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@salvah22
Created April 7, 2022 13:16
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kaggle.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/salvah22/9dfcbea29138534212c0831a002018d1/kaggle.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"source": [
"!ls"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "rlv9dEzvaYho",
"outputId": "c2115c02-621d-40a3-a201-d2cc38c8d031"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"sample_data\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"# **Start here!**"
],
"metadata": {
"id": "pJZ__1HVWBT2"
}
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 396
},
"id": "uMQke1ELVNKm",
"outputId": "96321b89-f505-4ed0-b486-12767d2fad5e"
},
"source": [
"# -*- coding: utf-8 -*-\n",
"\"\"\"\n",
"https://www.kaggle.com/c/widsdatathon2022/code\n",
"\"\"\"\n",
"\n",
"import numpy as np # linear algebra\n",
"import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
"import missingno as msno\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from google.colab import files\n",
"from google.colab import drive \n",
"\n",
"\n",
"'''\n",
"import os\n",
"for dirname, _, filenames in os.walk('/'):\n",
" for filename in filenames:\n",
" print(os.path.join(dirname, filename))\n",
"'''\n",
"\n",
"#df = pd.read_csv(r'kaggle_train.csv')\n",
"\n",
"#df = pd.read_csv(files.upload())\n",
"\n",
"drive.mount('/content/drive')\n",
"with open(r'drive/MyDrive/linux/kaggle/kaggle_train.csv', 'r') as f:\n",
" df = pd.read_csv(f)\n",
"\n",
"print('print all values of first row')\n",
"print(list(df.iloc[0]))\n"
],
"outputs": [
{
"output_type": "error",
"ename": "MessageError",
"evalue": "ignored",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mMessageError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-2-65a1f2d23a64>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 24\u001b[0m \u001b[0;31m#df = pd.read_csv(files.upload())\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 25\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 26\u001b[0;31m \u001b[0mdrive\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmount\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'/content/drive'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 27\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mr'drive/MyDrive/linux/kaggle/kaggle_train.csv'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'r'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 28\u001b[0m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/google/colab/drive.py\u001b[0m in \u001b[0;36mmount\u001b[0;34m(mountpoint, force_remount, timeout_ms, use_metadata_server)\u001b[0m\n\u001b[1;32m 113\u001b[0m \u001b[0mforce_remount\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mforce_remount\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 114\u001b[0m \u001b[0mtimeout_ms\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtimeout_ms\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 115\u001b[0;31m ephemeral=True)\n\u001b[0m\u001b[1;32m 116\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 117\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/google/colab/drive.py\u001b[0m in \u001b[0;36m_mount\u001b[0;34m(mountpoint, force_remount, timeout_ms, use_metadata_server, ephemeral)\u001b[0m\n\u001b[1;32m 133\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mephemeral\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 134\u001b[0m _message.blocking_request(\n\u001b[0;32m--> 135\u001b[0;31m 'request_auth', request={'authType': 'dfs_ephemeral'}, timeout_sec=None)\n\u001b[0m\u001b[1;32m 136\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 137\u001b[0m \u001b[0mmountpoint\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexpanduser\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmountpoint\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/google/colab/_message.py\u001b[0m in \u001b[0;36mblocking_request\u001b[0;34m(request_type, request, timeout_sec, parent)\u001b[0m\n\u001b[1;32m 173\u001b[0m request_id = send_request(\n\u001b[1;32m 174\u001b[0m request_type, request, parent=parent, expect_reply=True)\n\u001b[0;32m--> 175\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mread_reply_from_input\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrequest_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimeout_sec\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/google/colab/_message.py\u001b[0m in \u001b[0;36mread_reply_from_input\u001b[0;34m(message_id, timeout_sec)\u001b[0m\n\u001b[1;32m 104\u001b[0m reply.get('colab_msg_id') == message_id):\n\u001b[1;32m 105\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m'error'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mreply\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 106\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mMessageError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreply\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'error'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 107\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mreply\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'data'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 108\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mMessageError\u001b[0m: Error: credential propagation was unsuccessful"
]
}
],
"execution_count": null
},
{
"cell_type": "markdown",
"source": [
"Next columns are important\n",
"\n",
"Lets transform the State_Factor strings to numbers (classes)"
],
"metadata": {
"id": "gCl47MCem0Yo"
}
},
{
"cell_type": "code",
"source": [
"# we now fix state_factor to be numerical classes\n",
"\n",
"import re\n",
"def delete_string_part(row):\n",
" return re.sub('State_', '', row['State_Factor'])\n",
"df['State_Factor'] = df.apply(lambda row: delete_string_part(row), axis=1)\n",
"df['State_Factor'] = pd.to_numeric(df['State_Factor']) # this line is required so State_Factor goes from object to int64"
],
"metadata": {
"id": "sdAsdqtLnIqG"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# we now fix building_class to be numerical classes\n",
"def fix_building_classes(row):\n",
" if row['building_class'] == 'Commercial':\n",
" return 1\n",
" elif row['building_class'] == 'Residential':\n",
" return 2\n",
"df['building_class'] = df.apply(lambda row: fix_building_classes(row), axis=1)"
],
"metadata": {
"id": "qWrClw_gLOJZ"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# we want a new column in df with the facility_type custom clusters\n",
"def facility_type_classify(row):\n",
" ft = row['facility_type']\n",
" if ft in ['Multifamily_Uncategorized', 'Lodging_Dormitory_or_fraternity_sorority', 'Mixed_Use_Predominantly_Residential','Lodging_Uncategorized']:\n",
" return 1\n",
" if ft in ['Office_Uncategorized', 'Lodging_Hotel', 'Mixed_Use_Commercial_and_Residential', 'Office_Medical_non_diagnostic', 'Office_Bank_or_other_financial', 'Office_Mixed_use']:\n",
" return 2\n",
