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@GeorgyGol
Created October 18, 2018 18:05
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# URALS in rubles (and petroleum and diesel - will be)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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",
"%run '../serv_energy.py'\n",
"eng_co=sa.create_engine('sqlite+pysqlite:///fuels.sqlite3') #, echo=True)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/egor/anaconda3/lib/python3.6/site-packages/pandas/plotting/_core.py:1804: UserWarning: To output multiple subplots, the figure containing the passed axes is being cleared\n",
" plot_obj.generate()\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x1152 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"\n",
"import seaborn as sns\n",
"sns.set()\n",
"\n",
"fig, ax=plt.subplots(figsize=(14,16))\n",
"pdfUR=pd.read_sql('select * from URALS_RUB', eng_co).set_index('Date').rename(columns={'price_rub':'URALS, RUB/bbl'})\n",
"#print(pdfUR)\n",
"#pdfUR=pd.read_sql('select * from URALS', eng_co).set_index('Date').rename(columns={'Price':'URALS, $/bbl'})\n",
"pdfUR=FuelsDataFrame(pdfUR)\n",
"pdfUR.index_to_datetime()\n",
"#print(pdfUR)\n",
"axB, axU=pdfUR.plot.line(ax=ax, grid=True, legend=False, color='navy', lw=3, fontsize=12, \n",
" sharex=True, subplots=True, rot=0)\n",
"lM=int(pdfUR['URALS, RUB/bbl'].mean()) #pdfUR.loc[date(2011,1,1):date(2017,12,31)].mean()\n",
"lS=int(pdfUR['URALS, RUB/bbl'].std())\n",
"axU.axhline(y=lM, color='grey', linewidth=0.5)\n",
"axU.annotate('price mean = {}'.format(int(lM)), xy=(date(2009,1,1), lM+50), fontsize=10)\n",
"\n",
"axU.fill_between(pdfUR.index, lM-lS, y2=lM+lS, alpha=0.5, color='silver')\n",
"axU.fill_between(pdfUR.index, lM-2*lS, y2=lM+2*lS, alpha=0.3, color='silver')\n",
"axU.fill_between(pdfUR.index, lM-3*lS, y2=lM+3*lS, alpha=0.2, color='silver')\n",
"\n",
"axU.set_title('URALS price, monthly average, rub/bbl', fontsize=14)\n",
"axB.set_title('URALS price, monthly average, $/bbl', fontsize=14)\n",
"\n",
"plt.show();\n"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/egor/anaconda3/lib/python3.6/site-packages/pandas/plotting/_core.py:1804: UserWarning: To output multiple subplots, the figure containing the passed axes is being cleared\n",
" plot_obj.generate()\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1008x1152 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"figB, axB=plt.subplots(figsize=(14,16))\n",
"pdfB_C=pd.read_sql('select * from BRENT_CURR', eng_co).set_index('Date')\n",
"\n",
"\n",
"pdfB_C=FuelsDataFrame(pdfB_C)\n",
"pdfB_C.index_to_datetime()\n",
"#print(pdfB_C)\n",
"\n",
"axBR, axBY, axBU, axTRY, axBUK=pdfB_C.plot.line(ax=axB, grid=True, legend=False, color='navy', lw=3, fontsize=12, \n",
" sharex=True, subplots=True, rot=0)\n",
"axBR.set_title('BRENT price, monthly average, rub/bbl', fontsize=14)\n",
"axBR.axhline(y=pdfB_C['price_rub'].mean(), color='grey', linewidth=0.5)\n",
"axBY.set_title('BRENT price, monthly average, CNY/bbl', fontsize=14)\n",
"axBY.axhline(y=pdfB_C['price_yuan'].mean(), color='grey', linewidth=0.5)\n",
"axBU.set_title('BRENT price, monthly average, EUR/bbl', fontsize=14)\n",
"axBU.axhline(y=pdfB_C['price_euro'].mean(), color='grey', linewidth=0.5)\n",
"\n",
"axTRY.set_title('BRENT price, monthly average, TRY/bbl', fontsize=14)\n",
"axTRY.axhline(y=pdfB_C['price_tlira'].mean(), color='grey', linewidth=0.5)\n",
"\n",
"axBUK.set_title('BRENT price, monthly average, UAH/bbl', fontsize=14)\n",
"axBUK.axhline(y=pdfB_C['price_grivna'].mean(), color='grey', linewidth=0.5)\n",
"\n",
"plt.show();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"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
}
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