Skip to content

Instantly share code, notes, and snippets.

@hughesadam87
Created February 24, 2013 01:05
Show Gist options
  • Save hughesadam87/5022133 to your computer and use it in GitHub Desktop.
Save hughesadam87/5022133 to your computer and use it in GitHub Desktop.
12nm and 30nm batches ph4.3 glutamate binding
{
"metadata": {
"name": "glutamate"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "raw",
"metadata": {},
"source": [
"I have experimental data for glutamate binding to 30nm and 12nm batch2 nps in PH 4.3 HCL soln. \n",
"\n",
".01M glutamate solution was made prior to mimic the exact conditions of Hesh's paper."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from pyuvvis import *\n",
"\n",
"ts30=tsload('30nm_ph4.3_glutamate.pickle')\n",
"ts12=tsload('12nm_ph4.3_glutamate.pickle')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 110
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Batch2 30nm nps"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts=ts30.ix[:, ::10] #REDUCE DATASET\n",
"ts=ts.sub(ts.darkseries, axis=0)\n",
"specplot(ts)\n",
"areaplot(ts)\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Warning: Recomputing area from shape (651, 176) to (1, 176)\n"
]
},
{
"output_type": "pyout",
"prompt_number": 111,
"text": [
"<matplotlib.axes.AxesSubplot at 0x8384190>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAZEAAAEXCAYAAABsyHmSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMxmZT8YqgQAAAABJRU5ErkJggg==\n"
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAZgAAAEWCAYAAABbgYH9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n7AInGIZhGMYucIJhGIZh7ML/AEKq7hbb+4BHAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 111
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Actually am going to slice raw times based on notes instead of intervals**"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"h20=ts.ix[:,'2013-02-20 10:34:00':'2013-02-20 10:45:00']\n",
"nps=ts.ix[:,'2013-02-20 11:33:00':'2013-02-20 11:41:00']\n",
"g1=ts.ix[:,'2013-02-20 11:44:00':'2013-02-20 11:58:00']\n",
"g2=ts.ix[:,'2013-02-20 12:15:00':'2013-02-20 12:20:00']\n",
"\n",
"nps.baseline=h20.mean(axis=1)\n",
"g1.baseline=h20.mean(axis=1)\n",
"\n",
"nps.iunit='a'\n",
"g1.iunit='a'\n",
"\n",
"### Plotting single mean curve, so absplot barfs because of series\n",
"plt.plot(nps.index, nps.mean(axis=1), color='g')\n",
"plt.plot(nps.index, g1.mean(axis=1), color='r')\n",
"plt.xlim(400.0,700.0)\n",
"plt.ylim(0.0, 0.35)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 112,
"text": [
"(0.0, 0.35)"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAD5CAYAAAAgGF4oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRub/ARsfVuC5p3y8AAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 112
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"g1.iunit=None\n",
"nps.iunit=None\n",
"g1.baseline=nps.mean(axis=1)\n",
"\n",
"nps.iunit='a'\n",
"g1.iunit='a'\n",
"\n",
"plt.plot(nps.index, g1.mean(axis=1), color='r')\n",
"plt.xlim(250.0,800.0)\n",
"plt.ylim(-0.004, 0.002)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 113,
"text": [
