diff --git a/simulations/08_beacon_sync.ipynb b/simulations/08_beacon_sync.ipynb index 316cd6d..f879ca0 100644 --- a/simulations/08_beacon_sync.ipynb +++ b/simulations/08_beacon_sync.ipynb @@ -24,108 +24,14 @@ "# Append parent directory to import path so lib can be found\n", "sys.path.append(os.path.dirname(os.path.abspath(os.getcwd())))\n", "from lib.util import *\n", - "from lib.plotting import *\n" + "from lib.plotting import *\n", + "from lib.beacon import *\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [], - "source": [ - "# Monkey patch correlation_lags\n", - "if not hasattr(signal, 'correlation_lags'):\n", - " def correlation_lags(in1_len, in2_len, mode='full'):\n", - " r\"\"\"\n", - " Calculates the lag / displacement indices array for 1D cross-correlation.\n", - " Parameters\n", - " ----------\n", - " in1_size : int\n", - " First input size.\n", - " in2_size : int\n", - " Second input size.\n", - " mode : str {'full', 'valid', 'same'}, optional\n", - " A string indicating the size of the output.\n", - " See the documentation `correlate` for more information.\n", - " See Also\n", - " --------\n", - " correlate : Compute the N-dimensional cross-correlation.\n", - " Returns\n", - " -------\n", - " lags : array\n", - " Returns an array containing cross-correlation lag/displacement indices.\n", - " Indices can be indexed with the np.argmax of the correlation to return\n", - " the lag/displacement.\n", - " Notes\n", - " -----\n", - " Cross-correlation for continuous functions :math:`f` and :math:`g` is\n", - " defined as:\n", - " .. math::\n", - " \\left ( f\\star g \\right )\\left ( \\tau \\right )\n", - " \\triangleq \\int_{t_0}^{t_0 +T}\n", - " \\overline{f\\left ( t \\right )}g\\left ( t+\\tau \\right )dt\n", - " Where :math:`\\tau` is defined as the displacement, also known as the lag.\n", - " Cross correlation for discrete functions :math:`f` and :math:`g` is\n", - " defined as:\n", - " .. math::\n", - " \\left ( f\\star g \\right )\\left [ n \\right ]\n", - " \\triangleq \\sum_{-\\infty}^{\\infty}\n", - " \\overline{f\\left [ m \\right ]}g\\left [ m+n \\right ]\n", - " Where :math:`n` is the lag.\n", - " Examples\n", - " --------\n", - " Cross-correlation of a signal with its time-delayed self.\n", - " >>> from scipy import signal\n", - " >>> from numpy.random import default_rng\n", - " >>> rng = default_rng()\n", - " >>> x = rng.standard_normal(1000)\n", - " >>> y = np.concatenate([rng.standard_normal(100), x])\n", - " >>> correlation = signal.correlate(x, y, mode=\"full\")\n", - " >>> lags = signal.correlation_lags(x.size, y.size, mode=\"full\")\n", - " >>> lag = lags[np.argmax(correlation)]\n", - " \"\"\"\n", - "\n", - " # calculate lag ranges in different modes of operation\n", - " if mode == \"full\":\n", - " # the output is the full discrete linear convolution\n", - " # of the inputs. (Default)\n", - " lags = np.arange(-in2_len + 1, in1_len)\n", - " elif mode == \"same\":\n", - " # the output is the same size as `in1`, centered\n", - " # with respect to the 'full' output.\n", - " # calculate the full output\n", - " lags = np.arange(-in2_len + 1, in1_len)\n", - " # determine the midpoint in the full output\n", - " mid = lags.size // 2\n", - " # determine lag_bound to be used with respect\n", - " # to the midpoint\n", - " lag_bound = in1_len // 2\n", - " # calculate lag ranges for even and odd scenarios\n", - " if in1_len % 2 == 0:\n", - " lags = lags[(mid-lag_bound):(mid+lag_bound)]\n", - " else:\n", - " lags = lags[(mid-lag_bound):(mid+lag_bound)+1]\n", - " elif mode == \"valid\":\n", - " # the output consists only of those elements that do not\n", - " # rely on the zero-padding. In 'valid' mode, either `in1` or `in2`\n", - " # must be at least as large as the other in every dimension.\n", - "\n", - " # the lag_bound will be either negative or positive\n", - " # this let's us infer how to present the lag range\n", - " lag_bound = in1_len - in2_len\n", - " if lag_bound >= 0:\n", - " lags = np.arange(lag_bound + 1)\n", - " else:\n", - " lags = np.arange(lag_bound, 1)\n", - " return lags\n", - "\n", - " signal.correlation_lags = correlation_lags" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, "outputs": [ { "name": "stdout", @@ -137,8 +43,9 @@ "Beacon initial [idx]: 22.0\n", "Beacon difference [ns]: 8.571428571428571\n", "Beacon difference [phase]: 3.7699111843077517\n", - "Impulse offsets [ns]: [ 75.4 149.6]\n", - "Time difference Impulses [ns]: 74.20000000000002\n" + "Impulse offsets [ns]: [ 79. 132.6]\n", + "Time difference Impulses [ns]: 53.599999999999994\n", + "Time difference Impulses [T]: 3.752\n" ] } ], @@ -174,8 +81,15 @@ "impulses_offsets = []\n", "impulses_def_offsets = [\n", " (0.3*len(time),0.4*len(time)),\n", - " (0.7*len(time),0.8*len(time)),\n", + " (0.5*len(time),0.9*len(time)),\n", " ]# random offsets in interval\n", + "if not True:\n", + " # freeze impulses\n", + " impulses_def_offsets = [\n", + " 0.072*samplerate,\n", + " 0.168*samplerate \n", + " ]\n", + " \n", "for i in range(2):\n", " offset = None\n", " if impulses_def_offsets:\n", @@ -207,7 +121,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -216,12 +130,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -259,7 +173,7 @@ "# indicate timing of the beacons\n", "# and annotate ticks and impulse widths\n", "tmp_beacon_phases = beacon_init_phase + np.arange(0,2)*beacon_phase_offset\n", - "if not True: # mod phases\n", + "if True: # mod phases\n", " tmp_beacon_phases %= 2*np.pi\n", "tmp_beacon_offsets = phase2time(tmp_beacon_phases, f_beacon)\n", "\n", @@ -327,19 +241,19 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "\\Delta t = 74.20000000000002ns\n", - "\\Delta A = 5.7999999999999785ns\n", + "\\Delta t = 53.599999999999994ns\n", + "\\Delta A = -2.171428571428574ns\n", "t_phi = 8.571428571428573ns\n", - "B_1 = 57.14285714285714ns = 4.0T\n", - "B_2 = 128.57142857142856ns = 9.0T\n", - "kT = 71.42857142857142ns = 5.0T\n" + "B_1 = 71.42857142857142ns = 5.0T\n", + "B_2 = 114.28571428571426ns = 7.999999999999999T\n", + "kT = 42.85714285714284ns = 2.999999999999999T\n" ] } ], @@ -374,7 +288,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -402,20 +316,20 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Best k: -5\n", + "Best k: -3\n", "Maximum: 2.0\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -494,7 +408,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -525,69 +439,6 @@ "fig.show()" ] }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "### correlation\n", - "def correlation_and_lag(sig1, sig2, mode=\"full\", normalise=False):\n", - " corr = signal.correlate(sig1, sig2, mode=mode)\n", - " if normalise:\n", - " corr /= np.max(corr)\n", - "\n", - " lags = signal.correlation_lags(sig1.size, sig2.size, mode=mode)\n", - " \n", - " return corr, lags\n", - "\n", - "def find_best_lag(sig1, sig2, fix_one_short=False, fix_positive=False, subtract_means=True, **corr_kwargs):\n", - " if subtract_means:\n", - " sig1 -= np.mean(sig1)\n", - " sig2 -= np.mean(sig2)\n", - " \n", - " corr, lags = correlation_and_lag(sig1, sig2, **corr_kwargs)\n", - " lag_id = corr.argmax()\n", - "\n", - " lag = lags[lag_id]\n", - " \n", - " if fix_one_short:\n", - " # for some reason it is always one short\n", - " if lag > 0:\n", - " lag += 1\n", - " elif lag < 0:\n", - " lag -= 1\n", - "\n", - " # turn negative lag into positive\n", - " if fix_positive and lag < 0:\n", - " lag += len(sig2)\n", - " \n", - " return lag, (corr, lags)\n", - "\n", - "def find_beacon_phase_delay(samplerate, f_beacon, reference_beacon, delayed_beacon, **lag_kwargs):\n", - " \"\"\"\n", - " Return phase delay of `beacon` with respect to `reference_beacon`.\n", - " Note that the returned value can be off by a multiple of $2\\pi$.\n", - " \n", - " Parameters\n", - " ==========\n", - " samplerate : float\n", - " Samplerate of both reference_beacon and delayed_beacon\n", - " f_beacon : float\n", - " Frequency of the beacons\n", - " reference_beacon : ndarray\n", - " The beacon to use as a reference\n", - " beacon : ndarray\n", - " The beacon to find the delay for\n", - " \"\"\"\n", - " \n", - " calc_lag, _ = find_best_lag(reference_beacon, delayed_beacon, **lag_kwargs)\n", - " \n", - " time = calc_lag / samplerate\n", - " \n", - " return 2*np.pi* f_beacon * time" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -597,44 +448,38 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Beacon delays [ns] \\pm k*14.285714285714285ns: [0. 5.6]\n" + "Beacon delays [ns] \\pm k*14.285714285714285ns: [0.0 8.571428571428571]\n" ] } ], "source": [ - "beacon_phase_delays = np.array([\n", - " find_beacon_phase_delay(beacon_samplerate, f_beacon, ref_beacon, beacon)\n", + "abs_beacon_time_delays_tmp = np.array([\n", + " beacon_time_delay(beacon_samplerate, beacons[0], beacon)\n", " for beacon in beacons\n", "])\n", "\n", - "beacon_time_delays = phase2time(beacon_phase_delays, f_beacon)\n", + "abs_beacon_time_delays = abs_beacon_time_delays_tmp[:,0]\n", + "beacon_time_delays = abs_beacon_time_delays % (1/f_beacon)\n", + "beacon_time_delays_err = abs_beacon_time_delays_tmp[:,1]\n", "\n", "print(\"Beacon delays [ns] \\pm k*{}ns: {}\".format(1/f_beacon/ns, beacon_time_delays/ns))" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0 0.0\n", - "1 2.463008640414398\n" - ] - }, { "data": { - "image/png": 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\n", 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hQ+32Vrdt28bw4cMZOnQogYGBXHnllXzwwQdul9egazj7+wLMmTOHmBjjWdAexk50O+w8Xg5gKBEv8NYOG8O8lkYARg6MI2NQP5rNFt7flf+TMmOTIklLiqK+ycxHmWcuo102ZdBP8tuSnZ3Nfffdx7fffktcXBzl5eU/nCsoKGDTpk0cOHCACy+8kEsvPWMvK/n5+Qwa9GP9ycnJbN261eFr7ZPsevWnxxJGw8DJYG6GzDd/en7AeEhMh6Y6yH7vzHMTr+mwue78vgadY/jCssOD6w7y4LqD3hbDoOG0Tm5k/fr1XHrppcTFac8Dtr3Niy++GD8/P8aOHUtRUdFPytoLxmZYlPkW3fl9DTrHGIEY+BRnjBhKrfbocf0ACDD5dTiiCAk0dTriaItSqt2HflBQ0Bn52pKcnMzJkz+OmPLy8khKSupS+32OjkYMpoCOzweGdjriaEt3fl+DzjFGIAZ9moULF/Lmm29SVlYGcMYUR2dMnTqVw4cPc/ToUZqamnjjjTe48MIL3SWqgRN05/c16BxDgRj0adLS0vjzn//M3LlzycjI4Le//a3DZf39/Xn88cdZsmQJY8aM4fLLLyctLc2N0hp0le78vgBXXXUVM2fO5ODBgyQnJ/Pssy611+nxSF8auk2ZMkUZAaV8i/379zNmzBj7Jw1fWAYGHsfef1JEdlo9f5yBsQZih7svGOttEQwAIrviGs3AwMDTGArEDoYbdx8hMNTbEhgYGHSAsQZih02HS9l0uNTbYhg0VOlkYGDgkxgjEDs8tl7PvRtRCb1MjdU2PzjSu3IYGBjYxRiBGBgYGBg4haFADAwMDAycwlAgBgZ26C3u3Hfv3s3atWu7XG7evHk4YvLeU+kt7tyPHTvGa6+91uVyjl5/ZxgKxMDASdztzt1sNp/xWSmFxWLpUh3OKhADjTvdudv7Pdv+5p3hrAJxFYYCscP/Lh/P/y4f720xDKIG6eRm3O3OPScnh0WLFpGRkcGkSZM4cuQISin+8Ic/MG7cOMaPH8/q1asB+Prrr5k/fz5XX30148eP59ixY4wZM4Zf/epXTJo0iZMnT/LZZ58xc+ZMJk2axGWXXUZNTQ0A27dvZ9asWWRkZDBt2jQqKyu5++67Wb16NRMmTGD16tXU1tZyww03MHXqVCZOnPiDvPX19Vx55ZWkp6dzxRVXUF9f746v2iu42517UVERy5YtIyMjg4yMDL777jsAHn74YcaNG8e4ceP4xz/+AWD39wwPD+fuu+9m+vTpbN68mZ07dzJ37lwmT57MkiVLKCgoAOzfR3feeScbN25kwoQJPPLII5jNZv7whz8wdepU0tPTefrppwGtrG699VbGjh3LeeedR3Fxcbe/VzCssOwyLN79MSgM7NPqBcBVdOZNwBPu3K+55hruvPNOli1bRkNDAxaLhXfffZfdu3ezZ88eSktLmTp1KnPmzAG0YsrKyiI1NZVjx45x8OBBnn/+eZ588klKS0v529/+xhdffEFYWBgPPPAADz/8MHfeeSdXXHEFq1evZurUqVRVVREaGsq9997Ljh07ePzxxwH405/+xIIFC3juuec4ffo006ZNY9GiRTz99NOEhoaSmZlJZmYmkyZNcvo775Dnz3NdXROu9gl37rfddhtz587lvffew2w2U1NTw86dO3n++efZunUrSimmT5/O3LlziY6OPuP3BKitrWXcuHHce++9NDc3M3fuXD744APi4+NZvXo1f/7zn3nuuefs3kf3338/Dz30EB999BEAq1atIioqiu3bt9PY2Mjs2bM555xz2LVrFwcPHmTv3r0UFRUxduxYbrjhBqeu1xZDgdjhi33afHTR2P5elqSPY2nRr37uu03d7c69urqa/Px8li1bBkBwcDAAmzZt4qqrrsJkMtG/f3/mzp3L9u3biYyMZNq0aaSmpv5Qx5AhQ5gxYwYAW7ZsYd++fcyePRuApqamH3w1JSYmMnXqVAAiI+2bPn/22Wd8+OGHPPTQQwA0NDRw4sQJNmzYwG233QZAeno66enpnX11PQJPuHNfv349L730EgAmk4moqCg2bdrEsmXLCAsLA2D58uVs3LiRCy+88Izfs7XMJZdcAsDBgwfJyspi8eLFgJ7SSkxMbPc+astnn31GZmbmDyOqyspKDh8+zIYNG36435KSkliwYIHT12uLoUDs8O+NuYChQLzBGSMGD/jCcrc79/Z8zXXkg671oWPvs1KKxYsX8/rrr5+RJzMz06FYJEop3nnnHUaN+mnIZo/EMrn+Y/e3YYO33Ll35fcNDg7GZDL9UC4tLY3Nm88ciVdVObahVinFY489xpIlS844vnbtWrf8vsYaiEGfxt3u3CMjI0lOTub9998HoLGxkbq6OubMmcPq1asxm82UlJSwYcMGpk2b1mmbM2bM4NtvvyUnJweAuro6Dh06xOjRozl16hTbt28H9MinpaWFiIgIqqurfyi/ZMkSHnvssR8ecLt27QL0XP+rr+pogVlZWWRmZjr8PfgynnDnvnDhQp566ilAjxiqqqqYM2cO77//PnV1ddTW1vLee+9x9tlnd1rXqFGjKCkp+UGBNDc3k52d3e59ZO/3feqpp2hubgbg0KFD1NbWMmfOHN544w3MZjMFBQV89dVXLrl2Q4EY9Gk84c795Zdf5tFHHyU9PZ1Zs2ZRWFjIsmXLfljYXbBgAQ8++CADBgzotM34+HheeOEFrrrqKtLT05kxYwYHDhwgMDCQ1atX85vf/IaMjAwWL15MQ0MD8+fPZ9++fT8sot911100NzeTnp7OuHHjuOuuuwD45S9/SU1NDenp6Tz44IMOKbOegCfcuf/zn//kq6++Yvz48UyePJns7GwmTZrEypUrmTZtGtOnT+emm25i4sSJnbYXGBjI22+/zR133EFGRgYTJkz4YVHe3n2Unp6Ov78/GRkZPPLII9x0002MHTuWSZMmMW7cOG655RZaWlpYtmwZI0aMYPz48fzyl79k7ty5Xfoe2sNw524Hw5275zDcuRsY+BZdcedujEAMDAwMDJzCWES3wyNXTPC2CAYA/YZ4WwIDA4MOMBSIHZL6hXhbhD5Fu5Yy/oGeF8bAoA/T1SUNYwrLDmv2nGLNnlPeFqNPEBwcTFlZmf0bt75CJwMDA7ejlKKsrKzdPSb28OoIRESWAv8ETMAzSqn725yfA/wDSAeuVEq9bXNuBfA/1o9/U0q96Cq5XtlyHIALMpI6yWnQXZKTk8nLy6OkpOSnJ2us7hbCEzwrlIFBHyU4OJjk5GSH83tNgYiICXgCWAzkAdtF5EOllK03uhPASuD3bcrGAH8BpgAK2Gkta3RXexgBAQFn7Lo+g+etP7uHN58ZGBg4hjdHINOAHKVULoCIvAFcBPygQJRSx6zn2rogXQJ8rpQqt57/HFgKvE5PoKkWCvZAY7V20xEQApEDISoZ/Ezels7tNJstnCyvY3BMKP4mP/Iq6iiqakCAofHh9As11j48QkMVVByF+tNgbgIEYlIhdpi3JfMYp44dpDDrGyrz9kNNMc0BkVjC4klMX8j4yWfhZ+r9/8fu4E0FMhA4afM5D5jejbID7WUUkZuBmwEGDx7cdSldRWW+fo0aqH085X4DAcH6vdnq82nUUkjqfLNRT6W8tomtuWXkltbS1GLhhrNSiQrx43hZHduOlrPrRAWbc8uYlhLDrQtGYOzCcSMWC2x/BloaQQRMgaDMIGgFYrFAwS7oPw78gzqtridhNlt4cVMOGRtuYrJ5D0mARQmnCSeCOgIqzJD3T059HMfRwcuZfe3dEBThbbF9Em8qEHuOWRw1AXC4rFJqFbAK9EZCB+t3HU11cGQ9FO6F2OGQfhkERcJZ/6UVCOg/ccVxiLSuuRRmQU0hpM4DU883lGtoqGdTbhVZpyoJMPkxekAEwxPCiQjS1zZ7eByTh0SzJbeMFoti27Fyrn5mC1/F1pIcHWKYCrqKyjzI/x7GXAB+fjD6fAiJhrA4rUSUAnOzNe8JOPQZHP8ORiyB+JHeld1FbD1axh/eyuREeR0PBcdRlfQfDJp1GYOGjyMmOAyU4vjxXA5ueo+Y42uZfXIVPPoejWf/N4HTrkf8DLsjW7z538wDbIM9JAOOmj7lAfPalP3aJVIBT1072TUVlR+F/R9CcwMMmQmDZ+njIj8qD9A9PNs/aH0FnNwOFcdg7MX6D95Tyd9J4Ns3Yh7yWzLGLGV6agyhgT+97YIDTMwblcC8UQkUVtbzwLqDLN99CwlNwdydU8qs4T34O/A2SsGJzXB0o+5JN9Xo17ZKQeRH0+noFJh0HRxaB1nvQMIYGH0emAI8Lr4rUErx1zX7eGnzMYL8TfzX4hFcNPdtAvzbKAQRhqQMY0jK74Hf03J8K35f/IWgdb+lIHMd0VevIjg82huX4JN4zZWJiPgDh4CFQD6wHbhaKZVtJ+8LwEetVljWRfSdQGvQgu+Bya1rIu3hqCsTl3D6JOx+DUJjYOxFXbckKjsC+9eApRnGXQIxQ90jpxsp2/wqMZ/fhkQk0rL8GfyHzOi8kA3fn6jgphd3UFXfzJ9+Npobzup534HXMbfAvve1W5iEMTBy6Zmdl86wmOHEFji2UY+gxzsXM8ObNJst3P1BNq9vO0F6chRPXjOJ5OhQh8sri4W8tQ8wcMf/ozp0IH7XvkNEUu8YkTlKe65MvOoLS0R+hjbTNQHPKaXuE5F7gR1KqQ9FZCrwHhANNACFSqk0a9kbgD9Zq7pPKfV8Z+05qkDe2qGXVy6b0o1oeBYLHP8WBk1zfg65sRoy34S6Mph6k1ZGPYT8L/9F0sY7qRkwjYgVq/VUSVfZ9SqlNY0s35zCifJ6bls4nN8u/qkbcoMO2PcBFO2DEYth4GQ9ynCG0sN61BLRucNHX6K+ycxNL23n25wyfjVvGL9bPBKTyblpqNLsrwh7bwUWUxDN131Iv+R2fLj1QnxSgXgajzhTLMzSw/8gF0U1bK6H4v0w0E0R4txA3hdPkrzpvylMOIvYG1YTEOzkd2GNXld71ftc8q/NHCis5o6lo/jlvOEulLaXU10EtSUwYJxr6lMK8ndC/GjX3eNuornFwuWrNrPrxGnuOm8MN57d/RFsWe5OQl9fjpgCCL5pHcT1jXvRcKboCQr36mmnE1tcV2dAyI/Ko6YEqgpcV7cbKNy5hqRNf6Yw4WzibnzbeeVhQ1hwAG/eMpPUuDAe/PQga/f69nfgdZTSIwalIKK/65QHQMNpyP0KMlfrtT0fxWKxcMML29l14jQrZqW4RHkAxA6dTMt1HxHkp+DVS6HO9fFFehKGAnEVlXlw8BM9+hg6z/X1K6UX5Pe+qe32fZDm/D3ErL2Z0xEjiVn5Gv5BrvMpFhkSwNu/nMmo/hHc8XYmR0pqXFZ3r+PoN7D3bSjPdX3dIdF6Ta6uTN+PPjqD8deP9rMxp5SLJyTx1wt/GqOlO0QMHo9c9Tqq6hSVL1xBS5PvKlJ3YygQV9BYA9nv6TnitIvdY3orohfjLWZtFdO6d8RXqD9NwJvXYgqJIvDnbxEYaj8md3eIDQvi2ZVTCfD34/rnt1FW0+jyNno8xQfg+GZIzHCf4UXMUBi+UBt6HP/WPW10g3V7C3hp8zEykqN4+PIM9zQyaBrF8x8iqngbRW/c5p42egCGAnEFuV9BSwOkLddTTu4iLA7GXKh9ROW6JiSlK1AWC/Xv/hqqT2G64mXC4923YXNgvxAeuGQ8JyvqufHFHVgsbZ0U9GHqT8PBtRCZCCOXOL9g7ghJk/TU2LFvfWpEXFTVwJ/fzyIxKoTnVk7Fz437Nvqf9XNOjr2ZgbmrKfiuZzjBcDXGHi07vHB9F8N5Dl+kd+xG9HePQLbEDYfkqZC3Xe8Y9gHz3lPr/8XAwx9RPvNPxAya6rqKr3nL7uHFYwdwzbTBvLL1BE98dYTfLDQiFv4wxYnSI1V3u8QR0SbBiRMgpJ9723IQi8XC797cQ12TmTdunkFsuPt30Cctu4/S/M1Er/8DVcNmENm/Hb9uvRRjBGKHkEATIYEO/AEbqvSUUkCI9iHkKYbOg2HzIcqLrlmsVObtp/9391AUN4voxb/vvEBXCAzVyQ5/uSCN1LgwHvsqh4OFVa5ttyciAniNt6EAACAASURBVENm/7i73BOYAqCf1dS9psTr6yF//+wwm3JK+a9FIxjR3zOuR0wBgQRd/hx+ykzTmzdp8/0+hKFA7PDy5mO8vPlYx5ksZtj7ll6P8DQmfxg8Q796cS1EWcw0vnsrZgkg/MpViKt7vdv+rZMdAvz9ePyqiSil+NWruzCb+9Yf9wxaH1qxwyDeC/tkynO1X63i/Z5v20p2fiWrNh5hREI4N57l2VFAxMCRVM//P+LKdsCOZz3atrcxFIgdPsos4KPMTkxFT2zRaxHedH5YVw7b/w2lOV5p/tRXq0go30HprP8hLK4bmy7bI/t9ndohbWAUv5o3jCMlNaz97nvXt98TsFhgz2twYqv3ZOiXotddDn+qfb95GIvFwu2rdyMIj1890emNgt0hdvYKGDof9cVfaSw/2XmBXoKhQJyhvkI7mUsYDXFenH8PjtLu4A+t0w4ZPUlVAQO2/i+lcdNImn+LZ9u24T8XjuT/xa7hrC8v5nRpodfk8BqnvtducwLDvCeDnx+MOg9amrQJsYd5dtMxDhfXsGJWCqMGuN76zyFEUOc9jKWlibK3bveODF7AUCDOkPOlnnMettC7cviZYNTPtMuT4995tu0v7sFkbiDuqn951UOpn58w+dzriVC1fP/Cb70mh1doqtUP7JhU6O/avQ5dJjwekifrODdVng0HvfFwCYlRwfxxiXfd3EjsUAom3k5SwRcU7vjAq7J4CkOBdJXmBj0CSTkLgr3U27ElaiAMGK+tsjy0K7bswCbIfAM141afCD40dNx0vu63nHnVa9m26XNvi+M5jm7Qa2DDF7vXZNdRUs7WC/ge3p390o3T+eDXs3/qWdcLJC79PVtH/YHP60ZgtvjmJktX4v1vvKcREAxTbtCmtL7C0LkgflCw2+1NWcwttKy9g7rAOJpn+c5QfdKKBygjitD1f8ZiNntbHPfTWK1d5wycDGGx3pZG4x8EU//Dta5TOqCqoZnKOh2/JCGyCx6G3YgpIJD4RbdT2ujP7pO+sz/GXRgKxA6rb5lp35FiZZ4egfiZfCv0bFAETF4JQ+e7van1bz1J/6osDqT9F4FhUe5t7PqPHY6HHhMTx85hv2Kc5SBff/iCe+XyBYIiYPL1kDLb25KciZ+fNuctOfhjcCo3sfFQKa9tO0Gzj1ngpcaFkRIXyr6CKnq7s1pDgThKS6M22T3wkbclsU9rVLnmerfZ49fW1DD2wD85IEPJOO8XbmmjOyy44nZySWbonodobOjF/olaH8zh8e71fOAs1YWQ9a6eVnUThZUNHCqqJmNQFAFesLrqCBFh8dgBXDl1EOILU4tuxLe+eR9h1YYjrNpw5MyDJ7dqE8Uhs7wjlCPUFMOWJ3Xvzw1sWP0QSZRSOu1OTP4ecGLw7aM6OUhgUBD5U+4ghVN8/4Hj5XoUSsH3L8HhL7wtSftEJmrrxBOb3WLWq5Ri4+ESQgNNTB7im9EBw4P8CTD50WK20NDce6dUDQVihy/3F/Pl/uIfDzTVagWSMPrHuOW+SGicjrd+dIPLd8TW1Zxm2snn2OM/nrOWXu7Sutvl0Kc6dYGzfnYt+wLHM3L/EzTUVbtJMC9SvF93FHw9sNPQeXqkdML11oHHyurIq6hnxtBYgvx9aCq5DWaL4tWtJ9h4uNTborgNQ4E4wokteud56lxvS9Ixfn6QOke72i7a69KqM99+gFgqCVpyj29Y/LSD+PlhmfdnYjnN8U8f97Y4rsVi1p2D8Hjvm+12Rlic9g93apf2Vu1CymsbiQ4NYNxAN6/BdROTnzAkNpTsU5WU1zZ5Wxy3YCiQzlAKGir1H7YnhJSNG6mnEI59qx84LqCkpJgxR19kV/AMRk9d5JI63cm4WedSHDeDQftW0dSbRiFFWVYT8jk+rcR/YMgsPSJuqHRptZOHxHDtjCGY/Hz/O5iWGkOAyY+tuWXeFsUtGAqkM0Rg3HK9Ya8nIAJDztJ/2opjLqlyx1sPEiW1qHl3uKQ+T+C34E+ENpdTtP5Jb4viOvJ3ao/P3vR+0BVCY2DazXqvkgtQFgv1b/0Cjm3C38cWztsjNNCf9OQodp2s6JVOP3vGr+BhggNMBAeY9AJgfYU+6Etmu50ROwym3uiSTX4VFeXMKHqDbQFTmDRjgQuE6wIBwTo5QdzYuRTFzyJuz1M01/eSUUj6lTD6gp4x+mhFRK+FVBzvdlVFOz8gJPt1Sk64x0jEXYxLiuTlzSe472PvOZt0F4YCscOLN0zjxRum6YXzbc94xUFctxCB8AT9vpvTWKvXracJE5azXeyq3RGufUcnJ/GbfychzRUUfW3fo2+PQSmdAkP1+kdPI/drHYq5qdbpKpTFgum7f1AdnEjMzOtcJ5sHiA4L4uKJSXx7pIyT5T3sWdIJhgJpj+YG7agubni7MSl8nmObYOfzTu8LqW1o5rED4ayMfJYZc851sXDuJ37sXKr7TyVp3zPa0V9PpeQg7HxBx5/piSRN1B2Z/J1OV1Gy7yviK3ZTOfEXmAICXSicZ/jPhSMxifDEV97xnO0uDAVih0e/PMxba9boh85gOzvSewoh0TrQT+lhp4qv3pFHbaOZXywY42LBHOSbB3XqBhEL/4hfdT5kve0ioTyMUnByC5ibIDDc29I4R1icXrfJ3+m012i14WHqA6LpP/cmFwvnGQZEBXNOWn/e2pHH0VLnR2K+hqFA7LDlcCENR7focLG+bm/fEfFjtMv3k12PFWGxKF7ecpyMQf24cIKX9r7kfqNTdxixmJa4MdSufwjlIqs0j1KZB1UFkDxFm2n3VAbP1KP6gj1dLtpwYhf9izdROu5GAoJ7qBIFbjorFbNSPPL5IW+L4jJ68B3pPmLMpQSqRh31ryfj5weDpumHUGVel4q+tzufo6W13HhWas92xyBCccYvCas6QtH29oNT+Sx527QhQf/x3pake0QmQfQQqOx6sKXg7U+gAsPpv/BWNwjmOSYMjiYjOYpPswspq/Vw/B434VUFIiJLReSgiOSIyJ12zgeJyGrr+a0ikmI9niIi9SKy25r+5Uq5SvwHsDZsGfTzfszxbjMgXT+ATm7rUrGnvj5CRLA/S8b2d5NgnqP/zKupDh6AadtT3hala9SV6+nHpIng3/Pm/X/CuEsgbXmXirSUn0Blv4dMWkFguG+6LekKty4YTmOLhcfX9461EK8pEBExAU8A5wJjgatEZGybbDcCFUqp4cAjwAM2544opSZYk8s9+zX4hfYsc8n28A+EMRfCcMeDX23KKSGnuIaLMpIICuhB5svtYPIP4HTaCuLLtlOR6/xCrscJioCRS7TL9t6Af5DV4afjji4Lv3gUZbHQMvVmNwrmORaPHUBKbCjvfJ9HU0/xkWVuafdUuwpERKo6SdUi0p3JvGlAjlIqVynVBLwBXNQmz0XAi9b3bwMLxQPzKdGhgUSH9oIeXyuxw/RaiIM88dUR/P2E3yz08oa10GidXEDcnJtp9guibmMP2lhoCtCjj6AIb0viOiqOw+bHoDK/06zNdZXEH3qdgoHn4B+b4n7ZPMSv5g+nqr6FLw4Ud57ZF2hu3/S4oxHIEaVUZAcpAuiOOcFAwHZCNM96zG4epVQLUAm0Rs9JFZFdIvKNiJzdXiMicrOI7BCRHSUlJQ4J9q/rJvOv63pJr6+V6kLtjr4TK5hjpbVsyy1nzsh4+ns7SM8Vr+jkAkKi4igdupzE4x9CbQ9wbleQCXk73Oaa32tEJIKYHHL1XrLxOYJaavCffZsHBPMcl0xKZmC/EF787pi3RXGMDiKvdqRALnGgakfytIe9kUTbf0t7eQqAwUqpicBvgddExO5VKqVWKaWmKKWmxMf3wE1YrkJZoOQQFGZ1mO3ZTUcxK8VtC4Z7SDDPkXjOf+JnadJ7KnwZixmObYTSQ71jGtUW/0BITNd7WzrY16IsZsL3PEtxvwkkjPHhEApOYPITLp+SzNaj5XyX4+OdmbpyqG8/smK7CkQpldtZ3Y7k6YA8YJDN52TgVHt5RMQfiALKlVKNSqkyqww7gSPAyG7IcgYPrDvAA+sOuKo63yAySTtZzN/Zbq+2odnMx3sLWDA6gQmDfWDB8ot7dHIVCWNQqfNo2fpvzM0+vLGw9eGaPM3bkriHgZMBpT31tkPp7k+IrDtJ46SberYVYDtcPnUQ/n7Cv7450nlmb5L7NXz/YrunO11Et651tK57NIiIWURcsSV2OzBCRFJFJBC4EviwTZ4PgRXW95cC65VSSkTirYvwiMhQYATQHWV2Bt8fr+D74xWuqs53GDhZu3pvx8niWztOUl7bxE1np3pWrvY4uV0nF1KSdj3+tYUUbX3TpfW6DKX0vp3QGJf4MvNJQqIhdjgU7G7X1U7c/pdoCYlnwIzLPCycZ0iMCmHG0Fi+O1JGUZWPRs9sqNJWgAPaNyHvVIEopSJs1j2C0dNW3Q60YF3TuBX4FNgPvKmUyhaRe0XkQmu2Z4FYEclBT1W1mvrOATJFZA96cf0XSqny7srU64kfo92y2HEpYbFYeGx9DsnRIcwcGmuncO8gftIFVIUMInDHKm+LYp+qfL1elTyl901f2TJ0Hky4xr6T0orjyOHP8J+6koBAL6/DuZFfzB1Ki0Xx5Nc+Ogop2A0obcjRDl0241VKvQ+4xC2rUmqtUmqkUmqYUuo+67G7lVIfWt83KKUuU0oNV0pNa50yU0q9o5RKU0plKKUmKaXWuEKeXo/JHwbPgqjkn0xjfZRZQHF1I5dMSu6VUwatiJ+JqvQbiDu9h9KDro+W5xJih+lgTL2ZsDid7FDw5ZMo8YPJ13tYKM9y1oh4UmJD+XB3Ps0tro0g2m0sZji1G2KG6RFjOzgyhbXcJl0qIvfz08Vug57CoKl6h30bJfHi5uME+fv5zvSVG0mYcwNNpjBO7/rA26L8lKhkSL9c75no7TRWQ9a7cPrED4eaGurod+B1ihIXuCyOiC9z7YwhVNQ1s97XTHqrC6C5HgZO6jCbvwNVXWDzvgU4xk/3a/QqEqN677AZ0L2LkoPawZ0pgONltew6UcGiMf2JCA7wtnQ/4qb484Fh/fjuvI85VBdFqkX5TmS7qlM6gl9Qz/X31CX8g39UHlavD0Wb32BQSyW1M3rHxsHOWDErhVUbcnl12wmWjPMhv3tRyTDz1xAY1mG2ThWIUqp3jyPt8I8r25/z6xVU5cO+D2DUuZA0gVUbcrEouGWujy3aXuK+OB6T09OZafLznek6pWD/Gv2HnXitt6XxDKYAvUCbt0PHTQ8Kx7TzWU6HpRI7zvdDJ7uCAJMf10wfzCNfHGbPydNkDOrnbZHAYtF+9BzoyDgyhRUsIr8WkSdF5LnW5BJBDbxD1CAdmCh/JxazhW8OlpAxKIrJQ3zAdNdDBPmbEBHMFoXyhc16Fce0zX3iBG9L4lkSJ+g9SoWZ7N76FUk1WeyIX470ZM/DXeTiCUnc6f86Oe/+1duiaA5/BntWO7SJ1ZFf6WVgALAE+Aa9X6OXxAi1z1/XZPPXNdneFsN9iEDSJKgpZktmFnmn67nprKHeluqnfHKnTm6iuLqBZzbmcrK83m1tOMypXRAQAvGjvS2JZwmL1dNXBXto3vw0tSqItHNv8bZUHmVIXDgTw0qZV/421TU13hWmuQGKsvRI2IHRuSMKZLhS6i6gVin1InAe0MN9S3fMvlNV7DvVQ6O/OUr/NDD5E1Syl98sGM6SNB+af22lcK9ObiImNBCLgr35lW5rwyEaq3+0tzc5sizZyxg0nabwgYw//QW7+p1DYv+e7wG6q5gnXU+sVPHtmhe8K0hRto5h76ADT0cUSLP19bSIjEPvBk9xTjoDn8E/iPp+I6kozmNGagyB/n1nyqAVf5MfY5MiySmuobaxfY+jbqd1IbkDe/teTdxw9mTtJZhmQme73LF2j2DGokvII4EBh1/3nhBK6TDekYk6OYAjT41VIhIN/A96Z/g+znSrbtBD2RM8jaz+FzNuoA8s3HmJ8QOjsCjFvgIvjjj7p2mLl9AY78ngTZQi9tBqDjGYjPHp3pbGK/iZ/MlOXM4ESxaHs3Z4R4jqAu1oNDHD4SKO7ER/RilVoZTaoJQaqpRKUEo93S1BDbyOxaLYW1hPSlw4UX1gy0F7xIQFkhwdwt68Su8splusG8j6iumuHY7s2chQy3FawgdiKu7Y2WdvZuKFv6ZJmSjf4KXHa0gMjFgMCW3DMrVPR/FAzu+ssCN5eiJD48MYGt+x/XNPJ7e0lprGFiZGVsF3j+q4275G7DCP+IOaPTyOc9L60+CNAD/Z78KBtZ5v14co/HoV9SqQ2IkX6N3PvmAV5wUSEgezJ2IuY4o/pr7WCyPigGDtQqcLm1g7WrH7fyKSj32X6q38L/CRw631EP5vee8fRgf5+zGyfwSDBvWDPAsU7HF43tNjXPioR5pJ6hfC9c9vI9Dfj6evm+KRNgHtrK4sR3sG6KM019eQfvoLvg06i0XjF0D2+1Ce23sdSXaCZfL1RH6znvVrnmXBlf/luYbLjmhjjgHpeg+Ig3SkQIqAhzspf9jhlgx8ikExoQyKCdUfEkZDcTYMW9A7Ym87wZDYMF7afIzckhqGxntoOqlwr+5tD+j9HZb22PHV+8yknsbx10DcSO3ss2B3n1UgU84+jxPfDCD28FuABxXIic3QVNul9Q/oOB7IPKXU/E5SdwJK+Sz//W4m//1uprfFcBunTtefaXWUOAFamqB4n/eEsseHt+nkAS6ekIRFwTObjnqkPZSCwky9B6KvLp4DL5SNZpnfP1lwzsXaM++A8VBT0mEc7t6Myd9EbvIyMszZnD653zON1pXD6ZO6I9NFzwx9z3bTAXJLaskt6U60Xt9FKcW6rELWZRX+eDAqWXtGLdjjPcHsUXZEJw8wYXA0qXFhrMsqxGLxgGfU08d1pLcu9vh6E8VVDXy5v5ipU6YTEmSdDEk5G6bf0jf3w1iZevGvseBH9ebnPdNgwR4QPxjQdQ/QhgLpYxRnf8OUvX9lfHTzjwdFYPgiGHGO9wTzAS6emER5bRPrsovc31hYPAybD/Gj3N+Wj/LY+sO0WBTLJ9l43TUF6PvRYu6zi+lhcYMoHjCHmJx3MLc0d16gO1gseio1dhgERXS5uKFA+hgt255lVOlnpCa1iQ8fk+p7i+geZsXMFAJMwstbjru/scAwvXhu8iHvxx7EYrHwSVYhKbGhjB4QeebJqgLY/PgZbt77GsFTVxDWVIrkfOHehpqqITjS6XU4R5wphorIXSLyb+vnEb3VfLe301BdQf+8TylJvZCAYDsLxbWlcOjTPjv/3C80kJnDYtl5vIIad+5ML83RLiP6aA8bYF12EaU1TVw0wU7Mj7A4sLT43pSqB+k34QIIi8dv9yvubSg4Ciav1KEdnMCREcjzQCMw0/o5D/ibU631EMYmRTI2KbLzjD2M6h2v429pJGTaSvsZGqsg/3soPeRRudplwPgO4zG7g9sXjaSpxcLHmafc18ixDXBii/vq7wG8vOU4gSY/Vs5K+elJU4COyFhyUDv364uYAmgadwWWg+uoKct3TxstjT9+v06GNXBEgQxTSj2I1SeWUqqejveG9Hj+ckEaf7kgzdtiuJz4w29iTkgjZvg0+xmiU3WPxFd6fufer5MHmTioH8MTwnl1q5umT6qLdErM6N0xzzugtKaB7UfLmTE0huiwdszGEzP0KKS4F3vF7oTGcVfjp1oo++5l9zRwahdsfkzHYnESRxRIk4iEYA1jKyLD0CMSgx6EKtwLp3ZhmvTz9mMtiOgef6uFUB9ERJgzIo7MvEp2HCt3fQOFmdpctQvuInobazMLabEorp+d0n6miAEQnuA7nRkvEDEojbLoCUTtfwPlastApfR3Gz6gW250HFEgfwHWAYNE5FXgS+CPTrfYA7j9jV3c/sYub4vhUvLXr8LsF4Aaf1nHGROti2ludKPuMO/8h04eZsWsFPwEnvvWxXtCzC061kLrhrk+yjvf5zGqfwTzRiV0nHHYAm0d2IfXiprSr6Ff3VGK929ybcWVedYAZt3bxOqIM8XPgeXASuB1YIpS6ututerjFFQ2UFDZe+ZeWxrricv9gKLERUhYbMeZg6MgYYzuJXubqlM6eZghsWGMGxjFNwdLXOsfq7EKAsO7/aftyWzJLWNPXiWXTknuPJxwTKreaNlHp/oA4qZfQbNfCE3bX3RtxQV79FpT/JhuVdORM8VJrQkYAhQAp4DB1mMGPYTi7e8R3FKJacp1jhUYexEMmeVeoXycy6YkU9tk5s0dJ11XaWgMTL1JrzX1UZ7ZmItJhPPGO2gyXlcOOV/oIEd9kIDQKMpSziMxby2q0UWBYM3NUHJAT6N203VRRyOQv1vTE8BWYBXwb+t7z3i5M3AJpj0vUx08gPj0pY4XUkqb9fZRrpg8iLAgE2/vzHNNhc0N2l2MSJ/tUdc2NLMpp5QJg/uR1C/EsUKNVXByu7bI6qMMmPcf+LfUIdnvu6ZCUwBMvh6GzOw8byd05AtrvlJqPnAcmKSUmqKUmgxMBHK63bKBR6gqzCWhZDOnR16On6kL01LHNsGO56Cpzn3C+TCBASYumZRM9qkqiqtdMJ2Zt11vjuurZqnAK1tP0NBs4Zppgx0v1G8IhPTr04vpDJoOsSNo2fmS6+oMi4WQ6G5X48gi+mil1A8rqkqpLGBCt1sGRGSpiBwUkRwRudPO+SARWW09v1VEUmzO/bf1+EERWeIKeVqZNCSaSUO6/+X6AiHZbwAQNev6rhWMH6XdSRR50Yxy0FSdvMSKWSmYLYr3vu+mHb7Foq2vIpN0zIU+yts78+gXEsBFE5IcLySiTXpPn9DTWX0REUqGX4Z//jbKjnXTuKW2FLLfg/oKl4jmiALZLyLPiMg8EZlr3ZHebTeRImJCT4+dC4wFrhKRtraNNwIVSqnhwCNYQ+la810JpAFLgSet9bmEO5aO5o6lo11VnfewWAjIfB0ZOo/IAUO7VjY8Qbs2KdzjPSuYRffo5CWGxYeTlhTJs5uOds/B4uljOvZHH3bbfrSkhsPFNSxO64/J1EUPSv3HaUVS2Hs9ZHdGxIzrsGCidssL3auoYDeUHAKTa8I2OPJLXg9kA/8J3I6Oid7F7qxdpgE5SqlcpVQT8AZwUZs8FwGt5gdvAwtFm25cBLyhlGpUSh1FT6m1szuu71KR/TlUnsAy4VrnKhiQrl1rV/tgtEIPsXBMAsXVjXy+r9j5Sgoy9cgjbqTrBOthvLsrHxH4zwVOuMwIjtSWgX2Y4OgkShLnEnfkXZqbnNyGZzFDYRbEDde+2FyAI2a8DUqpR5RSy6zpEaWUKyZyBwK2Ji551mN28yilWoBKINbBsgCIyM0iskNEdpSUlDgk2C9e3skvXt7pUF5fpn7rCzT4R2IZ9TPnKkgYq91qF3kpTsjqa3XyItfPSiXIpNi4wUmnds0N2jVM/3F91kV5c4uFN3ecZO7IeJJjnNz/MvYiGDrPlWL1OPwm/ZzQ5nKKdn7oXAVlOdBcr+P/uEqmzjKIyFERyW2bXNC2PVOUtnMl7eVxpKw+qNQqqwHAlPj4eHtZfkJFXRMVdU0O5fVVGqpKScj/gtLUi/APcvJPGxAME67Vbse9QV2FTl4kOiyQv8V8yj1Fv+F0kRPuTQKCYdLPIdl7azne5u3v8yiqauScsQO6V5FSfXcdBIibdD51gXGY9rzqXAUFe7TLdheakTsyhTUFmGpNZ6NNeF3hIjIPGGTzORm9z8RuHhHxB6KAcgfL9mlKN7+Cv2oidPrK7lUUmegbmwq9SMKsq/AXC1mfPO1cBREDtCVRH2VrbhkRQf4sm2h3ksBxTm6Dbf/ulu+mnoyYAlAZVzKgaANUF3ZewBal9H04aHqXYp53hiNTWGU2KV8p9Q9ggQva3g6MEJFUEQlEL4q3HZt9CKywvr8UWK+UUtbjV1qttFKBEcA2F8jUawjNfp2yyDHEDJ/S/cryv4d9H3S/nh7K2dNnsEvGknri3a4ZFFQXwv6P9AJ6H6W2sYXUuHAeuWICIYHd7IjEDgdl8Q03O14ibOZNyMVPao8RXUEEUue43KrRkSmsSTZpioj8Auh66Ko2WNc0bgU+RVt1vamUyhaRe0XkQmu2Z4FYEckBfgvcaS2bDbyJXtBfB/xaKeVCnxM9m4YT3xNTdYD6tKtcU2FLo14H6aPTB35+flSMvpKBllOcyvzS8YIFe6B4v8ssXnoiBwqrsCjFxMEuGIGFxUK/Qdoaq6/6x4pJJTfpfN7PKsdicfA7UEqHhnZDqGZHVvX+bvO+BTgKXO6KxpVSa4G1bY7dbfO+AbDr/U8pdR9wnyvkaMvs4XHuqNZjZK55gokSQOJsB12XdMaAcXB0g34genI9ZOhcz7XVCeMWXUf1vv+j6OtVJGUs6ryAuVnvoYkf2Wf3fiilyMqvIqlfMLHhQa6pdEA6HPgYKk9qP1l9kBaL4mhpLcfL60iNc8Ca6vRxyHxTGyL0d60XaEcUyI1KqTMWza3TRr2W2xY6F53LF6irrWFUySfsiZjDlPAY11QaFKFjJhdlQepcl86hdshc33H6nBAbw9rgecwv/5Km6nICIzr5bksP6ZFbYoZnBPRBRIQLMpJoanFhzzd+NOR8rs1R+6gCGRoXRkigiexTlY4pkIJM8A9yOupgRzjyJHjbwWMGPsC3H71AFLXO7/1ojwHpevGy/Ihr6+1BWCZcR4g0seuTZzrPXLBHL5z3G+J+wXyYmLBABkS5cATmHwgZV8GIxa6rs4fhb/JjTGIkuSW11DV1Enq5uUH7Eeufpn1guZiOvPGOFpFLgCgRWW6TVgK9eky+4rltrHiuZ67Jxxx6k3zimTz3ws4zd4XYYTrYlIs2IDnEK5fo5CMsWriEg2owMQdXd5xRKb2TP3lqn3Wc2Nhi5pO9BZRUuyH2XGSSWx6GPYm0pEjMFsX+gk489BZnajLaSQAAIABJREFU68iObvKC0NEIZBRwPtAPuMAmTQI8H+XHgzQ0m10bB8JDHD6YzWTzHrLiL8Dk7+JNa34mGHO+/vN6iuYGn3I+GBzoz56EixhhzqH40Pb2M4roQEjJLrCA66EcKqzhQGE1ZkcXertKYRa4yjttDyQuPIj05Cj6hXaiSMuP6s5MRDf34LRDu08ZpdQHwAciMlMptdktrRu4lNzPVzFMCcPPudl9jdSVQ1NNn51/nnjezbS8+DQBma/ASDsmkRbLjwu8fXT0AZB1qpK48ED6R7po8bwtLQ3awm3wTIjo7542fJyFYxy47nGX6P+rm+7FjqawWlcwrxaRR9smt0hj4DQtzc2ML/2IXQETGDbCjX6DDnwMBz/ps2aUI1IGw5gLiM55T7uFaEvFUdj9GpQe9rxwPkJpSTHFFdWkDYzqPOqgs/RPAz//Pu1gEaC+ycyJsnZCLiilFUdQt3ddtEtHU1itHnd3ADvtJAMfYt93H5FEKXVpV7u3ocR0PQqpdFGgpR6I/5SfQ0Mlln1rfnqyMBMCQiCmi96PexH1n/9/3PD9MsbEu3GpNCBEWxUVZelY832U1dtP8KvXdlJR28b1krlF79ovzHJr+x1NYa2xvro4GK/vs3BMgrdF6DJNO17kNOFMO9fNzgfjx8Dhz7WVUb9BnefvDiNdGubFdaTMoTY0mYZvnyU2w2ZLVFOdHnkkTeqzjhNpbiDx+IeU959NQoiDUQedJTFDT2OVWq2M+iAJkcFk5Vfx4uZj3L7Ixttz6UGoK3O70Uu7d7mIrKEdB4UASikXm/n4DjfPGeZtEbrEqdP1rCqfzNKUaSwPdtJxoqP4B2ovvcXZ2pTS301z3ACzb3Nf3d3Bz4/CoZcyLOsfNBbnEJQwXB8v3qddZif23bgf7F+Df+NpEua5cR2ulegUvck1MNz9bfkoS9P6ExceyPu78s9UIK1m5NEpbm2/o27SQ25t2cBlPLMxl8/Mk1g5f7pnGkzM0FMHVacgplfvKW2XyJkrsGQ9yulvn6f/MqtDhNLD2tolvOeNYF1F49ZnCYxORVLmuL8xERhzgfvb8WH8/PxYmjaAV7aeYOfxCiYPidZTzBXHtScHNxtydBQT/ZvWBGwGKtCecDdbj/Varnh6M1c83TMMzywWCx/vLWBgvxBmecoFS2QSzPqN+5XH8+fp5IPEJaVSED+biANv/jgHn345pC3zrmBepPLkPoLyN5M/9HLPeSsA7ayy4rjn2vMxbjp7KCLwyhbrd1CwG8RP79tyM444UzwPOIJ24/44kCMi57pbMAPH+PpgKUVVjVw4IdFzjYroRUxwi4O2noCI0JR+DaGNxZzea7VK8zP1abftVd8+g1lMRM9e6dmGD62D/Wv67L2YEhfG/FEJbDxcQrPZAnGjYNgCt1pfteJIN+HvwHyl1Dyl1FxgPjo+uYEP8Ny3R/H3E26Y7eGpJIsFdr0Kues9264PkTj1YpqDY4nIfkVbvPRh092WxnrijrxDUdIiwmI8uNkU9JRqY7U2oe6jXDVtMKU1TazfXwRRA13utr09HFEgxUqpHJvPuUA3AkQbuIrK+ma2HyvnrOFxxEd42LuMn58ehRRm6YXjPkhwcAgBk67GlPM5nD7hWTcvPkbx9ncIaT6NacqKzjO7mtjhEBiqp276KPNHxRMVEsCnn30MNY6F7nYFjiiQbBFZKyIrRWQFsAbY3uoby83yGXTA+7vyaWyx8LtzRnlHgMQMvZmuD/e8LRnXgjJTU5QDER6cRvQxgva8RHVwEgkZSz3fuJ9Jx5wvzemz0Qr9TX4sGRrI4PJvOXVkj8fadUSBBANFwFxgHlACxKD9Yp3vNsm8yPnpiZyf7tsPA4vFwgvfHSN9YBTjk7sYncxVRKfqedYCN92waRfr5MNIcDi1wQPgVN/t/VJ2hNiSrQRMux7xVvjjxAn6tQ9vcL15eDUW5ce/D3nOrLnT3U5Kqes9IYgvcd3MFG+L0Cnrsos4WlrL7Yu8GLvEz2rpcWIzNFR2PcxmZ0zzfZ+dcmo3Tf0nEn38E8r2byB2rO8EwfIUaueLiJgInvpz7wkRFqstAwPdvA/KV7GYGW7JpSZ8CO/vr+J/zBZMJvdbwv3/7d15fFTl2fDx35WQhCRAQhIIkLAvsm8GBGWTzf2D1q2t9dH6utSqVbto7dM+9W21r7V9qlYfbRVFrdqqRa1LRUVAEBQIyL4vgYQshISQQPbM/f5xTx4CTJLJZGbOzHB9P5/zmcxk5pzrZDJzn/uc+74ub0Zh9ReRP4nIOyLyfuMS8MgcVFXbQFVtaJ/Xf3nlfmI7RHHz+f2cDaTXWPeEwgDMOq6ttEsoSx9B4vS7qY1OpHr1AqejCbr62mqqs1+lvO+cgGV89Vpj43E2jsY6shtqKxk4ZgpHK+tYuP5QUDbrTRP1HpADPI0dkdW4RKybF6zh5gWhWw8k/2gV6w6UMXVwGskJDtfb7pgEGefaGer+9vq1dgllKf2JHTCFw30vo3vux1RXHHU6oqAqWvsu8bVHqRrlp/LJ7bVlIez62Okogq/2OCSmcdWsKSTFx/DR5oKgbNabBqTaGPNnY8zS0yYXKof8ZfleGozh9mkhkrDP1QCH1kHJWVSt0Bg48BVU2QYjYdL3iXFVU7fxLYcDC67Y9S/ai+djHbh47klMgk0pE0J1ZIIiMwsm3EpCXCw3TurL8t3F5JYGvvfuTQPylIj8WkQmi8j4xiXgkSmPXC7DR5sL6J+WyHn9U50Ox5IoyFsHOV86HUnwHMuFfcugLBeAlMGTMT1G0XnTy2dNqvuj+9fTrWQtZSNvQkIleWTPsTYzQOFmpyMJnqqyk6nbge+e1wcBnly8K+Cb9qYBGYWtQPgYJ09faZ4sh6zaW0LJ8VruCJXeB9h/3IzxNjdWeXC6zo7L/8Ymkuzurr0igpz3Azi8jRO7ljobW5BULn+Wuqg40qbe6nQoJ3XpaSfSHVp3djTk9TWQ/SLsP3lSqFdyPKMykvhocwHHq+sCunlvGpCrgAHGmOnGmAvdy8yARqWa9drqA6QkxnLV+AynQzlV+khbpzp/vdORBF5NBRTvtCPQmtTmNiOv5nhcOvu2nQV/g8pSeuV+SMXgbxGfFKQcbN7KyLKnFs+GU6qFW6C+FtKGnPLwLRf0p7rOxfwvAzs735sGZCO2LvpZ45pzM7nm3EynwzjDtoJyPtlSyMUjehDXwaHx9s2J6WgbkaJt/hs5Nfa7dgk1+d+AcdnBA01ITDzfXLmUJZ3ncbwmwoscrX8Vqa8iZeY9Tkdypm7n2Jr0SSF2kOVvxsChbNvr6nJq+pgrxvSkW+c43s7OwwSwJ+ZNA5IO7BCRT86WYbzXZvXm2qwAF0vywZ8X7waBmy/o53QonmWMt/Wp6/zUgIy7wS6hpsF9xJeQcsavRvXthssYNucdcyCw4KirraNs+XNUZ5wfmoWcoqJtLqiYABe0clrpPpu6PSPrjF9FRUVx1bgMDpVVsWRr4Ib0enPl69f+3qiIpABvAv2wQ4SvM8acMf7RnTrll+67jzRWRxSRZUBPoLEo9VxjjN/yc5W6y0OmJDo8RLaJkhM1LNl5mHP7dGVIeuCzbPqkU3cY78fJZCdK7G1iiAwWaDRodrPn15MTYhnQLZGNeWVk9etKTBAmcwXbin+/yszaQpak/oyQPpddtM0Ob+090elIAqNws82/1ngd7jR3TB/AuK/vo9OiRBj5TkBCaPW/u+nQXffw3XrgutZe14qfA58bYwYDn7vvn8LdyPwaOA+YCPxaRLo2ecoNxpix7sWvyR3vfG0dd74WWmXfX1mVQ229iztnhEG1xNpKe2TUXm/9h11ChTEnE9W1UKhnfJ+uVNU2cKAkxCdB+ih588sUkMqUy0Jk7kdzSvfB/uWRO6R36GUw+nrb4/IgNTGOLun9GF+xjKMFgbkW4tXhkYiMFZHHRSQHeATY3s7tzgMaa62/AnhKeHQR8JkxptTdO/kMCJHB5sHlchmSOsbwo5mDmDUs3elwWmYMrH8Fdn/qdCT+dzQH1s63SftakNk1nhsn92VQ98grtbohexXjGzaxuec1xMYFsJyxP2RmQUNd5A7pjY6xp4xbkHHRvUThYsf7gZn73WwDIiJDROS/RGQ7tpBULiDuUVjPtHO76caYAgD3racaoBnubTbKcz/WaIGIbBCRX4k0fzgoIreLSLaIZBcXBy/NsT+JwOzh6Vw3IfSuy5xBxGbpLd0PxyMs639etk2X0UqdaREhrZP9cg3kBUwnlC59hmoTw5h5IVqvvqnOPSAp015ojqT0JvW1kP2SV6PM+g0azqrY8xme/w4nKsr8HkpLPZAdwCzgCmPMFGPM04DXCaJEZLGIbPGwzPN2FR4ea/w03mCMGQVMdS/N9qWNMc8bY7KMMVndunXzNvyQIiL0TU0ks2uYJIrrNQ6iO0Bu6KaDabPKUijZA73G233zwordxby3ITg5iYKh7EgRk44vZk2nWaT3CL1Rih5lZtmJdqX7nI7Ef4o2Q0WRnYfkhfqJPyBJTrD6vf/xeygtNSBXA4XAUhF5QURm4flL3SNjzGxjzEgPy7+AIhHpCeC+9XSomgc0PeTOBPLd6z7kvq0A3sBeI4lIh8ur+WJXccgndzxFTDz0GGNTStRUOB2Nf+Rl23PNvcZ5/ZL4mGhyjlRyuCIyzsHv+PBJEqSG3pf+xOlQvJc2BFL6t3jNKqy4XPbArEtP6OLdMOXpMy9jiwxm0N6/4Wrw7/DyZhsQY8y7xpjrgaHAMuB+IF1EnhORue3c7vtAY+mym4B/eXjOJ8BcEenqvng+F/hERDqISBqAiMRga5JsaWc8p/jepL58b1Jff67SZ+sPHmXLoWPh9/+fmWWvh5S24+LdhFvs4jRXAxzZCd2HQ5z31zVGZiQhAm98fSCAwQVHRUU5g3NeZ2PHCfQfEUbHa1HRMObbkBoGg0+8cWSn7VH1mex1oxgVHc3BITfThwJWfvx3v4bjzSisE8aY140xl2N7ARvwMGqqjR4D5ojIbmCO+z4ikiUi893bLQV+C6x1L79xPxaHbUg2uWM5BLzQznhOccWYXlwxJsh1nT2oqK5jZ+FxRvTqQseYEJs42JqEFJj8Q+g52vd1jLzaLk6LioaJt8OAGW16WceYaHYVVvDnJXvYXRTePbGV7zxDKseonHC306H4pr4m/CtnGgMHv7afrdS21QGaPu8WCk0qnTc879eQ2jRI3T0i6q/tTWVijCkxxswyxgx235a6H882xtza5HkvGWMGuZcF7sdOGGPONcaMNsaMMMbca4zx6/md/LIq8suqWn9igH1zsAyDYVzvrq0/ORTFueer1Nf69vpjec5XmHO57Ae3Q1ybeh+N7rpwEMbAk4vD98urrt7F1pwCsqNGc96MK5wOxze5a2yqd38ML3dSvykwcKYt5tYGiQkJ7BlwA2PrN7Fv4wq/hRN5s5z84P43N3D/m86WKK2qbWDzoWOck96ZpISY1l8Qqg6sgjXP2wypbfXOHXZxUv43duhunW8HFCMykrhgUBrLdxVTHuDEdoHy8qocnq66mE0XvkJUdJj1hBv1GgcSDbmrnY7EdyKQNtguPhh71f3UxXSh79Zn/RaSNiAhquHYIQakJTKh/5npMsJKl172QnrhJqcjaTtXA+R+DR062sVHD148lIqael5dleO/2ILE5XLx4pf7SU2MDYtSz82K62STXxZuhupyp6Npu/J82PeFPRXno05dUjgx9laid/2bo/v9c4CsDUgoqi6n04tTuOTwC/87nyBsJfe1jcjBr8NvLH7RVvtl0/f8do3iGZWZxAWDUnl22V5KTvj+BeCE9zbkU1hezc3n9yOmQ5h/XfSZdPI6QrjJWWl7w94PhPUobspd1EYnULXkcb+EFeb/EZGpZMnTUH3MpioIdyL2C7j6mB2/Hi5cLnv6rVN3SGl/7ZXvn9+fytoG/vRp4Iv8+Isxhvkr9tM3NSG06s/4Kj7ZDuqoLguvWiHlBXYOUu+J7S4dHZ+URtGQG+iR+zFlue1NKKINSMipriil0/rnKEyfcUa68LCVOsjOCs5dEz4f3OLttqZEv6l+mUMwe3g6Q3t05p31hyir9HFQQZC9vzGfbQXl3DNzMLHhNgqwOYPnwujrwmteyIGVdhCHn74PUuf8mIaoWCo/faTd69IGxIPbpg7gtqnOHHEVf/rfxNVXEDvnl60/OVyIwNDLYcx32vbBPf9uuzih2zAYcZXPFyw9uX/2EKrqGnj8k51+W2egNDS4eOzjHaR1iuXKsc4PafebxsSD1eVQe8LZWLxRnm+HH/ee6PXM89YkpPSicOhN9Mz9iBO57bs2eXY1INXe1WiYPTyd2cODn7SwsqyI9G0LKOg1l5RBE4K+/YDq1M1eyDTG+2sh51xil2Azxg6T7D7Ur0eqF43swYheXVi4Lo+i8tCenf7SyhwKjlVz0+R+dIi0lPR11bD2BZupN9RFx0H6cMj07/dBt4sfwMR2InHl79u1ngj7z2hFRYEdWdOKvcXH2Vt8PAgBnarkk8eJaagkfm4E9T6aqq+Bb16zye28cWR38Cd/NdTBugVweEdAVv+flw6jtt7F/BWhm5upuq6BZ5ftIb1LHD+YHiEzuJuK6WhT7RRsPFlzJlQlpsLweX7rfTTq2CWNqPPvgR0f0pDre+mKs6sBqauyX2Ct+MU7m/nFO0G+4Hs0h4ydr1LYbx7J/cYEd9vB0iHOpqA+sNK7eRUf3GeXYMpdbRPVxQYmceX5g9K4clwGr351gMJjodkLeeKzXRytrOO+2UPCf+RVc/pOtv+L+5c5HYlnxthhu4Gc+DjpTupiu1Ly3oMYH0dIRuh/RzNiE2Hpo1AT/N5Fqxb/X6Kioulx1aNORxJYA2fankjOSqcjOVNNhR3i2W0IJPcJ2GZ+PGcIDS7DgwtDb27MiZp6Xl99kAFpiVyfFSYZd30Rmwi9J0HxLuezHXhyeLsdBRjI2Dp2oejc++lespbCNb5VLDy7GpAuGXC8CFY+5XQkpyjdsQK2voM5/24kKYI/tGCHxfYYDfnrQy+txP4VYFww4MKAbqZ3SgJzhqfzxa5ilmwPrZopzyzdw/Gaeh69aiRRbUyXEXYyJ9h0O+X5Tkdyqvpa2LvEFotKHxnQTfWa9UPKEgeQ+MXDNNS2vUcc4f8hp4lNtMn5Vj0NZbmtPz8IjKsB16JfUBmbRv3kMCjS4w/9p4FEhVa9kKoyO1s+Y7xNVhdgj1w5ksTYaB7+YAsNDaExwXJzXhnzV+zjmnMzmTwwzelwAq9DrE2SGWo10w9+ZXvDg+a0OedVW0V1iKF65m/pUpVL/md/bvvrAxBTaJv9sB1Z8/EDTkcCQP6Sv5JWtonS8x8iJr6L0+EER1wnOxZ/0CynIzkpPhlGXQt9LwjK5lI7xXHbtAEcLK3i2WWtV5YLNJfLxc/+uYkoEX429xynwwmexol5xw75nO/Mr6qO2gOr9OGQHJwKpOnjL6Ow+1TS1z9JQ1nbCqCdfQ1Ich+46FEYfmWzk9rumTmYe2b6b/x/c06U5pP69e84nDqBjGkhUPcimJL72IuYDXV28WTaT+0SaI3ZglMH2mJYQXLPhYPo3TWe577YS+ExZ7+8Xv3qADsKK7jhvD6kJ/me9yssVZfbwTWhMKw3Og56jQ34adSmRIROV/2JGGkg+pMH2/Tas68BAci6BcZc3+wY/ymD05gyOPBd+LJ3HyCmoZrYeU8hkX6+2ZP6Wlj7YvMf3IEX2iWQaipg9XM2yV6QRUdH8f+uHkVNvYvHFzk3ubDwWBV/+HQnPbp05IGLhzoWh2M6drGzvA+th7KDzsYSmwCD59iYgqhTzyHIjJ/D9g+o3OSpvp9nZ+G3Vuu25h9ja753kw59tnMRGbkfUDTmTpL7jAjstkJVh1jbE8nLtqcQTlewyS6BYgzs+sQ2ZF6WB/W3KYO6cff0fiRvms+GJW85EsO9/9hAVW0Df7x2dPgVLvOX/tPsacwd//a9fk171ByHDW/AcQcHVUy+m4qkczAf/ZTqiqNevUQbEA9+88E2fvPBtoCt31QUwb/ugvRR9Lo8QicNemvgTHtNZPsHZ35wFz1kl0Ap2GgnKg6YHpQL58354fR+fC/2C3ouf4Diw4VB3fbn24tYvb+UK8dlMGVwt6BuO6R0iIVzLrXXIPZ/EdxtGwO7P7EHUeJgAx4dQ+1lTxFfU0LpW3d5NTdEG5AgMy4Xh1+/DVdNBVz9gt9nmIadmI42T1Z1GexZHLztVpbCns+ga1+/p4loq7iOCZTMfopUc4xd82/B1eDXApstmtg/hftnD+Z3V44K2jZDVte+0HsCxAe5Amj+ejsfpf80O/PcQalDJnNo3H2Ysjx25hW1+nxtQIIsd9ETpBd+Qf6Eh6D7MKfDCQ1d+0Lv86Cq1LfKhb6oKICoGNt4hUBm1gkXzGRJ5p1cULuSz17+TcC31+AyLNlRhMvAvbOH0DH2LD11dbpBsyEzy/4cjMzRFYWw53M7gCNEhhNnXPYLVk15hc/3nqD0RMun87QBCaIvP3mbXmse4UDadDLmniVzPrzVfxqM+S5EdwjO9tJHwHl3BP1iZUtm3/JbvoqZxMyDT7Nm+ccB3dbKPUfYmHssZNOpOK54F2z8R+APaA5+DTEJIXMgAxDVoQNzR2eSFB9DXStzlLQBCZJtW75h5Kp7OUAGnb67AInSI75TREXbSVO1lbDt/cClm8lbByXueRdBHLLrjajoaAbc+gqFksaAJXeQt3drQLaz5dAx1h04ypjeSZzTo3NAthH+DBzNgZ0fBbYnMuwKGPvdgOVe81VSfIwd0t2l5SHd2oB48MDF5/DAxf6bTHXk0H46L/wOIDRc/wapKc6e5wxpNeVwZCdsfgtmPAiz/st/6y7cYq97ODBk11vp6T2ov/4fRONCXruK0iL/ZkzYc/g4i7cX0S8tgelDuvt13RGl2zkwYAYUbbOnmPzZiBhjc8HVVdkDJwcHcLRERDDGsHxXcbPP0QbEg3P7pjCud7Jf1lV0KIeq+ZfS1VXGwYtfZsiw0X5Zb8Tq3ANGfAtOHLE9hZ5+ykxctBV2fGiHDYd4qeD+w8ZTdPmrdHWVUfKXyykv9k9CPWMM6w6Ukt6lI5eN6kV0VGicMglZfSbZARZ5ayFnhX8aEZcLdnxk5z4Vh35hMRGhQ3Tz/yfagHjw9d4SZj+xnOeW7WnXenZuWUfVC5eQ4iol77K/MXryHD9FGOFSB9pGJP8bWPo7O1O4PQ6tt8OEk3rbdCXRMf6JM4CGZs1k3aQ/05cCeOkiyvPaV7/a5TKICPPGZnDl2AxiIzVNuz+J2HQ7PUf7J81JQx1sWWh7wP2n+u/gKMAmD2j+jIn+F3nw+0XbyT9axe8X7eTev39DbV3bh1UufncBvd6+jC6mgm2zXmLoRG082iRtkD3ltOMDm3ixPSpLIWVA2DQejaZe8m3Kr3+XmPrjxLxyMQVrvZ8h3Ki+poq8N3/Cpnf/SIPL0DEmmngdceU9ETs/ZNAc+3NFkc1e0FZVR226lNK9MGQu9JsSMhfNWyMtxOlIAyIiKSLymYjsdt96HHgtIotEpExEPjzt8f4istr9+jdFJNaf8cV2iGZUZhJTB6Xxr435TP/jMj7d6t0Erz2HK/jLk79h9sb7OBTVi5IbPmPCtNA+ZRKyYuKhc0870dDVADlf2ovs3ijZezItxcCZMPKak4nzwkja0AuouWkRNXGp9PzoPyj/x21ep8Ev2bmK8qenkbl9PqmVe4MzLDUSidgBHsbA9vdhzQu2F9GWv2d0HLjqbc8649zAxRpkTvVAfg58bowZDHzuvu/JH4AbPTz+e+AJ9+uPAv/H3wFGifDKLRP45WXDOF5Tz+1/W8f3F6zh480FVNedOrSvrt7F13uP8PD7W7nkqRW8WDSIj7veQO+fLGPwEJ3r0T7uo59jubYBWfNXWyuhovDMD3B9je21bPg7bHoLDq62j0dFBTwtdiAlZw6j0z0rKRx9F513LoQnRnB84Y84smsNrvrTElFWH6Ny8/sUPXMxqX+/hI41Ryi8dAG9b/wL0ZFW2zzYRGwDkJgG2z+ENc/DoXVnnt4yxjbyB1fb9CQulx1lNeFWW6wsgohx4KhERHYCM4wxBSLSE1hmjPE47ElEZgA/NcZc7r4vQDHQwxhTLyKTgYeNMRe1tt2srCyTnd16Pe7r//oVAG/eMRmA0hO1PLt0Dx9syqeovAYRSI6PITkhlhM19RyrqqOm3kVMtHDJyJ7cMW0AIzKSvPlTqJYscPfcvv+RvT1+2F58LNlrCz91iINJP7Sz2Xcvth9m43Inx8uyE8Iibbj04e2YVU/j2vgW0aaOuqiOlHceCAjx1JBQbv82VXFpHBl1G91m/ICOnfwzIES5uVxQvN1eXC8vsKUJUgfatDg5X0Lt8ZPD0JP72JrmcZ2cjbmdRGSdMSbr9MeDNGvrDOnGmAIAdyPSlvGEqUCZMaaxG5AHNJsJT0RuB24H6NPHtzKlKYmx/PLy4Tx06TA+21bIoi2FHCyt5GhlHT2SOjK8ZxdmnNONq8/NpHPH8DnHHnY6dYdR19jTWEd2wYnik6lgkjLs9Y3UgTYxYpicX26z7sOQK5+lZvqvKNvyGQ25a4kt24dBMLFxJIy9GvpdQMfMifSOOcvSsgdLVJSdiNp9uO0JNw7Djepgi9YlpEJSJiT3dTw1SaAFrAciIouBHh5+9Z/AK8aY5CbPPWqMae46yAxO7YF0A74yxgxy3+8N/NsY02oyH297II2ZeEf00l6Eoxoz8fbUoc9KOSnoPRBjzOwWgikSkZ5NTmG1JYfxESBZRDq4eyGZgF+LGmvDESK04VAqpDl1Ve194Cb3zzcBXo9PNLbLtBS4xpfXe+PL3Uf4cvcRf65S+WLvUrsopUKSUw3IY8AcEdkNzHHfR0SyRGR+45MaVKxHAAAIDUlEQVREZAXwNjBLRPJEpPFC+YPAj0VkD/aayIv+DO7pJbt5esluf65S+WL5H+2ilApJjlxEN8aUALM8PJ4N3Nrk/tRmXr8PCI3cx0opdZbSgeFKKaV8og2IUkopn2gDopRSyidOTSQMab/7ltaHDglXPOl0BEqpFmgD4sHAbuGddiBipA12OgKlVAv0FJYHi7cVsXhbkdNhqJ0f20UpFZK0B+LBCyv2ATB7eLrDkZzlVj1jb8+5xNk4lFIeaQ9EKaWUT7QBUUop5RNtQJRSSvlEGxCllFI+0YvoHjxx/VinQ1AA3/qr0xEopVqgDYgHvZLjnQ5Bga3qppQKWXoKy4MPNubzwUa/1qhSvtiy0C5KqZCkPRAPXvv6AABXjOnlcCRnubUv2duRVzsbh1LKI+2BKKWU8ok2IEoppXyiDYhSSimfaAOilFLKJ3oR3YPnvneu0yEogOtedToCpVQLtAHxICUx1ukQFEBiqtMRKKVaoKewPHg7O5e3s3OdDkN987pdlFIhSRsQD/65Lo9/rstzOgy14Q27KKVCkjYgSimlfKINiFJKKZ840oCISIqIfCYiu923XZt53iIRKRORD097/GUR2S8iG9yLps9VSqkgc6oH8nPgc2PMYOBz931P/gDc2MzvfmaMGeteNgQiSKWUUs1zahjvPGCG++dXgGXAg6c/yRjzuYjMOP3xQHv5+xODvUnlyQ1vOx2BUqoFTvVA0o0xBQDu2+4+rONREdkkIk+ISFxzTxKR20UkW0Syi4uLvVpxfGw08bHRPoSk/Co2wS5KqZAUsAZERBaLyBYPyzw/rP4hYCgwAUjBQ++lkTHmeWNMljEmq1u3bl6t/G9f5fC3r3LaH6VqnzUv2EUpFZICdgrLGDO7ud+JSJGI9DTGFIhIT+BwG9dd4P6xRkQWAD9tR6hn+HCTXf2Nk/v5c7Wqrba+Z28n3uZsHEopj5w6hfU+cJP755uAf7Xlxe5GBxER4Epgi1+jU0op1SqnGpDHgDkishuY476PiGSJyPzGJ4nICuBtYJaI5InIRe5fvS4im4HNQBrwSFCjV0op5cwoLGNMCTDLw+PZwK1N7k9t5vUzAxedUkopb+hMdKWUUj4RY4zTMQSNiBQDB7x8ehpwJIDhhALdx8ig+xgZQnkf+xpjzhjGelY1IG0hItnGmCyn4wgk3cfIoPsYGcJxH/UUllJKKZ9oA6KUUson2oA073mnAwgC3cfIoPsYGcJuH/UaiFJKKZ9oD0QppZRPtAFRSinlE21APBCRi0Vkp4jsEZHmil2FNRHJEZHN7oqO2U7H4w8i8pKIHBaRLU0e86r6ZbhoZh8fFpFDTSp0XupkjO0hIr1FZKmIbBeRrSJyr/vxiHkfW9jHsHsf9RrIaUQkGtiFzdGVB6wFvmOM2eZoYH4mIjlAljEmVCcutZmITAOOA68aY0a6H3scKDXGPOY+GOhqjGk2/X+oa2YfHwaOG2P+6GRs/uBOlNrTGLNeRDoD67AJU28mQt7HFvbxOsLsfdQeyJkmAnuMMfuMMbXAP7AVFFWIM8YsB0pPe3getuol7tsrgxqUnzWzjxHDGFNgjFnv/rkC2A5kEEHvYwv7GHa0ATlTBpDb5H4eYfrmtsIAn4rIOhG53elgAsgf1S/Dwd3uCp0vhfPpnaZEpB8wDlhNhL6Pp+0jhNn7qA3ImcTDY5F4nu8CY8x44BLgLvepERWengMGAmOBAuC/nQ2n/USkE7AQuM8YU+50PIHgYR/D7n3UBuRMeUDvJvczgXyHYgkYY0y++/Yw8C721F0kKmpSgKzN1S/DgTGmyBjTYIxxAS8Q5u+liMRgv1hfN8a84344ot5HT/sYju+jNiBnWgsMFpH+IhILfBtbQTFiiEii++IdIpIIzCVyqzq2q/plOGj8YnW7ijB+L91VRl8Ethtj/tTkVxHzPja3j+H4PuooLA/cw+eeBKKBl4wxjzockl+JyABsrwNsUbE3ImEfReTvwAxsWuwi4NfAe8BbQB/gIHCtMSZsL0I3s48zsKc9DJAD3NF4vSDciMgUYAW22qjL/fAvsNcIIuJ9bGEfv0OYvY/agCillPKJnsJSSinlE21AlFJK+UQbEKWUUj7RBkQppZRPtAFRSinlE21AlFJK+UQbEKW8JCKpTVJtF56WentVALZ3s4gUi8h8H1//B3ecP/V3bEqBnUSmlPKCMaYEO9ErmCnU3zTG3O3LC40xPxORE/4OSKlG2gNRyg9E5Lj7doaIfCEib4nILhF5TERuEJE17gJeA93P6yYiC0VkrXu5wItt3Cwi74jIIndhpcfdj0eLyMsissW9jfsDu7dKWdoDUcr/xgDDsHU79gHzjTET3ZXn7gHuA54CnjDGfCkifYBP3K9pzVhs+u8aYKeIPI1NbZ7RpMBUsr93SClPtAFRyv/WNuYwEpG9wKfuxzcDF7p/ng0Mt3n1AOgiIp3dBYZa8rkx5ph73duAvsBWYIC7MfmoyfaUCihtQJTyv5omP7ua3Hdx8jMXBUw2xlS1Y90NQAdjzFERGQNcBNyFLY16S5ujVqqN9BqIUs74FPjfi+MiMtbXFYlIGhBljFkI/AoY3/7wlGqd9kCUcsaPgP8RkU3Yz+Fy4Ac+risDWCAijQeED/khPqVapenclQpRInIzkOXrMF73Oh4mOMON1VlIT2EpFbqqgEvaM5EQ+B6gc0FUQGgPRCmllE+0B6KUUson2oAopZTyiTYgSimlfKINiFJKKZ/8f1QxfiwygbUqAAAAAElFTkSuQmCC\n", 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" ] @@ -650,23 +495,34 @@ "fig, ax = plt.subplots(1,1, sharex=True)\n", "ax.set_xlabel(\"Time [ns]\")\n", "ax.set_ylabel(\"Amplitude [au]\")\n", - "ax.set_title(\"Beacon delays [ns] $\\pm$ $k*{}$\\n{} == {}\".format(1/f_beacon/ns, beacon_time_delays/ns, None))\n", + "ax.set_title(\"Beacon delays [ns] $\\pm$ $k*{}$\\n{}\".format(1/f_beacon/ns, abs_beacon_time_delays/ns))\n", + "\n", + "\n", + "\n", "\n", "for i, _ in enumerate(beacons):\n", - " l = ax.plot(time/ns, beacons[i], label=\"ch {}\".format(i), ls ='--', alpha=0.5)\n", - " \n", - " print(i, beacon_phase_delays[i], )\n", - "\n", - " if True:\n", - " corrected_beacon = sin_delay(f_beacon, beacon_time, phase=beacon_phase_delays[i], t_delay=0)\n", - " else:\n", - " corrected_beacon = sin_delay(f_beacon, beacon_time, t_delay=beacon_time_delays[i], phase=0)\n", - " \n", - " ax.plot(beacon_time/ns, 2*beacon_amplitude*corrected_beacon, label='ch {} corrected'.format(i), color=l[0].get_color())\n", + " l = ax.plot(\n", + " time/ns, beacons[i],\n", + " label=\"ch {}\".format(i), \n", + " ls ='--', \n", + " alpha=0.5\n", + " )\n", " \n", " # indicate start of uncorrected beacons\n", - " ax.axvline(phase2time((2*np.pi+beacon_time_delays[i])%2*np.pi, f_beacon)/ns, color=l[0].get_color())\n", - "\n", + " ax.axvline(\n", + " beacon_time_delays[i]/ns,\n", + " color=l[0].get_color(),\n", + " ls = '--'\n", + " )\n", + " \n", + " ax.plot(\n", + " (time-beacon_time_delays[i])/ns,\n", + " beacons[i],\n", + " label='ch {} corrected'.format(i),\n", + " color=l[0].get_color(),\n", + " ls=(5*i+2, (20, 20))\n", + " )\n", + " \n", "ax.legend(ncol=2)\n", "ax.margins(y=0.3)\n", "if True:\n", @@ -689,7 +545,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -718,14 +574,19 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 12, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Beacon Impuls delays: $[-454.90261624 -921.11496603]$ns\n" + "ename": "NameError", + "evalue": "name 'find_best_lag' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 4\u001b[0m impulse_beacon_phase_delays[i] = find_beacon_impulse_phase_delay(\n\u001b[1;32m 5\u001b[0m \u001b[0mbeacon_samplerate\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf_beacon\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mref_beacon\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mimpulses\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 7\u001b[0m )\n\u001b[1;32m 8\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m\u001b[0m in \u001b[0;36mfind_beacon_impulse_phase_delay\u001b[0;34m(samplerate, f_beacon, reference_beacon, impulse, **lag_kwargs)\u001b[0m\n\u001b[1;32m 17\u001b[0m \"\"\"\n\u001b[1;32m 18\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 19\u001b[0;31m \u001b[0mcalc_lag\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfind_best_lag\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreference_beacon\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mimpulse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mlag_kwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 20\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 21\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpi\u001b[0m\u001b[0;34m*\u001b[0m \u001b[0mf_beacon\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mcalc_lag\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0msamplerate\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'find_best_lag' is not defined" ] } ], @@ -743,22 +604,9 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Make a figure showing the corrected beacons\n", "fig, axes = plt.subplots(len(impulses),1, sharex=True)\n",