diff --git a/assignment_08/correlation_picking.ipynb b/assignment_08/correlation_picking.ipynb new file mode 100644 index 0000000..ad7d230 --- /dev/null +++ b/assignment_08/correlation_picking.ipynb @@ -0,0 +1,567 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "17de1a34-2933-47ed-b1c5-ae9dd0466edd", + "metadata": {}, + "source": [ + "## Assignment 8" + ] + }, + { + "cell_type": "markdown", + "id": "681b47c6-f9af-4877-b745-febd443e1877", + "metadata": {}, + "source": [ + "### Correlation picking" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "85cb9941-eb24-4eb2-9c46-8610844e4063", + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from setupFigure import SetupFigure\n", + "from dftFast import dft_fast_coeff, dft_fast_synthesis\n", + "from seismicTrace import SeismicTrace" + ] + }, + { + "cell_type": "markdown", + "id": "7f7d857c-1bfd-4703-96a7-61c7af95bbdc", + "metadata": {}, + "source": [ + "#### You may use this function for the Butterworth lowpass filter (or your own from Assignment 6)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "dd1b00e9-a953-4d64-b91f-7d7ad6949a3f", + "metadata": {}, + "outputs": [], + "source": [ + "def butterworth_lowpass(fc, df, nf, order):\n", + " \"\"\"\n", + " Calculates samples of the lowpass Butterworth filter transfer function (positive frequencies only)\n", + " :param fc: corner frequency in Hz\n", + " :param df: frequency stepping in Hz\n", + " :param nf: number of frequencies\n", + " :param order: filter order\n", + " \"\"\"\n", + " f = df*np.arange(0, nf)\n", + " h = np.ones(nf, dtype=np.complex64)\n", + " for k in range(order):\n", + " arg = 1j*(2*k+1)*np.pi/(2*order)\n", + " h = h*(-1j)/(f/fc-np.exp(arg))\n", + " return h" + ] + }, + { + "cell_type": "markdown", + "id": "38d6be7b-6579-4726-abee-4666e6910f39", + "metadata": {}, + "source": [ + "#### This is a useful function to plot traces next to each other with a vertical offset" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "48a7e17e-eaf2-4162-89f2-0d81eb9b7631", + "metadata": {}, + "outputs": [], + "source": [ + "def plotTraceGather(tracelist, ax):\n", + " \"\"\"\n", + " Plots a gather of traces with vertical offset\n", + " :param tracelist: list of SeismicTrace objects\n", + " :param ax: Matplotlib axis object\n", + " \"\"\"\n", + " for j, tr in enumerate(tracelist):\n", + " t = tr.tanf+tr.dt*np.arange(0, tr.nsamp)\n", + " norm = np.max(np.abs(tr.vals))\n", + " ax.plot(t, 0.5*tr.vals/norm+j, color='b', ls='-') # Normalization to 0.5*absmax and shift by multiples of 1\n", + " ax.text(tr.tanf, j+0.1, tr.staname, fontsize=14) # Add station name on top of trace" + ] + }, + { + "cell_type": "markdown", + "id": "68bf389c-4464-43dc-853d-ff28e5791f99", + "metadata": {}, + "source": [ + "#### You may use this function that computes the cross correlation function for a given range of time delays" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "47a92e2f-da8c-45ce-b58c-7b8d153e38f5", + "metadata": {}, + "outputs": [], + "source": [ + "def crossCorrelation(x, y, dt, neglim, poslim):\n", + " \"\"\"\n", + " Correlate x with y according to c_n = Delta t*sum_(k=0)^(N-1) x_(n+k) y_k.\n", + " Assumes that both traces have same DT!\n", + " Consider x is a Gaussian with max at t2, y a Gaussian with max at t1 < t2.\n", + " To bring x and y into a match, x neeeds to be shifted to the left implying a positive n=n_s.\n", + " Thus, ns*dt is the delay of x relative to y or the advance of y relative to x.\n", + " If n+k < 0 or n+k >= x.size, x_(n+k) is considered as zero.\n", + " :param x: values of first trace\n", + " :param y: values of second trace\n", + " :param dt: sampling interval\n", + " :param neglim: most negative value for n\n", + " :param poslim: most positive value for n (poslim not included)\n", + " :return: array of delay times associated with the array elements of the cross correlation\n", + " :return: array of values of the cross correlation function\n", + " \"\"\"\n", + " nsamp = poslim-neglim\n", + " cc = np.zeros(nsamp)\n", + " for n in range(neglim, poslim):\n", + " nc = n-neglim # adjust index associating index 0 to neglim\n", + " for k in range(y.size):\n", + " if n+k >= 0 and n+k < x.size:\n", + " cc[nc] = cc[nc]+x[n+k]*y[k]\n", + " return dt*np.arange(neglim, poslim), cc*dt" + ] + }, + { + "cell_type": "markdown", + "id": "3404b2f6-d296-4b3e-8234-a01c2bd061ea", + "metadata": {}, + "source": [ + "### We repeat the first parts of task 3 from the previous assignment to make this assignment self-contained." + ] + }, + { + "cell_type": "markdown", + "id": "5226e897-3874-45ba-86ab-883dd92fc13e", + "metadata": {}, + "source": [ + "#### Task 1.1: We want to do time delay measurements between two seismograms by cross-correlation. First, read the data of stations CH.PANIX and Z3.A261A.HHZ. Put the SeismicTrace objects into a list." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "0655529e-3212-4069-a60f-bef57644328c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Identification: CH.PANIX HHZ\n", + "Sampling interval: 0.0500000007\n", + "Number of samples: 47598\n", + "Start time after midnight: 63621.435001\n", + "Length of trace: (N*DT) 2379.9000333186\n", + "Identification: Z3.A261A HHZ\n", + "Sampling interval: 0.0500000007\n", + "Number of samples: 47650\n", + "Start time after midnight: 63620.15\n", + "Length of trace: (N*DT) 2382.500033355\n" + ] + } + ], + "source": [ + "stalist = [\"CH.PANIX.HHZ\", \"Z3.A261A.HHZ\"]\n", + "rawlist = []\n", + "for sta in stalist:\n", + " with open(sta, 'r') as fd:\n", + " tr = SeismicTrace.readFromAscii(fd)\n", + " tr.printInfo()\n", + " rawlist.append(tr)" + ] + }, + { + "cell_type": "markdown", + "id": "b8182997-34f6-4091-8f71-caa942e9d1f2", + "metadata": {}, + "source": [ + "#### Task 1.2: Plot the traces using the function plotTraceGather. " + ] + }, + { + "cell_type": "markdown", + "id": "951456c6-a3d2-4737-a803-c88d813655e4", + "metadata": {}, + "source": [ + "This function plots the seismogram values versus time in seconds after midnight." + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "56551bfa-e2da-4773-9247-a33cae96a3c1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig3, ax3 = SetupFigure(12, 5, \"Time [s]\", \"Displacement\", \"Raw traces\", 14)\n", + "plotTraceGather(rawlist, ax3)" + ] + }, + { + "cell_type": "markdown", + "id": "db6ea78c-03ec-4e56-88c5-c7dc58efed9c", + "metadata": {}, + "source": [ + "#### Task 1.3: Filter the data using a Butterworth low pass with fc=0.5 Hz and order 6. " + ] + }, + { + "cell_type": "markdown", + "id": "4f3c59ab-69b7-4ab0-bedc-e525134a687f", + "metadata": {}, + "source": [ + "Use either the provided function for the low-pass transfer function or take your own. First, Fourier transform the data, then multiply with the filter transfer function, and finally do the back transform. Create new SeismicTrace objects for the filtered traces, put them into a list and plot them." + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "6ce5cc83-f5ff-4fb2-a9ac-d98595429c02", + "metadata": {}, + "outputs": [], + "source": [ + "fc = 0.5; order = 6\n", + "filtlist = []\n", + "for tr in rawlist:\n", + " c = dft_fast_coeff(tr.vals)\n", + " df = 1./tr.tlen\n", + " hb = butterworth_lowpass(fc, df, c.size, order)\n", + " fts = c*hb\n", + " s = dft_fast_synthesis(fts, outnum='even')\n", + " trfil = SeismicTrace(tr.staname, tr.comp, tr.dt, tr.tanf, s)\n", + " filtlist.append(trfil)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "2fd73161-ade3-47e9-9880-774459625017", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig4, ax4 = SetupFigure(12, 5, \"Time [s]\", \"Displacement\", \"Low pass filtered traces, fc = {:5.2f} Hz, Order = {:d}\".format(fc, order), 14)\n", + "plotTraceGather(filtlist, ax4)" + ] + }, + { + "cell_type": "markdown", + "id": "3f1990b2-9684-4a1e-a678-448ebd0b4afe", + "metadata": {}, + "source": [ + "#### Task 1.4: Cut out the P-wave train from the recordings. Try different time windows for each trace. " + ] + }, + { + "cell_type": "markdown", + "id": "e619d197-db9b-48ef-840d-aa123b5ff884", + "metadata": {}, + "source": [ + "As a start, use the times [64285, 64300] for CH.PANIX and the times [64280, 64295] for Z3.A261A. For cutting out samples, proceed as follows: (1) Calculate the sample indices for the beginning and end of the window, (2) calculate the new starting time, (3) create a new SeismicTrace object with same station name, component and DT but adjusted start time (tanf) and the data values within the\n", + "precalculated index range. (4) Again, put the windowed seismograms into a list." + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "ca21ecc8-0d60-46c4-8be8-c1e8fbe2c940", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "63621.435001 64284.985010289696 13271 13571\n", + "63620.15 64279.9500092372 13196 13498\n" + ] + } + ], + "source": [ + "winlist = [[64285, 64300], [64280, 64295.1]]\n", + "cutlist = []\n", + "for j, tr in enumerate(filtlist):\n", + " win = winlist[j]\n", + " jfirst = int((win[0]-tr.tanf)/tr.dt)\n", + " jlast = int((win[1]-tr.tanf)/tr.dt)\n", + " nsamp = jlast-jfirst\n", + " tanew = jfirst*tr.dt+tr.tanf\n", + " print(tr.tanf, tanew, jfirst, jlast)\n", + " cuttr = SeismicTrace(tr.staname, tr.comp, tr.dt, tanew, tr.vals[jfirst:jlast])\n", + " cutlist.append(cuttr)" + ] + }, + { + "cell_type": "markdown", + "id": "058f0df7-d40a-4a57-bec0-052fa2eb1c86", + "metadata": {}, + "source": [ + "#### Task 1.5: Plot the windowed traces using plotTraceGather." + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "f006344c-4728-4595-988e-d018bc88f994", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig5, ax5 = SetupFigure(12, 5, \"Time [s]\", \"Displacement\", \"Cut low pass filtered traces\".format(fc, order), 14)\n", + "plotTraceGather(cutlist, ax5)" + ] + }, + { + "cell_type": "markdown", + "id": "59ff1b7f-40f9-42d4-9354-10b14a3516bc", + "metadata": {}, + "source": [ + "#### Task 1.6: Cross-correlate the windowed seismograms and compute the time delay" + ] + }, + { + "cell_type": "markdown", + "id": "175aabb2-a1b0-4c85-a84c-7f1e84ed2546", + "metadata": {}, + "source": [ + "Compute the correlation for delays from -500 to +500 samples. To get the time delay, search the index jmax of the maximum of the cross-correlation. Since sample zero of the cross-correlation belongs to a time of -500*dt, the time delay is given by $\\tau=(jmax-500)dt$. This is correct if the start times of the traces are identical. If not, we must correct for the start time difference. For example, if you correlate PANIX with A261A in this order, you obtain the delay of PANIX relative to A261A which is given by $\\tau$ + ta(PANIX)-ta(A261A).\n", + "\n", + "Print the index of the CC maximum, print the start times of the traces and print the time delay. Does the result meet your expectations from the figure of Task 1.5?" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "4993c95b-831d-490f-927c-cb38a2de1bfb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Tanf_0 = 64284.985010289696 Tanf_1 = 64279.9500092372 Index of max cc: -2\n", + "Delay of CH.PANIX relative to Z3.A261A : 4.9350010510925895\n" + ] + } + ], + "source": [ + "dt = cutlist[0].dt\n", + "tadiff = cutlist[0].tanf-cutlist[1].tanf\n", + "neglim = -500; poslim = 500\n", + "t, cc = crossCorrelation(cutlist[0].vals, cutlist[1].vals, dt, neglim, poslim)\n", + "delay = (np.argmax(cc)+neglim)*dt+tadiff\n", + "print(\"Tanf_0 = \", cutlist[0].tanf, \"Tanf_1 = \", cutlist[1].tanf, \"Index of max cc: \", np.argmax(cc)+neglim)\n", + "print(\"Delay of \", cutlist[0].staname,\" relative to \", cutlist[1].staname,\":\", delay)" + ] + }, + { + "cell_type": "markdown", + "id": "32263d3c-e959-4644-9fee-20c42c8b5fdb", + "metadata": {}, + "source": [ + "#### Task 1.7: Plot the cross-correlation function" + ] + }, + { + "cell_type": "markdown", + "id": "0a9469e7-7d61-4d5e-8188-9259d982d60f", + "metadata": {}, + "source": [ + "Use the true delay time on the x-axis of your plot. " + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "65cf3ace-f9ce-4da0-ac50-d348e7a129b3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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rr8VTTz2Fjz/+GOeddx6OHTuGtWvXYvz48ejRoweysrIaPO7qq6/Gs88+i1dffRU5OTlITk6GzWbDrFmzMGvWrCZf0598EBERNYVFfYD88MMPcLlcDVbaraqqqlmsZ9euXfVWMPbk0UcfxYsvvhi0dhIRkRihXrVqFb766it88MEHyMrKwsqVK2s+s0ePHo0rr7wSt9xyC2JjY3167i5duiArKwuvvvoqPvroI6Snp8MwDKSkpODOO+/Eww8/jJiYmHqPeeONN7By5Ups3rwZa9aswenTpxEfH48pU6bgrrvuwuzZs2vue8kll+DFF19EZmYmdu7ciezsbDgcDiQlJeG+++7DAw88gAEDBnjd3sjISHz++ef48MMPsWjRInz33XfYsmULunTpgn79+uF//ud/EB8fX3N/TdPwzjvv4IorrsCbb76J7777rqa9t912Gx577DGfXt9XEyZMwI4dO/D6669j+fLl2Lx5M6qqqhAXF4eePXvi5ptvxpw5c7x6rmuuuQZr1qzBs88+i23btmHPnj3o06cP5s+fj4cffhhTp071+Lhhw4bhk08+wZ/+9Cds3LgRK1euhGmaSEpKarao9ycfRERETdFMWZZ0tRhN0/DZZ5/h6quvBiAW2bnpppuwY8cO2O32evft2LEj4uPjUV1d3eTiOID4svc0unHu651r3759SElJQXZ2Ni644AJ/ukREREREREQWw5H6ABk+fDhcLheOHTvW6PVzIyMjvb4WMBEREREREVFzWNT74NSpU8jLy6v5c35+PrZu3YrY2Fj0798fN910E2699Va8/PLLGD58OI4fP46VK1di2LBhuPLKKwP6eu7LEBUXF+PAgQM4fPgwANSs0hwfH19vuiQRERERERGph9PvfbB69WqPl5iZO3cuFi1aBKfTieeffx7vvPMOCgoK0LVrV1xyySV49tlnMXTo0IC/HiAuKTRv3rwG93nmmWcwf/58n1+TiIiIiIiIrINFPREREREREZFF8Tr1RERERERERBbFop6IiIiIiIjIorhQXjMMw8Dhw4fRqVMnaJoW6uYQERERERGR4kzTRHl5OXr06AGbremxeBb1zTh8+DCSk5ND3QwiIiIiIiIKMwcPHkRSUlKT92FR34xOnToBEH+ZUVFRIW5N4wzDwKFDh5CUlNTskRyiUGBGSXbMKMmOGSUrYE5JdlbJaFlZGZKTk2vq0aawqG+Ge8p9VFSU1EW9rusoKytDx44d4XDwbSX5MKMkO2aUZMeMkhUwpyQ7q2XUm1PAeUm7ZpSVlSE6OhqlpaVSF/VERERERESkBl/qUHnnG7SAaZr49NNPMXHiRCQkJKB9+/YYMGAA7r77buzduzfUzQsKl8uFvLw8uFyuUDeFyCNmlGTHjJLsmFGyAuaUZKdiRpUs6h9++GHMmTMHu3fvxtVXX40HHngAKSkp+Oc//4kLLrgAOTk5oW5iwJmmiZMnT4ITL0hWzCjJjhkl2TGjZAXMKclOxYwqN/3+yJEjSExMRHJyMrZt24bo6Oia2/785z/joYcewrx58/D222979Xycfk9EREREREStKayn3+/btw+GYWDs2LH1CnoAmDlzJgDg+PHjoWhaULlcLuzatUupaSSkFmaUZMeMkuyYUbIC5pRkp2JGlSvq+/Xrh8jISKxbtw5lZWX1blu2bBkAYPLkyY0+vqqqCmVlZfV+ANS86S6Xy+O+ruv19g3DaHLf6XTW23dPmHDvm6bZYB9AvX3DMOrtnz59umZf1/UG+y6Xq96+FfrkqR/skzX75HK5UFFRoVSfVHyfwr1Pp0+fVq5PKr5P4dynM2fOKNcnFd+ncO/T6dOnleuTiu9TuPZJ13VUVFRYok/eUq6o79KlC1588UUcOHAAAwcOxD333INHH30U06dPx6OPPop7770X999/f6OPf+GFFxAdHV3zk5ycDAA15+Hv3LkTO3fuBABs374dubm5AIDs7Gzk5+cDADZt2oSDBw8CALKyslBYWAgAyMzMRFFREQAgIyMDJSUlAID09HSUl5cDANLS0lBZWQld15GWlgZd11FZWYm0tDQAQHl5OdLT0wEAJSUlyMjIAACcPHkSpaWlsNvtKCwsRFZWFgDg4MGD2LRpEwAgPz8f2dnZAIDc3Fxs375d6j4VFRUhMzMTANgnBfq0bds2DB8+HHv37lWmTyq+T+HcJ7vdDsMwcODAAWX6pOL7FM59WrduHZKSkmC325Xpk4rvU7j3yTRNHDp0CKZpKtMnFd+ncO7T6tWrMXz4cJw8eVL6PnlLuXPq3T7++GP88pe/rPmLAYBx48bhxRdfxNixYxt9XFVVFaqqqmr+XFZWhuTkZBQXFyMmJqbmyIvdbq+3r+s6NE2r2bfZbLDZbI3uO51O2O32mn2HwwFN02r2AXEUp+5+REQETNOs2TcMAy6XCxEREXA6ndi5cyfOO+88aJoGwzDgcDhgGEbNvsvlgmmaNfue+iFTn+q2vbF99sk6fXK5XPjpp5/Qv39/2O12Jfqk4vsUzn0CgB07dmDgwIGIjIxUok8qvk/h3Keqqir89NNPGDx4MAzDUKJPKr5P4d4nl8uFH3/8EYMHD655Tqv3ScX3KZz75HQ6kZubiwEDBkDTNGn7dObMGXTu3Nmrc+qVLOqfe+45PP/883juuedw8803o3Pnzti6dSsefPBBbN26FZ988glmzZrl1XNZZaE8l8uFnTt3YtCgQbDb7aFuDlEDzCjJjhkl2TGjZAXMKcnOKhn1pQ5VrqhfsWIFpkyZggcffBCvvPJKvduOHDmCPn36IDExsWaKRHOsUtQTERERERGRGsJ69fsvv/wSADBx4sQGt8XHx2PgwIHIy8vDqVOnWrtpQeVyuZCdnV1vGimRTJhRkh0zSrJjRskKmFOSnYoZVa6or66uBtD4ZeuOHz8Om82GiIiI1mxWq2jXrl2om0DUJGaUZMeMkuyYUbIC5pRkp1pGlSvq3YvgvfLKKygtLa132z/+8Q8cOnQIo0ePRps2bULRvKCx2+0YOHCg1OeFUHhjRkl2zCjJjhklK2BOSXYqZlS5ov66667DhAkTsGPHDvTv3x933nknHnnkEUyePBn33HMP2rVr1+BcexXouo7NmzdD1/VQN4XII2aUZMeMBk5REXDddcALLwAKzW4MOWaUrIA5JdmpmFFHqBsQaHa7Henp6fjzn/+Mjz/+GO+//z6qq6vRvXt33HzzzXjiiScwaNCgUDcz4DRNQ0xMDDRNC3VTiDxiRkl2zGjgPPUU8N//ip/KSuDZZ0PdIjUwo2QFzCnJTsWMKrf6faBx9XsiIiLvHTkCJCXVjtCnpAB79gAK/d+JiIgo6MJ69ftwpes6srKylJpGQmphRkl2zGhgrF0rCvp+/YA2bYD8fGDnzlC3Sg3MKFkBc0qyUzGjLOoVYbPZkJiYCJuNbynJiRkl2TGjgbFundhOnQq4ry579mqz1ELMKFkBc0qyUzGj6vQkzNlsNvTq1UupcJJamFGSHTMaGO6iftw48QMA27aFrj0qYUbJCphTkp2KGVWnJ2FO13VkZmYqNY2E1MKMkuyY0ZZzOoGtW8X+6NHAkCFiPycnZE1SCjNKVsCckuxUzKhyq9+HK5vNhtTUVKWOOJFamFGSHTPacvn5gK4D7dsDPXuKfQD48Udxnr1ClwQOCWaUrIA5JdmpmFF1ehLmVDw3hNTCjJLsmNGW++knse3fX6x2n5ICtGsHVFWJFfCpZZhRsgLmlGSnYkbV6UmY03UdGRkZSk0jIbUwoyQ7ZrTl6hb1AGCzAYMHi/0dO0LTJpUwo2QFzCnJTsWMsqhXhM1mw5AhQ5Q64kRqYUZJdsxoy51b1ANA375im5/f+u1RDTNKVsCckuxUzCjPqVeEzWZDXFxcqJtB1ChmlGTHjLacp6K+d2+x3bevtVujHmaUrIA5JdmpmFF1Dk+EOafTia+//hpOpzPUTSHyiBkl2TGjLbd3r9imptb+rlcvsd2/v/XboxpmlKyAOSXZqZhRFvWKsNvtGDlyJOxcWpgkxYyS7JjRljEMoKBA7Ccn1/6eI/WBw4ySFTCnJDsVM8rp94qw2WyIjY0NdTOIGsWMkuyY0ZY5elRcws5mAxISan/PkfrAYUbJCphTkp2KGeVIvSKcTieWL1+u1DQSUgszSrJjRlvm0CGxTUgAHHWGDNxFfWkpUFLS6s1SCjNKVsCckuxUzCiLekU4HA6MHz8eDgcnX5CcmFGSHTPaMgcPim3dqfcA0KED0LWr2Odofcswo2QFzCnJTsWMsqhXhKZpiIqKgqZpoW4KkUfMKMmOGW0Zd1GflNTwth49xLawsPXaoyJmlKyAOSXZqZhRFvWKcDqdWLJkiVLTSEgtzCjJjhltGff0+3NH6oHac+xZ1LcMM0pWwJyS7FTMKIt6RTgcDkydOlWpaSSkFmaUZMeMtoy7qPc0Us+iPjCYUbIC5pRkp2JGWdQrRKVgkpqYUZIdM+o/d8Fed+V7N/fvjhxpvfaoihklK2BOSXaqZZRFvSJ0XUdaWhp0XQ91U4g8YkZJdsxoyxw9Krbduze8jSP1gcGMkhUwpyQ7FTOqmaZphroRMisrK0N0dDRKS0sRFRUV6uY0yjRN6LoOh8Oh1KIPpA5mlGTHjLZMbCxw8iSQkwOcd1792/77X+C664CxY4Fvvw1N+1TAjJIVMKckO6tk1Jc6lCP1ClHpaBOpiRkl2TGj/qmuFgU9AMTHN7zd/TuO1LccM0pWwJyS7FTLKIt6Rei6jvT0dOUCSupgRkl2zKj/jh0TW4cDiIlpeHvd6fecH+g/ZpSsgDkl2amYUU6/b4ZVpt8TERGFypYtwMiR4nr0BQUNbz9zBujQQeyXlgL8OiUiImoap9+HIdM0UVZWBh6jIVkxoyQ7ZtR/TS2SBwDt24sfACgqap02qYgZJStgTkl2KmaURb0idF3H2rVrlZpGQmphRkl2zKj/mivqAaBrV7E9fjz47VEVM0pWwJyS7FTMqFoX6AtjERERuPLKK0PdDKJGMaMkO2bUf+6i3tMieW7dugEHDrCobwlmlKyAOSXZqZhRjtQrwjAMFBcXwzCMUDeFyCNmlGTHjPrPXah369b4fdy3saj3HzNKVsCckuxUzCiLekW4XC5s3rwZLpcr1E0h8ogZJdkxo/47cUJsu3Rp/D4s6luOGSUrYE5JdipmlNPvFREREYFp06aFuhlEjWJGSXbMqP9Y1LcOZpSsgDkl2amYUY7UK8IwDBw7dkypaSSkFmaUZMeM+q+4WGxjYxu/D4v6lmNGyQqYU5KdihllUa8IwzCQk5OjVDhJLcwoyY4Z9R9H6lsHM0pWwJyS7FTMqGaqdIG+ICgrK0N0dDRKS0sRFRUV6uYQERFJp2tXUdj/8AMwZIjn+yxdCsyeDYwcCWza1LrtIyIishpf6lCO1CvCMAwUFBQodcSJ1MKMkuyYUf8YBnDypNjnSH1wMaNkBcwpyU7FjLKoV4RhGNizZ49S4SS1MKMkO2bUP6WlorAHmj6n3n2b+wAA+Y4ZJStgTkl2KmaU0++bwen3REREjcvLA/r1Azp0AE6davx+x48DcXFiX9cBu7112kdERGRFnH4fhgzDwP79+5U64kRqYUZJdsyof7xZJA8AOneu3S8pCVZr1MaMkhUwpyQ7FTPKol4RKp4bQmphRkl2zKh/vC3qIyKAjh3FvvsSeOQbZpSsgDkl2amYUUeoG0CB4XA4MGbMmFA3g6hRzCjJjhn1jzfXqHeLjRVT9HlevX+YUbIC5pRkp2JGOVKvCJfLhby8PLhcrlA3hcgjZpRkx4z6x9uRegCIiRFbFvX+YUbJCphTkp2KGWVRrwjTNHHy5Elw3UOSFTNKsmNG/eNLUe8ezef0e/8wo2QFzCnJTsWMcvq9IhwOB0aOHBnqZhA1ihkl2TGj/uFIfethRskKmFOSnYoZ5Ui9IlwuF3bt2qXUNBJSCzNKsmNG/eMu6r09px7gSL2/mFGyAuaUZKdiRlnUK6SioiLUTSBqEjNKsmNGfecu0DlS3zqYUbIC5pRkp1pGOf1eEXa7HcOHDw91M4gaxYyS7JhR/3D6fethRskKmFOSnYoZ5Ui9IlwuF3JycpSaRkJqYUZJdsyof7hQXuthRskKmFOSnYoZZVFPREREfvPlnHqO1BMREQWeZqq0ln8QlJWVITo6GqWlpYiKigp1c4iIiKRRXQ20aSP2i4qaH61fsQKYMgUYMgT44Yfgt4+IiMiqfKlDOVKvCJfLhezsbKWmkZBamFGSHTPqO/c0ek0DOndu/v4cqW8ZZpSsgDkl2amYUaWL+s8++wxTpkxBly5d0LZtW6SkpODnP/85Dh48GOqmBUW7du1C3QSiJjGjJDtm1DfuqfcxMYDd3vz9eU59yzGjZAXMKclOtYwqufq9aZr41a9+hTfffBOpqam48cYb0alTJxw+fBhr1qzB/v37kZycHOpmBpTdbsfAgQND3QyiRjGjJDtm1HfuEXf3CHxz3PerqACqqmqn7pN3mFGyAuaUZKdiRpUs6l999VW8+eabuPfee/Hqq6/Cfs7wga7rIWpZ8Oi6juzsbAwfPhwOh5JvK1kcM0qyY0Z9V1Iitt5MvQeAqCgxVd80xQGB+PhgtUxNzChZAXNKslMxo8pNv6+oqMCzzz6LPn364K9//WuDgh6AMm9eXZqmISYmBpqmhbopRB4xoyQ7ZtR3paVi621Rb7PVjtZzCr7vmFGyAuaUZKdiRpWrbtPT03Hy5EnMmzcPLpcLS5cuxU8//YTOnTvj8ssvR9++fUPdxKCw2+3K9o3UwIyS7JhR3/k6Ug+Ior64mIvl+YMZJStgTkl2KmZUuZH67777DoB4s4YNG4Y5c+bg8ccfxz333IMBAwbg4YcfbvLxVVVVKCsrq/cDoGZ1RJfL5XFf1/V6+4ZhNLnvdDrr7buvLOjeN02zwT6AevuGYdTsV1dXY926dTWv4T7FoO6+y+Wqty97nxrrB/tkzT5VVVUhKysLVVVVyvRJxfcpnPuk6zrWrVuHqqoqZfoU7Pfp5ElxW+fO3vcpJkY8pqhIzj7J/D5VVlbWfNer0icV36dw75PT6cS3335b789W75OK71M496myshJZWVmorq6Wvk/eUq6oP3bsGADglVdeQXR0NDZt2oTy8nJkZmaif//+ePnll/H3v/+90ce/8MILiI6OrvlxL6iXk5MDANi5cyd27twJANi+fTtyc3MBANnZ2cjPzwcAbNq0qWaF/aysLBQWFgIAMjMzUVRUBADIyMhAydkhjvT0dJSXlwMA0tLSUFlZCV3XkZaWBl3XUVlZibS0NABAeXk50tPTAQAlJSXIyMgAABQXF+PUqVOw2WwoLCxEVlYWAODgwYPYtGkTACA/Px/Z2dkAgNzcXGzfvl3qPhUVFSEzMxMA2CcF+rRt2zYkJiZi7969yvRJxfcpnPtks9ngdDpx4MABZfoU7PepuFj8Ryc62vs+aZoYot+zp1jKPsn8Pq1btw5RUVGw2WzK9EnF9ync+2QYBk6cOFFTPKnQJxXfp3Du05o1a5CYmIji4mLp++QtzfTlEIAF3HXXXfjnP/+Jdu3aIS8vDz169Ki5LScnB+effz5SUlKQl5fn8fFVVVU1ozQAUFZWhuTkZBQXFyMmJqbmyIvdbq+3r+s6NE2r2bfZbLDZbI3uO51O2O32mn2HwwFN02r2AXEUp+5+REQETNOs2TcMAy6Xq2bfMAw4HI5G910uF0zTrNn31A/2iX1in9gn9ol98rZPd90FvPWWhueeA5580rs+/eIXwEcf2fDnPxu4/375+qTi+8Q+sU/sE/vEPlmvT2fOnEHnzp1RWlqKqKgoNEW5ov6RRx7Bn/70J4wfP77myEtd/fr1Q15eHk6ePInOXpwEWFZWhujoaK/+MkNJ13VkZWVhzJgxSi4ESNbHjJLsmFHfXX898J//AK++CjzwgHePufde4O9/B55+Gnj22eC2TzXMKFkBc0qys0pGfalDlZt+P2DAAABotGB3/76ioqKVWtQ6bDYbUlNTYbMp95aSIphRkh0z6jv36vfR0d4/xr36PRfK8x0zSlbAnJLsVMyovIcm/DRx4kQAqDnHoS6n04m8vDx06NAB3bp1a+2mBZXNZkNiYmKom0HUKGaUZMeM+s6f1e/dBwDcBwTIe8woWQFzSrJTMaPqHJ44KzU1FVOnTkVeXh7eeuutere9+OKLKCkpwc9+9jOpp1r4Q9d1ZGRkQNf1UDeFyCNmlGTHjPqORX3rYkbJCphTkp2KGVWrsj3rb3/7G8aMGYM777wTn3/+OQYOHIjs7GxkZGSgV69e+OMf/xjqJgaczWbDkCFDlJpGQmphRkl2zKjv3IU5i/rWwYySFTCnJDsVM6pOT+pITU3Fli1bcNttt+G7777Dq6++itzcXNx3333YtGkT4uPjQ93EgLPZbIiLi1MqnKQWZpRkx4z6zj1S78s59Szq/ceMkhUwpyQ7FTOqTk/OkZycjIULF6KwsBDV1dU4cOAAXn/9dcTFxYW6aUHhdDrx9ddfw+l0hropRB4xoyQ7ZtQ3lZWA+wqwHKlvHcwoWQFzSrJTMaPKFvXhxm63Y+TIkbDb7aFuCpFHzCjJjhn1jbso1zSgUyfvH8ei3n/MKFkBc0qyUzGjSp5TH45sNhtiY2ND3QyiRjGjJDtm1DfuqfdRUYAvMxjrFvWmKQ4KkHeYUbIC5pRkp2JGOVKvCKfTieXLlys1jYTUwoyS7JhR3/iz8j1QW9TrOlBREcgWqY8ZJStgTkl2KmaURb0iHA4Hxo8fr9yl+kgdzCjJjhn1jb9FfceOtSP7nILvG2aUrIA5JdmpmFEW9YrQNA1RUVHQOI+RJMWMkuyYUd/4czk7QEy3j4qq/xzkHWaUrIA5JdmpmFEW9YpwOp1YsmSJUtNISC3MKMmOGfWNP5ezc+Nief5hRskKmFOSnYoZZVGvCIfDgalTpyo1jYTUwoyS7JhR3/g7/R7gSL2/mFGyAuaUZKdiRlnUK0SlYJKamFGSHTPqPX+n3wMcqW8JZpSsgDkl2amWURb1itB1HWlpadB1PdRNIfKIGSXZMaO+4fT71seMkhUwpyQ7FTPKol4RDocDM2bMUO6oE6mDGSXZMaO+acn0exb1/mFGyQqYU5KdihllUa8QlY42kZqYUZIdM+o9Tr8PDWaUrIA5JdmpllEW9YrQdR3p6enKBZTUwYyS7JhR3wRipL6sLFCtCQ/MKFkBc0qyUzGj6sw5CHMRERGYPXt2qJtB1ChmlGTHjPqG59S3PmaUrIA5JdmpmFGO1CvCNE2UlZXBNM1QN4XII2aUZMeM+sZdkLOobz3MKFkBc0qyUzGjLOoVoes61q5dq9Q0ElILM0qyY0Z94546z3PqWw8zSlbAnJLsVMyoZqp0iCIIysrKEB0djdLSUkRFRYW6OURERCFnGIDDAZgmcPQoEBfn2+OXLwdmzgQuvBDYsiU4bSQiIrIyX+pQjtQrwjAMFBcXwzCMUDeFyCNmlGTHjHrv1ClR0AOAP8e7OVLvH2aUrIA5JdmpmFEW9YpwuVzYvHkzXC5XqJtC5BEzSrJjRr3nnnofEQG0aeP741nU+4cZJStgTkl2KmaU0++bwen3RERE9f34I3DeeUCXLkBRke+PP3AA6NULiIwEqqoC3z4iIiKr4/T7MGQYBo4dO6bUNBJSCzNKsmNGveceqff3WLd7pL66GqisDEybwgEzSlbAnJLsVMwoi3pFGIaBnJwcpcJJamFGSXbMqPdaWtR37Fi7zyn43mNGyQqYU5Kdihnl9PtmcPo9ERFRff/9L3DddcD48UBmpn/PERUFlJcDu3cD/fsHtn1ERERWx+n3YcgwDBQUFCh1xInUwoyS7JhR77V0pB7gYnn+YEbJCphTkp2KGWVRrwjDMLBnzx6lwklqYUZJdsyo91jUhwYzSlbAnJLsVMyoI9QNoMBwOByYMGFCqJtB1ChmlGTHjHovEEW9+7Hl5S1vT7hgRskKmFOSnYoZ5Ui9IgzDwP79+5U64kRqYUZJdsyo99xFvXu03R/uot79XNQ8ZpSsgDkl2amYURb1ilDx3BBSCzNKsmNGveeeMt+SkfpOncSWI/XeY0bJCphTkp2KGeX0e0U4HA6MGTMm1M0gahQzSrJjRr0XyOn3HKn3HjNKVsCckuxUzChH6hXhcrmQl5cHl8sV6qYQecSMkuyYUe+xqA8NZpSsgDkl2amYURb1ijBNEydPnoRpmqFuCpFHzCjJjhn1XiCKek6/9x0zSlbAnJLsVMwop98rwuFwYOTIkaFuBlGjmFGSHTPqPY7UhwYzSlbAnJLsVMwoR+oV4XK5sGvXLqWmkZBamFGSHTPqPY7UhwYzSlbAnJLsVMwoi3qFVFRUhLoJRE1iRkl2zKh3OFIfOswoWQFzSrJTLaOaqdLJBEFQVlaG6OholJaWIqol/3shIiJSgGkCDgdgGMDhw0BCgn/Ps3w5MHMmcOGFwJYtgW0jERGR1flSh3KkXhEulws5OTlKTSMhtTCjJDtm1DtnzoiCHuD0+9bGjJIVMKckOxUzyqKeiIiIvOaeLm+zAe3b+/88nH5PREQUGJx+3wxOvyciIqq1ezcwcCDQuTNw8qT/z7NnD9C3L9ChA3DqVMCaR0REpAROvw9DLpcL2dnZSk0jIbUwoyQ7ZtQ7paVi29Lj3O7Hnz4N8K/cO8woWQFzSrJTMaMs6hXSrl27UDeBqEnMKMmOGW2ee7p8dHTLnqfuQQGeV+89ZpSsgDkl2amWUUeoG0CBYbfbMXDgwFA3g6hRzCjJjhn1TiAuZwcAbdoAERGA0ymK+s6dW9w05TGjZAXMKclOxYxypF4Ruq5j8+bN0HU91E0h8ogZJdkxo94JVFFf9zm4WJ53mFGyAuaUZKdiRlnUK0LTNMTExEDTtFA3hcgjZpRkx4x6JxhFPaffe4cZJStgTkl2KmaU0+8VYbfb0bdv31A3g6hRzCjJjhn1TiCLeve16jlS7x1mlKyAOSXZqZhRjtQrQtd1ZGVlKTWNhNTCjJLsmFHvcKQ+dJhRsgLmlGSnYkZZ1CvCZrMhMTERNhvfUpITM0qyY0a9w5H60GFGyQqYU5Kdihnl9HtF2Gw29OrVK9TNIGoUM0qyY0a9w4XyQocZJStgTkl2KmZUncMTYU7XdWRmZio1jYTUwoyS7JhR73D6fegwo2QFzCnJTsWMsqhXhM1mQ2pqqlLTSEgtzCjJjhn1Dqffhw4zSlbAnJLsVMwop98rwn1uCJGsmFGSHTPqndJSseVIfetjRskKmFOSnYoZVefwRDNeeuklaJoGTdOwYcOGUDcn4HRdR0ZGhlLTSEgtzCjJjhn1DkfqQ4cZJStgTkl2KmY0LIr6nJwcPPPMM+jQoUOomxI0NpsNQ4YMUWoaCamFGSXZMaPe4UJ5ocOMkhUwpyQ7FTOqTk8a4XQ6MXfuXFxwwQX42c9+FurmBI3NZkNcXJxS4SS1MKMkO2a0eabJhfJCiRklK2BOSXYqZlSdnjRiwYIF2LFjB95++23Y7fZQNydonE4nvv76azidzlA3hcgjZpRkx4w2r7IScM9WjI5u+fNx+r1vmFGyAuaUZKdiRpVeKO/777/HggUL8Nxzz2Hw4MGhbk5Q2e12jBw5UukDF2RtzCjJjhltnrv41jQgEGe0caTeN8woWQFzSrJTMaPKjtRXVVXh1ltvxQUXXID//d//9elxZWVl9X4AwOVy1Ww97eu6Xm/fMIwm951OZ7190zTr7Zum2WAfQL19wzDqHWGKioqCzWaDYRg1Cz/U3Xe5XPX2Ze9TY/1gn6zZJ8MwEBsbC9M0lemTiu9TOPfJZrMhKiqqpl0q9CnQ71Npqdjv1MmEprW8T+3aif2yMjOss+dtnwzDQOfOnWGz2ZTpk4rvU7j3SdM0dOrUCZqmKdMnFd+ncO6Ty+VCbGxszfPL3CdvKVvUP/3008jNzcXChQt9OgrzwgsvIDo6uuYnOTkZgFhsDwB27tyJnTt3AgC2b9+O3NxcAEB2djby8/MBAJs2bcLBgwcBAFlZWSgsLAQAZGZmoqioCACQkZGBkpISAEB6ejrKzw5TpKWlobKyErquIy0tDbquo7KyEmlpaQCA8vJypKenAwBKSkqQkZEBADhy5AiWL18Op9OJwsJCZGVlAQAOHjyITZs2AQDy8/ORnZ0NAMjNzcX27dul7lNRUREyMzMBgH1SoE/fffcdli9fjl27dinTJxXfp3Duk9PpRFpaGvLy8pTpU6Dfp+PHqwAAERGVAelTfv42AEBpqRnW2fO2T2vWrKn5rlelTyq+T+Hep4qKCqSlpaGiokKZPqn4PoV7n5YvX44jR45I3ydvaaYvhwAsYv369Rg3bhzmz5+Pp556qub3t912GxYvXoz169fjkksu8fjYqqoqVFVV1fy5rKwMycnJKC4uRkxMTM2RF7vdXm9f13Vomlazb7PZYLPZGt13Op2w2+01+w6HA5qm1ewD4ihO3f2IiAiYplmz7z7SFBERAZfLhdLSUsTExMA0TRiGAYfDAcMwavZdLhdM06zZ99QPmfpUt+2N7bNP1umTYRioqKhA+/bta9pr9T6p+D6Fc59sNhtKSkrQqVMnOBwOJfoU6Pdp7VoHJk/WMGiQiR070OI+FRUZ6N5d/N2cOaOjXbvwzJ63fXI6nTh9+jSio6Oh67oSfVLxfQr3PpmmiZKSEnTu3BmapinRJxXfp3DvU0VFBTp06FDTXhn7dObMGXTu3BmlpaWIamZ1WuWKel3XMXjwYHTo0AGbNm1CREREzW3eFPXnKisrQ3R0tFd/mURERCpbsgS4+mrgkkuA9etb/nxOJxAZKfZPnADOzoYkIiIKe77UocpNvz916hRyc3OxdetWREZGQtO0mp/FixcDAEaPHg1N0/D555+HtrEB5HQ6sWTJkprzRYhkw4yS7JjR5gXycnYAEBEBtG0r9rlYXvOYUbIC5pRkp2JGlVv9vk2bNrjjjjs83paZmYnc3FzMmjUL3bp1Q+/evVu3cUHkcDgwderUmukmRLJhRkl2zGjzSkvFNpAT16KixKXyeFm75jGjZAXMKclOxYyq05Oz2rVrh7feesvjbbfddhtyc3Px+OOPez393kpUCiapiRkl2TGjTQv0SD0grlV/7BiLem8xo2QFzCnJTrWMtnj6va7r2LFjB9atW4fMzEyPPxR8dVd7JJIRM0qyY0abF4yinteq9x4zSlbAnJLsVMyo34coTNPE008/jddee61m6f3GuFcEpOBxOByYMWOGckedSB3MKMmOGW1esEbq6z43NY4ZJStgTkl2KmbU75787ne/w4IFC9C5c2fceuutSEpKkv4vZtGiRVi0aFGomxE0dS/hQCQjZpRkx4w2jSP1oceMkhUwpyQ71TLqd0/efvtt9OrVC1u2bEGXLl0C2Sbyg67rSE9Px4wZM+pdxo9IFswoyY4ZbV4wi3qO1DePGSUrYE5Jdipm1O+i/siRI7jnnntY0EsiIiICs2fPDnUziBrFjJLsmNHmuQvv6OjAPSen33uPGSUrYE5Jdipm1O+F8lJSUlDGb2BpmKaJsrIymKYZ6qYQecSMkuyY0eZx+n1oMaNkBcwpyU7FjPpd1N9zzz1YtmwZjh07Fsj2kJ90XcfatWuVWsWR1MKMkuyY0eZxobzQYkbJCphTkp2KGdVMPw9R7N+/Hw8//DCys7Px9NNPY8SIEYhq5Fu+Z8+eLWpkKJWVlSE6OhqlpaWN9o+IiCgcxMUBx48DP/wADBkSmOf861+B//kf4MYbgQ8+CMxzEhERWZ0vdajf59SnpKRA0zSYpol58+Y1ej9N05Q6CiIrwzBQUlKCzp07w2bzewIGUdAwoyQ7ZrR5XCgvtJhRsgLmlGSnYkb9LupvvfVWaJoWyLZQC7hcLmzevBmTJk1SJpykFmaUZMeMNq2qSvwAnH4fKswoWQFzSrJTMaN+T78PF5x+T0REJKbdx8WJfV0H7PbAPG96OjBtGnD++cDWrYF5TiIiIqvzpQ5V49AEwTAMHDt2DIZhhLopRB4xoyQ7ZrRp7pH0Dh0CV9ADHKn3BTNKVsCckuxUzGhAivp169bhjTfewAsvvIA33ngD69atC8TTkg8Mw0BOTo5S4SS1MKMkO2a0acE4n77u8/GSds1jRskKmFOSnYoZbdH0+6ysLMybNw95eXkAxDX/3OfZ9+vXDwsXLsTo0aMD09IQ4fR7IiIiYM0a4LLLgAEDgF27Ave8Bw8CPXsCkZG15+wTERGFu1ZZ/X7Hjh2YOnUqzpw5gylTpmDixIlISEjAkSNHsGrVKqSnp2PatGnYsGEDBg8e7O/LkJcMw0BhYSESEhKUWfCB1MKMkuyY0aYFa6TePf2+uloU9W3aBPb5VcKMkhUwpyQ7FTPqdy+ee+45VFdXIy0tDV9//TUee+wxzJ07F48++ii++uorpKWlobKyEs8991wg20uNMAwDe/bsUWoaCamFGSXZMaNNKy0V2+jowD6vu6gHOAW/OcwoWQFzSrJTMaN+T7/v3r07Jk+ejPfff7/R+/ziF7/AypUrcfToUb8bGGqcfk9ERAT87W/AffcB11wDfPJJYJ+7Y0fg9Glgzx6gT5/APjcREZEVtcrq96WlpUhJSWnyPikpKSh1H9qnoDIMA/v371fqiBOphRkl2TGjTQvWSD1QO1rPkfqmMaNkBcwpyU7FjPpd1Pfo0QMbNmxo8j4bN25Ejx49/H0J8oFhGCgoKFAqnKQWZpRkx4w2LVjn1Nd9Tl7WrmnMKFkBc0qyUzGjfhf1s2bNwurVq/HUU0+hsrKy3m2VlZV45plnsGrVKsyePbvFjaTmORwOjBkzBg6H32sfEgUVM0qyY0ab5h6pD0ZRz2vVe4cZJStgTkl2KmbU76L+qaeeQkpKCn7/+9+jZ8+emDlzJu644w7MnDkTvXr1wu9+9zukpKTgqaeeCmR7qREulwt5eXlwuVyhbgqRR8woyY4ZbZq74A7G9Hteq947zChZAXNKslMxo34X9V26dMGGDRswd+5cnDp1CmlpaVi4cCHS0tJQXl6OefPmYcOGDYiNjQ1ke6kRpmni5MmT8HPdQ6KgY0ZJdsxo04I5Us/p995hRskKmFOSnYoZ9Xv1+7qcTid27dqFsrIyREVFYeDAgYiIiAhE+0KOq98TEREBl14KZGYCH30EXH99YJ/7lluAd98F/vQn4De/CexzExERWVGrrH5fV0REBIYOHYqxY8di6NChyhT0VuJyubBr1y6lppGQWphRkh0z2jSO1IceM0pWwJyS7FTMaECKepJDRUVFqJtA1CRmlGTHjDYumOfUc6E87zGjZAXMKclOtYx6veTfpEmToGkaFi9ejKSkJEyaNMmrx2mahpUrV/rdQPKO3W7H8OHDQ90MokYxoyQ7ZrRprTFSz4XymsaMkhUwpyQ7FTPqdVG/evVqaJqGM2fO1PzZG5qm+dUw8o3L5cLOnTsxaNAg2O32UDeHqAFmlGTHjDbONFtn9XuO1DeNGSUrYE5Jdipm1Oui3jCMJv9MREREaqqsBHRd7AfzOvUcqSciIvIdz6lXhN1ux5AhQ5Q52kTqYUYpFE6dAu6/X6zc/s9/Nn1fZrRx7qn3mgZ07Bj45+dIvXeYUbIC5pRkp2JG/S7qb7/9dixdurTJ+yxbtgy33367vy9BPnC5XMjOzlZqFUdSCzNKrc0wgDlzgDfeEJdiu+susd8YZrRx7mK7UyfAFoThAC6U5x1mlKyAOSXZqZhRv7+aFy1ahK1btzZ5n23btmHx4sX+vgT5qF27dqFuAlGTmFFqTf/5D5CeDrRvD1x+ufjd00/Xjjp7wox65v47C8b59AAXyvMFM0pWwJyS7FTLaFCn31dWVsLh8Pq0fWoBu92OgQMHKjWNhNTCjFJrMk3g2WfF/mOPAV9+CQwaBBQXAwsXen4MM9o49wh6MM6nr/u8HKlvGjNKVsCckuxUzGiLivrGVrY3TRMHDhzAl19+iR49erTkJchLuq5j8+bN0N0rGRFJhhml1rR+PbBzJ9ChA/D//h/gcAD33itu+/hjz49hRhsX7JH6ugvlmWZwXkMFzChZAXNKslMxoz4V9TabDXa7veaoxvz582v+XPfH4XAgJSUF33//PW688cagNJzq0zQNMTExvIQgSYsZpda0aJHYXntt7SjwnDliobf164EDBxo+hhltXGuN1Ou6WGmfPGNGyQqYU5Kdihn1aW78hAkTajqfmZmJnj17onfv3g3uZ7fbERsbi0mTJuHOO+8MSEOpaXa7HX379g11M4gaxYxSa3G5gM8/F/s331z7+4QEYPRoICsLWLECOHcdV2a0ccEeqe/QQRxwMU1xAEGxUx0DhhklK2BOSXYqZtSnon716tU1+zabDfPmzcPTTz8d6DaRH3Rdx6ZNm3DxxRdzHQOSEjNKrWXTJuD4cVGAXnpp/dsmThRF/erVDYt6ZrRxwR6pt9nEpfLKy8VP9+7BeR2rY0bJCphTkp2KGfW7F4ZhBLId1EI2mw2JiYmwBeNaQ0QBwIxSa1m2TGynTwciIurfdumlwIIFwJo1DR/HjDYu2CP1gDhgUF7OxfKawoySFTCnJDsVM6pOT8KczWZDr169lAonqYUZpdayapXYTp/e8LYxYwC7XZxTf/Bg/duY0cYFe6QeqL9YHnnGjJIVMKckOxUz2qL5Bi6XCx9//DFWrFiBw4cPo6qqqsF9NE3DypUrW/Iy5AVd15GVlYUxY8YoM42E1MKMUms4cwbYvFnsnzv1HhDnbp93HrB9O5CdDSQn197GjDbOPVIfzKKel7VrHjNKVsCckuxUzKjfvTh9+jSmTp2KDRs2wDRNaJoGs851aNx/VmlVQZnZbDakpqYqdcSJ1MKMUmvYsEGsoJ6UBHhYxxUAMGKEKOq//x6YNav298xo49yFdrCn39d9LWqIGSUrYE5Jdipm1O+ePP/881i/fj2effZZFBUVwTRNzJ8/H4WFhfjoo4/Qp08fXHfddR5H7ynwVDw3hNTCjFJryMwU2wkTxGrqnowYIbbff1//98xo41pjpJ7T75vHjJIVMKckOxUz6ndPPv30U1xyySV48sknERsbW/P77t2747rrrsOqVauwYsUK/PGPfwxIQ6lpuq4jIyMDuq6HuilEHjGj1BrqFvWNaayoZ0Ybx5F6OTCjZAXMKclOxYz6XdQfOHAAl1xySe0T2Wz1RuWTkpJw5ZVXYvHixS1rIXnFZrNhyJAhSh1xIrUwoxRs1dXA+vViv6mifuhQsS0oqB2BBpjRpvCcejkwo2QFzCnJTsWM+t2TDh061PuLiI6ORmFhYb37xMfH48CBA/63jrxms9kQFxenVDhJLcwoBduWLUBlJdC1KzBwYOP3i4oCevQQ+zt31v6eGW0cR+rlwIySFTCnJDsVM+p3T3r16lWvYB8yZAgyMjJqRutN08TKlSuRkJDQ8lZSs5xOJ77++ms4nc5QN4XII2aUgm3TJrEdPbrx8+ndBg0S27pFPTPqmWHUnufOkfrQYkbJCphTkp2KGfW7qJ88eTJWrVpVcy7C3LlzceDAAYwePRqPPPIIxo0bh61bt2LOnDkBayw1zm63Y+TIkbDb7aFuCpFHzCgF23ffie3Ikc3f113U//hj7e+YUc9OnQLcF7cJ5ki9+7nrnhJB9TGjZAXMKclOxYz6fUm7O++8E126dMHx48eRkJCA22+/HdnZ2fjb3/6GrVu3AgDmzJmD+fPnB6ip1BSbzVZvwUIi2TCjFGxbtojthRc2f9/Bg8X23On3zGhD7iLb4QDatg3e63CkvnnMKFkBc0qyUzGjfo/U9+vXD48++mi96fWvvfYajhw5gvXr1+Pw4cP4z3/+g/bt2wekodQ0p9OJ5cuXKzWNhNTCjFIwlZcDu3eLfW+K+gEDxPann2p/x4x6Vvd8+uZOa2gJjtQ3jxklK2BOSXYqZtTvkfrGdOvWDd26dQv001IzHA4Hxo8fD4cj4G8pUUAwoxRM2dliinhSEtC9e/P379tXbPftA3RdjEIzo565i/pgnk9f9/k5Ut84ZpSsgDkl2amYUXWW/AtzmqYhKioKWjCHUYhagBmlYHKfT3/RRd7dPzERiIwEnE7g4EHxO2bUM/fIeTDPpwdY1HuDGSUrYE5Jdipm1OvDE5MmTfLrBTRNw8qVK/16LHnP6XQiLS0NM2bMQERERKibQ9QAM0rB5Mv59ABgtwN9+gC7dgF79gApKcxoY1prpJ7T75vHjJIVMKckOxUz6nVRv3r1ar9eQKUjIDJzOByYOnWqUtNISC3MKAWTryP1AJCaWlvUX345M9qY1h6pr6wEqqvFTAqqjxklK2BOSXYqZtTr6feGYfj143K5gtn+BgoKCvCXv/wFU6dORc+ePREZGYn4+HjMmTMHGzdubNW2tDaVgklqYkYpGMrKfFskz819Xn1eXu3vmNGGWmukvlOnhq9JDTGjZAXMKclOtYwqd079a6+9hgcffBB79+7F1KlT8Zvf/Abjxo3DkiVLMGbMGHz00UehbmJQ6LqOtLQ06Loe6qYQecSMUrBkZ4ttz56AL+u09ukjtvn5YsuMetZaI/UOB9Chg9hnUe8ZM0pWwJyS7FTMaMAOURQXF+P06dNITk4O1FP65eKLL8bq1atx6aWX1vv92rVrMXnyZNxzzz24+uqr0aZNmxC1MDgcDgdmzJih3FEnUgczSsHiPp/el6n3gDgIANQulMeMetZaI/Xu1zh9mkV9Y5hRsgLmlGSnYkZbNFJfWlqK//f//h+6d++Obt26ISUlpea2jRs3YsaMGfjOfaJjK7nmmmsaFPQAMH78eEycOBEnT57EDz/80Kptai0qHW0iNTGjFAzurxlfpt4DgPsY9IEDtb9jRhtqrZH6uq/BxfIax4ySFTCnJDvVMup3UV9cXIxRo0bhtddeQ3JyMgYNGgTTNGtuHzZsGNatW4f33nsvIA0NBPfqhiodlXHTdR3p6enKBZTUwYxSsPi68r2be6T+yBGgqooZbUxrj9TXfU2qjxklK2BOSXYqZtTvon7+/Pn46aef8OGHH2LLli247rrr6t3erl07XHrppcjIyGhxIwPhwIEDWLFiBRISEjB06NBG71dVVYWysrJ6PwBqFvxzuVwe93Vdr7dvGEaT+06ns96++4CIe980zQb7AOrtG4ZRs2+323HllVciIiIChmHUhLTuvsvlqrcve58a6wf7ZM0+aZqG2bNnw2azKdMnFd8nq/WpuFhHbi4AAMOG+danmBgX2rYVjz1wwIWIiAhceeWVsNlsfJ/q7JeWij61b68HvU/uor6kxAhqn6z6PmmahquuugoRERHK9EnF9ync+1R3arMqfVLxfQrnPgHA7NmzYbfbpe+Tt/wu6pcuXYqZM2fi+uuvb/Q+vXv3xqFDh/x9iYBxOp245ZZbUFVVhZdeegl2u73R+77wwguIjo6u+XGvEZCTkwMA2LlzJ3bu3AkA2L59O3LP/m8yOzsb+WdXW9q0aRMOnj1JMysrC4WFhQCAzMxMFBUVAQAyMjJQUlICAEhPT0d5eTkAIC0tDZWVldD12gUcKisrkZaWBgAoLy9Heno6AKCkpKTmoMnx48exatUqmKaJwsJCZGVlAQAOHjyITZs2AQDy8/ORfXZFqdzcXGzfvl3qPhUVFSEzMxMA2CcF+vT999+jrKwMP/30kzJ9UvF9slqf3nlnGwAgIUFHbq5vfdq1a2fNFPz16w/BNE1s2rQp5H2S7X06edI4+1pbgt4n9/T7H38sCGqfrPw+7d+/H6ZpKtUnFd+ncO6T+xrgTqdTmT6p+D6Fe5/Kyspw/Phx6fvkNdNPkZGR5qOPPlrz5/nz55s2m63efR5++GGzbdu2/r5EQLhcLvMXv/iFCcC88847m71/ZWWlWVpaWvNz8OBBE4BZXFxsmqZp6rpu6rreYN/pdNbbd7lcTe5XV1fX2zcMo96+YRgN9k3TrLfvcrlq9isrK80vvvii5nmdTmfNfdz7uq7X2/fUD5n61Fg/2Cdr9qmiosJctmyZWVFRoUyfVHyfrNanV17RTcA0Z840/OrT5MmmCZjmokXieb/44guzoqKC71Od/f79DRMwzRUrnEHv07x54v1YsMAV1D5Z9X06c+ZMzXe9pz7t2GGazz6rm//6l2GeOmWNPqn4PoV7n6qqqswvvvjCrKqqUqZPKr5P4dynM2fOmMuWLTMrKyul7lNJSYkJwCwtLTWbo5mmD+P6dfTo0QMTJ06sOWf+2WefxXPPPVcz3QAArrrqKuzYsQN79+715yVazDAM3H777Vi8eDFuvvlmLF68uGZapbfKysoQHR2N0tJSRLXGCYVEROS1efOARYuAZ54B5s/3/fG33w4sXAg8/zzw298GunVq6N4dOHYM2LYNGDYsuK/14IPAX/4CPPYY8MILwX0t1Xz6KXD99YD7v2HDhwNffQXExYW2XURE5B9f6lC/p99PmDABS5YsaXR6/Y8//oivvvoKl19+ub8v0SKGYWDevHlYvHgxfv7zn2PRokU+F/RWYhgGiouLa87JIJINM0rB8P33Yjt8uH+Pd0+/P3iQGfXENIGTJ8V+587Bfz0ulNe0xjK6bx9w002ioL/oIqBLFyA7G7jlFoBxptbGz1KSnYoZ9bvK/e1vfwuXy4WxY8fivffeqzkvYOfOnfjXv/6FSZMmoU2bNnjkkUcC1lhvuQv6d955BzfccAP+/e9/N3kevQpcLhc2b95cb6YEkUyYUQq0ykrgxx/F/ogR/j2HewX8AweYUU8qKoCzawshJib4r8eivmmNZfTRR8W/h8suAzZsADIzgXbtgPR04N13Q9NWCl/8LCXZqZhRv6ffA2KxvFtuuQWnTp0CIFYW1DQNpmmiU6dO+OCDDzBjxoyANdYbdafcX3fddXj//fdbdAk7Tr8nIpLTli3AyJFiVPL4cUDTfH+Ob74Bpk4FzjsPOLseKtVx+DCQmAjYbICu+/d37Iu33gLuvBO46ipg6dLgvpYq9u8HUlLErIqtW4Hzzxe/f/FF4PHHgV69gJ9+AiIjQ9pMIiLykS91aIsu2D5r1izk5+dj8eLF2LhxI4qLixEVFYVRo0Zh3rx56Nq1a0ue3i/PPfccFi9ejI4dO6J///54/vnnG9zn6quvxgUXXNDqbQsmwzBQVFSErl27Kn2aAVkXM0qBdnYxWowY4X+xee70e2a0vrML8qJz5+AX9ABH6pvjKaP//Kco6CdPri3oAeDXvwb++ldR9H/8MXDzzSFqNIUdfpaS7FTMqN9F/TvvvIPu3btj2rRpePDBBwPZphbZt28fAODUqVNYsGCBx/v07t1byaI+JycHEyZMUCacpBZmlAKtpefTA7VFfVkZcPIkM3quukV9a3Bf0q60tHVez2rO/Rw1TeDsesW46676923fHrj/fuDJJ8XigyzqqbXw+55kp2JG/Z5+HxERgfvvvx9//vOfA90mqXD6PRGRnC65BNi4EfjgA+DGG/1/nq5dgRMngB9+AIYMCVz7VLB8OTBzJnDhheJ0h2Bbvx4YMwbo0wfYsyf4r2d1W7eKg1pt2wJFRUCHDvVvLyoSp09UV7fO1QuIiChwWmX1+4SEBOi67u/DKcAMw0BBQYFSqziSWphRCiRdF0UK4P8ieW7u0fp9+5jRc7X2SD2n3zft3M/Rzz8Xv582rWFBD4gDVldeKfa5YB61Fn7fk+xUzKjfRf2sWbPwzTffoKqqKpDtIT8ZhoE9e/YoFU5SCzNKgbR7t1jtu2NHoG/flj1XYqLYFhSYzOg5Qjn93v9lfNV17ufoN9+I38+c2fhjbrlFbN9/v/Ya9kTBxO97kp2KGfW7qF+wYAE6dOiAa665Bjt27Ahkm8gPDocDEyZMaNFK/0TBxIxSILkXybvgArEye0skJIjtsWN2ZvQcoRqpdzoBjhk0VPdztLwc2LRJ/H7y5MYfM2OGuBxhQQGwenWrNJPCHL/vSXYqZtTv/woNHz4cR44cwVdffYVhw4ahQ4cOSElJQZ8+fer9pKamBrK91AjDMLB//36ljjiRWphRCqRALJLn5i7qCwpMZvQcrV3Ud+xYu8o+F8trqO7n6Nq14jSUlBTx05g2bYDrrxf77kX1iIKJ3/ckOxUz6ndRbxgGIiMj0bNnT/Ts2RNxcXEAxLXq6/6o9JclMxXPDSG1MKMUSO6R+kAW9YWFJjN6jpMnxTYmpnVez2YDOnUS+zyvvqG6n6Pffit+d9llzT/uhhvE9osvOAWfgo/f9yQ7FTPq95wD96XjSA4OhwNjxowJdTOIGsWMUqCYZv1r1LeUu6g/csTGjJ6jtUfqATEFv6yMRb0ndT9H168Xv/MmsuPHiwMzRUVAVpb4M1Gw8PueZKdiRv0eqb/99tuVv5ydlbhcLuTl5cHFQ/AkKWaUAiU/X0zNjowEBg9u+fPVHalnRusLRVHPa9U3zv05WlXlwubN4nejRzf/OIejdhX8JUuC1z4igN/3JD8VM+p3Uf/+++/j2LFjgWwLtYBpmjh58iRMLhdMkmJGKVDc10sfOhSIiGj589WO1APFxcxoXaEaqQc4Uu+J+3M0J8fE6dPi72rQIO8eO3u22C5ZwisLUHDx+55kp2JG/S7qU1NTUVhYGMi2UAs4HA6MHDlSqVUcSS3MKAXKxo1iO2pUYJ4vPl5snU4Nffowo3W5i/rWOqceYFHfFPfn6PbtIqMXXuj91R+mTROzW/LygF27gthICnv8vifZqZjRFk2/X758OQoKCgLZHvKTy+XCrl27lJpGQmphRilQ3JfxuvjiwDxfZCTQpYvYz8rKZ0brcC+Ux+n3cnB/jm7dKhZ3uuAC7x/bqRMwaZLY5xR8CiZ+35PsVMyo30X9nDlzMGrUKIwZMwZvvPEGNm3ahP379+PAgQMNfqh1VFRUhLoJRE1iRqmldB347juxH6iReqB2Cv6hQ+p8wbeUaXL6vYwqKiqwbZu47t+wYb49tu4UfKJg4vc9yU61jPo956BPnz7QNA2maeLXv/51o/fTNA26rvv7MuQlu92O4YG4thNRkDCjFAg7dgAVFaLw698/cM+bkADk5AAdOvSF3R6457WyU6cA99V+OFIvB7vdjgsuGI7t28Wfzz/ft8fPmgXcc484heXIkdpTT4gCid/3JDsVM+p3UX/rrbdC07RAtoVawOVyYefOnRg0aBDs/B8pSYgZpUBwT70fOdL7c4m94R6pz84+gptv7saMonaUPjISaNeu9V6XI/WNc7lcWLUqDydPDoDD4fvVH3r0EP92Nm8Gli0DfvnL4LSTwhu/70l2KmbU76J+0aJFAWwGERFR89yL5AXqfHo3d1FfVKTOojktVXfqfWsew2dR37Tdu9sCAAYOBNq08f3xs2aJon7pUhb1RESqCOA4B4WS3W7HkCFDlDnaROphRikQ3CP1gTyfHqgt6quruzKjZ4VikTyA0++bYrfbUVLSC4DvU+/dZs0S2xUrgDNnAtQwojr4fU+yUzGjASnq161bhzfeeAMvvPAC3njjDaxbty4QT0s+cLlcyM7OVmoVR1ILM0otVVIiznsHglfU5+aeYkbPCsUieQBH6pvicrmwZo042uJvUT90KNCzp1ibYuXKADaO6Cx+35PsVMxoi+YZZmVlYd68ecjLywMAmKZZc559v379sHDhQowePbrlrSSvtGvNkx6J/MCMUktkZYkV2fv2DfwCX+6ivrg4MrBPbGGhLuo5Uu9Zbm57AL6vfO+maWK0/vXXxRT8q64KYOOIzuL3PclOtYz6XdTv2LEDU6dOxZkzZzBlyhRMnDgRCQkJOHLkCFatWoX09HRMmzYNGzZswGBfV3Ihn9ntdgwcODDUzSBqFDNKLbV2rdiOHx/45649pz4yoAvwWZm7qI+Jad3XdU+/50h9Q06nHQcOiOmi/hb1QG1R/8UX4goHzDwFEr/vSXYqZtTvj/HnnnsO1dXVSEtLw9dff43HHnsMc+fOxaOPPoqvvvoKaWlpqKysxHPPPRfI9lIjdF3H5s2beflAkhYzSi2VmSm2wSzqz5wBSkqYUSB059Rz+n3jdu3SYRhAVJTZotkql14KdOoEHD0qFs0jCiR+35PsVMyo30X96tWrce2112L69Okeb58+fTquvfZarFq1yu/Gkfc0TUNMTAwvM0jSYkapJSoqaouPYBT1HToA7dubAIDjx5lRACguFttQjtSbZuu+tuxyc0U2Bwxo2RUJIiOBK64Q+198EYCGEdXB73uSnYoZ9buoLy0tRUpKSpP3SUlJQSlPimsVdrsdffv2VWoVR1ILM0otsWkT4HSKc+lTU4PzGnFx4sv9xAlmFKgt6rt0ad3XdY/Uu1zA6dOt+9qyy80V2Rw4sOX/EXWfS790aYufiqgeft+T7FTMqN9FfY8ePbBhw4Ym77Nx40b06NHD35cgH+i6jqysLKWmkZBamFFqibrn0wfrwHpcnBgWLixUZzXcljhxQmxbu6hv3x6IiBD77vP6SfjxRwMA0L9/yzM6YwZgtwM//ADk57f46Yhq8PueZKdiRv0u6mfNmoXVq1fjqaeeQmVlZb3bKisr8cwzz2DVqlWYPXt2ixtJzbPZbEhMTISNq92QpJhRaokVK8T20kuD9xpxcWLL6feCu6iPjW3d19W02vP4WdTXVzv9vuUZjY0Fxo0T+xytp0Di9z3JTsWM+t2Tp556CikpKfj973+Pnj17YubMmbjjjjswc+ZM9OrVC7/73e+QkpKCp556KpDtpUbYbDb06tVLqXCSWphR8ld5ObBundhvZBmXgOjeXRRKRUXMKBC6kXqARb0npgns2iUyOnhwYDLqHnf55JOAPB0RAH7fk/xUzKjfPenSpQs2bNiAuXPn4tSpU0hLS8PChQuRlpaG8vJyzJs3Dxs2bEBsax/iD1O6riMzM1OpaSSkFmaU/JWRAei6uD59sM6nB4CuXcXU5iNHjOC9iIWE6px6gEW9J0ePisUDbTYTvXsH5nP02mvF9ttvgYKCgDwlEb/vSXoqZrRFhye6du2Kt99+G6Wlpdi2bRvWrl2Lbdu2obS0FP/617/QtWvXQLWTmmGz2ZCamqrUESdSCzNK/vrqK7GdNi24r9O9u9geO8bp9y5XbUEdimPz7qLefVk9AnbtEtvkZBfatQvM52hyspiCb5rAf/4TkKck4vc9SU/FjPrckwULFuCJJ56A0+ms+V1ERASGDh2KsWPHYujQoTBNE7/97W/x4osvBrSx1DgVzw0htTCj5A/TrC3qgzn1HgC6dxfZ5Dn1oph2X04uFEW9+zJ6HKmvtXu32J53niOgn6M33CC2H34YsKekMMfve5Kdihn1qScrVqzA008/jS5duiDCvTStB5GRkejSpQt++9vf8jr1rUTXdWRkZCg1jYTUwoySP3JzgX37xHW1L7ssuK/VtatYUfzYMV4c3X0+fVRU7Ur0rYnT7xtyj9S3a3cgoJ+j114L2GzAxo3i3xpRS/H7nmSnYkZ9KurfeecdxMTE4P7772/2vvfddx9iY2OxcOFCvxtH3rPZbBgyZIhSR5xILcwo+eOzz8R2wgSgY8fgvpZ7obxjx4L7OlYQyvPpARb1nuTmiu2oUZ0D+jkaHw9MmiT2Fy0K2NNSGOP3PclOxYz61JOsrCxcfvnlaNOmTbP3bdOmDS6//HKscy9ZTEFls9kQFxenVDhJLcwo+cM9Jdg9RTiY4uNFNouKNLjC/FL1obqcnRvPqW9o716xHT48KuCfo3fcIbZvv42wzz61HL/vSXYqZtSnnhw+fBh9+vTx+v4pKSkoLCz0uVHkO6fTia+//rreWgdEMmFGyVe7dgFbtwIOB3DNNcF/vagoJzTNhGnWFrXhKpSXswM4Un8uw6gt6g8dygz45+jVV4sDOAcPAunpAX1qCkP8vifZqZhRn4p6m83mU+edTqdSR0BkZrfbMXLkSNjt9lA3hcgjZpR89dFHYjt1auuMGLdpY0dsrDif/ujR4L+ezEJd1HOhvPoKC4GqKsBuN3HFFUMC/jnati1w661i/5//DOhTUxji9z3JTsWM+lRx9+jRAzk5OV7fPycnB4mJiT43inxns9kQGxvLgygkLWaUfGGawAcfiP0bb2yd17TZbDUr4If7efU8p14ue/aIba9eGrp3D87n6J13iu3SpUB+fsCfnsIIv+9Jdipm1KeejB8/HhkZGdjnxfKo+/btQ0ZGBiZMmOBv28gHTqcTy5cvV2oaCamFGSVfrF4tLuHVvj0we3brvKbT6YTDUQSARb0s59SzqBfcU+9TUoygfY4OHgxMmybOqf/jHwP+9BRG+H1PslMxoz4V9ffddx+cTieuvfZaFBUVNXq/EydO4LrrroOu67jnnnta3EhqnsPhwPjx4+FwOELdFCKPmFHyxV/+Ira33SYuq9YaHA4H+vaNBsCiPtTT77lQXn3uoj41VQvq5+jjj4vt228DR44E5SUoDPD7nmSnYkZ9KupHjBiB//mf/8H333+PwYMH4+mnn8aqVauQm5uL3NxcrF69Gk899RQGDx6M7777Dg8++CBGjBgRrLZTHZqmISoqCpqmhbopRB4xo+StvDzgiy/E/q9/3Xqvq2kaEhPFRdlZ1IttqM+pLy0Vi8SFO/f0+9TU4H6OTpgAjBkjzt/naD35i9/3JDsVM+rziQQvv/wyHnvsMZw8eRILFizA5ZdfjoEDB2LgwIGYPHkyFixYgOLiYjz++OP4I78RWo3T6cSSJUuUmkZCamFGraOyEvjqK+A3vwFmzQJGjQIuvRSYMwd49llgxQogmG/jX/4izqmfMQMYMCB4r3Mup9OJEyd2AmBRH+pz6qPFhAmYJlBeHpo2yMQ9Ut+zpx7Uz1FNA556Suy/+qq4AgWRr/h9T7JTMaOaaZqmPw/cs2cPFi5ciKysLBw5O0crPj4eY8eOxW233YbU1NSANjRUysrKEB0djdLSUkS11hxQP5imicrKSrRt21apo06kDmZUfuXlwF//Crz2WvNFbXS0WMDuvvuAoUMD14b8fFHIO53AypXApEmBe+7mmKaJN95w4oEHIjFrFrBkSeu9tmx69hSXN9u4Ebj44tC0oV07cYBp3z6gV6/QtEEW3buLf5PffWdi0KDgf45edRWwbBlw+eXiEnf8yCZf8PueZGeVjPpSh/pd1IcLKxX1uq7D4XBIHU4KX8yo3JYtA+65Bzh0SPw5IQG48krgoouA+Higulrc9v334j/5dYv+yy4To3stLcBNE/jZz0QxPWVK618v2zRNfPKJC9dd58CoUcCGDa37+jLp0AE4c0acChGqY/QJCeK87uxs4IILQtMGGZSX164rcfKkiQ4dgv85unevWDivqkpc4u6XvwzaS5GC+H1PsrNKRn2pQ9VZxz/M6bqOtLQ06Loe6qYQecSMyknXgYcfFiNzhw4BffoA770H7N8v/jN/991i9fnrrgMefBD497+Bw4eBjAzg2msBu12sVD95sijuMzP9b8sHH4iC3uEAXnklUD30nq7r2LMnC0B4T7+vrBQFPRC66fcAV8B3c19erksXoEOH1vkc7dMHmD9f7N93H7B5c1BfjhTD73uSnYoZZVGvCIfDgRkzZii1iiOphRmVz5kzoph/+WXx5wcfBH74AfjFL4CIiMYfZ7cDEycC//mPmBr9wANAZCSwZo049/7yy8W+L/PAtm4VBxAA4Le/BYYM8bdX/nM4HJg9ezSA8C7q3efT2+2157aHgnuxvHAv6t3n0/fp07qfo//7v2JNjepq4OqrgR9/DPpLkiL4fU+yUzGjLOoVotLRJlITMyqPU6fE9PqvvhLXgv/4YzE63r69b8+TlCQW1MrLE9P3IyLEufCXXQaMHw98+WXzxf3mzcDUqaJNkybVLtQVCrGxIqOnT4ufcORe+T4mJrTnUnOkXnCvfN+nj9i21ueozQa88w5w3nlids64cWKRTCJv8PueZKdaRlnUK0LXdaSnpysXUFIHMyqPsjJg+nQxbb5TJ3Hu+nXXtew5k5OBv/0NyM0FfvUrMXK/bp1YwX7IEOAPfwB27Khf4B86BDzxBDB2LHD8ODB8OPDJJ2KEOBR0XUdWVjrathWNPH48NO0INXe/u3YNbTt4rXqh9hr1rf85Gh0tZt1ccol4H6ZMETN5tm5tlZcni+L3PclOxYxyobxmWGWhPCIib1RXi0J75UrxH/avvxaXrAu0w4fFtP5//KP2/GwA6NgRiIsT1x93jwgDYnrv4sW1C4KFUq9ewIEDoV35PZQ++EAUbpdeKg78hMq99wJ//zvw9NPiUorhavp08e/0rbeAO+4ITRvOnBFrb/zjH7UH5gYMAEaPFtsePcTCht26iYNBXbsCbduGpq1ERKrwpQ5V50SCMGeaJsrLy9GpUyepV3Gk8MWMhp5piqJg5UqxuvmKFWJ1+2Do0UMU9U8/Lab2f/yxGLk/dUr8uI0dK4qF2bNDf9ksd0a7d++EAwc0HD0a2vaEirvf3buHth2cfi/UHakP1edo+/ZiJs4ddwAvvggsXQrs3i1+GtOxI9Cvn5i+f8EFYjHNYcPEtH5SG7/vSXYqZpQfrYrQdR1r165VahoJqYUZDb0nngDefVdMb//vf4NX0NcVHQ3ceSfwzTeiONu1C/j2W3GZsvJysX/11aEv6IHajHbrJoYiw3WxPFmKei6UB7hcYjFKQJxTH+rP0QsvFAtkHjkiCvunngLmzhWLY553nrj8pXvdqVOnxL/zd98VB+6GDxeZuvNOcZUMwwhJF6gVhDqnRM1RMaMcqVdEREQErrzyylA3g6hRzGho/e1vYoQNENN4p09v/TZERoqpugMGtP5re8Od0U8+EX9mUR/advCcerHuhNMpFqBMTATsdjk+R2NixJUzrrqq4W2mKdbtOHJEHMTbsQPIyhKnchQVic+ft94CUlLElTPuuEOO024ocPh9T7JTMaMcqVeEYRgoLi6GwUPfJClmNHQ+/xy4/36x/9xzwG23hbI18nJn1D1SH67T790HM0Jd1LtH6sO5qHdPvU9JETNsrPA5qmlihs6AAeK0mieeAJYtE5dKXLECuP12UcTn5wMPPSSuoPHQQ8D+/aFuOQWKFXJK4U3FjLKoV4TL5cLmzZvhcrlC3RQij5jR0Pj2W+DnPxejZ3fdBTz5ZKhbJC93Rrt2FV/y4br6vSwj9V26iG3dBRXDTd1r1APW/hyNjBTn1f/rX2IU/803gUGDxGk4f/6zWDPglluAH34IdUuppaycUwoPKmZU2aJ+8+bNmDFjBjp37owOHTrgkksuwccffxzqZgVNREQEpk2bhoiIiFA3hcgjZrT17dghpsdWVgKzZgFvvCHHueuycmc0Pl5cUy/ci/q4uNC2IzZWbMO5qD/3GvWqfI62ayfOrd+xA/jyS3FOvsslzr8fNgy48kpx3j2vz2RNquSU1KViRpUs6letWoWxY8fi22+/xfXXX49f/epXOHLkCG644Qa8/PLLoW5eUBiGgWPHjik1jYTU4k1GTRPIyQFef10svjRpkliYacIEcYmtV14R52hS8w4eFOfNl5QAY8aIy5Q5uIpKk9wZdY/Uh+M59aYp30h9cXH4Fnd1V74H1Puu1zTxOfXNN8CWLcD114vV8dPSxCUVx4wRpw8p0t2woVpOST0qZlS5ol7Xddx5552w2WzIzMzEm2++iZdffhnbtm1D//798cQTT2C/giduGYaBnJwcpcJJamkqowcPAi+9JEZohg4Viye98w6wahXw/ffA2rWiKP3Nb8R0zYsuAj76SIzsUENHj4r/KB86JP6+vvhCXJKKmubOaDgX9aWlQHW12JelqNd1MUU7HJ07/V7l7/oLLxSf67t3A3ffDbRpA2zYAPzsZ+Jz7A9/AAoLQ91K63A6xQGxI0fEegV79gCHD4t/405ncF9b5ZySGlTMqGaaah3/Tk9Px7Rp0zBv3jy8/fbb9W5bvHgxbrvtNjz77LN4+umnvXq+srIyREdHo7S0FFFcnpUoYI4fFyMw778vVkV2i4wEJk4UIzR9+4oVsE+fBn76SZwfvmKF+E8+IA4A/OMf4r4kFBSI81Z37xarZWdlAT17hrpV1nLoEJCcLGY2VFeH1ykLu3cDAwcCnTqJFcxDrV07cfrI3r1isbhw06WLKMy2bxefd+HkyBHg1VfFlTtKS8Xv7HZxwHLOHGDGjNAfeAq1Y8eAH3+s/dm9WxTuR482f9pKx47i7697d3GqTUKC+M7o0UNs3fudO4fXZyCRTHypQ5WbjLn6bHUwderUBrdNmzYNALBmzZrWbFKr+OknA/v2FaFr166w2epPwGjssE1Th3Na8za2Q852NHWbP48xDAOFhSdRUBCDVatsDa5TfNllwM03i/+suS9l5UlREfD3v4uFlX74ARg3DvjVr8Tl2sL9uNu+faKg37tXFPIrV7Kg94XIaCG6dEkAYIOui9MX3KuwhwNZVr5369JFHKgqLg6/or6kRPQbqO27O6MJCQkNvutVEx8P/P73wOOPixH8hQvFQcrly8UPAIwcKc7HHzUKuPhiUZiqqroayM4G1q+v/Tl4sPnHaZqY9WC3AxUVtd+7p06JH/e6DY1p165+kZ+YCHTrJg4KdOokth07ivvZbOLHNA0UFxchLq4rHA4bDwqQdAzDwKlTxzFuXDdlPkuVK+pzc3MBAP369WtwW3x8PDp27FhzH0+qqqpQVVVV8+eys0MV7tUR3Vu73V5vX9d1aJpWs2+z2WCz2RrddzqdsNvtNfsOhwOaptXsA+JUgrr7ERERME2zZt8wDLhcLkRERODuu4HVq0O8qhFRk2wAutT7zYgRJubMMXHzzTYkJnr37yk21oannrLh7rt1PPaYHQsXavj734Gvvzbx0Ucazj+/5f+eDMOAYRhwOByN7rtcLpimWbPvbnuoPiMyMly48UYHioqAPn1MZGRoSE424HRat0+t/T6Zpom8vDxccklXREe3QWkpcOSIgZgY6/bJ1/fp6FHxn5vu3U0AWsj71KWLiYICDSdOQOnseepTXp4NgA1xcSbatzcB2FBdXY28vDx0794dLpfLcn3y533q1EnD3LlO3HGHA7t3A+++a+Crr2z47jsNmzcDmzfXfqckJAD9+plISTHRr58N3bsb6NrVRHy8HbGxBmJiDHTp4gAg/+feoUMmsrJc2LzZgfXrTWzZAlRV1a+ONc1Enz7AoEEaBg0y0b+/gZQUO7p1cyEuzkTXrg5oWt22u+B0ApWVdhw96sLRo0BRkR2HD7tw5IiGwkIbCgoMHD6soaBAw8mT4kBAXp748Z4NAP9PSjKzYcCA9ti+Xfxble1zz/0Z4cuEejUOTdRRenaOVnR0tMfbo6Kiau7jyQsvvIDo6Oian+TkZABATk4OAGDnzp3YuXMnAGD79u01Bwiys7ORn58PANi0aRMOnj18mpWVhcKzJ4FlZmaiqKgIAJCRkYGSkhIA4pSB8rMnDKalpaGyshK6riMtLQ26rqOyshJpaWkAgPLycqSnpwMASkpKkJGRAQDo1KkaXbpUoUcPoHt3F7p2de/r6Nq1ComJYj8urvrsvhNxcdVIShL73bs7z+5XIz7evV+FhAQnkpPFfo8eOpKTgbi4SiQm6ujZU+wnJbnO7lcgKcmFXr2AuLgz6NnTQK9eQLdu7n0TcXGn0bu3iV69jLP7QM+eBrp3P4OUFKBXLxfi48V+z54uJCRUoE8foFcvHT16iP2ePZ3o0aPy7H41kpIqkZrq3q9CaiqQnFyFnj2r0LcvkJxciZ49q2v2e/WqRr9+QHJyBVJSnOjXD0hKOoOUFP3s/mmkpuro3x9ITDyN1FQX+vcHkpJOoV8/FwYMABITy9G/v4H+/U0kJpZjwAATAwYYSEoqx8CBQP/+LiQlnarZ79nzFAYNAvr319Gz52kMGgT06+dE796nMXgw0K9fNXr3PoPBg4G+fauQklKB884T+6mp7v1K9O1biSFDgL59K9Cvn9hPTT2D/v2rzu6fxsCB1Rg6FOjT5xQGDnRi6FAgJeUUBg92YtgwICWlHOedp2PYMKB37zIMGeLC+ecDvXuXYuhQA8OGmejduxTDhpkYOtRASkoJLrgAGDrUhT59Ss/u60hNLcPw4cDQoU707VuO4cOBIUOq0a9fOUaMAIYMqcKAAacwYgRw3nmVGDjwNEaOBK66qhT/+78HkZ8PLF68A7Nm/YiePX3/95STk4kXXzyOjAyRvb17NYwZA9x3308oK2vZv6eioiJkZmYCAAoLC5GVlQUAOHjwIDZt2gQAyM/PR3Z2NgBxMHH79u0h+Yw4c0bHb3+rY+pUG4qKgGHDXHj66ZXo1cu6fQrV++RwONC+fXscPHgQ3boBALBjxzFL98nX98m9SF5MjFOKPrVtexqAmEqscvY89WnzZjF/ulu3spo+ZWVlYdCgQXA4HJbsU0vfp9RUHSNHLsP69Tr27KnA/fdn4447gPPOc8FmM1FYCGRmali82IYnnwTuvNOGn/3MjtGjgQEDbIiLc8DhAGJiTPTsqWPECGDcuCpMnVqGX/4SuPPOEvz610fxxhvAn/50GG++eRAbNgDLl+/C1q15Qcvehx+uQEaGCy+8oOPSS48jORlITtZwww0O/OlPwLp1GqqqNHTpAkyZUoXbb9+DVauA3bsL8fbba/HFF8B99x3A4MEbMXky0L59Pg4ezIbDUf992rVrJ/bs2YmYGKCiYju6d8/FnDnAJZd8j3nz9uLtt4FnntmAZcsOoLgYSE//Ft9+ewRr1gC//W0O5s8vx4MPApdfXoCZM6sxdSowaFAxhgxxoV8/ICHhFFJSDPTubaJbtzNISjIRH28iJqYSCQlAfLyB2Fix37173X0XunSparAfF6ejS5fqmv2uXcV+t25OdO3qrNnv1k3sd+1ad78acXE6EhKALl3q7lehe3dXg/3Y2Ep0727U7MfHi/2YmErEx5tISHD3g31SpU+9e3dCSUmJ9J973lLunPqpU6fim2++QW5uLvr27dvg9sTERJw6darRwt7TSH1ycjKKi4sRExMT8iO3jR1h13UdBw4cQO/evQFAuiNNKo0asE/+9cnlcqGwsBA9evSAzWYLaJ+OHXPi7rsd+PxzMYoxa5aJt9/WEBWl7vtkGMB//+vCs8/asXOn6PdNNwH/938mIiOt2adQv0+apmH//v1ISkrCZZdFICsL+M9/DFx7rXX75Ov7NH++Db/7HXD33Sb+8Y/Qj9TPmWPi0081vP468KtfqZs9T316+WUbHnvMhp//3MC77wI2mxipP3z4MHr27Bk2I/Xe9qm0VMfu3RHIzTWQl2di3z47jh41cfw4UFSk4fhxE2fOtGweePv2QFycibg4ID5eQ9euBuLjNcTHa+jSxYX4eA3dutlgs+lo08aGNm1sOH3aiaoqOyorbTh2TMexY3YcOaJh/34Xdu+2YedO4Pjxhu2y2Uycdx4werSGSy4xcPHFLgweHAHTlP99MgwD+/fvR69evWoeq3L22Cfr9UnXdRQWFiIxMREApO3TmTNn0Llz5/A8p949Qt9Y0V5WVoaYJk6QbNOmDdq0adPg93a7vd723H13eLzdr3tdRF/2NU2r2XeHwe3IkSPo2bMnHA5Hze/r3qextsvaJ2/22Sfr9Mk0TRQUFCAxMTHg/57i4iLw6adiQaWHHgKWLtVw/vnA4sURmDw5eH3y1Hb3vq4DP/5ox9at4hz3/HwHjh8X5zCeOeNARIQ4BzE62lFzvmJioqPmvMUePSJq1ggQX0jAyZNAdnYEMjKA994D9u0Tfwddu4pr0F9/PQBoAJg9f/rk/pJPTk6uuUZ7UZHN0n1qqu2e9t0j9fHxmhR96tpVtOPECbWz56nt7pXv+/Wzwf1Vb7PZcPjwYSQlJVmyT83tt6RPnTtHYNQoYNSoupNQtXr7VVVirYKTJ2u3dfc9/a64WKw1UVEBnDkD7NunYd8+93PWfS17nf26/72OaOT3de8P9O4NjBiBs30ALrxQQ8eOdV/Hdrav8r9PpmnW/J+0bt5UzR77ZM0+uf9P6n5+Gfuk+bAghXJFvftc+tzcXFx44YX1bjty5AhOnTqFiy++OBRNCyqHw4ExXAKcJBbsjGoacN99YiX8G28Uq+Vffrm4DN6CBWKhoGD76Sdg2TKxiNOGDeI/gC3Rrh3Qtq3oW1WVuApAXVFRwP/8D/Dgg00vLkjeqZtR9/T748dD2KAQkOUa9W7uy9o1t5K3is69nB3A7/qWatOmdsV3X5im+Pw9elT8HDvW+P6JE+KSce6fNm3ECH/79kB0tDjvXxy4BQYMAAYPFtsOHYLT51BgTkl2KmZUuaL+0ksvxQsvvID09HTceOON9W77+uuva+6jGpfLhfz8fKSkpNQ7WkQki9bK6PDh4tr2Dz8sLnf38stAejrw+uvAhAmBfS2nU1xmb9kycS34c9fg7NhRjLz07y/+Y56QIFYLbtdOPLaiQowCFRTU/yksFKNEFRXip67kZGDsWGDWLGD2bF5/PpDqZjQuTmQ03K5VL1tRHxsrtuFY1LtXJa9b1PO7PjQ0rXaV99TUULdGfswpyU7FjCpX1E+ePBl9+vTB+++/j1//+te44IILAIjp+L///e8RGRmJW2+9NbSNDALTNHHy5Mmac+qJZNOaGe3QQVz2bsYM4I47xKXvLr0UuO46cYkkD8tteO3ECeDLL0Uh/9VXtddPBoCICPE6M2eKWQIDBwL+flecOSOu01xdLUaJIiLEyA6L+OCpm1H3SH24FfUyXtIOqL20W7hwOoEDB8R+3SKS3/VkBcwpyU7FjCq3UB4ArFq1CtOmTUPbtm1x4403olOnTvjkk0+wf/9+/OlPf8JvfvMbr5+rrKwM0dHRXi1QQETyOX4ceOop4J//FNfn1TTg6quBuXOB6dObn5ZfVQVs2iRG+9PTgS1baq/zC4hp2ldeKQr5KVMAfkyo4YMPgF/8Apg4ETi7OLjyTFMcNKqsFJevkmFEculSMSPl4ouBjRtD3ZrWk5cH9OsnZvWcPg1e55uIKAz5UocqN1IPABMnTsS3336LZ555Bh999BGcTieGDh2Kl156CTfccEOomxcULpcLubm56NevnzLTSEgtocpot25iGv699wKPPw6kpQGffSZ+2rUTxcKQIWJau3ta/NGjYgr8Dz8AO3aIRe/qOv98UcTPnAmMHOn/aDzJpW5Gw3H6/cmToqAHxMKNMgjXc+rd1wRPTa1f0PO7nqyAOSXZqZhRJYt6ALj44ovx5ZdfhroZrari3JNviSQTyowOGyYWsNuxA3jrLeA//xHnr69ZI36a0q2bmE4/daoYjZel4KHAc2c0HKffHzoktl27igUaZeA+pz7cpt+7z6f3NFuC3/VkBcwpyU61jCpb1Icbu92O4cOHh7oZRI2SJaPnnQf8+c9iAb3du4H168Wo2OHDYqq93Q7ExYlzigcOFAvvJSdz+ms4qJtR9yXtTpwAXK7wmI1RUCC2Mh20co/Ul5SEz/sA1I7Un7v+hyyfo0RNYU5JdipmlEW9IlwuF3bu3IlBgwYpM42E1CJbRm02YNAg8UME1M9o164io4YhRondI/cqc4/Uy1TUu0fqTVOcHtC1a2jb01oaG6mX7XOUyBPmlGSnYkZtoW4AERGRbByO2oIyXKbgu0fqk5JC2466HI7axSfDaQp+YyP1REREnrCoV4TdbseQIUOUOdpE6mFGSXbnZtQ9Bf/48RA2qhXJOP0eCL/F8gwD2LtX7J87Us/PUbIC5pRkp2JGWdQrwuVyITs7Gy6XK9RNIfKIGSXZnZtRd1EfLiP17un3Mo3UA+FX1BcUiPU9HA6gZ8/6t/FzlKyAOSXZqZhRFvUKadeuXaibQNQkZpRkVzej4bYC/oEDYpucHNp2nMtd1IfL9Hv3+fS9e4vC/lz8HCUrYE5JdqpllAvlKcJut2PgwIGhbgZRo5hRkt25GQ2n6femCezbJ/Z79w5lSxpyF/Xh8D4ATV/Ojp+jZAXMKclOxYxypF4Ruq5j8+bN0HU91E0h8ogZJdmdm9Fwmn5fVAScOSP2z53yHWrdu4ttOLwPQNOL5PFzlKyAOSXZqZhRFvWK0DQNMTEx0HgxbZIUM0qyOzej4TT9fv9+sU1IANq0CW1bzhVOB1eApkfq+TlKVsCckuxUzCiLekXY7Xb07dtXqVUcSS3MKMnu3IyG0/R7WafeA7Xvw9GjoWtDaSlwzz1A165izYGXXhKr1AdDUyP1/BwlK2BOSXYqZpRFvSJ0XUdWVpZS00hILcwoye7cjIbTCLG7qO/VK6TN8CjU0+/PnAGmTQP+8Q+xAv+hQ8BjjwH33hv41zLNpkfq+TlKVsCckuxUzCiLekXYbDYkJibCZuNbSnJiRkl252Y0nKbfy1zUh/rgysMPAxs3ArGxwBdfAK+9BthswP/9H/Dee4F9raIioKwM0DSgT5+Gt/NzlKyAOSXZqZhRrn6vCJvNhl4y/m+M6CxmlGR3bkbdxeTJk4DTCUREhKhhraCpKd+hVnf6vWmKgre1bNkiRugB4KOPgMsvF/snTgDz5wO/+Q0wezbQsWNgXs89Sp+YCLRt2/B2fo6SFTCnJDsVM6rO4Ykwp+s6MjMzlZpGQmphRkl252Y0NlaMyAJiBFVlubli269faNvhibuor64Wo9itaf58cSDhpptqC3oAePxxMT3+6FHgr38N3Ou5D654mnoP8HOUrIE5JdmpmFEW9Yqw2WxITU1VahoJqYUZJdmdm1GbTSyMBqg9Bb+6unb6ff/+IW2KR+3aAZ06if3WXCwvJwdYvlzk4Jln6t8WGSkKfkBMx6+qCsxr/vST2DZ2cIWfo2QFzCnJTsWMqtOTMKfiuSGkFmaUZOcpo+GwAv7evWIl944dgfj4ULfGs1CcV/+vf4nt1Vd7LrJvuAFIShIHGv7zn8C85s6dYjtokOfb+TlKVsCckuxUzKg6PQlzuq4jIyNDqWkkpBZmlGTnKaOhXqStNbin3vft27rnq/uitVfAr64G/v1vsX/77Z7vExEB/PKXYt9935Zqrqjn5yhZAXNKslMxoyzqFWGz2TBkyBCljjiRWphRkp2njIbDCvjNTfmWQWtfq/6LL8RieAkJ4nJ2jbn5ZrFdsQI4fLhlr6nrte9FUyP1/Bwl2TGnJDsVM6pOT8KczWZDXFycUuEktTCjJDtPGQ2H6fc//CC2550X2nY0pbVH6t9+W2znzgUcTVwnKDUVGDNGnL7w/vste829e8VVFtq1A3r29Hwffo6SFTCnJDsVM6pOT8Kc0+nE119/DafTGeqmEHnEjJLsPGU0HKbf5+SI7dChoW1HU1pzpL6kBEhPF/tz5zZ//1tuEduWTsHftUtsBwyoverCufg5SlbAnJLsVMwoi3pF2O12jBw5Ena7PdRNIfKIGSXZecqo6tPvXS5gxw6xP2RIaNvSlNY8uJKWJqbCDxoEDBzY/P2vv16cX799O7B7t/+v29z59AA/R8kamFOSnYoZZVGvCJvNhtjYWKWmkZBamFGSnaeMqj79fu9eoLJSTPlu7NroMmjN6fdLlojt7Nne3T82FrjsMrH/xRf+v643RT0/R8kKmFOSnYoZVacnYc7pdGL58uVKTSMhtTCjJDtPGZVx+r1hBO65tm4V28GDAZkHLFpr+n1VFfDll2Lf26IeAGbNEtulS/1/bXdR39TsAH6OkhUwpyQ7FTPKol4RDocD48ePh6OpFX2IQogZJdl5yqgs0+/37QPuvFNcR95uF+268UZgw4aWPe/GjWI7cmSLmxhUrXVwZfVqoLxc/D1ffLH3j7vqKrFdtw4oKvL9dU3Tu5F6fo6SFTCnJDsVM8qiXhGapiEqKgqarBcZprDHjJLsPGXUXUyWl4tp6qHwySdiZfq33qodqS4qAj76CBg9Grj/fuDUKf+ee9MmsR01KjBtDRb39PuSEjGaHizLlontVVc1vlidJ716ARdcIGZRpKX5/rqHD4uM2WxNX1qQn6NkBcwpyU7FjLKoV4TT6cSSJUuUmkZCamFGSXaeMhodLRZBA0JzXv1nn4mF2M6cAcaPB1auFIV9VhZw663iPm+8AYwbBxw54ttz6zrw3XdiX/aivnPn2kvLBXO0fsUKsb3iCt8f25Ip+NnZYjtoENCmTeP34+coWQFzSrJTMaMs6hXhcDgwdepUpaaRkFqYUZKdp4xqWuim4P/0k7hcmmEA8+YBGRnApEli9sDo0cDixcA334hR7G3bgLFjgf37vX/+7GxxsCA6WlxGTWY2G9Cjh9gvKAjOaxQUiMvK2Wy1C9/5wl3Uf/WV77M6vv9ebIcPb/p+/BwlK2BOSXYqZpRFvUJUCiapiRkl2XnKaChWwHcX8qdPiwLzzTdrR6rruvxycR53nz5iJfupU70/p9t9LfZJk3ybah4qSUlie+hQcJ4/I0NsR4wAYmJ8f/yIEeLAw+nTwKpVvj3WPVI/YkTz9+XnKFkBc0qyUy2jFvgaJ2/ouo60tDTouh7qphB5xIyS7BrLaChG6t9/X0yx79ABeOcdzwW9W2oqsGYNkJwsRvevvFKMwDfnm2/EdsqUwLQ52IJd1K9cKbaTJ/v3eE2rHa13XxbPW+6R+uaKen6OkhUwpyQ7FTPKol4RDocDM2bMUO6oE6mDGSXZNZbR1h6pNwzg+efF/hNPiGK9OUlJwNdfi2umb9okzrdv6tJ3J06IEX5AjO5bQTCLetNseVEP1Bb1X3zh/aUHi4qAAwfE/gUXNH1ffo6SFTCnJDsVM8qiXiEqHW0iNTGjJDtPGW3ta9UvWQLs3i3Odb//fu8fN2gQ8PnnQGSkWDH/iScav+/HH4uF8oYPFyP9VhDMoj43VzxvZKRYm8BfkyYBHTuK1ezdixA2xz31vm9f8Z43h5+jZAXMKclOtYyyqFeErutIT09XLqCkDmaUZNdYRltz+r1pAi+9JPbvuw+IivLt8ePHA//6l9h/6aXa/XNfY+FCsX/zzf63tbUFs6h3j9KPGQO0b+//87RpA0yfLva9nYLvy/n0/BwlK2BOSXYqZpRFvSIiIiIwe/ZsRLivvUQkGWaUZNdYRltz+v3GjeKnTRvg17/27zluvhl4+mmx/6tfiangdX39NbB5M9CuHXDTTS1rb2tqjaK+JVPv3WbPFltvi3pvz6cH+DlK1sCckuxUzCiLekWYpomysjKYphnqphB5xIyS7BrLqLuoP3o0+G3497/F9rrrxKXq/DV/PvCLX4gp9j/7mRixN01xLv1994n73HNPy16jtbmL+oIC789X94Zh1K5WH4iifsYMwG4HcnLEFQmas2mT2HpT1PNzlKyAOSXZqZhRFvWK0HUda9euVWoaCamFGSXZNZbR+HixPXIkuK/vdIpz3YGWj6BrGrBoETB3LuByAb/8pViEbfBgUWj27g08+WQLG9zK4uPFpfd0PbCnQmzdChQXA506ASNHtvz5YmPFaRBA86P1hw4B+fmiX5dc0vxz83OUrIA5JdmpmFEW9YqIiIjAlVdeqdQ0ElILM0qyayyjCQlie+RIYEeIz5WeLlZCj4sT159vqYgIce78c8+JBeC2bxfFcJ8+wNKl/l2LPZQiImoPsARyCr576v2llzZ96UBfeDsFf+1asR0+XBxUaA4/R8kKmFOSnYoZZVGvCMMwUFxcDCOY/+MkagFmlGTXWEbd0+91XYzoBst774ntjTcGrrjUNOCpp4B9+4APPhDF/A8/AEOHBub5W1swzqsP5Pn0bu6ifu3aptdiWLNGbCdM8O55+TlKVsCckuxUzCiLekW4XC5s3rwZLpcr1E0h8ogZJdk1ltHISKBrV7FfWBic166qEgU3IM6FD7SEBHGw4KqrWra6e6gFuqivrq4dLQ9kUZ+SAlx4oZjZ8f77nu9jmsBXX4n9iRO9e15+jpIVMKckOxUzyqJeEREREZg2bZpS00hILcwoya6pjAb7vPq1a4HTp8XrBOK8blUFuqjfsAE4c0bMxhgyJDDP6Xb77WLrXqTwXDt3Avv3iysdTJrk3XPyc5SsgDkl2amYURb1ijAMA8eOHVNqGgmphRkl2TWVUfd59cEaqU9LE9srrhCLppFngS7qMzLEdtIkcapCIP3856Jg/+GH2svW1eWemTFxItChg3fPyc9RsgLmlGSnYkb5XwdFGIaBnJwcpcJJamFGSXZNZTTYI/Vffim2V1wRnOdXhbuoP3gwMM8XjPPp3WJixOUEAeDtt+vfZpq1ly+85hrvn5Ofo2QFzCnJTsWMaqZKF+gLgrKyMkRHR6O0tBRRUVGhbg4REYXAo48Cf/gD8D//A/z5z4F97r17gdRUcW3zoiKgc+fAPr9K1q0Dxo0DevUSi/+1xKlTovDWdfEepKQEpIn1rFgBTJki1jHIz69ddHHTJmDUKKBtW3GgKDo68K9NRETW5ksdypF6RRiGgYKCAqWOOJFamFGSXVMZDeZIvXuUfuxYFvTNSU0V24MHxSJ3LbF2rSjoU1KCU9ADYgbAyJHivP3nn6/9/YIFYnvttb4V9PwcJStgTkl2KmaURb0iDMPAnj17lAonqYUZJdk1ldFgnlP/zTdiO3164J9bNd27A+3aiVXl9+9v2XO5p957u0idPzSttoB//XXgiy+ADz8U59PbbMCTT/r2fPwcJStgTkl2KmaU0++bwen3RES0Zg1w2WVA//7A7t2Be17DALp1A4qLgfXrgUsuCdxzq2rIEGDHDnE5uGnT/H+e888Htm8HPvhAXO4vmO68E3jrrfq/+81vgD/9KbivS0RE1sXp92HIMAzs379fqSNOpBZmlGTXVEaDNf1+xw5R0HfoIK5rTs1zT8Hfu9f/5zh6VBT0QHAWyTvXG28Av/yl2LfZxP6LL/r+PPwcJStgTkl2KmaURb0iVDw3hNTCjJLsmsqoe/p9WZk4PzpQ1qwR2zFjAIUulxtUffqI7Z49/j/HihViO3y4mCkRbJGRwD//KQ7gHD0q9h0O35+Hn6NkBcwpyU7FjPrxlUIycjgcGDNmTKibQdQoZpRk11RGO3US53JXVIjRendh2VLuon7ChMA8Xzhwj9Tn5fn/HO51DKZMaXl7fBET07LH83OUrIA5JdmpmFGO1CvC5XIhLy8PLpcr1E0h8ogZJdk1lVFNC/xieaYJZGaK/UsvDcxzhoMBA8TW37UNTBNITxf7rV3UtxQ/R8kKmFOSnYoZVaqodzqd+OSTTzB37lwMGjQIHTt2RKdOnTBq1Cj8/e9/V+qNO5dpmjh58iS47iHJihkl2TWX0UCfV797N3DsmLhW+cUXB+Y5w8HAgWKblwc4nb4//scfxYGZtm3FNe+thJ+jZAXMKclOxYwqNf1+z549uPbaa9GxY0dMnjwZs2bNQmlpKb744gvce++9SEtLw9KlS6FpWqibGnAOhwMjR44MdTOIGsWMkuyay2igR+rXrRPbiy8G2rQJzHOGg8REsbDg6dNisTz3yL233FPvJ0wQhb2V8HOUrIA5JdmpmFGlRuo7deqEN954A0eOHMHnn3+Ol156Cf/4xz/w008/4aKLLsKyZcvw3//+N9TNDAqXy4Vdu3YpPRuBrI0ZJdk1l9EePcS2oCAwr7dxo9jyMna+sdlaNgU/VOfTBwI/R8kKmFOSnYoZVaqoT0xMxL333osOHTrU+32HDh3w0EMPAQDWuFclUlBFRUWom0DUJGaUZNdURpOSxPbQocC8lruoHzUqMM8XTtxT8Hfu9O1xVVXA6tVi34pFPcDPUbIG5pRkp1pGlZp+35SIs9cKcvhzDRkLsNvtGD58eKibQdQoZpRk11xGk5PF9uDBlr/WqVNATo7YZ1HvuyFDxNZ9rXlvffutuCRhXBwwdGjg2xVs/BwlK2BOSXYqZlSpkfqmvP322wCAqVOnNnm/qqoqlJWV1fsBUDM9w+VyedzXdb3evvu6h43tO53OevvuhRrc+6ZpNtgHUG/fMIyafafTie3bt8PlcsEwDOi6XnMf977L5aq3L3ufGusH+2TNPlVXVyMnJwfV1dXK9EnF9ymc++RyubB9+3ZUV1d77Ediotg/eNBscZ+2bDFhGOL88IQEvk++9mnIELHdts23Pi1dCgDAjBkmbDa5+uTN+1RVVYUffvgBLpfLEu+Titljn5rvk67r2L59O3RdV6ZPKr5P4dynqqoq5OTkwOl0St8nb4VFUf/mm2/iyy+/xKRJkzBjxowm7/vCCy8gOjq65if57NBMztkhlZ07d2Ln2fl+27dvR25uLgAgOzsb+fn5AIBNmzbh4NmhnKysLBSeXVUpMzMTRUVFAICMjAyUlJQAANLT01FeXg4ASEtLQ2VlJXRdR1paGnRdR2VlJdLS0gAA5eXlSD97LZ6SkhJkZGQAAIqKinDo7JzQwsJCZGVlAQAOHjyITZs2AQDy8/ORnZ0NAMjNzcX2s0McMvcp8+z1ntgn6/dp69atAIC8vDxl+qTi+xTufTp27Bj279/vsU+RkcfOPr+J48db1qfMzCoAYpSe75PvfbLZfgAA7NoFrF272as+nTxZgiVLAACYOrVCuj558z59++23NVNGrfA+qZg99sm7PuXn5yvXJxXfp3Dt0+qz52FZoU/e0kwJ1/L/zW9+g6qqKq/v///+3/9Dv379PN62bNkyXHPNNejRowfWr1+PBPfyxY2oqqqq99plZWVITk5GcXExYmJiao682O32evu6rkPTtJp9m80Gm83W6L7T6YTdbq/Zdzgc0DStZh8QR3Hq7kdERNQcAY2IiIBhGHC5XDX7hmHA4XA0uu9yuWCaZs2+p36wT+wT+8Q+sU+e++Ry2dCunQ2mCRQWGoiP979Pc+aY+PRTDS+9BDz8MN8nX/vkdOpISLDjxAkNGzboGDmy+T7t2GHH8OE2tG1r4vhxoGNHufqk4vvEPrFP7BP7xD7536czZ86gc+fOKC0tRVRUFJoiZVHfsWNHnD592uv7r1q1CpdddlmD36elpeGaa65Bt27dsGbNGvTp08fntpSVlSE6Otqrv8xQcrnEtNFhw4bBbreHujlEDTCjJDtvMtqjh7ik3ZYtwIUX+v9aSUliFf3Vq4FLL/X/ecLZlCnAihXA//0fcNddzd//d78Dnn4auOoq1EzDtxp+jpIVMKckO6tk1Jc6VMrp96dOnao5F8KbH08F/fLly3HNNdega9euWLVqlV8FvdW0a9cu1E0gahIzSrJrLqPuFfBbslheQYH4sdladmAg3LkXGFy/3rv7u6fez54dnPa0Fn6OkhUwpyQ71TIqZVHfUsuXL8ecOXMQGxuLVatWoW/fvqFuUtDZ7XYMHDhQ6qNNFN6YUZKdNxl1r4DfksvauS9lN2QI0LGj/88T7saMEVtvivrdu4HvvgPsdjFSb1X8HCUrYE5JdipmVLmi/ssvv8ScOXMQExODVatWNXquvWp0XcfmzZuh63qom0LkETNKsvMmo4G4rB2vTx8Yl1witrt3A2fXG2rUv/8tttOni8vZWRU/R8kKmFOSnYoZVeqi7bt27cLPfvYzVFVV4bLLLsMHH3zQ4D69e/fGbbfd1vqNCzJN0xATEwNN00LdFCKPmFGSnTcZZVEvj9hYYPBg4McfxdoE117r+X6GUVvU33JLqzUvKPg5SlbAnJLsVMyoUkX9kSNHalau//DDDz3e59JLL1WyqLfb7WFxmgFZFzNKsvMmo+5z6v2dfu9yiUX2ABb1gTBtmijqv/qq8aJ+7VrgwAEgKgqYNat12xdo/BwlK2BOSXYqZlSp6feXXXZZs4vqua9LqBpd15GVlaXUNBJSCzNKsvMmoy0dqd+xAzh9WpxLP2iQf89BtaZPF9uvvgIau5bPW2+J7fXXA1ZfF4mfo2QFzCnJTsWMKlXUhzObzYbExETYbHxLSU7MKMnOm4y6i/qCAjGt21ebNontyJFi0TZqmfHjgQ4dxPvhacG8w4cB98S9u+9u3bYFAz9HyQqYU5KdihlVpydhzmazoVevXkqFk9TCjJLsvMloQoK4FJ3TCRw96vtruM+nv/hiPxtJ9bRrVzvt/p13Gt7+xz8Cug6MGwdcdFHrti0Y+DlKVsCckuxUzKg6PQlzuq4jMzNTqWkkpBZmlGTnTUYdDiAxUezv2+f7a3CRvMC79Vaxfe+9+qvg5+cDf/ub2H/qqdZvVzDwc5SsgDkl2amYURb1irDZbEhNTVXqiBOphRkl2Xmb0dRUsd2zx7fnP3VKnFMPsKgPpIkTgeHDxd/v88+L3+k6cMcdQHU1MGkSMGVKaNsYKPwcJStgTkl2KmZUqdXvw5n73BAiWTGjJDtvM9qvn7iEWl6eb8+/ZYs4Dz8pCejRw782UkOaBixYAMyYAfz1r0DbtuLgyapVQPv2wP/9n7iPCvg5SlbAnJLsVMyoOocnwpyu68jIyFBqGgmphRkl2XmbUfdVcHwt6t2L5HGUPvCuuAJ46CGx/9JLwLJl4lSJDz6ofb9UwM9RsgLmlGSnYkY5Uq8Im82GIUOGKDWNhNTCjJLsvM2ou0jMzfXt+Xk+fXD98Y/AeeeJ1e47dwb+93/VWByvLn6OkhUwpyQ7FTOqmWZjV3YlACgrK0N0dDRKS0sRFRUV6uYQEVGIbd8OnH8+EBsLnDjh/eOSksSl11avBi69NGjNIyIiIgX4Uoeqc3gizDmdTnz99ddwOp2hbgqRR8woyc7bjLoXyisuFj/eKCgQPzYbcOGFLWwohS1+jpIVMKckOxUzyqJeEXa7HSNHjoTdbg91U4g8YkZJdt5mtEMHcb16wPsV8N3n0w8ZAnTs2IJGUljj5yhZAXNKslMxoyzqFWGz2RAbG6vUuSGkFmaUZOdLRn1dLI/n01Mg8HOUrIA5JdmpmFF1ehLmnE4nli9frtQ0ElILM0qy8yWj/hb1F1/sZ+OIwM9RsgbmlGSnYkZZ1CvC4XBg/PjxcDh4QQOSEzNKsvMlo76sgO9yiWvUAxypp5bh5yhZAXNKslMxo+r0JMxpmsbV+UlqzCjJzpeM9usntt6M1P/4I3DqlDiXfvDgFjSQwh4/R8kKmFOSnYoZ5Ui9IpxOJ5YsWaLUNBJSCzNKsvMlo+6ifudOoLkLw2Zmiu2oUYBCa/JQCPBzlKyAOSXZqZhRXqe+GVa5Tr1pmqisrETbtm2haVqom0PUADNKsvMlo1VVYhV8lws4eFBcg74x118P/Oc/wO9+Bzz5ZIAbTWGFn6NkBcwpyc4qGeV16sOUSueFkJqYUZKdtxlt0wYYOFDsb9/e+P1ME1izRuxfemkLG0cEfo6SNTCnJDvVMsqiXhG6riMtLQ26roe6KUQeMaMkO18zOmyY2G7b1vh9du0Cjh0D2rblyvfUcvwcJStgTkl2KmaURb0iHA4HZsyYodxRJ1IHM0qy8zWj558vtk0V9e5R+tGjxeg+UUvwc5SsgDkl2amYURb1ClHpaBOpiRkl2fmS0REjxHbz5sbvs3q12F52md9NIqqHn6NkBcwpyU61jLKoV4Su60hPT1cuoKQOZpRk52tGL74Y0DRg714xxf5chlFb1PN8egoEfo6SFTCnJDsVM8rV75thldXviYio9Q0ZAuzYASxZAsyaVf+2LVuAkSPF9elPnAAiI0PTRiIiIrIern4fhkzTRFlZGXiMhmTFjJLs/MnoJZeI7bffNrxt2TKxnTqVBT0FBj9HyQqYU5KdihllUa8IXdexdu1apaaRkFqYUZKdPxmdNElsv/qq4W2ffSa2M2cGoHFE4OcoWQNzSrJTMaOcft8MTr8nIqLGnDgBdOsmrkd/4ACQnCx+v327WB0/MhI4cgSIiQltO4mIiMhaOP0+DBmGgeLiYhiGEeqmEHnEjJLs/Mloly61U/A//bT294sXi+2VV7Kgp8Dh5yhZAXNKslMxoyzqFeFyubB582a4XK5QN4XII2aUZOdvRn/xC7H9xz/EiP3Jk8Cbb4rf3XFHgBtJYY2fo2QFzCnJTsWMcvp9Mzj9noiImlJWBiQmAqdOAe+8IxbNe/NNYOhQYNs2cdk7IiIiIl9w+n0YMgwDx44dU2oaCamFGSXZ+ZvRqCjgkUfE/q231o7Sv/wyC3oKLH6OkhUwpyQ7FTPKol4RhmEgJydHqXCSWphRkl1LMvrEE8A114j9iAhR0E+ZEuAGUtjj5yhZAXNKslMxo5x+3wxOvyciIm/l5wMdO4oV8YmIiIj8xen3YcgwDBQUFCh1xInUwoyS7AKR0ZQUFvQUPPwcJStgTkl2KmaURb0iDMPAnj17lAonqYUZJdkxoyQ7ZpSsgDkl2amYUU6/bwan3xMREREREVFr4vT7MGQYBvbv36/UESdSCzNKsmNGSXbMKFkBc0qyUzGjLOoVoeK5IaQWZpRkx4yS7JhRsgLmlGSnYkY5/b4ZnH5PRERERERErYnT78OQy+VCXl4eXC5XqJtC5BEzSrJjRkl2zChZAXNKslMxoyzqFWGaJk6ePAlOvCBZMaMkO2aUZMeMkhUwpyQ7FTPK6ffN4PR7IiIiIiIiak2cfh+GXC4Xdu3apdQ0ElILM0qyY0ZJdswoWQFzSrJTMaMs6hVSUVER6iYQNYkZJdkxoyQ7ZpSsgDkl2amWUU6/bwan3xMREREREVFr4vT7MORyuZCTk6PUNBJSCzNKsmNGSXbMKFkBc0qyUzGjLOqJiIiIiIiILIrT75vB6fdERERERETUmnypQx2t1CbLch/zKCsrC3FLmuaeRjJkyBDY7fZQN4eoAWaUZMeMkuyYUbIC5pRkZ5WMuutPb8bgWdQ3o7y8HACQnJwc4pYQERERERFROCkvL0d0dHST9+H0+2YYhoHDhw+jU6dO0DQt1M1pVFlZGZKTk3Hw4EGeJkBSYkZJdswoyY4ZJStgTkl2VsmoaZooLy9Hjx49YLM1vRQeR+qbYbPZkJSUFOpmeC0qKkrqcBIxoyQ7ZpRkx4ySFTCnJDsrZLS5EXo3rn5PREREREREZFEs6omIiIiIiIgsikW9Itq0aYNnnnkGbdq0CXVTiDxiRkl2zCjJjhklK2BOSXYqZpQL5RERERERERFZFEfqiYiIiIiIiCyKRT0RERERERGRRbGoJyIiIiIiIrIoFvVEREREREREFsWi3qKcTic++eQTzJ07F4MGDULHjh3RqVMnjBo1Cn//+9/hcrkafex7772Hiy++GB06dEBMTAxmzpyJ77//vhVbT+Fk69ateOKJJzBt2jR069YNmqbhsssua/ZxzCm1ls2bN2PGjBno3LkzOnTogEsuuQQff/xxqJtFYebdd9/F3XffjYsuught2rSBpmlYtGhRo/cvKyvDQw89hF69eqFNmzbo3bs3HnnkEZw6dar1Gk1hpaCgAH/5y18wdepU9OzZE5GRkYiPj8ecOXOwceNGj49hTqk1VVZW4qGHHsKECRPQo0cPtG3bFvHx8Rg7diwWLlwIp9PZ4DGqZJSr31vUrl27aor5yZMnY8CAASgtLcUXX3yBw4cPY+bMmVi6dCk0Tav3uAULFuDJJ59Er169MGfO/2/vTmOiOt82gF8DA4IM4IIbioOItEQN7pqCBdQCVUy0oFLrAgouca0atY0i/NVSIrWYalywbBpQG0ITBdwRrfuCVoMoblg3KlbQgbLIPO8Hw7xOZ4RBkWHG65fwwWe9D71jvWeec04AXr58iV27dqGqqgpHjhyBu7u7nq6IjFVERAQiIyNhbm4OFxcXXLt2DZ6enjh27Nhb5zBPqalkZ2fD19cXFhYWCAoKgrW1NdLS0lBYWIiYmBgsXrxY3yHSR8LR0RGFhYWws7ODlZUVCgsLkZCQgODgYI2xZWVl8PDwwOXLl+Hj44O+ffsiNzcXBw8exMCBA3H8+HFYWFg0/UWQUVu+fDmio6PRvXt3eHl5oV27digoKMDvv/8OIQRSUlIwYcIE1XjmKTW14uJiODg4YNCgQXBxcUG7du3w/PlzZGVlobCwED4+PsjKyoKJyevvtY0qRwUZpAcPHohNmzYJhUKh1q5QKMSAAQMEALFnzx61vps3bwqpVCpcXFxESUmJqj03N1e0aNFCuLq6ipqamiaJnz4e165dExcvXhRVVVXi8ePHAoDw9PR863jmKTWV6upq0b17d9GiRQuRm5urai8pKREuLi7C3Nxc3Lt3T38B0kfl0KFDqnyLiooSAERCQoLWseHh4QKAWLZsmVr7smXLBADxww8/fOhw6SOUlpYmjh07ptF+/PhxYWZmJlq3bi0qKipU7cxTamo1NTWisrJSo726ulp4eXkJAGLfvn2qdmPKURb1RiglJUUAEHPmzFFr/+677wQAkZSUpDEnODhYABA5OTlNFSZ9hHQp6pmn1FQOHDggAIiQkBCNvsTERAFAREZG6iEy+tjVVdQrlUphb28vZDKZ1g/2ZTKZcHJyaqJIiV7z8fERAMT58+eFEMxTan42bNggAIjY2FghhPHlKO+pN0JmZmYAAKlUqtZee9zZx8dHY46vry8AICcn58MGR1QP5ik1FeYaGaKCggI8evQI7u7usLKyUuuzsrKCu7s77ty5g7/++ktPEdLH6L//9mSeUnOiVCqxf/9+AECvXr0AGF+Osqg3QvHx8QA0/6FaUFAAmUyGjh07aszp0aOHagyRPjFPqanU5lFtXr2pY8eOkMlkzDVqdurK2zfbmbvUVO7fv4/Dhw+jU6dO6N27NwDmKelXVVUVIiIisGrVKsydOxc9e/ZEVlYWQkJCMHz4cADGl6PS+oeQIdm2bRuysrIwbNgwjBw5Uq2vtLQU7du31zrPxsZGNYZIn5in1FRq88jW1lZrv42NDXONmh1d8vbNcUQfUnV1NSZPnozKykpER0fD1NQUAPOU9KuqqgqRkZGqP0skEixZsgRRUVGqNmPLURb1erZ48WJUVlbqPH7BggVv/URp3759mDt3LuRyOXbu3NlYIRI1ap4SERGR4VMqlQgODsbx48cRFhaGyZMn6zskIgCATCaDEAJKpRKPHj3C3r178f333+P06dPIzMxUFezGhEW9nm3duhVlZWU6jw8MDNRaLGVmZiIwMBAdOnTA0aNH0alTJ40xtra2b/206cWLF6oxRP/VWHmqC+YpNZXaPKor31q3bt2UIRHVS5e8fXMc0YegVCoxbdo0pKSkYNKkSdiyZYtaP/OUmgMTExN06dIFs2fPhp2dHcaPH4+1a9ciOjra6HKU99TrmUKhgHj9FgKdfry8vDTWyMjIwFdffQU7OztkZ2fDyclJ6149evSAQqHAkydPNPrqu6+EPm6Nkae6Yp5SU6nrfrknT55AoVAw16jZqe8+T/49SR+aUqlESEgIkpKS8PXXXyMxMVH13u9azFNqbmqfNVb7kFxjy1EW9QYuIyMDAQEBaNOmDbKzs+Hs7PzWsZ6engCAgwcPavQdOHBAbQyRvjBPqakw18gQ9ejRA/b29jh58qTGCaqysjKcPHkS3bp1g4ODg54iJGNWW9AnJydjwoQJ2LFjh+o++jcxT6m5efToEYD/f1ODseUoi3oDlpWVhYCAALRu3RrZ2dn1fpIUEhICqVSKtWvXqh01uXz5MlJTU+Hq6goPD48PHTZRnZin1FSGDx8OJycnpKSk4PLly6r20tJS/PDDDzA3N8eUKVP0FyCRFhKJBKGhoVAoFFi9erVa3+rVq6FQKBAWFqan6MiY1R65T05Oxrhx47Bz506tBT3APCX9yMvLQ3l5uUZ7eXk5Fi1aBACqB4kbW45KhBBC30FQw+Xn56NPnz6orKxEUFAQPvnkE40xjo6OCA4OVmtbu3YtVqxYAblcjoCAALx8+RK7du1CVVUVjhw5And39ya6AvpY5Ofn48cffwQA/Pvvv9izZw86dOgAPz8/1ZjExES1OcxTairZ2dnw9fWFhYUFgoKCYG1tjbS0NBQWFiImJgaLFy/Wd4j0kdi+fTv++OMPAMDVq1dx6dIluLu7q07geXh4IDQ0FMDrb5Hc3d1x5coV+Pj4oF+/frh06RIOHjyIgQMHIicnB5aWlnq7FjJOERERiIyMhEwmw4IFC1TvpH/TmDFj0KdPHwDMU2p6ERERWL9+PTw8PODo6AgbGxs8fPgQWVlZePbsGYYOHYoDBw6o8s6oclSQQcrOzhYA6vzx9PTUOnfnzp1iwIABwtLSUtja2oqRI0eKixcvNu0F0EdDl1zVhnlKTeXs2bPCz89P2NjYCEtLSzFo0CCxa9cufYdFH5mpU6fW+ffk1KlT1caXlJSIhQsXCgcHB2FmZia6du0qFi9eLF68eKGfCyCjV1+OAhAJCQlqc5in1JTOnz8vwsLCRM+ePUWrVq2EVCoVbdu2Fd7e3mLr1q2iurpaY46x5Ci/qSciIiIiIiIyULynnoiIiIiIiMhAsagnIiIiIiIiMlAs6omIiIiIiIgMFIt6IiIiIiIiIgPFop6IiIiIiIjIQLGoJyIiIiIiIjJQLOqJiIiIiIiIDBSLeiIiIiIiIiIDxaKeiIiIiIiIyECxqCciItIjLy8vSCQSfYfxXu7duweJRILg4OD3Wqc5/S4cHR0hkUhUP/n5+Q1eo6KiQm2N5nJtRERkXKT6DoCIiMhYNLRoE0J8oEioMdja2mLhwoUAADs7uwbPl0qlWLVqFQAgMTERhYWFjRkeERERABb1REREjaa2gHtTbGwsSktLtfYBQHJyMsrLyz90aPQOWrVqhYiIiHeeL5VKVfOPHTvGop6IiD4IFvVERESNRFsBmJiYiNLS0rcWh127dv2wQREREZFR4z31REREeqTtPvLExERIJBIkJiZi7969GDx4MFq2bInOnTtj5cqVUCqVAICkpCS4ubnB0tISXbt2xbp167TuIYRAfHw83N3dYWNjg5YtW2LAgAGIj49vUKw1NTWIjo6Gs7MzLCws4OzsjKioKFU82vz999/49ttv4ezsjBYtWsDOzg4BAQG4du2aTnuWlpYiOjoanp6esLe3h7m5Oezt7TFlyhTcvn1bbeyKFSsgkUiwZ88erWvFx8dDIpEgKipK94t+i7S0NHh6eqJ9+/awsLCAvb09RowYgbS0tPdem4iIqCFY1BMRETVT6enpGD9+PJycnDBr1izIZDKsWbMG4eHhWLduHebPnw83NzfMmDEDSqUSS5cuRXJystoaQgh88803mD59Op4+fYqJEyciNDQUZWVlmD59OpYsWaJzPDNmzMDy5cuhVCoxZ84c+Pr6Yv369ViwYIHW8bdv30b//v0RGxuL7t27Y968eRg5ciT279+PIUOG4OzZs/Xuef36dYSHh8PS0hJjx47FwoULMWDAAKSkpGDQoEFqR9rDwsJgYmKC7du3a10rLi4OUqkUISEhOl+zNps3b0ZgYCAKCgowduxYLFq0CH5+fnjy5AnS09Pfa20iIqIGE0RERPTByOVyUdf/bj09PTX6ExISBABhZmYmzp07p2p/8eKFaN++vWjZsqXo2LGjuH37tqrv/v37wtzcXPTu3VttrW3btgkAIiQkRFRVVanaKysrxejRowUAceHChXqvIzs7WwAQbm5uQqFQqNofPHgg7OzsBAAxdepUtTmfffaZMDU1Ffv371drv3HjhrC2ttaIVdvvoqSkRDx79kwjnqNHjwoTExMRGhqq1v7ll18KiUQi7t69q9Z+7do1AUCMGTOm3msV4vV/N7lcrrWvX79+wtzcXBQVFWn0FRcXa52j7dqIiIgaA7+pJyIiaqYmTZqEgQMHqv5sbW0Nf39/lJeXY/bs2XByclL1OTg4wMPDA3l5eXj16pWqfePGjbCyssKmTZtgZmamajc3N8fatWsBAKmpqfXGUnsCIDw8HFZWVqr2zp07a/2mPjc3F6dOncLUqVPh6+ur1ufi4oKwsDBcvXq13mP4tra2aNOmjUa7t7c3evbsicOHD6u1z5o1C0II/Prrr2rttd/eh4WF1bmfrszMzNR+n7Xatm3bKOsTERHpig/KIyIiaqb69Omj0dapU6c6+2pqalBUVITOnTujvLwcV69ehb29PaKjozXGV1dXA4BO72C/cuUKAGDo0KEafdrazpw5AwAoKirS+pDA2j3z8/PRq1evOvc+duwYYmNjcfbsWRQXF6t9aGFubq42dtSoUejcuTMSEhIQEREBU1NTVFVVYceOHXBwcICfn1/dF6qDoKAgLF26FL169cLEiRPh7e0NDw8P2NjYvPfaREREDcWinoiIqJnSViRKpdJ6+2qL9efPn0MIgYcPHyIyMvKt+5SVldUbS2lpKUxMTLS+r71Dhw4abf/88w8AICMjAxkZGe+892+//YYJEyZAJpPB19cXjo6OaNmypepBgv99TZypqSlCQ0MRGRmJrKws+Pv7Iz09Hc+ePcPcuXNhYvL+hxSXLFmCtm3bYvPmzfjpp58QExMDqVSKUaNG4eeff0a3bt3eew8iIiJdsagnIiIyUrWFf//+/XHhwoX3WsvW1hZKpRLFxcVo166dWl9RUdFb9/7ll18wd+7cd943IiICFhYWuHjxInr06KHWt2vXLq1zQkNDsWbNGsTFxcHf3x/bt2+HiYkJpk2b9s5xvEkikWDatGmYNm0anj17hhMnTiA1NRV79uxBQUEB/vzzT5iamjbKXkRERPXhPfVERERGytraGq6urrh+/TpKSkreay03NzcAwIkTJzT6tLUNHjwYAHD69On32vf27dtwdXXVKOgfP36MO3fuaJ3TpUsXjBo1CpmZmTh16hSOHDkCX19fdO3a9b1i0aZt27YYM2YMdu/ejWHDhiEvLw+3bt1q9H2IiIjehkU9ERGREZs/fz7Ky8sRFham9aj73bt3ce/evXrXmTx5MgDgf//7n9o6Dx8+xIYNGzTGDxo0CIMHD0Zqaip2796t0a9UKpGTk1PvvnK5HLdu3VI7DVBRUYHZs2erbjPQZubMmXj16hXGjRsHIUSjPSAPeH2PvxBCra26ulp1y4GFhUWj7UVERFQfHr8nIiIyYjNnzsSZM2eQlJSEkydPYsSIEbC3t0dRURHy8/Nx9uxZpKSkwNHRsc51vL29ERISgoSEBPTu3Rtjx45FZWUldu/ejSFDhmDfvn0ac1JTU+Ht7Y2goCDExsaiX79+sLS0xP3793H69Gk8ffoUFRUVde47b948zJs3D3379kVgYCBevXqFQ4cOQQgBNzc31QP8/svPzw9yuRyFhYXo2LEjRo8erfPvrD5jxoyBjY0NhgwZArlcjurqahw6dAh5eXkIDAyEXC5vtL2IiIjqw2/qiYiIjFjtA+V2796Nnj17Yt++fVi/fj0OHToECwsLxMTEYMSIETqtFRcXh6ioKEgkEmzcuBFZWVlYtGgRYmNjtY7v1q0bcnNzsWLFCigUCiQkJGDr1q24fPkyPv/8c51epTdnzhxs2bIFbdq0QVxcHNLT0+Hp6YnTp0+jVatWb51nYmKiOl0QHByseohgY4iKikLfvn1x7tw5bNy4ETt37oRMJsPmzZuRkpLSaPsQERHpQiL+e36MiIiIyAj4+/sjMzMTN2/ehLOzc4Pm1p5c0OXWBF14eXkhJydH49g+ERHR++LxeyIiIjI6eXl5yMzMxBdffNHggr5WYWEhJBIJAOD69ev49NNPGzS/oqIClpaW77Q3ERGRrljUExERkdFISUnBjRs3kJycDABYtWrVO62zcOFCtTcG2NnZNXgNqVT6zvsTERHpisfviYiIyGh4eXnhxIkTkMvlWLlyJUJCQvQdEhER0QfFop6IiIiIiIjIQPHp90REREREREQGikU9ERERERERkYFiUU9ERERERERkoFjUExERERERERkoFvVEREREREREBopFPREREREREZGBYlFPREREREREZKBY1BMREREREREZqP8Dxb4cs6Hnh50AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig6, ax6 = SetupFigure(12, 5, \"Time delay [s]\", \"Correlation\", \"Cross correlation\", 14)\n", + "ax6.plot(t+tadiff, cc, color='blue', ls='-')" + ] + }, + { + "cell_type": "markdown", + "id": "a87c81e1-5c21-4b27-83e7-73712d7b2be3", + "metadata": {}, + "source": [ + "#### Task 1.8: Compute the energy and rms of the windowed data of each trace" + ] + }, + { + "cell_type": "markdown", + "id": "33e4046e-b168-4105-a861-3e1d9c7f903f", + "metadata": {}, + "source": [ + "The energy of the trace is given by E=$\\int s^2(t)dt$. The square root of the energy is the root-mean-square (rms)." + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "2de39fee-bffd-49e1-813c-231b865599c9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[np.float64(5.0296662841061636e-11), np.float64(1.282390565577697e-10)]\n", + "[np.float64(7.092014018673513e-06), np.float64(1.1324268477820972e-05)]\n" + ] + } + ], + "source": [ + "energy = []\n", + "rms = []\n", + "for tr in cutlist:\n", + " en = np.dot(tr.vals, tr.vals)*dt\n", + " energy.append(en)\n", + " rms.append(np.sqrt(en))\n", + "print(energy)\n", + "print(rms)" + ] + }, + { + "cell_type": "markdown", + "id": "a19552cd-14d4-4d60-a3d3-6ee13fe94f2b", + "metadata": {}, + "source": [ + "#### Task 1.9: Normalize the cross correlation function by the rms values of the correlated traces and plot it." + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "6d5fe314-698c-4cb6-9e28-4af5089190fd", + "metadata": {}, + "outputs": [], + "source": [ + "ccnorm = cc/(rms[0]*rms[1])" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "d26c48bc-432f-46a1-b23c-68079d071dee", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig7, ax7 = SetupFigure(12, 5, \"Time delay [s]\", \"Correlation\", \"Normalized cross correlation\", 14)\n", + "ax7.plot(t+tadiff, ccnorm, color='blue', ls='-')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6bcc7c96-1346-48c5-97b2-ef888304bc6f", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}