"(-0.004, 0.002)"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAD9CAYAAABA8iukAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ncBMAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 113
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"How does the dispersion look for the next drop, which should probably be dispersion-free."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"g1.iunit=None\n",
"g2.baseline=g1.mean(axis=1)\n",
"\n",
"g1.iunit='a'\n",
"g2.iunit='a'\n",
"\n",
"p=plt.plot(g2.index, g2.mean(axis=1))\n",
"plt.xlim(250.0,800.0)\n",
"plt.ylim(-0.008, 0.002)\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 114,
"text": [
"(-0.008, 0.002)"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAD9CAYAAABA8iukAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngzE0iIjIYAwNIiIy2P8DCaYnxk7PKqgAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 114
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"NOPE THIS APPEARS TO BE ONLY A DILUTION EFFECT! I CAN INVERT THE LAST PLOT AND SEE IT IS INDEED THE NP SPECTRUM. (INDEED SPR PREAK AT 524.8nm)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.plot(g2.index, g2.mean(axis=1))\n",
"plt.xlim(250.0,800.0)\n",
"plt.ylim(-0.008, 0.002)\n",
"plt.gca().invert_yaxis()\n",
"\n",
"print 'spr= %s nm'%round(g2.ix[400.0:700.0].idxmin().mean(), 1)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"spr= 524.9 nm\n"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAD9CAYAAABA8iukAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nNIiIyGhMGkREZLT/B87HhMaD/7O2AAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 115
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Will still try batch 1 nps"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts=ts12\n",
"ts=ts.sub(ts.darkseries, axis=0)\n",
"specplot(ts)\n",
"areaplot(ts)\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Warning: Recomputing area from shape (651, 370) to (1, 370)\n"
]
},
{
"output_type": "pyout",
"prompt_number": 116,
"text": [
"<matplotlib.axes.AxesSubplot at 0x3dca9d0>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAZEAAAEXCAYAAABsyHmSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n"
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAZgAAAEWCAYAAABbgYH9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nfQwAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 116
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts.columns\n",
"\n",
"h20=ts.ix[:,'2013-02-20 13:00:00':'2013-02-20 13:02:00']\n",
"nps=ts.ix[:,'2013-02-20 13:13:00':'2013-02-20 13:15:00']\n",
"g1=ts.ix[:,'2013-02-20 13:18:00':'2013-02-20 13:20:00']\n",
"g2=ts.ix[:,'2013-02-20 13:24:00'::]\n",
"\n",
"nps.baseline=h20.mean(axis=1)\n",
"g1.baseline=h20.mean(axis=1)\n",
"\n",
"nps.iunit='a'\n",
"g1.iunit='a'\n",
"\n",
"### Plotting single mean curve, so absplot barfs because of series\n",
"plt.plot(nps.index, nps.mean(axis=1), color='g')\n",
"plt.plot(nps.index, g1.mean(axis=1), color='r')\n",
"plt.xlim(400.0,700.0)\n",
"plt.ylim(0.0, 0.8)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 117,
"text": [