" if ft in ['Education_Other_classroom','Education_College_or_university', 'Education_Uncategorized','Education_Preschool_or_daycare']:\n",
" return 3\n",
" if ft in ['Public_Assembly_Library','Public_Safety_Fire_or_police_station','Public_Assembly_Other','Public_Assembly_Entertainment_culture','Public_Assembly_Recreation','Public_Assembly_Stadium','Public_Safety_Uncategorized','Public_Assembly_Movie_Theater','Public_Safety_Courthouse','Public_Safety_Penitentiary','Public_Assembly_Drama_theater','Public_Assembly_Social_meeting','Public_Assembly_Uncategorized']:\n",
" return 4\n",
" if ft in ['Nursing_Home','Health_Care_Inpatient','Health_Care_Outpatient_Clinic','Health_Care_Uncategorized','Health_Care_Outpatient_Uncategorized']:\n",
" return 5 \n",
" if ft in ['Food_Service_Uncategorized','Food_Service_Other','Food_Sales','Food_Service_Restaurant_or_cafeteria','Service_Uncategorized','Service_Drycleaning_or_Laundry','Retail_Vehicle_dealership_showroom']:\n",
" return 6\n",
" if ft in ['5plus_Unit_Building','2to4_Unit_Building','Warehouse_Nonrefrigerated','Warehouse_Refrigerated','Warehouse_Distribution_or_Shipping_center','Warehouse_Selfstorage','Warehouse_Uncategorized','Religious_worship','Commercial_Unknown','Mixed_Use_Predominantly_Commercial','Parking_Garage','Retail_Enclosed_mall','Retail_Strip_shopping_mall','Lodging_Other']:\n",
" return 7\n",
" if ft in ['Grocery_store_or_food_market']:\n",
" return 8\n",
" if ft in ['Industrial','Data_Center','Commercial_Other','Retail_Uncategorized','Laboratory','Service_Vehicle_service_repair_shop']:\n",
" return 9\n",
" else:\n",
" return 0\n",
"\n",
"df['facility_type_clusters'] = df.apply(lambda row: facility_type_classify(row), axis=1)\n",
"\n",
"print(df[['facility_type', 'facility_type_clusters']])\n",
"\n",
"print('facility types clusters distribution', df['facility_type_clusters'].value_counts())\n",
"\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "g_SwtKEJbTvd",
"outputId": "dc2d43bf-af1a-4b3b-9c2b-8a3e966fc9b2"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
" facility_type facility_type_clusters\n",
"0 Grocery_store_or_food_market 8\n",
"1 Warehouse_Distribution_or_Shipping_center 7\n",
"2 Retail_Enclosed_mall 7\n",
"3 Education_Other_classroom 3\n",
"4 Warehouse_Nonrefrigerated 7\n",
"... ... ...\n",
"75752 Office_Uncategorized 2\n",
"75753 5plus_Unit_Building 7\n",
"75754 Commercial_Other 9\n",
"75755 Commercial_Other 9\n",
"75756 2to4_Unit_Building 7\n",
"\n",
"[75757 rows x 2 columns]\n",
"facility types clusters distribution 1 40138\n",
"2 15920\n",
"7 7354\n",
"3 5733\n",
"9 3530\n",
"5 1324\n",
"4 990\n",
"8 448\n",
"6 320\n",
"Name: facility_type_clusters, dtype: int64\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"# we can save, just in case\n",
"'''\n",
"with open(r'drive/MyDrive/linux/kaggle/df2.csv', 'w') as f:\n",
" df2.to_csv(f)\n",
"'''"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "BVOQtyk1f35I",
"outputId": "175d4382-62f0-401d-a933-093da12bd8e7"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "string"
},
"text/plain": [
"\"\\nwith open(r'drive/MyDrive/linux/kaggle/df2.csv', 'w') as f:\\n df2.to_csv(f)\\n\""
]
},
"metadata": {},
"execution_count": 10
}
]
},
{
"cell_type": "markdown",
"source": [
"# **Visualization of data**"
],
"metadata": {
"id": "qNKKHoDsYGfG"
}
},
{
"cell_type": "code",
"source": [
"df.head()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 270
},
"id": "nSfG07G6b6E8",
"outputId": "119e9907-7199-4bb6-91a7-86091547c169"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
" <div id=\"df-08d945f2-e6b5-4f2c-8582-998deda57a0c\">\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>Year_Factor</th>\n",
" <th>State_Factor</th>\n",
" <th>building_class</th>\n",
" <th>facility_type</th>\n",
" <th>floor_area</th>\n",
" <th>year_built</th>\n",
" <th>energy_star_rating</th>\n",
" <th>ELEVATION</th>\n",
" <th>january_min_temp</th>\n",
" <th>january_avg_temp</th>\n",
" <th>january_max_temp</th>\n",
" <th>february_min_temp</th>\n",
" <th>february_avg_temp</th>\n",
" <th>february_max_temp</th>\n",
" <th>march_min_temp</th>\n",
" <th>march_avg_temp</th>\n",
" <th>march_max_temp</th>\n",
" <th>april_min_temp</th>\n",
" <th>april_avg_temp</th>\n",
" <th>april_max_temp</th>\n",
" <th>may_min_temp</th>\n",
" <th>may_avg_temp</th>\n",
" <th>may_max_temp</th>\n",
" <th>june_min_temp</th>\n",
" <th>june_avg_temp</th>\n",
" <th>june_max_temp</th>\n",
" <th>july_min_temp</th>\n",
" <th>july_avg_temp</th>\n",
" <th>july_max_temp</th>\n",
" <th>august_min_temp</th>\n",
" <th>august_avg_temp</th>\n",
" <th>august_max_temp</th>\n",
" <th>september_min_temp</th>\n",
" <th>september_avg_temp</th>\n",
" <th>september_max_temp</th>\n",
" <th>october_min_temp</th>\n",
" <th>october_avg_temp</th>\n",
" <th>october_max_temp</th>\n",
" <th>november_min_temp</th>\n",
" <th>november_avg_temp</th>\n",
" <th>november_max_temp</th>\n",
" <th>december_min_temp</th>\n",
" <th>december_avg_temp</th>\n",
" <th>december_max_temp</th>\n",
" <th>cooling_degree_days</th>\n",
" <th>heating_degree_days</th>\n",
" <th>precipitation_inches</th>\n",
" <th>snowfall_inches</th>\n",
" <th>snowdepth_inches</th>\n",
" <th>avg_temp</th>\n",
" <th>days_below_30F</th>\n",
" <th>days_below_20F</th>\n",
" <th>days_below_10F</th>\n",
" <th>days_below_0F</th>\n",
" <th>days_above_80F</th>\n",
" <th>days_above_90F</th>\n",
" <th>days_above_100F</th>\n",
" <th>days_above_110F</th>\n",
" <th>direction_max_wind_speed</th>\n",
" <th>direction_peak_wind_speed</th>\n",
" <th>max_wind_speed</th>\n",
" <th>days_with_fog</th>\n",
" <th>site_eui</th>\n",
" <th>id</th>\n",
" <th>facility_type_clusters</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>Grocery_store_or_food_market</td>\n",
" <td>61242.0</td>\n",
" <td>1942.0</td>\n",
" <td>11.0</td>\n",
" <td>2.4</td>\n",
" <td>36</td>\n",
" <td>50.5</td>\n",
" <td>68</td>\n",
" <td>35</td>\n",
" <td>50.589286</td>\n",
" <td>73</td>\n",
" <td>40</td>\n",
" <td>53.693548</td>\n",
" <td>80</td>\n",
" <td>41</td>\n",
" <td>55.5</td>\n",
" <td>78</td>\n",
" <td>46</td>\n",
" <td>56.854839</td>\n",
" <td>84</td>\n",
" <td>50</td>\n",
" <td>60.5</td>\n",
" <td>90</td>\n",
" <td>52</td>\n",
" <td>62.725806</td>\n",
" <td>84</td>\n",
" <td>52</td>\n",
" <td>62.16129</td>\n",
" <td>85</td>\n",
" <td>52</td>\n",
" <td>64.65</td>\n",
" <td>90</td>\n",
" <td>47</td>\n",
" <td>63.016129</td>\n",
" <td>83</td>\n",
" <td>43</td>\n",
" <td>53.8</td>\n",
" <td>72</td>\n",
" <td>36</td>\n",
" <td>49.274194</td>\n",
" <td>71</td>\n",
" <td>115</td>\n",
" <td>2960</td>\n",
" <td>16.59</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>56.972603</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>248.682615</td>\n",
" <td>0</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>Warehouse_Distribution_or_Shipping_center</td>\n",
" <td>274000.0</td>\n",
" <td>1955.0</td>\n",
" <td>45.0</td>\n",
" <td>1.8</td>\n",
" <td>36</td>\n",
" <td>50.5</td>\n",
" <td>68</td>\n",
" <td>35</td>\n",
" <td>50.589286</td>\n",
" <td>73</td>\n",
" <td>40</td>\n",
" <td>53.693548</td>\n",
" <td>80</td>\n",
