{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Overview\n", "\n", "The data that we'll be working with for this project has been obtained from the U.S. Energy Information Administration, an official government site that offers an extensive collection of data in regards to energy production, consumption, and usage. The data from this site goes back as far as 1949, while the most recent complete dataset is from 2016.\n", "\n", "Since this site offers far more data than anything required of this capstone, I will narrowing down the subject to 3 particular questions.\n", "1. How has the United States’ patterns of production and consumption changed between this time?\n", "2. What steps is the United States making towards sustainable, renewable energy in regards to production?\n", "3. Which sectors have been the driving force behind our insatiable demand for energy?\n", "\n", "In order to address these questions, we’ll require a particular assortment of datasets. The ones that we will be utilizing to address the above questions will be\n", "1. Primary Energy Production by Source\n", "2. Primary Energy Consumption by Source\n", "3. Primary Energy Imports by Source\n", "4. Primary Energy Exports by Source and Total Net Imports\n", "5. Energy Consumption by Sector\n", "\n", "From the first two datasets, we will be examining the total production and consumption columns to tackle the first question, and examine the individual sources of production to answer the second. The next two datasets will be utilized to get a better understanding of the United States’ trends of importing vs exporting energy to sustain our needs. Our final dataset will provide us the information to compare four distinct categories that require energy and allow us to see if any category has driven growth more so than the others." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "from scipy import stats\n", "from scipy.stats import ttest_ind\n", "import os\n", "os.chdir('C:\\\\Users\\\\mhuh22\\\\Desktop\\\\Thinkful-master\\\\Portfolio\\\\Prep Capstone\\\\Data')\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# creates array of rows to skip in the dataset\n", "skip = list(range(10))\n", "skip.append(11)\n", "\n", "# imports the files that we need\n", "annual_production = (pd.ExcelFile('Table_1.2_Primary_Energy_Production_by_Source.xlsx')).parse('Annual Data', skiprows = skip)\n", "annual_consumption = (pd.ExcelFile('Table_1.3_Primary_Energy_Consumption_by_Source.xlsx')).parse('Annual Data', skiprows = skip)\n", "imports = (pd.ExcelFile('Table_1.4a_Primary_Energy_Imports_by_Source.xlsx')).parse('Annual Data', skiprows = skip)\n", "exports = (pd.ExcelFile('Table_1.4b_Primary_Energy_Exports_by_Source_and_Total_Net_Imports.xlsx')).parse('Annual Data', skiprows = skip)\n", "sectors = (pd.ExcelFile('Table_2.1_Energy_Consumption_by_Sector.xlsx')).parse('Annual Data', skiprows = skip)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Total Energy Production and Consumption\n", "\n", "**\n", "Q1: In an ideal sustainable society, we would want to ensure that we are producing enough energy to meet our demands. The question that I would like to examine is how sustainable is the current supply and demand of energy in the United States?**" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "[1949, 2016, -20, 60]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x360 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.rcParams['figure.figsize'] = [15,5]\n", "\n", "# importing data from our sources\n", "x = annual_production['Annual Total']\n", "y1 = annual_production['Total Primary Energy Production']\n", "y2 = annual_consumption['Total Primary Energy Consumption']\n", "y3 = y2 -y1\n", "\n", "# plots consumption and production patterns\n", "plt.subplot(1,2,1)\n", "plt.title('Total Primary Energy Production')\n", "plt.axis([1949,2016, 30, 110])\n", "plt.ylabel('Total Energy Production (in Quadrillion Btu)')\n", "plt.plot(x, y1, color = 'green')\n", "plt.plot(x, y2, color = 'red')\n", "plt.legend(loc='upper left')\n", "\n", "# plots net energy consumption\n", "plt.subplot(1,2,2)\n", "plt.title('Total Net Energy Consumption')\n", "plt.axhline(0, color='green', linestyle = '-')\n", "plt.ylabel('Net Energy Production (in Quadrillion Btu)')\n", "plt.fill_between(x, 0, y3, where=y3 > 0, color = 'orangered')\n", "plt.fill_between(x, 0, y3, where=y3 < 0, color = 'green')\n", "plt.axis([1949,2016, -20, 60])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By examining the production and consumption patterns over the period between 1949 and 2016, we can observe that for the first decade of the observed period, there was a point where the United States was producing enough, if not slightly more energy than necessary. However, after that point, the general trend is that consumption has been increasing at a far greater rate than production, with our current peak energy deficit occurring in 2006. However, we do see a stalling in consumption and sharp rise in the decade since, which is certainly a step in the right direction." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "text/plain": [ "<matplotlib.legend.Legend at 0x187d522e9b0>" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x360 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# importing data into axes\n", "x = annual_production['Annual Total']\n", "y1 = imports['Total Primary Energy Imports']\n", "y2 = exports['Total Energy Exports'] * -1\n", "y3 = exports['Total Energy Net Imports']\n", "\n", "# visualizes differences between energy imports and exports\n", "plt.title('Total Energy Imports')\n", "plt.ylabel('Total Energy Production (in Quadrillion Btu)')\n", "plt.bar(x, y1, color = 'green')\n", "plt.bar(x, y2, color = 'red')\n", "plt.legend(loc='upper left')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the previous diagrams, we have seen that our rate of production can no longer suffice for our rate of consumption. Due to this, we have shifted a self-sustainable model to one that relies on increasing energy imports. Fortunately, it would seem as though production has mostly increased in the decade since, our dependence on energy on imports has taken a drop., and our exports have been increasing.\n", "\n", "All that we can conclude is that throughout this period, our patterns of energy consumption have grown at a much faster rate than production, and we have had to fill that gap by increasing the amount of energy that we need to import (which leads to even more worldwide energy consumption in the form of transportation). While energy production has increased rapidly in the last decade and may continue to do so, it’s far too early to determine if that trend will remain, but we should hope that it will." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Focus on Sustainable Production\n", "\n", "**Q2. In order to cope with our ever-increasing energy demands, what steps have we taken in order to address production and how sustainable are the practices that we're adopting? In addition, based on previous trends, what should we expect in the future?**" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1296x432 with 3 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>Annual Total</th>\n", " <th>Coal Production</th>\n", " <th>Natural Gas (Dry) Production</th>\n", " <th>Crude Oil Production</th>\n", " <th>Natural Gas Plant Liquids Production</th>\n", " <th>Total Fossil Fuels Production</th>\n", " <th>Nuclear Electric Power Production</th>\n", " <th>Hydroelectric Power Production</th>\n", " <th>Geothermal Energy Production</th>\n", " <th>Solar Energy Production</th>\n", " <th>Wind Energy Production</th>\n", " <th>Biomass Energy Production</th>\n", " <th>Total Renewable Energy Production</th>\n", " <th>Total Primary Energy Production</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>1949</td>\n", " <td>11.973882</td>\n", " <td>5.377243</td>\n", " <td>10.683252</td>\n", " <td>0.713799</td>\n", " <td>28.748176</td>\n", " <td>0.000000</td>\n", " <td>1.424722</td>\n", " <td>0.000000</td>\n", " <td>0.0000</td>\n", " <td>0.000000</td>\n", " <td>1.549262</td>\n", " <td>2.973984</td>\n", " <td>31.722160</td>\n", " </tr>\n", " <tr>\n", " <th>67</th>\n", " <td>2016</td>\n", " <td>14.667089</td>\n", " <td>27.649297</td>\n", " <td>18.548383</td>\n", " <td>4.770102</td>\n", " <td>65.634870</td>\n", " <td>8.426753</td>\n", " <td>2.472442</td>\n", " <td>0.209604</td>\n", " <td>0.5697</td>\n", " <td>2.095595</td>\n", " <td>5.003515</td>\n", " <td>10.350856</td>\n", " <td>84.412479</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " Annual Total Coal Production Natural Gas (Dry) Production \\\n", "0 1949 11.973882 5.377243 \n", "67 2016 14.667089 27.649297 \n", "\n", " Crude Oil Production Natural Gas Plant Liquids Production \\\n", "0 10.683252 0.713799 \n", "67 18.548383 4.770102 \n", "\n", " Total Fossil Fuels Production Nuclear Electric Power Production \\\n", "0 28.748176 0.000000 \n", "67 65.634870 8.426753 \n", "\n", " Hydroelectric Power Production Geothermal Energy Production \\\n", "0 1.424722 0.000000 \n", "67 2.472442 0.209604 \n", "\n", " Solar Energy Production Wind Energy Production \\\n", "0 0.0000 0.000000 \n", "67 0.5697 2.095595 \n", "\n", " Biomass Energy Production Total Renewable Energy Production \\\n", "0 1.549262 2.973984 \n", "67 5.003515 10.350856 \n", "\n", " Total Primary Energy Production \n", "0 31.722160 \n", "67 84.412479 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.rcParams['figure.figsize'] = [18,6]\n", "\n", "# extracts data from files\n", "x = annual_production['Annual Total']\n", "y1 = annual_production['Total Renewable Energy Production']\n", "y2 = annual_production['Nuclear Electric Power Production']\n", "y3 = annual_production['Total Fossil Fuels Production']\n", "c = annual_production.columns[:]\n", "f = {}\n", "\n", "# plots sources of energy\n", "plt.subplot(1,3,1)\n", "plt.stackplot(x, y1, y2, y3, colors = ['green', 'orange', 'sienna'], \n", " labels = ['Renewable Energy', 'Nuclear Energy', 'Fossil Fuels'])\n", "plt.legend(loc='center', bbox_to_anchor=(0.5, -0.3))\n", "plt.ylabel('Total Energy Production (in Quadrillion Btu)')\n", "plt.title('Sources of Energy Production')\n", "plt.xlim((1949, 2016))\n", "\n", "# plots fossil fuels\n", "plt.subplot(1,3,2)\n", "for i in range(1,5):\n", " f[i] = annual_production[c[i]] / annual_production[c[5]]\n", "plt.stackplot(x, f[1],f[2],f[3],f[4],\n", " labels = (c[1],c[2],c[3],c[4]))\n", "plt.legend(loc='center', bbox_to_anchor=(0.5, -0.3))\n", "plt.title('Fossil Fuels')\n", "plt.ylabel('% of Fossil Fuel Production')\n", "\n", "# plots renewable energy\n", "plt.subplot(1,3,3)\n", "annual_production = annual_production. replace('Not Available',0)\n", "for i in range(7,12):\n", " f[i] = annual_production[c[i]] / annual_production[c[12]]\n", "plt.stackplot(x, f[7],f[8],f[9],f[10],f[11],\n", " labels = (c[7],c[8],c[9],c[10],c[11]))\n", "plt.legend(loc='center', bbox_to_anchor=(0.5, -0.25))\n", "plt.title('Renewable Energy')\n", "plt.ylabel('% of Renewable Energy Production')\n", "plt.show()\n", "\n", "pd.concat([annual_production.head(1),annual_production.tail(1)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the diagrams above, we can see that renewable sources have been steadily increasing, nuclear energy has increased to practically match renewable production, but has been stagnant for the past two decades and will likely remain that way unless advances in the field are made in regards to safety and public interest. However, it’s clear that for the entire observed period, fossil fuels have been the dominant source of energy production in the United States (and the world) and considering that we are now extracting twice as much per year, it seems as though it will remain that way, at least for the near future.\n", "\n", "If we break down fossil fuels and renewable energy even further, we can see that coal and hydroelectric power have either stagnated or decreased in overall production. On the other hand, we have seen remarkable strides being made in the field of renewable energy in the form of solar, geothermal, and especially wind." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Renewable Energy in 2016')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x360 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams['figure.figsize'] = [10,5]\n", "\n", "sources = list(annual_production.iloc[-1, 7:12])\n", "labels = list(c[7:12])\n", "\n", "fig1, ax1 = plt.subplots()\n", "ax1.pie(sources, labels=labels, autopct='%1.1f%%',\n", " shadow=True, startangle=90)\n", "ax1.axis('equal')\n", "plt.title('Renewable Energy in 2016')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the 3rd figure in the previous section, we saw that biomass has accounted for roughly 50% of all energy production through most of the observed period, but the role of hydroelectric, wind, and solar has shifted throughout this time. By examining the sources of renewable energy in 2016, we can see that hydroelectric power now accounts for less overall production than solar and wind energy, which are relatively recent developments. Based on the trends presented in our figures, we can infer that the bulk of future renewable energy production in the near future will be driven by an increase in wind, solar, and additional biomass. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Regression line: 0.0008285635030253366x + -1.5536477409609228\n", "R-squared value: 0.8531515525432598\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x360 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.rcParams['figure.figsize'] = [10,5]\n", "\n", "# constructs a best-fit line\n", "y1 = annual_production['Total Renewable Energy Production']\n", "y2 = annual_production['Total Fossil Fuels Production']\n", "y3 = y1 / (y1 + y2)\n", "slope, intercept, r_value, p_value, std_err = stats.linregress(x,y3)\n", "line = slope*x+intercept\n", "\n", "# creates the plot\n", "plt.title('Trendline of Renewable Energy')\n", "plt.ylabel('% Renewable Energy Production')\n", "plt.plot(x, y3, color = 'blue')\n", "plt.plot(x,y3,'o', x, line)\n", "\n", "# return the linear regression equation and the r-squared value\n", "print('Regression line: {}x + {}'.format(str(slope),str(intercept)))\n", "print('R-squared value: {}'.format(str(r_value)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While renewable energy production has not increased at the same pace as fossil fuels in total production, it is important to note that the rate of growth relative to total energy production has been increasing. Based on the linear regression model constructed above, it’s clear that we are making some progress towards a sustainable future, but unfortunately, the rate of growth suggests that if our goal is a fully renewable country, we are about 1000 years away from that.\n", "\n", "<div class=\"alert alert-block alert-warning\">\n", "Note that this model could be improved by comparing it to an exponential regression curve instead, as we could argue that sustainability in renewable energy production really started taking off in 1970 with the emergence of sources like nuclear, geothermal, wind, and solar around this time period.\n", "</div>\n", "\n", "Now in order to address the original question on how we’re fulfilling demand, we can see that production in both renewables and fossil fuels have risen dramatically, doubling their figures in a span of 60 years. Nuclear energy emerged in the 1960s-1980s, but it seems as though interest in expanding nuclear production has halted due to concerns about the stability and environmental damage that it can cause. Newer forms of renewable energy such as wind and solar are making rounds in the headlines about increasing capacity and decreasing costs of production, but we’ll simply have to wait to see if that is reflected in increased production in the future. Overall, it seems as though we are making small strides towards renewability, but are willing to turn to fossil fuels and increased exports in order to keep up with demand." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Examining Energy Consumption By Sector\n", "\n", "**Q3: Now that we’ve had the chance to look at the means of producing energy in the United States, it’s time to address the demand side of the equation. Where does it all come from, and are there certain sectors that demand more of it than others?**\n", "\n", "Our data from the US Energy Information Administration breaks up the sectors of energy consumption into 5 distinct categories: residential, commercial, industrial, transportation, and electric." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x360 with 3 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>Annual Total</th>\n", " <th>Primary Energy Consumed by the Residential Sector</th>\n", " <th>Total Energy Consumed by the Residential Sector</th>\n", " <th>Primary Energy Consumed by the Commercial Sector</th>\n", " <th>Total Energy Consumed by the Commercial Sector</th>\n", " <th>Primary Energy Consumed by the Industrial Sector</th>\n", " <th>Total Energy Consumed by the Industrial Sector</th>\n", " <th>Primary Energy Consumed by the Transportation Sector</th>\n", " <th>Total Energy Consumed by the Transportation Sector</th>\n", " <th>Primary Energy Consumed by the Electric Power Sector</th>\n", " <th>Energy Consumption Balancing Item</th>\n", " <th>Primary Energy Consumption Total</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>1949</td>\n", " <td>4460.434</td>\n", " <td>5599.250</td>\n", " <td>2668.869</td>\n", " <td>3668.816</td>\n", " <td>12633.386</td>\n", " <td>14723.587</td>\n", " <td>7879.509</td>\n", " <td>7990.015</td>\n", " <td>4339.470</td>\n", " <td>-0.165</td>\n", " <td>31981.503</td>\n", " </tr>\n", " <tr>\n", " <th>67</th>\n", " <td>2016</td>\n", " <td>5942.037</td>\n", " <td>20082.872</td>\n", " <td>4300.724</td>\n", " <td>18001.951</td>\n", " <td>21674.210</td>\n", " <td>31462.303</td>\n", " <td>27930.642</td>\n", " <td>28005.771</td>\n", " <td>37705.285</td>\n", " <td>30.424</td>\n", " <td>97583.322</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " Annual Total Primary Energy Consumed by the Residential Sector \\\n", "0 1949 4460.434 \n", "67 2016 5942.037 \n", "\n", " Total Energy Consumed by the Residential Sector \\\n", "0 5599.250 \n", "67 20082.872 \n", "\n", " Primary Energy Consumed by the Commercial Sector \\\n", "0 2668.869 \n", "67 4300.724 \n", "\n", " Total Energy Consumed by the Commercial Sector \\\n", "0 3668.816 \n", "67 18001.951 \n", "\n", " Primary Energy Consumed by the Industrial Sector \\\n", "0 12633.386 \n", "67 21674.210 \n", "\n", " Total Energy Consumed by the Industrial Sector \\\n", "0 14723.587 \n", "67 31462.303 \n", "\n", " Primary Energy Consumed by the Transportation Sector \\\n", "0 7879.509 \n", "67 27930.642 \n", "\n", " Total Energy Consumed by the Transportation Sector \\\n", "0 7990.015 \n", "67 28005.771 \n", "\n", " Primary Energy Consumed by the Electric Power Sector \\\n", "0 4339.470 \n", "67 37705.285 \n", "\n", " Energy Consumption Balancing Item Primary Energy Consumption Total \n", "0 -0.165 31981.503 \n", "67 30.424 97583.322 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.rcParams['figure.figsize'] = [15,5]\n", "\n", "# loading sectors into a dictionary\n", "x = sectors['Annual Total']\n", "d = {}\n", "for i in range(1,10):\n", " d[i] = sectors.iloc[:,i]/1000\n", "d[1].name = 'Residential'\n", "d[3].name = 'Commercial'\n", "d[5].name = 'Industrial'\n", "d[7].name = 'Transportation'\n", "d[9].name = 'Electric'\n", "\n", "# plotting primary energy consumption\n", "plt.subplot(1,3,1)\n", "plt.title('Total Primary Energy Consumed')\n", "plt.ylabel('Total Energy Consumption (in Quadrillion Btu)')\n", "for i in range(1,10,2):\n", " plt.plot(x,d[i])\n", "plt.legend(loc='center left', bbox_to_anchor=(0, 0.8))\n", "\n", "# plotting total energy consumption\n", "plt.subplot(1,3,2)\n", "plt.title('Total Energy Consumed')\n", "plt.ylabel('Total Energy Consumption (in Quadrillion Btu)')\n", "for i in range(2,9,2):\n", " plt.plot(x,d[i])\n", "\n", "# plotting energy inefficiency\n", "plt.subplot(1,3,3)\n", "plt.title('Inefficiencies in Energy Consumption')\n", "plt.ylabel('Power required (1.0 = Perfect Efficiency)')\n", "e = {}\n", "for i in range(1,5):\n", " e[i] = (d[2*i] - d[2*i-1]) / d[2*i-1] + 1\n", " plt.plot(x, e[i]) \n", "plt.show()\n", "\n", "# print first and last rows of sectors\n", "pd.concat([sectors.head(1),sectors.tail(1)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So if you’re thinking, “Wow, the electric sector has grown exponentially, but why isn’t it shown in the other two graphs?”, you wouldn’t be the first to make that mistake. The electric sector is meant to be the summation of storing energy and delivering it to the other 4 sectors, primarily residencies and commercial buildings, so it's included as a percentage of the other four categories in the other two graphs. In order to explain how the industrial and transportation sector are so efficient in comparison, it can be illustrated by the type of fuel that you put into your car (this is 2018, so electric cars are still a rare sight) and that will fuel your transportation needs with perfect efficiency (energy supplied = energy used). The same concept applies to trains, trucks, and factories, but not to the vast majority of households or businesses where electric plants produce energy and lose energy in the delivery process through transportation and power grids.\n", "\n", "Now that that’s out of the way, we can observe that the total amount of energy consumed by all sectors is indeed increasing, but notably, the amount of primary energy consumed in households and the commercial sector have actually dropped at the expense of skyrocketing energy production and loss in delivery from the electric sector. While all sectors have grown in energy consumption between 1949 and 2016, some sectors seem to have increased in total consumption more than the others. Considering that this time period introduced myriad technological advances aimed at most households, it’s not all that surprising to see this result. It’s clear that the industrial sector has not grown at the same rate as the other 3 categories, but it is still the largest source of energy consumption as of 2016; at least until the transportation sector overtakes it if current trends persist." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Residential vs Commercial use t-test: Ttest_indResult(statistic=-4.696972712819349, pvalue=6.548960340681357e-06)\n" ] } ], "source": [ "t1 = d[2]\n", "t2 = d[4]\n", "\n", "print('Residential vs Commercial use t-test: ' + str(ttest_ind(t2[1:], t1[1:], equal_var=False)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From a preliminary t-test between residential and commerical usage, we get a t-value of -4.6970 and a p-value of .0000065, meaning that there is no significant difference between these two sectors." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { 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\n", "text/plain": [ "<Figure size 1080x360 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x360 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# creates the pie chart\n", "def pie_plot(timeframe, year):\n", " fig1, ax1 = plt.subplots()\n", " ax1.pie(timeframe, labels=labels, autopct='%1.1f%%',\n", " shadow=True, startangle=90)\n", " ax1.axis('equal')\n", " plt.title('Sector Energy Usage in ' + str(year))\n", " \n", "# creates the labels and correct input data\n", "labels = ['Residential', 'Commerical', 'Industrial', 'Transportation'] \n", "pie_plot(([d[2][0], d[4][0], d[6][0], d[8][0]]), 1949)\n", "pie_plot(([d[2][67], d[4][67], d[6][67], d[8][67]]), 2016)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, this should hopefully illustrate a much clearer picture of how much residential, commercial, and transportation power usage has increased in the observed period. Now, if we think carefully about the time period and determine what caused the spike in energy consumption, we can think about all of the electric appliances we have now that didn't exist in 1949 such as refrigerators, ovens, air conditioning, televisions, computers, hair dryers and so on. Obviously, we don't produce energy (except for the <1% that use household solar) so we move the production and storage of energy further away and build power lines to deliver it. \n", "\n", "The only way that this energy inefficiency can really be dramatically reduced is by localizing energy production, and closing the distance between energy production and consumption like household solar, and leveraging local environmental assets in favor of transporting energy from other states, or countries. One question that this now brings up is if we should expect to see power consumption increase at the same rate, or have we reached the point where we cannot consume more power than we already do. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion\n", "\n", "Well, I hope you enjoyed this broad overview on the State of Energy. To sum up the major points of this project,\n", "1. The United States’s supply and demand for energy have sharply risen in the period between 1949 and 2016, and because of this, we have grown much more dependent on other countries to import energy to fulfill our demand.\n", "2. The United States has taken some action in regards to shifting to more sustainable sources of energy, but the progress has been relatively slow, and the fact remains that we are still consuming and extracting more energy with practically each successive year.\n", "3. The amount of power that residencies and commercial buildings directly consume has been decreasing, but the total power consumption caused by these two sectors has actually outpaced the average increase of energy usage in the United States.\n", "\n", "So when all is said and done, where do we go with this? Well, there are many questions and potential avenues that arose as I was constructing this project. So if you would like to expand upon this project, here are some thoughts to consider:\n", "1. On the topic of importing and exporting energy, it obviously takes fuel and energy to transport whether it’s via boat, train, or plane. What would our total power consumption look like if we had also taken those into account?\n", "2. We can see from question 3 that there is a lot of energy being lost in the extraction, conversion, and transportation of energy. Now, we can break down the import and export process down to the state level and see who are the biggest consumers and producers of energy. That might help us better understand how much energy is being lost in the transportation process. \n", "\n", "\n", "# Source:\n", "\n", "https://www.eia.gov/totalenergy/data/monthly/index.php#consumption " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<script src=\"https://cdn.rawgit.com/parente/4c3e6936d0d7a46fd071/raw/65b816fb9bdd3c28b4ddf3af602bfd6015486383/code_toggle.js\"></script>" ], "text/plain": [ "<IPython.core.display.HTML object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%html\n", "<script src=\"https://cdn.rawgit.com/parente/4c3e6936d0d7a46fd071/raw/65b816fb9bdd3c28b4ddf3af602bfd6015486383/code_toggle.js\"></script>" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.0" } }, "nbformat": 4, "nbformat_minor": 2 }