{"cells":[{"metadata":{},"cell_type":"markdown","source":"Hey guys!\n\nIn \"External Data Disclosure Thread\", I just found an intersting external dataset of weather data:\nhttps://www.kaggle.com/selfishgene/historical-hourly-weather-data\n\nAfter comparing the dataset with competition ones, amazingly I found those corresponding cites for most sites (not exact but at least very close).\n\nHope this helps and look forward to more findings!"},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load in \n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nfrom plotly import tools, subplots\nimport plotly.offline as py\npy.init_notebook_mode(connected=True)\nimport plotly.graph_objs as go\nimport plotly.express as px\n\n# Input data files are available in the \"../input/\" directory.\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# Any results you write to the current directory are saved as output.","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"# merge weather_train & weather_test\nweather_train = pd.read_csv('../input/ashrae-energy-prediction/weather_train.csv')\nweather_test = pd.read_csv('../input/ashrae-energy-prediction/weather_test.csv')\nweather_merged = weather_train.append(weather_test)\nweather_merged['timestamp'] = pd.to_datetime(weather_merged['timestamp'])\nweather_merged.set_index('timestamp', inplace=True)\n\nweather_merged","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#extract temperature from weather data\ndf_temperature_pivot = weather_merged.reset_index().pivot_table(index='timestamp', columns='site_id', values='air_temperature')\ndf_temperature_pivot.columns = 'site_'+df_temperature_pivot.columns.astype('str')\n\ndf_temperature_pivot","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#load external temperature data\ntemperature_external = pd.read_csv(\"../input/historical-hourly-weather-data/temperature.csv\")\ntemperature_external['datetime'] = pd.to_datetime(temperature_external['datetime'])\ntemperature_external.set_index('datetime', inplace=True)\ntemperature_external = temperature_external-273.15\ntemperature_external = temperature_external.merge(df_temperature_pivot, left_index=True, right_index=True, how='inner')\ntemperature_external = temperature_external.dropna()\n\ntemperature_external","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#calculate correlations between sites\ndf_corr = temperature_external.corr(method='spearman')\nlist_site = df_temperature_pivot.columns\ndf_corr = df_corr[list_site]\ndf_corr = df_corr.drop(list_site)\ndf_corr","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#sns heat map\nfig, ax = plt.subplots(figsize=(30,15))   \nsns.heatmap(df_corr, annot=True, cmap=\"YlGnBu\", vmin=0.8, vmax=1.0)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#Get cities!\ndf_findCity = pd.concat([df_corr.idxmax(),df_corr.max()], axis=1).reset_index().rename(columns={'index':'site',0:'city',1:'corr'})\ndf_findCity","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#compare sites & cities in plot\nfor city, site, corr in zip(df_findCity['city'],df_findCity['site'],df_findCity['corr']):\n    if corr > 0.9:\n        print('City: ' + city)\n        print('Site: ' + site)   \n        temperature_external[[city,site]].loc['2016'].plot(figsize=(15,8), alpha=0.5)\n        plt.show()        ","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"According to some discussion and study:\n\nhttps://www.kaggle.com/c/ashrae-energy-prediction/discussion/114483#661205\n\nhttps://www.kaggle.com/c/ashrae-energy-prediction/discussion/113772#661207\n\nhttps://www.kaggle.com/c/ashrae-energy-prediction/discussion/114874\n\nUS sites: 0,2,3,4,6,8,9,10,13,14,15\n\nEU sites: 1,5,12\n\nCA sites: 7,11\n\nMake some correction, and the summary about countries/cities is as following:\n\n(Cities might not be 100% correct, probably just nearby)\n![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}}}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 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