Created
October 18, 2018 18:02
-
-
Save GeorgyGol/dd38534cb57e704e115a1fb94cb5d960 to your computer and use it in GitHub Desktop.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Energy density & prices" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 93, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import pandas as pd\n", | |
| "import sqlite3\n", | |
| "\n", | |
| "import sqlalchemy as sa\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "from datetime import datetime, date\n", | |
| "\n", | |
| "import re\n", | |
| "import numpy as np\n", | |
| "%run '../serv_energy.py'\n", | |
| "eng_co=sa.create_engine('sqlite+pysqlite:///fuels.sqlite3') #, echo=True)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Read data from local DB\n", | |
| "Local DB filled from Internet sources." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 282, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| " CRUDE_BRENT CRUDE_WTI CRUDE_DUBAI CRUDE_URALS\n", | |
| "Date \n", | |
| "Dec-2017 64.21 57.94 61.41 63.77\n", | |
| "Jan-2018 68.99 63.67 66.02 68.60\n", | |
| "Feb-2018 65.42 62.17 62.79 63.14\n", | |
| "Mar-2018 66.45 62.76 63.29 63.58\n", | |
| "Apr-2018 71.63 66.32 68.43 69.10\n", | |
| "May-2018 76.65 69.98 73.66 75.14\n", | |
| "Jun-2018 75.19 67.52 73.22 73.06\n", | |
| "Jul-2018 74.44 70.84 72.72 72.84\n", | |
| "Aug-2018 73.13 67.99 72.13 71.52\n", | |
| "Sep-2018 78.86 70.21 77.02 78.13\n", | |
| " COAL_AUS COAL_COL COAL_SAFRICA E_R\n", | |
| "Date \n", | |
| "Dec-2017 100.81 NaN 95.48 71.562030\n", | |
| "Jan-2018 106.45 NaN 97.48 71.229762\n", | |
| "Feb-2018 105.24 NaN 92.68 71.027119\n", | |
| "Mar-2018 96.66 NaN 89.50 69.739017\n", | |
| "Apr-2018 93.17 NaN 92.32 65.594328\n", | |
| "May-2018 106.20 NaN 101.89 63.425472\n", | |
| "Jun-2018 114.75 NaN 103.88 67.126540\n", | |
| "Jul-2018 119.57 NaN 106.02 70.359986\n", | |
| "Aug-2018 117.34 NaN 98.48 72.992158\n", | |
| "Sep-2018 114.16 NaN 102.14 78.081909\n", | |
| " U3O8\n", | |
| "Date \n", | |
| "Dec-2017 22.32\n", | |
| "Jan-2018 21.88\n", | |
| "Feb-2018 21.38\n", | |
| "Mar-2018 21.05\n", | |
| "Apr-2018 21.00\n", | |
| "May-2018 22.73\n", | |
| "Jun-2018 22.65\n", | |
| "Jul-2018 25.78\n", | |
| "Aug-2018 26.30\n", | |
| "Sep-2018 27.50\n", | |
| " NG_HH NG_EUROPE LNG_BRAS LNG_CH LNG_JAP LNG_SPAIN LNG_UK\n", | |
| "Date \n", | |
| "Dec-2017 2.82 6.56 9.4 9.9 10.0 9.3 8.0\n", | |
| "Jan-2018 3.87 7.56 10.3 10.9 10.9 8.0 7.3\n", | |
| "Feb-2018 2.67 6.87 9.4 9.4 9.5 7.2 7.0\n", | |
| "Mar-2018 2.69 7.03 7.7 7.8 7.9 7.2 6.9\n", | |
| "Apr-2018 2.80 7.81 7.1 7.1 7.2 6.9 6.7\n", | |
| "May-2018 2.80 7.19 7.9 8.4 8.4 7.9 7.4\n", | |
| "Jun-2018 2.97 NaN 9.8 10.2 10.3 8.1 7.4\n", | |
| "Jul-2018 2.83 NaN 9.8 10.2 10.2 8.2 7.5\n", | |
| "Aug-2018 2.96 NaN 10.0 10.4 10.4 8.6 7.9\n", | |
| "Sep-2018 3.00 NaN 11.4 11.6 11.6 9.9 9.5\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "#oils\n", | |
| "pdfOILS=FuelsDataFrame(pd.read_sql('SELECT * FROM ALL_OILS', con=eng_co, index_col='Date'))\n", | |
| "print(pdfOILS.tail(10))\n", | |
| "\n", | |
| "#coals\n", | |
| "pdfCOAL=pd.read_sql('SELECT * FROM COALS', con=eng_co, index_col='Date').astype(float)\n", | |
| "pdfNYM_COAL=pd.read_sql('SELECT * FROM NYMEX_COALS', con=eng_co, index_col='Date').astype(float)\n", | |
| "pdfNYM_COAL['E_R']=pdfNYM_COAL[['EASTERN_RAIL', 'NYMEX_APPALACHIAN']].mean(axis=1)\n", | |
| "#print(pdfNYM_COAL.tail(10))\n", | |
| "\n", | |
| "pdfCOAL=pdfCOAL.merge(pdfNYM_COAL[['E_R']], left_index=True, right_index=True)\n", | |
| "\n", | |
| "print(pdfCOAL.tail(10))\n", | |
| "\n", | |
| "#uranium\n", | |
| "pdfURAN=FuelsDataFrame(pd.read_sql('SELECT * FROM URANIUM', con=eng_co, index_col='Date'))\n", | |
| "print(pdfURAN.tail(10))\n", | |
| "\n", | |
| "#gas - natural and LNG\n", | |
| "pdfGAS=pd.read_sql('SELECT * FROM ALL_GAS', con=eng_co, index_col='Date').astype(float)\n", | |
| "print(pdfGAS.tail(10))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Read Energy Density and Density from local DB" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 248, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| " name_r name_e SE_min SE_max \\\n", | |
| "0 Природный газ Natural gas 53.60 53.60 \n", | |
| "1 Пропан LPG propane 49.60 49.60 \n", | |
| "2 Бутан LPG butane 49.10 49.10 \n", | |
| "3 Бензин Gasoline (petrol) 46.40 46.40 \n", | |
| "4 Нефть Crude oil 46.30 46.30 \n", | |
| "5 Дизель Diesel fuel 45.60 45.60 \n", | |
| "6 Газохол 10 Gasohol E10 43.54 43.54 \n", | |
| "7 Керосин Jet A aviation fuel/kerosene 42.80 42.80 \n", | |
| "8 Биодизель Biodiesel oil (vegetable oil) 42.20 42.20 \n", | |
| "9 Газохол 85 Gasohol E85 33.10 33.10 \n", | |
| "10 Уголь, антрацит Coal, anthracite 26.00 33.00 \n", | |
| "11 Уголь битумный Coal, bituminous 24.00 35.00 \n", | |
| "12 Уголь бурый Coal, lignite 10.00 20.00 \n", | |
| "13 Уран Uranium (in breeder) 80620000.00 80620000.00 \n", | |
| "14 Водород, газ Hydrogen, gas 33.30 33.30 \n", | |
| "15 Водород, жидкий Hydrogen, liquid 33.30 33.30 \n", | |
| "16 Дрова Wood 18.00 18.00 \n", | |
| "\n", | |
| " ED_min ED_max D_min D_Max HHV HHL \n", | |
| "0 0.0364 0.0364 0.68 0.85 28 46 \n", | |
| "1 25.3 25.3 2.0037 1.872 50.4 46.4 \n", | |
| "2 27.7 27.7 2.7023 2.519 49.1 45.3 \n", | |
| "3 34.2 34.2 710 770 46.4 43.4 \n", | |
| "4 37 37 730 1040 42 47 \n", | |
| "5 38.6 38.6 820 845 45.6 42.6 \n", | |
| "6 33.18 33.18 \n", | |
| "7 33 33 780 850 43 46.2 \n", | |
| "8 33 33 820 845 40.5 37.8 \n", | |
| "9 25.65 25.65 \n", | |
| "10 34 43 800 850 32.6 \n", | |
| "11 26 49 830 830 30.2 \n", | |
