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@jorisvandenbossche
Created April 5, 2013 08:44
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Turin_aethalometers
{
"metadata": {
"name": "Turin_aethalometers"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Aethalometer data at Turin"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import datetime as dt\n",
"import pandas as pd\n",
"import os\n",
"from scipy import stats"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Welcome to pylab, a matplotlib-based Python environment [backend: Qt4Agg].\n",
"For more information, type 'help(pylab)'.\n"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df283 = pd.read_csv(\"ftp://zzftp09:EvAw2015@ftp.vito.be/EveryAware/Stationary/Turin/Aethalometers/AE51-S2-283.1sec.csv\", sep=\",\", \n",
" index_col=1, parse_dates=True)\n",
"df347 = pd.read_csv(\"ftp://zzftp09:EvAw2015@ftp.vito.be/EveryAware/Stationary/Turin/Aethalometers/AE51-S2-347.1sec.csv\", sep=\",\", \n",
" index_col=1, parse_dates=True)\n",
"df351 = pd.read_csv(\"ftp://zzftp09:EvAw2015@ftp.vito.be/EveryAware/Stationary/Turin/Aethalometers/AE51-S2-351.1sec.csv\", sep=\",\", \n",
" index_col=1, parse_dates=True)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df = df283.merge(df347, how='inner', left_index=True, right_index=True, suffixes=('_283', '_347'))\n",
"df = df.merge(df351.rename(columns=lambda x: x + '_351'), how='inner', left_index=True, right_index=True)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df = df.dropna()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 39
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Zoom of timeseries of the three aethalometers"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As you can see in the following picture, at 15s means the aethalometers already behave in a similar way (the peaks correspond), although aeth 347 (green line) shows a bit more noise."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = plt.subplots()\n",
"df[['bc_ona_283', 'bc_ona_347', 'bc_ona_351']].resample('15s').plot(ax=ax)\n",
"ax.set_xlim(1359010796.649384, 1359013298.1076243)\n",
"ax.set_ylim(-1000, 23000)\n",
"display(fig)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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6uLt373Y5X2+vg0vUEDW27/efflIUQFFefdXXZ0JEFPheeUVREhIU5c47FeWx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z51h1GG4gEcCmdaOqIiApisJGn5aZtsqbYIHgNttOP9Kt0doo7RnLCO6MXUNLVC0S3HjAidUT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\nT6oaXX013seUdkzrp64/4fp0PI+pvvbVeB9T//u//6u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"text": [
"<matplotlib.figure.Figure at 0x14498550>"
]
}
],
"prompt_number": 31
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Comparison aethalometers"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Based on a linear regression and $R^2$, calculated with 5 min means, we get the following pictures.\n",
"\n",
"It seems that aethalometer 347 has worse results (more noise) compared to the other two. With the 5 min means, there is still a considerable deviation from aethalometer 283 (which is not the case for the comparison of aethalometer 351 with 283). But if you use 30 min means, you also get a $R^2$ of 0.97."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = correlation_figure(df.resample('5min').dropna(), xvar='bc_ona_283', yvar='bc_ona_347')\n",
"fig.get_axes()[0].set_title(\"Aeth 283 vs Aeth 347\")\n",
"display(fig)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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2586dw5QpUzB8+HAsXLgQz549Q8+ePXHjxg2+zePHj9G2bVv88ccfmDhxItau\nXYvXr19j9OjRWLNmTbnjyM7ORkZGRrmvV69elXmehw8f4unTp2jZsqVCXatWrcr9QUNbWxvTp0/H\njh078NNPP+H+/fu4du0agoODYWZmhnHjxikcs2DBAhgZGUEsFqN169b4/ffflZ77/v37WLZsGZYt\nWwZ9ff0y+1Edpk+frukuEBUoNsJFsRE2ig9RFy35IHKOHj2KcePGYcWKFXxZef+gHD58GFFRUVi8\neDFmz54NAAgJCcGAAQOwZs0aTJgwAQ0aNODb37hxA5cuXYK7uzsAYNCgQXBxccFXX32FgwcPAgDm\nzJkDxhguX74MU1NTAMDr168RGxuLsLAwjB8/vswksk+fPoiOji53vMHBwdi2bZvK+vT0dACAra2t\nQp2trS0yMzNRWFhY5jrqhQsXQldXF0FBQfza8wYNGuDPP/9E/fr1+XZaWlrw9vZGv379YG9vj7//\n/hurVq1Cr169cPjwYYV11VOnToWHhwcGDBhQ7jirQ926dTXdBaICxUa4KDbCRvEh6qKEmsgxNTXF\nhQsXkJ6erjSJVObYsWPQ1tbGxIkT5cqnTp2KAwcO4Pjx4wgNDeXL27VrxyfTAFCnTh306dMHv/32\nG59wHjx4EIMGDUJxcTG/m8bgwYNhZGSEvXv3IjExEe3bt1fZp1WrVuH58+fl9t3Ozq7M+ry8PACA\nnp6eQp0soc/LyyszoV69ejXCwsLw6aefwtvbG+np6Vi6dCn69OmD8+fPw9zcHID063DixAm5Y4OC\ngtCkSRNMnTpVLqGOiorCoUOHcPHixXLHWF00ucMIKRvFRrgoNsJWZfF5/hyQSIBybmInNRcl1ETO\n8uXLMWLECNSpUwctWrSAj48Phg8fXua+0/fu3YOdnR0kEolceaNGjQBIlyaU5uTkpHAOJycn5Obm\n4unTpwCkSzY2bdqETZs2KbTlOI5vp4qHh0eZ9eoSi8UApLPjb8rPz5dro0xaWhpmzZqF0NBQuaUq\n3bp1g6urK1asWIGlS5eqPN7U1BQjR47E0qVLkZaWBjs7OxQVFWHixIkYPnw4WrRo8bZDI4QQUh1+\n+w0YPx747DNg7lxN94a8I5RQEzmBgYH4+OOP8csvv+DUqVNYsWIFli1bhkOHDqFnz54qj6vKbfRK\nSkoASGdnR4wYobRNs2bNyjxHZmamWjf1GRgYwNjYWGW9bJZetvSjtPT0dJibm5c5O33x4kUUFhbC\n399frrwsaiDLAAAgAElEQVRhw4Zo3Lgx/vrrr3L7KLsZMjMzE3Z2dti1axdu376NzZs3IyUlRa7t\nixcvcO/ePVhZWZWZ6BNCCHnHMjOBSZOA8HDp+4ULgU8+AZo21Wy/yDtBNyUSBTY2NggJCcEvv/yC\nf//9F+bm5li8eLHK9vXq1UNaWhpevnwpVy67kbFevXpy5Xfu3FE4x+3btyGRSGBpaQlLS0sYGRmh\nqKgIXl5e/MvOzo7/u6WlZZlj6NevH+zs7Mp9TZ48uczz2Nvbw9LSEvHx8Qp1Fy9ehJubW5nHFxYW\nAgCKi4sV6goKClBUVFTm8QDwzz//AAA/5tTUVBQWFsLT0xMNGjTgXwCwa9cuODg4qLyR8V0q68ZV\nolkUG+Gi2AjbW8cnMhJo0uS/ZBoACguB4GBAjX/3Sc1DCTXhlZSUIDs7W67M0tIStra2CrO9pR8g\n4uvri+LiYqxbt06uzerVqyESidCrVy+58tjYWLndMVJTU/Hrr7/C29sbHMdBS0sL/fv3x8GDB+V2\n/pgxYwYAlLvcA5CuoT59+nS5L9k5y9K/f38cOXIEDx484MvOnDmDO3fuIDAwUK7trVu3kJqayr+X\nLT3Zs2ePXLvExETcvn1bbi25sicvPnz4ENu2bcNHH30Ea2trANKbOCMjI+Vev/zyCwBpLCIjI9G6\ndetyx1XV1PlaEs2g2AgXxUbYKhyfjAxg8GCgb1/g8WPFektLICenajpHBIWWfBDeixcvULt2bQQG\nBqJ58+YwNDTE6dOncenSJaxatUqubeklHn5+fujSpQvmzJmDlJQUNG/eHKdOncLhw4cxZcoUhfXX\nrq6u6NGjByZOnAhdXV2sX78eIpEICxYs4NssXboUUVFRaNOmDcaOHYvGjRujSZMmGDBgAM6cOYNn\nz56VOZaqWkMNAF9++SX279+PLl26YNKkScjJycGKFSvQvHlzjBw5Uq5tkyZN0KlTJ0RFRQEAHB0d\nMWjQIOzcuRMvXrxA9+7dkZ6eju+//x4GBgZyM+TTp0/HP//8g65du8LW1hYpKSnYtGkT8vLy5NZf\nu7i4wMXFRWlfHRwcFJaXVJc3f6AiwkGxES6KjbBVKD779wOhoYCySZ9atYDvvgNGjAA0+ERb8g4x\nwktISGAAWEJCgqa7ohEFBQVsxowZzM3NjRkbGzNDQ0Pm7u7ONm7cKNcuODiYOTg4yJW9fPmSffHF\nF8ze3p7p6uoyFxcX9u233ypcg+M49vnnn7OIiAjm7OzM9PX1WYsWLdi5c+cU2j558oRNmDCB1a1b\nl+nq6jJbW1vWvXt39uOPP1btwNVw48YN1qNHDyaRSJiZmRkLCgpiT548UWjHcRzr0qWLXFlBQQGb\nP38+c3R0ZDo6OszU1JT5+/uzq1evyrXbs2cP69SpE7OysmI6OjrMysqK9e/fn12+fFmtPsq+toQQ\nQqrR48eMBQQwBih/9e7N2MOHmu7le0WI+RrHWBXeTVbDJSYmokWLFkhISKjSGU7yH5FIhAkTJmDt\n2rWa7gohhBDy9hgD9u4FPv8cUPZbU1NTYO1aYOhQmpWuYkLM12jJByGEEEJIRTx6BISESG8+VKZv\nX2D9esDGpnr7RTSGbkokNcayZcs03QVSBoqPcFFshItiI2wK8WEM2L1buoOHsmTawkI6a33wICXT\nHxiaoSY1Rm5urqa7QMpA8REuio1wUWyETS4+Dx9KH9By9KjyxoGBwLp1gJVV9XSOCAqtoS5FiGty\nCCGEEKJBjAE7dgBTpgBvbC0LQLoV3vr1QEBAtXftQyXEfI1mqAkhhBBClElNBcaOBU6eVF4/eLD0\nxkMLi+rtFxEcWkNNCCGEEFIaY8CWLYCrq/Jk2sZGuob6p58omSYAKKEmNYiyJwkS4aD4CBfFRrgo\nNgKUkgJ4ewPjxiFD2VMNhw8HbtwA+vSp9q4R4aKEmtQYo0aN0nQXSBkoPsJFsREuio2AlJRI10I3\nbQqcPg0AkIuOnR1w5AiwcydgZqaRLhLhojXUpMYICwvTdBdIGSg+wkWxES6KjUD8/TcwZgxw9qxc\ncZjsL6NGAd9+C5iYVHPHSE1BM9SkxhDKnbxEOYqPcFFshItio2ElJdKbCps3V0imAcCjdm3g+HFg\n61ZKpkmZaIaaEEIIIR+eO3ekM88xMcrrx40DVqwAjI2rt1+kRqIZakIIIYR8OIqLgVWrpLPSypLp\nevWka6g3baJkmqiNEmpSY2zdulXTXSBloPgIF8VGuCg21ezWLaBDB2DqVCA/X7H+s8+ApCSga1cA\nFB+iPkqoSY2RmJio6S6QMlB8hItiI1wUm2pSVAQsWwa4uQEXLijWN2gAREUBP/wAGBnxxRQfoi56\n9HgpQnyUZXXbsWMHRo0ahZSUFNStW1fT3SGEEEIq58YNYORIID5esY7jgM8/B5YsASSS6u8beStC\nzNdohpoo4DjurY5LTk5GWFgY7t27V8U90py0tDSEhYXh6tWrGrn+4sWL4e/vD2tra4hEIixYsEBp\nu7CwMIhEIoWXWCyWa3f27Fml7WSvJUuWVMewCCHk3SssBBYvBjw8lCfTTk5AdDSwZg0l06TSaJcP\nImf48OEYMmQIdHV1K3xscnIyFi5cCC8vL9SrV+8d9K76paWlYeHChWjQoAE++uijar/+vHnzYGtr\nCw8PD5w8ebLcH3Y2btwIQ0ND/r2WlpZcfZMmTRAeHq5w3K5du/D777+jR48eVdNxQgjRpGvXpLPS\nypZscBzwxRfAwoWAgUH19428lyihJnJEItFbJdOlVfUqotzcXBho+B89Ta2Mki29efbsGSwtLctt\nHxAQALMynuBlZWWFIUOGKJTPnz8fTk5OaNGiRaX6SwghGlVQAHzzjXRmurBQsb5RI2DbNqBdu+rv\nG3mv0ZIPImfHjh0QiUS4f/8+X1a/fn34+fkhJiYGrVu3hlgshqOjI3bv3i133IABAwAAXbp04ZcQ\nREdH822OHz+Ojz/+GIaGhjA2Nkbv3r2RnJwsd/3g4GAYGRnhn3/+gY+PD4yNjTF06FAAgJ+fH9as\nWYNmzZpBLBbDysoKvXr1QkJCgtw5wsPD0aJFCxgYGMDc3ByDBw/GgwcP5Np07twZzZo1Q0JCAtq3\nbw8DAwM0aNAAmzZt4tucPXsWrVu3BgCMHDmSH9OuXbsq8yWuENk6dnUT+pKSErx48aJCPwBcvHgR\nf//9N/91flv+/v6VOp68OxQb4aLYVKHLl4FWrYCwMMVkWiQCZs6UtqlAMk3xIeqihJqUi+M43L17\nF4GBgejRowdWrVoFU1NTBAcH8wlxp06dMHHiRADAnDlzEB4ejvDwcDRq1AgAsHv3bvTu3RvGxsZY\nvnw55s2bh+TkZHTo0EFhzXVRURF69OgBGxsbfPvttwgICAAAFBQUYMqUKahXrx6WL1+OWbNmQSwW\nIy4ujj928eLFGDFiBFxcXLB69WpMnjwZZ86cQceOHZGdnS03pqysLPj6+qJVq1ZYsWIFateujZCQ\nEGzfvh2AdHnEwoULAQDjx4/nx9SxY0eVX6uioiJkZGSo9XoXs94NGjSAiYkJjI2NERQUhCdPnpR7\nTEREBABUOqGeMGFCpY4n7w7FRrgoNlXg9Wtg3jxpMn3tmmJ9kyZAbCywdCmgr1+hU1N8iNoY4SUk\nJDAALCEhQdNd0Zjt27czjuPYvXv3+LJ69eoxjuNYTEwMX/b06VOmr6/Ppk2bxpft37+fcRzHzp07\nJ3fOnJwcZmJiwsaPHy9X/vjxY2ZiYsLGjRvHl40YMYJxHMe+/PJLubZ//PEH4ziOTZ48WWXfU1JS\nmJaWFlu6dKlc+fXr15mOjg5bsmQJX9apUyfGcRxbvXo1X1ZQUMDc3d2ZtbU1KywsZIwxFh8fzziO\nYzt37lR53dKioqIYx3FqvUp/jcvz9OlTxnEcW7BggdL6NWvWsIkTJ7I9e/awQ4cOscmTJzMdHR3m\n7OzMXrx4ofK8RUVFzNramrVt21btvhBCiGDExzPm6soYoPjS0mJszhzG8vM13UtSxYSYr9EaaqIW\nV1dXeHp68u8tLCzg4uKCf//9t9xjf//9d2RnZ2PQoEHIyMjgy0UiEVq3bo2oqCiFY0JCQuTeHzx4\nECKRCPPnz1d5nUOHDoExhoCAALnrWFtbo2HDhoiKisLs2bP5ch0dHYwfP17hfUhICBITE/nlHhXh\n5uaG06dPq9XW2tq6wudXRfbbAZm+ffuidevWGDp0KNavX4+ZM2cqPe7MmTN48uQJ5s6dW2V9IYSQ\ndy4/H1iwQPpo8OJixfrmzYHt26U7fBBSDSihJmpRtie1iYkJsrKyyj32zp07AAAvLy+l9bVq1ZJ7\nr6Ojg9q1a8uV/f3337Czs4OJiUmZ12GMwcnJSWm9np6e3Hs7OzuFbeVkx6akpLxVQm1iYqJynNVt\n8ODBmDp1Ks6cOaMyoY6IiIC2tjYGDhxYzb0jhJC3dOECMGoUcPOmYp22NjB3LjB7NlDJG+wJqQhK\nqIla3tx+TYapsQ64pKQEgPRmQRsbG4V6bW35b8M3E1+Z3Nzccq/DcRxOnDihtL+lt5N7VwoLC/Hs\n2TO12lpZWUEkere3MdSuXRuZmZlK6/Ly8vDLL7+gW7duau0gUp7IyEh88sknlT4PqXoUG+Gi2FRA\nXp50rfTq1cD//l+R4+4unZWuwi1OKT5EXZRQkyqjao/khg0bAgAsLS3Vmr1VlqQ7Ojri5MmTyMrK\ngqmpqcrrMMZQv359lbPUpT18+FBhS77bt28DkO5sAlT8ITd//vmn2jPU7/pplIwxpKSkqNwK7/Dh\nw3j58mWlb0aU2bNnD/3HI1AUG+Gi2Kjpzz+ls9L/+zdajo4O8NVX0l08dHSq9LIUH6KuCk+PxcfH\nY8KECXB1dYWhoSHq1auHgQMH8r/WL+3mzZvo2bMnjIyMYG5ujuHDh8utbS1t69ataNy4McRiMZyd\nnbFu3Tql7Z4/f45x48bB0tIShoaG8PLywuXLl5W2/euvv9ChQwdIJBLY2tpi0qRJePXqVUWHTNQk\n+d+Tpt5cBtKjRw8YGxtjyZIlKCoqUjjuze8JZUmsbKcPVU8KBIB+/fpBS0tLaRvGmMJMbVFRkdw2\neQUFBdi0aROsrKz4JFTVmFSRraFW51WVa6ifPn2qULZhwwZkZGSgZ8+eSo/56aefIJFI0Ldv3yrp\nw759+6rkPKTqUWyEi2JTjlevgMmTgY8/Vp5Mt2wpfXjL3LlVnkwDFB+ivgrPUC9btgyxsbEIDAxE\n8+bNkZ6ejnXr1sHDwwMXLlyAq6srAODBgwfo2LEjTE1N8c033yAnJwcrV65EUlISLl68CJ1S3/ib\nNm1CSEgIAgICMG3aNERHR2PixInIzc3FjBkz+HYlJSXw9fXFtWvXMGPGDJibm2P9+vXo3LkzEhIS\n+JlQALhy5Qq6du0KV1dXrF69GqmpqVi5ciXu3LmDY8eOVeZrRkopPZvs7u4OLS0tLFu2DM+fP4ee\nnh66du0KS0tLbNiwAUFBQfDw8MCgQYNgYWGB+/fv4+jRo+jQoQO+//57peeU6dy5M4KCgrB27Vrc\nuXMHPXr0QElJCc6fPw8vLy+EhoaiQYMGWLRoEWbPno2UlBT06dMHRkZG+PfffxEZGYlatcYhO3sq\nZPdW2tnZYdmyZUhJSYGTkxP27duHq1evYsuWLfySEUdHR5iYmPBPIJRIJGjbti0/g/2mql5DvXv3\nbty7d49f7nLu3DksWrQIgPSplrIZ7nr16mHQoEFo2rQp9PX1ERMTg3379sHd3V3uxkuZzMxMHD9+\nHIGBgRp/aA4hhCh17hwwejTw99+KdXp60psSp06VrpsmRNMqui3IX3/9xW8pJnPnzh2mr6/Phg0b\nxpeFhIQwiUTCUlNT+bLTp08zjuPY5s2b+bLc3Fxmbm7O/Pz85M45bNgwZmhoyLKysviyffv2MY7j\n2MGDB/myp0+fMlNTUzZkyBC543v16sXs7e1ZTk4OX/bjjz8yjuPYqVOnlI5NiNuwVLft27czkUgk\nt6Vb/fr1FeLDGGOdO3dmXbp0kSv78ccfmaOjI9PW1mYikUhuC72zZ8+ynj17MhMTEyYWi5mTkxMb\nNWoUS0xM5NsEBwczIyMjpX0rLi5mK1euZI0bN2Z6enrMysqK+fr6ssuXL8u1O3ToEPv444+ZoaEh\nMzQ0ZE2aNGGNG3/OzMzuMIAxS0vGbGw6sWbNmrHExETWvn17JhaLmYODA1u/fr3CdQ8fPsxcXV2Z\njo4OE4lEam+hVxU6d+7Mb7MnEomYSCTi/176azt27Fjm6urKjI2Nma6uLnN2dmazZ89mL1++VHre\njRs3MpFIxI4cOVJdQyGEEPXk5DAWGqp8KzyAsbZtGUtO1nQviQYJMV+rsn2oPTw8WMuWLfn3VlZW\nbODAgQrtXFxcWLdu3fj3R48eZRzHsePHj8u1i42NZRzHsfDwcL4sMDCQ2draKpxz/PjxTCKRsIKC\nAsYYY9nZ2UxHR4fNnDlTrl1BQQEzMjJiY8aMUToGIQaIVA1nZ/l/j8ViaUJNCCFEQE6fZqx+feWJ\ntL4+YytXMlZUpOleEg0TYr5WJVsMMMbw+PFjWFhYAJDe7PX06VO0bNlSoW2rVq3k1jzL/v5mWw8P\nD4hEIly5ckWurYeSPSVbtWqF3Nxc/oaypKQkFBUVKZxTR0cHbm5uKtdcE2EbOXLkWx/r6QnINrKw\ntATe2KmPVIHKxIe8WxQb4aLY/M+LF8CnnwLdugEpKYr1np7A1avSJR4qdp16Fyg+RF1VklBHREQg\nLS2N38s2PT0dAGBra6vQ1tbWFpmZmSgsLOTbamlp8cm4jK6uLszNzZGWlsaXpaenqzwnAL5tWde3\nsbGRO6cyPj4+8Pf3l3u1a9cOkZGRcu1OnToFf39/heNDQ0OxdetWubLExET4+/sr3IA3f/58LFu2\nTK7s/v378Pf3x61bt+TKv//+e0yfPl2uLDc3F/7+/oiJiZEr37Nnj9J/CAYOHFhjx+Ht7f3W4/D0\n3IrevQFnZ6B3b8De/iVSUlIoHlU4DjMzs/diHO9LPEqPw9vb+70YB/B+xKP0OEr/u1aTx/GmCo1j\n2DAsq1sXKHWT+H0A/gBu6ekB330nXU/t7Fzt43j48OGHFw+BjWPPnj18Lubg4AA3NzdMnjxZ4Twa\nV9kp7ps3bzJjY2Pm6enJSkpKGGOMRUdHM47j2P79+xXaz5s3j3Ecx7KzsxljjI0aNYoZGBgoPXed\nOnVY3759+fdaWlosNDRUod2ZM2cYx3Hs119/ZYwxtmvXLsZxHIuPj1doGxQUxExMTJReT4i/QiDv\nRufOnWnJByGEaNLz54yNHq16rXSnTozdvavpXhIBEmK+VqlbYx89egRfX1+YmpriwIED/HZnsqfP\nvX79WuGY/Px8uTZisRgFBQVKz5+fny/3JDuxWKz2Ocu6Pu1qQJQ97pwQQkg1OXYMGDcOePhQsU4i\nAZYvly4BeccPvyKkqrz1d2p2djZ69eqFFy9e4MSJE3JPwJMttZAtvSgtPT0d5ubm/LZ5tra2KC4u\nVviVQ0FBATIzM2FnZyd3XmXLNWTXkbUt7/qlz0kIIYSQapKVBYwYAfj6Kk+mvbyApCTgs88omSY1\nylt9t+bn58PPzw93797FkSNH0KhRI7l6e3t7WFpaIj4+XuHYixcvws3NjX/v7u4OAAptL126hJKS\nErm2bm5uSExMVNinOC4uDhKJBM7OzgCApk2bQltbW+GcBQUFuHLlitw5Sc3x5nosIiwUH+Gi2AjX\nBxWbw4eBJk2AXbsU64yMpGuoT58GHByqv28qfFDxIZVS4YS6uLgYAwcORFxcHPbv3482bdoobde/\nf38cOXIEDx484MvOnDmDO3fuIDAwkC/z8vKCmZkZNmzYIHf8hg0bIJFI4Ovry5cFBATg8ePHOHTo\nEF+WkZGB/fv3w8/Pj5/1rlWrFrp164bw8HC8fPmSb7t79268evVK7vqk5li+fLmmu0DKQPERLoqN\ncH0QsXn2DBg6FOjTB3j0SLHe2xu4fl26BETJk3I16YOID6kSHHtzurcckydPxtq1a+Hn56c0MR02\nbBgA6ZMS3d3dYWJigkmTJiEnJwcrVqxA3bp1ER8fL/ekxA0bNiA0NBQBAQHw9vbG+fPnsXv3bixZ\nsgSzZs3i25WUlKBDhw64fv06pk+fzj8p8cGDB4iPj4eTkxPf9vLly2jfvj2aNGmCsWPH4sGDB1i1\nahU6deqE48ePKx1bYmIiWrRogYSEBKXb8xHNys3NpfXvAkbxES6KjXC997E5dAgICQGePFGsq1UL\nWLUKGDlScIm0zHsfnxpKkPlaRe9i7Ny5M/+0tjdfIpFIru2NGzdYjx49mEQiYWZmZiwoKIg9efJE\n6Xm3bNnCGjVqxPT09JiTkxNbs2aN0nZZWVlszJgxzMLCgkkkEtalSxeVd3nGxMQwT09PJhaLmbW1\nNfv8889VPjmOMWHeNUoIIYTUOE+eMDZggOodPHx9GXvwQNO9JDWUEPO1Cs9Qv88E+RMPIYQQUlMw\nBvz8MzBhAvDGZgMAABMTYM0aIChIsLPSRPiEmK9Vats8QgghhBAAwOPH0t05St3nJMffH9i4EVDy\n0DVCajrak4bUGG8+jYkIC8VHuCg2wvVexIYxICJCuoOHsmTazExaHxlZ45Lp9yI+pFrQDDWplJ07\nd4Ixht9//x0BAQHo27fvO7tW3bp139m5SeVRfISLYiNcNT426enSB7AcPqy8vn9/4IcfAGvr6u1X\nFanx8SHVhtZQlyLENTlCduHCBeTk5KB79+548uQJHBwccP/+fZibm2u6a4QQQt4lxqT7SU+eDDx/\nrlhvYQGsXw/QNrXkHRBivkZLPoiCHTt2QCQS8S8dHR3Y29tj+PDhuH//Pt/uzp07WLt2LQDAysoK\nYrFYbt9xTXn9+jVmzpwJOzs7GBgYoG3btjh9+rRax166dAl9+vSBnZ0dJBIJGjdujK+//hp5eXkK\nbRMSEtCzZ0/UqlULxsbG6NGjB65evVrVwyGEEGF58ED6pMPgYOXJ9MCBQHIyJdPkg0JLPohKX3/9\nNRwcHJCfn4/Y2Fjs2LED0dHRSE5OhoGBAYYNG4ZevXoBAK5fvw4jIyM0bdpUw70GgoODcfDgQUyZ\nMgVOTk7Yvn07fHx8EBUVBU9PT5XHJSUloUOHDrCzs8PkyZNhZmaGv/76C/Pnz0dCQgIiIyP5tomJ\niejQoQPq1auHsLAwFBcXY/369ejUqRMuXrzIP7WTEELeG4wB27YBX3wBvHihWG9lBWzYAPTrV/19\nI0TTNLppn8AIcV9DTdi+fTvjOE7h6zBr1izGcRyLiIiQKy8uLmZ9+/ZlFy5ceKf9unnzZrlt4uLi\nGMdx7Ntvv+XL8vPzWcOGDVn79u3LPPbLL79kHMex5ORkufIRI0YwjuPY8+fP+TIfHx9mbm7OMjMz\n+bL09HRmZGTE+vfvr+6Q3ivqxIdoBsVGuGpMbO7dY8zbW/W+0kOHMpaRoeleVrkaE58PjBDzNVry\nQdTWoUMHAEBqaqpc+ZIlSzBnzhyVj6GvKjNmzCi3zYEDB6CtrY1x48bxZXp6ehg9ejRiY2Px8OFD\nlceKxWIA0uUrpdnY2EBLSwu6urp82fnz59GtWzeYmprKtevYsSOOHDmC3Nxctcf1vlAnPkQzKDbC\nJfjYMAZs2gS4ugKnTinW29oCv/4KhIcD7+H9M4KPDxEMSqiJ2lJSUgBIE0eZiIgIfPLJJ2jRogUS\nExNx8+bNCp+3qKgIGRkZ5b4WLlwIVs49tJcvX4azszMMDQ3lylu1agUAuHLlispjR40aBWtra4we\nPRpXr15Famoq9u3bh40bN2LixIl8wg0ABQUFcu9lDAwMUFBQgKSkpIp8Cd4L69at03QXiAoUG+ES\ndGz+/Rfo1k26i8fLl4r1I0YAN25I95d+Twk6PkRQaA01Uen58+fIyMhAfn4+4uLisGDBAtjY2KDf\n/9bHnTlzBp9++in09fUBACUlJXjy5EmFrxMTEwMvLy+12qakpJS5jVF6ejpslexzKitLS0tTeayd\nnR3+/PNP+Pj4wN3dnS+fO3cuFi5cKNfWxcUFsbGxKCkpgUgk/bm0oKAAcXFx5V7nfUXbSwkXxUa4\nBBmbkhLpDh2zZgGvXinW29sDW7YA/7uH5n0myPgQQaKEmqjUrVs3uffu7u74+eefYWRkBADo2rUr\ncnJyKn0dNzc3tXfhsC5nL9O8vDzo6ekplMuSfmW7dcg8fvyYv8lyy5YtMDc3x5EjR7B48WJYW1sj\nNDSUb/vZZ58hJCQEo0ePxowZM1BcXIxFixbh0aNH5V6HEEIE6+5dYPRoIDpaef2YMcDKlUCtWtXb\nL0IEjhJqotL69evh7OyM58+fY9u2bTh+/DguXrwIR0fHKr2OiYmJ2jPU5RGLxXj9+rVCeX5+Pl+v\nytdff42HDx/i9u3bsLOzAwB88sknKCkpwcyZMzF48GCYmZkBAMaPH4/U1FSsWLECO3fuBCBdVjJj\nxgwsXrxYYckJIYQIWnEx8P33wJdfAsomBOrWlc5Ke3tXf98IqQFoDTVRqXXr1vDy8kK/fv1w+PBh\ntGnTBp999hkyMzOr9DqFhYV49OhRua+5c+eipKSkzHPZ2toqXW6Rnp4OAHyirExMTAzc3d0V2vj5\n+SE3N1dh/fWiRYvw+PFjxMTEICkpCXFxcSguLgaAD3LbvGXLlmm6C0QFio1wCSI2//d/QMeOwJQp\nypPpTz8FkpI+yGRaEPEhNQLNUBO1iEQifPPNN+jSpQu+++47hTXFlfHnn3+qNUPNGMO4cePKXNPm\n7u6Os2fPIicnh1+aAoBf2+zm5qby2MLCQj4hfrMckN48+SYTExO0b9+ef3/69GnUqVMHjRo1Knc8\n75sPcWeTmoJiI1wajU1xMbB6NTBvHvC/3+LJqV8f2LoVqKLfINZE9Nkh6qKEmqitU6dOaN26Ndav\nX5RnKkQAACAASURBVI/Zs2eXuXyiIqpyDXVAQABWrlyJzZs3Y+rUqQCkT07cvn072rZtC3t7ewDS\nNc737t2DpaUl/6h0Dw8P7N+/H3fu3IGTkxN/zj179kBLSwvNmzcv89r79u3DpUuX8O2336o1lvfN\nggULNN0FogLFRrg0FpvkZGDUKOB/kw0KJkwAvvkG+MCXr9Fnh6iLEmpSIdOnT0dgYCC2bdsmd5Ne\nZVTlGurWrVsjMDAQs2fPxpMnT+Do6IidO3fi/v372L59O98uLi4OXl5emD9/PubPnw9AOraDBw/i\n448/xoQJE2BmZoYjR47gxIkTGDt2rNx2gdHR0Vi4cCF69OgBMzMzXLhwATt27ECvXr0wadKkKhkL\nIYRUuaIiYMUKICwMKChQrHd0lD4NsWPHau8aITUZJdREKY7jlJb369cPjo6OWL16NT777DOV7TRp\n165dmDdvHnbv3o2srCx89NFHOHLkCP9gGhmO4+T637x5c5w9exbz58/HihUrkJ+fjwYNGmDJkiUK\nm/vXrl0b2traWLFiBXJyctCgQQMsXrwYX3zxBb+NHiGECMr168DIkcClS4p1HAdMmgQsXgwYGFR/\n3wip4ThW3pMyPiCJiYlo0aIFEhIS4OHhoenukDdkZGTAwsJC090gKlB8hItiI1zVEpvCQmDpUuDr\nr6V/f5Ozs3RW2tPz3fajBqLPjjAJMV+jqTRSY4waNUrTXSBloPgIF8VGuN55bK5eBdq0Ab76SjGZ\nFomAadOAK1comVaBPjtEXbTkg9QYYWFhmu4CKQPFR7goNsL1zmJTUCBdvrFkiXTd9JsaNwa2b5cm\n20Ql+uwQdVFCTWoMofxahyhH8REuio1wvZPYJCRI10onJSnWaWkBM2ZIZ6z/9wRZohp9doi6KKEm\nhBBC3gevXwMLFwLLlkn3mH5T06bSWemWLau/b4S85yihJoQQQmq6ixels9LJyYp12trA7NnAnDmA\nnl71942QDwDdlEhqjK1bt2q6C6QMFB/hotgIV6Vjk58PzJwJtGunPJn+6CNpsr1wISXTb6Gy8Rk1\nCnBxkf5J3m+UUJMaIzExUdNdIGWg+AgXxUa4KhWbv/4C3NyA5cuBkhL5Oh0dYMECID4ecHevXCc/\nYJWJz6hRwJEjwO3b0j8pqX6/0T7UpQhxX0NCCCFETm4uMHcu8N13gLL/wj08gB07gGbNqr1r5D8u\nLtJkWsbZGfi//9Ncf94nQszXaIaaEEIIqSnOn5cu41i9WjGZ1tWVbpV34QIl0wLg6QlYWkr/bmlJ\nW32/7yihJoQQQoTu1Stg4kSgUyfg7l3F+tatgcRE4Msvpcs9iMZt2wb07i2dme7dW/qevL9olw9C\nCCFEyM6eBUaPBv75R7FOT096w+EXX0h38yCCQkn0h4NmqEmN4e/vr+kukDJQfISLYiNcZcYmJwf4\n7DOgSxflyXS7dtLHhs+YQcn0O0KfHaIuSqhJjTFhwgRNd4GUgeIjXBQb4VIZm9OnpeugN2xQrBOL\ngVWrpOupGzV6tx38wNFnh6iLfqQlNYa3t7emu0DKQPERLoqNcCnEJjsbmD4d2LJF+QEffwxs3Qo4\nOb37zhH67BC10Qw1IYQQIgQnTkgfD64smTYwANaula6npmSaEMGhGWpCCCFEk54/l95UuH278vrO\nnaWz0g0aVGu3CCHqoxlqUmNERkZqugukDBQf4aLYCFfk3LmAq6vyZNrQEFi/HjhzhpJpDaHPDlEX\nJdSkxtizZ4+mu0DKQPERLoqNAGVmAkFB2LN4MZCWpljfrRtw/ToQEgKI6L9qTaHPDlEXfUpJjbFv\n3z5Nd4GUgeIjXBQbgYmMBJo0AcLDoRAZIyPpGupTp4B69TTRO1IKfXaIumgNNSGEEFIdMjKAzz8H\n9u5VXt+zJ7B5M1CnTvX2ixBSaTRDTQghhLxrBw5IZ6WVJdO1aknXUB87Rsk0ITUUzVATQggh78qT\nJ0BoqDShVqZ3b2DjRsDevnr7RQipUjRDTWqMkSNHaroLpAwUH+Gi2GgAY8CePdJZaWXJtKkpsHs3\nRlpYUDItYPTZIeqiGWpSY9ATq/6fvTuPb6pK/wf+SUv30hbayiYMoARl0bKpWFdwEEXrAsLAINqA\nKBTXAfyOGyiKgo4Lq4AUcSsI9QeOK4MbUh2FVmRRLMIoqCytUCktXWjP749j1nuT3qRJc5J+3q9X\nX23uubk5t4/BpyfPOUdtjI+6GJsmduiQXJ3D3ZJr118vtxRv2xZDIiObtm/kFb53yCiTEEIEuxOq\nKCoqQr9+/VBYWIi+ffsGuztERBRKhABeew24+27g2DFte2oqsGABMGoUYDI1ff+IwoSK+RpHqImI\niBrr11+BO+4A3nlHv/2mm2QyfdppTdsvImoSrKEmIiLylRByhY6ePfWT6fR0YM0a4M03mUwThTEm\n1BQyNm/eHOwukAeMj7oYmwA5cAC4+mrAYgH++EPbPno08N13wIgRbi/B2KiN8SGjmFBTyJg7d26w\nu0AeMD7qYmz8TAi5m2HPnsAHH2jb27QB/t//A954A0hL83gpxkZtjA8ZxRpqChmr3O0uRkpgfNTF\n2PjRTz8Bt90GbNyo337zzcDzzwOtWxu6HGOjNsaHjOIINYWM+Pj4YHeBPGB81MXY+EF9vVzqrndv\n/WS6fXvg3/8GXnnFcDINMDaqY3zIKI5QExERebJvHzB+PPDpp/rt2dnAs88CKSlN2i0iUgdHqImI\niPTU1wPz5slRab1k+vTTgfffB3JzmUwTNXNMqClkTJs2LdhdIA8YH3UxNj7Yswe49FK5SUtlpbZ9\n4kRg1y5g6NBGvQxjozbGh4xiQk0ho1OnTsHuAnnA+KiLsfFCXZ0s3zjnHEBvybS//AX4z3+AJUuA\npKRGvxxjozbGh4zi1uMOVNzKkogoXFksQEEBkJkpqyaCbvdu2akvv9RvnzwZeOopoGXLpu0XETlR\nMV/jCDURETU5i0VuLFhcLL9bLEHszKlTwNy5QEaGfjLdpQvw8cfAwoVMpolIF1f5ICKiJldQAJSU\nyJ9LSuTjoNi1S67SsWWLts1kAu68E5g9G0hIaPq+EVHI4Ag1hYzdu3cHuwvkAeOjLhVjk5kJpKfL\nn9PT5eMmVVsLPPEE0LevfjLdrRuwaRPwwgsBTaZVjA3ZMT5kFBNqChnTp08PdhfIA8ZHXSrGJjcX\nuOYawGyW35u0hnr7duCCC4CHHgJqapzbTCbgvvuAbduAiy4KeFdUjA3ZMT5kFEs+KGQsWLAg2F0g\nDxgfdakamyafiFhTAzz5pByZrq3VtnfvDqxYAQwc2GRdUjU2JDE+ZBQTagoZXL5IbYyPuhgbAN98\nI2ulv/1W2xYRAUydCsycCcTFNWm3GBu1MT5kFBNqIiIKX9XVwOOPy+XuTp3StvfoIUelzzuv6ftG\nRGGDCTUREYWnrVuBW2+VK3m4iowE7r8feOQRICamybtGROGFkxIpZMyZMyfYXSAPGB91NbvYVFUB\n//ynnHiol0z37g189ZWspQ5yMt3sYhNiGB8yiiPUFDIqKyuD3QXygPFRV7OKzX//K3eJ+f57bVuL\nFsCDDwIPPABERzd933Q0q9iEIMaHjOLW4w5U3MqSiIgMOHlSlm88+yxQX69tz8iQtdIZGU3fNyLy\nKxXzNY5QExFRaCsokKPSxcXatqgomWjff7/8mYgoAHyqoa6oqMCMGTMwdOhQtG7dGhEREVi5cqXm\nvFtvvRURERGar7PPPlv3usuXL8fZZ5+NuLg4mM1mt+s/lpWVYeLEiUhPT0diYiIGDRqEb775Rvfc\nL774AhdddBESEhLQrl073H333aioqPDltomISCUVFcC99wIXX6yfTPfvDxQWyg1cmEwTUQD5NEJd\nUlKCWbNm4S9/+QsyMjLw6aefwmQy6Z4bExOD5cuXOx1LTk7WnLdkyRJMmjQJI0aMwNSpU7Fp0ybc\nddddqKysdNqpqL6+HsOGDcP27dsxffp0pKamYtGiRbjssstQWFiIM88803butm3bMHjwYPTs2RPP\nPfccDhw4gGeeeQZ79uzBe++958utUxCVlpYiLS0t2N0gNxgfdYVlbD77DBg/Hti7V9sWHQ08+qhc\nW7qF2h/EhmVswgjjQ4YJH1RXV4vDhw8LIYTYunWrMJlMYuXKlZrzbrnlFtGyZcsGr1dZWSlSU1PF\ntdde63R87NixIjExURw7dsx2bPXq1cJkMon8/HzbsZKSEtGqVSsxZswYp+dfddVVokOHDqK8vNx2\n7KWXXhImk0ls2LBB04/CwkIBQBQWFjbYZ2p6rv99kFoYH3WpFpvsbCHMZvnda+XlQuTkCAHof51/\nvhDffef3PgeKarEhZ4yPmlTM13wq+YiOjsZpp51mTcgbSthRX1+P48ePuz3nk08+wdGjRzF58mSn\n4zk5OaioqMC7775rO7Z27Vq0bdsWN954o+1YWloaRo4cifXr16P2z+1kjx8/jo0bN2Ls2LFITEy0\nnTtu3DgkJibizTffNH7DpISZM2cGuwvkAeOjLpViY7EA77wjKzTeeUc+tljkrt8WSwNP/vhjueTd\nwoXatthY4OmnZT21m7JCFakUG9JifMiogK9DXVlZiaSkJKSkpCA1NRVTpkzR1DBb65/79+/vdLxv\n376IiIjAtm3bnM7Vm9E5YMAAVFZWovjPOrodO3bg1KlTmmtGRUUhIyPDbc01qUuVmbykj/FRl0qx\nKSgASkrkzyUlQH6+NsHWOH4cuOMOYPBg4KeftO2ZmXJL8alT5YYtIUSl2JAW40NGBTShbt++Pe6/\n/368/PLLWLVqFbKysrBo0SIMHToUdXV1tvMOHjyIyMhITZ1SdHQ0UlNT8dtvvzmd265dO81rWY9Z\nzz148KDTcUdt27Z1uqarq6++GllZWU5fAwcOxLp165zO27BhA7KysjTPz8nJ0dSNFxUVISsrC6Wl\npU7HZ8yYoVk4fv/+/cjKysLu3budjs+fPx/Tpk1zOlZZWYmsrCxs3rzZ6XheXh6ys7M1fRs1ahTv\ng/fB++B9BO0+Tp7MQkqKvI/0dHm8pCQPQDZKSmTC7XQfM2fKUeklS+R9ALDdRVwc8PzzwGefIeeF\nFxgP3gfvIwzvIy8vz5aLdenSBRkZGbjnnns01wm6xtaMbNmyxW0NtZ7Zs2cLk8kkVq1aZTtmsVhE\nfHy87vkdO3YUN9xwg+1xZGSkyMnJ0Zz30UcfCZPJJNavXy+EEOKVV14RJpNJbNmyRXPuzTffLFJS\nUjTHVazJISIKN4411NnZQqSny/Ln9HSHuuqyMiHGj3dfK33JJULs2RPU+yCi4FAxX2vyrcfvvfde\nRERE4KOPPrIdi4uLQ01Nje75VVVViIuLczq3urpa9zxru+N3d+fGx8f7fhMUFK5/XZNaGB91qRab\n3Fzghx/k99xc4JprALNZfs/NBfDee0DPnoBevxMSgAULgE8+ARxWdQpVqsWGnDE+ZFSTJ9SxsbFo\n3bo1jh49ajvWrl071NXVaT52qKmpwdGjR9G+fXunc/XKNawlHtZzraUe1uOu5zpek0JDUVFRsLtA\nHjA+6lI9NrYE+1/HgFtvBYYNA379VXvioEHAjh1ATg4Q0eT/+woI1WPT3DE+ZFST/4tUXl6O0tJS\npFuL5wD06dMHALBlyxanc7du3Yr6+npkOGwVm5GRgaKiIs3qIl999RUSEhJgNpsBAL169UKLFi00\n16ypqcG2bducrkmhYaHezH5SBuOjLn/HxvCqHN54+205Kq2zSRgSE4EXXwQ2bgS6dPHjiwYf3zdq\nY3zIqIAl1NXV1SgvL9ccnzVrFgBg6NChtmODBg1C69atsXjxYqdzFy9ejISEBAwbNsx2bMSIETh8\n+DDeeust27HS0lKsWbMG1157LaL+3A0rOTkZV1xxBV577TWcOHHCdu6rr76KiooK3HTTTf65USKi\nZkRv2btG+f134O9/B667DtD5RBFDhgC7dgG33w642UCMiCjYfN5CasGCBSgrK7OVX7z99tvYv38/\nAOCuu+7C0aNH0adPH4wZMwbdu3cHAHz44Yd4//33cdVVV+G6666zXSs2NhazZs1CTk4ORo4ciSFD\nhuDzzz/H66+/jtmzZyMlJcV27ogRI3DBBRcgOzsb3333nW2nRCEEHn30Uac+PvHEE7jwwgtx6aWX\n4rbbbsMvv/yCZ599FldeeSWGDBni660TETVbrsveOa7K4bW33gImTQKOHNG2JSUBzz0HZGczkSYi\n9fk6m7Fz587CZDIJk8kkIiIiREREhO3nn3/+WZSVlYmbb75ZdOvWTSQkJIjY2FjRu3dv8dRTT4lT\np07pXnPZsmXirLPOEjExMaJbt27ihRde0D3v2LFjYsKECSItLU0kJCSIyy+/3O1Mz82bN4vMzEwR\nFxcn2rRpI+68805x4sQJ3XNVnDVKRORvjdmp0O2qHN44ckSIkSPdr+Bx9dVCHDjgw4WJqDlQMV8z\nCdHAVofNSFFREfr164fCwkIu5q6grKwsvP3228HuBrnB+KjLMTbWko2SErkOtG1lDS9YLHJkOjPT\ny+cKAaxZIycVukxCBwCkpAAvvADcfHOzGZXm+0ZtjI+aVMzXfC75IGpqU6ZMCXYXyAPGR12OsfG1\nZMPnJNrq8GFg8mRZ5qHjm45Z6PPfxUAzW4GJ7xu1MT5kVHisO0TNAuve1cb4qMsxNpmZ9h0K09Pl\nY3erdliPm82NmIgoBPD660CPHrrJ9FFTa4zB67jy5DpYHmpeyTTA943qGB8yigk1EVEI83YJO9eN\nVAD9ZNlxNY99+3yciHjwIHD99cDYsYDD3gNWHybeiB5iF/IwBiWlpsZNcCQiCiKWfBARhSjHeuhj\nx+RjI+UYjud0766fLDuWhtTVAZGR8rt1VNsjIYBXXgHuuQcoK9O2p6UBCxdi9fs3of5dE1Bi8LpE\nRIriCDWFjHXr1gW7C+QB49P0jNZDe4qNXgmI3vGuXV22B3fnl1/kSbfeqp9MjxwJfPcdMHIkcleY\ntNuONzN836iN8SGjmFBTyMjLywt2F8gDxqfpuUuGXXmKjWsJiDWpdT1eXPzn9uDukl4hgOXL5W6H\n772nbT/tNCA/H1i92t5pOGw73gyTaYDvG9UxPmQUl81zoOIyLETUeI1eoUJhStzb/v3AbbcBGzbo\nt48ZA8ybB6SmNm2/iCgsqZivsYaaiMKar3XGoSKo9yIEsHQpMHUqcOKEtr1dO+DFF4GsrKbvGxFR\nE2JCTURhza9bZZPd//4HTJgAfPyxfvstt8itw1u1atp+EREFAWuoiSisGa0zJoPq64GFC4HevfWT\n6Q4dgHffBV5+mck0ETUbTKgpZGRnZwe7C+SBqvHRW3fZm3Wbw4HfYrN3LzBoEDBlClBRoW0fPx7Y\ntQu4+mr/vF4zoOr7hiTGh4xiQk0hgztWqU3l+FhXkgAaseNfCGt0bOrqgOefl6PSn32mbe/YEfjg\nA+Cll4Dk5Ma9VjOj8vuGGB8yjqt8OFBx1igR+U/37jKZtjKb7Yk2ufHDD/Ivjy++0G+//XZg7lwg\nKalp+0VEzZaK+RpHqImo2WA9tRfq6oBnngEyMvST6c6dgY8+kqt4MJkmomaOCTURNRvuNjEJdRaL\nn+vCv/9e/rUxbRpQVaVtnzIF2LFD1lMTERETagodmzdvDnYXyINQiU+47cxnXWfbU1244dicOgU8\n9RTQpw/w1Vfa9jPOAD79FJg/H0hMbFS/SQqV901zxfiQUUyoKWTMnTs32F0gD/wVH7+PtoY5I+ts\nG4nNwzfsxI7EgcA//wlUVzs3mkzAPfcA334LXHqpH3pNVvx3TW2MDxnFjV0oZKxatSrYXSAP/BGf\ncN/VMBAyM+XvqqTEfV24x9jU1uKtC+bg4aLHEI1abXu3bsCKFSw4DxD+u6Y2xoeM4gg1hYz4+Phg\nd4E88Ed8uKuh94zUhbuNzbffAuefjxuLHtYm0xERckvxb79lMh1A/HdNbYwPGcURaiJShpHRVtLy\nehS/pgaYPRt44glZN+3it+Sz0f7DFcD55/ung0REYY4j1ESkjHBdhUMpRUXAgAHAo49qkuk6RODd\n3v+H9oeKmEwTEXmBCTWFjGnTpgW7C+SBv+ITbqtw+ENjJ2pOmzZNTjR86CHgvPOA7du1J/Xqhcgt\nX2HY9ieB2NjGdZgM479ramN8yCgm1BQyOnXqFOwukAeMT2AYWRavIZ2EAPr1kyUedXXOjZGRMtHe\nuhXo398/nVaUiivI8H2jNsaHjOLW4w5U3MqSiJq3Rm2XXlUFzJghdzysr9e2n3uuXMGjTx+/9FVl\njivIpKezpIgolKmYr3GEmohIYa7bpQthcJT1yy/ltuFz52qT6RYtZA311183i2Qa4AoyRBRYTKiJ\niBTmOFEzJQUoK2ug/KOyEvjHP2QmrjeU3bcvUFgIPPIIEB0d8P6rwvUPE64gQ0T+xISaQsbu3buD\n3QXygPEJHOtETZOpgVHWzz+XZRzPPiuHsv+0G5DJ8xNPAP/9L3DOOU3VdWWouoIM3zdqY3zIKCbU\nFDKmT58e7C6QB4xP4LkdZa2oAO6+W24L/uOPmudNT0mRy+U98AAQFdV0HVaMiivI8H2jNsaHjGJC\nTSFjwYIFwe4CecD4eMeXFSd0R1k//VSOOM+b5zQqDQCIiQHmzMGCwkKgZ09/dp/8hO8btTE+ZBR3\nSqSQweWL1Mb4GOe44sSxY/Kx0VFT23nl5cDk+4HFi/VPHDhQnnzWWWBk1MX3jdoYHzKKI9RERE2s\n0StObNwI9O6tn0zHxgL/+pespz7rrEb3lYiIGsaEmohChoobc/jC5xUnjh8HJk4E/vpX4Oefte0X\nXSR3QbzvPrlhCxERNQkm1BQy5syZE+wukAeBjo8/dgwMBr0/AnxaceKDD2Qd9LJl2rb4eOCFF4DP\nPgO6ddM0872jLsZGbYwPGcUaagoZlZWVwe4CeRDo+ITixhyeaqUNrzRRViZHnFes0G+/7DLgpZeA\nM85wewm+d9TF2KiN8SGjuPW4AxW3siQiKdhbR1ssMonPzDT+usnJskrDyqttwwF5w7ffDvz2m7Yt\nMVHugnj77UAEP2wkouZDxXyNI9REFBJyc31Lav1Bb6QZ8NwXiwWoqbE/jonxolb66FHgnnuAV1/V\nb7/iCln60bmzN7cRdoL13wMRkSsm1EQUUP5MeoKVNLmWm+TnywS5pATYuxfYvFnWdrs+p6rK/jgm\nxmD/160DJk0CDh3StrVsKVfwmDBBbptoUDgmno1ZepCIyN/4OSGFjNLS0mB3gTzQi0+oTiR05boq\nB2BPsOvqgH37tPfm+pzhwxt4kdJSYPRo4IYb9JPpK68Edu4EbrvN62T67bdLQz4GrkKxpl4P/11T\nG+NDRjGhppBhCZdMIEzpxSdckh7XVTmGD3dela6uTntvXq3ksXYt0KMHsGqVti05WT75/fcBHzaZ\nKCgAfv9dxiaUY+DK56UHFcN/19TG+JBRLPmgkDFz5sxgd4E80ItPZqb8ON46kTBUkx5AmxBv3ixH\npuvq3N9bgyUIR44AOTkyodYzbBiwZAnQoYNPfQZkv44cmYmystCPgaNg1tT7E/9dUxvjQ0YxoaaQ\nocpMXtKnF59wSXr0FBc34t6EAFavBqZMAX7/XdveqhUwbx7w9797Vd6hR/arb1jGIBzuhf+uqY3x\nIaOYUBNRQIVD0uOOT/d26JCcdLhunX779dcDixbB8mA7FMwK7cmcRETNBWuoiYiaghByGbwePfST\n6dRUIC8PeOstWB5sFxaTOYmImgsm1BQyli9fHuwukAeMjwe//gpkZQHjxsmiclcjRgC7dgF/+xtg\nMvl9Midjoy7GRm2MDxnFhJpCRlFRUbC7EFAWC9C9e+iORoZ7fHwihNwyvGdPOdTsKj0dWLNGfrVp\nYzvs7xUsGBt1MTZqY3zIKG497kDFrSypeQj2ttoUAAcOABMnAh98oN/+t78B8+cDaWm6zeE6mZOI\nqLFUzNc4KZFIAeGyXjNBjkq/9BLwj38A5eXa9jZtgBdflJMPPWASTUQUOljyQaSAcNmkotn7+We5\no+HEifrJ9NixwHffNZhMExFRaGFCTaQAr3bVI/XU1wOLFwO9egH/+Y+2vX174N//lqt8tG7d9P0j\nIqKAYkJNISMrKyvYXQio3Fzghx9CN5kO9/i4tW8fMHgwMHkycOKEtj07W67gcc01Td+3PzXb2IQA\nxkZtjA8ZxYSaQsaUKVOC3QXyoNnFp75eTirs3Rv49FNt++mnA++/L/9CSklp8u45anaxCSGMjdoY\nHzKKkxIpZAwZMiTYXSAPmlV89uwBxo8HPv9cv/2224CnnwaSk5u2X240q9iEGMZGbYwPGcURaiIi\no+rqgOeeA849Vz+Z7tQJ2LABWLpUmWSaiIgCjyPURERG7N4tF4f+8kv99kmTgDlzgJYtm7ZfREQU\ndByhppCxbt26YHeBPAjb+Jw6BcydC2Rk6CfTXboAH38MLFqkbDIdtrEJA4yN2hgfMooJNYWMvLy8\nYHeBPAjL+OzaBVx4IXD//UB1tbb9zjuB7duByy9v+r55ISxjEyYYG7UxPmQUE2oKGatXrw52F8iD\npo6PxQJ07y6/+92pU8Ds2UDfvsCWLdr2M88ENm0C5s0DEhMD0AH/4ntHXYyN2hgfMooJNVGICWgi\nGSIsFuCdd4DiYvndr7+L7duB888HHnwQqKlxbjOZgPvuA779Frj4Yj++KBERhTIm1EQhJKCJZAgp\nKABKSuTPJSXycaPV1gKPPQb07w8UFWnbu3cHNm8G/vUvID7eDy9IREThggk1UQgJSCIZgjIzgfR0\n+XN6unzcKN98AwwYAMyYIRNrRxERwPTp8pwLLwTATwmIiMgZE2oKGdnZ2cHuQtD5PZH0o6aMT26u\n3MnbbJbfXbdrN5zw1tQAjzwCnHeeLONw1aMH8MUXcjm8uDjbtUPtUwK+d9TF2KiN8SGjuA416s95\n8gAAIABJREFUhQzuWCUTR4tFjkxnZmoTyWBq6vi4u3drwltSAhw7Jh/rnrt1K5CdDezcqW2LjJQr\nezzyCBAT49QUip8S8L2jLsZGbYwPGcWEmkLG6NGjg90FJaiURDtSJT4NJrxVVbJWeu5cufOhq969\ngRUrgH79dK+fmSkT9ZIS9T4lcEeV2JAWY6M2xoeMYskHEYUVj2UxX30ll8J78kltMt2ihRyR3rrV\nbTINNFxuQkREzQ9HqIkorOiWxZw8KZPlZ58F6uu1T8rIkKPSGRmGX4OIiMiKI9QUMjZv3hzsLpAH\nKsUnNxf44Yc/E9+CApkoP/OMNpmOipLlH19/bTiZDkUqxYacMTZqY3zIKJ8S6oqKCsyYMQNDhw5F\n69atERERgZUrV+qe+/3332Po0KFo2bIlUlNTMW7cOJSWluqeu3z5cpx99tmIi4uD2WzGggULdM8r\nKyvDxIkTkZ6ejsTERAwaNAjffPON7rlffPEFLrroIiQkJKBdu3a4++67UVFR4cttU5DNnTs32F0g\nD5SLT2UlcO+9cgOW4mJte79+QGEh8PDDMrEOY8rFhmwYG7UxPmSUTwl1SUkJZs2ahR9++AEZf47q\nmEwmzXm//PILLrnkEuzbtw9PPvkkpk6dinfffRd//etfUeuy1uuSJUtw2223oXfv3liwYAEGDhyI\nu+66S/Mfc319PYYNG4a8vDxb+5EjR3DZZZfhxx9/dDp327ZtGDx4MKqqqvDcc89hwoQJWLp0KW66\n6SZfbpuCbNWqVcHuAnmgVHw2bQLOOQd4/nlACOe26GhZQ/3f/8oJiM2AUrEhJ4yN2hgfMkz4oLq6\nWhw+fFgIIcTWrVuFyWQSK1eu1Jw3adIkkZCQIA4cOGA7tnHjRmEymcTSpUttxyorK0Vqaqq49tpr\nnZ4/duxYkZiYKI4dO2Y7tnr1amEymUR+fr7tWElJiWjVqpUYM2aM0/Ovuuoq0aFDB1FeXm479tJL\nLwmTySQ2bNig6W9hYaEAIAoLC43+KohIJeXlQkyZIoRMo7Vf558vxK5dwe4lERE1gor5mk8j1NHR\n0TjttNOsCbnb8/Lz83HNNdfg9NNPtx0bPHgwzGYz3nzzTduxTz75BEePHsXkyZOdnp+Tk4OKigq8\n++67tmNr165F27ZtceONN9qOpaWlYeTIkVi/fr1t5Pv48ePYuHEjxo4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WF+DR67cB998v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oN4AlE4pWn/HmfBglz8FwMNX9NdiYerhpYv0lsir3t3zyPA/hghbswW5Z6W9Wuspl6FhMtLqYux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\n",
"text": [
"<matplotlib.figure.Figure at 0x144927f0>"
]
}
],
"prompt_number": 63
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = correlation_figure(df.resample('5min').dropna(), xvar='bc_ona_283', yvar='bc_ona_351')\n",
"fig.get_axes()[0].set_title(\"Aeth 283 vs Aet 351\")\n",
"display(fig)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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dK/I8ly9fxo0bN9CoUSO9usaNGxf7x4WlpSXGjRuHJUuWYMWKFbh48SJOnDiB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\n//43sHHTpvDii/D229Cs2aEtkWcQk+PT2Ck24pYmFoqISJ3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SQlJSEn369GH16tUh237+\n+eecddZZJCYm0q5dO2655Rb27Nnj9lFFpDH59FO7fCNUAp2RAfn5tZ5Ae1W7dltERCLGdRJdUFDA\npEmTWLduHV27dgXAE+LXmps3b+acc85h48aNPPLII9x555289957XHDBBezfvz+g7SuvvML111/P\nySefzJQpUzjjjDO4+eabeeyxxwLalZeXM2DAAHJycnznf/vtN84991w2bNgQ0HbNmjX07duXffv2\n8fTTT3Pdddfx6quvMnjwYNf/o4hZloWqTRUj1OvYlJfDI4/YEwi3bg08Fx0NTzwB8+ZBq1aR6d8h\nqtexaQQUH3MpNuKa5VJJSYm1bds2y7Isa9WqVZbH47GmTZvmaDdq1CgrMTHR+vnnn33HFi1aZHk8\nHuvVV1/1HSsuLraSk5OtSy65JOD64cOHW0lJSdaOHTt8x2bPnm15PB5r7ty5vmMFBQVWq1atrGHD\nhgVcf9FFF1lHHHGEtWvXLt+x119/3fJ4PNaHH37o6G9eXp4FWHl5eW7/p5A6FvzfiJij3samsNCy\nLrrIsuzq58CvI46wrGXLIt3DQ1ZvY9NIKD7mUmzMZGK+5nokumnTphx22GHexDtsu7lz55Kens6R\nRx7pO9a3b19SU1OZM2eO79iSJUvYvn07N910U8D1o0ePZs+ePbz33nu+Y++88w5t27bliiuu8B1r\n06YNQ4YMYf78+b4R7qKiIhYtWsTw4cNJSkrytR05ciRJSUkBny/1x6xZsyLdBQnD5NiEXXP5iy+g\nWzf44APnRRdeCKtXH8SSHuYxOTai+JhMsRG3anSJu19++YWCggJ6hqgf7NWrV0ANs/f74Lbdu3cn\nKiqKNWvWBLQNNROzV69eFBcXs379egC++eYbDhw44LhnTEwMXbt2DVtDLWZLSEiIdBckDFNjE3LN\nZcuyV9g45xz4+efAC6Ki4MEH4f33K9bHq+dMjY3YFB9zKTbiVo0m0Vu2bAGgXbt2jnPt2rVj+/bt\nvlHjLVu2EB0dTZs2bQLaNW3alOTkZH799deA+4a7J+BrW9nnt23bNuCewS6++GIyMjICvs444wzm\nzZsX0O7DDz8kIyPDcf3o0aOZOnVqwLH8/HwyMjIckyonTJjA5MmTA45t2rSJjIwM1q5dG3D8+eef\nZ9y4cQHHiouLycjIcNRt5eTkhFwkfujQoXoOPUejeo45czIoKLCfo6AAvl66k5xTTyXz9tvhwIHA\n54iNZd7EiXDvvXYybdBzNJR46Dn0HHoOPUd1niMnJ8eXix199NF07dqVW2+91XGfiDuYGpCVK1eG\nrIleunSp5fF4rNzcXMc19913n+XxeKzff//dsizLysrKshISEkLev0OHDtbll1/u+zk6OtoaPXq0\no93ixYstj8djzZ8/37Isy5o+fbrl8XislStXOtqOGDHCatmypeO4iTU2InJoMjMtKyXFLnHu23KV\n9VvS0aHrn88917K2bIl0d0VEpAom5ms1OhIdHx8PQElJiePcvn37AtrEx8dTWloa8j779u3ztfO2\ndXvPyj5fv6Kpn4L/xSvmqIvYhK1trkR2NqQPsJhw2Et8UHQmKbv/42z017/CRx9B27Y111mD6L0x\nm+JjLsVG3KrRJNpbRuEtq/C3ZcsWkpOTiYmJ8bUtKytz/EqhtLSU7du30759+4D7hirF8H6Ot21V\nn+9/T6k/OnbsGOkuSBi1HZuQtc1u7NpF9r5hTPztJmLKg/6xnpxsTyqcNAmaHPp+UweT5NcFvTdm\nU3zMpdiIWzWaRB9xxBGkpKSwcuVKx7kVK1b41pcG6NatG4Cj7apVqygvLw9o27VrV/Lz8x2rgnz1\n1VckJiaSmpoKwEknnUSTJk0c9ywtLWXNmjUB95T6Y+zYsZHugoRR27FZvtyuaQb7z7lzXSSs33xj\nb44Saob9mWfaq2/0718j/TvoJL8O6L0xm+JjLsVG3KrRJBpg4MCBLFy4kM2bN/uOLV68mO+//z5g\nw5M+ffrQunVrXnrppYDrX3rpJRITExkwYIDv2KBBg9i2bRvvvvuu71hhYSG5ublccsklvtHtFi1a\ncP755zNjxgx2797ta/vWW2+xZ88ebbgiUs+kpVUslhEbC6WlVSSsb7wBp51mNwp2xx3wySfQoUON\n9S84yV++vMZuLSIihqvW7zKnTJnCzp07faUVCxYsYNOmTQDcfPPNNG/enHvuuYfc3FzOO+88brnl\nFnbt2sXjjz/OKaecEjBDMy4ujkmTJjF69GiGDBlCv379+Oyzz5g5cyYPP/wwLVu29LUdNGgQp59+\nOpmZmfz73/8mOTmZF198EcuyuP/++wP6+NBDD3HmmWfSu3dvrr/+ejZv3sxTTz3FhRdeSL9+/Q76\nfygRqX1ZWXYimpZm1zVnZ1cc27oViorsdo6EtbiYZX8azVkb3nTetGVLePNNuPTSGu9vWhrs2GH3\nJyWlQSwvLSIiblVnFmKnTp0sj8djeTweKyoqyoqKivJ9/9NPP/naffvtt9aFF15oJSYmWq1bt7ZG\njBhh/fbbbyHv+dprr1nHH3+8FRsba3Xu3Nl69tlnQ7bbsWOHdd1111lt2rSxEhMTrfPOOy/sDM1l\ny5ZZaWlpVnx8vHX44YdbY8eOtXbv3h2yrYmzPSXQd999F+kuSBg1GRv/FTVSUuyfXZ3/7jvr51Yn\nhV59o2dPy9q4scb6GK7fqanO/kaa3huzKT7mUmzMZGK+5rGsSrYfbATy8/Pp0aMHeXl5ITd0kcjL\nyMhgwYIFke6GhBAuNsEjym506RJYhZGaCuvWVXHfnBy44QbwK9/yGTMGnnjCrgNphPTemE3xMZdi\nYyYT87VDn5ouUsumTJkS6S5IGKFi451sV1BglzpkZblLpN2URvjus28fjLoNXn7Z0Wa3J4m3er/O\nqOeHVvNpGha9N2ZTfMyl2IhbSqLFeFpuyFyhYnOwk+38658rHcHeuBEGD4b8fMepdU1P5s30d3hk\nbqrLJ2i49N6YTfExl2IjbimJFpEadSiT7aocsf773yEzE37/3Xnuz3+my/PP84jfRk0iIiK1pcaX\nuBORxi07G9LT7Zrm9HT3NdGVblpSWgq33w5XXOFMoBMSYNo0eP11UAItIiJ1REm0GG/y5MmR7oKE\nES422dn2pMDqJNBhNy3ZtAl694ann3ZeePzxsGIFjBxZ/c43cHpvzKb4mEuxEbeURIvxiouLI90F\nCaOmYhO2jvr996FbN/jyS+dFw4bBypVw4ok10oeGRu+N2RQfcyk24paWuDNwyRSR+uxglrfzX9Ej\nJQUyLj7A6+3/Bo884mwcGwvPPQfXXw8eT812XkREjGRivqaRaBGpMZWWZVTCv456eJ9fef0/fUMm\n0D/FHMvEC7+w14ZWAi0iIhGkJFpEKlXphL8gB7u8HfxRR/3iYp5a0g2WLnWc/9+mAzllfx4vftHN\ndXIuIiJSW5REi/EKCwsj3YVGq6qR5eDYpKXZ5RhQzeXtysrggQfgggvgt98Cz8XE8GDKs2SU5lJE\ni2on542V3huzKT7mUmzELSXRYrwsDTtGTFUjy8GxOajl7X77DS66CCZMgOApGh07wmefsTH9ZlJS\n7PKN6q493VjpvTGb4mMuxUbc0mYrYryJEydGuguNVlUbp4SKjdvJhAB89hlceSX8+qvz3IABMH06\ntG5N9mkHN2GxMdN7YzbFx1yKjbilkWgxnimzcBujqkaWK4tNpbXU5eXw2GNw3nnOBDo6mjk9J3P8\n+gVk3dk6oC/VWXu6sdN7YzbFx1yKjbilkWgRqXH+S9bt2GH/7Et+t2+Ha66xGwRr355H/jSLp1ed\nTUEBbN8ZdK2IiIghNBItImEd7JJ1YWupV6yA7t1DJ9Dnnw+rV/PmD2cf9AofIiIidUVJtBhv6tSp\nke5Cgxeu9KKqiYXhYuNYpeNMy94g5ayz4KefAht7PDBxIvzjH3DYYQe/wocE0HtjNsXHXIqNuKUk\nWoyXn58f6S40aJWNNleV0IaLjX8t9eB+v5O9azDccgvs3x/Q7r/RKTze70N7ZY7oaMe1rlf4EAe9\nN2ZTfMyl2Ihb2vbbwG0kRepSly52Au2VmmpP4PM6pFUx1qyBwYNhwwbHqU85h6vI4UBKeyXLIiJS\nKRPzNU0sFGnkqlrG7qCSW8uC11+HsWOhpMRx+hHP3dxnPUAZTUB1zyIiUg8piRZpxLyjzC1bQqtW\nNbQG8+7dMGoUzJjhPNeqFTfEv8Vrvw4IOLx1qz0C7vFoHWgREakfVBMt0kj510Lv3FlDyeu338Kp\np4ZOoE87DVav5sCFA3x11mCXQhcV2RUf1V0FREREJFKURIvxMjIyIt2FBqmqlTfcCIjNW2/ZCfR3\n3zkb3norLF0KRx0VMHGweXMoK7ObeGdnVNaXSjdwkQB6b8ym+JhLsRG3lESL8caMGRPpLjRI1V1K\nLlQCO2bMGNi7F66/HkaOhOLiwIuaN4e5c+Hpp6FpU99h7+6DAwdW9MHjqbwvB7tmdWOl98Zsio+5\nFBtxS6tzGDjbU6SuuF15w38HwpQUv6Xn1q+3V9/4+mvnRd26QW4uHHusqz5YVuU10VWtIiIiIg2X\nifmaRqJFGin/5HX58oqR3VAjziFLP3JzoWfP0An0//wPfP55lQk0VIxKr19v/xkumdcmLCIiYhKt\nziHSCPmPLHs8diK9aZM9HzA6Gvbtgx9+gGXL7OTWfxm8I9qU8EL0nTBkivPGiYnw6qswbFiN9zk7\n+xDXrBYREalBGokW482bNy/SXWhw/EeWvQVd+/bZGwru22f/XFYGGzfaiat3MuB5R/+HzziL87+z\nE+iAyJx4IqxaBcOG1doEQO+otRLoqum9MZviYy7FRtxSEi3Gy8nJiXQXGhzL8u2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CAAAg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\nd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o7fSHJZQB+9Zwb6/KMYGDAAQGCuluFvkyZNavU5Nm9W/yXAbOa/CPiSL7KhtsFs5MZ8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\nSUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x176dee80>"
]
}
],
"prompt_number": 54
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Even with 1 min means, the aethalometers 283 and 351 have an $R^2$ of 0.97."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = correlation_figure(df.resample('1min').dropna(), xvar='bc_ona_283', yvar='bc_ona_351')\n",
"fig.get_axes()[0].set_title(\"Aeth 283 vs Aet 351\")\n",
"display(fig)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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g0JQpU1Tu++7du2Rvb0/VqlWjlJSUQs7i01M3N0w7OD/ixbkRL86NCNy9S1S7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\ncHPNGGOMMcZYN/kPbcx0j8nJOyYAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x30498c50>"
]
}
],
"prompt_number": 58
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def correlation_figure(df, xvar='bc_ona_283', yvar='bc_ona_347'):\n",
" \n",
" fig, ax = plt.subplots()\n",
" dt_x = df[xvar]\n",
" dt_y = df[yvar]\n",
" \n",
" xmax = np.max(dt_x)\n",
" xmin = np.min(dt_x)\n",
" ymax = np.max(dt_y)\n",
" xymax = max(xmax, ymax)\n",
" \n",
" # linear regression\n",
" slope, intercept, r_value, p_value, std_err = stats.linregress(dt_x, dt_y)\n",
" x = np.arange(xmin,xmax,0.1)\n",
" y = intercept + slope * x\n",
" \n",
" ax.plot(dt_x, dt_y, '.')\n",
" ax.plot(x, y, linestyle='-', linewidth=3, color='r')\n",
" #ax.set_xlim(-1000, xmax)\n",
" #ax.set_ylim(-1000, ymax)\n",
" #ax2.set_xlabel(xlab)\n",
" #ax2.set_ylabel(ylab)\n",
" ax.grid()\n",
" ax.text(0.1, 0.9, \"slope = {0:.3f}\".format(slope), transform = ax.transAxes)\n",
" ax.text(0.1, 0.84, \"intercept = {0:.0f}\".format(intercept), transform = ax.transAxes)\n",
" ax.text(0.1, 0.78, r\"R$^2$ = {0:.2f}\".format(r_value**2), transform = ax.transAxes)\n",
" \n",
" return fig"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 42
}
],
"metadata": {}
}
]
}
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