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@hughesadam87
Last active December 14, 2015 03:38
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Absorbance spectrum sodium citrate added to AuNPs
{
"metadata": {
"name": "Citrate"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Absorbance sodium citrate pH 10."
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"Batch Notes:\n",
"\n",
"Sodium citrate:\n",
" Added 2.5mL h20 to a quartz cuvette.\n",
" Added 500uL ph10 batch2 20-30nm np's (50% already).\n",
" At 5:25, stirred the solution. The absorbance curve seemed stable.\n",
" At 5:34, added sodim citrate, 10 ul each time. After adding 40ul citrate, these is a noticable change. \n",
" By end, some volume effect however, saw same behavior as before with oxalic."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from pyuvvis import *\n",
"from pyuvvis.IO.gwu_interfaces import from_oceanoptics\n",
"\n",
"ts=from_oceanoptics('data')\n",
"ts.name='Sodium Citrate ph10'\n",
"ts.save('NaCit.pickle')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 78
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts=ts.sub(ts.darkseries, axis=0)\n",
"specplot(ts)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 79,
"text": [
"<matplotlib.axes.AxesSubplot at 0x22983350>"
]
},
{
"output_type": "display_data",
"png": 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V8PBw1q9fj76+PuHh4ejp6bFhwwYAXr9+zbp167h06RLr16/H09NTUtaECROYNGkS/v7+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\n"
}
],
"prompt_number": 79
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"areaplot(ts)\n",
"ts=ts.as_interval('s')\n",
"areaplot(ts)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Warning: Recomputing area from shape (651, 341) to (1, 341)\n",
"Warning: Recomputing area from shape (651, 341) to (1, 341)"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
},
{
"output_type": "pyout",
"prompt_number": 80,
"text": [
"<matplotlib.axes.AxesSubplot at 0x21f560d0>"
]
},
{
"output_type": "display_data",
"png": 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MH//4RxQXF2POnDn45JNPMHLkSHzwwQcPXD4qKgpOTk7o37+/WFZaWoqxY8fC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\nXHA7fPiw6uzsVErNT3coNb8apre3172VdoOl5tL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},
{
"output_type": "display_data",
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OTg4mTJggXnb6+7ZiIhI3uuW9DbeatqXmndXRtufmZZvy64033jB6Bs7JGTkn52x+Scmo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\n"
}
],
"prompt_number": 80
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"h20=ts.ix[:,0.0:15.0]\n",
"nps=ts.ix[:,200.:400.]\n",
"citrates=ts.ix[:, 1000.:1400.]\n",
"\n",
"nps.baseline=h20.mean(axis=1)\n",
"citrates.baseline=nps.mean(axis=1)\n",
"cut=citrates.ix[250.0::]\n",
"\n",
"absplot(nps.ix[400.0::])\n",
"absplot(cut)\n",
"\n",
"sprnps=nps.ix[400.0::].as_iunit('a').idxmax().mean(axis=1)\n",
"citrates.baseline=h20.mean(axis=1)\n",
"sprcit=citrates.as_iunit('a').ix[400.0::].idxmax().mean(axis=1)\n",
"\n",
"r1=lambda x: round(x,1)\n",
"\n",
"print \"Near indiscernable peak shift of %s nm between sprnps (%s nm) and spr citrates (%s nm)'\"%(r1(sprcit-sprnps), r1(sprnps), r1(sprcit))\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Near indiscernable peak shift of 0.3 nm between sprnps (523.7 nm) and spr citrates (524.0 nm)'\n"
]
},
{
"output_type": "display_data",
"png": 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5+ek6R4WgpP7M3b+uJy/LkuFjRioqV0KiE9WrJykq0yMyk3aUmAmUmUuJmXSh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\n"
},
{
"output_type": "display_data",
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BnAcNErvGjY3rmJiYi4WpvwBib99V4FuBPQKzxMTEybie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\nDa8uRSwtxnqTgpqy1thYr2PLxo5cq7Ako7yeJ/Pccdg9mQ/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ZF2D27Nk8++yz+Pn5ERIS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\n"
}
],
"prompt_number": 81
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Let's look at the average effective change from citrate."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cut.iunit='a'\n",
"\n",
"plt.plot(cut.index, cut.mean(axis=1))\n",
"plt.xlim(400.0,800.0)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 82,
"text": [
"(400.0, 800.0)"
]
},
{
"output_type": "display_data",
"png": 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SUhiNRhgMhmbbl5aWovaXy5UPHTqES5cuMTBaUefOwPPPy7EHd8vKAh56yP3r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\n"
}
],
"prompt_number": 82
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"Hard to say, but plot seems consistent with glutamate in that it shows dilution effect plus some tendancy towards very slight aggregation."
]
}
],
"metadata": {}
}
]
}
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