"(0.0, 0.8)"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAXgAAAD9CAYAAAC2l2x5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3XlcVPX+x/HXIMiiiAuYSTqhokDKoiKoqeQCKprdtJQ0\nDTf0alip3W6bWv1sMROulVJpuaTmcjU1lTAdcWNxVxR3XFAQJTYFZDm/P+ZGkQgqDAeGz/PxmAcM\nc5p5n069OXzP95yjURRFQQghhNExUTuAEEIIw5CCF0IIIyUFL4QQRkoKXgghjJQUvBBCGCkpeCGE\nMFJlFnxkZCTOzs44Ojoyf/78e17Pzs5m1KhReHh40KNHD37++WeDBBVCCPFwNGXNg/fw8CA0NBSt\nVoufnx979uzB1ta26PWFCxdy7Ngxvv76ay5dukTPnj05d+4cGo3G4OGFEELcX6l78Onp6QB0794d\nrVaLr68v0dHRxZaxsbEhMzOTvLw8UlNTsbKyknIXQogqwLS0F2NjY3Fycip67uLiQlRUFP7+/kU/\nCwgIYNOmTdja2pKfn8/+/fvveR8pfCGEeDTludhAuQ+yfvnll5iamnL9+nV27NiBv78/hYWF9yyn\nKIrRPmbMmKF6Blk/WTdZP+N7lFepBe/p6Ul8fHzR87i4OLy9vYstExkZyfDhw7GyssLLy4umTZty\n5syZcgcTQghRPqUWvI2NDaAv8YSEBCIiIvDy8iq2TK9evdi0aROFhYVcuHCB1NTUYsM6Qggh1FHq\nGDxASEgIQUFB5OXlERwcjK2tLWFhYQAEBQUxbNgwTp48SceOHbGzsyM0NNTgoasaHx8ftSMYlDGv\nnzGvG8j61XRlTpOskA/RaCpkPEkIIWqS8nannMkqhBBGSgpeCCGMlBS8EEIYKSl4IYQwUlLwQghh\npKTghRDCSEnBCyGEkZKCF0IIIyUFL4QQRkoKXgghjJQUvBBCGCkpeCGEMFJS8EIIYaSk4IUQwkhJ\nwQshhJGSghdCCCMlBS+EEEZKCl4IIYyUFLwQQhipMgs+MjISZ2dnHB0dmT9//j2vf/7553h4eODh\n4UG7du0wNTUlLS3NIGGFEEI8uDJvuu3h4UFoaCharRY/Pz/27NmDra1tictu3ryZkJAQtm/fXvxD\n5KbbQgjx0Ax60+309HQAunfvjlarxdfXl+jo6Psuv2LFCgICAh45jBBCiIpjWtqLsbGxODk5FT13\ncXEhKioKf3//e5a9c+cO4eHhfP311yW+18yZM4u+9/HxwcfH59ESCyGEkdLpdOh0ugp7v1IL/mFs\n2rSJp59+mvr165f4+l8LXgghxL3+vvM7a9ascr1fqUM0np6exMfHFz2Pi4vD29u7xGVXrVolwzNC\nCFGFlFrwNjY2gH4mTUJCAhEREXh5ed2zXHp6OpGRkQwaNMgwKYUQQjy0ModoQkJCCAoKIi8vj+Dg\nYGxtbQkLCwMgKCgIgA0bNuDn54elpaVh0wqjEX8zngPXDpCRm0Ejy0Z0su+EQwMHtWMJYVTKnCZZ\nIR8i0yQFoCgKq06s4pO9n5CanUrXZl1pYNmA5Kxk9l7Zi0N9B97v8T79HfurHVWIKqG83SkFLyrF\nzTs3eXn9yyRnJfNxr4/p07IPJpo/RwgLCgvYEL+Bt357Cy97L74Z+A1WZlYqJhZCfQadBy9ERbjw\n+wW6Lu5K28ZtiR4bjV8rv2LlDlDLpBaDXQZzdMJRAHyX+ZKanapGXCGMhhS8MKhjycd4evHTBHcK\nZk6fOZjVMit1eSszK5b+YyneT3jT7ftuJGUlVVJSIYyPFLwwmIS0BPr/2J8v/L5gUqdJ+h9mZ8N3\n30H//tC0KdSvD23awMsvw9atoCiYaEz43PdzXnR5kb7L+5Kek67uighRTckYvDCIlNspPP3900z2\nnMyrXq/qf7h2LUyZAu3bw6hR4OUFdevCtWuwaxd88w3Urq3/BeDqiqIoTPhlAqnZqaweshqNRqPu\nSglRyeQgq6hy8gry6L2sN12adeHjXh9DQQFMnw6bNsGSJdClS8n/oKLA99/Dv/4FCxbAkCHk5OfQ\neVFngjoEMaHjhMpdESFUJgUvqpzpEdOJuxHH5pc2Y3InGwIC4PZt/R58gwZlv8GRIzBgALz1Fkye\nzJlbZ+i6uCvbX96OWxM3w6+AEFWEzKIRVcp/T/2XNXFrWPaPZZjczYNBg/Slvm3bg5U7gLs77NkD\n//kPzJtH60atmdNnDoE/B5JfmG/YFRDCiEjBiwqTlJXEhM0TWPPCGhrVtoGXXoKGDWHxYjArffbM\nPZ58En77DUJCYO1aRrmNooFlA+ZH33vTGSFEyWSIRlSYF9a8gGNDR2b3mg3//CecO6cfdzc3f/Q3\nPXgQ+vWD/fs5U7+ALou6cDjoMM1smlVccCGqKBmiEVXChvgNHEs+xvs93odFi2DnTv2Ye3nKHaBD\nB3jvPXjxRVrX1RLsFcyUbVMqJrQQRk724EW5peWk0fbrtqwYvILuyRb6A6S7d+vnt1cERYHBg6Fl\nS3I+/hDnr5z5YdAP9HiyR8W8vxBVlMyiEaobv2k8JhoTFvaYA66uMG8ePPdcxX5ISgq0bQtbt7Kq\n9hk+3/c5MeNi7rnkgRDGRIZohKp0CTq2nN3Cp70/1c9f79mz4ssdwM4OPvsMxo1jaJvBmJqYsuL4\nior/HCGMiOzBi0eWnZeN60JXPu/zOYOSbGDECDhxQn/5AUNQFOjdG/r3Z+8L3gSsC+DMq2ewMLUw\nzOcJoTLZgxeqmb1nNm6PuTGoWW8YM0Z/9qmhyh1Ao4GFC+Hjj+lauyXtHmvH94e/N9znCVHNyR68\neCRnbp2hy6IuHJ1wFPsZn+vHyJcvr5wPnzYN0tKImjmWYWuHcfbVs2VepVKI6kgOsopKpygKfsv9\n8Gvpx1TFG4YM0Q/NNGpUOQHS0vQzdMLD6XN8OgFtAxjtMbpyPluISiRDNKLSrT25lmuZ1wh2G68f\nmvnyy8ord9APA82YAW+8wXvd3mX27tlyCQMhSlBmwUdGRuLs7IyjoyPz55d8mnhsbCyenp44Ozvj\n4+NT0RlFFZKZm8kbv77BAv8FmH38qX7q4uDBlR9k/Hi4epXu5/Npat2UNXFrKj+DEFVcmUM0Hh4e\nhIaGotVq8fPzY8+ePdja2ha9rigKrq6uzJs3j969e3Pz5s1ir4MM0RiTab9OI+VOCkvavAXdusGx\nY/obd6hh2TL49ls2fjOVD3d/RMzYGLlmvDAq5e1O09JeTE/X30mne/fuAPj6+hIdHY2/v3/RMgcO\nHMDV1ZXevXsD3FPuf5g5c2bR9z4+PrKnXw2duHGCJUeXcGLCcRgwVD9Mola5g/4yxB98wIBrdZma\nk8aey3vopu2mXh4hykmn06HT6Srs/Urdg9++fTuLFi1i5cqVACxcuJDExEQ+/PDDomU++ugj4uPj\nuXTpEvXr12fy5Mn4+fkV/xDZg6/2FEXhmSXP8OJTL/LPE5bw9dcQFQW1aqkbbMkS+P57vp7zIhEX\nIlg/dL26eYSoQAbdg38QOTk5HDlyhO3bt3Pnzh369OnDiRMnsLS0LO9biypkffx6UrNTCdIOhgGu\n+vunql3uAMOHw4cfEpjZihmXZ3Au9RytGrZSO5UQVUKpB1k9PT2Jj48veh4XF4e3t3exZTp37ky/\nfv1o0qQJLVq0oGPHjkRGRhomrVBFbn4u0yOmM89vHrX+9Zb+Ou/t26sdS8/UFKZNwzLkS8a2H8uX\nMV+qnUiIKqPUgrexsQH0M2kSEhKIiIjAy8ur2DLe3t7s2rWLO3fukJqayuHDh+natavhEotKFxod\nStvGbel1uRZs3w4ffKB2pOJGjYLoaCbV7cXyY8vJzstWO5EQVUKZQzQhISEEBQWRl5dHcHAwtra2\nhIWFARAUFESjRo0IDAykY8eO2NnZ8cEHH1C3bl2DBxeVIzkrmc/2fsb+kZHQ6wUIDQVra7VjFWdp\nCf/8J0989xOePp6sObmGkW4j1U4lhOrkTFZRqvGbxmNtbs3cU81h82b49Vf9NWGqmpQUaN2arRu/\n4KOz37F39F61EwlRbqofZBXG62jSUX4+/TNnhu6F4Z1h166qWe6gv5zwsGH4RVxgbP0ETtw4QdvG\nbdVOJYSqZA9elEhRFHot7cUQlyH8c9Ex/a33QkPVjlW6uDjo04eZSwK5lZ/B/H5yg25Rvcm1aIRB\nbDy9keTbyYyv1QnWr4e/nKhWZT31FLRqxaSk5qw4voI7eXfUTiSEqqTgxT1y83OZFjGNeb5fYPr6\nVJg1Cxo0UDvWg5k4Ebsla+j8RGd+OvGT2mmEUJUUvLhHSFQIbRq1wfdQOqSnw7hxakd6cM8/D8eP\n80bDASw8uFDtNEKoSg6yimIupV1izr45xA7fBV36w9KlVeOM1Qdlbg6BgfiEx3Ot+TWOJB3BvYm7\n2qmEUIUcZBXFDFo1iI6Pd+Q9XaH+oOXq1WpHengXL4KnJ//34wSu5t9igf8CtRMJ8UjkIKuoMBtP\nbyT+ZjxvNhsG//kPzJmjdqRH4+AAnTox8UJDVp1YRdbdLLUTCaEKKXgBQHpOOpO2TGKB/wLMX58G\nU6aAVqt2rEc3cSINf/iJ7trurDy+Uu00QqhCCl4A8Ob2N+nXqh89j2bA6dPwr3+pHal8+veHpCSm\nW/Qi7GCY2mmEUIUcZBXsvLiTLWe3cGLEfmjfGZYv1x+srM5q1YLx4+my+RgpbVM4mnQUtyZuaqcS\nolLJQdYa7vbd27gudCW0bygD5ofD7duweLHasSpGUhI4O/PhkjH8bl7IF35fqJ1IiIdS3u6Ugq/h\n3gh/g+TbyfzYaLz+5hnHj1efk5oexNCh3PBojavpt1x5/QpmtczUTiTEA5NZNOKRhZ8LZ3XcakK7\nzYbRo2HBAuMqd4CJE2m8dB0t6jsQfj5c7TRCVCop+BoqMSORURtGsfz55dh+OBe6doWBA9WOVfF6\n9IDCQt406caSo0vUTiNEpZKDrDVQfmE+AesCmNxpMj6XNPDf/+qHZoyRRgOvvEK/Pad4pXUEqdmp\nNLRsqHYqISqF7MHXQDN0M7AwteDfbSca79DMX40cifn6jTz7RC+5AJmoUaTga5jwc+EsObKE5f9Y\nRq0xY8Hf3ziHZv6qaVPo3Jk3rjvIMI2oUcos+MjISJydnXF0dGT+/HtvoKDT6bCxscHDwwMPDw8+\n+ugjgwQV5ffXcffGYcvh2jX4/HO1Y1WOwEBctx7kUvolTt88rXYaISpFmdMkPTw8CA0NRavV4ufn\nx549e7C1tS16XafT8cUXX7Bx48b7f4hMk1RdfmE+PZf0xLelL++a+MCQIRAdXb0vR/AwcnPB3p7Z\nX/yDLHs7ZvearXYiIcpk0GmS6enpAHTv3h2tVouvry/R0dH3LCflXfW9/dvb+nF3x9EwbBh8/33N\nKXfQn5kbEMCY42YsO7aMgsICtRMJYXClzqKJjY3Fycmp6LmLiwtRUVH4+/sX/Uyj0bBv3z7c3d3p\n2bMnkyZNomXLlve818y/3PLNx8cHHx+f8qcXD2TJkSWsO7WOmMD91HouAAIDoV8/tWNVvsBAHnv+\neRr/y5adCTvp3aK32omEKEan06HT6Srs/co9TbJ9+/ZcuXIFMzMzlixZwpQpU9i8efM9y82sDvf0\nNEL7ruxjesR0dK/oaPTZ/46h1NRt4eEBNja8XdCFJUeXSMGLKufvO7+zZs0q1/uVOkTj6elJfHx8\n0fO4uDi8vb2LLWNtbY2VlRVmZmaMGTOG2NhYcnNzyxVKVIwTN07w/E/Ps+S5JbjEJuiHZVasqF53\naKpIGg0EBuK/N4VNpzeRmZupdiIhDKrUgrexsQH0M2kSEhKIiIjAy8ur2DLJyclFY/CbNm3C1dUV\n8+p+JUIjcPbWWfyW+zHPbx79cp6AV17R353pscfUjqau4cOx2Por/Rp3Ye3JtWqnEcKgyhyiCQkJ\nISgoiLy8PIKDg7G1tSUsTH997aCgINauXcuCBQswNTXF1dWVuXPnGjy0KN2ltEv0WdaHD3w+IMDu\nGfD2htBQ6NJF7Wjqs7ODnj2ZfvUx3jBZQqBHoNqJhDAYuZqkkbmSfoWeS3sy2XMyU5xGQe/e+hOZ\nZsxQO1rVsWkThbNn89jz54gZG4NDAwe1EwlRIrmapChy9tZZun3fjYkdJzLlqdH6mTJdu8L776sd\nrWrp1w+ThASC6/my7NgytdMIYTBS8EbiePJxfJb48E63d3jDNUh/yzo3NwgJ0R9cFH8yNYURIxh7\nzJSlR5fKX5fCaEnBG4Hoq9H0Xtabub5zGef0Ejz7LLRqBV9/LeV+P4GBNFkfgSVm7L2yV+00QhiE\nFHw1t/PiTgauHMjiZxczrKmvfsy9eXP47jswkc17Xy4uaJo14/1cb7kAmTBa0gDV2MbTGxm6dig/\nDfkJfys36NYNnn5af0/VmjrX/WEEBjJgXwrrTq4jOy9b7TRCVDgp+GpIURTm7J3DhM0T2PzSZp65\n21Rf7K+8AnPmyLDMgxo2DMude+hZz40N8RvUTiNEhZOCr2ay7mYxcsNIVp5YSfTYaDpdNwEfH/00\nyOnT1Y5XvdSvD/3789bl5jJMI4ySFHw1cuj6IdqHtaeWpha7A3fTLPa0frbMwoX6C4iJhzd6NO23\nHiEmMYZrmdfUTiNEhZKCrwYKlULm7ptL3+V9+eCZD/hh0PfUWfAdjBgBa9bAoEFqR6y+evbE5Pc0\nXjXvxsrjK9VOI0SFkptuV3EnU04yftN4FBSix0bjYGoLo0bB0aOwfz84yFmY5WJiAqNGMfZoHAMt\nljG1y1S1EwlRYWQPvorKyM3g7d/epvv33QloG8DuwN04nE7WX/LW1BT27ZNyryivvMITmyPJzLzF\nseRjaqcRosJIwVcx+YX5hB0Io82XbbiWeY2jE44yqX0QJh9+pB+K+fRT/TTIOnXUjmo8WrRA4+zM\nzDud5NIFwqhIwVcR+YX5/HjsR1wXuLIqbhW/vPQLPzz3A/ZHL0D79rB3Lxw6BIMHqx3VOI0axaDo\nNFYcXyG38xNGQwpeZdl52Xx78FvafNmGbw59Q0jfEHaM3EF7E3v9vPaAAHj3Xdi2Dezt1Y5rvF54\ngXr7DuKkNGLHxR1qpxGiQlRawf9y5hdSs1Mr6+OqvLO3zjLt12k0D2nOhtMbWPLcEna9sgvfhp5o\n3nkHXFzA1hZOnYIXX5STlwytXj0YMID3ElvJMI0wGpU2i2Ze1DwC1gXwRL0n6Nq8K52f6EzHph1x\nsXPB1KRmTOZJuZ3CulPrWHViFSdTThLoEUj02GhaNGgBt27BBx/Af/4D//iHfjhGq1U7cs0yahRd\n35zGc40vcfvuberUluMconqr1Bt+5Bfmcyz5GPuu7GPflX0cun6IKxlXaNe4HR2adqB9k/a4NXHD\nydaJurXrGjqWwSmKwqmbp9h2bhtbz20lJjGG/o79GfbUMPq26ou5qTmcPw/z5sGPP+oPor7zDjg6\nqh29ZiooAK2WiZMd6No/iBGuI9ROJGq48t7wo/IK/rvvoHNncHIqdpXDjNwMjiQd4eC1gxy8fpAT\nN05w5tYZ7OrY4WzrjLOds/7r/763tbI1dNxHlpaTxtGko8Rei+XAtQPsu7IPjUZD31Z98Wvph19L\nP/1e4Z07sGEDLF0KBw7A+PEweTI0bar2Koh//5tT14/zWu88wkeEq51G1HDVp+CHD9efmJOaCl5e\n+vuDenvr53Xb2RVbvqCwgIS0BE7dPMWplFP6r//73qyWGc62zrjYueDY0BH7evbYW9tjX8+eptZN\nsTC1MMg6KIpCRm4GybeTScpKIjkrmWuZ1zh96zSnbp4i/mY8WXezaNu4LZ5NPfFs6kkn+060btQa\njUYDeXmwe7d+T/2//9X/Oxg1Sr/XbmVlkMziEcTHU9jzGRpPzub4q6d43PpxtROJGszgBR8ZGUlQ\nUBD5+fkEBwfz6quvlrhcbGwsnTt3ZvXq1Tz//PP3D5mcDFFR+hN1oqLg2DGwsIB27cDV9c+HszOY\nmxd7H0VRSMpKKir7c7+fIzEjkcTMRK5mXOV65nVsLGyob1Ef69rWWJtbU7d2Xaxr/++ruTV1zOqg\n0WgoVApRFIVCpZD8wnxyC3K5W3CX3Pz/fS3IJTc/l5t3buoL/XYyZiZmPFb3MR6r8xhN6jahSd0m\ntG7UuuivC3tre32Z/+HqVdi1CzZvhvBwaNEChg6F4cNlb70q8/Jinp8N+X59mN5VLuAm1GPwgvfw\n8CA0NBStVoufnx979uzB1rb4MElBQQF9+vTBysqKwMBABv9trnapIRVFX4THj+vL/o/H+fP6MzXb\nti3+ePJJqF27xLcqVApJuZ1CWk4aWXezyLybqf+am1n0/Pbd20WZTDQmaNBgamKKuak55rXMqV2r\ndtH35qbmNLJsRJO6TXis7mNYmd1nT7uwEC5dgpMn9Y+DB/W/wLKz9fdE7d8fBgyQUq8uvv6alK3r\n6N73Gif/ebL4L20hKpFBCz49PR0fHx8OHz4MQHBwMH5+fvj7+xdbLiQkhNq1axMbG8uAAQMeruDv\nJzcXTp+GEyeKP65e1Q/paLX6Oxf9/dGgAdjYgLV1xdz0orBQP8Pl2jVITNR//eORmKjPc/as/nNd\nXOCpp/T3Qu3SRX/bPCmH6ic1FcXBAa93GjNv2A90bd5V7USihipvwZc6PzE2NhYnJ6ei5y4uLkRF\nRRUr+MTERH7++Wd27NhBbGzsffd2Zs6cWfS9j48PPj4+pSczN/9zuOav8vP15Xr58p+Pkyf1JwJd\nvgxpaZCeDllZ+rFtGxv9HGdrazAz01/HxcxM/8jPh5ycPx+5ucWf5+Tox84bNtTvfdvb6782baov\n8X799N+3bq3/HGEcGjZE4+vLhykFLDq8SApeVBqdTodOp6uw9yv3BPTXXnuNTz75pOg3zf1+2/y1\n4MvF1PTPvfXSFBbqSz49HTIyIDNTX+h5eX8+zMz04/9/PMzNiz+3sNAPB8leeM0zZgw93/4Xw2wv\nE9I3hHrm9dROJGqAv+/8zpo1q1zv91BDNK+++ip9+/YttgffokWLolK/efMmVlZWfPvttzz77LN/\nfkg5/8wQotIVFEDLlkwNcsDJ9yXGdRindiJRA5W3O0u9VIHN/4YdIiMjSUhIICIiAi8vr2LLXLhw\ngYsXL3Lx4kWGDBnCggULipW7ENVSrVowdizBxyxZdHiR2mmEeCRlDtGEhIQQFBREXl4ewcHB2Nra\nEhYWBkBQUJDBAwqhmsBAmredyy1XC07cOEHbxm3VTiTEQ6nUSxUIUe089xz/bZXH7j6tmec3T+00\nooYx6BCNEDXe+PH035nIj8d+JDc/V+00QjwUKXghSuPnh0VKKoNytGw8vVHtNEI8FCl4IUrzv4Ot\n0+Lq893h79ROI8RDkYIXoiyjR9P614OcTIjlUtoltdMI8cCk4IUoyxNPoOnalY9vefDDkR/UTiPE\nA5OCF+JBjB/PP3bfZPGRxXJTblFtSMEL8SD69aNO0i28f6/Dbxd/UzuNEA9ECl6IB2FqCmPG8E78\nY3Jmq6g25EQnIR7U5csUerhjP6WA49POV+nbRwrjICc6