| "12 14 \n", | |
| "13 1539842000 1539842000 19100 19100 \n", | |
| "14 0.53 0.75 0.09 0.09 142 119.93 \n", | |
| "15 9.17 9.17 70.99 70.99 142 119.93 \n", | |
| "16 2.16 2.88 510 670 21.2 21.2 \n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "pdfCOEFF=pd.read_sql('SELECT * FROM f_digest', con=eng_co)\n", | |
| "print(pdfCOEFF)\n", | |
| "\n", | |
| "#print(pdfCOEFF.loc[pdfCOEFF.name_e.str.lower()=='crude oil', ('ED_min', 'ED_max')])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Calculations\n", | |
| "1. Conversion to liters for various fuels kind\n", | |
| "2. Calculate price for MJ in various fuels kind - price for unit divided by Energy Density (exmpl: $/bbl divide by MJ/L -> $/L divide by MJ/L, volume units are reduced -> $/MJ) " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 288, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| " U3O8 min max\n", | |
| "Date \n", | |
| "Dec-2017 22.32 0.000109 0.000853\n", | |
| "Jan-2018 21.88 0.000107 0.000836\n", | |
| "Feb-2018 21.38 0.000105 0.000817\n", | |
| "Mar-2018 21.05 0.000103 0.000805\n", | |
| "Apr-2018 21.00 0.000103 0.000803\n", | |
| "May-2018 22.73 0.000111 0.000869\n", | |
| "Jun-2018 22.65 0.000111 0.000866\n", | |
| "Jul-2018 25.78 0.000126 0.000985\n", | |
| "Aug-2018 26.30 0.000129 0.001005\n", | |
| "Sep-2018 27.50 0.000135 0.001051\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "#cinversion functions\n", | |
| "\n", | |
| "def barrel2litr(val):\n", | |
| " return float(val)/158.987\n", | |
| " \n", | |
| "def tonne2litr(val, density):\n", | |
| " #print(val, density, direction, (float(val)/density)*1000, )\n", | |
| "# if val==np.nan: return 0\n", | |
| "\n", | |
| "# density here - bulk density, its may be wrong\n", | |
| " return (float(val)/density)/1000\n", | |
| " \n", | |
| "def mmbtu2litre(val):\n", | |
| " #28.52\n", | |
| " return (float(val)/28.52)/1000\n", | |
| " \n", | |
| "def lb2litr(val, direction=1):\n", | |
| " # U3O8 in lb -> kilo -> ~0.8 uranium in yeallowcake\n", | |
| " # yellowcake density is 9.6 g/cm^3 -> 9600 kg/m^3\n", | |
| " return (float(val)*0.8)/0.453592\n", | |
| "\n", | |
| "\n", | |
| "#print(pdfURAN.applymap(lambda x:lb2litr(x)/3456000*9.6))\n", | |
| "#print(pdfURAN.applymap(lambda x:lb2litr(x)/443000*9.6))\n", | |
| "\n", | |
| "ur_ed=FuelsDataFrame(pdfURAN)\n", | |
| "\n", | |
| "ur_ed['max']=ur_ed.apply(lambda x:lb2litr(x['U3O8'])/443000*9.6, axis=1)\n", | |
| "ur_ed['min']=ur_ed.apply(lambda x:lb2litr(x['U3O8'])/3456000*9.6, axis=1)\n", | |
| "#ur_ed['max']=pdfURAN['U3O8'].apply(lambda x:lb2litr(x)/3456000*9.6, axis=1)\n", | |
| "print(ur_ed.tail(10))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 250, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| " NG_HH NG_EUROPE LNG_BRAS LNG_CH LNG_JAP LNG_SPAIN \\\n", | |
| "Date \n", | |
| "Dec-2017 0.002716 0.006319 0.009055 0.009536 0.009633 0.008958 \n", | |
| "Jan-2018 0.003728 0.007282 0.009922 0.010500 0.010500 0.007706 \n", | |
| "Feb-2018 0.002572 0.006618 0.009055 0.009055 0.009151 0.006936 \n", | |
| "Mar-2018 0.002591 0.006772 0.007417 0.007514 0.007610 0.006936 \n", | |
| "Apr-2018 0.002697 0.007523 0.006839 0.006839 0.006936 0.006647 \n", | |
| "May-2018 0.002697 0.006926 0.007610 0.008091 0.008091 0.007610 \n", | |
| "Jun-2018 0.002861 NaN 0.009440 0.009825 0.009922 0.007803 \n", | |
| "Jul-2018 0.002726 NaN 0.009440 0.009825 0.009825 0.007899 \n", | |
| "Aug-2018 0.002851 NaN 0.009633 0.010018 0.010018 0.008284 \n", | |
| "Sep-2018 0.002890 NaN 0.010981 0.011174 0.011174 0.009536 \n", | |
| "\n", | |
| " LNG_UK \n", | |
| "Date \n", | |
| "Dec-2017 0.007706 \n", | |
| "Jan-2018 0.007032 \n", | |
| "Feb-2018 0.006743 \n", | |
| "Mar-2018 0.006647 \n", | |
| "Apr-2018 0.006454 \n", | |
| "May-2018 0.007128 \n", | |
| "Jun-2018 0.007128 \n", | |
| "Jul-2018 0.007225 \n", | |
| "Aug-2018 0.007610 \n", | |
| "Sep-2018 0.009151 \n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "#natural gas\n", | |
| "\n", | |
| "ng_enr_dens=pdfCOEFF.loc[pdfCOEFF.name_e.str.contains(r'(?i)gas\\b'), ('name_e', 'ED_min', 'ED_max', 'D_min', 'D_Max')]\n", | |
| "ng_ed=(float(ng_enr_dens.iloc[0]['ED_max'])+float(ng_enr_dens.iloc[0]['ED_min']))/2\n", | |
| "pdfGAS_ED=FuelsDataFrame(pdfGAS.applymap(lambda x:mmbtu2litre(x)/ng_ed))\n", | |
| "print(pdfGAS_ED.tail(10))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 251, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| " CRUDE_BRENT CRUDE_WTI CRUDE_DUBAI CRUDE_URALS\n", | |
| "Date \n", | |
| "Dec-2017 0.010915 0.009850 0.010439 0.010841\n", | |
| "Jan-2018 0.011728 0.010824 0.011223 0.011662\n", | |
| "Feb-2018 0.011121 0.010569 0.010674 0.010733\n", | |
| "Mar-2018 0.011296 0.010669 0.010759 0.010808\n", | |
| "Apr-2018 0.012177 0.011274 0.011633 0.011747\n", | |
| "May-2018 0.013030 0.011896 0.012522 0.012773\n", | |
| "Jun-2018 0.012782 0.011478 0.012447 0.012420\n", | |
| "Jul-2018 0.012654 0.012042 0.012362 0.012382\n", | |
| "Aug-2018 0.012432 0.011558 0.012262 0.012158\n", | |
| "Sep-2018 0.013406 0.011935 0.013093 0.013282\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "#oil\n", | |
| "\n", | |
| "oil_enr_dens=pdfCOEFF.loc[pdfCOEFF.name_e.str.lower()=='crude oil', ('ED_min', 'ED_max')].applymap(float).mean(axis=1)\n", | |
| "k_oils=oil_enr_dens.values[0]\n", | |
| "pdfOIL_ED=FuelsDataFrame(pdfOILS.applymap(lambda x:barrel2litr(x)/k_oils))\n", | |
| "print(pdfOIL_ED.tail(10))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 252, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| " min max\n", | |
