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@steko
Last active August 29, 2015 14:11
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IOSACal session in IPython Notebook
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{
"metadata": {
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"signature": "sha256:9fbe2d0c34b0355e0bee9f18fc01d32cf6a148d0e6706a2be12d2074ae3d5043"
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"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"IOSACal in action!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"IOSACAL is the radiocarbon calibration software from the IOSA project. It's written in Python and it's open source. This demo is based on the current development version (0.2). Documentation is at <http://c14.iosa.it/>."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"An interactive session with IOSACal in IPython Notebook is the best way to get familiar with the software and create beautiful reports that are also self-explaining and repeatable.\n",
"\n",
"This is the standard import needed to start working with IOSACal and IPython:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from iosacal import R, combine, iplot\n",
"%matplotlib inline"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you are going to define labels in languages different from English, please do this:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from __future__ import unicode_literals"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Radiocarbon data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now define three radiocarbon determinations and combine them:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"rs = [R(3320, 65, 'LTL-32131'), R(3320,65,'LTL-123414'), R(3325,55,'LRS-8384')]\n",
"cr = combine(rs)\n",
"print(cr)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"RadiocarbonSample( Combined from LTL-32131, LTL-123414, LRS-8384 with test statistic 0.005 : 3322 \u00b1 35 )\n"
]
}
],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that we have a combined age, calibrate it using the _IntCal13_ curve:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"calcr = cr.calibrate('intcal13')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The calibrated date can be plotted as normal:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"iplot(calcr)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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Lef/+fVZAQIDWUjBNURRiYmI058+f5xiOX19fT924ccNqiydFUZBIJNqSkhJmamoqG2j6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\nbZWk0wAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7fe989767438>"
]
}
],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Multiple dates\n",
"\n",
"IOSACal can plot multiple dates for comparing, and you can use Python as normal "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"v = [r.calibrate('intcal13') for r in rs]\n",
"v.append(calcr)\n",
"iplot(v)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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Vevfdd8873aGqqkp33HGHdu7cqdzcXB06dEhz5syRJAWDQV133XVqamq6YPvv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\nmIiIiIjc2v8PgI4wx3RqmbIAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7ffdc4cf9080>"
]
}
],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This was a quick tour of IOSACal used interactively in IPython. Thank you!"
]
}
],
"metadata": {}
}
]
}
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