{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# DSAI HW1 Peak Load Forecasting\n", "\n", "### 目標\n", "\n", "- 利用 2017 年到 2018 年的電力相關資訊預測未來 2019/04/02 - 2019/04/08 的電力尖峰負載。\n", "\n", "### Import Data\n", "\n", "- 使用到的檔案包含:\n", "\n", " - Power2017-2018.csv - 2017/01/01 到 2018/11/30 的所有電力資料\n", " \n", " - Power2018-2019.csv - 2018/01/01 到 2019/02/28 的所有電力資料\n", " \n", " - Taipei_temperature.csv - 2017/01/01 到 2019/02/28 台北每日的平均氣溫、最高氣溫與最低氣溫\n", " \n", " - Kaohsiung_temperature.csv - 2017/01/01 到 2019/02/28 高雄每日的平均氣溫、最高氣溫與最低氣溫\n", " \n", " - Future_temperature.csv - 2019/04/02 到 2019/04/08 中央氣象局預測的台北與高雄每日的最高氣溫與最低氣溫" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "import codecs\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.ticker as ticker\n", "from sklearn.linear_model import RANSACRegressor\n", "from sklearn.preprocessing import PolynomialFeatures\n", "from sklearn.pipeline import make_pipeline\n", "from sklearn.metrics import mean_squared_error\n", "from pandas.plotting import register_matplotlib_converters\n", "register_matplotlib_converters()\n", "\n", "date_parser = lambda x: pd.datetime.strptime(x, \"%Y%m%d\")\n", "date_parser2 = lambda x: pd.datetime.strptime(x, \"%Y-%m-%d\")\n", "\n", "with codecs.open('Data/Power2017-2018.csv','r','utf-8-sig') as f:\n", " data2017 = pd.read_csv(f, encoding='utf-8', parse_dates=['日期'], date_parser=date_parser, index_col=['日期'])\n", " f.close()\n", "\n", "with codecs.open('Data/Power2018-2019.csv','r','utf-8-sig') as f:\n", " data2018 = pd.read_csv(f, encoding='utf-8', parse_dates=['日期'], date_parser=date_parser, index_col=['日期'])\n", " f.close()\n", " \n", "with open('Data/Taipei_temperature.csv','r') as f:\n", " taipei_temperature = pd.read_csv(f, encoding='utf-8', parse_dates=True, date_parser=date_parser2, index_col=0)\n", " f.close()\n", " \n", "with open('Data/Kaohsiung_temperature.csv','r') as f:\n", " Kaohsiung_temperature = pd.read_csv(f, encoding='utf-8', parse_dates=True, date_parser=date_parser2, index_col=0)\n", " f.close()\n", "\n", "with open('Data/Future_temperature.csv','r') as f:\n", " Future_temperature = pd.read_csv(f, encoding='utf-8', parse_dates=True, date_parser=date_parser2, index_col=0)\n", " f.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data Exploring\n", "\n", "- 取出只有單獨年份的尖峰負載資料,並且畫出箱型圖來簡單的觀察資料分布。\n", "\n", "- 可以發現在 2018 年資料分布得比較密集,造成了最低的幾筆數據被判定為異常值,而除了第三四分位數之外,整體數據也較 2017 年有些微的增加。" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "peaking_power2017 = data2017['2017-01-01':'2017-12-31'][data2017.columns[1]]\n", "peaking_power2018 = data2018['2018-01-01':'2018-12-31'][data2018.columns[1]]\n", "\n", "fig, ax = plt.subplots(figsize=(8, 7))\n", "ax.boxplot([peaking_power2017, peaking_power2018], labels=[2017, 2018])\n", "ax.set_title('Peaking Power Box Plot')\n", "ax.set_ylim([18000, 39000])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "- 接著我們分別畫出 2017 年與 2018 年中,尖峰負載隨著時間變化的趨勢圖。