CVFZmjfHxLszM261Zfmx5WqnEaJMUvBC\nPIxx4wjYl8F3h76Tv0pFlScFL8TD8PenXuItml3NICYxRu00QpRKCl6Ih2Fmhmb0aD4420wOtooq\nTw6yCvGwLl6koGMH7F8v5NybV6lbu67aiYSRkoOsQlQ2BwdqeXZi+vUWrIlbo3YaIe5LCl6IRzF+\nPKNi7sowjajSpOCFeBQDB9Lo6i00p09zKuWU2mmEKJEUvBCPwswMzSuvMPuCA98e+lbtNEKUSA6y\nCvGozp+nwKsTzV+Hs29ewcrMSu1EwsgY/CBrZGQkzs7OODo6Mn/+/Hte//nnn3Fzc8Pd3R1/f39i\nY2MfOYwQ1UrLltTyaM+U681ZdWKV2mmEuEeZe/AeHh6Ehoai1Wrx8/Njz5492Nr+eQ2O27dvU6dO\nHQB27drFe++9R2RkZPEPkT14YazWriX1s1n0GVubA+MOoNFo1E4kjIhB9+DT09MB6N69O1qtFl9f\nX6Kjo4st80e5/7G8hYXFI4cRotoZNIgGianYXbwhZ7aKKse0tBdjY2NxcnIqeu7i4kJUVBT+/v7F\nllu/fj2vv/46WVlZHDx4sMT3mjlzZtH3Pj4++Pj4PHpqIaoKMzM048bx8fEI5sV+hdcTXmonEtWY\nTqdDp9NV2PuVOkSzfft2Fi1axMqVKwFYuHAhiYmJfPjhhyUu/9NPP/HJJ59w+PDh4h8iQzTCmCUm\nUtiuLdrXFA5POyeXERYVxqBDNJ6ensTHxxc9j4uLw9vb+77LDx06lGvXrpGdnf3IgYSoduztMXmm\nJx9dd2HRITnxSVQdpRa8jY0NoJ9Jk5CQQEREBF5exf8EPX/+fNFvmC1bttChQwcsLS0NFFeIKmrS\nJF78LYkFMV+RX5ivdhohgDLG4AFCQkIICgoiLy+P4OBgbG1tCQsLAyAoKIh169axdOlSzMzM8PDw\n4LPPPjN4aCGqnGeewdK6AQGXclkTt4aAdgFqJxJCTnQSosKsXk3qJzPoPd6Cg0GHZMqkKDe5mqQQ\nVcXgwTTIyMPl9O/suLhD7TRCSMELUWFq1UIzfTqzD9owZ98ctdMIIQUvRIUaNYpmZ29w98hBjiUf\nUzuNqOGk4IWoSBYWaKZM4T/Hm/H5vs/VTiNqODnIKkRFS0ujsGUL3McVsOmtY2jra9VOJKopOcgq\nRFVTvz4mY8YSdqY1M3fNVDuNqMGk4IUwhNdew0t3jpjDm4m7Ead2GlFDScELYQhNm2IyfATL45x4\ne8fbaqcRNZQUvBCG8v77uO88RdrxWPZe3qt2GlEDScELYSh2dmimTuWH6KbM0M1QO42ogaTghTCk\n117jyTM3sDkUJ3vxotJJwQthSJaWaGbOZP6++ry5/U2ZLiwqlRS8EIY2ciSPp+bRLu4my44tUzuN\nqEGk4IUwNFNTNB9+yNxw+Pe26SRlJamdSNQQciarEJVBUaBnTzY/VZtvn7Zgw9ANcjlhUSY5k1WI\n6kCjgQXPLaSnAAAQ00lEQVQL8F91EOX0aZYeXap2IlEDyB68EJXpyy+5s2ghLYcmETPxMM1smqmd\nSFRh5e1OKXghKpOiQL9+RDbN46NnahE+IlyGasR9yRCNENWJRgOLF9PtlxPYn7xK2MEwtRMJI1Zm\nwUdGRuLs7IyjoyPz58+/5/Uff/wRNzc33NzceOmllzhz5oxBggphNJo2RfPVV4StvsPH4e9yKuWU\n2omEkSpziMbDw4PQ0FC0Wi1+fn7s2bMHW1vbotf379+Pi4sLNjY2LFmyhO3bt7NsWfG5vjJEI0QJ\nRo4kPvsKz/W4TvTYaGwsbNROJKoYgw7RpKenA9C9e3e0Wi2+vr5ER0cXW6Zz587Y2Oj/w/T392fX\nrl2PHEaIGmX+fJwOXuLNK80ZuWEkhUqh2omEkTEt7cXY2FicnJyKnru4uBAVFYW/v3+Jy3/zzTcM\nHDiwxNdmzpxZ9L2Pjw8+Pj4Pn1YIY2JjA+vXE9i7N3v/+QTv7niX2b1mq51KqEin06HT6Srs/Uot\n+Iexfft2li9fzr59+0p8/a8FL4T4Hzc3NAsX8s1rU3jadAXf1ndgXIdxaqcSKvn7zu+sWbPK9X6l\nDtF4enoSHx9f9DwuLg5vb+97ljt27BgTJkxg48aN1K9fv1yBhKhxBg+mVtAEdq6tw6db32HbuW1q\nJxJGotSC/2NsPTIykoSEBCIiIvDy8iq2zOXLlxk8eDA//vgjrVq1MlxSIYzZO+9g0bkbB8K1jFnz\nMkeTjqqdSBiBMmfR7Nq1iwkTJpCXl0dwcDDBwcGEhenn7gYFBTF27FjWr19P8+bNATAzMyMmJqb4\nh8gsGiHKVlAAgwdzqSCVbj4X2DcuiifqPaF2KqEiOZNVCGOSnQ29exOjNWNc99/ZHbibeub11E4l\nVCJnsgphTCwtYdMmPI/c4N1D1gxZPYS8gjy1U4lqSgpeiKqmYUM027YxZOslesXcZMIvE+QvYPFI\npOCFqIqaN0ezZQvTV1/FPHIfr4W/JiUvHpoUvBBVVbt2mKxew5dLb5K5K0JKXjw0KXghqrIePTBZ\nspTvFqWQqZOSFw9HCl6Iqq5fP0yWLuO7xSnc3vmrlLx4YFLwQlQHfftisvxHvvn+Jnd2/Mrr4a9L\nyYsyScELUV34+mKyYiVhP9zk9o5tUvKiTFLwQlQnvXtjsnIVYT/c4s5vUvKidFLwQlQ3vXph8tNq\nFi65RU7EVqZsmyLXkhclkoIXojp65hlM1qzl62WpNFkbzgtrXuBO3h21U4kqRq5FI0R1duoUysAB\nbGlrwYf9rNgwfBNN6jZRO5WoIHKxMSFqulu3UF54gTM5iQx+NptVo7fQtnFbtVOJCiAXGxOipmvU\nCE14OG3cerLnO4XAL3qw9exWtVOJKkD24IUwFooCX33F3Q9mMvQFhS4vvcW0LtPQaDRqJxOPSIZo\nhBDFRURQMPwl5vS25OBznVg4IIxGVo3UTiUegRS8EOJe585R+MILnLDKYli/LOYOXUw/x35qpxIP\nScbghRD3atUKk6goXDv259BX+az/eCRBm4NIz0lXO5moRLIHL4Sx27WLgnFjOWqbz9g+2bw99EsG\nOw+WsflqwOB78JGRkTg7O+Po6Mj8+fPveT0+Pp7OnTtjYWHB3LlzHzmIEMJAevSg1rHjtO81gugv\nczg981UGLffnUtoltZMJAytzD97Dw4PQ0FC0Wi1+fn7s2bMHW1vbotdTUlK4dOkSGzZsoEGDBkyd\nOvXeD5E9eCGqhpMnKfznRG4knmWU3218X3qfKd5TMDUxVTuZKIFB9+DT0/Xjdd27d0er1eLr60t0\ndHSxZezs7OjYsSNmZmaPHEIIUUlcXDDZqaPJzDn8ss4Cp7e/oPc8D/Zf2a92MmEApf7ajo2NxcnJ\nqei5i4sLUVFR+Pv7P/QHzZw5s+h7Hx8ffHx8Hvo9hBAVQKOB4cMxHTCA/u+/T8/ZP/B/+/rz2aDO\nzPCdjXsTd7UT1lg6nQ6dTldh71dpf5f9teCFEFWAjQ2a0FAsAwOZ9e+3uPPmfj76uQefDe7Ne30+\nwtnOWe2ENc7fd35nzZpVrvcrdYjG09OT+Pj4oudxcXF4e3uX6wOFEFWMuzu1tm7D+udt/N9tbxa+\nvoPFQZ0YvXo4F36/oHY6UQ6lFryNjQ2gn0mTkJBAREQEXl5eJS4rB1GFqOa8vDDdFk69n7cy+7Y3\n8179ha/GuDL6p5c4eO2g2unEIyhzFs2uXbuYMGECeXl5BAcHExwcTFhYGABBQUEkJSXh6elJRkYG\nJiYmWFtbc/LkSerWrfvnh8gsGiGqn/37yZv5Hndjo1ncwYSdfdswvN+/GOQ0SGbdVBK5VIEQwrDi\n4yn8cj75y5ayp7U5CzuZ4Px8EK+0H41DAwe10xk1KXghROXIyIClS8n+MoTb6SksapfHcT8P/H0n\nM8hpEFZmVmonNDpS8EKIyqUocOgQ+YsXUbBiGaceN+OHNtnc7t+HPl1G0N+xP3Vr1y37fUSZpOCF\nEOrJzYVffiHnpxVotm7l7OO1+bFVNr/37UEPn1fwb+1PPfN6aqestqTghRBVQ24u7NhBzpqVKBs2\ncK2ehpWOOVzv6krLXi/S18kfZ1tnucjZQ5CCF0JUPQUFsHcvd/+7hpxfNmKSfIMdrUyIbGOBad/+\neHsNppdDL6zNrdVOWqVJwQshqr6rV1HCw8nctBaznZEkWWv4RZvLZXcH6vbqh5drf7o27ypj938j\nBS+EqF4KCuDAAfK2/0rmr5uwOnCUaw1MiWh2l8vuLajTqy+eHgPo3KxzjS98KXghRPWWnw+HDpG3\n8zfSf91InZgjJFtr0DW9yyXnptTq3AWHzv3p/OTTONR3qFFj+FLwQgjjUlAAx46Rt3c3abptmMbE\nUvtmGoftTTjQ3JTbHdph090Xd1dfOjzeAUszS7UTG4wUvBDC+N26hRIVRcbuCO7s3onN0Xh+t4Q9\nTQu41tKOfMeWWDzlTuN23jg93o7WjVobRfFLwQshap7CQjh9mty9kaTFRJIffxKLcwlY38wgsYEp\nJxrmc61pXbJbNMeklSN12rTDrrU7LW1b49DAodqcdSsFL4QQf8jJgfPnKTgZx+9Ho8iOO4LJhQTq\nJN6gTvodrtU35ZxNPtdsLbhtb0f+k80xb+VEPSc37Fu40by+lsfrPo5ZrapxhzopeCGEeBA5OXDp\nEoUXzpMef4Ss08cpOHcWs8uJ2FxPRZOXT2J9E67UKSC1gTm3bW3Ia2IHTe2p3UxLHW1rGjq40NTO\nAXtr+0qZwy8FL4QQFSE9Ha5epeDqFdIvniIr4Sx5VxNQEq9hlpxCnZR06qXdIctcQ2JdheR6JmQ0\nqkuOXQPymzxGrSeewKJZC6wd2tDIoS2PNbCnkWWjch0LkIIXQojKUlioP+CbmEhWwlkyLp7izuXz\n5F+9jMn165jfSMX6Zgb10nNJszIhqY5CqpWGzHrm5NSzIreBNQUNG6A0akQtWzvMGjfFsok9dR/X\nYtO4OY3q2GJrZUsdszpoNBopeCGEqHIKCuDGDZTkZHKSrpJ5/RLZyVe5m3yNgpQbcPMmtX7/ndq/\nZ2KRfpu6mTmY5xaQYWnC7+YKv1tCVh0znjlzVwpeCCGqvbw8SEuDtDRyUpK4nXwF2+eHS8ELIYQx\nKm93lnrTbfFgdDqd2hEMypjXz5jXDWT9aroyCz4yMhJnZ2ccHR2ZP39+icv8+9//pkWLFnTo0IH4\n+PgKD1nVGft/ZMa8fsa8biDrV9OVWfBTpkwhLCyM7du389VXX3Hz5s1ir8fExLB7924OHDjAtGnT\nmDZtmsHCCiGEeHClFnx6ejoA3bt3R6vV4uvrS3R0dLFloqOjGTJkCA0bNiQgIIBTp04ZLq0QQogH\np5QiIiJCGTZsWNHzBQsWKO+++26xZUaMGKGEh4cXPffy8lLOnTtXbBlAHvKQhzzk8QiP8jClnBRF\nueco79+v1ywzaIQQovKVOkTj6elZ7KBpXFwc3t7exZbx8vLi5MmTRc9TUlJo0aJFBccUQgjxsEot\neBsbG0A/kyYhIYGIiAi8vLyKLePl5cW6deu4desWK1aswNnZ2XBphRBCPLAyh2hCQkIICgoiLy+P\n4OBgbG1tCQsLAyAoKIhOnTrx9NNP07FjRxo2bMjy5csNHloIIcQDKNcI/l/k5+cr7u7uyoABAxRF\nUZSMjAzl2WefVZo1a6YMGjRIyczMLFo2NDRUadWqleLs7Kzs3r27oiIY1N/Xb8aMGYq9vb3i7u6u\nuLu7K1u2bClatrqtn1arVdq1a6e4u7srnp6eiqIY1/Yraf2MaftlZWUpI0eOVBwdHRVnZ2clKirK\nqLbf39dv//79RrH94uPji/K7u7sr9erVU0JDQ5XMzMwK23YVVvBz585VXnrpJWXgwIGKoijKp59+\nqkyePFnJyclRJk2apMyZM0dRFEVJTk5W2rRpo1y6dEnR6XSKh4dHRUUwqL+v38yZM5W5c+fes1x1\nXL8nn3xSuXXrVrGfGdP2K2n9jGn7TZ06VXn33XeV7OxsJS8vT0lLSzOq7VfS+hnT9lMURSkoKFCa\nNGmiXL58uUK3XYVcquDq1ats2bKFsWPHFs2YiYmJYcyYMZibmzN69Oii+fPR0dH07duX5s2b06NH\nDxRFITMzsyJiGExJ66eUMHsIquf6wb0znYxp+0HJM7mMZftt376dt99+GwsLC0xNTbGxsTGq7VfS\n+oHxbD/Qr2OrVq1o1qxZhW67Cin4119/nTlz5mBi8ufbxcbG4uTkBICTkxMxMTFFIf96ILZNmzZF\nr1VVJa2fRqNh/vz5eHt78+mnnxb9i46Jial266fRaOjZsyfPPfccGzduBIxr+5W0foBRbL+rV6+S\nk5PDxIkT8fLy4tNPPyU7O9totl9J65eTkwMYx/b7w6pVqwgICAAq9v+9chf85s2bady4MR4eHsV+\no5b02/V+/j5vviq53/pNnDiRixcvEh4ezvnz54sOPJe03lV5/QD27t3L0aNH+fjjj3njjTdISkoy\nmu0HJa+fsWy/nJwczpw5w+DBg9HpdMTFxbF69Wqj2X73Wz9j2X4Ad+/eZdOmTbzwwgtAxXZnuQt+\n3759bNy4EQcHBwICAtixYwcvv/wynp6eRZctOHXqFJ6ensC98+bj4+OLXquKSlq/kSNH0rhxYzQa\nDTY2NkyaNIn169cD1W/9AB5//HEAnJ2defbZZ9m0aZPRbD8oef2MZfu1atWKNm3aMHDgQCwtLQkI\nCGDbtm1Gs/1KWr+tW7cazfYD2Lp1Kx06dMDOzg6gQrdduQt+9uzZXLlyhYsXL7Jq1Sp69uzJsmXL\n8PLyYvHixWRnZ7N48eKiE6Q6depEeHg4ly9fRqfTYWJigrW14W9e+6hKWr+lS5dy/fp1APLz81mx\nYgX9+/cHqt/63blzp+jP25SUFMLDw+nbt6/RbL/7rZ+xbD8AR0dHoqOjKSws5JdffqF3795Gs/2g\n5PVLSkoCjGP7rVy5smh4BqjYbVdRR4EVRVF0Ol3RLJPSpmmFhIQoLVu2VJydnZXIyMiKjGBQO3fu\nLFq/ESNGKO3atVM6dOigvP7668VmaVSn9btw4YLi5uamuLm5KT179lQWLVqkKIrxbL/7rd/LL79s\nFNtPURTl9OnTipeXl+Lm5qZMnTpVycrKMprtpyj3rl9mZqbRbL+srCylUaNGSkZGRtHPKnLbVcod\nnYQQQlQ+uaOTEEIYKSl4IYQwUlLwQghhpKTghRDCSEnBCyGEkZKCF0III/X/PMFI6ALWA/AAAAAA\nSUVORK5CYII=\n"
}
],
"prompt_number": 117
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"g1.iunit=None\n",
"nps.iunit=None\n",
"g1.baseline=nps.mean(axis=1)\n",
"\n",
"nps.iunit='a'\n",
"g1.iunit='a'\n",
"\n",
"plt.plot(nps.index, g1.mean(axis=1), color='r')\n",
"plt.xlim(250.0,800.0)\n",
"\n",
"print 'spr glutamate= %s nm'%round(g2.ix[400.0:700.0].idxmin().mean(), 1)\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"spr glutamate= 520.0 nm\n"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAD9CAYAAABA8iukAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n3NIFgtgKwQAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 118
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"g1.iunit=None\n",
"g2.baseline=g1.mean(axis=1)\n",
"\n",
"g1.iunit='a'\n",
"g2.iunit='a'\n",
"\n",
"p=plt.plot(g2.index, g2.mean(axis=1))\n",
"plt.xlim(250.0,800.0)\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 119,
"text": [
"(250.0, 800.0)"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAD9CAYAAABA8iukAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n0iAiIqsxaRARkdX+Pydl0frBZq8tAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 119
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"I MAY SEE A BINDING EFFECT. THIS 20UL GLUTAMATE DROP INDUCED A CHANGE OF -0.015 UNITS BUT THE 50UL H20 DROP ONLY INDUCED A CHANGE OF -0.010 DROP. Therefore, how colud this only be a dilution effect if 2.5 times the h20 volume yieled 2/3 the signal. HOWEVER SHAPE OF SINGAL INDICATES DILUTION EFFECT. PERHAPS SIZE OF SIGNAL IS JUST DUE TO CHOICE OF ROUNDING AND STUFF."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.plot(g2.index, g2.mean(axis=1))\n",
"plt.xlim(250.0,800.0)\n",
"plt.gca().invert_yaxis()\n",
"\n",
"print 'spr= %s nm'%round(g2.ix[400.0:700.0].idxmin().mean(), 1)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"spr= 520.0 nm\n"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAD9CAYAAABA8iukAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTUlDRETcpqQhIiJuU9IQERG3/X8VZ30lR+Q1cQAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 120
}
],
"metadata": {}
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment