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@tritemio
Last active August 29, 2015 13:56
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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"from scipy.optimize import leastsq"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def model(tau, A, tau_d):\n",
" return 1.*A/(1 + tau/tau_d) + 1 \n",
"\n",
"def err_func(p, x, y):\n",
" return (y - model(x, *p))\n",
"\n",
"sample_labels = ['7d', '12d', '17d', '22d', '27d']\n",
"sample_dist = [7, 12, 17, 22, 27]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ccf = {}\n",
"for sample in sample_labels:\n",
" ccf[sample] = np.loadtxt(sample+'-ch1-da-ccf.txt', skiprows=1)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"A, D = [], []\n",
"for sample in sample_labels:\n",
" x, y = (ccf[sample][:,0], ccf[sample][:,1])\n",
" res = leastsq(err_func, x0=[1., 1e-4], args=(x, y))\n",
" A.append(res[0][0])\n",
" D.append(res[0][1])\n",
"A, D = np.array(A), np.array(D)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab inline --no-import-all"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dist = [7, 12, 17, 22, 27]\n",
"plot(sample_dist, A, '-ob', )\n",
"xticks(sample_dist)\n",
"gca().set_xticklabels(sample_labels)\n",
"ylabel('CCF Amplitude')\n",
"xlabel('Sample')\n",
"title('CCF Amplitude vs sample (CH1)')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 9,
"text": [
"<matplotlib.text.Text at 0x13040630>"
]
},
{
"metadata": {},
"output_type": "display_data",
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8//wjxMR0sHcThbhncvTMTGqsEVpqrKM7qTEWluLjA//852YSEjaycWMc27Y9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\n",
"text": [
"<matplotlib.figure.Figure at 0x12fcc828>"
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dist = [7, 12, 17, 22, 27]\n",
"plot(sample_dist, 1e3*D, '-ob', )\n",
"xticks(sample_dist)\n",
"gca().set_xticklabels(sample_labels)\n",
"ylabel(r'$\\tau_D$ (ms)')\n",
"xlabel('Sample')\n",
"title('Diffusion time vs sample (CH1)')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 10,
"text": [
"<matplotlib.text.Text at 0x133f4128>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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QyyIRMHRoBj74QILhw/sY7PVOnjxpEu/XFJZPnjxpUu2hZdNYrmZK7cnMzMSl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\nAfD/9SSvQsWuLMQAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x1305a9b0>"
]
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dist = [7, 12, 17, 22, 27]\n",
"plot(sample_dist, 1./A, '-ob', )\n",
"xticks(sample_dist)\n",
"gca().set_xticklabels(sample_labels)\n",
"ylabel('1 / CCF Amplitude')\n",
"xlabel('Sample')\n",
"title('Proxy for concentration? (CH1)')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 11,
"text": [
"<matplotlib.text.Text at 0x1342c5c0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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eLtx5/oXcz9Q3U83F9escTp6UYORI/d2pqzymmgs+CDkX5Z7w3bdvn3pcv0wm\ng5OTEywsLMrdsLW1NQ4fPgwbGxvI5XIEBATg+PHjCAgIUK8TGxuLa9eu4erVqzh16hQiIyORmJhY\njbdjekJDlZg8mcONGxxcXYV54peYriVLpBg7VgFbW74jIUJT7pH/7Nmz0axZMzRr1gyNGzeGhYUF\nIiIiKrRxGxsbAEB+fj4UCgXq1Kmj9fyePXswevRoAIC/vz+ysrKQmZlZ2fegV/ru4VlaAsOHC/Po\nX8j9TH0zxVw8fgxs3SrF+PHGPdFrirngi5BzUW7xv3jxotZjuVyOpKSkCm1cqVTC19cXTk5OCAkJ\ngYeHh9bzd+/eRZMmTdSPGzdujDt37lRo20IyapQCGzdKoTDeN3MiAmvWSNGvnxLOznxHQoRIZ/Ff\nsGABatasiZSUFNSsWVP9X/369fH6669XbOMSCc6dO4c7d+4gPj4eR44cKbFO8aki+L5LmCF6eF5e\nDPXqMRw5IqwzckLuZ+qbqeUiP191c/bJk40/vNPUcsEnIedCZ89/1qxZmDVrFmbOnIn//e9/1XoR\ne3t79O3bF2fOnEFwcLB6eaNGjZCRkaF+fOfOHTRq1KjUbYwbNw4u/92M1N7eHj4+PurEF371MuXH\nnTpJsGFDCHr0UJpEPPRY2I8PHuTQunV3eHszk4iHHpvG4/j4eGzYsAEA4OLigpCQEOiic1bPK1eu\noHXr1khKSir1aLxt27Y6NwoADx8+hEwmg4ODA3JyctC7d2988cUXWjPMxcbGYunSpYiNjUViYiKm\nTZtW6glfY87qGR8fb5BP80ePAE9PK1y5kgcHB71v3iAMlQshMqVcMAZ07myJL7+U47XXjD9tuCnl\ngm+mnosq3cnru+++w+rVqzF9+vRSi//hw4fLfNH79+9j9OjRUCqVUCqViIiIQI8ePbBy5UoAwPjx\n49GnTx/ExsbCzc0Ntra2WLduXWXel6DUrQt0767Ejh1SvPMONf9J1cXHS5CXB/TqRfeLIFVX7nz+\npkBo8/nrsn+/BAsWyBAfT5NvkaobPNgCffsqMXYsHUSQslXpyP+XX34p8+TroEGDqh+ZyLz6qhKR\nkRyuXOHQurXJf+YSE/T33xzOnJFg40a6URCpnjJv4yjG4m/IHp5MprrH74YNUkHcacnU+5nGZCq5\nWLpU1TasUYO/GEwlF6ZAyLnQWfyjo6ONGIZ4jBqlwGuvWWLOHDlk5V5fTYjGw4fAjh1SnDuXx3co\nxAyUO/CBbOoUAAAgAElEQVT84cOHmDx5Mvz8/NC2bVtMnToVjx49MkZsvDD0p3irVgxNmzL88Yfp\nj/kX6hGNIZhCLn76SYoBAxRwcuI3DlPIhakQci7KrUBhYWGoX78+du7ciR07dqBevXoYPny4MWIz\nW6NG0Tz/pHJyc4GVK1WzdxKiD+UW/3/++QefffYZmjdvDldXV8yePZv3+XcMyRhzdQwZosDhwxKY\n+hcoIc9bom9852LbNim8vJTw8OB/oADfuTAlQs5FucW/V69e2LJli3q8/tatW9GrVy9jxGa27O2B\n115TYutWOvon5WMMiIqSYupUOuon+lPuOH87Ozu8fPkSkv/uFKFUKmH73/yxHMfh2bNnBg/SXMb5\nF/XnnxJ8+qkMJ0/SmH9StkOHJPj4Yxn++isfPE99RQSmSuP8C2UL9R6EJi44WIlHjzhcuMDB25v/\nr/LEdC1eLMWUKQoq/ESvKjTk5MKFC9izZw927typ/s9cGauHJ5Go7vJlyid+hdzP1De+cnHpEoeU\nFAmGDzedlg/tFxpCzkW5R/5jxoxBSkoKPD091a0fwHwv8jKm8HAFgoMtsWCBHJaWfEdDTNHSpaqb\ntVhZ8R0JMTfl9vw9PDxw6dIlXufZN8eef6GePS0xaZIcb7xBk3QRbZmZgK+vFVJS8uDoyHc0RIjK\n6vmX2/bp0KEDUlNT9R4UURk1Spi3eCSGt2qVDEOGKKjwE4Mot/iPGTMGnTt3RsuWLeHl5QUvLy94\ne3sbIzZeGLuHN3CgAgkJEvzzj1FftkKE3M/UN2PnIidHdUXvpEmm0+svRPuFhpBzUW7P/+2338bG\njRvRpk0brZ4/0Q87O+D11xXYskWK9983vX/ohB9btkjRvr0SrVrRSDBiGOX2/Dt37oyTJ08aK55S\nmXPPHwCOH+cwdaoFzpyhcdwEUCqBdu0s8cMPcgQF0bkgUnXVGufv5+eHESNGoH///rD8b0gKx3E0\n2kePunZlyM0FkpI4tG9PR3pid+CABFZWQGAgFX5iOOX2cV6+fAkrKyscOHAA+/btw759+7B3715j\nxMYLPnp4HAdERJjeiV8h9zP1zZi5UE3lIDfZb4G0X2gIORflHvmXNq//6dOnDRGLqI0cqUCnTlb4\n+ms5rK35jobw5cIFDleuSDB4MN2pixhWhc/gXrp0CbNnz4abmxsmTJhgyJh4xdf83E2aAH5+SuzZ\nYzon1YU8V7m+GSsXS5bIEBlp2hf90X6hIeRclHnkf/PmTcTExGDLli2wtLREeno6zpw5g2bNmhkp\nPHEJD1dg40Yphg2jXq8Y3bsH/PabBF9/TUf9xPB0HmZ27twZQ4YMAcdx2LVrF86cOYOaNWuafeHn\ns4f3xhtKJCVJcOcObyFoEXI/U9+MkYuVK2UYPlyBOnUM/lLVQvuFhpBzobP4Ozk54enTp8jMzMSD\nBw+MGZNo1agBDBqkwObNpnXilxjeixfA2rWmeVEXMU9ljvPPysrCzp07ERMTg2vXruHx48f4/fff\n4e/vb8wYzX6cf1GnT3MYO9YCKSk05l9MVq2S4uBBCbZto5YP0Z8qz+3j4OCAsWPH4sCBAzh58iTm\nzp2L999/H02aNDFIoATo0IHBwgI4eZIqv1golcCSJVJMmSLnOxQiIhUeWuLk5ITJkyfjxIkTOHbs\nmCFj4hXfPTyOU534NYUx/3znwpQYMhexsRLY26su9hMC2i80hJyLKo0rNPeTvnwbMUKBXbukePGC\n70iIMURFyTBliule1EXMk+kMKjcRpjBut2FDoHNnJXbt4vfPYwq5MBWGysXZsxxu3uQwcKBwhvfS\nfqEh5FxQ8TdRERGmfYtHoh9RUTJMmCCHhQXfkRCx0Vn8e/Xqpf75q6++MkowpsBUenh9+yqRmipB\nejp/vQBTyYUpMEQuMjJUk7iNHSus4Z20X2gIORc6i/+///6r/nnbtm1GCYZoWFoCQ4eqrvgl5unH\nH2UYOVIBe3u+IyFiRG2fYkyph1d4i0clT+1gU8oF3/Sdi+xs4OefpZg4UVhH/QDtF0UJORc65/a5\nceMG+vfvD0A1x0/hz4BqPv89e/YYPjqR8/VlcHBgiI+XIDhYOCcESfl+/lmKwEAlmjUTxvBOYn50\nFv/du3eD4zgwxjB9+nSt5zgzHpMWHx9vUp/mhSd++Sj+ppYLPukzFwoFsHSpFNHRwryal/YLDSHn\nQmfx9/DwwL///gtPT0+t5ZcuXUK9evUMHhhRCQtTYN48GZ49A2rV4jsaog9790rg5AT4+9NRP+GP\nzp7/5MmT8fDhwxLLHz16hGnTphk0KD6Z2qe4oyMQFKTEL78Y/8SvqeWCT/rMxeLFMkFP5UD7hYaQ\nc6Gz+F+7dg1BQUEllgcGBuL8+fMV2nhGRgZCQkLg6emJNm3aICoqqsQ6R44cgb29Pfz8/ODn54d5\n8+ZVInxxGDWKxvybi1OnONy/D7z+Op3DIfzSWfyfP3+u85cKCirWq7SwsMCiRYtw6dIlJCYmYtmy\nZbh8+XKJ9YKCgpCcnIzk5GTMnj27Qts2FFMct9u7txLp6RzS0ox7rsUUc8EXfeViyRIZJk1SQFbu\nDVRNF+0XGkLOhc7i7+bmht9++63E8tjYWLzyyisV2niDBg3g6+sLALCzs4O7uzvu3btXYr0yZpUm\nAGQyVe/fFCZ7I1V36xaHw4clGD1aeMM7ifnROZ9/Wloa+vbti65du6Jdu3ZgjCEpKQknTpzAvn37\n0KpVq0q9UHp6OoKCgnDp0iXY2dmplx89ehSDBg1C48aN0ahRI3z77bfw8PDQ+l0xzeevS2oqh379\nLHH1ah6k9BkgSB99JINUCnz1lXD7/URYqjSff8uWLZGSkoLAwECkp6fj1q1bCAoKQkpKSqULf3Z2\nNoYMGYLFixdrFX4AaNu2LTIyMnD+/HlMnjwZAwYMqNS2xcLDg8HZmeHQIbouT4iePgU2bZIiMpIK\nPzENOo/8r169iszMTAQEBGgtP378OBo2bFjh1k9BQQH69euH0NDQCo0Sat68OZKSklCnyI1MDx06\nhOjoaLi4uAAA7O3t4ePjoz7TXth308fjoj08Q2y/Oo+vXAlBfLwE7757yCivVzwnfL9/Ph8XHpxU\n9fd37JDg6dMQ/PxzgUm8n+o8XrJkicH+/QntsanVi/j4eGzYsAEA4OLigpCQEJ1H/jqLf9++ffHV\nV1/B29tba/mFCxfw6aefYu/evaVusCjGGEaPHo26deti0aJFpa6TmZmJ+vXrg+M4nD59GsOGDUN6\nerrWOsZs+5jyRRtPngDu7lZITc0zyk2+TTkXxladXMjlgIeHFbZsyUe7dsI/v0X7hYap56Ksto/O\nMQeZmZklCj8AeHt74+bNmxV+4Y0bN8Lb2xt+fn4AgAULFuD27dsAgPHjx2PHjh1YsWIFZDIZbGxs\nEBMTU6FtG4op/yFr1wZ69VJi2zYp3nvP8CcNTTkXxladXPz6qwRNmzKzKPwA7RdFCTkXOot/VlaW\nzl/Kzc2t0MYDAgKgLGdWsokTJ2LixIkV2h5RTffw5ZcyoxR/Un2MqS7q+ugj6vUT06Lz7GH79u2x\natWqEstXr16Ndu3aGTQoPpn6uN3u3ZXIzORw6ZLhx/ybei6Mqaq5OHmSQ1aW6v4M5oL2Cw0h50Ln\nkf8PP/yAgQMHYtOmTepin5SUhLy8PPz6669GC5Bok0qBkSNVV/x+/TUdTZq6qCjVRV00PJeYGp0n\nfAHVCdvDhw/j4sWL4DgOnp6e6N69uzHjA0Dj/Iu7do1Djx6WuHYtj27/Z8Ju3OAQGGiJv//Og60t\n39EQMarSCV9ANXVz9+7deSn4RDc3NwY3N4b9+yXo39982gnmZulSKcaMUVDhJyaJrhgqRig9vIgI\nw0/3IJRcGENlc/HkCRATY54XddF+oSHkXFDxF6jBgxU4dkyCBw/4joSUZu1aKUJDlXB25jsSQkqn\ns/j37t0bixYtwpUrV4wZD++EMm63Zk3VCJKYGMMd/QslF8ZQmVzk5wPLl8swebL5HfUDtF8UJeRc\n6Cz+0dHRcHBwwJdffgk/Pz+899572L17N168eGHM+EgZCm/wTpOimpZffpGgRQslfH3pD0NMl87i\n37BhQ4wZMwYxMTE4c+YMRo0ahTNnzqBXr17o0aMHvvnmG2PGaTRC6uEFBCiRnQ2cO2eYMf9CyoWh\nVTQXjKnm7J861XwvwqP9QkPIuahQz18qlaJLly6YO3cuEhISEBMTg0aNGhk6NlIOiQQID6e7fJmS\n48c5vHihugEPIaaszHH+poLG+et26xaHrl0tcf16Hqys+I6GDBligddeU+Kdd8z3yJ8IR5Xm8yfC\n4OLC4OWlxL599Kfk29WrHE6flmDECCr8xPRRxShGiD28whO/+ibEXBhKRXKxdKkU77yjgI2NEQLi\nEe0XGkLORZWK/7p16/QdB6mGN95Q4vRpCUq5PTIxkkePgG3bpHj3XfMc3knMT5V6/k2aNEFGRoYh\n4ikV9fzLN2GCDK6uDDNmUMuBD19/LcWNGxxWrqTiT0xHleb28fLy0rnBB3RZqcmJiFDgvfcsMH26\nApzhZ3smReTlAT/+KMO+ffl8h0JIheks/g8ePMD+/ftRu3btEs916dLFoEHxydRvy6ZLp06qL3Cn\nTnHqn6tLqLkwhLJysX27BG3aKOHpafID5/SC9gsNIedCZ/Hv27cvsrOz1bdfLCooKMigQZHK4zjV\nmP8NG6To1IlaD8bCmGrO/vnzKedEWGicvxm5exfo0MEK167lmf2IE1Px558SfPihDGfO5FO7jZgc\nGucvEo0aAR06KLF7N/1ZjSUqSoopU+g8CxEeqhLFCHncLqDfef6Fngt9Ki0Xly9zOHdOguHDxTXC\nivYLDSHngoq/menXT4kLFyS4dYvvSMzf0qWqcf3W1nxHQkjlUc/fDE2bJkP9+gyzZonriNSYHjwA\nfH2tcP58HurV4zsaQkpHPX+RKWz9KGliSYNZvVqKQYMUVPiJYFHxL0bIPbxCbdsy2NoCCQnVOwtp\nDrnQl6K5yM0FVq+WYdIkcX6zov1CQ8i5oOJvhjhOdfS/fr3OyzhINcTESOHnp0Tr1ibfMSVEJ+r5\nm6kHDwAfHyukpeWhZk2+ozEfjAHt2lniu+/kCAmhvhoxbdTzF6H69VW3edy5k+7ypU9//CGBhQUQ\nHEyFnwgbFf9ihNzDK666Y/7NKRfVVZgL1UVdclFf1EX7hYaQc0HF34yFhipx9SqH69dFXKn06OJF\nDpcuSTB0KB31E+Gj4l+MUGfoK42FBTB8eNWP/s0pF9UVGBiIqCgpIiPlsLTkOxp+0X6hIeRcUPE3\nc6NGKbBxoxQKcY5K1Jv794G9e6V0Y3ZiNqj4FyPkHl5p2rRhcHJiOHy48n9qc8tFVcTFHUf//nPg\n7z8ednaf4tSp43yHxDvaLzSEnAsaCC4ChfP8v/oq9aorIy7uOGbMOIQbN74CcARAMGbM+AQAEBoa\nwGdohFQbjfMXgcePAQ8PK1y5kgcHB76jEY7+/efg4MGvSizv2XMW9uz5nIeICKkcGucvcnXqAD16\nKLF9O435r4znzy1KXZ6bS1+YifAZtPhnZGQgJCQEnp6eaNOmDaKiokpdb8qUKWjRogV8fHyQnJxs\nyJDKJeQeXllGjVJg/frKFX9zzUV50tM5TJ0qQ1JS0ZO7R9Q/WVuL+5aNYt0vSiPkXBi0+FtYWGDR\nokW4dOkSEhMTsWzZMly+fFlrndjYWFy7dg1Xr17FqlWrEBkZaciQROvVV5W4e5fD5cs05l+XlBQO\nb71lgYAASzg4AKtWhcDV9ROtdVxdZyIysjtPERKiPwb9/tqgQQM0aNAAAGBnZwd3d3fcu3cP7u7u\n6nX27NmD0aNHAwD8/f2RlZWFzMxMODk5GTI0nYQ8brcsUikwYoTqxO+CBRU7cjXXXBSXkMDh229l\nOHdOgkmT5IiKKkCtWgAQAAcHYMWKWcjNlcHa+gAiI18V/clesewXFSHkXBiteZmeno7k5GT4+/tr\nLb979y6aNGmifty4cWPcuXOHt+JvzkaNUqB3b0v83//JIRN525oxIC5Ogm+/lSEzE/jgAwW2bCko\ncVeu0NAA0Rd7Yp6MUgKys7MxZMgQLF68GHZ2diWeLz7giCtl4pRx48bBxcUFAGBvbw8fHx/1p25h\n300fj4v28Ayxfb4fu7gwfP/9MXTqxMpdv3hOTCH+6j6Wy4G5c49h2zYp7O2DMX26HI6ORyCVAtbW\nun///PnzmDx5Mu/xm8LjJUuWGOzfn9Aem1q9iI+Px4YNGwAALi4uCAkJgS4GH+pZUFCAfv36ITQ0\nFNOmTSvx/HvvvYfg4GCEhYUBAFq3bo2jR49qHfkbc6hnfHy8oL/KlWftWikOHJAgJqag3HXNKRc5\nOcD69VIsWiRF06bAhx/K8eqrygpP0GZOuaguyoWGqeeCt6GejDG8/fbb8PDwKLXwA8Drr7+O9evX\nAwASExPh4ODAa8vHlP+Q+jB4sAJHjkjw8GH565pDLrKygG++kcLd3QoHD0oQHV2AAwfy0bNnxQs/\nYB650BfKhYaQc2HQtk9CQgI2btwIb29v+Pn5AQAWLFiA27dvAwDGjx+PPn36IDY2Fm5ubrC1tcW6\ndesMGZLo2durZvvculWKiRPNd56a+/eBpUtliI6WIjRUidjYfHh4mPz1jIQYjUGLf0BAAJQVuIv4\n0qVLDRlGpZj61zh9GDVKgU8+kZVb/IWYi+vXOfzwgxS//CJFWJgCJ07k4b9TRdUixFwYCuVCQ8i5\noCt8RSgoSIknTzicP28+Y/7PneMQEWGB4GBL1KsHnD+fh++/l+ul8BNijmhuH5GaO1eGrCzgu++E\ne7UqY8Dx46ox+ikpEkyZIsfbbyvonsWE/Ifm9iElhIcrsH27FPn5fEdSeUolsG+fBCEhlpgwwQID\nBihx+XIepk2jwk9IRVHxL0bIc3VURvPmDK1bM8TG6t4FTC0XBQXApk0StG9viQULZJgyRY5z5/Ix\nZowCVlaGfW1TywWfKBcaQs4FFX8RGzVKXq0bvBvLy5fA8uVSeHpaYeNGKRYulCMhIR+DBikhNf3w\nCTFJ1PMXsRcvADc3KyQn5+G/KZhMypMnwMqVUqxYIUOnTkrMmCFHhw4mv7sSYjKo509KZWsLvPGG\nAps3m9bh8717wMyZMrRpY4WbNzn8/ns+tm4toMJPiB5R8S9GyD28qggPV93gvbTvf8bOxdWrHCZM\nkKF9eysoFEBiYh5WrpSjdWv+i77Y9ouyUC40hJwLKv4i17UrQ34+cOYMf2P+z57lMGKEBXr0sESj\nRgwpKXlYuFCOIpO9EkL0jHr+BF9/LcXduxyioow35p8x4OhRCb79VoorVySYOlWOMWMUKGXSV0JI\nFVHPn5RpxAgFfvlFipwcw7+WUgns3i1BYKAlpk6VYdgwJVJT8zB5MhV+QoyJin8xQu7hVVWTJkDb\ntkrs2aO9O+gzF/n5wIYNUrRta4mFC2WYMUOO5OR8jBqlgKWl3l7GYMS4X+hCudAQci6o+BMAmhO/\n+padDSxZIoWHhxW2bpXghx/kOHYsH2+8oYSE9j5CeEM9fwJAdbMTNzcrJCbm6eVE66NHwI8/SrFy\npQwBAUpMny5Hu3Ymv6sRYlao50/KVaOG6kYv1R3zf+cO8NFHMnh5WeHOHQ6HDuVj8+YCKvyEmBgq\n/sUIuYdXXRERCmzYoBnzX5lc/P03h/HjZejY0QoSCfDXX3lYsUKOFi3Mo+iLeb8ojnKhIeRcUPEn\nau3bM1haAgkJFR/zf+YMh7AwC/TqZYlmzRguXszD//4nR6NGBgyUEFJt1PMnWr7/Xoq0NA4//qh7\nzD9jwOHDEixcKMW1axJMmybHW28pYGtrxEAJIeUqq+dv0Ns4EuEZMUIBPz8rfPedvEQxVyhUY/S/\n+06GnBxg+nQ5hg0rgIUFP7ESQqqO2j7FCLmHpw8NGgBubkcQGPh/6NjxXfTvPwd79hxHdLQUfn6W\n+OEHGWbOlOPMmXyMHKkUTeEX+35RFOVCQ8i5oCN/oiUu7jgyMv5EZuYCAEeQkhKMw4dnwctLimXL\nuiAggIEzn1v/EiJadORfTGBgIN8h8Gr58kP/FX4ACAYAKBQLUK/eH+jWTbyFX+z7RVGUCw0h54KK\nP9GSl1d6Hyc3l74kEmJOqPgXI+Qenj5YWRUUeXRE/ZO1tfFm/DRFYt8viqJcaAg5F1T8iZYJE3rA\n1fUTrWWurjMRGdmdp4gIIYZA4/xJCXFxx7FixZ/IzZXB2lqOyMjuCA0N4DssQkgl0Th/UimhoQFU\n7Akxc9T2KUbIPTx9o1xoUC40KBcaQs4FFX9CCBEh6vkTQoiZovn8CSGEaKHiX4yQe3j6RrnQoFxo\nUC40hJwLKv6EECJC1PMnhBAzRT1/QgghWgxa/MeOHQsnJyd4eXmV+vyRI0dgb28PPz8/+Pn5Yd68\neYYMp0KE3MPTN8qFBuVCg3KhIeRcGLT4jxkzBvv37y9znaCgICQnJyM5ORmzZ882ZDgVcv78eb5D\nMBmUCw3KhQblQkPIuTBo8e/WrRtq165d5jqmdsrh6dOnfIdgMigXGpQLDcqFhpBzwWvPn+M4nDhx\nAj4+PujTpw9SU1P5DIcQQkSD14nd2rZti4yMDNjY2CAuLg4DBgxAWloanyHh1q1bvL6+KaFcaFAu\nNCgXGkLOhcGHeqanp6N///5ISUkpd93mzZsjKSkJderU0Vp+6NAhQ4VHCCFmzSSndM7MzET9+vXB\ncRxOnz4NxliJwg/oDp4QQkjVGLT4v/nmmzh69CgePnyIJk2aYM6cOSgoUN0mcPz48dixYwdWrFgB\nmUwGGxsbxMTEGDIcQggh/xHEFb6EEEL0S7RX+P7999/qi8v8/Pxgb2+PqKgorXXS09N1XqAmdKVd\ngPfhhx/C3d0dPj4+GDRokM5hbMHBwUhKSjJWqAZXWi7CwsLU+0bz5s3h5+dX6u+aWy4yMjIQEhIC\nT09PtGnTRv1vQoz7hq5cDB8+3Cz2DdEW/1atWqkvLktKSoKNjQ0GDhzId1hGU9oFeL169cKlS5dw\n/vx5tGzZEl999VWpv8txHDiOM0aYRlFaLmJiYtT7x+DBgzF48OBSf9fccmFhYYFFixbh0qVLSExM\nxLJly3D58mVR7hu6crF161az2DfoHr4ADh48iFdeeQVNmjRBUlISxo4dC47j0KtXL75DM5hu3boh\nPT1da1nPnj3VP/v7++OXX34BAOTk5GDMmDG4cOECWrdujZycHJO7OK86SstFIcYYtm3bhsOHDwMw\n/1w0aNAADRo0AADY2dnB3d0d9+7dE+W+oSsX7u7uAIS/b1Dxh+oob8SIEQBUR4HLly9HQEAAPvro\nI54j48/atWvx5ptvAgBWrFgBOzs7pKamIiUlBW3btjXpIxp9OnbsGJycnPDKK68AEFcu0tPTkZyc\nDH9/f63lYtw3SsuF0PcN0bZ9CuXn52Pv3r0YOnQosrKy8PTpUwQEBAAAIiIieI6OH/Pnz4elpaX6\nA/HYsWMIDw8HAHh5ecHb25vP8Ixqy5Yt6jwA4slFdnY2hgwZgsWLF8POzk69XIz7hq5cCH3fEP2R\nf1xcHNq1a4d69eohKytL6zlT/spmKNHR0YiNjS1xYZ0YcyGXy/Hrr7/i7NmzWsvNPRcFBQUYPHgw\nwsPDMWDAAPVyMe4bunJhDvuG6I/8t2zZov4K6+DgAAcHByQkJAAANm3axGdoRrd//34sXLgQu3fv\nhrW1tXp5YGAgNm/eDAC4ePEiLly4wFeIRnXw4EG4u7vD2dlZvczcc8EYw9tvvw0PDw9MmzZNvVyM\n+4auXABmsm8wEcvOzmZ169Zlz549Uy9LSkpiPj4+zNfXl3300UfMy8uLxwgNJywsjDVs2JBZWFiw\nxo0bszVr1jA3NzfWtGlT5uvry3x9fVlkZCRjjLGcnBwWFhbG3N3d2aBBg1inTp1YUlISz+9Afwpz\nYWlpyRo3bszWrl3LGGPsrbfeYitXrtRa19xzcezYMcZxnPrfgK+vL4uNjRXlvlFaLuLi4hhj5rFv\n0EVehBAiQqJv+xBCiBhR8SeEEBGi4k8IISJExZ8QQkSIij8hhIgQFX9CCBEhKv5EtObPn482bdrA\nx8cHfn5+OH36tMFey9Sn9yXiI/rpHYg4nTx5Er/99huSk5NhYWGBx48fIy8vz2CvZ+rT+xLxoSN/\nIkr//PMPHB0dYWFhAQCoU6cOGjZsiLlz56Jjx47w8vLC+PHj1esHBwfjgw8+QIcOHeDu7o6//voL\nAwcORMuWLfHZZ58BUM382Lp1a4SHh8PDwwNDhw5FTk5Oidc+cOAAunTpgnbt2mHYsGF48eKFcd40\nIUVQ8Sei1KtXL2RkZKBVq1aYOHEi4uPjAQCTJk3C6dOnkZKSgpycHOzbtw+A6sjdysoKf/31FyIj\nI/HGG2/gxx9/xMWLFxEdHY0nT54AANLS0jBx4kSkpqaiVq1aWL58udbrPnz4EPPnz8ehQ4eQlJSE\ndu3a4fvvvzfumycEVPyJSNna2iIpKQmrVq1CvXr1MHz4cPz888/4888/0alTJ3h7e+PPP/9Eamqq\n+ndef/11AECbNm3Qpk0bODk5wdLSEq6ursjIyAAANGnSBJ07dwYAhIeH4/jx4+rfZ4whMTERqamp\n6NKlC/z8/LB+/Xrcvn3biO+cEBXq+RPRkkgkCAoKQlBQELy8vPDjjz8iJSUFSUlJaNSoEebMmYPc\n3Fz1+lZWVurfK/y58LFcLgcArb4+Y6zUPn/Pnj3Vsz8Swhc68ieilJaWhqtXr6ofJycno3Xr1uA4\nDnXr1kV2dja2b99e6e3evn0biYmJAIDNmzejW7du6uc4jkOnTp2QkJCA69evAwBevHihFQchxkJH\n/kSUsrOzMXnyZGRlZUEmk6FFixZYuXIlHBwc0KZNGzRo0KDE7QsLlTVyp1WrVli2bBnGjh0LT09P\nRFluOgYAAABvSURBVEZGaj3v6OiI6OhovPnmm+rRRfPnz0eLFi30+wYJKQdN6UyInqSnp6N///5I\nSUnhOxRCykVtH0L0iMbyE6GgI39CCBEhOvInhBARouJPCCEiRMWfEEJEiIo/IYSIEBV/QggRISr+\nhBAiQv8Pe14akKZTjt0AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x1305a080>"
]
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"xx = logspace(-9, 1, 1000)\n",
"for sample in sample_labels:\n",
" x, y = (ccf[sample][:,0], ccf[sample][:,1])\n",
" res = leastsq(err_func, x0=[1., 1e-4], args=(x, y))\n",
" figure()\n",
" semilogx(xx, model(xx, *res[0]), 'k')\n",
" semilogx(x, y)\n",
" title('CCF '+sample+' CH1')\n",
" xlabel('Time (s)')\n",
" text(0.6, 0.6, 'A = %.3f' % res[0][0] )"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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9M2ZYufZaO/Pm6fjpJ/d5+qNH6+nYUWbCBBuyDH37yuTlwUUXGUlPN9Onj5GM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\nkCciUjEOeSIiFeOQJyJSMQ55IiIV+19oTp4w8yLcvgAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x133fccf8>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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A48ehSEwUoFYDT5+GAhBPvDImwNZW/zh88cSrODe9jQ1D48biDJU6srKA69cL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\n",
"text": [
"<matplotlib.figure.Figure at 0x13769898>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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xk44dFT2ynEhaWio33NCP1q1lNm1K5exZM6Cs37gxGbNZT1FRzD8fOIn8+adE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\n17WrjZYtZUaMKP3Qbd1a5t5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rkyZN4ptvvrlsMVA/PTbHZb6+kJ5+6Z68Tge7dzsP8K48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\nQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x13797a20>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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Ll2v5+ecm/3UQCBodTd6Tz8qC/v2NnDxZeQ75bbfpSUy0MnJk1WfR7tPHgNVK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\n/wN0McGe2ywMZgAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x13a82278>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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iYggOTuLiRTshIUOAIWRm/kxKCphMQ7FY4OzZ5JLR+fnz4O+fRLdudnbuLP3A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\nXURIiO/7Hz3aSGgofP659OQlkqZOvXvyTZEWLaB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jVm1tLZ566imUlpZ616Wnp6O5uRkp\nKSk+Y5ubmwPe7/z587F9+3YkJSWhtrbW7z+BAS+++CLOnz+PiooKv22nTp3Cn3/+iaSkJO+6HTt2\neH/evn072tra/rPgAV6TJ6JRzOFwICsry2edxWKBw+EIar9Lly5FT08PJk+ejHfffRclJSXebSaT\nCQDwyy+/oLi4GCdPnoTZbIbJZEJlZaV3XE1Njc8LrkMZuIzzn2Mk0As7RER0zeGZPBGRwljyREQK\nY8kTESmMJU9EpDCWPBGRwljyREQKY8kTESmMJU9EpLD/AQ/c08uXis55AAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x13aaa1d0>"
]
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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