| "Date \n", | |
| "Dec-2017 0.001909 0.004123\n", | |
| "Jan-2018 0.001900 0.004354\n", | |
| "Feb-2018 0.001895 0.004304\n", | |
| "Mar-2018 0.001860 0.003953\n", | |
| "Apr-2018 0.001750 0.003811\n", | |
| "May-2018 0.001692 0.004344\n", | |
| "Jun-2018 0.001791 0.004693\n", | |
| "Jul-2018 0.001877 0.004890\n", | |
| "Aug-2018 0.001947 0.004799\n", | |
| "Sep-2018 0.002083 0.004669\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "/home/egor/anaconda3/lib/python3.6/site-packages/pandas/core/indexing.py:870: FutureWarning: \n", | |
| "Passing list-likes to .loc or [] with any missing label will raise\n", | |
| "KeyError in the future, you can use .reindex() as an alternative.\n", | |
| "\n", | |
| "See the documentation here:\n", | |
| "https://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate-loc-reindex-listlike\n", | |
| " return self._getitem_lowerdim(tup)\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "#coal\n", | |
| "\n", | |
| "coals_enr_dens=pdfCOEFF.loc[pdfCOEFF.name_e.str.contains(r'(?i)coal\\b,\\s(?!lignite)'), ('name_e', 'ED_min', 'ED_max', 'D_min', 'D_max')].set_index('name_e')\n", | |
| "coals_enr_dens=coals_enr_dens[['ED_min', 'ED_max', 'D_min']].applymap(float).mean()\n", | |
| "coal_dens=coals_enr_dens['D_min']\n", | |
| "coals_ed=(coals_enr_dens['ED_max']+coals_enr_dens['ED_min'])/2\n", | |
| "#print(coal_dens, coals_ed)\n", | |
| "#print(pdfCOAL.tail(10))\n", | |
| "\n", | |
| "pdfCOAL_ED1=FuelsDataFrame(pdfCOAL.applymap(lambda x:tonne2litr(x, density=coal_dens/1000)/coals_enr_dens['ED_min']))\n", | |
| "pdfCOAL_ED2=FuelsDataFrame(pdfCOAL.applymap(lambda x:tonne2litr(x, density=coal_dens/1000)/coals_enr_dens['ED_max']))\n", | |
| "#print(pdfCOAL_ED1.tail(10))\n", | |
| "#print(pdfCOAL_ED2.tail(10))\n", | |
| "\n", | |
| "pdfCOAL_ED=pd.merge(pdfCOAL_ED1, pdfCOAL_ED2, left_index=True, right_index=True, suffixes=('X_', 'Y_'))\n", | |
| "pdfCOAL_ED['max']=pdfCOAL_ED.max(axis=1, skipna=True)\n", | |
| "pdfCOAL_ED['min']=pdfCOAL_ED.min(axis=1, skipna=True)\n", | |
| "\n", | |
| "pdfCOAL_ED=pdfCOAL_ED[['min', 'max']]\n", | |
| "print(pdfCOAL_ED.tail(10))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Plotting" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 293, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "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\n", | |
| "text/plain": [ | |
| "<Figure size 1152x576 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "%matplotlib inline\n", | |
| "import matplotlib.patches as mpatches\n", | |
| "\n", | |
| "import seaborn as sns\n", | |
| "sns.set_style('whitegrid')\n", | |
| "\n", | |
| "iTailPoints=180 # months -> years ago\n", | |
| "\n", | |
| "fig, ax=plt.subplots(figsize=(16,8))\n", | |
| "\n", | |
