.923077 | \n", + "0.969780 | \n", + "0.037042 | \n", + "5 | \n", + "
| 9 | \n", + "0.002906 | \n", + "0.000528 | \n", + "0.004608 | \n", + "0.000944 | \n", + "46 | \n", + "{'n_neighbors': 46} | \n", + "1.0 | \n", + "0.857143 | \n", + "1.000000 | \n", + "1.0 | \n", + "0.923077 | \n", + "0.923077 | \n", + "1.000000 | \n", + "1.0 | \n", + "0.923077 | \n", + "0.846154 | \n", + "0.947253 | \n", + "0.058314 | \n", + "9 | \n", + "
KNeighborsClassifier(n_neighbors=21)In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
| \n", + " | n_neighbors | \n", + "21 | \n", + "
| \n", + " | weights | \n", + "'uniform' | \n", + "
| \n", + " | algorithm | \n", + "'auto' | \n", + "
| \n", + " | leaf_size | \n", + "30 | \n", + "
| \n", + " | p | \n", + "2 | \n", + "
| \n", + " | metric | \n", + "'minkowski' | \n", + "
| \n", + " | metric_params | \n", + "None | \n", + "
| \n", + " | n_jobs | \n", + "None | \n", + "
| \n", + " | alcohol | \n", + "malic_acid | \n", + "ash | \n", + "alcalinity_of_ash | \n", + "magnesium | \n", + "total_phenols | \n", + "flavanoids | \n", + "nonflavanoid_phenols | \n", + "proanthocyanins | \n", + "color_intensity | \n", + "hue | \n", + "od280/od315_of_diluted_wines | \n", + "proline | \n", + "predicted | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 138 | \n", + "0.604516 | \n", + "1.125357 | \n", + "-0.645229 | \n", + "0.001518 | \n", + "-0.824415 | \n", + "-1.081754 | \n", + "-1.555415 | \n", + "1.757779 | \n", + "-1.245555 | \n", + "0.277671 | \n", + "-0.646911 | \n", + "-1.118210 | \n", + "-0.531471 | \n", + "2 | \n", + "
| 60 | \n", + "-0.828391 | \n", + "-1.109824 | \n", + "-0.316249 | \n", + "-1.049479 | \n", + "0.088358 | \n", + "-0.392751 | \n", + "-0.942995 | \n", + "2.160669 | \n", + "-2.069034 | \n", + "-0.773474 | \n", + "1.283518 | \n", + "-1.330077 | \n", + "-0.213021 | \n", + "1 | \n", + "
| 137 | \n", + "-0.581338 | \n", + "2.848870 | \n", + "0.999674 | \n", + "1.653086 | \n", + "-0.262708 | \n", + "-0.809357 | \n", + "-1.434939 | \n", + "2.160669 | \n", + "-0.860096 | \n", + "-0.025128 | \n", + "-0.603037 | \n", + "-1.301828 | \n", + "-0.738463 | \n", + "2 | \n", + "
| 77 | \n", + "-1.433671 | \n", + "0.496993 | \n", + "-0.499016 | \n", + "-0.448909 | \n", + "0.860705 | \n", + "-0.921521 | \n", + "-0.712083 | \n", + "0.549108 | \n", + "-1.122909 | \n", + "-1.041667 | \n", + "0.011190 | \n", + "-0.129500 | \n", + "-0.786230 | \n", + "1 | \n", + "
| 90 | \n", + "-1.137207 | \n", + "-0.454530 | \n", + "-0.170035 | \n", + "-0.298767 | \n", + "-1.315908 | \n", + "-1.113800 | \n", + "-0.531369 | \n", + "1.274310 | \n", + "0.086029 | \n", + "-1.149810 | \n", + "0.537671 | \n", + "-0.482611 | \n", + "-0.849920 | \n", + "1 | \n", + "
| 159 | \n", + "0.592164 | \n", + "-0.598156 | \n", + "0.999674 | \n", + "0.902373 | \n", + "-0.754202 | \n", + "0.488531 | \n", + "-0.932956 | \n", + "1.274310 | \n", + "1.224884 | \n", + "2.894719 | \n", + "-1.699872 | \n", + "-1.174708 | \n", + "-0.404091 | \n", + "2 | \n", + "
| 41 | \n", + "0.505695 | \n", + "1.349773 | \n", + "-0.901103 | \n", + "-0.208681 | \n", + "-0.683988 | \n", + "0.248181 | \n", + "0.653312 | \n", + "-0.740141 | \n", + "-0.194304 | \n", + "-0.336578 | \n", + "-0.208177 | \n", + "0.548472 | \n", + "0.917474 | \n", + "0 | \n", + "
| 136 | \n", + "-0.927212 | \n", + "2.139716 | \n", + "0.634140 | \n", + "0.451946 | \n", + "-0.754202 | \n", + "-1.466313 | \n", + "-1.565455 | \n", + "1.354888 | \n", + "-1.385721 | \n", + "-0.522583 | \n", + "-0.910151 | \n", + "-1.895054 | \n", + "-0.085641 | \n", + "2 | \n", + "
| 166 | \n", + "0.555106 | \n", + "1.224100 | \n", + "0.853460 | \n", + "1.052516 | \n", + "0.790492 | \n", + "-0.953567 | \n", + "-1.113670 | \n", + "0.549108 | \n", + "-0.229346 | \n", + "2.431870 | \n", + "-0.471417 | \n", + "-1.485445 | \n", + "-0.165254 | \n", + "2 | \n", + "
| 93 | \n", + "-0.877801 | \n", + "0.443133 | \n", + "-0.535569 | \n", + "-0.448909 | \n", + "-0.824415 | \n", + "0.248181 | \n", + "0.221606 | \n", + "-0.901297 | \n", + "0.699259 | \n", + "-1.257952 | \n", + "0.844785 | \n", + "0.972205 | \n", + "-1.454974 | \n", + "1 | \n", + "
| 154 | \n", + "-0.519575 | \n", + "-0.939268 | \n", + "-0.974210 | \n", + "0.151661 | \n", + "0.228785 | \n", + "-1.306080 | \n", + "-1.455019 | \n", + "1.354888 | \n", + "-0.334471 | \n", + "1.099554 | \n", + "-1.655999 | \n", + "-1.499570 | \n", + "-0.340401 | \n", + "2 | \n", + "
| 141 | \n", + "0.443932 | \n", + "0.200764 | \n", + "-0.060375 | \n", + "0.151661 | \n", + "-0.754202 | \n", + "-1.434267 | \n", + "-1.535336 | \n", + "0.065639 | \n", + "-1.666055 | \n", + "0.234414 | \n", + "-1.129518 | \n", + "-0.200123 | \n", + "0.105428 | \n", + "2 | \n", + "
| 164 | \n", + "0.962743 | \n", + "0.380297 | \n", + "-0.243142 | \n", + "0.752231 | \n", + "-0.683988 | \n", + "-1.514383 | \n", + "-1.354622 | \n", + "0.387952 | \n", + "-0.982742 | \n", + "1.956043 | \n", + "-1.129518 | \n", + "-1.315952 | \n", + "-0.420013 | \n", + "2 | \n", + "
| 33 | \n", + "0.938038 | \n", + "-0.723829 | \n", + "1.218995 | \n", + "0.001518 | \n", + "2.264972 | \n", + "1.049347 | \n", + "0.713550 | \n", + "1.113154 | \n", + "-0.422075 | \n", + "0.147900 | \n", + "1.283518 | \n", + "0.548472 | \n", + "1.554373 | \n", + "0 | \n", + "
| 31 | \n", + "0.715690 | \n", + "-0.607133 | \n", + "-0.023821 | \n", + "-0.118596 | \n", + "0.439425 | \n", + "0.905137 | \n", + "1.165335 | \n", + "-1.143031 | \n", + "0.629175 | \n", + "0.796755 | \n", + "0.581544 | \n", + "0.378979 | \n", + "2.446031 | \n", + "0 | \n", + "
| 152 | \n", + "0.135116 | \n", + "-0.391694 | \n", + "1.401762 | \n", + "1.803228 | \n", + "1.141558 | \n", + "-0.152402 | \n", + "-0.752242 | \n", + "-0.820719 | \n", + "-0.054137 | \n", + "0.883269 | \n", + "-1.524378 | \n", + "-1.810307 | \n", + "-1.025067 | \n", + "2 | \n", + "
| 82 | \n", + "-1.137207 | \n", + "-1.082894 | \n", + "0.524480 | \n", + "1.352801 | \n", + "-1.526548 | \n", + "-0.472868 | \n", + "-0.451052 | \n", + "0.307374 | \n", + "-0.334471 | \n", + "-1.236324 | \n", + "1.546759 | \n", + "0.152988 | \n", + "-0.372246 | \n", + "1 | \n", + "
| 122 | \n", + "-0.717217 | \n", + "1.879394 | \n", + "1.328655 | \n", + "2.103513 | \n", + "0.158572 | \n", + "-0.152402 | \n", + "0.101130 | \n", + "0.549108 | \n", + "0.208675 | \n", + "-1.288232 | \n", + "-0.164303 | \n", + "0.717965 | \n", + "-1.216137 | \n", + "1 | \n", + "
| 42 | \n", + "1.086270 | \n", + "-0.400670 | \n", + "0.816907 | \n", + "-1.349764 | \n", + "0.088358 | \n", + "1.530047 | \n", + "1.536802 | \n", + "-1.545922 | \n", + "0.191154 | \n", + "0.160877 | \n", + "-0.339797 | \n", + "1.339440 | \n", + "1.108544 | \n", + "0 | \n", + "
| 87 | \n", + "-1.668371 | \n", + "-0.598156 | \n", + "0.926567 | \n", + "1.953371 | \n", + "-0.824415 | \n", + "-0.601054 | \n", + "-0.420933 | \n", + "0.307374 | \n", + "-0.439596 | \n", + "-1.063296 | \n", + "1.766126 | \n", + "0.845085 | \n", + "-0.588791 | \n", + "1 | \n", + "
| 139 | \n", + "-0.198406 | \n", + "0.559829 | \n", + "0.890014 | \n", + "1.352801 | \n", + "0.088358 | \n", + "0.039878 | \n", + "-1.434939 | \n", + "1.354888 | \n", + "-1.368201 | \n", + "-0.059734 | \n", + "-0.295924 | \n", + "-0.652104 | \n", + "-0.499626 | \n", + "2 | \n", + "
| 147 | \n", + "-0.161348 | \n", + "2.040973 | \n", + "0.414820 | \n", + "0.602088 | \n", + "-0.964842 | \n", + "-0.953567 | \n", + "-1.384741 | \n", + "0.871420 | \n", + "-1.280596 | \n", + "1.121183 | \n", + "-1.831492 | \n", + "-1.061713 | \n", + "-0.388168 | \n", + "2 | \n", + "
| 151 | \n", + "-0.260169 | \n", + "0.299507 | \n", + "0.414820 | \n", + "0.752231 | \n", + "0.860705 | \n", + "-1.306080 | \n", + "-0.671924 | \n", + "-0.981875 | \n", + "-0.579763 | \n", + "2.483778 | \n", + "-2.094732 | \n", + "-1.612565 | \n", + "-0.849920 | \n", + "2 | \n", + "
| 162 | \n", + "-0.186053 | \n", + "0.838105 | \n", + "0.780354 | \n", + "0.752231 | \n", + "0.439425 | \n", + "-1.033684 | \n", + "-1.434939 | \n", + "1.918935 | \n", + "-1.105388 | \n", + "0.225763 | \n", + "-0.383670 | \n", + "-0.708602 | \n", + "-0.563315 | \n", + "2 | \n", + "