" <td>41</td>\n",
" <td>55.5</td>\n",
" <td>78</td>\n",
" <td>46</td>\n",
" <td>56.854839</td>\n",
" <td>84</td>\n",
" <td>50</td>\n",
" <td>60.5</td>\n",
" <td>90</td>\n",
" <td>52</td>\n",
" <td>62.725806</td>\n",
" <td>84</td>\n",
" <td>52</td>\n",
" <td>62.16129</td>\n",
" <td>85</td>\n",
" <td>52</td>\n",
" <td>64.65</td>\n",
" <td>90</td>\n",
" <td>47</td>\n",
" <td>63.016129</td>\n",
" <td>83</td>\n",
" <td>43</td>\n",
" <td>53.8</td>\n",
" <td>72</td>\n",
" <td>36</td>\n",
" <td>49.274194</td>\n",
" <td>71</td>\n",
" <td>115</td>\n",
" <td>2960</td>\n",
" <td>16.59</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>56.972603</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>12.0</td>\n",
" <td>26.500150</td>\n",
" <td>1</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>Retail_Enclosed_mall</td>\n",
" <td>280025.0</td>\n",
" <td>1951.0</td>\n",
" <td>97.0</td>\n",
" <td>1.8</td>\n",
" <td>36</td>\n",
" <td>50.5</td>\n",
" <td>68</td>\n",
" <td>35</td>\n",
" <td>50.589286</td>\n",
" <td>73</td>\n",
" <td>40</td>\n",
" <td>53.693548</td>\n",
" <td>80</td>\n",
" <td>41</td>\n",
" <td>55.5</td>\n",
" <td>78</td>\n",
" <td>46</td>\n",
" <td>56.854839</td>\n",
" <td>84</td>\n",
" <td>50</td>\n",
" <td>60.5</td>\n",
" <td>90</td>\n",
" <td>52</td>\n",
" <td>62.725806</td>\n",
" <td>84</td>\n",
" <td>52</td>\n",
" <td>62.16129</td>\n",
" <td>85</td>\n",
" <td>52</td>\n",
" <td>64.65</td>\n",
" <td>90</td>\n",
" <td>47</td>\n",
" <td>63.016129</td>\n",
" <td>83</td>\n",
" <td>43</td>\n",
" <td>53.8</td>\n",
" <td>72</td>\n",
" <td>36</td>\n",
" <td>49.274194</td>\n",
" <td>71</td>\n",
" <td>115</td>\n",
" <td>2960</td>\n",
" <td>16.59</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>56.972603</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>12.0</td>\n",
" <td>24.693619</td>\n",
" <td>2</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>Education_Other_classroom</td>\n",
" <td>55325.0</td>\n",
" <td>1980.0</td>\n",
" <td>46.0</td>\n",
" <td>1.8</td>\n",
" <td>36</td>\n",
" <td>50.5</td>\n",
" <td>68</td>\n",
" <td>35</td>\n",
" <td>50.589286</td>\n",
" <td>73</td>\n",
" <td>40</td>\n",
" <td>53.693548</td>\n",
" <td>80</td>\n",
" <td>41</td>\n",
" <td>55.5</td>\n",
" <td>78</td>\n",
" <td>46</td>\n",
" <td>56.854839</td>\n",
" <td>84</td>\n",
" <td>50</td>\n",
" <td>60.5</td>\n",
" <td>90</td>\n",
" <td>52</td>\n",
" <td>62.725806</td>\n",
" <td>84</td>\n",
" <td>52</td>\n",
" <td>62.16129</td>\n",
" <td>85</td>\n",
" <td>52</td>\n",
" <td>64.65</td>\n",
" <td>90</td>\n",
" <td>47</td>\n",
" <td>63.016129</td>\n",
" <td>83</td>\n",
" <td>43</td>\n",
" <td>53.8</td>\n",
" <td>72</td>\n",
" <td>36</td>\n",
" <td>49.274194</td>\n",
" <td>71</td>\n",
" <td>115</td>\n",
" <td>2960</td>\n",
" <td>16.59</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>56.972603</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>12.0</td>\n",
" <td>48.406926</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>Warehouse_Nonrefrigerated</td>\n",
" <td>66000.0</td>\n",
" <td>1985.0</td>\n",
" <td>100.0</td>\n",
" <td>2.4</td>\n",
" <td>36</td>\n",
" <td>50.5</td>\n",
" <td>68</td>\n",
" <td>35</td>\n",
" <td>50.589286</td>\n",
" <td>73</td>\n",
" <td>40</td>\n",
" <td>53.693548</td>\n",
" <td>80</td>\n",
" <td>41</td>\n",
" <td>55.5</td>\n",
" <td>78</td>\n",
" <td>46</td>\n",
" <td>56.854839</td>\n",
" <td>84</td>\n",
" <td>50</td>\n",
" <td>60.5</td>\n",
" <td>90</td>\n",
" <td>52</td>\n",
" <td>62.725806</td>\n",
" <td>84</td>\n",
" <td>52</td>\n",
" <td>62.16129</td>\n",
" <td>85</td>\n",
" <td>52</td>\n",
" <td>64.65</td>\n",
" <td>90</td>\n",
" <td>47</td>\n",
" <td>63.016129</td>\n",
" <td>83</td>\n",
" <td>43</td>\n",
" <td>53.8</td>\n",
" <td>72</td>\n",
" <td>36</td>\n",
" <td>49.274194</td>\n",
" <td>71</td>\n",
" <td>115</td>\n",
" <td>2960</td>\n",
" <td>16.59</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>56.972603</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>3.899395</td>\n",
" <td>4</td>\n",
" <td>7</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-08d945f2-e6b5-4f2c-8582-998deda57a0c')\"\n",
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" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" flex-wrap:wrap;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
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" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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" async function convertToInteractive(key) {\n",
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" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
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"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
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" element.innerHTML = '';\n",
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" const docLink = document.createElement('div');\n",
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" element.appendChild(docLink);\n",
" }\n",
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" "
],
"text/plain": [
" Year_Factor State_Factor ... id facility_type_clusters\n",
"0 1 1 ... 0 8\n",
"1 1 1 ... 1 7\n",
"2 1 1 ... 2 7\n",
"3 1 1 ... 3 3\n",
"4 1 1 ... 4 7\n",
"\n",
"[5 rows x 65 columns]"
]
},
"metadata": {},
"execution_count": 220
}
]
},
{
"cell_type": "code",
"source": [
"df[[_ for _ in df.columns if 'temp' not in _ and 'inches' not in _ and 'days' not in _]].describe()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 364
},
"id": "wY0Gv-WH0WoT",
"outputId": "c85caea5-58cf-4bcc-e83c-b859ca87d6fb"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
" <div id=\"df-2bf0bffc-d1b1-465f-b447-ddac0f6223f3\">\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Year_Factor</th>\n",
" <th>State_Factor</th>\n",
" <th>building_class</th>\n",
" <th>floor_area</th>\n",
" <th>year_built</th>\n",
" <th>energy_star_rating</th>\n",
" <th>ELEVATION</th>\n",
" <th>direction_max_wind_speed</th>\n",
" <th>direction_peak_wind_speed</th>\n",
" <th>max_wind_speed</th>\n",
" <th>site_eui</th>\n",
" <th>id</th>\n",
" <th>facility_type_clusters</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>75757.000000</td>\n",
" <td>75757.000000</td>\n",
" <td>75757.000000</td>\n",
" <td>7.575700e+04</td>\n",
" <td>73920.000000</td>\n",
" <td>49048.000000</td>\n",
" <td>75757.000000</td>\n",
" <td>34675.000000</td>\n",
" <td>33946.000000</td>\n",
" <td>34675.000000</td>\n",
" <td>75757.000000</td>\n",
" <td>75757.000000</td>\n",
" <td>75757.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>4.367755</td>\n",
" <td>5.780192</td>\n",
" <td>1.574970</td>\n",
" <td>1.659839e+05</td>\n",
" <td>1952.306764</td>\n",
" <td>61.048605</td>\n",
" <td>39.506323</td>\n",
" <td>66.552675</td>\n",
" <td>62.779974</td>\n",
" <td>4.190601</td>\n",
" <td>82.584693</td>\n",
" <td>37878.000000</td>\n",
" <td>2.488338</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>1.471441</td>\n",
" <td>2.318636</td>\n",
" <td>0.494351</td>\n",
" <td>2.468758e+05</td>\n",
" <td>37.053619</td>\n",
