Skip to content

Instantly share code, notes, and snippets.

Created November 27, 2012 10:07
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 1 You must be signed in to fork a gist
  • Save anonymous/4153430 to your computer and use it in GitHub Desktop.
Save anonymous/4153430 to your computer and use it in GitHub Desktop.
Repo Rate IPython + Pandas
{
"metadata": {
"name": "REPO Rate Research"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd\n",
"import numpy as np\n",
"from datetime import *"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 60
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"\u041a\u0430\u0447\u0430\u0435\u043c \u043a\u043e\u0442\u0438\u0440\u043e\u0432\u043a\u0438 \u0438\u043d\u0434\u0435\u043a\u0441\u0430 \u0420\u0415\u041f\u041e "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"url = 'http://www.micex.ru/issrpc/marketdata/stock/index/history/by_ticker/index_history_MICEXEQRRON.csv?secid=MICEXEQRRON&lang=ru'\n",
"df = pd.read_csv(url, sep=';', index_col=2, parse_dates = [2]) "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 50
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print df"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"DatetimeIndex: 1718 entries, 2012-11-23 00:00:00 to 2006-01-10 00:00:00\n",
"Data columns:\n",
"ID 1718 non-null values\n",
"NAME 1718 non-null values\n",
"OPEN 0 non-null values\n",
"HIGH 0 non-null values\n",
"LOW 0 non-null values\n",
"CLOSE 1718 non-null values\n",
"VALUE 1718 non-null values\n",
"DURATION 0 non-null values\n",
"YIELD 0 non-null values\n",
"dtypes: float64(7), object(2)\n"
]
}
],
"prompt_number": 51
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df['CLOSE'].plot()\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 52,
"text": [
"<matplotlib.axes.AxesSubplot at 0x54ea970>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAWwAAAD/CAYAAADVGuzgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhU8AAAAASUVORK5CYII=\n"
}
],
"prompt_number": 52
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u041e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u043b\u043e\u043d\u043a\u0443 Close \u0438 \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u0443\u0435\u043c \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u0435 \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u0432 REPO"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dfrepo = df[['CLOSE']]\n",
"dfrepo.columns = ['REPO']\n",
" "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 53
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dfrepo\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 54,
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"DatetimeIndex: 1718 entries, 2012-11-23 00:00:00 to 2006-01-10 00:00:00\n",
"Data columns:\n",
"REPO 1718 non-null values\n",
"dtypes: float64(1)"
]
}
],
"prompt_number": 54
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"\u041a\u0430\u0447\u0430\u0435\u043c \u043a\u043e\u0442\u0438\u0440\u043e\u0432\u043a\u0438 \u0438\u043d\u0434\u0435\u043a\u0441\u0430 \u041c\u041c\u0412\u0411"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"micexurl = 'http://www.micex.ru/issrpc/marketdata/stock/index/history/by_ticker/index_history_MICEXINDEXCF.csv?secid=MICEXINDEXCF&lang=ru'\n",
"dfmicex = pd.read_csv(micexurl, sep=';', index_col=2, parse_dates = [2])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 55
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u041e\u0441\u0442\u0430\u0432\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u0430\u043d\u043d\u044b\u0435 \u043f\u043e\u0441\u043b\u0435 2006 \u0433\u043e\u0434\u0430"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dfmicex = dfmicex[dfmicex.index > datetime(2006, 1, 1)]\n",
"dfmicex\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 61,
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"DatetimeIndex: 1721 entries, 2012-11-23 00:00:00 to 2006-01-10 00:00:00\n",
"Data columns:\n",
"ID 1721 non-null values\n",
"NAME 1721 non-null values\n",
"OPEN 1721 non-null values\n",
"HIGH 1721 non-null values\n",
"LOW 1721 non-null values\n",
"CLOSE 1721 non-null values\n",
"VALUE 1721 non-null values\n",
"DURATION 0 non-null values\n",
"YIELD 0 non-null values\n",
"dtypes: float64(7), object(2)"
]
}
],
"prompt_number": 61
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dfmicex['CLOSE'].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 62,
"text": [
"<matplotlib.axes.AxesSubplot at 0x6e82ed0>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAD/CAYAAAAUnaZMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n"
}
],
"prompt_number": 62
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"\u041e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u0435\u043c OHLC Micex + Repo"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df = dfmicex.combine_first(dfrepo)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 63
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 64,
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"DatetimeIndex: 1721 entries, 2006-01-10 00:00:00 to 2012-11-23 00:00:00\n",
"Data columns:\n",
"CLOSE 1721 non-null values\n",
"DURATION 0 non-null values\n",
"HIGH 1721 non-null values\n",
"ID 1721 non-null values\n",
"LOW 1721 non-null values\n",
"NAME 1721 non-null values\n",
"OPEN 1721 non-null values\n",
"REPO 1718 non-null values\n",
"VALUE 1721 non-null values\n",
"YIELD 0 non-null values\n",
"dtypes: float64(8), object(2)"
]
}
],
"prompt_number": 64
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u0427\u0442\u043e\u0431\u044b \u0443\u0434\u043e\u0431\u043d\u0435\u0435 \u0431\u044b\u043b\u043e \u043e\u043f\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c DataFrame \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u0443\u0435\u043c \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u043e\u0441\u0442\u0430\u0432\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0430\u043c\u044b\u0435 \u043d\u0443\u0436\u043d\u044b\u0435"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df = df[ ['OPEN', 'HIGH', 'LOW', 'CLOSE', 'REPO'] ]\n",
"df.columns = ['O','H','L', 'C', 'R']\n",
" "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 67
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 68,
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"DatetimeIndex: 1721 entries, 2006-01-10 00:00:00 to 2012-11-23 00:00:00\n",
"Data columns:\n",
"O 1721 non-null values\n",
"H 1721 non-null values\n",
"L 1721 non-null values\n",
"C 1721 non-null values\n",
"R 1718 non-null values\n",
"dtypes: float64(5)"
]
}
],
"prompt_number": 68
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df['R'].plot(c='r')\n",
"title('REPO INDEX')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 73,
"text": [
"<matplotlib.text.Text at 0x7980c70>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAWwAAAEJCAYAAACwph1QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n"
}
],
"prompt_number": 73
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df['C'].plot(c='g')\n",
"title('MICEX INDEX')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 74,
"text": [
"<matplotlib.text.Text at 0x79dd350>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAEJCAYAAABxIVf8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n"
}
],
"prompt_number": 74
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"repo = df['R']\n",
"c = df['C'] "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 76
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"avgrepo = pd.rolling_mean(repo, 10)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 77
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"x = repo / avgrepo\n",
"x.plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 82,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7bddf50>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAW8AAAD/CAYAAAA+LVfjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n"
}
],
"prompt_number": 82
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment