From bbff30ad43fdad04f1d1259cb14c00b946cb2086 Mon Sep 17 00:00:00 2001 From: benjas <909336740@qq.com> Date: Tue, 22 Dec 2020 21:08:19 +0800 Subject: [PATCH] =?UTF-8?q?Add=20=E5=8F=98=E9=87=8F=E4=B8=8E=E7=BB=93?= =?UTF-8?q?=E6=9E=9C=E7=9A=84=E5=85=B3=E7=B3=BB?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- ...筑能源利用率预测-checkpoint.ipynb | 158 +++++++++++++++++- .../建筑能源利用率预测.ipynb | 158 +++++++++++++++++- 2 files changed, 314 insertions(+), 2 deletions(-) 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/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/建筑能源利用率预测-checkpoint.ipynb index e742c9a..4e1a158 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/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/建筑能源利用率预测-checkpoint.ipynb @@ -2375,12 +2375,168 @@ "plt.title('Site EUI Distribution');" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "处理完的结果近似正态分布" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 观察哪些变量对结果产生影响" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "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", + "types = list(Alltypes_num[Alltypes_num.values > 100].index) # 获取大于100条的数据" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "figsize(12,10)\n", + "\n", + "# Plot each building\n", + "for b_type in types:\n", + " # Select the building type\n", + " subset = data[data['Largest Property Use Type'] == b_type]\n", + " \n", + " # Density plot pf Engergy Star scores\n", + " sns.kdeplot(subset['score'].dropna(),label = b_type,shade = False, alpha = 0.8)\n", + " \n", + "plt.xlabel('Energy Star Score', size = 20); \n", + "plt.ylabel('Density', size = 20); \n", + "plt.title('Density Plot of Energy Star Scores by Building Type', size = 28);" + ] + }, + { + "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" + ] + }, + { + "cell_type": "markdown", + "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" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Site EUI (kBtu/ft²) -0.723864\n", + "Weather Normalized Site EUI (kBtu/ft²) -0.713993\n", + "Weather Normalized Source EUI (kBtu/ft²) -0.645542\n", + "Source EUI (kBtu/ft²) -0.641037\n", + "Weather Normalized Site Electricity Intensity (kWh/ft²) -0.358394\n", + "Weather Normalized Site Natural Gas Intensity (therms/ft²) -0.346046\n", + "Direct GHG Emissions (Metric Tons CO2e) -0.147792\n", + "Weather Normalized Site Natural Gas Use (therms) -0.135211\n", + "Natural Gas Use (kBtu) -0.133648\n", + "Year Built -0.121249\n", + "Total GHG Emissions (Metric Tons CO2e) -0.113136\n", + "Electricity Use - Grid Purchase (kBtu) -0.050639\n", + "Weather Normalized Site Electricity (kWh) -0.048207\n", + "Latitude -0.048196\n", + "Property Id -0.046605\n", + "Name: score, dtype: float64 \n", + "\n", + "Property Id -0.046605\n", + "Indirect GHG Emissions (Metric Tons CO2e) -0.043982\n", + "Longitude -0.037455\n", + "Occupancy -0.033215\n", + "Number of Buildings - Self-reported -0.022407\n", + "Water Use (All Water Sources) (kgal) -0.013681\n", + "Water Intensity (All Water Sources) (gal/ft²) -0.012148\n", + "Census Tract -0.002299\n", + "DOF Gross Floor Area 0.013001\n", + "Property GFA - Self-Reported (ft²) 0.017360\n", + "Largest Property Use Type - Gross Floor Area (ft²) 0.018330\n", + "Order 0.036827\n", + "Community Board 0.056612\n", + "Council District 0.061639\n", + "score 1.000000\n", + "Name: score, dtype: float64\n" + ] + } + ], + "source": [ + "# Find all correlations and sort\n", + "correlations_data = data.corr()['score'].sort_values()\n", + "\n", + "# Print the most negative correlation\n", + "print(correlations_data.head(15),'\\n')\n", + "\n", + "# Print the most positive correlation\n", + "print(correlations_data.tail(15))" + ] + }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# 选择数字列\n", + "numeric_subset = data.select_dtypes('number')\n", + "\n", + "# 使用数字列的平方根和对数创建列\n", + "for col in numeric_subset.columns:\n", + " # 跳过the Energy Star Score 这一列\n", + " if col == 'score':\n", + " next\n", + " else:\n", + " numeric_subset['sqrt_ '+ col] = np.sqrt(numeric_subset[col])\n", + " numeric_subset['log_' + col] = np.log(numeric_subset[col])\n", + "\n", + "# 选择分类列 \n", + "categorical_subset = data[['Borough','Largest Property Use Type']]\n", + "\n", + "# ne hot 编码\n", + "categorical_subset = pd.get_dummies(categorical_subset)\n", + "\n", + "# 使用concat对两个数据帧进行拼接,确保使用axis = 1来执行列绑定\n", + "features = pd.concat([numeric_subset,categorical_subset],axis =1)\n", + "\n", + "# 放弃没有能源之星评分的建筑物\n", + "features = features.dropna(subset = ['score'])\n", + "\n", + "# 找到与得分之间的相关性\n", + "correlations = features.corr()['score'].dropna().sort_values()" + ] } ], "metadata": { 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/建筑能源利用率预测.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/建筑能源利用率预测.ipynb index e742c9a..4e1a158 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/建筑能源利用率预测.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/建筑能源利用率预测.ipynb @@ -2375,12 +2375,168 @@ "plt.title('Site EUI Distribution');" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "处理完的结果近似正态分布" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 观察哪些变量对结果产生影响" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "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", + "types = list(Alltypes_num[Alltypes_num.values > 100].index) # 获取大于100条的数据" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "figsize(12,10)\n", + "\n", + "# Plot each building\n", + "for b_type in types:\n", + " # Select the building type\n", + " subset = data[data['Largest Property Use Type'] == b_type]\n", + " \n", + " # Density plot pf Engergy Star scores\n", + " sns.kdeplot(subset['score'].dropna(),label = b_type,shade = False, alpha = 0.8)\n", + " \n", + "plt.xlabel('Energy Star Score', size = 20); \n", + "plt.ylabel('Density', size = 20); \n", + "plt.title('Density Plot of Energy Star Scores by Building Type', size = 28);" + ] + }, + { + "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" + ] + }, + { + "cell_type": "markdown", + "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" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Site EUI (kBtu/ft²) -0.723864\n", + "Weather Normalized Site EUI (kBtu/ft²) -0.713993\n", + "Weather Normalized Source EUI (kBtu/ft²) -0.645542\n", + "Source EUI (kBtu/ft²) -0.641037\n", + "Weather Normalized Site Electricity Intensity (kWh/ft²) -0.358394\n", + "Weather Normalized Site Natural Gas Intensity (therms/ft²) -0.346046\n", + "Direct GHG Emissions (Metric Tons CO2e) -0.147792\n", + "Weather Normalized Site Natural Gas Use (therms) -0.135211\n", + "Natural Gas Use (kBtu) -0.133648\n", + "Year Built -0.121249\n", + "Total GHG Emissions (Metric Tons CO2e) -0.113136\n", + "Electricity Use - Grid Purchase (kBtu) -0.050639\n", + "Weather Normalized Site Electricity (kWh) -0.048207\n", + "Latitude -0.048196\n", + "Property Id -0.046605\n", + "Name: score, dtype: float64 \n", + "\n", + "Property Id -0.046605\n", + "Indirect GHG Emissions (Metric Tons CO2e) -0.043982\n", + "Longitude -0.037455\n", + "Occupancy -0.033215\n", + "Number of Buildings - Self-reported -0.022407\n", + "Water Use (All Water Sources) (kgal) -0.013681\n", + "Water Intensity (All Water Sources) (gal/ft²) -0.012148\n", + "Census Tract -0.002299\n", + "DOF Gross Floor Area 0.013001\n", + "Property GFA - Self-Reported (ft²) 0.017360\n", + "Largest Property Use Type - Gross Floor Area (ft²) 0.018330\n", + "Order 0.036827\n", + "Community Board 0.056612\n", + "Council District 0.061639\n", + "score 1.000000\n", + "Name: score, dtype: float64\n" + ] + } + ], + "source": [ + "# Find all correlations and sort\n", + "correlations_data = data.corr()['score'].sort_values()\n", + "\n", + "# Print the most negative correlation\n", + "print(correlations_data.head(15),'\\n')\n", + "\n", + "# Print the most positive correlation\n", + "print(correlations_data.tail(15))" + ] + }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# 选择数字列\n", + "numeric_subset = data.select_dtypes('number')\n", + "\n", + "# 使用数字列的平方根和对数创建列\n", + "for col in numeric_subset.columns:\n", + " # 跳过the Energy Star Score 这一列\n", + " if col == 'score':\n", + " next\n", + " else:\n", + " numeric_subset['sqrt_ '+ col] = np.sqrt(numeric_subset[col])\n", + " numeric_subset['log_' + col] = np.log(numeric_subset[col])\n", + "\n", + "# 选择分类列 \n", + "categorical_subset = data[['Borough','Largest Property Use Type']]\n", + "\n", + "# ne hot 编码\n", + "categorical_subset = pd.get_dummies(categorical_subset)\n", + "\n", + "# 使用concat对两个数据帧进行拼接,确保使用axis = 1来执行列绑定\n", + "features = pd.concat([numeric_subset,categorical_subset],axis =1)\n", + "\n", + "# 放弃没有能源之星评分的建筑物\n", + "features = features.dropna(subset = ['score'])\n", + "\n", + "# 找到与得分之间的相关性\n", + "correlations = features.corr()['score'].dropna().sort_values()" + ] } ], "metadata": {