preprocessing_energy.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"preprocessing_may.ipynb","provenance":[],"collapsed_sections":[],"authorship_tag":"ABX9TyO665OBmiH7V6SwgEbFGJgg"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","execution_count":2,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"jlUcTHDa2mNM","executionInfo":{"status":"ok","timestamp":1651436882807,"user_tz":300,"elapsed":1009,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"b03343af-5f1a-4378-f21d-0a71853502d8"},"outputs":[{"output_type":"stream","name":"stdout","text":["Drive already mounted at /content/gdrive; to attempt to forcibly remount, call drive.mount(\"/content/gdrive\", force_remount=True).\n"]}],"source":["from google.colab import drive\n","\n","\n","drive.mount('/content/gdrive')"]},{"cell_type":"code","source":["cd gdrive/My Drive/Colab Notebooks/project_paylocity/ashrae-energy-prediction"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"TqICWycLFuaI","executionInfo":{"status":"ok","timestamp":1651436883366,"user_tz":300,"elapsed":319,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"de2049c0-eaa8-4ac1-f3d3-aa0d12c86a4b"},"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["/content/gdrive/My Drive/Colab Notebooks/project_paylocity/ashrae-energy-prediction\n"]}]},{"cell_type":"code","source":["import pandas as pd\n","import numpy as np\n","import matplotlib.pyplot as plt\n","import ast\n","from collections import Counter\n","import datetime\n","import seaborn as sns"],"metadata":{"id":"kT548K8uF0wU","executionInfo":{"status":"ok","timestamp":1651436885577,"user_tz":300,"elapsed":2214,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":4,"outputs":[]},{"cell_type":"code","source":["weather_train = pd.read_csv('weather_train.csv')\n","train = pd.read_csv('train.csv')\n","building_metadata = pd.read_csv('building_metadata.csv')\n"],"metadata":{"id":"4OpPAfVPGFm7","executionInfo":{"status":"ok","timestamp":1651436893915,"user_tz":300,"elapsed":8343,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":5,"outputs":[]},{"cell_type":"code","source":["train.head(2)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":111},"id":"vCfTOkKkI0sC","executionInfo":{"status":"ok","timestamp":1651434021554,"user_tz":300,"elapsed":209,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"e72af4bd-e6a7-4b07-84a2-05381d17ce12"},"execution_count":20,"outputs":[{"output_type":"execute_result","data":{"text/plain":["   building_id  meter            timestamp  meter_reading\n","0            0      0  2016-01-01 00:00:00            0.0\n","1            1      0  2016-01-01 00:00:00            0.0"],"text/html":["\n","  <div 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NaN              1019.7             0.0   \n","1             21.1               -1.0              1020.2            70.0   \n","\n","   wind_speed  \n","0         0.0  \n","1         1.5  "],"text/html":["\n","  <div id=\"df-841aa620-40d7-44b0-ba3f-e838274effc8\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>site_id</th>\n","      <th>timestamp</th>\n","      <th>air_temperature</th>\n","      <th>cloud_coverage</th>\n","      <th>dew_temperature</th>\n","      <th>precip_depth_1_hr</th>\n","      <th>sea_level_pressure</th>\n","      <th>wind_direction</th>\n","  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data"],"metadata":{"id":"8FrcsuJMOfIU","executionInfo":{"status":"ok","timestamp":1651435540786,"user_tz":300,"elapsed":5,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":47,"outputs":[]},{"cell_type":"code","source":["#meter is {0: electricity, 1: chilledwater, 2: steam, 3: hotwater}"],"metadata":{"id":"Ewh6dHnsMlLN","executionInfo":{"status":"ok","timestamp":1651435001980,"user_tz":300,"elapsed":202,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":38,"outputs":[]},{"cell_type":"code","source":[""],"metadata":{"id":"qQ8WnrN0ZdkW"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["#aim is to predict on meter_reading and evaluate on the metric"],"metadata":{"id":"CwIg40xZM9rf","executionInfo":{"status":"ok","timestamp":1651435118961,"user_tz":300,"elapsed":4,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":39,"outputs":[]},{"cell_type":"code","source":["train.isnull().sum()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"90fg2z4lHM3-","executionInfo":{"status":"ok","timestamp":1651433634748,"user_tz":300,"elapsed":1621,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"038168e5-4fba-4471-a58e-24bcc110a09b"},"execution_count":11,"outputs":[{"output_type":"execute_result","data":{"text/plain":["building_id      0\n","meter            0\n","timestamp        0\n","meter_reading    0\n","dtype: int64"]},"metadata":{},"execution_count":11}]},{"cell_type":"code","source":["building_metadata.isnull().sum()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5jBidptLHYKj","executionInfo":{"status":"ok","timestamp":1651433647502,"user_tz":300,"elapsed":254,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"625c0bf8-4ffa-4024-e45a-772ecff71839"},"execution_count":12,"outputs":[{"output_type":"execute_result","data":{"text/plain":["site_id           0\n","building_id       0\n","primary_use       0\n","square_feet       0\n","year_built      774\n","floor_count    1094\n","dtype: int64"]},"metadata":{},"execution_count":12}]},{"cell_type":"code","source":["weather_train.isnull().sum()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ISoob694MA9o","executionInfo":{"status":"ok","timestamp":1651434857802,"user_tz":300,"elapsed":214,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"e839cc88-6460-44c4-812f-6d7b47814a30"},"execution_count":31,"outputs":[{"output_type":"execute_result","data":{"text/plain":["site_id                   0\n","timestamp                 0\n","air_temperature          55\n","cloud_coverage        69173\n","dew_temperature         113\n","precip_depth_1_hr     50289\n","sea_level_pressure    10618\n","wind_direction         6268\n","wind_speed              304\n","dtype: int64"]},"metadata":{},"execution_count":31}]},{"cell_type":"code","source":["sns.countplot(x=\"meter\", data=train)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":307},"id":"UGd3Ffm3KO5j","executionInfo":{"status":"ok","timestamp":1651434723794,"user_tz":300,"elapsed":5360,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"896164bc-fc86-4ce3-af5b-c4466bb590ed"},"execution_count":28,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7fe894e1ea10>"]},"metadata":{},"execution_count":28},{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 Axes>"],"image/png":"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can use different models for different meters or the same model for all meters"],"metadata":{"id":"ULVXs6AwLiRx","executionInfo":{"status":"ok","timestamp":1651434755044,"user_tz":300,"elapsed":5,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":29,"outputs":[]},{"cell_type":"code","source":["def missing_stat(df):    \n","    statistics = pd.DataFrame(df.isnull().sum()).reset_index()\n","    statistics.columns=['column_name',\"missing_values\"]\n","    statistics['Total_rows'] = df.shape[0]\n","    statistics['missing_percent'] = round((statistics['missing_values']/statistics['Total_rows'])*100,2)\n","    return statistics"],"metadata":{"id":"dUrfFcH4GHlG","executionInfo":{"status":"ok","timestamp":1651434913080,"user_tz":300,"elapsed":198,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":34,"outputs":[]},{"cell_type":"code","source":["missing_stat(weather_train)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":328},"id":"Xb7G85qoMFe8","executionInfo":{"status":"ok","timestamp":1651434916683,"user_tz":300,"elapsed":198,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"f063302f-cda8-4f8e-b8e6-a0a05aa30444"},"execution_count":35,"outputs":[{"output_type":"execute_result","data":{"text/plain":["          column_name  missing_values  Total_rows  missing_percent\n","0             site_id               0      139773             0.00\n","1           timestamp               0      139773             0.00\n","2     air_temperature              55      139773             0.04\n","3      cloud_coverage           69173      139773            49.49\n","4     dew_temperature             113      139773             0.08\n","5   precip_depth_1_hr           50289      139773            35.98\n","6  sea_level_pressure           10618      139773             7.60\n","7      wind_direction            6268      139773             4.48\n","8          wind_speed             304      139773             0.22"],"text/html":["\n","  <div id=\"df-065e674f-796c-4c6c-b1d8-c67d7b86aab8\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>column_name</th>\n","      <th>missing_values</th>\n","      <th>Total_rows</th>\n","      <th>missing_percent</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>site_id</td>\n","      <td>0</td>\n","      <td>139773</td>\n","      <td>0.00</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>timestamp</td>\n","      <td>0</td>\n","      <td>139773</td>\n","      <td>0.00</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>air_temperature</td>\n","      <td>55</td>\n","      <td>139773</td>\n","      <td>0.04</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>cloud_coverage</td>\n","      <td>69173</td>\n","      <td>139773</td>\n","      <td>49.49</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>dew_temperature</td>\n","      <td>113</td>\n","      <td>139773</td>\n","      <td>0.08</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>precip_depth_1_hr</td>\n","      <td>50289</td>\n","      <td>139773</td>\n","      <td>35.98</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>sea_level_pressure</td>\n","      <td>10618</td>\n","      <td>139773</td>\n","      <td>7.60</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>wind_direction</td>\n","      <td>6268</td>\n","      <td>139773</td>\n","      <td>4.48</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>wind_speed</td>\n","      <td>304</td>\n","      <td>139773</td>\n","      <td>0.22</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-065e674f-796c-4c6c-b1d8-c67d7b86aab8')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 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mishra","userId":"11561480260359570297"}}},"execution_count":37,"outputs":[]},{"cell_type":"code","source":["missing_stat(building_metadata)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":235},"id":"RmgD0IxuMMpd","executionInfo":{"status":"ok","timestamp":1651434926268,"user_tz":300,"elapsed":297,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"0a5dbef3-af45-4ab0-94ea-c06f69bb7df6"},"execution_count":36,"outputs":[{"output_type":"execute_result","data":{"text/plain":["   column_name  missing_values  Total_rows  missing_percent\n","0      site_id               0        1449             0.00\n","1  building_id               0        1449             0.00\n","2  primary_use               0        1449             0.00\n","3  square_feet               0        1449             0.00\n","4   year_built             774        1449            53.42\n","5  floor_count            1094        1449            75.50"],"text/html":["\n","  <div id=\"df-3f38446f-27a9-4b45-9ec8-3119200ec950\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>column_name</th>\n","      <th>missing_values</th>\n","      <th>Total_rows</th>\n","      <th>missing_percent</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>site_id</td>\n","      <td>0</td>\n","      <td>1449</td>\n","      <td>0.00</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>building_id</td>\n","      <td>0</td>\n","      <td>1449</td>\n","      <td>0.00</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>primary_use</td>\n","      <td>0</td>\n","      <td>1449</td>\n","      <td>0.00</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>square_feet</td>\n","      <td>0</td>\n","      <td>1449</td>\n","      <td>0.00</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>year_built</td>\n","      <td>774</td>\n","      <td>1449</td>\n","      <td>53.42</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>floor_count</td>\n","      <td>1094</td>\n","      <td>1449</td>\n","      <td>75.50</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-3f38446f-27a9-4b45-9ec8-3119200ec950')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 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<td>NaN</td>\n","      <td>21.1</td>\n","      <td>-1.0</td>\n","      <td>1020.2</td>\n","      <td>70.0</td>\n","      <td>1.5</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-74ea7983-6e4c-4099-b843-29f424843bbf')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 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range(total_hours)]\n","\n"],"metadata":{"id":"E3bDp-bRNT9j","executionInfo":{"status":"ok","timestamp":1651435875977,"user_tz":300,"elapsed":202,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":60,"outputs":[]},{"cell_type":"code","source":[""],"metadata":{"id":"AZX3tuQ3Pz90","executionInfo":{"status":"ok","timestamp":1651435876325,"user_tz":300,"elapsed":2,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":60,"outputs":[]},{"cell_type":"code","source":["missing_hours = []\n","for site_id in tqdm(range(16)):\n","    site_hours = np.array(weather_train[weather_train['site_id'] == site_id]['timestamp'])\n","    new_rows = pd.DataFrame(np.setdiff1d(hours_list,site_hours),columns=['timestamp'])\n","    new_rows['site_id'] = site_id\n","    weather_train = pd.concat([weather_train,new_rows])\n","\n","weather_train = weather_train.reset_index(drop=True)  "],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"uZGXg8XRPek7","executionInfo":{"status":"ok","timestamp":1651436011047,"user_tz":300,"elapsed":134313,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"6c775cbc-e9d6-435b-f7e4-6bccccdd02e7"},"execution_count":61,"outputs":[{"output_type":"stream","name":"stderr","text":["100%|██████████| 16/16 [02:14<00:00,  8.39s/it]\n"]}]},{"cell_type":"code","source":["missing_stat(weather_train)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":328},"id":"okaXJ6odPFlD","executionInfo":{"status":"ok","timestamp":1651436157057,"user_tz":300,"elapsed":238,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"96a114c0-0568-45ea-94c0-38d027b47315"},"execution_count":63,"outputs":[{"output_type":"execute_result","data":{"text/plain":["          column_name  missing_values  Total_rows  missing_percent\n","0             site_id               0      140544             0.00\n","1           timestamp               0      140544             0.00\n","2     air_temperature             826      140544             0.59\n","3      cloud_coverage           69944      140544            49.77\n","4     dew_temperature             884      140544             0.63\n","5   precip_depth_1_hr           51060      140544            36.33\n","6  sea_level_pressure           11389      140544             8.10\n","7      wind_direction            7039      140544             5.01\n","8          wind_speed            1075      140544             0.76"],"text/html":["\n","  <div id=\"df-9d289ea7-0a21-4fca-8a78-0fb9552cf475\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table 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<td>140544</td>\n","      <td>0.63</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>precip_depth_1_hr</td>\n","      <td>51060</td>\n","      <td>140544</td>\n","      <td>36.33</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>sea_level_pressure</td>\n","      <td>11389</td>\n","      <td>140544</td>\n","      <td>8.10</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>wind_direction</td>\n","      <td>7039</td>\n","      <td>140544</td>\n","      <td>5.01</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>wind_speed</td>\n","      <td>1075</td>\n","      <td>140544</td>\n","      <td>0.76</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-9d289ea7-0a21-4fca-8a78-0fb9552cf475')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg 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weather_train[\"datetime\"].dt.month"],"metadata":{"id":"sSDoo2NHP82d","executionInfo":{"status":"ok","timestamp":1651436293605,"user_tz":300,"elapsed":562,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":64,"outputs":[]},{"cell_type":"code","source":["weather_df = weather_train.copy()\n","weather_df = weather_df.set_index(['site_id','day','month'])\n"],"metadata":{"id":"4lRa1hDvRFII","executionInfo":{"status":"ok","timestamp":1651436314839,"user_tz":300,"elapsed":215,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":65,"outputs":[]},{"cell_type":"code","source":["air_values = pd.DataFrame(weather_df.groupby(['site_id','day','month'])['air_temperature'].mean(), columns = ['air_temperature'])\n","weather_df.update(air_values,overwrite=False)\n","\n","due = pd.DataFrame(weather_df.groupby(['site_id','day','month'])['dew_temperature'].mean(), columns = ['dew_temperature'])\n","weather_df.update(due,overwrite=False)\n","\n","wind = pd.DataFrame(weather_df.groupby(['site_id','day','month'])['wind_direction'].mean(), columns = ['wind_direction'])\n","weather_df.update(wind,overwrite=False)\n","\n","wind_speed = pd.DataFrame(weather_df.groupby(['site_id','day','month'])['wind_speed'].mean(), columns = ['wind_speed'])\n","weather_df.update(wind_speed,overwrite=False)\n","\n","weather_df['cloud_coverage'].fillna(method = 'ffill', inplace=True)\n","weather_df['sea_level_pressure'].fillna(method = 'ffill', inplace=True)\n","weather_df['precip_depth_1_hr'].fillna(method = 'ffill', inplace=True)\n","weather_df['precip_depth_1_hr'].fillna(0, inplace=True)"],"metadata":{"id":"HcMiSFCrRl5X","executionInfo":{"status":"ok","timestamp":1651436430029,"user_tz":300,"elapsed":6027,"user":{"displayName":"a. 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             0      140544              0.0\n","5  sea_level_pressure               0      140544              0.0\n","6      wind_direction               0      140544              0.0\n","7          wind_speed               0      140544              0.0\n","8            datetime               0      140544              0.0\n","9                week               0      140544              0.0"],"text/html":["\n","  <div id=\"df-b75b304e-99c2-4e5e-a399-792c045e052d\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>column_name</th>\n","      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building_metadata['year_built'].fillna(building_metadata['year_built'].median())"],"metadata":{"id":"rkC7o7JMSIfz","executionInfo":{"status":"ok","timestamp":1651436499604,"user_tz":300,"elapsed":196,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":70,"outputs":[]},{"cell_type":"code","source":["missing_stat(building_metadata)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":235},"id":"yE36At9ZSrnG","executionInfo":{"status":"ok","timestamp":1651436605149,"user_tz":300,"elapsed":229,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"ca692058-0e00-4da8-9def-300364c79988"},"execution_count":74,"outputs":[{"output_type":"execute_result","data":{"text/plain":["   column_name  missing_values  Total_rows  missing_percent\n","0      site_id               0        1449              0.0\n","1  building_id               0        1449              0.0\n","2  primary_use               0        1449              0.0\n","3  square_feet               0        1449              0.0\n","4   year_built               0        1449              0.0\n","5  floor_count               0        1449              0.0"],"text/html":["\n","  <div id=\"df-6a287738-7429-47cd-bbe1-a199acfeadae\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>column_name</th>\n","      <th>missing_values</th>\n","      <th>Total_rows</th>\n","      <th>missing_percent</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>site_id</td>\n","      <td>0</td>\n","      <td>1449</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>building_id</td>\n","      <td>0</td>\n","      <td>1449</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>primary_use</td>\n","      <td>0</td>\n","      <td>1449</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>square_feet</td>\n","      <td>0</td>\n","      <td>1449</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>year_built</td>\n","      <td>0</td>\n","      <td>1449</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>floor_count</td>\n","      <td>0</td>\n","      <td>1449</td>\n","      <td>0.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-6a287738-7429-47cd-bbe1-a199acfeadae')\"\n","              title=\"Convert this dataframe to an 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mishra","userId":"11561480260359570297"}}},"execution_count":72,"outputs":[]},{"cell_type":"code","source":["weather_train = pd.read_csv('weather_df_may.csv')\n","building_metadata = pd.read_csv('building_metadata_may.csv')"],"metadata":{"id":"Pp984s2VT1JZ","executionInfo":{"status":"ok","timestamp":1651436935615,"user_tz":300,"elapsed":228,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":6,"outputs":[]},{"cell_type":"code","source":["# we have checked for missing values'; now we can look for abnormal data figures"],"metadata":{"id":"0FEOzaiSSeKT","executionInfo":{"status":"ok","timestamp":1651436557936,"user_tz":300,"elapsed":297,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":73,"outputs":[]},{"cell_type":"code","source":["train_orig = train.copy()"],"metadata":{"id":"xmXXJ5dgShKu","executionInfo":{"status":"ok","timestamp":1651436956550,"user_tz":300,"elapsed":214,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":9,"outputs":[]},{"cell_type":"code","source":["train = train.merge(building_metadata, on='building_id', how='left')\n","train = train.merge(weather_train, on=['site_id', 'timestamp'], how='left')"],"metadata":{"id":"NDCk_ewESjnq","executionInfo":{"status":"ok","timestamp":1651436964149,"user_tz":300,"elapsed":5981,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":10,"outputs":[]},{"cell_type":"code","source":["train[\"timestamp\"] = pd.to_datetime(train[\"timestamp\"])"],"metadata":{"id":"3AoJCmjHS1dt","executionInfo":{"status":"ok","timestamp":1651436967094,"user_tz":300,"elapsed":1861,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":11,"outputs":[]},{"cell_type":"code","source":["train.head(3)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"vZII1YmoS4_E","executionInfo":{"status":"ok","timestamp":1651436967096,"user_tz":300,"elapsed":10,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"cd22127e-6e3e-46fc-a851-3115e6443c1c"},"execution_count":12,"outputs":[{"output_type":"execute_result","data":{"text/plain":["   building_id  meter  timestamp  meter_reading  site_id primary_use  \\\n","0            0      0 2016-01-01            0.0        0   Education   \n","1            1      0 2016-01-01            0.0        0   Education   \n","2            2      0 2016-01-01            0.0        0   Education   \n","\n","   square_feet  year_built  floor_count  air_temperature  cloud_coverage  \\\n","0         7432      2008.0          3.0             25.0             6.0   \n","1         2720      2004.0          3.0             25.0             6.0   \n","2         5376      1991.0          3.0             25.0             6.0   \n","\n","   dew_temperature  precip_depth_1_hr  sea_level_pressure  wind_direction  \\\n","0             20.0                0.0              1019.7             0.0   \n","1             20.0                0.0              1019.7             0.0   \n","2             20.0                0.0              1019.7             0.0   \n","\n","   wind_speed  \n","0         0.0  \n","1         0.0  \n","2         0.0  "],"text/html":["\n","  <div id=\"df-c1852d6e-31d8-4df9-80ca-8a909089206f\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" 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<td>0.0</td>\n","      <td>1019.7</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>2016-01-01</td>\n","      <td>0.0</td>\n","      <td>0</td>\n","      <td>Education</td>\n","      <td>2720</td>\n","      <td>2004.0</td>\n","      <td>3.0</td>\n","      <td>25.0</td>\n","      <td>6.0</td>\n","      <td>20.0</td>\n","      <td>0.0</td>\n","      <td>1019.7</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2</td>\n","      <td>0</td>\n","      <td>2016-01-01</td>\n","      <td>0.0</td>\n","      <td>0</td>\n","      <td>Education</td>\n","      <td>5376</td>\n","      <td>1991.0</td>\n","      <td>3.0</td>\n","      <td>25.0</td>\n","      <td>6.0</td>\n","      <td>20.0</td>\n","      <td>0.0</td>\n","      <td>1019.7</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-c1852d6e-31d8-4df9-80ca-8a909089206f')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n","  </svg>\n","      </button>\n","      \n","  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mishra","userId":"11561480260359570297"}}},"execution_count":79,"outputs":[]},{"cell_type":"code","source":["train = train[train.site_id.isin([0,11,12,13])]"],"metadata":{"id":"aTl7RKy9TdQm","executionInfo":{"status":"ok","timestamp":1651437026198,"user_tz":300,"elapsed":230,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":17,"outputs":[]},{"cell_type":"code","source":["train_orig.shape"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"3Oa716gHUOyd","executionInfo":{"status":"ok","timestamp":1651437027460,"user_tz":300,"elapsed":241,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"fdf894f0-8e42-4174-cd10-67b91185863e"},"execution_count":18,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(20216100, 4)"]},"metadata":{},"execution_count":18}]},{"cell_type":"code","source":["train.shape"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"B9tTSzQaUHjU","executionInfo":{"status":"ok","timestamp":1651437028278,"user_tz":300,"elapsed":5,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"3b878e77-b79d-4c04-92cf-745f328633bd"},"execution_count":19,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(4223793, 16)"]},"metadata":{},"execution_count":19}]},{"cell_type":"code","source":["fig, axes = plt.subplots(1, 1, figsize=(14, 6))\n","train[['timestamp', 'meter_reading']].groupby('timestamp')['meter_reading'].mean().plot(ax = axes, label = 'daywise').set_ylabel('Meter reading by day')\n","axes.legend()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":417},"id":"ol0Z_CYOU8PL","executionInfo":{"status":"ok","timestamp":1651437422200,"user_tz":300,"elapsed":1100,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"27b18a49-4761-44f4-a026-2f3877c32d9c"},"execution_count":38,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.legend.Legend at 0x7f2779d2e610>"]},"metadata":{},"execution_count":38},{"output_type":"display_data","data":{"text/plain":["<Figure size 1008x432 with 1 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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["#avg meter_reading for some sites"],"metadata":{"id":"X65XkcQZUZFK","executionInfo":{"status":"ok","timestamp":1651437068172,"user_tz":300,"elapsed":235,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":21,"outputs":[]},{"cell_type":"code","source":["# so check by site"],"metadata":{"id":"LI9l-Y2SUd0O","executionInfo":{"status":"ok","timestamp":1651437442069,"user_tz":300,"elapsed":197,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":39,"outputs":[]},{"cell_type":"code","source":["train['site_id'].nunique()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nIXHUcmvWQl4","executionInfo":{"status":"ok","timestamp":1651437539471,"user_tz":300,"elapsed":223,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"99d4aa79-2e3e-4aee-fd35-043f24df82c9"},"execution_count":41,"outputs":[{"output_type":"execute_result","data":{"text/plain":["4"]},"metadata":{},"execution_count":41}]},{"cell_type":"code","source":["train[train['site_id'] == 0][['timestamp', 'meter_reading']].groupby('timestamp')['meter_reading'].mean().plot()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":308},"id":"Sf0DjzNsWjul","executionInfo":{"status":"ok","timestamp":1651437652877,"user_tz":300,"elapsed":1053,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"e141a66c-c2cf-4ce7-de46-fcc94f8755d8"},"execution_count":45,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7f277981b3d0>"]},"metadata":{},"execution_count":45},{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["list(train['site_id'].unique())"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hFtMXj1EWzQs","executionInfo":{"status":"ok","timestamp":1651437712847,"user_tz":300,"elapsed":218,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"47444840-ea2b-4e95-8616-90f8b3c3fd69"},"execution_count":49,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[0, 11, 12, 13]"]},"metadata":{},"execution_count":49}]},{"cell_type":"code","source":["fig, axes = plt.subplots(2,2,figsize=(12, 12), dpi=100)\n","for f, i in enumerate(train['site_id'].unique()):\n","    train[train['site_id'] == i][['timestamp', 'meter_reading']].groupby('timestamp')['meter_reading'].mean().plot(ax = axes[f%2][f//2])\n","    axes[f%2][f//2].legend()\n","    axes[f%2][f//2].set_title('site_id {}'.format(i));"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":945},"id":"1Hu-dpCPV5Ey","executionInfo":{"status":"ok","timestamp":1651437921976,"user_tz":300,"elapsed":3341,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"2f4aa024-d2b6-41d4-ad8a-19314e436ad7"},"execution_count":56,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x1200 with 4 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["#site id 0 and 13 have varying values\n","#site 13 resembles the overall dataset; but we may have issues"],"metadata":{"id":"RRGnZiblWL-l","executionInfo":{"status":"ok","timestamp":1651438282718,"user_tz":300,"elapsed":237,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":66,"outputs":[]},{"cell_type":"code","source":[""],"metadata":{"id":"NJ1ycyM8X6NV","executionInfo":{"status":"ok","timestamp":1651438195571,"user_tz":300,"elapsed":201,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":60,"outputs":[]},{"cell_type":"code","source":["#meter is {0: electricity, 1: chilledwater, 2: steam, 3: hotwater}"],"metadata":{"id":"3Tb245CvZFTg","executionInfo":{"status":"ok","timestamp":1651438384335,"user_tz":300,"elapsed":209,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":69,"outputs":[]},{"cell_type":"code","source":["fig, axes = plt.subplots(2,2,figsize=(12, 12), dpi=100)\n","for f, i in enumerate(train['meter'].unique()):\n","    train[train['meter'] == i][['timestamp', 'meter_reading']].groupby('timestamp')['meter_reading'].mean().plot(ax = axes[f%2][f//2])\n","    axes[f%2][f//2].legend()\n","    axes[f%2][f//2].set_title('meter {}'.format(i), fontsize = 6);"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":938},"id":"lSiCfHYCZFV-","executionInfo":{"status":"ok","timestamp":1651438339212,"user_tz":300,"elapsed":3810,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"1c04c623-2fa2-4047-b4f5-fbca33b27baf"},"execution_count":68,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x1200 with 4 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["#time series data should be somewhat uniform, so there are issues in the dataset"],"metadata":{"id":"dj7w5-T3YtHG","executionInfo":{"status":"ok","timestamp":1651438218419,"user_tz":300,"elapsed":6,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":61,"outputs":[]},{"cell_type":"code","source":["#so there are buildings in meter 2 site 13 that is creating an issue"],"metadata":{"id":"JfAeTvUOY2pu","executionInfo":{"status":"ok","timestamp":1651438418331,"user_tz":300,"elapsed":10,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":70,"outputs":[]},{"cell_type":"code","source":[""],"metadata":{"id":"8E6FTUz7Zwbq"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["train.head(2)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":175},"id":"4MNajZfJZwef","executionInfo":{"status":"ok","timestamp":1651438472961,"user_tz":300,"elapsed":216,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"93601a93-12ad-46d8-979e-219d868aad4b"},"execution_count":72,"outputs":[{"output_type":"execute_result","data":{"text/plain":["   building_id  meter  timestamp  meter_reading  site_id primary_use  \\\n","0            0      0 2016-01-01            0.0        0   Education   \n","1            1      0 2016-01-01            0.0        0   Education   \n","\n","   square_feet  year_built  floor_count  air_temperature  cloud_coverage  \\\n","0         7432      2008.0          3.0             25.0             6.0   \n","1         2720      2004.0          3.0             25.0             6.0   \n","\n","   dew_temperature  precip_depth_1_hr  sea_level_pressure  wind_direction  \\\n","0             20.0                0.0              1019.7             0.0   \n","1             20.0                0.0              1019.7             0.0   \n","\n","   wind_speed  \n","0         0.0  \n","1         0.0  "],"text/html":["\n","  <div 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<th>wind_speed</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>2016-01-01</td>\n","      <td>0.0</td>\n","      <td>0</td>\n","      <td>Education</td>\n","      <td>7432</td>\n","      <td>2008.0</td>\n","      <td>3.0</td>\n","      <td>25.0</td>\n","      <td>6.0</td>\n","      <td>20.0</td>\n","      <td>0.0</td>\n","      <td>1019.7</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>2016-01-01</td>\n","      <td>0.0</td>\n","      <td>0</td>\n","      <td>Education</td>\n","      <td>2720</td>\n","      <td>2004.0</td>\n","      <td>3.0</td>\n","      <td>25.0</td>\n","      <td>6.0</td>\n","      <td>20.0</td>\n","      <td>0.0</td>\n","      <td>1019.7</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button 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mishra","userId":"11561480260359570297"}},"outputId":"75c07f1d-7f5b-4d28-bd94-53c17b144ed7"},"execution_count":73,"outputs":[{"output_type":"execute_result","data":{"text/plain":["14"]},"metadata":{},"execution_count":73}]},{"cell_type":"code","source":["train[train['site_id'] == 13]['primary_use'].nunique()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"sO2Tps53aH01","executionInfo":{"status":"ok","timestamp":1651438698018,"user_tz":300,"elapsed":1068,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"c7bf55e1-b92e-4207-eaa7-7143ff441acd"},"execution_count":78,"outputs":[{"output_type":"execute_result","data":{"text/plain":["13"]},"metadata":{},"execution_count":78}]},{"cell_type":"code","source":["fig, axes = plt.subplots(7,2,figsize=(14,14))\n","for i, use in enumerate(train['primary_use'].unique()):\n","    try:\n","        train[(train['site_id'] == 13) & (train['primary_use'] == use)][['timestamp', 'meter_reading']].groupby('timestamp')['meter_reading'].mean().plot(ax=axes[i%7][i//7]);\n","        axes[i%7][i//7].legend();\n","    except TypeError:\n","        pass\n","    axes[i%7][i//7].set_title(use, fontsize=7);\n","    plt.subplots_adjust(hspace=0.45)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":770},"id":"IB_xTgwFZw0p","executionInfo":{"status":"ok","timestamp":1651438817016,"user_tz":300,"elapsed":9817,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"3b122328-6ca8-4493-ff52-527c25928fb2"},"execution_count":83,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1008x1008 with 14 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["#education has the issue"],"metadata":{"id":"lCLqggWQZxu-","executionInfo":{"status":"ok","timestamp":1651438830577,"user_tz":300,"elapsed":8,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":84,"outputs":[]},{"cell_type":"code","source":[""],"metadata":{"id":"k5o_1USfbK3B"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["train[(train['site_id'] == 13) & (train['primary_use'] == 'Education')&(train['meter']==2)]['building_id'].nunique()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"vH_yyO_ubK5o","executionInfo":{"status":"ok","timestamp":1651438889946,"user_tz":300,"elapsed":643,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"bfca95db-ce61-4fb3-e779-1a264b02b4cf"},"execution_count":86,"outputs":[{"output_type":"execute_result","data":{"text/plain":["17"]},"metadata":{},"execution_count":86}]},{"cell_type":"code","source":["fig, axes = plt.subplots(9,2,figsize=(14, 14))\n","for i, building in enumerate(train[(train['site_id'] == 13) & (train['primary_use'] == 'Education') & (train['meter'] == 2)]['building_id'].unique()):\n","    train[(train['site_id'] == 13) & (train['primary_use'] == 'Education') & (train['meter'] == 2) & (train['building_id'] == building)][['timestamp', 'meter_reading']].groupby('timestamp')['meter_reading'].mean().plot(ax=axes[i%9][i//9]);\n","\n","    axes[i%9][i//9].set_title('building_id: ' + str(building), fontsize=7);\n","    plt.subplots_adjust(hspace=2)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":770},"id":"cm9SYJ_5Zndf","executionInfo":{"status":"ok","timestamp":1651439144303,"user_tz":300,"elapsed":11346,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"77be95b8-433b-41e4-c4b1-bd56f3f3c6f1"},"execution_count":91,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1008x1008 with 18 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["#so, building 1099 has issues"],"metadata":{"id":"CcTCuzoFboz2","executionInfo":{"status":"ok","timestamp":1651439156450,"user_tz":300,"elapsed":385,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":92,"outputs":[]},{"cell_type":"code","source":[""],"metadata":{"id":"TVlhP7YKcbgj"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["fig, axes = plt.subplots(2,1,figsize=(9, 9))\n","\n","\n","train[['timestamp', 'meter_reading']].groupby('timestamp')['meter_reading'].mean().plot(ax=axes[0]);\n","\n","train[~((train['meter'] == 2) & (train['building_id'] == 1099))][['timestamp', 'meter_reading']].groupby('timestamp')['meter_reading'].mean().plot(ax=axes[1]);\n","\n","axes[0].set_title('dataset', fontsize=7);\n","axes[1].set_title('dataset with building_id 1099 excluded', fontsize=7);\n","plt.subplots_adjust(hspace=0.45)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":574},"id":"-9aGiT4qcgiW","executionInfo":{"status":"ok","timestamp":1651439349999,"user_tz":300,"elapsed":1506,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"30a8969a-7285-4f33-ca61-2852ce2d2c32"},"execution_count":95,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 648x648 with 2 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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":[""],"metadata":{"id":"9cy0VTDYdbwN"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["train.shape"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"37QUu5MAdDcF","executionInfo":{"status":"ok","timestamp":1651439393823,"user_tz":300,"elapsed":11,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"7a4c7f18-02ce-47ca-84bf-06d2b0bcfe41"},"execution_count":97,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(4223793, 16)"]},"metadata":{},"execution_count":97}]},{"cell_type":"code","source":[""],"metadata":{"id":"qbqaHdmsdcwS"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["train[~((train['meter'] == 2) & (train['building_id'] == 1099))].shape"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"fVbQc5kwdczA","executionInfo":{"status":"ok","timestamp":1651439431758,"user_tz":300,"elapsed":452,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}},"outputId":"cb403cf5-c72b-42e1-c751-ba3061eb75e7"},"execution_count":98,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(4215009, 16)"]},"metadata":{},"execution_count":98}]},{"cell_type":"code","source":["train_preprocessed = train[~((train['meter'] == 2) & (train['building_id'] == 1099))]"],"metadata":{"id":"_-dcNLWddUAA","executionInfo":{"status":"ok","timestamp":1651439440230,"user_tz":300,"elapsed":588,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":99,"outputs":[]},{"cell_type":"code","source":["train.to_csv('train_may.csv', index=False)\n","train_preprocessed.to_csv('train_preprocessed_may.csv', index=False)"],"metadata":{"id":"0YmDGbdddg1a","executionInfo":{"status":"ok","timestamp":1651439564223,"user_tz":300,"elapsed":85319,"user":{"displayName":"a. mishra","userId":"11561480260359570297"}}},"execution_count":100,"outputs":[]},{"cell_type":"code","source":[""],"metadata":{"id":"n69Jw9cgdqaN"},"execution_count":null,"outputs":[]}]}