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@djhume
Last active December 19, 2015 20:58
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Example of EAtools use with the EA Data Warehouse
{
"metadata": {
"name": ""
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"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Demand weighted average price plot\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Code to generate a suitable demand weighted average price plot (and comparison vs previous years) for reporting purposes."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import EAtools as ea\n",
"import pandas as pd \n",
"import pandas.io.sql as sql\n",
"import pyodbc \n",
"import datetime as dt\n",
"import time\n",
"\n",
"ea.set_options()\n",
"ea.ea_report_style()\n",
"rcParams['lines.linewidth']=2 #reduce the line width..."
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Connect to the Data Warehouse"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"linux = True\n",
"\n",
"if linux == True:\n",
" conNZX = pyodbc.connect('DSN=NZxDaily_LIVE;UID=linux_user;PWD=linux')\n",
" conHH = pyodbc.connect('DSN=HH;UID=linux_user;PWD=linux')\n",
" conDW = pyodbc.connect('DSN=DWMarketData;UID=linux_user;PWD=linux')\n",
"\n",
"else:\n",
" conNZX = pyodbc.connect('DRIVER={SQL Server Native Client 10.0};SERVER=eadwprod\\live;DATABASE=NZxDaily_LIVE;UID=linux_user;PWD=linux')\n",
" conHH = pyodbc.connect('DRIVER={SQL Server Native Client 10.0};SERVER=eadwprod\\live;DATABASE=HH;UID=linux_user;PWD=linux') \n",
" conDW = pyodbc.connect('DRIVER={SQL Server Native Client 10.0};SERVER=eadwprod\\live;DATABASE=DWMarketData;UID=linux_user;PWD=linux')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Define start and end datetime objects"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dBegt0 = datetime.date(dt.datetime.now().date().year,dt.datetime.now().date().month-1,1)\n",
"dEndt0 = dt.datetime.now().date()-dt.timedelta(days=1)\n",
"#dBegt0 = dt.datetime.now().date()-dt.timedelta(days=31)\n",
"#dEndt0 = dt.datetime.now().date()+dt.timedelta(days=31)\n",
"\n",
"dBegt1 = datetime.date(dt.datetime.now().date().year-1,dt.datetime.now().date().month-1,1)\n",
"dEndt1 = datetime.date(dt.datetime.now().date().year-1,dt.datetime.now().date().month+2,1)-dt.timedelta(days=1)\n",
"#dBegt1 = datetime.date(dBegt0.year-1,dBegt0.month,dBegt0.day)\n",
"#dEndt1 = datetime.date(dEndt0.year-1,dEndt0.month,dEndt0.day)\n",
"\n",
"dBegt2 = datetime.date(dt.datetime.now().date().year-2,dt.datetime.now().date().month-1,1)\n",
"dEndt2 = datetime.date(dt.datetime.now().date().year-2,dt.datetime.now().date().month+2,1)-dt.timedelta(days=1)\n",
"#dBegt2 = datetime.date(dBegt0.year-2,dBegt0.month,dBegt0.day)\n",
"#dEndt2 = datetime.date(dEndt0.year-2,dEndt0.month,dEndt0.day)\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Get the data from the DW"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"tic = time.clock()\n",
"l0 = ea.timeseries_convert(ea.get_load(conNZX,dBegt0,dEndt0,1,50))\n",
"p0 = ea.timeseries_convert(ea.get_prices(conNZX,dBegt0,dEndt0,1,50))\n",
"\n",
"l1 = ea.timeseries_convert(ea.get_load(conNZX,dBegt1,dEndt1,1,50))\n",
"p1 = ea.timeseries_convert(ea.get_prices(conNZX,dBegt1,dEndt1,1,50))\n",
"\n",
"l2 = ea.timeseries_convert(ea.get_load(conNZX,dBegt2,dEndt2,1,50))\n",
"p2 = ea.timeseries_convert(ea.get_prices(conNZX,dBegt2,dEndt2,1,50))\n",
"toc = time.clock()\n",
"print \"Took %s seconds to retrieve and convert data from warehouse!\" % str(toc-tic)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Took 290.53 seconds to retrieve and convert data from warehouse!\n"
]
}
],
"prompt_number": 4
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Calculate the LWAP"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def lwap(p,l):\n",
" return (p*l).sum(axis=1)/l.sum(axis=1)\n",
"\n",
"lwap0 = lwap(p0,l0)\n",
"lwap1 = lwap(p1,l1)\n",
"lwap2 = lwap(p2,l2)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Shift the index of previous years data to match current year and whack into a DataFrame"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def shift_index(df,year_shift):\n",
" return df.index.map(lambda x: dt.datetime(x.year+year_shift,x.month,x.day,x.hour,x.minute))\n",
"\n",
"lwap1.index = shift_index(lwap1,1)\n",
"lwap2.index = shift_index(lwap2,2)\n",
"lwaps = pd.DataFrame({str(dBegt0) + ' to ' + str(dEndt0):lwap0,str(dBegt1) + ' to ' + str(dEndt1):lwap1,str(dBegt2) + ' to ' + str(dEndt2):lwap2})"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"lwaps.plot(color=[ea.ea_p['gy1'],ea.ea_p['br2'],ea.ea_p['rd1']])\n",
"ylabel('$/MWh')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 7,
"text": [
"<matplotlib.text.Text at 0x2a2295d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
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WhqSkJIvWDQgIgFqtNrtuTk4OysvL0aCBnB/9+/bti4yMDOzdu9foa1RpypQp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\nj4iIiMhS/v7++O233xxdBhGRxRo3boy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SAAAg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\nEhRTvCWRK3csDrtg0RrjyudF6eUkWd0tMO2gmGp96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ytgMx+4tFzuc3s4Y+X5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t0WeRyzFU9/z8plYIUw5LST02IoHx+/pDnKjmDYyVktvbBg08TPrlslZOibvWK9rzkYkRxl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\nERERERFlxf8HDZ+3ZDyek30AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x32eb450>"
]
}
],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Examples of python text string manipulation..."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"\"The current demand weighted average price so far this month is $%.2f with a maximum of $%.2f on %s\" % \\\n",
"(lwap0.groupby(lambda x: x.month).mean()[1:2].values[0], \\\n",
" lwap0.groupby(lambda x: x.month).max()[1:2].values[0],\\\n",
" lwap0.groupby(lambda x: x.month).idxmax()[1:2].to_string().split()[1])\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 11,
"text": [
"u'The current demand weighted average price so far this month is $56.09 with a maximum of $351.79 on 2013-07-08'"
]
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"\"The monthly demand weighted average price in %s, %s, was $%.2f, while in %s, %s, it was $%.2f\" % \\\n",
"(ea.month2[dBegt1.month], \\\n",
" str(dBegt1.year), \\\n",
" lwap1.groupby(lambda x: x.month).mean()[1:2].values[0],\\\n",
" ea.month2[dBegt2.month], \\\n",
" str(dBegt2.year), \\\n",
" lwap2.groupby(lambda x: x.month).mean()[1:2].values[0])\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 13,
"text": [
"'The monthly demand weighted average price in July, 2012, was $81.40, while in July, 2011, it was $53.51'"
]
}
],
"prompt_number": 13
}
],
"metadata": {}
}
]
}
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