" <td>28.663683</td>\n",
" <td>60.656596</td>\n",
" <td>131.147834</td>\n",
" <td>130.308106</td>\n",
" <td>6.458789</td>\n",
" <td>58.255403</td>\n",
" <td>21869.306509</td>\n",
" <td>2.359492</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>9.430000e+02</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>-6.400000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.001169</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>3.000000</td>\n",
" <td>6.000000</td>\n",
" <td>1.000000</td>\n",
" <td>6.237900e+04</td>\n",
" <td>1927.000000</td>\n",
" <td>40.000000</td>\n",
" <td>11.900000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>54.528601</td>\n",
" <td>18939.000000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>5.000000</td>\n",
" <td>6.000000</td>\n",
" <td>2.000000</td>\n",
" <td>9.136700e+04</td>\n",
" <td>1951.000000</td>\n",
" <td>67.000000</td>\n",
" <td>25.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>75.293716</td>\n",
" <td>37878.000000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>6.000000</td>\n",
" <td>6.000000</td>\n",
" <td>2.000000</td>\n",
" <td>1.660000e+05</td>\n",
" <td>1977.000000</td>\n",
" <td>85.000000</td>\n",
" <td>42.700000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>97.277534</td>\n",
" <td>56817.000000</td>\n",
" <td>3.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>6.000000</td>\n",
" <td>11.000000</td>\n",
" <td>2.000000</td>\n",
" <td>6.385382e+06</td>\n",
" <td>2015.000000</td>\n",
" <td>100.000000</td>\n",
" <td>1924.500000</td>\n",
" <td>360.000000</td>\n",
" <td>360.000000</td>\n",
" <td>23.300000</td>\n",
" <td>997.866120</td>\n",
" <td>75756.000000</td>\n",
" <td>9.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-2bf0bffc-d1b1-465f-b447-ddac0f6223f3')\"\n",
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" \n",
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" </svg>\n",
" </button>\n",
" \n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" flex-wrap:wrap;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-convert:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert:hover {\n",
" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
" }\n",
" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-2bf0bffc-d1b1-465f-b447-ddac0f6223f3 button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-2bf0bffc-d1b1-465f-b447-ddac0f6223f3');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
" </div>\n",
" "
],
"text/plain": [
" Year_Factor State_Factor ... id facility_type_clusters\n",
"count 75757.000000 75757.000000 ... 75757.000000 75757.000000\n",
"mean 4.367755 5.780192 ... 37878.000000 2.488338\n",
"std 1.471441 2.318636 ... 21869.306509 2.359492\n",
"min 1.000000 1.000000 ... 0.000000 1.000000\n",
"25% 3.000000 6.000000 ... 18939.000000 1.000000\n",
"50% 5.000000 6.000000 ... 37878.000000 1.000000\n",
"75% 6.000000 6.000000 ... 56817.000000 3.000000\n",
"max 6.000000 11.000000 ... 75756.000000 9.000000\n",
"\n",
"[8 rows x 13 columns]"
]
},
"metadata": {},
"execution_count": 221
}
]
},
{
"cell_type": "code",
"source": [
"print(df['State_Factor'].value_counts())"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Ink89ZMZmzdL",
"outputId": "5636b4af-1069-43df-f441-4938ce322772"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"6 50840\n",
"11 6412\n",
"1 5618\n",
"2 4871\n",
"4 4300\n",
"8 3701\n",
"10 15\n",
"Name: State_Factor, dtype: int64\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"'State_6'[-2:]"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 36
},
"id": "-bCuWJ4wnRlC",
"outputId": "5945da69-e5c4-4ee0-e2fb-4212c55ecb41"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "string"
},
"text/plain": [
"'_6'"
]
},
"metadata": {},
"execution_count": 223
}
]
},
{
"cell_type": "code",
"source": [
"print(df['building_class'].value_counts())"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "hYNrFI-uLbwH",
"outputId": "20dbe526-823d-4321-9de8-3dcf6e3fce33"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"2 43558\n",
"1 32199\n",
"Name: building_class, dtype: int64\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"lets_see = df.describe()\n",
"asd = lets_see.T['count']\n",
"df_types = df.dtypes\n",
"print(df_types.value_counts())"
],
"metadata": {
"id": "CWi5nTLOVSxL",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "7bc17c3c-6ef0-4b6a-f43c-2012328200d1"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"int64 40\n",
"float64 24\n",
"object 1\n",
"dtype: int64\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"# we need to classify the buildings based on the string facility_type using regex\n",
"print('facility types value_counts')\n",
"print(df['facility_type'].value_counts())"
],
"metadata": {
"id": "qqMSscsLVU6s",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "c498b64e-ffb5-4ca6-b162-4f80f4abf70a"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"facility types value_counts\n",
"Multifamily_Uncategorized 39455\n",
"Office_Uncategorized 12512\n",
"Education_Other_classroom 3860\n",
"Lodging_Hotel 2098\n",
"2to4_Unit_Building 1893\n",
"Commercial_Other 1744\n",
"5plus_Unit_Building 1273\n",
"Warehouse_Nonrefrigerated 1255\n",
"Retail_Uncategorized 1130\n",
"Education_College_or_university 1056\n",
"Nursing_Home 772\n",
"Education_Uncategorized 709\n",
"Mixed_Use_Commercial_and_Residential 672\n",
"Lodging_Dormitory_or_fraternity_sorority 669\n",
"Warehouse_Distribution_or_Shipping_center 604\n",
"Warehouse_Selfstorage 577\n",
"Grocery_store_or_food_market 448\n",
"Office_Medical_non_diagnostic 447\n",
"Health_Care_Inpatient 409\n",
"Religious_worship 399\n",
"Industrial 384\n",
"Warehouse_Uncategorized 330\n",
"Mixed_Use_Predominantly_Commercial 256\n",
"Parking_Garage 251\n",
"Office_Bank_or_other_financial 173\n",
"Public_Assembly_Library 160\n",
"Public_Safety_Fire_or_police_station 157\n",
"Public_Assembly_Other 142\n",
"Service_Vehicle_service_repair_shop 138\n",
"Retail_Enclosed_mall 120\n",
"Retail_Strip_shopping_mall 113\n",
"Warehouse_Refrigerated 113\n",
"Public_Assembly_Entertainment_culture 110\n",
"Education_Preschool_or_daycare 108\n",
"Laboratory 107\n",
"Commercial_Unknown 95\n",
"Public_Assembly_Social_meeting 88\n",
"Lodging_Other 75\n",
"Retail_Vehicle_dealership_showroom 74\n",
"Public_Assembly_Recreation 72\n",
"Food_Sales 70\n",
"Public_Assembly_Drama_theater 70\n",
"Service_Uncategorized 68\n",
"Food_Service_Restaurant_or_cafeteria 64\n",
"Health_Care_Outpatient_Clinic 56\n",
"Health_Care_Uncategorized 51\n",
"Public_Safety_Uncategorized 43\n",
"Public_Assembly_Movie_Theater 39\n",
"Public_Safety_Courthouse 38\n",
"Public_Safety_Penitentiary 37\n",
"Health_Care_Outpatient_Uncategorized 36\n",
"Data_Center 27\n",
"Public_Assembly_Uncategorized 25\n",
"Office_Mixed_use 18\n",
"Food_Service_Uncategorized 18\n",
"Food_Service_Other 17\n",
"Mixed_Use_Predominantly_Residential 9\n",
"Public_Assembly_Stadium 9\n",
"Service_Drycleaning_or_Laundry 9\n",
"Lodging_Uncategorized 5\n",
