diff --git a/starter-notebook_framework.ipynb b/starter-notebook_framework.ipynb new file mode 100644 index 00000000..8fa3cd32 --- /dev/null +++ b/starter-notebook_framework.ipynb @@ -0,0 +1,2917 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "6c7e849a", + "metadata": { + "ExecuteTime": { + "end_time": "2021-06-11T09:24:53.643384Z", + "start_time": "2021-06-11T09:24:53.622385Z" + } + }, + "source": [ + "# Regression Predict Student Solution\n", + "\n", + "© Explore Data Science Academy\n", + "\n", + "---\n", + "### Honour Code\n", + "\n", + "I {**YOUR NAME, YOUR SURNAME**}, confirm - by submitting this document - that the solutions in this notebook are a result of my own work and that I abide by the [EDSA honour code](https://drive.google.com/file/d/1QDCjGZJ8-FmJE3bZdIQNwnJyQKPhHZBn/view?usp=sharing).\n", + "\n", + "Non-compliance with the honour code constitutes a material breach of contract.\n", + "\n", + "### Predict Overview: Spain Electricity Shortfall Challenge\n", + "\n", + "The government of Spain is considering an expansion of it's renewable energy resource infrastructure investments. As such, they require information on the trends and patterns of the countries renewable sources and fossil fuel energy generation. Your company has been awarded the contract to:\n", + "\n", + "- 1. analyse the supplied data;\n", + "- 2. identify potential errors in the data and clean the existing data set;\n", + "- 3. determine if additional features can be added to enrich the data set;\n", + "- 4. build a model that is capable of forecasting the three hourly demand shortfalls;\n", + "- 5. evaluate the accuracy of the best machine learning model;\n", + "- 6. determine what features were most important in the model’s prediction decision, and\n", + "- 7. explain the inner working of the model to a non-technical audience.\n", + "\n", + "Formally the problem statement was given to you, the senior data scientist, by your manager via email reads as follow:\n", + "\n", + "> In this project you are tasked to model the shortfall between the energy generated by means of fossil fuels and various renewable sources - for the country of Spain. The daily shortfall, which will be referred to as the target variable, will be modelled as a function of various city-specific weather features such as `pressure`, `wind speed`, `humidity`, etc. As with all data science projects, the provided features are rarely adequate predictors of the target variable. As such, you are required to perform feature engineering to ensure that you will be able to accurately model Spain's three hourly shortfalls.\n", + " \n", + "On top of this, she has provided you with a starter notebook containing vague explanations of what the main outcomes are. " + ] + }, + { + "cell_type": "markdown", + "id": "05600c92", + "metadata": {}, + "source": [ + "\n", + "\n", + "## Table of Contents\n", + "\n", + "1. Importing Packages\n", + "\n", + "2. Loading Data\n", + "\n", + "3. Exploratory Data Analysis (EDA)\n", + "\n", + "4. Data Engineering\n", + "\n", + "5. Modeling\n", + "\n", + "6. Model Performance\n", + "\n", + "7. Model Explanations" + ] + }, + { + "cell_type": "markdown", + "id": "997462e2", + "metadata": {}, + "source": [ + " \n", + "## 1. Importing Packages\n", + "Back to Table of Contents\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "5c7cf366", + "metadata": {}, + "source": [ + "For this study, we will analyse the Spain Electricity Shortfall dataset. The methodology for this project includes and not limited to exploratory data anlyses and model prediction. To perform these various tasks, the following libraries were loaded:\n", + "\n", + "+ For data manipulation and analysis, Pandas and Numpy.\n", + "+ For data visualization, Matplotlib and Seaborn.\n", + "+ For data preparation, model building and evaluation, Scipy and Sklearn.\n", + "\n", + "\n", + "**The importation of these libraries can be seen below:**" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "475dbe93", + "metadata": { + "ExecuteTime": { + "end_time": "2021-06-23T10:30:53.800892Z", + "start_time": "2021-06-23T10:30:50.215449Z" + } + }, + "outputs": [], + "source": [ + "# Libraries for data loading, manipulation and analysis\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "# Libraries for data visualisation\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "%matplotlib inline\n", + "from statsmodels.graphics.correlation import plot_corr\n", + "\n", + "# Libraries for Data Preparation\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "# Libraries for Model Building\n", + "# Example of models that could be used\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.tree import DecisionTreeRegressor\n", + "from sklearn.linear_model import Ridge\n", + "from sklearn.linear_model import Lasso\n", + "\n", + "# Libraries for Model Evaluation\n", + "from sklearn.metrics import mean_squared_error\n", + "\n", + "# Libraries for Handing Errors\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "# Libraries for Saving Model\n", + "import pickle\n", + "\n", + "# Setting global constants to ensure notebook results are reproducible\n", + "#PARAMETER_CONSTANT = ###" + ] + }, + { + "cell_type": "markdown", + "id": "f22a6718", + "metadata": {}, + "source": [ + "\n", + "## 2. Loading the Data\n", + "\n", + "Back to Table of Contents\n" + ] + }, + { + "cell_type": "markdown", + "id": "3bd83a26", + "metadata": {}, + "source": [ + "The data used for this project was located in the `df_train.csv` file. To better manipulate and analyse the `df_train.csv` file, it was loaded into a Pandas Data Frame using the Pandas function, `.read_csv()` and referred to as `df`. Demonstrate which column will be the index , `index_col=False`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "fbbb6c18", + "metadata": { + "ExecuteTime": { + "end_time": "2021-06-28T08:49:35.311495Z", + "start_time": "2021-06-28T08:49:35.295494Z" + } + }, + "outputs": [], + "source": [ + "# Loading of the data\n", + "df = pd.read_csv(\"df_train.csv\", index_col=False)" + ] + }, + { + "cell_type": "markdown", + "id": "3be9dc6f", + "metadata": {}, + "source": [ + "To set the maximum number of columns to be displayed, the `pd.set_option()` function was put in place." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "61279f05", + "metadata": {}, + "outputs": [], + "source": [ + "# displays unlimited number of columns\n", + "pd.set_option(\"display.max_columns\", None)" + ] + }, + { + "cell_type": "markdown", + "id": "4da81273", + "metadata": {}, + "source": [ + "To prevent any major unnecessary changes occurring to the original data, a copy of the dataframe was made `df.copy()` and referred to as `df_copy`." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "dc665b9c", + "metadata": {}, + "outputs": [], + "source": [ + "# The copy of the dataframe\n", + "df_copy = df.copy()" + ] + }, + { + "cell_type": "markdown", + "id": "d68f6896", + "metadata": {}, + "source": [ + "\n", + "## 3. Exploratory Data Analysis (EDA)\n", + "\n", + "Back to Table of Contents" + ] + }, + { + "cell_type": "markdown", + "id": "0bc061aa", + "metadata": {}, + "source": [ + "To investigate and summarize the dataset's main characteristics, which includes data visualization methods and statistical analyses. \n", + "Exploratory Data Analysis (EDA) gives a better understanding of the variables and the relationships between them.\n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "125f113c", + "metadata": {}, + "source": [ + "### 3.1 Displaying the Data" + ] + }, + { + "cell_type": "markdown", + "id": "30b95c44", + "metadata": {}, + "source": [ + "The function `.head()` was used to view the first few rows of the dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "2e344e2b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Unnamed: 0timeMadrid_wind_speedValencia_wind_degBilbao_rain_1hValencia_wind_speedSeville_humidityMadrid_humidityBilbao_clouds_allBilbao_wind_speedSeville_clouds_allBilbao_wind_degBarcelona_wind_speedBarcelona_wind_degMadrid_clouds_allSeville_wind_speedBarcelona_rain_1hSeville_pressureSeville_rain_1hBilbao_snow_3hBarcelona_pressureSeville_rain_3hMadrid_rain_1hBarcelona_rain_3hValencia_snow_3hMadrid_weather_idBarcelona_weather_idBilbao_pressureSeville_weather_idValencia_pressureSeville_temp_maxMadrid_pressureValencia_temp_maxValencia_tempBilbao_weather_idSeville_tempValencia_humidityValencia_temp_minBarcelona_temp_maxMadrid_temp_maxBarcelona_tempBilbao_temp_minBilbao_tempBarcelona_temp_minBilbao_temp_maxSeville_temp_minMadrid_tempMadrid_temp_minload_shortfall_3h
002015-01-01 03:00:000.666667level_50.00.66666774.33333364.0000000.01.0000000.0223.3333336.33333342.6666670.03.3333330.0sp250.00.01036.3333330.00.00.00.0800.0800.01035.000000800.01002.666667274.254667971.333333269.888000269.888000800.0274.25466775.666667269.888000281.013000265.938000281.013000269.338615269.338615281.013000269.338615274.254667265.938000265.9380006715.666667
112015-01-01 06:00:000.333333level_100.01.66666778.33333364.6666670.01.0000000.0221.0000004.000000139.0000000.03.3333330.0sp250.00.01037.3333330.00.00.00.0800.0800.01035.666667800.01004.333333274.945000972.666667271.728333271.728333800.0274.94500071.000000271.728333280.561667266.386667280.561667270.376000270.376000280.561667270.376000274.945000266.386667266.3866674171.666667
222015-01-01 09:00:001.000000level_90.01.00000071.33333364.3333330.01.0000000.0214.3333332.000000326.0000000.02.6666670.0sp250.00.01038.0000000.00.00.00.0800.0800.01036.000000800.01005.333333278.792000974.000000278.008667278.008667800.0278.79200065.666667278.008667281.583667272.708667281.583667275.027229275.027229281.583667275.027229278.792000272.708667272.7086674274.666667
332015-01-01 12:00:001.000000level_80.01.00000065.33333356.3333330.01.0000000.0199.6666672.333333273.0000000.04.0000000.0sp250.00.01037.0000000.00.00.00.0800.0800.01036.000000800.01009.000000285.394000994.666667284.899552284.899552800.0285.39400054.000000284.899552283.434104281.895219283.434104281.135063281.135063283.434104281.135063285.394000281.895219281.8952195075.666667
442015-01-01 15:00:001.000000level_70.01.00000059.00000057.0000002.00.3333330.0185.0000004.333333260.0000000.03.0000000.0sp250.00.01035.0000000.00.00.00.0800.0800.01035.333333800.0NaN285.5137191035.333333283.015115283.015115800.0285.51371958.333333283.015115284.213167280.678437284.213167282.252063282.252063284.213167282.252063285.513719280.678437280.6784376620.666667
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" + ], + "text/plain": [ + " Unnamed: 0 time Madrid_wind_speed Valencia_wind_deg \\\n", + "0 0 2015-01-01 03:00:00 0.666667 level_5 \n", + "1 1 2015-01-01 06:00:00 0.333333 level_10 \n", + "2 2 2015-01-01 09:00:00 1.000000 level_9 \n", + "3 3 2015-01-01 12:00:00 1.000000 level_8 \n", + "4 4 2015-01-01 15:00:00 1.000000 level_7 \n", + "\n", + " Bilbao_rain_1h Valencia_wind_speed Seville_humidity Madrid_humidity \\\n", + "0 0.0 0.666667 74.333333 64.000000 \n", + "1 0.0 1.666667 78.333333 64.666667 \n", + "2 0.0 1.000000 71.333333 64.333333 \n", + "3 0.0 1.000000 65.333333 56.333333 \n", + "4 0.0 1.000000 59.000000 57.000000 \n", + "\n", + " Bilbao_clouds_all Bilbao_wind_speed Seville_clouds_all Bilbao_wind_deg \\\n", + "0 0.0 1.000000 0.0 223.333333 \n", + "1 0.0 1.000000 0.0 221.000000 \n", + "2 0.0 1.000000 0.0 214.333333 \n", + "3 0.0 1.000000 0.0 199.666667 \n", + "4 2.0 0.333333 0.0 185.000000 \n", + "\n", + " Barcelona_wind_speed Barcelona_wind_deg Madrid_clouds_all \\\n", + "0 6.333333 42.666667 0.0 \n", + "1 4.000000 139.000000 0.0 \n", + "2 2.000000 326.000000 0.0 \n", + "3 2.333333 273.000000 0.0 \n", + "4 4.333333 260.000000 0.0 \n", + "\n", + " Seville_wind_speed Barcelona_rain_1h Seville_pressure Seville_rain_1h \\\n", + "0 3.333333 0.0 sp25 0.0 \n", + "1 3.333333 0.0 sp25 0.0 \n", + "2 2.666667 0.0 sp25 0.0 \n", + "3 4.000000 0.0 sp25 0.0 \n", + "4 3.000000 0.0 sp25 0.0 \n", + "\n", + " Bilbao_snow_3h Barcelona_pressure Seville_rain_3h Madrid_rain_1h \\\n", + "0 0.0 1036.333333 0.0 0.0 \n", + "1 0.0 1037.333333 0.0 0.0 \n", + "2 0.0 1038.000000 0.0 0.0 \n", + "3 0.0 1037.000000 0.0 0.0 \n", + "4 0.0 1035.000000 0.0 0.0 \n", + "\n", + " Barcelona_rain_3h Valencia_snow_3h Madrid_weather_id \\\n", + "0 0.0 0.0 800.0 \n", + "1 0.0 0.0 800.0 \n", + "2 0.0 0.0 800.0 \n", + "3 0.0 0.0 800.0 \n", + "4 0.0 0.0 800.0 \n", + "\n", + " Barcelona_weather_id Bilbao_pressure Seville_weather_id \\\n", + "0 800.0 1035.000000 800.0 \n", + "1 800.0 1035.666667 800.0 \n", + "2 800.0 1036.000000 800.0 \n", + "3 800.0 1036.000000 800.0 \n", + "4 800.0 1035.333333 800.0 \n", + "\n", + " Valencia_pressure Seville_temp_max Madrid_pressure Valencia_temp_max \\\n", + "0 1002.666667 274.254667 971.333333 269.888000 \n", + "1 1004.333333 274.945000 972.666667 271.728333 \n", + "2 1005.333333 278.792000 974.000000 278.008667 \n", + "3 1009.000000 285.394000 994.666667 284.899552 \n", + "4 NaN 285.513719 1035.333333 283.015115 \n", + "\n", + " Valencia_temp Bilbao_weather_id Seville_temp Valencia_humidity \\\n", + "0 269.888000 800.0 274.254667 75.666667 \n", + "1 271.728333 800.0 274.945000 71.000000 \n", + "2 278.008667 800.0 278.792000 65.666667 \n", + "3 284.899552 800.0 285.394000 54.000000 \n", + "4 283.015115 800.0 285.513719 58.333333 \n", + "\n", + " Valencia_temp_min Barcelona_temp_max Madrid_temp_max Barcelona_temp \\\n", + "0 269.888000 281.013000 265.938000 281.013000 \n", + "1 271.728333 280.561667 266.386667 280.561667 \n", + "2 278.008667 281.583667 272.708667 281.583667 \n", + "3 284.899552 283.434104 281.895219 283.434104 \n", + "4 283.015115 284.213167 280.678437 284.213167 \n", + "\n", + " Bilbao_temp_min Bilbao_temp Barcelona_temp_min Bilbao_temp_max \\\n", + "0 269.338615 269.338615 281.013000 269.338615 \n", + "1 270.376000 270.376000 280.561667 270.376000 \n", + "2 275.027229 275.027229 281.583667 275.027229 \n", + "3 281.135063 281.135063 283.434104 281.135063 \n", + "4 282.252063 282.252063 284.213167 282.252063 \n", + "\n", + " Seville_temp_min Madrid_temp Madrid_temp_min load_shortfall_3h \n", + "0 274.254667 265.938000 265.938000 6715.666667 \n", + "1 274.945000 266.386667 266.386667 4171.666667 \n", + "2 278.792000 272.708667 272.708667 4274.666667 \n", + "3 285.394000 281.895219 281.895219 5075.666667 \n", + "4 285.513719 280.678437 280.678437 6620.666667 " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Outputs the first 5 rows of the dataset\n", + "df_copy.head()" + ] + }, + { + "cell_type": "markdown", + "id": "3a570ea9", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** :\n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "5578c7ec", + "metadata": {}, + "source": [ + "### 3.2 Data Anaylses" + ] + }, + { + "cell_type": "markdown", + "id": "76f998f2", + "metadata": {}, + "source": [ + "`.shape` function returned the number of rows by the number of columns in the dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "c49a2880", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(8763, 49)" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Displays the number of rows and columns\n", + "df_copy.shape" + ] + }, + { + "cell_type": "markdown", + "id": "2349f6fb", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : The dataset consists of 8763 rows and 49 columns.\n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "a5898fe3", + "metadata": {}, + "source": [ + "`.info()` function outputs important details about the dataset. This includes the columns, the data types **(Dtype)** of the columns and the count of non-null values." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "d1896374", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 8763 entries, 0 to 8762\n", + "Data columns (total 49 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Unnamed: 0 8763 non-null int64 \n", + " 1 time 8763 non-null object \n", + " 2 Madrid_wind_speed 8763 non-null float64\n", + " 3 Valencia_wind_deg 8763 non-null object \n", + " 4 Bilbao_rain_1h 8763 non-null float64\n", + " 5 Valencia_wind_speed 8763 non-null float64\n", + " 6 Seville_humidity 8763 non-null float64\n", + " 7 Madrid_humidity 8763 non-null float64\n", + " 8 Bilbao_clouds_all 8763 non-null float64\n", + " 9 Bilbao_wind_speed 8763 non-null float64\n", + " 10 Seville_clouds_all 8763 non-null float64\n", + " 11 Bilbao_wind_deg 8763 non-null float64\n", + " 12 Barcelona_wind_speed 8763 non-null float64\n", + " 13 Barcelona_wind_deg 8763 non-null float64\n", + " 14 Madrid_clouds_all 8763 non-null float64\n", + " 15 Seville_wind_speed 8763 non-null float64\n", + " 16 Barcelona_rain_1h 8763 non-null float64\n", + " 17 Seville_pressure 8763 non-null object \n", + " 18 Seville_rain_1h 8763 non-null float64\n", + " 19 Bilbao_snow_3h 8763 non-null float64\n", + " 20 Barcelona_pressure 8763 non-null float64\n", + " 21 Seville_rain_3h 8763 non-null float64\n", + " 22 Madrid_rain_1h 8763 non-null float64\n", + " 23 Barcelona_rain_3h 8763 non-null float64\n", + " 24 Valencia_snow_3h 8763 non-null float64\n", + " 25 Madrid_weather_id 8763 non-null float64\n", + " 26 Barcelona_weather_id 8763 non-null float64\n", + " 27 Bilbao_pressure 8763 non-null float64\n", + " 28 Seville_weather_id 8763 non-null float64\n", + " 29 Valencia_pressure 6695 non-null float64\n", + " 30 Seville_temp_max 8763 non-null float64\n", + " 31 Madrid_pressure 8763 non-null float64\n", + " 32 Valencia_temp_max 8763 non-null float64\n", + " 33 Valencia_temp 8763 non-null float64\n", + " 34 Bilbao_weather_id 8763 non-null float64\n", + " 35 Seville_temp 8763 non-null float64\n", + " 36 Valencia_humidity 8763 non-null float64\n", + " 37 Valencia_temp_min 8763 non-null float64\n", + " 38 Barcelona_temp_max 8763 non-null float64\n", + " 39 Madrid_temp_max 8763 non-null float64\n", + " 40 Barcelona_temp 8763 non-null float64\n", + " 41 Bilbao_temp_min 8763 non-null float64\n", + " 42 Bilbao_temp 8763 non-null float64\n", + " 43 Barcelona_temp_min 8763 non-null float64\n", + " 44 Bilbao_temp_max 8763 non-null float64\n", + " 45 Seville_temp_min 8763 non-null float64\n", + " 46 Madrid_temp 8763 non-null float64\n", + " 47 Madrid_temp_min 8763 non-null float64\n", + " 48 load_shortfall_3h 8763 non-null float64\n", + "dtypes: float64(45), int64(1), object(3)\n", + "memory usage: 3.3+ MB\n" + ] + } + ], + "source": [ + "# Displays information of the Dataframe\n", + "df.info()" + ] + }, + { + "cell_type": "markdown", + "id": "8d8bcf86", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "f66381b6", + "metadata": {}, + "source": [ + "### 3.3 Missing Values" + ] + }, + { + "cell_type": "markdown", + "id": "146cbf4d", + "metadata": {}, + "source": [ + "Determining the missing values in the dataset is vital in accurately investigating the relationship between the variables. If not handled correctly it could cause: \n", + "+ Reduction in the power/fit of the model.\n", + "+ Have it become a biased model. " + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "cc0b78a8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Unnamed: 0 0\n", + "time 0\n", + "Madrid_wind_speed 0\n", + "Valencia_wind_deg 0\n", + "Bilbao_rain_1h 0\n", + "Valencia_wind_speed 0\n", + "Seville_humidity 0\n", + "Madrid_humidity 0\n", + "Bilbao_clouds_all 0\n", + "Bilbao_wind_speed 0\n", + "Seville_clouds_all 0\n", + "Bilbao_wind_deg 0\n", + "Barcelona_wind_speed 0\n", + "Barcelona_wind_deg 0\n", + "Madrid_clouds_all 0\n", + "Seville_wind_speed 0\n", + "Barcelona_rain_1h 0\n", + "Seville_pressure 0\n", + "Seville_rain_1h 0\n", + "Bilbao_snow_3h 0\n", + "Barcelona_pressure 0\n", + "Seville_rain_3h 0\n", + "Madrid_rain_1h 0\n", + "Barcelona_rain_3h 0\n", + "Valencia_snow_3h 0\n", + "Madrid_weather_id 0\n", + "Barcelona_weather_id 0\n", + "Bilbao_pressure 0\n", + "Seville_weather_id 0\n", + "Valencia_pressure 2068\n", + "Seville_temp_max 0\n", + "Madrid_pressure 0\n", + "Valencia_temp_max 0\n", + "Valencia_temp 0\n", + "Bilbao_weather_id 0\n", + "Seville_temp 0\n", + "Valencia_humidity 0\n", + "Valencia_temp_min 0\n", + "Barcelona_temp_max 0\n", + "Madrid_temp_max 0\n", + "Barcelona_temp 0\n", + "Bilbao_temp_min 0\n", + "Bilbao_temp 0\n", + "Barcelona_temp_min 0\n", + "Bilbao_temp_max 0\n", + "Seville_temp_min 0\n", + "Madrid_temp 0\n", + "Madrid_temp_min 0\n", + "load_shortfall_3h 0\n", + "dtype: int64" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Outputs the number of missing values\n", + "missing_values['missing_values']=df_copy.isnull().sum()\n", + "\n", + "missing_values['missing_values']" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "962f32f8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Unnamed: 0 0.0\n", + "time 0.0\n", + "Madrid_wind_speed 0.0\n", + "Valencia_wind_deg 0.0\n", + "Bilbao_rain_1h 0.0\n", + "Valencia_wind_speed 0.0\n", + "Seville_humidity 0.0\n", + "Madrid_humidity 0.0\n", + "Bilbao_clouds_all 0.0\n", + "Bilbao_wind_speed 0.0\n", + "Seville_clouds_all 0.0\n", + "Bilbao_wind_deg 0.0\n", + "Barcelona_wind_speed 0.0\n", + "Barcelona_wind_deg 0.0\n", + "Madrid_clouds_all 0.0\n", + "Seville_wind_speed 0.0\n", + "Barcelona_rain_1h 0.0\n", + "Seville_pressure 0.0\n", + "Seville_rain_1h 0.0\n", + "Bilbao_snow_3h 0.0\n", + "Barcelona_pressure 0.0\n", + "Seville_rain_3h 0.0\n", + "Madrid_rain_1h 0.0\n", + "Barcelona_rain_3h 0.0\n", + "Valencia_snow_3h 0.0\n", + "Madrid_weather_id 0.0\n", + "Barcelona_weather_id 0.0\n", + "Bilbao_pressure 0.0\n", + "Seville_weather_id 0.0\n", + "Valencia_pressure 24.0\n", + "Seville_temp_max 0.0\n", + "Madrid_pressure 0.0\n", + "Valencia_temp_max 0.0\n", + "Valencia_temp 0.0\n", + "Bilbao_weather_id 0.0\n", + "Seville_temp 0.0\n", + "Valencia_humidity 0.0\n", + "Valencia_temp_min 0.0\n", + "Barcelona_temp_max 0.0\n", + "Madrid_temp_max 0.0\n", + "Barcelona_temp 0.0\n", + "Bilbao_temp_min 0.0\n", + "Bilbao_temp 0.0\n", + "Barcelona_temp_min 0.0\n", + "Bilbao_temp_max 0.0\n", + "Seville_temp_min 0.0\n", + "Madrid_temp 0.0\n", + "Madrid_temp_min 0.0\n", + "load_shortfall_3h 0.0\n", + "dtype: float64" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Displays the percentage of missing values within the dataset\n", + "missing_values['missing_values_percent'] = round(df_copy.isnull().sum()/len(df_copy)*100)\n", + "\n", + "missing_values['missing_values_percent']" + ] + }, + { + "cell_type": "markdown", + "id": "63861db6", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** :\n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "d2c7670c", + "metadata": { + "ExecuteTime": { + "end_time": "2021-06-28T08:52:37.824204Z", + "start_time": "2021-06-28T08:52:37.811206Z" + } + }, + "source": [ + "### 3.4 Descriptive Statistics" + ] + }, + { + "cell_type": "markdown", + "id": "56eb78de", + "metadata": {}, + "source": [ + "Statistical analyses in EDA is crucial for analysing the dataset. The function `.describe()` summarizes the count, mean, standard deviation, min, and max for numeric variables in our dataframe." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "b2d6e45a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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countmeanstdmin25%50%75%max
Unnamed: 08763.04381.0000002529.8045380.0000002190.5000004381.0000006571.5000008.762000e+03
Madrid_wind_speed8763.02.4257291.8503710.0000001.0000002.0000003.3333331.300000e+01
Bilbao_rain_1h8763.00.1357530.3749010.0000000.0000000.0000000.1000003.000000e+00
Valencia_wind_speed8763.02.5862722.4111900.0000001.0000001.6666673.6666675.200000e+01
Seville_humidity8763.062.65879322.6212268.33333344.33333365.66666782.0000001.000000e+02
Madrid_humidity8763.057.41471724.3353966.33333336.33333358.00000078.6666671.000000e+02
Bilbao_clouds_all8763.043.46913232.5510440.00000010.00000045.00000075.0000001.000000e+02
Bilbao_wind_speed8763.01.8503561.6958880.0000000.6666671.0000002.6666671.266667e+01
Seville_clouds_all8763.013.71474824.2724820.0000000.0000000.00000020.0000009.733333e+01
Bilbao_wind_deg8763.0158.957511102.0562990.00000073.333333147.000000234.0000003.593333e+02
Barcelona_wind_speed8763.02.8704971.7921970.0000001.6666672.6666674.0000001.266667e+01
Barcelona_wind_deg8763.0190.54484889.0773370.000000118.166667200.000000260.0000003.600000e+02
Madrid_clouds_all8763.019.47339228.0536600.0000000.0000000.00000033.3333331.000000e+02
Seville_wind_speed8763.02.4250451.6728950.0000001.0000002.0000003.3333331.166667e+01
Barcelona_rain_1h8763.00.1289060.6347300.0000000.0000000.0000000.0000001.200000e+01
Seville_rain_1h8763.00.0394390.1758570.0000000.0000000.0000000.0000003.000000e+00
Bilbao_snow_3h8763.00.0319120.5572640.0000000.0000000.0000000.0000002.130000e+01
Barcelona_pressure8763.01377.96460514073.140990670.6666671014.0000001018.0000001022.0000001.001411e+06
Seville_rain_3h8763.00.0002430.0036600.0000000.0000000.0000000.0000009.333333e-02
Madrid_rain_1h8763.00.0378180.1526390.0000000.0000000.0000000.0000003.000000e+00
Barcelona_rain_3h8763.00.0004390.0039940.0000000.0000000.0000000.0000009.300000e-02
Valencia_snow_3h8763.00.0002050.0118660.0000000.0000000.0000000.0000007.916667e-01
Madrid_weather_id8763.0773.52759477.313315211.000000800.000000800.000000800.6666678.040000e+02
Barcelona_weather_id8763.0765.97968788.142235200.666667800.000000800.333333801.0000008.040000e+02
Bilbao_pressure8763.01017.73954910.046124971.3333331013.0000001019.0000001024.0000001.042000e+03
Seville_weather_id8763.0774.65881871.940009200.000000800.000000800.000000800.0000008.040000e+02
Valencia_pressure6695.01012.0514079.506214972.6666671010.3333331015.0000001018.0000001.021667e+03
Seville_temp_max8763.0297.4795278.875812272.063000291.312750297.101667304.1500003.204833e+02
Madrid_pressure8763.01010.31692022.198555927.6666671012.3333331017.3333331022.0000001.038000e+03
Valencia_temp_max8763.0291.3372337.565692269.888000285.550167291.037000297.2483333.142633e+02
Valencia_temp8763.0290.5921527.162274269.888000285.150000290.176667296.0566673.104267e+02
Bilbao_weather_id8763.0724.722362115.846537207.333333700.333333800.000000801.6666678.040000e+02
Seville_temp8763.0293.9789037.920986272.063000288.282917293.323333299.6203333.149767e+02
Valencia_humidity8763.065.24772719.26232210.33333351.33333367.00000081.3333331.000000e+02
Valencia_temp_min8763.0289.8676486.907402269.888000284.783333289.550000294.8200003.102720e+02
Barcelona_temp_max8763.0291.1576447.273538272.150000285.483333290.150000296.8550003.140767e+02
Madrid_temp_max8763.0289.5403099.752047264.983333282.150000288.116177296.8166673.144833e+02
Barcelona_temp8763.0289.8554596.528111270.816667284.973443289.416667294.9090003.073167e+02
Bilbao_temp_min8763.0285.0179736.705672264.483333280.085167284.816667289.8166673.098167e+02
Bilbao_temp8763.0286.4229296.818682267.483333281.374167286.158333291.0341673.107100e+02
Barcelona_temp_min8763.0288.4474226.102593269.483333284.150000288.150000292.9666673.048167e+02
Bilbao_temp_max8763.0287.9660277.105590269.063000282.836776287.630000292.4833333.179667e+02
Seville_temp_min8763.0291.6333568.178220270.150000285.816667290.816667297.1500003.148167e+02
Madrid_temp8763.0288.4194399.346796264.983333281.404281287.053333295.1546673.131333e+02
Madrid_temp_min8763.0287.2022039.206237264.983333280.299167286.083333293.8845003.103833e+02
load_shortfall_3h8763.010673.8576125218.046404-6618.0000007390.33333311114.66666714498.1666673.190400e+04
\n", + "
" + ], + "text/plain": [ + " count mean std min \\\n", + "Unnamed: 0 8763.0 4381.000000 2529.804538 0.000000 \n", + "Madrid_wind_speed 8763.0 2.425729 1.850371 0.000000 \n", + "Bilbao_rain_1h 8763.0 0.135753 0.374901 0.000000 \n", + "Valencia_wind_speed 8763.0 2.586272 2.411190 0.000000 \n", + "Seville_humidity 8763.0 62.658793 22.621226 8.333333 \n", + "Madrid_humidity 8763.0 57.414717 24.335396 6.333333 \n", + "Bilbao_clouds_all 8763.0 43.469132 32.551044 0.000000 \n", + "Bilbao_wind_speed 8763.0 1.850356 1.695888 0.000000 \n", + "Seville_clouds_all 8763.0 13.714748 24.272482 0.000000 \n", + "Bilbao_wind_deg 8763.0 158.957511 102.056299 0.000000 \n", + "Barcelona_wind_speed 8763.0 2.870497 1.792197 0.000000 \n", + "Barcelona_wind_deg 8763.0 190.544848 89.077337 0.000000 \n", + "Madrid_clouds_all 8763.0 19.473392 28.053660 0.000000 \n", + "Seville_wind_speed 8763.0 2.425045 1.672895 0.000000 \n", + "Barcelona_rain_1h 8763.0 0.128906 0.634730 0.000000 \n", + "Seville_rain_1h 8763.0 0.039439 0.175857 0.000000 \n", + "Bilbao_snow_3h 8763.0 0.031912 0.557264 0.000000 \n", + "Barcelona_pressure 8763.0 1377.964605 14073.140990 670.666667 \n", + "Seville_rain_3h 8763.0 0.000243 0.003660 0.000000 \n", + "Madrid_rain_1h 8763.0 0.037818 0.152639 0.000000 \n", + "Barcelona_rain_3h 8763.0 0.000439 0.003994 0.000000 \n", + "Valencia_snow_3h 8763.0 0.000205 0.011866 0.000000 \n", + "Madrid_weather_id 8763.0 773.527594 77.313315 211.000000 \n", + "Barcelona_weather_id 8763.0 765.979687 88.142235 200.666667 \n", + "Bilbao_pressure 8763.0 1017.739549 10.046124 971.333333 \n", + "Seville_weather_id 8763.0 774.658818 71.940009 200.000000 \n", + "Valencia_pressure 6695.0 1012.051407 9.506214 972.666667 \n", + "Seville_temp_max 8763.0 297.479527 8.875812 272.063000 \n", + "Madrid_pressure 8763.0 1010.316920 22.198555 927.666667 \n", + "Valencia_temp_max 8763.0 291.337233 7.565692 269.888000 \n", + "Valencia_temp 8763.0 290.592152 7.162274 269.888000 \n", + "Bilbao_weather_id 8763.0 724.722362 115.846537 207.333333 \n", + "Seville_temp 8763.0 293.978903 7.920986 272.063000 \n", + "Valencia_humidity 8763.0 65.247727 19.262322 10.333333 \n", + "Valencia_temp_min 8763.0 289.867648 6.907402 269.888000 \n", + "Barcelona_temp_max 8763.0 291.157644 7.273538 272.150000 \n", + "Madrid_temp_max 8763.0 289.540309 9.752047 264.983333 \n", + "Barcelona_temp 8763.0 289.855459 6.528111 270.816667 \n", + "Bilbao_temp_min 8763.0 285.017973 6.705672 264.483333 \n", + "Bilbao_temp 8763.0 286.422929 6.818682 267.483333 \n", + "Barcelona_temp_min 8763.0 288.447422 6.102593 269.483333 \n", + "Bilbao_temp_max 8763.0 287.966027 7.105590 269.063000 \n", + "Seville_temp_min 8763.0 291.633356 8.178220 270.150000 \n", + "Madrid_temp 8763.0 288.419439 9.346796 264.983333 \n", + "Madrid_temp_min 8763.0 287.202203 9.206237 264.983333 \n", + "load_shortfall_3h 8763.0 10673.857612 5218.046404 -6618.000000 \n", + "\n", + " 25% 50% 75% max \n", + "Unnamed: 0 2190.500000 4381.000000 6571.500000 8.762000e+03 \n", + "Madrid_wind_speed 1.000000 2.000000 3.333333 1.300000e+01 \n", + "Bilbao_rain_1h 0.000000 0.000000 0.100000 3.000000e+00 \n", + "Valencia_wind_speed 1.000000 1.666667 3.666667 5.200000e+01 \n", + "Seville_humidity 44.333333 65.666667 82.000000 1.000000e+02 \n", + "Madrid_humidity 36.333333 58.000000 78.666667 1.000000e+02 \n", + "Bilbao_clouds_all 10.000000 45.000000 75.000000 1.000000e+02 \n", + "Bilbao_wind_speed 0.666667 1.000000 2.666667 1.266667e+01 \n", + "Seville_clouds_all 0.000000 0.000000 20.000000 9.733333e+01 \n", + "Bilbao_wind_deg 73.333333 147.000000 234.000000 3.593333e+02 \n", + "Barcelona_wind_speed 1.666667 2.666667 4.000000 1.266667e+01 \n", + "Barcelona_wind_deg 118.166667 200.000000 260.000000 3.600000e+02 \n", + "Madrid_clouds_all 0.000000 0.000000 33.333333 1.000000e+02 \n", + "Seville_wind_speed 1.000000 2.000000 3.333333 1.166667e+01 \n", + "Barcelona_rain_1h 0.000000 0.000000 0.000000 1.200000e+01 \n", + "Seville_rain_1h 0.000000 0.000000 0.000000 3.000000e+00 \n", + "Bilbao_snow_3h 0.000000 0.000000 0.000000 2.130000e+01 \n", + "Barcelona_pressure 1014.000000 1018.000000 1022.000000 1.001411e+06 \n", + "Seville_rain_3h 0.000000 0.000000 0.000000 9.333333e-02 \n", + "Madrid_rain_1h 0.000000 0.000000 0.000000 3.000000e+00 \n", + "Barcelona_rain_3h 0.000000 0.000000 0.000000 9.300000e-02 \n", + "Valencia_snow_3h 0.000000 0.000000 0.000000 7.916667e-01 \n", + "Madrid_weather_id 800.000000 800.000000 800.666667 8.040000e+02 \n", + "Barcelona_weather_id 800.000000 800.333333 801.000000 8.040000e+02 \n", + "Bilbao_pressure 1013.000000 1019.000000 1024.000000 1.042000e+03 \n", + "Seville_weather_id 800.000000 800.000000 800.000000 8.040000e+02 \n", + "Valencia_pressure 1010.333333 1015.000000 1018.000000 1.021667e+03 \n", + "Seville_temp_max 291.312750 297.101667 304.150000 3.204833e+02 \n", + "Madrid_pressure 1012.333333 1017.333333 1022.000000 1.038000e+03 \n", + "Valencia_temp_max 285.550167 291.037000 297.248333 3.142633e+02 \n", + "Valencia_temp 285.150000 290.176667 296.056667 3.104267e+02 \n", + "Bilbao_weather_id 700.333333 800.000000 801.666667 8.040000e+02 \n", + "Seville_temp 288.282917 293.323333 299.620333 3.149767e+02 \n", + "Valencia_humidity 51.333333 67.000000 81.333333 1.000000e+02 \n", + "Valencia_temp_min 284.783333 289.550000 294.820000 3.102720e+02 \n", + "Barcelona_temp_max 285.483333 290.150000 296.855000 3.140767e+02 \n", + "Madrid_temp_max 282.150000 288.116177 296.816667 3.144833e+02 \n", + "Barcelona_temp 284.973443 289.416667 294.909000 3.073167e+02 \n", + "Bilbao_temp_min 280.085167 284.816667 289.816667 3.098167e+02 \n", + "Bilbao_temp 281.374167 286.158333 291.034167 3.107100e+02 \n", + "Barcelona_temp_min 284.150000 288.150000 292.966667 3.048167e+02 \n", + "Bilbao_temp_max 282.836776 287.630000 292.483333 3.179667e+02 \n", + "Seville_temp_min 285.816667 290.816667 297.150000 3.148167e+02 \n", + "Madrid_temp 281.404281 287.053333 295.154667 3.131333e+02 \n", + "Madrid_temp_min 280.299167 286.083333 293.884500 3.103833e+02 \n", + "load_shortfall_3h 7390.333333 11114.666667 14498.166667 3.190400e+04 " + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Displays the summary statistics\n", + "df_copy_transposed = df_copy.describe().T\n", + "\n", + "df_copy_transposed" + ] + }, + { + "cell_type": "markdown", + "id": "38d7e187", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** :\n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "3dd401b0", + "metadata": {}, + "source": [ + "### 3.5 Kurtosis and Skewness" + ] + }, + { + "cell_type": "markdown", + "id": "73024c51", + "metadata": {}, + "source": [ + "To give additional information about the distribution of our dataset, we had a look at the Skewness (`.skew()`)\n", + "and the kurtosis (`.kurtosis()`) functions respectively. Skewness is defined by ita measure of its asymmetry in a probability distribution whereas kurtosis describes the lack or heaviness of the tail (outliers) when compared to normal distribution." + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "89b41e1f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Unnamed: 0 0.000000\n", + "Madrid_wind_speed 1.441144\n", + "Bilbao_rain_1h 5.222802\n", + "Valencia_wind_speed 3.499637\n", + "Seville_humidity -0.310175\n", + "Madrid_humidity -0.057378\n", + "Bilbao_clouds_all -0.053085\n", + "Bilbao_wind_speed 1.716914\n", + "Seville_clouds_all 1.814452\n", + "Bilbao_wind_deg 0.226927\n", + "Barcelona_wind_speed 1.057331\n", + "Barcelona_wind_deg -0.180001\n", + "Madrid_clouds_all 1.246745\n", + "Seville_wind_speed 1.151006\n", + "Barcelona_rain_1h 8.726988\n", + "Seville_rain_1h 8.067341\n", + "Bilbao_snow_3h 26.177568\n", + "Barcelona_pressure 57.979664\n", + "Seville_rain_3h 19.342574\n", + "Madrid_rain_1h 7.074308\n", + "Barcelona_rain_3h 12.696605\n", + "Valencia_snow_3h 63.298084\n", + "Madrid_weather_id -3.107722\n", + "Barcelona_weather_id -2.584011\n", + "Bilbao_pressure -0.999642\n", + "Seville_weather_id -3.275574\n", + "Valencia_pressure -1.705162\n", + "Seville_temp_max -0.033931\n", + "Madrid_pressure -1.850768\n", + "Valencia_temp_max 0.082672\n", + "Valencia_temp 0.057476\n", + "Bilbao_weather_id -1.234844\n", + "Seville_temp 0.157238\n", + "Valencia_humidity -0.305757\n", + "Valencia_temp_min 0.081832\n", + "Barcelona_temp_max 0.276925\n", + "Madrid_temp_max 0.298707\n", + "Barcelona_temp 0.128095\n", + "Bilbao_temp_min 0.194912\n", + "Bilbao_temp 0.293686\n", + "Barcelona_temp_min -0.018057\n", + "Bilbao_temp_max 0.393932\n", + "Seville_temp_min 0.265482\n", + "Madrid_temp 0.304123\n", + "Madrid_temp_min 0.275083\n", + "load_shortfall_3h -0.384847\n", + "dtype: float64" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Skewness of the dataframe\n", + "df_copy.skew()" + ] + }, + { + "cell_type": "markdown", + "id": "b5aa20b4", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** :\n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "aa71dd99", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Unnamed: 0 -1.200000\n", + "Madrid_wind_speed 2.036462\n", + "Bilbao_rain_1h 32.904656\n", + "Valencia_wind_speed 35.645426\n", + "Seville_humidity -1.017983\n", + "Madrid_humidity -1.167537\n", + "Bilbao_clouds_all -1.533417\n", + "Bilbao_wind_speed 3.631565\n", + "Seville_clouds_all 2.155921\n", + "Bilbao_wind_deg -1.083530\n", + "Barcelona_wind_speed 1.493635\n", + "Barcelona_wind_deg -0.959160\n", + "Madrid_clouds_all 0.142079\n", + "Seville_wind_speed 1.398580\n", + "Barcelona_rain_1h 101.578931\n", + "Seville_rain_1h 93.840746\n", + "Bilbao_snow_3h 806.128471\n", + "Barcelona_pressure 3687.564230\n", + "Seville_rain_3h 413.136592\n", + "Madrid_rain_1h 76.584491\n", + "Barcelona_rain_3h 187.800460\n", + "Valencia_snow_3h 4089.323165\n", + "Madrid_weather_id 9.259047\n", + "Barcelona_weather_id 5.701882\n", + "Bilbao_pressure 1.825323\n", + "Seville_weather_id 10.710308\n", + "Valencia_pressure 2.211823\n", + "Seville_temp_max -0.515989\n", + "Madrid_pressure 2.216199\n", + "Valencia_temp_max -0.613755\n", + "Valencia_temp -0.643793\n", + "Bilbao_weather_id 0.067814\n", + "Seville_temp -0.504132\n", + "Valencia_humidity -0.734345\n", + "Valencia_temp_min -0.599551\n", + "Barcelona_temp_max -0.728757\n", + "Madrid_temp_max -0.662861\n", + "Barcelona_temp -0.696555\n", + "Bilbao_temp_min -0.230342\n", + "Bilbao_temp -0.086363\n", + "Barcelona_temp_min -0.474890\n", + "Bilbao_temp_max 0.283366\n", + "Seville_temp_min -0.475564\n", + "Madrid_temp -0.612299\n", + "Madrid_temp_min -0.666646\n", + "load_shortfall_3h -0.118999\n", + "dtype: float64" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Kurtosis of the dataframe\n", + "df_copy.kurtosis()" + ] + }, + { + "cell_type": "markdown", + "id": "6fa22ea1", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** :\n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "b03ff1f3", + "metadata": {}, + "source": [ + "### 3.6 Data Visualization of relevant feature interactions" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7c23bdff", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "ccc29ddd", + "metadata": {}, + "source": [ + "#### 3.6.1 Plot 1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a4961432", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "71d996b8", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "895b3198", + "metadata": {}, + "source": [ + "#### 3.6.2 Plot 2" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ef56fe52", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "683bf2b6", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "0dcc505f", + "metadata": {}, + "source": [ + "#### 3.6.3 Plot 3" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9f6acbb6", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "5a31c795", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "7112f54d", + "metadata": {}, + "source": [ + "#### 3.6.4 Plot 4" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5c6b8648", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "dede0bf5", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "8bce1b54", + "metadata": {}, + "source": [ + "#### 3.6.5 Plot 5" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e35fd1df", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "49a2ffa5", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "a3f9cdc1", + "metadata": {}, + "source": [ + "### 3.7 Correlation " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ec35cf4d", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8c6e0d43", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "87f1d0ad", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "de51df85", + "metadata": {}, + "outputs": [], + "source": [ + "# have a look at feature distributions" + ] + }, + { + "cell_type": "markdown", + "id": "b5bd0cb3", + "metadata": {}, + "source": [ + "### 3.8 Drop Columns" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2dba588a", + "metadata": {}, + "outputs": [], + "source": [ + "# Drop unwanted column\n", + "df_copy = df_copy.drop(['Unnamed: 0'], axis=1)" + ] + }, + { + "cell_type": "markdown", + "id": "5e2bc6b0", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "3fa93ec6", + "metadata": {}, + "source": [ + "\n", + "## 4. Data Engineering\n", + "\n", + "Back to Table of Contents\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c8d6c1ab", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "3eb3178e", + "metadata": {}, + "source": [ + "### 4.1 Dealing with Missing Values " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f4fc0040", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "94e1b748", + "metadata": {}, + "outputs": [], + "source": [ + "#remove missing values/ features" + ] + }, + { + "cell_type": "markdown", + "id": "7181fa89", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "432c9dc7", + "metadata": {}, + "source": [ + "### 4.2 Creating New Features" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "940ddbb9", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "84eea17b", + "metadata": {}, + "outputs": [], + "source": [ + "# create new features" + ] + }, + { + "cell_type": "markdown", + "id": "a698126f", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "54c8365d", + "metadata": {}, + "source": [ + "### 4.3 Engineer existing features" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "59692724", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fb0130b3", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "768e65e4", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "43b2d523", + "metadata": {}, + "source": [ + "\n", + "## 5. Modelling\n", + "\n", + "Back to Table of Contents\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4b533577", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "ddd3eec1", + "metadata": {}, + "source": [ + "### 5.1 Splitting the Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "16da7cf7", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b3aa293e", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "cead7283", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "4db3157e", + "metadata": {}, + "source": [ + "### 5.2 Standardization" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3d7f5e45", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2766e185", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "4d8b0166", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "15adc791", + "metadata": {}, + "source": [ + "### 5.3 Train-Test Split" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "554dc845", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7cd70401", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "550f3bb0", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "865128b0", + "metadata": {}, + "source": [ + "### 5.4 Machine Learning Models" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c6cca971", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "1d2b18f8", + "metadata": {}, + "source": [ + "#### 5.4.1 Linear Regression" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b30121de", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "755d0d7b", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "b06c3b9e", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "d7657105", + "metadata": {}, + "source": [ + "#### 5.4.2 Decision Tree" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "63d4b6a9", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4c5aeb37", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "43f00513", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "56260109", + "metadata": {}, + "source": [ + "#### 5.4.3 Ridge Regression" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ccda61e0", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c348f027", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "aa8b8be3", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "692567fc", + "metadata": {}, + "source": [ + "#### 5.4.4 Lasso Regression" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "56d53520", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cc01b540", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "38c21ff8", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "2543e7b1", + "metadata": {}, + "source": [ + "### 5.5 Evaluation of the Machine Learning Models" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0e85b613", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "c62c1fd4", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9c58df02", + "metadata": {}, + "outputs": [], + "source": [ + "# create targets and features dataset" + ] + }, + { + "cell_type": "markdown", + "id": "bf5a7309", + "metadata": {}, + "source": [ + "### 5.6 Test the model on the test dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bcc5aa49", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bdae6114", + "metadata": {}, + "outputs": [], + "source": [ + "#Loading the dataset\n", + "#df_test = pd.read_csv('df_test.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0375639c", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "668480ff", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9895a4f1", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "230cb48a", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "2bc43644", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "c273e368", + "metadata": {}, + "source": [ + "\n", + "## 6. Model Performance\n", + "\n", + "Back to Table of Contents" + ] + }, + { + "cell_type": "markdown", + "id": "1a1e7e79", + "metadata": {}, + "source": [ + "Determine using the RMSE" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6a69b5a1", + "metadata": {}, + "outputs": [], + "source": [ + "# Compare model performance" + ] + }, + { + "cell_type": "markdown", + "id": "ed37b3a6", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "42a73919", + "metadata": {}, + "source": [ + "### 6.1 Chosen Model will be tested on the Test Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3874a7c6", + "metadata": {}, + "outputs": [], + "source": [ + "# Choose best model and motivate why it is the best choice" + ] + }, + { + "cell_type": "markdown", + "id": "7a08a04a", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "a8ad0c0d", + "metadata": {}, + "source": [ + "\n", + "## 7. Model Explanations\n", + "\n", + "Back to Table of Contents\n", + "\n", + "---\n", + " \n", + "| ⚡ Description: Model explanation ⚡ |\n", + "| :--------------------------- |\n", + "| In this section, you are required to discuss how the best performing model works in a simple way so that both technical and non-technical stakeholders can grasp the intuition behind the model's inner workings. |\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5ff741c2", + "metadata": {}, + "outputs": [], + "source": [ + "# discuss chosen methods logic" + ] + }, + { + "cell_type": "markdown", + "id": "5840a459", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Conclusion** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "da6aa6bb", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.12" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autoclose": false, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + }, + "varInspector": { + "cols": { + "lenName": 16, + "lenType": 16, + "lenVar": 40 + }, + "kernels_config": { + "python": { + "delete_cmd_postfix": "", + "delete_cmd_prefix": "del ", + "library": "var_list.py", + "varRefreshCmd": "print(var_dic_list())" + }, + "r": { + "delete_cmd_postfix": ") ", + "delete_cmd_prefix": "rm(", + "library": "var_list.r", + "varRefreshCmd": "cat(var_dic_list()) " + } + }, + "types_to_exclude": [ + "module", + "function", + "builtin_function_or_method", + "instance", + "_Feature" + ], + "window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/starter-notebook_framework_e.ipynb b/starter-notebook_framework_e.ipynb new file mode 100644 index 00000000..68e35c7f --- /dev/null +++ b/starter-notebook_framework_e.ipynb @@ -0,0 +1,4616 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "6c7e849a", + "metadata": { + "ExecuteTime": { + "end_time": "2021-06-11T09:24:53.643384Z", + "start_time": "2021-06-11T09:24:53.622385Z" + } + }, + "source": [ + "# Regression Predict Student Solution\n", + "\n", + "© Explore Data Science Academy\n", + "\n", + "---\n", + "### Honour Code\n", + "\n", + "I {**YOUR NAME, YOUR SURNAME**}, confirm - by submitting this document - that the solutions in this notebook are a result of my own work and that I abide by the [EDSA honour code](https://drive.google.com/file/d/1QDCjGZJ8-FmJE3bZdIQNwnJyQKPhHZBn/view?usp=sharing).\n", + "\n", + "Non-compliance with the honour code constitutes a material breach of contract.\n", + "\n", + "### Predict Overview: Spain Electricity Shortfall Challenge\n", + "\n", + "The government of Spain is considering an expansion of it's renewable energy resource infrastructure investments. As such, they require information on the trends and patterns of the countries renewable sources and fossil fuel energy generation. Your company has been awarded the contract to:\n", + "\n", + "- 1. analyse the supplied data;\n", + "- 2. identify potential errors in the data and clean the existing data set;\n", + "- 3. determine if additional features can be added to enrich the data set;\n", + "- 4. build a model that is capable of forecasting the three hourly demand shortfalls;\n", + "- 5. evaluate the accuracy of the best machine learning model;\n", + "- 6. determine what features were most important in the model’s prediction decision, and\n", + "- 7. explain the inner working of the model to a non-technical audience.\n", + "\n", + "Formally the problem statement was given to you, the senior data scientist, by your manager via email reads as follow:\n", + "\n", + "> In this project you are tasked to model the shortfall between the energy generated by means of fossil fuels and various renewable sources - for the country of Spain. The daily shortfall, which will be referred to as the target variable, will be modelled as a function of various city-specific weather features such as `pressure`, `wind speed`, `humidity`, etc. As with all data science projects, the provided features are rarely adequate predictors of the target variable. As such, you are required to perform feature engineering to ensure that you will be able to accurately model Spain's three hourly shortfalls.\n", + " \n", + "On top of this, she has provided you with a starter notebook containing vague explanations of what the main outcomes are. " + ] + }, + { + "cell_type": "markdown", + "id": "05600c92", + "metadata": {}, + "source": [ + "\n", + "\n", + "## Table of Contents\n", + "\n", + "1. Importing Packages\n", + "\n", + "2. Loading Data\n", + "\n", + "3. Exploratory Data Analysis (EDA)\n", + "\n", + "4. Data Engineering\n", + "\n", + "5. Modeling\n", + "\n", + "6. Model Performance\n", + "\n", + "7. Model Explanations" + ] + }, + { + "cell_type": "markdown", + "id": "997462e2", + "metadata": {}, + "source": [ + " \n", + "## 1. Importing Packages\n", + "Back to Table of Contents\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "5c7cf366", + "metadata": {}, + "source": [ + "For this study, we will analyse the Spain Electricity Shortfall dataset. The methodology for this project includes and not limited to exploratory data anlyses and model prediction. To perform these various tasks, the following libraries were loaded:\n", + "\n", + "+ For data manipulation and analysis, Pandas and Numpy.\n", + "+ For data visualization, Matplotlib and Seaborn.\n", + "+ For data preparation, model building and evaluation, Scipy and Sklearn.\n", + "\n", + "\n", + "**The importation of these libraries can be seen below:**" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "475dbe93", + "metadata": { + "ExecuteTime": { + "end_time": "2021-06-23T10:30:53.800892Z", + "start_time": "2021-06-23T10:30:50.215449Z" + } + }, + "outputs": [], + "source": [ + "# Libraries for data loading, manipulation and analysis\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "# Libraries for data visualisation\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "%matplotlib inline\n", + "from statsmodels.graphics.correlation import plot_corr\n", + "\n", + "# Libraries for Data Preparation\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "# Libraries for Model Building\n", + "# Example of models that could be used\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.tree import DecisionTreeRegressor\n", + "from sklearn.linear_model import Ridge\n", + "from sklearn.linear_model import Lasso\n", + "\n", + "# Libraries for Model Evaluation\n", + "from sklearn.metrics import mean_squared_error\n", + "\n", + "# Libraries for Handing Errors\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "# Libraries for Saving Model\n", + "import pickle\n", + "\n", + "# Setting global constants to ensure notebook results are reproducible\n", + "#PARAMETER_CONSTANT = ###" + ] + }, + { + "cell_type": "markdown", + "id": "f22a6718", + "metadata": {}, + "source": [ + "\n", + "## 2. Loading the Data\n", + "\n", + "Back to Table of Contents\n" + ] + }, + { + "cell_type": "markdown", + "id": "3bd83a26", + "metadata": {}, + "source": [ + "The data used for this project was located in the `df_train.csv` file. To better manipulate and analyse the `df_train.csv` file, it was loaded into a Pandas Data Frame using the Pandas function, `.read_csv()` and referred to as `df`. Demonstrate which column will be the index , `index_col=False`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "fbbb6c18", + "metadata": { + "ExecuteTime": { + "end_time": "2021-06-28T08:49:35.311495Z", + "start_time": "2021-06-28T08:49:35.295494Z" + } + }, + "outputs": [], + "source": [ + "# Loading of the data\n", + "df = pd.read_csv(\"df_train.csv\", index_col=False)" + ] + }, + { + "cell_type": "markdown", + "id": "3be9dc6f", + "metadata": {}, + "source": [ + "To set the maximum number of columns to be displayed, the `pd.set_option()` function was put in place." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "61279f05", + "metadata": {}, + "outputs": [], + "source": [ + "# displays unlimited number of columns\n", + "pd.set_option(\"display.max_columns\", None)" + ] + }, + { + "cell_type": "markdown", + "id": "4da81273", + "metadata": {}, + "source": [ + "To prevent any major unnecessary changes occurring to the original data, a copy of the dataframe was made `df.copy()` and referred to as `df_copy`." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "dc665b9c", + "metadata": {}, + "outputs": [], + "source": [ + "# The copy of the dataframe\n", + "df_copy = df.copy()" + ] + }, + { + "cell_type": "markdown", + "id": "d68f6896", + "metadata": {}, + "source": [ + "\n", + "## 3. Exploratory Data Analysis (EDA)\n", + "\n", + "Back to Table of Contents" + ] + }, + { + "cell_type": "markdown", + "id": "0bc061aa", + "metadata": {}, + "source": [ + "To investigate and summarize the dataset's main characteristics, which includes data visualization methods and statistical analyses. \n", + "Exploratory Data Analysis (EDA) gives a better understanding of the variables and the relationships between them.\n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "125f113c", + "metadata": {}, + "source": [ + "### 3.1 Displaying the Data" + ] + }, + { + "cell_type": "markdown", + "id": "30b95c44", + "metadata": {}, + "source": [ + "The function `.head()` was used to view the first few rows of the dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "2e344e2b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Unnamed: 0timeMadrid_wind_speedValencia_wind_degBilbao_rain_1hValencia_wind_speedSeville_humidityMadrid_humidityBilbao_clouds_allBilbao_wind_speedSeville_clouds_allBilbao_wind_degBarcelona_wind_speedBarcelona_wind_degMadrid_clouds_allSeville_wind_speedBarcelona_rain_1hSeville_pressureSeville_rain_1hBilbao_snow_3hBarcelona_pressureSeville_rain_3hMadrid_rain_1hBarcelona_rain_3hValencia_snow_3hMadrid_weather_idBarcelona_weather_idBilbao_pressureSeville_weather_idValencia_pressureSeville_temp_maxMadrid_pressureValencia_temp_maxValencia_tempBilbao_weather_idSeville_tempValencia_humidityValencia_temp_minBarcelona_temp_maxMadrid_temp_maxBarcelona_tempBilbao_temp_minBilbao_tempBarcelona_temp_minBilbao_temp_maxSeville_temp_minMadrid_tempMadrid_temp_minload_shortfall_3h
002015-01-01 03:00:000.666667level_50.00.66666774.33333364.0000000.01.0000000.0223.3333336.33333342.6666670.03.3333330.0sp250.00.01036.3333330.00.00.00.0800.0800.01035.000000800.01002.666667274.254667971.333333269.888000269.888000800.0274.25466775.666667269.888000281.013000265.938000281.013000269.338615269.338615281.013000269.338615274.254667265.938000265.9380006715.666667
112015-01-01 06:00:000.333333level_100.01.66666778.33333364.6666670.01.0000000.0221.0000004.000000139.0000000.03.3333330.0sp250.00.01037.3333330.00.00.00.0800.0800.01035.666667800.01004.333333274.945000972.666667271.728333271.728333800.0274.94500071.000000271.728333280.561667266.386667280.561667270.376000270.376000280.561667270.376000274.945000266.386667266.3866674171.666667
222015-01-01 09:00:001.000000level_90.01.00000071.33333364.3333330.01.0000000.0214.3333332.000000326.0000000.02.6666670.0sp250.00.01038.0000000.00.00.00.0800.0800.01036.000000800.01005.333333278.792000974.000000278.008667278.008667800.0278.79200065.666667278.008667281.583667272.708667281.583667275.027229275.027229281.583667275.027229278.792000272.708667272.7086674274.666667
332015-01-01 12:00:001.000000level_80.01.00000065.33333356.3333330.01.0000000.0199.6666672.333333273.0000000.04.0000000.0sp250.00.01037.0000000.00.00.00.0800.0800.01036.000000800.01009.000000285.394000994.666667284.899552284.899552800.0285.39400054.000000284.899552283.434104281.895219283.434104281.135063281.135063283.434104281.135063285.394000281.895219281.8952195075.666667
442015-01-01 15:00:001.000000level_70.01.00000059.00000057.0000002.00.3333330.0185.0000004.333333260.0000000.03.0000000.0sp250.00.01035.0000000.00.00.00.0800.0800.01035.333333800.0NaN285.5137191035.333333283.015115283.015115800.0285.51371958.333333283.015115284.213167280.678437284.213167282.252063282.252063284.213167282.252063285.513719280.678437280.6784376620.666667
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" + ], + "text/plain": [ + " Unnamed: 0 time Madrid_wind_speed Valencia_wind_deg \\\n", + "0 0 2015-01-01 03:00:00 0.666667 level_5 \n", + "1 1 2015-01-01 06:00:00 0.333333 level_10 \n", + "2 2 2015-01-01 09:00:00 1.000000 level_9 \n", + "3 3 2015-01-01 12:00:00 1.000000 level_8 \n", + "4 4 2015-01-01 15:00:00 1.000000 level_7 \n", + "\n", + " Bilbao_rain_1h Valencia_wind_speed Seville_humidity Madrid_humidity \\\n", + "0 0.0 0.666667 74.333333 64.000000 \n", + "1 0.0 1.666667 78.333333 64.666667 \n", + "2 0.0 1.000000 71.333333 64.333333 \n", + "3 0.0 1.000000 65.333333 56.333333 \n", + "4 0.0 1.000000 59.000000 57.000000 \n", + "\n", + " Bilbao_clouds_all Bilbao_wind_speed Seville_clouds_all Bilbao_wind_deg \\\n", + "0 0.0 1.000000 0.0 223.333333 \n", + "1 0.0 1.000000 0.0 221.000000 \n", + "2 0.0 1.000000 0.0 214.333333 \n", + "3 0.0 1.000000 0.0 199.666667 \n", + "4 2.0 0.333333 0.0 185.000000 \n", + "\n", + " Barcelona_wind_speed Barcelona_wind_deg Madrid_clouds_all \\\n", + "0 6.333333 42.666667 0.0 \n", + "1 4.000000 139.000000 0.0 \n", + "2 2.000000 326.000000 0.0 \n", + "3 2.333333 273.000000 0.0 \n", + "4 4.333333 260.000000 0.0 \n", + "\n", + " Seville_wind_speed Barcelona_rain_1h Seville_pressure Seville_rain_1h \\\n", + "0 3.333333 0.0 sp25 0.0 \n", + "1 3.333333 0.0 sp25 0.0 \n", + "2 2.666667 0.0 sp25 0.0 \n", + "3 4.000000 0.0 sp25 0.0 \n", + "4 3.000000 0.0 sp25 0.0 \n", + "\n", + " Bilbao_snow_3h Barcelona_pressure Seville_rain_3h Madrid_rain_1h \\\n", + "0 0.0 1036.333333 0.0 0.0 \n", + "1 0.0 1037.333333 0.0 0.0 \n", + "2 0.0 1038.000000 0.0 0.0 \n", + "3 0.0 1037.000000 0.0 0.0 \n", + "4 0.0 1035.000000 0.0 0.0 \n", + "\n", + " Barcelona_rain_3h Valencia_snow_3h Madrid_weather_id \\\n", + "0 0.0 0.0 800.0 \n", + "1 0.0 0.0 800.0 \n", + "2 0.0 0.0 800.0 \n", + "3 0.0 0.0 800.0 \n", + "4 0.0 0.0 800.0 \n", + "\n", + " Barcelona_weather_id Bilbao_pressure Seville_weather_id \\\n", + "0 800.0 1035.000000 800.0 \n", + "1 800.0 1035.666667 800.0 \n", + "2 800.0 1036.000000 800.0 \n", + "3 800.0 1036.000000 800.0 \n", + "4 800.0 1035.333333 800.0 \n", + "\n", + " Valencia_pressure Seville_temp_max Madrid_pressure Valencia_temp_max \\\n", + "0 1002.666667 274.254667 971.333333 269.888000 \n", + "1 1004.333333 274.945000 972.666667 271.728333 \n", + "2 1005.333333 278.792000 974.000000 278.008667 \n", + "3 1009.000000 285.394000 994.666667 284.899552 \n", + "4 NaN 285.513719 1035.333333 283.015115 \n", + "\n", + " Valencia_temp Bilbao_weather_id Seville_temp Valencia_humidity \\\n", + "0 269.888000 800.0 274.254667 75.666667 \n", + "1 271.728333 800.0 274.945000 71.000000 \n", + "2 278.008667 800.0 278.792000 65.666667 \n", + "3 284.899552 800.0 285.394000 54.000000 \n", + "4 283.015115 800.0 285.513719 58.333333 \n", + "\n", + " Valencia_temp_min Barcelona_temp_max Madrid_temp_max Barcelona_temp \\\n", + "0 269.888000 281.013000 265.938000 281.013000 \n", + "1 271.728333 280.561667 266.386667 280.561667 \n", + "2 278.008667 281.583667 272.708667 281.583667 \n", + "3 284.899552 283.434104 281.895219 283.434104 \n", + "4 283.015115 284.213167 280.678437 284.213167 \n", + "\n", + " Bilbao_temp_min Bilbao_temp Barcelona_temp_min Bilbao_temp_max \\\n", + "0 269.338615 269.338615 281.013000 269.338615 \n", + "1 270.376000 270.376000 280.561667 270.376000 \n", + "2 275.027229 275.027229 281.583667 275.027229 \n", + "3 281.135063 281.135063 283.434104 281.135063 \n", + "4 282.252063 282.252063 284.213167 282.252063 \n", + "\n", + " Seville_temp_min Madrid_temp Madrid_temp_min load_shortfall_3h \n", + "0 274.254667 265.938000 265.938000 6715.666667 \n", + "1 274.945000 266.386667 266.386667 4171.666667 \n", + "2 278.792000 272.708667 272.708667 4274.666667 \n", + "3 285.394000 281.895219 281.895219 5075.666667 \n", + "4 285.513719 280.678437 280.678437 6620.666667 " + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Outputs the first 5 rows of the dataset\n", + "df_copy.head()" + ] + }, + { + "cell_type": "markdown", + "id": "3a570ea9", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : An unnamed column that serve as index is shown in the first column , and wil be later dropped from the dataframe as an index is already shown.The dataframe highlights various weather features of Madrid, Valencia, Bilbao, Seville and Madrid. The 3 hourly load shortfall is seen as the predictor in the last column. Most of the columns consists solely of numeric values except Valenica wind degrees (level status) and Seville pressure (sp: Static pressure) which are categorical. These categorical values will be encoded to represent numerical values instead. \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "b40a762d", + "metadata": {}, + "source": [ + "### 3.2 Dropping Columns" + ] + }, + { + "cell_type": "markdown", + "id": "d461f7bf", + "metadata": {}, + "source": [ + "`.drop` function is used to remove unnecessary columns." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "acf59081-8772-41e5-a7c3-e332f6e04f83", + "metadata": {}, + "outputs": [], + "source": [ + "# Drop unwanted column\n", + "df_copy = df_copy.drop(['Unnamed: 0'], axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "86355bd8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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timeMadrid_wind_speedValencia_wind_degBilbao_rain_1hValencia_wind_speedSeville_humidityMadrid_humidityBilbao_clouds_allBilbao_wind_speedSeville_clouds_allBilbao_wind_degBarcelona_wind_speedBarcelona_wind_degMadrid_clouds_allSeville_wind_speedBarcelona_rain_1hSeville_pressureSeville_rain_1hBilbao_snow_3hBarcelona_pressureSeville_rain_3hMadrid_rain_1hBarcelona_rain_3hValencia_snow_3hMadrid_weather_idBarcelona_weather_idBilbao_pressureSeville_weather_idValencia_pressureSeville_temp_maxMadrid_pressureValencia_temp_maxValencia_tempBilbao_weather_idSeville_tempValencia_humidityValencia_temp_minBarcelona_temp_maxMadrid_temp_maxBarcelona_tempBilbao_temp_minBilbao_tempBarcelona_temp_minBilbao_temp_maxSeville_temp_minMadrid_tempMadrid_temp_minload_shortfall_3h
02015-01-01 03:00:000.666667level_50.00.66666774.33333364.0000000.01.0000000.0223.3333336.33333342.6666670.03.3333330.0sp250.00.01036.3333330.00.00.00.0800.0800.01035.000000800.01002.666667274.254667971.333333269.888000269.888000800.0274.25466775.666667269.888000281.013000265.938000281.013000269.338615269.338615281.013000269.338615274.254667265.938000265.9380006715.666667
12015-01-01 06:00:000.333333level_100.01.66666778.33333364.6666670.01.0000000.0221.0000004.000000139.0000000.03.3333330.0sp250.00.01037.3333330.00.00.00.0800.0800.01035.666667800.01004.333333274.945000972.666667271.728333271.728333800.0274.94500071.000000271.728333280.561667266.386667280.561667270.376000270.376000280.561667270.376000274.945000266.386667266.3866674171.666667
22015-01-01 09:00:001.000000level_90.01.00000071.33333364.3333330.01.0000000.0214.3333332.000000326.0000000.02.6666670.0sp250.00.01038.0000000.00.00.00.0800.0800.01036.000000800.01005.333333278.792000974.000000278.008667278.008667800.0278.79200065.666667278.008667281.583667272.708667281.583667275.027229275.027229281.583667275.027229278.792000272.708667272.7086674274.666667
32015-01-01 12:00:001.000000level_80.01.00000065.33333356.3333330.01.0000000.0199.6666672.333333273.0000000.04.0000000.0sp250.00.01037.0000000.00.00.00.0800.0800.01036.000000800.01009.000000285.394000994.666667284.899552284.899552800.0285.39400054.000000284.899552283.434104281.895219283.434104281.135063281.135063283.434104281.135063285.394000281.895219281.8952195075.666667
42015-01-01 15:00:001.000000level_70.01.00000059.00000057.0000002.00.3333330.0185.0000004.333333260.0000000.03.0000000.0sp250.00.01035.0000000.00.00.00.0800.0800.01035.333333800.0NaN285.5137191035.333333283.015115283.015115800.0285.51371958.333333283.015115284.213167280.678437284.213167282.252063282.252063284.213167282.252063285.513719280.678437280.6784376620.666667
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" + ], + "text/plain": [ + " time Madrid_wind_speed Valencia_wind_deg Bilbao_rain_1h \\\n", + "0 2015-01-01 03:00:00 0.666667 level_5 0.0 \n", + "1 2015-01-01 06:00:00 0.333333 level_10 0.0 \n", + "2 2015-01-01 09:00:00 1.000000 level_9 0.0 \n", + "3 2015-01-01 12:00:00 1.000000 level_8 0.0 \n", + "4 2015-01-01 15:00:00 1.000000 level_7 0.0 \n", + "\n", + " Valencia_wind_speed Seville_humidity Madrid_humidity Bilbao_clouds_all \\\n", + "0 0.666667 74.333333 64.000000 0.0 \n", + "1 1.666667 78.333333 64.666667 0.0 \n", + "2 1.000000 71.333333 64.333333 0.0 \n", + "3 1.000000 65.333333 56.333333 0.0 \n", + "4 1.000000 59.000000 57.000000 2.0 \n", + "\n", + " Bilbao_wind_speed Seville_clouds_all Bilbao_wind_deg \\\n", + "0 1.000000 0.0 223.333333 \n", + "1 1.000000 0.0 221.000000 \n", + "2 1.000000 0.0 214.333333 \n", + "3 1.000000 0.0 199.666667 \n", + "4 0.333333 0.0 185.000000 \n", + "\n", + " Barcelona_wind_speed Barcelona_wind_deg Madrid_clouds_all \\\n", + "0 6.333333 42.666667 0.0 \n", + "1 4.000000 139.000000 0.0 \n", + "2 2.000000 326.000000 0.0 \n", + "3 2.333333 273.000000 0.0 \n", + "4 4.333333 260.000000 0.0 \n", + "\n", + " Seville_wind_speed Barcelona_rain_1h Seville_pressure Seville_rain_1h \\\n", + "0 3.333333 0.0 sp25 0.0 \n", + "1 3.333333 0.0 sp25 0.0 \n", + "2 2.666667 0.0 sp25 0.0 \n", + "3 4.000000 0.0 sp25 0.0 \n", + "4 3.000000 0.0 sp25 0.0 \n", + "\n", + " Bilbao_snow_3h Barcelona_pressure Seville_rain_3h Madrid_rain_1h \\\n", + "0 0.0 1036.333333 0.0 0.0 \n", + "1 0.0 1037.333333 0.0 0.0 \n", + "2 0.0 1038.000000 0.0 0.0 \n", + "3 0.0 1037.000000 0.0 0.0 \n", + "4 0.0 1035.000000 0.0 0.0 \n", + "\n", + " Barcelona_rain_3h Valencia_snow_3h Madrid_weather_id \\\n", + "0 0.0 0.0 800.0 \n", + "1 0.0 0.0 800.0 \n", + "2 0.0 0.0 800.0 \n", + "3 0.0 0.0 800.0 \n", + "4 0.0 0.0 800.0 \n", + "\n", + " Barcelona_weather_id Bilbao_pressure Seville_weather_id \\\n", + "0 800.0 1035.000000 800.0 \n", + "1 800.0 1035.666667 800.0 \n", + "2 800.0 1036.000000 800.0 \n", + "3 800.0 1036.000000 800.0 \n", + "4 800.0 1035.333333 800.0 \n", + "\n", + " Valencia_pressure Seville_temp_max Madrid_pressure Valencia_temp_max \\\n", + "0 1002.666667 274.254667 971.333333 269.888000 \n", + "1 1004.333333 274.945000 972.666667 271.728333 \n", + "2 1005.333333 278.792000 974.000000 278.008667 \n", + "3 1009.000000 285.394000 994.666667 284.899552 \n", + "4 NaN 285.513719 1035.333333 283.015115 \n", + "\n", + " Valencia_temp Bilbao_weather_id Seville_temp Valencia_humidity \\\n", + "0 269.888000 800.0 274.254667 75.666667 \n", + "1 271.728333 800.0 274.945000 71.000000 \n", + "2 278.008667 800.0 278.792000 65.666667 \n", + "3 284.899552 800.0 285.394000 54.000000 \n", + "4 283.015115 800.0 285.513719 58.333333 \n", + "\n", + " Valencia_temp_min Barcelona_temp_max Madrid_temp_max Barcelona_temp \\\n", + "0 269.888000 281.013000 265.938000 281.013000 \n", + "1 271.728333 280.561667 266.386667 280.561667 \n", + "2 278.008667 281.583667 272.708667 281.583667 \n", + "3 284.899552 283.434104 281.895219 283.434104 \n", + "4 283.015115 284.213167 280.678437 284.213167 \n", + "\n", + " Bilbao_temp_min Bilbao_temp Barcelona_temp_min Bilbao_temp_max \\\n", + "0 269.338615 269.338615 281.013000 269.338615 \n", + "1 270.376000 270.376000 280.561667 270.376000 \n", + "2 275.027229 275.027229 281.583667 275.027229 \n", + "3 281.135063 281.135063 283.434104 281.135063 \n", + "4 282.252063 282.252063 284.213167 282.252063 \n", + "\n", + " Seville_temp_min Madrid_temp Madrid_temp_min load_shortfall_3h \n", + "0 274.254667 265.938000 265.938000 6715.666667 \n", + "1 274.945000 266.386667 266.386667 4171.666667 \n", + "2 278.792000 272.708667 272.708667 4274.666667 \n", + "3 285.394000 281.895219 281.895219 5075.666667 \n", + "4 285.513719 280.678437 280.678437 6620.666667 " + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_copy.head()" + ] + }, + { + "cell_type": "markdown", + "id": "3e0b3da0", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : The dataframe has a index therefore the 'Unnamed:0' column does not add value to it and subsequent possible prediction.\n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "5578c7ec", + "metadata": {}, + "source": [ + "### 3.2 Data Anaylses" + ] + }, + { + "cell_type": "markdown", + "id": "76f998f2", + "metadata": {}, + "source": [ + "`.shape` function returned the number of rows by the number of columns in the dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "c49a2880", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(8763, 48)" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Displays the number of rows and columns\n", + "df_copy.shape" + ] + }, + { + "cell_type": "markdown", + "id": "2349f6fb", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : The dataset consists of 8763 rows and 48 columns.\n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "a5898fe3", + "metadata": {}, + "source": [ + "`.info()` function outputs important details about the dataset. This includes the columns, the data types **(Dtype)** of the columns and the count of non-null values." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "d1896374", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 8763 entries, 0 to 8762\n", + "Data columns (total 48 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 time 8763 non-null object \n", + " 1 Madrid_wind_speed 8763 non-null float64\n", + " 2 Valencia_wind_deg 8763 non-null object \n", + " 3 Bilbao_rain_1h 8763 non-null float64\n", + " 4 Valencia_wind_speed 8763 non-null float64\n", + " 5 Seville_humidity 8763 non-null float64\n", + " 6 Madrid_humidity 8763 non-null float64\n", + " 7 Bilbao_clouds_all 8763 non-null float64\n", + " 8 Bilbao_wind_speed 8763 non-null float64\n", + " 9 Seville_clouds_all 8763 non-null float64\n", + " 10 Bilbao_wind_deg 8763 non-null float64\n", + " 11 Barcelona_wind_speed 8763 non-null float64\n", + " 12 Barcelona_wind_deg 8763 non-null float64\n", + " 13 Madrid_clouds_all 8763 non-null float64\n", + " 14 Seville_wind_speed 8763 non-null float64\n", + " 15 Barcelona_rain_1h 8763 non-null float64\n", + " 16 Seville_pressure 8763 non-null object \n", + " 17 Seville_rain_1h 8763 non-null float64\n", + " 18 Bilbao_snow_3h 8763 non-null float64\n", + " 19 Barcelona_pressure 8763 non-null float64\n", + " 20 Seville_rain_3h 8763 non-null float64\n", + " 21 Madrid_rain_1h 8763 non-null float64\n", + " 22 Barcelona_rain_3h 8763 non-null float64\n", + " 23 Valencia_snow_3h 8763 non-null float64\n", + " 24 Madrid_weather_id 8763 non-null float64\n", + " 25 Barcelona_weather_id 8763 non-null float64\n", + " 26 Bilbao_pressure 8763 non-null float64\n", + " 27 Seville_weather_id 8763 non-null float64\n", + " 28 Valencia_pressure 6695 non-null float64\n", + " 29 Seville_temp_max 8763 non-null float64\n", + " 30 Madrid_pressure 8763 non-null float64\n", + " 31 Valencia_temp_max 8763 non-null float64\n", + " 32 Valencia_temp 8763 non-null float64\n", + " 33 Bilbao_weather_id 8763 non-null float64\n", + " 34 Seville_temp 8763 non-null float64\n", + " 35 Valencia_humidity 8763 non-null float64\n", + " 36 Valencia_temp_min 8763 non-null float64\n", + " 37 Barcelona_temp_max 8763 non-null float64\n", + " 38 Madrid_temp_max 8763 non-null float64\n", + " 39 Barcelona_temp 8763 non-null float64\n", + " 40 Bilbao_temp_min 8763 non-null float64\n", + " 41 Bilbao_temp 8763 non-null float64\n", + " 42 Barcelona_temp_min 8763 non-null float64\n", + " 43 Bilbao_temp_max 8763 non-null float64\n", + " 44 Seville_temp_min 8763 non-null float64\n", + " 45 Madrid_temp 8763 non-null float64\n", + " 46 Madrid_temp_min 8763 non-null float64\n", + " 47 load_shortfall_3h 8763 non-null float64\n", + "dtypes: float64(45), object(3)\n", + "memory usage: 3.2+ MB\n" + ] + } + ], + "source": [ + "# Displays information about the Dataframe\n", + "df_copy.info()" + ] + }, + { + "cell_type": "markdown", + "id": "8d8bcf86", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : The `.info` function showcases the 48 columns and 8763 rows contained within the dataset. Most columns within the dataset are denoted as float64 dtype.However, Seville pressure, Valencia wind degree and the time columns are denoted as object dtype. These object dtype will eventually be converted to float64 dtypes via Dummy variable encoding.\n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "f66381b6", + "metadata": {}, + "source": [ + "### 3.3 Missing Values" + ] + }, + { + "cell_type": "markdown", + "id": "146cbf4d", + "metadata": {}, + "source": [ + "Determining the missing values in the dataset is vital in accurately investigating the relationship between the variables. If not handled correctly it could cause: \n", + "+ Reduction in the power/fit of the model.\n", + "+ Have it become a biased model. " + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "cc0b78a8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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nulls%_of_nulls
time00.0
Madrid_wind_speed00.0
Valencia_wind_deg00.0
Bilbao_rain_1h00.0
Valencia_wind_speed00.0
Seville_humidity00.0
Madrid_humidity00.0
Bilbao_clouds_all00.0
Bilbao_wind_speed00.0
Seville_clouds_all00.0
Bilbao_wind_deg00.0
Barcelona_wind_speed00.0
Barcelona_wind_deg00.0
Madrid_clouds_all00.0
Seville_wind_speed00.0
Barcelona_rain_1h00.0
Seville_pressure00.0
Seville_rain_1h00.0
Bilbao_snow_3h00.0
Barcelona_pressure00.0
Seville_rain_3h00.0
Madrid_rain_1h00.0
Barcelona_rain_3h00.0
Valencia_snow_3h00.0
Madrid_weather_id00.0
Barcelona_weather_id00.0
Bilbao_pressure00.0
Seville_weather_id00.0
Valencia_pressure206824.0
Seville_temp_max00.0
Madrid_pressure00.0
Valencia_temp_max00.0
Valencia_temp00.0
Bilbao_weather_id00.0
Seville_temp00.0
Valencia_humidity00.0
Valencia_temp_min00.0
Barcelona_temp_max00.0
Madrid_temp_max00.0
Barcelona_temp00.0
Bilbao_temp_min00.0
Bilbao_temp00.0
Barcelona_temp_min00.0
Bilbao_temp_max00.0
Seville_temp_min00.0
Madrid_temp00.0
Madrid_temp_min00.0
load_shortfall_3h00.0
\n", + "
" + ], + "text/plain": [ + " nulls %_of_nulls\n", + "time 0 0.0\n", + "Madrid_wind_speed 0 0.0\n", + "Valencia_wind_deg 0 0.0\n", + "Bilbao_rain_1h 0 0.0\n", + "Valencia_wind_speed 0 0.0\n", + "Seville_humidity 0 0.0\n", + "Madrid_humidity 0 0.0\n", + "Bilbao_clouds_all 0 0.0\n", + "Bilbao_wind_speed 0 0.0\n", + "Seville_clouds_all 0 0.0\n", + "Bilbao_wind_deg 0 0.0\n", + "Barcelona_wind_speed 0 0.0\n", + "Barcelona_wind_deg 0 0.0\n", + "Madrid_clouds_all 0 0.0\n", + "Seville_wind_speed 0 0.0\n", + "Barcelona_rain_1h 0 0.0\n", + "Seville_pressure 0 0.0\n", + "Seville_rain_1h 0 0.0\n", + "Bilbao_snow_3h 0 0.0\n", + "Barcelona_pressure 0 0.0\n", + "Seville_rain_3h 0 0.0\n", + "Madrid_rain_1h 0 0.0\n", + "Barcelona_rain_3h 0 0.0\n", + "Valencia_snow_3h 0 0.0\n", + "Madrid_weather_id 0 0.0\n", + "Barcelona_weather_id 0 0.0\n", + "Bilbao_pressure 0 0.0\n", + "Seville_weather_id 0 0.0\n", + "Valencia_pressure 2068 24.0\n", + "Seville_temp_max 0 0.0\n", + "Madrid_pressure 0 0.0\n", + "Valencia_temp_max 0 0.0\n", + "Valencia_temp 0 0.0\n", + "Bilbao_weather_id 0 0.0\n", + "Seville_temp 0 0.0\n", + "Valencia_humidity 0 0.0\n", + "Valencia_temp_min 0 0.0\n", + "Barcelona_temp_max 0 0.0\n", + "Madrid_temp_max 0 0.0\n", + "Barcelona_temp 0 0.0\n", + "Bilbao_temp_min 0 0.0\n", + "Bilbao_temp 0 0.0\n", + "Barcelona_temp_min 0 0.0\n", + "Bilbao_temp_max 0 0.0\n", + "Seville_temp_min 0 0.0\n", + "Madrid_temp 0 0.0\n", + "Madrid_temp_min 0 0.0\n", + "load_shortfall_3h 0 0.0" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Outputs the number of missing values\n", + "values = pd.DataFrame(df_copy.isnull().sum(), columns=['nulls'])\n", + "\n", + "# Displays the percentage of missing values within the dataset\n", + "values[\"%_of_nulls\"]=round(df_copy.isnull().sum()/len(df_copy)*100)\n", + "values" + ] + }, + { + "cell_type": "markdown", + "id": "63861db6", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : The above code highlights that the Valencia pressure column is the only column with missing value as its rows consists of 2068 missing values. It can further be said that the column has 24% of the missing values.\n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "d2c7670c", + "metadata": { + "ExecuteTime": { + "end_time": "2021-06-28T08:52:37.824204Z", + "start_time": "2021-06-28T08:52:37.811206Z" + } + }, + "source": [ + "### 3.4 Descriptive Statistics" + ] + }, + { + "cell_type": "markdown", + "id": "56eb78de", + "metadata": {}, + "source": [ + "Statistical analyses in EDA is crucial for analysing the dataset. The function `.describe()` summarizes the count, mean, standard deviation, min, and max for numeric variables in our dataframe." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "b2d6e45a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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countmeanstdmin25%50%75%max
Madrid_wind_speed8763.02.4257291.8503710.0000001.0000002.0000003.3333331.300000e+01
Bilbao_rain_1h8763.00.1357530.3749010.0000000.0000000.0000000.1000003.000000e+00
Valencia_wind_speed8763.02.5862722.4111900.0000001.0000001.6666673.6666675.200000e+01
Seville_humidity8763.062.65879322.6212268.33333344.33333365.66666782.0000001.000000e+02
Madrid_humidity8763.057.41471724.3353966.33333336.33333358.00000078.6666671.000000e+02
Bilbao_clouds_all8763.043.46913232.5510440.00000010.00000045.00000075.0000001.000000e+02
Bilbao_wind_speed8763.01.8503561.6958880.0000000.6666671.0000002.6666671.266667e+01
Seville_clouds_all8763.013.71474824.2724820.0000000.0000000.00000020.0000009.733333e+01
Bilbao_wind_deg8763.0158.957511102.0562990.00000073.333333147.000000234.0000003.593333e+02
Barcelona_wind_speed8763.02.8704971.7921970.0000001.6666672.6666674.0000001.266667e+01
Barcelona_wind_deg8763.0190.54484889.0773370.000000118.166667200.000000260.0000003.600000e+02
Madrid_clouds_all8763.019.47339228.0536600.0000000.0000000.00000033.3333331.000000e+02
Seville_wind_speed8763.02.4250451.6728950.0000001.0000002.0000003.3333331.166667e+01
Barcelona_rain_1h8763.00.1289060.6347300.0000000.0000000.0000000.0000001.200000e+01
Seville_rain_1h8763.00.0394390.1758570.0000000.0000000.0000000.0000003.000000e+00
Bilbao_snow_3h8763.00.0319120.5572640.0000000.0000000.0000000.0000002.130000e+01
Barcelona_pressure8763.01377.96460514073.140990670.6666671014.0000001018.0000001022.0000001.001411e+06
Seville_rain_3h8763.00.0002430.0036600.0000000.0000000.0000000.0000009.333333e-02
Madrid_rain_1h8763.00.0378180.1526390.0000000.0000000.0000000.0000003.000000e+00
Barcelona_rain_3h8763.00.0004390.0039940.0000000.0000000.0000000.0000009.300000e-02
Valencia_snow_3h8763.00.0002050.0118660.0000000.0000000.0000000.0000007.916667e-01
Madrid_weather_id8763.0773.52759477.313315211.000000800.000000800.000000800.6666678.040000e+02
Barcelona_weather_id8763.0765.97968788.142235200.666667800.000000800.333333801.0000008.040000e+02
Bilbao_pressure8763.01017.73954910.046124971.3333331013.0000001019.0000001024.0000001.042000e+03
Seville_weather_id8763.0774.65881871.940009200.000000800.000000800.000000800.0000008.040000e+02
Valencia_pressure6695.01012.0514079.506214972.6666671010.3333331015.0000001018.0000001.021667e+03
Seville_temp_max8763.0297.4795278.875812272.063000291.312750297.101667304.1500003.204833e+02
Madrid_pressure8763.01010.31692022.198555927.6666671012.3333331017.3333331022.0000001.038000e+03
Valencia_temp_max8763.0291.3372337.565692269.888000285.550167291.037000297.2483333.142633e+02
Valencia_temp8763.0290.5921527.162274269.888000285.150000290.176667296.0566673.104267e+02
Bilbao_weather_id8763.0724.722362115.846537207.333333700.333333800.000000801.6666678.040000e+02
Seville_temp8763.0293.9789037.920986272.063000288.282917293.323333299.6203333.149767e+02
Valencia_humidity8763.065.24772719.26232210.33333351.33333367.00000081.3333331.000000e+02
Valencia_temp_min8763.0289.8676486.907402269.888000284.783333289.550000294.8200003.102720e+02
Barcelona_temp_max8763.0291.1576447.273538272.150000285.483333290.150000296.8550003.140767e+02
Madrid_temp_max8763.0289.5403099.752047264.983333282.150000288.116177296.8166673.144833e+02
Barcelona_temp8763.0289.8554596.528111270.816667284.973443289.416667294.9090003.073167e+02
Bilbao_temp_min8763.0285.0179736.705672264.483333280.085167284.816667289.8166673.098167e+02
Bilbao_temp8763.0286.4229296.818682267.483333281.374167286.158333291.0341673.107100e+02
Barcelona_temp_min8763.0288.4474226.102593269.483333284.150000288.150000292.9666673.048167e+02
Bilbao_temp_max8763.0287.9660277.105590269.063000282.836776287.630000292.4833333.179667e+02
Seville_temp_min8763.0291.6333568.178220270.150000285.816667290.816667297.1500003.148167e+02
Madrid_temp8763.0288.4194399.346796264.983333281.404281287.053333295.1546673.131333e+02
Madrid_temp_min8763.0287.2022039.206237264.983333280.299167286.083333293.8845003.103833e+02
load_shortfall_3h8763.010673.8576125218.046404-6618.0000007390.33333311114.66666714498.1666673.190400e+04
\n", + "
" + ], + "text/plain": [ + " count mean std min \\\n", + "Madrid_wind_speed 8763.0 2.425729 1.850371 0.000000 \n", + "Bilbao_rain_1h 8763.0 0.135753 0.374901 0.000000 \n", + "Valencia_wind_speed 8763.0 2.586272 2.411190 0.000000 \n", + "Seville_humidity 8763.0 62.658793 22.621226 8.333333 \n", + "Madrid_humidity 8763.0 57.414717 24.335396 6.333333 \n", + "Bilbao_clouds_all 8763.0 43.469132 32.551044 0.000000 \n", + "Bilbao_wind_speed 8763.0 1.850356 1.695888 0.000000 \n", + "Seville_clouds_all 8763.0 13.714748 24.272482 0.000000 \n", + "Bilbao_wind_deg 8763.0 158.957511 102.056299 0.000000 \n", + "Barcelona_wind_speed 8763.0 2.870497 1.792197 0.000000 \n", + "Barcelona_wind_deg 8763.0 190.544848 89.077337 0.000000 \n", + "Madrid_clouds_all 8763.0 19.473392 28.053660 0.000000 \n", + "Seville_wind_speed 8763.0 2.425045 1.672895 0.000000 \n", + "Barcelona_rain_1h 8763.0 0.128906 0.634730 0.000000 \n", + "Seville_rain_1h 8763.0 0.039439 0.175857 0.000000 \n", + "Bilbao_snow_3h 8763.0 0.031912 0.557264 0.000000 \n", + "Barcelona_pressure 8763.0 1377.964605 14073.140990 670.666667 \n", + "Seville_rain_3h 8763.0 0.000243 0.003660 0.000000 \n", + "Madrid_rain_1h 8763.0 0.037818 0.152639 0.000000 \n", + "Barcelona_rain_3h 8763.0 0.000439 0.003994 0.000000 \n", + "Valencia_snow_3h 8763.0 0.000205 0.011866 0.000000 \n", + "Madrid_weather_id 8763.0 773.527594 77.313315 211.000000 \n", + "Barcelona_weather_id 8763.0 765.979687 88.142235 200.666667 \n", + "Bilbao_pressure 8763.0 1017.739549 10.046124 971.333333 \n", + "Seville_weather_id 8763.0 774.658818 71.940009 200.000000 \n", + "Valencia_pressure 6695.0 1012.051407 9.506214 972.666667 \n", + "Seville_temp_max 8763.0 297.479527 8.875812 272.063000 \n", + "Madrid_pressure 8763.0 1010.316920 22.198555 927.666667 \n", + "Valencia_temp_max 8763.0 291.337233 7.565692 269.888000 \n", + "Valencia_temp 8763.0 290.592152 7.162274 269.888000 \n", + "Bilbao_weather_id 8763.0 724.722362 115.846537 207.333333 \n", + "Seville_temp 8763.0 293.978903 7.920986 272.063000 \n", + "Valencia_humidity 8763.0 65.247727 19.262322 10.333333 \n", + "Valencia_temp_min 8763.0 289.867648 6.907402 269.888000 \n", + "Barcelona_temp_max 8763.0 291.157644 7.273538 272.150000 \n", + "Madrid_temp_max 8763.0 289.540309 9.752047 264.983333 \n", + "Barcelona_temp 8763.0 289.855459 6.528111 270.816667 \n", + "Bilbao_temp_min 8763.0 285.017973 6.705672 264.483333 \n", + "Bilbao_temp 8763.0 286.422929 6.818682 267.483333 \n", + "Barcelona_temp_min 8763.0 288.447422 6.102593 269.483333 \n", + "Bilbao_temp_max 8763.0 287.966027 7.105590 269.063000 \n", + "Seville_temp_min 8763.0 291.633356 8.178220 270.150000 \n", + "Madrid_temp 8763.0 288.419439 9.346796 264.983333 \n", + "Madrid_temp_min 8763.0 287.202203 9.206237 264.983333 \n", + "load_shortfall_3h 8763.0 10673.857612 5218.046404 -6618.000000 \n", + "\n", + " 25% 50% 75% max \n", + "Madrid_wind_speed 1.000000 2.000000 3.333333 1.300000e+01 \n", + "Bilbao_rain_1h 0.000000 0.000000 0.100000 3.000000e+00 \n", + "Valencia_wind_speed 1.000000 1.666667 3.666667 5.200000e+01 \n", + "Seville_humidity 44.333333 65.666667 82.000000 1.000000e+02 \n", + "Madrid_humidity 36.333333 58.000000 78.666667 1.000000e+02 \n", + "Bilbao_clouds_all 10.000000 45.000000 75.000000 1.000000e+02 \n", + "Bilbao_wind_speed 0.666667 1.000000 2.666667 1.266667e+01 \n", + "Seville_clouds_all 0.000000 0.000000 20.000000 9.733333e+01 \n", + "Bilbao_wind_deg 73.333333 147.000000 234.000000 3.593333e+02 \n", + "Barcelona_wind_speed 1.666667 2.666667 4.000000 1.266667e+01 \n", + "Barcelona_wind_deg 118.166667 200.000000 260.000000 3.600000e+02 \n", + "Madrid_clouds_all 0.000000 0.000000 33.333333 1.000000e+02 \n", + "Seville_wind_speed 1.000000 2.000000 3.333333 1.166667e+01 \n", + "Barcelona_rain_1h 0.000000 0.000000 0.000000 1.200000e+01 \n", + "Seville_rain_1h 0.000000 0.000000 0.000000 3.000000e+00 \n", + "Bilbao_snow_3h 0.000000 0.000000 0.000000 2.130000e+01 \n", + "Barcelona_pressure 1014.000000 1018.000000 1022.000000 1.001411e+06 \n", + "Seville_rain_3h 0.000000 0.000000 0.000000 9.333333e-02 \n", + "Madrid_rain_1h 0.000000 0.000000 0.000000 3.000000e+00 \n", + "Barcelona_rain_3h 0.000000 0.000000 0.000000 9.300000e-02 \n", + "Valencia_snow_3h 0.000000 0.000000 0.000000 7.916667e-01 \n", + "Madrid_weather_id 800.000000 800.000000 800.666667 8.040000e+02 \n", + "Barcelona_weather_id 800.000000 800.333333 801.000000 8.040000e+02 \n", + "Bilbao_pressure 1013.000000 1019.000000 1024.000000 1.042000e+03 \n", + "Seville_weather_id 800.000000 800.000000 800.000000 8.040000e+02 \n", + "Valencia_pressure 1010.333333 1015.000000 1018.000000 1.021667e+03 \n", + "Seville_temp_max 291.312750 297.101667 304.150000 3.204833e+02 \n", + "Madrid_pressure 1012.333333 1017.333333 1022.000000 1.038000e+03 \n", + "Valencia_temp_max 285.550167 291.037000 297.248333 3.142633e+02 \n", + "Valencia_temp 285.150000 290.176667 296.056667 3.104267e+02 \n", + "Bilbao_weather_id 700.333333 800.000000 801.666667 8.040000e+02 \n", + "Seville_temp 288.282917 293.323333 299.620333 3.149767e+02 \n", + "Valencia_humidity 51.333333 67.000000 81.333333 1.000000e+02 \n", + "Valencia_temp_min 284.783333 289.550000 294.820000 3.102720e+02 \n", + "Barcelona_temp_max 285.483333 290.150000 296.855000 3.140767e+02 \n", + "Madrid_temp_max 282.150000 288.116177 296.816667 3.144833e+02 \n", + "Barcelona_temp 284.973443 289.416667 294.909000 3.073167e+02 \n", + "Bilbao_temp_min 280.085167 284.816667 289.816667 3.098167e+02 \n", + "Bilbao_temp 281.374167 286.158333 291.034167 3.107100e+02 \n", + "Barcelona_temp_min 284.150000 288.150000 292.966667 3.048167e+02 \n", + "Bilbao_temp_max 282.836776 287.630000 292.483333 3.179667e+02 \n", + "Seville_temp_min 285.816667 290.816667 297.150000 3.148167e+02 \n", + "Madrid_temp 281.404281 287.053333 295.154667 3.131333e+02 \n", + "Madrid_temp_min 280.299167 286.083333 293.884500 3.103833e+02 \n", + "load_shortfall_3h 7390.333333 11114.666667 14498.166667 3.190400e+04 " + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Displays the summary statistics\n", + "df_copy_transposed = df_copy.describe().T\n", + "\n", + "df_copy_transposed" + ] + }, + { + "cell_type": "markdown", + "id": "38d7e187", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : The descriptive statistics table above highlghts the various cities and their weather categories i.e. temperature, rain, wind, snow etc. The cities are shown to have similar values in regards to their weather categories e.g. minimum rain in Seville and Barcelona etc. A zero value within a row, specify that the particular weather category did not occur for that city.\n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "3dd401b0", + "metadata": {}, + "source": [ + "### 3.5 Kurtosis and Skewness" + ] + }, + { + "cell_type": "markdown", + "id": "73024c51", + "metadata": {}, + "source": [ + "To give additional information about the distribution of our dataset, we had a look at the Skewness (`.skew()`)\n", + "and the kurtosis (`.kurtosis()`) functions respectively. Skewness is defined by its measure of its asymmetry in a probability distribution whereas kurtosis describes the lack or heaviness of the tail (outliers) when compared to normal distribution." + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "89b41e1f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Unnamed: 0 0.000000\n", + "Madrid_wind_speed 1.441144\n", + "Bilbao_rain_1h 5.222802\n", + "Valencia_wind_speed 3.499637\n", + "Seville_humidity -0.310175\n", + "Madrid_humidity -0.057378\n", + "Bilbao_clouds_all -0.053085\n", + "Bilbao_wind_speed 1.716914\n", + "Seville_clouds_all 1.814452\n", + "Bilbao_wind_deg 0.226927\n", + "Barcelona_wind_speed 1.057331\n", + "Barcelona_wind_deg -0.180001\n", + "Madrid_clouds_all 1.246745\n", + "Seville_wind_speed 1.151006\n", + "Barcelona_rain_1h 8.726988\n", + "Seville_rain_1h 8.067341\n", + "Bilbao_snow_3h 26.177568\n", + "Barcelona_pressure 57.979664\n", + "Seville_rain_3h 19.342574\n", + "Madrid_rain_1h 7.074308\n", + "Barcelona_rain_3h 12.696605\n", + "Valencia_snow_3h 63.298084\n", + "Madrid_weather_id -3.107722\n", + "Barcelona_weather_id -2.584011\n", + "Bilbao_pressure -0.999642\n", + "Seville_weather_id -3.275574\n", + "Valencia_pressure -1.705162\n", + "Seville_temp_max -0.033931\n", + "Madrid_pressure -1.850768\n", + "Valencia_temp_max 0.082672\n", + "Valencia_temp 0.057476\n", + "Bilbao_weather_id -1.234844\n", + "Seville_temp 0.157238\n", + "Valencia_humidity -0.305757\n", + "Valencia_temp_min 0.081832\n", + "Barcelona_temp_max 0.276925\n", + "Madrid_temp_max 0.298707\n", + "Barcelona_temp 0.128095\n", + "Bilbao_temp_min 0.194912\n", + "Bilbao_temp 0.293686\n", + "Barcelona_temp_min -0.018057\n", + "Bilbao_temp_max 0.393932\n", + "Seville_temp_min 0.265482\n", + "Madrid_temp 0.304123\n", + "Madrid_temp_min 0.275083\n", + "load_shortfall_3h -0.384847\n", + "dtype: float64" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Skewness of the dataframe\n", + "df_copy.skew()" + ] + }, + { + "cell_type": "markdown", + "id": "b5aa20b4", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : Features that are fairly symmetrical such as the target variable, load_shortfall_3h falls within the range -0.5 < x < 0.5. \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "aa71dd99", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Unnamed: 0 -1.200000\n", + "Madrid_wind_speed 2.036462\n", + "Bilbao_rain_1h 32.904656\n", + "Valencia_wind_speed 35.645426\n", + "Seville_humidity -1.017983\n", + "Madrid_humidity -1.167537\n", + "Bilbao_clouds_all -1.533417\n", + "Bilbao_wind_speed 3.631565\n", + "Seville_clouds_all 2.155921\n", + "Bilbao_wind_deg -1.083530\n", + "Barcelona_wind_speed 1.493635\n", + "Barcelona_wind_deg -0.959160\n", + "Madrid_clouds_all 0.142079\n", + "Seville_wind_speed 1.398580\n", + "Barcelona_rain_1h 101.578931\n", + "Seville_rain_1h 93.840746\n", + "Bilbao_snow_3h 806.128471\n", + "Barcelona_pressure 3687.564230\n", + "Seville_rain_3h 413.136592\n", + "Madrid_rain_1h 76.584491\n", + "Barcelona_rain_3h 187.800460\n", + "Valencia_snow_3h 4089.323165\n", + "Madrid_weather_id 9.259047\n", + "Barcelona_weather_id 5.701882\n", + "Bilbao_pressure 1.825323\n", + "Seville_weather_id 10.710308\n", + "Valencia_pressure 2.211823\n", + "Seville_temp_max -0.515989\n", + "Madrid_pressure 2.216199\n", + "Valencia_temp_max -0.613755\n", + "Valencia_temp -0.643793\n", + "Bilbao_weather_id 0.067814\n", + "Seville_temp -0.504132\n", + "Valencia_humidity -0.734345\n", + "Valencia_temp_min -0.599551\n", + "Barcelona_temp_max -0.728757\n", + "Madrid_temp_max -0.662861\n", + "Barcelona_temp -0.696555\n", + "Bilbao_temp_min -0.230342\n", + "Bilbao_temp -0.086363\n", + "Barcelona_temp_min -0.474890\n", + "Bilbao_temp_max 0.283366\n", + "Seville_temp_min -0.475564\n", + "Madrid_temp -0.612299\n", + "Madrid_temp_min -0.666646\n", + "load_shortfall_3h -0.118999\n", + "dtype: float64" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Kurtosis of the dataframe\n", + "df_copy.kurtosis()" + ] + }, + { + "cell_type": "markdown", + "id": "6fa22ea1", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : Kurtosis with a high number of outliers is measured by the features having >3 and thus can be seen in this dataset. \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "b03ff1f3", + "metadata": {}, + "source": [ + "### 3.6 Data Visualization of relevant feature interactions" + ] + }, + { + "cell_type": "markdown", + "id": "c389d5dc-f3fe-4a42-ba6b-a2ceae83109b", + "metadata": {}, + "source": [ + "The following plots displays the various relationships between the types of time measures, features and the load shortfall." + ] + }, + { + "cell_type": "markdown", + "id": "ccc29ddd", + "metadata": {}, + "source": [ + "#### 3.6.1 The Numerical Feature Distributions" + ] + }, + { + "cell_type": "markdown", + "id": "1d2e7740-3bb0-4d99-a034-b0984aed4aa8", + "metadata": {}, + "source": [ + "To investigate the distribution of the various numerical features, `.hist()` method was demonstrated." + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "id": "a4961432", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Displaying the columns with numerical values\n", + "y_col = df_copy.select_dtypes(include=\"float64\").columns\n", + "\n", + "# Adjust padding between/around subplots and set figure size\n", + "plt.rcParams[\"figure.figsize\"] = [7.50, 3.50]\n", + "plt.rcParams[\"figure.autolayout\"] = True\n", + "\n", + "# Creating the plot\n", + "axs = df_copy[y_col].hist(figsize=(16, 20),color='green', ec='k')\n", + "\n", + "# Showing the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "71d996b8", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : As seen above, the load shortfall is shown to have a fairly symmetrical distribution, which has also been highlighted in `.skew()` method. There are few features such as rain that our heavily skewed as they consist of zero values and has also been demonstrated in the summary statistics (`.describe` method).\n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "895b3198", + "metadata": {}, + "source": [ + "#### 3.6.2 The Categorical Feature Distributions" + ] + }, + { + "cell_type": "markdown", + "id": "6f36a70c-a6a4-435c-a8a8-7b25b3776174", + "metadata": {}, + "source": [ + "The load shortfall's relationship with the categorical features i.e. Seville pressure and Valencia wind degree was analysed using `sns.catplot`." + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "id": "20ebe327-0281-4195-bf86-c27fee6f0fe8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 126, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+waps06bvJdeCy9kDqDaDwYDVqz8EIN0nPADHKgB80uWOmGQTkej2799r86NpMBiwf/9ekSISB2cPoNp++ikJWm0BAHOSJcUnPABbcAE+6aqLq3cfYpJNRKKTycSOwHVw9gCqotVqsWnT+holJmze/IPkWi7ZgmvGJ13W3KH7EJNsEp2r34mS8Pr1GwCFQmlVplQq0a/fAJEiEg+nrqMq5ic8eqsyvV4vuSc8bME1q3rSpVKpAAAqlUqyT7rcpfsQk2wSlTvciZLw/Pz8MXr0mBolMowaNVaSPx4Ap64jqoktuNX69x9oSSgNBqMkGyIA9+k+xCSbROMud6LkHIMGDYG/f1sAQNu2/hg0aLDIEYmLU9dR//4DbJ5kKBQKySVWHKtQ7eef91j+JhQKueSeagDu1X2ISbaIpN5Nwl3uRMk5FAoFXnzxNQDAiy9Olnw3CalfH6pIuR78/PwxatRYq7LRo8dJMrkcODAGXl7eAABvb29JjlWoSi51Oh0AQKfTuWxyKSR36j7EJFskUu8m4U53ouQ8N910C+bMWSD5bhJSvz5UYT3gn2SyamSwDA89NEjMcERVnVzqG9iyZXKn5FJI7tR9iEm2CAwGA1asWAIA+PDDJZLsJsGLBdXlzJlTmDt3uqSTKnajMuP80GbmJ3ymf16ZsG/fT2KGI5rdu5NQUlIMACguvirJqQyjonpDLreeikkmk7lkcimkqu5DVYPllUqly3YfYpItguTkH1FcXH2xqFoiVUqionrDZDJZlZlMJsldLKgak0uzPXuSLfMiFxTkS7YbFeeH5iJNVcxTGX5vVbZx4zrJ1YOfnz+6d7/Dquy22+50yeRSaH379rfMvKPX69GnTz+RI6obk2wnq/uiKb15T835tW2SLWVS7nsKsI8+YL4+bNmy3qrPpVTnReb80Fykqcr+/XthNNo++ZRaPWi1Wvz1159WZSdP/iG57wUAfPzxSqvXn3zykUiRXBuTbCdLTt5R58UiOVlardnmbiG2j72k2l1E6n1P2UffTK1OselvqtfrJfe94PzQZlykyay+60DVTblU1HV9kGI3y0uXNPjf/45alR07dgSXL18SKaL6Mcl2sosXL9RZfuHC306ORFxRUb2hVNpOTSXF7iLsJsE++lW6d78NJpNtPdx66+0iRURi6tdvAORy2wFeUpvCLycnu87y7OwsJ0ciLnM3S+vrg6sO+BPShg3r6in/zsmRNIxJtpN16BBWZ3lYWEcnRyIuzntajX1w3Wu0uJBOnjxRR1KlsHlE3NJxfmgzifegsxgz5rE6yx99tO7ylsrPzx+BgUGW11L93ezUqXM95eFOjqRhTLKdrL4vQ5s2fs4NxAUMHBhjqQ8/P3/JznvKPri86aoSFdXbsmRyFZVKKbmbDc4PbaZWp0Ams735lNoTnk6dOqNHj7utynr2jKg32WrJ2ratXqRKqr+bgwfH1fmEJyYmVqSI6sck28n4+K+aQqHAoEFDAAAxMbGSXHxErU5BZaXOqkyn00nuRxSwXmzCy0uai01U3WxUJdoqlUqSNxsAEB1dvQKov39bSa4Aym511Z5//hWr15MmvSxSJOKS1eio/9xzL0ryd7Pum/CxLnmdZJLtZCaT7SwaUp1Vw2AwYOfOBADA9u3bJNkXuXv321DXLCvsgytdAwfGoHVrHwCAj4+PJG82AOsVQF96SZorgPIJT7VffvnZ0kAll8tx8OB+kSMS1/XXd5P0ol0xMbHw8PAAAHh4eCA62vVasQEm2U63f//eOpNsqY2aBzgPLgAcOXK4zvKjR//j5EjEt2dPsmWxiZKSYkn2Ta8i9ZXtqtx00y1YtmyNpJMJdqur7lZXNTOX0WiUZLe6mmp3K5Mag8FguT7q9XqXbaRjkk2i4Dy4Zpyiy6xqCr+afdOlOIUfwJXtart0SSN2CKJSKBTo0eMuAEDPnndLskWfU1tSbatXf2iZacVoNGLNmhUiR1Q3JtlO1r//AKs+VYC5j5XU+mRzHlyzfv0GWJaGraJUKiX392D+Ea3dN116P6Jc2c7aunVfY9myhfj++2/EDkU0lZWVlqc6e/bsRmVlpcgROR+ntqSaLl3S4NixI1Zl//3vYc6TTeY+2XUl2SRNfn7+GDnyUauykSMflVyfy1tvvb2ORZoMkvsR5cp21crKyiyt+Lt3J6GsrEzkiMSxevWHNbpJGFy2xU5IJ0+eAAB4e3vD29s8OFqKU1uS2datG+sp3+DkSBrGJNvJ1OoUm7lPpTglE1v0q9nWg/S+luYfS+t6kMvlkvsRraioO5GsWglTSt57722r1++//3Y9W7Zc7tRiJ6SoqN6QyWQIDw9HeLh5LmQpTm1JZvXNNFQ1W5krkd6vuciionqj9mwSUpySyWQyt0TUVPu1FGi1WiQkbLIq27Zto+S6B5h/RK3LlErp/Yh6enrVU+7p5EjEdfLkCaSlXbYqu3LlMk6dOilSROJwpxY7IdVehEUmk0l2lpWqyQI0mlRJPuEC6h6nIZPJcOlSqvODaQCTbCfjik1m5kUWardcyiTXos/lxM1qfy9UKhVGjXLNeU+FxJUOzdat+6rO8u++q7u8parqSlazmwQAjBjxaH27tFg1F2FRKpWSnGUFAAoLC+Ht5QUZTJL7nahS9WSj5vdCpfJwyUYZJtki4IpNXEa7SlRU7zqndJRaPQDW34u2bQMk+b3gSodmjz/+NADA29sL3t7VrfuPPfaUWCGJolOnzvDx8UHX8C7oGt4FAHDXXfdIcqXDmo0yoaFhkpxlpUrnzmHo3DlM7DBEU9Uo07lLV3Tu0hUAMGqUazZWMskWAVds4iILVUwm82Am6zJpLk7E74UZVzoEbrmlOzw8PBHeuTPCO5sTyo4dO+GWW7qLHJnzdejQ0er1Cy+8KlIkrqNmqz5JU81GGZVK5bKNMkyyRST1FZu4yELVQFjrpFomk163mZqk/r04eHA/2rRpAwCIirpfsjcb4f+03FaZNes9cQIRWdUqhwAQHBxiWeWOSMrc5ckGk2wRSX3FJoVCYRkNHBMT67JfEiFV9S2rSYoDYWuS+vdCrU5Bbm4OvL29cfHiebHDEU3N60HbtgHw8qp7UKiU1Gy9I5Kq/fv3QqNJhSb1IjSpF1FZ6bqzLzHJdrKqPw5A2qODAfOyqLt3/wgASE7+0WWXRRUSB8JSXTp37oLOnbuIHYbLCA4OETsEInIRanUKTABCO3aGyWQeDOqqmGQ7WVX3gC7X3QiTSbqjgwFgz55kFBWZvxyFhVrLqmZSw4GwRERE9uvQqTMmvTkDHVx8EDCTbBGEdOiEp57/F0I6dBI7FNFotVps3brBsshGRUUFtmxZL7n5oQEO+COiulU9+bz4zz9VcyQTkXtgkk2iUKtToNPprcqkOD90TVIf8EdE1tTqFMgAhHfoDLj4Y3EhWfrgajTQaDS82SC3wSSbRGGeH9p6ERYpzpNdk9QH/FHNZML8j1STiep6uASN5pJk6wEAwsM6Y/bkGQgPc+3H4kIyN76Y0KFDB5hMJsnebJD7YZJNouCAPyJbVWM2OoR2lHQyoVanACYjOoSGSLoeqFpYWBheeeUVhIVJdxEWcj+CJtkfffQRYmNjERsbi0WLFgEADh06hPj4eAwaNAjLli2zbHvq1CmMGDEC0dHRmDlzJvR6c1eC9PR0jB8/HjExMXjhhRdQUlICACgqKsLEiRMxePBgjB8/Hjk5OUKeCgmAA/6IbIV16ISXX5yKMAmP2QCAsA6hePWFZxHWIVTsUIiImkSwJPvQoUP49ddfsW3bNiQkJODkyZPYuXMnZsyYgdWrVyMpKQknTpzAL7/8AgCYOnUqZs+ejd27d8NkMmHjxo0AgLlz52LcuHFITk7GbbfdhtWrVwMAli9fjoiICOzatQujR4/GvHnzhDoVEggH/BEREVFLJViSHRgYiGnTpsHDwwMqlQrXX389UlNTER4ejk6dOkGpVCI+Ph7JyclIS0tDeXk5evToAQAYMWIEkpOTodPpcPjwYURHR1uVA8CBAwcQHx8PAIiLi8PBgweh0+mEOh0SEAf8ERERXdv+/XtRUVEOzaUr0Fy6IumxCu5CKdQHd+vWzfLfqamp2LVrFx577DEEBgZayoOCgpCVlYXs7Gyr8sDAQGRlZaGgoAA+Pj5QKpVW5QCs9lEqlfDx8UF+fj6Cg4PtjrFdO59mnWNTqFQKlFfqrV4HBvo6PQ5XoFKZW669vVtJtg6A6nqQ8t/Crl27cPmyBgBw+bIGR478isGDB4sclfOpVAroalwf5HKZJP8mVCoF9JXVryVdD/rqAeLSrofq11Kth6NH1fD0VKFTx2BcvpKJq1eLJFkPKpUClRXu8b0QLMmucu7cOUyaNAlvvvkmFAoFUlNTLe+ZTCbIZDIYjUarrgNV5VX/rqn265r7yOWNa5jPyyuG0Whq1D7NpdMZbF7n5Fx1agyuoqoupFwHAOsBAPbs2QejwYCbunTBpcxM7NmzDxER94sdltPVvj4YjSZJ/k2wHsx0OgNq/uJJrR72798LtToFGk0qTCYjVq5ciStXrqCyshKvv/4GIiN7o1+/AWKH6TQ6nQGdOoZg6uQnsXj517h8JUdSfw9VXO36cK0EX9CBj0ePHsWTTz6Jf/3rXxg+fDhCQkKsBijm5OQgKCjIpjw3NxdBQUEICAjA1atXLcttV20PmFvBc3NzAQB6vR4lJSXw9/cX8nSaZf/+vViwYC40mlRkpF/GVx//HzLSL0OjScWCBXMlvbw6EQB0DgnBW08/g84hXEKbiMyzzFy8eB5BQYEIDg6GTqdDcHAwOnXqhIsXz0t6XQWpqpreM/2yBp8smo/0yxpUVJS7bB4lWEt2RkYGXnrpJSxbtgxRUVEAgDvvvBMXL16ERqNBx44dsXPnTowcORJhYWHw9PTE0aNHcffddyMxMRF9+vSBSqVCREQEkpKSEB8fj4SEBPTp0wcA0LdvXyQkJOD5559HUlISIiIiXHqeYbU6BRcuXkBAYAcAQHmlHm3bm0fNX7h4AQAkdUdORETUkJCQEDzxxBM25d98840I0ZDY1OoUGE0mBIZ1RKXBgPYdOgIALqZeBOB6eZRgSfYXX3yBiooKLFy40FI2ZswYLFy4EK+88goqKirQt29fxMTEAACWLFmCWbNmobi4GN27d8eECRMAAHPmzMG0adOwZs0ahIaGYunSpQCA1157DdOmTUNsbCx8fX2xZMkSoU7FYQICOyDukUk25Ts3fiJCNOKquhsFAI0mFfv373W5LwcROVft7gEr1nyOK+kZqKysxIIFcyXTPaBmPchMJry7fD40VzSoqKyQVD0Q1SUwrCNGv/S6VdmmVUtFiubaBEuyZ82ahVmzZtX53vbt223Kbr75ZmzevNmmPCwsDGvXrrUp9/f3x8cff9z8QEkUanUKZCYjbrm+CzRpmVCrU/ijQSRx5u4BfyMksD0AQFdZgeD25vn0L178G4DrtVQJQa1OgSb1IjqHmFvpjHoDOv3z3xoXbbEjIluCD3wkqk94WAjefuVZvLfyczh3+CkRuaqQwPZ4Ysxwm/Jv1m8TIRrxdA7piGlPv25TvvBL12yxIyJbTLKJiIiIXFTN7kOA4Z+ZRTJRUaFj9yEXxySbiIiIyEWZuw/9jbAO5rVBjAY9wkLNXao0qdLpRuWOmGQTiYgDQAmoPeDPhI9WL0Za+mVUcqAbEQEI6xCIV58fYVO+4uOtIkRD9hJ0nmwiuja1OgUmGNGlW1eYYOS8rxJlHvB3AYHtQxEU2AE6nQFBgR3QMawrLl68wL8LIiI3xJZsIpGFdAzFM69PwhdLpTeVI1ULDgrDY2NetCn/bv1qEaIhIqLmYpJNRERELqGq6xRg7kJnNBrqXHgmMzMTcrkCCxbMBQB2qWqhav49AOa/CYPJZDMvdnbaFeTJZC7398Akm4iIiFyCWp2CCxf+Rvv27dG2rT8AQKfT2WzXrl07AEBRkRa5ubkAOPivJVKrU3A+9QL8Q8yrZfsEhwAAKgwGq+38QswraOeVl0ObmQ7ANf4emGQLqPYdud5grHN1x7zsdBTmyV3uDoyIiMjZ2rdvj4cfftju7RMSEgSLhcTnH9IBDz1l25WuPvu+cp0udkyyBaRWp+Dv8+fh2zYYrXzN0+1UVOpttvPxDwIAZOUX42pBFgDXuAMjEprV/K9GAz748gtcysgA/nkMzBtOIiJyV0yyBebbNhi9Bj5m9/a/7/lOwGiIXItanQLNhb8R9s+jX0NFBcICzMtoay5w/lciInJfTLKJSFRh7drh1aHDbMpXbE8UIRoiIiLHYJJNREQkstpjeGA0YeGXS222u5RxBZC73iwKRGSLSTY5Vc0+uDKTAe+t/ByatAyYZOyDSyRFNlO2GfT4Zv02m+0ys3Mhz9O22OTS3HXqAjoGdkDHAPMMCkadwWa7ju3NsygYrpbjSo7rzKJARLaYZJNTqdUp0Fz8G52DzQNBjbpKdAoy98fVXGQfXCKpUatTcOH8ObQP8EPbNt4AAJ2u0ma7dm3bAACKCrKRm18IoOVdKzoGdsDro+2fRWHpJteZRYGIbDHJJqfrHNweb0542KZ80bcJTo+FiMTXPsAPwwc9YPf22376t4DREImv9hMek0mPFR9vtdnuSnoOZLKCFvuEx90xySYiIiJyIWp1ClIvnkOHkLYIDfIBABgNtovydAj2BwBUluUiPbMAQMt7wuPOmGQTERERuZgOIW3x/FP2J8wff7VXwGioKeRiB0BERERE1NIwySYiIiIicjB2FyEiEoHN1HVGI75bbztbRFZ2GuRyOQc2ERG5GSbZREQiME9ddx7tAkLg3yYQAKCr1NtsF+AfDAAoLChBXn4mAA5sIvdX8yazJo0mFQaDHgkJCXZ/Vm5uLgoKqudQr403piQWJtlERCJpFxCC+Ogn7d5+x+6vBYuFyJnU6hScP38O/v7+VuU+Pq0BADqd7Uwa9fHz8wMA5OXl2Lyn1WoB8MaUxMEkm4iIiJzO398f/fv3F/QYP//8s6CfT45xrScbeqMR+76yf+ElbUY6imt0savNmU82mGQTiaDm8vJGGPHF0k+QcSUDcsi5vDwREUmKWp2CcxcvwCcwxKrco10QPABU6o12f5b3P5+RUVxq815xjnO73DHJJhKBWp2CC6l/o12ouS9uhb4SASHm5eUvpHJ5eaKW6lotdjAYG7VU+pWcdCDfNVrsiJrLJzAEPR99WtBjHNvwpaCfXxuTbCKRtAsNxLCJo2zKEz/dLEI0ROQManUKUs9fQFiAdYtdhzZBAABjI1rsOrQ1f4auwLbFLo2DZIlExyS7meprlQDMLRM6vQG/7/nO7s+7WpCF8qu5bJmgFqv21HUmgx4rtifabHclLw8ybSGnrqMWJywgBC9HPyXoMT7a/ZWgn09EDWOS3UxqdQrO/v03Wvm0t3lP5ukPD0+goo5puerj0drcZeBSptbmvfLiXABsmSD3planIPXvswht44cQLy8AgKGi0ma7UB9fAEBFdhYyigoB8G+fiIjcB5NsB2jl0x5d735Y8ONcPJog+DGInCG0jR+ejbrP7u0//+2QgNEQEYnjWn30TUYdPv5qr92flZ5ZAJm8mE/CXQiTbCIiIiIRqNUpSL14FiFBvlblwe09AXjCaLR/vvCQIB8AQHlJhs17mdlXAfBpoLMxySbB1e6DC6Mei75NsNnuUlYuINeyDy5RC3TNFf70ldj207/t/qzcfC0KikrZYkctQkiQL54a00vQY3y1/ndBP5/q1qgk22AwoLi4GCaTyVJWe7UmotrU6hRoLpxFWDs/hPn/0wdXV2GzXViA+U5eX5iFtDz2wSVqSdTqFJz/+wz8fb2tyn1aKQB4QVdpe02oj5+P+TqSl3XZ5j3tVfNMG7x2EJHY7E6y161bhw8++MCy1KnJZIJMJsOpU6cEC45ajrB2fpg87H67t1+e+KuA0RCRGPx9vdH/nlsFPcbPh/8S9POJiOxld5L95ZdfYsOGDbjllluEjIeIiIiIyO3J7d3Qz8+PCTYRERERkR0aTLK1Wi20Wi169OiBr7/+Grm5uZYyrVbrhBCJiIiIiNxLg91FIiMjIZPJLIMdFy5caHmPfbKJiOrX0IqwBr0BO3Z/bffn5eVnQluk4KwaRERuoMEk+/Tp086Ig4ioxTHPqPE3/HwDbd5r3aotAEDXiBVh2/yzsmxuVqHNe4VXcwBwVg0iIldh18DH48ePw9fXF127dsWqVatw8uRJREVFYcKECULHR9Ri1J4v3GDSI/HTzTbb5WXkQCsr4HzhLYSfbyAe6DVa8OP8+/dNgh+DiIjs12CS/dlnn+GHH36ATqfDvffeC61Wi7i4OOzatQtarRavvvqqM+IkcntqdQr+vngObYL84dW+NQCgQl9ps51PoB8AILskB0XZWgBsnSQiInI3DSbZiYmJ+PHHH5GdnY2hQ4dCrVbDy8sLsbGxGDlyJJNsokZoE+SP+8b2s3v7Qz/sFzAaIiIiEkqDSbZMJoOXlxfCw8MxaNAgeHmZV9ry8PAQPDgick8NDfgz6Srx+W+H7P68jKJCyMrKOOCPiIjcRoNJdteuXbFgwQK89dZbWLx4MQAgOzsbq1atQrdu3QQPkIjcj1qdgotnzyD4n5vymgLlcsCzFQwV9i+jHeTZCgBQevmSzXtZZWUA2KWGSAzXuqG+Fo0mFXq9Dj///LMAUVXTarUoLi6p9wa9Prxxb5rm/D1UGgw4tuFLAaKqVpydAU1e/TM01aepfw8NJtnz58/H8uXLIZdXT6l99uxZ6PV6vPvuu40+IBFJQ7CXF8Z3u1Hw46w7d1bwYxBR3dTqFPz991n4+Pg0aj9PTw94enpAp9MJFJlZ69bm8S+Zmel271NcXAyAN+5NoVan4OyF8/BsF9S4Hf3bwQNApcEgSFxVPP6JS1N41e59KvKyATTt76HBJNvHxwezZs2yKrv//vtx//33W16//vrrWLp0aZ37FxcXY8yYMfj444/RsWNHTJ8+HUePHrV0O3n55ZcxcOBAnDp1CjNnzkRJSQkiIiIwd+5cKJVKpKenY+rUqcjLy0PXrl2xZMkStG7dGkVFRXjjjTdw+fJlBAQEYPny5QgMtJ0mi4iIiITj4+ODu+++W+wwHObo0aNih+DWPNsFITxunNhhOIxm5/dN3teuKfwacvHixTrLjx8/jlmzZiE1NdVSduLECXz33XcICrK+y5k6dSref/999OjRAzNmzMDGjRsxbtw4zJ07F+PGjUNsbCxWrVqF1atXY+rUqVi+fDkiIiLw6aefIiEhAfPmzcPy5csdcTpERETX1JzH4ia9AR/t/kqAqKql5WdAdo2Fi+rDbhJEjuOQJLs+GzduxJw5c/Dmm28CAMrKypCeno4ZM2YgKysLAwcOxMsvv4yMjAyUl5ejR48eAIARI0ZgxYoVGD16NA4fPoxVq1ZZyh977DFMnToVBw4cwLp16wAAcXFxePfdd6HT6aBSqZocb1MumhpNKioq9bh4NKHJx7VX+dVcaCq0vGgSEYlMrU5B6t/nEdqmcY/FQ7zaAQCMOmEfi4f6muOqyLb/sXhGUdMfixORLUGT7Hnz5lm9zs3NRWRkJObMmQNfX19MmjQJmzdvRrdu3ay6egQGBiIrKwsFBQXw8fGBUqm0KgfMgy+r9lEqlfDx8UF+fj6Cg4Ptjq9dO+s+ZEePqnH67Dko/lmJzS4yH8g8gYpGrNrWVDJPf1QCOHcp1+59DOUFUKkUeOSR4cIF1gCVSoGm1I5KpUBgoK/D4xGLSqVo8n7uVg9NPdfmHM8V64j1UM2ZdeGMelCpFAhtE4SJ940V9DjO9OmhHxpdd87+G3cWZ32XVCoFygU/SvWxnPG9aImaWneCJtm1derUydIqDQCPP/44EhIScP3110Mmk1nKTSYTZDKZ5d811X5dc5+agzPtkZdXDKPRZHmt0xmgaNUWPtcNbNTnuLLiC3ug0xmQk2N/a0ZTNDhlm6ESyxN/tfvzruQVQqYtw+uvv1Hn++7YOq9rYsuVM/7/OVpTz7U5x3PFOmI9VHNmXTijHpz9/9ZZGlt3rAez5nQfMhor8dX63xu9b2NkZF9FVu75en9T69PY31op/j1cK/l2apJ95swZpKamIjo6GoA5MVYqlQgJCUFOTo5lu9zcXAQFBSEgIABXr16FwWCAQqFATk6OpS93UFAQcnNzERISAr1ej5KSEvj7+zvzdKgGtToFqefPoIOft817oa0VALxg1NmublifDm3MA2Mrcy/bvJdeWAqAjzSJxNCsKdt0Ffj58F8CRFVNe7UUxeWp7FZHTqVWp+DihTMIam/7G3gt7duafx8NBmGfhge1M/+mlhTZ/qbWJzuXv7XN5ZAk22QyNbzRP9vNnz8fkZGR8Pb2xoYNGzB8+HCEhYXB09MTR48exd13343ExET06dMHKpUKERERSEpKQnx8PBISEtCnTx8AQN++fZGQkIDnn38eSUlJiIiIaFZ/bGq+Dn7eePHBmwU/zuoDpwU/BhHVTa1Owd9nT8HHq3ELknnKAU9PJXSV9t9sN0VrTyUAAzIvn7d7n+Iyc0xMJqg5gtp7Y/zDt4gdhsOsSzgldghur8Ek++TJk9d8v3v37li2bJldB7v55psxceJEjB07Fnq9HoMGDUJcXBwAYMmSJZg1axaKi4vRvXt3TJgwAQAwZ84cTJs2DWvWrEFoaKhlqsDXXnsN06ZNQ2xsLHx9fbFkyRK7YiAioubx8fJAxA2NnAfXhR35O1vsEIioBWowyX7llVfqfU8mk2Hfvn3o2rXrNT+j5opO48ePx/jx4222ufnmm7F582ab8rCwMKxdu9am3N/fHx9//PE1j0tEREREJIYGk2yhlzwlakkaGgCqM+pw6If9dn9eUbYWZfL6lwRmP1IiIiLX1GCS/f7771/z/dqrQRJJmVqdgnMXzsCrne0Swwp/FRRQoVJvf5/UVgHmQTRXCtNs3ivL49K/RERErqrBJJszdhA1jlc7H3SLv1Pw45zbcVzwYxAREVHTNJhkv/zyy/W+V1pa6tBgiIiIiIhaArun8Nu7dy9WrFiB0tJSmEwmGI1GaLVaHDt2TMj4iIiIiIjcjt1J9qJFizB58mT88MMPeO6557B37160bt1ayNiIiIiIiNyS3Um2l5cXhgwZglOnTsHT0xPvvPMOYmNj8dZbbwkZHxGRS2jKSocaTSp0Oj3+/fsmgaKqpr2ag5LyAq50SETkIuxOsj09PVFZWYnOnTvj1KlT6NWrF2QymZCxERG5DLU6BefO/Y3WXgF276NStIFKAVTqDAJGZubdyhxX+pV8u/cpKTNvyySbiMjx7E6y+/fvj4kTJ+KDDz7Ao48+iqNHj6Jt27ZCxkZE5FJaewXgjm5DxA7DYf44lyR2CERELVaDSfbevXsxYMAAPP300xg6dCiCg4OxatUqHDlyxLIkOhERERERVWswyf7www8xYMAAPProo9i2bRsAoHv37ujevbvgwRGR+JraF9lYUY51584KFFW1rLJSyDWp7ItMREQupcEku3Xr1oiOjkZmZibi4+Nt3t+xY4cggRGRa1CrU3DhzCm0V9jduwxtAUCugL6iQrC4qrSTKwCdDkV/n7N7n1yDHgD7IhMRkXAa/NX8/PPPcerUKcycORNvv/22M2IiIhfTXqHECH/7B/y5uq1a+wcHEhERNUWDSbaPjw/uuecePP7447j33nut3vv0009tyoiIiIiIpK7BJPuHH35AeXk5vv76a+j1eku5TqfD+vXrMXHiREEDJCIiIiJyNw0m2UqlEmfPnkV5eTnOnq0exKRQKDBt2jRBgyMiIiIickcNJtmjR4/G6NGjLVP5ERERERHRtcnt3XDZsmVCxkFERERE1GLYPSfXjTfeiDVr1iAiIgLe3t6Wcs6XTURERERkze4k+/jx4zh+/Dg2bdpkKZPJZNi3b58ggZF4mrr4iElXgdUHTgsUVbV0bSlkJVx8hIiIiFyX3Un2zz//LGQc5ELU6hSknjuFEB+V3fsEewDwUMCoE37xkZDWCgB6lGf8bfc+mcU6AFx8hIiIiJzD7iS7tLQUixYtwsGDB6HX69G7d2/MnDkTPj4+QsZHIgnxUeGZnu3FDsNhvjiWK3YIREREJCF2D3xcsGABKisrsWrVKqxevRoymQzvvfeekLEREREREbmlRvXJ3r59u+X1+++/j9jYWEGCIiIiIiJyZ3Yn2QaDAUajEXK5ufHbaDRCoVAIFhiR2Jo6ALTCUIFzO44LFFW10rxiaLQcAEpEROSK7E6yo6KiMHnyZIwdOxaAebn1Xr16CRYYkdjU6hScOX8aSn9P+3fyARTwQIW+UrjA/qHw84AeJpzPu2j3PnqteWAqk2wicpT8/HycP39e7DAcJj8/HyEhHcQOw20V5mQj/fhhscNwmMKcbMDPt0n72p1kT5s2DatXr8bSpUthMBjwwAMP4MUXX2zSQYnchdLfE20f7Ch2GA5TcOCK2CEQERFJgt1JtlKpxKuvvopXX31VyHhEd1Wbi8q0k2KH4TAV2lygc8uZJYSIiFxLQEAArr/+erHDcBitVit2CG7NLzAIHe68R+wwHEZ3+VyT97U7yd6zZw8WLVqE/Px8mEwmS/l///vfJh+ciIjIXWXmZePQ2ZbzWDwzLxvhQU17LE5EtuxOshcvXoy33noLN998M2QymZAxicrXvz18wlrOUvHFFelih0BEREQkOXYn2T4+PhgwgIOliIiIACCkXRDuu7HlPBY/kWv/KrpkKzunAIePacQOw2GycwrQtU0nscNwa3YvRnP77bdj7969QsZCRERERNQiNNiS3bNnT8hkMhgMBmzYsAEeHh5QKpUwmUyQyWTsk01ERESSFxTYFvf0DBc7DIc5qykVOwS312CSvXPnTmfEQUREbiJfW4i/W9BskPnaQoTwqTgROViD3UXCwsIQFhaGgIAA5OTkICwsDAcPHsSqVata9ABIIiIiIqKmsnvg4/Tp09GpUyfI5XJ8/vnnePjhh/H222/jiy++EDI+IiJyMQH+frihY5DYYTiMtlzsCIioJbJ74OPly5fxr3/9C/v378fw4cPxyiuvcMJ2IiIiIqI62J1k6/V6AMCvv/6KyMhIGAwGlJayUzwRERERUW12dxfp2bMnhgwZAoVCgbvuugtPPPEE7rvvPiFjIyJyKQUFObh4+Q+xw3CYgoIcdOgYIHYYREQtkt1J9ttvv41jx47hpptuglwuxzPPPIM+ffoAAP7zn//g3nvvFSxIIiIiIiJ3YneSrVAoEBERYXn94IMPWv57wYIF2LZtm0MDIyJyNW3bBqJrpzvEDsNhrpa3oHn4iIhcjN19sq/FZDI54mOIiIiIiFoEhyTZnC+biIiIiKiaQ5JsIiIiIiKqxiSbiIiIiMjB2CebiIiIiMjBHJJk9+rVq973iouLERcXhytXzKPYDx06hPj4eAwaNAjLli2zbHfq1CmMGDEC0dHRmDlzpmXxm/T0dIwfPx4xMTF44YUXUFJSAgAoKirCxIkTMXjwYIwfPx45OTmOOBUiIiIiomZrcAq/6dOnX/P9BQsW1LvN8ePHMWvWLKSmpgIAysvLMWPGDKxduxahoaGYNGkSfvnlF/Tt2xdTp07F+++/jx49emDGjBnYuHEjxo0bh7lz52LcuHGIjY3FqlWrsHr1akydOhXLly9HREQEPv30UyQkJGDevHlYvnx5oyuAiIiIiMjRGmzJ7tatG7p164arV6/izJkzuOmmm3DrrbciNTUVBoPhmvtu3LgRc+bMQVBQEADgjz/+QHh4ODp16gSlUon4+HgkJycjLS0N5eXl6NGjBwBgxIgRSE5Ohk6nw+HDhxEdHW1VDgAHDhxAfHw8ACAuLg4HDx6ETqdrckUQERERETlKgy3ZTz/9NABgz549WLduHby8vAAAjzzyCCZMmHDNfefNm2f1Ojs7G4GBgZbXQUFByMrKsikPDAxEVlYWCgoK4OPjA6VSaVVe+7OUSiV8fHyQn5+P4ODgBk+6Srt2PlavVSqF3fu6E5VKgcBA30ZtXy5gPGJpSj20RKwHM9aDGevBrCn1UCFgPGLh34MZ68GM9WDW2HqoYveKj3l5efDw8LC8lslkKCgoaNTBjEaj1ZzaJpMJMpms3vKqf9dU35zcJpMJcnnjupjn5RXDaKwetKnTXbtl3l3pdAbk5Fxt1PYtEevBjPVgxnowYz2YsR7MWA9mrAcz1oPZterhWsm33Ul2VFQUnn32WcTFxcFkMiExMRH9+/dvVJAhISFWAxRzcnIQFBRkU56bm4ugoCAEBATg6tWrMBgMUCgUlu0Bcyt4bm4uQkJCoNfrUVJSAn9//0bFQ0T2ySkqwjGDUewwHCanpBhtxA6CiIhaNLubft9++208+OCD2LNnD/bu3YvBgwfjzTffbNTB7rzzTly8eBEajQYGgwE7d+5Enz59EBYWBk9PTxw9ehQAkJiYiD59+kClUiEiIgJJSUkAgISEBPTp0wcA0LdvXyQkJAAAkpKSEBERAZVK1ah4iIiIiIiEYHdLtlKpxBNPPIEnnngCgLl7hkajQZcuXew+mKenJxYuXIhXXnkFFRUV6Nu3L2JiYgAAS5YswaxZs1BcXIzu3btb+nvPmTMH06ZNw5o1axAaGoqlS5cCAF577TVMmzYNsbGx8PX1xZIlS+yOgxqWlV+E3y60nPnPs/KvIjxU7CjcV2CbNujpHyB2GA5zUcF1uIiISFh2J9k//PADFi9ejLKyMktZQEAAUlJSGtz3559/tvx3VFQUtm/fbrPNzTffjM2bN9uUh4WFYe3atTbl/v7++Pjjj+0Nn4iIiIjIaexOsj/77DN89dVXWLNmDSZPnoz9+/cjMzNTyNhIRMEBbRB1XXuxw3CYvwrrHjBLREREJAS7n5n6+/vjzjvvxC233IK8vDy88MILOHz4sJCxERERERG5JbuTbKVSicLCQoSHh+OPP/4AgAYXoyEiIiIikiK7k+xHHnkEkyZNwoMPPogNGzZgxIgRuP7664WMjYiIiIjILdndJ3vUqFEYMmQIvL29sWHDBvz555+4//77hYyNiIiIiMgt2Z1kG41GrFu3DgcPHoRer0fv3r3x4IMPChgaEREREZF7sjvJ/r//+z+cPn0aTzzxBIxGIzZs2IBFixZhxowZQsZHRETkkjKKsvHpoR/EDsNhMoqy0SWo/iWi61NcXGxZTK4lKC4uFjsEaiHsTrL//e9/Y8uWLZZVFR988EEMHTqUSTYREUlOZGTvJu2n0aTCpDcgLEDY1bHS8jMgUyoQHt7F7n26BPk2+ryaUw96vQ7+/v5N2t9eWq0WSqWqUfUANP28iGqyO8k2mUxWy5Z7eHhwGXMiIpKkfv0GoF+/AY3eb8GCudAVlOLl6KcEiKraR7u/gqqtN6ZPnyPocZpTD3l5Oejfv78AUVX7+eef0a5doOD1QFQXu5Psm2++GfPnz8djjz0GmUyGtWvX4sYbbxQyNiLRFeUWwnBKIXYYDlOSWwi0EzsKIiKils/uKfzmzJmDoqIijB07Fo888ggKCgowe/ZsIWMjIiIiInJLDbZkx8fHW70OCAgAAJw+fRqPPfYYduzYIUxkIjGUF6D4wh6xw3AYQ3kBgJazPLqztWnvh7a3CNt30pkUWVxAioiIyBkaTLLffvttZ8ThEpoy0EGjSUVFpR6tfIVPZMuv5sLTQ9nIARztOYCDiIiIyMkaTLLvvfdeZ8ThEpoygGPBgrm4lKlF17sfFiaoGi4eTUDnEH8O4CAiIiJycXYPfCQiIiKiumXnlmJdwimxw3CY7NxSdG0jdhTujUk2ERERUTM0Z75wo7ESoU1YBKgxMrKvQi73aFR3065tmnZeFXnZ0Oz8vtH7uaqKvGzAr2n/f5hkExERETVDc+YLLy/JwFNjegkQVbWv1v+OVq1DBe9u2pybjUqDAT5Bwk40UJydAQ9F4xZpgl/jF2mqwiSbiIiIiJqtOTcbGcWl6Pno0wJEVe3Yhi8R6iP8Ik1V7J4nm4iIiIiI7MMkm4iIiIjIwdhdhIjITiVl+fjjXJLYYThMSVk+gIBG71dcVokjf2c7PiCRFJdVih0CEbVATLKJiOzQ1MWqdDo9/H0DBYjImvZqDlSqxi5WFdDo82rOwCa9rgL+vt5N2t9e2qulUKo8G1kPTT8vIqL6MMkmIrJDUxerys0qxAO9RgsUVbV//74J7YP9BB/Q05yBTXlZl9H/nlsFiKraz4f/QrvgTly0i4hExz7ZREREREQOxiSbiIiIiMjBmGQTERERETkYk2wiIiIiIgdjkk1ERERE5GBMsomIiIiIHIxJNhERERGRgzHJJiIiIiJyMCbZREREREQOxiSbiIiIiMjBmGQTERERETmYUuwAiIiIpCQtPxMf7f5K8GN0aXudoMcgomtjkk1EROQkkZG96yzXaFIBgxEdAzvY/VlXctIBhRzh4V1s3uvS9rp6j0VEzsEkm4iIyEn69RuAfv0G2JQvWDAXhqvleH30i3Z/1tJNq6HwbYXp0+c4MkSn0Wq1+PnnnwU/Rrt2gYIeg6g+TLKJiIjIqa7Vom8w6NG+fXu7Pys3NxcKhbLOFv127QLZok+iYZJNRERETnWtFv2iIi0efvhhuz8rISEBbdr4u22LPrVcTLKJiIiISFTFOZk4tuFLwY8BH+cNCGaSTURERESiuVb3Ib3RCP9Q+wcEazPSoZTXPSAYPs4dEMwk2wHKi3Nx8WiCU44D+At+HADILNbhi2O5TjmWM2QW69BF7CCIiIjIxrW6D+WVl+Ohp+wfELzvq9Vo18o1BgQzyW6ma90RaTSp0OkN8G0bbPfnXS3IgkqpqPsODP5OuQNryjE0mlSYdBXo4O8tQETW0rWlkKk866mjunVB086LiIiIqCmYZDdTfXdfgPkOLCu/GL0GPmb35/2+5zsEB/iIegd2rXOqz4IFc1GZexkvPnizQFFVW33gNDzad3KJu1QiIqLmyMy+iq/W/y74Mbp0DRX0GGSLSTYRERGRCK7VF9lk1KFDSFu7Pys9swAyuaruxYm6hvJprgiYZBNRg3INemzV5osdhsPkGvRoI3YQRCR51+qLXFmWi+efsv+p8sdf7YWHV3s+5XUhoiTZjz/+OPLz86FUmg//7rvvoqSkBAsWLEBFRQUGDx6MKVOmAABOnTqFmTNnoqSkBBEREZg7dy6USiXS09MxdepU5OXloWvXrliyZAlat24txukQtWhN7aNvrChHsJfwffSzykoh92zVqD76bcA++kREJCynJ9kmkwmpqanYv3+/JckuLy9HTEwM1q5di9DQUEyaNAm//PIL+vbti6lTp+L9999Hjx49MGPGDGzcuBHjxo3D3LlzMW7cOMTGxmLVqlVYvXo1pk6d6uzTIWrxmtpHv/TyJYzvdqNAUVVbd+4svDt1ZusNERG5FLmzD3jhwgUAwNNPP42hQ4fiu+++wx9//IHw8HB06tQJSqUS8fHxSE5ORlpaGsrLy9GjRw8AwIgRI5CcnAydTofDhw8jOjraqpyIiIiIyBU4vSW7qKgIUVFRePvtt6HT6TBhwgQ8++yzCAwMtGwTFBSErKwsZGdnW5UHBgYiKysLBQUF8PHxsbSEV5U3Vrt2Ps0/oWtQqRRN3i8w0NfB0QhLpVKg0snHE7qOmvr/z9W1xLpz1e8M66GaM+vCleuhPiqVAoYm7udu53otUvrdvBaVSoHKsqbt19LqAeVN288V6sHpSXbPnj3Rs2dPy+tRo0ZhxYoVuPvuuy1lJpMJMpkMRqMRMpnMprzq3zXVfm2PvLxiGI2mJpyFfXS6plwyzfvl5Fx1cDTCauq5Nud4QteRs8/JWVpi3bnqd4b1UM2ZdeHK9VAfKf1eXAvrwYz1YOYO9XCtZN7p3UWOHDmC3377zfLaZDIhLCwMOTk5lrKcnBwEBQUhJCTEqjw3NxdBQUEICAjA1atXYTAYrLYnIiIiInIFTk+yr169ikWLFqGiogLFxcXYtm0bXn/9dVy8eBEajQYGgwE7d+5Enz59EBYWBk9PTxw9ehQAkJiYiD59+kClUiEiIgJJSUkAgISEBPTp08fZp0JEREREVCendxfp168fjh8/jocffhhGoxHjxo1Dz549sXDhQrzyyiuoqKhA3759ERMTAwBYsmQJZs2aheLiYnTv3h0TJkwAAMyZMwfTpk3DmjVrEBoaiqVLlzr7VIiIiIiI6iTKPNmTJ0/G5MmTrcqioqKwfft2m21vvvlmbN682aY8LCwMa9euFSpEIgCAXluBggNXxA7DYfTaCqCd2FEQERG1fFzxkageTV2EpcJQAW+BZ64BgNK8YngqPBu1CAvacREWIiIiZ2CSTVSPpi7CcqUwDd3i7xQoqmrndhxHR78wLsLi4gqv5uDfv29yynHaB/sJfhwiIrIPk2wiIoFc66mBRpMKg96AdgEhdn9eXn4mFEpFnU8v2gf7ufxTCu3VUvx8+C/Bj9EuWNBDEBHZhUk2EZFArvU0ZMGCuSgsKEF89JN2f96O3V/Dr21rt3x6Ud8NgPlmoxLtA/zt/qzcfC0USo86bzbaBbtvl6grOelYuml1o7YP971OwIiIqDmYZBMRkeDqu+FYsGAuigqyMXzQA3Z/1raf/o02bYPc8majPjVvDDSaVMBoQufQjjbbXcq4AshlCA/vgnDf69z2hoJICphkExERiazmTciCBXNhKtdh2tOv22y38MulkLVStagbjNpyc3ORkJDQqO3btPEXLB6ipmKSTURERC6hdou+0WhASIjtuIXMzEzI5ebxCW3a+LNFn1wSk2wiIiJyCbVb9MvKSvDEE0/YbPfNN9/Ay8s9xydQ42gz07HvK/vHKmgz09Gui2uMVWCSTUREREQup/YTCo0mFQaTCUFh1uMVstOuQCEzj1Vo18V1xiowySYiIiIil1N7wPSCBXNRrNNh9EvW4xU2rVoKH5XrjVWQix0AEREREVFLw5Zscpj0wlKsPnDaKcfp0l7wwxARERE1GZNscoiGVrYzGSrRsZ39Sz5fySuETFH3YhNd2rvvYhNEREQkDUyyySEaWtlOX5iFycPut/vzlif+CqVfsMv1ryIiIiKyB/tkExERERE5GFuyiYiIiFxMemYBPv5qb6O279KVA5ZcCZNsIiIiIhdSe+VLk0mPjh0Cbba7kp4DmUyJ8PAu6NK1PccruRgm2UREREQupPbKl/rKQrz6/Aib7VZ8vBVKDz+OX3JR7JNNRERERORgbMkW2NWCLPy+57tGbR8c4CNgREREREQkNCbZAqrdp0pvMKJdUAeb7fKy06FUyBEe3gXBAT7sU0VERETk5phkC6h2nyptcTniHplks93OjZ/A36cV+1QRERERtRDsk01ERERE5GBMsomIiIiIHIxJNhERERGRg7FPNhEJIqusDOvOnXXKcboKfhQiIqLGYZJNRA53rRlyNJpUmHSVCG3jZ/fnZRQVQqbyQHh4F5v3ujZwPCIiIjEwySYih6s5s05tCxbMRUV2Fp6Nus/uz/v8t0PwDArmDDxEROQ22CebiIiIiMjBmGQTERERETkYu4uQU6TlFWJ54q+N2j7cL1jAiIjIVeTmF2LbT/9u1PZt2gYJGJH4LmVewcIvl9ZZHt6FQ32J3AGTbBJc7eXlYdSjc3B7m+0uZeUCciXCw7sg3C+Yg9mIJKD29cFo0CMkyPb6kJmdC7nCfH1o0zaoRV8fqs5No0mFzGRCeMdwaK5oUF5ZgRtvvLlFnztRS8IkmwRXe3l5U6kWb0542Ga7Rd8mQObtz8FtRBJS+/pQVqzFE2OG22z3zfpt8PKRxvWhqk4WLJgLmd6I2ZNn4N3l85GadkkS519TZmYmvvnmmzrLu3a9XoSIiOzHJJuISCR5+ZnYsfvrRm3v15aJBUlDzRZ9k8mIjh074sqVK6isrGSLPrkFJtlEDlaWV4xzO4475Tiwf6ppcjE23SSMRgQHhdlsl5WdBrlcjvDwLvBrez0TC5KMmi36en0lXnnlFaxcuRJpaemSa9GnajlpV7Bp1VKbMh8XHKvAJJvIgRpahEVn1KFNkL/dn1eUrYVKrqpzERb4cREWd1a7m0RpSQUeG/OizXbfrV8N79aeTCqIJCwtPQcrPt5aZ3l4F+m0tkRG9oZGk4rc9Cvo0Ckc6Zc1qKxw3bEKTLKJHKihRViyS3Jw39h+dn/eoR/2I6h1IBMsIiKJqtltBjCgU8cQXL6SiYoKncsml0Lp128A1OoUVBqNmPTmDHyyaD4yLrvuWAXOk01ERETkovr1G4Dp0+cgPLwLOnUMwdTJT6JTxxB4erbC9Olz6m3YIfExySYiIiIicjAm2UREREREDsYkm4iIiIjIwTjw0Ynyc9Kxc+MndZb7+1wnQkREREREJAQm2U5Sc3Sw0WRCaIdOyEi/DLlMhuu6Xiep0cFERERELR27izhJzdHBoR064ann/4XQDp0QHt6Fo4OJiIiIWhgm2UREREREDsYkm4iIiIjIwdw6yd6xYweGDBmCQYMGYd26dWKHQ0REREQEwI0HPmZlZWHZsmXYunUrPDw8MGbMGPTq1Qs33HCD2KERERGRA6WlpWHlypVIS0sDIBM7HCK7uG1L9qFDhxAZGQl/f394e3sjOjoaycnJYodFREREDmSefUuG9PR0yGQy+Pn5iR0SkV3ctiU7OzsbgYGBltdBQUH4448/GvUZ7dr5ODqsBqlUCpRX6q1eBwb6Oj0OsahUClQ28H5LrQ+VStHk/VpSnahUClQ0cb+WVA81NfS30ZLPvSaVSoGyBt6XQj1UUakU0OuNltdyuUxS51/lkUeG4+hRNfR682+nUqmUZD2oVApUGKpfS/XvQaVSoLLCPb4XbptkG41GyGTVj4xMJpPVa3vk5RXDaDQ5OrRr0ukMNq9zcq46NQYx1T7/ut5vqfXR0Llfa7+WVCesB1tS/l7UxHqwptMZrDpGGI0mSZ1/TTqdAVU/8VL7O6hS+/sh1b8HV6uHayX4bptkh4SE4MiRI5bXOTk5CAoKEjEiIqKmy8pOw3frV9dZ3rWrdFaEzczJxTfrt9VZ3tXH3/kBiUyTdgnvLp8PTdolsUMhokZy2yT7vvvuw8qVK5Gfnw8vLy/89NNPeO+998QOi+xwKSsXi75NqLM8vKu/0+MhElvNFWFNJhPCOnRCWvplVFZW4MYbb5bMirDW9WBExw6huJKegcrKSknVQ5XIyN7QaFKhSb8EyAC/NuyLTORO3DbJDg4OxpQpUzBhwgTodDqMGjUKd9xxh9hhUQNq/ojKTAaEh4VCk5YBk0yB8K43SO5HlAgwrwjbr98ALFgwF7pKPV5+cSo+Wr0Y6RlXMH36HLHDc5qa9aCvLMOrLzyLFWs+R1pGlqTqoUq/fgOgVqdA8U83CYNzezcSUTO5bZINAPHx8YiPjxc7DGqEmj+iMl0p3n7lWby38nOYVN6S+BEtytbi0A/7G7V9UNfAhjckIiIil+LWSTaRO6nZSq/RpMJg0qNdqG0CnZeRA4VMifDwLgjqGsjWfSIiAgBcvpKJxcu/xuUrmQCaNmMVOQ+TbCInqWrFB4AFC+aisKIQwyaOstku8dPN8PP0a9Et+xlFhfj8t0ON2r5LULCAERERubbIyN44e/Y0Ll/JAsD5wt2B2y5G484y0y/jq4//D5npl8UOhcjpIiN7o8sNN8IzKBiZZWXIKL4KhaeHzT8ZxVeRWVYGz6BgdLnhRrboE5Gk9es3AJ6erRDeuSPCO3eEv39bsUOiBrAl28mqRounXjgLLy9vJg4kObVb9PWFBXh16DCb7VZsT4TSr22LbtEnIqLGS798CZ8smo/0y5fQuBVSnIst2U7Wr98AhId3AQCEh3exJBtEREREdG2Rkb0hA5Bx5RJkMrh0txm2ZBMRERGRW6ia2hLyf9qwnbxyd2MwySYiIiKXp9FoAAC+vm1EjoTIPuwuIiKdTid2CERE5CYKCvLFDkE099zTC6WlpSgtLUV2dhYqKyvFDomoQUyyRXT+/DmcPXta7DCIyIWkpV/GR6sXI03isw+lpWeYV3tMzxA7FFEZjUbLf2dlZUo2uTxx4k/Lf5tMJqxZs0LEaIjswyRbBCZTdf+hzz5bDYPBIGI0ROQqIiN7QyaTIT3jCmQy6c6DGxnZG5DJkZ6RKel6AID09Cu4qEnFRU0qAEgyubx0SYNjx45Ylf33v4dx+fIlkSIisg+TbBHUfORXWKjF3r27RYyGiFxF1exDVf9IdR7c6nrojPDwzpKth0uXNCguLrZ0kwCkmVxu3bqxnvINTo6EXFHVd8MVMcl2Mq1Wi5ycbMvriooKbNmyHoWFWvGCIiIil8Pk0mzkyEfrLB8xou5yavlq9gjIyEhz2R4BTLKdTK1OgUxmXe0Gg9E8HQ0REdE/mFyaderUGT17RliV3XXXPejUqbNIEZHYCgrycSn1Ii6lXoRer3fZHgGcws/JoqJ6Y8OG76zKjEaDJFd+1KRl4r2Vn0OTlonOXa4TOxyny8vIQeKnm+ss9+si3T6oRGRW31R1bdpIbwq7SZNexvPPP2l5PXHiS+IFI7JLl9IAAJ3Du4ociTi0Wi3y8/Og1+stZVu2rEdk5H3w8/MXL7A6sCXbyQoLC61GiwPm0eNFRUUiRSSOyMjeMMnkOHU+FSaZXHI3GZGRvXFdlxugzSxAfmYePJUeyM/MgzazANd1uUFy9UFEtvbv39uo8pbswIG9tV7vEykScfn5+aG0rAwmyCT7O2F+8m+9mLrR6Jo9AphkO9mGDevqKf+uzvKWSurLy/frNwDTp89BeHgXhHYMxTOvT0Jox1CEh3fB9OlzJFcfRGRLJmt4GynQarXYtGm9VdnmzT9IcixT1SBgKf5uVomK6m3VJxsw99F2xZsOdhdxso4dO+PEieN1lhNJUVpeHlZsT6yzPNxPmrNKEAHmm/Ht27fBYKh+LK5UKiWXXO3fv9eqDgBAr9dj//69ePjhUSJFRWIx59e2SbYrYku2kw0ZEldn+eDBdZcTtWSRkb0Rft0NSNMWIi0/HwpPT6Tl5yNNW4jw69hthqTNz8/fZvDjyJGPuly/UyJnqqu7iEwmY3cRMt+BKRTWDxBqvyaSiprdZjqHhuKtp59B51B2myGqIpPVTiak97Pdv/8AKBQKqzKFQsHrg0RFRdXd+OKKjTLS+7aKzDyFn/VFUy53zTswZ9HpdGKHQEQuzJUXmxCSVqtFQsImq7Jt2zZKri+yn58/Ro0aa1U2evQ4tuhLFLuLUL2ionpDobCudrlcerNr1HT+/DmcPXta7DCIyIW4y2ITQlKrU2Aw2M5GJcVGmejoIZZBf/7+bTFo0GCRIyKxsLsI1cvPzx/Dh4+uUSLD8OGPSPKO/N57oyxdZVatWi7JH1Gia5FqCy5gXmxCc+kSNJcuufRiE0Jio0w1hUKBF198DQDw0kuTbbqPkHRERfWGUmnbfcgVvxdMskVg/VTDNR9xOENlZYVlxLhWW4CfftolckRE4mMLbvViE6WlZSgtLYPJZMKWLesl2U1ixIhHoVKpAAAqlQojR46RZKMMANx00y1YtmwNbrzxZrFDIRH5+fnj4YdHW5W5amMlk2wnYx87s7rmPd20SZrznhLVVFCQb/lvqbbgqtUpqN3F0mAwuOTjYKH17z/Q0mXEYDBKfrBfQECA2CGQCzCZbLtRuSIm2U7GPnZmdc17ajDoJbmSWeaVDHyx9BNkXskQOxQSmVarRU5ONi5dSsWlS6mSbcE1zx7gHotNCO3nn/dYuowoFHJJXiOJatJqtdiyZYNVmateJ5lkOxn72JmVl5c3qryliozsDRnkSD13ETJI7++ArJlnH5KjtLTU0h9bijfh5lbs2ssdSm/5Q61Wi61bN1hmYNLpdC6bTJBzSXlWLnMjnXU3OoPB4JI3oEyynayqj52npycAwNPTU5J97Fq1atWo8pZK6svLk7WoqN5QqaznzZfiTbi5u4j1Ez+TySS5mw0++aT6SHlWLpkb3W8zyRbBwIExlqTaz88fAwZEixuQCPr3rzuZZJIpXZcyM/HBl1/gUmam2KGIxp0G9Ajp1ltvt+ljaTQacOutt4sUkTj45JNqqzkw+rPPVktyYHS/fgNsFvFTKpUumT8wyRaBQqHAoEFDAAAxMbGSnIrIZALkctspeEiaIiN7AzI5zqSmoqy8HF27Xi92SKJxlwE9Qvrrrz9R1zy45nLp4JNPqq3mwOiCgnxJDoz28/PHyJGPWpWNHPmoS34vmGSLwGAwYPfuHwEAyck/SvJOVK1OgVxu20LDx6DS1K/fAHTuHG55/e9/H5Dk90Kr1WLzZutZdzZvlt6sOxz4WG3gwBh4eXkDALy8vCX55JPMqgZGV5FyH/3aK2fLZK6ZzrpmVC3cnj3JKCoqBAAUFmoleSfKx6BUW35+nuW/i4uvWm5EpWT//r11dJMwuuSAHiEVFhbWWV5UVOTkSIhcR12NUDqdXnKNU+40FTKTbCerGi1eUVEBAKioqJDknaifn79N/8ru3e9wycc9JLzaLTSANOdNr6jgrDsAsHXrxnrKN9RZ3pLt2ZOMsjLzTDNlZaWSbJQhs1tvvd2qTzYgzbEK7jQgmEm2k7nTH4eQtFotTpw4blX255//k1xSRWbJyTtsyoxGI5KTpdWazVl3zGr3t6wyYkTd5S0VG2WoJo5VMHOnJ+FMsp3Mnf44hKRWp0Cvt53nUmo3GzWVlZWJHYJoLl++XE+5xsmRiKuuUfMKhWuOmhdSp06d0bNnhFXZXXfdg06dOosUkTjYKGMrPz+/4Y1aqKio3pDLbZNsqeUPVQOCVSoVAEClUrnsgGAm2U7G0eJm3bvfVucsClJ77FWTRnMR+/ZJ81HwmDGP1Vn+6KN1l7dUfn7+GD16jFXZ6NFjJXd9AIAXX3zNMgORXK7ACy+8KnJEzsdGGWtnzpzClCkvSHZ+aJPJdoBf7QkEpKJ//4GWwfEGg9FlGyKk+X9HZJwnGzh58kQds4soJPfYC7Ceou27775BZWWliNGIo1Onzrjzzrusynr0uFtyLZcA8NBD0Zbvhlwux0MPDRI5InF4eHhg3LgJAIDHHnsCHh4eIkfkfGyUqWYwGPDZZ6sBSHd+aPOKsLYt2VJ8svHzz3ss0/4qFHKXHRzOJFsECoUCzz77AgDguedelOT80OaV7VRWZSqVUpItNDW7iRiNBqxZs0LEaMTTrdtN13wtFdY/HgqX/fFwhoEDYzBlyjQ89JD0GiKqsFHGjLNy8clGlaqxClVLy7vyVIZMskVy0023YNmyNbjxxpvFDkUU7tSnSkiXLmls+h3/97+HcfnyJZEiEodWq8W2be4xJZOQ3OnHwxnOnDmFZcsWSrZ7AMBGGYADQKv4+flj+PCaK8LKJLkirDuNVWCSLaKAgACxQxDVwIExaN3aBwDg4+MjyRYaTlVmtn//XhgMeqsyvV4vuVZcDgiuxu4B1aTeKONOSZXQrGfwM9W3WYvmTi36TLJFJOVR0lWq5vw0SfNawanKyApXOqzG7gHWpNwo405JlZDcaREWIbnTWAUm2SKR+ihpwPwjWl5u7o8s1UUWOFWZWf/+A2wegysUCpcdMS4U882m7cAmqWH3AFtSbpRxp6RKSGzRr+YuYxWYZIuAj0H5I1oTpyozXyRvv72HVdkdd/SU5I8oZw9gt5na2CjjPkmVkNiiX81dxiowyRYBH4PyjrwmTlVmvumqPX3jyZN/SO6miz+iZuw2U42NMmYKhQKDBg0BAMTExLpsUiUktuhbc4exCkyynYwtuGZMJqwNHBiDOXMWSHaqMrU6BUajbVIltZsu/oiasdtMNTbKmBkMBuze/SMAIDn5R8nebLBF35qrj1Vgku1kbME1YzJh67rrrhM7BNHwpqvawIEx8PLyBgB4e3tL8keU3WbM2ChTjTcbZu7STYLMnJ5kb9u2Dffffz+GDRuGYcOGYdmyZQCAoqIiTJw4EYMHD8b48eORk5MDAKisrMTUqVMxePBgDB8+HOfPnwdgbuX64IMPEBMTgyFDhuDo0aPOPpUmYTJRjXfkVIU3XdakPusOr5NmbJQx480GuSunJ9knTpzAtGnTkJiYiMTEREyZMgUAsHz5ckRERGDXrl0YPXo05s2bBwBYu3YtvLy8sGvXLsyYMQPTp08HAOzevRvnz59HUlISVq1ahenTp0Ov19d7XFfBZKIa78ipJt50mXHWHV4nq/Bmw4w3G9XYR9+9OD3J/vPPP7Ft2zbEx8fjjTfeQGGh+fHPgQMHEB8fDwCIi4vDwYMHodPpcODAAQwdOhQAcM899yA/Px/p6en45ZdfMGTIEMjlcnTt2hWhoaE4duyYs0+nSZhMVHOHgQvkHLzpYotdTbxO8majCm82qrHbjHtROvuAgYGBePrpp3HXXXdh6dKlePfdd/F///d/yM7ORmBgoDkopRI+Pj7Iz8+3Kq/aPzMzE9nZ2QgKCrIpb4x27Xwcc1JN8MYb/8Kbb76JqVPfQEiIv2hxuILAQF+xQ3AJubm5aN++vdhhiCow8F58++23kq2HX3/dC6PRtsXuxImjePjhh8UJSkS8TgLjxo3GgQN7kJGRgYCAAIwdO0pyN6CBgb6YMGEC1q5di/Lycnh6euKJJ57ADTd0Ejs0p8rPz8e2bRutbsK3bt2A2NhBaNu2rcjRUV0ES7J37dqFBQsWWJVdd911+Prrry2vn332WQwcOLDO/U0mE+RyOUwmk9UAmKpyo9FYZ3lj5OUV28xo4CzBweFYtmwNAgICkJNzVZQYyHWcOXMK8+e/g5kz57JVH56S/U7cfnsE5PJvrcrkcjluu+1uSdYJr5NmTz01CfPnv4Onn34e+fmlYocjiqiofti0aTPKy8vh5eWNyMgHJfc3kZz8U53zx//4425ER8eKFBVdq6FQsO4igwcPxsGDB63+WblypVWSbTKZLHfkQUFByM3NBQDo9XqUlJTA398fwcHByM7OtuyTm5uLoKAghISE1FnuTlx96hlyDvaxoyrsHmCL10l2qyMzdptxP07tk+3t7Y3PP/8cx48fBwB89913lpbsvn37IiEhAQCQlJSEiIgIqFQq9O3bF4mJiQCAI0eOwNPTEx06dECfPn2wY8cOGAwGaDQapKam4vbbb3fm6RA5BPvYUU3si0x1kfrNxp49ySgrM7fic0Awb8LdhVOTbIVCgeXLl+Odd97B4MGDcfLkSUydOhUA8Nprr+F///sfYmNj8f3332P27NkAgMcffxyVlZWIjY3FvHnzsGjRIgBATEwMunXrhqFDh+LFF1/EvHnz0KpVK2eeDlGzcaAb1cYBoETWeJ2sxptw9yIzmaQ6E6u4fbKJAPPKZZs2/QC9XmcpU6lUGD16LPvYSVx+fr7kWy+JAF4na+MYHtciSp9sImoY+9jZys/PFzsEl8AEm8iM10lr7KPvPphkE4nIz88fDz882qps+PBHJNvH7syZU5gy5QWcPXta7FCIyEWwL7It3oS7BybZRCKrMRMlAFl9m7V4nGWFiOrDvsjkjphkE4lIq9Vi27ZNNUpM2LZtoyQH9HCWFSKqDwcEkztikk0kIrU6BQaD7Qp/anWKSBGJg7MHEFFD2BeZ3A2TbCIRcUCPGW82iMge7ItM7oRJNpGIOPDRjDcbRETU0jDJJhIZBz5y9gAiImp5mGQTiYgDH6tx9gAiImpJmGQTiYh9katx9gAiImpJmGQTiSgqqjdMJpNVmclkkmxfZM4eQERELQWTbCIRmfNr2yRbyjh7ABERtQRMsolEZO4WYj3YUSaTSbK7CBERUUvCJJtIRFFRvaFUWvc9VigUku0uQkRE1FIwySYSEaeuIyIiapmYZBOJjFPXERERtTxMsolExqnriIiIWh6ZScJTGeTlFcNolOzpk4vJz8/nzBpERERuJDDQt9732JJN5CKYYBMREbUcTLKJiIiIiByMSTYRERERkYMxySYiIiIicjAm2UREREREDsYkm4iIiIjIwZhkExERERE5GJNsIiIiIiIHY5JNRERERORgTLKJiIiIiByMSTYRERERkYMxySYiIiIicjAm2UREREREDsYkm4iIiIjIwZRiByAmuVwmdghERERE1ALJTCaTSewgiIiIiIhaEnYXISIiIiJyMCbZREREREQOxiSbiIiIiMjBmGQTERERETkYk2wiIiIiIgdjkk1ERERE5GBMsomIiIiIHIxJNhERERGRgzHJJiIiIiJyMCbZREREREQOxiSbiIiIiMjBmGQ30e+//47HH3/cYZ930003NbjNQw89hGHDhln+ycjIcNjxG0OMcweArKws3H///VZlO3bswJAhQzBo0CCsW7fOYTE1lrPrxGg0Yt68eYiJicGwYcOwadMmhx27OcT42/j8888xePBgDBkyBF999ZXDjt0czq6Hjz76yOracMcdd+CLL75w2PGbSoy/h40bN2L48OGIjo7GZ5995rBjN4dY10wAePXVV7Fy5UqHHbs5nF0PBoMBs2fPRlxcHOLj47Fjxw6HHbs5XOk3VExi/D3MmTMHcXFxiI2Nxddff+2wY9dHKfgRyCEKCgqgUqmQmJgodiii+OWXXzB//nzk5ORYyrKysrBs2TJs3boVHh4eGDNmDHr16oUbbrhBxEidY8uWLTh//jy2b98Oo9GI8ePH45ZbbsFtt90mdmhOpdFo8P333yMpKQlGoxGxsbHo378/wsPDxQ7NqV5++WW8/PLLAIDffvsNH3zwAR577DGRo3K+I0eO4Msvv8SmTZsgl8sxfPhw9OvXTxLXhLps3rwZv//+O7p16yZ2KKLYvn07iouLsXPnTuTn52Pw4MHo168ffHx8xA7N6er6DZWarVu3QqvVYvv27SgvL8eoUaNwzz33oHv37oIdky3ZzaTRaPDUU09h+PDhGDt2LP766y8UFBSgd+/e0Ol0AICzZ89i6NChAICEhAQMHz4cw4YNw4wZM1BRUWHXcf7880+YTCaMGTMGw4cPx65duwQ7J3s569wB849F7daYQ4cOITIyEv7+/vD29kZ0dDSSk5Mdd4JN4Kw6+euvv/DQQw/Bw8MDrVq1Qq9evbBv3z7BzquxnFUPRqMROp0OFRUVqKyshMlkglLpOm0HzvyOAEBlZSXeeecdzJ07F56eng4/n6ZyVj3s2rUL48aNg6+vL1q3bo0vv/wSISEhgp1XYznz7+HSpUvYtm0bHn30UUHOpTmcVQ/Dhw/HokWLAADZ2dlQqVRQqVTCnFQTiP0b6iqcVQ/dunXDSy+9BLlcDm9vb3Tq1EnwHgFMspvprbfewtSpU7Ft2za89957mDJlCtq2bYs77rgDv/76KwDgxx9/xNChQ3Hu3Dls3LgR69evR2JiItq1a2f3I93Kyko88MAD+Prrr7Fy5UosXLgQ58+fF/LUGuSscweAlStX4sYbb7Qqy87ORmBgoOV1UFAQsrKyHHNyTeSsOrn11luxb98+lJWVoaioCCkpKcjNzRXy1BrFWfXQtWtXxMXFoX///ujXrx8GDRqEsLAwIU+tUZz5HQGAxMRE3HTTTbjzzjuFOJ0mc1Y9aDQa5Ofn45lnnsGwYcOwf/9+l2q1dFY96PV6zJw5E3PnznWppLKKM78XSqUSM2fOxKhRo/DII4+41M2n2L+hrsJZ9dCjRw9LHfz3v//FH3/8gXvuuUew8wLYXaRZSkpKcPbsWUyfPt1SVlpaioKCAgwdOhQ//vgj+vXrh127dmHt2rXYs2cPNBoNHnnkEQCATqfDrbfeatexBgwYgAEDBgAAOnbsiIEDB+LXX3/F9ddf7/gTs4Mzz70+RqMRMpnM8tpkMlm9djZn1snIkSMt+wYHB+O+++5rdKunUJxZDwcPHsSJEydw8OBBmEwmPPfcc0hKSsKQIUMEObfGEOM7sn79esyaNcuh59FczqwHg8GA//73v1izZg30ej0ee+wxdOvWDZGRkYKcW2M4sx5WrlyJgQMHumQ3GTG+F/PmzcMbb7yBxx9/HHfddZdL9Et2hd9QVyBGPRw+fBhTpkzBkiVL4Ofn59DzqY1JdjMYjUZ4eHhY9ZPOzMyEv78/HnroISxcuBCHDx9GaGgogoODYTAYMHjwYMuPYElJCQwGg13H2r9/P9q3b4/bb7/dUibmY3Fnnnt9QkJCcOTIEcvrnJwcBAUFNeszm8OZdVJYWIjHH38cb7zxBgBg7ty5LtMP2dnfi+joaLRu3RoAEBcXh8OHD7tEku3s70hWVhYKCgrQs2dPh59LczizHtq3b4/u3btb/h4eeOAB/Pnnny6RZDuzHnbv3g0PDw9s2bLF8oTLy8sLzz77rONPrJGcWQ8nTpyAj48PunTpgrZt2+KBBx7AmTNnXCLJdoXfUFfg7Hr46aef8M4772DZsmXo1auXw8+nNnYXaQZfX1906dLF8seRkpKC8ePHAwA8PDzwwAMPYP78+ZZ+RL169cKePXuQl5cHk8mEd955B998841dx0pLS8OqVatgNBqRm5uLn3/+GQ8++KAg52UPZ557fe677z789ttvyM/PR1lZGX766Sf06dOneSfWDM6sk2PHjmH27NkwmUzIzMzE3r17LU86xObMerj55puxf/9+GAwG6HQ6HDx40OpGVEzO/o4cO3YMd911l+NPpJmcWQ/9+vXDnj17UFlZifLycqjVapcZDOzMekhOTsb27duRmJiIMWPGYMyYMS6RYAPOrYfjx49j8eLFMBqNKC4uxq+//uoy3xFX+A11Bc6shz/++APvvPMOvvzyS6ck2ABbsptt8eLFeOedd/D5559DpVJh2bJlli4Lw4YNw/bt2xEdHQ3AnBC8/PLLeOKJJ2A0GnHLLbdg4sSJdh1nzJgxOHPmDOLi4mA0GvHGG2+I3vfUWeden+DgYEyZMgUTJkyATqfDqFGjcMcddzT7vJrDWXXSr18//PLLL4iLiwMAzJ49Gx07dhTmpJrAWfUwevRoXLhwAbGxsVAqlejbty+GDx8u2Hk1ljO/I5cvX3apQX41OasehgwZgkuXLmH48OHQ6/UYNmwYoqKiBDuvxhL7mukqnP27GR8fD7lcjvHjx7vUkx7+PZg5qx7WrFkDg8GAt956y1L26quv4qGHHnL8Sf1DZjKZTIJ9OhERERGRBLEl24UkJSXhk08+qfO9lj4/tpTPvT6sEzPWgxnrwYz1YMZ6MGM9mLEezFytHtiSTURERETkYBz4SERERETkYEyyiYiIiIgcjEk2EZGDPP744/j0009tyr/88ku88MILde6zcuVKvPvuuw6P5YcffqgzFkcaNmwYioqKGrVPXFwcfv/990bt8+6777rsktBERPVhkk1E5CDjxo3Dli1bbMo3btxomfvVWcaOHSv4FF+JiYlo06aNoMcgInJXnF2EiMhBBg4ciPnz5+PIkSOIiIgAAPznP/+ByWTCn3/+iQ8//BDl5eUoKyvDW2+9hYEDB1rtn5WVhXfffRcZGRnQ6XSIjY3F888/jytXruDJJ59E3759cfz4cRQVFWHq1KkYOHAg9Ho9Fi9ejAMHDkChUKBnz56YM2cOPvnkExQUFGD27NnYv38/PvnkE1RWViI/Px8PP/wwJk+eXO95nDp1Cs8//zx++eUXAMAzzzyD9u3b44MPPkBlZSUeeOAB7N27FxEREfjtt99w4MAB7NmzB3K5HBqNBq1atcIHH3yA66+/Hn///TdmzJiBsrIyXHfddSgtLW2wHouLizFz5kycPn0aQUFBUCgUuPvuu69ZRwCwdetWfPrpp2jVqhUiIyPx7bff4q+//mrK/0oiomZjSzYRkYMolUo88sgj2Lx5s6Vsw4YNiI+Px2+//Ya1a9dix44dmDJlClasWGGz/9SpUzFy5Ehs3boVmzdvxqFDh5CUlATAvNjM/fffj82bN+Nf//oX5s+fDwD4/vvvcfLkSSQmJmLnzp0oKSmx7AMAJpMJX375JRYuXIitW7diw4YN+PTTT5Gfn1/vedxyyy1QKpU4e/YsysvLceHCBajVagDAb7/9hjvuuAO+vr5W+xw+fBhvv/02du7ciTvvvNPSVeWNN97A6NGjsWPHDkyYMAHp6ekN1uOKFSvQqlUrJCcn48MPP8TFixcbrKO///4bS5Yswddff42EhAT4+Pi0iGWnich9sSWbiMiBHnnkEcTGxqK4uBh6vR6//vor3nnnHYwaNQo7duyARqPB8ePHUVJSYrVfaWkpDh8+jMLCQnz44YeWstOnT+OOO+6ASqVC3759AQC33nortFotAODQoUMYNmwYWrVqBQBYvnw5AFj6MMtkMnz88cc4cOAAdu7cifPnz8NkMqGsrOya5zFw4EAcPHgQ3bp1Q2RkJM6cOYNz585h3759GDRokM323bt3t6w4eeutt2LPnj0oKCjAmTNn8PDDDwMA7r77bnTr1q3BOvztt98wY8YMyGQyBAQEWFr8r1VH2dnZ6N27tyWGxx57jP24iUhUTLKJiBwoODgY9913H5KSklBaWoro6GhcunQJL774Ip588kn07t0b99xzD+bOnWu1n9FohMlkwvr16+Hl5QUAyM/Ph6enJwoKCqBSqSCXmx8+Vi05DJhbz2vKzc2F0Wi0vC4tLcXw4cMxYMAAREREYOTIkdi7dy8aWiJhwIAB+PDDDy3Ja7t27fDrr7/i4MGDmDJlis32VUl+VXw1P7/mf9eOtz4191EoFACuXUdbt26tcx8iIrGwuwgRkYONHz8eO3bsQEJCAsaPH4/Dhw/jtttuw1NPPYV7770X+/bts+nK4OPjgx49euCrr74CABQVFWHs2LHYt2/fNY8VFRWFnTt3orKyEkajEe+88w5+/PFHy/sajQbFxcWYPHky+vfvj99//92y7bXcdddduHz5Mg4cOID77rsPvXv3xjfffIMuXbqgbdu2dtVD27Zt0b17d2zatAkAcPLkSZw9e7bB/R544AFs3rwZRqMRhYWFljq4Vh3df//9+O2335CVlQUAlmMSEYmFSTYRkYP16tULWq0WPj4+uOmmmxAXF4eCggIMHjwYQ4YMgbe3NwoLC1FcXGy135IlS3D8+HHEx8dj9OjRiIuLw9ChQ695rDFjxqB79+4YMWIE4uPjERgYiMcff9zy/k033YQHH3wQgwcPxuDBg7F//37ccMMN0Gg01/xcuVyOPn36oHXr1ggICMDdd9+NwsLCOruKXMvSpUuRlJSE+Ph4rF69Gtddd12D+7zyyitQKpUYPHgwnn/+edx4442W9+qro65du2L69Ol45plnMGLECJw/f97S2k1EJAYuq05ERG7v8uXLSExMxIsvvgi5XI6ffvoJn332GVu0iUg07JNNRCRBFy5cqLNvNQB07drVMoBSCMXFxfXOG966dWt8//33jf7MkJAQZGdnIz4+HgqFAr6+vpYZWIiIxMCWbCIiIiIiB2OfbCIiIiIiB2OSTURERETkYEyyiYiIiIgcjEk2EREREZGDMckmIiIiInKw/wd09SlclblgkwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Displays the relationship between the load shortfall and Valencia wind degrees\n", + "\n", + "sns.catplot(data=df_copy,x=\"Valencia_wind_deg\", y=\"load_shortfall_3h\", kind=\"boxen\",\n", + " height=7.27, aspect=11.7/8.27)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "683bf2b6", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "id": "281a7f00-f101-4b78-9e6f-d1d1e5d9adf7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 125, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Displays the relationship between the load shortfall and Seville Pressure\n", + "\n", + "sns.catplot(data=df_copy,x=\"Seville_pressure\", y=\"load_shortfall_3h\", kind=\"boxen\",\n", + " height=7.27, aspect=15.7/8.27)" + ] + }, + { + "cell_type": "markdown", + "id": "6998eac4-3f09-45d7-81e5-10bd5e5fcfbf", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "0dcc505f", + "metadata": {}, + "source": [ + "#### 3.6.3 The graphical representation of the load_shortfall_3h over time. " + ] + }, + { + "cell_type": "markdown", + "id": "78d61b06-6995-4053-9c0f-1730c343c46b", + "metadata": {}, + "source": [ + "By using the `sns.lineplot()` plot we can categorise the load shortfall dataset's time frame." + ] + }, + { + "cell_type": "code", + "execution_count": 214, + "id": "9f6acbb6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Load_shortfall_3h')" + ] + }, + "execution_count": 214, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create plot\n", + "fig,ax = plt.subplots( 1, 1, figsize = ( 15, 6))\n", + "sns.lineplot( x = \"time\", y = \"load_shortfall_3h\",\n", + " color = 'orange', data = df_copy, ax = ax)\n", + "\n", + "# Set labels\n", + "ax.set_xlabel('Time', fontsize=20)\n", + "ax.set_ylabel('Load_shortfall_3h', fontsize=20)\n", + "\n", + "# Show Plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "5a31c795", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "7112f54d", + "metadata": {}, + "source": [ + "#### 3.6.4 The `load_shortfall_3h` vs the `month`" + ] + }, + { + "cell_type": "markdown", + "id": "a181acf1-51f8-41e2-9049-b7f84323c264", + "metadata": {}, + "source": [ + "The `sns.lineplot()` below represents the load shortfall during the months of the year." + ] + }, + { + "cell_type": "code", + "execution_count": 228, + "id": "5c6b8648", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create plot\n", + "fig,ax = plt.subplots( 1, 1, figsize = ( 15, 6))\n", + "sns.lineplot( x = \"Month\", y = \"load_shortfall_3h\",\n", + " color = 'orange', data = df_copy,\n", + " ax = ax)\n", + "\n", + "# Set labels\n", + "ax.set_xlabel('Month', fontsize=20)\n", + "ax.set_ylabel('Load_shortfall_3h', fontsize=20)\n", + "\n", + "# Show Plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "dede0bf5", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "fcb7bda1-90fa-41e0-93e5-8e3b404382ae", + "metadata": {}, + "source": [ + "#### 3.6.5 The `load_shortfall_3h` vs the `Start_weekday`" + ] + }, + { + "cell_type": "markdown", + "id": "22018cc5-8a8b-4f7a-8a1c-455d84a0ff12", + "metadata": {}, + "source": [ + "The `sns.lineplot` below displays the load shortfall's change during the week days.\n", + "\n", + "Encoded as : `0:Monday`; `1:Tuesday`; `2:Wednesday`; `3:Thursday`; `4:Friday`; `5:Saturday`; `6:Sunday` " + ] + }, + { + "cell_type": "code", + "execution_count": 243, + "id": "36b5afd4-7b90-447c-bd79-0cb55d28f7ae", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Load_shortfall_3h')" + ] + }, + "execution_count": 243, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create plot\n", + "fig,ax = plt.subplots( 1, 1, figsize = ( 15, 6))\n", + "sns.lineplot( x = \"Start_weekday\", y = \"load_shortfall_3h\",\n", + " color = 'orange', data = df_copy,\n", + " ax = ax)\n", + "\n", + "# Set labels\n", + "ax.set_xlabel('Start_weekday', fontsize=20)\n", + "ax.set_ylabel('Load_shortfall_3h', fontsize=20)\n", + "\n", + "# Show Plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "9b0743a4-bfb5-4357-a6e2-b5bb71d2275a", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "8bce1b54", + "metadata": {}, + "source": [ + "#### 3.6.6 The `load_shortfall_3h` vs the `start_hour`" + ] + }, + { + "cell_type": "markdown", + "id": "ac3f970b-6d4d-4b48-bf9c-d00592b875a4", + "metadata": {}, + "source": [ + "The `sns.lineplot` below displays the load shortfall's shift in hourly time." + ] + }, + { + "cell_type": "code", + "execution_count": 244, + "id": "e35fd1df", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Create plot\n", + "fig,ax = plt.subplots( 1, 1, figsize = ( 15, 6))\n", + "sns.lineplot( x = \"Start_hour\", y = \"load_shortfall_3h\",\n", + " color = 'orange', data = df_copy,\n", + " ax = ax)\n", + "\n", + "# Set labels\n", + "ax.set_xlabel('Start_hour', fontsize=20)\n", + "ax.set_ylabel('Load_shortfall_3h', fontsize=20)\n", + "\n", + "# Show Plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "49a2ffa5", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "a3f9cdc1", + "metadata": {}, + "source": [ + "### 3.7 Correlation " + ] + }, + { + "cell_type": "markdown", + "id": "c7745044-aa0e-439b-9c52-6869ee705d19", + "metadata": {}, + "source": [ + "The figure below shows the relationships between the various features using a correlation heatmap (`sns.heatmap()`)." + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "id": "ec35cf4d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Correlation matrix\n", + "\n", + "# Plot dimensions\n", + "fig = plt.figure(figsize=(16,15), dpi = 480)\n", + "ax = fig.add_subplot(1, 1, 1)\n", + "\n", + "# Create Plot\n", + "sns.heatmap(df_copy.corr(), ax = ax, vmin=-1, vmax=1)\n", + "\n", + "# Show Plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "87f1d0ad", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "3fa93ec6", + "metadata": {}, + "source": [ + "\n", + "## 4. Data Engineering\n", + "\n", + "Back to Table of Contents\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cee2cae2-fa02-441f-8064-bb02c93b4a48", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "3eb3178e", + "metadata": {}, + "source": [ + "### 4.1 Dealing with Missing Values " + ] + }, + { + "cell_type": "markdown", + "id": "cc694ffd-fa22-43e7-906d-4a8a38d979d2", + "metadata": {}, + "source": [ + "The feature, Valencia_pressure consists of missing values and therefore, the rows require numerical values in order for a model to be trained on." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "f4fc0040", + "metadata": {}, + "outputs": [], + "source": [ + "# Fill in the missing values using the median\n", + "df_copy['Valencia_pressure'] = df_copy.Valencia_pressure.fillna(df_copy.Valencia_pressure.median())" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "94e1b748", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "time 0\n", + "Madrid_wind_speed 0\n", + "Valencia_wind_deg 0\n", + "Bilbao_rain_1h 0\n", + "Valencia_wind_speed 0\n", + "Seville_humidity 0\n", + "Madrid_humidity 0\n", + "Bilbao_clouds_all 0\n", + "Bilbao_wind_speed 0\n", + "Seville_clouds_all 0\n", + "Bilbao_wind_deg 0\n", + "Barcelona_wind_speed 0\n", + "Barcelona_wind_deg 0\n", + "Madrid_clouds_all 0\n", + "Seville_wind_speed 0\n", + "Barcelona_rain_1h 0\n", + "Seville_pressure 0\n", + "Seville_rain_1h 0\n", + "Bilbao_snow_3h 0\n", + "Barcelona_pressure 0\n", + "Seville_rain_3h 0\n", + "Madrid_rain_1h 0\n", + "Barcelona_rain_3h 0\n", + "Valencia_snow_3h 0\n", + "Madrid_weather_id 0\n", + "Barcelona_weather_id 0\n", + "Bilbao_pressure 0\n", + "Seville_weather_id 0\n", + "Valencia_pressure 0\n", + "Seville_temp_max 0\n", + "Madrid_pressure 0\n", + "Valencia_temp_max 0\n", + "Valencia_temp 0\n", + "Bilbao_weather_id 0\n", + "Seville_temp 0\n", + "Valencia_humidity 0\n", + "Valencia_temp_min 0\n", + "Barcelona_temp_max 0\n", + "Madrid_temp_max 0\n", + "Barcelona_temp 0\n", + "Bilbao_temp_min 0\n", + "Bilbao_temp 0\n", + "Barcelona_temp_min 0\n", + "Bilbao_temp_max 0\n", + "Seville_temp_min 0\n", + "Madrid_temp 0\n", + "Madrid_temp_min 0\n", + "load_shortfall_3h 0\n", + "dtype: int64" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# check if the above code worked\n", + "df_copy.isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "id": "7181fa89", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : The median was used to fill in the missing values of the column , Valencia pressure. Median has shown to be more robust in regards to extreme outliers.\n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "432c9dc7", + "metadata": {}, + "source": [ + "### 4.2 Creating New Features" + ] + }, + { + "cell_type": "markdown", + "id": "cf12620b-55ad-4711-a828-73bb39bc7c57", + "metadata": {}, + "source": [ + "The `.to_datetime()` method converts the string object dtype of the *time* column into a date time object dtype. " + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "940ddbb9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 2015-01-01 03:00:00\n", + "1 2015-01-01 06:00:00\n", + "2 2015-01-01 09:00:00\n", + "3 2015-01-01 12:00:00\n", + "4 2015-01-01 15:00:00\n", + " ... \n", + "8758 2017-12-31 09:00:00\n", + "8759 2017-12-31 12:00:00\n", + "8760 2017-12-31 15:00:00\n", + "8761 2017-12-31 18:00:00\n", + "8762 2017-12-31 21:00:00\n", + "Name: time, Length: 8763, dtype: datetime64[ns]" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Displays the conversion into a datetime object\n", + "df_copy['time']=pd.to_datetime(df_copy['time'])\n", + "\n", + "df_copy.time" + ] + }, + { + "cell_type": "markdown", + "id": "cae00191-05a4-462e-80f8-b22a3530d6f7", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : The dtype for time is converted to datetime64[ns], a numeric data type.\n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "9efaeb79-ce29-4bdc-bb62-8afeb1d34d71", + "metadata": {}, + "source": [ + "The below code creates new features from the existing time feature column. " + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "ff9ab9f6-36b8-479e-afba-4bb4457be102", + "metadata": {}, + "outputs": [], + "source": [ + "# Creates new features of the time column\n", + "\n", + "# Day\n", + "df_copy['Day'] = df_copy['time'].dt.day\n", + "\n", + "# Month\n", + "df_copy['Month'] = df_copy['time'].dt.month\n", + "\n", + "# Year\n", + "df_copy['Year'] = df_copy['time'].dt.year\n", + "\n", + "# Hour\n", + "df_copy['Start_hour'] = df_copy['time'].dt.hour\n", + "\n", + "# Minute\n", + "df_copy['Start_minute'] = df_copy['time'].dt.minute\n", + "\n", + "# Second\n", + "df_copy['Start_second'] = df_copy['time'].dt.second\n", + "\n", + "# Monday is 0 and Sunday is 6\n", + "df_copy['Start_weekday'] = df_copy['time'].dt.weekday\n" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "e0c74912-072a-4338-96cd-291b850c232a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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timeMadrid_wind_speedValencia_wind_degBilbao_rain_1hValencia_wind_speedSeville_humidityMadrid_humidityBilbao_clouds_allBilbao_wind_speedSeville_clouds_allBilbao_wind_degBarcelona_wind_speedBarcelona_wind_degMadrid_clouds_allSeville_wind_speedBarcelona_rain_1hSeville_pressureSeville_rain_1hBilbao_snow_3hBarcelona_pressureSeville_rain_3hMadrid_rain_1hBarcelona_rain_3hValencia_snow_3hMadrid_weather_idBarcelona_weather_idBilbao_pressureSeville_weather_idValencia_pressureSeville_temp_maxMadrid_pressureValencia_temp_maxValencia_tempBilbao_weather_idSeville_tempValencia_humidityValencia_temp_minBarcelona_temp_maxMadrid_temp_maxBarcelona_tempBilbao_temp_minBilbao_tempBarcelona_temp_minBilbao_temp_maxSeville_temp_minMadrid_tempMadrid_temp_minload_shortfall_3hDayMonthYearStart_hourStart_minuteStart_secondStart_weekday
02015-01-01 03:00:000.666667level_50.00.66666774.33333364.0000000.01.0000000.0223.3333336.33333342.6666670.03.3333330.0sp250.00.01036.3333330.00.00.00.0800.0800.01035.000000800.01002.666667274.254667971.333333269.888000269.888000800.0274.25466775.666667269.888000281.013000265.938000281.013000269.338615269.338615281.013000269.338615274.254667265.938000265.9380006715.6666671120153003
12015-01-01 06:00:000.333333level_100.01.66666778.33333364.6666670.01.0000000.0221.0000004.000000139.0000000.03.3333330.0sp250.00.01037.3333330.00.00.00.0800.0800.01035.666667800.01004.333333274.945000972.666667271.728333271.728333800.0274.94500071.000000271.728333280.561667266.386667280.561667270.376000270.376000280.561667270.376000274.945000266.386667266.3866674171.6666671120156003
22015-01-01 09:00:001.000000level_90.01.00000071.33333364.3333330.01.0000000.0214.3333332.000000326.0000000.02.6666670.0sp250.00.01038.0000000.00.00.00.0800.0800.01036.000000800.01005.333333278.792000974.000000278.008667278.008667800.0278.79200065.666667278.008667281.583667272.708667281.583667275.027229275.027229281.583667275.027229278.792000272.708667272.7086674274.6666671120159003
32015-01-01 12:00:001.000000level_80.01.00000065.33333356.3333330.01.0000000.0199.6666672.333333273.0000000.04.0000000.0sp250.00.01037.0000000.00.00.00.0800.0800.01036.000000800.01009.000000285.394000994.666667284.899552284.899552800.0285.39400054.000000284.899552283.434104281.895219283.434104281.135063281.135063283.434104281.135063285.394000281.895219281.8952195075.66666711201512003
42015-01-01 15:00:001.000000level_70.01.00000059.00000057.0000002.00.3333330.0185.0000004.333333260.0000000.03.0000000.0sp250.00.01035.0000000.00.00.00.0800.0800.01035.333333800.01015.000000285.5137191035.333333283.015115283.015115800.0285.51371958.333333283.015115284.213167280.678437284.213167282.252063282.252063284.213167282.252063285.513719280.678437280.6784376620.66666711201515003
\n", + "
" + ], + "text/plain": [ + " time Madrid_wind_speed Valencia_wind_deg Bilbao_rain_1h \\\n", + "0 2015-01-01 03:00:00 0.666667 level_5 0.0 \n", + "1 2015-01-01 06:00:00 0.333333 level_10 0.0 \n", + "2 2015-01-01 09:00:00 1.000000 level_9 0.0 \n", + "3 2015-01-01 12:00:00 1.000000 level_8 0.0 \n", + "4 2015-01-01 15:00:00 1.000000 level_7 0.0 \n", + "\n", + " Valencia_wind_speed Seville_humidity Madrid_humidity Bilbao_clouds_all \\\n", + "0 0.666667 74.333333 64.000000 0.0 \n", + "1 1.666667 78.333333 64.666667 0.0 \n", + "2 1.000000 71.333333 64.333333 0.0 \n", + "3 1.000000 65.333333 56.333333 0.0 \n", + "4 1.000000 59.000000 57.000000 2.0 \n", + "\n", + " Bilbao_wind_speed Seville_clouds_all Bilbao_wind_deg \\\n", + "0 1.000000 0.0 223.333333 \n", + "1 1.000000 0.0 221.000000 \n", + "2 1.000000 0.0 214.333333 \n", + "3 1.000000 0.0 199.666667 \n", + "4 0.333333 0.0 185.000000 \n", + "\n", + " Barcelona_wind_speed Barcelona_wind_deg Madrid_clouds_all \\\n", + "0 6.333333 42.666667 0.0 \n", + "1 4.000000 139.000000 0.0 \n", + "2 2.000000 326.000000 0.0 \n", + "3 2.333333 273.000000 0.0 \n", + "4 4.333333 260.000000 0.0 \n", + "\n", + " Seville_wind_speed Barcelona_rain_1h Seville_pressure Seville_rain_1h \\\n", + "0 3.333333 0.0 sp25 0.0 \n", + "1 3.333333 0.0 sp25 0.0 \n", + "2 2.666667 0.0 sp25 0.0 \n", + "3 4.000000 0.0 sp25 0.0 \n", + "4 3.000000 0.0 sp25 0.0 \n", + "\n", + " Bilbao_snow_3h Barcelona_pressure Seville_rain_3h Madrid_rain_1h \\\n", + "0 0.0 1036.333333 0.0 0.0 \n", + "1 0.0 1037.333333 0.0 0.0 \n", + "2 0.0 1038.000000 0.0 0.0 \n", + "3 0.0 1037.000000 0.0 0.0 \n", + "4 0.0 1035.000000 0.0 0.0 \n", + "\n", + " Barcelona_rain_3h Valencia_snow_3h Madrid_weather_id \\\n", + "0 0.0 0.0 800.0 \n", + "1 0.0 0.0 800.0 \n", + "2 0.0 0.0 800.0 \n", + "3 0.0 0.0 800.0 \n", + "4 0.0 0.0 800.0 \n", + "\n", + " Barcelona_weather_id Bilbao_pressure Seville_weather_id \\\n", + "0 800.0 1035.000000 800.0 \n", + "1 800.0 1035.666667 800.0 \n", + "2 800.0 1036.000000 800.0 \n", + "3 800.0 1036.000000 800.0 \n", + "4 800.0 1035.333333 800.0 \n", + "\n", + " Valencia_pressure Seville_temp_max Madrid_pressure Valencia_temp_max \\\n", + "0 1002.666667 274.254667 971.333333 269.888000 \n", + "1 1004.333333 274.945000 972.666667 271.728333 \n", + "2 1005.333333 278.792000 974.000000 278.008667 \n", + "3 1009.000000 285.394000 994.666667 284.899552 \n", + "4 1015.000000 285.513719 1035.333333 283.015115 \n", + "\n", + " Valencia_temp Bilbao_weather_id Seville_temp Valencia_humidity \\\n", + "0 269.888000 800.0 274.254667 75.666667 \n", + "1 271.728333 800.0 274.945000 71.000000 \n", + "2 278.008667 800.0 278.792000 65.666667 \n", + "3 284.899552 800.0 285.394000 54.000000 \n", + "4 283.015115 800.0 285.513719 58.333333 \n", + "\n", + " Valencia_temp_min Barcelona_temp_max Madrid_temp_max Barcelona_temp \\\n", + "0 269.888000 281.013000 265.938000 281.013000 \n", + "1 271.728333 280.561667 266.386667 280.561667 \n", + "2 278.008667 281.583667 272.708667 281.583667 \n", + "3 284.899552 283.434104 281.895219 283.434104 \n", + "4 283.015115 284.213167 280.678437 284.213167 \n", + "\n", + " Bilbao_temp_min Bilbao_temp Barcelona_temp_min Bilbao_temp_max \\\n", + "0 269.338615 269.338615 281.013000 269.338615 \n", + "1 270.376000 270.376000 280.561667 270.376000 \n", + "2 275.027229 275.027229 281.583667 275.027229 \n", + "3 281.135063 281.135063 283.434104 281.135063 \n", + "4 282.252063 282.252063 284.213167 282.252063 \n", + "\n", + " Seville_temp_min Madrid_temp Madrid_temp_min load_shortfall_3h Day \\\n", + "0 274.254667 265.938000 265.938000 6715.666667 1 \n", + "1 274.945000 266.386667 266.386667 4171.666667 1 \n", + "2 278.792000 272.708667 272.708667 4274.666667 1 \n", + "3 285.394000 281.895219 281.895219 5075.666667 1 \n", + "4 285.513719 280.678437 280.678437 6620.666667 1 \n", + "\n", + " Month Year Start_hour Start_minute Start_second Start_weekday \n", + "0 1 2015 3 0 0 3 \n", + "1 1 2015 6 0 0 3 \n", + "2 1 2015 9 0 0 3 \n", + "3 1 2015 12 0 0 3 \n", + "4 1 2015 15 0 0 3 " + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_copy.head()" + ] + }, + { + "cell_type": "markdown", + "id": "70091183-1f7b-488c-820f-0dffd842a450", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : Several features such as `Day`, `Month`, `Year` etc were created and added to te dataframe. \n", + "These features allow for easy accesibility to information used in graphical plots and modelling.\n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "54c8365d", + "metadata": {}, + "source": [ + "### 4.3 Engineer existing features" + ] + }, + { + "cell_type": "markdown", + "id": "48182aae", + "metadata": {}, + "source": [ + "Converting the categorical features ie.Valencia_wind_deg and Seville_pressure into numeric features." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "59692724", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 5\n", + "1 10\n", + "2 9\n", + "3 8\n", + "4 7\n", + " ..\n", + "8758 6\n", + "8759 6\n", + "8760 9\n", + "8761 8\n", + "8762 9\n", + "Name: Valencia_wind_deg, Length: 8763, dtype: object" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_copy['Valencia_wind_deg'] =df_copy['Valencia_wind_deg'].str.extract('(\\d+)') \n", + "df_copy['Valencia_wind_deg']" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "fb0130b3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 5\n", + "1 10\n", + "2 9\n", + "3 8\n", + "4 7\n", + " ..\n", + "8758 6\n", + "8759 6\n", + "8760 9\n", + "8761 8\n", + "8762 9\n", + "Name: Valencia_wind_deg, Length: 8763, dtype: int64" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_copy['Valencia_wind_deg']=pd.to_numeric(df_copy['Valencia_wind_deg'])\n", + "df_copy['Valencia_wind_deg']" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "6f93ad5c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 25\n", + "1 25\n", + "2 25\n", + "3 25\n", + "4 25\n", + " ..\n", + "8758 23\n", + "8759 23\n", + "8760 22\n", + "8761 23\n", + "8762 25\n", + "Name: Seville_pressure, Length: 8763, dtype: object" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_copy['Seville_pressure'] =df_copy['Seville_pressure'].str.extract('(\\d+)') \n", + "df_copy['Seville_pressure']" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "9b1d8094", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 25\n", + "1 25\n", + "2 25\n", + "3 25\n", + "4 25\n", + " ..\n", + "8758 23\n", + "8759 23\n", + "8760 22\n", + "8761 23\n", + "8762 25\n", + "Name: Seville_pressure, Length: 8763, dtype: int64" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_copy['Seville_pressure']=pd.to_numeric(df_copy['Seville_pressure'])\n", + "df_copy['Seville_pressure']" + ] + }, + { + "cell_type": "markdown", + "id": "768e65e4", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "43b2d523", + "metadata": {}, + "source": [ + "\n", + "## 5. Modelling\n", + "\n", + "Back to Table of Contents\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4b533577", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "ddd3eec1", + "metadata": {}, + "source": [ + "### 5.1 Splitting the Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "16da7cf7", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b3aa293e", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "cead7283", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "4db3157e", + "metadata": {}, + "source": [ + "### 5.2 Standardization" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3d7f5e45", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2766e185", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "4d8b0166", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "15adc791", + "metadata": {}, + "source": [ + "### 5.3 Train-Test Split" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "554dc845", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7cd70401", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "550f3bb0", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "865128b0", + "metadata": {}, + "source": [ + "### 5.4 Machine Learning Models" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c6cca971", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "1d2b18f8", + "metadata": {}, + "source": [ + "#### 5.4.1 Linear Regression" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b30121de", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "755d0d7b", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "b06c3b9e", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "d7657105", + "metadata": {}, + "source": [ + "#### 5.4.2 Decision Tree" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "63d4b6a9", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4c5aeb37", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "43f00513", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "56260109", + "metadata": {}, + "source": [ + "#### 5.4.3 Ridge Regression" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ccda61e0", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c348f027", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "aa8b8be3", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "692567fc", + "metadata": {}, + "source": [ + "#### 5.4.4 Lasso Regression" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "56d53520", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cc01b540", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "38c21ff8", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "2543e7b1", + "metadata": {}, + "source": [ + "### 5.5 Evaluation of the Machine Learning Models" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0e85b613", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "c62c1fd4", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9c58df02", + "metadata": {}, + "outputs": [], + "source": [ + "# create targets and features dataset" + ] + }, + { + "cell_type": "markdown", + "id": "bf5a7309", + "metadata": {}, + "source": [ + "### 5.6 Test the model on the test dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bcc5aa49", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bdae6114", + "metadata": {}, + "outputs": [], + "source": [ + "#Loading the dataset\n", + "#df_test = pd.read_csv('df_test.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0375639c", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "668480ff", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9895a4f1", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "230cb48a", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "2bc43644", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "c273e368", + "metadata": {}, + "source": [ + "\n", + "## 6. Model Performance\n", + "\n", + "Back to Table of Contents" + ] + }, + { + "cell_type": "markdown", + "id": "1a1e7e79", + "metadata": {}, + "source": [ + "Determine using the RMSE" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6a69b5a1", + "metadata": {}, + "outputs": [], + "source": [ + "# Compare model performance" + ] + }, + { + "cell_type": "markdown", + "id": "ed37b3a6", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "42a73919", + "metadata": {}, + "source": [ + "### 6.1 Chosen Model will be tested on the Test Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3874a7c6", + "metadata": {}, + "outputs": [], + "source": [ + "# Choose best model and motivate why it is the best choice" + ] + }, + { + "cell_type": "markdown", + "id": "7a08a04a", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Results** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "id": "a8ad0c0d", + "metadata": {}, + "source": [ + "\n", + "## 7. Model Explanations\n", + "\n", + "Back to Table of Contents\n", + "\n", + "---\n", + " \n", + "| ⚡ Description: Model explanation ⚡ |\n", + "| :--------------------------- |\n", + "| In this section, you are required to discuss how the best performing model works in a simple way so that both technical and non-technical stakeholders can grasp the intuition behind the model's inner workings. |\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5ff741c2", + "metadata": {}, + "outputs": [], + "source": [ + "# discuss chosen methods logic" + ] + }, + { + "cell_type": "markdown", + "id": "5840a459", + "metadata": {}, + "source": [ + "***\n", + "\n", + "\n", + "+ **Conclusion** : \n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "da6aa6bb", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.12" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autoclose": false, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + }, + "toc-showcode": false, + "varInspector": { + "cols": { + "lenName": 16, + "lenType": 16, + "lenVar": 40 + }, + "kernels_config": { + "python": { + "delete_cmd_postfix": "", + "delete_cmd_prefix": "del ", + "library": "var_list.py", + "varRefreshCmd": "print(var_dic_list())" + }, + "r": { + "delete_cmd_postfix": ") ", + "delete_cmd_prefix": "rm(", + "library": "var_list.r", + "varRefreshCmd": "cat(var_dic_list()) " + } + }, + "types_to_exclude": [ + "module", + "function", + "builtin_function_or_method", + "instance", + "_Feature" + ], + "window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}