\n", "\n", "- 可以發現兩年的尖峰負載都有明顯的在夏天較高的趨勢,因此氣溫或許是非常值得納入考量的重要因素。此外兩年的變化趨勢也有一些差異,2018 年較早的在六月左右就達到高峰,2017 年則較晚達到並且一直延續到十月都一直處在高峰。" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 1, figsize=(16, 10))\n", "\n", "ax = axes[0] \n", "ax.plot(peaking_power2017)\n", "ax.set_title('Peaking Power of 2017')\n", "ax.set_ylim([19000, 38000])\n", "\n", "ax = axes[1]\n", "ax.plot(peaking_power2018)\n", "ax.set_title('Peaking Power of 2018')\n", "ax.set_ylim([19000, 38000])\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 可以發現數值具有週期性的變化且大致與星期相符,因此嘗試將所有資料以星期一到星期天作為分類,看看是否具有可觀察到的趨勢。\n", "\n", "- 透過箱型圖我們可以發現,星期一到星期五的數據分布較為相近,中位數幾乎都維持在 30000MW 左右,不過星期一整體而言略低一些,而假日的星期六與星期天則有明顯程度不同的下降趨勢,可以想見之後的分析會需要以星期天數或假期與否作為區分。" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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AK4C9JzjUwcDaqrq5qn4BnAEcmSTAYcDZbbvTgKO24VokSZLmtEnNMUuyIMka4MfARVV1+cC6RcCrgP81sMsz2tDnBUkOamVLgVsHtlnXyvYA7qyqzVuUS5IkzSuTCmZVdX9VLafrFTs4yZMGVv8D8LWq+np7fhXw+Db0+RHgc608Yx16nPKHSLIyyUiSkQ0bNkym6pIkSXPGlO7KrKo7gUuAIwCSHAcMAW8d2Oau0aHPqjofWJRkT7qesH0GDrc3cBtwO7B7koVblI91/pOqariqhoeGhqZSdUmSpN6bzF2ZQ0l2b8u7AM8FvpPkdcDhwMur6j8Gtv+VNm+MJAe3c9wBXAksa3dg7gQcDaxqc9QuBl7aDrEC+PxMXaAkSdJcsXDiTdgLOK3dVfkI4KyqOi/JZuAHwKUth53b7sB8KfCGtv5e4OgWvjYneRNwIbAAOKWqbmjneAdwRpL3AlcDJ8/cJUqSJM0N6TLT3DM8PFwjIyMzdrwk9Lkt+ly/PtcNrN90Wb/psX7brs912x7m2/XON0lWV9XwRNv5zf+SJEk9YTCTJEnqCYOZJElSTxjMJEmSesJgJkmS1BMGM0mSpJ4wmEmSJPWEwUySJKknDGaSJEk9YTCTJEnqCYOZJElSTxjMJEmSesJgJkmS1BMGM0mSpJ4wmEmSJPWEwUySJKknDGaSJEk9YTCTJEnqCYOZJElSTxjMJEmSesJgJkmS1BMLZ7sCkiRJW5Nkxo9ZVTN+zJliMJMkSb012RCVpNeBa7IcypQkSeoJg5kkSVJPGMwkSZJ6wmAmSZLUEwYzSZKknjCYSZIk9YTBTJIkqScMZpIkST3hF8xK0jxWx+0Gxz96tqsxpjput9mugvSwM5hJ0jyWE+7q7belJ6GOn+1aSA+vCYcyk+yc5Iok1yS5IckJrXz/JJcnuSnJmUl2auWPbM/XtvX7DRzrna38u0kOHyg/opWtTXLszF+mJEkza8mSJSSZsQcwo8dbsmTJLLeQtsVkeszuAw6rqnuSLAK+keQC4K3Ah6rqjCQfA14LnNj+3VRVT0hyNPB+4PeTHAgcDRwEPA74UpIntnN8FHgesA64Msmqqvr2DF6npB1Un4fiwOG4HdmmTZt629sI2+ePf2v7mzCYVfequ6c9XdQeBRwG/NdWfhpwPF0wO7ItA5wN/H26V8eRwBlVdR/w/SRrgYPbdmur6maAJGe0bQ1mmhcMFtPT56E4cDhO0tRMao5ZkgXAauAJdL1b3wPurKrNbZN1wNK2vBS4FaCqNif5CbBHK79s4LCD+9y6RfnTp3wlmjUGi+kxWEiSRk0qmFXV/cDyJLsDnwUOGGuz9u9Yfac1TvlY89zG/C2VZCWwEmDfffedoNZ6uBgsJEmaGVP6HrOquhO4BDgE2D3JaLDbG7itLa8D9gFo6x8NbBws32KfrZWPdf6Tqmq4qoaHhoamUnVJkqTem8xdmUOtp4wkuwDPBW4ELgZe2jZbAXy+La9qz2nrv9Lmqa0Cjm53be4PLAOuAK4ElrW7PHeiu0Fg1UxcnCRJ0lwymaHMvYDT2jyzRwBnVdV5Sb4NnJHkvcDVwMlt+5OBT7XJ/RvpghZVdUOSs+gm9W8G3tiGSEnyJuBCYAFwSlXdMGNXKEmSNEekz3ODxjM8PFwjIyMzdrwk/Z8n1dP69bluYP2my/pNj/Xbdn2uG1i/vun79SZZXVXDE23n38qUJEnqCf8kU+NXPkiSpNlmMGv8ygdJkjTbHMqUJEnqCYOZJElSTxjMJEmSesJgJkmS1BMGM0mSpJ4wmEmSJPWEwUySJKknDGaSJEk9YTCTJEnqCYOZJElSTxjMJEmSesJgJkmS1BMGM0mSpJ4wmEmSJPWEwUySJKknDGaSJEk9YTCTJEnqiYWzXQFJkjT/LFmyhE2bNs3oMZPM2LEWL17Mxo0bZ+x4k2Uw04yYyR+GmbZ48eLZroIkaQubNm2iqma7Gls1W7/XDGaatpn+wUrS6x/W7cFgOz22n6QdhcFMmmUG2+mx/STtSJz8L0mS1BP2mEnSPNfXoWCHgTUfGcwkaR5zKFjqF4cyJUmSesJgJkmS1BMOZQ7o6zwLcK6FJEnzgcGscZ6FJEmabQ5lSpIk9YTBTJIkqScmDGZJ9klycZIbk9yQ5M2t/Mwka9rjliRrWvl+Se4dWPexgWM9Lcl1SdYm+XDapK4kS5JclOSm9q8TqiRJ0rwzmR6zzcDbquoA4BDgjUkOrKrfr6rlVbUcOAc4d2Cf742uq6rXD5SfCKwElrXHEa38WODLVbUM+HJ7LkmSNK9MGMyqan1VXdWW7wZuBJaOrm+9Xr8HfHq84yTZC9itqi6tblb8J4Gj2uojgdPa8mkD5ZIkSfPGlOaYJdkPeApw+UDxs4AfVdVNA2X7J7k6yVeTPKuVLQXWDWyzjgcC3mOraj10QRB4zFTqJUmStCOY9NdlJNmVbsjyLVV118Cql/Pg3rL1wL5VdUeSpwGfS3IQMNaXhE3p+ySSrKQbCmXfffedyq6SJEm9N6kesySL6ELZ6VV17kD5QuC/AGeOllXVfVV1R1teDXwPeCJdD9neA4fdG7itLf+oDXWODnn+eKx6VNVJVTVcVcNDQ0OTu0JJkqQ5YjJ3ZQY4Gbixqj64xernAt+pqnUD2w8lWdCWf5Vukv/NbYjy7iSHtGMeA3y+7bYKWNGWVwyUS5IkzRuT6TF7JvAq4LCBr8B4YVt3NA+d9P9s4Nok1wBnA6+vqo1t3RuAjwNr6XrSLmjl7wOel+Qm4HntuSRJ0rySufpng4aHh2tkZGS2q7FV/kmmbWfbTY/tNz223/TMp/br+7Vav+mZ6folWV1VwxNt5zf/S5Ik9YTBTJIkqScMZpIkST1hMJMkSeoJg5kkSVJPGMwkSZJ6wmAmSZLUEwYzSZKknpj0HzGXJEkPqON2g+MfPdvV2Ko6brfZroK2gcFMkqRtkBPu6v831x8/27XQVDmUKUmS1BMGM0mSpJ4wmEmSJPWEwUySJKknDGaSJEk9YTCTJEnqCYOZJElSTxjMJEmSesJgJkmS1BMGM0mSpJ4wmEmSJPWEwUySJKknDGaSJEk9YTCTJEnqCYOZJElSTxjMJEmSesJgJkmS1BMGM0mSpJ5YONsVkCRprkoy21XYqsWLF892FcZVx+0Gxz96tquxVXXcbrNyXoOZJEnboKpm9HhJZvyYfZYT7ur19Sahjn/4z+tQpiRJUk8YzCRJknrCYCZJktQTEwazJPskuTjJjUluSPLmVn58kh8mWdMeLxzY551J1ib5bpLDB8qPaGVrkxw7UL5/ksuT3JTkzCQ7zfSFSpIk9d1kesw2A2+rqgOAQ4A3JjmwrftQVS1vj/MB2rqjgYOAI4B/SLIgyQLgo8ALgAOBlw8c5/3tWMuATcBrZ+j6JEmS5owJg1lVra+qq9ry3cCNwNJxdjkSOKOq7quq7wNrgYPbY21V3VxVvwDOAI5Md6/xYcDZbf/TgKO29YIkSZLmqinNMUuyH/AU4PJW9KYk1yY5JcnoF6YsBW4d2G1dK9ta+R7AnVW1eYtySZKkeWXSwSzJrsA5wFuq6i7gRODXgOXAeuADo5uOsXttQ/lYdViZZCTJyIYNGyZbdUmSpDlhUsEsySK6UHZ6VZ0LUFU/qqr7q+o/gH+kG6qErsdrn4Hd9wZuG6f8dmD3JAu3KH+IqjqpqoaranhoaGgyVZckSZozJnNXZoCTgRur6oMD5XsNbPYS4Pq2vAo4Oskjk+wPLAOuAK4ElrU7MHeiu0FgVXVf+3sx8NK2/wrg89O7LEmSpLlnMn+S6ZnAq4DrkqxpZe+iu6tyOd2w4y3AHwFU1Q1JzgK+TXdH5xur6n6AJG8CLgQWAKdU1Q3teO8AzkjyXuBquiAoSZI0r6TPf6dqPMPDwzUyMjLb1diq+fY3z2aSbTc9tt/02H7TY/ttu/nWdn2/3pmuX5LVVTU80XZ+878kSVJPGMwkSZJ6wmAmSZLUEwYzSZKknjCYSZIk9cRkvi5DkiRpxnVfldpPixcvnnij7cBgJkmSHnYz/VUZff/6jclyKFOSJKknDGaSJEk9YTCTJEnqCYOZJElSTxjMJEmSesJgJkmS1BMGM0mSpJ4wmEmSJPWEwUySJKknDGaSJEk9YTCTJEnqCYOZJElSTxjMJEmSesJgJkmS1BMGM0mSpJ4wmEmSJPWEwUySJKknDGaSJEk9YTCTJEnqCYOZJElSTxjMJEmSesJgJkmS1BMGM0mSpJ4wmEmSJPWEwUySJKknDGaSJEk9MWEwS7JPkouT3JjkhiRvbuV/m+Q7Sa5N8tkku7fy/ZLcm2RNe3xs4FhPS3JdkrVJPpwkrXxJkouS3NT+Xby9LliSJKmvJtNjthl4W1UdABwCvDHJgcBFwJOq6snAvwLvHNjne1W1vD1eP1B+IrASWNYeR7TyY4EvV9Uy4MvtuSRJ0rwyYTCrqvVVdVVbvhu4EVhaVV+sqs1ts8uAvcc7TpK9gN2q6tKqKuCTwFFt9ZHAaW35tIFySZKkeWNKc8yS7Ac8Bbh8i1V/AFww8Hz/JFcn+WqSZ7WypcC6gW3WtTKAx1bVeuiCIPCYqdRLkiRpR7Bwshsm2RU4B3hLVd01UP5ndMOdp7ei9cC+VXVHkqcBn0tyEJAxDltTqWySlXRDoey7775T2VWSJKn3JtVjlmQRXSg7varOHShfAbwIeEUbnqSq7quqO9ryauB7wBPpesgGhzv3Bm5ryz9qQ52jQ54/HqseVXVSVQ1X1fDQ0NDkr1KSJGkOmMxdmQFOBm6sqg8OlB8BvAP43ar62UD5UJIFbflX6Sb539yGKO9Ockg75jHA59tuq4AVbXnFQLkkSdK8MZmhzGcCrwKuS7Kmlb0L+DDwSOCi9q0Xl7U7MJ8NvCfJZuB+4PVVtbHt9wbgVGAXujlpo/PS3gecleS1wL8BL5vmdUmSJM05aSOQc87w8HCNjIzMdjW2KglztW1nm203Pbbf9Nh+02P7bTvbbnr63n5JVlfV8ETbTXryv6TZ1XqmZ3TbPr+JSdJ8ZDCT5ghDlCTt+PxbmZIkST1hMJMkSeoJg5kkSVJPGMwkSZJ6wmAmSZLUEwYzSZKknjCYSZIk9YTBTJIkqScMZpIkST1hMJMkSeoJg5kkSVJPGMwkSZJ6wmAmSZLUEwYzSZKknjCYSZIk9cTC2a6A5o8kM75tVW1rdSRJ6h2DmR42hihJksbnUKYkSVJP2GMmaV5wKF3SXGAwkzQvGKIkzQUOZUqSJPWEwUySJKknDGaSJEk9YTCTJEnqCYOZJElSTxjMJEmSesJgJkmS1BMGM0mSpJ4wmEmSJPWEwUySJKknDGaSJEk9MWEwS7JPkouT3JjkhiRvbuVLklyU5Kb27+JWniQfTrI2ybVJnjpwrBVt+5uSrBgof1qS69o+H85U/tqwJGm7SzKpx1S3lfRgk+kx2wy8raoOAA4B3pjkQOBY4MtVtQz4cnsO8AJgWXusBE6ELsgBxwFPBw4GjhsNc22blQP7HTH9S9s+fHOSNB9V1Yw/JD3UhMGsqtZX1VVt+W7gRmApcCRwWtvsNOCotnwk8MnqXAbsnmQv4HDgoqraWFWbgIuAI9q63arq0up+Uj85cKze8c1JkiRtL1OaY5ZkP+ApwOXAY6tqPXThDXhM22wpcOvAbuta2Xjl68YoH+v8K5OMJBnZsGHDVKouSZLUe5MOZkl2Bc4B3lJVd4236RhltQ3lDy2sOqmqhqtqeGhoaKIqS5IkzSmTCmZJFtGFstOr6txW/KM2DEn798etfB2wz8DuewO3TVC+9xjlkiRpnptvc7snc1dmgJOBG6vqgwOrVgGjd1auAD4/UH5MuzvzEOAnbajzQuD5SRa3Sf/PBy5s6+5Ockg71zEDx5IkSfPYfJvbvXAS2zwTeBVwXZI1rexdwPuAs5K8Fvg34GVt3fnAC4G1wM+A1wBU1cYkfwlc2bZ7T1VtbMtvAE4FdgEuaA9JkqR5JX1PjlszPDxcIyMjs10NSZJmRJLe9+Zo2yVZXVXDE203mR4zSZK0jaYyp2my2xrgdlwGM0mStiNDlKbCv5UpSZLUEwYzSZKknjCYSZIk9YTBTJIkqScMZpIkST0DlvnuAAAKYElEQVRhMJMkSeoJg5kkSVJPGMwkSZJ6wmAmSZLUEwYzSZKknjCYSZIk9YTBTJIkqScMZpIkST2RufpX75NsAH4w2/UYx57A7bNdiTnKtpse2296bL/psf22nW03PX1vv8dX1dBEG83ZYNZ3SUaqani26zEX2XbTY/tNj+03PbbftrPtpmdHaT+HMiVJknrCYCZJktQTBrPt56TZrsAcZttNj+03Pbbf9Nh+2862m54dov2cYyZJktQT9phJkiT1hMFsQJJK8qmB5wuTbEhy3gwd//gkfzITx+qLJHskWdMe/57khwPPd9oO5/tGkuUzfdztJcmHkrxl4PmFST4+8PwDSd46yWNt19dPklcn+fvtdfyZMs5r7s4k334Yzj8n2mk6ktw/0MZrkuw3xjaPS3L2Vva/JMmcvztuPEn+LMkNSa5tbfT0cbZ9dZLHzcA5d9h2nUp7TuGYc/J37sLZrkDP/BR4UpJdqupe4HnAD2e5Tr1WVXcAy6H7IQDuqaq/m9VK9cu3gJcB/1+SR9B9z85uA+v/E/CWsXbU2Lb2mmvhYZs/RCVZWFWbZ6KOO4B7q2qrH4BaW90GvPRhrFNvJHkG8CLgqVV1X5I9gfE+iL4auB64bQrnmDevx21ozx2aPWYPdQHwn9vyy4FPj65IsiTJ51qivyzJk1v58UlOaZ9mbk7y3wb2+bMk303yJeDXB8r/MMmVSa5Jck6SX0ryqCTfT7KobbNbkltGn88lSZ6QZM3A82OTvLstL2s9R6uTfC3JE1v50Umub21ycSv7pSSfaW1+BrDzwDFPSjLSPmX9RSs7PMlnBrZ5QZKzHqbLHss36cIXwEF0b853J1mc5JHAAcDVSd7eXg/XJjlhdOdxXj+XJHl/kiuS/GuSZ7XyBUn+duBYf9TK92ptvaa18ej2r2n7fxV45sDxX5zk8iRXJ/lSkscmeUSSm5IMtW0ekWRtexPtiwVJ/rG9Jr6YZBd4cE9Dkj2T3NKWX91eX18AvjiP2mnKxmir/ZJc39btkuSM9po7E9hlYL8TB35OT2hl/3eSzw5s87wk5z7c1zQNewG3V9V9AFV1e1XdluQv2s/e9e39KUleCgwDp7fX1S7tfX1PgCTDSS5py8e3/b4IfHIetevW2nO8dtpxf+dWlY/2AO4BngycTRcA1gCHAue19R8BjmvLhwFr2vLxdD0jj6TrEbkDWAQ8DbgO+CW6XpK1wJ+0ffYYOO97gT9uy58AjmrLK4EPzHa7TKH9jh+4vieMtk97fizw7rZ8MfBrbfmZwBfb8o3AY9vy7u3fPwVOastPAe4HlrfnS9q/C4GvAwfSfdj47mj7AmcBL5jldrkF2Bf4I+D1wF8CL2zX/jXg+XR3E6XV/zzg2RO8fi4ZfW20Y31p4DUz2s6PBEaA/YG3AX/WyhcAj6J7M/w3YIju0+k3gb9v2yzmgZuDXjdwruOAt7Tl5wPn9Og1tx+weeD1cRbwyoH2Gm7LewK3tOVXA+sGXks7ZDttQ7veT/f+twb47Fbaaj/g+rb8VuCUtvzk9v8w2t6j2y9o/w9Pbq/17wBDbd0/Ay+e7eueQvvs2trmX4F/AJ4zeK1t+VOj1zT4+mvPbwH2bMvDwCUDr+fVwC7zqV3Hac/x2mmH/Z1rj9kWqupaujeclwPnb7H6d+h+2KiqrwB7JHl0W/cvVXVfVd0O/Bh4LPAsuje1n1XVXcCqgWM9KcnXk1wHvIKuNwXg48Br2vJr6F40O4wkuwOHAOek61H7KDA69+KbdJ8SX8cDvbnPBv4JoKquBm4YONzLk1wFXEXX83RgVf0H3ZvRf02yhO4H9Yvb96omNNpr9p+AS9tj9Pm36H5xPx+4mu5afgNYxvivH4DRT8Kr6V6ztOMc09r2cmCPdqwrgdekG/r7zaq6G3g63Rvdhqr6BXDmwLH3Bi5sr8+388Dr8xTgmLb8B/Tv9fn9qhrtqR1sl/FcVFUb2/J8aaeJ3FtVy9vjJQPlg201aPDn9Frg2oF1v9d+Tq+ma58Dq/st+Cngle094Rl0oxVzQlXdQ/feshLYAJyZ5NXA/9V6UK+j+/B+0NaPslWrqptKA/OkXcdpz/HssL9znWM2tlXA39H1lu0xUJ4xth39vpH7Bsru54G23dr3kZxKl9KvaS/AQwGq6pttiOA5wIKqun4b6t8Hm3nwUPnOrSx0XdZjzV/5Q7pfgi8CrkkbKmaMNkyyDHgzcHBV3Znkn3hgmPMU4Jy2fGZV3T/di5mmb9GFsN+kG8q8la5n5i66uh4K/E1V/c/BndLdNDDe99mMvuYGX2+h+yR44ZYbJ3k23TD9p5L8bTv/1o7/EeCDVbUqyaF0n1CpqluT/CjJYXT/V68Yp36zYcufw9Ghn8HX48482E9HF6rqa/OknbbVT8dZN9bP6f7AnwC/XVWbkpzKA+3/CeALwM+Bz9Qcm0/V3lcuAS5pv+z/iK7Xarj9/x/PQ19royb1ehw91ZY774jtOkZ7rmD8dtphf+faYza2U4D3VNV1W5R/jfYG296Eb2+pfGu+BrykzRN4FPDigXWPAta3sewt37Q/STe3bdaT+zT8O/C4dHOpdqbN26uqTXTX/RL4P/Nvfqvt86tVdRnw58AmYCkPbvPf4oFPObsBdwN3JdkLOHz0xFV1K90fsj2W7odxtn2TLmxurKr7W4/D6KfZS4ELgT9IsitAkqVJHsP4r5+tuRB4w8CciScm+eUkjwd+XFX/CJwMPJWuR+3QdHc5LqK7SWHUo3ngxpcVW5zj43Sf4s/qQeidrFvoPpHDOBPWbadtNvhz+iS6gALdz+lPgZ8keSzwgtEdqrt54Dbg3fTj53TSkvx6+3A4ajndFAqA29vP8uDr7G669/xRt/DA6/H/GedU86Jdt9KeP2Dy7TRqh/ida4/ZGKpqHfA/xlh1PPCJJNcCP+Ohb8RbHueqNmFzDd2L7OsDq/+c7g3/B3Rj4oM/tKfTjYF/mjmqqn6e5K/phoZuBga/xuBo4MT2iXInul9e1wAfap8EQzfv7PokNwOntTa/im7OFG3523Q9UDfThZ9B/wzsVlX/uj2ub4quo5sH8c9blO3auuG/mOQA4NIk0M11fOUEr5+t+Tjd8N1V6Q62ATiK7tPh25P873b8Y6pqffs/uBRYT9emC9pxjgc+k+SHwGV089RGraJ7A+vFm9gk/R1wVpJXAV8ZZ7tDmd/ttK1O5IH3xjXAFQCtd2J0CsJYP6en082H2u5fczLDdgU+0oYLN9PNZVoJ3En3s30L3XvfqFOBjyW5l+4D2QnAyUneRfd7YGvmS7turT0PYHLtBOw4v3P95v8eSncXz5FV9arZrstcleRjwKVVddps12VHk+7uxg9V1bNmuy59ZjtNLN33wV1dVSfPdl12JLbr1PTtd649Zj2T5CN03dIvnO26zFVt4vsm4L9NtK2mJsmxwBvYceZMbRe208SSrKYbjnvbbNdlR2K7Tk0ff+faYyZJktQTTv6XJEnqCYOZJElSTxjMJEmSesJgJkmS1BMGM0mSpJ4wmEmSJPXE/w8Am1vOW0dHugAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "peaking_power = pd.concat([peaking_power2017, peaking_power2018])\n", "peaking_power_week = [peaking_power[peaking_power.index.weekday==i] for i in range(7)]\n", "weekdays = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']\n", "\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "ax.boxplot(peaking_power_week, labels=weekdays)\n", "ax.set_title('Peaking Power Box Plot')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 有鑑於我們發現了假期對於尖峰負載的影響,而我們所要預測的期間又剛好包含了清明連假,因此畫出 2017 年與 2018 年清明連假時尖峰負載的詳細趨勢來分析似乎是有必要的。\n", "\n", "- 下面兩張圖分別用紅點標示出了 2017 年與 2018 年清明連假的時間點,可以發現清明連假期間的尖峰負載是明顯下降的,因此之後可能就要以假期的尖峰負載來做預測。" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 1, figsize=(16, 10))\n", "\n", "ax = axes[0] \n", "ax.plot(peaking_power['2017-03-31':'2017-04-09'])\n", "ax.scatter(pd.date_range('2017-04-01', '2017-04-04'), peaking_power['2017-04-01':'2017-04-04'], s=80, c='red')\n", "ax.set_title('Peaking Power of 2017 Qingming Long Weekend')\n", "ax.set_ylim([22000, 30000])\n", "\n", "ax = axes[1]\n", "ax.plot(peaking_power['2018-03-31':'2018-04-09'])\n", "ax.scatter(pd.date_range('2018-04-04', '2018-04-08'), peaking_power['2018-04-04':'2018-04-08'], s=80, c='red')\n", "ax.set_title('Peaking Power of 2018 Qingming Long Weekend')\n", "ax.set_ylim([22000, 30000])\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Weather Data\n", "\n", "- 接著加入收集到的台北與高雄氣溫,並試著計算尖峰負載與各種氣溫資料之間的相關性。\n", "\n", "- 可以發現氣溫與尖峰負載的確有著很高的相關性,比較出人意料的是,與尖峰負載最相關的反而是當日最低氣溫,而台北的相關性似乎也明顯大於高雄的,這些發現也許可以當成未來預測時的一個方向。" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Temperature:\n", " Taipei 0.7447941425096896\n", " Kaohsiung 0.69229648022129\n", " Mean 0.7374494289021862\n", "\n", "Max Temperature:\n", " Taipei 0.701026906339014\n", " Kaohsiung 0.651437549559848\n", " Mean 0.7085051808045325\n", "\n", "Min Temperature:\n", " Taipei 0.751502067748771\n", " Kaohsiung 0.6962421890775282\n", " Mean 0.7409504262912289\n" ] } ], "source": [ "mean_temperature = (taipei_temperature['Temperature'] + Kaohsiung_temperature['Temperature']) / 2\n", "mean_max_temperature = (taipei_temperature['T Max'] + Kaohsiung_temperature['T Max']) / 2\n", "mean_min_temperature = (taipei_temperature['T Min'] + Kaohsiung_temperature['T Min']) / 2\n", "\n", "print('Temperature:')\n", "print(' Taipei ', peaking_power.corr(taipei_temperature['Temperature']))\n", "print(' Kaohsiung ', peaking_power.corr(Kaohsiung_temperature['Temperature']))\n", "print(' Mean ', peaking_power.corr(mean_temperature))\n", "print('\\nMax Temperature:')\n", "print(' Taipei ', peaking_power.corr(taipei_temperature['T Max']))\n", "print(' Kaohsiung ', peaking_power.corr(Kaohsiung_temperature['T Max']))\n", "print(' Mean ', peaking_power.corr(mean_max_temperature))\n", "print('\\nMin Temperature:')\n", "print(' Taipei ', peaking_power.corr(taipei_temperature['T Min']))\n", "print(' Kaohsiung ', peaking_power.corr(Kaohsiung_temperature['T Min']))\n", "print(' Mean ', peaking_power.corr(mean_min_temperature))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 接著我們試著將台北與高雄的當日最低氣溫平均之後與尖峰負載放在同一張圖作比較。