| 79 | \n", + "-0.371343 | \n", + "1.376703 | \n", + "0.122392 | \n", + "1.052516 | \n", + "0.088358 | \n", + "0.857067 | \n", + "0.522796 | \n", + "0.549108 | \n", + "0.629175 | \n", + "-1.076273 | \n", + "1.020278 | \n", + "0.732090 | \n", + "-0.904056 | \n", + "1 | \n", + "
| 169 | \n", + "0.493343 | \n", + "2.031997 | \n", + "1.803849 | \n", + "1.653086 | \n", + "0.860705 | \n", + "-0.504914 | \n", + "-1.073511 | \n", + "-0.740141 | \n", + "-0.842575 | \n", + "1.488867 | \n", + "-1.261138 | \n", + "-0.976966 | \n", + "-0.372246 | \n", + "2 | \n", + "
| 157 | \n", + "-0.680159 | \n", + "0.622666 | \n", + "0.999674 | \n", + "2.253656 | \n", + "-0.192495 | \n", + "-0.633101 | \n", + "-1.455019 | \n", + "2.160669 | \n", + "-0.790013 | \n", + "1.056297 | \n", + "-1.261138 | \n", + "-1.245330 | \n", + "0.423878 | \n", + "2 | \n", + "
| 95 | \n", + "-0.655454 | \n", + "-0.732806 | \n", + "-0.608676 | \n", + "-0.148624 | \n", + "4.371372 | \n", + "0.328298 | \n", + "0.241685 | \n", + "-0.337251 | \n", + "2.959447 | \n", + "-1.063296 | \n", + "0.888658 | \n", + "0.025868 | \n", + "0.605394 | \n", + "0 | \n", + "
| 53 | \n", + "0.950391 | \n", + "-0.391694 | \n", + "1.145888 | \n", + "-0.719166 | \n", + "1.071345 | \n", + "1.129464 | \n", + "0.763748 | \n", + "0.226796 | \n", + "0.156113 | \n", + "0.537213 | \n", + "0.757038 | \n", + "0.449601 | \n", + "2.000202 | \n", + "0 | \n", + "
| 10 | \n", + "1.358028 | \n", + "-0.158301 | \n", + "-0.243142 | \n", + "-0.448909 | \n", + "0.369212 | \n", + "1.049347 | \n", + "1.295850 | \n", + "-1.143031 | \n", + "1.382572 | \n", + "0.299300 | \n", + "1.283518 | \n", + "0.788587 | \n", + "2.430109 | \n", + "0 | \n", + "
| 23 | \n", + "-0.186053 | \n", + "-0.660993 | \n", + "0.561033 | \n", + "-0.508966 | \n", + "-0.332922 | \n", + "0.296251 | \n", + "0.342082 | \n", + "-0.820719 | \n", + "-0.229346 | \n", + "-0.487978 | \n", + "0.581544 | \n", + "1.438311 | \n", + "0.853784 | \n", + "0 | \n", + "
| 37 | \n", + "0.061000 | \n", + "-0.616110 | \n", + "0.670693 | \n", + "-0.448909 | \n", + "-0.122282 | \n", + "0.248181 | \n", + "0.402320 | \n", + "-0.578985 | \n", + "-0.264388 | \n", + "-0.349555 | \n", + "0.713164 | \n", + "-0.143625 | \n", + "1.140389 | \n", + "0 | \n", + "
| 134 | \n", + "-0.606043 | \n", + "-0.984151 | \n", + "-0.425909 | \n", + "-0.599052 | \n", + "-1.035055 | \n", + "-0.472868 | \n", + "-1.455019 | \n", + "1.918935 | \n", + "-0.597284 | \n", + "0.169529 | \n", + "-0.910151 | \n", + "-1.556068 | \n", + "-0.308556 | \n", + "1 | \n", + "
| 110 | \n", + "-1.903071 | \n", + "1.260006 | \n", + "-1.997705 | \n", + "0.001518 | \n", + "0.509638 | \n", + "1.417883 | \n", + "0.552915 | \n", + "-0.981875 | \n", + "3.485073 | \n", + "-0.933525 | \n", + "-0.910151 | \n", + "0.280108 | \n", + "-0.588791 | \n", + "1 | \n", + "
| 167 | \n", + "-0.223111 | \n", + "0.927871 | \n", + "-0.243142 | \n", + "0.001518 | \n", + "-0.824415 | \n", + "-1.306080 | \n", + "-1.374701 | \n", + "0.307374 | \n", + "-1.087867 | \n", + "2.250190 | \n", + "-1.041771 | \n", + "-1.217081 | \n", + "-0.197099 | \n", + "2 | \n", + "
| 120 | \n", + "-1.915424 | \n", + "0.057138 | \n", + "0.195499 | \n", + "0.151661 | \n", + "-0.262708 | \n", + "0.969231 | \n", + "0.763748 | \n", + "-0.337251 | \n", + "0.418925 | \n", + "-0.782125 | \n", + "-0.690784 | \n", + "1.099325 | \n", + "-0.388168 | \n", + "1 | \n", + "
| 142 | \n", + "0.641574 | \n", + "0.748338 | \n", + "1.292101 | \n", + "1.202658 | \n", + "-0.192495 | \n", + "-1.193917 | \n", + "-1.515257 | \n", + "1.113154 | \n", + "-1.823742 | \n", + "-0.306298 | \n", + "-0.295924 | \n", + "-0.779224 | \n", + "-0.722540 | \n", + "2 | \n", + "
| 8 | \n", + "2.259772 | \n", + "-0.625086 | \n", + "-0.718336 | \n", + "-1.650049 | \n", + "-0.192495 | \n", + "0.808997 | \n", + "0.954502 | \n", + "-0.578985 | \n", + "0.681738 | \n", + "0.061386 | \n", + "0.537671 | \n", + "0.336606 | \n", + "0.949319 | \n", + "0 | \n", + "
| 72 | \n", + "0.604516 | \n", + "-0.607133 | \n", + "-0.462462 | \n", + "1.352801 | \n", + "-0.894628 | \n", + "-0.665148 | \n", + "-0.190020 | \n", + "-0.740141 | \n", + "-0.982742 | \n", + "-0.570166 | \n", + "0.098937 | \n", + "0.237735 | \n", + "-0.875396 | \n", + "1 | \n", + "
| 114 | \n", + "-1.137207 | \n", + "-0.849502 | \n", + "0.487926 | \n", + "0.902373 | \n", + "-1.105268 | \n", + "0.424438 | \n", + "0.261765 | \n", + "0.549108 | \n", + "-0.965221 | \n", + "-0.933525 | \n", + "-0.120430 | \n", + "0.816836 | \n", + "-1.152447 | \n", + "1 | \n", + "
| 148 | \n", + "0.394521 | \n", + "0.811175 | \n", + "0.049285 | \n", + "0.602088 | \n", + "-0.543562 | \n", + "-0.585031 | \n", + "-1.274305 | \n", + "0.710264 | \n", + "-0.597284 | \n", + "1.454261 | \n", + "-1.787619 | \n", + "-1.400699 | \n", + "-0.308556 | \n", + "2 | \n", + "
| 163 | \n", + "-0.050174 | \n", + "0.999684 | \n", + "-0.060375 | \n", + "-0.298767 | \n", + "0.439425 | \n", + "-1.450290 | \n", + "-1.334543 | \n", + "0.307374 | \n", + "-1.140430 | \n", + "0.095992 | \n", + "-1.217265 | \n", + "-1.217081 | \n", + "-0.228944 | \n", + "2 | \n", + "
| 36 | \n", + "0.345111 | \n", + "-0.625086 | \n", + "1.730742 | \n", + "-1.199622 | \n", + "0.720278 | \n", + "0.488531 | \n", + "0.653312 | \n", + "-0.176095 | \n", + "-0.404554 | \n", + "-0.198156 | \n", + "0.581544 | \n", + "0.237735 | \n", + "0.423878 | \n", + "0 | \n", + "
| 20 | \n", + "1.308617 | \n", + "-0.634063 | \n", + "-0.316249 | \n", + "-1.049479 | \n", + "1.843692 | \n", + "1.129464 | \n", + "1.145255 | \n", + "-0.981875 | \n", + "0.891988 | \n", + "0.256043 | \n", + "0.581544 | \n", + "1.551307 | \n", + "0.105428 | \n", + "0 | \n", + "
| 121 | \n", + "-1.779545 | \n", + "-0.257044 | \n", + "3.156325 | \n", + "2.704083 | \n", + "1.352198 | \n", + "1.417883 | \n", + "3.062832 | \n", + "0.871420 | \n", + "0.489009 | \n", + "0.407442 | \n", + "-0.120430 | \n", + "1.523058 | \n", + "-0.897687 | \n", + "0 | \n", + "
| \n", + " | mpg | \n", + "cylinders | \n", + "displacement | \n", + "horsepower | \n", + "weight | \n", + "acceleration | \n", + "model_year | \n", + "origin | \n", + "name | \n", + "
|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "18.0 | \n", + "8 | \n", + "307.0 | \n", + "130.0 | \n", + "3504 | \n", + "12.0 | \n", + "70 | \n", + "usa | \n", + "chevrolet chevelle malibu | \n", + "
| 1 | \n", + "15.0 | \n", + "8 | \n", + "350.0 | \n", + "165.0 | \n", + "3693 | \n", + "11.5 | \n", + "70 | \n", + "usa | \n", + "buick skylark 320 | \n", + "
| 2 | \n", + "18.0 | \n", + "8 | \n", + "318.0 | \n", + "150.0 | \n", + "3436 | \n", + "11.0 | \n", + "70 | \n", + "usa | \n", + "plymouth satellite | \n", + "
| 3 | \n", + "16.0 | \n", + "8 | \n", + "304.0 | \n", + "150.0 | \n", + "3433 | \n", + "12.0 | \n", + "70 | \n", + "usa | \n", + "amc rebel sst | \n", + "
| 4 | \n", + "17.0 | \n", + "8 | \n", + "302.0 | \n", + "140.0 | \n", + "3449 | \n", + "10.5 | \n", + "70 | \n", + "usa | \n", + "ford torino | \n", + "
| \n", + " | mpg | \n", + "cylinders | \n", + "displacement | \n", + "horsepower | \n", + "weight | \n", + "acceleration | \n", + "model_year | \n", + "origin | \n", + "name | \n", + "
|---|---|---|---|---|---|---|---|---|---|
| 116 | \n", + "16.0 | \n", + "8 | \n", + "400.0 | \n", + "230.0 | \n", + "4278 | \n", + "9.5 | \n", + "73 | \n", + "usa | \n", + "pontiac grand prix | \n", + "
| 8 | \n", + "14.0 | \n", + "8 | \n", + "455.0 | \n", + "225.0 | \n", + "4425 | \n", + "10.0 | \n", + "70 | \n", + "usa | \n", + "pontiac catalina | \n", + "
| 13 | \n", + "14.0 | \n", + "8 | \n", + "455.0 | \n", + "225.0 | \n", + "3086 | \n", + "10.0 | \n", + "70 | \n", + "usa | \n", + "buick estate wagon (sw) | \n", + "
| 95 | \n", + "12.0 | \n", + "8 | \n", + "455.0 | \n", + "225.0 | \n", + "4951 | \n", + "11.0 | \n", + "73 | \n", + "usa | \n", + "buick electra 225 custom | \n", + "
| 6 | \n", + "14.0 | \n", + "8 | \n", + "454.0 | \n", + "220.0 | \n", + "4354 | \n", + "9.0 | \n", + "70 | \n", + "usa | \n", + "chevrolet impala | \n", + "