diff --git a/机器学习竞赛实战_优胜解决方案/建筑能源利用率预测/.ipynb_checkpoints/1_数据预处理_建筑能源利用率预测-checkpoint.ipynb b/机器学习竞赛实战_优胜解决方案/建筑能源利用率预测/.ipynb_checkpoints/1_数据预处理_建筑能源利用率预测-checkpoint.ipynb index f1ac549..6f26914 100644 --- a/机器学习竞赛实战_优胜解决方案/建筑能源利用率预测/.ipynb_checkpoints/1_数据预处理_建筑能源利用率预测-checkpoint.ipynb +++ b/机器学习竞赛实战_优胜解决方案/建筑能源利用率预测/.ipynb_checkpoints/1_数据预处理_建筑能源利用率预测-checkpoint.ipynb @@ -2454,13 +2454,13 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# Create a list of buildings with more than 100 measurements\n", "types = data.dropna(subset=['score'])\n", - "Alltypes_num = types['Largest Property Use Type'].value_counts()\n", + "Alltypes_num = types['Largest Property Use Type'].value_counts() # 使用该特征做计数是因为其没有缺失值\n", "types = list(Alltypes_num[Alltypes_num.values > 100].index)" ] }, @@ -2500,7 +2500,55 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "当特征差异越明显,模型能学到的效果越好,如红色和黄色" + "当特征差异越明显,模型能学到的效果越好,如红色和黄色\n", + "\n", + "我们再看另外一组数据" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "# Create a list of boroughs with more than 100 observations\n", + "boroughs = data.dropna(subset=['score'])\n", + "boroughs = boroughs['Borough'].value_counts()\n", + "boroughs = list(boroughs[boroughs.values > 100].index)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot of distribution of scores for boroughs\n", + "figsize(12, 10)\n", + "\n", + "# Plot each borough distribution of scores\n", + "for borough in boroughs:\n", + " # Select the building type\n", + " subset = data[data['Borough'] == borough]\n", + " \n", + " # Density plot of Energy Star scores\n", + " sns.kdeplot(subset['score'].dropna(),\n", + " label = borough);\n", + " \n", + "# label the plot\n", + "plt.xlabel('Energy Star Score', size = 20); plt.ylabel('Density', size = 20); \n", + "plt.title('Density Plot of Energy Star Scores by Borough', size = 28);" ] }, { @@ -2508,7 +2556,10 @@ "metadata": {}, "source": [ "## 特征和标签之间的相关性\n", - "Pearson 相关系数,帮助我们筛选特征" + "Pearson 相关系数,帮助我们筛选特征,其得到两个变量之间线性关系的强度和方向的度量。负数表示负相关,越大影响越大,正数表示正相关,越大影响越大。\n", + "\n", + "\n", + "虽然特征之间可能存在非线性关系,且相关系数不能解释特征之间的交互作用,但依然是探索数据的一种较好方式。" ] }, { @@ -2571,9 +2622,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Site EUI(kBtu /ft²) 和 EUI - Weather Normalized Site EUI (kBtu /ft²)呈现明显负相关,单位用电量越多,能源利用率越低。\n", + "Site EUI(kBtu /ft²) 和 EUI - Weather Normalized Site EUI (kBtu /ft²)呈现高负相关,单位用电量强度越高,能源利用率越低。这也符合我们的场景,这是线性相关。\n", "\n", - "还需要考虑非线性变换的特征,如平方、log等,对于类别变量还可以用one-hot encode。" + "为了解释非线性相关,可以对特征进行,如平方、log等,然后根据分数计算相关系数。而对于建筑类型或行政区这些类别变量还可以用one-hot encode。" ] }, {