\n", "\n", "- 儘管前面已經知道了兩者有著很大的關係,但畫出時間趨勢後還是可以看到具有驚人的一致性。" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 1, figsize=(18, 12))\n", "temperature2017 = (taipei_temperature['2017']['T Min'] + Kaohsiung_temperature['2017']['T Min']) / 2\n", "temperature2018 = (taipei_temperature['2018']['T Min'] + Kaohsiung_temperature['2018']['T Min']) / 2\n", "\n", "ax = axes[0] \n", "ax.plot(peaking_power2017, label='Peaking Power')\n", "ax.set_title('Peaking Power and Temperature of 2017')\n", "ax.set_ylabel('Peaking Power (MW)')\n", "ax.set_ylim([19000, 38000])\n", "ax.legend(loc='upper left', shadow=True, fontsize='x-large')\n", "\n", "ax2 = ax.twinx()\n", "#ax2.plot(taipei_temperature['2017']['T Max'], color='tab:orange', label='Taipei Temperature')\n", "ax2.plot(temperature2017, color='tab:red', label='Min Temperature')\n", "ax2.set_ylabel('Temperature ($^o$C)')\n", "ax2.set_ylim([10, 30])\n", "ax2.legend(loc='upper right', shadow=True, fontsize='x-large')\n", "ax = axes[1]\n", "ax.plot(peaking_power2018, label='Peaking Power')\n", "ax.set_title('Peaking Power and Temperature of 2018')\n", "ax.set_ylabel('Peaking Power (MW)')\n", "ax.set_ylim([19000, 38000])\n", "ax.legend(loc='upper left', shadow=True, fontsize='x-large')\n", "\n", "ax2 = ax.twinx()\n", "#ax2.plot(taipei_temperature['2018']['T Max'], color='tab:orange', label='Taipei Temperature')\n", "ax2.plot(temperature2018, color='tab:red', label='Min Temperature')\n", "ax2.set_ylabel('Temperature ($^o$C)')\n", "ax2.set_ylim([10, 30])\n", "ax2.legend(loc='upper right', shadow=True, fontsize='x-large')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data Modeling\n", "\n", "- 依據之前發現的在一星期中有不同分布的結果,並結合氣溫與尖峰負載的高度相關性,我們就可以試圖建立模型來進行之後的預測。\n", "\n", "- 首先我們先將 2017 年與 2018 年的所有資料按照星期一到星期日分成 7 類,並分別進行二次回歸來建立 7 個模型。\n", "\n", "- 由於整年度的各個假期會在 7 個分類中造成許多極端值,因此選用了 RANSAC 來進行回歸,以下分別畫出 7 個分類的分布與預測的回歸線。" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "temperature = pd.concat([temperature2017, temperature2018])\n", "temperature_group = [temperature[temperature.index.weekday==i] for i in range(7)]\n", "peaking_power_group = [peaking_power[peaking_power.index.weekday==i] for i in range(7)]\n", "group_name = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']\n", "\n", "fig, axes = plt.subplots(4, 2, figsize=(12, 24))\n", "regression = [None] * 7\n", "for i in range(7):\n", " regression[i] = make_pipeline(PolynomialFeatures(2), RANSACRegressor(random_state=42))\n", " regression[i].fit(np.array(temperature_group[i]).reshape(-1, 1), peaking_power_group[i])\n", " X = np.arange(10, 30)\n", " y = regression[i].predict(X.reshape(-1, 1))\n", " ax = axes.reshape(-1)[i]\n", " ax.scatter(temperature_group[i], peaking_power_group[i])\n", " ax.plot(X, y, c='red')\n", " ax.set_title(group_name[i])\n", " ax.set_xlabel('Temperature')\n", " ax.set_ylabel('Peaking Power')\n", "fig.delaxes(axes[3,1])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model Validation\n", "\n", "- 在我們所擁有的資料中剛好有一些資料是我們不曾使用的,像是 2019 年一月份的資料,這就剛好可以用來驗證我們的模型在預測上的準確率。\n", "\n", "- 以下利用了上面生成的 7 個模型來預測 2019 年一月份的尖峰負載,並顯示最後預測結果的 RMSE 以及趨勢圖。" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RMSE: 879.7523359415018\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "peaking_power2019 = data2018['2019-01'][data2018.columns[1]]\n", "peaking_power2019_group = [peaking_power2019[peaking_power2019.index.weekday==i] for i in range(7)]\n", "temperature2019 = (taipei_temperature['2019-01']['T Min'] + Kaohsiung_temperature['2019-01']['T Min']) / 2\n", "temperature2019_group = [temperature2019[temperature2019.index.weekday==i] for i in range(7)]\n", "\n", "y_true = []\n", "y_pred = []\n", "for day in pd.date_range('2019-01-01', '2019-01-31'):\n", " y = regression[day.weekday()].predict(np.array(temperature2019[day]).reshape(-1, 1))\n", " y_true.append(peaking_power2019[day])\n", " y_pred.append(y) \n", "\n", "print('RMSE:', np.sqrt(mean_squared_error(y_true, y_pred)))\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(8, 8))\n", "ax.plot(pd.date_range('2019-01-01', '2019-01-31'), y_true, label='True Peaking Power')\n", "ax.plot(pd.date_range('2019-01-01', '2019-01-31'), y_pred, label='Predicted Peaking Power')\n", "ax.legend(loc='upper right', shadow=True, fontsize='medium')\n", "ax.set_title('Predicted Peaking Power')\n", "fig.autofmt_xdate()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Predict Peaking Power\n", "\n", "- 最後我們就可以利用我們的模型來預測 2019/04/02 - 2019/04/08 的電力尖峰負載了。\n", "\n", "- 由於橫跨了清明連假,因此將假期第一天改用周六的模型預測,其餘放假的天數則都改用週日的模型來預測,最後就是預測出來的結果了。" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2018-04-02 28048\n", "2018-04-03 28493\n", "2018-04-04 25518\n", "2018-04-05 24666\n", "2018-04-06 25123\n", "2018-04-07 24881\n", "2018-04-08 29254\n", "dtype: int64\n" ] } ], "source": [ "predict_weekdays = [1, 2, 5, 6, 6, 6, 0]\n", "predict_temperature = (Future_temperature['Taipei T Min'] + Future_temperature['Kaohsiung T Min']) / 2\n", "predict_days = predict_temperature.index\n", "predicted_peaking_Power = pd.Series([0] * 7, index=predict_days)\n", "for i in range(7):\n", " X = np.array(predict_temperature[predict_days[i]]).reshape(-1, 1)\n", " predicted_peaking_Power[predict_days[i]] = regression[predict_weekdays[i]].predict(X)\n", "print(predicted_peaking_Power)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }