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@mra1385
Last active August 8, 2016 14:16
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#import modules\n",
"import pandas as pd\n",
"import numpy as np\n",
"import eia\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.ticker as tkr\n",
"import matplotlib.dates as mdates\n",
"import seaborn as sns\n",
"from datetime import datetime\n",
"%matplotlib inline\n",
"\n",
"# use fivethirtyeight plot style\n",
"plt.style.use('fivethirtyeight')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# \"Tableau 20\" colors as RGB \n",
"tableau20 = [(31, 119, 180), (174, 199, 232), (255, 127, 14), (255, 187, 120), \n",
" (44, 160, 44), (152, 223, 138), (214, 39, 40), (255, 152, 150), \n",
" (148, 103, 189), (197, 176, 213), (140, 86, 75), (196, 156, 148), \n",
" (227, 119, 194), (247, 182, 210), (127, 127, 127), (199, 199, 199), \n",
" (188, 189, 34), (219, 219, 141), (23, 190, 207), (158, 218, 229)] \n",
"\n",
"# Scale the RGB values to 0-1 scale \n",
"for i in range(len(tableau20)): \n",
" r, g, b = tableau20[i] \n",
" tableau20[i] = (r / 255., g / 255., b / 255.) "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# EIA API key (redacted)\n",
"API = 'XXXXXXXXXXXXXX'"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# create API instance object\n",
"EIA = eia.API(API)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"['All Sectors Generation from Petroleum Coke, United States, Monthly',\n",
" 'All Sectors Generation from Geothermal, United States, Monthly',\n",
" 'All Sectors Generation from Petroleum (All Types), United States, Monthly',\n",
" 'All Sectors Generation from Other Gases, United States, Monthly',\n",
" 'All Sectors Generation from Solar, United States, Monthly',\n",
" 'All Sectors Generation from Renewable Sources (non-Hydropower), United States, Monthly',\n",
" 'All Sectors Generation from Wood Biomass, United States, Monthly',\n",
" 'All Sectors Generation from Other Nonrenewable Fuels, United States, Monthly',\n",
" 'All Sectors Generation from Nuclear, United States, Monthly',\n",
" 'All Sectors Generation from Waste Biomass, United States, Monthly',\n",
" 'All Sectors Generation from Other Petroleum, United States, Monthly',\n",
" 'All Sectors Generation from Conventional Hydropower, United States, Monthly',\n",
" 'All Sectors Generation from Natural Gas, United States, Monthly',\n",
" 'All Sectors Generation from Wind, United States, Monthly',\n",
" 'All Sectors Generation from Residual Fuel Oil, United States, Monthly',\n",
" 'All Sectors Generation from Coal, United States, Monthly',\n",
" 'All Sectors Generation from Pumped Storage Hydropower, United States, Monthly',\n",
" 'All Sectors Generation from Distillate Fuel Oil, United States, Monthly']"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# search relevant EIA datasets for U.S. electricity generation by fuel source\n",
"EIA.search_by_keyword(keyword='United States',\n",
" filters_to_remove=['AEO','quarterly', 'price', 'expenditures', 'btu', 'net', 'consumption', 'Total'],\n",
" filters_to_keep=['all sectors', 'monthly', 'generation'],\n",
" rows=10000,\n",
" return_list=True)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# load EIA data on electricity generation by fuel source\n",
"df_raw = EIA.data_by_keyword(keyword='United States',\n",
" filters_to_remove=['AEO','quarterly', 'price', 'expenditures', 'btu', 'consumption', 'Total'],\n",
" filters_to_keep=['all sectors', 'monthly', 'generation', 'net'],\n",
" rows=30000)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# load into dataframe\n",
"df = pd.DataFrame(df_raw)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# create list of columns names\n",
"df.columns = ['All Fuels', 'Coal', 'Conventional Hydro', 'Geothermal', 'Pumped-Storage Hydro', \n",
" 'Natural Gas', 'Nuclear', 'Other', 'Biomass', 'Other Gases', 'Petcoke', 'Petroleum Liquids', \n",
" 'Solar', 'Wind', 'Wood' ]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# delete pumped-storage hydro as it is a net consumer of electricity\n",
"del df['Pumped-Storage Hydro']"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# convert index into datetime format\n",
"df.index = df.index.to_datetime()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# create copy of the dataframe\n",
"df_pct = df.copy()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# create list of column names to slice the dataframe \n",
"cols = [col for col in df_pct.columns if col not in ['All Fuels']]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# slice dataframe\n",
"df_pct = df_pct[cols]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# calculate total electricity generation by month\n",
"df_pct['Total'] = df_pct.sum(axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# calculate each fuel type's contribution as a percent of total generation\n",
"for col in cols:\n",
" df_pct[col] = df_pct[col] / df_pct['Total']"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# delete total column\n",
"del df_pct['Total']"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# drop all fuels column\n",
"columns_to_keep = df.columns.drop('All Fuels')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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r17NixQrefvtt/P395b56r1MoMId2BMpWc1RYS6+7udXZE8Oj4yjpFgfamygN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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xb154c50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot electricity generation by fuel source\n",
"plt.figure(figsize=(10,10))\n",
"df_counter = 0\n",
"sp_counter = 0\n",
"plt.title('U.S. Electricity Production by Fuel (MWh)', fontsize=14, y=0, weight='bold')\n",
"plt.tight_layout()\n",
"plt.subplots_adjust(wspace=0.22)\n",
"\n",
"def func1(x, pos): \n",
" s = '{:.0f}'.format(x/1000)\n",
" return s\n",
"\n",
"def func2(x, pos): \n",
" s = '{:.1f}'.format(x/1000)\n",
" return s\n",
"\n",
"\n",
"for x in range(14):\n",
" if df_counter > 14:\n",
" continue\n",
" else:\n",
" if sp_counter == 1:\n",
" sp_counter += 1\n",
" ax=plt.subplot(5,3, sp_counter + 1)\n",
" plt.plot(pd.rolling_mean(df[df.columns[df_counter]], 12).index, \n",
" pd.rolling_mean(df[df.columns[df_counter]],12),\n",
" color=tableau20[sp_counter])\n",
" plt.title(df.columns[df_counter], fontsize=14, weight='bold')\n",
" if df[df.columns[df_counter]].mean()/1000 > 4:\n",
" y_format = tkr.FuncFormatter(func1) \n",
" ax.yaxis.set_major_formatter(y_format)\n",
" else:\n",
" y_format = tkr.FuncFormatter(func2) \n",
" ax.yaxis.set_major_formatter(y_format)\n",
" ax.grid(False)\n",
" ax.spines['bottom'].set_visible(True)\n",
" ax.spines['bottom'].set_color('grey')\n",
" plt.ylim(0)\n",
" plt.xticks(rotation=45, fontsize=14)\n",
" plt.yticks(fontsize=14)\n",
" if df.columns[df_counter] == 'Coal':\n",
" plt.yticks(np.arange(0,190000,30000))\n",
" if df.columns[df_counter] not in ['Wood', 'Wind', 'Solar']:\n",
" plt.xticks([''])\n",
" try:\n",
" if df.columns[df_counter] == 'Nuclear':\n",
" plt.ylim(ymax=70000)\n",
" if df.columns[df_counter] == 'All Fuels':\n",
" plt.ylim(ymax=360000)\n",
" if df.columns[df_counter] == 'Conventional Hydro':\n",
" plt.ylim(ymax=28000)\n",
" if df.columns[df_counter] == 'Wood':\n",
" plt.ylim(ymax=4000)\n",
" if df.columns[df_counter] == 'Biomass':\n",
" plt.ylim(ymax=2000)\n",
" except:\n",
" continue\n",
" df_counter += 1\n",
" sp_counter +=1\n",
" \n",
"plt.text(-2.66, 2.9 , 'Thousand Terrawatt-hours per Month', ha='center', va='center', rotation='vertical', \n",
" transform=ax.transAxes, fontsize=14, weight='bold') \n",
"\n",
"plt.text(-1.85, -0.5, \"From: chart-it (MikeRAzar.com/chart-it) | Source: http://www.eia.gov/beta/api/\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/MRA/Desktop/admin/chart-it/US electric fuel mix/gen_5_ylim0.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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KKi0q/HakTzsl3sTjOnBI9gdtKvw2JZVW1Qwr+6/JNKDrhXGHVbOInHgUukVE5JTiC4Tn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JXNMnMdA7NIzovTKezNcLCAowXD0QEcLeDogOHkAE6//f/b44bjb485WsDBwu8lspF28qPFAg5g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\nCgqidOnSbN26la1bt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"text/plain": [
"<matplotlib.figure.Figure at 0x97818d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot percent contribution to electricity generation fuel mix with yscale of 0-1\n",
"plt.figure(figsize=(10,10))\n",
"df_counter = 0\n",
"sp_counter = 0\n",
"plt.title('U.S. Electricity Production by Fuel (MWh)', fontsize=14, y=0, weight='bold')\n",
"plt.tight_layout()\n",
"\n",
"def func(x, pos): \n",
" s = '{:.0f}'.format(x* 100)\n",
" return s\n",
"\n",
"for x in range(4):\n",
" for y in range(4):\n",
" if df_counter > 12:\n",
" continue\n",
" else:\n",
" if sp_counter == 0 or sp_counter == 2:\n",
" sp_counter += 1\n",
" ax=plt.subplot(5,3, sp_counter + 1)\n",
" plt.plot(pd.rolling_mean(df_pct[df_pct.columns[df_counter]], 12).index, \n",
" pd.rolling_mean(df_pct[df_pct.columns[df_counter]],12),\n",
" color=tableau20[sp_counter])\n",
" plt.title(df_pct.columns[df_counter], fontsize=12, weight='bold')\n",
" y_format = tkr.FuncFormatter(func) \n",
" ax.yaxis.set_major_formatter(y_format)\n",
" ax.grid(False)\n",
" ax.spines['bottom'].set_visible(True)\n",
" ax.spines['bottom'].set_color('grey')\n",
" plt.ylim(0,1)\n",
" plt.xticks(rotation=45)\n",
" if df_pct.columns[df_counter] not in ['Wood', 'Wind', 'Solar']:\n",
" plt.xticks([''])\n",
" if df_pct.columns[df_counter] not in ['Coal', 'Conventional Hydro', 'Nuclear', 'Other Gases', 'Solar']:\n",
" plt.yticks([])\n",
" df_counter += 1\n",
" sp_counter +=1\n",
"\n",
"plt.text(-2.65, 2.4 , 'Percent of Total (12-month rolling average)', ha='center', va='center', rotation='vertical', \n",
" transform=ax.transAxes, fontsize=14, weight='bold') \n",
"\n",
"plt.text(-1.9, -0.5, \"From: chart-it (MikeRAzar.com/chart-it) | Source: http://www.eia.gov/beta/api/\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/MRA/Desktop/admin/chart-it/US electric fuel mix/pct_3_ylim01.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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gqZkxRRo+JdwiElDHJxJWq5Xnn3+eqVOncs8995CYmMi0adNOStJFasOl8TaOVng5elw9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wDaMaOxP/Uk5atWYfj2OySDwf29ftuH5bd9NZ5P5uuLulMnJMmB/UJu3UZx7Xasx49jPX7ctUn/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CAQCOoREXALBAKBQCAQCAT1iAi4BQKBQCAQCASCekQE3AKBQCAQCAQCQT0iAm6BQCAQCAQC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\nA+sTzPpF8C7pAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x94ba470>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot percent contribution to electricity generation fuel mix\n",
"plt.figure(figsize=(10,10))\n",
"df_counter = 0\n",
"sp_counter = 0\n",
"plt.title('U.S. Electricity Production by Fuel (MWh)', fontsize=14, y=0, weight='bold')\n",
"plt.tight_layout()\n",
"plt.subplots_adjust(wspace=0.25)\n",
"\n",
"def func1(x, pos): \n",
" s = '{:.0f}'.format(x * 100)\n",
" return s\n",
"\n",
"def func2(x, pos): \n",
" s = '{:.2f}'.format(x * 100)\n",
" return s\n",
"\n",
"\n",
"for x in range(4):\n",
" for y in range(4):\n",
" if df_counter > 12:\n",
" continue\n",
" else:\n",
" if sp_counter == 0 or sp_counter == 2:\n",
" sp_counter += 1\n",
" ax=plt.subplot(5,3, sp_counter + 1)\n",
" plt.plot(pd.rolling_mean(df_pct[df_pct.columns[df_counter]],12).index, \n",
" pd.rolling_mean(df_pct[df_pct.columns[df_counter]],12),\n",
" color=tableau20[sp_counter])\n",
" plt.title(df_pct.columns[df_counter], fontsize=14, weight='bold')\n",
" if df_pct[df_pct.columns[df_counter]].mean() > 0.02:\n",
" y_format = tkr.FuncFormatter(func1) \n",
" ax.yaxis.set_major_formatter(y_format)\n",
" else:\n",
" y_format = tkr.FuncFormatter(func2) \n",
" ax.yaxis.set_major_formatter(y_format)\n",
" ax.grid(False)\n",
" ax.spines['bottom'].set_visible(True)\n",
" ax.spines['bottom'].set_color('grey')\n",
" plt.ylim(0)\n",
" plt.xticks(rotation=45, fontsize=14)\n",
" plt.yticks(fontsize=14)\n",
" if df_pct.columns[df_counter] not in ['Wood', 'Wind', 'Solar']:\n",
" plt.xticks([''])\n",
" if df_pct.columns[df_counter] == 'Other':\n",
" plt.ylim(0,0.004)\n",
" df_counter += 1\n",
" sp_counter +=1\n",
"\n",
"plt.text(-2.75, 2.85 , 'Percent of Electricity Generation', ha='center', va='center', rotation='vertical', \n",
" transform=ax.transAxes, fontsize=14, weight='bold') \n",
"\n",
"plt.text(-1.88, -0.55, \"From: chart-it (MikeRAzar.com/chart-it) | Source: http://www.eia.gov/beta/api/\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/MRA/Desktop/admin/chart-it/US electric fuel mix/pct_7.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# calculate cumulative change in contributio nto electircity fuel mix\n",
"df_pct_change = pd.rolling_mean(df_pct,12).diff().cumsum() / df_pct.ix[0:12].mean() "
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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VpuZLyzOhzMAvnkTNBRNsIqqz/v37IyIiAgBgNBrxzTffwGg0IigoCACQmJiI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\nglAkwrCpM/DTqqX6tuLsLNw4cwq9hg5v1T2Ym4ODA1a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AYIvfHwC4+fXAU+9/hKLbcrj5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\nIYQQYhRJgC2EEEIIIcQo+i8Q7wMF6A6WdAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x97f1320>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot cumulative change in contribution to electricity fuel mix\n",
"plt.figure(figsize=(10,10))\n",
"df_counter = 0\n",
"sp_counter = 0\n",
"plt.title('U.S. Electricity Production by Fuel (MWh)', fontsize=14, y=0, weight='bold')\n",
"plt.tight_layout()\n",
"plt.subplots_adjust(wspace=0.23)\n",
"\n",
"def func1(x, pos): \n",
" s = '{:.0f}'.format(x* 100)\n",
" return s\n",
"\n",
"def func2(x, pos): \n",
" s = '{:0,d}'.format(int(x)* 100)\n",
" return s\n",
"\n",
"\n",
"for x in range(4):\n",
" for y in range(4):\n",
" if df_counter > 12:\n",
" continue\n",
" else:\n",
" if sp_counter == 0 or sp_counter == 2:\n",
" sp_counter += 1\n",
" ax=plt.subplot(5,3, sp_counter + 1)\n",
" plt.plot(df_pct_change[df_pct_change.columns[df_counter]].index, \n",
" df_pct_change[df_pct_change.columns[df_counter]],\n",
" color=tableau20[sp_counter])\n",
" plt.title(df_pct_change.columns[df_counter], fontsize=12, weight='bold')\n",
" y_format = tkr.FuncFormatter(func) \n",
" ax.yaxis.set_major_formatter(y_format)\n",
" ax.grid(False)\n",
" ax.spines['bottom'].set_visible(True)\n",
" ax.spines['bottom'].set_color('grey')\n",
" if df_pct_change[df_pct_change.columns[df_counter]].mean() > 1:\n",
" y_format = tkr.FuncFormatter(func2) \n",
" ax.yaxis.set_major_formatter(y_format)\n",
" else:\n",
" y_format = tkr.FuncFormatter(func1) \n",
" ax.yaxis.set_major_formatter(y_format)\n",
" plt.yticks(fontsize=14)\n",
" if df_pct_change.columns[df_counter] in ['Solar', 'All Fuels']:\n",
" plt.ylim(0)\n",
" plt.xticks(rotation=45, fontsize=14)\n",
" if df_pct_change.columns[df_counter] not in ['Wood', 'Wind', 'Solar']:\n",
" plt.xticks([''])\n",
" if df_pct_change.columns[df_counter] == 'Petroleum Liquids':\n",
" plt.yticks(np.arange(0,-1.2, -.2))\n",
" if df_pct_change.columns[df_counter] == 'Petcoke':\n",
" plt.yticks(np.arange(-0.1,1.4,.2))\n",
" df_counter += 1\n",
" sp_counter +=1\n",
"\n",
"plt.text(-2.69, 2.93 , 'Cumulative Change in Contribution to Electricity Generation', ha='center', va='center', rotation='vertical', \n",
" transform=ax.transAxes, fontsize=14, weight='bold') \n",
"\n",
"plt.text(-1.85, -0.55, \"From: chart-it (MikeRAzar.com/chart-it) | Source: http://www.eia.gov/beta/api/\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/MRA/Desktop/admin/chart-it/US electric fuel mix/cum_chg_4.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"['Primary Coal Exports, United States, Annual']"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# search relevant EIA coal export datasets\n",
"EIA.search_by_keyword(keyword='coal exports United States',\n",
" filters_to_remove=['AEO','quarterly', 'price'],\n",
" filters_to_keep='primary',\n",
" rows=5000,\n",
" return_list=True)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"['Total consumption : coal : United States : all sectors : annual']"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# search relevant EIA coal consumption datasets\n",
"EIA.search_by_keyword(keyword='coal consumption United States',\n",
" filters_to_remove=['AEO','quarterly', 'price', 'expenditures', 'monthly', 'btu'],\n",
" filters_to_keep=['total', 'all sectors'],\n",
" rows=5000,\n",
" return_list=True)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# load EIA datasets on coal consumption and coal exports\n",
"df_cons = EIA.data_by_keyword(keyword='coal consumption United States',\n",
" filters_to_remove=['AEO','quarterly', 'price', 'expenditures', 'monthly', 'btu'],\n",
" filters_to_keep=['total', 'all sectors'],\n",
" rows=5000)\n",
"\n",
"df_exp = EIA.data_by_keyword(keyword='coal exports United States',\n",
" filters_to_remove=['AEO','quarterly', 'price'],\n",
" filters_to_keep='primary',\n",
" rows=5000)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# load into dataframe\n",
"df_cons = pd.DataFrame(df_cons)\n",
"df_exp = pd.DataFrame(df_exp)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# join dataframes\n",
"df = df_cons.join(df_exp)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# calculate cumulative change in coal consumption and exports\n",
"df.iloc[:,1] = df.iloc[:,1].diff().cumsum() \n",
"df.iloc[:,0] = df.iloc[:,0].diff().cumsum()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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Nyup0G/mOincOjzSWbKzRQjbWEKI6DJSyCeGHcjID85vPYtix0WdMjYvHeus/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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x93fe630>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plotting U.S. coal consumption and exports\n",
"def func(x, pos): \n",
" s = '{:0,.0f}'.format(x / 1000)\n",
" return s\n",
"\n",
"ax = df.dropna(how='all').plot(kind='line', figsize=(10,6))\n",
"plt.yticks(fontsize=14)\n",
"plt.xticks(fontsize=14)\n",
"ax.set_ylabel('Million Short Tons', fontsize=14, weight='bold')\n",
"ax.legend(['Consumption', 'Exports'], fontsize=14, loc='upper center', ncol=2)\n",
"\n",
"y_format = tkr.FuncFormatter(func) # make formatter\n",
"ax.yaxis.set_major_formatter(y_format)\n",
"ax.grid(False)\n",
"\n",
"ax.spines['bottom'].set_visible(True)\n",
"ax.spines['bottom'].set_visible(True)\n",
"ax.spines['bottom'].set_color('grey')\n",
"\n",
"plt.axhline(0, color='grey', linewidth=0.7)\n",
"\n",
"plt.text(0.17, -0.12, \"From: chart-it (MikeRAzar.com/chart-it) | Source: http://www.eia.gov/beta/api/\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.text(0.07, 0.35, \"197% increase in coal exports from 2002 low\", \n",
" fontsize=14, transform=ax.transAxes) \n",
"\n",
"plt.text(0.07, 0.28, \"18% decrease in coal usage from 2007 peak\", \n",
" fontsize=14, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/MRA/Desktop/admin/chart-it/US electric fuel mix/coal_chg_3.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"['Export quantity : all coal : China : all terminals : annual',\n",
" 'Export quantity : all coal : Ivory Coast : all terminals : annual',\n",
" 'Export quantity : all coal : French Southern And Antarctic Lands : all terminals : annual',\n",
" 'Export quantity : all coal : Portugal : all terminals : annual',\n",
" 'Export quantity : all coal : Antigua And Barbuda : all terminals : annual',\n",
" 'Export quantity : all coal : Qatar : all terminals : annual',\n",
" 'Export quantity : all coal : India : all terminals : annual',\n",
" 'Export quantity : all coal : Trinidad And Tobago : all terminals : annual',\n",
" 'Export quantity : all coal : Congo (Brazzaville) : all terminals : annual',\n",
" 'Export quantity : all coal : Guatemala : all terminals : annual',\n",
" 'Export quantity : all coal : Greece : all terminals : annual',\n",
" 'Export quantity : all coal : Slovenia : all terminals : annual',\n",
" 'Export quantity : all coal : Netherlands : all terminals : annual',\n",
" 'Export quantity : all coal : Gabon : all terminals : annual',\n",
" 'Export quantity : all coal : Armenia : all terminals : annual',\n",
" 'Export quantity : all coal : Liberia : all terminals : annual',\n",
" 'Export quantity : all coal : Brazil : all terminals : annual',\n",
" 'Export quantity : all coal : Luxembourg : all terminals : annual',\n",
" 'Export quantity : all coal : Romania : all terminals : annual',\n",
" 'Export quantity : all coal : Austria : all terminals : annual',\n",
" 'Export quantity : all coal : Netherlands Antilles : all terminals : annual',\n",
" 'Export quantity : all coal : Turks And Caicos Islands : all terminals : annual',\n",
" 'Export quantity : all coal : New Zealand : all terminals : annual',\n",
" 'Export quantity : all coal : Ireland : all terminals : annual',\n",
" 'Export quantity : all coal : Croatia : all terminals : annual',\n",
" 'Export quantity : all coal : Israel : all terminals : annual',\n",
" 'Export quantity : all coal : Guyana : all terminals : annual',\n",
" 'Export quantity : all coal : Jordan : all terminals : annual',\n",
" 'Export quantity : all coal : Jamaica : all terminals : annual',\n",
" 'Export quantity : all coal : Panama : all terminals : annual',\n",
" 'Export quantity : all coal : Dominican Republic : all terminals : annual',\n",
" 'Export quantity : all coal : Cayman Islands : all terminals : annual',\n",
" 'Export quantity : all coal : Kuwait : all terminals : annual',\n",
" 'Export quantity : all coal : Grenada : all terminals : annual',\n",
" 'Export quantity : all coal : Taiwan : all terminals : annual',\n",
" 'Export quantity : all coal : Angola : all terminals : annual',\n",
" 'Export quantity : all coal : Hong Kong : all terminals : annual',\n",
" 'Export quantity : all coal : Kenya : all terminals : annual',\n",
" 'Export quantity : all coal : Cameroon : all terminals : annual',\n",
" 'Export quantity : all coal : Brunei : all terminals : annual',\n",
" 'Export quantity : all coal : Saudi Arabia : all terminals : annual',\n",
" 'Export quantity : all coal : Finland : all terminals : annual',\n",
" 'Export quantity : all coal : Thailand : all terminals : annual',\n",
" 'Export quantity : all coal : France : all terminals : annual',\n",
" 'Export quantity : all coal : Suriname : all terminals : annual',\n",
" 'Export quantity : all coal : Sweden : all terminals : annual',\n",
" 'Export quantity : all coal : Tunisia : all terminals : annual',\n",
" 'Export quantity : all coal : Russia : all terminals : annual',\n",
" 'Export quantity : all coal : Switzerland : all terminals : annual',\n",
" 'Export quantity : all coal : Hungary : all terminals : annual',\n",
" 'Export quantity : all coal : Spain : all terminals : annual',\n",
" 'Export quantity : all coal : Germany, Federal Republic Of : all terminals : annual',\n",
" 'Export quantity : all coal : total world : all terminals : annual',\n",
" 'Export quantity : all coal : Singapore : all terminals : annual',\n",
" 'Export quantity : all coal : Iraq : all terminals : annual',\n",
" 'Export quantity : all coal : Malaysia : all terminals : annual',\n",
" 'Export quantity : all coal : Paraguay : all terminals : annual',\n",
" 'Export quantity : all coal : Barbados : all terminals : annual',\n",
" 'Export quantity : all coal : Bosnia And Herzegovina : all terminals : annual',\n",
" 'Export quantity : all coal : Iceland : all terminals : annual',\n",
" 'Export quantity : all coal : Argentina : all terminals : annual',\n",
" 'Export quantity : all coal : Denmark (Except Greenland) : all terminals : annual',\n",
" 'Export quantity : all coal : Algeria : all terminals : annual',\n",
" 'Export quantity : all coal : Lithuania : all terminals : annual',\n",
" 'Export quantity : all coal : Togo : all terminals : annual',\n",
" 'Export quantity : all coal : British Indian Ocean Territory : all terminals : annual',\n",
" 'Export quantity : all coal : Japan : all terminals : annual',\n",
" 'Export quantity : all coal : Kazakhstan : all terminals : annual',\n",
" 'Export quantity : all coal : Andorra : all terminals : annual',\n",
" 'Export quantity : all coal : Poland : all terminals : annual',\n",
" 'Export quantity : all coal : Montenegro : all terminals : annual',\n",
" 'Export quantity : all coal : Dominica : all terminals : annual',\n",
" 'Export quantity : all coal : Italy : all terminals : annual',\n",
" 'Export quantity : all coal : Uruguay : all terminals : annual',\n",
" 'Export quantity : all coal : Vietnam : all terminals : annual',\n",
" 'Export quantity : all coal : El Salvador : all terminals : annual',\n",
" 'Export quantity : all coal : Nigeria : all terminals : annual',\n",
" 'Export quantity : all coal : Bolivia : all terminals : annual',\n",
" 'Export quantity : all coal : Aruba : all terminals : annual',\n",
" 'Export quantity : all coal : British Virgin Islands : all terminals : annual',\n",
" 'Export quantity : all coal : Libya : all terminals : annual',\n",
" 'Export quantity : all coal : Belgium : all terminals : annual',\n",
" 'Export quantity : all coal : Saint Lucia : all terminals : annual',\n",
" 'Export quantity : all coal : Belize : all terminals : annual',\n",
" 'Export quantity : all coal : Peru : all terminals : annual',\n",
" 'Export quantity : all coal : Oman : all terminals : annual',\n",
" 'Export quantity : all coal : Curacao : all terminals : annual',\n",
" 'Export quantity : all coal : Eritrea : all terminals : annual',\n",
" 'Export quantity : all coal : Tanzania (United Republic Of Tanzania) : all terminals : annual',\n",
" 'Export quantity : all coal : Madagascar : all terminals : annual',\n",
" 'Export quantity : all coal : Costa Rica : all terminals : annual',\n",
" 'Export quantity : all coal : Azerbaijan : all terminals : annual',\n",
" 'Export quantity : all coal : Norway : all terminals : annual',\n",
" 'Export quantity : all coal : Pakistan : all terminals : annual',\n",
" 'Export quantity : all coal : Philippines : all terminals : annual',\n",
" 'Export quantity : all coal : Czech Republic : all terminals : annual',\n",
" 'Export quantity : all coal : Indonesia : all terminals : annual',\n",
" 'Export quantity : all coal : New Caledonia : all terminals : annual',\n",
" 'Export quantity : all coal : Ecuador : all terminals : annual',\n",
" 'Export quantity : all coal : Guadeloupe : all terminals : annual',\n",
" 'Export quantity : all coal : Ukraine : all terminals : annual',\n",
" 'Export quantity : all coal : Egypt : all terminals : annual',\n",
" 'Export quantity : all coal : Australia : all terminals : annual',\n",
" 'Export quantity : all coal : Slovakia : all terminals : annual',\n",
" 'Export quantity : all coal : Faroe Islands : all terminals : annual',\n",
" 'Export quantity : all coal : Holy See (Vatican City) : all terminals : annual',\n",
" 'Export quantity : all coal : Colombia : all terminals : annual',\n",
" 'Export quantity : all coal : Chile : all terminals : annual',\n",
" 'Export quantity : all coal : Bahamas : all terminals : annual',\n",
" 'Export quantity : all coal : Malta : all terminals : annual',\n",
" 'Export quantity : all coal : Mexico : all terminals : annual',\n",
" 'Export quantity : all coal : Morocco : all terminals : annual',\n",
" 'Export quantity : all coal : Honduras : all terminals : annual',\n",
" 'Export quantity : all coal : Serbia : all terminals : annual',\n",
" 'Export quantity : all coal : South Korea (Republic Of Korea) : all terminals : annual',\n",
" 'Export quantity : all coal : Latvia : all terminals : annual',\n",
" 'Export quantity : all coal : United Arab Emirates : all terminals : annual',\n",
" 'Export quantity : all coal : Mozambique : all terminals : annual',\n",
" 'Export quantity : all coal : South Africa : all terminals : annual',\n",
" 'Export quantity : all coal : Canada : all terminals : annual',\n",
" 'Export quantity : all coal : Turkmenistan : all terminals : annual',\n",
" 'Export quantity : all coal : Equatorial Guinea : all terminals : annual',\n",
" 'Export quantity : all coal : Venezuela : all terminals : annual',\n",
" 'Export quantity : all coal : Lebanon : all terminals : annual',\n",
" 'Export quantity : all coal : Gibraltar : all terminals : annual',\n",
" 'Export quantity : all coal : Bermuda : all terminals : annual',\n",
" 'Export quantity : all coal : United Kingdom : all terminals : annual',\n",
" 'Export quantity : all coal : Saint Kitts And Nevis : all terminals : annual',\n",
" 'Export quantity : all coal : Congo (Kinshasa) : all terminals : annual',\n",
" 'Export quantity : all coal : Bulgaria : all terminals : annual',\n",
" 'Export quantity : all coal : Turkey : all terminals : annual',\n",
" 'Export quantity : all coal : Afghanistan : all terminals : annual',\n",
" 'Export quantity : all coal : Nicaragua : all terminals : annual']"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# search relevant EIA datasets for coal exports by country\n",
"EIA.search_by_keyword(keyword='export quantity all coal all terminals',\n",
" filters_to_remove=['steam', 'quarterly'],\n",
" rows=30000,\n",
" return_list=True)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# get data from EIA\n",
"df_country = EIA.data_by_keyword(keyword='export quantity all coal all terminals',\n",
" filters_to_remove=['steam', 'quarterly'],\n",
" rows=30000)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# load EIA dataset into pandas dataframe\n",
"df_c = pd.DataFrame(df_country)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# convert index into datetime object\n",
"df_c.index = df_c.index.to_datetime()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# calculate top 12 markets by share of incremental coal exports\n",
"markets = (df_c.ix[-1] - df_c.ix[0]).sort_values(ascending=False)[0:13].index\\"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# slice dataframe by top 12 markets\n",
"df_c_sm = df_c[markets]"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# create list to rename columns\n",
"cols = ['Total', 'Netherlands', 'UK', 'South Korea', 'India', 'Mexico', 'Germany', 'Brazil', 'Turkey', 'Italy',\n",
" 'China', 'Switzerland', 'Morocco']"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# rename columns\n",
"df_c_sm.columns = cols"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# create new dataframe with cumulative percent change in exports by country\n",
"df_c_sm_ch = df_c_sm - df_c_sm.ix[0]"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# create list to rename columns\n",
"sm_cols = ['Netherlands', 'UK', 'South Korea', 'India', 'Mexico', 'Germany', 'Brazil', 'Turkey', 'Italy',\n",
" 'China', 'Switzerland', 'Morocco']"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# rename columns\n",
"df_c_sm_ch_NoT = df_c_sm_ch[sm_cols]"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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qcmlGBRxxt+HsOhbT729h2v0vdIXp5c4xHtuI8dhGnC3jsPd7AEeXMaBrmHRW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kJCApqbmxEaGmpqo383hLQYOXKkqXRYRkYG6uvrkZycDG9vbwCAn59ft89N9xkh7vPQQw+htLTU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\nEAgEAoFAICgFETQLBAKBQCAQCASl8P8mUCyR046eEgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xb1f4a58>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot change in coal imports by country\n",
"def func1(x, pos): \n",
" s = '{:0,.0f}'.format(x / 1000000)\n",
" return s\n",
"\n",
"def func2(x, pos): \n",
" s = '{:0,.1f}'.format(x / 1000000)\n",
" return s\n",
"\n",
"plt.figure(figsize=(10,10))\n",
"df_counter = 0\n",
"sp_counter = 0\n",
"plt.title('U.S. Coal Exports by Destination', fontsize=14, y=0, weight='bold')\n",
"plt.tight_layout()\n",
"\n",
"for x in range(12):\n",
" if df_counter > 12:\n",
" df_counter -=1\n",
" else:\n",
" ax=plt.subplot(5,3, sp_counter + 1)\n",
" plt.plot(df_c_sm_ch_NoT[df_c_sm_ch_NoT.columns[df_counter]].index,\n",
" df_c_sm_ch_NoT[df_c_sm_ch_NoT.columns[df_counter]],\n",
" color=tableau20[sp_counter])\n",
" plt.title(df_c_sm_ch_NoT.columns[df_counter], fontsize=14, weight='bold')\n",
" ax.grid(False)\n",
" ax.spines['bottom'].set_visible(True)\n",
" ax.spines['bottom'].set_color('grey')\n",
" plt.xticks(rotation=45, fontsize=14)\n",
" if abs(df_c_sm_ch_NoT[df_c_sm_ch_NoT.columns[df_counter]].mean()) > 1000000 or df_c_sm_ch_NoT.columns[df_counter] in ['Turkey', 'Italy']:\n",
" y_format = tkr.FuncFormatter(func1) # make formatter\n",
" ax.yaxis.set_major_formatter(y_format)\n",
" else:\n",
" y_format = tkr.FuncFormatter(func2) # make formatter\n",
" ax.yaxis.set_major_formatter(y_format) \n",
" if sp_counter < 9:\n",
" plt.xticks([])\n",
" plt.yticks(fontsize=14)\n",
" df_counter += 1\n",
" sp_counter +=1\n",
" \n",
"plt.text(-2.55, 2.35 , 'Million Short Tons', ha='center', va='center', rotation='vertical', \n",
" transform=ax.transAxes, fontsize=14, weight='bold') \n",
"\n",
"plt.text(-1.8, -0.5, \"From: chart-it (MikeRAzar.com/chart-it) | Source: http://www.eia.gov/beta/api/\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/MRA/Desktop/admin/chart-it/US electric fuel mix/coalexp_3.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# calculate change in share of U.S. coal exports since 2010\n",
"for col in cols[1:]:\n",
" df_c_sm_ch[col] = df_c_sm_ch['2010':][col] / df_c_sm_ch['2010':]['Total']"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# delete total column\n",
"del df_c_sm_ch['Total']"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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lJUW7du3SihUrNH36dLm5uemFF17QrVu3VKdOnf8VZmur2rVrKzEx8Yk+z9HRUfb29qb3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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x93fe0f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot each country's cumulative share of U.S. coal exports\n",
"def func1(x, pos): \n",
" s = '{:0,.0f}'.format(x * 100)\n",
" return s\n",
"\n",
"ax = df_c_sm_ch.ix[-1].sort_values().plot(kind='barh', figsize=(10,6), width=0.8) \n",
"ax.grid(False)\n",
"ax.spines['bottom'].set_visible(True)\n",
"ax.spines['bottom'].set_color('grey')\n",
"plt.xticks(fontsize=14)\n",
"plt.yticks(fontsize=14)\n",
"x_format = tkr.FuncFormatter(func1) # make formatter\n",
"ax.xaxis.set_major_formatter(x_format)\n",
"ax.set_xlabel('Share of Incremental Coal Exports', fontsize=14, weight='bold')\n",
"\n",
"plt.text(-0.15, 0.5 , 'Million Short Tons', ha='center', va='center', rotation='vertical', \n",
" transform=ax.transAxes, fontsize=14, weight='bold') \n",
"\n",
"plt.text(0.17, -0.18, \"From: chart-it (MikeRAzar.com/chart-it) | Source: http://www.eia.gov/beta/api/\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/MRA/Desktop/admin/chart-it/US electric fuel mix/coal_exp_share_2.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
}
],
"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": "3.4.3"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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