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@kumanna
Last active August 23, 2016 05:41
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Sensex and moving averages
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{
"cells": [
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"from pandas import read_csv\n",
"\n",
"index_data = read_csv('SENSEX.csv', parse_dates=True, usecols=['Low'])\n",
"index_data['Close'] = index_data['Low']\n",
"del index_data['Low']"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Calculate moving averages\n",
"sma_30 = np.convolve(index_data['Close'], np.ones(30) / 30)\n",
"sma_200 = np.convolve(index_data['Close'], np.ones(200) / 200)\n",
"\n",
"# Restrict length to the length of the data\n",
"sma_30 = sma_30[:len(index_data.index)]\n",
"sma_200 = sma_200[:len(index_data.index)]"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
},
{
"data": {
"image/png": 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yuQgICGDo0KFkZ2d79rtcLqpVq1bkZ05ODtnZ2bhcLmbPnl3oPefPn094eLhPjpGWlobL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5AAAg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\nRK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f8d8d7db128>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%pylab inline\n",
"fig, ax = pylab.subplots(1)\n",
"ax.semilogy(index_data.index, index_data['Close'], label='SENSEX')\n",
"ax.semilogy(index_data.index[30:], sma_30[30:], label='SENSEX 30DMA')\n",
"ax.semilogy(index_data.index[200:], sma_200[200:], label='SENSEX 200DMA')\n",
"ylabels = [100., 1000., 10000., 100000.]\n",
"ax.set_yticks(ylabels)\n",
"ax.set_yticklabels([str(i)[:-2] for i in ylabels])\n",
"ax.grid(True)\n",
"ax.legend()\n",
"fig.autofmt_xdate()\n",
"fig.set_size_inches([12.0, 8.0])"
]
}
],
"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": "3.5.2+"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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