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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "
\n",
+ "
\n",
+ "
\n",
+ "
Signal Processing
\n",
+ "
Convolution
\n",
+ "
\n",
+ "
\n",
+ "
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Seismo-Live: http://seismo-live.org\n",
+ "\n",
+ "##### Authors:\n",
+ "* Stefanie Donner ([@stefdonner](https://github.com/stefdonner))\n",
+ "* Celine Hadziioannou ([@hadzii](https://github.com/hadzii))\n",
+ "* Ceri Nunn ([@cerinunn](https://github.com/cerinunn))\n",
+ "\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Convolution \n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Cell 0 - Preparation: load packages, set some basic options \n",
+ "%matplotlib inline\n",
+ "from __future__ import print_function\n",
+ "from obspy import *\n",
+ "import numpy as np\n",
+ "from scipy import interpolate, signal\n",
+ "from time import *\n",
+ "import matplotlib.pylab as plt\n",
+ "import warnings\n",
+ "warnings.filterwarnings('ignore')\n",
+ "plt.style.use('ggplot')\n",
+ "plt.rcParams['figure.figsize'] = 15, 3\n",
+ "plt.rcParams['lines.linewidth'] = 0.5"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Con ... what?\n",
+ "\n",
+ "In seismology, very often we are dealing with *linear systems*. A linear system, in the most general sense, is a mathematical model based on a linear operator. Here, this operator is the *convolution*. The output signal of a linear system is the *convolution* of the input signal with the *impulse response* of the system. Examples of linear systems in seismology are:\n",
+ " + seismometers - a physical linear system altering the recording signal\n",
+ " + Green's functions - response of the Earth to an impulsive excitation\n",
+ " + filter - mathematical linear systems\n",
+ " + ...\n",
+ "\n",
+ "Mathematically, the convoluton ($*$) is the weighted mean of the input signal $x(t)$ with $h(t)$ as the weighting, i.e. the superposition of $x(t)$ with a mirrored and shifted version of $h(t)$: \n",
+ "\n",
+ "$$ y(t) = h(t) * x(t) \\equiv \\int_{-\\infty}^{\\infty} x(\\tau)h(t-\\tau)d\\tau \\\\ = \\int_{-\\infty}^{\\infty} x(t-\\tau)h(\\tau)d\\tau = x(t) * h(t) $$ \n",
+ "\n",
+ "$h(t)$ is called the *impulse response* of the system. It can also be called *convolution function* or *kernel*. Intuitively spoken, it is the *characteristic* of the system, the mathematical description of what the linear system is doing to the input signal. \n",
+ "\n",
+ "\n",
+ "The equation for the *discrete convolution* is: \n",
+ "\n",
+ "$$ (x+h)[k] \\equiv \\sum_{i=0}^{m} x[i]h[k-i] \\hspace{2cm} with $$ \n",
+ "\n",
+ "$$ x_i \\hspace{1cm} i=0,1,2,...,m $$\n",
+ "$$ h_j \\hspace{1cm} j=1,2,...,n $$\n",
+ "$$ k = 0,1,2,...,m+n-1 $$\n",
+ "\n",
+ "You could also memorize the mathematical operation of convolution as: \n",
+ "\n",
+ "$$ \\Longrightarrow flip, shift, multiply\\ and\\ add $$\n",
+ "\n",
+ "Nice and intuitive gif animations can be found e.g. [here](https://commons.wikimedia.org/wiki/File:Convolution_Animation_%28Gaussian%29.gif), [here](https://commons.wikimedia.org/wiki/File:Convolution_Animation_%28Boxcar_and_Ramp%29.gif), and [here](https://commons.wikimedia.org/wiki/File:Convolution_Animation_%28Boxcar%29.gif).\n",
+ "\n",
+ "The convolution has several helpful properties: \n",
+ "$\\hspace{4cm}$ Commutative $\\hspace{4cm} x(t)*h(t)= h(t)*x(t)$ \n",
+ "$\\hspace{4cm}$ Distributive $\\hspace{4.4cm} x(t) * [h(t)+g(t)] = [x(t)*h(t)]+[x(t)*g(t)] $ \n",
+ "$\\hspace{4cm}$ Associative (with scalar) $\\hspace{2.25cm} a[x(t)*h(t)] = [ax(t)]*h(t)$ \n",
+ "$\\hspace{4cm}$ Multiplicative identity $\\hspace{2.8cm} x(t) * \\delta(t) = x(t) \\hspace{0.5cm}$ and $\\hspace{0.5cm} x(t)*H(t) = \\int x(t)dt $\n",
+ "\n",
+ "The most important property is the *__convolution theorem__*:\n",
+ "\n",
+ "$$ F\\{x(t)*h(t)\\} = F\\{x(\\omega)\\} \\cdot F\\{h(\\omega)\\} $$\n",
+ "\n",
+ "Or in words: \n",
+ "> __A convolution in the time-domain is a multiplication in the frequency-domain, and vice-verca.__\n",
+ "\n",
+ "And there we are again, transfering our data from one domain into the other using the [*Fourier transformation*](fourier_transform.ipynb) with all its possible pitfals, such as Nyquist theorem and Gibb's phenomenon. Make sure that you are familiar with that topic as well.\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "---\n",
+ "### Convolving functions\n",
+ "\n",
+ "The following cells are dedicated to the understanding of what the convolution does to the input signal. In cell 1, we define a function which takes a signal and an impulse response as input and provides us the convolution of both. In cell 2, we define a boxcar function, a Rieker wavelet, and a $\\cos$ Signal, which we use to play around with in the cells 3 and 4.\n",
+ "\n",
+ "1) In cell 3 (concolution of boxcar with Rieker wavelet), what to do you observe concerning the time needed for calculation? What do you observe concerning the number of samples of the original and convolved functions? \n",
+ "2) In cell 4 (concolution of boxcar with $\\cos$), compare the results of the two convolved signals and try to explain your observation. Why do the two convolved functions look different? "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [],
+ "source": [
+ "# Cell 1 - define a convolution function\n",
+ "def conv(x, y):\n",
+ " \"\"\"Calculates the discrete convolution of two signals x and y.\n",
+ " In\n",
+ " ----------\n",
+ " x : first signal, the \"measurement\" (array of floats)\n",
+ " y : second signal, the convolution function, sometimes called kernel (array of float)\n",
+ " \n",
+ " Out\n",
+ " -------\n",
+ " c : convolution (array of floats)\n",
+ " \"\"\"\n",
+ " m = len(x)\n",
+ " n = len(y)\n",
+ " c = np.zeros(m+n-1) # initally, setting all convolution values to zero\n",
+ " \n",
+ " for i in range(0, m):\n",
+ " for j in range(0, n):\n",
+ " c[i] += x[i-j] * y[j]\n",
+ " \n",
+ " return c"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "number of samples of input signals: 4096\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Cell 2 - creating signals\n",
+ "npts = 4096 # number of samples (initial: 4096)\n",
+ "dt = 0.025 # sample rate (initial: 0.025) \n",
+ "t = np.linspace(0,npts*dt,npts) # time axis for plotting\n",
+ "\n",
+ "box = np.zeros(npts) # boxcar function\n",
+ "for i in range(400,600):\n",
+ " box[i] = 1.\n",
+ "rk = signal.ricker(npts, 20.0) # Rieker wavelet, 2nd number = width of wavelet (intial: 20.0) \n",
+ "cosine = np.cos(t/2) # cosine wavelet\n",
+ "print('number of samples of input signals:', npts)\n",
+ "\n",
+ "# plot \n",
+ "plt.rcParams['figure.figsize'] = 15, 3\n",
+ "xmax = 104 # max. value for x-axis to zoom into (initial: 104)\n",
+ "plt.subplot(131)\n",
+ "plt.plot(t, box, 'b')\n",
+ "plt.ylim(0,1.2)\n",
+ "plt.xlim(0,xmax)\n",
+ "plt.xlabel('time [s]')\n",
+ "plt.title('Boxcar')\n",
+ "plt.ylabel('amplitude')\n",
+ "\n",
+ "plt.subplot(132)\n",
+ "plt.plot(t, rk, 'b')\n",
+ "plt.xlim(0,xmax)\n",
+ "plt.title('Rieker')\n",
+ "plt.xlabel('time [s]')\n",
+ "\n",
+ "plt.subplot(133)\n",
+ "plt.plot(t, cosine, 'b')\n",
+ "plt.title('Cosine')\n",
+ "plt.xlim(0,xmax)\n",
+ "plt.xlabel('time [s]')\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "1st run: 6.5329 seconds needed for calculation\n",
+ "2nd run: 0.0093 seconds needed for calculation\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Cell 3 - convolve boxcar with Rieker\n",
+ "tick1 = time() # measures time since 01.01.1970 in seconds\n",
+ "c1 = conv(rk, box) # calculate convolution using function of cell 1\n",
+ "tick2 = time() \n",
+ "\n",
+ "tick3 = time()\n",
+ "c2 = np.convolve(rk, box) # calculate convolution using predefined function of numpy\n",
+ "tick4 = time()\n",
+ "\n",
+ "delta1=tick2 - tick1 # taking first time difference and give it in seconds\n",
+ "print(\"1st run: %6.4f seconds needed for calculation\"%delta1)\n",
+ "delta2=tick4 - tick3 # taking second time difference and give it in seconds\n",
+ "print(\"2nd run: %6.4f seconds needed for calculation\"%delta2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "number of samples of input signals: 4096\n",
+ "number of samples of convolved signal: 8191\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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TPmmI1Ov55uyu6ZMklUX7I30wMbEDDZKGkEmfNCCyNm5O5pXJYGTEkT5JUjmMj9PWSN/8fGBsLGsrnkplY9InDZHm1JWxMThyxKRPklRczdkt4+MZ8/PtHB86LowmlYVJnzREmklftZqxvNzv1kiStH2Wl6FabW7O3v6Nzk7XyUtlYNInDZGFhXzqSrUKS0v9bo0kSdtnaSlP+trdp89pndLGTPqkAdHOncmFhcDERMbISD6NRZKkosqna2Ztr+mTtDGTPmlAtFvIZWwMKpXMkT5JUqEtLUGl0hzp63drpOFm0if1WTPZa3ekL1/Th2v6JEmFtrwMIyPtT+9scpqntJZJnzREFhfzpG9kJGN52akukqTiWl4OVCpZx0mfpLVM+qQ+66TKWHOkr1JxpE+SVGydjvQ146nVO6W1TPqkAdHemr7Q2JzdpE+SVGzLy6GxZQOO9EldMumThsjCAo2RPqd3SpKKLd+nL5/d4jo9qTsmfdKAqFY3r8jZ3KfPkT5JUtE19+kDp2xK3TLpkwbExES26T5EzUIuVu+UJBVdc58+Sd0z6ZMGxPg4zM8f+5jmmr5q1emdkqRia+7T1y6ngEobM+mTBkQ71ckWF7l9pM/N2SVJRdas3impeyZ90oAYG9s86Zufb+7TB/X6DjVMkqQ+yKt35sN37Yziue5P2tjA3D+JMb4LeBRwU0rpnH63R9pp7Yz0LS8HRkagUslYWjK6SWVgfFRZ5dU7+90KqRgGaaTvEuBh/W6E1C/tFHJpsnqnVCqXYHxUCXVSvdP1fNKxDUzSl1L6InCg3+2Q+qWdQi5NefVOR/qkMjA+qqzq9ZXpnZtZXITR0fzYEDKXQEirDEzSJ5VdO9M7m/LqndvcIEmS+qh1pG8zzS2NALc1ktYxMGv62hFjvAi4CCClRK1W63OLtt/IyEgp+gnl7evkZJVabZxTTglMT0OttvFdzeaxS0swPl6hVpvYqSZvSVmvaZGVpZ/DpozxEcr1/7EsfW3t5+7dgYmJPC42499G6nXYt69CrbaLvXsrHH/8BLt27VSrt6aM17ToBrmvQ5X0pZQuBi5uPMymp6f72ZwdUavVKEM/obx9nZvbw/T0IebmRrj55hGmpzee49k8Nsvg0KH880FW1mtaZP3o5/79+3f0/YZRGeMjlOfnDsrT19Z+Hjgwzp49daanjzA7e+yYd8MNFZaWJpienmNhYYqbbppjamqwF/qV8ZoW3SDHSKd3SgOik+mdlqWWJBVdJ9U7FxYCY2N5klepuJettFpHI30xxlHgAcD+lNIHY4xTACml2W4bEmP8APBgoBZjvBZ4WUrpnd2eVxoWExP5QnRJamV8VFk1tymCzW92LiysrOmzwrW0VttJX4zxnsDHgQXgdOCDwC8ATwV+rduGpJSe2O05pGE2Pp4xP3/sqBbCYE9VkdR7xkeV1fJyvi9tO1oLuVQqWaPCtTFTaupkeufbgJemlO4GHGk89wXgvJ63SiqR5t5CnUzvlCSp6JaXuX2kD469F18+0pd/7kiftFYnSd/ZwF82Ps/g9mmdA14bSRoOJn2SJK1YXg63r+kbGcmOuU5vYYFVWzYYT6VWnSR9VwP3bX0ixngucGUvGySVTXOdwthYPj3lWLLMICZJKoe8kEueyG12Y7S1kIt72UprdZL0vQT42xjjK4CxGOOLgA8Bv78tLZNKJoRjT13Jj3F9giSpHFo3Z98s6ZubC0xOroz0Wb1TOlrbSV9K6W+AhwMnka/l+wngsSmlT29T26TScSsGSZJy9XpoGenLp3Bu5PDhlaRvZCSjXjegSq062rIhpfQ14Jnb1BZJm3B6pySpLLY60uc+fdJax0z6YoyvbOckKaWX9qY5Urkda3pnJ6WrJUkadq3VOycmMg4f3jjpO3y4wq5d7tMnbWSzkb47tnw+ATwO+GfgGuAM4Fzgsu1pmlQ+x5reOT8fbg9okiQV3fJyuP1m59RUxuzsxkFyfj5PDKFZyMWZMVKrYyZ9KaWnNT+PMV4KPDGldFnLc48FHr99zZPUNDdn0idJKo/Wkb6pqTqzsxuXoqjXA5XGy/mWDTvQQGmIdFK98+HAX6967mPAI3rXHKlcVk/nPNb0TpM+SVKZ5Fs25J/v3p0xM9Pe6J3VO6W1Okn6rgSeteq5ZwLf611zpHLpZJ1e6yJ1SZKKLt+cvb3pna3LI6pVq3dKq3VSvfMZwEdjjM8HrgNOA5aAx25Hw6QyaJ26Asde02fSJ0kqk9bqnbt3Z8ec3tk6U8aRPmmtTvbp+1fgLOBJwOsb/57V2MZB0hbkdzHbO/bwYad3SpLKo15fSfqmpuptT++0eqe0Vqf79B0BvrhNbZFKJ1+vsJLIZVn+sd6I38xMhdNP99alJKkcsmylOMv4OCwutpf0VSoZy8udrGCSiq/tpC/G+ENg3WGGlNIZPWuRVCKtU1cAxsYyFhfz4LbawYOBs88+OkGUJElHGxlxeqe0WicjfResenwH4HeAS3vXHKlc6vXAyMhK9tZcszA+Xl9z7MGDFfbuXXn+WOv/JEkqmnbjXrWKhVykVdpO+lJKX1j9XIzx88CngDf2sE1SaSwtcfvUFYDdu+scOhTYt2/tsTMzgT17HN6TJJVTuzNc8s3Zt7ct0rDpdsLzAnDnXjREKqPV1Tv37atz4MD6P5ataxskSVJuYQFGR1cyQqt3Smt1sqbvlauemiTfmP2TPW2RVCKtexABnHRSnRtvNLOTJKldt91W4bjjVpY/uE+ftFYna/ruuOrxLPnWDe/rXXOkcsk3Z195XKvV+eY3R9c91sItkiStddNNFU4+uTXpc6RPWq2TpO9FKaUfrX4yxngqsOZ5SZtbWjp6eueJJy4zPe1InyRJq42O5hWux8aOfv7GG6uccsrKIr5q1X36pNU6+evyuxs8/81eNEQqo3o9UKmsDOFNTMDCglNSJEla7aST6tx8c3XN8zfeWOXUU53eKR1LJ0nfmp+eGONeYG1teUltWV3IZSO33hrYs8cfNUlSeZ155hLf+97aoPmjH1U4+eSjR/qc3ikdbdM/N1s2Zd8VY/zBqpdPBD7Qi4bEGB9GvvVDFXhHSuk1vTivNMiWl4/enB3WX7v37W+Pcve7G8GksjJGSnDXux7hsssmedCDFo56fmkpMNqyHH5kxOmd0mrtjPRdAPw6sAg8peXjAuA+KaVndNuIGGMVeCvwcOAewBNjjPfo9rzSoFtdvRPg5JOXue66ozPBr399lHPOWdzJpkkaEMZIKbdvX7Zm3fvy8tqbpZVKxvKy0zulVpuO9DU3ZY8x1lJKc9vUjnOBK1NK32+816XAY3C9oApuaWntSN8jHznPX/zFFM95zgxjYxk33FBlerrKvn2W75RKyhgpNZx4Yp0rrhjlXvc6wtISfOADU5x//vxRxzjSJ611zKQvxvjilNL/ajx8YYxx3eNSSi/tsh2nAT9seXwtcP912nMRcFHjPXnb207p8m0HX6VSoV4vfj+h2H3NMggBfv/3lwkBRkZGqNVq7NkTqFahVltJ6Go1+I3fCHzoQ7tYWoITT4RXvarOnj21o865a1eVWm38qOeuuQbe9KYqxx2Xv1/zffulyNd0tbL0tR/9fNWrdvTtBtGmMbKM8RHK83MHxe7r7Cw88pF1fv7ns9vjI8Dk5No494IXwIc/PMUll+Q3TX/u5zLOO2/XUcdMTMD4eIVa7ejn3/nOCj/4QWhrLf1OKPI1bVWWfsJgx8jN/tuf3vL56n36emm9P0vXDGuklC4GLm6+/pu/eeM2Nmkw1Go1pqen+92MHVH0vn7uc+N87GMZ5523eHtff/zjMZaXYXr66KmbJ58MF1648nhhIf9oNTe3h+npQ0c995a37OG5zz3ExMQ2daJDRb+mrcrS1/70c/8Ov9/A2TRGljE+Qnl+7qDYfc0yePWr93L3u992VD/Xi3MAD3lI/tG0+tsyPw+HDu1menrm9ud+/OMK1147yW/91gyDosjXtFVZ+gmDHSOPmfSllH6z5fOnddmiY7mWo5PK04Hrt/H9pB133nkLvPWtuznvvJUEr93qnevZaARvUBI+ST1jjFShhQCnnrrMgQMVarXNj9/MetU7v/SlcR760Pn1v0Aqgc2md57Zzkma6wy68M/AWTHGOwPXAU8AntTlOaWBMjaWVxhrtbwcGB/vzVq9W28NHH+82zpIBWSMVOHd+95H+Ld/G+Wud+3+XNUq1FeFw6uuqvKoRx3u/uTSkNqseueVwH82/t3o4z+7bURKaQl4NvB3wLfyp9I3uj2vNGhWj87lWzb0Jun77ndH+amfclsHqWiMkSqDn/iJJa65Zu3G61tRqUCWHR1wl5YGZy2f1A+bTe/sZPP2rqSUPgF8YqfeT+qHvIz0yuP1qndu1XXXVbnnPd3WQSoiY6SK7qST6tx8c48C4jr6WdRMGgQd3/OIMZ5GvmLwupSSawqkDuRBrcIpjcJO9fraffq2anq6Qq3m9E5J0vCp7Ngwg1RObSd9McYzgPcDDwQOAPtijJcDT04pXbNN7ZMKZd++OrfcshLZuhnpCyGjXl8JlLfdVuG449zLT5KkVv3evkgaBJ3cV3kPcAVwXErpZOB48sXl79mOhklFdMIJdQ4cWPmx66Z6Z6WydvNZg5okSUc7eDCwd68zYVRunSR99wX+Z0ppFiClNAO8oPG8pDaccMLRI33Ly4FKZWujcyMja5M+SZJ0tOnpqssfVHqdJH2XA+eueu5ngX/sXXOkYtu3r3cjfdVqxvKyQ3uSJB3LwYOB444z6VO5dfLn5veAT8QY/xb4IflGsY8A/irG+MrmQSmll/a2iVJx7N1b5+DBo5O+ra7pq1Yd6ZMkFcfISMaRI70/7+xshd27XfOucusk6ZsAPtL4/GRgAfgosIs8AQTwJ0o6hokJWFhYGZ3rZnpntZoXgpEkqQimpjJmZ1ceZz36q3JmJnDiid4lVbm1nfSllJ62nQ2RymB1oZWlpe6md9brAe+1SJKKYGoq49Ah2LUrf9yr4mQzM4GpKWOlyq2jPzdjjJPATwK7W59PKX2ll42Siqw1iNXr3U3vdKRPklQUU1N1ZmZWkr5ejfTNzQWnd6r0Otmn79eBtwCLwOGWlzLgjB63Syqs1iC2tLT1zdlbq3cuLbHlaaKSJA2CfHpn4KSTenvemZkKU1MWclG5dTLS90fA41JKn9muxkhl000hl0plpXrn7Kx3MSVJw21qKmNmZuVxr6Z3zs8HJiZ6cy5pWHWyZcMi8PltaodUGkdP7wxbXtPXOtLnegVJ0rBrrunbDr1KIKVh1UnS9xLg9THG2nY1RiqDo6d3bn1aZr5lQ3Okz6krkqThNjlZZ3bW7EzaDp2MMXwXeCXwzBhj87kAZCmlLU5Qk8qt+83Z889nZpzeKUkabrt3Hz29s1cc5ZM6S/reB7wX+CBHF3KRtEX1eqDSyXh7i9bqnXNzgclJkz5J0vCanNyepK9XVUClYdZJ0nci8NKUkj86UhdW33Hc6h3IkZHmPn35hu8nnOD0TknS8Bofz1hc7HcrpGLqZIzh3cBTtqshkjpTqayM9C0sBMbHvR8jSRpeY2N5PJPUe52M9J0LPDvG+GLgxtYXUkoP6mmrpALLst5MNWmt3rm4aNInSRpuIazEx15OyXRNn9RZ0vf2xoekLoyN9Wb6Sus+fQsLuAeRJGnoNRO05eWtV7eWtFbb0ztTSu8BPgUcaHxdteVDUpsmJjLm57s/T+tI3/y8I32SpOLoprq1pLXa/nGKMf4KeQXPK4GzgW8A5wBfBt61La2TCmh8PE/6ql3eLqlW8xE+cE2fJKlYlpdD13FS0opOCrm8Gnh6SulngNnGvxcBV2xLy6SC6tVIX7V6dPXOsTGTPklSMSwv53GuF9yyQepsTd8ZKaUPrXruPcCPgOdttQExxscDLwfuDpybUvqXrZ5LGgbj4zA/D1NT3Z2ndZ++vJBL922TNFiMkSqrpaXuZ8RIWtHJSN9NMcZTGp9fHWN8IHAXul/T9x/AY4EvdnkeaSjk0zu7LyU2MgL1lq35rE4mFZIxUqVUrwdGRnozRGd8lDqv3nkecBnwBuAfgDrwJ900IKX0LYAYYzenkYZGc01ftyqVjKUO0pCMAAAQeElEQVQlI5lUZMZIldXSUr4fbS/O06tpotIwazvpSym9tuXz98YYPw9MNQOSpPZsR/VOSZKKoLn+rlfVOxcWAhMTJn3Sln+cUko/aPfYGONngVPXeenFKaWPdXCei8iLx5BSolartfulQ2tkZKQU/YTy9PWUUwKHDlWp1WpMTlap1ba2GG96GiYnK9Rqu7s6z3YqyzWF8vS1LP3cSb2IkWWMj1Cu/49l6WulUqFWqzEzA8cdV6FWm9zSeXbtWomL+/ZVqNV29bKZPVGWa1qWfsJg93VHdkBJKT20R+e5GLi48TCbnp7uxWkHWq1Wowz9hPL09fDhEWZnT2B6epq5uT1MTx/a0nkOHapy661jTE8fZnZ26+fZTmW5plCevvajn/v379/R99tpvYiRZYyPUJ6fOyhPX7PsFKanp5mernL4cB7jtqIZX6+/vsKRIxNMT8/1uKXdK8s1LUs/YbBjZA9mS0vqxMREPt2kW63VOyVJKpJuq3c2i7e4j62U63vSF2P8f2KM1wIPBP42xvh3/W6TtJ3GxzMOb+3G5VFa9+mzMplUTMZIlVW9HnpSgCXf0sikT9qR6Z3HklL6KPDRfrdD2im9qt7pSJ9UfMZIlVWv9ulzpE/K9X2kTyobq3dKkrSxLMv3oe1d9c7uzyMNO5M+aYf1cp++5WXndUqSimN0NOPIEVhaClQq3Y/Qzc/jSJ+ESZ+048bG8jUG3Wod6cuMZ5KkAhgfz2NkL/fpGxszSEomfdIO61XRlWrV6Z2SpGJpVrheXg5dr+nLMtf0SU0mfdKQqlZXpndavVOSVAQTE/mUzOVluqreWalk1OtW75SaTPqkIWX1TklS0YyP56Nz3VbvbMbIhQUs5CJh0if1RS/W4FWreXUzSZKKYmIiY2EhdL1P38hIvtff/LwjfRKY9ElDq1LJA5pFXCRJRdEs5NLtSF+lkjVG+kz6JDDpk4ZaCHDkCIyMGNAkScNvpZBLd9U7mxWurd4p5Uz6pD7oZeEV72JKkopipZBLd/v0NYudHTkSGBvrYQOlIWXSJw25xcXAxIRJnyRp+PVqpK91WyMrXEsmfdLQm5/Hu5iSpEJoTfp6Ub1TUq6LeyiSutWLIizuQSRJKorx8bx6Zwh0Nb1zZCSjXneIT2oy6ZP6qBdTTlykLkkqiuZIX7WaMTq69fNUKo70Sa2c3ikNOUf6JElFkW/ODktLoavK1M01fW5rJOUc6ZOG3MJCHiQlSRp2zZG+ELKu1qs3q3dKypn0SX3UizuQTu+UJBXFyvTO7vagba3eKcnpnVLfZFlv1vQ5vVOSVBQjI/nUzqWl7ipTNzdnl5Qz6ZP6IISMxcXu7mI2OdInSSqK5s3QxcXu1vRVKk7vlFqZ9El9MDYGs7O9SdYWF/PpMJIkFcXSUuiqeqcjfdLRTPqkPhgfh5mZCiM9WFXrSJ8kqYi6WQKRr+kLPVlGIRWBSZ/UBxMTMDMTGB3tLlnLsjzpc02fJEkrRkYyjhzpdyukwWHSJ/XBxATMzla6mroC+V3QxUVH+iRJajU2lrG46DCf1NT3LRtijH8MPBpYBL4HPC2ldGt/WyVtr16N9EE+0ueaPqmYjJEqo15Utx4fh1tu6U17pCIYhJG+zwDnpJTuBXwXeFGf2yNtu4mJjEOHuluk3rSwgCN9UnEZI6UtGB/PmJ93pE9q6vtIX0rp0y0PLwd+tV9tkXbK+Hg+vXP37npX5wkho17PN7GVVDzGSGlrnN4pHa3vSd8qTwc+uNGLMcaLgIsAUkrUarWdalffjIyMlKKfUK6+Tk1Vqdd3c+KJGbXa7i2fZ3IyH6yv1cZ71bSeKtM1LUtfy9LPAbVhjCxjfIRy/X8sS19HRkaYmsrvZHYT2w4fhtHRClNTxsh+K0s/YbD7uiNJX4zxs8Cp67z04pTSxxrHvBhYAt6/0XlSShcDFzceZtPT071u6sCp1WqUoZ9Qrr6Ojp7ETTcd5tRTjzA9vbDl88zO7iGEjOnpmR62rnfKdE3L0td+9HP//v07+n47rRcxsozxEcrzcwfl6WutVmNuboEsg+npQ1s+z+xshRtu2MXSUjBG9llZ+gmDHSN3JOlLKT30WK/HGJ8KPAp4SErJxUkqvLyQS6UnhVwkDTdjpNR7Y2MZMzMV9u7tbhmFVBR9n94ZY3wY8ALgF1JKc/1uj7QTxsd7V8gly1yzIBWVMVJl1W31zrGxjNtuC9Rq3ieRYDCqd74F2AN8Jsb49Rjjn/e7QdJ2m5iAQ4cc6ZO0KWOkSinrMjyOjcGtt1aYmjLOSjAAI30ppZ/sdxuknTY+DrfeGpicNBhJ2pgxUmXV7UhfpZLvh2vSJ+UGYaRPKp2JifwOZLdJX6WSsbzco0ZJkjQAuh3la5qddaRPajLpk/pgYgJuuaXCrl3dBaPxcThypEeNkiRpAFQqGfUe1F+ZnQ1MTlrIRQKTPqkvmiN93SZ9u3bVmZvzx1iSVBwTEzA/332Rsrm5wO7djvRJYNIn9UVzrUG3Sd/xx2fceqvVOyVJxXHCCXVuuaX7P1FnZlw7LzWZ9El9kmXdb9mwZ0+dgwf9MZYkFcfu3XUOHer+huaPf1ylVnN6pwQDUL1TKquXvexg1+e4612XuOACt+6SJBXH2WcfYWKi+xG6F7zgNgu5SA0mfVKfXHTRbNfnOOOMZc44w/KdkqTiOPPMZc48s/vY1os4KxWF88IkSZIkqcBM+iRJkiSpwEz6JEmSJKnATPokSZIkqcBM+iRJkiSpwEz6JEmSJKnAQpYN7f4lQ9twSVLHut+puTyMj5JULpvGyKEd6YsxXkHewUJ/lKWf9rWYH2XpZ5n62sd+qk1l+b9If/8/2lf7aV/t5yD1dVNDm/RJkiRJkjZn0idJkiRJBTbMSd/F/W7ADilLP8G+FlFZ+gnl6WtZ+jnMynSN7GvxlKWfUJ6+lqWfMMB9HeZCLpIkSZKkTQzzSJ8kSZIkaRMj/W5Ap2KMDwPeCFSBd6SUXtPnJvVMjPGOwHuBU4E6cHFK6Y0xxn3AB4E7AVcDMaV0S7/a2SsxxirwL8B1KaVHxRjvDFwK7AO+BjwlpbTYzzb2QozxeOAdwDnkpdSfDnyHgl3TGONzgWeQ9/HfgacBd6AA1zTG+C7gUcBNKaVzGs+t+3MZYwzkv6MeAcwBF6aUvtaPdm/FBn39Y+DRwCLwPeBpKaVbG6+9CPjvwDLw2ymlv+tLwwUUN0aWLT6CMZKCXVdj5PDHyGGPj0M10tf4BfhW4OHAPYAnxhjv0d9W9dQS8LsppbsDDwCe1ejfC4G/TymdBfx943ER/A7wrZbHrwXe0OjnLeQ/KEXwRuBTKaW7Afcm73OhrmmM8TTgt4GfbfwirAJPoDjX9BLgYaue2+gaPhw4q/FxEfC2HWpjr1zC2r5+BjgnpXQv4LvAiwAav5+eAJzd+Jo/a/yeVh8UPEaWLT6CMbIw19UYWZgYeQlDHB+HKukDzgWuTCl9v3En5FLgMX1uU8+klG5o3u1IKR0i/8V3Gnkf39M47D3Ar/Snhb0TYzwdeCT53T0ad37OBz7cOKQo/dwLPAh4J0BKabFxB6hw15R85sCuGOMIMAncQEGuaUrpi8CBVU9vdA0fA7w3pZSllC4Hjo8x3mFnWtq99fqaUvp0Smmp8fBy4PTG548BLk0pLaSUrgKuJP89rf4obIwsU3wEYyTFvK7GyJXnhzJGDnt8HLak7zTghy2Pr208VzgxxjsBPwP8E3BKSukGyAMfcHIfm9Yrfwo8n3yaDsCJwK0tPzhFubZnAjcD744x/muM8R0xxikKdk1TStcBrwN+QB7IDgJXUMxr2rTRNSz676mnA59sfF70vg6bUlyPEsRHMEYW6roaI0sTIwc6Pg5b0rfejvOFKz8aY9wNXAY8J6V0W7/b02sxxuZ86Ctani7qtR0B7gO8LaX0M8AsQz5NZT0xxhPI72rdGdgPTJFP4VitCNd0M0X9v0yM8cXk0+ze33iqsH0dUoW/HkWPj2CMxBhZdIX8vzwM8XHYkr5rgTu2PD4duL5PbdkWMcZR8oD2/pTSRxpP39gc+m78e1O/2tcj/wX45Rjj1eTTj84nv6t5fGPaAxTn2l4LXJtS+qfG4w+TB7iiXdOHAlellG5OKR0BPgL8HMW8pk0bXcNC/p6KMT6VfAH7k1NKzcBVyL4OsUJfj5LERzBGGiOLoTQxclji47Alff8MnBVjvHOMcYx8geTH+9ymnmnM2X8n8K2U0utbXvo48NTG508FPrbTbeullNKLUkqnp5TuRH4NP5dSejLwD8CvNg4b+n4CpJR+BPwwxvhTjaceAnyTgl1T8ikrD4gxTjb+Hzf7Wbhr2mKja/hx4NdjjCHG+ADgYHOKy7BqVIR8AfDLKaW5lpc+DjwhxjjeqCx4FvDVfrRRQIFjZFniIxgjMUYWRSli5DDFx6HbnD3G+AjyO15V4F0ppf/V5yb1TIzxPOBL5KV8m/P4f4983UICziD/xfH4lNLqBbNDKcb4YOB5jXLUZ7JSuvhfgQtSSgv9bF8vxBh/mnwx/hjwffIyzRUKdk1jjK8Afo18esO/kpemPo0CXNMY4weABwM14EbgZcBfs841bAT0t5BX65ojL9/8L/1o91Zs0NcXAePAjxuHXZ5S+h+N419Mvo5hiXzK3SdXn1M7p6gxsozxEYyRFOi6GiOHP0YOe3wcuqRPkiRJktS+YZveKUmSJEnqgEmfJEmSJBWYSZ8kSZIkFZhJnyRJkiQVmEmfJEmSJBWYSZ8kSZIkFdhIvxsglUGM8QzyjViPSyktb/N7XQ2cAnw4pfSUTY59BfA8YBIYTSktbWfbJElqZXyUdob79EnboBFYnpFS+uygv3eM8U7AVRjUJEnbzPgo9YfTOyVJkiSpwJzeKfVYjPF9wBnA/44xLgOvBBItdwtjjJ8HvgycD9wL+AfgQuBNwKOB7wCPTyld3Tjn3YA3A/cFbgZeklJKbbYnAK8HngyMA9cAT0op/UcPuitJUluMj1L/ONIn9VhjncAPgEenlHanlP5og0OfADwFOA24C/CPwLuBfcC3gJcBxBingM8AfwWcDDwR+LMY49ltNumXgAcBdwWOB34N+HHnPZMkaeuMj1L/ONIn9c+7U0rfA4gxfhK4R3OdQYzxQ8CrGsc9Crg6pfTuxuOvxRgvA34V+EYb73ME2APcDfhqSulbPeyDJEm9ZnyUesykT+qfG1s+P7zO492Nz38CuH+M8daW10eA97XzJimlz8UY3wK8FTgjxvhR4Hkppdu23HJJkraP8VHqMZM+aXv0sizuD4EvpJT+61ZPkFJ6E/CmGOPJ5Osn/ifwkh61T5KkdhkfpT4w6ZO2x43AmT06198Ar4kxPgW4tPHcTwMz7UxFiTHej3z97teAWWAe2Na9kCRJ2oDxUeoDC7lI2+MPgd+PMd4aY3xeNydKKR0iX2z+BOB64EfAa8krjbVjL/B24BbyymQ/Bl7XTZskSdoi46PUB27OLhVMjPE7wB2Aj6aUnrrJsS8D/j/yADmVUvIOpySpkIyPKjOTPkmSJEkqMKd3SpIkSVKBmfRJkiRJUoGZ9EmSJElSgZn0SZIkSVKBmfRJkiRJUoGZ9EmSJElSgZn0SZIkSVKB/f/VelCT198t+gAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Cell 3 - plot\n",
+ "print('number of samples of input signals:', npts)\n",
+ "print('number of samples of convolved signal:', len(c1))\n",
+ "npts2 = len(c1)\n",
+ "t2 = np.linspace(0,npts2*dt,npts2)\n",
+ "\n",
+ "xmax = 130\n",
+ "plt.subplot(121)\n",
+ "plt.plot(t2, c1, 'b')\n",
+ "plt.xlim(0,xmax)\n",
+ "plt.xlabel('time [s]')\n",
+ "plt.title('own function')\n",
+ "plt.ylabel('amplitude')\n",
+ "\n",
+ "plt.subplot(122)\n",
+ "plt.plot(t2, c2, 'b')\n",
+ "plt.xlim(0,xmax)\n",
+ "plt.title('NumPy function')\n",
+ "plt.xlabel('time [s]')\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "1st run: 6.1113 seconds needed for calculation\n",
+ "2nd run: 0.0033 seconds needed for calculation\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Cell 4 - convolve boxcar with cosine\n",
+ "tick1 = time() # measures time since 01.01.1970 in seconds\n",
+ "C1 = conv(cosine, box) # calculate convolution using function of cell 1\n",
+ "tick2 = time() \n",
+ "\n",
+ "tick3 = time()\n",
+ "C2 = np.convolve(cosine, box) # calculate convolution using predefined function of numpy\n",
+ "tick4 = time()\n",
+ "\n",
+ "Delt1=tick2 - tick1 # taking first time difference and give it in seconds\n",
+ "print(\"1st run: %6.4f seconds needed for calculation\"%Delt1)\n",
+ "Delt2=tick4 - tick3 # taking second time difference and give it in seconds\n",
+ "print(\"2nd run: %6.4f seconds needed for calculation\"%Delt2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Cell 4 - plot\n",
+ "NPTS2 = len(C1)\n",
+ "T2 = np.linspace(0,NPTS2*dt,NPTS2)\n",
+ "\n",
+ "# plot\n",
+ "Xmax = 130\n",
+ "plt.subplot(121)\n",
+ "plt.plot(T2, C1, 'b')\n",
+ "plt.xlim(0,Xmax)\n",
+ "plt.xlabel('time [s]')\n",
+ "plt.title('own function')\n",
+ "plt.ylabel('amplitude')\n",
+ "\n",
+ "plt.subplot(122)\n",
+ "plt.plot(T2, C2, 'b')\n",
+ "plt.xlim(0,Xmax)\n",
+ "plt.title('NumPy function')\n",
+ "plt.xlabel('time [s]')\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "---\n",
+ "### Convolving noisy data\n",
+ "\n",
+ "This exercise will show you what happens to noisy data during convolution. This effect has severe consequences for [deconvolution](deconvolution.ipynb) (treated in a separate notebook). \n",
+ "In cell 5, we first define a Gaussian signal and 'spoil' it with noise. Also, a fictive convolution function is defined. In cell 6, we then have a look on the convolution of the 'clean' and 'noisy' data with the convolution function.\n",
+ "\n",
+ "3) Compare the two signals and the convolution function in cell 5. Can you explain them? \n",
+ "4) Compare the convolution of both signals with the convolution function in cell 6. Describe what you see. \n",
+ "5) Play around with the convolution in cell 6:\n",
+ "- Change the factors in the two lines where the convolution is done. Is the result the same? Why? \n",
+ "- Multiply with a scalar; first to the signal before convolution, then only to the convolved signal. What happens?\n",
+ "- What happens if you add another fictive convolution function to the first one and then perform the convolution?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Cell 5 - setting up a 'clean' and 'noisy' signal plus convolution function\n",
+ "samp = 2048 # number of samples (initial: 2048)\n",
+ "rate = 0.1 # sample rate (initial: 0.1) \n",
+ "time = np.linspace(0, samp*rate, samp) # time axis of signals\n",
+ "sig = np.sin(2*np.pi*rate * time + np.pi/5) # clean sinusoid\n",
+ "nos = sig * np.random.rand(sig.size) # adding noise to signal\n",
+ "\n",
+ "taper_percentage = 0.03 # prepare taper\n",
+ "taper = np.bartlett(int(samp * taper_percentage))\n",
+ "taper_left, taper_right = np.array_split(taper, 2) # fill middle part of taper with ones (fit data length)\n",
+ "taper = np.concatenate([taper_left, np.ones(samp-len(taper)), taper_right])\n",
+ "\n",
+ "Sig = sig * taper # taper the signals\n",
+ "Nos = nos * taper\n",
+ "\n",
+ "samp2 = 1024 # generate Gaussian convolution function\n",
+ "rate2 = 0.01\n",
+ "gauss = 0.7 * signal.gaussian(samp2, std=50)\n",
+ "tg = np.linspace(0, samp2*rate2, samp2)\n",
+ "\n",
+ "\n",
+ "# plot \n",
+ "plt.rcParams[\"figure.figsize\"] = (16, 8)\n",
+ "xmx = 220 # max. value for x-axis to zoom in\n",
+ "ymm = 1.1 # min./max. value for y-axis to zoom in\n",
+ "xfm = 3 # max. value for x-axis in frequency-domain\n",
+ "yfm = 700 # max. value for y-axis in frequency-domain\n",
+ "\n",
+ "plt.subplot(231)\n",
+ "plt.plot(time, sig, 'b')\n",
+ "plt.title('original signal')\n",
+ "plt.xlim(0, xmx)\n",
+ "plt.ylim(-ymm, ymm)\n",
+ "plt.xlabel('time [s]')\n",
+ "plt.ylabel('time-domain \\n amplitude')\n",
+ "\n",
+ "plt.subplot(232)\n",
+ "plt.plot(time, nos, 'b')\n",
+ "plt.xlim(0, xmx)\n",
+ "plt.ylim(-ymm, ymm)\n",
+ "plt.title('noisy signal')\n",
+ "plt.xlabel('time [s]')\n",
+ "\n",
+ "plt.subplot(233)\n",
+ "plt.plot(tg, gauss, 'b')\n",
+ "plt.xlim(0, xmx)\n",
+ "plt.ylim(0, ymm)\n",
+ "plt.title('convolution function')\n",
+ "plt.xlabel('time [s]')\n",
+ "\n",
+ "plt.subplot(234)\n",
+ "Fsig = np.fft.rfft(sig) # calculate FFT of clean signal \n",
+ "f = np.linspace(0, (1/rate)/2, len(Fsig)) # get frequency-domain x-axis for plotting\n",
+ "plt.semilogx(f, abs(Fsig), 'b')\n",
+ "plt.xlim(0,xfm)\n",
+ "plt.ylim(0,yfm)\n",
+ "plt.xlabel('frequency [Hz]')\n",
+ "plt.ylabel('frequency-domain \\n amplitude')\n",
+ "\n",
+ "plt.subplot(235)\n",
+ "Fnos = np.fft.rfft(nos) # calculate FFT of noisy signal\n",
+ "plt.semilogx(f, abs(Fnos), 'b')\n",
+ "plt.xlim(0,xfm)\n",
+ "plt.ylim(0,yfm)\n",
+ "plt.xlabel('frequency [Hz]')\n",
+ "\n",
+ "plt.subplot(236)\n",
+ "GAUSS = np.fft.rfft(gauss) # calculate FFT of convolution function\n",
+ "fg = np.linspace(0, (1/rate2)/2, len(GAUSS))\n",
+ "plt.semilogx(fg, abs(GAUSS), 'b')\n",
+ "plt.xlim(0,xfm)\n",
+ "plt.ylim(0,yfm/7)\n",
+ "plt.xlabel('frequency [Hz]')\n",
+ "\n",
+ "plt.subplots_adjust(wspace=0.2, hspace=0.3)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Cell 6 - convolve both signals with \"characteristic\"\n",
+ "\n",
+ "padding_factor = samp/samp2 # zero padding to ensure that G has the same length than the functions\n",
+ "G = np.fft.rfft(gauss, n=int(len(gauss)*padding_factor)) # FFT of zero-padded gaussian\n",
+ "Sconv = np.fft.irfft(G * Fsig) # convolve pure signal\n",
+ "Nconv = np.fft.irfft(G * Fnos) # convolve noisy signal\n",
+ "\n",
+ "# plot \n",
+ "tc = np.linspace(0, len(Nconv)*rate, len(Nconv)) # time axis\n",
+ "plt.rcParams[\"figure.figsize\"] = (16, 8)\n",
+ "ymin = -5\n",
+ "ymax = 25\n",
+ "fym = 2500\n",
+ "\n",
+ "plt.subplot(221)\n",
+ "plt.plot(tc, Sconv, 'b')\n",
+ "plt.ylim(ymin,ymax)\n",
+ "plt.title('clean signal convolved')\n",
+ "plt.xlabel('time [s]')\n",
+ "plt.ylabel('time-domain \\n amplitude')\n",
+ "\n",
+ "plt.subplot(222)\n",
+ "plt.plot(tc, Nconv, 'b')\n",
+ "plt.ylim(ymin,ymax)\n",
+ "plt.title('noisy signal convolved')\n",
+ "plt.xlabel('time [s]')\n",
+ "\n",
+ "plt.subplot(223)\n",
+ "SC = np.fft.rfft(Sconv)\n",
+ "fac = np.linspace(0, (1/rate)/2, len(SC))\n",
+ "plt.semilogx(fac, abs(SC), 'b')\n",
+ "plt.ylim(0,fym)\n",
+ "plt.xlabel('frequency [Hz]')\n",
+ "plt.ylabel('frequency-domain \\n amplitude')\n",
+ "\n",
+ "plt.subplot(224)\n",
+ "NC = np.fft.rfft(Nconv)\n",
+ "plt.ylim(0,fym)\n",
+ "plt.semilogx(fac, abs(NC), 'b')\n",
+ "plt.xlabel('frequency [Hz]')\n",
+ "\n",
+ "plt.subplots_adjust(wspace=0.2, hspace=0.3)\n",
+ "plt.show()"
+ ]
+ }
+ ],
+ "metadata": {
+ "anaconda-cloud": {},
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.5"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/notebooks/Signal Processing/convolution_solution.ipynb b/notebooks/Signal Processing/convolution_solution.ipynb
new file mode 100644
index 0000000..9a6a8fe
--- /dev/null
+++ b/notebooks/Signal Processing/convolution_solution.ipynb
@@ -0,0 +1,593 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "
\n",
+ "
\n",
+ "
Signal Processing
\n",
+ "
Convolution - Solution
\n",
+ "
\n",
+ "
\n",
+ "
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Seismo-Live: http://seismo-live.org\n",
+ "\n",
+ "##### Authors:\n",
+ "* Stefanie Donner ([@stefdonner](https://github.com/stefdonner))\n",
+ "* Celine Hadziioannou ([@hadzii](https://github.com/hadzii))\n",
+ "* Ceri Nunn ([@cerinunn](https://github.com/cerinunn))\n",
+ "\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Convolution \n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Cell 0 - Preparation: load packages, set some basic options \n",
+ "%matplotlib inline\n",
+ "from __future__ import print_function\n",
+ "from obspy import *\n",
+ "import numpy as np\n",
+ "from scipy import interpolate, signal\n",
+ "from time import *\n",
+ "import matplotlib.pylab as plt\n",
+ "import warnings\n",
+ "warnings.filterwarnings('ignore')\n",
+ "plt.style.use('ggplot')\n",
+ "plt.rcParams['figure.figsize'] = 15, 3\n",
+ "plt.rcParams['lines.linewidth'] = 0.5"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Con ... what?\n",
+ "\n",
+ "In seismology, very often we are dealing with *linear systems*. A linear system, in the most general sense, is a mathematical model based on a linear operator. Here, this operator is the *convolution*. The output signal of a linear system is the *convolution* of the input signal with the *impulse response* of the system. Examples of linear systems in seismology are:\n",
+ " + seismometers - a physical linear system altering the recording signal\n",
+ " + Green's functions - response of the Earth to an impulsive excitation\n",
+ " + filter - mathematical linear systems\n",
+ " + ...\n",
+ "\n",
+ "Mathematically, the convoluton ($*$) is the weighted mean of the input signal $x(t)$ with $h(t)$ as the weighting, i.e. the superposition of $x(t)$ with a mirrored and shifted version of $h(t)$: \n",
+ "\n",
+ "$$ y(t) = h(t) * x(t) \\equiv \\int_{-\\infty}^{\\infty} x(\\tau)h(t-\\tau)d\\tau \\\\ = \\int_{-\\infty}^{\\infty} x(t-\\tau)h(\\tau)d\\tau = x(t) * h(t) $$ \n",
+ "\n",
+ "$h(t)$ is called the *impulse response* of the system. It can also be called *convolution function* or *kernel*. Intuitively spoken, it is the *characteristic* of the system, the mathematical description of what the linear system is doing to the input signal. \n",
+ "\n",
+ "\n",
+ "The equation for the *discrete convolution* is: \n",
+ "\n",
+ "$$ (x+h)[k] \\equiv \\sum_{i=0}^{m} x[i]h[k-i] \\hspace{2cm} with $$ \n",
+ "\n",
+ "$$ x_i \\hspace{1cm} i=0,1,2,...,m $$\n",
+ "$$ h_j \\hspace{1cm} j=1,2,...,n $$\n",
+ "$$ k = 0,1,2,...,m+n-1 $$\n",
+ "\n",
+ "You could also memorize the mathematical operation of convolution as: \n",
+ "\n",
+ "$$ \\Longrightarrow flip, shift, multiply\\ and\\ add $$\n",
+ "\n",
+ "Nice and intuitive gif animations can be found e.g. [here](https://commons.wikimedia.org/wiki/File:Convolution_Animation_%28Gaussian%29.gif), [here](https://commons.wikimedia.org/wiki/File:Convolution_Animation_%28Boxcar_and_Ramp%29.gif), and [here](https://commons.wikimedia.org/wiki/File:Convolution_Animation_%28Boxcar%29.gif).\n",
+ "\n",
+ "The convolution has several helpful properties: \n",
+ "$\\hspace{4cm}$ Commutative $\\hspace{4cm} x(t)*h(t)= h(t)*x(t)$ \n",
+ "$\\hspace{4cm}$ Distributive $\\hspace{4.4cm} x(t) * [h(t)+g(t)] = [x(t)*h(t)]+[x(t)*g(t)] $ \n",
+ "$\\hspace{4cm}$ Associative (with scalar) $\\hspace{2.25cm} a[x(t)*h(t)] = [ax(t)]*h(t)$ \n",
+ "$\\hspace{4cm}$ Multiplicative identity $\\hspace{2.8cm} x(t) * \\delta(t) = x(t) \\hspace{0.5cm}$ and $\\hspace{0.5cm} x(t)*H(t) = \\int x(t)dt $\n",
+ "\n",
+ "The most important property is the *__convolution theorem__*:\n",
+ "\n",
+ "$$ F\\{x(t)*h(t)\\} = F\\{x(\\omega)\\} \\cdot F\\{h(\\omega)\\} $$\n",
+ "\n",
+ "Or in words: \n",
+ "> __A convolution in the time-domain is a multiplication in the frequency-domain, and vice-verca.__\n",
+ "\n",
+ "And there we are again, transfering our data from one domain into the other using the [*Fourier transformation*](fourier_transform.ipynb) with all its possible pitfals, such as Nyquist theorem and Gibb's phenomenon. Make sure that you are familiar with that topic as well.\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "---\n",
+ "### Convolving functions\n",
+ "\n",
+ "The following cells are dedicated to the understanding of what the convolution does to the input signal. In cell 1, we define a function which takes a signal and an impulse response as input and provides us the convolution of both. In cell 2, we define a boxcar function, a Rieker wavelet, and a $\\cos$ Signal, which we use to play around with in the cells 3 and 4.\n",
+ "\n",
+ "1) In cell 3 (concolution of boxcar with Rieker wavelet), what to do you observe concerning the time needed for calculation? What do you observe concerning the number of samples of the original and convolved functions? \n",
+ "2) In cell 4 (concolution of boxcar with $\\cos$), compare the results of the two convolved signals and try to explain your observation. Why do the two convolved functions look different? "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [],
+ "source": [
+ "# Cell 1 - define a convolution function\n",
+ "def conv(x, y):\n",
+ " \"\"\"Calculates the discrete convolution of two signals x and y.\n",
+ " In\n",
+ " ----------\n",
+ " x : first signal, the \"measurement\" (array of floats)\n",
+ " y : second signal, the convolution function, sometimes called kernel (array of float)\n",
+ " \n",
+ " Out\n",
+ " -------\n",
+ " c : convolution (array of floats)\n",
+ " \"\"\"\n",
+ " m = len(x)\n",
+ " n = len(y)\n",
+ " c = np.zeros(m+n-1) # initally, setting all convolution values to zero\n",
+ " \n",
+ " for i in range(0, m):\n",
+ " for j in range(0, n):\n",
+ " c[i] += x[i-j] * y[j]\n",
+ " \n",
+ " return c"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "number of samples of input signals: 4096\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Cell 2 - creating signals\n",
+ "npts = 4096 # number of samples (initial: 4096)\n",
+ "dt = 0.025 # sample rate (initial: 0.025) \n",
+ "t = np.linspace(0,npts*dt,npts) # time axis for plotting\n",
+ "\n",
+ "box = np.zeros(npts) # boxcar function\n",
+ "for i in range(400,600):\n",
+ " box[i] = 1.\n",
+ "rk = signal.ricker(npts, 20.0) # Rieker wavelet, 2nd number = width of wavelet (intial: 20.0) \n",
+ "cosine = np.cos(t/2) # cosine wavelet\n",
+ "print('number of samples of input signals:', npts)\n",
+ "\n",
+ "# plot \n",
+ "plt.rcParams['figure.figsize'] = 15, 3\n",
+ "xmax = 104 # max. value for x-axis to zoom into (initial: 104)\n",
+ "plt.subplot(131)\n",
+ "plt.plot(t, box, 'b')\n",
+ "plt.ylim(0,1.2)\n",
+ "plt.xlim(0,xmax)\n",
+ "plt.xlabel('time [s]')\n",
+ "plt.title('Boxcar')\n",
+ "plt.ylabel('amplitude')\n",
+ "\n",
+ "plt.subplot(132)\n",
+ "plt.plot(t, rk, 'b')\n",
+ "plt.xlim(0,xmax)\n",
+ "plt.title('Rieker')\n",
+ "plt.xlabel('time [s]')\n",
+ "\n",
+ "plt.subplot(133)\n",
+ "plt.plot(t, cosine, 'b')\n",
+ "plt.title('Cosine')\n",
+ "plt.xlim(0,xmax)\n",
+ "plt.xlabel('time [s]')\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "1st run: 6.7002 seconds needed for calculation\n",
+ "2nd run: 0.0034 seconds needed for calculation\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Cell 3 - convolve boxcar with Rieker\n",
+ "tick1 = time() # measures time since 01.01.1970 in seconds\n",
+ "c1 = conv(rk, box) # calculate convolution using function of cell 1\n",
+ "tick2 = time() \n",
+ "\n",
+ "tick3 = time()\n",
+ "c2 = np.convolve(rk, box) # calculate convolution using predefined function of numpy\n",
+ "tick4 = time()\n",
+ "\n",
+ "delta1=tick2 - tick1 # taking first time difference and give it in seconds\n",
+ "print(\"1st run: %6.4f seconds needed for calculation\"%delta1)\n",
+ "delta2=tick4 - tick3 # taking second time difference and give it in seconds\n",
+ "print(\"2nd run: %6.4f seconds needed for calculation\"%delta2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "number of samples of input signals: 4096\n",
+ "number of samples of convolved signal: 8191\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Cell 3 - plot\n",
+ "print('number of samples of input signals:', npts)\n",
+ "print('number of samples of convolved signal:', len(c1))\n",
+ "npts2 = len(c1)\n",
+ "t2 = np.linspace(0,npts2*dt,npts2)\n",
+ "\n",
+ "xmax = 130\n",
+ "plt.subplot(121)\n",
+ "plt.plot(t2, c1, 'b')\n",
+ "plt.xlim(0,xmax)\n",
+ "plt.xlabel('time [s]')\n",
+ "plt.title('own function')\n",
+ "plt.ylabel('amplitude')\n",
+ "\n",
+ "plt.subplot(122)\n",
+ "plt.plot(t2, c2, 'b')\n",
+ "plt.xlim(0,xmax)\n",
+ "plt.title('NumPy function')\n",
+ "plt.xlabel('time [s]')\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "1st run: 6.3025 seconds needed for calculation\n",
+ "2nd run: 0.0032 seconds needed for calculation\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Cell 4 - convolve boxcar with cosine\n",
+ "tick1 = time() # measures time since 01.01.1970 in seconds\n",
+ "C1 = conv(cosine, box) # calculate convolution using function of cell 1\n",
+ "tick2 = time() \n",
+ "\n",
+ "tick3 = time()\n",
+ "C2 = np.convolve(cosine, box) # calculate convolution using predefined function of numpy\n",
+ "tick4 = time()\n",
+ "\n",
+ "Delt1=tick2 - tick1 # taking first time difference and give it in seconds\n",
+ "print(\"1st run: %6.4f seconds needed for calculation\"%Delt1)\n",
+ "Delt2=tick4 - tick3 # taking second time difference and give it in seconds\n",
+ "print(\"2nd run: %6.4f seconds needed for calculation\"%Delt2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Cell 4 - plot\n",
+ "NPTS2 = len(C1)\n",
+ "T2 = np.linspace(0,NPTS2*dt,NPTS2)\n",
+ "\n",
+ "# plot\n",
+ "Xmax = 130\n",
+ "plt.subplot(121)\n",
+ "plt.plot(T2, C1, 'b')\n",
+ "plt.xlim(0,Xmax)\n",
+ "plt.xlabel('time [s]')\n",
+ "plt.title('own function')\n",
+ "plt.ylabel('amplitude')\n",
+ "\n",
+ "plt.subplot(122)\n",
+ "plt.plot(T2, C2, 'b')\n",
+ "plt.xlim(0,Xmax)\n",
+ "plt.title('NumPy function')\n",
+ "plt.xlabel('time [s]')\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "---\n",
+ "#### Answers\n",
+ "\n",
+ "1) The professionally implemented convolution function from the numpy package performs the convolution using FFT (Fast Fourier Transformation). Thus, it is much faster than the primitively implemented equation of the discrete convolution. Especially for large data (including a high number of samples) this is very important. \n",
+ "The input signals all consist of 4096 samples. Combining them, we would expect 8192 samples. Instead the convolved signal only has 8191 samples, one sample less. This is inherited in the definition of the discrete convolution (see above) and very important to consider during digital data processing. \n",
+ "\n",
+ "2) The professional implemented convolution function of the numpy package includes correct pre-processing of the data, such as [tapering](spectral_analysis+preprocessing.ipynb) before convolution. The self-coded discrete convolution function of cell 1 does not. Because the first and last sample of the cosine function from cell 2 have different amplitudes, we obtain a wrong result, if we do not consider tapering. This is a consequence from the properties of the [Fourier transformation](fourier_transform.ipynb). \n",
+ "\n",
+ " \n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "---\n",
+ "### Convolving noisy data\n",
+ "\n",
+ "This exercise will show you what happens to noisy data during convolution. This effect has severe consequences for [deconvolution](deconvolution.ipynb) (treated in a separate notebook). \n",
+ "In cell 5, we first define a Gaussian signal and 'spoil' it with noise. Also, a fictive convolution function is defined. In cell 6, we then have a look on the convolution of the 'clean' and 'noisy' data with the convolution function.\n",
+ "\n",
+ "3) Compare the two signals and the convolution function in cell 5. Can you explain them? \n",
+ "4) Compare the convolution of both signals with the convolution function in cell 6. Describe what you see. \n",
+ "5) Play around with the convolution in cell 6:\n",
+ "- Change the factors in the two lines where the convolution is done. Is the result the same? Why? \n",
+ "- Multiply with a scalar; first to the signal before convolution, then only to the convolved signal. What happens?\n",
+ "- What happens if you add another fictive convolution function to the first one and then perform the convolution?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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tW7bUugqTRjqdRibjti/89GMm3StA91tNFi5cGEm5tYb6uunJTLpXgO632kzH/o76uunJTLpXgO632qj2dRTyTRAEQRAEQRAEQRAhIEFNEARBEARBEARBECEgQU0QBEEQBEEQBEEQIZgWa6g559cB+DCAHUKIA13OMwBXAfhnAMMAlgshnjLP/RuAC03Ty4QQN05OrQmCIPSgvo4gCIIgCKK+mC4e6hsAnOBz/kMA9jH/nQPg5wDAOe8EcDGAdwE4HMDFnPOOSGtKEAQRnhtAfR1BEARBEETdMC0EtRDiYQA9PiYnA7hJCGEIIR4H0M45XwDgnwDcK4ToEUL0ArgX/oNVgiCImkF9HUEQBEEQRH0xLQS1AosAbLS93mQe8zoeyG23NcHQ2LXwttua1I0B/OEPjZHZG4aefaEA3HGHun02C9x9t7r90BDDAw80KNt3d8fw2GMpZfvNm+N49tmksv1LLyWwfn1c2f6pp5LYtk39q/Tooyn09qpv33nffQ0YHla3v+eeBoyPK5vj9tsbtdpylG0T0P+u6Njn8/r1mWJUva8jCIIgCIIgvJkWa6gVcFMjhs/xMjjn50CGUEIIgQsvbMeJJ7ZgwQK1Cpx3XhKnntqClpZg2/Fx4HOfS2H58iziCrqupwf4yleSOOssNRX1xhvAZZep2z/3XAI//nE7li/PKdk/8ADDtdfGcfrpavZ/+QvDqlVxfOITavZ33hnDAw8w/Mu/5JXsb7opho0bGd7//mD7RCKB1au70N5u4PDDC0rl33JLHO95j4GzzlKzv/HGBE47LY+PfUxNxf7iFwmk03m8//1q9j/8YQL775/HYYcF2ycSCVx+eQeOPnoce+2lVDy++tUkPvKRcXR1BdsaBvD5zyexbNk4GhTmTLJZ4NxzkzjrrBYwhTmEnh7g619P4uyzFb5YADZuTOC73+1QbvtTkKr3del0unq1q3MSicSUvt9MBvj85xO45ZbgvnSq36sudL8EQRBEVMwUQb0JwBLb68UAtpjHj3Ecf9CtACHESgArzZfGvvtm8eSTAzjiiGzgxQcGGA4+uAtPPtmHpUuDBzqbN8dx2GEdeOGFXixaFCwC165NYP/92/HGG91oawsWUS+8kMKSJW3YsaMbMQXH6oYNc7BoUR6ZjF+kaZGXXmrC/PkNyGT6lOxffrkF8+YlkMn0K9m/9loruroYMpkBJfudO9uQSkHJPp1OwzDG0NOjZg8AXV1teO01dfslS2bh+ecLOProQSX73XabjeefH8chhwwr2nfgmWdGsNtuo4G2XV1p7L67gWeeGcTs2WOB9tkssO++aTz5ZD8OOyxYlPb0xHDooZ145ple7LVXcFtevz6OQw/twCuv9CCdDp6geOaZJPbZZzY2b84oCfZXXpmD3XYrIJPpDjbWZOHChVUvMwRV7+symUzVK1mvpNNpTOX73bw5hscfn6N0D1P9XnWh+60uddLfEQRB1AUzJeT7dgCf4pwzzvkRAPqFEFsB3A3geM55h5mg53jzWCD77JNDd7fa49u+PY4DDhhHT4+a/datMU37OA48UN1+27Y49tsvh/5+tTDizZsZlizJIafmQMbWrXEsWKDmPQaAvr4Y2tvVvLsAkMsxJNUjuAFAydsZ1l5lUsJOU5OB0VH1C3R1FZDJqF1kfByYPz+v3DZ7eoC9984pl795cxwHHzyuXP7GjXEcemgWPT1qIfSbNiVw6KFZ5fLfessqX81+wwaG/fYbx8iIZoOYOlS9ryNqS0G9a9Tu5wiCIAiCqJxp4aHmnN8M6X1Jc843QWazTQKAEOIaAKsht5FZB7mVzKfNcz2c828DWGMWdakQQskN+w//oCNgY1r227fHte3331/a7757sJDdvl3Wp7c3ho6OYPtMhmHPPfPo74+hqyt4dDc+ztDSYiCbBVKKS53raSDIGLTWFEdJNisFeC6n9oD6+mLYY488+vrU2k4mA+y7r7pA7u2NYZ991Ntmb28Me++tPvnU28u07Pv7Y9hrrxx6emJYsCC4bfb1AXvuKctfvFh90qdeqEVfR9SWI46Yiyee2FHrakwaPT0MnZ110gFrMDDA8PrrCRx66LRdTkIQBEF4MC0EtRDi1IDzBoDPe5y7DsB1utfcc88cnn5aTS329clB/+uvqz3u/v4Y9tgjh+5uNa/erl0MS5dKgazC4GAM++0nvXp77qkmKrq68ujtVRPUANDeXkBfXwxz5wbbMwYkkwZGR4FGhXxR9SR4dcnngVjMQD6vJpC7u+Uz37FDrS0MDDDMnl1Ab69aW9u1i2Hhwjyef16tLQ8MxPC2t+Wxdq1aiMCuXQx77JHHxo2q9ZflqwrqXbtiWLpUfUJgeJhh773z6OmZmoK6Fn3dTKOnh6G11VCeDIyazZuj+5n+zW+akc0Cy5erLSeZDA46aAE2b95S62pos3ZtEldc0YZbb63+chKiCOf8OgAfBrBDCHGgy3kG4CrIicVhAMuFEE9Nbi0JgphpzJSQ76rT2VnA+LiaKBoaYli8OK8seAcGGHbfPa/sBRwaimHRInV7QNZftT6GAXR0GMr2jAEdHerlA/r2TU2GctguY1J9RyHCLYGs6mHftYuhrU3dfnAwhlmz1GM+BwZiaGtTt9+1C5g9W/3B7NrFMG9eXjnr+MBADLvtltNs+znltjwywrBokfp3C5BtTVWAEzOPL3+5HQ88UB+Z4KOeOPyv/2rHpk3TYl69Lqinid4nnmDTdWnLDfDf8u9DAPYx/50D4OeTUCeCIGY4NKoMSWuruigaGJBrhAsFdQE+f34eu3ap2VuCt79f/eOcPbugZd/eXtDa6snyUEdpr1ofw2BobjaURKBdIKsMjnbtYpg1S30U1d8fw+zZ6oJ3cFCGz6ti1ceaRAi2h5YAHxiIad3vwADDnDkFZLOqbV9GNehsE9bWVsDgoHrbaWszMDg4LQeadcGVV7bWugoTGAbw3//dprUOWYeenhiOPHJuNIWHIMzSGR0RePrpnfoXIDwZGdFbI6/DZz8bx4YN6ts/ThWEEA8D8FuucjKAm4QQhhDicQDtnHPF/VgIgiDCQYI6JCrZtC0GB2UIoerApVBgaGiAclgwADQ364kQVYFpt1ed7TYMoKVFr/zWVgNDQ+r2svzg5lsoSA91S0tBqfyBAVl2KmVgLDjptbZAjlpQDw5KD7VhqD3L/n49AT4wwLQE+NBQTKv+gG70gWyb+m2HBHVU/OAHsyL11F1xRZty+U88kcKPf9yGD31IbfugkREo5ysAgHXrEtiwIToPb5jnqPseHfsHH2xUTk45GfT1MWzfXj/DGN0JjS9+sQP33htdNMTAQP08m0lkEYCNttebzGMEQRCRQbFeIWlpiS4rtfWjrPrjzBjQ0ACMjUUjKqRoKWBoSP3HubnZwLZt1Rf41uBP1ifYfnhYeqdVy5ceWwPxuHxvY6P/aNMSyPG4gfFxBH7O/f0xtLerj2CHh2NYuFB9ra8VUq5Kfz/Q2qojkOXkkA66g8xYDMoTAoZBgroeOeqouXjkkWgSaf30p21oby/gs58dCrQdN/NDbdmi5qn76lfjuP/+FJYtU1tTHIvVUYwvovdQA8A73jEPzz67Xf9CEXDffY24//4G/Oxnals01hu5nIyKiopTTklPyfXoFeL2LXBt5ZzzcyDDwiGEmFH7ds+kfcpn0r0CdL81q0etKzBVUdnz1kJXIOtiGPpl63gBLdGiI0JaWtRETlEgG+jrCx70jowwNDWpC2TpUTWURVfRAxvDyEgMgP9ox4o+sMKIOzr8R6dDQwydnXkzMRkQD7hl6aHW8WjrraEeHJQTCOoClmlvExY1yaR+NIfO5BChz/r1ej8t69bFsffe6soik1ETyNYyG9XlNrriZrK+C3/4QyNOPjl4X/nJQPXZTwaJhPoOCBY6u09ETT3tbjGN2ARgie31YgCuswpCiJUAVpovDdqnfHoyk+4VoPutNgsXLlSyo1FlSHR+CMOGP+q+T8ejHYupDzIBfS+gquAdGwMaGgxlj7MleNUFdQytrQVlr2R/P0wBrhZCbwl81QkKu73KXtSWYFfFmkBQpVBggaLeTpThpJW8T+f72NAArX3Aieg5+uh5WvaqSxSiWp9qoSuo+/uZ1vr9v/1NKr+tW6MTsfWUSCsMuqL0oIPmK9ueckqXVtmTEaJf63KnALcD+BTnnHHOjwDQL4TYWutKEQQxvSEPdR0yWSJEh1RKbW1hNiu3wJKCN3i0OTgoBa+Ox7m1VZa/ebOeh1p6nP3ZtUuG84+NxZQE/uionqC27BsbpX3Q+uLhYWkTixnI5YBEwDc2n2eBNnam+qBLdzDNGHmFdCkUJs8Tq4rqZ2gJ6qiEte5zWbp0ARYtyinvK/3xj8swNtUIDMOY+t/pqNFJYPjEExqhaJrs3BnDn/7UhI98ZCSya0xHOOc3AzgGQJpzvgnAxQCSACCEuAbAasgts9ZBbpv16drUlCCImQQJ6jomyhBxVeRgWv0NQ0NSADY2yn2lVex11jgPD8fQ0qLucR4ZscovoKcnuLmPjABdXQbGxtTLb2wM56FWsR8ejqG52ZgIoQ/a4sry3DFmKAmhqMVl1OWHFQ8kqtVZsmQhHnpou1ZIdlRYn3e9COovfKFd+z35PMPICNDUpP4e1fovW9alvGe9xd//nsKLLyZwwAG1zzZ27bUt2u+Zqt/lbFb+/9RTKXz4w/URzj8VEEKcGnDeAPD5SaoOQRAEAAr5rgjVsMMwXjQg2pBvVUZHGRo1kpBKe0M5sZRlryqoR0dlBnQ9eylgdexVyw8T8q0jwK318bpZ0FVDysMS1SA2bLkq3xXy3IVnfDy6tnT33eodzDHHzNEqO8qlAwCwbp1GtkmTbdviOP10vVBiVUG9bZt+aPjTT6fwyCN6nlhLDFab557Tf55TnV/8Qn2buZERhksumRVhbQiCIIgwkKCukCgG6WEHgSrvs/ZZVmV0VM+TYglkXftkUi2kfHQUNgEe3Hx1BfvICLQFvpUkTUUgj43JCQqdpHCADENXuV8L1TXvVptJJtW2CZssb1AU15FZ2ElVh+HVV6MLZjrzTPW9jS0Bq+6hZlr21vfhvvuiC/UF9JLoAdGvBdf9vl1+eTSiTqdP1MUwgAsvrB8xGqaPKxSAX/+6ufqVIQiCICqCBHUFJJN6M/WqHu2ivZqdjgAPJ3ijLt8KU1a3lyHlagK2ocFQzjpuTSCoCuSih7qg7BFmTF1QW89E1cNuESaJnI69laVclSiSmelmt7cmM8LUZ6Zz5ZVtta5CCaprl8MK0bfeinY1VDyu1wBVE0hO1hKIqISvfj+hXg/DAK6/Xt0brMtkTDbq9Hk622gSBEEQlUGCugJ0905mTG2Ap+NxzuX0Bmd2AatSvvTAqtfHErA69dEp36o/Y3r2Oh5qnZBva49xK8mYKroeat19xhsaDC37xkYD2axefVTsoxzgWwnwVO3tbY3Qo97Wqequodatfy7i5cQ6mfWB+vNQR7V3cph2pjpRbRjR7xu+Zk20kQ06gvr11+vsS0sQBDGNmRZJyTjnJwC4CkAcwLVCiCsc568EcKz5shnAXCFEu3kuD+B589xbQoiTVK/b0GCJELUfaSmK/EOodbO0WiHHgKqoKO6hrS5C9D3IgKoAR+DezV7lqyC9kgYSCbUwS/l85BpwnRBr6UEOtreeSVOTge3b9QSvSpI3u72KoLY+U10B3tBgaC0HiMeD9922txedyRJV7NEW9SYQValVX1dv/PSnrfiv/xoItPvRj/Q861a70JlcCoPu0gNVATtZHuoo19TroJtgU+c+L720fsLDLXSjcgiCIIjJYcoLas55HMDPAHwQwCYAazjntwsh1lo2QojzbfZfAPB2WxEjQohDw1xbVYQ4RYslUN2QWyPJ81ZYrZ8IqSTEWgV7mKxq+S0t6u4UK0kXoC/Y1e2VqzOx7VQspram2ELX46yTlAyQbWdgQF3gNzbqe7R1kpgV235Q1nHLXooUv7ZvTWaoEqbtT2UPdS37uldf1U8WtXZtAkuXRuPqVZkcKxSAl1/WW3NtoeuhfvLJJN7xjnFle10PtapwnCxBrfp8Nm6MY2yMYe+9o3P56yyNsmz7+4N3TLjnHo3JhRoLAAAgAElEQVQfjhCEEcYkqAmCIOqT6RDyfTiAdUKI9UKILIDfAjjZx/5UADdX48Iqgto+wFGxt4sElbBaGWKtVl9n+er2euWH9Wir10dnQkBPpFl1Vs1Sbvc4666J1gv51he8UXi07eUH2UuPkDFhH1Qf+2erskY76rZTh9SsrwtDlFnmVVi/Xj/jtYXucoann05pla+7f7XOPtRhiMpDfeedjVi1Sj2J1urVejNe557boWwrQ77l3yptM+ow+zCofr723C633jqFZxEJgiCmCFPeQw1gEYCNttebALzLzZBzvjuAPQDcbzvcyDn/O4AcgCuEELepXliKEH+b8fGix1lfUAeH1VpZqQG1vYetEGhVRkcZ5pg71aiGcEeZxMy+RlulPoUCm/AGRTmz39ioJyB0BXiYkOxqe7TtyxFUBL59skfFo23/bBsbVTzaM8tDjRr2dap87Wuzq11kBRTbp75gDLapRHDpJiVTXfs7WSJQ9TqxWP0IU92Q77D1jtqLrFL2668Xh3bnntuBU04Zia5CBEEQxLQQ1G4/L16jj08C+L0Qwu772k0IsYVzvieA+znnzwshXne+kXN+DoBzAEAIgXQ6jTlzpPc2nfYe7PT3A11dMaTTjZgzJ4ampgLSae+bGRoC0ukY0ulmdHXF0Nra5Gu/eTPD3LlAOt2Czs4Y2toafUVDQ4Nlb6C5OY502t+9nUoxtLbGkU6nlewTiRjmz5f3qGIfj8ewaFEzZs9Ws08k4li0qBGMqdnbbVTsY7EY0uYDV7FvaSnaNDWp12fWLICxGNJpf4Vn2Y+OAi+8EEM63eJrL+vQiPnzGXbt8m+bQPF+585lyGb97bNZoL09hnS6AXPmSHHqZ9/dXWz76XQMzc3Nvm25vx+YM0e2/c7OGFpaGtHps6PSm29abbkVLS0xdHQ0+IbSplLMfJ5qbbkOqUlfZ5H2+/BMfv3roqe2vb09sP3ZUSlfx37nzuLfjDGl8mPmbGShkAi0t4vulpaWwO+ynYaGBq37bW1tVmyvsomolJ1IFH/+W1v16p9MqtW/rS2G116Lobk5hWaN3Z66utLKovTFF5uwY0cSS5f6t7VsNjFRZmdnp29fBAAbN8rno/o5zZ4tC29vTyOpsELCPhmveo1YTK0tL1hQ+lr3u0UQBEHoMR0E9SYAS2yvFwPY4mH7SQCftx8QQmwx/1/POX8Qcs1h2SBTCLESwErzpZHJZDA2lsLwMJDJeO+dtXNnDPl8IzKZYWSzDdi+PY85c7zXk23dmkAul0QmM4Lx8SZs3ZpFMukd+7ptWxLZbAyZzBhyuRZs3jyM9nbvgcX27Q2YPbuATGYcIyOt2LFj0NejvXNnE/bfvwWZTAbDw23IZPwTAe3c2YyRkVFkMgUl++7uVgwNDWJ8HEr2w8Nt6O6WNiMjavaWjUr5hcI8ZDIZAMDQkF75OvUxDKC/X91+eDiG7m7ZjtTs49i5M4VMxtszYRjF+x0dTSKTke3Ii127GPL5ZmQyQxgfb8D27YZv29+yxd72G7FtWw6zZvm3/fHxBDKZUeRyzdiyZRQFHzfRtm0pZLPy+5fPt2LLliFfj/b27Q3Yb79Zym1Zl4ULF1a1PBdq0tdZx63vhT/FZ9DX14dMRmVd8cJQ5QfZ9/YmAMwFABiGoVR+oTAPQByjo/lAexlWK+szNDSETGYosHzLPpsdQybTq2w/Njas1F4LBamkVO5Viiw5ATI8PBjYt9jrMzqaRSbTE2g9OtqMhx5qxyOP9CuuMZflX3jhKM4/f1DJ/rXXGP73f4cxd67/829qSkMOeRhuuGEEn/lM0Oel0y6B/v4UgDS2bev27YcsentjAOZrXePRR1MAOgPte3riAOZNvFYtX4dJ6O8IgiCmDNNhDfUaAPtwzvfgnKcgB5K3O4045/sB6ADwmO1YB+e8wfw7DeBIAGud7/VCJezVuSY62B4lId8qIeJWmGyYNdpBIeuyPvLvKNZEj4+zidn8KPYGrtf9hnVDAsNsgxVkn80CqVRlyxH8sC8vUNk33Fm+Sn2saAzVNdqWvbU8YopRs75uKmL/7vf16f3UqawRtrcf3e+zrr3qmuvJWreu2q/qbAFpp6dH7/NSeZ72NdRXX62+H/WmTXpr8VWWC4TlE59II5cLfp71+rtHEAQxXZnygloIkQNwLoC7AbwkD4kXOeeXcs7t28KcCuC3Qgj7T80/APg75/xZAA9ArivUEtS6IkRHIMt1rf510C3fLnJ0RQtjRuAPta6gZmzyspaqDDLsNqqDtLDl69DQELzm2l62etsplh+F4C1O9gSv0a7su6Lb9oOfT71Ry75uKhLmu3bttVI8qQhqlaSFXugL6vpSSKrP1lqCoftZRPGbYF9DrVP+u941L9jIRi4XbQK5wcEY7rjDP1FJJW2TIAiC0Gc6hHxDCLEawGrHsYscr7/l8r5HARwU9rpqAra473MqZQR6Ssq9gNUXyHYRFZQoyhLUY2NAKhWcdCyXk9tOhSGKQVTUYn2yJgNU9tG2bzulO1miIkjDCN5SD7WvecmWa2r10Y/msHu0g7awq0dq1ddNRSrx0kWRlOzZZ4sLa6P2aOuiW77qsy161msv8CZry6koPNQjI6XRB0G/BeShJgiCmFymhaCuFSpeQPs+y6qD/q6ugpa9nke7KEJSqeDyR0aKgtqqj58H2ulxrvYgppKBgko9KhlY6pZfba+NU/AGebRLBbWaR9sSoGGiM4Kyjo+OsokkVnJ5RHB9wgjqXE59H21i6lKZoNbbNkuFP/+5OBMZlYANS9SCuh481PbfoiiFtepEi84z+cMfmvC3vxWT0lnbEVajbIIgCKJypnzIdy2JIkzWvnVQuHWtel7DoPLz+aLHWXcdrxTsyuZ1x1QblNg/WzWPdrnHNrj8on0UIeLl0RNq5at62HXul5ja1JuH2h62HbWn9K67NPYuhH59VO598+b4hF3Uglp3DXWUqN7rPfdE9xlNtd8ugiCIqQ4J6grQFchRrIl2ioRsVnddq3997D/iYfZC1hUtQQOByQqxVqWSQU61vULZLJtIMqZSfjZbOnkTvLygmMQsmvX90KpPecI///qMj8tlC6r1IaY2lYgKlTWok5mUTPdezjrLZ7+5KqBSn7vuasTAAFO2t1NPa6h1Ub3XCy5o1yhTr8JTMOEiQRDElIYEdQVE7UEOI0KC7AsFPY9zaaIrPXsVgW+3T6UMcysaNfso0A3h1iGXAxKJ6G5gfLwokFWQWb7l34lEcDIdmZFdzyOs05bDLI/QsQeKn6nKhAARPWecEa3wixJd0WLvT3STjNVDkqlrrmmZ+LtQUJtw0An5XrSouA1TFBMUp5xSXOEW7cRsNIXbw7yD6u983nnvnTcJgiCIKkCCugKSyeC1droh3HKNsvxb1QuoU75T8AbZl3qog72AdlREl718lTXdzoFEPYW26XqQdcsL9jhjYgsyFWR91O3tgl3Vo63blnVCuHO54pZram2/eF5ljTkRPfffrxf2aid466BoP18VUWnHHm58223NgfarVgXbVAsVwfX978+a+Ful37V7hKP2UKuEuP/tb7FIs6WHvddKruWFsw5RbuVFEARBkKCuCJUffRlWK/9WGfQ79wYOEi3lHmf1OtebANcNw00mjaoPFHQGcnLAqD56sjKlqzI+rufRtnuQgeCB3fh4qaDWEeyqa7R1M9brTg5ZdVZrm8UHQiHf05+ohc13v9umZa+7fnfFCvW9kitFdasnCxXvvH3NctSC2p6wq5rlhiGKdqdbZrmgpr6OIAgiSkhQR4xdIKdSCAyBtosi3UF/YyMCRYudcEnGoiu/sTE4RLyS8gH/gYnzXLDHGZqCVM9DXUkIt6p9g9o4dKI+dsEeXD7Tmhyye5x1Q7InY30/UV/cfnvQXrzRXv/WW/U8yPWW/8FOLhdsY/fuqgjqQoFV4KEOfkOYMOZ6WkOti73OwR7qUgMS1ARBENFCgjpi7CJE5Ud8fLzoBYxewNZXUrIoPNr2wU0iYfgOHHXXOGez4QWmmn1pCLdKSLlOfZwe6mB7XQ97sT7JZLBHGyj1OOtMDukKcJWQcqK++b//8xe0UQvqStZQR2FfCSoe6ni8+LeKR9gewROFh/oPf2jSKxR2Qa1XoaDcHnaiSAhWuYe6enUhCIIgyiFBHTG6IsQw2ESYXENDsEfbTpgQbj3RErWg1q0/NEPQ/cvXD4GO2oNcKpCD6iPrr5PlG1oh4s766HrwdQaFKm3T+dlGGZ1BADfcUFuPrFPU6K4jrTalWb6DLxbl+t0w2J/PggXB7l67oFYh6jXUYYRr2G2znn9ePTnFZHiodeugG9JPEARB6EGCukKqLULsMFZ9EeK01/Ug11MYbtCaceca56DynQIwHvf3aIcRyPUU8q3vodYT+IUCKxmE6wwIVbKO25EZ4qNrywSwalVLsJEGlXrdqm2vy1T3UD/1VPECnZ3BN6Ofmdz+d30IurDPtN72gA7ue0tf11PyToIgiOkICeqIyeWKScOAaAdVMuu4enlhQsr1BHuwB9lOKlVdr6Q9fN6qj19IuVNgBnnkow75HhvTy9qtu8Y5TFIyHQFeCYzptn09QS0T2tXHIH+mojvIr1QkXH+9nof9ppuCQsr12s9khHDrhDK/5z3FzkXlWep6d3W3zbKj8qx0nmd/f6mx7mehc++TkZSs1tEZBEEQRCkkqCeByVoLF4vpDfJSKbVkNBbJpBHCa+hv4wzh1lnrlUr5iyKnwAyaQHBuI5VK+U8IuAlkv4GMPeO7Cs4QbhV7PYEffk10FFQyCEyl9NoOCWp9gj6ft97SiwnWTQLo7Nt0RcVrr2nMTgG4777wW3q5EfWWf4VCtJ5g3d8xexb+agvq7dtjWL8+4W9k46KLZpeUq3Ive+9d7FCC7L/0pXZcfbXMyh6VmH355fBh5ySwCYIgooUEdYWEGWRUk/KZa/UL6Hr1ohYtQfbOe5VZ073LcwrGVMp/QsBpH7QtlzNLtlqIuK4HefJCvtWWL6iXP5nE43r7Age1HUIfHYEDlHucf/pT/22idEOsdb1627eX/hxWu692ejmjENRhUd1XWodKsnwHceONLfjxj/W2LQP0wtZ1smqvWZPCn/9sTcAE90PDw/q7Uzz1VLGz1p1MIkFNEAQRLXojoDqFc34CgKsAxAFcK4S4wnF+OYD/BrDZPHS1EOJa89y/AbjQPH6ZEOLGSal0HZBI6G2nEYUAtw8Mgsp3ZuEOEuDlHmp/EeUUmEHrcp0h3w0Nhm8YeDbL0NRUHJUGDXKcId8q+0rrhXzLZzIyomZv31d2qqPbluuFWvZ11R6U33tvqQd4xw7/xqW/hlrv873mmvD7PqtMrDrF3FQT1JWE6N9ySzOOO049aUFUUV065dptg4R4PK6XJ+XQQ+eVvN68OY5Fi9T3AdPdNmu6odAP7gbgRgDtps3XhRCrJ72iBEHMGKb88JhzHgfwMwAfArAUwKmc86UuprcIIQ41/1kDzE4AFwN4F4DDAVzMOe+Isr7V9mhXMvDQfa+Kx9le3zACPFjw6glqHXunB1m3PjJE3NvemRU8Hjd891LVD/kOkySt+DqoPUS9dGEytwmSkz1Ta9BZ676u2gLwM5/pLHmtm2gpKBpH135wMNr2MBkh31GiK9IKhWKd7rhDf4uramI967CCOgh78sWnn07innv81/YMDZUOvQ4/fJ6HpaTShHzTyUOt2A9eCEAIId4O4JMAVkxuLQmCmGlMeUENOThcJ4RYL4TIAvgtgJMV3/tPAO4VQvQIIXoB3AvghIjqWZfoDBp0w2SDBKwzC3fQmmjnvswqId92ezUBrm4/NlYa8h3k0R4bc4ag+2+Lpit4w+xDnZgWMSr6TKZ4ryJ13ddVOmjXFdRBlAtqf3vncpBqixD9hJS6WbXDN+ooQr5zORZa5G/eHI9EBOokSdMJ+bYL6ueeS9rCv73K1ru5b3yjXct+OgtqqPWDBoBZ5t+zAWyZxPoRBDEDmQ6CehGAjbbXm8xjTj7GOX+Oc/57zvkSzfd6EvUPVT0N/ONxIJ9Xz8Id7OHVF7x2wTgZId/+At895NvPvtSj7b/tl9uaa7/2FiZpWD21r0qZZoNGN2ra19U6RD6Mh9ROrdt61B7qSsqrdsj3Qw814Oc/b3VsnaX+/t//vjmS7/ObbyaU6mJPqAboLXWJxYInHypti9WefJpiqPRl3wKwjHO+CcBqAF+YnKoRBDFTmQ7+KbefFufP5R8B3CyEGOOcfxZybc1xiu8FAHDOzwFwDgAIIZBOpwEAzc1xpNPe4V3O81HbNzXFkU57z47rlt/UFEciwULdb1sbkErFkE67h/sNDADt7bGJ+ubzlr37djUjI0BnZ/H83LnA1q0xpNPuax83bWLo6sLE+TlzGPr6gHTafTTV1MTQ0BCfuNeuLobmZn/7efOK59PpGJqaCjDfXkZDQwzz5hXPd3bG0Nra5Gnf1MQwd26x/NmzY5g9u8EzrDuZjGHhwsYJb0nQZ9XSEv6znYr2um25DqlJX2fxxhuJiWfnxqxZpZdob2/3/O640djYhHTae82CUyQ0NDT41qetrbQ+QeU3NZVmKY/HU77l22lpafXstyxmzSpVZV1dad8lGvF48ee5ubk5sK1+8Yul9VetOwBs2DAb6bS/CnNOaPiVPzws77W5udg3d3SktSJiurrSJZ5fO83N5Sf86tPYWGqfSMR97QsFIJUqvqezs8O3LcdtFW1tbcLYGJBOe2dwdBPdOp9XW1ub5+8e4PZd7PD8nZmCqPRlpwK4QQjxQ875uwH8inN+oBCi5Kl7jetmAomEf38+nZhJ9wrQ/dasHrWuQBXYBGCJ7fViOMJ7hBDdtpf/A+B7tvce43jvg24XEUKsBLDSfGlkMhkAwMhIGzKZAc/KDQ2Vnh8e9rd3nq8H+1yuASr3m88Do6OtyGQGAcgBQ19f8bWTnh6G8fFmZDJDAICBAYbe3uJrJ9u3xzE2lkImI7NoDQ3F0d1dfO1kx44kRkdjyGTGzHtJoru7+NpJJtOA3XabZbvXFMbHgUzG3a2dyTRi3rwcMhmZ2ntsrBHbt+cwZ457qu+enmYMDY0ik5G/6ePjTdi2LYtEwn0hdSbThPnzxyfKz+VasHXrMFpa3Ad2u3a1obe3+Nk4254T52dbD22tEvug76LzfoOejy4LFy6sWlke1KSvs5+znp0bAwMNALomXvf19SGT8ctKWPq8RkdHkMns8rQ+77x2AEUFms2OIZPp9bTv6yutT1D5o6PtAJptr8eRyXR72tvrPzQ0iExm2McWGBpqhsyRJNm5M+O7jV6hMAeAFGXDw8OBbfUvf0lD5l+S+H1WkmL9L7kkgXPO8Y+KLRTmw65l/NtCE4AODAwMQUbcAtu2ZdDoGwld2h527Mh47iowPNwGoDTLt199nJ9tPp/3tc/lAMNIw2pvfX29E/2wG/n8HFgBf9nsCIaGYshk+jztY7EFZcf8P6/SZzM4uMvzd0zWNwWgOMDs6elFJqOe9EyFSejvvAjsBwGcBXNJixDiMc55I+QD2WE38hrXzQTS6bRCHzE9mEn3CtD9VhvVvm46COo1APbhnO8Bmdn2kwBOsxtwzhcIIbaaL08C8JL5990AvmNLznM8gG9EX+XpiXPbpqB9sd1Csv23qaos5DsoSZozqVcqBYyOetdnbKx8n2v/NdS6ScxKQ76TSXmspcX7PXZiMZn0zMvLEzUzIAR7splSfd2HPzwHmzerL10MCmO99dZSD/DddzcB8BbUlYa9VjtsNupts4KW4wThDHN2O6+K21pluUZdvZBa9h/OHQ2CQr7ta6Jlv+v/WUS9W8I073sD+0EAbwF4P4AbOOf/AKARwM5JrSVBEDOKKb+GWgiRA3Au5IDxJXlIvMg5v5RzfpJpdh7n/EXO+bMAzgOw3HxvD4BvQ3bQawBcah6rGpO9bk832YkfQQMsJ25reIPW/DqzcPuvQS5NAtbQ4C/AnUnAgrN86yUlK8/yrbeGWmXNtc6EgPOz0t03fKZR6zW1utR7X1dvVLqGutqC2tk3V3sHh0pFVFDCSZ017JZgtD9Dvx0N3IhyHXDQs7r00ll4+eWiv0FnB4RYTHq4A2oQZFARzme3bFmXu+EURLEf/DKAz5j94M0Algshpvc0A0EQNWU6eKhh7i+42nHsItvf34CHN0YIcR2A6yKtYAXUcqbZue9zELrbPDmzcCcS5Zl2neXreZwZWluLIwuVpGQ6HnA3ge/n0S73gBsYG9PxmAdvW2bHqn9jo55XqF6EZjUnh6YL07mvu/baVlxyiXdIti6VCmpdARhE1N8rHQH67LPlsdRjY6Xb+lVSvpuH2u+3zO1cNX/7dMt65pkURkeL/gZd7/zq1f7RE9H3saUXsJKxTRcU+sG1AI6c7HoRBDFzmfIeakIPne00KhXIgP/AwemBDRpkhMnyrb8PdfF1kAB3hnwHlW8YrCTUL5kMDnHX2RfbSZDH3EnQvti6VDporGQbICf5vAzFJGYOuh5O5wSOTgj1s88GbwBf/n1Q3zFBBZ3v7urV5YuZg56XzvO0nmWhULwJ/b2Uazez56zrfff5J4Szf1Yq91lpyPenP+3vcX7xxekloAmCIOodEtRVIEovcjVnsuW+z+r2bgLZD91tm5zbVKnUR0fwuu9bXb19qHUFu5Nk0vD1yOuuGXeiL8ChVf5UwuntJ6pPva3bdAqyKEO+hfDP8O1GJuP/86svqNXfEMYjHObzVfVQ33FHucDXvd5DD3mL3kr3MP/2t2f72ts/K5W2EPUa6ssu868vQRAEUV1IUFeIFDm1rkUR/yRg5fsa+w3adAWyU/Cq2esJcHt94vFSD4ibffkabb/y3QS7eki2lTRMlSABq1sfJ2EEvl+SNDdqJaJ0rxtmj25ialPpGtxqh3w7uflmf+H1yivF2cDBQVZVwevWbwZ5hHWep9Vvlb7Hu/xLLikXgLqfX0+P93Dmttv0JjwKBRmxo4r9d3TbtuAskPWyrIYgCIKoDkpxQZzzTgBfAXAogJLND4UQR0VQrymDta5VVRjW0osTtUAO46HWS2KmWx+9NchWUjJLFAcJcMNgJQOjII+zk2TSQH+/t32hUBoiLkO4lYsPFSIun4/aZ2hNJql+JtVs+zJ7eXTr+4mpz9lnd5a8rnVSsvPP7yh5rfN9WLmyFWefPYhFi7wrpVNft8mCoPd/4ANjuPde332vJrDuzV6m7vf/6adTOOoo9Rm+aorUfJ4hkYhuUiVqDzVBEAQxuah2678B8G4AfwTwS8e/GY2uV9Layqga6K4LjVogO0OUq10f/fKdIdP+a5adId9BAty55lI3q3YYD7KuvZ9H2znAjXqNdjUJs1xAZ/kCMf2IMoQaAB580H+drZMtW6q7n53O70oYQX3QQcXObfHinK9Atsr6/vdnqVfKgV8Itxv2BJRBbNmSwKZN3s9fbpsVzkNNEARBzDxUM1e8B8AcIYRmQOj0pyhy1H58LdFVjb2BJ2ONc9Qe7ba20kFQNUPQnfbB+2KXr7n2E8jOsoIErJMgAeu2DZZfFvHy8qMV7LoCPBYzUCi4e2fcBud+Wb7HxhBpWyZmHs7vm66H+vTTu7T23f7975tx1VV9Glfw/25WuoZa5343bUrgxhubsXz5sOt5t7J0PdS6z3/2bL03vPxyAosXu89CyJBvvevrQAkSCYIgpheqHurnACyu5EKc8yWc8yMqKaMeqaZokVsWlYdAew1EdMNYw2Tt1hXIlayJrn599OwLBVYyiNIVyLqCNJGorsfZia5gj/p+/SIE5GSGs+2rb6EWhG7bIaYfKl7ERYtkmzrxxBFfQVdvCdiA8jqde267p62b+NYVsL293sMH3aRnbpNn+gJcz008POy33EZPUOvmUaGQb4IgiOmFqof6fgB3cc6vB7DNfsLc29QTzvluAG6GXH9tAGjlnH8cwAlCiLP1q1xfJJPQSuTkt05VrgstPWZtZZRw+aTcBKyfV28yPNrNzeqjsskO+dYlaF9st5Bv3TXOuZyOfdC2XKWvdQVvQ0PYNddqWPVx2+t2MiZ7yENNqBKP+3t8o05YFgZnnZ5+2vsL4u5B1hOkP/jBLJx//qBH+W5Jz7SK17bX/Uz8Jg9lJI16BV54QW+2jkLECYIgpheq86TvA7AJwAcBnGH7t0zhvb8AcCeANgDWPO69ZllTHn1R4S1a3ERFQ4N3JuioBbKVpEvdPvokZs7yg/bRrmTdbNCgxzkADfI4uwneKNc4T4bH2WsyyW19v1/93dqyX76BqKMhiOmH32Sjk3jc8PXYRi2owyREc07++XlB3cqvZhK2MNtyWVx/fXegvds53c/Er393RiuFwe95kqAmCIKYXih5qIUQx1ZwjcMBnCiEKHDODbO8fs75tNgo0W+drdsPqp9ocRMVVqbppqZyey+RIEPH3ez1t7Wqp6zduttsAZM7cAlKeuYWYl3NkG9n+Q0NQG+vcvEh1lB72zvXo1vly/q7e6idbccS4Dpt3wsK+SZ0iMX8BZFueLEuYbZidApK3ZD1agpq3TXU9r7rgAOCb959QqB6n4lhVL6GWk4qup+jkG+CIIjphaeg5pwzIYRh/u3Z/Qshgn6GtwPYG8CrtrKXAnhLr6r1iZ/IcVsXmkp5e/XcQpT9kp65iYREwluoupUf5OFtalIfZekL5GiTpEWN0+MVj+uFTQYlPauGANdNMhZu+UI57gLZ3945WWLZNzWptX3AezKp0vB/YuqjMrlm9YexGPDWW97zzVF7qN3CzYOiU5zLR/wnBNSOhaUSQW0JY7/6/PGP5bNs1a5/paI3n/eOICMPNUEQxPTC7yej3/Z3DjJc2/7POhbEDwDcwTn/NIAE5/xUALcA+F6oGtcZfqLFTyS44SYS/MJkw4gWPQFbuUD2GzjoC+ryAUotBya6aw6d6IZk63BHaG4AACAASURBVK5x1k9i5p8wr7x8veULuiHfQd8tZ9tJJAzPNem622wR0w+dviJoj3NdQa27Hnh8HDjyyNLZrcsu89+CyinCdT3s9RLybU3q+fWvb75ZPtlRzUkOmZSssgm4117zXm+ksz5bt+10d5P7u1qMjQHr1qmmGiIIYibj11McYPt7j7AXEEJcxznvAXAOgI0A/g3AN4UQt4Ut0wnn/AQAVwGIA7hWCHGF4/yXAJwNOQmwE8CZQog3zXN5AM+bpm8JIU7SuXaQSHAO4nVFgr69vG5Li1p9rKRnbuFtUXuQdQW7YbBpFSonQ8TrZ1ur4BDu8rbpJdirIZCDJpPKJ58MzzabzQKzZk19D3Ut+7rpjj26ISjcV1e86YrVfJ7hQx8awV//WtyL2S9B4ve+11b2XfS75r77ls+FB00QPv64emddWVIypmlvXVPPPqisSvetv/XWppK9u+24Te709zPMnu2erFQHEtTV4803EzjnnA48+ODOWleFIIg6x1NQCyE22v5+s5KLmOK5agLaDuc8DuBnkEnONgFYwzm/XQix1mb2NIB3CiGGOef/AeD7AP7VPDcihDg07PWTSQODg+4/YGFEgpvH2U+0eAt2N1HB0NJScNh774sd9TpVmfSsvkVOlNvjBCc9K30t2051PM5u+CUZ80qYNzJSnZBvr7bsL9jdv1tuk0lu9WHMe1/seqTWfR3gHVI/HbBP2AXdo+563TAeap01vH/4QxOOP34Eixfncd11reY1ves4f37xd+Cf/3kEq1c3BQrSRx9t8DewUYm43XtvGWain+W7eg1zy5YE9thDYwsGTdzal6x/5YJ6qvRnUwG/8RdBEIQd5VgWzvlJAI4GkIY1hQxACPEpF9szVcoM2nJLkcMBrBNCrDev/VsAJwOYGGQKIR6w2T8OtezkSuiuCw1KSlYuKqob8u1Vn8ZG9XWqXugK8FyOuW4HNlWoxt6pOsgfdx17/4R5zvqHSZjX31+dtuzmWQ5qy62tzskhvXwD1mRSg7pOqDU17esA/f15pxLyOyH/rraHWrdfyOX0PKSJhIGGBqC5uXghv2vaBe/55w8oCWod/vIXty+VekJFoCisValm/YHKQ779JmXcRK/X56WfbK2+J6mnErFYfW6RRxBE/aEkZzjnFwP4LIDfAvgE5FZYp0GuhXbjDNvfDMCRkPtXbwSwBMB8AH8BUA1Bvcgs12ITgHf52J8F4E+2142c879DhkheoRuKrrsuNJWqnlfPLWGTv2hxW6PtLULc6hOLyXWqbkJYd5stoHzQEaUgDVN+Lb1xzmvH43qDq2TSwNiYukCWW7S5l1Wd5Qjhli941d+7LavXJ5t13xe7TqlpXwf4C+rzz2/XLW5SCfou5/PFfq3Wa6jzeVZWB78963M5hvvvb8CnPlWsWDWTku3cqef2fOCBckGtuw1WR4eeQq628InS0+vWFr2efzW3AyP08FoORxAE4UTVP3gmgA8KIV7gnH9aCHE+5/xmABe6Gdu32eKc/xTAbUKIH9uO/SeAvSqotx23nw/Xn27O+TIA74T0tFvsJoTYwjnfE8D9nPPnhRCvu7z3HMh14BBCIJ1OAwD6+oANG2JIp1vLrrdjB0NXF5BOF2NQ58xh2LEDSKfLq9jczJBOl55Lpxmam93tGxsZ5swpt29tNWBWz2Efw9y5hZJzHR0xtLY2u9qnUjHMn9+MRCIxcb8dHTHMmtWI5uZy+2QyhgULGkvEdnNzHOm0uwvQ7Vyt7RMJNnGvwfYxpNONJcdaWurnftva5GeYTpdnxN21S36WiURs4n5zOcu+PGZ6eBjo7IwhnS5+8HPnAtu3u7f9lhar7RfPzZnDMDLi3pabmhhmzSpvyy0t3vZz55ae6+yMoaWl4NqWGxpimDevUNKWOztjaGtrcrWvU2rS19np7Ex7evR37iwfeaY1H26U9o8+2uL53QGAeDyORAL493/PI5ls8i1/aMi9jI6OtOsAfHTU3d6r/B07GDo6Sj/uBx9s9LTv64tjaIghlbJ/12Oe9q2tRbXY3t4BAGhs7HD9rgHAKae4DxW8ynebNG5v7/D8rsVtD80qs7m5zbUv8qKlZZZrX+RFW5t/+clk6Qep2zabmpqQTrvPMCcS5Y2kvb3T9fl4RXF5t4XyY4wZ2vUn/Lc+IwiCsKMqqNuFEC+Yf2c550khxBOc86N93yVZBhkmbudqABkA5yle349NkF5vi8UAtjiNOOcfAHABgKOFEBMrRYUQW8z/13POHwTwdgBlg0whxEoAK82XRiaTAQAMDcXR05NCJjNSVrEdOxIYHU0gkymOpoaGEshkSo9Z7NyZQiwGZDJFt9zISApDQ6XHLLq7G9HSkkMmU3RdjI42Yvv2HObMKXdn9PQ0YWgoi0ymOOU9NtaE7duzSKXKp8F7e1swMDCMdLoL1v2Oj7dg69Zh1+QpAwNt6OsbKDk2PNyGnTsHXGfNh4fbkMmU2o+MlB+zGBoqP+dWRiXl53INE/caXH4rMpnBiupTLft8HhgdLa1PoQD09ZXXEQB6emIYH29ELtc8cb8DAww9Pc3IZMrVwvbtcYyNlbbz4eE4uru92n4So6MxZDLFRdkjI0lkMqXHLDKZBrS3F5DJFF3ko6MN2LGj9JhFd3cTFiwobcujo43YsSOH9na3tt+MwcFR5HKdE/ebzTZj27ZRANWJFV24cGFVyvGhJn2d/dzOnRk0NjrfAWzYEAcwr+z4zp0ZH49Z+fNav77bJ3lcuf1jj/Vhn328XLel9k8+GSv5bjsZGupAPN6Aiy7ajksumQWg1dM+k3G/323bMq4TDjfc0AygXFx5lf/2ty/EihU9ADqV7JPJeQDiGBwcASBFZT5f8LTftasJgBTSPT29AObife9LYvPmsuZklpXWqn8uV/5Z9fT0orXV3d1aKMyFNRyRZS5Ef/+Aa98iKS+/r0/PfmDA394w8rBvhOLXdtzKHxkZQSazy9XaMOYAKA0RymR6kEyW90U9PQzAgrLjXvXp63Nvm/7112cS+ruaUyiUR4oQBEG4oTr39jrn3Mr6/QKA/+CcnwGgV+G92wA4s8n+C4AditcOYg2AfTjne3DOUwA+CeB2uwHn/O2QYeonCSF22I53cM4bzL/TkKHp9gQ/gfgnTioPM61mWK1+IqfKk6TpZpr228poqlPptlmyjHDnnLi1hVjMu45eyxFqGfJdab6BqNtyHVDTvg7wbk/e6z+9ynE//uKLeqmVn322wlTMNuzrllXCw93wut/RUf12FsYzZr++Xwi3bgKvaqxPVt2HunjNya+jHefWVi+/7O5/8Lqv3Xd3/+F76qkkXn+9vN161V/3OVDId/WgkG+CIFRR/cm+EECX+fc3ID3L/w3gSwrvPQ/ADZzzRznnt3DOHwNwI4Av6FbWDSFEDsC5AO4G8JI8JF7knF9qJlKDWddWAL/jnD/DObcGof8A4O+c82cBPAC5rrBqgtpv3aYb2Wx5giT/NdpRixx30VWtrZh0oYGC9+DNa7soL/tqZJTX3TIuzD7UOt8tv/q7bdGm25ZrTa37OkBfIHsJTy/7oEmkeNzAd77jEtNaBXI5NtEG7cm93Ojudh9lewlV/cRS4fo7+/V7e72VgNfEmRfVEKv33ecS2mCis6bYC137oOfrPH/llW2udl5tfMEC9xMbNngJc/cKVWO9Pv12hoNCvgmCUEUp5FsIsdr2998A7K16ASHEvZzzvQB8CDIu6k4AdwohujXrGlS/1Y5jF9n+/oDH+x4FcFAl1/bz6lVrH2o9UeHnpXNP5ORVvkyMo15/N6zEUm5rrt2o5VZGuoMOtyzfXuTz7vZ+13Q752Xv5uH1s3drm4mE9163YdpmW5tXFm618nXbsr9He1p4qGva1wHegter3bzxRgL77VfuqQsr0E47bVipPmGIx4FOM8L6i18c8BRQADA4KO93zz1zWL+++DMaFI1z5ZW9OP/8DqX6hBFB3/jGLtx0U/C6Y6fwP/30Iaxa5f2+agjqb35zNs48033xufs2UnrlV3PbLKC8TtZn7sTt2XzgA6OebdOZSNRCd1LKC2c5LS0FDA9PrX6uXrBvpUcQBOGHzrZZzZBCuiTrhzlQ80UIkQHwK+3aTQH8vWLl+z5XMyzVzaOdTBoYGnL/BdAN+XZDf29j6/moeU+n4FZGSrh5+6tJNbY48xvAh9nWSjcaolKB7NeW7Rmc7fWnPUb18BJWXs/9sstm4Ve/6ik7HjYjc5S7AHR0FLBiRQ5jY96JoCws4WwYwIoVPfjc56QS99pL2Kq3zuDc+X1UyUbvvf68lFwOmDfPQH+/gUKB4ZBDxrFqlbd91LsvuKEr4qPO8u21Y4JbPffddxzPP5/C8ceX54vwWpOrG/Lt1ec7y2FMCsM772zEiSd6ZMcjXJEh37SGmiCIYFS3zfoUZCKxLAB7Fg8DwG4B730EHplohRBHqVWzfgny6lW6LrShobr7ULuF1XrZuwksv62M3Gho0Bfg4+PqWxnVYqAXBhlOql5Z3fvS3QPcy6PtRbVCvsfKx5emfXUEu9dkElDenqdayHct6erKo7s77jno9+oDe3rcPw/d0PFNm4qhMlGFrwrRjJUrs55t1I4lcgwDOPDAYoiSSoj7Rz86jP/7v+CQHed96grGL33JPdkhID+vri4DY2Pyswjqb8KErOvg9plecEE7li8fLj/hwSWXzMIZZ/jbX3RRPy69dHaoOnlNvtlDtffddxyvvppENsuwYkUrvvzl8s/Aa02u7rZZqt8h6z4yGXK16kJrqAmCUEXVQ/19AB8TQtwb4hrXOl7Ph9wf9dchyqo7/AZ3Y2Nea5CrmcgJDnt/keAmKrz2xXYjbMi3Sl2s+uiInHjcqMmPngzhVrfX9yDLhG5O/NZE6wpkHY+5W7SF377Y4SZ71D3OuvtQuzEVQ75rjdcg3u9zdUM3oZ9XuG21J9RUv9P20G77e4JCvru6Cli4UE0Zl+9D7V25II+6k1wO+Otfczj2WDVPcLUTfjlxJgALw8hIsGDcay/1DJlOD7VXHe3P5pBDpKAOk2zyootma0VzyL7X7TeitJ1Yv43U1+lTKFDIN0EQaqj+DGcBPBjmAkKIG53HOOf/C+B6AJeGKXOq4L3u1Mve3avnt0ZbZ12rG8mkgf5+dXtdwasvwC17tQGWVZ+m8q2WI6UaIdZAbQVylPXxbst6Geu97OV2Jk57bw+4G7qTSTOZomh0/25afZTd+3rwwVkcfLB756Ur0KzPOoyAnjMn77pHtp21a+VPoa6gdk7mea3jtep97LFjOPbYMVx9tff6bAuvcF63Af6//uswrrqqWOZxx/mH9ubzQGOjvF+Vz8Iu6hYsyGPrVu/nGeYzqjTq4B//cQzvfW/wD5NK3R57TD54p4D2Elb2Z6MSReDVRu6/3z1pm9ek5datMey1V/kFy0O+5X1M1902ooRCvgmCUEV17u2bAH5kbrdSDTYDOLhKZdUtbmuBEwnvH8ixMb3ET25Jw/y25XIjjODVEeyTsUZbd+a9Gl4t3RDuaoRYA/5JyXTqk82WRzcE1UdHsHslAdNbvqDXlv3ajptH1K8+hDtBId/2/uigg8Yxb57XvsPy/w9/2Gsf4FLs4kZXfOXz8rM+7TT3hFgAMDgYcy3bezswNlG2/Z69REsYD69bf+FVvtOD7+bpLK2P9Lz5ba1Xet2iTZA3OYxwq1RQJxLAtde6J1WzP3uVvt+aLHD+tnoJaretyvw+b6/n4/VcvUT65ZfPcj1uGMA11xQ/f+vZ+kU4TDU45ydwzl/hnK/jnH/dw4Zzztdyzl/knP8mzHUo5JsgCFVUPdSvQnqTP8c5t44xAIYQwre74Zyf6TjUDOCjAB7XqGddo7uVkRdh9sp1DkT8BK9bPcN4nP3WqbrZVytE3I2iiFJ7zlaIuG6IpJMwAtntmt5ZuHUFsp7HPJsF2trUs4KHEexO+3jc2zvjlrQtmTQ8EwG54becwg3dyaGZjNUuvAb31nfW7s2xkiG58fjjlhew9PjDDzfgyCPLOwCvQa2KQMrlGOJxA7/5TQuWLx/CAQeUKxpL5LgJarfvhGUvhWmxErrbhOVy7v3CJz4xjMMOK38OXuX/8pet7icCiMUM7ZDvIIER5jtlPePLLw+3JVoqZWBgwP13SXftubVlmlWnpqYCRkZiSmufrf7NL+O4l6D2Kt+r/l4C+brrWtDSUmxw1ndMd6u0eoVzHgfwMwAfBLAJwBrO+e32bQA55/tAbvF6pBCil3M+N8y1CgXacowgCDVUldGvANwE4BAA+5r/9jH/D+IMx78TADwK4DTdytYruiLEO6y28n2fw4R86whevyRp7lm7q+cB98oKrifA3cOO5X6T0YVYh/FoqyZms+yj9Ji7hXDr2vsNTNy2J/FrO95tTb2Ouh5wAjjssPmux63Bvf0z9Pu877zTfY3GihXhhKEfdtF63nnuW1Z5iZMXXnD/kts9kToh305+9zv35GRLluTR6BIBrLI1lFdUgBsyD0KwnV0EdnTIN5x0knt0gdUf//CHvcr1sNpKY2O48CG3rdks7ILUPsHj1T6t3wHr/B//mCk57sRepnUtvzBhr7bmde/eeQvcjz/1VApvvllslEVBPW2U4eEA1gkh1gshsgB+C+Bkh81nAPxMCNELAEKIHWEu5La0iCAIwg1VP10XgIuEENq/dkKIY3XfM13wEiFeP+RunXcsppdhNZXyngF3z9qtL8B1Q75117VGOSFghfk611x7h1i774s9Ps5ck4Z5EcaDrLsmurlZPa5Uvz6Ve6h10RW84dfrE3587GPDePjhhokMxm5YIsrexzDmvVe7JTCdwsOrr7OLChWPkb3PyeeLk0cvv+xef6udOcvu7XWfc7ZEkb1vOOGEEe1wZ52+0YquCWLNmu3KZaqvoZb3+8QT23DxxbPx7LPeAtPqv3WSOVm2Yb2BF1+8CytXuk/G2NuUyr1adbD6d2syRsVDbf19wgmjuP569/rkctITf8EF7SXHvQS11ySKlzCXn6k9RL943WnCIgAbba83AXiXw2ZfAOCc/xVAHMC3hBB36V6I1lATBKGKqqC+HtK7fJPuBTjnPUKITpfjO4QQocJwpgrVEBWA3iAj6jXOyaTh+0PuZq+SfbVYH28vo3dW8PITXh4hr32xvTy8lgfc6S2qVlIyL8KEfLe3B9uFrY+uvfTIq9fHDbm+U90+agE+U7nggl14+OE5vmLOrU/wC/m278t8+ulDWLXKff2rhSVUVNvDnnsunPh7fBxobfV/44UXzp6os51du7zyVwAXXtiPFStaJwRLMqm/vZTOutbmZsNzn2s7Oh41OWEb/FyHhhhWruzBokWFiWfkt1xFF6tt2UW417ZfmzfruQxLPdTB9lYdLCFtRQp53a+9fLU11KwszL+hwcB73+s+u+L1vZs71/1ELGaU3Oc0XEPtdiPOTzYBGUV5DIDFAB7hnB8ohChZU8A5PwfAOQAghEA6XZomqKWFobExXnZ8OpBIJKblfbkxk+4VoPutWT0U7Q4HcC7n/AIAJdPfCntJlw2rOedJyFnDaY3bvs9Rk0zqhXbpigr9JGOT4WUsP+41s+xVf68Q6OIEgpoA9yJMVm2dkG8vAe5XfjXWaPsNUKNce1aNaAvah1odxoATTxzFT37i7+EFgCuu6MPXv97uu4TCEhyqbUQlVNeN444bxf33NwaKzLfecs/y7bcu91//dQRXX90GxgzcdddOvPJKwtMLuGRJ3nV9sKrXcOnScWQyMd9JjbVrt6oVZkM1KdnAQAwnnliaOdxbUBf/bm4uYHi4+Ay9spRbkQ8qy1C8tlDzwnrGy5bllQS11Vas/9vaZGNVSUpmeZMPOmgcxx7rnmk9lyv3Rh9xxBj22MP9w7U+83e+M4u//73YCe+5p7v9Cy+k8Pa3FxPwWd/DaeSh3gRgie31YgBbXGweF0KMA3iDc/4KpMBeYzcSQqwEsNJ8aWQymZJC+voakc83I5PxT/I3FUmn03De73RlJt0rQPdbbRYuXBhsBHVB/T/mP2U4549AqpBGzvnDjtOLIddRT3smO6GF7vVkVvBoQ6x1E0uN+u/4olQftz26/ey9Qqy9RFcu5z34c0tkpBvC7baHuR9e9+tF1CHftSDqyaSZiiVCzjxzCD/5ift2T27P8fjjR7FmTYOLdVF4SC92cB0uvXQWzjhjaEJcPPHENhx+uPt6bju/+lUP3vnOedhrrxx27Aiew1X1UOdybCKhVywmBVRPT8xTtKRSBt797vKZP1Wv4apV3TjllP/P3pvHOVKV+/+fquzp9Dad6W1m2GQQhkUG2RHZLzDeC/hTDqDgICBXBfGCiHDZBFFHRXBBvJdNWVw4Iirci7IIKveLoiD7DDujDMyW7ukt3Uk6Sf3+qFSnUqlTdU5S1V3pOe/Xa17TSZ6cnKo6deo859nSjkpRZyf//Vn1ENDdyJcv1ye5iQnF1Zr/oQ/l8MAD7DqF5k2tFStyuOeeJKJRfbMrn3cucWgXN27FujnilL0dqHoN3HprCT/+cfX9Sy7pxIc/zM4yb7h8G4o0Tww1ABx99BS6uzUsX26/k1wq1YcLOT23jSSgK1dmaxRqp/vmvPPGsXJlFEceGZlpex7NdX8DsJQQsj30ijEnoz4nz68BnALgx5XqNDsBeFP0h6TLt0Qi4YVLobarJc3BLdBdc/YBcKvpfQ26lfvRBtqc17DiDf1EtHSQlxZnVmIpO6sQa/HAUnh1hdTOQs1WwO1dvu2ziOsKZv3vhsMaisV6ZXh6WkE8Xu8H6JTQTrzMln9Zu1neFkHKgCraF10B96cv8wljg8g50RLQ1aWPb0UBvvOdLfjgBwtMhdqo/221+rHmwDffDKOrq4yLLx5HMllGdzf/2P3rXzdCVYFFiwZdF8fWMWSU07JiVAowl9XRlVP7QfiZzyzA449XnbsuumgM3/xmB7fVUFH0czY0pGJgoIEaXAwMl+/ddtM7smZNBPvsUzuhZrO1x3TCCVNYtard0eX7858fRyRSnZM+//lxfOtbHZieVpBIsK/B0qXuN6TVnfrSS8cc5R9+uDoGzX12ywpuuGUbGbN5Yqi3376I3l7n6zM1paCvr16hZj3jPv7xnpnf2WuvAv7+d/ed0HAYOPhgvcHBwRLWrQsLxbQHGUppkRByLoAHoXs63kYpfYkQcjWApyil91U++xdCyGoAJQBfpJQOif4Wy6NCIpFIrHAXDyKEfBJ6HPUi6LuCd1JKf8SSN5RwQshfKKUvN9tRST1e1FN2KmXEUnhF3Gq9qoutZ+q1V3jt+sNSGFkKOMti66SA2/fH/rfFs2Q7Lzzt5MUUZLH+APNvYSEt1HwsXFjGXXcNObpNFwoKnnhiI665Rq+Ne+KJzvWlH3lEN0VaFWiW+3E+r28wLVpU6+Z6wQXdOOkk598yj9tPf3rCUdYKO4ZaTyB5yCH5mXmgp6eMN95gP1LNG1Kf//xERaHmm3tTqTK23baIp56Kzii/ZpYtE9sZMhTLSy8dw+Bg9ZwmEvXKoJ2HkaYBiYSGqan6eapQAPbbr4CDD85jxYop/PSnbZZM0/bz1Ic+NMV0Y7a2b9DZ6b658Kc/VRXqY47J4aijcnj4YbYpvFzWN4RSKQ33359AOAzstNO0QzLR6t8HHFDAMcc4u1hNTSkzSvqnPjWBm29OcW0GLl5cwsknT3Ip1AYHHpjHypVZvPRSJPAeRiJQSh8A8IDlvStMf2sALqj8axi9+kczLUgkkq0FLoW6Ejv9CQDfBvAPANsCuIgQMkgp/aqN/GmU0jsrLw8khBxo1y6l9LbGul33e8cA+C703cpbKKWrLJ/HoCdUez+AIQAnUUrXVj67BMCZ0Hcxz6OUPuhFn5zwQhH2CnGrnndlsNhJxurfZ1lso1GtJkbPgKUgO7mIOyUlE2vfvv+sBY2di3g+D3R0+Kcgz5ULd5DGvqiLeFCY7fkuHAaWLSs6xq6aQw5E5pSzz84in1cqSpfGTOolOr5XrszilFMm694XzWnhZMUMhTTcfHO1NNQOOxRnNgrssNuAYyWWMp/DI47IIZEAvvKVUbzzjv0j++ij65W4yUnFthSjmV12qVXO7ZRnu0zkmqZvIAwPq3WbHMbcoqr6hipQTexlN5caFmHz/P7Zz47juuva8YUv1CcmM3sNdHSUXcebedMiFILrRmW5rGDnnYtIJssYHCxW3mNbqA85RM+tuttuBey3X/VkrVnDXl4ZfT7++CksXFjGX/4SdT2Ovr4S9t+/gMcei+G3v004yhvn9PbbhxGLaTjnHKXhkmRbM3rlFXneJBKJO7x7b2cB+BdK6U2U0gcriRyOQSU7og2nmP621qE2/p3aWJdrIYSEAPwAwLEAlgE4hRCyzCJ2JoAtlNIdAVwP4BuV7y6DHn+za+V4bqy01xL47W4rovCyYCmw5bK9e6dXMc5sBdxeiXJ3+fZTnr//LEQVZLtMs1sbQXJX52Uu5zsnC3UuJ75gX7y4iPe+t4i+vhJ6e0uIRjVss429D7SoB0ZPTxm77157Y3V2uitfZrbbrsj0rvnGNzrqzkc87rxBY/fbPGWc7rhDT4hkWIR52/6v/0ox61yzsFeo7eZvBem0rlBbsZu73ve+6ZnPrLz9dggDA6WZ+tYAcOml9hm+AWDDBv3En3DCJB5/fJNr7HipBOyyS/VCahrwuc+x29fdfDWEQtVnTqmkMGOojWP63vdGakIRfvtbdrC4cb16e0vYd98CFi/mrx1+yy3O9b333TePBQv0c5lM6sch5/vGMId0SCQSiRO8U2wbgM2W94YA2D4xKKUrTH8f1ljXuNkXwOuU0jcBgBDycwDHA1htkjkewJcrf98D4AZCiFJ5/+eU0jz0TJCvV9r7sxcdY1njWnEhb+DkIm4HW+F1UpD9VWDFXL7tXdadFHZxi3Z9W4WCPtHnXgAAIABJREFUfZIxI4mQ9SEvqnDYWcWN9/2klcd+QJiz+Y4n/vjSS8dqstM7jacPfrDW9Pniixtx4432tXu33baI97ynXtnec0/+3b3Vqzfg29+2T6pmx3e/uwUPPcS2OIu6glrnu299awQjI/WNFIv2CbBYCjXrHB977JSjV4yVSy4Zs1We7ebjbFZBX1+pLr5al69apgHg+OMnsf/+BfzgB1ts58Ynn4ziC18Yx4kn1nsU2JHP68f23e+O1CmJdvOapumKpcHAQAn9/WwF1nDzDYWqGx7d3WVHD4kHHtiM9763dnyeeaZ9eIFRn/2gg/JYtKiMRYsK2HvvAq67znls8irEBx+crzn/ALBixZScextAunxLJBJeeBXq3wH4CSHkYgD/hO7y/VXoiR/qIIRwTUGUUi+yqywC8Lbp9ToA+7FkKgktRgH0VN7/i+W7izzo07xGtC62NwqvvYLJUnidFFi7REPO/bHrv/2GgNPxsmKuCwWgzVKGl5VkzNhwsItbFI2JlrQkczbfRaP1tYGffDKKpUurikRXlzUmur6d118P4bjjpnD11aMAgN7eMh56aDMSCQ25nK5QrlkTQTyuYenSIjQNOOKIPFaurFW4WArgL3/pkEYawNq1IWy3Xa1CtddeBaRSZZidtvbeexp//KO9Qn3BBeNCG1Lnnz+Onp7ax90pp0zaKlHZbDXG9vzzq+c7HrdXqPW5qP6HL7lkDM89F0WhADz2WHzGLZyVsPHQQ3NYuzaM118PYccdq+enUABuuKHWKnrkkTn09pZtY8zz+dq59MYb9XJhrLkxldKw/fbTdQrjhReOVXJn1Lf/ta+N1r2vj4f6TOEHHVTAihVTABYAAK64YgzvvBPCpZfqYy0Uqn2m3XxzCnfeOYT2dg0PPaTbEX796wyuv74dmgY891wEu+46PTP/f/az4zMWeDNOlvMDDyxgzz2rpZgUhZ1r5Pzzx3HBBeM1it2xx9rnDSgU7L0Abr55C669ln8zSaKju3zPdS8kEkkrwKtQnwvgBgDPQa8rPQ2AAjiPIV8EK/OIjpGZxIupyk69s/42S4bnuwAAQsjZqLi4U0priognkyGk0/XZbNva7N9nySeTKtLp+gUcW3523rcWTbeTL5WAVEqte79cBiKR+uNSFKC7W0U6Xbv4DYWAaFRFOl3rqjgyAixYUP/+2Bjw+usq0ulay1Zbm4KeHtS939uroFgE0unay5xIKEgmgXA4VHOs6bSuyFvl43EVvb1lWGvJ9/SoaGurfz8aVdHfn6x7v7tbRUdHou79WExFX199O11dKtrb4+jqqn0/Hg+hr89+7PT0xOoW/8bYtF5b8THr9/ti90Qi0fxYDji+z3duc515PN1wQxiPPqrisstK3HPgokVRLF2qYcmSarsLF+r/33hjFLvvnsBrryno6dFwwAFlnHhiGPG4VtfOl78MfOUr9e2fd14Ul15q359kMoSDDmpHPl+7a7diRQiXX4668ZHPh9DVFUM4XLtp5TT+OjtjdZttIvfV1BTQ36/PjatWAUCs0gagqvVz5sgIkE7X3yeaBjz9tIpksg3nnx/Bpk26xvbsswq2205BOKzWHGt/P/DkkyquuiqEt96qanfJpILFi4F0urrr97OfAatXd2LNmurc+O1vq/jCF8qIx+3nrp4efY41z6XPP6/g7LMjeP75Qp18X5+Kq65qw2mnlXHggdXvRCIqBgaS6O6ule/u1ufGzs7a98NhFTvskKi5tgsXAldcUcTnP9+Pz362hEMOqbb/1FNR7LBDz4ycQVeXittvT+CGG0LI54F166YRCulj9vrrxeaivr7697///SiuvjqGZLJevre3Vv7XvwauvDJa134yGcGXv1yynetisZab6+YcPXZexlBLJBJ3eMtmjQH4BCHkdABpABkX6/L2HvSNl3UAlpheLwbwLkNmHSEkDKATwDDndwEAlbjxmyovNXMR8cnJdmQy9TFZ4u+nkMnUu4l5135j71uLptvJT00B09P2/c9m6+U3blRRKMSRydRanSYnFYyMJJHJ1NYW3bQpjHw+jEymNvnOxISK4eH6djZvjiKXU5DJ1LqVZrNhDA3Vt5PJxJBOl1EsdtYc69RUFKOjQCZTuwAfGkpgYqKATKbW0jU1FcemTUWk07XufyMjbRgfn6xz5SwUktiwIYdQqPZ2Gh5OYmIih0ym9v3paV2+WKx9n3UNC4UUNmyYqFvgi1zb2Xjfbozo8t7eE7zH2wiDg4OetOOC7/Od01xXKKSwfv3EjGI5Pd0DIIZsdtL2PE5N2Z3fQbz2mlJzHcyfbdyYRS6n4tJL23H66e/itdcWoqOjjEymvuqNcf1GRxWTRXAQGzZMIZOpL6eUzbYDaK/7bdb4+MEPBrH//iM4/PA8dtmlH2vWbKiRt3LPPQuxdu00vvWtUdv2Wf0Hqu7Kb78dhqbVz1GaBgwN1bezYYOKctl+Lh0eTmJkZBLT033YuDGDj32sB//3f1Fcc80IisVkzbGWyypWreqtnOvq+5s3R5HP18+BhUIIGzZE8cQT04jFNPznf/Zh2bLNGBoKI5utnxtzuRg2bSojk6kq69dd1wkggsnJLXXyqprAn/+cwsEHj2Gnnarz+JYtKUxMZFEqWSspJLF+fQ7T0/rceOedSSxZUsJPf9qOj388g7a22ms7PZ3CSy8lUCiMzPRJ9zAYtB2bhUIKV17Zgd7eEoaHQ8hkMhXrpb289ZqPjip49dUwJifjjDlnEGedVcT3vjdS8679PQSsWjWIz31uY817pdIggCwymWzdWLaTb4ZZmu/mlFJJhilJJBI+mAo1IWQHh++lCCEAACOWzwyl9B827SmoKuNebvn9DcBSQsj20Mt5nQzgYxaZ+wCshB4r+FEAj1JKNULIfQB+Sgi5DsAggKUA/uph3wIFyx3R7n3RWFrRJFoseZaLtVOMMytm2auY62xWzEXcrhSOOQsyT390F3f+GG0WRtmv+VQyxYmtYPEzp/NdLKaPp+npan1egH3eFUUTruX65S931iSR2rJFxZo19qmq//nPEO66K4kvfakL77xT3Ru49dYUrr66XqFuJEeAqgK5HDA2ph/E6KiCkRH7A87l9IzlZoVaj8Nk//DwsIrOzjIOP3whHnlkMyYmFKRS9fLGOX7ttTAmJhQsX66fo7vuasMOO9THl0ciWo1L/LvvhvDEE1EsWlS0Lb3V21vG4sWlmeM0sMZEGySTZVxwgW4mvvxy/Xg//OE0NE3BM89sqJO3K0H4s5/pVm9z3L1BPK67/lvHTj5vHw7zyisR9PWVcfTROagqcPHFXdhll2msWROxjT++5ZY2bN4cqvnsiCMW1rjZmzFCdowxpGl6bXMW1nvi5ZcjWLWqHR/4gP0EvsceBTz7rGAaehuc5no7F3oJG6fs7hKJRGLGaZnzOoDXTP8bf5tfv+b2A4SQLkLInQByADYCmCKE3EkIWdBk3wHoMYLQXdIfBLBGf4u+RAi5mhByXEXsVgA9lSQ8FwC4uPLdl6C7rq+GHid+DqWUP92mx7BqsM4FRlkYXsSzUtvHIIfDYCqkYjHOfteh9lfBZ2XtZsmzFAVW2S8WhgLE275kdpnr+S4S0RWaZcv6Adhn6jfz6qsRXHxxp6OMHWZlxGns3XNPEldcUW3/8cedEwnY5THYuFHF3//OVmSGh1UcemjvzOvrr2/Hz35mnz3b7t5h5X8AgNtvT+JjH1uAF1+MYO3aMDRN97qxU6gNHnsshl/9qur2ff317baloCIRfS41LN/7798HRdFjt/fay35SePXV+vPAmkvtNlSMZ5jb3JXP1yqjds8OI4O4VaG+9tr6DOsA0NVVxmWXdeKAA6rXKpdjP1Ovu26k0vfqb7/ySoS5OWQ9Jrc58eab2/Doo7U7EU7f2XHH4syz77bb9I2GlSsXzJTAYvHf/12bgIP1HF6xYooZpy2xR683Lx9+EonEHeZeJaV05jFGCPkkgCOhZ4416lBfAeD3HL/xI+g1T/c0ffcqALcBOKHBflv7+gCAByzvXWH6OwfgRMZ3vwo9wVrD+K1seNU+24pU/x7LosqCpSCzYC3SWH10UpBZZbb8rEMtmnVcfzDXt+OUBV1EwWdR7Q/fINJrM9tbpOzwe2x6AatEW6syl/OdMf6Mhb/bdRsdVfDOOxH8858hLFxYmkkYtXSp88revIgtFoHTTssyZY85Zgq/+Y2u4F5+ubPybpRmWr06jD/9KYZPfzqLv/0tij/8gZ3NG0BNMrDpaYV5f9hVQMjl7C2wADA0FMKiRSW8/HJ45pyeckoPHnxwk608q8yWnUKtKPr9qWmo8bIplxVHjwGjLJWBk7eM+bfMmLNqm+VHKt7M1k1Tu/NpjAFVBbZsUZBMao7z0qmnZvG979Um3nJSqI3Nlccei2O33ewzctthnfNY2bzHx1WsX189l27KrPmZcvnlnTjjjCweeSSON94I46KL7K3mf/lLFFdf3Yl///fszGYS6xzttVehsuExf+ZCv5FZviUSCS+8U8VXAJxFKX2NUlqglL4G4N8BXMPx3cMAnEYpXUMpnaSUrgFwOoBDG+lwEFEUvnqic4mo4sOyqLIQdSt2stqw+sNSMEUUXqcyWF64iLMUfMBe+QiHWRZn+0UvS8FnKTasMmQsWMc7V67UXnhtsDKyS8Rhbeg4lQgslYADDujDGWcswJNPRh3lDcybT3oNXfsvxONlDAxUJ19jnLLKaRmK3quvRvD//p+uebgtmFn3rR3m49I0YGREwerVEabV8CMfmYSiYKZc2Cc+0YP29jKWLLE3SxaLwE031ZcWs1Oo7fpUKin4/vdTrvez8Z1//COE887rsp17ndqwU+pYcwtgb1U17tkXXojgggu68Nhj8Urb9sdq18d8vv49A2OMrVrVwRYyUS7rfc9k9C8a58jpPJjH1kknpR1ldVf26usXXtBPwCGH2B/EhReO4SMfqSYdO/lk/W/Wc9i4FyX8SJdviUTCC69CrQLYzvLetuDL0v2KzXe3qbw/L9AXCs23w7KieaHMsEqrsOVFFWSxsk1eKex6rdDmXcRF61CzLPKssl8sWO2zcFqUsuRF+yMiHwppgV+kbU0x5H4TiQA//KF9rWg7FAV47jn9xpqeVmY2Ht0UarMi4hT3qSjAn/4Uq3kNAJ/+tL3V0FA8zzmnG3//u94vt83Q118PzyhRALDbbtO4++76BGlW3norhA99aCEISeOdd+wfldtsU8Jzz0Vn+vX44zF86lNZZsml//qvVI3V8+tf1y2ydhZhoGqlNsMzf+yxRx8A4MAD+5DNqp7cP8ZcV6wP37ZVWgwL9apVHRgfV9Herl+oc86xv7Z2mxx2z4aqfPVvng1nq4zxmqVw3XrrcMWNG3jkkZjr71xwwQT237+qPBs10Fnx9+Z7xBzTz7pW5rraEj7cvDkkEonEgDc9xfUAHiWE/Ah6fdMl0K3M13N89/cAHqrEURvfPRXAnYSQMwwhSultAv0OFIbVhrVzHgREY5ytu+Vm7BYFokqLU3/s2xdX2EVdvu3rRNsr4Kz6lCyLMwtRBbnRpGTi/eG7lkZ/Es6lfz3FLcmTFafNHhkbLkY0quHHP26re18knARw9zwwu1iXSs4K9erVkZrXAFvJsc7R69er2LAhhMFBGy2vwt1318ZLl8tAR4e9ZmLeXDIrs48+Gscll9S77Rr9bTTE4oYbdIWaZaF++ukIdtxRvFTS8HDtCWTdP+efPz5Tn9kNYy696KIu7Lefg+m4wq67VncajThwJ+z66NQvc1jBXXclcdppk2xh1CujRtssb4VksgxN07Otn3NOt62Mmd13n55Romv7aS9/xx3V+3C//fpm/mbdK6oqFWpRRHPJSCSSrReuvTdK6bcAfBJAH4DjAPQDOINS+k2Orx8APZHZAQBI5f83ABwI4LTKv1OFex4gRJUcVW3eqicaF+pVjLNX8qL9KRTYbp+s/tjJs5OG2cdF+q3wNmJxDqYCPnuIunBLC7V3WDfB3JQclhLipoAZWb0feiiGYpGdGMj6+24Kddyir/z0p2349a8T+OEPtzD7MjlZ/ZGxMaWyyLaXNR+vuW9f//pIvTCq58G8QWQkpHKSt8JSqJ97LmqrpPFw2WVVV2gnN2KAT1Ez5oqJCWUmO7gTdpnIjZhwO+wt1Oz2zddwYsJ9DmONZZYFU1WrMbiG7N/+FsN99zlfDyNBnpsF3Bzrbt70ZcmrqhaoxKetgIyhlkgkvHAXUKCU/g56ZlghKKWHiX6n1Wg08ZP1wSfysCsUnKw29f1gKZgsnCzIdotoUZfv6WllxoWPr33RslysRDf2boB6//kVcBasslkszIl6eNufnOR/wvudFbyqgPNdG7sySo2UaPPKG2IrKLPlKayNjIcfjuELX7Crgy52gp98cmONte2Tn+xx/F2rkmOMK5YCbrZQj4youO66dixfXnC0EJtLTy1b1o9rrhllzr1DQ7WTujG243H7/hjhHuZ7YGSEfX+zXJh7eux3aEdG1JoNARHeeqt6kG5zr5NrdbUNfW753/8Vd2cxrvN3vpPCvfcmcOGF9WPNboyMj7PPZfPloxTHdgwXa6vb/T//6fzDt9xSu6HC441jnsecNp+CHp4TNGQMtUQi4UX4kUIIGaOU8mXxqP1eB4Ca4DtK6bsM8ZZCNFGPoeRYF1lOFmery1sjdZ9FXNIbUZD9tGiLu3yLtc/Kws1O0sVOjGMXE+02FnhpRAEXj7kWkRfdcKjf7GikRJuYd4OsveoVrDnnhRfsb84TTpjCn/+sX+xMxn0jaNEi+xU/a3xYs2ob9yWvy7f+HbYF9g9/2FRTMkvTFBQKirCSw9q4MTbfGrEcmucUq+Xda9zm3j/+0d2tXHRuMWMc67XXdqCz034jVtSSKBI2ArA3DVhjc2xMxRlnLMATT2ysuVZu58A4DuM7bgo4YFWo7WU2bw5Vsu1Lv29eWMlBJRKJxEojU4XQE5EQchQh5E0AIwDWmf693cBvB5LGrXpVnFyL7BI/OSnIdoszv12+vcra7dy+fwo7YL/oNRRAK6wFcCMKqZ9JyVgWdqes4F64fItsIIgqyHp8vzcWaokYIvcsAJx0kn1cqlNWcDtYSsKPfjRs+30eC7UZ1lxh9/5VV3Uy+2ONrXZz263Wb7b/nMWtt6bw05/a18I209dXatgLw9wnt7nUyJjuhGg4CQDceedQpS/V73kVB2zeZJuYUPGb3zjvSogmJTPyADz+eEzo+lqv1//8j5hFn9Wfe+9N2OY/kEgkEknzzMbe2y0AvgagA0DE9E9waRZcxK2A9UqOk4Jpp+Q0EoMs7iYr0j5byfEqiZmfWcdZ6PFv/pWdakxB9jPmuvms4E4JhOzkncaOXb4Bce8Mb8aCRDyG2ry4b6a8IGuz8dBDq8mtNM3s8m0vb6dQaxo7KRgrNpk3hvrtt3WtzWmzFACeflp8gA4Puz++reEVjcLy8Fi7lt8fNhqtZrsW/V3zM8Qrhdq86bJxo4prr9Ud71jeR+ykZPbtG+3wxGfXfq+2fT6qwqzNJPP9IZFIJBJvacQRcpmgfBzAjyil8zZ6x87N10mpsLNiOimMRukjcyZlNwWz3kVcLNOx33WovcrazYKVhdtv/LY4z1VZLjGLs7PFzxpz7TR27LKIN+LdIJOSeYNVwXRTqM0LeEUB1q3THzmiFlkeReCwwxairU1vmKXkLF5c/xhyGq9dXSz3YrGYfJ7SR6LwnEMjhrdZWG3wKPUGoRDw17+KKdSGUmpWZr1TqMXet+b8ePFFfUfbbSzcfHNtmTm3XCa8id7e855pvPFGBIqicbl882RKl0gkEkljcD8NCSG7EEIuB/ClyuudCSF7cHz1egAXEULm7VRuryCzF2n2VjpnhdrOQs1SKuzqYvvtMu2kILOSjPmpsM8Voi7fs5EVfLb742RBtnP7dCrRZifPs5lkxmnsy7JZYvT0NK7NvPJKZEZBEleo3b/w2muRmbmGJW83zopF9nhiWa6dyngBwOrV4Zp63aKu7F4hqnyee2412RfPNXrlFQE3qQYwztszz0Qbdo9nYT33b76pX1TWtV25sjZ84eWXneWN/mYyas31/+1vNzv2y6pQr1yZtZW74AK9Hreq1o6v3XcX2EGVSCQSiSdwWagJIScC+AGAewF8DMC50BOMrQJwpMvXfwngQQCXEEIy5g8opTuIdjiIeKFUuLl8W5UcZ6ueVvf7TvJeZO0WVZDFFWoxF3e/YbkFRiJAkV3S1kZeTEGOxfxNehaJaHWZcd1cuPOWkrJO4QiRSL28070iatEOhzUUi7W/Xyj4n7Rpa4FlseXFSCJ28MHudYjN8FhyzZY6EUW1kZAAt5jod94J1dQJFk1o5RWapghZJUUtmOvXz74bEE8IzmmnLRBq03zcr79uvyyynhu3OtSGQlwq1c5HTgkSzW7ZxpjZd1/7HU7jGWTtl7RQSyQSyezD6/J9NYB/oZQ+Swg5qfLecwDex/HdewA8DuAXAKbEuxh8WHGhbKVCTAEXl9d/v82Uf8RJQTbiVM0PYr8tyKyyVoC9chi0bJusRZ1ozHUjLtmzb3FmLxrZSca8kbfrP49F29yeaIk2CZtmLaoXXdQFALZlj5zgufdDoer1FMnq/sYbEWHvF1Z/WFZUVrkiv+c0r1y+5wq7vpvLmLF49NHGd9BEqmEA7GtoPAc0TZlJUOYkb2AoysaYcar+AegeFjylGs86KytLQEkkEolP8C47eqEr0EDVVKQBXMVntwewnFLqea0GQsgCAHcD2A7AWgCEUrrFIrMngB9CT4pWAvBVSundlc9+DOAQAKMV8dMppc+K9iMS0ZDN1j4lRZUEHouzmXyeR2GvVSra2uwvgV1dbCeFnRVzLeNaxQmHRbOCi1ucRWKiWWOTtciMRuvrYju5WMdijYQviCjsenvJJJ98qxCUuc5Ko4qLqJJ36KE5V5lwGK4u3yz8TlrXKgp1bX34FtbEOWCVNUsm+cYOb1Iy3veNflQt1Fzd4ObQQ/NYs0bWD5RIJBI/4H2cPw3gNMt7JwP4K8d3fwPgcJFOCXAxgN9TSpcC+H3ltZVJAJ+glO4K4BgA3yGEdJk+/yKldM/Kv4YWmKw4TxGLs7NSYa/kiLiUe9kfoF4hE1VaikXFNfZsNpmrWFrdRbw5hRdwy6pd+6Ge+VdsLLA2b8S9M8Q3k0TGvuhYVhTN84WrTwRirmuERKL+BIve4zvu6J7TUlW1GWVFtO6433MO2+W78TZ5NuJEFWqz7MaN7suD/fard91fu/Zd/h8U6E+jsDaSzW3/5CdVdy7e55ix4cBy2/+3f7PfBHK3UBvt1/ezGVRVm/ebJBKJRDJX8C47zgPwECHkTABthJAHAewE4F84vhsDcB8h5HEAG80fUEo/IdJZG44HcGjl79sB/AGVpGmm33jV9Pe7hJBNABZCr4vtCXZKgpMFORpFjQsYwJPlu16eVdKFVZaL3R/xONVSqXbRKlqHGhBbKMxl8ig/f1t0sRQKsRfndthlBXcv0WaVF3fhFg9fYPXfvmRcV5e9vKj3h+GdwQo/CBCBmOtYfPCDbAtyZ6eGKUuwjx8KbDjsXjbLb4y5wqq4vPe99nEdopZ0M9df3+4qUy7XWzq33ZYvycOrr7onrdh//wKefLL25glSrgsAuPPOYdv3+/vtN2l4vQbc6lCz2uFVqI18A6x7RVQ5VlW2p4REIpFImoPr0UEpfRnAztATk10G4EcAdqeUvsbx9ZcAfAPAEwDesPxrlj5K6fpKH9dDd01nQgjZF3r9a/Nvf5UQ8jwh5HpCSEPL6kaUCrss3+J1qEWsdO5usrX9b6Qu9txovV4ovEGLM/Rqs0E0SzZr84bt8l2vgLuNHfvNJz9jtMVcygNKIOY6FlddNcb8zG7s+HG/jY2pM8pKM4pqM/zkJ0MAau/JeLzMHH/+Z/lW8D//k6h574gj2JsfjWzwzTY77CCQ9RFsCzLLi8ErhZoFr0I9OentTRIKSYVaIpFI/ILbMY5SOgmAiv4ApfQq0e+YIYQ8AqDf5qNLBdsZAHAngJWmeO5LAGyAvvC8CbrF52rG988GcDYAUEqRTqdnPstmgVhMRTpddRtbt05BTw+QTqfq2urtVZDNAul09UGfSChoa6t9zyCdVqBp9fK9vWx5a1uxmIr+/jJM3Z5hwQIVqVSy5rNIREV/fxIdHUA4HK453q4uFe3t8RorYTweQn+/fTxlMhlCT0/MEqcWQjptv6a3+6ytTUxetH3jPeuxet2+H/LFItDRodrKl8v6tUynq9dG04DubhXpdKLueFUViEZVpNPVIOQtW/QxYh7fBmNjwOuvqzXjPJlkj/2FCxVkMvVjuauLPZaTydrP4nEVvb32Y7mnR0VbW9lmLOvv2Y/lBHp66tuabVphrjNjfr+7u8v2egBAMlmvQfT0LBA656w+WIlGdfPowoXdzP44tW93/4v0Z9dd9f/b26vW40RCYcp3dNhrVyz5yy4r4Zpr6jU4lrxdOEMikUA6HbU91rY2e+2Q1X57e33/ea8Vz3e6uqoPjc7OTgDA/feXhX5DH5sa97XVn4Xu+03JZFul/XbbuZHFggXssZlMhpCo7H9Qqs/BnZ3ttnPpvvvaK9yssZzNAm1t9vO4RCKRSJqDt2zWNgCuBLAcermsGSilO3F8PwrgvQDSAGaeApTSR92+SyllluUihGwkhAxQStdXFpGbGHIdAP4XwGWU0r+Y2l5f+TNPCPkRgAsd+nET9IUoAGiZTLUC2MSEiqGhODKZap3KTZsiyOVUZDL1MWbZbBiZTBiZTNVSkMnEkEqVkcnUuwZOTUUwMVHbViYTR29vEZlM/W59LhfDpk21bQ0PJzExkUMmU7/CyucT2LixgFSqun09MpLC2NgECgX9AW0+3kIhiQ0bcigWq21NTrYjk7HP3FsopLBu/06sAAAgAElEQVR+/USNlcZJ3u4zJ/mpKTF5p/atx9pIf2ZbfmpKwfR0GzKZCVv5bLZWfsMGFYWCPl6tx5vNKtiyJYlMplr7dNOmMHK52vFqMDGhYni4duxv3hxFoQBkMvXB3tlsGENDtW0NDcUQjbLGfhRTU7VtZTIJZLMFZDL15pZcLo6NG4tYuLB6X2zZ0obx8UmEQprtWN64MQdNaz6QenBwsKnvt8Jcp6Mfp/6+/vfo6Bbb6wEAoVAauh5fZXh4CBrTtaL+PNb3wV5+enoaQAxjY+z+OLVvd/+L9GdoSAXQj9HRcQB66aZYrMyUn5pKAqiPX2DJr1yp4JprBrjlVbVeNpebQiYzZnusU1Mp6Dnt+Nq3k+e9Vgb77JNHJjNkKz06GoW+bAC+970igAhGRsSu7djYCDKZae5rm8tlmXOpWT6bzQLoxOTkmO3cyGp/ZGSYGdc9OdmOXE4FUFV6x8fHbdsfHAROOqkLd9+drHmfNZZHRlSMjtbO1c3Q7HzXDISQYwB8F0AIwC2U0lUMuY9CrzCzD6X0qVnsokQi2crgTUr2C+jK9xUAPmP55wgh5AMA/gHgjwAehl5G60EAtzTQXyv3AVhZ+Xsl9ARo1t+PAvgVgDsopb+wfDZQ+V8BcAKAFxvphBduqV7WofbKTVYkEZUTdm7Hc8lcxmPzItJHUXd793CE+nABURduEflGYrS9cvkO2th0IBBznZkf/KC6t+rkKmx37v0KsajGUM/tTW6+f1m5LgBxd2G3EkpW7rjDXlFlty8k7kmW8nPOYSmvtf25//5EQ78peky88n64fN90UxvuvTfBFmD0gYf54vJNCAlBDz88FsAyAKcQQpbZyLVDz//zZDO/10KJKyUSyRzC6/K9M4ADGix9dT2Ab1JKryeEbKGULiCEXAE9I22zrAJAK8nS/gngRAAghOwN4NOU0rMAEAAfBNBDCDm98j2jZMxPCCELoVvNnwXw6UY6YZ/ISbwUkFjmYtGyXM5KRX0maIW5UBCNOzX608bpaWY8wIJSd3q246tFFX7REmRuGeWtWcd1eTGFl1X3uZE61COWlFpOScTsFGTR/AEBJRBznZmXX64+PpzukdmKoTa3O9dJycy89Rb7MduoMtbVVcbIiPsEecAB9YPby3Pv99xo175fCrIB73PHULJEN2+cMtBPTNT/uFP/RRQ9PaElv3yA2RfA65TSNwGAEPJz6EkbV1vkvgLgm3DwxuFBVRGo9YhEIgkmvAr1/dBrmD7WwG/sBN01x8wqAG8BuLaB9maglA4BOMLm/acAnFX5+y4AdzG+70k5LzuF1KnusxcW50KBrVTY1cUWVcCdELXq2dXFdpbX+xNvrMRty1MsilmcncaCvTx7LNgt3twUXlEFudnNJ9Gx7FSirVWSkgVlrmPhtNi0O/f+KdSNlc3yirY2/ffvuINv91BUGRNd1NvJBy0BoyheWqivvHIUV13Vyd3+pz41gZtvro1n5q1bbcDanGTR18c2K4soyIZiOA9YBOBt0+t1APYzCxBClgNYQin9H0IIU6F2yxeRTIYQjWpYsCDue6362YY3p8B8YGs6VkAe75z1g1PuPABPEELeQH3pqzNcvjsKPchqBMD6imvOECyx2K2MfWkf72rliirg7MzOrP6LKsizo4DH4/64bc72grJUEss67DR2gOZrgIvKO21uiJblYrmUiyjgbptPU1P8Vh7RzSSJPU73lN218tvle66yfHd26r/7f//Ht8PVqIJsngPOPJPPZXr+ILoJwZY/++yskEJd04tKswceKDaBiCrU73+/fck1QFSh1mZKcbU4dgcxc1IJISp0z8jT3RpyyxcxOdmOUknDpk0T826D3z6nwPxkazpWQB6v1/Dmi+B9nP8IQAnAGgDvWP65cS+AFZW/b4Vu5X4aelz2vMBu0eJc99mrWr/27dspvJrmrFQ0ZnHmlRdTWmIxsfb1hQJ/+7PN9LSYxcxJIbWXF1eQvbJoh0L1LuKNxPeLxXSL1dF2ijttFQt10JEu342x//5iypidsmco8XZ44TLtZCGdC/zeJODdjCmXG+uIl5ZOkT7Mlxhq6BbpJabXiwG8a3rdDmA3AH8ghKwFsD+A+yrhMcLoln35jJBIJM7wLvMPBzBIKbVPO+wApfQ/TH9/mxDyJPQJ70HRtloJUSXBve5z7XuidaidiEQ0jI6KxkTPrgLuXGtZl0/w53KZVcQtws7y1gWlqALeiEWbNZbtN5Pcaqpb5cVcvt3i+61jU9PYY8/Ou0QijrOFWkzei360ikK9ZImYhmMcn3k+/I//EHssi577W28dFvuCAxddNIZvfrM2K7jT3G7XV1Gr/uiod8Gv5r7y5Lq4777NOO64hTXveTk2RRRkVW2NhJwc/A3AUkLI9tCNOicD+JjxIaV0FEZqeACEkD8AuLDRLN+qKpOSSSQSd3gV6ucB9AAQVqitUEr/r9k2WgEnBTkctncRd1KQrUpCqcRWKuytdOy+NqKAi7l8i1moG+uP4phN1w2RhYabC3e9S7azwmvnwi3iFigqXyiw4/vt5Z37b6/gi2wmeRff38jYsd4rEnGcFpx219bvhX0zc0Gr4ffmgZfJmETDeLywsItaZZ2O1zxuedrt7fVXExMZ57qFuvU3DymlRULIudCNMiEAt1FKXyKEXA3gKUrpfV7+3jyKPZdIJD7Cq1A/CuChSv1Sawz1bZ73ah7gZeInlpLAWljYKS1ONJKUzC4bKYtGs4KbcS7LI5b0zHARb3QhKqpgulmEZ9viXCgACxb4177zWLZLYsYOj/Bi7DgRiYiNZYk9TgtOu0W/XwtUVQW23bboq1vwXJfkapa5KI3V6G/bITpvO3mo2LHbbnw7bFZLux1Bygwd9NAoESilDwB4wPLeFQzZQ5v5LalQSyQSHnin+w9Ad635FwCnmf6d6lO/Wh5RJcrN5dt/K52/SoufLuLi/am14OvKtZjCGA77a0EWUWCd6j4DzScxE+2P01i2W1BrmsJcePod3y+TkjUOr7XuvPPqk2b5p1BrM5m2/ULkXgCAa64ZcRcSpBkLv3jZKbEYbS9/226TVDSpl+i5ckoy9q//mhNrTDCBmiiidailYiiOjKGWSCQ8cFmoKaWH+d2R+Yabm68VTWPvZusPQv4JPRYLvgLuHBPtb3+sWcSdLKQG5qRuxaKoguzcvp3Ca5fIiYVTiTaW/FwlMROlkfACERdumZTMG5zmJ+tm1bnnjqOjwx9FYzbiRN3mCiuf/OSk531oTqEWU5C9dCnP55u/10TPv5dW2X33Fdt9C1KWdWlpbQwZQy2RSHhgKtSEEIVSqlX+ZlqyKaVyqrHBS6VClNmwOIu1r2FyUsRF3N+yXFYXcTcFMxTSXeWMTN1uCrIVUYt2Pi/evpOCb13UuVm07doXGctOdZ9FEY37s/OGkFm+/eHhh6t1ZEQWnO95T9E3V1g/FOpdd53GSy9Vb0i/5/VUau4eqXYK4M47F5nyn/hEFl/7mrvrs8GqVe2NdKsG0fM/l27Ofrt8i4x1aWltDLkRIZFIeHCa7kdNfxcBTFv+Ge9JbHCq+2yHW5yXyIPT6tLsLu9/zLVVaXFLkibmIl7bn2LROWmYVd5NIbW6HYvHFHsbc22lEQVfPOkZf/uA8/UVGcuiFh7p8j17mGPPRdysvbbaHXBAvqZtrxe/55xTm4vTy7JHdtx/v3s9zWbi/p3Ov925c5Jvb/d3c8ELi/mRR+bdhXzCS/d6LwiSxbxVkAq1RCLhwempvKvp7+0B7GD5Z7wnscGp7rPfiP5u0OpQN9sfNwXQKu+mkFrdjmejTJWfLtaiWcd1i3lrJGKy20xy2qwKh6WFulmWLy8Il3/yEkKqLtWNLH733tt5ctpll1oLrVum6sMPF42zrcVvq6bT80FkI7MRvDg2p/5/7nP1hUjmMjFYkJKSAfOmbNasoqrzpn63RCLxEaZjJqX0bdPLEyml11plCCEXALjOj461Oq20ExyNNh+n6vSgbsRFfGysKu+2CLBaGZ3KNtnJuym81f7zuYgrih5zZSymRBXqfB5CMabT0/7GOJfL3rlwA/X3hpeLPNF8A6Ix15J63OL9rdfb67nR3J4e7+jtD+y0U61CLZLfoBGcvGv8xosYZyeOOiqH3/0uwS0vOlZ4M3TPFs2O9ZtuEqsB/rOfuXs3SMQIhTThTPESiWTrg3f/1LYcAYDLvOqIxBl/y8A0H6fqRLOJoopFOMYgW/vDryDruFmc7RVwp/7bKfhseSt+ZwV3k2+lzaBmkTHUzeN/pmf+9mbDPdNNoX72WcGsWRb8tmo6zV2iGbRF+fKXx+re87JWc9AssLMdQ+22oWBnwZc440cYiUQimX842p0IIYdX/gwRQg4DYF4K7QBAzs7zgEbiVOsTP4nJO1FvcXZWMCMRDdmsapJ3U5DrXcRFFXAned3ib84iriAed34im0ME9ON1FK/Ba5dvUayLOtFFrdv48zOuUDS8QKK7eD/zTOMDyM8Nmz/9KYZUyl+tyk2hHh5uLi22l1m17XDanPziF8fx/e83nziMhZ27/J57spXAHXdkJ0RrDWqPt7fX2XfYagn1ei4V8WSS6MgYaolEwoObI+etlf/jAG4zva8B2ADgc350ihdCyAIAdwPYDsBaAIRSusVGrgTghcrLf1JKj6u8vz2AnwNYAODvAE6jlM6LFEXNuig5l7VqzuJcLotlXnaLcY7FgC2mq+6uIIsmJbP2x1k+FjM2EHSZfF7BwoXOWcSLxeox6lm4/VOQneo+twLii0w374YmOzRLBGW+SyTELoBV3k8L9dBQCMmkmBImumHjt1Lit8u301zqtzLvFn9upbMzYCZnQazz7HXXOdckV5Ra92K3uc76+dbkXTRbyBhqiUTCg6NCTSndHgAIIXdQSj8xO10S4mIAv6eUriKEXFx5/SUbuSlK6Z42738DwPWU0p8TQv4LwJkAfthIR5p1NfM7u6eXNBKnWqvAuicBq08yxq+Ai8q7lamqd+FWkEzyK+xuZaoMBdzYBCgUnOtQq6pexstY/Lop+Fa8dov0O0bWz/g10XCHOSYw850I1nwAouNju+3EFOS5dvluFr83u0RK+HmN3+dum22Cpfk0OxdKhXruCYW8z8sgkUjmH1yP7oAq0wBwPIDbK3/fDuAE3i8SQhQAhwO4p5Hve03Qkl54+WC2uny7uSjbxSyLKMhuFu3Gk5LpuFmQDZfvan/cy3LlTZVd8nm347WWCfM2aVjQ8XJsKgpw3HFT3jXoL4GY75rNYi3KMcc4/551PLhtkFx7rbOV0I3dd/c38ZWblXjFiup4PfBA8ZJQIiX2vKbZ33YLbXnf+4KVlEx0c8R67d0Vav7QK0ljSAu1RCLhoYUdPwEAfZTS9QBQ+b+XIRcnhDxFCPkLIcRYRPYAGKGUGuaPdQAW+dvducPPZC2lknvdZz/LWjWrILuVqbK2n887W5BFFer643Xrj1hdb6D2+s/3RVd9TLfzAS9d2jJxmoGY704/fdJdyIFXXhHb/QmFxLKI+52Y6swzs76276aEfec71Q2Bri5xc/wJJzR3/Zz44AfFNj9EabVQFdHjtW6MilpG5/vcPhfoXkxz3QuJRBJ0Am/XIoQ8AqDf5qNLBZrZhlL6LiFkBwCPEkJeAFCfbtSaQaS2H2cDOBsAKKVIp9M1n7e1hZBOV7WgZLL2tRXr50GWD4fDdcdr/nxqCujuVpFOx7naLxSABQtUpNP25VMSCSAcrn6+eTPQ06MinW6zlc/ngVis+nkyqSCdBtJp+8vZ26tgcrL6eTyuYOFC/bXdsabTSuV/XT4WU9HXV4ZFrEY+mazKRyIqBgaSTPmeHhVtbdXPw2EVg4NxptW5u1tFe3tiRt7t2nZ0qOjujs20J3JtedpvJXm74w0SQZjv3Oa6KYtBPxKJCJ3T555rc7x+VlKppOv4NqNpqmN/UqmqfDSq1fSfZ3zstNMCnm7PIDreFi5cgJ4e9udx0zQbi8WE299pJ71x3ntBpP3Ozqhwf0Tkr7yyJCQ/MKAJXVue/uy6axkvvVQdQ07yCcsjrr29g/lc0vtY+7qtrZ353AOAWKzWpJ1O96C93Wgr2HNdqyAa4iaRSLZOAq9QU0qPZH1GCNlICBmglK4nhAwA2MRo493K/28SQv4AYDmAXwLoIoSEK1abxQDedejHTQBuqrzUMpnaeo+Tk+3IZMaZr634LT81lUImM2F6zd++ptW+TqfTcDre0VEFhUISmQzbcmOW37gxhHw+ikzG3tV2ehoYGan2f+PGMHK5MDIZe+vHxISKLVviyGR0y8umTVEoCpDJ2OdbymbDGBqqtjc0FEdbWxGZTJFxrBFMTqrIZPIV+SQmJ/PIZOy3rfP5GDZtKiOT0d0Ph4fbkM1OMuPkC4UENmwoIJXS2xsfb8fICPtaFQpJbNiQg6KUK/1zvrbT0ym8+252Ju47m+W/tjztt5K83fF6xeDgYNNtBGG+c5vrcjkAqB7r9PQ0MpkhlyOryufzzvIXX5zCqlUdJvlJx+s9Pp4A0D3zulgsO17j8fEkgC7b/rPHR7X/7uOndhyIyo+MDEFzMLNPTioABgAAhUIemUxdXjqu/vAcq1mep/3p6cb7wyP/vvdtmZlXeeTPP3905rng1fGWSgthOPctXFhylJ+aql4rABgbG5t5jtgRCvXDXExlbGyc+ZwEgFyuG0BVax8eHkI+r48dP+c6wJv5rhUwcpZIJBKJEy3mQFXHfQBWVv5eCeA3VgFCSDchJFb5Ow3gIACrKaUagMcAfNTp+34RtHqZ5v641X22Il432TlJVzhcGwfJ48I9m3Wo3WKorf1xi4m2uoi7jQ3R2smNZLIO2vg049a3+iRpAT4YMQIx3zXrViq6OHWbi6zX182aZB4/u+02jW99a5S7L4sW+R8e4ObWbD7/PNfiyCNnN+bdT4Lm0uyWZM06Nt36bw1v8LpslkQc6fItkUh4aHWFehWAowghrwE4qvIahJC9CSG3VGR2AfAUIeQ56AvKVZTS1ZXPvgTgAkLI69BjDG+FxHMF2a59J4XXuigQVagLBefSNtayX+IKuHMMdSyGmv4Ui4pLDHhzdbrd5Wv777bo0o+Xv/0gUyrNq0VmIOa75jMXOzfgf9b46t/JpCYUQ//Rj/qfwE6kdBXPuQny5pgf7LSTv5OX+XyKbu65b5bWvnbLWC+zfPuPdPmWSCQ8BN7l2wlK6RCAI2zefwrAWZW/nwCwO+P7bwLY16v+aBr/A202E+m41X229setjJQVN4XUTt5Lhb0RBVnEom1tn8fiPDrKnzRMb19U4fVXARctxdUMflphRGt0B5mgzHfNLtr9LGu1887TGBx0NicFPUGfex3q6udBU6j9Pp887R97bA6vvupfKnOR8SuaRG3VqhF88pMOAfQW6q/tVrZ7MgtIl2+JRMJDq1uoA0M4rKEY0GTBbnWf6+XdFWTzg1yX528/n69PvuKEW5kt6w6ym7x9GSz279cr4G4KvpgLdzSq1ZTNcqMRl28xeTEFfDYXHKLKgehmj8Qdv2vrirZvlu/uLuPOO4eb+v25Rszl2/uDed/7BONDTARBofb7+prbf+97nR/6oudj771rresyy/fcI12+JRIJD1Kh9gi7UkZ+IbpgcFMw7eRFrHp6lm2x9uNxMXmx9msz4Vqxszg7tW9VSDVNcVz0Wi3ObjTr8u11zLXoWBZVwK2ILAJF4/tn09K+tWC9XrvuKuZiKzp/ucmLWgH9VrgOPbS5mGURl28eRI/3gQf8S2QVdJ54YqOrjPl8um3eiI5N6waJex1q6/fFfk/ijr5hP9e9kEgkQUcq1B5hVSrcrTBazSQtUkdYVKnI58UU2HwervK1LuLuCq+5/24u0/b94RZHLueuIFuThjnXlRZ3mTZbnN2ubSwmplDPhst3MxZwrxUmM6IKslsNc4k41vF81VV2FbnYuC1ORZWCY48VU2BrXb6916732qu5GF4RCzUP5uO9+GKxa8XDXns1sZsmiN8JBjs7vdWcrNeqr0/M1CmqyLVane5WQFVlDLVEInFHTr8e0YhbbaOJn3gU2Hp5v9v3T8F3U5BF+6Of+9oYajeX79m0OPPI+6nwim4OxWJiSc/MbRaL9ZltndC9IbjFhceaxJ1mrWBXX+2s1Ila6by26DZLs0qf2/kVPf+jo9XH/OLF3vuu3n///LFo881d/Beg3ptDLC5MVKEO2r0wH5Ax1BKJhAepUHuEqFJkVnJ4lAqrRVhMIRVzyfZDobYmPXNTiqwWbdH+OFkxFUXMVU6/tv4p1FaLOZ989bXbIrDZpGfu8mJj35xvQNT93+/NHok7zSrUblbA3XabvSzNfjCbbrc8v/XMM9XdQveEZ62PpgHLlzdmNeex8Prp/msdmwMDzprcsmW194p0+fYeGUMtkUh4kAq1RzTjhsujIJt3SXUF2bl98y66aAyy3xZnv5Wi6WkxK6YbsZhY0jBrjDZPUjI/Xb5F61Bb+y/Sn1LJfdFuPl6esWxGKtTzn4MPrh2sIhZBUfxQQIKQmKtVuPBCMRd00WM/7DCxcIC5P7e1HTjqKOcHz/nnT2Dp0upkPff9n3/IslkSiYQHqVB7hNnKyGNxNsvzLPrNVtLZcMkWkc/lxEoTiVu0xfqjaYqnbpOqKrao12Oo+eX1utX8/fE7KZmoxdzcH33zxlk+FsPM+eG5tubNpEbi9aVC7T0rVjRej3muk4iZ7+VWVECa6XPQjlekBjjA13+zzOCgmDl5rrOINzJXBT1rfasjXb4lEgkPUqH2iHi8VklIJJyfcuZEVDxWOnOiKz6FVJt50IorIe5JwESVlmblg1RLmCcGuVjkX7SLKuDNKLy87YtYnM3yPOEF8biGqYo+xjMW4nENuRy/Am4+37mcWEI7CR+NxGr29+ur0rkuY+a3AjKbiaGCpiDz9ufDH54Ukhehmes710m92tqkdhwUjHEkXb4lEgkPAtWAJU6ILvpjMTH5eNxQujTO9nVlIpHgU/BrlRAxpYXHpVzU4myW1zT3hU6QdulFF4miScOsWbh5YqLF6mKLWZzN/ecd+yIWauPeamvTKuEFzv1RVa2SCV9vv6ND1jzxmkYUoS9+cQwf+ciUcNZ1r+/tZmJgefoSZJfvoCjgxobM2rX+LEH8PM4gPWuA4PVnNiCEHAPguwBCAG6hlK6yfH4BgLMAFAFsBnAGpfQfIr9RKumehrJslkQi4UFaqD1CX/Trf/NYnBMJfxVws9LCYzVUFDG3WjPi8mJxs6Jufn6XVvF6sdasy7e7fFWh5rU413pPuIcjmL0n3OLpRTef4nHMyE9NufdH9N6SiJNMiq8wFaWxEmZ+KgxBiKG+7TbnWsZO7Yv+VtCU/YcfFkt2wavY+DlmPve5Cf8al7hCCAkB+AGAYwEsA3AKIWSZRewZAHtTSvcAcA+Ab4r+jh66Z7h8B2QnSiKRBBapUHuEuMVZLI7UqoS4WenELebNxWiLuNWWy4qvrnV+JjFqBLfFnTVG221Rar62PJjl9aza/PLimzfej2X93gJ3f8zti5Zck/BxwQXjs/ZbzcRr21Fbh1rsu6KbezwcdFA18dT73+99TeePfzw787ffCrXovH7lld7XxW4Gns1Ya2ZtN/zOrB60590ssC+A1ymlb1JKCwB+DuB4swCl9DFK6WTl5V8ALBb9kXJZQSgkXb4lEgkfUqH2iEaUENE4UhGLs7gVsLY/TmWnAGuiKLjKS7xDv1ZVi7PbIjCRgEnBFBs7jSjIYu37M5alhdpfwrMULLTddkXstptY4io3mrFe8nxXVIFKparyfijszVi0RQmHxY7drYSaFb+zLfuRb+Gmm7Z43+jWzSIAb5ter6u8x+JMAL8V/RHp8i2RSERo6RhqQsgCAHcD2A7AWgCEUrrFInMYgOtNb+0M4GRK6a8JIT8GcAiA0cpnp1NKn22kL43EhY6O6vsZPImTzG6vfsVo6/J8capGpuZkUpvZyZ1LRBfJfsediVrBRPoTDlcXln5YnOstyN57TxhjP59X0N7uvFppxkWcJ8FeKxCkuQ4QV8w++tFJX5W53/1uM445ZqHwvbbXXt5bhJuLcXafCIKtUIvJ81i0zTkaeBQbPSmkWD/8xO9zvhXGUNudUduzQAg5FcDe0Oc+u8/PBnA2AFBKkU6nZz5TVaCjQ0U6nUAioSKdbmu640EiHA7XHO98Zms6VkAe75z1Y6470CQXA/g9pXQVIeTiyusvmQUopY8B2BOYWZS+DuAhk8gXKaX3NNuRZtxk83nFdae+EaVIRMGv7Y+7xdnoTzLJ9zQ3LNqhUHAS44ggumhpdNEr+ju8Fl4jxjkoFueNGxtX2Pk2k8At3yIEZq4D9PGqqhq3xbDRRT/vfbT77tPc8h//+CS+8pXOmb9FELVUtbV5X7ZJlCBbqHnO59NPb8Qee/QD4BtHomUCRWnF59c8Yx2AJabXiwG8axUihBwJ4FIAh1BKbQt6U0pvAnBT5aWWyWRmPhsaUpHLxTE6msPoaByZjNhcEXTS6TTMxzuf2ZqOFZDH6zWDg4Nccq3u8n08gNsrf98O4AQX+Y8C+K0ptsYzrC7Z/lgNMSPPq/Dq8mL9KZcVV0uDuT88iMb9mhHNrCtq5QnSDr+endq9QyIl0VS1atHmkTe7iPNYnBOJqgu6n1m+dXm9f7zy8yiGOjBzHaDfP6JhHo0oIqLf4bl32tsbHw/ZrHuHzH3eYw+xeNsgJElrBMPSL2qh5imHaHah51HAo9HGnzV+0Mj5HxjgD9oN0vNrlvgbgKWEkO0JIVEAJwO4zyxACFkO4L8BHEcp3dTIjxgGABlDLZFIeGh1hbqPUroeACr/97rInwzgZ5b3vkoIeZ4Qcj0hRCzlqAlRl+xmy2yJuIjncmIKOA9+y4dCGqbF1qK+0syiVGTB43+GdXeLsK7w6vYDpcsAACAASURBVH/7EeNsVdj9tJiXSu6bQy1CYOY6QL8fRFzpRRf9opZdA9HQE9H7enzc/ZH5r/8qsNNooVUt1Pffr1sHRC3Uixe7ayrmPvMo1N3dZdcykUFn/XrxGKobbxTLFt+qUEqLAM4F8CCANfpb9CVCyNWEkOMqYt8CkALwC0LIs4SQ+xjNMTGyfOsx1MHZoJFIJMEk8EtNQsgjAPptPrpUsJ0BALtDn4QNLgGwAUAUutvPlwBczfg+M9YG0B/0oZCKdDqOWExBfz+QTrMf6qoKhMMq0ukkIhEVAwNlOIUAjI0Bb76pIp1OIRRSMTiYQCrFlu/vV7Bund6HeDyE/n7n1W9vr4JIRJdPJkNIp6vrbbv4hIULFSQSunwiUStvRzqtIplMIp1GXft2LFigoq0tjo4OoK3NXT6ZDKGnJwZFQaU/zsdr7oO5fVYshvkYeY7XaH96GujqUrnly2X9XKXTzmZYQ37TJgULFyqu8V2GfDyuoLe3OjZZxxuPh2bGslnejlTKGPsJRKPuY1nTDPkkwmEVg4NJR/mBAWDduurYX7Qo4agk9/cr2LyZfywHhVaZ6wD9GobD+iKT53zG4yF0dES54xDXry+ioyOKUCgkdL0SiaiQ/IIFC2rGntv4CIdjru3XthcR6k80KiafSLj3J5GoKmcdHe1Ip1OVvvHdCyL9+eAH40innc3Ovb0aEokYd9vmTZKOji7HuQgAPvtZoK9Pwcc/Xts+z/Hy9Kerq6pc8ci3t4vJG8TjGpe8quon6AMfSM1cWyDYc12zUEofAPCA5b0rTH8f2exv6LlhtJoErBKJRMIi8Aq108RICNlICBmglK6vLCKdXHsIgF9RSmfsnobFB0CeEPIjABc69IMZa2MwMdGOTGYcmzcnsGRJAZkMexaemgKGhlLIZCYwNJTE5GQOmQx7+31qSkUmo8fxDA+nMDEx4ehyncuFsWlTGJlMDpOTer+cyOcjGB5Wkcnk6+Tt4hMKhRjWry9jYGCaq/1iMYF33y0gkShxyZfLSbz7bg6FQplLvlBIYf36CUSj4JLPZqsyZnlWLIYho2nA1JR7+4b82JiCcjmJTCbLJf/OOyGUSlFkMs6lggz5DRsiKBT068Yjv3FjFNEokMkUuI5306Y42tuLyGTYWX40DdiyRZfPZNzH8uSkgqEh/ZwMDbUhm50EI6dMRb469sfG2jEy4nzunca+n7E2vHE2LFpprhseVlEuLwQQ4jqfuVwXxsfzruO6lkGUy0WB6zWIcjmPTIYnq7J+rbZsGUYoVB2r7PGhy09OFoTan56eRiYz5Jt8LpdHJjPiKJnPd0A31gHj42Mzc4XzvVAdy7znPx4fwAc+sBmZjLPCWy73IZfLA0hytT0yoiCV6sN73lPEyMjYzNzlxOhoHMCCmvbdri3Ad6yjoxEAC7nlJyZiAHq45Y3+3HNPBpmMu5tWudwLIAxVHao590GJK2xVzC7fMsu3RCJxo9Vdvu8DsLLy90oAv3GQPQUWF8jKwhSEEAV6TOKLzXTGcE3zow612eWbx43VLM9DIiHuwm30n8eNcDZdynljqA03VJEY7Xze3QXazNSUIuR+ODXl7pJtRrQGuB8u5ebrzxOvbx6bPDHOZhdxHpqJ1w8wgZrrAP8T9TWC39UGRLNHB+0c+X8NvHe1bmvTcO21I0gkNG7Fxk8X3dlKSiY6h3V3t7abe9AwXL71HCRz3RuJRBJ0Wl2hXgXgKELIawCOqrwGIWRvQsgthhAhZDvoWSH/aPn+TwghLwB4AUAawDXNdKaaKMpdqTArdKKZl3kwK7x88piJm+VtX6Q/ZiWKZ5FpjgHnkze3794vIxM074LXkGtEQfZTnifGuVaeT6E2bw6JKPg87YfD+qYQwLc55PdmTIsQqLlOVKnwO8u3gWgM72wdx1wyW1m+ec/N6adnkUxq2HZbvt2JSAT4t3/LQVH4FZtGFKBTTnH2Ipptli/nK+nWimOyFah1+Z53zxOJROIxgXf5doJSOgTgCJv3nwJwlun1WgCLbOQO96NfvFZAY3FTLPJYnPWaw7zUKpju8uIKr4ZNm8TkxRT8ahZxXgt41WLu3qGqvMalMOolgoKjUBvnJJdzr+NsRtxCzZd8SiTrOCC2sDeX/eKVn28KdVDnuvvv38wlp2mNKXM77ihmEuapa2wgmqUc8D/b7w9/yONOridt5F3kN5PVXBSea3z++RP46lfb8bGPiSWgF1GoG7lOImNnNhDxPJJ4jzkpmYyhlkgkbgTsEdLaGIuJqSnvS/WIWhlEXb7j8WrpI972/Xb5NvrDK5/LKSiVxM7P1JTKVUs7FtOVxcnJYCjUBn5k+bbKiygePJtDopjLfvF6NxhjU1pv/GWvvfhS8TeqUN96K5+CaSDi8p1MasJ9Khb93ahJp/k0RmNc8/T/C1+o5hAISg3lRvqhqnzeR4DYfX/vva1dr1XOcf4gY6glEokIUqH2AZ46zmb8cDuMRsUt2iIWZD2ulb8/tTHO7vKGwsu7WDBcxCcnFS4F2eiPLu/+tDQs5rkcn8IbCmkoFkUszroMb/sGuZyYgiwao827gdDoQp3HmwAQUyDMZb+CokDMR3iVG0N2Nq5FI1ZnHvr7dRMV78J699353HXN7LMPvxuGiBKlqsDxx0/O/M1LMlnGZz4zwf8FnzG8hHgQcdFNpfRGec8p75wlaW2qLt+ybJZEInFHKtQBQDSOlwfRxWsjFm2/5fN5hVthNNrPZvkVahGLs9mizSNvJHnjVag1TalkEBdTqLNZBakUT/ti8gb6ooJbnBs/rSpmS5a03viF+ImdDUVEXKHmkzfiWY86iq/G9O9+J271/PWvebJ764hsZpgReS7095dx8snBiSu+6aYtOPhgvk0H0eRxQeITnxA753KO8wfD5VtuykokEh6kQu0hIlmjReRmg0gEmJ5uLAmYiIv49LRuveVtX8SCPDWlW1Tb2vgV5GyWT97oD6/Ca7is88pHoxoKhUYUapWr/wbT0wqizmViawjKYiIo/ZA0xmzNdTHncu8NY4y/008Xi/v187ivu25L4O4LkeMVPTft7Rr35t7oKP/SRvS5LYroNfr610eF5IO0jphPGC7fEolEwoNUqD2kcbdXf9oXkRdtO5HQFUZeF7xkUkM2y++SnUhomJwUkxd1+Z6aEncR51V4jfPjl7yBqDwvfi/SgqYISEQJ5gXkuZfN8I7DJUuClZVoxQqRet5VRO470TngxBMnuRUQv+//M87IYv/9+azZxkayRGLGcPmWSCQSHqRC7QOtWktUpF0jrog35jeV0jAxwa/AtrfrCjivC3cqVcbEhIrJSb4kY0b7vP0x+i+iIIsq4CLykYhYFnQDvxRl0XaDJi/xl9m6HuecM+4uVEGkT5dfPtZAb/i56y5+d28AuPlmPVmbn5usovLf+MaokPeLn7S1afjlL/nOqUh1C8nWg+HyLZFIJDy0dNmsoMKf3MTffjRCoaAra7zwumRHInqiGF6X7FSqjPFxVUgBHx832nfvT3u7hn/8Q4WiaNwK+/i4WlF43dsXtTgbFvNCgc8lu6ND30DgJRzWMM2XkBnA7I3NRmNB3TDqvAfxHpsPdHeX8fvfbxL6jt/X4jOfmRBW6PzuE++z4LDDBOrCSTwll1PQ31/CihV88fGKAuyyyzR6esRSP//5zxsb6Z4rciPAH0ol/0JIJBLJ/ENaqD2mkYebnw/EclnPjsrbD14F1kBcnr9MVaEgYkE2LNT88roCzm/RHh/nt5gnEroFnFehTiZ1F3deJdDoD+/Y6ejQMD7Of7urquZrYh/jGP3cfMrn4Xn5OomOouhJq3iZjUX/ZZeNCWWx9jPJo8HnP+9fluxjj83hi1/ks5wrCrDnngUsWsR3U1977Yjv1ywoiuDy5QXceecQjjhCbFPj7rv5LOCKAhx6aA7bbBOssAGJM9LlWyKRiCAVag8xyvX4afXQNLGFSCNZo0WSXPEqmAZ6Vm3+hTh/jDOEkoy1t5td0Hks2rrCPj6uoL3dvf3OzjLGxlTuLNkdHbo8L+3tZSEFWZfnH5iGws6Lqmoo+bxe5E1oZzA5qXJ5K0j8Z++9C1i8ODgKRXt7eVaSDm2zjX+7Uh0dGgYH+cf3WWdl8Z738F2DU07Rk69tDR4eXV0ali3z7zrtuee0rxsrQdmYmG+YXb7lOZZIJG5IhdpDDCsp7+QbDuuZnUUWLaJWN1GFd2qKz2JrEBSLtuHiy9u+bhEWcykfG1NQKvHVGO/s1DA6ym9B7uwsY3RU5R4LRn94MRRk/vbFFHYjxpwXRdEt4Lz9acR7QnTsS/zj7LOz2GsvgZgDAEcf3VjiLR6ef34DikVFKLxla+PUU7Po7pYbUlZENxnS6TL23Ve8LjkvPBu8EnGmp+X8IJFI+JEKtYeIKhXt7RpGRlRuq5uqahgbU5FK8S9yeC2qBmNjilD7Y2Mq2tv55UdHVXR28vdndFRBZ6do++7yxqIon1cQj7u329amu2Tz0tlZxsgI/+3V1aUr4LwYFnMRBVnEAt7RIaawd3ToCjjvBkJbm4bNm1Uu7wBAv14TE2IlwiYmpELdytx22xbf2o5GjXwRvv0EttuuGCgLr6iV7TOfyaK7W94/Qec73xmZ6y7MSwoFGUMtkUj4kQq1h6RSGoaGVESjfIuQtrYy3n47xG0FSKU0vP12CAsW8CohGoaH+dtXFGDLFpW7fUBMXtOAkRFFyOoxMqKiq4tffnpa4X4IiiwwVVUsgVYqpcdQ8yKqgBsWatEYal55UQW8vV3D+vX8mz0dHRrWrQujq4v/XnnnHf6xDOhjU1rYJCw0jS8co/H2g+MyHZR+mGllN9og9X2PPcQ8PyR8mC3UQbx/JBJJsJAKtYe0t5exdm2YO/tnR4eGtWvD3AppR0cZ//hHmNtq0NYmpoADwNAQvxKiaeJKy5Yt/AqypukPNT9LsfhVcspvBbyRGOqREf4kKx0dGt55J8TtHWCMfd6x1t5exltvhdDTwxfT2dGh4a23+MeysVklmolXIvGKVEqTZXcYtLKC0ttbxkknTfr6G7/5zWZf25e4UyhIl2+JRMJPS5fNIoScCODLAHYBsC+l9CmG3DEAvgsgBOAWSumqyvvbA/g5gAUA/g7gNEppw8FOfX1l/OEPMe5Ywd7eEh58MI5DDuHLLrpwYRlPPhnFTjvxxRb29pbx8sth7L033yH19JTwxhthHH00X/mQSETDpk1iLty8MciA+KKrkVrFogq1nzXANU3M4jw0pHLH03d2lvHWW2H09/MqsGW88UYY730vX7Keri4NTzwRxj778I21jo4yXnwxhiOP5BtrHR1lvPRShPve0hXw8LwqRxS0+a7V+cY3/HWV/d//3eyrS7kIQbKotjrpdBlnn5319Tf23ltaneca6fItkUhEaHUL9YsA/j8Af2IJEEJCAH4A4FgAywCcQghZVvn4GwCup5QuBbAFwJnNdKavr4Q1ayLcVrT+/jJWrxaRL2H16gi3hboqz9f+wEAZr7wSQUcHX/sDAyW8+26I2wqjJ97i10hDIf9LN/lZOkd0ETs1pSAe5/tSOAxs3Kginea7tl1dGt54g997YmCghJdeinDLDw6W8MIL/PKLFpXw4ov88gMD4vIvvcQ/9luEQM13rc6pp/prZQyKMh1E0umykOeURDLbSAu1RCIRoaUVakrpGkrpKy5i+wJ4nVL6ZsUa83MAxxNCFACHA7inInc7gBOa6U8qpWH16ggWLeKzAvb2lvD001Fu+f7+Ep55JoLeXj75gYESXnstjFRKTEHmVRwHBkpYv57fp9Fon5e+vjI2buSX1+N+xbTessCaLp8Hd3w8AGQyKrdLMwCsWxfC4CC//Pr1IfT18ckrii7Pa6GOxYC1a8MYGOCT7+kp4/nnI9zyixeX8Le/RdHXx3cBttuuhL//PcodLrDttkW89lp4Xik1QZvvJK3Df/7nGI46is8bZDY488ys7xsaWxOXXMJXj1zCj9/hZhKJZH7R0go1J4sAvG16va7yXg+AEUpp0fJ+wygK8P73F7gV5EgE+MAH8twW4e5uDQccUOBWEhYvLmH58mluBXnp0iJ23pnf1Wy33aaxww78JuS99ipgyRJ+hXGffcRq1+6zj1j7e+5ZwI478vd/m21K2G8/fg/ZJUtK2H9/fvnttityu+cDwI47FrF8Of/12mmnInbdlf94d9+9wH19FQU48MACt4IciwGHHJLnzsK9YEEZBx2Uh8o5Yy1ZUsJee22V3syzNt9tbVx4YesqLYsWlQNVXklRWjuOOmice65/da63VgoFsQ10iUSydRP4GGpCyCMA+m0+upRS+huOJuwe25rD+6x+nA3gbACglCKdTtvK/epXAGD/2VzI/+IXYvI//Wm9fDgctj3edBq47Tb+9tNp4IYbxOQPOAAA+AKZjj5a/wckuORPPtn4q23mPdaxAsD553M1O8OVVwIAR02uCtdeC/AeKwDceCOgh8PycccdgK5XVXE6XkoBkbHzy1+Kyd97r7/ydv13Ot4gEIT5jneum484jY+vfhUQuZ+DTtDvBa+RxysRoVz2twqARCKZXwReoaaUHtlkE+sALDG9XgzgXQAZAF2EkHDFamO8z+rHTQBuqrzUMplMk91qHdLpNLaW492ajhWQx+slg4ODTbcRhPlOznVbx/FuTccKyOP1Gi/muyAjE/lJJBIRtgaX778BWEoI2Z4QEgVwMoD7KKUagMcAfLQitxIAjwVIIpFIgoqc7yQSiaRJzCEJUrmWSCT/P3t3Hh9XXe9//DWZyb5Q2qGlDTsFBSqIArc/kIr0sooWvPIRrpatWEEQXFBAZVeoqGAVWSqgBb3Ah7Vc9SIKLnAFRHq9InBBVITS0pLS0qRp9vn9cU5oSCfNJJmTM8v7+XjMIzNnzsz5nMnkk/nMdxtOURfUZnaMmS0D/h/wMzP7Rbh9mpn9HCBsjTkT+AXwXLDJnwmf4lzg82b2IkFf2JvG+xxERHKhfCciIiJSeBIZffU2Gpnly4fsHV5yyqmrXDmdK+h88ynsAllqUy0p15WocjpX0PnmW5z5zswOBxYCSeBGd18w6P5q4BbgvcBq4GPu/tIwT/u2XPftbzfyhS+0AnD11Q185jNtpAp+kGTuyunvoZzOFXS++ZZrrivqFmoRERERKQ9mlgS+DxwB7A4cb2a7D9ptHrDG3acDVwPfGMsxt9yyj7Vr9XFZRIamDCEiIiIixWA/4EV3/7u7dwG3A3MG7TMHWBxevwuYbWYjak0f2Hlzyy37WL1aH5dFZGjKECIiIiJSDJqBVwbcXhZuy7pPOK/EmwxeMzKLlSsreOWVJE8/XUlDQ99b2/fYo4fHHquitTXx1qWzc6ynISKlpIRGhIyvUl8yYrByOt9yOlfQ+crmldvrVU7nW07nCjrfEpGtpXnwZEC57IOZzQfmA7g7e++99Vv3HXYYwBYATJsGs2YBTBhNvAWrRN8fWZXTuYLONw5qoR4FM3uKIGGXxaWczreczlXnG8mlpOj9UbqXcjpXnW9klzgsA7YdcHsbYPDMiW/tY2Ypgsr4jcFP5O6L3H0fd99H74/SvZTTuep8I7sMSy3UIiIiIlIMngR2MbMdgVeB44B/H7TP/cCJwGPAR4GH3V1L2ohIZNRCLSIiIiIFLxwTfSbwC+C5YJM/Y2aXmtmHw91uAiaZ2YvA54Hz4olWRMqFWqhHZ1HcAYyzcjrfcjpX0PnK5pXb61VO51tO5wo635Lh7j8Hfj5o24UDrncAx47waUv29RpCOZ1vOZ0r6Hxjkchk1AtGREREREREZKTU5VtERERERERkFNTlewTM7HBgIZAEbnT3BTGHlHdm9hLQCvQCPeHslxOBO4AdgJcAc/c1ccU4FmZ2M3AUsMrdZ4Tbsp6fmSUIft9HAu3ASe6+NI64R2OIc70Y+CTwerjbl8Puc5jZ+cA8gt/9We7+i3EPegzMbFvgFmBroA9Y5O4LS/X3GyXlOuW6YvtbKKd8p1yXX6We75TrSutvQbmuMHOdWqhzZGZJ4PvAEcDuwPFmtnu8UUXmA+7+bnffJ7x9HvCQu+8CPERxT/DxI+DwQduGOr8jgF3Cy3zgunGKMV9+xKbnCnB1+Pt994CEuzvBbKl7hI+5NnzPF5Me4AvuvhswEzgjPK9S/f1GQrlOuY7i/Fv4EeWT75Tr8qSM8p1yXaAU/hZ+hHJdwf1+VVDnbj/gRXf/u7t3AbcDc2KOabzMARaH1xcDR8cYy5i4++/YdD3Koc5vDnCLu2fc/XFggplNHZ9Ix26Icx3KHOB2d+90938ALxK854uGu6/o/ybS3VsJZoBtpkR/vxFSrgso1xWRcsp3ynV5Va75TrmuSP8WlOsKM9epoM5dM/DKgNvLwm2lJgM8aGZPmdn8cNsUd18BwZsbmBxbdNEY6vxK9Xd+ppn92cxuNrMtw20lda5mtgOwN/AE5ff7HatyeV2U68rjb6Gk851y3ZiVw2ujXFcefwvKdTGerwrq3CWybCvFKdIPcPf3EHSbOMPMZsUdUIxK8Xd+HbAz8G5gBfDtcHvJnKuZNQB3A59193Wb2bVkzjnPyuV1Ua7bqFR/5yWd75Tr8qIcXhvluo1K9fetXBeI7XxVUOduGbDtgNvbAMtjiiUy7r48/LkKuJega8jK/i4T4c9V8UUYiaHOr+R+5+6+0t173b0P+AEbu/6UxLmaWSVB0v2Ju98Tbi6b32+elMXrolxX+n8LpZzvlOvypuRfG+W60v9bUK6L//ergjp3TwK7mNmOZlZFMMj//phjyiszqzezxv7rwKHAXwjO88RwtxOBJfFEGJmhzu9+4AQzS5jZTODN/i4mxWrQWJJjCH6/EJzrcWZWbWY7Ekzo8Ifxjm8swtkdbwKec/erBtxVNr/fPFGuCyjXFblSzXfKdXlV0vlOuQ4og78F5br4f79aNitH7t5jZmcCvyBYWuFmd38m5rDybQpwr5lB8N74D3d/wMyeBNzM5gEvA8fGGOOYmNltwEFA2syWARcBC8h+fj8nmHr/RYLp908e94DHYIhzPcjM3k3QBeYl4FMA7v6MmTnwLMGsime4e28ccY/BAcBc4Gkz+1O47cuU6O83Ksp1ynUU4d9CmeU75bo8KYN8p1xXYn8LynWFmesSmUzRdaUXERERERERiZ26fIuIiIiIiIiMggpqERERERERkVFQQS0iIiIiIiIyCiqoRUREREREREZBBbWIiIiIiIjIKKigFhERERERERkFrUMtZcnMtiNYl2+LqNfkM7OXCNaCvMvd5w6z7yXAOUAdUOnuPVHGJiKlTblORMqBcp3ESetQS1kIk9+p7v6rQj+2me0A/AMlXhEZIeU6ESkHynVSSNTlW0RERERERGQU1OVbSp6Z3QpsB/ynmfUClwLOgG8Lzew3wKPAwcCewK+Bk4DvAh8CngeOdfeXwud8J/A94L3A68AF7u45xpMArgI+DlQD/wT+3d3/kofTFZEypVwnIuVAuU4KjVqopeSF41teBj7k7g3ufuUQux4HzAWagZ2Bx4AfAhOB54CLAMysHvgl8B/AZOB44Foz2yPHkA4FZgG7AhOAjwGrR35mIiIbKdeJSDlQrpNCoxZqkY1+6O5/AzCz/wJ27x8fY2Z3ApeF+x0FvOTuPwxvLzWzu4GPAs/kcJxuoBF4J/AHd38uj+cgIjIc5ToRKQfKdTIuVFCLbLRywPUNWW43hNe3B/7FzNYOuD8F3JrLQdz9YTO7Bvg+sJ2Z3Quc4+7rRh25iEjulOtEpBwo18m4UEEt5SKf09m/AvzW3Q8Z7RO4+3eB75rZZIJxP18ELshTfCJSvpTrRKQcKNdJwVBBLeViJbBTnp7rp8ACM5sL3B5uezfQlks3HzPbl2D+gqXAeqADiHTNRBEpG8p1IlIOlOukYGhSMikXVwBfNbO1ZnbOWJ7I3VsJJqA4DlgOvAZ8g2Bmx1w0AT8A1hDMBLka+NZYYhIRCSnXiUg5UK6TgpHIZPLZY0JEBjOz54GpwL3ufuIw+14EfJ4gide7u77hFJGioFwnIuVAuU4GU0EtIiIiIiIiMgrq8i0iIiIiIiIyCiqoRUREREREREZBBbWIiIiIiIjIKKigFhERERERERkFFdQiIiIiIiIio6CCWkRERERERGQUVFCLiIiIiIiIjIIKahEREREREZFRUEEtIiIiIiIiMgoqqEVERERERERGQQW1iIiIiIiIyCiooBYREREREREZBRXUIiIiIiIiIqOgglpERERERERkFFRQi4iIiIiIiIyCCmoRERERERGRUVBBLSIiIiIiIjIKKqhFRERERERERkEFtYiIiIiIiMgopOIOIN/M7B3AHQM27QRcCNwSbt8BeAkwd19jZglgIXAk0A6c5O5LxzNmEZGRUq4TkXJgZjcDRwGr3H1GuG0iynMiUiBKroXa3Z9393e7+7uB9xIk1HuB84CH3H0X4KHwNsARwC7hZT5w3fhHLSIyMsp1IlImfgQcPmib8pyIFIySK6gHmQ38zd3/CcwBFofbFwNHh9fnALe4e8bdHwcmmNnU8Q9VRGTUlOtEpCS5+++ANwZtVp4TkYJR6gX1ccBt4fUp7r4CIPw5OdzeDLwy4DHLwm0iIsVCuU5EyonynIgUjJIbQ93PzKqADwPnD7NrIsu2TJbnm0/QfQh3f++YAxSRUpQtn0RKuU5EYjLu+S4HOeU5UK4TkZwNm+tKtqAmGEez1N1XhrdXmtlUd18Rdv9ZFW5fBmw74HHbAMsHP5m7LwIWhTczy5dvskuk0uk0LS0t43pM0esel2J83adNmxbXoZXrZMz0usenGF/7GPNdvzHlOcie64rxdyHST+/f/Ms115VyQX08G7tAAtwPnAgsCH8uGbD9TDO7HfgX4M3+bkQiIkVAuU5Eyo3ynIgUjJIsqM2sDjgE+NSAzQsADXr/OwAAIABJREFUN7N5wMvAseH2nxMsr/AiwSy5J49jqCIio6ZcJyKlzsxuAw4C0ma2DLgI5TkRKSCJTCbr0BLZPHWDLBN63eNRjK972C2oEMcUjoVyXZnQ6x6fYnztSzDfqcu3FD29f/Mv11xX6rN8i4iIiIiIiERCBbWIiIiIiIjIKKigFhERERERERkFFdQiQ3CvjTsEEREREREpYCqoRYZwxx11cYcgIiIiIiIFTAW1yBD++tcUa9fGHYWIiIiIiBQqFdQiQ9httx7+8IdSWhVERERERETySQW1yBD23LOLpUtVUIuIiIiISHYqqEWyyGSgpgY6OlRQi4iIiIhIdiqoRbLo7YVkMkMiEVwXEREREREZTAW1SBY9PZBKwR57ZHj++VTc4YiIiIiISAFSQS2SRU9PglQqw8yZfTz1VFXc4YiIiIiISAFSQS2SRX8L9TbbwGuvJeMOR0RERERECpAKapEsenuDFmqAhOYlExERERGRLFRQi2TR3R20UIuIiIiIiAxFBbVIFr29CSor1UItIiIiIiJDU0EtkkV3NyQ1dFpERERERDZDBbVIFv2TkgFkMvHGIiIiIiIihakkR4ma2QTgRmAGkAFOAZ4H7gB2AF4CzN3XmFkCWAgcCbQDJ7n70hjClgLSv2yWSCFTrhMRERGJV6m2UC8EHnD3dwJ7Ac8B5wEPufsuwEPhbYAjgF3Cy3zguvEPVwrNwBZqjaGWAqZcJyIiIhKjkiuozawJmAXcBODuXe6+FpgDLA53WwwcHV6fA9zi7hl3fxyYYGZTxzlsKTBqoZZCp1wnIiIiEr9S7PK9E/A68EMz2wt4CjgbmOLuKwDcfYWZTQ73bwZeGfD4ZeG2FeMXshSagS3UIgVKuU5EREQkZqVYMqSA9wCfcfcnzGwhG7s8ZpOtQ+8mTZNmNp+gmyTuTjqdzkesOUulUuN+zHJWX5+guhpSqSR1dUnS6eq4Qyorer/nRLlO8kave3z02ouIFLdSLKiXAcvc/Ynw9l0EHzJXmtnUsMVmKrBqwP7bDnj8NsDywU/q7ouAReHNTEtLSyTBDyWdTjPexyxnq1dXkUpBT08T7e2dtLS0xh1SWSnG9/u0adPG+5DKdZI3et3jU4yvfQz5TkSkYJXcGGp3fw14xczeEW6aDTwL3A+cGG47EVgSXr8fOMHMEmY2E3izv7uklK/eXo2hlsKmXCciIiISv1JsoQb4DPATM6sC/g6cTPDlgZvZPOBl4Nhw358TLCPzIsFSMiePf7hSaLq7NYZaioJynYhIHnR0xB2BiBSrkiwZ3P1PwD5Z7pqdZd8McEbkQUlRUQu1FAPlOhGR/Pje9xppaEhy8MEp3vGOnrjDEZEiUpIFtchYqYVaRESkfHzxi63U1VWzeHEld91Vy8479/ChD3VQX68v10Vk81QyiGTR27uxoM7of6mIiEjJq6uDY4/dAMCLL6ZYtKierq4Ehx3WwV57dZPItlaCiJQ9FdQiWXR3q8u3iIhIITOzzwGnEiwB+DTB3BBTgduBicBSYK67d430uadP7+Fzn2ujqwsefLCGn/2shubmXo4+egMTJujzgYhsVHKzfIvkw8AWan0jLSIiUljMrBk4C9jH3WcASeA44BvA1e6+C7AGmDeW41RVwVFHdfCVr7Qye3Ynt95azxVXNPLYY1XqwSYigApqkazUQi0iIlLwUkCtmaWAOmAFcDBwV3j/YuDofB1s2217+cxn2vjSl1ppb09w+eWN3HBDPa+/ro/TIuVMXb5Fsujp0RhqERGRQuXur5rZtwiWB9wAPAg8Bax19/5pupcBzfk+djIJs2d3Mnt2J6tWVXDPPbW0tFQwc2YXBx3USTKZ7yOKSCFTQS2SRU+PWqhFREQKlZltCcwBdgTWAncCR2TZNes/czObD8wHcHfS6TSpVIp0Oj2iONJp2H334Mv33/2uhu99r4Kmpgwf+1gf228/oqcSGZPRvH8lP1RQi2QxsIVaY6hFREQKzr8C/3D31wHM7B5gf2CCmaXCVuptgOXZHuzui4BF4c1MS0sL6XSalpaWUQe0xx7BZc2aBHfeWcuyZSne/e4uDj20g6qqUT+tSE7G+v6VTU2bNi2n/VRQi2ShFmoREZGC9jIw08zqCLp8zwb+CPwa+CjBTN8nAkvGO7Att8xw0kntZDLwpz9VcvXVjVRVZfjQhzqYPr1n+CcQkaKiWRREshjYQi0iIiKFxd2fIJh8bCnBklkVBC3O5wKfN7MXgUnATXHFmEjA3nt3c+65rcyfv54nn6zi619v5M47a9mwQd3fREpF5CWDmb2taHf3vqiPKTJWvb2JtyYVqajI0NcHFfr6SUREpGC4+0XARYM2/x3YL4ZwNqu+PsPxx7cD8NxzKa69toHeXjjyyA3MmKFWa5FiFklBbWbvAb4P7AnUhJsTBBNDaO5DKQr9Y6eTyaDFWuOfREREZKx2262H3XZrpaMDHniglvvuq2P77XuYM2cDTU0abiZSbKJqoV4M/CdwCtAe0TFExkUqFbRYDzFRqIiIiMiI1dTA0Udv4OijN/CPfyT54Q/raW9P8K//2sk++3RpUlSRIhFVQb098BV3VwUiRS+ZzNDdDbW1cUciIiIipWjHHXs5++w2urvh4YdruPzyRqZM6eOYYzYwaZJGS4oUsqgK6nuBQ4FfRPT8IuOmsjLo8i0iIiISpcpKOOywDg47rIPlyyu444461qxJcOCBXbzvfZ2az0WkAEVVUNcA95rZo8BrA+9w9xMiOqZIJJLJjLp8i4iIyLiaNq2PT3+6jb4+ePTRahYsaGTChAxHH93OtGlqtRYpFFEV1M+GF5Gil0qphVpERETiUVEBs2Z1MmtWJ6tXV3DvvbW89lqSffft4uCDO6isjDtCkfIWSUHt7pdE8bwicUilMvT0aGYQERERidekSX2ceup6Mhn44x+r+Na3GqmtzTBnzgZ23LE37vBEylLeCmozm+XuvwuvHzzUfu7+cL6OuZlYXgJagV6gx933MbOJwB3ADsBLgLn7GjNLAAuBIwlmJD/J3ZdGHaMUD7VQS6FSrhMRKU+JBOy7bxf77tvFunUJliyp5Sc/STFjRjeHH76Bmprhn0NE8iOfLdTXAjPC6zcNsU8G2CmPx9ycD7h7y4Db5wEPufsCMzsvvH0ucASwS3j5F+C68KcIELRQB2OoRQqScp2ISBlrasowd26wSu1f/pLiu99tZOuteznhBK1cKzIe8lZQu/uMAdd3zNfz5tEc4KDw+mLgNwQfMucAt4RLfD1uZhPMbKq7r4glSik4ySR0d8cdhUjOlOtERMrUjBk9zJjRyu9/X8V3vtPA2We3aT1rkYiV6uT7GeBBM3vKzOaH26b0f3AMf04OtzcDrwx47LJwmwgQdPnu1bAkKUzKdSIison99+/i4IM7WbCgUZ9hRCIWyaRkZtYEXAy8H0gDb3035u7bRXHMQQ5w9+VmNhn4pZn932b2zfa93SbrI4UfVucDuDvpdDo/keYolUqN+zHLWV1dknS6mlQqxcSJjTQ0QDqtZbPGi97vOVOuk7zQ6x4fvfYSlT337KauLsNllzVx/vnrqK6OOyKR0hTVslnXAtsAlwI/Bj4BfBG4O6LjvY27Lw9/rjKze4H9gJX93RvNbCqwKtx9GbDtgIdvAyzP8pyLgEXhzUxLS8vgXSKVTqcZ72OWs/b2RlpaWkmn07S3t9LS0kdLi/p9j5difL9PmzZt3I+pXCf5otc9PsX42seR72R0pk/v4ZOfXB8W1a3U16txQCTfouryfSjwb+6+BOgNf34MmBvR8d5iZvVm1th/PYzlL8D9wInhbicCS8Lr9wMnmFnCzGYCb2pMoQyUTGrZLCk8ynUiIpKL5uZePvvZNr72tSbeeEOfZ0TyLaqCugJ4M7zeZmYTgBXA9IiON9AU4FEz+1/gD8DP3P0BYAFwiJn9FTgkvA3wc+DvwIvAD4BPj0OMUkS0bJYUKOU6ERHJSTrdx5e/vI5vfauJFStKdQolkXhE1eX7fwnGTz8EPAJ8H2gDXojoeG9x978De2XZvhqYnWV7Bjgj6rikeKVSGbq69M9HCotynYiIjERjY4YLLniTK65o4qST1rPTTpqtTCQfoqoSPgm8FF4/C9gATABOiOh4IpFRC7WIiIiUgtpauPDCddx2Wx1/+UtU7Woi5SWSv6Sw5aT/+uvAqVEcR2Q8BAW1xhyJiIhI8Uul4PzzW7n66kba2zvZb7+uuEMSKWqRfTVlZgcCewMNA7e7++VRHVMkCqlURi3UIiIiUjIqKuDzn2/lhhvqaW1NMHt2Z9whiRStSLp8m9n3gLuAWcBuAy7vjOJ4IlFSl28REREpNYkEnHbaelasSLJkSU3c4YgUrahaqD8OzOhfI3U0zGxboNndH89fWCIjl0xm6O1Vl28REREpPZ/4RDtLltTw4x/X8YlPtMcdjkjRiWpSsleAUfUdMbPtzOy/gf8DfhVu+6iZ3ZjH+ERylkpBd3fcUYiIiIhEY86cDqZO7eX66+vJZOKORqS4RNVCPQ/4gZndBqwceIe7/26Yx94A/Aw4EFgdbvsl8O18BymSi1RKLdQiIiJS2mbP7qSxMcNVVzXyuc+1UqEVQ0VyEtWfynuBI4DrgJ8MuPw4h8fuByxw9z4gA+DubwJbRBOqyOZpDLWIiIiUg/326+KwwzZw+eVN6p0nkqOoWqgvBz7k7r8axWNXAtOBF/o3mNnuwMt5ik1kRFIp6O2NOwoRERGR6M2Y0UNd3Xouu6yJ889fR21t3BGJFLaoWqjXA8N17R7Kt4CfmtnJQMrMjgfuAL6Rr+BERiKZzNDdrS7fIiIiUh522qmX009v47LLtqC1VZ+BRDYnqhbqC4HvmNmlwKqBd4RduYfk7jeb2RvAfILJzU4ELnD3+yKKVWSzKivVQi0iIiLlZerUPs45Zx2XX97EOee0MmnSZj/Ci5StqArqm8OfnxqwLUEwJjo53IPD4lkFtBSEZDJDT4++nRUREZHyMnFihq9+dR1XXNHI6aevp7lZLQwig0VVUO84kp3N7JRc9nP3m4ffS2Rs+vogkdi4ZoQmJRMREZFyVV+f4YILgpbquXPbmT5dH4pEBoqkoHb3fwKYWQUwBVg5TFfvuQOuJ4ADgNcIunxvC2wNPMrGlm+RyPT0BEV0v4oKtGyWiIhIgTGzCcCNwAyCXpCnAM8TzL2zA/ASYO6+JqYQS0Z1NVxwwTq++c1Gjjyyg7320hTgIv0imZTMzJrM7BagA3gV2GBmi80s69JX7v6B/gvwNPBFd9/W3fd3922Bc8LtIpHr6Um8raBOJIKLiIiIFJSFwAPu/k5gL+A54DzgIXffBXgovC15kErBeee18vDD1fz3f1fFHY5IwYhqlu/vAvUE3xjWAu8C6sLtw/kE8L1B267h7a3YIpEJWqgzw+8oIiIisTCzJmAWcBOAu3e5+1pgDrA43G0xcHQ8EZamRAI+97k2nnuukgcfrI47HJGCENUY6sOBndy9Pbz9QrgM1t9yeOxrwIeBewds+xCDZgsXicrgFmqAjOprERGRQrIT8DrwQzPbC3gKOBuY4u4rANx9hZlNjjHGknXqqeu5/fZa7r67ln/7tw1xhyMSq6gK6g5gK+CfA7algc4cHnsWcJeZfZFgDPV2wO7AsfkOUiQbtVCLiIgUvBTwHuAz7v6EmS1kBN27zWw+wRKtuDvpdJpUKkU6nY4m2hJ05plwzz0J7rqrkdNO05JacdP7Nz5RFdQ3Ar80s6sIiurtgc8Bi4Z7oLv/0sx2Bo4ApgE/A37m7qtHEoCZJYE/Aq+6+1FmtiNwOzARWArMdfcuM6sGbgHeC6wGPubuL43kWFJaBk9KBhpDLYVLuU5EytQyYJm7PxHevougoF5pZlPD1umpDNHD0d0XsfFzaaalpYV0Ok1LS0vkgZeSWbPgt7+t5uKLKznjjDZ9XoqR3r/5N23atJz2i2oM9deBBcBHgW+HP68Mtw/L3Vvc/VZ3/4a73zLSYjp0NsHkFP2+AVwdTlKxBpgXbp8HrHH36cDV4X5SxoIu32qhlqKhXCciZcfdXwNeMbN3hJtmA88C9wMnhttOBJbEEF5Zef/7O5k5s5Mrr2ykTw3VUoaiWjYrQ7DE1YiXuTKzRwiWPsj2vLNyfI5tgA8SFPCfN7MEcDDw7+Eui4GLgesIJq+4ONx+F3CNmSXCc5AylK2FWqQQKdeJSJn7DPATM6sC/g6cTNBY5GY2D3gZDRkcF/vs001DQ4bLLmvi/PPXUaVJwKWM5K1sMLNTctnP3Ycrsm8cdHtrgpaVH48gnO8AXwIaw9uTgLXu3r8S/TKgObzeTDBWG3fvMbM3w/3VZ6JMqYVaiohynYiULXf/E7BPlrtmj3csAu98Zw8nnbSeb36zkS9/uVXdv6Vs5LMdbuCyVgngAIIZu18BtiUojB9lmFZrd188eJuZ3Q38ELh0uCDM7Chglbs/ZWYHDYhnsEwO9w183k0mrxhPmmhg/KxYkWDiREinG9563evqkqTTWh5ivOj9PjzlOsknve7x0WsvpWT77Xs56KBO7r67lo9+VLN/S3nIW0Ht7h/ov25m3wPuc/fvDNh2NrDzKJ/+VWDPHPc9APiwmR0J1ABNBK04E8wsFbbcbAMsD/dfRlDwLzOzFLAF8MbgJ802ecV40kQD4+f11ytpb6+gpaXzrde9vb2RlpbWuEMrG8X4fs914oo8Uq6TvNHrHp9ifO1jyHdSRA44oIvvfreBv/0tyc4798Ydjkjkohop+gmCZbIGuoaga+FZm3tglq7jdcBHgMdzObC7nw+cHz7XQcA57v5xM7uTYHK023n7JBX9k1c8Ft7/sMYUljeNoZZioFwnIiKF6vTT27j44i246KI3NZ5aSl5Us3y/Bnx40LYPMcTSBYPMHXQ5HPg9GyfZGa1zCSbteZFg3OBN4fabgEnh9s8zgjUMpTQFY6jjjkJk1JTrREQkVpWVMH9+G9de2xB3KCKRS2Qy+W+gMLNDCGaRfYZgDPV2wO7Ase7+YN4POP4yy5cvH36vPCrGLmHF6ve/D75K3X//rrde929/u5EvfEFdvsdLMb7fwy6QpTYFi3JdmdDrHp9ifO1LMN9lli9fXpS/i0K3ZEkNEyZkeP/7O+MOpeTp/Zt/uea6SFqo3f2XwE4ES7UsDX/ulEsxbWabjOkLt+fSui0yZtlaqCP43klERESkpM2Z08Gjj1bR0hJVp1iR+EXWsdXdVwO3mtkB7v7fI3ho5eANZlYJJPMWnMhmBGOoVUGLiIiIjNXZZ7dx5ZWNXHzxOipUV0sJGo+Rov9FMPvsZpnZIwRLuNSY2e8G3b0NwThqkchlm5RMaymKiIiIjFxDQ4Z/+7cN3HJLHSed1B53OCJ5Nx4Fda6lyI3hvvuycRIdCIrslcDDeY5LJKugy7daqEVERETyYa+9uvnjH6v4y19SzJjRE3c4Ink1HgX1P3PZyd0XA5jZ4+7+f9GGJDK0bC3UGkMtIiIiMnonn7yeiy5qYqedWqmr0wcrKR2RFNRmlnT3XgB3n5HD/nPd/dbw5v5mtn+2/dz95jyGKZKVWqhFRERE8quiAs48s42FCxs4/3ytnCKlI6oW6hVmdhtwq7v/MYf9jwf6C+q5Q+yTAVRQS+Q0hlpEREQk/6ZM6WO//br46U9rOOqojrjDEcmLqArqI4CPA/9pZmsJiuUfu/vL2XZ29yMHXP9ARDGJ5KSnJ0EyqRZqERERkXybPbuTq65qYNmyJNts0xt3OCJjFklB7e5PAU+Z2TnAocAngKfNbClBcX2Hu6/v39/McppE3937oohXZKCeHqgctHibxlCLiIiI5McZZ7Rx6aVbcMklb27SK1Ck2ES6GlxYAP9feHkdaCZouX7FzAZ27e4Bujdz6b9fJHLBGOq4oxAREREpTdXVwSRlixY1xB2KyJhFNSnZloARjIfeDXDgBHf/fXj/vsCDbBw3vWMUcYiMRjCG+u1N0hpDLSIiIpI/06f38NRTvTzxRBX/8i9dcYcjMmpRtcMtA34NfBdY4u6dA+909yfNbMmA25ssrWVmCSANtLi7OtzKuFELtYiIiEj0zDZw6aVN7LprN1tuqY/7UpyiKht2cveVm9vB3U/Ktt3MJgDfI2jhrgS6zOxO4Gx3fyPfgYoMlq2FWkSkVF1/fT1f/WrcUYhIOUok4OyzW/nOdxq56KJ16hEoRSmqMdQnh92632Jm+5nZl3J47A+BWuDdQAOwN1CNlsyScdLbu+myWSIipeq++2p59ll9ihWReEyYkOHIIzu4447auEMRGZWoCuqzgWcHbXsW+GwOj/0AMNfdn3P3dnd/DjgJOCivEYoMoa8vQUWk0/WJiBSO972vizvvVNITkfjst18Xa9ZU8MILatGQ4hPVf9AqNp2VuwuoyeGxzwM7DNq2XbhdRERE8qimJkMymaGtTa3UIhKfT35yPbfcUkdHR9yRiIxMVF8DPQV8GvjOgG2nAUtzeOxDwINmdivwCrAtwTrWt5rZKf07ubu6gMu4SSQy9PWhlmsRKUkf+1gf995by9y57XGHIiJlKpWC009fzzXXNHLOOa1xhyOSs6gK6s8BvwzXmv4bMB2YAhySw2P/H/Bi+PP/hdv+BuwfXgAyaEy1jKNUKpisrKoq7khERPIrkYBddoEVK5JxhyIiZa65uZfdduvml7+s5pBDOod/gEgBiKSgdvdnzGxX4EPANsA9wE/dvS2Hx35gLMc2sxrgdwQTmaWAu9z9IjPbEbgdmEjQUj7X3bvMrBq4BXgvsBr4mLu/NJYYpPSkUtDbmyD4Lkckfsp1kg+9vVBREeQ19cARkULwwQ92sGBBI3vu2c2UKX1xhyMyrMj+fbp7m7vf5u7fdPfbcymmBzKzJjObNvCS40M7gYPdfS+CmcIPN7OZwDeAq919F2ANMC/cfx6wxt2nA1eH+4m8TTKZoXvwrAAi8VKukzHr7ExQU6MvCkWksJx1VhvXXNNAn+ppKQKRtFCHLSRfZ+PSV29x9+2GeewhwA1sOjFZBhi2P5q7Z4D+4r0yvGSAg4F/D7cvBi4GrgPmhNcB7gKuMbNE+DwiwMYu3yKFQrlO8qGjI0F1ddxRiIi8XV1dhuOOa+fmm+s59dT1cYcjsllRtVD/B9AHfAGYO+gynBuBy4EmNn5IrCSYOTwnZpY0sz8Bq4BfEozBXuvu/SXRMqA5vN5MMPkZ4f1vApNyPZaUh1QqE3b5FikcynUyVhs2oBZqESlIe+zRQ2Vlhv/5n8q4QxHZrKgmJdsDOMDdR9NRowb4obv3jvbg4WPfbWYTgHuB3bLs1v8JIluVtMmnCzObD8wPn590Oj3a8EYllUqN+zHLVV1dknQ6aLLpf90nTKigqakO/QrGh97vuVGuk7Faswa22qqCVKribblPxo/e8yJDO+GEdi66qIlddumhoUFf/klhiqqg/h2wN8HyWSN1NfAlM1sw1q6I7r7WzH4DzAQmmFkqbJnZBlge7raMYGmuZWaWArYA3sjyXIuAReHNTEtLy1hCG7F0Os14H7Nctbc30tISLNfQ/7p3dNSyalUX1dWj/p5HRqAY3+/TpuU6zUP+KdfJaK1YkaKrK0VPTwPt7Z1v5T4ZP8X4no8z3w1mZkngj8Cr7n7UUBMzxhmjjF4iAWef3cbChQ185SvKT1KYoiqoXwJ+YWb3AK8NvMPdLxzmsXcDvwDON7O3/Ydx952GO7CZbQV0hx8wa4F/JZh859fARwmS7InAkvAh94e3Hwvvf1hjCmWwZFJjqKWwKNdJPnR0aFIyKXpnA88RDBWEjRMz3m5m1xNMyHhdXMHJ2E2a1MeBB3Zy7721HHPMhrjDEdlEVGOo64H/JBj7vO2gy3DuAh4hmFTnk4MuuZgK/NrM/gw8CfzS3X8KnAt83sxeJBg3eFO4/03ApHD754HzcjyOlJHKSo2hloKjXCdjNrCgTijFSZExs22ADxLMv4OZJQgmZrwr3GUxcHQ80Uk+zZrVxYsvpmhp0fp+UniiWof65DE8fEdg71GOv8bd/0zQ3Xzw9r8D+2XZ3gEcO5pjSflQC7UUGuU6yYfOzgSNjcG/20QiQ29vkO9EisR3gC8BjeHtSQw9MaMUudNOa2Phwka++tV1cYci8jZRdfnGzHYj6FY4xd3PNLN3ANXhh8DNWULw7eKvoopNZKS0bJaIlKKOjgRbbRW0UFdXQ1dXgtpadQGXwmdmRwGr3P0pMzso3JzT5Ivh4zeZgFETxBW2dBoOPjjBH/+4FYcfrjw1mN6/8YlqHepjgWsJxkP/O3AmwbeHCwjG+W1ONXC/mT0CrBx4h7ufkP9oRYaXSmXo6VF/SBEpLQO7fNfUZNiwAWprYw5KJDcHAB82syMJVohpImixHmpixrfJNgFjMU4QV2723x8uuaSJ3Xdvpa5ORfVAev/mX64TMEY1EOFS4BB3Pw3onxb5f4G9cnjsMwQTSvyeYE3VgReRWKiFWkRKUWcn1NQE16urM3R06ItDKQ7ufr67b+PuOwDHEUy0+HE2TswIb5+YUUrEpz7Vxg031McdhshbouryPZmggIaNXW0yDNHtZiB3vySimERGLZnUpGQiUnoGt1B3dirPSdE7F7jdzL4G/A8bJ2aUErH11n1MntzHn/9cyZ57dscdjkhkBfVTwFzglgHbjgP+kMuDzawKeAeQZsB4GHd/OI8xiuQslYJu5WwRKTGDC2q1UEsxcvffAL8Jr2edmFFKy/HHt3PhhU3svns3qchmhBLJTVRvwbOAB81sHlBvZr8AdgUOHe6BZvY+4E6CsdRNwDqC8devAMOuQy0ShVQqQ1eXlmoQkdLS0ZGgurp/UjK1UItIcaiogBNOaGfx4nrmzVsfdzhS5iKpENz9/4B3At8Hvgr8EHiXu/81h4dfDVzp7hOB1vDnZQSTnInEQmOoRaQU9fYmqKxRX5AhAAAgAElEQVQMrquFWkSKya679tDRkeDll7XWn8Qrsk4S7t4O+CgeuiuwcNC2BcA/gG+NNS6R0UiloLd3+P1ERIpVTU2G9evVE0dEise8eW1cfnkTl1yyjoS+D5SYRLVs1iMMMQGZu88a5uFvEnT1XgusMLPdgdVAQ16DFBlCJss7N5nM0N2tTC0ipaumBt54Q3lORIpHTQ0ceWQH991XyzHHbIg7HClTUX0VfSPBrIr9l58BWwO/yuGx9wBHhtdvIlj+4CmCcdUisaisVJdvESltQZfvuKMQERmZmTO7eP75lL4QlNhE0kLt7osHbzOzuwnGUl86zGM/O+D6t83sCYJJyX6R7zhFssnWZUjLZolIqdM61CJSrE47rY3rrmvg/PNb4w5FytB4TjT/KrDnSB/k7o9GEIvIiGjZLBEpRQOHuGhSMhEpVhMmZJgxo5tHHqniwAO74g5HykxUY6hPGbSpDvgI8HgUxxOJmlqoRaTUqaAWkWJ21FEdXHxxE/vs00VtbdzRSDmJqoV67qDb64HfEyyJJVJ0NIZaRErRwCEuWodaRIpZIgHz56/nBz9o4Kyz2uIOR8pIVGOoPxDF84rERctmiUgpGtjlu6oKrWYgIkWtubmXpqY+nn02xe67qyVExkdUXb53ymU/d/97FMcXGa1sS2aBls0SkdKXSAydA0VEisXcue1cdFGwNnUyGXc0Ug6i6vL9IhvXoU7w9jWp+6uSDKC3uRSU1tYEDQ19m2xXC7WIlKJsqxqIiBSzZBKOP76dW2+t46ST2uMOR8pAVAX1POBfgYuBfwLbAxcCD7n7jyI6psiYrVpVweTJ2QrqDD09+uQpIqVFLdIiUor22KOHX/2qhldfTdLcrBYRiVZUBfVlwC7uviG8/Vcz+xTwAvCjiI4JgJltC9wCbA30AYvcfaGZTQTuAHYAXgLM3deYWQJYCBwJtAMnufvSKGOUwvX660m22mrTxJtKaVIyKSzKdSIiIkObP7+NBQuauPjideqNI5GqiPB5dxi0bXvGp4t3D/AFd98NmAmcYWa7A+cRtJDvAjwU3gY4AtglvMwHrhuHGKVADdVCnUxCX5+ysRQU5ToZs8EfMvWhU0RKRW0tzJ7dwU9/WhN3KFLioiqorwYeNrPLzex0M7uc4INd5MtmufuK/lYXd28FngOagTnA4nC3xcDR4fU5wC3unnH3x4EJZjY16jilMA3VQi1SaJTrZKwymU27fKsLuIiUklmzunj66UrWrtW3hRKdSApqd/8mcDIwBfgwQZfEU9z9yiiONxQz2wHYG3gCmOLuK8L4VgCTw92agVcGPGxZuE3K0Nq1FUyYkP0TpT5oSqFSrpPR6OqCqiolNhEpbaedtp7rr2+IOwwpYVGNocbdHwAeiOr5h2NmDcDdwGfdfZ2ZDbVrtq+sNvmEYWbzCbpJ4u6k0+l8hZqTVCo17scsR3V1Sbbaqvqt2wNf97q6JOl09VAPlTzS+z13ynUyWmvXwqRJFaTTNW+97spz40/veZFoTZzYx6679vD441XMnNkVdzhSgqJah7qaYFbv44FJ7r6FmR0K7Oru10RxzEHHryT4gPkTd78n3LzSzKa6+4qwm+OqcPsyYNsBD98GWD74Od19EbAovJlpaWmJJvghpNNpxvuY5WjDhkZaWlrfuj3wdW9vf/t9Ep1ifL9PmzZt3I+pXCdjsXJlBb29NbS0tL/1uivPjb9ifM/Hke9ExuKYYzZw0UVN7L13F9X6zlDyLMox1DOAj7OxBeQZ4PSIjveWcCbbm4Dn3P2qAXfdD5wYXj8RWDJg+wlmljCzmcCb/d0lRUQKlXKdjFVHR4KaGnX5FpHSl0jAvHnrufFGdf2W/Iuqy/cxwHR3X29mfQDu/qqZjcd4vQOAucDTZvancNuXgQWAm9k84GXg2PC+nxMsI/MiwVIyJ49DjFKEamoybNiQoLZWH0ClICjXyZh0diaorlY+E5HysP32vdTX9/H005W8613dcYcjJSSqgrpr8HOb2VbA6oiO9xZ3f5TsYwUBZmfZPwOcEWlQUhR6e6GiYugPlxMn9vHGGwmam/UBVOKnXCdj1dGhLwhFpLyccEI7F13UxK67dqvrt+RNVF2+7wQWm9mOAOE4vmuA2yM6nsiYrVlTwZZbbroGdb+JE/tYsyaqPxkRkfEVdPl++zatQy0ipayiAk49dT2LFqnrt+RPVNXBl4GXgKeBCcBfCSa/uSSi44mM2apVFUyevPmC+o03kuMYkYhIdDo62KTLt5YHFJFSt/32vUya1MfSpZVxhyIlIu8FtZlVAO8DznX3BoK1qBvd/XPurrnqpWC9/nqSrbYarqBWC7WIlIZsk5Ilkxl6emIKSERknBx/fDv33VfLhg1xRyKlIO/Vgbv3AUvcvTO8/Xo4dk+koK1aVcFWW/UOeb8KahEpJdkK6traDB0d6vctIqUtkYBPfaqN669X128Zu6iqg9+Fy7KIFI3hWqi32KKPtWv1QVNESkO2Wb6rqzN0dirPiUjpa27uo7m5lyeeqIo7FClyUc3y/U/gv8xsCfAKG9eixt0vjOiYImPS3p6gvn7ozhTJJGQy+qApIqUhWwt1TQ1qoRaRsnHssRu4+OImZszo3uxnQJHNiaqFuha4j6CQ3gbYNrxsE9HxREREZASyF9QZjSkUkbKRSMCnP93Gtdeq67eMXt5aqM3sTHe/Jrz5dXd/MV/PLVIoNAOuiJQKdfmWYmZm2wK3AFsDfcAid19oZhOBO4AdCFacMXdfE1ecUvimTOlj1127eeSRKg48UPMny8jls4X66wOuL83j84qIiEiedXZuug51TY0mJZOi0QN8wd13A2YCZ5jZ7sB5wEPuvgvwUHhbZLM+/OEOHn64htZW5T8ZuXyOof6bmX0beAaoNLNTsu3k7jfn8ZgiIiIySolBnx1VUEuxcPcVwIrwequZPQc0A3OAg8LdFgO/Ac6NIUQpIokEnHlmG9//fgPnndcadzhSZPLZQn0csAVwPFAJzM1y+UQejyeSN52dUFmZW39udfsWkVKQLZepy7cUIzPbAdgbeAKYEhbb/UX35BhDkyIyaVIfe+3VzUMPVccdihSZvLVQu/sLwKkAZvaQu8/O13OLRK2lJcnkyUMvmdWvoaGPtrYEjY2qqkWk9NTUZFi5UgW1FA8zawDuBj7r7uvMLNfHzQfmA7g76XSaVCpFOp2OLlgpeHPnwvnnJznkkF4mTow7mpHR+zc+kSybpWJais2KFRVMntw77H4TJ/bxxhsVNDYOv6+ISCEb3N0b1EItxcXMKgmK6Z+4+z3h5pVmNtXdV5jZVGBVtse6+yJgUXgz09LSQjqdpqWlJfrApaCdckqCyy5r4CtfKa6u33r/5t+0adNy2i+qZbNEisqf/1zFnnt2D7tff0EtIlLssnX5rq3VOtRSHMwsAdwEPOfuVw24637gxPD6icCS8Y5NituWW2aYObOL//qvmuF3FiGiFmqRYvP66xVstdXwXb4nTuyjpUUFtYiUpmBSsrijEMnJAQTz8zxtZn8Kt30ZWAC4mc0DXgaOjSk+KWKzZ3dyxRWN7LdfF5MmDf/5UMqbCmope5lM7hON7bhjD08+WQd0RhqTiEjU1OVbipm7PwoM9WbV0EMZszPOaOM732nkggvWZc2XIv3U1CZlb9myJNttl9uY6C23zPDmm/qzEZHil+2LxJqaDBs26JOjiEhTU4aDDurg/vvV9Vs2T5WBlL0//KGKffftynl/fUspIqUqlYLeXiU5ERGAWbO6eP75SlatUskkQyu5Lt9mdjNwFLDK3WeE2yYCdwA7AC8B5u5rwgktFgJHAu3ASe6+NI64JT5/+1uKj3xkQ877V1RAby8kkxEGJTIM5ToZK305KCIyvDPOaOOKKxq5+OJ1pEqucpJ8KMWvW34EHD5o23nAQ+6+C/BQeBvgCGCX8DIfuG6cYpQCksmM7IPldtv18M9/qpqW2P0I5ToZg1znjhARKWf19RlOOqmdhQsb4w5FClTJFdTu/jvgjUGb5wCLw+uLgaMHbL/F3TPu/jgwIVyzUMrEm28maGoa2eyNu+3WzfPPV0YUkUhulOtkLPo2k/ZUaIuIvN306T3su28nP/lJXdyhSAEquYJ6CFPcfQVA+HNyuL0ZeGXAfsvCbVImnnqqin32GX796YF23rmHv/5VfX6kICnXSU5eeinJ9tv3xB2GiEjRmDWri2Qyw29+Ux13KFJgyr0qyNbRN+t382Y2n6CrJO5OOp2OMq5NpFKpcT9mOXj++SRf/GIvNUNM4DjU655MJkmnNetjVPR+zzvlOnmb3/42wYEHQjpdD7z9da+vT5JO6wPjeNF7XqR4HHfcBq6+uoGpU3t5xzv0paQEyqWgXmlmU919RdjNcVW4fRmw7YD9tgGWZ3sCd18ELApvZlpaWiILNpt0Os14H7PUdXTA2rWNtLW10taWfZ+hXvf29kZaWlojjrB8FeP7fdq0aXGHAMp1kqOlSxvYf/82+l/qga97JtPAyy+vp65Ofb/HQzG+5wsk34nE4qyz2rjkkibOOquNdHpkwwalNJVLl+/7gRPD6ycCSwZsP8HMEmY2E3izv7uklL777qvlmGNyn917IK3VKgVKuU5y0t2doHKIqSCam3tZvlwTL4qIZJNMwrnntnLVVY10dMQdjRSCkmuhNrPbgIOAtJktAy4CFgBuZvOAl4Fjw91/TrCMzIsES8mcPO4BSywyGXjhhUqOO250BfXMmZ088kgVhx7amefIRHKjXCdjsbmVDZqbe3n11STTp6s7o4hINvX1Gc48s5Urr2ziggvWaRnCMldyBbW7Hz/EXbOz7JsBzog2IilEv/1tNe9//+iL4fe8p5tvfatRBbXERrlORuv11ytIp3uHvH/atB5+8xvNESEisjnTpvVx9NEbuP76ek4/fX3c4UiMyqXLt8jb/Pa31cyaNfpiOJkMWrk3t/SMiEgheuaZSvbYY+jW56237mPlSn08EBEZzp57drPDDr0sWaIvIcuZ/mNK2XnooWr22adrzN1z9tqrmz//WetRi0hxefbZSnbbbejlApNJ6OtT/0URkVwccUQHr7+e5Mkn9ZmwXKmglrLy6qsVPPlkFR/84NhnkZg1q5Pf/lZLy4hIcVm/PkFjo2bwFhHJl3nz1vOrX9Xw8sua0LEcqaCWstHdDd//fiNnn52f5a7q6zO0tSXoHXooooiIiIiUuEQCvvCFVm64oYF169TDp9yooJaykMnAVVc1cuqpbdTW5u95Dz20kwce0LgZESkO69cnqK0dvnW6oiKjOSJEREagqgrOOWcdV17ZSI8WSSgrKqil5HV0wNe+1sThh3ew0075bU7ed98unnyyiox6T4pIEbjhhnqOOWb45QK32qqPVav0EUFEZCS23DLDKaes52tfa9Ia1WVE/y2lpK1eXcGll27BKae0sddeQ0/CMxYzZ3bx2GNVkTy3iEi+/PrX1Uyf3kNz8/BfLPavRS0iIiOz0069fPKTbVx66Ra89ppKrXKg37KUpN5euO22On7wg3q+/OV1NDdH13fxsMM6eOCBGrq6IjuEiMiYrF5dwWOPVfHhD+fWZKKCWkRk9Jqb+7jggnUsWtTA0qWa/bvUqaCWktLXF7TCXHJJE+96VxfnnddKQ0O0/bETCTj55PXcdFN9pMcRERmNTAYWLmzgM59py/kxO+zQw+OPV7N8uT4miIiMRm1thgsuWMdTT1Vxzz15nMBHCo7+U0pJWLWqguuvr2fBgkaSSbjkknXMmDF+M0LsuGMvjY0Zfv97df0WkcLyH/9Rx5w5G0a0VFZ1NVx44ZvceGMDTz+t1hURkdFIJOCTn1xPY2MfV1/doJVhSlQq7gBERqOvD55+upJHHqmmtTXBxIl9fOQjG5g8Ob5paT/+8XauvLKRKVN62XlnZUwRGT8bNgRFcMWgr8lfeCFFa2uC97535HNI1NTAV7+6jmuvbeC11yo45JDOPEUrIlJeDjmkkx126OXii5s455xWtthCs9mWEhXUUvC6u+Hll5M891wlL7yQoqcnQSIBe+zRzQknrKepqTCSUv8ahFdc0cSxx7bzzndqzQQRGR/f+14jXV0JzjtvHanwP/vq1RUsXlzPJZe8OernraiAM89s+//t3Xt4VPWdx/H3XHK/QMJFCBeFwoqXiosrS7tA67XWqrQFfwJKi0W3dp9StYo+ahWKVVxFCdjWtiJFu6j9PWIX6bZVW5a1ihYrXhB9WpEilxA0QEKSmVxm5uwfZxImQiBMJjmTyef1PPNkLmfO/PI7c75zvud3OfziFwVs3hzjs5/tmskdRUQy3ejREW66qZYHHihi9uwQo0bpODFTKKEWTzkOhMM+9u71U1kZiN/81NUdamYJBh1OPDHKySc3c9FFDa0Hi+koGIQ77jjI0qWF7NjRzIUXqkVHRLpWXZ2PYNBh6tQQd99dzO23H+S997J47rk8brvtYEpi5jXX1DN/fjEjR0YoKEiPk5giIj1N374OCxYcZNmyQsaObea883ScmAnSODWRdOI4bktxU5OPpiYfjY3Q2OiLP4aGBl/Caz4aGqC21k9dnY9QyEcs5mt33Xl5DgMHRhk0KMpnP9vEhRfGevQBm98PN95Yx29/m8uiRUVce209/ft71xVdRDLbs8/m8bWvhRkxIsq119Zz6619OeOMZu666yC+9kPvcfH7Ye7cOhYvLkrpekVEeptgEL7//TqeeSaPn/2sgNmz68nN9bpU0hlKqJP04INF3fZZjgMFBQFCoe75TMfhiAdLwaBDTo5Ddjbxv+4tJ+fQ44KCGP36QW6uQ2FhjMJCh4IC57Bxfb3BJZc0MGlSI48+Wki/flGmTw+Tl9dzTxSIiHfq6nxs3JjNhx8Gufrq+tZWZ8eBHTuCjBgRAmDo0Cjl5dVdUoaBA2NMmRLm5z8v4NvfrldSLSLSCdOmhfnwwwBLlhQxeHCUK64IkafJwHskJdRJuumm2m79vP79c6iq6t7PlM7r08fh5ptr2bo1wMMPF5KT4zB1apihQzVpmUgm27PHz4ABsQ53t3Yc2LAhm/Xrc+KTizk4jpuxRiJQWOgwfnwTkyY1snhxEbfeWovPB6++ms2ECd3XZfDMM5upq/OxeHERAwZEmT071G2fnQ6c+DnR3nAyYd26HM49V91RRbrSZz4T5bbbatm2LUB5eRGDBkWZPl2JdU+jhFqkG4waFeWWW2o5cMDHc8/lsXt3gAEDYkya1MjJJ0d6xcGZSKbbv9/PmjW5VFQEKCuLcuCAn2jU3blHjowwdmwzJ5wQJRZzr1TgOO6QmRdeyOWjj4J8/vON3HZb7TF79Fx4YQOPPFLIf/xHHevX53Drrd17snXixCYmTmzipz8tZPfuAEOGHDpBuHVrgBdfzGXKlDBlZUcf6rJtW4Dhw6NJjfHevj3A/v1+xo07fJK06moffft2rjdQLAa1tb7DZuLduDGb998PHvNEQjjsO2qPpFjMTcqXLSvk+uvd56JRCATaLheJ0G79bNkSpKDAYfDgKM8+m8+MGW6ZHAe+850Spk8PMXmymxAf7TtlbR7GhNt8luPArFn9eO65T3jvvSxmzQpRW+uL95hTTyuRVBs5sm1ifcIJMWbMCKlnYw+hhFqkG5WUOHzzm+5Bzyef+HnllRzWrMnDcWDAgBhnnNHMqac264BF0kbi8Ba/3x3C4Q7liCXcdx+33M/Pd3r8SaKmJncf3bcvQCDgUFTkDmMpKnLISrgsc3MzrFuXyxtvZFFaGuPSS8MMGdI2kYzF3OTx7bezqarKwe8nfnOHw0ya1Mg3vtHxlt5x45qprvZTXl7IgAGxw5Kw7jJ7dj0LFxZzwglRolEf4bCPk06KcPHFDaxenc/cuXU0NMCaNXlccUX4sPc/+GARl13WwJe+1NDm+VDIR3W176gJ+ZtvZlNREaC0NEZjo4+TT3Zny/3wwwA//3kh99/vzmwejbpzfyQelEaj7i072338t78FW98P8I9/BPjrX931X399HY7jJph+P2zbFuSHP+zDqadGGD++id//PpcJExopLGz7vTj99EG89VblEa/9/fe/B3n55RzCYR/W5jNrVozSUli0qJgf/OAg4CbuGzZks2pVPhs3fsyWLUFOP90tY8uwrJtv7ss777j/hN/vMGNGiL/8JZs//jGHtWvzWLs2jzvvdOth1qwQfr9DIODO/j54cIwVKwr41rfqufHGEkIhHwsW9OHqq+u55ZZamuPnKW64oYRTTmmmsjLA8uUFjB3bzLnnNrBwYbubRkQ6oSWx/sc/ApSXFzJwYIyZM5VYpzuf42gDGWMuApYCAWC5tfa+Y7zFqaio6PqCJejfvz9VVVXd+pnSvfVeVeVn8+YstmzJIhRyLw3m80FZWZQRIyIMHx5h4MBYm4O2TNUTv+9lZWUAaZ1GdjbWRSJQX++L39xJBw+/7yZWLRMRHi2x9vnc5DsxSS8rKyYarT4sYe/sPAyxGNTU+Ni/38+BA+5t/34/VVUBwuHDC5mV5TBgQIz+/d1ksbbWR22tn9paX2urc8t6zzmngbPOau72kwgtyVxJSed/x5Pd5z76yO1tk5/ftgyLFhUxd24d991XRCAA119fR2npoQR5164AL76Yw+7dQaZPDzFoUJTCQncdzz+fy4YN2SxYcJCnnspn5swQ69bl8O67WVx3XR3Z2bBkSSENDT5KS2Ps3+/nssvCnHZahPLyQiorA9x3n5tI/uY3eWzfHuBzn2tiwoQmAF54IYfqaj/GhNm2LcCsWf148cVPiETg0UcLGT26mRUrChg1KsL06SG2bMkiP9/h8svDLF5cxJIlRXz5y2F+9KMazjtvINnZDuXl1Uye3Mjf/hZkzJgIQ4aUMW5cE5MnN7JnT4CHHnLHtcdiMGxYGQsX1vD221l88EGQSy4JEAjU8b//m0tdnY//+Z8qrr22hE2bsqmsDNC3b4zqaj/vv7+HRYuKeeKJgtbnWvTrF+Xllz/m0kv7k5/vtCbaZWURKioOtZ1MntzASy/lMmdOHY89Vnjc27tF/NAxbeNdsrGuJ/72SGbbvj3A6tX5RCIwbFiUSZMaGTbsyMMG9f1NvY4e2/X6hNoYEwD+DlwA7AJeB2ZYa987ytuUUPcSXtd7LAZ79gTYti3Azp1BPv7Y3+Zg3m01cSgudigpibXe+vZ1/xYX98wJ4byu92Ske0KdjrEuFnNbI+vqfPErAvgJBPqye/dB6uv91Nf72lwpwOc79hjWxNcTf958PujTx90vSksP7StHSgZ7o1Tvcy+9lMPjj+ezaFENjY0+1q3LwZgQb7+dzZgxzSxZUsT119fy7rvZ7N3r57XXspk//yBFRQ4PPVREOOwmy5s2ZfHww9UsXVrIlVeGWL06jxtucGcbb2k5jkbd7vZTp4bZujVIRYXbZJ+V5VBd7eedd7IYMybCokU17NnjZ8GCPowaFWHevFp+97tcXnstm4YGHzt3Bjh40M9XvtLAihUF1Nf7GDUqQn29j3POaeSSS8L84Q+5rF6dz549Ac4/v4EDB/ycckozjuNOHPfmm9m88srHDBtWxpQpIdasyceYECNHRli9Oo8dO4I0Nvro1y/Kvn0BRo9u5oMPOn6WtLQ0yv79HnVJSJDOCXVnYl1P/O2R3mPHjgAvvZTDrl0B/H44/fRm/u3fGluHpuj7m3odPbZTl28YD2y11m4DMMY8DUwBjhZ4RbqF3w9DhkTjYxSbjrhMS8tbS6vbvn1+tm4NcuCA22rYMrHRkSQmHIGAQ27uoVncW265ue5M7u6M7ok3d+b3rCz3bzB46G8g0Dsm7elh0i7W+f3uZFstLZMQpX9/h6qq5CZCau8KBdL9Jk1q5OyzG1sn1nnnnSz27Cli/Pgmli8vZObMEKWlTusY389/vok77+xDdbWfUaMifO1rIcJhP2ee2cSrr2YTDLqtM83NPubPLyYc9jF6dIQBA2J89ath/vSnHMrLi/jVr/bx1lvZVFT4ycmBUaMifPe7fTlwwM/Klfns2BHk3HMb2Lw5i5tu6sNHHwVZsKCGG24oobQ0ximnNPP003ksW3aAsWObyc93mDq1HzU1Pq67roT7769hypQww4dHmT+/mJ/85AC5ue5JgFWripgxo5577ikG3M8GuPfeaubMKeXiixuorAzw61+7re4PP1zEBx9kUVzs8OqrlZx22mAAxo1rYtMmt4X5gQeqmTevb2u9zplTzwMPFLc+PuGEKHv3ep9gp5m0i3UiqTB8eJSrrnKHB0Wj8O67WTz5ZD4HD/rx+6G42E/fvnkMGxZl+PAogwdHPRsS1NsooYYhwM6Ex7uAf/WoLCLHze93x2aXlESB5GcPj0TcsYYNDYeuMd7YeOi64o2NbtJ+6HlobvYRiUAkcuhvczOtregdTW4+nQjl53ftZeKOlni1vObztR0H3NIFv+W5xMc+H/zoR11W3FTJ+FinZDp9+Hy0maV28eKa1u1zpJmjhwyJcvnlbkvuhg05reOFGxpg7twSvve9OgAuvzxEJOJj6NBIm+u2nndeI6NHR8jKgrPPbnvycfLkRmbODFFT42fQoBgXXdTAFVeE28SBadNCnHhilKYmuOaaesaMOTSm+tln9/HjHxdy++1VbbqtP/hgTev90aMj3HtvNd/8ZohHHilgzpw6rrgixJe/3EBeHhQVOcyb587MPn9+DX36OKxdm4cxIe66K5eaGoeFC2tYtSqf8vIDvP12Nv36xRgxIsLu3RVs3JjN00/nc/75DXznO3VkZcGbb2YxblwzEycO5Kqr6ikqcpgwoZE338zm+edzuffeGu66qw9f/3qIpiYft9zSl3nzDlJeXhSvgxCvv57NwoV9eOihA4wf38STT+azd2+AK68MsWFDNkuXFrF8+X7uvruYvDyHzZuzeeqpKqB/Ml+L7pLxsU4kEICxY5sZO/bQxI/kWfEAAAmHSURBVIx9+uSweXMTO3YE+POfc6is9BOJ+A47lnH/ukOusrPdBpVAwG0UCQSI31oaStyekC2NJXD8PbqS+W1O9vc81Z81bVoH16Eu3+Zy4EvW2mvij2cB4621cz+13L8D/w5grT2r2wsqIj1B2qZ0inUikmJpGe8U60QkxY4Z63rg6MqU2wUMS3g8FDhs0KC19hfW2n+x1v4L4DPGPIpbwYfdjve1jjxnjHmjvXV2xe1o/0NXraMjy2d6vaei7ru73o/2ei+s93SmWNe12z6ly2uf6x317kXdp/D3PV0lFevwYFt0xy0V2zvdPtuLY9Rk39fR5VMUnzLu+5uq7d3Jzz4mdfl2J6sYbYwZAewGpgMzO/C+tSl8raPPdadUfP7xrqMjy2d6vUPny9Dd9X6011Xv6UOxrn3a57yheveGF7/v3SnZWJepvNxWXfXZXn6HuyLudHS5dN7vulLaf4d7fZdvAGPMxUA57uUVVlhr7/G4SIcxxvw1fhZVupHq3Ruq966hWCftUb17R3WfesnGOm0L6cn0/fWOWqgBa+3vgN95XY5j+IXXBeilVO/eUL13AcU6OQrVu3dU9ynWiVinbSE9mb6/HlELtYiIiIiIiEgSNCmZiIiIiIiISBKUUIuIiIiIiIgkQQm1iIiIiIiISBI0KVkGMMZ8FfgKMBD4ibX2BY+L1CsYY0YCdwB9rLXTvC5PJjPGFAA/BZqA9dbaVR4XSTygWOcNxbruo1iXvrQfSE+jeNJ9lFB7zBizArgE+Nhae3rC8xcBS3Ev+bDcWntfe+uw1v438N/GmBJgMaCDzGNIUb1vA+YYY57p6vJmouPcBl8HnrHWrjXG/BrQj0IPo1jnDcU67ynWeU/7gWQKxZP0pITaeyuBHwNPtDxhjAkAPwEuAHYBrxtjnsPdSRZ96v3fstZ+HL//g/j75NhWkrp6l+SspOPbYCiwOb5YtHuLKSmyEsU6L6xEsc5rK1Gs89pKtB9IZliJ4knaUULtMWvtS8aYkz719Hhga/xsKMaYp4Ep1tpFuGel2jDG+ID7gN9bazd1cZEzQirqXTrneLYB7g/EUOAtNPdDj6RY5w3FOu8p1nlP+4FkCsWT9KTKTU9DgJ0Jj3fFn2vPXOB8YJox5rquLFiGO656N8b0M8b8DPhnY8xtXV24XqK9bfAsMNUY8wiw1ouCSZdQrPOGYp33FOu8p/1AMoXiicfUQp2efEd4zmlvYWvtMmBZ1xWn1zjeet8H6KA+tY64Day19cDV3V0Y6XKKdd5QrPOeYp33tB9IplA88ZhaqNPTLmBYwuOhQIVHZelNVO/e0zboXbS9vaF69562gfe0DSRT6LvsMbVQp6fXgdHGmBHAbmA6MNPbIvUKqnfvaRv0Ltre3lC9e0/bwHvaBpIp9F32mM9x2u3dIt3AGPMU8EWgP7AXmG+tfcwYczFQjjvb5Apr7T3elTLzqN69p23Qu2h7e0P17j1tA+9pG0im0Hc5PSmhFhEREREREUmCxlCLiIiIiIiIJEEJtYiIiIiIiEgSlFCLiIiIiIiIJEEJtYiIiIiIiEgSlFCLiIiIiIiIJEEJtYiIiIiIiEgSgl4XQOTTjDEnA08Do4A7rLXLPC5StzLGrARmAhXW2pNSsL45wFKgABhtrd3a2XWKSOcp1inWifQGinWKdZlOLdSSjm4B1ltri3pb0E1wf2LQNcasN8Zck7iAMeaLxphdx1qRtfYxa21hF5RRRDpHsU6xTqQ3UKxTrMtoSqglHZ0IbGnvRWNMoBvLIiLSVRTrRKQ3UKyTjKYu35JWjDHrgC8AE40x5cA44HYgjBuQvwBMMcb8GbgHMEAO8BvgRmttOL6eecD3AQf4AfAY8W4xxpj1wH9Za5fHl50NXGOtnRh/PAZ4GDgL+AS401pr46+tBOqBk4DJwHvATGvth/HXTwPK4+9txu2SswLYBgyz1u6LL3cW8AegzFrbnIJ6+xzwYsJTQaAyFV2LRCT1FOuSrjfFOpEeRLEu6XpTrOtB1EItacVaey7wZ+C71tpCa+3f4y/NxA20RcDLwH8C/wSciTsmZwhwF4Ax5iLgZuACYDRwfkc/3xhTgBvAngQGAjOAn8YDaosZwA+BEmBrvFwYY4qAPxIPqPFy/claWwmsx/2RaHEV8HQqgi6AtfbVeH0Vxsv1GvBUKtYtIqmnWJccxTqRnkWxLjmKdT2LWqilp1hjrX0FwBjTCFwLnGGt3R9/7l7cYHkbboD7pbX23fhrC3CDZUdcAmy31v4y/niTMWY1MI1D3ZWetdZujK97FfBQwnsrrbUPxh83AH+J338c+B7wSLxr0wzgso7/+wAsM8YsTngcBKqPtBzu2dY7jnP9IuI9xTrFOpHeQLFOsS5jKKGWnmJnwv0BQD7whjGtJwd9QMsYnDLgjYTlPzqOzzkR+FdjTGJACwK/SnhcmXA/BLRMDDEM+LCd9a4BfmaMGYl7BramJXgfh++1dGcCd/IK4L8SFzDGfBv4IjDBWhs7zvWLiPcU6xTrRHoDxTrFuoyhhFp6CifhfhXu2JvTrLW7j7DsHtwg2GL4p16vxw3cLQYl3N8J/J+19oIkyriTds6YWmsbjDEWuBIYQ9tAnhLGmEnA3cBEa21NqtcvIt1Cse4YFOtEMoJi3TEo1vUcSqilx7HWxowxjwJLjDHftdZ+bIwZApxurX0esMAvjTFPANuB+Z9axVvA140xy3HPes4B9sZf+y1wnzFmFu41E8Edz1NnrX3/GEX7LfCQMeYG4BEgGzjVWtvSPeiJ+G0gKe62Y4wZBvwa+EbC+CQR6cEU6w6nWCeSeRTrDqdY17NoUjLpqW7FnTjiNWPMQdxJI04GsNb+HndGxnXxZdZ96r1LgCbcYPs4sKrlBWttLXAhMB2owO0G9J+4M04eVfy9FwCXxt/3AXBOwuuvADFgk7V2+3H+v8dyHu4Z2WeMMXXxW7uXqBCRHkOxri3FOpHMpFjXlmJdD+JzHOfYS4n0cMYYh/jlFTwuxzrgycQxM0dY5lHcLkZ7rbWfScFnXo37Y5OLe2Z1W2fXKSLpSbFOsU6kN1CsU6xLJ0qopVdIh8BrjDkb99INw+JnPUVEUkqxTkR6A8U6SSfq8i3SDYwxj+N2X7pBQVdEMpVinYj0Bop1kkgt1CIiIiIiIiJJUAu1iIiIiIiISBKUUIuIiIiIiIgkQQm1iIiIiIiISBKUUIuIiIiIiIgkQQm1iIiIiIiISBKUUIuIiIiIiIgk4f8BOPjWOc2HRLYAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Cell 5 - setting up a 'clean' and 'noisy' signal plus convolution function\n",
+ "samp = 2048 # number of samples (initial: 2048)\n",
+ "rate = 0.1 # sample rate (initial: 0.1) \n",
+ "time = np.linspace(0, samp*rate, samp) # time axis of signals\n",
+ "sig = np.sin(2*np.pi*rate * time + np.pi/5) # clean sinusoid\n",
+ "nos = sig * np.random.rand(sig.size) # adding noise to signal\n",
+ "\n",
+ "taper_percentage = 0.03 # prepare taper\n",
+ "taper = np.bartlett(int(samp * taper_percentage))\n",
+ "taper_left, taper_right = np.array_split(taper, 2) # fill middle part of taper with ones (fit data length)\n",
+ "taper = np.concatenate([taper_left, np.ones(samp-len(taper)), taper_right])\n",
+ "\n",
+ "Sig = sig * taper # taper the signals\n",
+ "Nos = nos * taper\n",
+ "\n",
+ "samp2 = 1024 # generate Gaussian convolution function\n",
+ "rate2 = 0.01\n",
+ "gauss = 0.7 * signal.gaussian(samp2, std=50)\n",
+ "tg = np.linspace(0, samp2*rate2, samp2)\n",
+ "\n",
+ "\n",
+ "# plot \n",
+ "plt.rcParams[\"figure.figsize\"] = (16, 8)\n",
+ "xmx = 220 # max. value for x-axis to zoom in\n",
+ "ymm = 1.1 # min./max. value for y-axis to zoom in\n",
+ "xfm = 3 # max. value for x-axis in frequency-domain\n",
+ "yfm = 700 # max. value for y-axis in frequency-domain\n",
+ "\n",
+ "plt.subplot(231)\n",
+ "plt.plot(time, sig, 'b')\n",
+ "plt.title('original signal')\n",
+ "plt.xlim(0, xmx)\n",
+ "plt.ylim(-ymm, ymm)\n",
+ "plt.xlabel('time [s]')\n",
+ "plt.ylabel('time-domain \\n amplitude')\n",
+ "\n",
+ "plt.subplot(232)\n",
+ "plt.plot(time, nos, 'b')\n",
+ "plt.xlim(0, xmx)\n",
+ "plt.ylim(-ymm, ymm)\n",
+ "plt.title('noisy signal')\n",
+ "plt.xlabel('time [s]')\n",
+ "\n",
+ "plt.subplot(233)\n",
+ "plt.plot(tg, gauss, 'b')\n",
+ "plt.xlim(0, xmx)\n",
+ "plt.ylim(0, ymm)\n",
+ "plt.title('convolution function')\n",
+ "plt.xlabel('time [s]')\n",
+ "\n",
+ "plt.subplot(234)\n",
+ "Fsig = np.fft.rfft(sig) # calculate FFT of clean signal \n",
+ "f = np.linspace(0, (1/rate)/2, len(Fsig)) # get frequency-domain x-axis for plotting\n",
+ "plt.semilogx(f, abs(Fsig), 'b')\n",
+ "plt.xlim(0,xfm)\n",
+ "plt.ylim(0,yfm)\n",
+ "plt.xlabel('frequency [Hz]')\n",
+ "plt.ylabel('frequency-domain \\n amplitude')\n",
+ "\n",
+ "plt.subplot(235)\n",
+ "Fnos = np.fft.rfft(nos) # calculate FFT of noisy signal\n",
+ "plt.semilogx(f, abs(Fnos), 'b')\n",
+ "plt.xlim(0,xfm)\n",
+ "plt.ylim(0,yfm)\n",
+ "plt.xlabel('frequency [Hz]')\n",
+ "\n",
+ "plt.subplot(236)\n",
+ "GAUSS = np.fft.rfft(gauss) # calculate FFT of convolution function\n",
+ "fg = np.linspace(0, (1/rate2)/2, len(GAUSS))\n",
+ "plt.semilogx(fg, abs(GAUSS), 'b')\n",
+ "plt.xlim(0,xfm)\n",
+ "plt.ylim(0,yfm/7)\n",
+ "plt.xlabel('frequency [Hz]')\n",
+ "\n",
+ "plt.subplots_adjust(wspace=0.2, hspace=0.3)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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b9bjAuSXHcZ7CmxxpV1Q5i4iIdDnVzSIikm16dODsOM5QvBnyRuFNf38CsBpvNuLzrbUJL6UjIiIinae6WUREslGPG+PczHGcYrxlBs611q52HOcOvHGerv/7BuCkGMedgjd1PdZazTosIiKpZro6A11FdbOIiHRT7dbNPbLF2XGcHLx12F601t4Y4/mhwDPW2lHtJOUuXLgwJXkqKyujoqIjS9FKMlTOmaFyzgyVc2ZkspwHDRoEvTRwVt3ce6mcM0PlnBkq58zojnVzIP1ZySzHcQwwBZgdXTH7E5M0OwxvUXURERFJM9XNIiKS7XpiV+1dgXHA547jfOJvuwQ42nGcMXjdweYBp3ZN9kRERHod1c0iIpLVelzgbK19i9hN7VoXUkREpAuobhYRkWzX47pqi4iIiIiIiKSSAmcRERERERGROBQ4i4iIiIiIiMShwFlEREREREQkDgXOIiIiIiIiInEocBYRERERERGJQ4GziIiIiIiISBwKnEVERERERETiUOAsIiIiIiIiEocCZxEREREREZE4FDiLiIiIiIiIxKHAWXqMGTNyueyyII2NXZ0TERERERHpSRQ4S4/Q1ARvvJHPMceEmTatsKuzIyIiIiIiPYgCZ+kR3nsvlz32qGfECJg3L9jV2RERERERkR5EgbP0CO+/n8uOO9YD0LdvhJUrTRfnSEREREREegoFztIj1Ncb8vO9v3fcsYH33svr2gyJiIiIiEiPocBZsl59PeTluWsejxrVyBdfhLowRyIiIiIi0pMocJas9803ITbdtGnN45wcaGpSV20REREREUkNBc6S9b74IoeRI7UGlYiIiIiIpIcCZ8l68+eH2HDD8Frb1lknwvLlanUWEREREZHOU+AsWS8SgWCLFag23bSJuXM1zllERERERDpPgbNkPROjYXno0CbmzVPgLCIiIiIinafAWbJaQwPk5Littg8ZEubHH4MxjhAREREREUlOj2yScxxnfeABYD0gAky21t7sOE5f4FFgKDAPcKy1K7oqn9J5P/wQZP31w622h0IQDmuMs4hId6G6WUREsllPbXFuAs631o4AdgLOcBxnJPBH4BVr7abAK/5jyWLexGBN7e8oIiJdTXWziIhkrR4ZOFtrF1lrP/L/rgRmA4OBQ4H7/d3uB8Z2TQ4lVebPDzJ0aOsWZxER6V5UN4uISDbrkYFzNMdxhgJbA+8BA6y1i8CrwIH+XZg1SYFly4L06xeJ+VxpaYSVK9VdW0Sku1HdLCIi2aZHjnFu5jhOMfAYcK61drXjOIkccwpwCoC1lrKyspTkJRQKpSwt+VlhYZDy8rw1j6PLefhwQ21tIZts0nryMOkcvZ8zQ+WcGSrnzFLd3PuonDND5ZwZKufM6I7l3GMDZ8dxcvAq5oestY/7mxc7jjPQWrvIcZyBwJKWx1lrJwOT/YduRUVFSvJTVlZGqtKSn9XUlFBRUbnmcXQ5FxfnMGtWgIED67sqez2W3s+ZoXLOjEyW86BBgzJynu5KdXPvpHLODJVzZqicM6M71s09squ24zgGmALMttbeGPXU08Dx/t/HA09lOm+SOYMGhVm4UEtSiYh0B6qbRUQkm/XUFuddgXHA547jfOJvuwS4FrCO45wMfA8c0UX5kxRoaIBQqO1u2OXlESoqeuS9IRGRbKS6WUREslaPDJyttW8Bbc0KtXcm8yLps3hxkPXWa3tG7WAQXFeTg4mIdAeqm0VEJJupOU6y1k8/BRk4MPaM2iIiIiIiIqmiwFmy1sKFAQYOjL+Gs6sJtUVEREREpJMUOEvWWrQo2G7gDAqeRURERESkcxQ4S9aqqgpQUhI/Ku7bN8Ly5Xqbi4iIiIhIxymikKyVSEvyeuuFWbxYb3MREREREek4RRTSo5WXh1m6VGs5i4iIiIhIxylwlh6tf/+IWpxFRERERKRTFFFIVopEIJDAu7d//4hanEVEREREpFMUOEtWWrnSsM467a/hXFDgUldnMpAjERERERHpqRQ4S1ZaujRIWVn7S1GJiIiIiIh0lgJnyUpLlwbo37/9FmfQOs4iIiIiItI5CpwlK1VUBCkvTyxwFhERERER6QwFzpKVliwJJNxV22iIs4iIiIiIdIICZ8lKq1cH6NMnsT7YeXkutbVpzpCIiIiIiPRYCpwlayXaklxeHqaiQktSiYiIiIhIxyhwlh6vf/8IixfrrS4iIiIiIh2jaEJ6vPLyMEuXqsVZREREREQ6RoGz9HgDBkRYskRvdRERERER6RhFE5J1IpHkZsru2zfC8uV6q4uIiIiISMcompCss3JlgHXXTXwN52AQwmGtSSUiIiIiIh2jwFmyzpIlAcrLE1vDuZnWchYRERERkY5S4CxZZ+nSAOXlibc4i4iIiIiIdEaoqzOQDo7j3AscDCyx1o7yt00Efgcs9Xe7xFr7XNfkUDqjoiLIVls1dHU2REQkCaqbRUQkm6U8cHYcpy9wATAGKI5+zlq7R6rP14b7gNuAB1psn2StvT5DeZA08bpqq8VZRCTL3IfqZhERyVLp6Kr9L2Bn4D/AlBY/GWGtnQEsz9T5JLOqqgKUlLhJHVNYGKG6WgOdRUS6iupmERHJZunoqr0LUG6trU9D2p11puM444EPgPOttSu6OkPSMclO9lVWFmHp0gBFRclNKiYiImmnullERLq9dATOnwFDgLkdTcBxnPWBwdbad1OWK7gDuApw/d83ACfFOPcpwCkA1lrKyspScvJQKJSytHq7wsIgZWV5MZ9rq5w33tjQ2AhlZcm1VEtsej9nhso5M1TOXUp1cy+gcs4MlXNmqJwzozuWczoC51eBFxzHmQr8FP2EtfbeeAc6jrMB8DDe+GgXKHYc53DgAGvthM5kylq7OOo8dwPPtLHfZGCy/9CtqKjozGnXKCsrI1Vp9XY1NSVUVFTGfK6tcs7NDfHNNyE23bQu3dnrFfR+zgyVc2ZkspwHDRqUkfNkC9XNvYPKOTNUzpmhcs6M7lg3p2OM8+7Aj8C+wLion+MSOPYu4FmgBGj0t73kp9UpjuMMjHp4GDCzs2lK9igv97pqi4hI96G6WUREskXKW5yttb/oxOE7AAdZayOO47h+eqscx+mTTCKO4zwM7AWUOY7zI3AFsJfjOM0t2fOAUzuRT+kibgd7WvfrF2HZMgXOIiJdRXWziIhks5QEzo7jGGut6//dZnRirW1vDaHFwCbAV1FpjwS+TyY/1tqjY2zO2Kzekj6rVxtKS5NfiioUgkhEs2qLiHQV1c0iIpLNUtUEtyrq7ya8btbRP83b2nM98IzjOCcCIcdxjgYeBf4vRfmULFdREaCsTGs4i4iIiIhI5qSqq/YWUX8P62gi1tp7HcdZjjdz5g/A8cBl1tonO5k/6SGWLQvSr5+WlBIRERERkcxJSeBsrf0h6u/5nUzrSUCBssRUURFg6NCmrs6GiIiIiIj0IulYjgrHcQ4B9gTKgDUDS62142Ps22q9xljaW8pKeoeKigDbbaeu2iIiIiIikjkpD5wdx7kCOA14BDgCb4mpY/DGKscyLupvA+yKt/7zD8D6wHrAW4ACZ2HZsgB9+3YscM7Lc6mthYKCFGdKRERERER6tHSsz3MSsK+19jygwf/9a2BorJ2ttb9o/gE+By601q5vrd3FWrs+cIG/XYRIxBDq4O2e8vIwFRXB1GZIRERERER6vHQEzutYa2f6fzc4jpNjrX0fr+t2e44Dbm2x7TbWbpUW6ZCysghLl2otZxERERERSU46ooi5juM0z7I9EzjdcZxxwIoEjv0JOKTFtl8DS1KYP+mlyssjVFQocBYRERERkeSkY3KwS4F+/t9/Ah4CioHfJ3Ds2cC/Hce5EG+M8wbASLyx0iKdUlYW5vPPc7o6GyIiIiIikmVSHjhba5+L+vs9YJMkjn3JcZyNgQOBQcCzwLPW2mWpzqf0PmVlanEWEREREZHkpWs5qkK8gLk4eru19u32jrXWVgAPpiNfkt0aGyEYdDt8fG4uNDWZ9ncUERERERGJko7lqMbjTejVANRGPeXidb2Od+yb/n6tWGv3SFUeJTstXx6gXz+t4SwiIiIiIpmVjhbnvwO/tda+1IFj72nxeD3gZOCfnc6VZL2KigBlZQqcRUREREQks9IRODcAr3fkQGvt/S23OY7zGDAV+EvnsiXZbtmyYKcDZ7fjPb1FRERERKSXSsdMSZcBNzqOU5ai9BYAW6UoLcliFRUB+vULd3U2RERERESkl0lHi/NXeK3Dv3ccp3mbAVxrbTDegY7jnNRiUyHwG+DdVGdSsk8qumrn5LjU10NeXooyJSIiIiIiPV46AucHgQeAR1l7crBEjGvxuBp4G5iUgnxJllu9OkBJSef6WjcvSTV4sMZKi4iIiIhIYtIROPcDLrfWJh3hWGt/kYb8SA9iOrmaVHl5mGXLggqcRUREREQkYekY4zyV1i3HCXEcZ3kb25d0KkfSI3Q2aAavxXnp0nS87UVEREREpKdKR4vzDsCZjuP8GVgc/UQCazHntNzgOE4OEHdstEiiyssjfP11Ot72IiIiIiLSU6Ujgrjb/0mY4zhvAi6Q7zjOjBZPD8Eb5yzSaWVlYZYu1X0YERERERFJXMoD51hrMSfgHryZt7cHpkRtd/FarV9NQdYki6Vq/eWCAqivT0GfbxERERER6TXS0mfVcZwT8cY5D8Zbh/lBa+3UtvZvDrYdx3nXWvtlOvIk2a2mxlBUpAm9REREREQk81IeOPtjm8cDNwDzgQ2BixzHGWStvTrG/uOstQ/6D3dxHGeXWOlaa+9NIg/3AgcDS6y1o/xtffGWyBoKzAMca+2KRNOUrlVREaBfPwXOIiLZSnWziIhks3RMLzwB2M9aO9la+6K1djJwAHBKG/sfHfX3uDZ+jksyD/f554z2R+AVa+2mwCv+Y8kSFRUBysoUOIuIZLH7UN3cq6xYYfjb30qYNCmQsiFXIiJdJR1dtYuApS22LQMKYu1srf1V1N8pWcfZWjvDcZyhLTYfCuzl/30/8DpwcSrOJ+m3bFmAgQMVOIuIZCvVzb3PbbeVcPbZlSxZko+1BRx5ZG1XZ0lEpMPSETi/ADzkOM4fge/xumpfDbwYa2fHcRJq9bbWdjZqGmCtXeSntchxnP6dTE8yqKIiyKhRjSlJKxBwaWqCkFalEhHpaqqbe6iZM0MMH95Inz4uG2/s8uijOTQ21pLTauFREZHskI7Q4UzgNuBTvHWZGwELnN3G/k14s2e3xfjPZ2QNIcdxTsHvVm6tpaysLCXphkKhlKXVG9XUBBg+vJDc3Pj7JVLOG24YwHXz0b+j4/R+zgyVc2aonLs/1c3Z5403glx8cZj8/CJCoRBHHWV4//1yDj1UfbbTRe/nzFA5Z0Z3LOd0LEe1GhjvOM4JQBlQ0U5r8bBU56ENix3HGejf0R4ILIm1kz8me7L/0K2oqEjJycvKykhVWr3RqlUlrF5d2e5+iZRzQUE+c+Y0kZPTlKrs9Tp6P2eGyjkzMlnOgwYNysh5sojq5h4oHIbq6hKqqiqpqvLKeeONK5g2rYRdd22/LpeO0fs5M1TOmdEd6+aUBM6O42wU5+lix3EAsNZ+2/JJa+38GOkZfg66U3Vr8mngeOBa//dTKUpXskxZWZiKiiBeZwcREelCqpt7oI8+ymGbbRrW2mYM5ORAYyPqri0iWSlVLc7f4HWnbu5Wjf83rN0NO253a8dx1gFuBRy8bt4NjuNMA86x1i5PNDOO4zyMN9lImeM4PwJX4FXK1nGck/HGXh+RaHrSs5SXR5g3TwOcRUQySXVz7/HWW3mcdlpVq+1bb93AJ5/ksv32DTGOEhHp3lISPVhr10zw5TjOicA+wER+Xsf5crxlJtozFQgDY6KOvRK4FxibRH6ObuOpvRNNQ3qu8vIIFRXpWIlNRETaorq592hoMBTEWEtlxx0bmDq1SIGziGSldDS7XQVsaq1tXnPga8dxTgW+wlvDMZ5fAAOjjp3tj5VemIZ8SpZI9dqPRUUuNTUKnEVERFKtpsZQUBC74i4udqmuNjGfExHp7tIRPQSAoS22bUhis2LPiXHsBv526aUqKw3FxVrDWUREpLv7+OMctt667Rbl3FyXxtSsLikiklFliGbmAAAgAElEQVTpaHGeBLzqOM5U4AdgfeAEf3t7XgGmO47zYNSxxwEPOo5zUvNO1tp7U51p6b6WLAkwYIACZxERke7u449zOfHE6jafHz68iTlzQowapQk6RSS7pLzF2Vp7HXAiMAA4BFgPOMla+/cEDt8Zb6KxnfEmCNsZmAvsAozzf45LdZ6le1uyJEh5ebirsyEiIiLtqKkxFBW1PcZqzJgGPv44N4M5EhFJjbRMLWytfQF4oQPH/SIN2ZEst3RpgC220J1pERGR7i7QTpPMoEERFi1KZPSeiEj3ktY1eRzHWW2tLe3AcaVAcfQ2a60mCOulFi8Ostde9SlNMxBwCYchqLpbREQkJZYvN6yzjoZWiUjPlO7FbJOaOtFxnH2Bu2g9QZhLYpOLSQ9UWRmgtDS1U2uvu26EFSsClJWpghcREUmFOXNy2Hzz9mf+Kihwqa1te/ZtEZHuqLutyXMPcA1QCuRE/WgwTC9nUrx6RVlZhKVLu9vbX0REJHt9+WWIESPaH1q1+eaNzJmT7rYbEZHUSve31sgk988HplprNROUpFV5uRc4jxjR1TkRERHpGSoqggn15Bo5sok338xjzBitSyUi2SMtTW6O44xwHOcy4GL/8XDHcbZK4NBJwEWO46S4fVFkbWVlYSoq1PtfREQk0wYPDvPjj6qDRSS7pLzF2XGcI4B/AI8DxwBn4k30dS2wTzuHPwa8CPzJcZyK6CestRulOq+SHdw0DIFqbnEWERGRznPdxIdVpXr4lYhIJqSjq/ZfgP2stZ84jnOkv+1TYHQCx/4beBOYBtSmIW+SZdI1eUhJiUtVlQJnERGRVFi4MMigQcmNtEsm2BYR6WrpCJz74wXK4M2G3fw7kehnGLC1tVZTHQsACxYEGDgw9UPeVVGLiIikzpdfhhKaUbvZoEFhFi4MMHiwLvlEJDuko8ntQ2Bci21HAe8ncOxTwC9TniPJWosWJX8HW0RERDLLW4qq/Rm1m40Y0cgXX+SkMUciIqmVjhbns4HpjuOcDBQ5jvMisBmwXwLH5gFPO47zJrA4+glr7fiU51S6vYULg+y8c0Na0k7H2GkREZHeqLraUFyceMW6+eZN3HdfEfvuW5/GXImIpE7KA2dr7ZeO4wwHDgaeAX4AnrHWViVw+Cz/RwSAn34KMmCAWpxFRER6kqIil5oajZsSkeyRlnWcrbU1gO3AcVemITuSxRobDXl56Uk7EHAJhyGoFTFEREQ6rKkJQiF14xKRni0dy1FtAFwBbI23DNUa1trNEjg+F9gcKAPW3Iq01r6a2pxKb9e/f4QlSwIMHKiJSURERDrqu+9CDBuWfO+wUMilsRFyNNRZRLJAOlqcpwFfApeT5JJSjuPs5h+fB5QCq4ESvO7eWsdZUmrIkDA//hhU4CwiItIJyc6o3WyjjZqYOzfE8OGJTyomItJV0hE4Dwd27uCSUpOAv1trJzmOs8Ja29dxnMuBmtRmUQQGDw4za1YO22+ffGUvIiIinrlzQ+y/f13Sx40Y0cTs2QqcRSQ7pGM5qv8Ae3bw2M2Am1tsuxY4r1M5kqxUXW0oLEzfmKnBg8MsWKABziIiIp3R2GjIzU3+uGHDmvj227RMtyMiknLpWo7qbcdx5tJ6SamT2jl2FV4X7ZXAIsdxRgLLaDFWWnqHBQuCDB6cvrvQhYUutbWa0VNERKQr5ORAU5PqYRHJDukInKcCYWA2SY5xBh4HfgX8C5gCvAY04o17TgnHceYBlX4em6y126UqbUmt+fODbLCBlqISEenpVDdnr9paQ36+ZtQWkZ4vHYHzL4FB1trKZA+01p4b9fcNjuO8hzc52IspzB/AL6y1FSlOU1Js/vwQ226r4e0iIr2E6uYs9NVXITbbrOO9w4qKXKqqDMXFCr5FpHtLR+D8GdAP785xp1hr3+p8diRbrVgRYN1101+Rui4Y9RQTERFJ2pdfhthpp4YOH7/ZZo3MmRNi2201UaeIdG/pCJxfBaY7jjOV1mOc703D+ZLl4uXPBe6y1k7u6gxJ29Id0PbpE2HlSpORAF1ERNqkujlL/fBDiCOOSHZk3s+GD29ixow8Bc4i0u2lI3DeDVgA7Ndiuwt0h8B5V2vtQsdx+gMvOY7zpbV2RvOTjuOcApwCYK2lrKwsJScNhUIpS6u3KCoKUlaWl9QxyZbzyJGG6upCNt1UgXMy9H7ODJVzZqicuwXVzVmqoCBI//7x6+p45dyvHzz1VJCyssJ0ZK9X0fs5M1TOmdEdy9m4bu8NGBzHmQhUWWuvb2MXd+HChSk5V1lZGRUVGrqVqEgEJk0q4fzzk+vxn2w5z54dYu7cEAcfnPz6k72Z3s+ZoXLOjEyW86BBgwA0OCQO1c3Z5brrSrjwwvh1dXvl/Pe/l3DRRZ0e4dfr6f2cGSrnzOiOdXNKWpwdxzHWWtf/u821oa21kVScr6McxykCAtbaSv/v/YC/dGWeJLZFiwIMGJD+GbWHDm3i5Zfz034eERGJTXVz9lq+3LDOOl16aScikjGp6qrdvP4yQBNet+xoxt8WTNH5OmoA8ITjOOC99n9Za1/o2ixJLPPmhRg6NH1rODcrKIC6OjX+iIh0IdXNWWrOnBw237zzY5PLy8MsXRqgvFxBuIh0X6kKnLeI+ntYitJMOWvtt8Dors6HtO+rrzLXfVozaouIdB3VzdlrzpwQBx3U+bp6+PAmZs8OUV7e8dm5RUTSLSWBs7X2h6iHR8Qal+Q4zh+AG1NxPun5li4NUlaWmTvPrqslqURERJKVqrp6880beeyxQvbYQ4GziHRfbY5H7oTL29h+aRrOJT2UMZkLZPv1i7BiRTo+CiIiIj1bKurqvn1dVq5UPSwi3VvKlqNyHOeX/p9Bx3F+wdozk20EaLpE6ZY22qiJuXND9O2rO90iIiKJiERSe4O7Fy/yIiJZIpXrOE/xf+ez9nrNLvATcFYKzyU9WEVFgH79MjdByKabNvLaa/lsv70CZxERkUT8+GOQ9ddP3SSegYAXjAfU8Cwi3VTKAmdr7TAAx3EesNaOT1W60vt89lkOW26ZuSB20KAICxd29YTvIiIi2WP27BxGjEhd4Lz++k18/32QoUPTvxSliEhHpPy+noJm6ayZM3MYNarzy1skSpOCiYiIJGfOnBCbbZa6unrEiCa+/DInZemJiKSaOsRIt1NfbygoyOw5g0EI6ya3iIhIQhoaDPn5qUtv002b+OqrVI4gFBFJLQXO0q101eQgw4Z5E4SJiIhI5hUUuNTXqwuYiHRfCpylW5k7N8SwYakbM5Wobbdt4IMPcjN+XhERkWxTU2PIz0/9nW7NrC0i3ZkCZ+lWZszIY/fd6zN+3g02CPP995ogTEREpD2pHt/cLDfXpa4u5cmKiKSEAmfpVhYvDjBgQOaWompmjCYJExERScSnn+aw1VapD5xHjWpk5kxNECYi3ZMCZ+k20tX1K1EbbtjEd9+p1VlERCSeJUuCrLde6m9yb7ttAx9+qGFTItI9KXCWbuOFF/LZf/+u66O17771vPhiCqcIFRERkYStu67LypW6NBWR7knfTtJtzJyZw8iRmZ8YrFm/fhFWrNBHQkREpC3V1YbCwvT2DtMkYSLSHSlKkG7hww9zGD26oauzwSabNDFrlpalEhERieXzz3PYcsvUj29uNnRoU1ZN1hmJwIwZudx6azEPPFDITz91r0vr774L8s47uSxZ0r3yJZKN9CmSLtfUBE88UcDBB3f9VJqHHlrLk08WdHU2REREuiVvYrD03ejeYYcG3n03O8Y5f/ZZDldcUYrrGiZMqGaffep47LFC7r+/sMtbzefODXL55aW8914uTU3w1FMFXHVVaVbdlBDpbtS0Jl3KdeGGG0o48cRqgt3guzw3F0aMaOKdd3LZeeeubwEXERHpTlauDLDuuumLCocNC/PII9378rSpCe65p4iCApcrr1xNwG+GKihwOeOMKt5/P5frry/hggsqu2TFjnffzeXNN/O4/PLVhPyi3H33Burr4c47ixk0KMzhh9dqNRGRJHXvbybp0WpqDNdfX8Ihh9Sy8cbhrs7OGocdVsu115bQr1+EzTbrujHXIiIi3UmmWlFDIS84DaX5KrWuDp5/voCvvw4RCHjdrjffvJF99qmnqCj2i/3hhyB33lnM8cdXt3mNsMMODeTkuNxySzHnnFOVzpfQyqxZId55J5cLL6xs9VxeHpxzThVvv53LX/9ayrnnVlJSkh0Dyhsb4b//zeOrr0IMHhxm773ryNd8rpJhCpylS3z/vVfxnHtuJf37Z37d5niMgQsvrOTOO4v54IMIRx1Vs+ZusoiISG/11VehjNxQbl6Wascd09Pzy3Xh6afz+fzzXMaOreGww2rXbJ81K8TkyUXU1RlGjmxkxx0b6NPHZe7cINOn55OfD5dfvoq8vPjn2HrrRqqrDVOnFnLiiTVpeR0tzZ8Pjz1WyKWXro673y67NLD55k1cd10Jv/1tLaNHp2/Meip88kkOjz1WwIEH1nHkkTXMmxfib38r5eCDa9l+++6dd+lZFDhLxn38cQ4vvJDPxImryO2mw5hCITjzzCo+/jiHyy8v5fjja9h0U7U+i4hI7/Xuu7nsu2/65yPZZZd6br21JC2B87x5Qe69t4gDDqhrFWAaA6NGNTFqVNWaIPqll/JZtSrABhs0MWFCNaWlibfQ7rZbA6tXB3j88QJ+85vahI5xXaitNYRCblLXSCtXGm69NcjFF69O6GZ/v34RJk5czf33F/LOO7kcf3wNBQXdq/W5ttZw551FDBgQWatL/OjRjWy1VSN33VVEfb1ht900tE4yQ4GzZNRXX4WYPj2fP/6xa8b9JGvrrRsZNaqRe+8tYtasHMaOTaziExER6WkWLgwyaFD6e4nl53sBZEMDKbvBXltrePDBQsJh+POfV7fbYvxzEN25m+a/+lUdDz9cyCuv5LH33vVt7rdoUYBHHimkvt5QWupSXw/V1QG2266B/fevi3vNVFcH111Xyv/9X5imJLIbCMCJJ9Ywf36Qm24qpl+/CI5TwzrrdH0A/frrebz6ah6nnlrF4MGt33PGwGmnVTNpUjH9+/ecoXVNTTB9ej5ffJFDMOiy3XYN7Lprg3o+dhMKnCVj6uvhgQcKufLK1VkRNDfLyYFTT63m3/8u4Pnn8znwwK6f/VtERCSTGhu9+jBT9t+/jueeK4h7w7qqynDvvUXU1BhCobXHYAcCMGRIE4EAzJsXIhIBx6lh2LDMz6ly9NE13HdfIY895rU8R18DLV8e4L77CikocDnxxOpWQetbb+VyxRWlHHVUDSNHtg4Oa2sNf/tbCb//fSXrrNOXiork87fhhmH+9KdKFi4McN99RYTDhiOOqGGDDdJXVpWVhsWLvWgwNxdyc13q6gyffprDJ5/kstNODQldL559dhVXXFHKn/5U2ea49Gzx3XdBpkwpYuzYWg48sI5w2BvXPXFiKfvuW8fuu6tlvasZt6vny+/e3IULF6YkobKyMiqS+DZbsCDAf/5TQEGBy9ixtfTp07H/08KFAZ5+uoD8fJfDDut4OosWBXjqqQLy8rz8dGRGzX/8o5iDDqpl6ND0fREnW87JuummYg4+uI5NNkn+zubcuUFeeKGAvn0jHHpoLYWFHftffPttkOefL2DddSOMHdvxdObNC/LccwX06eOlk0yFE13O8+cHee65fEpKvPdGcXHH8vP990GefTaf4mIvnY5OWPLDD146RUUuhx5am1S3umgLFgT5z3/yKSz08tPxdDr+WY4u5+jP8tixtR1uEWj+LOfne+XT0dlxlywJ8OSTBeTkeOn07duxdJYuDfDEEwWEQjB2bC19+3asNWvZMq87ZCDgpdOvX+LpRJdzRUVgzZJ0Y8fWUlaW2ta1QYMGAWTRrcNuqcvq5t7sv//NJRw27LFH262mbeloOV95ZSl//vPqmJOEvfxyHv/9bx6nn14Vc66UcNj7Hg+HYciQcEaD/rbMmJHLq6/mM3RoEwUFLt9+G6Kw0GXcuOq436FNTfDoo4X88EOQceNqGDzYu4765JMcpk0r5OyzKxkwIJKy93NVlWHatAJ++inIWWdVdbhej+Wdd3J56aV8+vWLMGiQ9zoaGqChwZCb67Lllo2MGNGUVANLRUWAO+4o5tJLM9Mwk47vja+/DvHoo4VcfPHqVu9V14Vnnsln1qwczjqrKutvECQqk9/PidbNvS5wdhznAOBmIAjcY629Ns7uXVI5v/56Hh9/nMOJJ1ZTXR1g8uQijj66huHDkwvWZszI5YMPcjnxxGpqagyTJxfjODVssUVy6fz3v7m8804eJ51URV2d4e67i/ntb2uS6r40a1aI//0vlxNOSO8EGen+kDU1wcSJpUycGLsib8u//13AsmUBjj22hsWLA9x7bzGnnVbF+usndxPhiScKWLzYS2fp0gD33lvEhAnVSd+M+M9/8vnhhxDjxlWzbFmAe+4p4uSTqxO+E99czs8+m89334UYP76a5csDTJlSxAknVCc9S/oLL+Tz1VchTjihmpUrvfyMH1+T9A2K6dPz+OIL77OzapWXznHH1STdhevll/P4/PMcTjqpmsrKAHff3bHP4Kuv5vHJJzn+Z9DLz+GHJ/4ZbC7nN97I4/33c5kwoYqaGsM99yT/GQTvO+Hdd/OYMMH7LN9zTzFjx9ay1VbJTa7y0Uc5vPhiPqeeWk19PdxzTzG//nUtY8Ykl86nn+bwzDP5nHZaNY2NXjq/+lUt22yTXDozZ4Z44olCTj+9inDYWyZmv/3qEp40prmcP/rIm3/hd7+rxnW9dPbZp54ddkjdXX4FzrFlQ93c291wQwlnnlnZbhfnWDpazrNnh3jzzTxOOaV6zbZly7wgafvtvS7M2WjRogANDYYhQ8JJLcW5apXhiScKWLo0iOvCZps18etf165JI9Xv54qKAJMmlXDGGZUp6aI/ZUoRpaWRtCyF9d57ucydG+KYY9I/EVuqy3n1asN115UwceLquO+HJUsCfiNUXUrrpe5KgXMXcxwnCHwF7Av8CPwPONpa+0Ubh2S8cv722yBPPFHI+ef/vIxAJAJXX13KiSdWM2RIYgHJvHlBpk0rXGs5gkgE/va3EsaNS7z7zfffB3n44UIuvvjndFwXrr22hKOOSqzLU2Ojd9f4yivjfyGkQiY+ZF99FeKNN/L43e+q298ZL5irrg6smbUTvLurV11VynnnVSXcwvbyy3msXBng8MN/Tqex0UvnnHOqEm5he+mlPJYvD3Dkka3TOeusKsrL20+nrKwMaytZvDjI0Uf/XEk1NXnp/P73VQwYkFh+3ngjjx9+CHLccT+nEw576Zx6ahUDByaWzptv5vLttyGOP37tdP7611ImTIg9RiqWt9/OZc6c0FqzoHbkM/jee7l8/nkOEyb8/D6JROCaa0oZP746oc9gWVkZzz+/io8+yuXUU9dO59prSzjmmJqEb5p89FEO772Xy+mn/5xO82f5yCNr2GijxNL56acAd9+99p1914W//92bnTXRmx1LlngXv5dfvnY6119fwqGH1iZ8s6OiIsCttxZzxRU/TxzTvD78wQfXJnSzo6ysjFmzlnPXXcVcdtna+Zk0qZgDDqiL2UWyIxQ4t5YNdXNv1/ydc8klrZc4SkRnyvnZZ70bq7vu2sBHH+VQVRXglFOqOtwLqCdLx/u5rs6r/848M/F6PZapUwvZeOMm9tgjfQHflClFbL99Q9I3g5MVXc4rVhhWrgx0uFdDJOI1yJx7bmVCPbdcFx59tIAVKwL87nfVaV+yrSt1x8C5tw013wH4xlr7rbW2AXgEODTdJ12yJEBdAjdFq6oMU6YUc/bZa1dMgQBcdNFqbr+9mNoE5qaqrvZahc89t3U6zcss1da2f91WU2O4885izjtv7XSMgQsuqOTuu4upqWk/nalTizjhhJq0B82ZstlmTUQi8M037X9bzZsXZObMnLWCZvDG81x4YSWTJhUTTiBemT8/yCef5K4VNIM33uyiixJP5/vvg3z6ae5aQXNzOhdfXMnNNxcnNLHI/Pnwv//lrhU0gzcb+cUXV3LLLSU0JlBvLVgQ4O23c9cKmgGCQS+d225LLJ1FiwK8+WbeWkHzz+ms5vbbS2hIoK5evDjA66/nteoZEf0ZrE+gl+KSJQGmT8/n5JPXvrnifQZXc+edxQl9JyxZAs89V7BWa0tzOs2fwUS+E5Yv97p5n3ba2uk0f5anTEnsO6GuDm69tYQLLlh7cr/mdO6/v5AVK9pPp74ebrqphAsvbJ3OH/5QyT//Wcjy5e2n09AAkyZ56URPnGIMnHdeJf/6VyHLl7dfzdXXw803x87PuedW8cgjhQn9v6TDuqRulsS9+24uO+/cNS1cBx1Ux7hxNdTWGn7zm1ouuKBSQXMG5efDJZdUcvPNJQnVN7G8/XYuRUVuWoNmgBNP9OajSaT+6KzPPsvhyitLefTRQj74IJcbbyzh9tsTq9ujTZ5chOPUJDzcyRg46qha9t67nokTS1mwoIdcXGeJ3hY4DwZ+iHr8o78trRobDddeG/+NHYnAddeV8Ic/VMa8Y5WXB2eeWclNN5XETae5xea882Knk5sLZ51VyU03FSeUzrnnVsac0TInB849t5IbbighXqeFr7/2gsuOjAnuzk46qZqpU4viBpm1tXD33cWcdVZVzOdLS12OPbaGO++M/7+orYW77mp9Q6VZcbHL+PE13H57/HTq6uDOO9tOp6jI5YQT2k+nvh5uvDHY6sZMs8JCl5NOquIf/4ifTkMD3H57SasbM80KClwmTKjittvip9PYCLfd1nY6+flw6qlV3HJL/M9OYyPccksJ551XFbMLWV4enH56FTffHD+dpia45ZZizj8/9szxeXlwxhlV7X6Ww2G45ppgm+nk5sIZZ7T/nRAOe2Pz20onJ8f7Tpg0qTjuZ9lrfS3h97+virlkSTDoBc833FAS93PhunDjjSWcfnpVzPH5zenceGP8dMALvk85Jfb4u2DQuzl1ww3t33y5+uogp58e+3UFAnD55avJz4+fhnRKl9TNHbV8ueFf/yrkxhuLeeqp/IRuOmW7GTPy2H335Mc2p0pZWYQ996yPOZZZ0q+gwOXMM73v5WQ7qi5fHuCVV/I54oj0r0rS3EB0/fWlrFqVns9lJAK33Rbgo49yuOyy1Zx2WjVHHFHLxRdXcvDBtfzlL31YuDCx8OrVV/MYMCDSoZnbN9usiUsvXc0jjxTy7LOqoDKlt3XVPgLY31o7wX88DtjBWntW1D6nAKcAWGu3bUikmSoBL78cYtmyCEceGftLf9KkAHvt5bL11vH/Hy+9ZFiyxHDssbHTueWWALvu6rLttvHTefVVw48/GsaPj53ObbcF2GEHlx12iJ/OW28ZvvzSMGFC63QaGuCii4Jcf304Y11JQqEQTcmsxdAJs2fDiy8GOPfc1q/ddeHSS4OcfnqYIUPip/PoowH69HE54IDYZX3ppUFOOy2xdEpLXQ48MHY6V1wR5OSTw2ywQfx0HnvMkJ8PBx0UO52JE4NMmGAYMiR+OT/xhCEQgEMPjZ3OX/4S5Ljjwmy0Ufz8PP20IRyGww6Lnc5f/xrgqKMibLJJ/HSefdZQW2s4/PDY7/lrrglw+OERNtssfjovvGBYtcq0+Vm+9toAY8dGGD48fjovvWRYutRwzDGx07nuugCHHBJg883jl/MrrxgWLjSMGxc7nRtuCLD//i6jRsX/LL/xhuG77wwnnBA7nbvuCrDFFi677RY/nS+/hMcfD3DJJbHTmTIlwCabuOy5Z/x0vvoKHn00yGWXxe5KMXVqgA03dPnlL+On88038NBDQa64InY6990XYNiwAHvumZnvjVzvTmTPj7SS0JV1c7J1xrRpAWbPNhx3nPdd+sUXhmnTAmywgctJJ0V6TM+qaEuWwP33B7jwwo4HrZmsm3uzdJfzjBmGb74xnHRSYu8F14ULLghy+eVh+vRJW7ZaWbnSu8Y4/PAIu+zycx2xerX3Gj78MEA47PWSi0S8G8zbbBPhoIPir529aBH8/e9BTjrJsOWWscu5rs67TnKcCNts03b9NHs2PPZYgEsv7fzNoOeeM3z8seFPf4qkfNmqDz4wvPaaobgYDjoo0u41ZCpl8nsj0bq5B/eMj+lHYP2ox0OAtQZKWWsnA5P9h26q+tbvs08ZEyfW8dZbda3G3D37bD6lpbD++nXtLiOw9dZwxx1FzJhR32rM3fPP51NYaNhww9p209lqK3j77SJef72+1Z2u6dPzyMkJsNFG7aczfDi8804hL77YyLbbrt2sc+ONxRx7bC0rV2Zu6YdMjocoL4dwuJDnnmtqNUnDgw8WstNOTeTnN7Rbhnvv7Y0P7d+/9djzRx4pYLvtwkmlM2BA63SmTStg9OgIhYX17aaz555eb4MBA1qPn33ssQJGjowwZEhJu+W8++7ee2DgwNpW42effLKATTeNUFrafn522cVrMR04sPVs5k8/nc+wYbDOOu1/dnbc0WsJHjSortX42WefzWfwYOjbt/10ttsObrutOOZn+fnn8xkwAMrKEv8sv/FGfavJwqZPz6NvX8Pmmxe3W86jR8M77xTx2msNbLnl2p/BV17Jo6QkwHrrtf9Z3mIL7zvhlVcaGD167XRefTWPpqYAw4e3n05ZGWy0UR6TJwf4zW/WbmF44408amqCbLFFTbvp9O0Lw4fncccdgVYtFTNm5LJqVYittmo/nXXWgS23zOMf/wi0GqLw1lu5LF8e4oQTCjM9jkrW1mV1czJ1xv33FzJgQITf/97ri7lyJQwaBOec401Qd8YZhRx1VPKT9nXEF1+EeOWVfOrqDBts0MTYsbUdmrQrEf/4RzHHHFNDRUXHL/A1ljwz0l3OI0fCe+8VMn16Y0KTOD7wQCH7799IY2Njh5bJ6ow//tGbCPXxx3PIyb7FrL0AACAASURBVPEC5KIil512qufUUxvXatBxXfj44xz+9Kd8+vRxOeKImrXme4lE4OmnC5gzJ8R551WxwQb94pbz+efDHXcUM3t2U8wJ7JYuDXDLLd7cHKkolx12gMLCEBdeWMDFF1emJHj2eheWMHx4E0ceWUdlpeHBBwuoqTGcckp1Rmb27oIxzu0KTpw4Mb056UamTZv2EzBx2rRpT0+bNq0GuAW45ogjjljaxiETKys7NhFGS4WFhYwYsZI77yymrCy8prvRc8/ls2RJgKOOSrwLyzbbNDJ5cjF9+0bWTNTw4ov5LFwYbDXmtL107rmniD59XNZbz0tn+vQ85s8PtRpzGs+YMY089FARxsD664eJRLwvjDFjGpOeZbezCgsLqalJ/4yKzUaPbuTRRwsJhWDw4DCuC//8ZyElJS777pt4t7bttmvgpptKGDasac3yQNYWYAwceGBy6dx8cwnrr9+0ZrzMv/9dQCTijRNLJp1bbilhyJDwmknHnniigPp6wyGH1CVczttt18A//lHCwIHhNcv6PPVUPlVVAQ47LLn83H57Mf37h9dUZs88k8/y5QF++9vEPzvbbtvAXXcV069f68+g4ySXzt13F9G3b2RNOi+8kM+CBUGOPjqZdBqZMsX7DDZ/ll96KY9580Ice2xtwuW8zTaNTJ1aREnJz5/lV17J4+uvQ4wbl/jnYeutG7nvviKKitw1k7K9+mqeP+N54ulstFGYN9/Mo7HRrJlM7fXX85g9e+1J19ozbFiY997Lo6bGrLkZNGNGHp99lrvWpGvt2XDDMB98kMvq1YYNN/TSefPN3DWTrmXye6OkpATgyoycLEt0dd2cyP/+qae8pfJ+9avY31v9+3tdiV98MZ/XXstjyy0bY7Zc1dZ669S++mo+H3+cw6pVAcrKInFbuaItWBDkllu8YQxHHVXLXnvVk5vLmu/rVC+f9tNPAWbOzOEXv+hcN+1M1829VSbKecyYRu6+u5hRoxrjLoc5c2aIefNCHHxw10wQYQwMH97Ebrs1sMsuDey6awPbb9/AwIGtW2WNgYEDI+y+ewPDhjXx738X8PLL+fzvf7m8+WYeM2bkMXp0I0ceWUtOTvvlbAxsv30Dn32Ww7vv5jJmTOOaoVLffBPirruKuOSSjs1Q35b+/SOss47LtGmF7Lhj53rkeJMJlzJ+fA077dRATo43LHC77RrZaKMmbr65hEDAXVOfpkt3rJt7VVdtAMdxfgXchLfkxb3W2qvj7J7ymTvDYa81cvHiIJGIdwG+337JV0iRiJfOTz956Wy9dSMHHJD8l1MkAg89VMjChV46o0c3tnlhEI/rwuOPF/DNNyEiETjkkNqkl71Kha64q+26XnD67bfea997744tX9PQAPfeW8SqVV4Xot12a+jQepmNjV46K1cGiERg550b2Guv5NNpavLSWbHCy89OOzXwy1966SRTzk1N3gRxzelsv30D++yTfH7CYS+dZcsCnf7s3HdfEUuXeulss01jh5Y0iUS8u+lLlnjrhI4Z08iBB3Y8nebvhOjPYDLl7LpeOs3fCVtu2dihC5ZIBB5+2Fsv1HVh1KhGfv3rjn0nPPJIIfPne+lssUUjhxzSsXSsLeC770K4LowY4bWudSSdadMKmDvXa2bYfPOmNS3i3XHmzt6mq+vmeN55x5tpP9GbRwsXBnj00ULq6w0FBS6u68114rqQn++yxRaNjBjRSDAI330X4v/Zu+8wOauy8ePf2V6TEBdCGhDaCwhKlyYQfoKAIEU40kJvCoICryAqERAEFBBEkYh0BQ5dFBUQpSgIwmsBsdBJIRDabraX+f0xE9gkW2Y3uzvt+7muuXbmzPPM3PM8M3vmntP+/OcKmpsT7LBDO9ts09HnXARLvjs0NqZm0l12PH53N1x4YT377Zf5jPSDSSbhnHPGceqpTSu8jq8tzmNjrI7z4sUJLrigvt+lOd9/P8HFF6fuH+muw2Opu5s+h18M5Tg/80w5991XTWVlkq6uVIJ76KHNo7au+IMPVtLUVLLcpLRDce21NWy2WWe/s5Mnk6nW/OeeK+eLX1zM+PFL/394660SHnqokpdeKqO0NPVDQldXqnHt859vyfi152LdXHSJ8xC55EWe8TiPDY/z2PA4j41crJw1oDGrm19+uZQYa/jqV/ueXG8w7e2pL42DtSh3d6eGMvzpT5Wsumo3e+zRyqRJPbz3XoKHHqri2WfL2X//lgGXRevuTi39eMopTUyYsOLf7W69tZrp07vZZpsVH0/u/7KxMZbH+YUXyrjvvipOOmnpCVDb21PLSZ5ySmbLK+WjXH8//+AHdey2Wytrrz30FuFXXinlvvuq+eIX+57Ytre33y7hhhtSPxIuGS/e05OazG/mzDbWWmvp5//Pf8q48cYaDjqohfXXz2ypyFyrm4ttjLMkSdKgGhsT/PSntcye3TispBnIuCtmaSnstFM7O+3Uzrx5JfzmN1UsWlRKXV0P22/fntGQlNLS1HJul1yy4i19v/tdaqjFSCTNKkxrr93FRht1ctlldRx77GKqq1Nd+y+/vJ4TTijcpDkfHH/8YmbPHs9ZZ70/pBUhksnUWtjf+EZjRtt/5CM9fOUriz/Yd7D/k+uu28XZZzdy5ZV1vPRS15CGEOYKE2dJkqRempsTXHjhOE47rXHUulT2Z+rUniHNKdDbhAlJ9tuvleuuq+XIIzOfB6C3u++u5r33EsOOQcVj5sx2Zszo4kc/Si1TVVOT5OtfbxyTiaPUv/Ly1PKZP/pRHaecMnjL8RK33lo97IkGM/1xsaQktSTnr35VxeWX1/HFLy4ecOWd7u7UHClPPllBeXkqQS8tTfLpT7dlZUioibMkSSo6zz9fll6JYunyefNKuOKKek49temDyRrzycc+1slf/1rO00+XL7faxUC6u1MrBqy/fid77529NZuVX9ZYo5tTTx2Zyfo0cqZP72bNNbt5+OFKdthh8M/zggUlzJtXNqTJilfEZz7TxgsvlDF79niOOmrxcquvvP12CT/7WQmvvlrPjju2c8YZHw6XaWtLzXJ+xx01nH5646itKNAXE2dJklR01l67i4cfTnDjjeNYeeVuJk7s4eWXy6isTHLWWe9TXZ3tCIdv1qwWzj57HGuu2ZVR8t/UlOC7363nwAMzG3soKfftvXcr3/72ODbaqJOJE/ufcT+ZhB//uI7TTx/bH0DWXruLs856n5tvruHWW0sZPz41mWJjY4Lx45McfXQPFRXLx1RVBSG0kky2DnsYzXCZOEuSpKJTXg4HHNDDpz7VyLvvJnjvvRL23rt1zLtmj4ZEAr7ylQ/HOw/05fLVV0uZM6eOU09tGvDLtaT8c9JJTR/McN7f/4E77qhmt93aBlxebLRUVvLBsJCWllSAS+JoaKgacJ3rsU6aAfJ4knhJkqQVt9JKSWbM6C6IpHmJ8eOT7LNPKz/4QR39LaDy619XcdttNcye/b5Js1SAxo1Lsscerdx4Y02f97/4Yilz55ay1VbZnwiwpiaZleR9KEycJUmSCtDGG3ey1VYdXHBBPU1NHzbPvPFGCeefX08iAaed1jToclmS8tcWW3RSU5Pk7ruXHn+yYEEJ111Xy4knZj6BWLGzq7YkSVKB2nLLDlZfvYurr66lqytBMgnjxvXwpS8tpr4+t1t3JI2M/fZr5de/ruK88+rZZpsOXnutlAULSjnzzMYBZ7XW0jxUkiRJBWzSpA/XW5VUnHbbrY2ZM9v4xz8q2GmndqZP7x58Jy3FxFmSJEmSClxVFWyxRfbHM+crxzhLkiRJkjQAE2dJkiRJkgZg4ixJkiRJ0gBMnCVJkiRJGoCJsyRJkiRJAzBxliRJkiRpACbOkiRJkiQNwMRZkiRJkqQBmDhLkiRJkjQAE2dJkiRJkgZg4ixJkiRJ0gBMnCVJkiRJGkBZtgMYKyGEbwHHAG+li86MMd6XvYgkSSpu1s2SpHxRNIlz2qUxxu9lOwhJkvQB62ZJUs6zq7YkSZIkSQMothbnE0MIhwJ/AU6NMb6b7YAkSSpy1s2SpJyXSCaT2Y5hxIQQHgRW7eOurwNPAIuAJHAuMDnGeGQfj3EscCxAjHGz0YtWklSkEtkOYCxZN0uS8sDgdXMymSy6y/7777/G/vvv/+wYP+dfsv26i+HicfY4F9LF4+xxLqaLdXPhXjzOHudCunici/c4F80Y5xDC5F439wGezVYskiTJulmSlD+KaYzzRSGEjUl1B3sFOC674UiSVPSsmyVJeaFoEucY46wshzAny89fLDzOY8PjPDY8zmPD45wl1s1Fw+M8NjzOY8PjPDZy7jgX1ORgkiRJkiSNtKIZ4yxJkiRJ0nAUTVftbAkh7ApcBpQCV8cYL8hySAUjhPAK0AR0A10xxs1DCBOBW4E1SI2XC64JOnQhhGuAPYA3Y4wbpsv6PLYhhASp9/juQAtweIzxmWzEnW/6Oc7fAo4B3kpvdmaM8b70fV8DjiL1nj8pxvjbMQ86z4QQpgM3kFoOqQeYE2O8zPdzcbNuHj3WzaPHunlsWDePvnytm21xHkUhhFLgh8BuwAbAgSGEDbIbVcGZGWPcOMa4efr2GcDvYozrAL9L39bQXQfsukxZf8d2N2Cd9OVY4MoxirEQXMfyxxng0vT7euNeFfMGwAHAR9P7/Cj9P0YD6wJOjTGuD2wFnJA+lr6fi5R185iwbh4d12HdPBauw7p5tOVl3WziPLq2BF6IMb4UY+wAbgH2ynJMhW4v4Pr09euBvbMYS96KMT4CvLNMcX/Hdi/ghhhjMsb4BDBhmSVm1I9+jnN/9gJuiTG2xxhfBl4g9T9GA4gxLljyq3SMsQl4HpiK7+diZt089qybR4B189iwbh59+Vo3mziPrqnA671uz02XaWQkgftDCE+HEI5Nl02KMS6A1IcSWCVr0RWe/o6t7/ORd2II4e8hhGtCCCulyzzOKyiEsAawCfBnfD8XM8/x6LJuHlv+Lxs71s2jIJ/qZhPn0ZXoo8xpzEfOtjHGTUl13zghhLB9tgMqUr7PR9aVwFrAxsAC4OJ0ucd5BYQQ6oA7gC/HGBsH2NTjXPg8x6PLujk3+D4fWdbNoyDf6mYT59E1F5je6/Y0YH6WYik4Mcb56b9vAneR6hqzcEnXjfTfN7MXYcHp79j6Ph9BMcaFMcbuGGMP8BM+7PLlcR6mEEI5qYr5ZzHGO9PFvp+Ll+d4FFk3jzn/l40B6+aRl491s4nz6HoKWCeEMCOEUEFq8oBfZDmmghBCqA0h1C+5DuwCPEvq+B6W3uww4J7sRFiQ+ju2vwAODSEkQghbAe8v6WajoVtmzM4+pN7XkDrOB4QQKkMIM0hNkPHkWMeXb9Izcf4UeD7GeEmvu3w/Fy/r5lFi3ZwV/i8bA9bNIytf62aXoxpFMcauEMKJwG9JLXlxTYzxuSyHVSgmAXeFECD1Pv55jPE3IYSngBhCOAp4Ddg/izHmrRDCzcCOQEMIYS4wG7iAvo/tfaSWB3iB1BIBR4x5wHmqn+O8YwhhY1JdkF4BjgOIMT4XQojAP0nNRnlCjLE7G3HnmW2BWcA/Qgh/TZedie/nomXdPKqsm0eRdfPYsG4eE3lZNyeSSbvhS5IkSZLUH7tqS5IkSZI0ABNnSZIkSZIGYOIsSZIkSdIATJwlSZIkSRqAibMkSZIkSQMwcZYkSZIkaQCu4ywVsRDCaqTWHhw/2usOhhBeIbXG5+0xxlmDbHs2cBpQA5THGLtGMzZJknKFdbOUm1zHWSoi6Qry6Bjjg7n+3CGENYCXsXKWJBUw62YpP9hVW5IkSZKkAdhVWyoSIYQbgdWAe0MI3cA5QKTXL8chhD8AjwE7AR8Dfg8cDlwO7An8G9g/xvhK+jHXA34AbAa8BXwzxhgzjCcBXAIcDFQCrwIHxRifHYGXK0lSzrNulvKHLc5SkUiPXXoN2DPGWBdjvKifTQ8AZgFTgbWAx4FrgYnA88BsgBBCLfAA8HNgFeBA4EchhI9mGNIuwPbAusAE4PPA20N/ZZIk5SfrZil/2OIsaVnXxhhfBAgh/BrYYMnYpxDCbcC56e32AF6JMV6bvv1MCOEOYD/guQyepxOoB9YDnowxPj+Cr0GSpEJi3SxlmYmzpGUt7HW9tY/bdenrqwOfCCG81+v+MuDGTJ4kxvhQCOEK4IfAaiGEu4DTYoyNw45ckqTCZN0sZZmJs1RcRnIa/deBh2OMOw/3AWKMlwOXhxBWITWm63+Bb45QfJIk5QPrZikPmDhLxWUhsOYIPdYvgQtCCLOAW9JlGwOLM+naFULYgtQ8C88AzUAbMKrrVUqSlIOsm6U84ORgUnH5DvCNEMJ7IYTTVuSBYoxNpCYROQCYD7wBXEhqFs5MjAN+ArxLatbOt4HvrUhMkiTlIetmKQ8kksmR7B0iSX0LIfwbmAzcFWM8bJBtZwOnkKroa2OM/totSdIIs26WMmfiLEmSJEnSAOyqLUmSJEnSAEycJUmSJEkagImzJEmSJEkDMHGWJEmSJGkAJs6SJEmSJA3AxFmSJEmSpAGYOEuSJEmSNAATZ0mSJEmSBmDiLEmSJEnSAEycJUmSJEkagImzJEmSJEkDMHGWJEmSJGkAJs6SJEmSJA3AxFmSJEmSpAGYOEuSJEmSNAATZ0mSJEmSBmDiLEmSJEnSAEycJUmSJEkagImzJEmSJEkDKMt2AIMJIUwHbgBWBXqAOTHGy0II3wKOAd5Kb3pmjPG+9D5fA44CuoGTYoy/TZfvClwGlAJXxxgvGMvXIklSIbBuliQVm0Qymcx2DAMKIUwGJscYnwkh1ANPA3sDAVgcY/zeMttvANwMbAlMAR4E1k3f/R9gZ2Au8BRwYIzxn2PyQiRJKhDWzZKkYpPzLc4xxgXAgvT1phDC88DUAXbZC7glxtgOvBxCeIFURQ3wQozxJYAQwi3pba2cJUkaAutmSVKxyfnEubcQwhrAJsCfgW2BE0MIhwJ/AU6NMb5LquJ+otduc/mwMn99mfJPjHbMkiQVMutmSVIxyJvEOYRQB9wBfDnG2BhCuBI4F0im/14MHAkk+tg9Sd8ToS3XTz2EcCxwLECMcbORiV6SpA/0VU/lJetmSVKBGLRuzovEOYRQTqpi/lmM8U6AGOPCXvf/BPhl+uZcYHqv3acB89PX+yv/QIxxDjAnfTM5f/5ymxSUhoYGFi1alO0wNAY818XB85zbpkyZku0QRox18+jxc1w8PNfFwfOc2zKtm3M+cQ4hJICfAs/HGC/pVT45PcYKYB/g2fT1XwA/DyFcQmoCknWAJ0n9irBOCGEGMA84ADhobF6FJEmFw7pZklRscj5xJjVeahbwjxDCX9NlZwIHhhA2JtWl6xXgOIAY43MhhEhqYpEu4IQYYzdACOFE4Leklry4Jsb43Fi+EEmSCoR1sySpqOT8clRZZncwFQzPdXHwPOe2dHewghnjnCXWzSoYnuvi4HnObZnWzX1NyiFJkiRJktJMnCVJkiRJGoCJsyRJkiRJAzBxliRJkiRpACbOkiRJkiQNwMRZkiRJkqQBmDhLkiRJkjSAsmwHkOsuvrh+hR+j91LZiQSssko306d3M21aF9OmdVNVtcJPIUmSJEkaJSbOgzj11KYRfbyeHnjrrRJee62Uf/yjgl//upT29g/X2y4pSTJpUs8HifXUqd1UVo5oCJIkSZKkITBxHmMlJTBpUg+TJvWwxRady93f3Q0LF5Ywd24Z//d/Ffzyl6V0dHyYWJeWJll11R6mTeti+vRupk7tprx8LF+BJEmSJBUXE+ccU1oKU6b0MGVKB1tuufz93d3wxhulvP56KU89VcHdd5fS1bV0Yj1lSjfTpqW6g0+Z0k2ZZ1mSJEmShs2UKs+UlsLUqamW5q22Wv7+ri5YsCCVWD/+eAXz55fS3f1hYl1WlkqsV1utm49/vGMMI5ckSZKk/GTiXGDKymD69FRrc186OlKJ9auvlnHllXWUlpay0UaVfPKT7Xb5liRJkqQ+mDgXmYoKWH31blZfvZvtt29npZWquO++JJdempo9/JOfbOcTn+igxIXKJEmSJAkwcS56paWw9dYdbL11B52d8NhjlVx0UT3l5bDTTm1svHEnicTgjyNJkiRJhcrEWR8oL4eZM9uZObOd1lb4/e+r+M1vqqipSfLpT7ex3npd2Q5RkiRJksacibP6VF0Nu+/exu67t7F4cYL776/irruqGT8+yW67tTJjRt9jqCVJkiSp0Jg4a1B1dUn23bcVgHfeSfDrX1dzyy2lrLxyD5/5TCuTJ/dkOUJJkiRJGj0mzhqSiROTHHxwCwALF5Zw331VvPFGKVOndvOZz7TxkY+YREuSJEkqLCbOGrZJk3o44ohUEv3aa6Xcdls1ixaVcsQRzUydalduSZIkSYXBxFkjYrXVujn++GZaW2HOnDpWWqmHQw5pcVkrSZIkSXnPtEYjqroaTj55MZts0slZZ43jP//xtxlJkiRJ+c3EWaNio406mT27kYcfruTHP66loyPbEUmSJEnS8Jg4a9SUl8MxxzSzyy5tnHvuOP7v/8qzHZIkSZIkDZmJs0bdmmt2c/bZjfzrX+VcckkdLS2JbIckSZIkSRkzcdaYKCmBAw9s4cADW7joonoeeaQy2yFJkiRJUkZMnDWmJk/uYfbsRhobE5x/fj3vvmvrsyRJkqTc5pTHGnOJBOyxRxvbbtvOj39cx4YbdrLHHm0kzKElSZIk5SBbnJU1K62U5Gtfa2L8+CTf+tY4Fizw7ShJkiQp9+R8i3MIYTpwA7Aq0APMiTFeFkKYCNwKrAG8AoQY47shhARwGbA70AIcHmN8Jv1YhwHfSD/0t2OM14/la1Hftt++nc037+Cyy+rYeec2Nt+8M9shSZIGYN0sSSo2+dDE1wWcGmNcH9gKOCGEsAFwBvC7GOM6wO/StwF2A9ZJX44FrgRIV+azgU8AWwKzQwgrjeULUf9qapKccUYTf/xjJU89VZHtcCRJA7NuliQVlZxPnGOMC5b8Kh1jbAKeB6YCewFLfpW+Htg7fX0v4IYYYzLG+AQwIYQwGfg08ECM8Z0Y47vAA8CuY/hSNIhEAk46aTGPP17Bk0+aPEtSrrJuliQVm5xPnHsLIawBbAL8GZgUY1wAqQocWCW92VTg9V67zU2X9VeuHJJIwJe+tJgnn6zgiSdMniUp11k3S5KKQc6PcV4ihFAH3AF8OcbYGELob9O+5mZODlC+7PMcS6obGTFGGhoahhdwnigrK8vJ1zh7Nlx8cQ319Ul22GG506RhyNVzrZHledZYsm4eHX6Oi4fnujh4ngtDXiTOIYRyUhXzz2KMd6aLF4YQJscYF6S7e72ZLp8LTO+1+zRgfrp8x2XK/7Dsc8UY5wBz0jeTixYtGqmXkZMaGhrI1dd4+OFw5ZW1vPtuJ9tt15HtcPJeLp9rjRzPc26bMmVKtkMYMdbNo8fPcfHwXBcHz3Nuy7Ruzvmu2umZOH8KPB9jvKTXXb8ADktfPwy4p1f5oSGERAhhK+D9dHex3wK7hBBWSk88sku6TDnsC19o5tlny3n0UbttS1KusG6WJBWbfGhx3haYBfwjhPDXdNmZwAVADCEcBbwG7J++7z5Sy128QGrJiyMAYozvhBDOBZ5Kb3dOjPGdsXkJWhHHH9/MVVfVkkwm2H779myHI0mybpYkFZlEMjm08aMhhKVaqWOMPSMaUW5Jzp8/P9sxjKp86jryk5/Uss46Xey4o8nzcOTTudbweZ5zW7o7WF/jepU562YVDM91cfA857ZM6+aMWpxDCJsCPwQ+BlSlixOkJvAoHV6I0tAcc0wzV19dS08P7LSTybMkSZKksZHpGOfrgd8DmwNrpi8z0n+lMXP00c288koZDz5Yme1QJEmSJBWJTMc4rw58PcboukDKuiOPbOa662q4//5KdtnFlmdJkiRJoyvTFue7SM10KeWEww9v4b//Lef55/NhfjtJkiRJ+SzTrKMKuCuE8BjwRu87YoyHjnhUUgaOP34xs2eP48wzm6ipsTOEJEmSpNGRaeL8z/RFyhmlpfClLy3m+9+v48wzm7IdjiRJkqQClVHiHGM8e7QDkYZj0qQettuugzvuqOZzn2vNdjiSJEmSClC/iXMIYfsY4yPp6zv1t12M8aHRCEzK1Pbbt/ODH9TxwgtlrL12V7bDkSRJklRgBmpx/hGwYfr6T/vZJolLUikHfOELiznrrPF885vvU12d7WgkSZIkFZJ+E+cY44a9rs8Ym3Ck4SkrgxNOaOLyy+s5/XTHO0uSJEkaOZkuRyXlvKlTe9h00w7uvbcq26FIkiRJKiAZTQ4WQhgHfAvYAWgAEkvuizGuNiqRScOw887tXHppHa+8Usoaa3RnOxxJkiRJBSDTFucfAZsC5wATgS8BrwGXjlJc0rCdcMJifvKTOjo6sh2JJEmSpEKQaeK8C/C5GOM9QHf67+eBWaMWmTRMFRVw3HGL+eEP67IdiiRJkqQCkGniXAK8n76+OIQwAVgArD0qUUkraLXVull33S7uv78y26FIkiRJynOZJs5/IzW+GeBR4IfAlcB/RiMoaSR85jNt/PWvFcybV5rtUCRJkiTlsUwT52OAV9LXTwJagQnAoaMQkzRiTjqpiauuqiWZzHYkkiRJkvJVRrNqxxhf6nX9LeDoUYtIGkFVVfCpT7Xz299WseuubdkOR5IkSVIeyihxBgghfBLYBFhqxqUY4/kjHZQ0krbfvp1zzhnHDju0UV2d7WgkSZIk5ZuMumqHEH4A3A5sD6zf67Le6IUmjZwjj2zm2mudZVuSJEnS0GXa4nwwsGGMcf5wnyiEMB2YGmN8YriPIQ3XtGndlJQkefXVUlZfvTvb4UiSJEnKI5lODvY60D6cJwghrBZC+CPwL+DBdNl+IYSrh/N40nAdfngz111Xm+0wJEmSJOWZTFucjwJ+VMlowgAAIABJREFUEkK4GVjY+44Y4yOD7HsV8Cvgk8Db6bIHgIuHEKe0wqqqYJtt2nnooUp22mlYvwNJkiRJKkKZtjhvBuxGau3mn/W63JTBvlsCF8QYe4AkQIzxfWD8kKOVVtDOO7fz8MOVtJs3S5IkScpQpi3O5wN7xhgfHMZzLATWBv6zpCCEsAHw2jAeS1phS7psH3dcc7ZDkSRJkpQHMm1xbgYG65Ldn+8BvwwhHAGUhRAOBG4FLhzm40krZMaMbjo6Esybl+nbX5IkSVIxy7TF+Szg+yGEc4A3e9+R7oLdrxjjNSGEd4BjSU0ydhjwzRjj3cOIVxoRRx3VzMUX1/PNbzZmOxRJkiRJOS7TxPma9N/jepUlSI1ZLh1s53SSbKKsnFFTk2STTTp47LEKttuuI9vhSJIkScphmSbOM4byoCGEIzPZLsZ4zeBbSaPjM59pY/bscXziEx2Ul2c7GkmSJEm5KqPEOcb4KkAIoQSYBCwcpIv2rF7XE8C2wBukumpPB1YFHuPDlux+hRCuAfYA3owxbpgu+xZwDPBWerMzY4z3pe/7Gqnls7qBk2KMv02X7wpcRqqF/OoY4wWDvnAVtEQCDjmkhZtuquGII1qyHY4k5Q3rZklSsckocQ4hjAOuAA5I79MZQriFVOX3/rLbxxhn9tr3B8DdMcbv9yo7GVgrwxivSz/3DcuUXxpj/N4ycW6QjvGjwBTgwRDCuum7fwjsDMwFngoh/CLG+M8MY1CBWnfdLu65p5rGxgTjxiWzHY4k5YvrsG6WJBWRTKcVvhyoBTYEqoGNgJp0+WAOAX6wTNkVLN0q3a8Y4yPAOxnGuRdwS4yxPcb4MvACqXWktwReiDG+FGPsAG5JbytxyCHN3HRTbbbDkKS8Yd0sSSo2mY5x3hVYM8a4pD/rf9LLS72Ywb5vAJ8F7upVtifLzM49DCeGEA4F/gKcGmN8F5gKPNFrm7npMkh1E+9d/okVfH4ViMmTe2htTfDeewkmTLDVWZJWgHWzJKkgZZo4twErA6/2KmsA2jPY9yTg9hDC/5KqIFcDNgD2H0Kcy7oSOJfUrN7nAhcDR5IaT72sJH23rPeZIYUQjiW1dBYxRhoaGlYgzNxXVlZW8K8xEyefDDfcUM1Xvzrg6mp5zXNdHDzPyiLr5hHi57h4eK6Lg+e5MGSaOF8NPBBCuIRU8rw68BVgzmA7xhgfCCGsBexGamzTr4BfxRjfHl7IEGNcuOR6COEnwC/TN+eSmnxsiWnA/PT1/sqXfew5fPi6kosWLRpumHmhoaGBQn+NmSgrg/ffr+M//2lm4sTCbHX2XBcHz3NumzJlSrZDGDXWzSPHz3Hx8FwXB89zbsu0bs40cT6PVGV2EKnkdz5wERnMig0QY1wE3Jjhcw0qhDA5xrggfXMf4Nn09V8AP08n+FOAdYAnSf3avU4IYQYwj9QkJQeNVDwqDIce2sINN9Ty5S8vznYokpR3rJslSYUs0+WokqSS5CGvuxxCeJR+ul7FGLfPYP+bgR2BhhDCXGA2sGMIYeP0474CHJd+vOdCCBH4J9AFnBBj7E4/zonAb0kteXFNjPG5ob4WFbaPfKSHRAIWLSqhoaFwu2xL0oqybpYkFZtEMtl3t9QQwpGZPECMccBkOoRw2DJFq5Jay/GmGOM5mTxHFiXnz++z11jBsOvI0t55J8H119fyla8UXquz57o4eJ5zW7o7WF9jfpW55KmnNq3wg3R1wT77tLLuul0jENLI8nNcPDzXxcHznNsyrZsHanHuvVxUAtiW1AzZr5Mak7Qq8BiDtELHGK9ftiyEcAdwLZDribOKzMSJScrKYOHCEiZNstVZknLRSCTO3d3wne+M48ADm1lrre4RiEqSVMj6TZxjjDOXXA8h/AC4O8b4/V5lJwNrDfN55wEfG+a+0qiaNauZq6+u47TTVvyLmSQpN5WWwhlnNHLeeeM47LBm1ljD5FmS1L9MJwc7hNTyU71dASwitdxUv/ro8l0D7MvSazpKOWPChCQ1NUnmzy9hyhRbnSWpUJWVwZlnNvLtb4/jmGOamTbN5FmS1Le+1lDsyxvAZ5cp2xN4M4N9Zy1z2RX4E86cqRw2a1YzN91Um+0wJEmjrLw8lTzPmVPL/PmZfi2SJBWbTFucTwJuDyH8L6kxzqsBGwD7D7Zj7y7fUr6or08yblwP8+aVMnWqLRCSVMgqKz9sef7SlxY7x4UkaTkZ/bQaY3wAWBO4Engm/XfNGOP9g+0bQninn/JMWqulrDnkkBZuvLEm22FIksZAVRV8/etNXH55PYsW2fIsSVpaxjVDjPHtGOONwGMxxhtijG9nuGv5sgUhhHJSazZKOauuLsmECT0sWOAXKEkqBtXVSc48s5FLLqnnnXdcNUyS9KFMu2r39mtg3GAbhRAeBZJAVQjhkWXunkZqnLOU0w44oIVrry3MdZ0lScurrU3yta818p3vjOP00xsZPz6Z7ZAkSTlgOIlzpj/BXp3edgvgp73Kk8BC4KFhPLc0piZMSNLTk6CxMcG4cX55kqRiUF+f5PTTG7nwwnF87WuN1Nf7/1+Sit1wEudXM9koxng9QAjhiRjjv4bxPFJOOOCAFm69tYZjjmnOdiiSpDEyfnyS005LtTx//euN1NaaPEtSMcsocQ4hlMYYuwFijBtmsP2s9HhogG1CCNv0tV2M8ZqMI5WyZOrUbt56q4T29tTMq5Kk4jBxYpJTTmni/PPH8Y1vNFJdbfIsScUq01mPFoQQLgshbJ7h9gf2ur7sOs5LLodkHKWUZXvv3crdd1dnOwxJ0hhraOjhpJOaOO+8etrash2NJClbMu2qvRtwMHBvCOE94Ebgphjja31tHGPcvdd113FW3ttggy5uv72Gnp5WSpxkW5KKyqRJPXzxi4s/aHmuqMh2RJKksZZIJjPvdhRCKAF2IdVavCepNZ1vBG6NMTYvs92gYow9Q4p27CXnz5+f7RhGVUNDA4sWLcp2GHnhsccqaG1NsPPO7dkOZVg818XB85zbpkyZAplPsqm+Za1unju3lDlzavnmNxspX26xzZHj57h4eK6Lg+c5t2VaNw+p7Syd6P4rfXkLmEqqJfr1EMKsXpt2AZ0DXJbcL+WNbbft4I9/dJCzJBWradO6OfLIZs47bxxdXdmORpI0ljKdHGwlIJAam7w+EIFDY4x/St+/BXA/qdZngBkjH6qUXYkEbLppB08/Xc5mm/m7jyQVozXW6OaQQ5r5znfGceaZjZSWZjsiSdJYyHSM81zg98DlwD0xxqX6qsYYnwoh3NPr9nJLVoUQEkADsCjG6LSUyku7797GBReMM3GWpCK29trdfP7zLVx0UT2nn97k3BeSVAQyTZzXjDEuHGiDGOPhfZWHECYAPyDVYl0OdIQQbgNOjjG+M4RYpawrK4Pp07t48cVS1lqrO9vhSJKyZN11u9hrr1a++916vvrVJhKOXJekgpbpb6RHpLtjfyCEsGUI4asZ7HstUA1sDNQBmwCVgGs4Ky+F0Mrtt9dkOwxJUpZtsEEXu+/exiWX1DOEuVYlSXko0xbnk0m1Gvf2T+Bu4KJB9p0JTI4xtqZvPx9COBwo7OmqVbCqq5PU1SVZtKiEhoZcnxhekjSaNtqok85OuOyyOk4+ebEtz5JUoDJtca5g+VmwO4CqDPb9N7DGMmWrpculvBRCCzHa6ixJgk037WSbbTr40Y/qsh2KJGmUZNri/DTwReD7vcqOJ7WO82B+B9wfQrgReB2YTmod6BtDCEcu2SjGaNdt5Y2VV+7h/fcTdHRARUW2o5EkZduWW3bQ2QlXXVXLccc1ZzscSdIIyzRx/grwQHqt5heBtYFJwM4Z7Ls18EL679bpsheBbdIXgCSOeVae2XPPVu69t5rPfa518I0lSQVv22076OpK8NOf1nLUUSbPklRIMkqcY4zPhRDWBfYEpgF3Ar+MMS7OYN+ZKxailJs23LCLO++sYd99Wx3TJkkCYIcd2unshOuvr+Gww1qyHY4kaYRk2uJMOkm+ebhPFEIYR2pW7d6P6QRhymtbbNHBX/5SwRZbdGQ7FElSjvjUp9r5zW+q+PnPazjoIJNnSSoEGSXOIYQZwHl8uKTUB2KMqw2y787AVSw/QVgSKM00UCkX7bJLGxdcUG/iLElayq67tnHvvVXEWE0IDumRpHyX6azaPwd6gFOBWctcBnM1cD4wDijvdXFKJeW90lKYNKmHefP8DUiStLQ992yjvBzuuqs626HklWQSzj+/PtthSNJSMu2q/VFg2xjjcBatrQKujTF2D2NfKeftv38L115by5e/POiQf0lSkdlnn1Zuu62ae++tYs8927IdTl74xz/KeeyxSlpaFlNTk8x2OJIEZJ44PwJsQmpZqqG6FPhqCOGCGOOQ//uFEK4B9gDejDFumC6bCNxKqvv3K0CIMb4bQkgAlwG7Ay3A4THGZ9L7HAZ8I/2w344xXj+M1yItZ/z4JJ2dCVpaElbwkoqCdfPQ7L9/KzffXMNvflPFrruaPA/md7+r5PTTm3j88Qr+3/9rz3Y4kgRk3lX7FeC3IYQ5IYRzel8y2PcO4Bjg/RDCS70vGT73dcCuy5SdAfwuxrgOqXWiz0iX7wask74cC1wJH1Tms4FPAFsCs0MIK2X4/NKg9tmnhTvvtCuepKJxHdbNQ3LggS28+WYJDz5Yme1QcloyCW1tCbbZpp3/+z9H9UnKHZkmzrXAvaTGJk9f5jKY24FHgYNIJdC9L4OKMT4CvLNM8V7Akl+lrwf27lV+Q4wxGWN8ApgQQpgMfBp4IMb4TozxXeABlq/wpWFbe+1uXn65jKQNzpKKgHXz8Bx6aAuvvVbGww+bPPfnb38r5+Mf76S8HLq6sh2NJH0o03Wcj1iB55gBbDLM8dH9mRRjXAAQY1wQQlglXT4VeL3XdnPTZf2VSyNm++3beeSRSnbYwW5lkoqSdXMGjjyymauuqqW0NMl227kiw7IeeqiSL3whNWfIqqt2M39+CVOmjORXSEkanozXcQ4hrA/sR6piPDGE8D9AZYzx74Pseg+wE/Dg8MPMWKKPsuQA5csJIRxLqisZMUYaGhpGLrocVFZWVvCvcazsuy+ccUYpn/tcbs6D57kuDp5n5SDr5mV8/evwve/V0tCQZLvtln/Jxfo5TiahpKSU6dOrANhrL3j88To+9rHCTZyL9VwXG89zYch0Hef9gR+RGq98EHAiUA9cAHxqkN0rgV+EEB4FFva+I8Z46FADTlsYQpic/kV7MvBmunwuS3cfnwbMT5fvuEz5H/p64BjjHGBO+mZy0aJFwwwxPzQ0NFDor3EsTZ5cwxNPtLP22rmXPHuui4PnObdNmTIl2yGMJuvmITjsMLjssjqam9vZbLPOpe4r1s/xM8+Us956pSxalJpAbcIE+Pvf61m0qCnLkY2eYj3XxcbznNsyrZszHeN8DrBzjPF4YElG8Dfg4xns+xxwIfAn4MVlLsP1C+Cw9PXDSLVqLyk/NISQCCFsBbyf7jb2W2CXEMJK6YlHdkmXSSPqc59r5a67arIdhiRlg3XzECQScPLJi/nDH6r4+9/Lsx1OTvj976vYcccPZx1PJFKXnsJtcJaURzLtqr0KqUQZPuxGlaSfLlW9xRjPHkZcHwgh3EzqF+mGEMJcUjNwXgDEEMJRwGvA/unN7yO13MULpJa8OCIdwzshhHOBp9LbnRNjXHZSE2mFVVcnKStL8v77CcaPd6YwSYXJunlkJBJwyilNXHRRPaWlST760fyeDevhhyu56aYaLrzwPSZOHFod2NMDHR1QVbV0+Uc/2sk//1nGhhvm97GRlP8yTZyfBmYBN/QqOwB4MpOdQwgVwP8ADfQa0xRjfGiwfWOMB/Zz1//rY9skcEI/j3MNcE0m8UorIoRWbruthqOPbs52KJI0KqybR04iAf/7v01ceGE9ZWWt/M//5F+C2N0NV11Vx6RJ3Vx00Xv8+Md1fO1rQ+te/cwz5Wy22fKTpW27bTu33lpj4iwp6zJNnE8C7k//ilwbQvgtsC6pblUDCiFsB9xGaqzzOKCR1Pjo14E1hxO0lMumTu1m4cISurqgLOPp9yRJxaqkBL761Sa+851xhNBCPs0h9PbbJVx6aR0HH9zC+uunktv11uviiScq2GqrzGcNf/jhKk44Yflke6WVkrz3XqYjCyVp9GT0nyjG+C9gPeCHwDeAa4GNYoz/zWD3S4GLYowTgab033NJTTYmFaRddmnn/vurBt9QkiSgtBS+9rVGbrutmn/8o68Jx3PPU0+Vc8UVdZx+etMHSTPA3nu3ct99VbRnuDpjf920l6iqStLamh/HRFLhyrg9LMbYAsRhPMe6wGXLlF0AvAx8bxiPJ+W8zTfv4Nxzx7H77m2DbyxJEkuS5yauuKKGmTPL2WijzsF3yoJkEq6/voaSEjjrrEYSy+S0iQQccUQz115by/HHDz5s6emnK9h88/5bp7feuoMnnqhg5swMM3FJGgWZLkf1KP1MBBZj3H6Q3d8n1UX7PWBBCGED4G2gbghxSnklkUhNaPLss05oIknKXEkJnH12N2ecUUVXF2yySW4lz42NCS65pJ4992xdbhmt3mbMSC3C8tJLpay55sBLND78cCUnndT/mOhNN+3g8svrTZwlZVWmg0auBn7a6/IrYFXgwQz2vZPUbJqk9/09qcnGbhtSpFKe2XPPVu69tzrbYUiS8kwiAaed1sQf/lDJU09VZDucDzz3XBnf/W49J520eMCkeYkjj2zmuutqSQ4wwXZPD3R1QcUAL7O8HDpz6/cDSUUooxbnGOP1y5aFEO4gNdb5nEH2/XKv6xeHEP5ManKwolmrUcWpogLGj0/y1lslrLyyi1BKkjKXSMCXv7yYK66oo7MTttkm84m2RsPtt1ezaFEJZ5/dSEmGzS4VFfCZz7Rx113V7Ltva5/bPPVUBVtuOfhrmzSpmzfeKGHVVa1PJWXHikxTOA/42FB3ijE+FmP8dYzR/3wqeCG0EGNNtsOQJOWhRAJOPHExf/97OY88kp2W59ZW+M536llllW6OP74546R5iU98ooN//7uMd97pe3KvRx+tZLvtBu+Cvf327Tz6aOXQnlySRlCmY5yPXKaoBtgXeGLEI5IKSENDD42NCdrbodL6XpI0RIkEHH98M1dfXUtXV4Kddhq7cb5vv13CxRfX86UvNTF58vDbO44/fnGfazt3d6cuA3XTXmLNNbu57TbXeJSUPZn+bjhrmcuuwJ+Ag0YpLqlgONZZkrSijj66mddeK+X++8fmV9h581LrM595ZuMKJc2QWot5vfW6ePzxpTPkP/+5gk98IrMu6IlE6tJjf0VJWZLpGOeZox2IVKg23LCLO++sIZlsXW7JDkmSMnX44S387Gc13Hdf1agud/jii6XccEMt3/hGY79rKw/V3nu3Mnv2ODbdtOODHliPPVbJV77S/2zay9pgg06ef76Mj37U1Sokjb1Mu2qvmcl2McaXViwcqTBtsUVHxhOgSJLUn4MPbuHWW6u5554q9tpr5JPnZ58t4xe/qOab32ykbAR7RicSqVm2l6zt3NWVWg+6vDzzx9huu3ZuvbXGxFlSVmTaVfsF4L/pS+/rS24vKZPUh112aeOBBxzkLElacZ//fCtdXQnuuGNkhwH9+c8VPPBAFWec0TSiSfMSa6zRTSKRatF+4okKtt56aD8mr7RSkvffX5F5bSVp+DL973MUcAuwHlCV/vtz4KgYY0n6UjpKMUp5r7QUVl21h7lz/ZhIklbc5z7XSllZkltvHZnk+cEHK/nrX8v58pcXD3nm7KE44ohmrr++lj/+sZJtthn6RGeVlUla+17ZSpJGVab/Gs8Fjo4x/jfG2BFj/C9wHPDt0QtNKiz77dfCbbc5SZgkaWTstVcb9fVJbrppxZY9vOeeKhYuLOW445pHfS6OigrYY482mpsTw2rV3mqrDp580h5cksZepolzCbDGMmWrAzafSRkaPz5JV1eClhZnCJMkjYzdd29jlVW6ue664SXPP/tZar+DD24ZybAGtOWWHZx9duOw9t100w6efnoIA6MlaYRk+lvfpcBDIYRrgdeB6cDh6XJJGdp33xbuuKOaWbPG7guKJKmw7bJLO7//fSU/+UktxxzTnNE+ySRcdVUta6/dxac+NXZrQy8x3Jbtigpoa0vQ3s4Hs3NL0ljIqMU5xvhd4AhgEvBZYFXgyBjjRaMYm1Rw1lqrm5dfLnMdSknSiJo5s53/+Z9OrryylmRy4G17euDSS+vYZJPOrCTNK+rgg1u4+uq6bIchqchkPLokxvgb4DejGItUFHbcsZ2HH65k5sz8+7IiScpd22/fQXk5XHFFHSeeuLjPVt2uLrjoono++9lWNtwwP5d1Wn31bmpqenj++TLWXz8/X4Ok/JNRi3MIoTKEcF4I4aUQwvvpsl1CCCeObnhS4fnkJ9t55BH7l0mSRt7WW3ew1VYdfP/7dcu1PLe1wTnnjOPzn2/J26R5iUMPbeFnP6uhuzvbkUgqFplODnYpsCFwMLDk3/BzwBdGIyipkCUS8LGPdfK3vzm5iSRp5G2xRQc77tjO975X/8HQoMWLE5x77niOO24xa62V/9lmaSkcdFALN964YjOKS1KmMk2c9wEOijE+DvQAxBjnAVNHKzCpkO25Zyv33uvSVJKk0bHJJp3sumsbF15Yz9tvl3DeeeM45ZQmpk4tnEk2Ntigi8WLS3jttf4XeVm4sIQ5c2rHMCpJhSrTxLmDZcZDhxBWBt4e8YikIlBWBtOnd/HSS67oJkkaHRtt1Mnee7dy8cX1nHlmIx/5SOEkzUscc8xirr667wnR/v73cn784zpaWhIsXJjpV15J6lum/0VuA64PIcwACCFMBq4AbhmtwKRCF0Irt91mFzNJ0uhZf/0uzj//ferrB5lqO09VVsKee7Zx++1L9+K6994q/vSnCs46q5FDDmnhzjvt5SVpxWSaOJ8JvAL8A5gA/BeYD5w9OmFJha+6Osm4cT3+Ci5J0grYYosOXnmljDffLKGnB374wzpKS+H445tJJKChoYd33y1xIjFJK2TQb+whhBJgO+D0GGMdqbWc62OMX4kxdox2gFIhO+CAFm6+2VZnSZJWxBe+sJgrrqjjnHPGscMObey+e9tS9++wQ2opSEkarkET5xhjD3BPjLE9ffutGGNh9veRxthKKyXp6YHGxj4W25QkSRmpq0uy336tfPGLi/tcamubbTp4/PGKLEQmqVBk2kf0kRDCVqMaiVSkPv95W50lSVpRH/tYJ6us0vcEaIkETJrUw/z5Do+SNDxlg28CwKvAr0MI9wCv8+FazsQYzxqNwKRiMXVqauxVc3OC2lo7c0iSNBr23beVm2+u4YQTFmc7FEl5KNOf3aqBu0klzNOA6enLtFGKSyoqhxzSwk032eosSdJomTixh8bGBF3L9+SWpEH12+IcQjgxxnhF+uZ5McYXxiimjIUQXgGagG6gK8a4eQhhInArsAapmcBDjPHdEEICuAzYHWgBDo8xPpONuKVlTZvWTWNjCU1NiYJdMkRScbBuVi7baad2Hnqokl12ac92KJLyzEAtzuf1up7LldjMGOPGMcbN07fPAH4XY1wH+F36NsBuwDrpy7HAlWMeqTSAQw5pHpVW53nzSkf8MSVpENbNyklbbtnBk086u7akoRtojPOLIYSLgeeA8hDCkX1tFGO8ZlQiG769gB3T168H/gCcni6/IT0j+BMhhAkhhMkxxgVZiVJaxuTJPbS2JnjvvQQTJoxMq3NXF5x99jjmzHl3RB5PkobJulk5IZGAqVO7mDu3lGnTXNhZUuYGanE+ABgPHAiUA7P6uBwy2gEOIgncH0J4OoRwbLps0pIKN/13lXT5VFITmy0xN10m5YxDDmnhxhtrR+zxXn+9lJdeynQOQEkaEdbNymn77NPKnXdWZzsMSXmm32/UMcb/AEcDhBB+F2P8f2MWVea2jTHODyGsAjwQQvjXANv2tVDucs166Ur+WIAYIw0NDSMTaY4qKysr+NeYTxoaoLKyBKhiJE7L008nWG21UsaPb/BcFwnPs3KAdfMK8nM8uhoa4CMfKeGFF6rZaqvsziviuS4OnufCkFFTVI4mzcQY56f/vhlCuAvYEli4pJtXCGEy8GZ687mkZgJfYhowv4/HnAPMSd9MLlq0aNTizwUNDQ0U+mvMN/vtV8Kll9bwla+s+HIZf/tbLdtuC08/3c5WW03wXBcBP9O5bcqUKdkOYdRZN684P8ej76CD4OKL6+noaGWDDbI3zbbnujh4nnNbpnVz3q4CH0KoDSHUL7kO7AI8C/wCOCy92WHAPenrvwAODSEkQghbAe87hkq5aOLEHmprk7z88opP6vXOOyVsuWUHL7xgd21Jo8+6WfkikYBTTmnirruqeeklJ9GUNLi8TZyBScBjIYS/AU8Cv4ox/ga4ANg5hPBfYOf0bYD7gJeAF4CfAF8c+5ClzBx2WDPXXz8yY53XWquLF180cZY0JqyblTdKSuD005u47rpa5s3L56/EksZCIpl0zdgBJOfPX67HWEGx60juuv/+SioqYMcdh7/W5Pe+V89ppzXx3e/Wc+GFlZ7rIuBnOrelu4P1Na5XmbNu1ohqa4NzzhnPqac28ZGP9Izpc3uui4PnObdlWjf785qUo3beuZ2HHqqks3N4+3d2QmmpP4xJkjSQqir46lcbueWWmmyHIimHmThLOSqRgFmzWrjppuFV5K+/Xsr06R+uUWnnEkmS+jZhQpLmZjuDSOqfibOUw9ZZp4t33y3hrbeG/lF9+eUyZsxIzRS6yirdvPHGSEcnSZIkFQcTZynHHX10Mz/8Yd2QW4x7J85rr93Fv//tL+mSJPVnlVW6WbjQr8aS+uZ/BynHjRuX5NOfbuP226uHtN9775UwcWIq215nHRNnSZIG8vHGwOFKAAAPOUlEQVSPd/K3v5VnOwxJOcrEWcoDW2/dwbx5pbz22vDWmlx55R7eeMPEWZKk/qy/fif//KeJs6S+mThLeeILX1jMnDm1dHcPvu2yEubMkiQNqKoKOjr6rjA7O+Hb3x43xhFJyiUmzlKeqKyEgw9u4ac/rR10244OKCtzGm1JkoaqrzlFnn66gqeeqhj2EpGS8p+Js5RH1l+/i1VW6eGXv6wacLvXXitltdWWbpqurXWpDUmSBjJ9ejevv778sKgnnqjg+OMX85e/VGQhKkm5wMRZyjN7793K22+X8Mgjlf1u03tG7SXWWSfJSy+VjXZ4kiTlrY9/vIO//nX5cc5tbQlmzmzj8cdNnKViZeIs5aHDDmvhb38r55ln+p7E5JVXlk+c11wTXn11eJOLSZJUDNZdt4v//nfpuvWddxKstFIPVVXQ3m7PLalYmThLeerEExfz6KOV3H57NT09H5Z3d8Prr5cyYcLSg7TWWCPZZ/czSZKUUlbGcpNwPvpoJZ/8ZDsAa6zRzcsvW5dKxcjEWcpTiQScfPJiZszo4lvfGsczz5Rzyy3VnHfeOD772dbltq+vh8WL/chLkjSQkhKW+kH6+efLWX/9VC+unXZq46GHBp5nJBMm31L+8Vu0lOc226yT2bMbefXVMjbeuJOzzmpk882d9lOSpOFYa60uXnwxNSfIkhm2lyzrOGlSD2+9tWJfn+fPL+HUUyes0GNIGnsmzlIBKC2FffZpZb31ugbfWJIk9av3BGEvvFDGOussXbfW1SVpahr+WOdHH63kox/tZOFCv4ZL+cRPrFRESkuTy43dkiRJH5oxo5tXXkm1OD/8cCXbb9++1P077NA+4MoWg3n55TKOOaaZBx5Y8S7fksaOibNURFZdtYc33nBclSRJ/UkkPuyivWhRCSuv3LPU/Rtu2Mmzz/a9qsVgenpSj7/aan2vFy0pd5k4S0VktdW6XJJKkqRBlJUlaW5OUFGRXO6+JeOde3qWu2tQzz1XzoYbpuYhqa1N0tS0IlFKGksmzlIRWX31bl57zcRZkqSBrLdeFzfeWMMWW3T0ef/mm3dwyy01H7RMZ+qxx/5/e3cfZFd913H8fbMhIdksgVozNJBAo1iGZgBtkwINFppisRJxkH4HgjoitTpTbItFbQWF1EGorRRQSoeHEKA09DtYU2GKEmWipUN0haGD6IxSBprwbB02Ic/JXv84d+Em7N7dm324D+f9mtnJvef87rm/3W/OfO7vnN89ZwYf/GAx9fvMM3fx8MPeF1rqFA6cpRJ517v28dJLDpwlSWrkpJN2c889vSxdOvzAefnyXSxatJerrjqMjRtnjHm7AwPTOPzwYrS9ePEennzSj+JSp3BvlUpk+nTYt8+j25IkNTJ//iDLl+9kZoNrgJ1yym5WrdrCa69NY9Wqw1i3bhbbto2csdu3V5g1661T1JVKkct7vIOk1BGmt7oDkqZWs9PKJEkqm0oFvvjFLWNqt2LFTs45ZydPPz2dW2/tZceOChddtJ1jjtn/NhYbN87gtNP2P4N92mmD9Pe/fbmk9uMZZ0mSJGkcKhVYvHgvl132Bp/73FbWrZvF2rVvfQf69dcrrF9/KCefvP8AedmyKv39Y5/qLal1POMslczs2VW2b68we7anniVJmmgzZ8JnPvMG/f2HcOWVc5kzZ5C5c6tcfPE2DjngLlazZsHOnX6FSuoEDpylklm4cC8/+lEPxx+/t9VdkSSpay1ZsoclSwZGbdfXV2XLlgqHHeYBbamdOVVbKpmFC70llSRJ7eLUU3fx2GMNrkImqS04cJZKZuHCvTz/vJNNJElqByeeuIcf/OCQ0RtKaikHzlLJHH54lYEBd31JktpBTw8MDra6F5JG46dnqWQqleJCJAMDXoxEkqR2cOSR+3jpJT+WS+2sdPM1I+Js4EagB7g9M69rcZekKfepT23l+uv7uPrqLVQcP0tqMbNZZXf66bt49NGZfPzjO1rdFUkjKNWhrYjoAW4GfhE4AbgwIk5oba+kqXfEEVXOO28Hq1f3trorkkrObJZg0aJ99PfPYOtWj2ZL7apUA2dgKfBMZj6bmbuB+4BzW9wnqSVOOmkP8+bt49pr+3jqKS9KIqllzGaVXqUCn//8Vr785T4vFCa1qbJN1T4K2FT3fDPwgRb1RWq5FSt28tGP7uTBB2fx0EOHUqkU4T1zZpW+vkH6+qr09laZNq1KpQLTpvHmv9OmAVTfXOaU7/Ywd26FgYEZre5G11myZDeH+Fl2spjNEvCOdwyyatUW1q6dzfr1hwJD+Vplzpwqc+cO0ttbpacHenreyuWenqF8rtayWe2mXbK52z6rLV26m+lTOJot28B5uP8u+91tPiI+CXwSIDOZP3/+VPSrpcrwO6owUq0vvXSKO6JJ9s5Wd0Bqhtk8jDL8jiocWOvLL29RRzTJzOZOV7bjUpuBBXXPjwZerG+Qmbdm5vsz8/0UYT7iT0TcNlqbg2k/WrtG60da12D54838DlPx0+zfdSq2Oxm1Hm+bTq91Weo8lnYHU+eR1rVbna31sOu1P7P57cvdjyfhtWazdW6mndlculqPqmxnnPuB4yLi3cALwAXAynFs74FJaj9au0brR1rXbF9babL6Op7tTkatx9um02tdljqPpd3B1LmZ9281a33w71sGZnNnKMt+bDa333Y7aZ9u5v1bzVo3uZ1KtVodvVUXiYiPATdQ3PJidWZe0+IutVRE/HvtCL66nLUuB+usTmQ278/9uDysdTlY5+5QtjPOZOZ3ge+2uh9t5NZWd0BTxlqXg3VWxzGb38b9uDysdTlY5y5QujPOkiRJkiQ1o2wXB5MkSZIkqSkOnCVJkiRJasCBsyRJkiRJDZTu4mAau4j4FeCXgHnAzZn5cIu7pEkQEYuAK4C5mXl+q/ujiRURvcDXgN3Ahsy8t8VdkjQOZnM5mM3dzWzuTA6cu1RErAbOAV7NzMV1y88GbqS45cftmXndSNvIzHXAuog4AvgKYDi3mQmq87PAJRFx/2T3VxOjybqfB9yfmQ9ExLcAw1lqEbO5HMzmcjKbu58D5+61Bvhr4O6hBRHRA9wMnAVsBvoj4u8oduRrD3j9b2Xmq7XHV9Zep/azhomrszrHGsZe96OBp2rN9k1tNyUdYA1mcxmswWwuozWYzV3NgXOXysx/iYhjD1i8FHimdhSTiLgPODczr6U4QrafiKgA1wEPZeYTk9xlHYSJqLM6TzN1pwjqo4En8boWUkuZzeVgNpeT2dz9LFS5HAVsqnu+ubZsJL8HfAQ4PyJ+dzI7pgnVVJ0j4ici4uvAz0bEFya7c5o0I9X928CvRsQtwAOt6JikhszmcjCby8ls7iKecS6XyjDLqiM1zsybgJsmrzuaJM3W+ceAH74637B1z8xtwMVT3RlJY2Y2l4PZXE5mcxfxjHO5bAYW1D0/GnixRX3R5LHO5WTdpc7kvlsO1rmcrHsX8YxzufQDx0XEu4EXgAuAla3tkiaBdS4n6y51JvfdcrDO5WTdu0ilWh1xlog6WESsBc4A3gm8AlyVmXdExMeAGyiu4rg6M69pXS81Xta5nKy71Jncd8vBOpeTde9+DpwlSZIkSWrA7zhLkiRJktSAA2dJkiRJkhpw4CxJkiRJUgMOnCVJkiRJasCBsyRJkiRJDThwliRJkiSpgemt7oCk4UXEe4D7gJ8GrsjMm1rcpSkVEWuAlcCLmXnsBGzvEuBGoBc4LjOfGe82JUnlYjabzSovzzhL7esPgQ2Z2Ve2YK7zF/XBHBEbIuIT9Q0i4oyI2DzahjLzjsycMwl9lCSVh9lsNqukHDhL7esY4OmRVkZEzxT2RZIkmc1SaTlVW2pDEfEI8CFgWUTcAPwc8MfADorQ/hBwbkR8D7gGCGAm8LfAZZm5o7adPwB+H6gCVwJ3UJsKFREbgG9k5u21tr8JfCIzl9WeHw/8FfA+4DXgTzIza+vWANuAY4GfB/4TWJmZP6ytfy9wQ+21eyimYa0GngUWZOaPa+3eB/w9MD8z90zA3+1UYH3dounAyxMxnUySVG5m80H/3cxmdQXPOEttKDM/DHwPuDQz52Tmf9dWraQI4z7gUeBLwM8AJ1N83+oo4E8BIuJs4HLgLOA44CNjff+I6KUIuW8C84ALga/VQnfIhcAq4AjgmVq/iIg+4B+phW6tX/+UmS8DGyg+SAz5NeC+iQhmgMx8rPb3mlPr10Zg7URsW5JUbmbzwTGb1S084yx1lu9k5vcBImIX8NvAiZn5f7Vlf04RqF+gCME7M/M/auuupgjUsTgHeC4z76w9fyIi/gY4n7emqH07M/+ttu17gevrXvtyZv5l7flO4F9rj+8CPg3cUpvOdiHwy2P/9QG4KSK+Uvd8OvD6cO0ojrxf0eT2JUlqhtlsNqsEHDhLnWVT3eOfBGYDj0e8eaC4Agx9v2o+8Hhd++ebeJ9jgA9ERH3oTQfuqXv+ct3j7cDQxT0WAD8cYbvfAb4eEYsojsYPDAV8Ez49NIUNiguQAN+obxARvwOcAZySmYNNbl+SpGaYzWazSsCBs9RZqnWP/5fie1XvzcwXhmn7EkVQDll4wPptFOE+5Mi6x5uAf87Msw6ij5sY4eh5Zu6MiAQuAo5n/7CfEBFxOvBnwLLMHJjo7UuSdACzeRRms7qBA2epQ2XmYETcBnw1Ii7NzFcj4ihgcWb+A5DAnRFxN/AccNUBm3gSOC8ibqc4An4J8Ept3YPAdRHx6xT3q4Tiu1pvZOZ/jdK1B4HrI+KzwC3ADOCEzByaEnZ37WceEzxVKyIWAN8CfqPuu2eSJE0Js/ntzGZ1Cy8OJnW2P6K4+MfGiNhCceGP9wBk5kMUV898pNbmkQNe+1VgN0Ug3wXcO7QiM7cCvwBcALxIMfXrSxRXB22o9tqzgBW11/0PcGbd+u8Dg8ATmflck7/vaJZTHJ2/PyLeqP2MeNsQSZImgdm8P7NZXaFSrVZHbyWpK0REldotL1rcj0eAb9Z/H2qYNrdRTCt7JTN/agLe82KKDySHUhxlf3a825QkabzMZrNZncGBs1Qi7RDOEbGE4nYaC2pHwCVJKi2zWeoMTtWWNGUi4i6KKWufNZglSWo9s1kaG884S5IkSZLUgGecJUmSJElqwIGzJEmSJEkNOHCWJEmSJKkBB86SJEmSJDXgwFmSJEmSpAYcOEuSJEmS1MD/A7/8yIgc1vV0AAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Cell 6 - convolve both signals with \"characteristic\"\n",
+ "\n",
+ "padding_factor = samp/samp2 # zero padding to ensure that G has the same length than the functions\n",
+ "G = np.fft.rfft(gauss, n=int(len(gauss)*padding_factor)) # FFT of zero-padded gaussian\n",
+ "Sconv = np.fft.irfft(G * Fsig) # convolve pure signal\n",
+ "Nconv = np.fft.irfft(G * Fnos) # convolve noisy signal\n",
+ "\n",
+ "# plot \n",
+ "tc = np.linspace(0, len(Nconv)*rate, len(Nconv)) # time axis\n",
+ "plt.rcParams[\"figure.figsize\"] = (16, 8)\n",
+ "ymin = -5\n",
+ "ymax = 25\n",
+ "fym = 2500\n",
+ "\n",
+ "plt.subplot(221)\n",
+ "plt.plot(tc, Sconv, 'b')\n",
+ "plt.ylim(ymin,ymax)\n",
+ "plt.title('clean signal convolved')\n",
+ "plt.xlabel('time [s]')\n",
+ "plt.ylabel('time-domain \\n amplitude')\n",
+ "\n",
+ "plt.subplot(222)\n",
+ "plt.plot(tc, Nconv, 'b')\n",
+ "plt.ylim(ymin,ymax)\n",
+ "plt.title('noisy signal convolved')\n",
+ "plt.xlabel('time [s]')\n",
+ "\n",
+ "plt.subplot(223)\n",
+ "SC = np.fft.rfft(Sconv)\n",
+ "fac = np.linspace(0, (1/rate)/2, len(SC))\n",
+ "plt.semilogx(fac, abs(SC), 'b')\n",
+ "plt.ylim(0,fym)\n",
+ "plt.xlabel('frequency [Hz]')\n",
+ "plt.ylabel('frequency-domain \\n amplitude')\n",
+ "\n",
+ "plt.subplot(224)\n",
+ "NC = np.fft.rfft(Nconv)\n",
+ "plt.ylim(0,fym)\n",
+ "plt.semilogx(fac, abs(NC), 'b')\n",
+ "plt.xlabel('frequency [Hz]')\n",
+ "\n",
+ "plt.subplots_adjust(wspace=0.2, hspace=0.3)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "---\n",
+ "#### Answers\n",
+ "\n",
+ "3) The original signal is a really pure and clean signal. Not only in the time-domain but also in the frequency-domain the amplitude spectra shows a distinct peak with a maximum amplitude of almost 700. This spectrum tells us that we have a signal what is constructed from only one single frequency. \n",
+ "In contradiction, the noisy signal in time-domain looks ... noisy. We can still recognise the dominating sinusoid but the min./max. amplitudes are biased and we can see further contributions to the signal. These further constributions are even more clear in the amplitude spectrum of the noisy signal. We see frequency contributions higher and lower than the dominating 1 Hz of the sinusoid. Therefore, the max. amplitude is much smaller than before because the remaining amplitude is 'distributed' in the noise. \n",
+ "Our linear system is characterised by a simple Gaussian in the time-domain with its peak amplitude at about 5 seconds and a much smaller amplitude than the signals. The amplitude spectrum of this Gaussian - its Fourier transformation - is again a Gaussian with a much broader width. This is due to the [uncertainty principle](spectral_analysis+preprocessing.ipynb), another effect of the properties of the [Fourier transform](fourier_transform.ipynb). \n",
+ "\n",
+ "4) The convolution result of the clean signal is very nice again. In the frequency domain, we can clearly distinguish the contribution of the signal and the convolution function. The convolution result of the noisy data is clearly distorted by the noise. In the time-domain, we can still distinguish the peak of the convolution function, but in the frequency domain everything is blurred. We can still see the peak at 0.1Hz but only because we know that there must be a peak. If it would be real data, we cannot be sure, if this is real or an artefact of noise. \n",
+ "\n",
+ "5) When done correctly, all these experiments shall give you the same convolution result. See again the properties of the convolution in the theory part."
+ ]
+ }
+ ],
+ "metadata": {
+ "anaconda-cloud": {},
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.5"
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diff --git a/notebooks/Signal Processing/deconvolution.ipynb b/notebooks/Signal Processing/deconvolution.ipynb
new file mode 100644
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--- /dev/null
+++ b/notebooks/Signal Processing/deconvolution.ipynb
@@ -0,0 +1,470 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "
\n",
+ "
\n",
+ "
Signal Processing
\n",
+ "
Deconvolution - Solution
\n",
+ "
\n",
+ "
\n",
+ "
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Seismo-Live: http://seismo-live.org\n",
+ "\n",
+ "##### Authors:\n",
+ "* Stefanie Donner ([@stefdonner](https://github.com/stefdonner))\n",
+ "* Celine Hadziioannou ([@hadzii](https://github.com/hadzii))\n",
+ "* Ceri Nunn ([@cerinunn](https://github.com/cerinunn))\n",
+ "\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Deconvolution \n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Cell 0 - Preparation: load packages, set some basic options \n",
+ "%matplotlib inline\n",
+ "from __future__ import print_function\n",
+ "from numpy.fft import rfft, irfft, fft, ifft\n",
+ "import numpy as np\n",
+ "import scipy.signal as sp\n",
+ "import matplotlib.pylab as plt\n",
+ "from obspy.core import Trace\n",
+ "import warnings\n",
+ "warnings.filterwarnings('ignore')\n",
+ "plt.style.use('ggplot')\n",
+ "plt.rcParams[\"figure.figsize\"] = (16, 2)\n",
+ "plt.rcParams['lines.linewidth'] = 0.5"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## The twin of convolution\n",
+ "\n",
+ "*Deconvolution* is the reverse mathematical operation to [convolution](convolution.ipynb). It is probably the most important application in seismological/seismic data processing, e.g. for removing the instrument response of a seismometer from recorded data. Intuitively spoken, it means applying the inverse filter (or response function) on the data to recover the original data. \n",
+ "\n",
+ "Deconvolution is rarely applied in its pure mathematical form due to practical issues caused by the signal-to-noise-ratio. \n",
+ "\n",
+ "$$ y(t) = h(t) * x(t) + n(t) $$\n",
+ "\n",
+ "If not done properly, the deconvolution process leads to disproportionately increased noise amplitudes. Therefore, the process needs to be constrained by a-priori information. Making use of the [convolution theorem](convolution.ipynb), *deconvolution* usually is performed in the [*frequency domain*](fourier_transform.ipynb). Here, it is a simple division:\n",
+ "\n",
+ "$$ X'(\\omega) = \\frac{Y(\\omega)+N(\\omega)}{H(\\omega)} $$\n",
+ "\n",
+ "where $Y(\\omega)$ is the raw, recorded signal spoiled by noise $N(\\omega)$, $H(\\omega)$ the instrument response, and $X'(\\omega)$ the resulting signal, sometimes called the *restitued signal*. In a perfect world it would be identical to the original (unknown) signal $X(\\omega)$. \n",
+ "\n",
+ "Two major problems of *deconvolution* lie in $H(\\omega)$ being (partly) zero or close to zero and in the presence of noise. A division by zero is - a matter of common knowledge - undefined. A possible fix to this problem is e.g. the so called *waterlevel method*, basically adding a very low level of white noise to $H(\\omega)$ before the division: \n",
+ "\n",
+ "$$ X'(\\omega) = \\frac{Y(\\omega)+N(\\omega)}{H(\\omega)+\\epsilon} $$\n",
+ "\n",
+ "However, this method may not fix the problem of amplified noise completely. The second option is therefore to [*bandpass filter*](filter_basics.ipynb) the deconvolved signal, thus removing the amplified noise but keeping the wanted signal. A special bandpass filter for deconvolution is the *Wiener filter*. It makes use of a function $G(\\omega)$ to obtain\n",
+ "\n",
+ "$$ X'(\\omega) = G(\\omega) \\cdot Y(\\omega) $$\n",
+ "\n",
+ "This function is called the *filter function* and is defined as \n",
+ "\n",
+ "$$ G(\\omega) = \\frac{1}{H(\\omega)} \\left[ \\frac{ |H(\\omega)|^2 }{ |H(\\omega)|^2 + \\frac{1}{\\mathrm{SNR}(\\omega)}} \\right] $$\n",
+ "\n",
+ "with $SNR(\\omega)$ being the signal-to-noise ratio of the measured data. \n",
+ "\n",
+ "Generally, the *Wiener filter* provides better results than a simple [*bandpass filter*](filter_basics.ipynb). Therefore, it is often applied in image manipulation ($t$ and $\\omega$ become 2-dimensional), e.g. in seismics. When working with 1-dimensional seismological data the *water-level method* or the [*bandpass filter*](filter_basics.ipynb) provide fair results."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "---\n",
+ "### Exercise \n",
+ "\n",
+ "In Cell 1 we create a signal that is made up of $\\sin$ functions with three different frequencies. In Cell 2 we add noise to this signal, this is called *data* noise. The percentage of noise within the signal can be varied with the variable $perc$. \n",
+ "Consider the absolute amplitudes in time and frequency domain of the pure and noisy signal.\n",
+ "\n",
+ "In Cell 3 we set-up a window function, which we use as *convolution function*. In Cell 4 we then convolve the two signals with the convolution function. In addition, we again add noise. This time it is *instrument noise* having its causes not in nature but in the instrument for measurement itself. It can be caused by thermal drifts of the instrument, effects of non-linearities in the construction of the instrument, or effects due to barometric pressure changes influencing the instrument. \n",
+ "\n",
+ "Cell 5 is performing the deconvolution. All results are plotted in Cell 8.\n",
+ "\n",
+ "1) Have a look at the result plots, especially consider the resolution of the three initial frequencies used to create the signal. What do you observe? What happens when you increase the water level $wl$ in Cell 5 in steps of 1? \n",
+ "\n",
+ "2) Set the water level $wl$ in Cell 5 back to 0 and uncomment the lines in Cell 6 for applying a bandpass filter to the deconvolution. Run Cell 5 again bevor running Cell 6. What would be good corner frequencies for the filter and why? What do you observe in teh result now? \n",
+ "\n",
+ "3) Run Cell 4 (convolution) again and then directly Cell 7 (Wiener deconvolution), skipping Cell 5 and 6. Describe the outcome.\n",
+ "\n",
+ "4) Decrease the slope of the convolution function in the frequency domain by increasing it in the time domain ([uncertainty principle](spectral_analysis+preprocessing.ipynb) of the [Fourier transform](fourier_transform.ipynb)), i.e. reduce the value for the variable $slp$ in Cell 3. What do you observe in the outcome?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Cell 1 - create signal\n",
+ "plt.rcParams[\"figure.figsize\"] = (16, 2)\n",
+ "fs = 10 # initial: 10 ; sampling rate in Hz, must be integer\n",
+ "npts = 1024 # initial: 1024 ; number of samples\n",
+ "dur = npts/fs # duration of signal in seconds, may be float\n",
+ "f1 = 1.0 # initial: 1.0, 0.5, 2.33 ; sine frequencies for signal, may be float \n",
+ "f2 = 0.5\n",
+ "f3 = 2.3\n",
+ "\n",
+ "sin1 = 0.5 * (np.sin(2*np.pi*np.arange(fs*dur)*f1/fs))\n",
+ "sin2 = (np.sin(2*np.pi*np.arange(fs*dur)*f2/fs))\n",
+ "sin3 = (np.sin(2*np.pi*np.arange(fs*dur)*f3/fs))\n",
+ "sig = sin1+sin2+sin3\n",
+ "\n",
+ "plt.plot(sig,'k',label='pure signal')\n",
+ "plt.xlabel('samples')\n",
+ "plt.ylabel('amplitude')\n",
+ "plt.xlim(0,npts)\n",
+ "plt.legend()\n",
+ "plt.show()\n",
+ "\n",
+ "# root mean square of signal, needed in next cell\n",
+ "rms_sig = np.sqrt(np.mean(sig**2))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Cell 2 - create 'data' noise\n",
+ "plt.rcParams[\"figure.figsize\"] = (16, 2)\n",
+ "\n",
+ "t = np.linspace(0, npts*(1/fs), npts) # time axis for plotting\n",
+ "noise = np.random.randn(npts) \n",
+ "plt.plot(t,noise,'k', label='pure noise')\n",
+ "\n",
+ "rms_noise = np.sqrt(np.mean(noise**2)) # normalise noise amplitude and reduce to perc% of signal\n",
+ "perc = 0.3 # initial: 0.3 ; percentage of noise level\n",
+ "n = perc * rms_sig/rms_noise * noise\n",
+ "plt.plot(t,n,'r', label='scaled noise')\n",
+ "plt.xlabel('time [sec]')\n",
+ "plt.ylabel('amplitude')\n",
+ "plt.xlim(0,max(t))\n",
+ "plt.legend()\n",
+ "plt.show()\n",
+ "\n",
+ "# add scaled noise to signal\n",
+ "nsig = sig + (perc * rms_sig/rms_noise * noise)\n",
+ "\n",
+ "plt.plot(t,sig,'k', label='pure signal')\n",
+ "plt.plot(t,nsig,'r', label='noisy signal')\n",
+ "plt.xlim(0,max(t))\n",
+ "plt.xlabel('time [sec]')\n",
+ "plt.ylabel('amplitude')\n",
+ "plt.legend()\n",
+ "plt.show()\n",
+ "\n",
+ "SIG = rfft(sig)\n",
+ "NSIG = rfft(nsig)\n",
+ "plt.loglog(abs(SIG),'k', label='pure signal')\n",
+ "plt.loglog(abs(NSIG),'r', label='noisy signal')\n",
+ "plt.ylim(1e0,1e3)\n",
+ "plt.xlabel('frequency [Hz]')\n",
+ "plt.ylabel('amplitude')\n",
+ "plt.legend()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "convolution function padded with zeros for 0 samples\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Cell 3 - create window function for convolution\n",
+ "fs2 = 200 # initial: 200 ; sampling rate in Hz, must be integer\n",
+ "npts2 = 2048 # initial: 2048\n",
+ "slp = 50 # initial: 50 ; slope steepness of convolution function\n",
+ "\n",
+ "t2 = np.linspace(0, (npts2/2)*(1/fs2), (npts2/2))\n",
+ "win = np.exp(-slp*t2**2.0 )\n",
+ "\n",
+ "# zero pad the window to bring on same length as signal (if necessary)\n",
+ "pad = np.zeros(len(sig) - len(win))\n",
+ "win_p = np.concatenate((win, pad), axis=0)\n",
+ "print('convolution function padded with zeros for', len(pad), 'samples')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Cell 4 - convolve signal with convolution function + add 'instrument' noise\n",
+ "sig_c_tmp = irfft( rfft(sig) * rfft(win_p) )\n",
+ "nsig_c_tmp = irfft( rfft(nsig) * rfft(win_p) )\n",
+ "\n",
+ "# add 'instrument' noise \n",
+ "noise2 = np.random.randn(npts) \n",
+ "rms_noise2 = np.sqrt(np.mean(noise2**2)) # normalise noise amplitude and reduce to perc% of signal\n",
+ "perc = 0.9 # initial: 0.9\n",
+ "sig_c = sig_c_tmp + (perc * rms_sig/rms_noise2 * noise2)\n",
+ "nsig_c = nsig_c_tmp + (perc * rms_sig/rms_noise2 * noise2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "convolution function padded with zeros for 0 samples\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Cell 5 - deconvolution\n",
+ "wl = 0 # initial: 0 ; water level for deconvolution \n",
+ "\n",
+ "# bring convolution function to same length as convolved signal (if necessary)\n",
+ "pad = np.zeros(len(sig_c) - len(win))\n",
+ "win_p = np.concatenate((win, pad), axis=0)\n",
+ "print('convolution function padded with zeros for', len(pad), 'samples')\n",
+ "\n",
+ "# deconvolve signals with/without water level\n",
+ "sig_dc = irfft(rfft(sig_c)/ ( rfft(win_p) + wl ) )\n",
+ "nsig_dc = irfft(rfft(nsig_c)/ ( rfft(win_p) + wl ) )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Cell 6 - bandpass filter after deconvolution (SET wl = 0.0 IN CELL 5 AGAIN)\n",
+ "#bfmin = 0.1 # initial: 0.1 Hz\n",
+ "#bfmax = 10.0 # initial: 10.0 Hz\n",
+ "\n",
+ "#tr = Trace(data=sig_dc)\n",
+ "#tr.stats.sampling_rate=fs\n",
+ "#tr.filter('bandpass', freqmin=bfmin, freqmax=bfmax, corners=6, zerophase=True)\n",
+ "#sig_dc = tr.data\n",
+ "\n",
+ "#tr = Trace(data=nsig_dc)\n",
+ "#tr.stats.sampling_rate=fs\n",
+ "#tr.filter('bandpass', freqmin=bfmin, freqmax=bfmax, corners=6, zerophase=True)\n",
+ "#nsig_dc = tr.data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Cell 7 - Wiener filter\n",
+ "#snr = rms_sig/rms_noise\n",
+ "#H = fft(win_p)\n",
+ "#sig_dc = np.real(ifft(fft(sig_c)*np.conj(H)/(H*np.conj(H) + snr**2)))\n",
+ "#nsig_dc = np.real(ifft(fft(nsig_c)*np.conj(H)/(H*np.conj(H) + snr**2)))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Cell 8 - plot figure\n",
+ "# get amplitude spectrums\n",
+ "SIG = rfft(sig) # pure signal\n",
+ "NSIG = rfft(nsig) # signal with data noise\n",
+ "SIG_C = rfft(sig_c) # pure signal convolved incl. instrument noise\n",
+ "SIG_C_TMP = rfft(sig_c_tmp) # pure signal convolved without instrument noise\n",
+ "NSIG_C = rfft(nsig_c) # noisy signal convolved incl. instrument noise\n",
+ "NSIG_C_TMP = rfft(nsig_c_tmp) # noisy signal convolved without instrument noise\n",
+ "SIG_DC = rfft(sig_dc) # deconvolution of signal incl. only instrument noise\n",
+ "NSIG_DC = rfft(nsig_dc) # deconvolution of signal incl. data and instrument noise\n",
+ "WIN = rfft(win_p) # convolution function\n",
+ "\n",
+ "# axes limitations\n",
+ "xmax = 30\n",
+ "fxmin = 1e0\n",
+ "fxmax = 5.3e2\n",
+ "fymin = 5e-1\n",
+ "fymax = 5e3\n",
+ "\n",
+ "plt.rcParams[\"figure.figsize\"] = (16, 16)\n",
+ "plt.subplot(621)\n",
+ "plt.plot(t, sig, 'g')\n",
+ "plt.plot(t, nsig, color='chocolate')\n",
+ "plt.xlim(0,xmax)\n",
+ "plt.ylabel('amplitude \\n original signals')\n",
+ "plt.title('time domain')\n",
+ "\n",
+ "plt.subplot(622)\n",
+ "plt.loglog(abs(SIG),'g', label='pure signal')\n",
+ "plt.loglog(abs(NSIG),color='chocolate', label='signal + \\'data\\' noise')\n",
+ "plt.xlim(fxmin,fxmax)\n",
+ "plt.ylim(fymin,fymax)\n",
+ "plt.title('frequency domain')\n",
+ "plt.legend(loc='upper left')\n",
+ "\n",
+ "plt.subplot(623)\n",
+ "plt.plot(win_p,'r')\n",
+ "plt.ylabel('amplitude \\n convolution fct')\n",
+ "\n",
+ "plt.subplot(624)\n",
+ "plt.semilogx(abs(WIN),'r', label='convolution fct')\n",
+ "plt.axhline(y=wl,linewidth=1, color='purple', label='water level')\n",
+ "plt.xlim(fxmin,fxmax)\n",
+ "plt.ylim(0,160)\n",
+ "plt.legend()\n",
+ "\n",
+ "plt.subplot(625)\n",
+ "plt.plot(t, sig_c_tmp, 'g')\n",
+ "plt.plot(t, sig_c, 'k')\n",
+ "plt.plot(t, nsig_c, 'c')\n",
+ "plt.xlim(0,xmax)\n",
+ "plt.ylabel('amplitude \\n convolved signals')\n",
+ "\n",
+ "plt.subplot(626)\n",
+ "plt.loglog(abs(SIG_C_TMP),'g', label='pure signal')\n",
+ "plt.loglog(abs(SIG_C),'k', label='signal + \\'instrument\\' noise')\n",
+ "plt.loglog(abs(NSIG_C),'c', label='signal + \\'data\\'+\\'instr.\\' noise')\n",
+ "plt.xlim(fxmin,fxmax)\n",
+ "plt.ylim(fymin,fymax)\n",
+ "plt.legend(loc='lower left')\n",
+ "\n",
+ "plt.subplot(627)\n",
+ "plt.plot(t, nsig, color='chocolate')\n",
+ "plt.plot(t, sig_dc, 'k')\n",
+ "plt.plot(t, nsig_dc, 'c')\n",
+ "plt.xlim(0,xmax)\n",
+ "plt.xlabel('time [sec] (may be zoomed)')\n",
+ "plt.ylabel('amplitude \\n deconvolved signals')\n",
+ "\n",
+ "plt.subplot(628)\n",
+ "plt.loglog(abs(NSIG), color='chocolate', label='original noisy signal')\n",
+ "plt.loglog(abs(SIG_DC),'k', label='signal + \\'instrument\\' noise')\n",
+ "plt.loglog(abs(NSIG_DC),'c', label='signal + \\'data\\'+\\'instr.\\' noise')\n",
+ "plt.ylim(fymin,fymax)\n",
+ "plt.xlim(fxmin,fxmax)\n",
+ "plt.legend(loc='upper left')\n",
+ "plt.xlabel('frequency [Hz]')\n",
+ "\n",
+ "plt.subplots_adjust(wspace=0.2, hspace=0.4)\n",
+ "plt.show()"
+ ]
+ }
+ ],
+ "metadata": {
+ "anaconda-cloud": {},
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.5"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/notebooks/Signal Processing/deconvolution_solution.ipynb b/notebooks/Signal Processing/deconvolution_solution.ipynb
new file mode 100644
index 0000000..e943a25
--- /dev/null
+++ b/notebooks/Signal Processing/deconvolution_solution.ipynb
@@ -0,0 +1,490 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "
\n",
+ "
\n",
+ "
Signal Processing
\n",
+ "
Deconvolution - Solution
\n",
+ "
\n",
+ "
\n",
+ "
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Seismo-Live: http://seismo-live.org\n",
+ "\n",
+ "##### Authors:\n",
+ "* Stefanie Donner ([@stefdonner](https://github.com/stefdonner))\n",
+ "* Celine Hadziioannou ([@hadzii](https://github.com/hadzii))\n",
+ "* Ceri Nunn ([@cerinunn](https://github.com/cerinunn))\n",
+ "\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Deconvolution \n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Cell 0 - Preparation: load packages, set some basic options \n",
+ "%matplotlib inline\n",
+ "from __future__ import print_function\n",
+ "from numpy.fft import rfft, irfft, fft, ifft\n",
+ "import numpy as np\n",
+ "import scipy.signal as sp\n",
+ "import matplotlib.pylab as plt\n",
+ "from obspy.core import Trace\n",
+ "import warnings\n",
+ "warnings.filterwarnings('ignore')\n",
+ "plt.style.use('ggplot')\n",
+ "plt.rcParams[\"figure.figsize\"] = (16, 2)\n",
+ "plt.rcParams['lines.linewidth'] = 0.5"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## The twin of convolution\n",
+ "\n",
+ "*Deconvolution* is the reverse mathematical operation to [convolution](convolution.ipynb). It is probably the most important application in seismological/seismic data processing, e.g. for removing the instrument response of a seismometer from recorded data. Intuitively spoken, it means applying the inverse filter (or response function) on the data to recover the original data. \n",
+ "\n",
+ "Deconvolution is rarely applied in its pure mathematical form due to practical issues caused by the signal-to-noise-ratio. \n",
+ "\n",
+ "$$ y(t) = h(t) * x(t) + n(t) $$\n",
+ "\n",
+ "If not done properly, the deconvolution process leads to disproportionately increased noise amplitudes. Therefore, the process needs to be constrained by a-priori information. Making use of the [convolution theorem](convolution.ipynb), *deconvolution* usually is performed in the [*frequency domain*](fourier_transform.ipynb). Here, it is a simple division:\n",
+ "\n",
+ "$$ X'(\\omega) = \\frac{Y(\\omega)+N(\\omega)}{H(\\omega)} $$\n",
+ "\n",
+ "where $Y(\\omega)$ is the raw, recorded signal spoiled by noise $N(\\omega)$, $H(\\omega)$ the instrument response, and $X'(\\omega)$ the resulting signal, sometimes called the *restitued signal*. In a perfect world it would be identical to the original (unknown) signal $X(\\omega)$. \n",
+ "\n",
+ "Two major problems of *deconvolution* lie in $H(\\omega)$ being (partly) zero or close to zero and in the presence of noise. A division by zero is - a matter of common knowledge - undefined. A possible fix to this problem is e.g. the so called *waterlevel method*, basically adding a very low level of white noise to $H(\\omega)$ before the division: \n",
+ "\n",
+ "$$ X'(\\omega) = \\frac{Y(\\omega)+N(\\omega)}{H(\\omega)+\\epsilon} $$\n",
+ "\n",
+ "However, this method may not fix the problem of amplified noise completely. The second option is therefore to [*bandpass filter*](filter_basics.ipynb) the deconvolved signal, thus removing the amplified noise but keeping the wanted signal. A special bandpass filter for deconvolution is the *Wiener filter*. It makes use of a function $G(\\omega)$ to obtain\n",
+ "\n",
+ "$$ X'(\\omega) = G(\\omega) \\cdot Y(\\omega) $$\n",
+ "\n",
+ "This function is called the *filter function* and is defined as \n",
+ "\n",
+ "$$ G(\\omega) = \\frac{1}{H(\\omega)} \\left[ \\frac{ |H(\\omega)|^2 }{ |H(\\omega)|^2 + \\frac{1}{\\mathrm{SNR}(\\omega)}} \\right] $$\n",
+ "\n",
+ "with $SNR(\\omega)$ being the signal-to-noise ratio of the measured data. \n",
+ "\n",
+ "Generally, the *Wiener filter* provides better results than a simple [*bandpass filter*](filter_basics.ipynb). Therefore, it is often applied in image manipulation ($t$ and $\\omega$ become 2-dimensional), e.g. in seismics. When working with 1-dimensional seismological data the *water-level method* or the [*bandpass filter*](filter_basics.ipynb) provide fair results."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "---\n",
+ "### Exercise \n",
+ "\n",
+ "In Cell 1 we create a signal that is made up of $\\sin$ functions with three different frequencies. In Cell 2 we add noise to this signal, this is called *data* noise. The percentage of noise within the signal can be varied with the variable $perc$. \n",
+ "Consider the absolute amplitudes in time and frequency domain of the pure and noisy signal.\n",
+ "\n",
+ "In Cell 3 we set-up a window function, which we use as *convolution function*. In Cell 4 we then convolve the two signals with the convolution function. In addition, we again add noise. This time it is *instrument noise* having its causes not in nature but in the instrument for measurement itself. It can be caused by thermal drifts of the instrument, effects of non-linearities in the construction of the instrument, or effects due to barometric pressure changes influencing the instrument. \n",
+ "\n",
+ "Cell 5 is performing the deconvolution. All results are plotted in Cell 8.\n",
+ "\n",
+ "1) Have a look at the result plots, especially consider the resolution of the three initial frequencies used to create the signal. What do you observe? What happens when you increase the water level $wl$ in Cell 5 in steps of 1? \n",
+ "\n",
+ "2) Set the water level $wl$ in Cell 5 back to 0 and uncomment the lines in Cell 6 for applying a bandpass filter to the deconvolution. Run Cell 5 again bevor running Cell 6. What would be good corner frequencies for the filter and why? What do you observe in teh result now? \n",
+ "\n",
+ "3) Run Cell 4 (convolution) again and then directly Cell 7 (Wiener deconvolution), skipping Cell 5 and 6. Describe the outcome.\n",
+ "\n",
+ "4) Decrease the slope of the convolution function in the frequency domain by increasing it in the time domain ([uncertainty principle](spectral_analysis+preprocessing.ipynb) of the [Fourier transform](fourier_transform.ipynb)), i.e. reduce the value for the variable $slp$ in Cell 3. What do you observe in the outcome?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Cell 1 - create signal\n",
+ "plt.rcParams[\"figure.figsize\"] = (16, 2)\n",
+ "fs = 10 # initial: 10 ; sampling rate in Hz, must be integer\n",
+ "npts = 1024 # initial: 1024 ; number of samples\n",
+ "dur = npts/fs # duration of signal in seconds, may be float\n",
+ "f1 = 1.0 # initial: 1.0, 0.5, 2.33 ; sine frequencies for signal, may be float \n",
+ "f2 = 0.5\n",
+ "f3 = 2.3\n",
+ "\n",
+ "sin1 = 0.5 * (np.sin(2*np.pi*np.arange(fs*dur)*f1/fs))\n",
+ "sin2 = (np.sin(2*np.pi*np.arange(fs*dur)*f2/fs))\n",
+ "sin3 = (np.sin(2*np.pi*np.arange(fs*dur)*f3/fs))\n",
+ "sig = sin1+sin2+sin3\n",
+ "\n",
+ "plt.plot(sig,'k',label='pure signal')\n",
+ "plt.xlabel('samples')\n",
+ "plt.ylabel('amplitude')\n",
+ "plt.xlim(0,npts)\n",
+ "plt.legend()\n",
+ "plt.show()\n",
+ "\n",
+ "# root mean square of signal, needed in next cell\n",
+ "rms_sig = np.sqrt(np.mean(sig**2))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Cell 2 - create 'data' noise\n",
+ "plt.rcParams[\"figure.figsize\"] = (16, 2)\n",
+ "\n",
+ "t = np.linspace(0, npts*(1/fs), npts) # time axis for plotting\n",
+ "noise = np.random.randn(npts) \n",
+ "plt.plot(t,noise,'k', label='pure noise')\n",
+ "\n",
+ "rms_noise = np.sqrt(np.mean(noise**2)) # normalise noise amplitude and reduce to perc% of signal\n",
+ "perc = 0.3 # initial: 0.3 ; percentage of noise level\n",
+ "n = perc * rms_sig/rms_noise * noise\n",
+ "plt.plot(t,n,'r', label='scaled noise')\n",
+ "plt.xlabel('time [sec]')\n",
+ "plt.ylabel('amplitude')\n",
+ "plt.xlim(0,max(t))\n",
+ "plt.legend()\n",
+ "plt.show()\n",
+ "\n",
+ "# add scaled noise to signal\n",
+ "nsig = sig + (perc * rms_sig/rms_noise * noise)\n",
+ "\n",
+ "plt.plot(t,sig,'k', label='pure signal')\n",
+ "plt.plot(t,nsig,'r', label='noisy signal')\n",
+ "plt.xlim(0,max(t))\n",
+ "plt.xlabel('time [sec]')\n",
+ "plt.ylabel('amplitude')\n",
+ "plt.legend()\n",
+ "plt.show()\n",
+ "\n",
+ "SIG = rfft(sig)\n",
+ "NSIG = rfft(nsig)\n",
+ "plt.loglog(abs(SIG),'k', label='pure signal')\n",
+ "plt.loglog(abs(NSIG),'r', label='noisy signal')\n",
+ "plt.ylim(1e0,1e3)\n",
+ "plt.xlabel('frequency [Hz]')\n",
+ "plt.ylabel('amplitude')\n",
+ "plt.legend()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "convolution function padded with zeros for 0 samples\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Cell 3 - create window function for convolution\n",
+ "fs2 = 200 # initial: 200 ; sampling rate in Hz, must be integer\n",
+ "npts2 = 2048 # initial: 2048\n",
+ "slp = 50 # initial: 50 ; slope steepness of convolution function\n",
+ "\n",
+ "t2 = np.linspace(0, (npts2/2)*(1/fs2), (npts2/2))\n",
+ "win = np.exp(-slp*t2**2.0 )\n",
+ "\n",
+ "# zero pad the window to bring on same length as signal (if necessary)\n",
+ "pad = np.zeros(len(sig) - len(win))\n",
+ "win_p = np.concatenate((win, pad), axis=0)\n",
+ "print('convolution function padded with zeros for', len(pad), 'samples')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Cell 4 - convolve signal with convolution function + add 'instrument' noise\n",
+ "sig_c_tmp = irfft( rfft(sig) * rfft(win_p) )\n",
+ "nsig_c_tmp = irfft( rfft(nsig) * rfft(win_p) )\n",
+ "\n",
+ "# add 'instrument' noise \n",
+ "noise2 = np.random.randn(npts) \n",
+ "rms_noise2 = np.sqrt(np.mean(noise2**2)) # normalise noise amplitude and reduce to perc% of signal\n",
+ "perc = 0.9 # initial: 0.9\n",
+ "sig_c = sig_c_tmp + (perc * rms_sig/rms_noise2 * noise2)\n",
+ "nsig_c = nsig_c_tmp + (perc * rms_sig/rms_noise2 * noise2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "convolution function padded with zeros for 0 samples\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Cell 5 - deconvolution\n",
+ "wl = 3 # initial: 0 ; water level for deconvolution \n",
+ "\n",
+ "# bring convolution function to same length as convolved signal (if necessary)\n",
+ "pad = np.zeros(len(sig_c) - len(win))\n",
+ "win_p = np.concatenate((win, pad), axis=0)\n",
+ "print('convolution function padded with zeros for', len(pad), 'samples')\n",
+ "\n",
+ "# deconvolve signals with/without water level\n",
+ "sig_dc = irfft(rfft(sig_c)/ ( rfft(win_p) + wl ) )\n",
+ "nsig_dc = irfft(rfft(nsig_c)/ ( rfft(win_p) + wl ) )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Cell 6 - bandpass filter after deconvolution (SET wl = 0.0 IN CELL 5 AGAIN)\n",
+ "#bfmin = 0.3 # initial: 0.1 Hz\n",
+ "#bfmax = 3.0 # initial: 10.0 Hz\n",
+ "\n",
+ "#tr = Trace(data=sig_dc)\n",
+ "#tr.stats.sampling_rate=fs\n",
+ "#tr.filter('bandpass', freqmin=bfmin, freqmax=bfmax, corners=6, zerophase=True)\n",
+ "#sig_dc = tr.data\n",
+ "\n",
+ "#tr = Trace(data=nsig_dc)\n",
+ "#tr.stats.sampling_rate=fs\n",
+ "#tr.filter('bandpass', freqmin=bfmin, freqmax=bfmax, corners=6, zerophase=True)\n",
+ "#nsig_dc = tr.data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Cell 7 - Wiener filter\n",
+ "#snr = rms_sig/rms_noise\n",
+ "#H = fft(win_p)\n",
+ "#sig_dc = np.real(ifft(fft(sig_c)*np.conj(H)/(H*np.conj(H) + snr**2)))\n",
+ "#nsig_dc = np.real(ifft(fft(nsig_c)*np.conj(H)/(H*np.conj(H) + snr**2)))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Cell 8 - plot figure\n",
+ "# get amplitude spectrums\n",
+ "SIG = rfft(sig) # pure signal\n",
+ "NSIG = rfft(nsig) # signal with data noise\n",
+ "SIG_C = rfft(sig_c) # pure signal convolved incl. instrument noise\n",
+ "SIG_C_TMP = rfft(sig_c_tmp) # pure signal convolved without instrument noise\n",
+ "NSIG_C = rfft(nsig_c) # noisy signal convolved incl. instrument noise\n",
+ "NSIG_C_TMP = rfft(nsig_c_tmp) # noisy signal convolved without instrument noise\n",
+ "SIG_DC = rfft(sig_dc) # deconvolution of signal incl. only instrument noise\n",
+ "NSIG_DC = rfft(nsig_dc) # deconvolution of signal incl. data and instrument noise\n",
+ "WIN = rfft(win_p) # convolution function\n",
+ "\n",
+ "# axes limitations\n",
+ "xmax = 10\n",
+ "fxmin = 1e0\n",
+ "fxmax = 5.3e2\n",
+ "fymin = 5e-1\n",
+ "fymax = 5e3\n",
+ "\n",
+ "plt.rcParams[\"figure.figsize\"] = (16, 16)\n",
+ "plt.subplot(621)\n",
+ "plt.plot(t, sig, 'g')\n",
+ "plt.plot(t, nsig, color='chocolate')\n",
+ "plt.xlim(0,xmax)\n",
+ "plt.ylabel('amplitude \\n original signals')\n",
+ "plt.title('time domain')\n",
+ "\n",
+ "plt.subplot(622)\n",
+ "plt.loglog(abs(SIG),'g', label='pure signal')\n",
+ "plt.loglog(abs(NSIG),color='chocolate', label='signal + \\'data\\' noise')\n",
+ "plt.xlim(fxmin,fxmax)\n",
+ "plt.ylim(fymin,fymax)\n",
+ "plt.title('frequency domain')\n",
+ "plt.legend(loc='upper left')\n",
+ "\n",
+ "plt.subplot(623)\n",
+ "plt.plot(win_p,'r')\n",
+ "plt.ylabel('amplitude \\n convolution fct')\n",
+ "\n",
+ "plt.subplot(624)\n",
+ "plt.semilogx(abs(WIN),'r', label='convolution fct')\n",
+ "plt.axhline(y=wl,linewidth=1, color='purple', label='water level')\n",
+ "plt.xlim(fxmin,fxmax)\n",
+ "plt.ylim(0,160)\n",
+ "plt.legend()\n",
+ "\n",
+ "plt.subplot(625)\n",
+ "plt.plot(t, sig_c_tmp, 'g')\n",
+ "plt.plot(t, sig_c, 'k')\n",
+ "plt.plot(t, nsig_c, 'c')\n",
+ "plt.xlim(0,xmax)\n",
+ "plt.ylabel('amplitude \\n convolved signals')\n",
+ "\n",
+ "plt.subplot(626)\n",
+ "plt.loglog(abs(SIG_C_TMP),'g', label='pure signal')\n",
+ "plt.loglog(abs(SIG_C),'k', label='signal + \\'instrument\\' noise')\n",
+ "plt.loglog(abs(NSIG_C),'c', label='signal + \\'data\\'+\\'instr.\\' noise')\n",
+ "plt.xlim(fxmin,fxmax)\n",
+ "plt.ylim(fymin,fymax)\n",
+ "plt.legend(loc='lower left')\n",
+ "\n",
+ "plt.subplot(627)\n",
+ "plt.plot(t, nsig, color='chocolate')\n",
+ "plt.plot(t, sig_dc, 'k')\n",
+ "plt.plot(t, nsig_dc, 'c')\n",
+ "plt.xlim(0,xmax)\n",
+ "plt.xlabel('time [sec] (may be zoomed)')\n",
+ "plt.ylabel('amplitude \\n deconvolved signals')\n",
+ "\n",
+ "plt.subplot(628)\n",
+ "plt.loglog(abs(NSIG), color='chocolate', label='original noisy signal')\n",
+ "plt.loglog(abs(SIG_DC),'k', label='signal + \\'instrument\\' noise')\n",
+ "plt.loglog(abs(NSIG_DC),'c', label='signal + \\'data\\'+\\'instr.\\' noise')\n",
+ "plt.ylim(fymin,fymax)\n",
+ "plt.xlim(fxmin,fxmax)\n",
+ "plt.legend(loc='upper left')\n",
+ "plt.xlabel('frequency [Hz]')\n",
+ "\n",
+ "plt.subplots_adjust(wspace=0.2, hspace=0.4)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "---\n",
+ "#### Answers\n",
+ "\n",
+ "1) Already the original 'noisy' data (orange) is masking part of the signal (i. e. the three initial frequencies). However, this contribution is almost neglectable; the pure signal is clearly to see. \n",
+ "Things get worse, when instrument noise comes into play as well. Noise in the higher frequencies gets increased during deconvolution, masking the signal frequencies. Only one out of the three frequencies is still clearly to see (f1 at 0.5 Hz). The other two alsmost disapear in the noise. \n",
+ "\n",
+ "When incresing the water level the noise in the higher frequencies gets surpressed during convolution. However, when increasing the water level too strongly it also surpresses part of our signal. Even when finding a good balance (around wl=3) the signal in the time domain is not very similar to the original (noisy) signal. The spectrum shows that the losses in amplitude of the three initial frequencies can not be recovered. We can only revert the instrument noise up to a specific threshold (if we are lucky) but not the natural data noise. For the interpretation of data that means we can only get an estimate of the true conditions.\n",
+ "\n",
+ "2) A bandpass range from 0.3 to 3 Hz seem to be appropriate because it is enclosing the three original frequencies very close and removeing all signal smaller or larger than that. Instrument noise gets removed effectively: in time domain the deconvolved traces of the noisy data look very similar as they did when applying the water level method. However, \n",
+ "applying a bandpass filter seems to be more efficient in stabilising the deconvolution than applying a water level. In time domain, the deconvolved traces look much more similar to the original (noisy) trace than before. Also in the frequency domain, the maximum amplitudes from the three frequencies compare better.\n",
+ "\n",
+ "3) Wiener deconvolution is a very stable way of deconvolution. The benefits come mainly due to the scaling with the SNR of the data. However, as stated before, when signal is already lost during convolution due to noise, it is not reconvertible. That is visible in the amplitude loss for the highest frequency at 2.3 Hz. \n",
+ "\n",
+ "4) Low-frequency noise gets much more amplified during convolution. That is also influencing the results of deconvolution. Initial signal in that range will be lost when the deconvolution is not done properly or - even worse - bogus signal will be introduced into the deconvolved data. "
+ ]
+ }
+ ],
+ "metadata": {
+ "anaconda-cloud": {},
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.5"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}