diff --git a/02_activities/assignments/assignment_1.ipynb b/02_activities/assignments/assignment_1.ipynb index 828092657..5bbc7d234 100644 --- a/02_activities/assignments/assignment_1.ipynb +++ b/02_activities/assignments/assignment_1.ipynb @@ -39,6 +39,8 @@ "metadata": {}, "outputs": [], "source": [ + "#make some minor changes to add assignment-1 branch instead of assignment \n", + "\n", "# Import standard libraries\n", "import pandas as pd\n", "import numpy as np\n", @@ -56,10 +58,288 @@ }, { "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", + "KNeighborsClassifier()In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
KNeighborsClassifier()
GridSearchCV(cv=10, estimator=KNeighborsClassifier(),\n",
+ " param_grid={'n_neighbors': range(1, 100, 5)})In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. GridSearchCV(cv=10, estimator=KNeighborsClassifier(),\n",
+ " param_grid={'n_neighbors': range(1, 100, 5)})KNeighborsClassifier()
KNeighborsClassifier()
| \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", + "0.001182 | \n", + "0.001022 | \n", + "0.001508 | \n", + "0.001099 | \n", + "1 | \n", + "{'n_neighbors': 1} | \n", + "0.571429 | \n", + "0.785714 | \n", + "0.785714 | \n", + "0.538462 | \n", + "0.615385 | \n", + "0.615385 | \n", + "0.769231 | \n", + "0.538462 | \n", + "0.846154 | \n", + "0.846154 | \n", + "0.691209 | \n", + "0.120198 | \n", + "8 | \n", + "
| 1 | \n", + "0.000622 | \n", + "0.000036 | \n", + "0.000808 | \n", + "0.000089 | \n", + "6 | \n", + "{'n_neighbors': 6} | \n", + "0.571429 | \n", + "0.785714 | \n", + "0.642857 | \n", + "0.692308 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.692308 | \n", + "0.538462 | \n", + "0.692308 | \n", + "0.692308 | \n", + "0.661538 | \n", + "0.067750 | \n", + "14 | \n", + "
| 2 | \n", + "0.000541 | \n", + "0.000023 | \n", + "0.000676 | \n", + "0.000029 | \n", + "11 | \n", + "{'n_neighbors': 11} | \n", + "0.500000 | \n", + "1.000000 | \n", + "0.642857 | \n", + "0.769231 | \n", + "0.615385 | \n", + "0.846154 | \n", + "0.461538 | \n", + "0.538462 | \n", + "0.692308 | \n", + "0.692308 | \n", + "0.675824 | \n", + "0.156145 | \n", + "13 | \n", + "
| 3 | \n", + "0.000512 | \n", + "0.000031 | \n", + "0.000655 | \n", + "0.000045 | \n", + "16 | \n", + "{'n_neighbors': 16} | \n", + "0.500000 | \n", + "1.000000 | \n", + "0.714286 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.846154 | \n", + "0.615385 | \n", + "0.538462 | \n", + "0.692308 | \n", + "0.846154 | \n", + "0.706044 | \n", + "0.145977 | \n", + "5 | \n", + "
| 4 | \n", + "0.000468 | \n", + "0.000029 | \n", + "0.000593 | \n", + "0.000032 | \n", + "21 | \n", + "{'n_neighbors': 21} | \n", + "0.571429 | \n", + "0.928571 | \n", + "0.714286 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.769231 | \n", + "0.615385 | \n", + "0.615385 | \n", + "0.846154 | \n", + "0.846154 | \n", + "0.721429 | \n", + "0.115517 | \n", + "1 | \n", + "
| 5 | \n", + "0.000428 | \n", + "0.000017 | \n", + "0.000556 | \n", + "0.000034 | \n", + "26 | \n", + "{'n_neighbors': 26} | \n", + "0.500000 | \n", + "0.928571 | \n", + "0.714286 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.769231 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.769231 | \n", + "0.769231 | \n", + "0.706593 | \n", + "0.109923 | \n", + "4 | \n", + "
| 6 | \n", + "0.000440 | \n", + "0.000039 | \n", + "0.000560 | \n", + "0.000029 | \n", + "31 | \n", + "{'n_neighbors': 31} | \n", + "0.500000 | \n", + "0.785714 | \n", + "0.714286 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.769231 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.769231 | \n", + "0.769231 | \n", + "0.692308 | \n", + "0.087049 | \n", + "6 | \n", + "
| 7 | \n", + "0.000416 | \n", + "0.000018 | \n", + "0.000544 | \n", + "0.000024 | \n", + "36 | \n", + "{'n_neighbors': 36} | \n", + "0.571429 | \n", + "0.857143 | \n", + "0.714286 | \n", + "0.692308 | \n", + "0.692308 | \n", + "0.769231 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.769231 | \n", + "0.769231 | \n", + "0.714286 | \n", + "0.078169 | \n", + "2 | \n", + "
| 8 | \n", + "0.000436 | \n", + "0.000030 | \n", + "0.000552 | \n", + "0.000025 | \n", + "41 | \n", + "{'n_neighbors': 41} | \n", + "0.571429 | \n", + "0.785714 | \n", + "0.714286 | \n", + "0.692308 | \n", + "0.692308 | \n", + "0.769231 | \n", + "0.615385 | \n", + "0.538462 | \n", + "0.769231 | \n", + "0.769231 | \n", + "0.691758 | \n", + "0.084353 | \n", + "7 | \n", + "
| 9 | \n", + "0.000423 | \n", + "0.000007 | \n", + "0.000552 | \n", + "0.000022 | \n", + "46 | \n", + "{'n_neighbors': 46} | \n", + "0.642857 | \n", + "0.857143 | \n", + "0.785714 | \n", + "0.692308 | \n", + "0.692308 | \n", + "0.769231 | \n", + "0.692308 | \n", + "0.538462 | \n", + "0.692308 | \n", + "0.769231 | \n", + "0.713187 | \n", + "0.083357 | \n", + "3 | \n", + "
| 10 | \n", + "0.000426 | \n", + "0.000011 | \n", + "0.000545 | \n", + "0.000004 | \n", + "51 | \n", + "{'n_neighbors': 51} | \n", + "0.571429 | \n", + "0.785714 | \n", + "0.714286 | \n", + "0.615385 | \n", + "0.692308 | \n", + "0.769231 | \n", + "0.615385 | \n", + "0.538462 | \n", + "0.692308 | \n", + "0.846154 | \n", + "0.684066 | \n", + "0.093930 | \n", + "9 | \n", + "
| 11 | \n", + "0.000422 | \n", + "0.000009 | \n", + "0.000553 | \n", + "0.000018 | \n", + "56 | \n", + "{'n_neighbors': 56} | \n", + "0.571429 | \n", + "0.785714 | \n", + "0.714286 | \n", + "0.692308 | \n", + "0.692308 | \n", + "0.769231 | \n", + "0.615385 | \n", + "0.461538 | \n", + "0.692308 | \n", + "0.846154 | \n", + "0.684066 | \n", + "0.105782 | \n", + "9 | \n", + "
| 12 | \n", + "0.000434 | \n", + "0.000033 | \n", + "0.004918 | \n", + "0.011813 | \n", + "61 | \n", + "{'n_neighbors': 61} | \n", + "0.571429 | \n", + "0.785714 | \n", + "0.714286 | \n", + "0.615385 | \n", + "0.769231 | \n", + "0.769231 | \n", + "0.615385 | \n", + "0.461538 | \n", + "0.692308 | \n", + "0.846154 | \n", + "0.684066 | \n", + "0.111235 | \n", + "9 | \n", + "
| 13 | \n", + "0.000424 | \n", + "0.000039 | \n", + "0.000862 | \n", + "0.000053 | \n", + "66 | \n", + "{'n_neighbors': 66} | \n", + "0.642857 | \n", + "0.785714 | \n", + "0.642857 | \n", + "0.615385 | \n", + "0.846154 | \n", + "0.615385 | \n", + "0.615385 | \n", + "0.538462 | \n", + "0.615385 | \n", + "0.846154 | \n", + "0.676374 | \n", + "0.102835 | \n", + "12 | \n", + "
| 14 | \n", + "0.000422 | \n", + "0.000023 | \n", + "0.000879 | \n", + "0.000058 | \n", + "71 | \n", + "{'n_neighbors': 71} | \n", + "0.642857 | \n", + "0.642857 | \n", + "0.642857 | \n", + "0.615385 | \n", + "0.769231 | \n", + "0.461538 | \n", + "0.615385 | \n", + "0.615385 | \n", + "0.615385 | \n", + "0.769231 | \n", + "0.639011 | \n", + "0.082273 | \n", + "19 | \n", + "
| 15 | \n", + "0.000400 | \n", + "0.000011 | \n", + "0.000837 | \n", + "0.000046 | \n", + "76 | \n", + "{'n_neighbors': 76} | \n", + "0.642857 | \n", + "0.642857 | \n", + "0.642857 | \n", + "0.692308 | \n", + "0.769231 | \n", + "0.461538 | \n", + "0.692308 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.692308 | \n", + "0.654396 | \n", + "0.076192 | \n", + "15 | \n", + "
| 16 | \n", + "0.000400 | \n", + "0.000013 | \n", + "0.000841 | \n", + "0.000020 | \n", + "81 | \n", + "{'n_neighbors': 81} | \n", + "0.714286 | \n", + "0.642857 | \n", + "0.642857 | \n", + "0.692308 | \n", + "0.769231 | \n", + "0.461538 | \n", + "0.615385 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.692308 | \n", + "0.653846 | \n", + "0.078477 | \n", + "16 | \n", + "
| 17 | \n", + "0.000431 | \n", + "0.000071 | \n", + "0.000849 | \n", + "0.000045 | \n", + "86 | \n", + "{'n_neighbors': 86} | \n", + "0.642857 | \n", + "0.642857 | \n", + "0.642857 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.461538 | \n", + "0.615385 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.692308 | \n", + "0.631319 | \n", + "0.064145 | \n", + "20 | \n", + "
| 18 | \n", + "0.000406 | \n", + "0.000012 | \n", + "0.000866 | \n", + "0.000028 | \n", + "91 | \n", + "{'n_neighbors': 91} | \n", + "0.642857 | \n", + "0.642857 | \n", + "0.642857 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.538462 | \n", + "0.615385 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.692308 | \n", + "0.639011 | \n", + "0.045112 | \n", + "17 | \n", + "
| 19 | \n", + "0.000398 | \n", + "0.000005 | \n", + "0.000848 | \n", + "0.000029 | \n", + "96 | \n", + "{'n_neighbors': 96} | \n", + "0.642857 | \n", + "0.642857 | \n", + "0.642857 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.538462 | \n", + "0.615385 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.692308 | \n", + "0.639011 | \n", + "0.045112 | \n", + "17 | \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", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | \n", + "0.000468 | \n", + "0.000029 | \n", + "0.000593 | \n", + "0.000032 | \n", + "21 | \n", + "{'n_neighbors': 21} | \n", + "0.571429 | \n", + "0.928571 | \n", + "0.714286 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.769231 | \n", + "0.615385 | \n", + "0.615385 | \n", + "0.846154 | \n", + "0.846154 | \n", + "0.721429 | \n", + "0.115517 | \n", + "1 | \n", + "
| 7 | \n", + "0.000416 | \n", + "0.000018 | \n", + "0.000544 | \n", + "0.000024 | \n", + "36 | \n", + "{'n_neighbors': 36} | \n", + "0.571429 | \n", + "0.857143 | \n", + "0.714286 | \n", + "0.692308 | \n", + "0.692308 | \n", + "0.769231 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.769231 | \n", + "0.769231 | \n", + "0.714286 | \n", + "0.078169 | \n", + "2 | \n", + "
| 9 | \n", + "0.000423 | \n", + "0.000007 | \n", + "0.000552 | \n", + "0.000022 | \n", + "46 | \n", + "{'n_neighbors': 46} | \n", + "0.642857 | \n", + "0.857143 | \n", + "0.785714 | \n", + "0.692308 | \n", + "0.692308 | \n", + "0.769231 | \n", + "0.692308 | \n", + "0.538462 | \n", + "0.692308 | \n", + "0.769231 | \n", + "0.713187 | \n", + "0.083357 | \n", + "3 | \n", + "
| 5 | \n", + "0.000428 | \n", + "0.000017 | \n", + "0.000556 | \n", + "0.000034 | \n", + "26 | \n", + "{'n_neighbors': 26} | \n", + "0.500000 | \n", + "0.928571 | \n", + "0.714286 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.769231 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.769231 | \n", + "0.769231 | \n", + "0.706593 | \n", + "0.109923 | \n", + "4 | \n", + "
| 3 | \n", + "0.000512 | \n", + "0.000031 | \n", + "0.000655 | \n", + "0.000045 | \n", + "16 | \n", + "{'n_neighbors': 16} | \n", + "0.500000 | \n", + "1.000000 | \n", + "0.714286 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.846154 | \n", + "0.615385 | \n", + "0.538462 | \n", + "0.692308 | \n", + "0.846154 | \n", + "0.706044 | \n", + "0.145977 | \n", + "5 | \n", + "
| 6 | \n", + "0.000440 | \n", + "0.000039 | \n", + "0.000560 | \n", + "0.000029 | \n", + "31 | \n", + "{'n_neighbors': 31} | \n", + "0.500000 | \n", + "0.785714 | \n", + "0.714286 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.769231 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.769231 | \n", + "0.769231 | \n", + "0.692308 | \n", + "0.087049 | \n", + "6 | \n", + "
| 8 | \n", + "0.000436 | \n", + "0.000030 | \n", + "0.000552 | \n", + "0.000025 | \n", + "41 | \n", + "{'n_neighbors': 41} | \n", + "0.571429 | \n", + "0.785714 | \n", + "0.714286 | \n", + "0.692308 | \n", + "0.692308 | \n", + "0.769231 | \n", + "0.615385 | \n", + "0.538462 | \n", + "0.769231 | \n", + "0.769231 | \n", + "0.691758 | \n", + "0.084353 | \n", + "7 | \n", + "
| 0 | \n", + "0.001182 | \n", + "0.001022 | \n", + "0.001508 | \n", + "0.001099 | \n", + "1 | \n", + "{'n_neighbors': 1} | \n", + "0.571429 | \n", + "0.785714 | \n", + "0.785714 | \n", + "0.538462 | \n", + "0.615385 | \n", + "0.615385 | \n", + "0.769231 | \n", + "0.538462 | \n", + "0.846154 | \n", + "0.846154 | \n", + "0.691209 | \n", + "0.120198 | \n", + "8 | \n", + "
| 11 | \n", + "0.000422 | \n", + "0.000009 | \n", + "0.000553 | \n", + "0.000018 | \n", + "56 | \n", + "{'n_neighbors': 56} | \n", + "0.571429 | \n", + "0.785714 | \n", + "0.714286 | \n", + "0.692308 | \n", + "0.692308 | \n", + "0.769231 | \n", + "0.615385 | \n", + "0.461538 | \n", + "0.692308 | \n", + "0.846154 | \n", + "0.684066 | \n", + "0.105782 | \n", + "9 | \n", + "
| 12 | \n", + "0.000434 | \n", + "0.000033 | \n", + "0.004918 | \n", + "0.011813 | \n", + "61 | \n", + "{'n_neighbors': 61} | \n", + "0.571429 | \n", + "0.785714 | \n", + "0.714286 | \n", + "0.615385 | \n", + "0.769231 | \n", + "0.769231 | \n", + "0.615385 | \n", + "0.461538 | \n", + "0.692308 | \n", + "0.846154 | \n", + "0.684066 | \n", + "0.111235 | \n", + "9 | \n", + "
| 10 | \n", + "0.000426 | \n", + "0.000011 | \n", + "0.000545 | \n", + "0.000004 | \n", + "51 | \n", + "{'n_neighbors': 51} | \n", + "0.571429 | \n", + "0.785714 | \n", + "0.714286 | \n", + "0.615385 | \n", + "0.692308 | \n", + "0.769231 | \n", + "0.615385 | \n", + "0.538462 | \n", + "0.692308 | \n", + "0.846154 | \n", + "0.684066 | \n", + "0.093930 | \n", + "9 | \n", + "
| 13 | \n", + "0.000424 | \n", + "0.000039 | \n", + "0.000862 | \n", + "0.000053 | \n", + "66 | \n", + "{'n_neighbors': 66} | \n", + "0.642857 | \n", + "0.785714 | \n", + "0.642857 | \n", + "0.615385 | \n", + "0.846154 | \n", + "0.615385 | \n", + "0.615385 | \n", + "0.538462 | \n", + "0.615385 | \n", + "0.846154 | \n", + "0.676374 | \n", + "0.102835 | \n", + "12 | \n", + "
| 2 | \n", + "0.000541 | \n", + "0.000023 | \n", + "0.000676 | \n", + "0.000029 | \n", + "11 | \n", + "{'n_neighbors': 11} | \n", + "0.500000 | \n", + "1.000000 | \n", + "0.642857 | \n", + "0.769231 | \n", + "0.615385 | \n", + "0.846154 | \n", + "0.461538 | \n", + "0.538462 | \n", + "0.692308 | \n", + "0.692308 | \n", + "0.675824 | \n", + "0.156145 | \n", + "13 | \n", + "
| 1 | \n", + "0.000622 | \n", + "0.000036 | \n", + "0.000808 | \n", + "0.000089 | \n", + "6 | \n", + "{'n_neighbors': 6} | \n", + "0.571429 | \n", + "0.785714 | \n", + "0.642857 | \n", + "0.692308 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.692308 | \n", + "0.538462 | \n", + "0.692308 | \n", + "0.692308 | \n", + "0.661538 | \n", + "0.067750 | \n", + "14 | \n", + "
| 15 | \n", + "0.000400 | \n", + "0.000011 | \n", + "0.000837 | \n", + "0.000046 | \n", + "76 | \n", + "{'n_neighbors': 76} | \n", + "0.642857 | \n", + "0.642857 | \n", + "0.642857 | \n", + "0.692308 | \n", + "0.769231 | \n", + "0.461538 | \n", + "0.692308 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.692308 | \n", + "0.654396 | \n", + "0.076192 | \n", + "15 | \n", + "
| 16 | \n", + "0.000400 | \n", + "0.000013 | \n", + "0.000841 | \n", + "0.000020 | \n", + "81 | \n", + "{'n_neighbors': 81} | \n", + "0.714286 | \n", + "0.642857 | \n", + "0.642857 | \n", + "0.692308 | \n", + "0.769231 | \n", + "0.461538 | \n", + "0.615385 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.692308 | \n", + "0.653846 | \n", + "0.078477 | \n", + "16 | \n", + "
| 18 | \n", + "0.000406 | \n", + "0.000012 | \n", + "0.000866 | \n", + "0.000028 | \n", + "91 | \n", + "{'n_neighbors': 91} | \n", + "0.642857 | \n", + "0.642857 | \n", + "0.642857 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.538462 | \n", + "0.615385 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.692308 | \n", + "0.639011 | \n", + "0.045112 | \n", + "17 | \n", + "
| 19 | \n", + "0.000398 | \n", + "0.000005 | \n", + "0.000848 | \n", + "0.000029 | \n", + "96 | \n", + "{'n_neighbors': 96} | \n", + "0.642857 | \n", + "0.642857 | \n", + "0.642857 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.538462 | \n", + "0.615385 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.692308 | \n", + "0.639011 | \n", + "0.045112 | \n", + "17 | \n", + "
| 14 | \n", + "0.000422 | \n", + "0.000023 | \n", + "0.000879 | \n", + "0.000058 | \n", + "71 | \n", + "{'n_neighbors': 71} | \n", + "0.642857 | \n", + "0.642857 | \n", + "0.642857 | \n", + "0.615385 | \n", + "0.769231 | \n", + "0.461538 | \n", + "0.615385 | \n", + "0.615385 | \n", + "0.615385 | \n", + "0.769231 | \n", + "0.639011 | \n", + "0.082273 | \n", + "19 | \n", + "
| 17 | \n", + "0.000431 | \n", + "0.000071 | \n", + "0.000849 | \n", + "0.000045 | \n", + "86 | \n", + "{'n_neighbors': 86} | \n", + "0.642857 | \n", + "0.642857 | \n", + "0.642857 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.461538 | \n", + "0.615385 | \n", + "0.692308 | \n", + "0.615385 | \n", + "0.692308 | \n", + "0.631319 | \n", + "0.064145 | \n", + "20 | \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", + "
| \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", + "