diff --git a/Code/Day 1_Data_Preprocessing.ipynb b/Code/Day 1_Data_Preprocessing.ipynb index 9f26c9c..7d250ac 100644 --- a/Code/Day 1_Data_Preprocessing.ipynb +++ b/Code/Day 1_Data_Preprocessing.ipynb @@ -41,23 +41,10 @@ "metadata": {}, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ - "Step 2: Importing dataset\n", - "X\n", - "[['France' 44.0 72000.0]\n", - " ['Spain' 27.0 48000.0]\n", - " ['Germany' 30.0 54000.0]\n", - " ['Spain' 38.0 61000.0]\n", - " ['Germany' 40.0 nan]\n", - " ['France' 35.0 58000.0]\n", - " ['Spain' nan 52000.0]\n", - " ['France' 48.0 79000.0]\n", - " ['Germany' 50.0 83000.0]\n", - " ['France' 37.0 67000.0]]\n", - "Y\n", - "['No' 'Yes' 'No' 'No' 'Yes' 'Yes' 'No' 'Yes' 'No' 'Yes']\n" + "Step 2: Importing dataset\nX\n[['France' 44.0 72000.0]\n ['Spain' 27.0 48000.0]\n ['Germany' 30.0 54000.0]\n ['Spain' 38.0 61000.0]\n ['Germany' 40.0 nan]\n ['France' 35.0 58000.0]\n ['Spain' nan 52000.0]\n ['France' 48.0 79000.0]\n ['Germany' 50.0 83000.0]\n ['France' 37.0 67000.0]]\nY\n['No' 'Yes' 'No' 'No' 'Yes' 'Yes' 'No' 'Yes' 'No' 'Yes']\n" ] } ], @@ -109,12 +96,12 @@ } ], "source": [ - "# If you use the newest version of sklearn, use the lines of code commented out", - "# from sklearn.impute import SimpleImputer", - "# imputer = SimpleImputer(missing_values=\"NaN\", strategy=\"mean\")", - "from sklearn.preprocessing import Imputer\n", + "# If you use the newest version of sklearn, use the lines of code commented out\n", + "from sklearn.impute import SimpleImputer\n", + "imputer = SimpleImputer(missing_values=np.nan, strategy=\"mean\")\n", + "#from sklearn.preprocessing import Imputer\n", "# axis=0表示按列进行\n", - "imputer = Imputer(missing_values = \"NaN\", strategy = \"mean\", axis = 0)\n", + "#imputer = Imputer(missing_values = \"NaN\", strategy = \"mean\", axis = 0)\n", "imputer = imputer.fit(X[ : , 1:3])\n", "X[ : , 1:3] = imputer.transform(X[ : , 1:3])\n", "print(\"---------------------\")\n", @@ -329,9 +316,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.5" + "version": "3.8.3-final" } }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file