"Name: facility_type, dtype: int64\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"# we can select only a type of facility in which we are interested in:\n",
"print(df[df['facility_type'] == 'Multifamily_Uncategorized'].value_counts())"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "VCTQ0VWGcbeh",
"outputId": "d7e22c86-8ac9-4192-be6e-ca583332d1e6"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Year_Factor State_Factor building_class facility_type floor_area year_built energy_star_rating ELEVATION january_min_temp january_avg_temp january_max_temp february_min_temp february_avg_temp february_max_temp march_min_temp march_avg_temp march_max_temp april_min_temp april_avg_temp april_max_temp may_min_temp may_avg_temp may_max_temp june_min_temp june_avg_temp june_max_temp july_min_temp july_avg_temp july_max_temp august_min_temp august_avg_temp august_max_temp september_min_temp september_avg_temp september_max_temp october_min_temp october_avg_temp october_max_temp november_min_temp november_avg_temp november_max_temp december_min_temp december_avg_temp december_max_temp cooling_degree_days heating_degree_days precipitation_inches snowfall_inches snowdepth_inches avg_temp days_below_30F days_below_20F days_below_10F days_below_0F days_above_80F days_above_90F days_above_100F days_above_110F direction_max_wind_speed direction_peak_wind_speed max_wind_speed days_with_fog site_eui id facility_type_clusters\n",
"1 6 2 Multifamily_Uncategorized 63756.0 1931.0 19.0 3.4 6 29.677419 53 15 36.035714 67 20 42.322581 77 35 54.300000 83 46 64.483871 89 56 72.316667 95 63 80.241935 104 59 75.274194 94 51 70.033333 86 33 57.096774 84 36 51.883333 70 22 43.306452 62 1331 4335 72.81 44.7 418 56.519178 54 11 1 0 84 16 1 0 1.0 1.0 1.0 12.0 114.941397 16389 1 1\n",
"5 6 2 Multifamily_Uncategorized 151000.0 1926.0 89.0 25.6 8 29.854839 56 2 23.946429 43 12 38.096774 62 32 54.250000 80 48 68.516129 88 50 71.183333 90 64 78.790323 96 63 78.967742 95 56 74.450000 97 35 58.048387 78 32 52.783333 74 34 50.774194 72 1581 4460 40.97 49.1 463 56.835616 63 34 9 0 106 12 0 0 330.0 340.0 18.3 148.0 49.604768 49859 1 1\n",
" 151790.0 1961.0 66.0 3.4 8 29.854839 56 2 23.946429 43 12 38.096774 62 32 54.250000 80 48 68.516129 88 50 71.183333 90 64 78.790323 96 63 78.967742 95 56 74.450000 97 35 58.048387 78 32 52.783333 74 34 50.774194 72 1581 4460 40.97 49.1 463 56.835616 63 34 9 0 106 12 0 0 360.0 360.0 17.0 104.0 79.396673 42551 1 1\n",
" 151627.0 1963.0 6.0 42.7 8 29.854839 56 2 23.946429 43 12 38.096774 62 32 54.250000 80 48 68.516129 88 50 71.183333 90 64 78.790323 96 63 78.967742 95 56 74.450000 97 35 58.048387 78 32 52.783333 74 34 50.774194 72 1581 4460 40.97 49.1 463 56.835616 63 34 9 0 106 12 0 0 310.0 310.0 13.0 110.0 70.480347 49257 1 1\n",
" 151500.0 1939.0 60.0 25.6 8 29.854839 56 2 23.946429 43 12 38.096774 62 32 54.250000 80 48 68.516129 88 50 71.183333 90 64 78.790323 96 63 78.967742 95 56 74.450000 97 35 58.048387 78 32 52.783333 74 34 50.774194 72 1581 4460 40.97 49.1 463 56.835616 63 34 9 0 106 12 0 0 330.0 340.0 18.3 148.0 97.146813 52575 1 1\n",
" ..\n",
" 61818.0 1930.0 86.0 3.4 8 29.854839 56 2 23.946429 43 12 38.096774 62 32 54.250000 80 48 68.516129 88 50 71.183333 90 64 78.790323 96 63 78.967742 95 56 74.450000 97 35 58.048387 78 32 52.783333 74 34 50.774194 72 1581 4460 40.97 49.1 463 56.835616 63 34 9 0 106 12 0 0 360.0 360.0 17.0 104.0 70.040733 43162 1 1\n",
" 61796.0 1962.0 87.0 3.4 8 29.854839 56 2 23.946429 43 12 38.096774 62 32 54.250000 80 48 68.516129 88 50 71.183333 90 64 78.790323 96 63 78.967742 95 56 74.450000 97 35 58.048387 78 32 52.783333 74 34 50.774194 72 1581 4460 40.97 49.1 463 56.835616 63 34 9 0 106 12 0 0 360.0 360.0 17.0 104.0 76.196151 43174 1 1\n",
" 61792.0 1939.0 55.0 3.4 8 29.854839 56 2 23.946429 43 12 38.096774 62 32 54.250000 80 48 68.516129 88 50 71.183333 90 64 78.790323 96 63 78.967742 95 56 74.450000 97 35 58.048387 78 32 52.783333 74 34 50.774194 72 1581 4460 40.97 49.1 463 56.835616 63 34 9 0 106 12 0 0 360.0 360.0 17.0 104.0 86.384326 43460 1 1\n",
" 61779.0 1923.0 56.0 25.6 8 29.854839 56 2 23.946429 43 12 38.096774 62 32 54.250000 80 48 68.516129 88 50 71.183333 90 64 78.790323 96 63 78.967742 95 56 74.450000 97 35 58.048387 78 32 52.783333 74 34 50.774194 72 1581 4460 40.97 49.1 463 56.835616 63 34 9 0 106 12 0 0 330.0 340.0 18.3 148.0 99.462097 50104 1 1\n",
"6 8 2 Multifamily_Uncategorized 1195034.0 1964.0 75.0 3.0 8 29.827586 62 4 33.896552 62 24 45.967742 79 18 49.931034 81 37 59.161290 89 45 70.465517 90 57 77.083333 96 54 75.725806 95 40 68.200000 96 24 55.258065 85 20 44.316667 71 12 35.129032 58 1114 5074 35.78 13.9 18 53.839335 97 29 6 0 101 21 0 0 1.0 1.0 1.0 116.0 59.196394 68724 1 1\n",
"Length: 5940, dtype: int64\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"plt.figure(figsize=(16, 8))\n",
"plt.xticks(rotation=90)\n",
"plt.scatter(df['facility_type'], df['site_eui'])"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 711
},
"id": "V1d1kDAAbO03",
"outputId": "24f7d0be-9443-47a3-fc41-c2f1b56c2b33"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7f8d647805d0>"
]
},
"metadata": {},
"execution_count": 228
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"facility_types = list(df['facility_type'].value_counts().index.values)\n",
"di = {facility_types[i]:i for i in range(60)}\n",
"def facility_type_numbers(row):\n",
" return di[row['facility_type']]\n",
"df['facility_type_class'] = df.apply(lambda row: facility_type_numbers(row), axis=1)\n",
"plt.figure(figsize=(16, 8))\n",
"plt.scatter(df['id'], df['site_eui'], c=df['facility_type_class'], cmap='rainbow')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 501
},
"id": "KAodqjXfbRWv",
"outputId": "455103da-ac98-4a43-a1e6-4dc46d449c8b"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7f8d5c9b8e10>"
]
},
"metadata": {},
"execution_count": 229
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"**This next line is important**"
],
"metadata": {
"id": "Z_GChyPsK7Zo"
}
},
{
"cell_type": "code",
"source": [
"''' this is a problem for when we start classifying'''\n",
"print(df.iloc[:]['site_eui'].value_counts())"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "7oE1aOehbzwe",
"outputId": "265a5034-a46d-4d24-c0ed-a9c21fd62ebd"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"79.781421 36\n",
"65.819672 36\n",
"69.210383 35\n",
"75.094262 35\n",
"88.557377 33\n",
" ..\n",
"10.396353 1\n",
"75.600517 1\n",
"66.252720 1\n",
"65.090565 1\n",
"29.154684 1\n",
"Name: site_eui, Length: 61080, dtype: int64\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"msno.matrix(df[500:2500])"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 612
},
"id": "qQuzV8WMb1rZ",
"outputId": "e60482b2-f0e3-4511-da7a-b32a7e8c1c2d"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f8d677ab190>"
]
},
"metadata": {},
"execution_count": 231
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1800x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"!ls drive/MyDrive/"
],
"metadata": {
"id": "dmH4HbARVXCR",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "dbc3f0d9-ad9a-44ac-9b29-b2152b0a60f8"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"'Colab Notebooks' IMO.ipynb linux\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"df.head()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 270
},
"id": "dyiDIqcYedB3",
"outputId": "040ed84f-7951-4534-8ab1-eb3370101390"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
" <div id=\"df-80f7e9e5-e405-4172-9493-63b1f816b09a\">\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>Year_Factor</th>\n",
" <th>State_Factor</th>\n",
" <th>building_class</th>\n",
" <th>facility_type</th>\n",
" <th>floor_area</th>\n",
" <th>year_built</th>\n",
" <th>energy_star_rating</th>\n",
" <th>ELEVATION</th>\n",
" <th>january_min_temp</th>\n",
" <th>january_avg_temp</th>\n",
" <th>january_max_temp</th>\n",
" <th>february_min_temp</th>\n",
" <th>february_avg_temp</th>\n",
" <th>february_max_temp</th>\n",
" <th>march_min_temp</th>\n",
" <th>march_avg_temp</th>\n",
" <th>march_max_temp</th>\n",
" <th>april_min_temp</th>\n",
" <th>april_avg_temp</th>\n",
" <th>april_max_temp</th>\n",
" <th>may_min_temp</th>\n",
" <th>may_avg_temp</th>\n",
" <th>may_max_temp</th>\n",
" <th>june_min_temp</th>\n",
" <th>june_avg_temp</th>\n",
" <th>june_max_temp</th>\n",
" <th>july_min_temp</th>\n",
" <th>july_avg_temp</th>\n",
" <th>july_max_temp</th>\n",
" <th>august_min_temp</th>\n",
" <th>august_avg_temp</th>\n",
" <th>august_max_temp</th>\n",
" <th>september_min_temp</th>\n",
" <th>september_avg_temp</th>\n",
" <th>september_max_temp</th>\n",
" <th>october_min_temp</th>\n",
" <th>october_avg_temp</th>\n",
" <th>october_max_temp</th>\n",
" <th>november_min_temp</th>\n",
" <th>november_avg_temp</th>\n",
" <th>november_max_temp</th>\n",
" <th>december_min_temp</th>\n",
" <th>december_avg_temp</th>\n",
" <th>december_max_temp</th>\n",
" <th>cooling_degree_days</th>\n",
" <th>heating_degree_days</th>\n",
" <th>precipitation_inches</th>\n",
" <th>snowfall_inches</th>\n",
" <th>snowdepth_inches</th>\n",
" <th>avg_temp</th>\n",
" <th>days_below_30F</th>\n",
" <th>days_below_20F</th>\n",
" <th>days_below_10F</th>\n",
" <th>days_below_0F</th>\n",
" <th>days_above_80F</th>\n",
" <th>days_above_90F</th>\n",
" <th>days_above_100F</th>\n",
" <th>days_above_110F</th>\n",
" <th>direction_max_wind_speed</th>\n",
" <th>direction_peak_wind_speed</th>\n",
" <th>max_wind_speed</th>\n",
" <th>days_with_fog</th>\n",
" <th>site_eui</th>\n",
" <th>id</th>\n",
" <th>facility_type_clusters</th>\n",
" <th>facility_type_class</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>Grocery_store_or_food_market</td>\n",
" <td>61242.0</td>\n",
" <td>1942.0</td>\n",
" <td>11.0</td>\n",
" <td>2.4</td>\n",
" <td>36</td>\n",
" <td>50.5</td>\n",
" <td>68</td>\n",
" <td>35</td>\n",
" <td>50.589286</td>\n",
" <td>73</td>\n",
" <td>40</td>\n",
" <td>53.693548</td>\n",
" <td>80</td>\n",
" <td>41</td>\n",
" <td>55.5</td>\n",
" <td>78</td>\n",
" <td>46</td>\n",
" <td>56.854839</td>\n",
" <td>84</td>\n",
" <td>50</td>\n",
" <td>60.5</td>\n",
" <td>90</td>\n",
" <td>52</td>\n",
" <td>62.725806</td>\n",
" <td>84</td>\n",
" <td>52</td>\n",
" <td>62.16129</td>\n",
" <td>85</td>\n",
" <td>52</td>\n",
" <td>64.65</td>\n",
" <td>90</td>\n",
" <td>47</td>\n",
" <td>63.016129</td>\n",
" <td>83</td>\n",
" <td>43</td>\n",
" <td>53.8</td>\n",
" <td>72</td>\n",
" <td>36</td>\n",
" <td>49.274194</td>\n",
" <td>71</td>\n",
" <td>115</td>\n",
" <td>2960</td>\n",
" <td>16.59</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>56.972603</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>248.682615</td>\n",
" <td>0</td>\n",
" <td>8</td>\n",
" <td>16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>Warehouse_Distribution_or_Shipping_center</td>\n",
" <td>274000.0</td>\n",
" <td>1955.0</td>\n",
" <td>45.0</td>\n",
" <td>1.8</td>\n",
" <td>36</td>\n",
" <td>50.5</td>\n",
" <td>68</td>\n",
" <td>35</td>\n",
" <td>50.589286</td>\n",
" <td>73</td>\n",
" <td>40</td>\n",
" <td>53.693548</td>\n",
" <td>80</td>\n",
" <td>41</td>\n",
" <td>55.5</td>\n",
" <td>78</td>\n",
" <td>46</td>\n",
" <td>56.854839</td>\n",
" <td>84</td>\n",
" <td>50</td>\n",
" <td>60.5</td>\n",
" <td>90</td>\n",
" <td>52</td>\n",
" <td>62.725806</td>\n",
" <td>84</td>\n",
" <td>52</td>\n",
" <td>62.16129</td>\n",
" <td>85</td>\n",
" <td>52</td>\n",
" <td>64.65</td>\n",
" <td>90</td>\n",
" <td>47</td>\n",
" <td>63.016129</td>\n",
" <td>83</td>\n",
" <td>43</td>\n",
" <td>53.8</td>\n",
" <td>72</td>\n",
" <td>36</td>\n",
" <td>49.274194</td>\n",
" <td>71</td>\n",
" <td>115</td>\n",
" <td>2960</td>\n",
" <td>16.59</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>56.972603</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>12.0</td>\n",
" <td>26.500150</td>\n",
" <td>1</td>\n",
" <td>7</td>\n",
" <td>14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>Retail_Enclosed_mall</td>\n",
" <td>280025.0</td>\n",
" <td>1951.0</td>\n",
" <td>97.0</td>\n",
" <td>1.8</td>\n",
" <td>36</td>\n",
" <td>50.5</td>\n",
" <td>68</td>\n",
" <td>35</td>\n",
" <td>50.589286</td>\n",
" <td>73</td>\n",
" <td>40</td>\n",
" <td>53.693548</td>\n",
" <td>80</td>\n",
" <td>41</td>\n",
" <td>55.5</td>\n",
" <td>78</td>\n",
" <td>46</td>\n",
" <td>56.854839</td>\n",
" <td>84</td>\n",
" <td>50</td>\n",
" <td>60.5</td>\n",
" <td>90</td>\n",
" <td>52</td>\n",
" <td>62.725806</td>\n",
" <td>84</td>\n",
" <td>52</td>\n",
" <td>62.16129</td>\n",
" <td>85</td>\n",
" <td>52</td>\n",
" <td>64.65</td>\n",
" <td>90</td>\n",
" <td>47</td>\n",
" <td>63.016129</td>\n",
" <td>83</td>\n",
" <td>43</td>\n",
" <td>53.8</td>\n",
" <td>72</td>\n",
" <td>36</td>\n",
" <td>49.274194</td>\n",
" <td>71</td>\n",
" <td>115</td>\n",
" <td>2960</td>\n",
" <td>16.59</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>56.972603</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>12.0</td>\n",
" <td>24.693619</td>\n",
" <td>2</td>\n",
" <td>7</td>\n",
" <td>29</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>Education_Other_classroom</td>\n",
" <td>55325.0</td>\n",
" <td>1980.0</td>\n",
" <td>46.0</td>\n",
" <td>1.8</td>\n",
" <td>36</td>\n",
" <td>50.5</td>\n",
" <td>68</td>\n",
" <td>35</td>\n",
" <td>50.589286</td>\n",
" <td>73</td>\n",
" <td>40</td>\n",
" <td>53.693548</td>\n",
" <td>80</td>\n",
" <td>41</td>\n",
" <td>55.5</td>\n",
" <td>78</td>\n",
" <td>46</td>\n",
" <td>56.854839</td>\n",
" <td>84</td>\n",
" <td>50</td>\n",
" <td>60.5</td>\n",
" <td>90</td>\n",
" <td>52</td>\n",
" <td>62.725806</td>\n",
" <td>84</td>\n",
" <td>52</td>\n",
" <td>62.16129</td>\n",
" <td>85</td>\n",
" <td>52</td>\n",
" <td>64.65</td>\n",
" <td>90</td>\n",
" <td>47</td>\n",
" <td>63.016129</td>\n",
" <td>83</td>\n",
" <td>43</td>\n",
" <td>53.8</td>\n",
" <td>72</td>\n",
" <td>36</td>\n",
" <td>49.274194</td>\n",
" <td>71</td>\n",
" <td>115</td>\n",
" <td>2960</td>\n",
" <td>16.59</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>56.972603</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>12.0</td>\n",
" <td>48.406926</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>Warehouse_Nonrefrigerated</td>\n",
" <td>66000.0</td>\n",
" <td>1985.0</td>\n",
" <td>100.0</td>\n",
" <td>2.4</td>\n",
" <td>36</td>\n",
" <td>50.5</td>\n",
" <td>68</td>\n",
" <td>35</td>\n",
" <td>50.589286</td>\n",
" <td>73</td>\n",
" <td>40</td>\n",
" <td>53.693548</td>\n",
" <td>80</td>\n",
" <td>41</td>\n",
" <td>55.5</td>\n",
" <td>78</td>\n",
" <td>46</td>\n",
" <td>56.854839</td>\n",
" <td>84</td>\n",
" <td>50</td>\n",
" <td>60.5</td>\n",
" <td>90</td>\n",
" <td>52</td>\n",
" <td>62.725806</td>\n",
" <td>84</td>\n",
" <td>52</td>\n",
" <td>62.16129</td>\n",
" <td>85</td>\n",
" <td>52</td>\n",
" <td>64.65</td>\n",
" <td>90</td>\n",
" <td>47</td>\n",
" <td>63.016129</td>\n",
" <td>83</td>\n",
" <td>43</td>\n",
" <td>53.8</td>\n",
" <td>72</td>\n",
" <td>36</td>\n",
" <td>49.274194</td>\n",
" <td>71</td>\n",
" <td>115</td>\n",
" <td>2960</td>\n",
" <td>16.59</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>56.972603</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>3.899395</td>\n",
" <td>4</td>\n",
" <td>7</td>\n",
" <td>7</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
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],
"text/plain": [
" Year_Factor State_Factor ... facility_type_clusters facility_type_class\n",
"0 1 1 ... 8 16\n",
"1 1 1 ... 7 14\n",
"2 1 1 ... 7 29\n",
"3 1 1 ... 3 2\n",
"4 1 1 ... 7 7\n",
"\n",
"[5 rows x 66 columns]"
]
},
"metadata": {},
"execution_count": 233
}
]
},
{
"cell_type": "code",
"source": [
"df['facility_type_clusters']"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "yAGiEGwmehNb",
"outputId": "267e4a1a-04c1-4477-873c-0e8f500e7e53"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"0 8\n",
"1 7\n",
"2 7\n",
"3 3\n",
"4 7\n",
" ..\n",
"75752 2\n",
"75753 7\n",
"75754 9\n",
"75755 9\n",
"75756 7\n",
"Name: facility_type_clusters, Length: 75757, dtype: int64"
]
},
"metadata": {},
"execution_count": 234
}
]
},
{
"cell_type": "code",
"source": [
"'''\n",
"steps:\n",
"1. filter out outliers\n",
"2. chose what columns we can use, for which observations\n",
"3. clusterize facility_type\n",
"4. rf!\n",
"'''"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 36
},
"id": "mTV8s_iwbmpW",
"outputId": "f5e7ad50-9f34-4866-adcd-f09943ffe4ea"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "string"
},
"text/plain": [
"'\\nsteps:\\n1. filter out outliers\\n2. chose what columns we can use, for which observations\\n3. clusterize facility_type\\n4. rf!\\n'"
]
},
"metadata": {},
"execution_count": 235
}
]
},
{
"cell_type": "markdown",
"source": [
"# **Common ML preparation**"
],
"metadata": {
"id": "E5m4AgUdqlkr"
}
},
{
"cell_type": "code",
"source": [
"!pip3 install tensorflow_decision_forests --upgrade"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "ZcU05_PPfur3",
"outputId": "22964d23-1404-4f37-cf0a-3a04d5b8ddc6"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Requirement already satisfied: tensorflow_decision_forests in /usr/local/lib/python3.7/dist-packages (0.2.4)\n",
"Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from tensorflow_decision_forests) (1.21.5)\n",
"Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from tensorflow_decision_forests) (1.15.0)\n",
"Requirement already satisfied: pandas in /usr/local/lib/python3.7/dist-packages (from tensorflow_decision_forests) (1.3.5)\n",
"Requirement already satisfied: tensorflow~=2.8.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow_decision_forests) (2.8.0)\n",
"Requirement already satisfied: wheel in /usr/local/lib/python3.7/dist-packages (from tensorflow_decision_forests) (0.37.1)\n",
"Requirement already satisfied: wurlitzer in /usr/local/lib/python3.7/dist-packages (from tensorflow_decision_forests) (3.0.2)\n",
"Requirement already satisfied: absl-py in /usr/local/lib/python3.7/dist-packages (from tensorflow_decision_forests) (1.0.0)\n",
"Requirement already satisfied: typing-extensions>=3.6.6 in /usr/local/lib/python3.7/dist-packages (from tensorflow~=2.8.0->tensorflow_decision_forests) (3.10.0.2)\n",
"Requirement already satisfied: wrapt>=1.11.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow~=2.8.0->tensorflow_decision_forests) (1.13.3)\n",
"Requirement already satisfied: keras<2.9,>=2.8.0rc0 in /usr/local/lib/python3.7/dist-packages (from tensorflow~=2.8.0->tensorflow_decision_forests) (2.8.0)\n",
"Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from tensorflow~=2.8.0->tensorflow_decision_forests) (57.4.0)\n",
"Requirement already satisfied: astunparse>=1.6.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow~=2.8.0->tensorflow_decision_forests) (1.6.3)\n",
"Requirement already satisfied: tf-estimator-nightly==2.8.0.dev2021122109 in /usr/local/lib/python3.7/dist-packages (from tensorflow~=2.8.0->tensorflow_decision_forests) (2.8.0.dev2021122109)\n",
"Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in /usr/local/lib/python3.7/dist-packages (from tensorflow~=2.8.0->tensorflow_decision_forests) (0.24.0)\n",
"Requirement already satisfied: grpcio<2.0,>=1.24.3 in /usr/local/lib/python3.7/dist-packages (from tensorflow~=2.8.0->tensorflow_decision_forests) (1.43.0)\n",
"Requirement already satisfied: keras-preprocessing>=1.1.1 in /usr/local/lib/python3.7/dist-packages (from tensorflow~=2.8.0->tensorflow_decision_forests) (1.1.2)\n",
"Requirement already satisfied: termcolor>=1.1.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow~=2.8.0->tensorflow_decision_forests) (1.1.0)\n",
"Requirement already satisfied: libclang>=9.0.1 in /usr/local/lib/python3.7/dist-packages (from tensorflow~=2.8.0->tensorflow_decision_forests) (13.0.0)\n",
"Requirement already satisfied: h5py>=2.9.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow~=2.8.0->tensorflow_decision_forests) (3.1.0)\n",
"Requirement already satisfied: flatbuffers>=1.12 in /usr/local/lib/python3.7/dist-packages (from tensorflow~=2.8.0->tensorflow_decision_forests) (2.0)\n",
"Requirement already satisfied: tensorboard<2.9,>=2.8 in /usr/local/lib/python3.7/dist-packages (from tensorflow~=2.8.0->tensorflow_decision_forests) (2.8.0)\n",
"Requirement already satisfied: gast>=0.2.1 in /usr/local/lib/python3.7/dist-packages (from tensorflow~=2.8.0->tensorflow_decision_forests) (0.5.3)\n",
"Requirement already satisfied: opt-einsum>=2.3.2 in /usr/local/lib/python3.7/dist-packages (from tensorflow~=2.8.0->tensorflow_decision_forests) (3.3.0)\n",
"Requirement already satisfied: google-pasta>=0.1.1 in /usr/local/lib/python3.7/dist-packages (from tensorflow~=2.8.0->tensorflow_decision_forests) (0.2.0)\n",
"Requirement already satisfied: protobuf>=3.9.2 in /usr/local/lib/python3.7/dist-packages (from tensorflow~=2.8.0->tensorflow_decision_forests) (3.17.3)\n",
"Requirement already satisfied: cached-property in /usr/local/lib/python3.7/dist-packages (from h5py>=2.9.0->tensorflow~=2.8.0->tensorflow_decision_forests) (1.5.2)\n",
"Requirement already satisfied: requests<3,>=2.21.0 in /usr/local/lib/python3.7/dist-packages (from tensorboard<2.9,>=2.8->tensorflow~=2.8.0->tensorflow_decision_forests) (2.23.0)\n",
"Requirement already satisfied: google-auth<3,>=1.6.3 in /usr/local/lib/python3.7/dist-packages (from tensorboard<2.9,>=2.8->tensorflow~=2.8.0->tensorflow_decision_forests) (1.35.0)\n",
"Requirement already satisfied: tensorboard-data-server<0.7.0,>=0.6.0 in /usr/local/lib/python3.7/dist-packages (from tensorboard<2.9,>=2.8->tensorflow~=2.8.0->tensorflow_decision_forests) (0.6.1)\n",
"Requirement already satisfied: werkzeug>=0.11.15 in /usr/local/lib/python3.7/dist-packages (from tensorboard<2.9,>=2.8->tensorflow~=2.8.0->tensorflow_decision_forests) (1.0.1)\n",
"Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /usr/local/lib/python3.7/dist-packages (from tensorboard<2.9,>=2.8->tensorflow~=2.8.0->tensorflow_decision_forests) (1.8.1)\n",
"Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /usr/local/lib/python3.7/dist-packages (from tensorboard<2.9,>=2.8->tensorflow~=2.8.0->tensorflow_decision_forests) (0.4.6)\n",
"Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.7/dist-packages (from tensorboard<2.9,>=2.8->tensorflow~=2.8.0->tensorflow_decision_forests) (3.3.6)\n",
"Requirement already satisfied: rsa<5,>=3.1.4 in /usr/local/lib/python3.7/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.9,>=2.8->tensorflow~=2.8.0->tensorflow_decision_forests) (4.8)\n",
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"Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.7/dist-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.9,>=2.8->tensorflow~=2.8.0->tensorflow_decision_forests) (1.3.1)\n",
"Requirement already satisfied: importlib-metadata>=4.4 in /usr/local/lib/python3.7/dist-packages (from markdown>=2.6.8->tensorboard<2.9,>=2.8->tensorflow~=2.8.0->tensorflow_decision_forests) (4.11.1)\n",
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"Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.21.0->tensorboard<2.9,>=2.8->tensorflow~=2.8.0->tensorflow_decision_forests) (1.24.3)\n",
"Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.7/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.9,>=2.8->tensorflow~=2.8.0->tensorflow_decision_forests) (3.2.0)\n",
"Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas->tensorflow_decision_forests) (2.8.2)\n",
"Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas->tensorflow_decision_forests) (2018.9)\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"'''\n",
"Source:\n",
"'''\n",
"import tensorflow as tf\n",
"import tensorflow_decision_forests as tfdf\n",
"from datetime import datetime\n",
"\n",
"########################### INITIALIZATION ############################\n",
"now = datetime.now()\n",
"print(\"\")\n",
"print('tf.__version__', tf.__version__,\"\\n\")\n",
"\n",
"gpus = tf.config.list_physical_devices('GPU')\n",
"if gpus:\n",
" try:\n",
" # Currently, memory growth needs to be the same across GPUs\n",
" for gpu in gpus:\n",
" tf.config.experimental.set_memory_growth(gpu, True)\n",
" logical_gpus = tf.config.list_logical_devices('GPU')\n",
" print(len(gpus), \"Physical GPUs,\", len(logical_gpus), \"Logical GPUs\\n\")\n",
" except RuntimeError as e:\n",
" # Memory growth must be set before GPUs have been initialized\n",
" print(e)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "_spl4vW3bZ6W",
"outputId": "e1d958af-e5e1-4ae4-8af1-1e96faa5d644"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\n",
"tf.__version__ 2.8.0 \n",
"\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"'''\n",
"with open(r'drive/MyDrive/linux/kaggle/df2.csv', 'r') as f:\n",
" df2 = pd.read_csv(f)\n",
"'''"
],
"metadata": {
"id": "YYAjQ-Hf_2a7",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "2b5cf027-ec2a-4f9f-e517-6c3e9f73dd34"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "string"
},
"text/plain": [
"\"\\nwith open(r'drive/MyDrive/linux/kaggle/df2.csv', 'r') as f:\\n df2 = pd.read_csv(f)\\n\""
]
},
"metadata": {},
"execution_count": 41
}
]
},
{
"cell_type": "markdown",
"source": [
"INPUT & OUTPUT PREP"
],
"metadata": {
"id": "X-Wdz5d5g_dS"
}
},
{
"cell_type": "code",
"source": [
"# the first is a string, the second is not clusterized, and the last 4 have too many nans\n",
"dont_want = ['facility_type', 'facility_type_class', 'direction_max_wind_speed', 'direction_peak_wind_speed', 'max_wind_speed', 'days_with_fog']\n",
"\n",
"colnames = [_ for _ in df.columns if _ not in dont_want and 'temp' not in _] # \n",
"\n",
"print('len(colnames):',len(colnames))\n",
"print('colnames:',colnames)"
],
"metadata": {
"id": "o11UYJMmhQXr",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "d1e02d34-216e-42ce-f501-c55e626bd78e"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"len(colnames): 23\n",
"colnames: ['Year_Factor', 'State_Factor', 'building_class', 'floor_area', 'year_built', 'energy_star_rating', 'ELEVATION', 'cooling_degree_days', 'heating_degree_days', 'precipitation_inches', 'snowfall_inches', 'snowdepth_inches', 'days_below_30F', 'days_below_20F', 'days_below_10F', 'days_below_0F', 'days_above_80F', 'days_above_90F', 'days_above_100F', 'days_above_110F', 'site_eui', 'id', 'facility_type_clusters']\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"OUTLIERS REMOVAL"
],
"metadata": {
"id": "bPAEPNnu35ro"
}
},
{
"cell_type": "code",
"source": [
"\n",
"from sklearn.ensemble import IsolationForest #Imports the Isolationforest model from scikit learn for outlier detection\n",
"df_colnames_dropna = df[colnames].dropna()\n",
"clf = IsolationForest().fit_predict(df_colnames_dropna) #Performs a fit on the dataset and returns labels, removing outliers, can use IF(random_state = 0) for reproducibility\n",
"df2 = df_colnames_dropna[clf==1].copy()\n",
"'''\n",
"df2 = df\n",
"'''"
],
"metadata": {
"id": "VTiGT2m7RLlA",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "d2a9c588-7b12-428a-ce17-f16e50415ce8"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "string"
},
"text/plain": [
"'\\ndf2 = df\\n'"
]
},
"metadata": {},
"execution_count": 43
}
]
},
{
"cell_type": "code",
"source": [
"import seaborn as sns\n",
"def boxplots(df):\n",
" '''\n",
" Source: Botani & IMO\n",
" '''\n",
" fig = plt.figure(figsize=[15,10], dpi=200)\n",
" fig.subplots_adjust(hspace=1, wspace=0.25)\n",
"\n",
" j = 1\n",
" for i in colnames:\n",
" ax = fig.add_subplot(int(len(colnames)/4)+len(colnames)%4,4,j)\n",
" sns.boxplot(data=df, x=i, ax=ax, color = 'b')\n",
" j = j+1\n",
" if j>len(colnames):\n",
" break\n",
" plt.show()"
],
"metadata": {
"id": "6SO4xbjnNAeA"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"boxplots(df[colnames])\n",
"\n",
"# vars w/ 'temp' not shown here!"
],
"metadata": {
"id": "EGDtA1BqNFHf",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "ecf39591-c207-4139-b042-52f8c206859c"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 3000x2000 with 23 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"boxplots(df2)\n",
"\n",
"# vars w/ 'temp' not shown here!"
],
"metadata": {
"id": "baJ7pyEQrkS9",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "e50a3984-4a0f-4a9a-94c2-c0d8bf3829cf"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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