| "oil_ped=pdfOIL_ED.tail(iTailPoints)\n", | |
| "\n", | |
| "oil_ped.index_to_datetime()\n", | |
| "\n", | |
| "oil_ped.plot.line(ax=ax, grid=True, legend=False, color='navy', lw=0.1, fontsize=12, rot=0)\n", | |
| "\n", | |
| "coal_ped=pdfCOAL_ED.tail(iTailPoints)\n", | |
| "coal_ped.index_to_datetime()\n", | |
| "coal_ped.plot.line(ax=ax, grid=True, legend=False, color='black', lw=1)\n", | |
| "\n", | |
| "gas_ped=pdfGAS_ED.tail(iTailPoints)[['NG_HH', 'NG_EUROPE']]\n", | |
| "gas_ped.index_to_datetime()\n", | |
| "\n", | |
| "gas_ped.plot.line(ax=ax, grid=True, legend=False, color='c', lw=1,)\n", | |
| "\n", | |
| "lng_ped=pdfGAS_ED.tail(iTailPoints)[['LNG_BRAS', 'LNG_CH', 'LNG_JAP', 'LNG_SPAIN', 'LNG_UK']]\n", | |
| "lng_ped.index_to_datetime()\n", | |
| "\n", | |
| "lng_ped.plot.line(ax=ax, grid=True, legend=False, color='blue', lw=0.1)\n", | |
| "\n", | |
| "uran_ped=ur_ed.tail(iTailPoints)[['min', 'max']]\n", | |
| "uran_ped.index_to_datetime()\n", | |
| "uran_ped.plot.line(ax=ax, grid=True, legend=False, color='orange', lw=1)\n", | |
| "#print(oil_ped.min(axis=1, skipna=True))\n", | |
| "\n", | |
| "ax.fill_between(oil_ped.index, oil_ped.min(axis=1, skipna=True), oil_ped.max(axis=1, skipna=True), alpha=0.5, color='navy')\n", | |
| "ax.fill_between(coal_ped.index, coal_ped.min(axis=1, skipna=True), coal_ped.max(axis=1, skipna=True), alpha=0.5, color='black')\n", | |
| "ax.fill_between(gas_ped.index, gas_ped.min(axis=1, skipna=True), gas_ped.max(axis=1, skipna=True), alpha=0.5, color='c')\n", | |
| "ax.fill_between(lng_ped.index, lng_ped.min(axis=1, skipna=True), lng_ped.max(axis=1, skipna=True), alpha=0.5, color='teal')\n", | |
| "ax.fill_between(lng_ped.index, lng_ped.min(axis=1, skipna=True), lng_ped.max(axis=1, skipna=True), alpha=0.5, color='teal')\n", | |
| "\n", | |
| "ax.fill_between(uran_ped.index, uran_ped.min(axis=1, skipna=True), uran_ped.max(axis=1, skipna=True), alpha=0.5, color='orange')\n", | |
| "\n", | |
| "ax.set_title('Prices of energy density by fuels types, monthly average, $/MJ', fontsize=14, color='maroon')\n", | |
| "\n", | |
| "blue_pt=mpatches.Patch(color='navy', label='Oils (BRENT, WTI, URALS, Dubai)')\n", | |
| "black_pt=mpatches.Patch(color='black', label='Coals (Australia, S. Africa)')\n", | |
| "cyan_pt=mpatches.Patch(color='c', label='Nat. gases (Henry Hub, Europe average)')\n", | |
| "lng_pt=mpatches.Patch(color='teal', label='LNG (China, Brasilia, Japan, UK)')\n", | |
| "orange_pt=mpatches.Patch(color='orange', label='Uranium (Yellowcake)')\n", | |
| "ax.legend(handles=[blue_pt, black_pt, lng_pt, cyan_pt, orange_pt])\n", | |
| "\n", | |
| "plt.show();\n" | |
| ] | |
| }, | |
| { | |
| "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": "3.6.4" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment