{ "cells": [ { "cell_type": "markdown", "id": "3fcb1d18-6d1b-4bc4-8366-3dfd4c5b4bf3", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "# Single Bragg Pulse Dataset Matching" ] }, { "cell_type": "markdown", "id": "e9ffebfa-502e-4b03-b68a-f4a5dd915b81", "metadata": {}, "source": [ "I recorded a single Bragg pulse dataset back in January 2024. It fits well to my Bragg pulse model. This is an updated version of the analysis that uses the up to date `mwave` library.\n", "\n", "The outline of this notebook is as follows:\n", "1. The ARTIQ code used to set the two photon detuning is used to determine the two photon detuning in recoil frequencies.\n", "2. The Bragg pulse profiles were recorded on a photodiode. These traces are examined to determine the relationship between the function generator voltage and the effective Rabi frequency.\n", "3. The same Bragg pulse profiles are used to create a model of the effective Rabi frequency's time dependence, including the pedistal that the Bragg pulses sit on top of.\n", "4. The model describing the single Bragg pulse is discussed:\n", " - Transverse cloud and beam spread\n", " - Cloud velocity spread\n", "5. Finally the model is used to compute the expected single Bragg pulse behavior. This is compared to the experiment.\n", "\n", "Note each section's code is independent of the other sections--you need not run all sections if you are only interested in the results from one of them." ] }, { "cell_type": "markdown", "id": "1160632b-4a9e-4f54-ab1b-63a776190541", "metadata": {}, "source": [ "### Matching experiment and simulation detuning\n", "\n", "The following lines taken from ARTIQ show how the detuning between the two Bragg beam components are set in the experiment\n", "```python\n", "IFY_freq_bragg_offset_kHz 32.0\n", "MOT_freq_dual_freq_MHz 180.0\n", "h_over_m_factor 1\n", "\n", "# Recoil frequency computed in linear frequency\n", "self.model.wre_kHz = self.model.h_over_m_factor * 2.0*np.pi/1000.0 * self.model.hbar_Js / 2.0 / self.model.m_Cs_kg * (self.model.tisaph_freq_Hz / self.model.c_m_s)**2\n", "\n", "# Computation of df_bragg_order\n", "SCI_down = True\n", "df_bragg_order = 2.0*self.model.IFY_n_bragg_order_num*self.model.wre_kHz*1000.0\n", "if SCI_down == False:\n", " df_bragg_order = -df_bragg_order\n", "\n", "# Setting of DDS\n", "self.mot.dds_dual_frequency.set(self.model.MOT_freq_dual_freq_MHz*1000000.0-2.0*(self.model.IFY_freq_bragg_offset_kHz*1000.0 - df_bragg_order), amplitude = self.model.MOT_pwr_dual_freq_amplitude)\n", "```\n", "Lets walk through each non-trivial line here:\n", "\n", "The variable `self.model.wre_kHz` is the linear recoil frequency computed for a laser blue detuned from the F=3$\\to$F'=4 transition by 6675MHz. The expression for this quantity is equivalent to what I calculated in my Bragg diffraction notes\n", "$$f_\\text{recoil}=\\frac{\\pi\\hbar f_\\text{laser}^2}{mc^2}$$\n", "\n", "The variable `df_bragg_order` is meant to represent the frequency difference needed between the two Bragg beam components to drive a particular Bragg order. It is defined incorrectly in ARTIQ. ARTIQ defines it as\n", "$$f_\\delta=2nf_\\text{recoil}\\qquad\\text{incorrect!}$$\n", "By deriving the Bragg diffraction condition you would find\n", "$$f_\\delta=\\omega_1-\\omega_2=4(n_0+n_f)f_\\text{recoil}$$\n", "So ARTIQ is missing a factor of two. This is compensated for in the next line where the DDS is actually set.\n", "\n", "The dual frequency DDS which drives the AOM responsible for generating the diffraction arm beam (as opposed to the gravity ramp beam) is set to the following frequency in the ARTIQ code\n", "```python\n", "self.model.MOT_freq_dual_freq_MHz*1000000.0-2.0*(self.model.IFY_freq_bragg_offset_kHz*1000.0 - df_bragg_order)\n", "```\n", "The first term brings the DDS to the center frequency of the AOM. The factor of $-2$ fixes the error caused previously by the incorrect definition of `df_bragg_order`. The line also provides an offset `IFY_freq_bragg_offset_kHz` which is used to account for frequency offsets caused by the Doppler shift of the atoms. We typically set `IFY_freq_bragg_offset_kHz=32`, which seems to bring the Bragg diffraction pulses into resonance. When we scan the Bragg two photon detuning in ARTIQ we are changing `IFY_freq_bragg_offset_kHz`.\n", "\n", "Now that we have decoded what is going on in ARTIQ it is time to determine the exact conversion between a particular value of `IFY_freq_bragg_offset_kHz` and $f_\\delta$ in units of the angular recoil frequency." ] }, { "cell_type": "markdown", "id": "91bdb946-aed9-4566-a072-058432c383f9", "metadata": {}, "source": [ "Let $f_\\text{exp}$ represent the value of `IFY_freq_bragg_offset_kHz` used for a given RID in the [Bragg detuning scan dataset](https://www.notion.so/bragg-dataset-2-61bf64c820f6478d89da3b22e27c9509?pvs=4#235e07fb910e492eadabfc3e611f222b). `IFY_freq_bragg_offset_kHz=32` the Bragg pulses are resonant with first order Bragg, which means that $f_\\text{exp}=32$ results in $f_\\delta=4f_\\text{recoil}$. So it must be that\n", "$$f_\\delta=4f_\\text{recoil}+2*(32-f_\\text{exp})\\times1000$$\n", "where the factor of 1000 converts the frequeny from kHz to Hz. Finally we convert units where $1=\\omega_\\text{recoil}$ via $\\delta=2\\pi f_\\delta/\\omega_\\text{recoil}$." ] }, { "cell_type": "code", "execution_count": 1, "id": "41405c58-f76d-4aeb-b7c3-f11743048225", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "hbar = 1.05457e-34 # J*s\n", "m_Cs = 2.20694650e-25 # kg\n", "c = 2.99792458e8 # m/s\n", "f_laser = 351.72571850e12 + 5.170855370625e9 + 12.815e6 + 6675e6 # Hz\n", "f_recoil = np.pi*hbar*(f_laser)**2/(m_Cs*(c**2))\n", "omega_recoil = 2*np.pi*f_recoil\n", "delta_conversion_fnc = lambda f_exp: (4*f_recoil + 2*(32 - f_exp)*1000)/f_recoil" ] }, { "cell_type": "markdown", "id": "98e8d644-d4ee-44fc-abec-32a865aa118f", "metadata": {}, "source": [ "Or written out without all of this calculation" ] }, { "cell_type": "code", "execution_count": 2, "id": "d42d5c07-ad90-4d5b-b20a-be808237253b", "metadata": {}, "outputs": [], "source": [ "delta_conversion_fnc = lambda f_exp: 4+2*(32 - f_exp)*1000/2066.4724020963313" ] }, { "cell_type": "markdown", "id": "8936d54f-0eea-41d7-a1b3-351ffddd3bc8", "metadata": {}, "source": [ "In the above dataset the detuning is defined as the negative of this." ] }, { "cell_type": "markdown", "id": "73d8b7da-6db5-4247-ae72-9120c8fc43e5", "metadata": {}, "source": [ "### Matching Bragg amplitude to experiment\n", "\n", "Via the scope trace dataset I took [here](https://www.notion.so/bragg-dataset-2-61bf64c820f6478d89da3b22e27c9509?pvs=4#cc665d63d1254f8d8abe8e9758424d09) I can relate the function generator Bragg amplitude to the pit photodiode voltage. Using [my measurements of the beam power before the chamber and the photodiode voltage](https://www.notion.so/Interferometry-beam-power-calibration-1d9a2d697f25470d94367df9b40caffc?pvs=4) I can determine the relationship between the pit photodiode voltage and the beam intensity (since I also know the beam size). By computing the effective Rabi frequency from the beam intensity I can relate the pit photodiode voltage to the beam intensity. Putting this all togeather will relate the function generator amplitude to the Rabi frequency." ] }, { "cell_type": "markdown", "id": "26039b49-4824-4057-ac00-61a7cde400fb", "metadata": {}, "source": [ "#### Relating function generator amplitude to beam power\n", "\n", "First lets load and plot a trace" ] }, { "cell_type": "code", "execution_count": 3, "id": "e35b17f0-836d-4851-b486-7cf6ca0da0bb", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from matplotlib import pyplot as plt\n", "import h5py\n", "\n", "with h5py.File('single_bragg_dataset.h5', 'r') as f:\n", " xdata = f['bragg_averaged_with_pulse_traces/scope_t'][()]\n", " ydata = f['bragg_averaged_with_pulse_traces/scope_trace'][()]\n", " amps = f['bragg_averaged_with_pulse_traces/bragg_amplitudes_mV'][()]*1000\n", "\n", "x = xdata[0,0,0,:]\n", "y = ydata[0,0,0,:]\n", "\n", "plt.plot(x,y)\n", "plt.xlabel('time [s]')\n", "plt.ylabel('photodiode voltage [V]')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "e2dacbf6-56e8-4cf4-b01f-257767bad8a8", "metadata": {}, "source": [ "Now lets try fitting this trace" ] }, { "cell_type": "code", "execution_count": 4, "id": "e22ac794-b432-4064-b53b-737c654d17a9", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/0k/8rf6137x12n9xmg_yll_84gw0000gn/T/ipykernel_1723/3053467051.py:11: OptimizeWarning: Covariance of the parameters could not be estimated\n", " popt, pcov = curve_fit(gauss_trunc, x, y, p0)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "[ 2.64505997e-01 4.02090770e-05 2.00000002e-04 1.29103779e-01\n", " -9.73104882e-03 6.05226787e-02]\n" ] } ], "source": [ "from scipy.optimize import curve_fit\n", "\n", "# Define fit function\n", "def gauss_trunc(t, amp, sig, tau, t0, baseline, offset):\n", " y = amp*np.exp(-np.square(t-t0)/(2*(sig**2))) + offset\n", " y[np.abs(t - t0) > tau] = baseline\n", " return y\n", "\n", "# Perform fit\n", "p0 = [0.3, 40e-6, 5*40e-6, np.mean(x), -0.02, 0.07]\n", "popt, pcov = curve_fit(gauss_trunc, x, y, p0)\n", "\n", "# Plot\n", "plt.plot(x, y, label='data')\n", "plt.plot(x, gauss_trunc(x, *p0), label='guess')\n", "plt.plot(x, gauss_trunc(x, *popt), label='fit')\n", "plt.xlabel('time [s]')\n", "plt.ylabel('photodiode voltage [V]')\n", "plt.legend()\n", "plt.show()\n", "\n", "print(popt)" ] }, { "cell_type": "markdown", "id": "32e0c378-e741-428e-93e1-bd3456eea177", "metadata": {}, "source": [ "First of all, it looks like the Gaussian isn't truncated how I expected from ARTIQ. Second of all there is a pretty large pedistal at low powers. This might have an effect at lower Bragg amplitudes.\n", "\n", "Now lets fit all of the measured scope traces." ] }, { "cell_type": "code", "execution_count": 5, "id": "dbb5b921-683c-4188-8648-a9f81a699671", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/0k/8rf6137x12n9xmg_yll_84gw0000gn/T/ipykernel_1723/3559232809.py:12: OptimizeWarning: Covariance of the parameters could not be estimated\n", " popt, pcov = curve_fit(gauss_trunc, x, y, p0)\n" ] } ], "source": [ "measured_amp_V = []\n", "measured_offset_V = []\n", "\n", "for i in range(len(amps)):\n", "\n", " # Get data for this amplitude\n", " x = xdata[i,0,0,:]\n", " y = ydata[i,0,0,:]\n", " \n", " # Perform fit\n", " p0 = [0.3, 40e-6, 5*40e-6, np.mean(x), -0.02, 0.07]\n", " popt, pcov = curve_fit(gauss_trunc, x, y, p0)\n", "\n", " # Save fit offset and amplitude\n", " measured_amp_V.append(popt[0])\n", " measured_offset_V.append(popt[5])\n", "\n", "measured_amp_V = np.array(measured_amp_V)\n", "measured_offset_V = np.array(measured_offset_V)" ] }, { "cell_type": "markdown", "id": "b289e0f1-a648-4cc8-b06f-6d849c76e1a8", "metadata": {}, "source": [ "Now lets fit the relationship between the maximum measured photodiode amplitude in volts (including the offset) and the function generator amplitude." ] }, { "cell_type": "code", "execution_count": 6, "id": "60a95e30-92eb-4b44-ab8b-2f97c008dbcb", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "y=mx+b\n", "m=5.298e-03 V [photodiode]/mV [func gen]\n", "b=4.703e-02 V [photodiode]\n" ] } ], "source": [ "from scipy.stats import linregress\n", "\n", "# Perform linear regression\n", "res = linregress(amps, measured_amp_V+measured_offset_V)\n", "\n", "# Plot\n", "plt.plot(amps, measured_amp_V + measured_offset_V, label='data')\n", "plt.plot(amps, res.intercept + res.slope*amps, label='fit')\n", "plt.xlabel('function generator voltage [mV]')\n", "plt.ylabel('voltage on photodiode at gaussian peak [V]')\n", "plt.legend()\n", "plt.show()\n", "\n", "# Print result\n", "print('y=mx+b\\nm=%0.3e V [photodiode]/mV [func gen]\\nb=%0.3e V [photodiode]' % (res.slope, res.intercept))" ] }, { "cell_type": "markdown", "id": "cbece641-1822-45b8-81f8-1e096a4d1364", "metadata": {}, "source": [ "#### Relating beam power to photodiode voltage\n", "In [this lab note](https://www.notion.so/Interferometry-beam-power-calibration-1d9a2d697f25470d94367df9b40caffc?pvs=4) I recorded that the photodiode voltage is related to beam power $P$ via 46.38mW/V." ] }, { "attachments": { "b48452b2-893e-4234-9c3a-b138da1c232f.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "5edf26b0-fb65-4d27-9b1e-96bf31debdfb", "metadata": {}, "source": [ "#### Relating $I$ to $\\Omega$\n", "\n", "Next lets relate the local intensity $I$ to the Rabi frequency $\\Omega$. Here I am using code from `aisim/raman_transition_magic_wavelength.nb` to compute the relationship between $I$ and $\\Omega$:\n", "\n", "![Screenshot 2024-02-06 at 1.35.48 PM.png](attachment:b48452b2-893e-4234-9c3a-b138da1c232f.png)\n", "\n", "Great, we see $\\Omega=0.000937888I$, where $I$ is measured in mW/cm$^2$ and $\\Omega$ is measured in Megahertz." ] }, { "cell_type": "markdown", "id": "cef84ebe-84c5-42b9-bfb3-a9cfeb86dfc9", "metadata": {}, "source": [ "#### Relating beam power to $I$\n", "First lets relate the pit photodiode voltage to the center beam intensity. The beam intensity has a Gaussian profile. Integrating over this profile gives us a power\n", "$$P=\\int_{-\\infty}^\\infty\\int_{-\\infty}^\\infty I_0\\exp\\left(-2\\frac{x^2+y^2}{w_0^2}\\right)\\mathrm{d}x=\\pi I_0w_0^2/2$$" ] }, { "cell_type": "markdown", "id": "ff9c11fd-752e-4390-a58e-164080173f92", "metadata": {}, "source": [ "#### Putting this all togeather" ] }, { "cell_type": "markdown", "id": "85dbde1e-7f22-41a4-ba0c-6b54f8b40db9", "metadata": {}, "source": [ "Let $V_p$ be the photodiode voltage in V and $V_f$ be the function generator voltage in mV. [Above](#Relating-function-generator-amplitude-to-beam-power) we found that\n", "$$V_p=4.7\\times10^{-2} + 5.3\\times10^{-3}V_f$$" ] }, { "cell_type": "markdown", "id": "42b03c63-0219-4bb0-a788-48f86c33db6b", "metadata": {}, "source": [ "We know from [here](#Relating-beam-power-to-photodiode-voltage) that the photodiode voltage is related to beam power via $P=46.38V_p$, where $P$ is in mW. We also found that $I_0=2P/\\pi w_0^2$" ] }, { "cell_type": "markdown", "id": "ed7e3aba-80c3-44b9-a1d6-912533239ebd", "metadata": {}, "source": [ "Finally we can relate the central beam intensity to the Rabi frequency in MHz via $\\Omega^\\mathrm{eff}_0=0.000937888I_0$." ] }, { "cell_type": "markdown", "id": "5837c3ab-92ba-41f0-b771-7474e2df9e28", "metadata": {}, "source": [ "Plugging these all in we find\n", "$$\\Omega^\\mathrm{eff}_0=\\frac{0.00130155}{w_0^2} + \\frac{0.00014677 V_f}{w_0^2}$$\n", "where $w_0$ is in cm. For the collimator we currently use $w_0=0.767$cm. So\n", "$$\\Omega^\\mathrm{eff}_0=0.00221243+0.000249486V_f$$\n", "Converting $\\Omega^\\mathrm{eff}_0$ into units of $\\omega_\\mathrm{r}$ we find\n", "$$\\Omega^\\mathrm{eff}_0=0.170435+0.0192192V_f$$" ] }, { "cell_type": "markdown", "id": "f216c14a-af80-467b-99d4-2685c4860478", "metadata": {}, "source": [ "How does this match up to the experiment? In section [Comparison of Bragg power, detuning scan with simulation comparison 2](#Experiment-and-simulation-comparison-2) I perform the following conversion on the function generator amplitudes to get the experimental data to line up with the simulated data\n", "```python\n", "# Align bragg amplitude\n", "bragg_amplitudes_aligned = (bragg_amplitudes + 6)/26\n", "```\n", "Note that\n", "$$1/26\\approx0.0384\\approx2\\times0.0192192$$\n", "$$6/26=0.231=2\\times0.115$$\n", "So aside from what seems to be a factor of two error somewhere, my calcuation seems to agree well with what I found from my manual fit attempt." ] }, { "cell_type": "markdown", "id": "b45b3761-7250-4082-894f-5f361a34b16d", "metadata": {}, "source": [ "### Modeling the Bragg pulse profile in time\n", "\n", "Above we saw that there is a large pedistal on the Bragg pulse. We need to include this pedistal in the model to replicate our experimental data. To do this I will make a model that can describe the pulses recorded by the pit photodiode." ] }, { "cell_type": "code", "execution_count": 7, "id": "a9a4f59c-f78f-4e0a-8788-31802005057f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define fit function\n", "def gauss_trunc(t, amp, sig, tstart, tend, t0, baseline, offset):\n", " y = amp*np.exp(-np.square(t-t0)/(2*(sig**2))) + offset\n", " y[t < tstart] = baseline\n", " y[t > tend] = baseline\n", " return y\n", "\n", "# Perform fit\n", "p0 = [0.3, 40e-6, 0.12888, 0.1293, np.mean(x), -0.02, 0.07]\n", "popt, pcov = curve_fit(gauss_trunc, x, y, p0, method='trf')\n", "\n", "# Plot\n", "plt.plot(x, y, label='data')\n", "plt.plot(x, gauss_trunc(x, *p0), label='guess')\n", "plt.plot(x, gauss_trunc(x, *popt), label='fit')\n", "plt.legend()\n", "plt.xlabel('time [s]')\n", "plt.ylabel('photodiode voltage [V]')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "92b06759-99f2-42da-894e-f1337a47984b", "metadata": {}, "source": [ "For some reason this isn't fitting the pedistal start and end times. Let me sweep over those and see which one has the lowest sum of residuals" ] }, { "cell_type": "code", "execution_count": 8, "id": "f492a158-fe93-4829-9a88-bbeca04c736f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best value for tstart is 0.12890\n", "Best value for tend is 0.12925\n" ] } ], "source": [ "fnc = lambda *x: gauss_trunc(x[0], popt[0], popt[1], x[1], x[2], popt[4], popt[5], popt[6])\n", "\n", "# Compute residuals scanning tstart, remember tstart that results in smallest residual\n", "tstarts = np.linspace(0.1288, 0.1289)\n", "min_resid = np.sum(np.abs(y - fnc(x, tstarts[0], 0.1293)))\n", "min_resid_idx = 0\n", "for i in range(len(tstarts)):\n", "\n", " resid = np.sum(np.abs(y - fnc(x, tstarts[i], 0.1293)))\n", " if resid < min_resid:\n", " min_resid = resid\n", " min_resid_idx = i\n", "\n", "print(\"Best value for tstart is %0.5f\" % tstarts[min_resid_idx])\n", "tstart = tstarts[min_resid_idx]\n", "\n", "# Do the same but for tend\n", "tends = np.linspace(0.12925, 0.12935)\n", "min_resid = np.sum(np.abs(y - fnc(x, tstart, tends[0])))\n", "min_resid_idx = 0\n", "for i in range(len(tends)):\n", "\n", " resid = np.sum(np.abs(y - fnc(x, tstart, tends[i])))\n", " if resid < min_resid:\n", " min_resid = resid\n", " min_resid_idx = i\n", "\n", "print(\"Best value for tend is %0.5f\" % tends[min_resid_idx])\n", "tend = tends[min_resid_idx]" ] }, { "cell_type": "markdown", "id": "06a5c41e-5bb2-4456-9fb8-53f4f4234302", "metadata": {}, "source": [ "Now lets fit the trace again" ] }, { "cell_type": "code", "execution_count": 9, "id": "10bb13ed-d62a-4025-9920-fce54fe4cf45", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define fit function\n", "def gauss_trunc(t, amp, sig, t0, baseline, offset):\n", " tstart, tend = 0.12889, 0.12930\n", " y = amp*np.exp(-np.square(t-t0)/(2*(sig**2))) + offset\n", " y[t < tstart] = baseline\n", " y[t > tend] = baseline\n", " return y\n", "\n", "# Perform fit\n", "p0 = [0.3, 40e-6, np.mean(x), -0.02, 0.07]\n", "popt, pcov = curve_fit(gauss_trunc, x, y, p0)\n", "\n", "# Plot\n", "plt.plot(x, y, label='data')\n", "plt.plot(x, gauss_trunc(x, *p0), label='guess')\n", "plt.plot(x, gauss_trunc(x, *popt), label='fit')\n", "plt.legend()\n", "plt.xlabel('time [s]')\n", "plt.ylabel('photodiode voltage [V]')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "20e62e1c-18fb-4be6-82b5-b9c40820a7a0", "metadata": {}, "source": [ "That looks good. Lets scan this over all recorded photodiode traces and see how the model holds up." ] }, { "cell_type": "code", "execution_count": 10, "id": "f04eff5b-f5e9-4e5d-84f5-f02fa983303d", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "98f709a00cef4d0781f402463ddf54fe", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(IntSlider(value=0, description='i', max=39), Output()), _dom_classes=('widget-interact',…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "bb98d9e1ea2c4943b78f62b974338881", "version_major": 2, "version_minor": 0 }, "image/png": 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XXuLo0aOEhYUxY8YMvvnmG3PrT4UKFe7YgpLXrN9vv/3Wogspexc2kGOGoaZpHDt2zJw07Nu3jyNHjvDVV18xaNAgc7m8uvQK634KU0HqXbJkCUOHDs3XdU0Jpsm5c+dITk62aAU8cuQIgHmSSXBwMHv27KFTp063naldtWpVVFXl+PHjFq1+t/4bNM0QNhgM+fqZurq60r9/f/r3709aWhq9evXi3XffZezYsTg5OeUZ02+//UZqaiq//vqrRYtrfrvt89uqunDhQvNM77CwMD7//HMOHjxIaGiouczWrVvN799OWFgYGzZsQFVVi4kgW7duxcXFxZxYxcXFAeRYoFnTNAwGAxkZGfmKPTfLly/nySefpFevXuaZ+nlxdXWlZcuW5terV6/G2dk53y20QtiCLAMjSjW9Xk/nzp1Zvny5RddoXFwc3333HW3atClw92VKSoq5K8okODgYd3d3c7dVZGQkHh4evPfee6Snp+e4RvalTkxJx607OLRu3ZqIiAjz49YEcNGiRRazXn/88UfOnz/PAw88YL53sEx2NE3jww8/tOr9FKaC1GsaA5ifx60yMjL47LPPzK/T0tL47LPP8PX1pUmTJgD069ePs2fPMn/+/Bzn37hxg+TkZADzz3/27NkWZWbNmmXxWq/X07t3b5YtW8Z///1323u7fPmyxXsODg6EhoaiaZr555LXv6Pc/h0kJiaycOHCHHXmJr8/08jISPM5Dz30EPb29nz66afmY5qmMXfuXCpVqkSrVq3Mx8+fP8+hQ4cs/vv26dOHuLg4fvrpJ/OxS5cu8cMPP9C9e3fz+EBTIrh48WKLmH/99VeSk5Np1KhRvu7xVuvXr2fAgAG0a9eOb7/9Nsds5NvZvHkzP/30E8OGDbtt17oQtiYtgKLUe+edd1i1ahVt2rThmWeewc7Ojs8++4zU1FSmTZtW4OsdOXKETp060a9fP0JDQ7Gzs+Pnn38mLi7OvOyEh4cHc+bM4fHHH6dx48YMGDAAX19fYmNj+eOPP2jdujUff/wxgDnBGD16NJGRkej1+nwtX1GuXDnatGnD0KFDiYuLY9asWYSEhDB8+HAAateuTXBwMC+//DJnz57Fw8ODZcuW5RgLWNj3U5gKUu+9jgGcOnUqMTEx1KxZkyVLlrB7927mzZuHvb09AI8//jhLly7l6aefZs2aNbRu3RqDwcChQ4dYunQpK1eupGnTpoSFhTFw4EA+/fRTEhMTadWqFVFRURw7dixHvVOmTGHNmjWEh4czfPhwQkNDuXLlCtHR0axevdrcMt25c2f8/f1p3bo1fn5+HDx4kI8//phu3bqZJwKZ/h29+eabDBgwAHt7e7p3707nzp1xcHCge/fuPPXUU1y/fp358+dToUKFXLtZb3U3Lb6VK1fmhRde4P333yc9PZ1mzZrxyy+/sGHDBr799luLrv+xY8fy1VdfcfLkSXNra58+fWjRogVDhw7lwIED+Pj48Omnn2IwGCy6vLt3707dunWZOHEip06dMk8C+fjjjwkICGDYsGEWcb3zzjsA5jUkv/76azZu3Ahg7uI9deoUPXr0QFEU+vTpY7FcEhi75U2t7KdOnaJfv3706NEDf39/9u/fz9y5c2nQoAHvvfdegX9uQhQpm8w9FqKIRUdHa5GRkZqbm5vm4uKidezYUdu8ebP5/YIsA3Pp0iXt2Wef1WrXrq25urpqnp6eWnh4uLZ06dIc9a5Zs0aLjIzUPD09NScnJy04OFgbMmSItmPHDnOZjIwM7bnnntN8fX01RVHuuCSMKabvv/9eGzt2rFahQgXN2dlZ69atm3lpF5MDBw5oERERmpubm+bj46MNHz5c27Nnj8WyHYV9PwVZBmb79u253tuty3Pkp9671b59e61u3brajh07tJYtW2pOTk5a1apVtY8//jhH2bS0NG3q1Kla3bp1NUdHR83b21tr0qSJNmHCBC0xMdFc7saNG9ro0aO18uXLa66urlr37t2106dP57oTSFxcnPbss89qgYGBmr29vebv76916tRJmzdvnrnMZ599prVr104rX7685ujoqAUHB2uvvPKKRZ2apmmTJk3SKlWqpOl0OoslYX799VetQYMGmpOTkxYUFKRNnTpVW7BgQY5lYwpzKziDwaC99957WtWqVTUHBwetbt262jfffJOj3ODBg3NdvubKlSvasGHDtPLly2suLi5a+/btc/x7MZV78cUXtZo1a2qOjo6aj4+PNmDAAO3EiRM5ypKPpYFM/wbzemT/73flyhXtoYce0vz9/TUHBwetWrVq2muvvZZjWRghiiNF024ZDCOEEGVIhw4duHTpUq7dsEIIUVrJGEAhhBBCiDJGEkAhhBBCiDJGEkAhhBBCiDJGxgAKIYQQQpQx0gIohBBCCFHGSAIohBBCCFHGSAIohBBCCFHGSAIohLCazZs38/bbb+fYnsz0Xps2bXBxccHf35/Ro0dz/fr1Qqs7ISGBESNG4Ovri6urKx07diQ6Ojpf527bto1nnnmGJk2aYG9vn+c+u6dPn2bChAk0b94cb29vfHx86NChA6tXr861vGlHGhcXF7y9venTp4/FFoUmS5Ys4bHHHqNGjRooikKHDh3yjDU1NZXXXnuNihUr4uzsTHh4eJ77PQshhIkkgEIIq9m8eTMTJkzIkQDu3r2bTp06kZKSwsyZM3nyySeZN28effv2LZR6VVWlW7dufPfdd4waNYpp06Zx8eJFOnTowNGjR+94/p9//snnn3+Ooig59mDObvny5UydOpWQkBDeeecd3nrrLa5du8b999+fY6/d33//nS5dupCamsqUKVN46aWXWLduHW3atMmxl/KcOXNYvnw5gYGBeHt73zbWIUOGMHPmTB599FE+/PBD9Ho9Xbt2NW9xJoQQubLtRiRCiNLs/fffz3WbrwceeEALCAiw2Mps/vz5GqCtXLnynutdsmRJji38Ll68qHl5eWkDBw684/kXLlzQUlJSNE3TtGeffTbP7fn+++8/LT4+3uLYzZs3tdq1a2uVK1e2OB4aGqqFhIRoqamp5mO7d+/WdDqdNmbMGIuysbGxmsFg0DRN0+rWrZvn9mxbt27NsYXhjRs3tODgYK1ly5Z3vE8hRNklLYBCCKt4++23eeWVVwCoVq0aiqKgKAp79+5l1apVPPbYY3h4eJjLDxo0CDc3N5YuXXrPdf/444/4+fnRq1cv8zFfX1/69evH8uXLSU1Nve35fn5+ODs737GeunXr4uPjY3HM0dGRrl27cubMGa5duwbAlStXOHDgAA8//DAODg7msg0bNqROnTosXrzY4hqBgYHodHf+eP7xxx/R6/WMGDHCfMzJyYlhw4axZcsWTp8+fcdrCCHKJjtbByCEKJ169erFkSNH+P777/nggw/MidK1a9fIyMigadOmFuUdHBwICwtj165d5mPp6ekkJibmq75y5cqZk6Zdu3bRuHHjHElU8+bNmTdvHkeOHKF+/fr3cnu3deHCBVxcXHBxcQEwJ5y5JZUuLi7s37+fCxcu4O/vX6B6du3aRc2aNS0SaTDeJxi72gMDA+/mFoQQpZy0AAohrKJBgwY0btwYgJ49e/LYY4/x2GOPcf78eQACAgJynBMQEMC5c+fMrzdt2oSvr2++HrGxsebzzp8/n+f1AYs6CtuxY8f46aef6N27N3q9HjC2KHp5ebFp0yaLspcvX+bAgQMAnD17tsB12fI+hRAlm7QACiGK1I0bNwBjV+mtnJyczO+DsYs0vzNas7ee3bhxI8/rZ4+hsKWkpNC3b1+cnZ2ZMmWK+bhOp+Opp55i6tSpjB07lieeeIKkpCReffVV0tLS7jomW92nEKLkkwRQCFGkTN2guY3Du3nzpkU3qbe3NxEREXdVR17Xzx5DYTIYDAwYMIADBw7w119/UbFiRYv3J06cyKVLl5g2bZo5OezcuTPDhg1j7ty5uLm5FbhOW9ynEKJ0kARQCFGkTN2Tpq7g7M6fP2+ROKWlpXHlypV8XdfX19fc5RoQEJDn9YEcyVlhGD58OL///jvffvst9913X473HRwc+Pzzz3n33Xc5cuQIfn5+1KxZk0ceeQSdTkdISEiB6wwICMi169ia9ymEKB0kARRCWE1uCyjXq1cPOzs7duzYQb9+/czH09LS2L17t8WxzZs307Fjx3zVdfLkSYKCggAICwtjw4YNqKpqMRFk69atuLi4ULNmzbu8o9y98sorLFy4kFmzZjFw4MDblvXz88PPzw8wthquXbuW8PDwu2oBDAsLY82aNSQlJVlMBNm6dav5fSGEyI0kgEIIq3F1dQWwWAja09OTiIgIvvnmG9566y3c3d0B+Prrr7l+/brFYtB3OwawT58+/Pjjj/z000/06dMHgEuXLvHDDz/QvXt3i3Fzx48fByA4OPiu7vH9999n+vTpvPHGGzz//PMFOnf69OmcP3+ejz766K7q7tOnD9OnT2fevHm8/PLLgLFrfeHChYSHh8sMYCFEnhRN0zRbByGEKJ22b99O8+bN6dq1KwMGDMDe3p7u3btz+PBhWrVqRWhoKCNGjODMmTPMmDGDdu3asXLlynuu12Aw0KZNG/777z9eeeUVfHx8+PTTT4mNjWX79u3UqlXLXNbUaph9S7ZTp07x9ddfA8YdPLZu3cqkSZMAqFq1Ko8//jgAP//8M7169aJGjRqMGzcuRxz333+/ubXvm2++YdmyZbRr1w43NzdWr17N0qVLefLJJ5k/f77FeevXr2f9+vUAfPTRR7i4uDBs2DAA2rVrR7t27cxl+/Xrx88//8yLL75ISEgIX331Fdu2bSMqKsqinBBCWLD1StRCiNJt0qRJWqVKlTSdTmexK8iGDRu0Vq1aaU5OTpqvr6/27LPPaklJSYVW75UrV7Rhw4Zp5cuX11xcXLT27dtr27dvz1GuatWqWtWqVS2OrVmzRgNyfWTflWP8+PF5lgO0NWvWmMtu3bpVa9eunebt7a05OTlpDRs21ObOnaupqpojpttdd/z48RZlb9y4ob388suav7+/5ujoqDVr1kxbsWLFvfzohBBlgLQACiGEEEKUMbIQtBBCCCFEGSMJoBBCCCFEGSMJoBBCCCFEGSMJoBBCCCFEGSMJoBBCCCFEGSMJoBBCCCFEGSMJoBBCCCFEGSNbwd0DVVU5d+4c7u7uue55KoQQQojiR9M0rl27RsWKFS32Cy9LJAG8B+fOnZO9NoUQQogS6vTp01SuXNnWYdiEJID3wLSJ/enTp/Hw8LBxNEKIwlJvfP72I25SxZudsVcB+G9CpDVDEkIUoqSkJAIDA81/x8siSQDvganb18PDQxJAIUqJH3eeQefokq+yu+JSzWXlM0CIkqcsD98qmx3fQgiRh5d/2GPrEIQQwuokARRCCCGEKGOkC1gIUaZpmsaS7adpXNWb2Mspd32dDUfj+W3PObrWD6B1iA/2evl+LYQovhRN0zRbB1FSJSUl4enpSWJiooz/EaKE+mTNMd5fefg2JTTqKLFUV85jQMchLZAYLeC21xzaOojx3esWbqCizNE0jYyMDAwGg61DKXH0ej12dnZ5jvGTv9/SAiiEKOPyTv40eug286Ldj1TTxVm8s1utzrSMAWxW6+V65sJNMZIAinuSlpbG+fPnSUm5+1bpss7FxYWAgAAcHBxsHUqxJAmgEELcwoWbTLP/jAf1WwG4oTmwT6uGPQbqKScJ053gO4f3+CyjG9MyBmBAb+OIRWmiqionT55Er9dTsWJFHBwcyvRs1YLSNI20tDTi4+M5efIkNWrUKLOLPd+OJIBCCJGNCzdZ6DCNcN0h0jU9szMe5gtDV1JwAqAcSbxgt4xBdqt4yu4PfJREXkl/GvWWOXWtp/zDzH4NCa9e3ha3IUqwtLQ0VFUlMDAQF5f8LUkkLDk7O2Nvb8+pU6dIS0vDycnJ1iEVO5ISCyHKrNQMy7FVOlQ+tf+QcN0hkjRnBqT9j48MvczJH8AVPBiXMZTn0kaRoenord/I/+y+yXHtswk36D/vX6vfgyi9pNXq3sjP7/bkpyOEKLNunQL3gt2PdNDv4YbmwKC0sezUauV57m9qK15IfxaAJ+xW0FO30ZqhCiFEoZIEUAhRJl1JTmPP6QTz6+bKQUbb/QLA6+lPslsLueM1fldbMjujJwDv2C+gEvFWiFSIkq9Dhw688MILtg5DZCMJoBCizLl2M53Gk1aZu2gdSWOy/ecALM7owHK1Tb6vNSujD1vV2rgpN3nP/gvAslnxv7OJhRa3EGXB2rVrURSFhIQEW4dSqkkCKIQoc45evG7x+hm7XwnWnSdO8+K9jEcLdC0VHa+nD+emZk97/V4e1FmO+/t519l7jlcIIQqbJIBCiDKtAlcZof8dgLfTB5OEa55lZ/UPy/X4SS2ATzIeAuA1u8U4kG5+T5W19kUZk5yczKBBg3BzcyMgIIAZM2ZYvP/111/TtGlT3N3d8ff355FHHuHixYsAxMTE0LFjRwC8vb1RFIUhQ4YAsGLFCtq0aYOXlxfly5fnwQcf5Pjx40V6b6WJJIBCiDIl/loqLy/dY379gt0ynJU0dqg1+UttfttzNfJO5uYbunFB8yZQF8/j+r+zzpH8TxQCTdNIScuwyaOgG4a98sorrFu3juXLl/P333+zdu1aoqOjze+np6czadIk9uzZwy+//EJMTIw5yQsMDGTZsmUAHD58mPPnz/Phhx8CxsRyzJgx7Nixg6ioKHQ6HQ8//DCqqhbOD7mMkXUAhRBlyks/7OHEpWQAqinn6adfC8CU9AHA3S+2exNHZmT05X37eTxrt5zvDJ24gRPHbuluFuJu3Eg3EDpupU3qPjAxEheH/KUL169f54svvuCbb76hU6dOAHz11VdUrlzZXOaJJ54wP69evTqzZ8+mWbNmXL9+HTc3N8qVKwdAhQoV8PLyMpft3bu3RV0LFizA19eXAwcOUK9e7rvyiLxJC6AQokzZn21SxlP637BTVKIMjdih1c61/OyBjYio48eGVzve8drLDO04qfpRTrnOQP0awDjbWIiy4vjx46SlpREeHm4+Vq5cOWrVylpSaefOnXTv3p0qVarg7u5O+/btAYiNjb3ttY8ePcrAgQOpXr06Hh4eBAUF5es8kTtpARRClBk30gxczkzIKnCVh/XGtftM4/dy06NhRXo0rAjAjlNXzMddHPSkpFkuJK2iY66hB1N18xlu9wffGCK4nJzKzXQDTvayXZy4e872eg5MjLRZ3YUlOTmZyMhIIiMj+fbbb/H19SU2NpbIyEjS0m7/Zal79+5UrVqV+fPnU7FiRVRVpV69enc8T+ROEkAhRJkw8bcDLNh00vx6qN0KHJUMtqs1idZq5usa+mw7C+SWAAL8bGjDC3bLCFCu0FO/kaVJHan91gp2vXU/3q6yKb24O4qi5Lsb1paCg4Oxt7dn69atVKlSBYCrV69y5MgR2rdvz6FDh7h8+TJTpkwhMDAQgB07dlhcw8HB+HtiMGT9fl2+fJnDhw8zf/582rZtC8DGjbL4+r2QLmAhRJmQPflz5QaP6lcD8FlG9xxlI+v6UaWcC18MbmpxvHOoHw0qezK0dRCfD25GlXI592lNw54FGV0AGKL/G9O6gKsOxhXWrQhRbLm5uTFs2DBeeeUV/vnnH/777z+GDBli3patSpUqODg48NFHH3HixAl+/fVXJk2aZHGNqlWroigKv//+O/Hx8Vy/fh1vb2/Kly/PvHnzOHbsGP/88w9jxoyxxS2WGsX/64QQQhSyHvrNeCg3OK4GEKU2Mh+f3rchfZpUzvM8J3s9v47KWiR6/S3jAoNe/wOApYYOvGT3A6G6UzRWjhKt1cROd/cTTIQoSd5//32uX79O9+7dcXd356WXXiIx0Tj21tfXly+//JI33niD2bNn07hxY6ZPn06PHj3M51eqVIkJEybw+uuvM3ToUAYNGsSXX37J4sWLGT16NPXq1aNWrVrMnj2bDh062OguSz5FK+j8bmGWlJSEp6cniYmJeHh42DocIcRtmJIzgN8c3qC+LoZJ6Y/yhaGb+fi0Pg3o1zSwUOqYZvcZ/ezW8YuhFS+kj6KipxObx3a662uLsuPmzZucPHmSatWq4eTkZOtwSqzb/Rzl77d0AQshyoDse/7WV05QXxdDqmbHMkM7i3LBvnkvAp0fnWpXMD9fZLgfgK66rfiQyLnEm/d0bSGEKEySAAohSr2zCTfMzx/RRwHwl9qcBNwBqBPgwaz+YTSpWu6e6pnZL4yJD9UF4D+tOrvVYBwUAz31MlhdCFG8SAIohCj1TKPvXLlBD/1mAL7LyOqO/XN0G3o2qnTP9Xi62DOoZZD59Q8G4/pmvfXrAQ1N0wq8q4IQQliDJIBCiFIt8UY6I781bkPVWbcDVyWVE6o/27It/Kwo1pmg8ZuhBamaHXV0pwlVTlFt7J/0+2wLqipJoBDCtiQBFEKUat9uPWV+/lBm699yQ2vuZdu3/ErCjdVqYwB66zcAsD3mKqevpli9biGEuJ0SlQB+8sknBAUF4eTkRHh4ONu2bcuz7E8//UTTpk3x8vLC1dWVsLAwvv76a4symqYxbtw4AgICcHZ2JiIigqNHj1r7NoQQRSjDYGxtK08ibXT7APhFbW1+/8/RbQu9zpOTu5qfmyaaPKTfhB0ZAEgvsBDC1kpMArhkyRLGjBnD+PHjiY6OpmHDhkRGRnLx4sVcy5crV44333yTLVu2sHfvXoYOHcrQoUNZuTJrM+1p06Yxe/Zs5s6dy9atW3F1dSUyMpKbN2W2nhClQWJKOjNXHQGgm/5f7BSV3WowpzR/q9abvUt5vdqAeM0DHyWJNrr/AHj9p71kGFSrxiCEELdTYhLAmTNnMnz4cIYOHUpoaChz587FxcWFBQsW5Fq+Q4cOPPzww9SpU4fg4GCef/55GjRoYN46RtM0Zs2axf/+9z8eeughGjRowKJFizh37hy//PJLEd6ZEMJahi/K2mKqp34TAMsNrSzKeDhbdz38DOxYYWgOwAM6Y6/FvyeuMG/DCavWK4QQt1MiEsC0tDR27txJRESE+ZhOpyMiIoItW7bc8XxN04iKiuLw4cO0a2fsjjl58iQXLlywuKanpyfh4eF5XjM1NZWkpCSLhxCi+NoWcwWAQCWOxrpjGDSF3w0tLcpU9s65nVthaFLV2/z8TzUcgM76HeZu4FUHZGs4IYTtlIgE8NKlSxgMBvz8/CyO+/n5ceHChTzPS0xMxM3NDQcHB7p168ZHH33E/fcbF2c1nVeQa06ePBlPT0/zw7SRtRCieOui2w7AFjWUeLyKpM5a/u7m51vVOsRrHngr12ml2w8UxRQUIYqepmmMGDGCcuXKoSgKXl5evPDCC7YOS+SiRCSAd8vd3Z3du3ezfft23n33XcaMGcPatWvv+npjx44lMTHR/Dh9+nThBSuEsJpIvbEreKXarMjqzD7RQ0XHSoOx7q66rQBExyYUWSxCFJUVK1bw5Zdf8vvvv3P+/HmOHDnCpEmTzO8HBQUxa9Ys2wUozEpEAujj44NerycuzrLLJC4uDn//vAdz63Q6QkJCCAsL46WXXqJPnz5MnjwZwHxeQa7p6OiIh4eHxUMIUTxdTU4DwJcEGivG2f1/G5palAmvdm87f9zOYy2qWLz+Q20BGJNRUzewEKXN8ePHCQgIoFWrVvj7+1OhQgXc3d3vfKIociUiAXRwcKBJkyZERUWZj6mqSlRUFC1btrzNmZZUVSU1NRWAatWq4e/vb3HNpKQktm7dWqBrCiGKJzWzCe5+/U50isZuNZg4ylG3ogeHJnVh97j7+W54C6vVX7eiJ7veup894zoDsE2tzWXNHW/lOi10B61WrxC2MmTIEJ577jliY2NRFIWgoCA6dOhg7gLu0KEDp06d4sUXX0RRFKstwC7yx7rT3wrRmDFjGDx4ME2bNqV58+bMmjWL5ORkhg4dCsCgQYOoVKmSuYVv8uTJNG3alODgYFJTU/nzzz/5+uuvmTNnDmBcpuGFF17gnXfeoUaNGlSrVo233nqLihUr0rNnT1vdphCiECTdTOfjNccA6JI589bUBVvL3x0nez1O9nqrx+Ht6mB+bkDP34amDLRbQ4RuJxvV+izdcZp+TWUsscgHTYN0Gy0gbu8C+UjWPvzwQ4KDg5k3bx7bt29Hr9fTt29f8/s//fQTDRs2ZMSIEQwfPtyaEYt8KDEJYP/+/YmPj2fcuHFcuHCBsLAwVqxYYZ7EERsbi06X1aCZnJzMM888w5kzZ3B2dqZ27dp888039O/f31zm1VdfJTk5mREjRpCQkECbNm1YsWIFTk5ORX5/QojC0+OjjcRcTsGDZFrqDgCwUjV2/1b0dLZZXFFqYwayhgh9NG9nDObVH/fSLKgc1XxcbRaTKCHSU+C9irap+41z4HDnf6Oenp64u7uj1+tzHUpVrlw59Ho97u7utx2+JYpGiUkAAUaNGsWoUaNyfe/WyR3vvPMO77zzzm2vpygKEydOZOLEiYUVohCiGIi5bGwp6ajbhb1i4IhaiROa8Y/nMx2DbRbXRrUeNzV7KiuXqKWc5rBWhX1nEyUBFEIUuRKVAAohREHcr48G4O/M1r8ZfRvi4mC7j72bOLJJrUcn/S466aI5bKiCJvvCifywdzG2xNmqblHqSAIohCiV9Bhoq9sLwD+GRgAUh1TrH7URnfS7iNBH86mhJ88v3s2Zqzd4tmOIrUMTxZmi5KsbtrhzcHDAYDDYOgxBCZkFLIQQBdVIOYqnksJVzY3dmjG5ahbkfYezrCOiTtaC81GZyWiYcpzyJALw/srDNolLiKIWFBTE+vXrOXv2LJcuXbJ1OGWaJIBCiFKpg34PAOvVBqjo+PbJcKqWt00LypzHGvPn6LY0DyrHBcrznxqETtHoqN9tk3iEsJWJEycSExNDcHAwvr6+tg6nTJMEUAhRqvxzyLi4e0fdbgDWGhoC0CzIeos+34m9XkdoRQ+8XOwB42xggE66aHOZDINqk9iEKEwvvPACMTEx5tdr16612PmjRYsW7Nmzh5s3b8r4VxuTBFAIUWp8/M9RnvhyBxW4Sl3dKVRNYb3aAAC9zvaLzvq6OwKwxhAGQGvdfvQYx0OFvPmXrcISQpRBkgAKIUqN6X8fAaB9ZvfvXq0al/EEikcCOK57KAB7teokaK54KCk0VI7bOCohRFkkCaAQotTpYOr+VcNsGsetHO2Mu4+o6Nio1gOgnX6vLUMSQpRRkgAKIUqFU5eTAbAjg7a6/wBYm9nVWhyZuqbb6vaZj91Ik+UxhBBFQxJAIUSp8OjnWwEIU47hoaRwRXNjr1YdACf74vNR17aGDwAbDfWBzHi5DsAnmfsXCyGEtRWfT0UhhLgHZ67eAKCN3tj6t1Gtj5r5Ebf+1Y42i+tWcx5rQqfaFTiHD8fUiugVjVaZ+xXHZLZiCgHILNl7JD+/25MEUAhRqrTO7P7dlDnGDqCCu5OtwsnBzdGOjrUrAFndwO0ydyyRP1cCwN7euFxQSkqKjSMp2Uw/P9PPU1iSreCEEKWGCzcJy5xVu0mta+No8uZgl9kyqdbnCVYYJ4JkaJIBCgD0ej1eXl5cvHgRABcXFxTF9rPYSwpN00hJSeHixYt4eXmh1+ttHVKxJAmgEKLUaK47iL1iIFb15YxWwdbh5KlHw4q8+uNetqp1SNXsqKxcoppyAaho69BEMeHv7w9gTgJFwXl5eZl/jiInSQCFEKVGG51p/F+9O5S0LSd7Y4vEDZzYodaitX4/bXT7uEwjG0cmigtFUQgICKBChQqkp6fbOpwSx97eXlr+7kASQCFEiZeQkgYYd9YA2FzME8DsNqt1aa3fT0vdAZ7Zd4GxP+1lcq8Gtg5LFBN6vV4SGWEVMglECFHihU1cRXkSqaOLBYxJlYlp2ZXiaotq3B2khe4ACirfbzvN0bhrNo5KCFHaSQugEKJUaJm5lMpBtQpX8OCdnvVQFHiwfvEcV7fp9fsYsmAbey9WJ1lzpJxyndrKaQ5qVYlLSqWGn7utQxRClGLSAiiEKBVa3zL+77EWVXk0vCqeLsVzCYhKXs6sGtOeDOzYodYCspJYTaYDCyGsTBJAIUSJtnz3WSD7+n/Fd/mXvJi6gU0J4ONfbOPYRekGFkJYjySAQogS7fnFu6msXKSKLp50Tc82tQ7ta/raOqwCMY1ZDNcdRIcKwLjl+20ZkhCilJMEUAhR4plazvZowaTgRIdaJSsB3K8FkaQ546GkEKrEAGBQpRtYCGE9kgAKIUqsm+kGAMJ1hwD4V60DgK6E7ZpgQM82tTaQfRygEEJYjySAQogSa+oKY+IXrhwEMCdRgeWcbRbT3TKNA2yVuZahZIBCCGuSBFAIUWL9uvscFblEoC6eDE3HTrUmAB1rFd9t4PLyb+Y4wGa6w9iRITOBhRBWJQmgEKLE0oBmmd2//2lBJOPMc/eFoJSwLmCAA1oVEjRX3JSb1FdOokn+J4SwIkkAhRAl1pXkNMJ1xu7frZnj/0oqDZ35HsJ1B9lx6irTVx62cVRCiNJKEkAhRIlmmgBiGv9X0tr+Jj2UtW7htswFoZvpjInfx2uO2SQmIUTpJwmgEKLE8iWBYN15VE1he2byVNI83jKIja91BGBbZgtgU91hlMz1AIUQwhpkL2AhRImiaRpbTlxm7eF48/i/Q1oVknCzcWR3r7K3CwAHtKpc15zwVFKopZzhkFaFDIOKnV6+qwshCpd8qgghSpTVBy/yyPytzFt/guaZCeDWzO5fAD9PJ1uFds8M6IlWawBZk1ueX7LbhhEJIUorSQCFECVK1ME48/NbJ4B0axBAv6aBNonrXn36aGMAc1e2Kbn9Y+95m8UkhCi9pAtYCFGimFZ48eQ6dXSnAWPSFDOlmw2junctq5cHYLtmbM00TgTRKHnTWoQQJYG0AAohShhjQmRqITumVuQynrYMqFDodMb72qWGkKbp8VeuEqhctHFUQojSShJAIUSJlDX+r2Sv/2eiz0wAU3Fgn1YdgOaKrAMohLAOSQCFECWKqQs4twkgJZkuW0/vdtXUDXzIRtEIIUo7SQCFECXGxaSbXL6eigs3qavEAFkLQJd0umzb15mSWlOSuyv2qk1iEkKUXpIACiFKhKSb6TR/L4qV++NoqDuOnaJyRvPhAuVtHVqh0GdrAtyp1kTVFKrrLuBLAg9/upn/zibaMDohRGkjCaAQokQ4GZ9sft5YOQpgXjOvNLDX6xjZIZiBzQNJwpXDmnE5m6aZ28L9sU+WgxFCFJ4SlQB+8sknBAUF4eTkRHh4ONu2bcuz7Pz582nbti3e3t54e3sTERGRo/yQIUNQFMXi0aVLF2vfhhDiHjXRHQGMLWUATvYl6qMsT691qc3kXg2ArH2BTd3AqqrZLC4hROlTYj41lyxZwpgxYxg/fjzR0dE0bNiQyMhILl7MfZmEtWvXMnDgQNasWcOWLVsIDAykc+fOnD171qJcly5dOH/+vPnx/fffF8XtCCHukoJKY52xBXBnKWoBvFXWRBBjC+Bn60+gaZIECiEKR4lJAGfOnMnw4cMZOnQooaGhzJ07FxcXFxYsWJBr+W+//ZZnnnmGsLAwateuzeeff46qqkRFRVmUc3R0xN/f3/zw9vYuitsRQhSQaY5EdeU8XkoyNzQHDmlVAKjl72HDyKzDNLmljnIKV24A8O+JK7YMSQhRipSIBDAtLY2dO3cSERFhPqbT6YiIiGDLli35ukZKSgrp6emUK1fO4vjatWupUKECtWrVYuTIkVy+fLlQYxdCFC5T9+8eLZiMzM2MqpZzsWVIVnERb06rvugVjYa64wAkpKTZOCohRGlRIhLAS5cuYTAY8PPzszju5+fHhQsX8nWN1157jYoVK1okkV26dGHRokVERUUxdepU1q1bxwMPPIDBYMj1GqmpqSQlJVk8hBBFq4mSs/tXKaW7pe3UjPfYVDli40iEEKVNiUgA79WUKVNYvHgxP//8M05OTubjAwYMoEePHtSvX5+ePXvy+++/s337dtauXZvrdSZPnoynp6f5ERhYMjedF6Ik2prZ/XnrBBAAFwe9TWKyNtM9mu555LfRtgxHCFGKlIgE0MfHB71eT1xcnMXxuLg4/P39b3vu9OnTmTJlCn///TcNGjS4bdnq1avj4+PDsWPHcn1/7NixJCYmmh+nT58u2I0IIe7a9L8P48U1QnTnAOOeuQB1Ajx48f6atzu1xFn0RHMAojMTwEa6oyiotgxJCFHKlIgE0MHBgSZNmlhM4DBN6GjZsmWe502bNo1JkyaxYsUKmjZtesd6zpw5w+XLlwkICMj1fUdHRzw8PCweQoiiodcpNNIZv5wdVwO4igcxU7rx1/NtqeDudIezS5Z2NX2JmdKNQ1ogyZojHsoNaihn73yiEELkU4lIAAHGjBnD/Pnz+eqrrzh48CAjR44kOTmZoUOHAjBo0CDGjh1rLj916lTeeustFixYQFBQEBcuXODChQtcv34dgOvXr/PKK6/w77//EhMTQ1RUFA899BAhISFERkba5B6FELm7mW4gJc2Qa/dvaWZAb27pNN27EEIUhhKTAPbv35/p06czbtw4wsLC2L17NytWrDBPDImNjeX8+ayV8ufMmUNaWhp9+vQhICDA/Jg+fToAer2evXv30qNHD2rWrMmwYcNo0qQJGzZswNHR0Sb3KITI3bz1J4BsE0C0spEAQta9NpUEUAhRiOxsHUBBjBo1ilGjRuX63q0TN2JiYm57LWdnZ1auXFlIkQkhrGn/uUTsyDAvh7JTrcFnjzexcVTW9/tzbXj/kz0ANJaZwEKIQlRiWgCFEGVbbSUWFyWVRM2F41pF6lXytHVIVlevkqe5C7iaLo7yJNo4IiFEaSEJoBCiWNty/DIr98fRJHP7t2i1Bho69KV18b9bJOHKYbUyAI11R/lua6yNIxJClAaSAAohirWB8/8Fcq7/5+dRdsbqZq0HeJQ3ft5n42iEEKWBJIBCiBKhsS5rAkjPsIooZaQFELIngIdtHIkQorSQBFAIUWytPmBc/N2fy1RWLmHQFPaowWUq+YOsLeEaKCdxIJ2og3Es3XGa1Izct60UQog7KVGzgIUQZcuTi3YAWa1/B7WqpOBEnQB3W4ZVpNrW8GHDUY3LmjvllWvUVWIY9pU9AGeu3mBMKdsFRQhRNKQFUAhR7Jm7f1VjS9iQVtVsGU6RmtU/DFDM28I1zrYe4Loj8bYJSghR4kkCKIQo9pqYE0BjEuRgV3Y+usq7GSe7mJJf089CCCHuRdn5FBVClEiOpFFXOQlAdBnaAeRWO9TsO4Jotg1GCFHiSQIohCiWNM2Y5NRXTuCgGIjTvDij+dg4KtvZp1UnTdNTQUmgsiJdv0KIeyMJoBCiWFIzG7ksu3/L1uxfk/f7NCAVB/ZrxrGPTWRbOCHEPZIEUAhRLJ2Ivw5kXwC6hi3DsSm9zpj4yjhAIURhkQRQCFEs3f/BekAzzwDeVYYTwHKuDkD2BaGlBVAIcW8kARRCFFtVlTh8lCRSNTv+y+z+XP9KRxtHVfTa1/SlZfXy5gSwthKLKzdsHJUQoiSTBFAIUWyZxrrt06qThj0xU7pRpbyLjaMqeoqi8P2IFlzEm9OqL3pFo6HuuK3DEkKUYJIACiGKHUPmDJAmtywALSA6c1u4JsoR9pxOIOpgnI0jEkKURIW6FVy5cuUKVF5RFKKjo6latWphhiGEKOHWHLoIZO16Ea3WZNyDobYMqdjYqdbgIf1mY3JsgGFf7SBmSjdbhyWEKGEKNQFMSEhg1qxZeHp63rGspmk888wzGAyymbkQwtKNdAPupFBLOQNAtFqDua2DbBtUMbHTvCXcURRUNOnIEULchUJNAAEGDBhAhQoV8lX2ueeeK+zqhRClwNaTlwnTHUOnaJxSKxCPF4pSNtcAvNUhrQopmiMeSgohyjmOapVtHZIQogQq1K+OqqrmO/kDuHbtGtWrVy/MEIQQJdz+c4l8829s1vp/ZXj7t9wY0LNbDQayloO5eO2mLUMSQpRAhd538Pvvv6OqamFfVghRRqw6YJzU0FgxTgCJVmvg6qC3ZUjFjikpNs2S3n82yZbhCCFKoEJPAHv27ElgYCBvvvkmx44dK+zLCyFKOb2ioEOlkc74+bFTrcn+iV1sHFXxYpoVbVok2zRrWggh8qvQE8CTJ0/y1FNPsXjxYmrVqkX79u35+uuvuXFDFi0VQtzZ1ZR0aipncFducF1z4rAWaOuQih3TrijBuvN4k8T0vw/bOCIhRElT6AlgYGAg48aN4/jx46xevZqgoCBGjhxJQEAATz/9NNu3by/sKoUQpciCTSfNY9t2qSGoMsvVrGMtXwASceOoWgkwtgIeunDNlmEJIUogq36yduzYka+++orz58/z/vvvs2/fPlq0aEHDhg2tWa0QooQzr/+n1aS2v7uNoyk+Pn20ifm5qRvYtFi2EEIURJF8tXZ3d6dTp0507NgRLy8vDhw4UBTVCiFKEIOqkXQzHYAmStYOILUkATRzdtBT3dcVyJoIYhoHqGkyDlAIkX9WTQBv3LjBokWL6NChAzVq1GDx4sWMGTOGmJgYa1YrhCiB+n+2hQZv/40PiQTp4lA1hd1qCK6Ohb5caYnm7mQPGGdHAzRUjmNHBsMX7bRlWEKIEsYqn6z//vsvCxYsYOnSpaSlpdGrVy9Wr15Nx44drVGdEKIU2HHqKpDV/XtEq0wSrrzcuZYtwyp2ZvRtSMTMdZzQAriqueGtXKeOEsvqg5IoCyHyr9A/MUJDQzl8+DCNGjVi8uTJPPLII/naGk4IIQAaZy7/YmrhKufqYMtwip2QCm7ETOnGhqPxRC+qQSf9LprojrDPIIvqCyHyr9C7gCMiIoiOjmbHjh2MHDlSkj8hRIGYWgBNe96K3OkVxZwkm2dNx161ZUhCiBKk0BPA2bNnyyxfIcRdsSeDhsoJAHZqNWwcTfFWyduZaM1yQeiHP91sy5CEECVIoSaAjRs35urV/H8DbdOmDWfPni3MEIQQJVhdJQZHJZ3Lmjsxmj9fD2tu65CKrYpezuxRg8nQdFRSLhPAZVuHJIQoQQp1DODu3bvZs2cP5cqVy3f51NTUwgxBCFGCmboyo9WagELzavn7LCmLdIpCCk4c1KpQX4mhse4of6jlbR2WEKKEKPRJIJ06dcr3elSKohR29UKIEmjp9tNA9gTQ2LWpl8+IPOkyfzQ71ZrU18XQRHeEP9QWzFx1hDH3y/hJIcTtFWoCePLkyQKfU7ly5cIMQQhRAr26bC+g0TQzAdyROQFEr5MEMC+mL9DRak2G8Ld58szsqKOSAAoh7qhQE8CqVasW5uWEEGVIZeUSFZQE0jU9ezXjkibSS3B7Jyd3pc3YeADqKqdwIpWbONo4KiFESSC7rAshbCbDoJq7fxsrxhas/VoQqcjaf/mhKApn8eGC5o29YqBB5gxqIYS4E0kAhRA28/3205ndv+To/m1X09dmcZUsCjvN6wEetXEsQoiSQhJAIYTN7Ii5Yn7eJNsC0FXLuzCrf5iNoip5ojOT5saSAAoh8kk2jxRC2JwrN6itxALGBHDbK7JveEHsNCeAR4D8rcIghCjbrNoCmJCQwOeff87YsWO5csX4TT86OvquF3/+5JNPCAoKwsnJifDwcLZt25Zn2fnz59O2bVu8vb3x9vYmIiIiR3lN0xg3bhwBAQE4OzsTERHB0aPyDVqIomKa4tFQdxy9onFG8+Ei3jaNqSTarwWRqtlTXrlGkHKBq8lptg5JCFHMWS0B3Lt3LzVr1mTq1KlMnz6dhIQEAH766SfGjh1b4OstWbKEMWPGMH78eKKjo2nYsCGRkZFcvHgx1/Jr165l4MCBrFmzhi1bthAYGEjnzp0tks9p06Yxe/Zs5s6dy9atW3F1dSUyMpKbN2/e1T0LIQrGNMu3qWI5/k8UTDp27MmcOd1EOcpby/+zcURCiOLOagngmDFjGDJkCEePHsXJycl8vGvXrqxfv77A15s5cybDhw9n6NChhIaGMnfuXFxcXFiwYEGu5b/99lueeeYZwsLCqF27Np9//jmqqhIVFQUYW/9mzZrF//73Px566CEaNGjAokWLOHfuHL/88std3bMQ4u5kH/8n7o5pHGAT3RFupBlsHI0QorizWgK4fft2nnrqqRzHK1WqxIULFwp0rbS0NHbu3ElERIT5mE6nIyIigi1btuTrGikpKaSnp5u3qTt58iQXLlywuKanpyfh4eF5XjM1NZWkpCSLhxDi7uyKvcrB80koqDTKnLwQLQngXTPNBG6sO0rUoYscu3jNxhEJIYozqyWAjo6OuSZIR44cwde3YMs7XLp0CYPBgJ+fn8VxPz+/fCeTr732GhUrVjQnfKbzCnLNyZMn4+npaX4EBgYW6D6EEEbnE2/w8KebOXThGjWUs3goN0jWHDmkye/U3TJtn1dTOYMHyUTMLHhPixCi7LBaAtijRw8mTpxIeno6YBzrExsby2uvvUbv3r2tVW2upkyZwuLFi/n5558tuqMLauzYsSQmJpofp0+fLsQohSg7Tl5KNj83df/uUkMwoKdfU9kesiC+H96Cip5OXMaTGNUPnaIRpjtm67CEEMWc1RLAGTNmcP36dSpUqMCNGzdo3749ISEhuLu78+677xboWj4+Puj1euLi4iyOx8XF4e/vf9tzp0+fzpQpU/j7779p0KCB+bjpvIJc09HREQ8PD4uHEOLemBaA3qnVxMfNkWl9Gto4opKlZXB5/nm5AwA7NVkQWgiRP1ZLAD09PVm1ahW//fYbs2fPZtSoUfz555+sW7cOV1fXAl3LwcGBJk2amCdwAOYJHS1btszzvGnTpjFp0iRWrFhB06ZNLd6rVq0a/v7+FtdMSkpi69att72mEOLeKWTt8WvaAk7G/90784LQmT/T1AyZDCKEyJ3VF4Ju06YNbdq0uefrjBkzhsGDB9O0aVOaN2/OrFmzSE5OZujQoQAMGjSISpUqMXnyZACmTp3KuHHj+O677wgKCjKP63Nzc8PNzQ1FUXjhhRd45513qFGjBtWqVeOtt96iYsWK9OzZ857jFULcWXkSqaaLQ9UUdqkhvBpRw9YhlUgOeuN3edMs6ka6Y+hQ+XHnGR4Nr2rL0IQQxZTVEsDZs2fnelxRFJycnAgJCaFdu3bo9fp8Xa9///7Ex8czbtw4Lly4QFhYGCtWrDBP4oiNjUWny2rQnDNnDmlpafTp08fiOuPHj+ftt98G4NVXXyU5OZkRI0aQkJBAmzZtWLFixT2NExRC5J9p67IjWmWScOWxFpKs3A2dTmHPuM40mriCa5oz7soNaimnSUmta+vQhBDFlNUSwA8++ID4+HhSUlLw9jau7H/16lVcXFxwc3Pj4sWLVK9enTVr1uR7Nu2oUaMYNWpUru+tXbvW4nVMTMwdr6coChMnTmTixIn5ql8IUThMS5SYJoCYZrCKu+fpYo+Kjl1qCO30+2iiO8KhC625kWbA2SF/X7SFEGWH1cYAvvfeezRr1oyjR49y+fJlLl++zJEjRwgPD+fDDz8kNjYWf39/XnzxRWuFIIQohjYcjeet5fsBWQDaGqIzJ4I00h1lWfQZes3ZbOOIhBDFkdVaAP/3v/+xbNkygoODzcdCQkKYPn06vXv35sSJE0ybNq3Il4QRQtjW8t3nAHAgnQbKSSBr9qq4N70aVWLnnswdQRRj9/rB87JgvRAiJ6u1AJ4/f56MjIwcxzMyMswTMipWrMi1a7JavRBliWn+b10lBkclnUuaBzHa7ZdzEvkTWtGD3WoIqqYQpIvDh0RbhySEKKaslgB27NiRp556il27dpmP7dq1i5EjR3LfffcBsG/fPqpVq2atEIQQxZBpEWjL8X/Kbc4QBXENFw5rxsW0G2f+jIUQ4lZWSwC/+OILypUrR5MmTXB0dMTR0ZGmTZtSrlw5vvjiC8C4JMuMGTOsFYIQohjaceoqIOP/rEFRjIm0eT3AzFnWpy4n53mOEKJsstoYQH9/f1atWsWhQ4c4csT4QV+rVi1q1aplLtOxY0drVS+EKNY0mukOA7AjM1l5/YHatgyoVNBlNqTuVGvwKFHmJDs5VRaEFkJYsvpC0LVr16Z2bflgF0Jkqa6cx0dJIlWzZ59WHQBXWarknpk60ndqxqS6gXISB9JJM6i2C0oIUSxZNQE8c+YMv/76K7GxsaSlpVm8N3PmTGtWLYQohr7fFgtgbv3brQWThj0ADnZWG5FSZpjW+zul+XFJ88BHSaKuEkPPTzYRM6WbjaMTQhQnVksAo6Ki6NGjB9WrV+fQoUPUq1ePmJgYNE2jcePG1qpWCFGMvfHzPgCa6w4BsE3N6h14KKySTWIqTR4Kq8Rry/YBCrvUGtyv30kT3RF2GWSZHSGEJat95R47diwvv/wy+/btw8nJiWXLlnH69Gnat29P3759rVWtEKIY0zTj/zdTjAngdtU4Jrh/00Cc7KUL+F452evNLX3bM8dWmpJtIYTIzmoJ4MGDBxk0aBAAdnZ23LhxAzc3NyZOnMjUqVOtVa0Qopjad8a4Jp0fV6iii8egKeYt4DQ0W4ZWKm1T6wDG7nYFlZeW7mHvmQTbBiWEKDaslgC6urqax/0FBARw/Phx83uXLl2yVrVCiGKq+8cbgawWqQNaVa7jAkCL6uVtFldp9Z8WRIrmiLdynRDlHMuiz9Dj4022DksIUUxYLQFs0aIFGzcaP/C7du3KSy+9xLvvvssTTzxBixYtrFWtEKKYM00A2a7WpnEVLz55pDE9Zfxfodr2RicysGNnZgtruO6gjSMSQhQ3VksAZ86cSXh4OAATJkygU6dOLFmyhKCgIPNC0EKIsqdZtgkgYYHedGsQgE4nO4EUpgoeTkDWJBsZByiEuJXVZgFXr17d/NzV1ZW5c+daqyohRDF3LuEGAB5cp5ZyBoAdai162DKoMsA0DtCYAGqAwpS/Dsmi20II67UAVq9encuXL+c4npCQYJEcCiFKvzFLdwPQVHcEnaJxXA3gEp62DaqUax1S3rjOoqbHX7lKFeUiAHPXHb/DmUKIssBqCWBMTAwGQ87th1JTUzl79qy1qhVCFEP6zC7e5ubxf7VuV1wUgm+fbEEqDuzRggEZByiEsFToXcC//vqr+fnKlSvx9Mz6lm8wGIiKiiIoKKiwqxVCFFPLdp5h0zFjb4Bp/N8OTRLAorJNrU0z3RGaKYf5gQ4AXE1Ow9vVwbaBCSFsqtATwJ49ewKgKAqDBw+2eM/e3p6goCBmzJhR2NUKIYqhcwk3eOmHPQA4kkZ95QSQNTmhdoC7zWIrK7apdXiWXy0mgoz8dieLR7S0YVRCCFsr9ARQVY2bjlerVo3t27fj4+NT2FUIIUqI+Gup5ueNdMdwUAzEaV7EahUA6N24sq1CKxM+fbQxr36bgkFTCNLF4ccV4ijHvyeu2Do0IYSNWW0M4MmTJyX5E0KYZW3/VhswjgnUy/IvVtW1fgDXceGAVhWQ5WCEEFkKtQVw9uzZ+S47evTowqxaCFHMmRaA3iYTQIrcNrUO9XUxNNcd4je1la3DEUIUA4WaAH7wwQf5KqcoiiSAQpQh9mTQVHcEgH/VUABGdgi2ZUhlRovq5dgWU5th/GVOwoUQolATwJMnTxbm5YQQpUQD5TguSiqXNXeOapXwcLLjtS6yGHFRWDyiJY1fjwGgtu40XlwjAZl8I0RZZ7UxgNlpmoamaUVRlRCiGGqRuQbdv2odNHS4OVptEyKRiyt4cEQ17rdsagX872yiLUMSQtiYVRPARYsWUb9+fZydnXF2dqZBgwZ8/fXX1qxSCFEMtdTtB7K6fxtV8bZlOGWSaekd04LQD3600ZbhCCFszGoJ4MyZMxk5ciRdu3Zl6dKlLF26lC5duvD000/ne6ygEKLkcyDdPP5vS2YCOKNfQ1uGVCaZ9gVuITuCCCGwwjqAJh999BFz5sxh0KBB5mM9evSgbt26vP3227z44ovWqloIUYw0VI7jpKQTr3lwTKtEzJRutg6pTDIl36HKKRkHKISwXgJ4/vx5WrXKudxAq1atOH/+vLWqFULYmKZpvPzDXk5dTmbHqauM1h8AYKsaimn9P1H04vHiiFqJmrqzhOsOslJtzs10A072eluHJoSwAat1AYeEhLB06dIcx5csWUKNGjWsVa0QwsaOx19nWfQZdpy6CkBLnTEBNLVAiaLn4WT8rr9ZrQtAq8wxmUu2n7ZZTEII27JaC+CECRPo378/69evp3Xr1gBs2rSJqKioXBNDIUTpkJaRNePfkTQa644CxhnAwjYc7Izf9beodRnC37TKTMqv3Uy3ZVhCCBuyWgtg79692bp1Kz4+Pvzyyy/88ssv+Pj4sG3bNh5++GFrVSuEKEYa6Y7hqKRzUfPiuFbR1uGUWaZVuP5V66BqCjV0Z/HlKhuOXmLfmURZpkuIMsiqi3E1adKEb775xppVCCGKsRYW3b8y/s9WqpR34XJyGom4sV+rSn0lhpa6A/x60pvuH29k3IOhPNGmmq3DFEIUIau1AEZERPDll1+SlJRkrSqEEMWcafyfqfv3z9FtbRlOmTV7QCNah5QHco4DBPhyc4wtwhJC2JDVEsC6desyduxY/P396du3L8uXLyc9XcabCFFWOJJGmHIMyLYESUUPW4ZUZgWWc+HbJ1sAWf8tsieAQoiyx2oJ4IcffsjZs2f55ZdfcHV1ZdCgQfj5+TFixAjWrVtnrWqFEMVEE90RHJUMLmjexGj+tg5HZNqu1iZD01FFF09l5SIABlXGAApR1lh1KzidTkfnzp358ssviYuL47PPPmPbtm3cd9991qxWCFEMtNXtA2CTWg8Z/1c8VPZ2Jhln9mjBQFYX/dmEG7YMSwhhA1ZNAE0uXLjA3LlzmTp1Knv37qVZs2ZFUa0QwoZMCeAGQ30AFgxpastwBBDo7QLkPg5QCFG2WC0BTEpKYuHChdx///0EBgYyZ84cevTowdGjR/n333+tVa0QohgoRxL1dDGAqQUQKrg72TAikZ1lAijdv0KURVZLAP38/HjzzTepV68eW7Zs4fDhw4wbN47g4OC7ut4nn3xCUFAQTk5OhIeHs23btjzL7t+/n969exMUFISiKMyaNStHmbfffhtFUSwetWvXvqvYhBBZjl68RmvdfwAcVAOJxwvIWoxY2I6Hs3Hlr2i1BqmaPX5KAsHKORtHJYSwBat9Iv/666+cOXOGDz74gKZN763rZ8mSJYwZM4bx48cTHR1Nw4YNiYyM5OLFi7mWT0lJoXr16kyZMgV//7wHn9etW5fz58+bHxs3brynOIUQ8Muus7TJTAA3qvXNx2tUcLNVSCLT2z2MLX+pOLBdrQlkddULIcoWqyWA999/Pzpd4Vx+5syZDB8+nKFDhxIaGsrcuXNxcXFhwYIFuZZv1qwZ77//PgMGDMDR0THP69rZ2eHv729++Pj4FEq8QpRlqqrRRm9MKjaq9fnnpfbETOmGoshEEFsL8HQmZko3YqZ0Y4PaAIB2ur02jkoIYQvFvk8mLS2NnTt3EhERYT6m0+mIiIhgy5Yt93Tto0ePUrFiRapXr86jjz5KbGzsvYYrRJm1YONJar/1F6eP7aWScplUzY6tam10kvgVS+szE8AWuoM4kE7Q639w6XqqjaMSQhSVYp8AXrp0CYPBgJ+fn8VxPz8/Lly4cNfXDQ8P58svv2TFihXMmTOHkydP0rZtW65du5bnOampqSQlJVk8hBBwM93AxN8PcDNdpU1ml+JOtSY3cUTyv+LpoFaFi5oXLkoqTXWHAXj1R2kNFKKsKPYJoLU88MAD9O3blwYNGhAZGcmff/5JQkICS5cuzfOcyZMn4+npaX4EBgYWYcRCFF/ZFxJum8v4P1H8eLk4sCHzv1G7zKR9z+kEG0YkhChKRZIA3rx5867P9fHxQa/XExcXZ3E8Li7uthM8CsrLy4uaNWty7NixPMuMHTuWxMRE8+P06dOFVr8QJZmplc+ODFpkLi5sSi4UWQS6WArwdGadIec4wAyDiio7gwhR6lktAVRVlUmTJlGpUiXc3Nw4ceIEAG+99RZffPFFvq/j4OBAkyZNiIqKsrh2VFQULVu2LLR4r1+/zvHjxwkICMizjKOjIx4eHhYPIQRomflCQ+U47soNrmpu7NeCbBqTuL0ATydzK22o7hS+JHA5OY1WU/7hwY9kRQQhSjurJYDvvPMOX375JdOmTcPBwcF8vF69enz++ecFutaYMWOYP38+X331FQcPHmTkyJEkJyczdOhQAAYNGsTYsWPN5dPS0ti9eze7d+8mLS2Ns2fPsnv3bovWvZdffpl169YRExPD5s2befjhh9Hr9QwcOPAe71yIskfNzADb6U3bv9VFzfx4kTGAxdMbXWtzBQ/2qUEA5rGbF6+lcuB8EpomrYBClGZ21rrwokWLmDdvHp06deLpp582H2/YsCGHDh0q0LX69+9PfHw848aN48KFC4SFhbFixQrzxJDY2FiLJWfOnTtHo0aNzK+nT5/O9OnTad++PWvXrgXgzJkzDBw4kMuXL+Pr60ubNm34999/8fX1vYe7FqJsMqUKHXS7AVinNrRZLCJ/Qiq4U8HdkfU3GlBfF0M7/V5+Vtua39c0Sd6FKM2slgCePXuWkJCQHMdVVSU9Pb3A1xs1ahSjRo3K9T1TUmcSFBR0x2+vixcvLnAMQoicdsVe5fEvtuFDIg11xqEeaw1htg1K5Nt6Q0OetfuVtrp9KKhomS23qqahk/GbQpRaVusCDg0NZcOGDTmO//jjjxatc0KIku3hTzdzPTWD9ro9AOxVq5m3fwNwd7La90xxjwK8nInWanBdc8JHSSJUOWV+TzqAhSjdrPbJPG7cOAYPHszZs2dRVZWffvqJw4cPs2jRIn7//XdrVSuEsJGO+l0ArFHDLI57uTjkUloUBzUquLHndAJb1Lrcr99Je90e9huqAVnjOoUQpZPVWgAfeughfvvtN1avXo2rqyvjxo3j4MGD/Pbbb9x///3WqlYIYQN2ZJjXkpPu35LHlLR3ykziIWtmtxCidLJq30zbtm1ZtWqVNasQQtjQmsMXAWisHMVDSeGK5sYeLdjGUYn8MiV5/xjCwB4aKccoRxJX8ODS9VQqe7vYND4hhPWU2Z1AhBD3bujC7QB01O8GjLN/1WwfK3MebWyLsEQ+jexgTNYvUJ7/1CB0ikbHzJncc9Yet2FkQghrK9QWQG9vb5R8rhtw5cqVwqxaCGFDpuVf1mTr/l3+bGsaBnrZJB6RPyEV3MzPo9RG1NPFcJ8+mmVqO9INqg0jE0JYW6EmgLNmzTI/v3z5Mu+88w6RkZHmHTu2bNnCypUreeuttwqzWiGEDVy7aVzOKYDL1NGdRtUU1qsNzO872EkHQ0kSZWjM83Y/0063D3syWLrjDNP6yHqOQpRWhZoADh482Py8d+/eTJw40WLtvtGjR/Pxxx+zevVqXnzxxcKsWghRxJ79zjhhwNT9u0sLIQF38/uy/EvJsk+rxkXNiwpKAs11B9mk1mfzsUu0CvGxdWhCCCuw2lf0lStX0qVLlxzHu3TpwurVq61VrRCiiKw/Eg/A/bodAEQZstb3fLZjsEwgKGE0dMbJIECELhqA6NirNoxICGFNVksAy5cvz/Lly3McX758OeXLl7dWtUKIIuRGCq10+wFYqTYDIGZKN16JrG3LsMRd+kc1JvGddNHIUtBClG5W66OZMGECTz75JGvXriU8PByArVu3smLFCubPn2+taoUQRSAu6SYAHXR7cFQyOK4GcFyraOOoxL3aqNYnVbOnii6eEOUs0/9WSM1QealzLVuHJoQoZFZrARwyZAibNm3Cw8ODn376iZ9++gkPDw82btzIkCFDrFWtEKIITPz9AACd9cbu37/VpiD7xpZIdrqs/24pOLFFDQWyuoE/+ueYTeISQliXVUdph4eH8+2331qzCiGEDSSmpONAunnNuL8NTW0bkLhre9/uTFqGytWUdDpOX8sqtQkd9Hvoot/OXEMPW4cnhLASqyaABoOBX375hYMHDwJQt25devTogV6vt2a1QggrunYznY3HLtFOdwB35QYXNS92y+4fJZaLgx0uDll7Nv9taMoku4WE6Y4TwGXOYxyznZiSztmEG4RW9LBluEKIQmK1LuBjx44RGhrKoEGDzF3Ajz32GHXr1uX4cVlhXoiSqv7bfwPQOXP27ypDEzTZVKjUiMeL7ZpxzF8X/TYAtp64TOup/9B19gZ2npKZwUKUBlb71B49ejTVq1fn9OnTREdHEx0dTWxsLNWqVWP06NHWqlYIUQQUVO7X7wRM4/9EabD59fsAWGEwzujuojdu9bdk+2mup2YAsObQRdsEJ4QoVFZLANetW8e0adMoV66c+Vj58uWZMmUK69ats1a1QogiEKYcx09J4JrmzBY1lAk96to6JFEIKno5A7DC0ByAZsphfElA1bKWhNFkeRghSgWrjQF0dHTk2rVrOY5fv34dBwcHa1UrhLCSzzec4EKicfmXB/X/Asb9Y9Owx04vM4BLk/OUZ7caTJjuOJH67Xyz28v8nir5nxClgtVaAB988EFGjBjB1q1b0TQNTdP4999/efrpp+nRQ2aWCVHSvPPHQT7feBIFla76rQD8bjDu892iuizuXtr8ldkK2EW3zeK4JgmgEKWC1RLA2bNnExwcTMuWLXFycsLJyYnWrVsTEhLChx9+aK1qhRBWoGX7q99UOUKAcoUkzZn1agMAgn3d+PvFduz8X4StQhSF7C/VmAC20B3Ei6zeHE0yQCFKBat1AXt5ebF8+XKOHj3KoUOHAKhTpw4hISHWqlIIYSUZ2fr9HtRvAWCV2pQ07M3Ha/q5F3lcwnpiNT8OqFUJ1Z0iUr+DJYaOABbjAYUQJZfV126oUaMG3bt3p3v37pL8CVFC9fxkEwA6VLpmLg3ym6GFLUMSReD3zP/GPXSbzcfmbzhpq3CEEIWoUFsAx4wZw6RJk3B1dWXMmDG3LTtz5szCrFoIYUX7zyUBEK47iK+SSILmyia1vo2jEtb2q9qKV1lCS90B/LhCHOXufJIQokQo1ARw165dpKenm5/nRVFkxqAQJVF3nbH7d4WhGenW3UhI2Ein2hWIylzr74zmy3a1Js10R+iu38Lnhm42jk4IUVgK9RN8zZo1uT4XQpRM0bFXWfHfBQDsyTDvDPG72tKWYQkrunWE33JDa5rpjvCQfpM5AbxvxlrmPd6EkAoy7lOIkkr2bxJC5KnXp5uZt/4EAB10uymnXCde82SLGmou06iKl42iE9bQsXYFi9d/GMJJ1/TU18UQrJwF4ER8Mg98uMEW4QkhCkmhtgD26tUr32V/+umnwqxaCGFlvfTGP/g/G9pgQA/A1N716VIvwJZhiUL2SPMq+Lk7cj01gzFL93AVD9arDeik38VD+k3MzOgHQLpBZgMLUZIVagugp6en+eHh4UFUVBQ7duwwv79z506ioqLw9PQszGqFEIUsw6CSYVDNr724RiddNAA/Gdqaj/dvVgVPZ/sc54uSS69T6FzXn16NK7PulQ6AsRsY4CHdZnJ2EgshSqJCbQFcuHCh+flrr71Gv379mDt3Lnq9sbXAYDDwzDPP4OHhUZjVCiEKkUHVaP/+Ws4m3DAfe1D/Lw6Kgf1qVQ5pVWwYnShKuswJe6vUxiRrjlTVXaSJcoSdWi0bRyaEuFdWGwO4YMECXn75ZXPyB6DX6xkzZgwLFiywVrVCiHt06XqqRfIH0Ee/HrBs/ROln15nTABv4MQfmWsC9tevtV1AQohCY7UEMCMjw7wDSHaHDh1CVdVczhBCFAe37vQQrJwlTHecDE1n7goEaBjoVcSRiaJmSgABlhg6AMbWYDdSbBSREKKwWG0hr6FDhzJs2DCOHz9O8+bGPSW3bt3KlClTGDp0qLWqFULcI/WWIV6m1r+1akMukW38rmwJVuplX7J1p1aT42oAwbrzPKj/l8WG+wh6/Q8+e7wJkXX9bRekEOKuWC0BnD59Ov7+/syYMYPz588DEBAQwCuvvMJLL71krWqFEPdIzZYB2pNBH/06AH4wtLco176W5XIhovTRWSzar7DE0IE3dN/TX7+WxYb7AHjq653sfbszHk4yGUiIksRqXcA6nY5XX32Vs2fPkpCQQEJCAmfPnuXVV1+1GBcohChesjfsddbtwFdJIk7zIkptbD7eOqQ8z3eqYYPoRFHS37Jr00+GdqRrehrpjlFDOWM+npJqKOrQhBD3yOoLQcfHx7N371727t3LpUuXrF2dEOIeZR8D+Kh+NQCLDR3JyOwwiJnSjW+fbGExPkyUTrpb/htfwtP8RWCAPmu3J02WhhGixLFaApicnMwTTzxBQEAA7dq1o127dgQEBDBs2DBSUmQAsRDFyfaYKzR/dzVBr/9Bh+lrAaiunKOV/gAGTWFJRkfbBihsIrccf3HmZJDe+vU4kQpAy8n/sPXEZVq8F8WPO8/kPEkIUexYLQEcM2YM69at47fffjN3AS9fvpx169bJGEAhipnBC7Zx8VqqxbGB+n8AWKOGcQ4fW4QlbMzN0Y5afu5U83E1H1uvNiRW9cVLSaanfpP5eP95/3Ih6SYv/7DHFqEKIQrIagngsmXL+OKLL3jggQfw8PDAw8ODrl27Mn/+fH788UdrVSuEuAupGZZLMzmSZp79+52hk/n40+2DizQuYVuKovDX821ZPaY9vRpVAkBFxyJDZwAG61ciO4MIUTJZLQFMSUnBz88vx/EKFSpIF7AQxcyta//11G/CW7nOGc2HtWqY+bgiw/7KHJ1OQa9TLNK8pYb2pGiO1NGdJlzJud7rH3vPE39Li7IQonixWgLYsmVLxo8fz82bN83Hbty4wYQJE2jZsqW1qhVC3AXL/E/jSf2fACzMiETN9jFRtZxL0QYmio2QCm7m50m48bOhDQCD7VbmKPvsd9H0+HhjkcUmhCg4qyWAs2bNYtOmTVSuXJlOnTrRqVMnAgMD2bx5Mx9++GGBr/fJJ58QFBSEk5MT4eHhbNu2Lc+y+/fvp3fv3gQFBaEoCrNmzbrnawpRVrTX7aWG7izXNGeWGrImf7g66OnbNNCGkQlberJtNYJ9s8YCfpXZDdxZt4OK5Fzh4XzizRzHhBDFh9USwPr163P06FEmT55MWFgYYWFhTJkyhaNHj1K3bt0CXWvJkiWMGTOG8ePHEx0dTcOGDYmMjOTixYu5lk9JSaF69epMmTIFf//cV6gv6DWFKCuGZbb+LTF04BrGFr+YKd3YP7GLLP1Shjna6ZnQo5759REtkM2GUOwUlSG5tAIKIYo3qyWA69evx8HBgeHDhzNjxgxmzJjBk08+ib29PevXry/QtWbOnMnw4cMZOnQooaGhzJ07FxcXFxYsWJBr+WbNmvH+++8zYMAAHB0dC+WaQpRGmqbRe85m8+uaymna6fdh0BS+NHSxYWSiOLp1vb95hgcB43qRnly3RUhCiLtktQSwY8eOXLlyJcfxxMREOnbM/5piaWlp7Ny5k4iICPMxnU5HREQEW7ZsuavY7vaaqampJCUlWTyEKMnOJ95k56mr5tdP2f0OwAq1GWc0XwCebFPNJrGJ4qdBZS+L12vVhhxQq+KqpDJY/7dtghJC3BWrJYCapqHkMmXw8uXLuLq65nJG7i5duoTBYMgxo9jPz48LFy7cVWx3e83Jkyfj6elpfgQGyngoUbIZsu37W0WJ4yGdcV23zzK6m4+/2a1OkccliidPZ3v2jOuc7YjCnMx/K0PsVuCMjPsToqSwK+wL9urVCzCuHzVkyBCLLliDwcDevXtp1apVYVdbJMaOHcuYMWPMr5OSkiQJFCWKpmnsOp1AtfKuTFt52OK9Z/TLsVNU1hoaslfLWu8vty9youzydLG3eP2nGs5L6g8E6eIYoF/DQsMD5vcWbDzJYy2q4mBn9V1HhRAFVOgJoKenJ2D8Q+Pu7o6zs7P5PQcHB1q0aMHw4cPzfT0fHx/0ej1xcXEWx+Pi4vKc4GGtazo6OuY5plCIkuDXPed4fvHuHMcrEU9v/QYAZmc8XMRRiZLMgJ7PDA8yWfcFI+z+4DtDJ1JxAGDi7wf4Zusp/nmpg22DFELkUOgJ4MKFCwEICgri5ZdfLlB3b24cHBxo0qQJUVFR9OzZEwBVVYmKimLUqFHF5ppClAS/7j6X6/GRdr9irxjYaKhLtFbTfHx634ZFFZooQX4b1YbPN56gd+PKDFqwjZ8MbXnO7mcqKld4VB/FgmytgCfik20YqRAiL4WeAJqMHz8egPj4eA4fNnY11apVC19f3wJfa8yYMQwePJimTZvSvHlzZs2aRXJyMkOHDgVg0KBBVKpUicmTJwPGSR4HDhwwPz979iy7d+/Gzc2NkJCQfF1TiNIot97cyspF+unXAjA7o5f5+PpXOlKlvCz8LHKqX9mTDwc0Mr9OxYEPM3oz1X4+z9gtZ7GhIyk42TBCIcSdWC0BTElJYdSoUSxatAhVNe4zqtfrGTRoEB999BEuLvn/w9K/f3/i4+MZN24cFy5cICwsjBUrVpgnccTGxqLTZY0xOXfuHI0aZX04TZ8+nenTp9O+fXvWrl2br2sKURqtPphzncuX7ZbioBjYYKjHNi1rwodBkz1eRf4tM7Tlaf2vVNPFMVS/gk8MPc3vjVi0g2l9GuDl4mC7AIUQFhRNs86n/FNPPcXq1av5+OOPad26NQAbN25k9OjR3H///cyZM8ca1RappKQkPD09SUxMxMPDw9bhCHFbsZdTaPf+GotjdZWT/OH4JgDdUt9lv5a15Mv+CZG4OlrtO6IoJR7+dBO7YhMA6KHbzGyHj0nSXGibOotEsraPG9i8CpN71bdRlEJYkr/fVlwGZtmyZXzxxRc88MADeHh44OHhQdeuXZk/fz4//vijtaoVQuThZoYhx7HX7BYD8IuhlTn5i3qpPRte7SjJn8iXH59uxYBmxtUQflNbcFANxENJYbTdzxblzifesEV4Qog8WC0BTElJybU7tUKFCqSkpFirWiEEcO1mOuuPxHM9NQNN0/hz33mSUzMsyrTX7aGdfh+pmh3TM/qZjwf7uhFYTsb+ifzR6xQea1EVAA0dkzMeAWCQ/m+ClbPmcmsPx7Pz1BXWHr7IzXQDN9IMxF9LtUnMQggrjgFs2bIl48ePZ9GiRTg5GQcD37hxgwkTJtCyZUtrVStEmadpGvXfvv2uDA6kM97uKwAWGTpzRqtQFKGJUspOnzW7aL3akFWGxtyvj2a83SIGpb8OGN/vPSdrpyU3Rzuup2aw/c0IfN1leS0hiprVEsAPP/yQyMhIKleuTMOGxqUk9uzZg5OTEytXysbhQlhLfkb1Dtf/QXXdBS5qXnyYbeavEHejlp87FdwduZjZovdOxmO00+2lnX4fEYZoVqtNcpxzPbNFeuepq3Spd3drugoh7p7VuoDr1avH0aNHmTx5MmFhYYSFhTFlyhSOHj1K3bp1rVWtEGXenWbvVlbiGWX3CwDvpD/KdaS7V9wbRVHY9mYEQ1oFAXBK8+cLQ1cAxtstuu0WcbLRjBC2YdVR3i4uLgXa9UMIcW80TWPG30duV4IJdl/irKSxxRDKr2rJ3JZRFE/ZF5X4OKMnPfSbCdTF87LdD0zKeDzXc+auO86OmCukGzRGd6pBOVdZKkaIomDVBPDo0aOsWbOGixcvmtcCNBk3bpw1qxaiTNpw9BJz1x3P8/3eug100u8iVbPjrYwhmMZmCVEYsrc9p+DEG+nDWOQwlaH6FfxhCLfYZcZkV2yCeRmZuKSbzHksZ3exEKLwWS0BnD9/PiNHjsTHxwd/f3+LDeUVRZEEUAgriEvKu6vNn8uMt18EwKyMPhzTKpvf+1834wLQnUNlLJYoPOvVhvxoaEcf/Xqm2s/nwbR3zfsE5+bA+aQijE6Iss1qCeA777zDu+++y2uvvWatKoQo026mG3Cy15ufq5rG6at5rbWmMcX+czyUFHarwcwzdLN498m21a0crSgLcht+Oin9Mdrr9lBDd5bX7b5nQsbgPM+PS7qJQdXQ64wNBtn/jQshCpfVJoFcvXqVvn37WuvyQpRpaw5fpPZbK/go6ihRB+Oo/dYKQsetZHbU0VzLD9f/QQf9HlI1e15KfxoD8kdVFD6NnBlgIm68kj4CgKF2K+mk25nn+TfTVYLf+BOARVtiqP3WCn7dc846wQpRxlktAezbty9//337tciEEHfnjZ/2ATBj1RFeW7bvtmUbK0fMO35MzHic41olq8cnyqa8JqCvVRvxecYDALxv/xn+XL7jtcYt3w/A6O93FVp8QogshdoFPHv2bPPzkJAQ3nrrLf7991/q16+Pvb29RdnRo0cXZtVClFm3W0bDmyQ+cvgIO0XlV0NLvjV0KrrARJmTPf/r17QyS3ecMb+eljGAcN1B6uti+NThQwam/e+24wGFENZVqAngBx98YPHazc2NdevWsW7dOovjiqJIAijKlItJN1kWfZb+zQILtMzFhcSb/LzrLAOaBeLt6sCaQxd5bdle84K7QJ7baTmQzlyHWVRSLnNC9eeN9GHIrF9RVNRbWgPTsGdU+mh+dfgfjXXHeM/+C15Kf5rc/k0+9MmmO17/8IVrrD8Sz+BWQTjYFawz617OFaK0KNQE8OTJk4V5OSFKjUELtnHowjU2HI3nu+Et8n3eI/P/5cSlZLadvMzCoc0Z+uX2fJ6pMdn+c8J1h0jSnBmRPibPBZ+r+7rmOx4hbiesshffbY0FoHEVb37cecbi/VOaP8+mP8+X9lPprd/AITWQ+YYHc1xnz+mEO9YVOWs9AOmqyjMdQgoUp+ncDFVjZIfgAp0rRGlh1XUATUyLgyqy5Lsoow5duAbA5uN3HvuU3YlLyQCsOxJfoPNG63+mt34DGZqOZ9Oft1jyJbtJD9Ulsq4s/SIKR58mlVE1jaZB3lTzcSMlLYO//rvAzlNXzWU2qvV5J+Mx3rZfxJv233FR82K52uau69x7OvGuz913NuGuzxWipLNq2/cXX3xBvXr1cHJywsnJiXr16vH5559bs0ohbM70hUfLx6a8uZXJ7Xwtn9cDGKb/kzH2PwLwdsZgNqgN8iz7eMsgKng45eu6QtyJTqcwoHkVQiq4o9cpPNm2OstGtiJmSjdipnTjsRZVAPjSEMnCjEgAZtjPve3MYJPb/V5pmpbjePbyef3uaFr+f6/uhjWvLcS9sloL4Lhx45g5cybPPfccLVu2BGDLli28+OKLxMbGMnHiRGtVLYTNrDl0kVd+3EMlbxfik27yy6jWVHDPPcFafSCOJxftwN/DiX/fME7OGLN0N/vPJrFwaDP6zNlsLqtpUG3sn3es/1H9at6y/waA6el9+cZwfyHclRCFQzGP91OYmPE4HkoyvfUb+cR+NsPTX8rzy0rQ63+Yn/u4OdCoirf59Yr9F3jgww2kZqi0Ci7Puw/XZ/2ReMYs3c3U3g0Y9tUOADa9fh+VvJwtrvvXfxfoNGMdv49ug4tD4f453HriMs9+F82kh+rxQP2AQr22EIVB0az0FcXX15fZs2czcOBAi+Pff/89zz33HJcuXbJGtUUqKSkJT09PEhMT8fDwsHU4ohjI/ocK4InW1RjXPdTieMyUbjnK3nqsmo8rJzO7f/NrhP433rD/HoBPMnrwfkZ/bjfp4/EWVZnUs16B6hDiXpxNuEHrKf+YX+sxMMd+Fp31O0nT9IxOf44VavN7qiNmSrccv4cAHWv5snCo8dq3vj+lV30GNK9yT/XeqvZbf3EzXTXHJIoX+fttxS7g9PR0mjZtmuN4kyZNyMjIsFa1QhQr6l1+v0o3qHculElB5Q27b83J39yM7rkmf4ff6WJ+HlGngiR/oshV8nLm2LsPmF8b0PNs+vP8bgjHQTHwif2H9NevsUrdt85Kzs4arSCG21UoRDFgtS7gxx9/nDlz5jBz5kyL4/PmzePRRx+1VrXCRqJjr3I07hrODnZomkbrEB88ne35678LuNjrcXbQ0zrEB4Cdp66SYVCpUt6FsT/tY3Kv+gR4GrtmTl1OZv+5JB6oZ9w/ev2ReMq5OlCvkidgbEF4948DPNMhhGMXr9OpTgVOXU7hSnIa7Wr6suFoPN4uWeVXHYhj35kEBjSvQkqagZX7L1AnwJ37avsBcPpKCnvPJNK1vv9tJyl9/e8pLibdZMz9NbmemkGPjzdlxgghFdx4uFHukyx+23OONpn3bfLrnnM0DypncWzgvH+p4edmfn0mzy3dLLlygxn2c+miN84Ofjf9kVxnVQI42mXt/mHaakuIomant2x3SMeO0enPcV1zZoDdWqbaz6emcob3Mh65qx1r9p/LfVLIuiPxJN1Mx8PJPsd78zecYOPRS5y6koyrgx2zBzbCz8OJTccuoWlw8HwS5xNv0rxaObrUM06a2nj0Ep7O9tSv7IlB1fhz33maVPWm4i3dzLe6eO0mW45f5oF6AflegkZVNX7YeZpL19N4vGXVHPeQmmFgxX8XaB3ig4+bI2euprArNoH955KoWt6FgYXcuilKB6vOAv7iiy/4+++/adHCuOzF1q1biY2NZdCgQYwZM8Zc7tYkUZQsGQaVXp9utjhWpZwLj4RXYcpfh8zHNr9+H77ujvSeY1m25eR/zF0k7d9fC8CcRxtTO8CDQQu2AVldKKbuoz/3XQAgoo4fqw/GAfDNsHAe/yKr/H9nExm+yDj+59O1x8nI9o389+faUK+SJ22nGVsbZvUPo2ej3HfIOBF/nbd++Q+AuhU9eO77XaQbND5de9xcJqi8q8W4JJPLyWk8mRmDyejvd+VYvHnLictsOVGwGcLVlXN8Zv8BNXRnSdP0vJ4+nJ/Udvk6t5Z/2ezyEMWTio7XM4ZzgXK8YPcTw+z+oqZymhfSn+UyngW6VrfZG/N8b9R3u1j0RM4u5hPxyZyIzxpyEf5eFP+O7cSjn2+1KLdg00l+HdUaHzdHHvvC+F7MlG58vy2W//3yH3qdwvH3ut42vu4fbSQuKZUTnZJ58f6a+bqnH3eeMe/4syPmirkr22Tm30f4bP0Jgsq7sPaVjrSZatmK2raGD5W9c18GSpRdVusC/u+//2jcuDG+vr4cP36c48eP4+PjQ+PGjfnvv//YtWsXu3btYvfu3dYKQRSRjFy6OmKvpBCVmZiZnEu4ke+uzW0xV4i5fOcxcKuz1bHpuOW40iNx1/KM8ejFaxavt57MO/nKHsf2mKukG3Ler2mZl/y6t5G3Go/pV/G7w5vU0J3lvFaO/mnj8pX8/TqqNaPvC+EZWftMFDsKszL68HTaCyRrjrTV/8cKx9e4TxddaDWsL8BySucTc2+FP3T+GmcTLN/beNT42ZO921fJY/xtXJJx4fZVB+JyfT83G49lfbatOZzzHv76z/iFOOZySq7nn81nj4IoW6zWArhmjXXGcYiSI7ckJ68PxVsZVA1dAdeNvLX07bo58xtHQctaW2UlnnftvqC9fi8Amw2hPJ8+ini88nV+g8peNKicv7JC2MIKtTkn0gL40P5j6uhOs8BhOksyOjAlYwBXsX3LtZbLiMG7WeK2IN8BZTShsAarzQIuC8raLKJ3/zjA8fhkPh/UFJ1O4Ykvt/PPoYsElnPm9JV7+4ZZr5IH0/s2pMusDYUU7b1rE+Jj8c3blpy5yUi7X3lK/weOSjo3NXumZgzgS0MkWj4b8mUmoigucpuleytH0njZbinD7YzLHyVorkzP6Mf3hvvuamxgQfVtUpkfbtnJpCj0bVKZmMvJbI+5mmeZ5c+25sD5JMb+tC/f141+6/4CbUNZ2pW1v9+5kQTwHpS1f0CmD+0lI1oQXr18vj7EC8LHzZFL13Pf17asciKVgfp/eMrud/wV4x+ETYa6jMsYwnEt9zGLJvMeb8KIr40L7D7VvjpjH6hj9XiFyI8Gb68k6aZxNYgeDSvy655zeZZtohxmkv2XhOpOAXBcDWB2xsP8prZCte5eBsWWq4Oe5DRDgc4Z3LIqEx6Smf8mZe3vd26KZCs4UbpYa3mDhJQ0q1y3JPIlgb76tQy1W4GvkgTAadWXdzIeY6XalLzW93u5c00GtQoiOTWDAE9n9r3dmZQ0A36y24coRnb8736uJKfh5WKPo53utgngTq0W3dPe4TH9al6wW0aw7jwfOnzKaPVnvjJ05idD2zz3uS6tCpr8AVxPLfg5onSTBFAU2M0M63yQ5DaZpCyxJ4PWun301a+js24n9orx53xa9eVTQw+WGdqRRs4lLLKr5O2Mh5O9eZkIdyd73HNZ9kIIW3Kw0+HvmfWlxEGvI+02E8QM6PnKEMmPhnYM1q9kuN2fBOvOM1H3Fa/aLWG5oTW/GlqxXatVZlsF7+RcgkwEEZYkARQFNnzRzjsudSDyx4trtNAdpLN+BxG6aDyUrFl8O9UafJMRwW9qSzLy+aua2xpnQhR3Nf3d+O9sEjrl9gs2J+PMp4aefGWIpLd+PYP0qwjRneNRuygetYsiTvPiL0Nz1qkN2arWIQVp+TYp6DJTovSTBFAUmEHNe3N1kTcFlSAljrpKDI10x2ipO0BtJRadkvWzvKh58aehOYsN93FIK9jira2Cy9OxVoXCDlsIq5vzaBM+WHWEJ9tWx8FOR8TMdbctn4wziwyRLDJ0pqXuAL10G4jU78BPSWCI3d8M4W/SND27tBrsUGuyVw1mj1qdC5TjdtsjClGWSAIo7koZ7629DQ1PkglULlJVuUhVJY4qShzBunPUUWJxU27mOOOIWon1agP+MjQnWquRr1m9b3cPZUjrata4ASGKXGA5F2b2D7uLMxW2qHXZotblzYx02ur20km3iza6fVTRxROuHCJcl7UYfbzmwXGtEifUAI5rAZzUAjin+XBB8yYBNyQ5FGWJJIAiX25t8cvPIs3Fn4YeFXsycCADOwzYk4G9koG96TkZuJCKq3IDd27gqtzElRu4cRNX5SZeXMdHSTQ/ypOEo5L3Xtc3NXsOaVX4Tw3iXzWUf9VQLhVwpwNj5EKI7NKwJ0ptQpTaBIAqShytdPtpqBynoe4ENZXT+CpJ+CpJtNAdzHH+Tc2eOM2bOLxJ0NxI1FxJxNX8/0maKzdwIBUHbuLATc2BG9mep2KPAT0Z6DCgx4AOAzqKU1IZ9PofshyUMJMEUNzZ9Yvww1CiHLK2PnOco7DGwThJwfTxpmSmJQpa1jHFMlXJtUy2Y6brKeYUJ+tY1nk5j916zTudp8dw20TtXsVrnpzS/DilVSBW9eOk5s9BrSontIBCWcPM01nG+onSq3lQObbFXLmna8RqfsQa/FjMfYBxSaWayhmqK+cJ1p2junKOakoc/splyinXcVLSja32XCyMWzDL0LISQlNymJEtMTR9Mmm3vM56nu1TTcv9vVvPz8tV3LlyujrlAmVJKCEJoMiPE2tRTm0kOHvPpIoVNxK0nXRNTzp2ZKAnLfP/UzRHruNMsubMdZxIxsn8PFFz5RKeXNKyHpfxIJXCXXC1V+NKPNMhmIiZ6wFwsrf+QrhC2MrXTzZn35lEyrk6cN8M43jAXo0r0b9pIP3n/XtX17yJI3u1YPZqwcbPr2wcSaOCchV/rlJBScBLuY4nyXgoKXhwHU8lGQ9ScFbScCLzkf05adgpuc9itlNU7G6t8G7dc2PieZKOrQRJAAWSAIr80IwfXrvV6ryb/pjxkOmtXL513nosr2+slucpeV4zf+ffuUz2b9YZWlaSl575yECX7101itrMfmEWr4tPp5IQhc/RTk/ToHIWxwK9XXIcKyypOHBa8+M0fnc9vkKPAT0qegzYoaJDxc58TEWvGMyv7cjqPcnZq5F7L0lur8n2+tZzbvWc3c+00++7143IRSkiCaDIt0TNje1abVuHIQBnB2kBFGWLu5Mdt9ne2+YMmSkgea3VaeO8K9401lgSQJGpeDZ3iOJFPjBs6vvhLczPX4msxYMNAmhXw9eGEQlRdN59uB6dalfgsRZVURSFp9sH2zokIUoFaQEUooAGNg/k+22nC+VaPz3Til6fbgbg+HtdefXHvSyLztqA/tYZe892DCmUeoUoKR4Nr8qj4VXNr19/oDavP2DZE2Hal3xYm2o42OmYs9Y4Ye2pdtX5bP2JogtWiBJEWgBFPmiZ/1uM+1+KkKIU3s9Bl+1aClCIlxaiTMr+KyR9F9mZfjLyUxFGkgAKUUAdavpS3rVwZvlmH9OkKNChVlbXrl1xHvAkRDGkAK2CfcyvWwWXt10wxZYkgMKoRCWAn3zyCUFBQTg5OREeHs62bdtuW/6HH36gdu3aODk5Ub9+ff7880+L94cMGYKiKBaPLl26WPMWyoytb3Riau/6Fsdq+rkxtHUQcx9rwuox7Xija1Y3ziePNKZJVW/z6/cers8T+djpwtFOx7Mdg4moU7At0BpV8brt+9kTsezGPRjK/aF+rHyxHW93D+W74eF8Pqgpb3atw5BWQXleb3DLrC6sp9sHM6FHXf55qb1FCyBAt/oBLHqiObP6h7H59fvyfT9CCKM2NXz47slw/h3bifY1ffn2yXC2vtGJxSNaWJSrV8kjX9drGOjFwYmWfxe+HNos1+dg/P1+JbIW1X1dqeTlzIcDwlgwpGme1+/duDLVfV1zHP9yaDMc7LL+RLet4UMFd0dejKiZr7hvZV4NQfI/kanEjAFcsmQJY8aMYe7cuYSHhzNr1iwiIyM5fPgwFSrk/OO/efNmBg4cyOTJk3nwwQf57rvv6NmzJ9HR0dSrV89crkuXLixcuND82tHRsUjup0TRTF3A+efn4UT/ZlXYEXOVH3Yax7T9/WJ7izJpGRpg3Kapa31/km6ms/PUVQAeCa/C9dQMFmw6aXFOeLVybD2ZtUDs4XceMD//cPVRPlh9BIBHw6vw7dbYXGPrUtefuY83IfKD9RyOu5ZrmS+HNjePK8ruiTbGpNTHzTHXrdi++fcUGbnskzfhoXp8teUUANV9XenXNBCA/ecSzWVMXcvtasoEDyHuRauQrFbA1pnP/TyczMdcHPT8/Exrarz51x2vdV+tCjg76Kno6cS5RONWjm2yXb+ilzP1K3my76zxd9k0PjG/43Vn9Gtofp79M6dDrQq0rF6edUfiAfh6WLj5PdPn3K2aVPU2f4bmRfZxFyYlpgVw5syZDB8+nKFDhxIaGsrcuXNxcXFhwYIFuZb/8MMP6dKlC6+88gp16tRh0qRJNG7cmI8//tiinKOjI/7+/uaHt7d3rtcTd+d2Cxbrs3VxKopi8Tovt1v+JPu3Zefb1Otkbyzn4nj7pVRu7YLNz+4bro53/k6V/br2+hLzKyhEsZffMbSujnbocymc2+eG6XMl+2dP9nHAOkWx2rJMLgW8rkM+Pk8k/xMmJeKvT1paGjt37iQiIsJ8TKfTERERwZYtW3I9Z8uWLRblASIjI3OUX7t2LRUqVKBWrVqMHDmSy5cvF/4NlBK3mwTSMNCLFtWNi7TOfayJ+fjzETWo5efOWw+G5jinpp8b7Wv60qtRJQB6NKxIw8qejOxgXObBzdGObg0CzOW9XOz5sH8jwgK9AHjuPstv2I+1qEJogAdj7q/JS51r5Rnra5nf0N/v05BgX1c+6N/Q4v3RnWoAEPVSVotldR/XHF09uflyaDOq+7ry2eNNcrz3VLvqNAz0omv9rHuqUcHyZyCEsJ7PBzWluq8rXwxuik6n8HCjSnSo5Wv8vfVx5Zsnm7Mw83nHWr6EBnjwWIsqAHz8SGOq+7ry6aON0esUeoZVpEMtX4J9XZnSqz7Bvq7M7Ncwz7pf7mzsus3+RXLiQ3UtyrTPbP2f3td4nf89GEqNCm68+3A98vK/blm7egwMr0JgOWfz66m96/NUe+Pnjilp1WQMoMikaCWgPfjcuXNUqlSJzZs307JlS/PxV199lXXr1rF169Yc5zg4OPDVV18xcOBA87FPP/2UCRMmEBcXB8DixYtxcXGhWrVqHD9+nDfeeAM3Nze2bNmCXp/zm1dqaiqpqanm10lJSQQGBpKYmIiHR/7Gk5RIu76B5c/yjyGMJ9JfzfF2Sdhc/P2Vh/hkjXFpiNziNXW9DG9bjTe75UxW78af+87zzLfRedYphCgc1vj9Lc5M99squDzfDW9hfv3F4KZ0quOX6zm/vP0QPVnL5ZZvUD7ytSKLtbhKSkrC09Oz9P/9vo0SMwbQGgYMGGB+Xr9+fRo0aEBwcDBr166lU6dOOcpPnjyZCRMmFGWIoogV5hIvxf+rlRClS2H+/pZEt7t98yIw8sEkMpWILmAfHx/0er255c4kLi4Of3//XM/x9/cvUHmA6tWr4+Pjw7Fjx3J9f+zYsSQmJpofp08XzmLAJUVuXcDZx90VZw0qe+WrXP1KnoVWZ5CPS6FdSwhxZ4X5+1uc2euNn8W3LnMT6H2bzxxzF7AQRiWiBdDBwYEmTZoQFRVFz549AVBVlaioKEaNGpXrOS1btiQqKooXXnjBfGzVqlUWXci3OnPmDJcvXyYgICDX9x0dHcvmLOHbfGMc2jqo6OK4B51D/ZjZryF1K+b+B2LVi+3YcyaRBxvk/t/+btSt6MmnjzamopfznQsLIe6aNX5/i7N/XurApmOX6NW4MmDcUehi0k1q+LnneY5iXgZGUkBhVCISQIAxY8YwePBgmjZtSvPmzZk1axbJyckMHToUgEGDBlGpUiUmT54MwPPPP0/79u2ZMWMG3bp1Y/HixezYsYN58+YBcP36dSZMmEDv3r3x9/fn+PHjvPrqq4SEhBAZGWmz+yxp8jPrrDhQFMX8YZmbGn7ut/3wvFvZJ3wIIazDWr+/xVVgORcGNK9ift24Sv5Xr5D8T5iUmASwf//+xMfHM27cOC5cuEBYWBgrVqzAz8844DU2NhadLisZadWqFd999x3/+9//eOONN6hRowa//PKLeQ1AvV7P3r17+eqrr0hISKBixYp07tyZSZMmlc1WvnyQzw0hhCihFAU00DTV1pGIYqLEJIAAo0aNyrPLd+3atTmO9e3bl759++Za3tnZmZUrVxZmeKVY3qlf/2aBRRiHEEKIu2EewS3f5EWmktF/J4qt8q7SWiqEEMVeZgYo+Z8wkQRQ5Ftus4DL+KoLQghRIsgkEHErSQDFnckHhhBClGymFkD5OBeZJAEU90QnTYBCCFECyFZwwpIkgKIApAtYCCFKIsXcAigJoDCSBFDkg3xgCCFESZY1BtDGgYhiQxJAcU/sdNIEKIQQJYV0AQsTSQBFvuX2sVHWN18XQogSQZFZIMKSJIDizuQDQwghSjTTV3X5OBcmkgCK/7d373FR1XkfwD9nBma4z4QISGqQimKuplYm5pMWXmrbQlNcdUVdy/KRLSPNy1qmbdnWapn6yvJ5RebTPphbmuWlDMXUFG+kqImXREAdEJE7zMDM7/kDGRhAh8swM8f5vF8vAs785sx3vsk5nzlXIiK600k1ZwETVWMApCZr7ELQRETk/Gq3APJewFSNAZCaoPHPjP06a+1bBhERtYw5ATq0CnIiDIDUYlyOEBHJw/WSSgBAQZnBwZWQs2AApCYTkDCsZ5D598kDQx1XDBERNVty+jVHl0BOws3RBZAM1DltbMGTEXj58W5QuynQLcjXgUUREVFTcY8N1ccASM3ippDQ626No8sgIqIWkBgF6SbuAqYmEOb/8rrPRERE8scASM2iYAIkIpIdXsaL6mMApCYTkBgAiYhkTJK4C5iqMQCSdXVOAlEw/xEREckeAyA1i8QtgEREssNdwFQfAyBZJep85xZAIiL54iKcajAAklXCYhcwFx9ERERyxwBIVjEAEhHJG0/9oPoYAMmq2l3AEiT+iyEikh1PlRIA0KW9l4MrIWfB1TlZJUzcAkhEJGddAnwAABpPdwdXQs6CAZCsqrvrgCeBEBHJUM2Hd8GdwVSNAZCsqj0GkBeCJiKSM+Y/qsEASFbVPQmE+Y+ISH5qruHK/Ec1GADJKstdwEyARERyY15ycxMg3cQASFYZqowAai4EzQBIRCQ75i2ADIBUjQGQrCqtqDL/zJNAiIjk6GYAZP6jmxgAySrTze+e7m68FzARkQzVLrqZAKkaAyBZZar5yMjwR0QkS7wKDNXHAEjW3VxicPcvEZFcVS/ATQyAdBMDIFll5BKDiEjWzB/ghem248h1MACSVTVnjfH4PyIieapZfvPzPNVgACSrau8FzABIRCRH4uby+1xusYMrIWfBAEhWmXgMIBGRrGXllwHgx3iqxQBIVtVuAOSig4hIjrjnl+qTVQBcvXo1QkND4eHhgQEDBuDQoUO3Hb9x40b06NEDHh4e+MMf/oBt27ZZPC6EwBtvvIEOHTrA09MTUVFROHfuXFu+BVmquRcw4x8RkTzV3MVJYhSkm2QTADds2ID4+HgsWrQIx44dQ58+fTBixAjk5uY2Ov6XX37B+PHjMW3aNKSmpiI6OhrR0dE4efKkecx7772Hjz76CGvWrEFKSgq8vb0xYsQIVFRU2OttyYI5ADIBEhHJkoLH8FA9sgmAy5cvx/PPP4+pU6eiZ8+eWLNmDby8vPDZZ581On7FihUYOXIk5syZg4iICLz11lvo168fVq1aBaA61Hz44YdYuHAhnnnmGfTu3RtffPEFrly5gs2bN9vxnTk/XgiaiEjeeB93qk8WAdBgMODo0aOIiooyT1MoFIiKisKBAwcafc6BAwcsxgPAiBEjzOMvXrwInU5nMUaj0WDAgAG3nKder0dRUZHFlyuo3QLIBQgRkRzVbAHkUpxqyCIA5uXlwWg0IigoyGJ6UFAQdDpdo8/R6XS3HV/zvTnzXLp0KTQajfmrU6dOLXo/cpNXogcA5JcYHFwJERG1BLcAUn2yCIDOYv78+SgsLDR/ZWVlOboku9h3Lg8AUMVjh4mIZIkBkOqTRQAMCAiAUqlETk6OxfScnBwEBwc3+pzg4ODbjq/53px5qtVq+Pn5WXwRERE5u9qTQIT5sB5ybbIIgCqVCv3790dSUpJ5mslkQlJSEgYOHNjocwYOHGgxHgB27txpHh8WFobg4GCLMUVFRUhJSbnlPF0dFxlERPKkrLMFUF/VtvcDzsovQ3FFZYPp2TfKUFjecDo5hiwCIADEx8dj7dq1WLduHX777TfMmDEDpaWlmDp1KgAgNjYW8+fPN49/+eWXsWPHDixbtgxnzpzBm2++iSNHjiAuLg5A9QkNs2bNwj/+8Q9s2bIFaWlpiI2NRUhICKKjox3xFp0WrxtFRCRvnio388/PrNrfZq9z6XopBr+3G/3f+sliuq6wAo/8czf6LP6xzV6bmsfN+hDnMG7cOFy7dg1vvPEGdDod7r//fuzYscN8EkdmZiYUito8GxkZiX//+99YuHAhFixYgG7dumHz5s3o1auXecxrr72G0tJSTJ8+HQUFBXjkkUewY8cOeHh42P39ObM+nTSADvBVy+afCxER1RHRwQ/Irv5An57TdvcDPvj7dQCAwWi5lTE180abvSa1jKzW6HFxceYtePUlJyc3mDZ27FiMHTv2lvOTJAlLlizBkiVLbFXiHclX7Q4AaO/HYExEJEdKXgia6pHNLmBXtuOkDq9vPolKowlZ+WWYs/E4ztX5BJdbXIHX/nMcx7MKGjy3VF+F0HlbEfNJ49c2nLD2IELnbUW5wQgA+DWrAK/95ziuFetrB5lvBccFCBGRHEk2DIBCCLy99TQ2pWY3eGz/+etNmofRJLD4u1P4/sQVm9VFzSOrLYCu6sX/PQoA6NHBF1/8cgnpOcXYflKHk4tHAADmf52GpDO5+OpINjLe/aPFc1ftPg8AOHQxH5eul+Kedt7mx66X6PHLheo/1g+TzmL+ExGIXl19bEh+aSX+Z/IDAADBYwCJiGRNAdtdCDo5/RrW7r0IABjVt6PFY1uONx7o6l+FZlvaVSTsz0DC/gw81TvEBlVRc3ELoIzoCivMx26U6KvM08/lltzyOVn5Zeaf6z4HsDwTLPN6mcVjv1+rnac5/vE6UkREsmTLPcDXS1t/UwCLvUzkENwC6MRMJoGiOqfS1/+jy8ovw91aT4tpN0oNUColqN0UuHyjHNcbuXvH1cJyKBWSxen4N8oMKCyr/b2oogqVRhPKK43mBMj4R0QkU1LNFsDaPTrZN8oQ7OeBUr0RSqWEovJKKCQJd3m7I7/UgHbealwr0cPDTQG1uxISAHelAiV11kv6KiPySw3ooPGs/4q4XFAOQ5UJWk93ZN8oN08v0VehzFC7QaJm3eOlVkJfZUJheSXUbgoE+Kht3QWqQxK8ImSLFRUVQaPRoLCwsE0uCh372SH8fPaa1XGd/D2RlV9uddz3f3sE53NLMGvDr82qY/ndyRh9/VMcb/ck+vzt/5r1XCIicgI73wD2r8DaqifxdtVfbD77FX++H4YqE+b854TN5nnizeHw83C32fzqauv1txxwC6ATa0r4a67mhj8ASNcVA+7VZ00TEZEcte3y++XEX+Fm4zONj126gSHdA206T6rFYwDJKl4ImojoziCn5bl8KpUnBkAnZDQJvP/DmSaPb8ruXwB4auW+lpYEgOeAEBHRrVWZbBvZpiYcxr3zt1ocn062wwDohDYeycLq3RccXUYjmACJiGRJpp/gTQJY+O1JR5dxR2IAdELnb3NZF0eQGvmJiIjkR45L8WOXeBu5tsAA6ITKK42OLqFRMv0ASUREMsZ1T9tgAHRCX6ZkOrqERpVXmqwPIiIiJyTfFFX3GoJkO7wMjBN6RrEPo5T7HV2GWWcpBwDw+7VSPOjgWoiIqOVGKA+jiySv++9uMg4C8Eer46h5GACdUKiUgyHK444uo4EqrwBHl0BERC3hEwQA6CjloaMyz8HFNE+qqaujS7gjMQA6oR9NDyDL0N7RZViogAqXNYMx0dGFEBFR8z0wFdO36OAD+e1O/U3cg1ccXcQdiAHQCRX6dcc3hfc4uowG7lM2vNcjERHJgJsaP5p4EA/V4kkgTuinVx91dAmNsvVtfoiIyH62vTTY0SWQE2EAdEJeKufcMKtkACQikq2eIX449vowR5dBToIBkJrMTcF/LkREcuau5Ad5qsY1OjXZ3/8Y4egSiIioFbxVbvBRO+deJrIvBkAZOrIwqsXPbc3m/z6dtC1+LhEROZ5CIVldDxxZGIW9rw3FsJ5BzZ7/njlDsH/eY01eT62e0A8BPupmvw61HgOgDPl5uLf4uf7eKhtWQkREcqNyu/WqP8BHjQAfNTr5e6FLe59mzTfQV4172nnjbq1nk7cyhgf5IETr0azXIdtgAJQhnotBRERtIaKDr/lnAdGs59a9Z29T79/rrXZDt0Df247xcGdUaQs8EMBJffPfkXhu3RFUGU2YOigMJfoqpGbewKSB90Bxi7+sqIgg/PRbDrxVSjwY5o+neodg3S8Z6BHsC42nO+672w8AsOLP9yMtuxBVJoHHIwKR9Fsufjilw9XCCgDAg6F34XDGDfx1UBhMQuBsTjFiHuhkt/dORERt66f4/0LU8p8xK6obcov1+PGUDmo3JZbF9KkdVCf//eXhzvjhVA7ySvQQTciFt1pPAUCAjwp5JQbMe6IHQrSeeP2pCJzILsC53BIAwIIne2D7SR1SMwsAAP98tndL3iJZIQnRlP+V1JiioiJoNBoUFhbCz8/Pbq8rhEDY/G0Npq/760N4NLzldxAJnbcVAPDBuD4Y1bdji+dDRETy98623/Dpz78DADLebfxevDXrDaB6F/Chv1cf+2c0CXRZUL2e+mHWf+GjXeew9cTV287Lnhy1/nYm3ALYCjXZuaioyO6vbdKXNZhWXFyEoqKWH0xbM8+SomKHvCciInIeFWUl5vXCrdYJdddFVe5V5nFCCPNjxcWFMDRhXvZUt05XxS2ArZCdnY1OnbhrlIiISI6ysrLQsaNr7vFiAGwFk8mEK1euwNfXF1JTj3i9gxUVFaFTp07Iyspy2U3q9sA+2wf7bB/ss32wz5aEECguLkZISAgULnqTA+4CbgWFQuGynxxux8/PjwsYO2Cf7YN9tg/22T7Y51oajcbRJTiUa8ZeIiIiIhfGAEhERETkYhgAyWbUajUWLVoEtZq39WlL7LN9sM/2wT7bB/tM9fEkECIiIiIXwy2ARERERC6GAZCIiIjIxTAAEhEREbkYBkAiIiIiF8MA6KJWr16N0NBQeHh4YMCAATh06NAtx546dQrPPvssQkNDIUkSPvzwwwZjli5digcffBC+vr4IDAxEdHQ00tPTLcbodDpMmjQJwcHB8Pb2Rr9+/fD1119bjDl27BiGDRsGrVaLdu3aYfr06SgpKbHJe3YUR/T6woULGDVqFNq3bw8/Pz/ExMQgJyfHYkx+fj4mTpwIPz8/aLVaTJs2Tda9dtY+v/3224iMjISXlxe0Wq0t3qpDOWOfMzIyMG3aNISFhcHT0xNdunTBokWLYDAYbPa+7c0Z+wwATz/9NDp37gwPDw906NABkyZNwpUrV2zynsm+GABd0IYNGxAfH49Fixbh2LFj6NOnD0aMGIHc3NxGx5eVleHee+/Fu+++i+Dg4EbH7NmzBzNnzsTBgwexc+dOVFZWYvjw4SgtLTWPiY2NRXp6OrZs2YK0tDSMHj0aMTExSE1NBQBcuXIFUVFR6Nq1K1JSUrBjxw6cOnUKU6ZMsXkP7MURvS4tLcXw4cMhSRJ27dqF/fv3w2Aw4E9/+hNMJpN5PhMnTsSpU6ewc+dOfP/99/j5558xffp02zfBDpy5zwaDAWPHjsWMGTNs/8btzFn7fObMGZhMJnzyySc4deoUPvjgA6xZswYLFixom0a0MWftMwAMHToUX331FdLT0/H111/jwoULGDNmjO2bQG1PkMt56KGHxMyZM82/G41GERISIpYuXWr1uffcc4/44IMPrI7Lzc0VAMSePXvM07y9vcUXX3xhMc7f31+sXbtWCCHEJ598IgIDA4XRaDQ/fuLECQFAnDt3zuprOiNH9PqHH34QCoVCFBYWmscUFBQISZLEzp07hRBCnD59WgAQhw8fNo/Zvn27kCRJXL58ualvz2k4a5/rSkhIEBqNxvqbcWJy6HON9957T4SFhVl9PWckpz5/++23QpIkYTAYrL4mORduAXQxBoMBR48eRVRUlHmaQqFAVFQUDhw4YLPXKSwsBAD4+/ubp0VGRmLDhg3Iz8+HyWRCYmIiKioqMGTIEACAXq+HSqWyuDG3p6cnAGDfvn02q81eHNVrvV4PSZIsLvjq4eEBhUJh7uOBAweg1WrxwAMPmMdERUVBoVAgJSXFZrXZgzP3+U4itz4XFhZaLH/kQk59zs/Px5dffonIyEi4u7vbrDayDwZAF5OXlwej0YigoCCL6UFBQdDpdDZ5DZPJhFmzZmHQoEHo1auXefpXX32FyspKtGvXDmq1Gi+88AI2bdqErl27AgAee+wx6HQ6vP/++zAYDLhx4wbmzZsHALh69apNarMnR/X64Ycfhre3N+bOnYuysjKUlpZi9uzZMBqN5j7qdDoEBgZazMvNzQ3+/v42q81enLnPdxI59fn8+fNYuXIlXnjhBZvUZU9y6PPcuXPh7e2Ndu3aITMzE99++61N6iL7YgAkm5s5cyZOnjyJxMREi+mvv/46CgoK8NNPP+HIkSOIj49HTEwM0tLSAAD33Xcf1q1bh2XLlsHLywvBwcEICwtDUFCQxVZBqtVYr9u3b4+NGzfiu+++g4+PDzQaDQoKCtCvXz/2sYXYZ/uwRZ8vX76MkSNHYuzYsXj++eftWb5stLbPc+bMQWpqKn788UcolUrExsZC8KZisuPm6ALIvgICAqBUKhuc2ZWTk3PLg4ebIy4uznxCQceOHc3TL1y4gFWrVuHkyZO47777AAB9+vTB3r17sXr1aqxZswYAMGHCBEyYMAE5OTnw9vaGJElYvnw57r333lbXZm+O6jUADB8+HBcuXEBeXh7c3Nyg1WoRHBxs7mNwcHCDA8qrqqqQn59vk9rsyZn7fCeRQ5+vXLmCoUOHIjIyEp9++mmra3IEOfQ5ICAAAQEBCA8PR0REBDp16oSDBw9i4MCBra6P7IcfU12MSqVC//79kZSUZJ5mMpmQlJTUqj9eIQTi4uKwadMm7Nq1C2FhYRaPl5WVAUCDT5JKpdLiDLMaQUFB8PHxwYYNG+Dh4YFhw4a1uDZHcVSv6woICIBWq8WuXbuQm5uLp59+GgAwcOBAFBQU4OjRo+axu3btgslkwoABA1pcmyM4c5/vJM7e58uXL2PIkCHo378/EhISZLsV1tn7XF/N8luv17e4NnIQR56BQo6RmJgo1Gq1+Pzzz8Xp06fF9OnThVarFTqdTgghxKRJk8S8efPM4/V6vUhNTRWpqamiQ4cOYvbs2SI1NdXizNwZM2YIjUYjkpOTxdWrV81fZWVlQgghDAaD6Nq1qxg8eLBISUkR58+fF//617+EJEli69at5vmsXLlSHD16VKSnp4tVq1YJT09PsWLFCjt1xvYc0WshhPjss8/EgQMHxPnz58X69euFv7+/iI+Pt6ht5MiRom/fviIlJUXs27dPdOvWTYwfP76NO9I2nLnPly5dEqmpqWLx4sXCx8fH/LrFxcVt3BXbc9Y+Z2dni65du4rHH39cZGdnW8xHjpy1zwcPHhQrV64UqampIiMjQyQlJYnIyEjRpUsXUVFRYYfOkC0xALqolStXis6dOwuVSiUeeughcfDgQfNjjz76qJg8ebL594sXLwoADb4effRR85jGHgcgEhISzGPOnj0rRo8eLQIDA4WXl5fo3bt3g8vCTJo0Sfj7+wuVStXo43LkiF7PnTtXBAUFCXd3d9GtWzexbNkyYTKZLOq6fv26GD9+vPDx8RF+fn5i6tSpsgwlNZy1z5MnT250Prt3726jTrQtZ+xzQkLCLecjV87Y5xMnToihQ4cKf39/oVarRWhoqHjxxRdFdnZ2W7aC2ogkBI/cJCIiInIl8jxIgoiIiIhajAGQiIiIyMUwABIRERG5GAZAIiIiIhfDAEhERETkYhgAiYiIiFwMAyARERGRi2EAJCIiInIxDIBEdEdITk6GJEkoKCiw+2tLkgRJkqDVaps0vqZWSZIQHR3dprURETWGAZCIZGfIkCGYNWuWxbTIyEhcvXoVGo3GITUlJCTg7NmzTRpbU2tMTEwbV0VE1DgGQCK6I6hUKgQHB0OSJIe8vlarRWBgYJPG1tTq6enZxlURETWOAZCIZGXKlCnYs2cPVqxYYd6NmpGR0WAX8Oeffw6tVovvv/8e3bt3h5eXF8aMGYOysjKsW7cOoaGhuOuuu/DSSy/BaDSa56/X6zF79mzcfffd8Pb2xoABA5CcnNzsOo8fP46hQ4fC19cXfn5+6N+/P44cOWKjLhARtY6bowsgImqOFStW4OzZs+jVqxeWLFkCAGjfvj0yMjIajC0rK8NHH32ExMREFBcXY/To0Rg1ahS0Wi22bduG33//Hc8++ywGDRqEcePGAQDi4uJw+vRpJCYmIiQkBJs2bcLIkSORlpaGbt26NbnOiRMnom/fvvj444+hVCrx66+/wt3d3SY9ICJqLQZAIpIVjUYDlUoFLy8vBAcH33ZsZWUlPv74Y3Tp0gUAMGbMGKxfvx45OTnw8fFBz549MXToUOzevRvjxo1DZmYmEhISkJmZiZCQEADA7NmzsWPHDiQkJOCdd95pcp2ZmZmYM2cOevToAQDNCo9ERG2NAZCI7lheXl7m8AcAQUFBCA0NhY+Pj8W03NxcAEBaWhqMRiPCw8Mt5qPX69GuXbtmvXZ8fDyee+45rF+/HlFRURg7dqxFLUREjsQASER3rPq7XCVJanSayWQCAJSUlECpVOLo0aNQKpUW4+qGxqZ48803MWHCBGzduhXbt2/HokWLkJiYiFGjRrXgnRAR2RYDIBHJjkqlsjhxw1b69u0Lo9GI3NxcDB48uNXzCw8PR3h4OF555RWMHz8eCQkJDIBE5BR4FjARyU5oaChSUlKQkZGBvLw88xa81goPD8fEiRMRGxuLb775BhcvXsShQ4ewdOlSbN26tcnzKS8vR1xcHJKTk3Hp0iXs378fhw8fRkREhE3qJCJqLQZAIpK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\n", " \n", "
\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import ipywidgets as widgets\n", "\n", "%matplotlib widget\n", "\n", "# Set up plot\n", "plt.figure()\n", "ldata, = plt.plot(x, y, label='data')\n", "lfit, = plt.plot(x, gauss_trunc(x, *popt), label='fit')\n", "plt.legend()\n", "plt.xlabel('time [s]')\n", "plt.ylabel('photodiode voltage [V]')\n", "\n", "# Create update function\n", "def update(i):\n", "\n", " # Extract dataset\n", " y = ydata[i, 0, 0, :]\n", "\n", " # Set raw data\n", " ldata.set_ydata(y)\n", "\n", " # Fit\n", " p0 = [0.3, 40e-6, np.mean(x), -0.02, 0.07]\n", " popt, pcov = curve_fit(gauss_trunc, x, y, p0)\n", "\n", " # Set fit plot\n", " lfit.set_ydata(gauss_trunc(x, *popt))\n", "\n", " # Set yaxis limits\n", " plt.ylim([np.min(y), np.max(y)])\n", "\n", " # Update title\n", " plt.title('offset-baseline=pedestal=%0.5f\\nt0=%0.5f' % (popt[4]-popt[3], popt[2]))\n", "\n", "# Make interactive\n", "widgets.interact(update, i=widgets.IntSlider(min=0, max=ydata.shape[0]-1))\n", "\n", "plt.show()\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "id": "5b550f41-8dc7-43b5-a66e-459c153c084e", "metadata": {}, "source": [ "The model seems to work well and the pedestal height is roughly constant. The central time is consistently 0.12910. I am going to average across all pedestal heights and take the average to be the official pedestal height." ] }, { "cell_type": "code", "execution_count": 11, "id": "0f760cfe-3f3b-4468-b82b-4435b3a1ba76", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "mean pedestal (offset-baseline) height = 0.08190\n" ] } ], "source": [ "pedestal_heights = []\n", "for i in range(len(amps)):\n", "\n", " # Extract dataset\n", " y = ydata[i, 0, 0, :]\n", "\n", " # Fit and save pedestal height\n", " p0 = [0.3, 40e-6, np.mean(x), -0.02, 0.07]\n", " popt, pcov = curve_fit(gauss_trunc, x, y, p0)\n", " pedestal_heights.append(popt[4]-popt[3])\n", "\n", "# Average across all heights\n", "print('mean pedestal (offset-baseline) height = %0.5f' % np.mean(np.array(pedestal_heights)))" ] }, { "cell_type": "markdown", "id": "21c079fe-9b17-4c1a-9479-9b49a570aa6b", "metadata": {}, "source": [ "Lets convert this into a Rabi frequency using our result from [an earlier section](#Relating-beam-power-to-photodiode-voltage). There we ultimated related the function generator voltage to the Rabi frequency. Here I want to relate a photodiode voltage to a Rabi frequency, so I will need to combine a few of the results from that section in a different way:\n", "\n", "Relationship between beam power $P$ in mW and photodiode voltage in V: $P=46.38V_p$\n", "\n", "Relationship between central beam intensity and beam power: $I_0=2P/\\pi w_0^2$\n", "\n", "Relationship between effective Rabi frequency in MHz and intensity in mW/cm^2: $\\Omega^\\mathrm{eff}_0=0.000937888I_0$.\n", "\n", "Putting all of these togeather we find the Rabi frequency in recoil frequencies is related to the photodiode voltage in V via $\\Omega^\\mathrm{eff}_0=3.62628 V_p$" ] }, { "cell_type": "markdown", "id": "5f552fbd-8003-46d5-bda9-a42ffddad3da", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "In [section](#Relating-beam-power-to-photodiode-voltage) I had found a factor of two disagreement when comparing to the experiment. Assuming that I missed this factor of two somewhere, the effective Rabi frequency should be related to photodiode voltage via $\\Omega^\\mathrm{eff}_0=2\\times3.62628 V_p=7.25256 V_p$. **Therefore I am estimating the pedistal height produces an effective Rabi frequency pedestal of** $\\Omega^\\text{eff}_0=7.25256\\times0.08190=0.5940$." ] }, { "cell_type": "markdown", "id": "3e4c1047-13d0-44a4-ba79-4ff3c279f523", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "Note that it is important I get this initial value for the pedestal height right as it will make the precompute tables much more expensive to generate. Scanning over the pedestal height as well as the effective Rabi frequency means adding another dimension to the precompute table scan." ] }, { "cell_type": "markdown", "id": "af14da9a-c523-4f31-9d78-caf213a86502", "metadata": {}, "source": [ "The final thing to do now is to convert the model of the Gaussian into the units used in the simulation, namely t0, tstart, and tend:" ] }, { "cell_type": "code", "execution_count": 12, "id": "5d9d05af-12b8-4fbb-bd2f-ee6343e5d030", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "t0-tstart=2.59621 in recoil units\n", "tend-t0=1.94716 in recoil units\n" ] } ], "source": [ "t0 = 0.12910\n", "print(\"t0-tstart=%0.5f in recoil units\" % ((t0 - tstart)*2*np.pi*2066))\n", "print(\"tend-t0=%0.5f in recoil units\" % ((tend - t0)*2*np.pi*2066))" ] }, { "cell_type": "markdown", "id": "f48bf5b6-45ec-47b8-9592-41a8be03652b", "metadata": {}, "source": [ "## Model" ] }, { "cell_type": "markdown", "id": "e070f6cc-95ac-4f0a-9b53-1e622df86699", "metadata": {}, "source": [ "The model consists of solving the Bragg Hamiltonian with a transverse position spread and a slight pedistal that comes from the imperfect operation of the pulse-shaper. Here I will describe how these effects are incorporated into the model. I will also describe how to think about the velocity spread of the atoms, although this is omitted from the model." ] }, { "cell_type": "markdown", "id": "aa8b1607-9154-4863-95b3-4e45429b5b99", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "### Multi Atom Simulation: Velocity spread\n", "\n", "Lets try accounting for the vertical velocity spread of the atoms in the cloud. I will do this by simulating the Bragg pulse over a range of initial velocities and then weighing those velocities by the proportion of that velocity class in the cloud at the start of the Bragg pulse." ] }, { "cell_type": "raw", "id": "1a99dc20-fbdc-4e53-b6ac-42100390d1ac", "metadata": { "editable": true, "raw_mimetype": "text/restructuredtext", "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "First lets recall how the detuning is defined for the system that the :py:meth:`mwave.integrate.gbragg` function solves" ] }, { "cell_type": "markdown", "id": "f2f335a2-c571-4115-81ec-8a4f2012e03a", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "$$\\delta=\\omega_1-\\omega_2$$\n", "To get a resonant Bragg process we must set\n", "$$\\delta=4\\omega_\\text{r}(n_0+n_\\text{f})$$\n", "where $n_0$ and $n_\\text{f}$ describe the Bragg order, i.e. $n=1$ would describe a process where $2\\hbar k$ photons are transferred. This condition comes from the Bragg diffraction derivation.\n", "\n", "Now lets figure out how the Doppler shift will modify $\\delta$. Recall $\\omega'=\\omega-kv=\\omega-\\omega v/c=\\omega(1-v/c)$, so\n", "$$\\delta'=\\omega_1'-\\omega_2'=\\omega_1(1-v/c)-\\omega_2(1+v/c)=\\delta-\\omega_1v/c-\\omega_2v/c=\\delta-(\\omega_1+\\omega_2)v/c\\approx\\delta-2v\\omega/c$$\n", "We define all frequencies in terms of the recoil frequency, so\n", "$$\\delta'/\\omega_\\text{r}\\approx\\delta/\\omega_\\text{r}-2v\\omega/\\omega_\\text{r}c=\\delta/\\omega_\\text{r}-2v\\frac{\\omega}{c}\\frac{2m}{\\hbar k^2}=\\delta/\\omega_\\text{r}-2v\\frac{2m}{\\hbar k}=\\delta/\\omega_\\text{r}-4v/v_\\text{r}$$\n", "\n", "If we want to plug in a velocity in m/s then\n", "$$\\delta'\\approx\\delta-2v(2\\pi\\times351.7257185)/299792458=\\delta-2v\\times7.37163\\times10^6$$\n", "We are defining all our frequencies in terms of the recoil frequency, so we need to divide this final term by a recoil frequency\n", "$$\\delta'\\approx\\delta-2v\\times7.37163\\times10^6/(2\\pi\\times2066)=\\delta-2v\\times567.875$$ " ] }, { "cell_type": "code", "execution_count": 13, "id": "d2a64fa7-1322-40f9-acdf-6271cf2a4248", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|███████████████████████████████████████████| 50/50 [00:28<00:00, 1.73it/s]\n" ] }, { "data": { "image/png": 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//5yp+f3222rwT6tGBqUUx44ds/5B3L9/P5GRkfz444/07t3but+dbjPk1vvJTbacd/bs2Tz//PM5Om5G8ZTh/Pnz3LhxI1PrTWRkJIC1w3JoaCh79+6lTZs2dx3RVq5cOXRd5/jx45laa/79M5gxkspiseTomrq7u/PUU0/x1FNPkZycTNeuXfnoo48YPnw4Li4ud8z0xx9/kJSUxKJFizK1lOX0VmJOW8OmTZtmHRFXu3Ztvv/+ew4fPkzVqlWt+2zdutX6/N3Url2b9evXo+t6pltBW7duxc3NzdqqFhsbC5CphRPS/v9aLJYso5cuX75M+/btSUpKYuXKlfd8b1u3buXYsWOMGjXqrvv924kTJ3BxccnU0ioKLhkKLuyO2Wymffv2LFy4MNPtmtjYWH755ReaNWtm8yerxMREa/N4htDQUDw9Pa1N6R06dMDLy4uPP/6YlJSULMe4fbhzxh/Uf88s27RpU9q2bWt9/Lu4+emnnzKNDvrtt9+Ijo7mkUcesb53yPyHXCnFhAkT8vT95CZbzpvR5yYnj39LTU3lu+++s36fnJzMd999h5+fn/UTe48ePTh37hxTpkzJ8vqbN29y48YNAOv1//LLLzPt88UXX2T63mw28+STTzJv3jwOHDhw1/d2+fLlTM85OTlRtWpVlFLW63Knn6Psfg7i4uKYNm1alnNmJ6fXtEOHDtbXPP744zg6OvLtt99atymlmDRpEqVLl87UTyU6OpojR45k+v/brVs3YmNjmT9/vnXbpUuXmDt3Lp06dbL2x8kocmbNmpUp86JFi7hx4wZ16tSxbrtx4wYdO3bk3LlzLFmyJMtt3exk9JHq1atXts9n93O/d+9eFi1aRPv27WXiykJCWm6EXfrwww9Zvnw5zZo149VXX8XBwYHvvvuOpKQkPvvsM5uPFxkZSZs2bejRowdVq1bFwcGB33//ndjYWOvQUy8vLyZOnMhzzz1H3bp1efrpp/Hz8yMqKoo///yTpk2bWic3y/jj+frrr9OhQwfMZvM9h7ACFC9enGbNmvH8888TGxvLF198QVhYmHV6+MqVKxMaGsrQoUM5d+4cXl5ezJs3L0vfm9x+P7nJlvM+aJ+bTz/9lFOnTlGxYkVmz57Nnj17mDx5Mo6OjgA899xzzJkzh1deeYXVq1fTtGlTLBYLR44cYc6cOSxbtoz69etTu3ZtevbsybfffktcXBzh4eGsXLmSY8eOZTnvJ598wurVq2nUqBH9+/enatWqXLlyhV27drFixQpri2L79u0JCAigadOm+Pv7c/jwYb7++mseffRR622VjJ+j//3vfzz99NM4OjrSqVMn2rdvj5OTE506deLll18mISGBKVOmULJkyWxv/fzb/bTUlSlThjfeeIMxY8aQkpJCgwYNWLBgAevXr+fnn3/OdDty+PDh/Pjjj5w8edLaStatWzcaN27M888/z6FDh6wzFFsslky34Tp16kS1atUYNWoUp0+ftnYo/vrrrwkMDKRfv37WfZ955hm2bdvGCy+8wOHDhzPNbePh4UGXLl0yvQeLxcLs2bNp3Lhxlv5TGZ566ilcXV0JDw+nZMmSHDp0iMmTJ+Pm5sYnn3xi83UTdsqQMVpC5MCuXbtUhw4dlIeHh3Jzc1OtW7dWmzZtsj5vy1DwS5cuqYEDB6rKlSsrd3d35e3trRo1aqTmzJmT5byrV69WHTp0UN7e3srFxUWFhoaqvn37qh07dlj3SU1NVa+99pry8/NTmqbdc1h4RqZff/1VDR8+XJUsWVK5urqqRx991Dq8O8OhQ4dU27ZtlYeHh/L19VX9+/dXe/fuzTR0N7ffjy1Dwbdv357te1u9erXN571fLVu2VNWqVVM7duxQTZo0US4uLqpcuXLq66+/zrJvcnKy+vTTT1W1atWUs7OzKlasmKpXr54aOXKkiouLs+538+ZN9frrr6sSJUood3d31alTJ3XmzJksQ8GVUio2NlYNHDhQBQUFKUdHRxUQEKDatGmjJk+ebN3nu+++Uy1atFAlSpRQzs7OKjQ0VA0bNizTOZVKG9pcunRpZTKZMg0LX7RokapZs6ZycXFRwcHB6tNPP1VTp07NMnQ8u6Hg98tisaiPP/5YlStXTjk5Oalq1aqpmTNnZtmvT58+2Q5hv3LliurXr58qUaKEcnNzUy1btszy85Kx3+DBg1XFihWVs7Oz8vX1VU8//bQ6ceJEpv3KlSt3x2Hs5cqVy3LcpUuXKkB9+eWXd3yPEyZMUA0bNlTFixdXDg4OKjAwUD377LPq6NGjObtIokDQlPrXjWwhhLBzrVq14tKlS9neGhJCCLm5KIQQQohCRYobIYQQQhQqUtwIIYQQolCRPjdCCCGEKFSk5UYIIYQQhYoUN0IIIYQoVKS4EUIIIUShIsWNECKTTZs28f7772dZEiDjuWbNmuHm5kZAQACvv/46CQkJuXbua9eu8dJLL+Hn54e7uzutW7dm165dOXrttm3bePXVV6lXrx6Ojo53XLfpzJkzjBw5koYNG1KsWDF8fX1p1aoVK1asyHb/jJmy3dzcKFasGN26dcu0LEiG2bNn8+yzz1KhQgU0TaNVq1Z3zJqUlMTbb79NqVKlcHV1pVGjRndcP0wIYTspboQQmWzatImRI0dmKW727NlDmzZtSExMZNy4cbz44otMnjyZ7t2758p5dV3n0Ucf5ZdffmHQoEF89tlnXLhwgVatWmVZcDQ7S5Ys4fvvv0fTtCxret1u4cKFfPrpp4SFhfHhhx/y7rvvcv36ddq1a5dl7abFixfz8MMPk5SUxCeffMKbb77J2rVradasWZY1iiZOnMjChQsJCgqiWLFid83at29fxo0bxzPPPMOECRMwm8107NiRDRs23PN9CiFywNgJkoUQ9mbMmDHZTq3/yCOPqMDAwEzLB0yZMkUBatmyZQ983tmzZ2dZNuPChQvKx8dH9ezZ856vj4mJUYmJiUoppQYOHHjHJTEOHDigLl68mGnbrVu3VOXKlVWZMmUyba9ataoKCwtTSUlJ1m179uxRJpNJDRkyJNO+UVFRymKxKKWUqlat2h2XRNi6dWuWZUNu3rypQkNDVZMmTe75PoUQ9yYtN0IIq/fff59hw4YBEBISgqZpaJrGvn37WL58Oc8++2ymFdl79+6Nh4cHc+bMeeBz//bbb/j7+9O1a1frNj8/P3r06MHChQutq53fib+/P66urvc8T7Vq1fD19c20zdnZmY4dO3L27Fnrqu1Xrlzh0KFDPPHEEzg5OVn3rVWrFlWqVMmyqnVQUFCOVpT+7bffMJvNvPTSS9ZtLi4u9OvXj82bN3PmzJl7HkMIcXeyKrgQwqpr165ERkby66+/Mn78eGsRcP36dVJTU6lfv36m/Z2cnKhduza7d++2bktJSSEuLi5H5ytevLi1INi9ezd169bNUiA0bNiQyZMnExkZSY0aNR7k7d1VTEwMbm5uuLm5AViLqewKJjc3Nw4ePEhMTAwBAQE2nWf37t1UrFgxU5EIae8T0m7/BQUF3c9bEEKkk5YbIYRVzZo1qVu3LgBdunTh2Wef5dlnnyU6OhqAwMDALK8JDAzk/Pnz1u83btyIn59fjh5RUVHW10VHR9/x+ECmc+S2Y8eOMX/+fJ588knMZjOQ1hLk4+PDxo0bM+17+fJlDh06BMC5c+dsPpeR71OIokJaboQQ93Tz5k0g7fbNv7m4uFifh7TbNjkd+XN7q8fNmzfvePzbM+S2xMREunfvjqurK5988ol1u8lk4uWXX+bTTz9l+PDhvPDCC8THx/PWW2+RnJx835mMep9CFCVS3Agh7inj1kx2/V5u3bqV6dZNsWLFaNu27X2d407Hvz1DbrJYLDz99NMcOnSIv/76i1KlSmV6ftSoUVy6dInPPvvMWvi0b9+efv36MWnSJDw8PGw+pxHvU4iiRoobIcQ9Zdwyybg9dbvo6OhMRUFycjJXrlzJ0XH9/Pyst4ECAwPveHwgS+GRG/r378/ixYv5+eefeeihh7I87+TkxPfff89HH31EZGQk/v7+VKxYkV69emEymQgLC7P5nIGBgdnezsrL9ylEUSPFjRAik+wmv6tevToODg7s2LGDHj16WLcnJyezZ8+eTNs2bdpE69atc3SukydPEhwcDEDt2rVZv349uq5n6lS8detW3NzcqFix4n2+o+wNGzaMadOm8cUXX9CzZ8+77uvv74+/vz+Q1tqzZs0aGjVqdF8tN7Vr12b16tXEx8dn6lS8detW6/NCiAcjxY0QIhN3d3eATJP4eXt707ZtW2bOnMm7776Lp6cnADNmzCAhISHTRH732+emW7du/Pbbb8yfP59u3boBcOnSJebOnUunTp0y9VM5fvw4AKGhoff1HseMGcPnn3/OO++8w3/+8x+bXvv5558THR3NV199dV/n7tatG59//jmTJ09m6NChQNrtvmnTptGoUSMZKSVELtCUUsroEEII+7F9+3YaNmxIx44defrpp3F0dKRTp05EREQQHh5O1apVeemllzh79ixjx46lRYsWLFu27IHPa7FYaNasGQcOHGDYsGH4+vry7bffEhUVxfbt26lUqZJ134zWntuXQTh9+jQzZswA0mYW3rp1Kx988AEA5cqV47nnngPg999/p2vXrlSoUIH33nsvS4527dpZW2lmzpzJvHnzaNGiBR4eHqxYsYI5c+bw4osvMmXKlEyvW7duHevWrQPgq6++ws3NjX79+gHQokULWrRoYd23R48e/P777wwePJiwsDB+/PFHtm3bxsqVKzPtJ4S4T0bPIiiEsD8ffPCBKl26tDKZTJlmK16/fr0KDw9XLi4uys/PTw0cOFDFx8fn2nmvXLmi+vXrp0qUKKHc3NxUy5Yt1fbt27PsV65cOVWuXLlM21avXq2AbB+3zxY8YsSIO+4HqNWrV1v33bp1q2rRooUqVqyYcnFxUbVq1VKTJk1Suq5nyXS3444YMSLTvjdv3lRDhw5VAQEBytnZWTVo0EAtXbr0QS6dEOI20nIjhBBCiEJFJvETQgghRKEixY0QQgghChUpboQQQghRqEhxI4QQQohCRYobIYQQQhQqUtwIIYQQolApcjMU67rO+fPn8fT0zHaaeSGEEELYH6UU169fp1SpUpmWaMlOkStuzp8/L9ObCyGEEAXUmTNnKFOmzF33KXLFTcaaOGfOnMm0aJ0QouC7ciOZFp+tvus+wzpUpE94SD4lEkLklvj4eIKCgqx/x++myBU3GbeivLy8pLgRohC5kZRKq4/XY3J2u+t+Y9ecxcHFgwGt7m/RTSGEsXLSpaTIFTdCiMInLjGFWqP+tn7vx1WeNq+mnukoJnQOqBBmWVoTpdIWxPx06RGuJSbz9sOVMZmk750QhY0UN0KIAk0plamwedK0jpGO0/HQblm3tWA/L5r/ZFxqdyZZOgEa3607QdVSXjxeu7QBqYUQeUmGggshCrTTlxOtX/c3L2as0yQ8tFvs0cvzv5QXeCulP+st1XHSLPzXcRajHKaTtlg3/GfWHkMyCyHylrTcCCEKtFafrwHgMdNm/uf4CwDfpnbm89Qe6Omf3+ZYWvGsvoJRDtPp7bCcGFWMby1dAEi16DiY5XOeyD26rpOcnGx0jALJycnpnsO8c0KKGyFEgReiRfOp42QAvkt9lM9Sn/7XHhozLe3QUHzgOJ03HeayVa/CTlWJccsjeevhyvkfWhRKycnJnDx5El3XjY5SIJlMJkJCQnBycnqg40hxI4QosIL/+yeg+NjhB9y1JDZZqmZT2PxjhqU9dUzH6GrewDjHibRP/oxv1xyX4kbkCqUU0dHRmM1mgoKCcqUFoijJmGQ3OjqasmXLPtBEu1LcCCEKJKXS+s08YdpAE/Mhbion3kp9GQtmAL7vXZ/6wcVwd3bApGksPxTDKzN3MSKlL01MhyhnukA/8198a3mczccv0yS0hJFvRxQCqampJCYmUqpUKdzc7j4lgcien58f58+fJzU1FUdHx/s+jpSVQogCKWT4EpxIYajjHAC+Sn2Cs8oPgKMfPULbqv74uDnhaDZhNmk8XD0QgOu48UlKWuvOQIcF+HGNnlO2GPMmRKFisVgAHviWSlGWce0yruX9kuJGCFFg9TCvobR2mRhVjB8sjwBphY3jHToIb32nDQAL9abs0UNx15J40eHPtNfFXs+XzKLwk3UL719uXTspboQQBc6+s9dwIoWBDgsB+Cb1cZJw4pf+je5Y2AD4e7nwa//GgMYXqV0BeNa8gmLE0278uvyILoTIB1LcCCEKnM5fb+Qx02YCtStEq+LMtrQGIDzU956vbRJagl/7N2aNXpv9ejDuWhJ9HP6+5+uEKGpatWrFG2+8YXSM+yLFjRCiQElKTbsX3zu9IJmR2o5kHNn1brscHyOt87DGd6mdAOhlXoUDqSw9EJ3reYUoCtasWYOmaVy7ds3oKIAUN0KIAqbS/y2ltnaM2qYTJCkHZlla06V2KYq729aJs165YizTG3BB+VBSu0YH0w5embkrj1ILIfKTFDdCiALnufRWm8V6E67gxcjO1W0+xs8vNiIFB35Nv6XVW25NiSLsxo0b9O7dGw8PDwIDAxk7dmym52fMmEH9+vXx9PQkICCAXr16ceHCBQBOnTpF69Zp/46KFSuGpmn07dsXgKVLl9KsWTN8fHwoUaIEjz32GMePH8/z9yPFjRCiwDh0Ph53btLRtA2AmaltAfB0sX3KLhdHM1/3qsOvqQ9hURqNTEcop8Vw9YZMmy9yh1KKxORUQx4Z80Dl1LBhw1i7di0LFy7k77//Zs2aNeza9U9LZkpKCh988AF79+5lwYIFnDp1ylrABAUFMW/ePAAiIiKIjo5mwoQJQFrRNGTIEHbs2MHKlSsxmUw88cQTeT6Ds0ziJ4QoMDp+uZ4nTdtx1ZI5oQewW4Xx7TN1MZnub/joYzVLMeiXEmzQa9DSvI8upo3U+SCAU588msvJRVF0M8VC1feWGXLuQ6M64OaUsz/xCQkJ/PDDD8ycOZM2bdKmS/jxxx8pU6aMdZ8XXnjB+nX58uX58ssvadCgAQkJCXh4eFC8eHEASpYsiY+Pj3XfJ598MtO5pk6dip+fH4cOHaJ6ddtbXHNKWm6EEAVKF/MGAH63NAM0OtYIfOBjph0r49i2feIVoqA7fvw4ycnJNGrUyLqtePHiVKpUyfr9zp076dSpE2XLlsXT05OWLVsCEBUVdddjHz16lJ49e1K+fHm8vLwIDg7O0eselLTcCCEKhNOXb+DPFZqaDgLwu96MVpX8Hvi4/ZqF8OuGWyQqZ0JMsdTWjnMjKRV3Z/n1KB6Mq6OZQ6M6GHbu3HLjxg06dOhAhw4d+Pnnn/Hz8yMqKooOHTrcc/XzTp06Ua5cOaZMmUKpUqXQdZ3q1avn+arp8q9XCFEg/LItisfMmzFpim16Jc6qkvz9TN0HPu5LLcrzw4aTLNPr84R5I13MG6g2IkxuTYkHpmlajm8NGSk0NBRHR0e2bt1K2bJlAbh69SqRkZG0bNmSI0eOcPnyZT755BOCgoIA2LFjR6ZjZLdswuXLl4mIiGDKlCk0b94cgA0bNuTHW5LbUkKIguG7tSd42LwdgD8tjQFy5Q+Hv5cLtcp484elCQAdzDvQ0Em15G2HRyHshYeHB/369WPYsGGsWrWKAwcO0LdvX+uq5mXLlsXJyYmvvvqKEydOsGjRIj744INMxyhXrhyaprF48WIuXrxIQkICxYoVo0SJEkyePJljx46xatUqhgwZki/vSYobIYTd237qCr7EUU87CsDflvpM69sg147fv0V5NurVSVAuBGpXqKGd5LedZ3Pt+ELYuzFjxtC8eXM6depE27ZtadasGfXq1QPSVuqePn06c+fOpWrVqnzyySd8/vnnmV5funRpRo4cyX//+1/8/f0ZNGgQJpOJWbNmsXPnTqpXr87gwYMZM2ZMvrwfTdk6XqyAi4+Px9vbm7i4OLy8vIyOI4TIgeD//klP80pGO/7AXr08jyd/mKu3jZRShAxfwteOE3jMvJVvUjszJvVpuTUlbHLr1i1OnjxJSEgILi4uRscpkO52DW35+y0tN0KIAqG9Ke0e/zJLfUZ0qpqrx9Y0ja971eFvS4P0c+3M1eMLIfKXFDdCCLt2K8WCB4mEp4+SWqY3oHeT4Fw/z2M1S7Far02yMlPBdI7y2nmbJ0ITQtgHKW6EEHZt2cEYWpj24aylclwP5Lgqhfk+J+27l+u4sVmvBkBb004+XnI4T84jhMhbUtwIIezaf2btoaVpHwCr9dpA3hQ2AF/3qpN+Dmhh2seU9Sfz7FxCiLwjxY0Qws4pWpjTipt1ek22/a9Nnp2pUUgJ1uk1AWhgisCVW3l2LiFE3pHiRghht24mW6ignSNQu8It5chWvQolPfNuFIqfpzMnVCBndD+ctVQamw5z5kpinp1PCJE3pLgRQtitLt9spIVpLwBb9Sq4ubnn+Tn7Ny/P2vTWm5amvTT/bHWen1MIkbukuBFC2K2I2OvW/jbr9Jq8/XDlPD9n36Yh1ltTLdLPLYQoWKS4EULYLReSaGQ6AsAavRZPNyyb5+cs7ePKJr0aKcpMeVMMZbXYPD+nECJ3SXEjhLBLSikamo7grKVwTpXguCqVb+dOwI1dqgIAzUwHOHExId/OLYQRlFK89NJLFC9eHE3T8PHx4Y033jA61n2T4kYIYZfib6bSxHQIgI2W6rzcMjTfzr1gYFM262mzIDcyHeahsWvz7dxCGGHp0qVMnz6dxYsXEx0dTWRkZKbFMYODg/niiy+MC2gjKW6EEHap1qi/aWRKm0Rvi16F6qW88+3cIb7ubEkvbtIKLJmpWBRux48fJzAwkPDwcAICAihZsiSenp5Gx7pvUtwIIeySG7eoqZ0A0kZKdawRmG/n9nZ1ZLceRpJypKR2jfJadL6dW4j81rdvX1577TWioqLQNI3g4GBatWplvS3VqlUrTp8+zeDBg9E0DU3Lu4k0c4uD0QGEECI79UyROGg6Z3Q/zuGXZ0su3ElooC+7LlWgifkQjU2HuZyQRAkP53zNIAo4pSDFoHmSHN0gh0XIhAkTCA0NZfLkyWzfvh2z2Uz37t2tz8+fP59atWrx0ksv0b9//7xKnKukuBFC2J0528/QOL2/zRa9Cp91q5nvGfo2DWbL71XSi5tDDJmzlx9faJjvOUQBlpIIH+dfR/hM3jkPTjmbF8rb2xtPT0/MZjMBAQFZni9evDhmsxlPT89sn7dHcltKCGF33pq3j8bp/W22qip0r1cm3zM8Uae0tVNxE9Mh1kZeyPcMQoj7Iy03Qgi7ousK19v622zRqxpyj9/RbGKvCuWWcsRPiyNUO5/vGUQB5+iW1oJi1LmLMCluhBB2ZfH+aOqZjuKoWTirfDmr/AzLkoQTu/QKhJsP0ch0hORUHScHafAWOaRpOb41ZO+cnJywWCxGx8gxQ/+Vjh49mgYNGuDp6UnJkiXp0qULERERd33N9OnTrb21Mx4uLnm3kJ4QIn+tPnLBOgR8q16Fnwzs5zL/1XC2q7QlH+qZIth0/JJhWYQwUnBwMOvWrePcuXNcumT//w4MLW7Wrl3LwIED2bJlC8uXLyclJYX27dtz48aNu77Oy8uL6Oho6+P06dP5lFgIkdd+332O+lokANv1SrSoaFzLTd2yxdipp81UXE87St9p2w3LIoSRRo0axalTpwgNDcXPz7h/kzll6G2ppUuXZvp++vTplCxZkp07d9KiRYs7vk7TtALTY1sIYRszFmqZjgOwU69ocBrYrVdAVxrBplh8iTM6jhB54o033si03MKaNWsyPd+4cWP27t2bv6EegF3dPI6LS/vFUbx48bvul5CQQLly5QgKCuLxxx/n4MGD+RFPCJEPKmtRuGlJxCs3juXjelJ3ch03IlTaaK16pkiD0wghcsJuihtd13njjTdo2rQp1atXv+N+lSpVYurUqSxcuJCZM2ei6zrh4eGcPXs22/2TkpKIj4/P9BBC2Kc1EReoazoKwG49jI41SxucCN56uBK70luQ6poiGf3XYYMTCSHuxW6Km4EDB3LgwAFmzZp11/2aNGlC7969qV27Ni1btmT+/Pn4+fnx3XffZbv/6NGj8fb2tj6CgoLyIr4QIhe8M3+/tbjZqVekf/PyBieC/s3L/9PvxnSU79aeMDiREOJe7KK4GTRoEIsXL2b16tWUKWPbZF2Ojo7UqVOHY8eOZfv88OHDiYuLsz7OnDmTG5GFEHngfNwt6qV3Jt6lKlA7yMfYQKTNd7NDVQKghnYCZ5INTiSEuBdDixulFIMGDeL3339n1apVhISE2HwMi8XC/v37CQzMflE9Z2dnvLy8Mj2EEPbJj2uUNV1EVxp79FCj41hFqZJcVF44a6lU004ZHUfYOaVkFfn7lVvXztDiZuDAgcycOZNffvkFT09PYmJiiImJ4ebNm9Z9evfuzfDhw63fjxo1ir///psTJ06wa9cunn32WU6fPs2LL75oxFsQQuSijFtSEaoMzaoZf0sqw8Rn6ln73dQzRcofL5Ets9kMQHKytO7dr4xrl3Et75ehQ8EnTpwIpC2nfrtp06bRt29fAKKiojCZ/qnBrl69Sv/+/YmJiaFYsWLUq1ePTZs2UbVq1fyKLYTIAztPX6WOtTNxBfo2DTY20G0eqRHIx7Mq0MG8g/qmSBbuOU+XOsZ3dhb2xcHBATc3Ny5evIijo2Omv13i3nRd5+LFi7i5ueHg8GDliaHFTU4+/fx7rP348eMZP358HiUSQhhl/q6zPH5bZ+KeIXefEiK/7U7vVFzTdIIms/dIcSOy0DSNwMBATp48KZPL3ieTyUTZsmUfeD05WVtKCGEX5mw9wbvOaSORdqkKhiyWeTcHVDAWpRGoXaEkV42OI+yUk5MTFSpUkFtT98nJySlXWrykuBFC2IXKWhQuWgpXlQduAcbPTPxv9SuUIfJ0GapoZ6wzKAuRHZPJJGseGkxuCAoh7EJNU1qrzT69PL3Dg40Nk43pzzdkX/oILiluhLBvUtwIIQx37tpNamjpxY0qT/MK9rcwn9mksVelFTc1tRN8t1YKHCHslRQ3QgjDvTN/P7XSW2726yGU8nE1OFH29uppw9NrmY7LMgxC2DEpboQQhtsaeZYKWtr6cHvtaPK+f4tQQSQpR7y1RIK1GKPjCCHuQIobIYThqmqncdB0LigfYilmdJw76tusAgdVOSDt1pQQwj5JcSOEMFRyqn5bZ+IQxvWobWygu+jVqKy1Zam26TgWXWYqFsIeSXEjhDDUxYQkaliLm1DKFnczONGdBRV3sxY3NU0nGL1E+t0IYY+kuBFCGGrKuhPU1E4CsE+FUD/YvmYmvp2j2cQ+ldapuLp2kukbjhqcSAiRHSluhBCGmrvpMKHaeQD26/azWOadnFQBxCs3XLQUKqV3ghZC2BcpboQQhqquncKkKc4qX1JdfY2Oc0+rhj7EPj0EgGqmkwanEUJkR4obIYShaqbP9rtfD2H8U7UMTnNvZYu7cVAFA2mF2YX4W8YGEkJkIcWNEMIwB87F3TZSKpSHKvsbnOjeTBoctLbcnGLm1iiDEwkh/k2KGyGEYbp+u4kat3UmLgg0TbPOdVNFi+LclesGJxJC/JsUN0IIw7hYrhNsigXggF4wihuAC45luKGccdOS2LNnp9FxhBD/IsWNEMIwVbS0WzpnlS/XNQ+D0+Tch11rcTi99aa6Jp2KhbA3UtwIIQxT1XQKgIN6MJuHtzE2jA1CfN05oAcDUM102tgwQogspLgRQhhC15W1MDikl8Pfy8XgRDnn7GC+bcTUSeJuphgbSAiRiRQ3QghDJKXqVNXSi5v0WzwFRUV/Dw5aW25OMXW9LKIphD2R4kYIYYhvVhykQvoMvxmFQkGhaRpHVRmSlRlvLZF5qzcZHUkIcRspboQQhli9fj2OmoVryh3ds7TRcWzWqU45IlQQANW0U8aGEUJkIsWNEMIQGZ2JD+nlmDsg3Ngw96Ff8xBri1P19PcihLAPUtwIIQyR0d/moAqmlI+rwWlsV62UNwfSJx6spp0iKdVicCIhRAYpboQQ+W7/2Tiq3jZSymzSDE50fw7p6XPdmE6x6vAFg9MIITJIcSOEyHc/bTpRYEdK3e6wKotFaZTUrvHezyuNjiOESCfFjRAi323dvRtP7SZJypHjqpTRce5boG8JTqTnl8n8hLAfUtwIIfJdRqtNhCpDtwYFZ02pf/u+T30Oq7IAVNZkdXAh7IUUN0KIfHf7SKnRXWsYG+YBlPfz4IieXtyYorhyI9ngREIIkOJGCJHPoi4nUu22kVKaVjA7E2fIaLmpokVxOSHJ4DRCCJDiRgiRz/63YH+mkVIF3eH0lptQ7TzfrzlicBohBEhxI4TIZwePniBQu4KuNI6kt3oUZDEU55pyx0HT2b9nm9FxhBBIcSOEyGcZrTanlD+T+rU0OM2Dm9mvMYfTW6CqSKdiIeyCFDdCiHyVMaroiCpLJX9Pg9M8uGYVfDmSvsZUZZMUN0LYAyluhBD5RilFJe0MABF6EH6ezgYnyh23DwfXdWVwGiGEFDdCiHyz8dhlKprOAhChggr8SKkM1ttSpigmrIg0OI0QQoobIUS+OXMlgYpaWnETqcoYnCb3HFWlsSgNXy2eX1btMDqOEEWeFDdCiHwzccEqXLVkkpQjp5W/0XFyzQ8vtuCUCgCgiizDIIThpLgRQuSbjP42x1QpvuhZ3+A0uadpmC+H0xcAlWUYhDCeFDdCiHxTQfunv03JQtKZOMNh6zIMZwxOIoSQ4kYIkS/+2HueSumdiSP1MjQMKW5wotz1zzIMp/l991mD0whRtElxI4TIF5tPXKZixjDwQjRSKkPGApph2nnemr3T4DRCFG1S3Agh8oVJpRKqnQfSWm4Km/OUIE654ahZCNPOGR1HiCJNihshRL7Ysn0bTpqFBOVC9arVjI6T61a+2cq6VpZ0KhbCWFLcCCHyRaXb5rcZ0LqCwWlyX6ifx22diqW4EcJIUtwIIfJFRdM/yy7UDvIxNkweOWLtVCzFjRBGkuJGCJHn0taUKnwzE/9bRqfiSqYznLmSaHAaIYouKW6EEHlu79m4TCOlCqujqjQA/to1uo79w+A0QhRdUtwIIfLc4JmbCdZiAYjUC29x07lhRc7ofgCE6DKZnxBGkeJGCJHn3OKPY9IUl5Un7RoUvpFSGUY9Xp2I9NtuGaufCyHynxQ3Qog8l7GmVKQeRPOKJQ1Ok3cczSYi02+7yXBwIYwjxY0QIs9ltGJEqDK0rVJ4VgPPToT+T8vNxetJBqcRomiS4kYIkadupVj+ablRQTg5FO5fOxHpw8EraWdYfTjW4DRCFE05+i1TvHhxmx4lSpTg9OnT9zzu6NGjadCgAZ6enpQsWZIuXboQERFxz9fNnTuXypUr4+LiQo0aNViyZElO3oYQwgBvztn7T8tNIVx24d9OqEBSlQlvLZGx89caHUeIIskhJztdu3aNL774Am9v73vuq5Ti1VdfxWKx3HPftWvXMnDgQBo0aEBqairvvPMO7du359ChQ7i7u2f7mk2bNtGzZ09Gjx7NY489xi+//EKXLl3YtWsX1atXz8nbEULko3X7j/ONy2UAjhbiOW4yDGpXjZNrA6mgnaOSSUZMCWEETSml7rWTyWQiJiaGkiVz1hHQ09OTvXv3Ur58eZvCXLx4kZIlS7J27VpatGiR7T5PPfUUN27cYPHixdZtjRs3pnbt2kyaNOme54iPj8fb25u4uDi8vLxsyieEsF3X4eOZ7/w+51VxEgfuI6ykp9GR8tQfe8+j/daXx8xb+TDlGf7vo2+NjiREoWDL3+8c3ZbSdT3HhQ3A9evXbS5sAOLi4oC022B3snnzZtq2bZtpW4cOHdi8eXO2+yclJREfH5/pIYTIPxmtF5F6UKEvbADqlStmncsno6+RECJ/5bhn3+LFi9F1Pc+C6LrOG2+8QdOmTe96eykmJgZ//8yjLfz9/YmJicl2/9GjR+Pt7W19BAUV3gnEhLA3N5MtVNT+GSlVFJTycc00183pyzcMTiRE0ZPj4qZLly4EBQXxv//9j2PHjuV6kIEDB3LgwAFmzZqVq8cdPnw4cXFx1seZM/JJSoj8MmTOnkxz3BQVGXPdVNTOMmf7vQdXCCFyV46Lm5MnT/Lyyy8za9YsKlWqRMuWLZkxYwY3b9584BCDBg1i8eLFrF69mjJl7v7pLiAggNjYzMMrY2NjCQgIyHZ/Z2dnvLy8Mj2EEPnjrwMxmea4KSq6t2tOknLEVUsm8shBo+MIUeTkuLgJCgrivffe4/jx46xYsYLg4GAGDBhAYGAgr7zyCtu3b7f55EopBg0axO+//86qVasICQm552uaNGnCypUrM21bvnw5TZo0sfn8Qoi8VYI4fLV4dKVxLH1RyaKgRaUA6yKaXDhkbBghiqD7mk2rdevW/Pjjj0RHRzNmzBj2799P48aNqVWrlk3HGThwIDNnzuSXX37B09OTmJgYYmJiMrUG9e7dm+HDh1u//89//sPSpUsZO3YsR44c4f3332fHjh0MGjToft6KECIPZbTanFYlGdWtgcFp8k+on8c//W40WWNKiPz2QFOFenp60qZNG1q3bo2Pjw+HDtn2CWXixInExcXRqlUrAgMDrY/Zs2db94mKiiI6Otr6fXh4OL/88guTJ0+mVq1a/PbbbyxYsEDmuBHCDt0+M3GP+kWnz42rk/mfEVMy140Q+S5Hk/j9282bN5k7dy5Tp05l/fr1hISEMGTIEPr27WvTcXIwxQ5r1qzJsq179+50797dpnMJIfKXUoqK6cVNhCpDB4Pz5LeMlptK2hkiYq5TKaDwD4MXwl7YVNxs2bKFqVOnMmfOHJKTk+natSsrVqygdevWeZVPCFFARcfdolL6bamiNFIqQ8Z7Lq9F0+DbtewZ9ZjBiYQoOnJc3FStWpWIiAjq1KnD6NGj6dWrV46WYxBCFE2jFh1kjHWOm6JX3JynBNeVK57aTUomS78bIfJTjoubtm3b8uuvv9rcaVgIUTTtO3QQT5ebJCszbzxV1G5KwfBHqhC5sgz1tKMyU7EQ+SzHxc2XX36ZlzmEEIVMxkipE6oUHWqUNThN/gvwdiFCL0M901HrtRBC5I8cjZaqW7cuV69ezfFBmzVrxrlz5+47lBCi4MvoTHxUlcbB/EADMwukjjUCiVBpRV0l7QxJqRaDEwlRdOSo5WbPnj3s3bv3rgta/nv/pKSkBwomhCi4EpNTrZ2JI/QgOhmcxwiOZhORt811c+BcPPXKFTM4lRBFQ45vS7Vp0yZHQ7cBNE2770BCiIJv3N+RPG6d46boLLvwbxlrTJXVLrD5TIwUN0LkkxwVNydPnrT5wPdaI0oIUXhN3XCcoc5pt6bdytQwOI1xSpcO4uJFL/y0eDZt2UTPZlWMjiREkZCj4qZcuXJ5nUMIUYiU1WJx0VK4qZzo07Gl0XEM81aHykT+FISf+SDOVyOMjiNEkVH0evkJIfJcpfT5bY6q0tQuV8LgNMZpGlbCeltOhoMLkX+kuBFC5LqKt60pVZT74GmaZp3AsKJ2ltj4WwYnEqJokOJGCJGrklP120ZKSd+7yPRrUNF0lssJyQanEaJokOJGCJGrZm45nanlpqg7mn5bKlC7wpdLthucRoii4b6Km2vXrvH9998zfPhwrly5AsCuXbtk4j4hBH/vO02IFgNAsWBZrqVFjVDOqbR+R5eO7zE2jBBFhM3Fzb59+6hYsSKffvopn3/+OdeuXQNg/vz5DB8+PLfzCSEKmKtnDuOoWYhXbnRpUd/oOIb7v8eq3HZrSj4ACpEfbC5uhgwZQt++fTl69CguLi7W7R07dmTdunW5Gk4IUfBUsq4EXoaWlUoanMZ4gd6ut3UqlhFTQuQHm4ub7du38/LLL2fZXrp0aWJiYnIllBCi4KpoSu9voxftkVK3O6pnDAeXBTSFyA82FzfOzs7Ex8dn2R4ZGYmfn1+uhBJCFEzJqXqmlhuRJuNaVDJFceLCdYPTCFH42VzcdO7cmVGjRpGSkgKkzeMQFRXF22+/zZNPPpnrAYUQBcffh2JkpFQ2okxB6EqjuJbArsNHjY4jRKFnc3EzduxYEhISKFmyJDdv3qRly5aEhYXh6enJRx99lBcZhRAFxI9rD1HOdAGAZuHNDE5jP9a+05HTKq3/0bxlKwxOI0Thl+NVwTN4e3uzfPlyNmzYwL59+0hISKBu3bq0bds2L/IJIQqQpPOHwBkuKm+eaFbb6Dh2w2zWOKrKEEKsLMMgRD6wubjJ0KxZM5o1k09mQoh/VErvTByhl6GZj6vBaeyHm6OZCBVEe3bKiCkh8oHNxc2XX36Z7XZN03BxcSEsLIwWLVpgNpsfOJwQomCpmN6ZOFIFIR99/uFgNlnnuslYmkIIkXdsLm7Gjx/PxYsXSUxMpFixYgBcvXoVNzc3PDw8uHDhAuXLl2f16tUEBUmHQiGKirSRUuktN9KZOIuMa1JBO8upiwkE+3kYnEiIwsvmDsUff/wxDRo04OjRo1y+fJnLly8TGRlJo0aNmDBhAlFRUQQEBDB48OC8yCuEsFNrIi5QMb1VIqVEJYPT2J/K1eqQosx4aTfpOXa+0XGEKNRsLm7+7//+j/HjxxMaGmrdFhYWxueff87w4cMpU6YMn332GRs3bszVoEII+zZj9R4CtKsAhFSua3Aa+9O/VWVOqgDgn75JQoi8YXNxEx0dTWpqapbtqamp1hmKS5UqxfXrMlGVEEXJrXMHATirfHmkvrTc/Fv10l7WuX+kU7EQecvm4qZ169a8/PLL7N6927pt9+7dDBgwgIceegiA/fv3ExISknsphRB275+RUkE4mW3+1VLoaZpGhHQqFiJf2Pwb6IcffqB48eLUq1cPZ2dnnJ2dqV+/PsWLF+eHH34AwMPDg7Fjx+Z6WCGE/fpnpFQZgorLMPDsRN7WqVgIkXdsHi0VEBDA8uXLOXLkCJGRkQBUqlSJSpX+aYZu3bp17iUUQti9VIueqeVGFszMXmT6GlMVtHPEJ97Cy83F4ERCFE73PYlf5cqVqVy5cm5mEUIUUOuPXqT2bS03InunlT9JyhFXLZnZKzfRt9NDRkcSolC6r+Lm7NmzLFq0iKioKJKTkzM9N27cuFwJJoQoOMbMW88SLQGL0vAKqmZ0HLv1+8DmHJ1SmuraKTZtXifFjRB5xObiZuXKlXTu3Jny5ctz5MgRqlevzqlTp1BKUbeuDP8UoigqduMYOMEpFcDUF2Vu4jupWcab+aoM1Tll7aMkhMh9NncoHj58OEOHDmX//v24uLgwb948zpw5Q8uWLenevXteZBRC2LlK6X+oI1QQbk73fbe70NM0jUg9fTi4jJgSIs/YXNwcPnyY3r17A+Dg4MDNmzfx8PBg1KhRfPrpp7keUAhh/zLmbZH+NveWcY2k5UaIvGNzcePu7m7tZxMYGMjx48etz126dCn3kgkhCoSEpFTrvC0RuqwpdS8ZC2iGauc5GHXR4DRCFE42FzeNGzdmw4YNAHTs2JE333yTjz76iBdeeIHGjRvnekAhhH2LjImzztsiLTf39mjzhiQoFxw1Cxu3bTM6jhCFks3Fzbhx42jUqBEAI0eOpE2bNsyePZvg4GDrJH5CiKLj9Ul/4KHdIkk58FT7lkbHsXstKpa0FoF7d20xOI0QhZPNPf/Kly9v/drd3Z1JkyblaiAhRMGS0d/muCrNwzXlttS9NA0rwWy9DHVNx6goC2gKkSdsbrkpX748ly9fzrL92rVrmQofIUTR8M9IqTKULeFmcBr7p2madRmGStKpWIg8YXNxc+rUKSwWS5btSUlJnDt3LldCCSEKjozWh0jpTJxjEdYRU2e4lJBkcBohCp8c35ZatGiR9etly5bh7e1t/d5isbBy5UqCg4NzNZwQwr4diYnP1HIjciajEAzWYnlzwS7GP9vE4ERCFC45Lm66dOkCpDWp9unTJ9Nzjo6OBAcHy0rgQhQxf+8/x8taWottxq0WcW8+fqW5Eu9BcS2ByIO7ACluhMhNOb4tpes6uq5TtmxZLly4YP1e13WSkpKIiIjgsccey8usQgg7s3DVepy1VBKUCy3q1zY6ToHxRc86HL3t1pQQInfZ3Ofm5MmT+Pr65kUWIUQBkzHL7lFVhvc61zA4TcFRJcDLOuFhJVmGQYhcl6PbUl9++WWOD/j666/fdxghRMFSydqZuAx1HM0Gpyk4TCbttmUYpOVGiNyWo+Jm/PjxOTqYpmlS3AhRRKRadGvLjcxMbLuI2xbQjI67SaC3q8GJhCg8clTcnDx5Mq9zCCEKmHPXblIpvdUhQjoT2yyjICyjXWLb+VgCvYONDSREIWJzn5vbKaVQSuVWFiFEAdJ+zN8EazEAROjScmOrAY/UJ1b5ALB0zRpDswhR2NxXcfPTTz9Ro0YNXF1dcXV1pWbNmsyYMSO3swkh7FiYdh6zpriiPJg/7Amj4xQ4pXxcrbembpw9YHAaIQqX+1o4c8CAAXTs2JE5c+YwZ84cHn74YV555ZUc980RQhR8GR1hI1UQQSXcDU5T8DxaI9B6a6qSdCoWIlfZvHDmV199xcSJE+ndu7d1W+fOnalWrRrvv/8+gwcPztWAQgj7lDFSKkIvQ2ODsxREZpNm7atUQTuLUgpN0wxOJUThYHPLTXR0NOHh4Vm2h4eHEx0dbdOx1q1bR6dOnShVqhSaprFgwYK77r9mzRo0TcvyiImJsem8QogH909n4rIGJym4jqb3VapkOsvJSzcMTiNE4WFzcRMWFsacOXOybJ89ezYVKlSw6Vg3btygVq1afPPNNza9LiIigujoaOujZMmSNr1eCPFgdkVdzdRyI+7PUVUagJLaNTbuizA4jRCFh823pUaOHMlTTz3FunXraNq0KQAbN25k5cqV2RY9d/PII4/wyCOP2BqBkiVL4uPjY/PrhBC5o++3y9nncgWArh3aGpym4BrQvhZn1vgRZLrIklWrea5NPaMjCVEo2Nxy8+STT7J161Z8fX1ZsGABCxYswNfXl23btvHEE/kzYqJ27doEBgbSrl07Nm7cmC/nFEL8I6Mz8TlVguqhclvqfr3QLMS6mnoY0qlYiNxic8sNQL169Zg5c2ZuZ7mnwMBAJk2aRP369UlKSuL777+nVatWbN26lbp162b7mqSkJJKSkqzfx8fH51dcIQqtjPWQIvQgmpfyMjhNweXm5MBRVYa27LbO9iyEeHA2t9y0bduW6dOnG1IkVKpUiZdffpl69eoRHh7O1KlTCQ8Pv+sQ9NGjR+Pt7W19BAXJTKpCPKhKtw0DdzQ/0FygRd7tyzDIpKhC5A6bfytVq1aN4cOHExAQQPfu3Vm4cCEpKSl5kS1HGjZsyLFjx+74/PDhw4mLi7M+zpyRpl8hHoSuK+lMnItun+vmWOx1g9MIUTjYXNxMmDCBc+fOsWDBAtzd3enduzf+/v689NJLrF27Ni8y3tWePXsIDAy84/POzs54eXlleggh7t+h83HWWyiyptSDK1OhNhal4aPdIOL4nT+oCSFy7r7ak00mE+3bt2f69OnExsby3XffsW3bNh566CGbjpOQkMCePXvYs2cPkLZA5549e4iKigLSWl1unyzwiy++YOHChRw7dowDBw7wxhtvsGrVKgYOHHg/b0MIcR+Sr52nmJZAqjLRIps5r4Rthj1ak1MqAIDZfy4zOI0QhcN9dSjOEBMTw6xZs5g5cyb79u2jYcOGNr1+x44dtG7d2vr9kCFDAOjTpw/Tp08nOjraWugAJCcn8+abb3Lu3Dnc3NyoWbMmK1asyHQMIUTe+mb2H/xghlMqgBdbVzU6ToEXVtKDpaoMoURLp2IhconNxU18fDzz5s3jl19+Yc2aNZQvX55nnnmG2bNnExoaatOxWrVqddcOdNOnT8/0/VtvvcVbb71la2QhRC4K0U+DGSJUGdq5OBodp8DTNI1IFcQjbJfiRohcYnNx4+/vT7FixXjqqacYPXo09evXz4tcQgg7ZR0ppQfxqIOMlMoNEdZlGM7IGlNC5AKbi5tFixbRpk0bTCb5pSZEUaPUPyOljkhn4lxz+wKaxy9cJ8xfBj4I8SBsrlDatWsnhY0QRdSGyFgqaOcAuOYeZnCawsNUojzJyoy7lsT7M5YaHUeIAk+qFCFEjq3ctA1XLZlbypGaNWsbHafQWPh6K46rUgA4XZEFNIV4UFLcCCFyLProLiBtNetBbSsbnKbwcHNyIDL91lQl6VQsxAOT4kYIkWMZnYkjVFm8XWWkVG7K6FRc0SSzqAvxoB6ouLl161Zu5RBCFAAVZdmFPCMtN0LkHpuLG13X+eCDDyhdujQeHh6cOHECgHfffZcffvgh1wMKIezDheu3qHzbgpkid2WsMRWqnedYzFWD0whRsNlc3Hz44YdMnz6dzz77DCcnJ+v26tWr8/333+dqOCGE/fhq2QGCtRgArnrISKnc9miLxtxUTjhrKYyY/qfRcYQo0Gwubn766ScmT57MM888g9lstm6vVasWR44cydVwQgj7sXPnVhw0nTjlxvvPtDU6TqHzn7aVrK03nvFHDU4jRMFmc3Fz7tw5wsKyfmrTdZ2UlJRcCSWEsD8ZSwMcUWWpU7aYwWkKH2cHE5EZMxVr0qlYiAdhc3FTtWpV1q9fn2X7b7/9Rp06dXIllBDC/lQ2ZSy7UEaWB8gDaWtMpRU3FUzSqViIB2Hz8gvvvfceffr04dy5c+i6zvz584mIiOCnn35i8eLFeZFRCGGwFItOReswcOlMnFduHzEla0wJcf9sbrl5/PHH+eOPP1ixYgXu7u689957HD58mD/++IN27drlRUYhhME2HrtEFVMUAEd0KW7ySsYQ+xAtmpkbpd+NEPfL5pYbgObNm7N8+fLcziKEsFO34i4SqF0BoHmzlganKbze7dmWuPlueGuJzPlrOc81q2h0JCEKJJmhWAhxTz8uSBuaHKX7UbtCOYPTFF6P1irFYZV2fStx2uA0QhRcOWq5KVasWI7v/V65cuWBAgkh7E8VLe2W1GFVjvYVfA1OU7gd1svS2HTYes2FELbLUXHzxRdfWL++fPkyH374IR06dKBJkyYAbN68mWXLlvHuu+/mSUghhLGqaGmtCEdUWTpIJ9c8dSi95SbjmgshbJej4qZPnz7Wr5988klGjRrFoEGDrNtef/11vv76a1asWMHgwYNzP6UQwjCpFt3amfiQXtbgNIXf4fRrXMUUxc5TV6gXXNzgREIUPDb3uVm2bBkPP/xwlu0PP/wwK1asyJVQQgj7cSz2GhXSJ/DL6A8i8s7j7dqQqkwU0xKIiIwwOo4QBZLNxU2JEiVYuHBhlu0LFy6kRIkSuRJKCGE/XvtqLs5aKgnKhcdaNDY6TqHXpUEoJ1QgAMvXrDQ4jRAFk81DwUeOHMmLL77ImjVraNSoEQBbt25l6dKlTJkyJdcDCiGMldH3I0IFMaR9ZYPTFH5+ns5sUuWoyDnpVCzEfbK55aZv375s3LgRLy8v5s+fz/z58/Hy8mLDhg307ds3DyIKIYyU0d/msF4WB7PMHpEf/ul3I52Khbgf9zWJX6NGjfj5559zO4sQwg5ltB4cUdKZOL8cto6YkpYbIe7HfRU3FouFBQsWcPjwYQCqVatG586dMZvNuRpOCGGs+Fsp1taDQ7p0Js4vGaPSQrRo/th5nE71Qg1OJETBYnMb87Fjx6hatSq9e/e23pZ69tlnqVatGsePH8+LjEIIg/zfzNX4a9cAqNsg3NgwRciYvu24pLwwa4opv/1pdBwhChybi5vXX3+d8uXLc+bMGXbt2sWuXbuIiooiJCSE119/PS8yCiEMcunEbgBO6f4M7VTf4DRFR9kS7tYFSjP6PAkhcs7m21Jr165ly5YtFC/+z8RSJUqU4JNPPqFp06a5Gk4IYazbZyYOdpTbzvklxNedlaoczTgoMxULcR9sbrlxdnbm+vXrWbYnJCTg5OSUK6GEEMa7lWKh6m0jpUT+0TQt00zFMXG3DE4kRMFic3Hz2GOP8dJLL7F161aUUiil2LJlC6+88gqdO3fOi4xCCAPoSlHZumCmFDf57fYRUycuZv1AKYS4M5uLmy+//JLQ0FCaNGmCi4sLLi4uNG3alLCwMCZMmJAXGYUQBli48zRh2jkALrqHGZym6NH8KpKszHhpiXw+V2YqFsIWNve58fHxYeHChRw9epQjR44AUKVKFcLC5JefEIXJ9EV/09M5levKlZ7tmxsdp8gZ16shx78tTRUtiuLXI42OI0SBcl/z3ABUqFCBChUq5GYWIYQdqWydvC+IrnWDDE5T9FQO8GKeKksVoqRTsRA2ylFxM2TIED744APc3d0ZMmTIXfcdN25crgQTQhiravrkfUf0sjSQZRcMcVgvB+YNVDFFoZRC0zSjIwlRIOSouNm9ezcpKSnWr+9E/uEJUThYdEU17RQAB1WwoVmKsoyO3FW008TfSsXb1dHgREIUDDkqblavXp3t10KIwmnV4Vjqp7fcHNCDjQ1ThB1OX/KinHaBubuO8VTTKgYnEqJgkLZmIUQW789YSjEtgRRlpu/jHY2OU2S1qluFaFUck6aYs/gvo+MIUWDkqOWma9euOT7g/Pnz7zuMEMI+VDOdAuCoKkO3xrJoo1E+fqIG6/cHE2i+QvX0/ydCiHvLUcuNt7e39eHl5cXKlSvZsWOH9fmdO3eycuVKvL298yyoECL/ZBQ3ckvKWC6OZmufp+raSWPDCFGA5KjlZtq0adav3377bXr06MGkSZMwm9PWmrFYLLz66qt4eXnlTUohRL6qLp2J7cYBPQSA6qZTJCSl4uF83zN4CFFk2NznZurUqQwdOtRa2ACYzWaGDBnC1KlTczWcECL/RV1OlJYbOxJYuREAFbSzHIy6YHAaIQoGm4ub1NRU68zEtzty5Ai6rudKKCGEccbMX0+AdhVdaURqwUbHKfJG9GrLJeWFg6azZp2MVhUiJ2xu33z++efp168fx48fp2HDhgBs3bqVTz75hOeffz7XAwoh8ln0PgBOqgA2vNvJ4DDCwcHMQT2YluZ9xJ3YCTxjdCQh7J7Nxc3nn39OQEAAY8eOJTo6GoDAwECGDRvGm2++mesBhRD5KygpEhzhgArhcZk0zi4cUMG0ZJ90KhYih2wubkwmE2+99RZvvfUW8fHxANKRWIhCQteVtb/NQb0cjxsbR6TL6FRczXRKlmEQIgfuexK/ixcvsm/fPvbt28elS5dyM5MQwiDXb6VaR0odUCHGhhFWB9JHrVXWovh2RdY+j0KIzGwubm7cuMELL7xAYGAgLVq0oEWLFgQGBtKvXz8SExPzIqMQIp9MXLqTcqa0ETmnncIMTiMyfPlKF+KVG85aKotXSadiIe7F5uJmyJAhrF27lj/++INr165x7do1Fi5cyNq1a6XPjRAF3J4d6wE4q3wZ3rWJwWlEhuplfKzD8qubpN+NEPdic5+befPm8dtvv9GqVSvrto4dO+Lq6kqPHj2YOHFibuYTQuSjjJXAD+ghdKweaGwYYeVoNnFAhRDOIev/IyHEndnccpOYmIi/v3+W7SVLlpTbUkIUcLd3JjaZpNOqPfmn5eaUoTmEKAhsLm6aNGnCiBEjuHXrlnXbzZs3GTlyJE2aSDO2EAXVpYSkf1pupDOx3clYCqOqdprribfuvrMQRZzNxc0XX3zBxo0bKVOmDG3atKFNmzYEBQWxadMmJkyYkBcZhRD5YP/xc4Rp5wB4sXsXY8OILKa88RQ3lDNuWhLzV6w1Oo4Qds3m4qZGjRocPXqU0aNHU7t2bWrXrs0nn3zC0aNHqVatmk3HWrduHZ06daJUqVJomsaCBQvu+Zo1a9ZQt25dnJ2dCQsLY/r06ba+BSFENr6d9TtmTRGtilMqSFpu7E15f28OqXIA7NqyxtgwQtg5mzsUr1u3jvDwcPr3759pe2pqKuvWraNFixY5PtaNGzeoVasWL7zwAl27dr3n/idPnuTRRx/llVde4eeff2blypW8+OKLBAYG0qFDB1vfihDiNjVNxwHYp5enpbeLwWlEdg7oITQwRVJDRkwJcVc2FzetW7cmOjqakiVLZtoeFxdH69atsVgsOT7WI488wiOPPJLj/SdNmkRISAhjx44FoEqVKmzYsIHx48dLcSPEA6plOgHAXr08HRzNBqcR2dmfPlNxTdMJLLrCLJ2+hciWzbel7jT19+XLl3F3d8+VUHeyefNm2rZtm2lbhw4d2Lx5c56eV4iioKaWVtzsU6EGJxF3sjf9/00N7SRjlx00OI0Q9ivHLTcZt400TaNv3744Oztbn7NYLOzbt4/w8PDcT3ibmJiYLMPQ/f39iY+P5+bNm7i6umZ5TVJSEklJSdbvM9bDEkL8Y9/Rk9Q0xQLwwQBZddpeTXuzF/FfvYeXdpNV69bz1iPVjY4khF3KccuNt7c33t7eKKXw9PS0fu/t7U1AQAAvvfQSM2fOzMus92X06NGZsgYFBRkdSQi7M2baLABO6f6UKVXa4DTiTgJ83NivlwegVnofKSFEVjluuZk2bRoAwcHBDB06NM9vQWUnICCA2NjYTNtiY2Px8vLKttUGYPjw4QwZMsT6fXx8vBQ4QvzLP7ekyhNsvu/1dEUec3IwsVeF0pSD1NKOGR1HCLtlc4fiESNGAGmrgkdERABQqVIl/Pz8cjdZNpo0acKSJUsybVu+fPldJw90dnbOdAtNCJFVRivAXr08nQ3OIu5ur57W7yajA7gQIqv7Wn7h36uClypV6r5WBU9ISGDPnj3s2bMHSBvqvWfPHqKiooC0VpfevXtb93/llVc4ceIEb731FkeOHOHbb79lzpw5DB482Na3IYRIt+xgDDXT/1AeMclK4PbuuFNFACppZ7hy7ZqxYYSwUzYXN4MHD861VcF37NhBnTp1qFOnDpC24nidOnV47733AIiOjrYWOgAhISH8+eefLF++nFq1ajF27Fi+//57GQYuxAN4d8YKArSrWJRG8xZt7/0CYagnWzYkVvngoOn0/3Sq0XGEsEuaUkrZ8gJfX98sq4IDrF69mh49enDx4sXczJfr4uPj8fb2Ji4uDi8vL6PjCGG4/u+MZIrTOI7oQYSN2IeD9Lmxa0oplr/XhvbmnXyQ8izvfvSN0ZGEyBe2/P2WVcGFKOIybknt08tLYVMAaJpm7XdT03SCFItucCIh7I+sCi5EEVdLS192QZU3OInIqYzJ/Gppxzl/7abBaYSwPzaPlpowYQIdOnSgTJky1KpVC4C9e/fi4uLCsmXLcj2gECLvJNxKsa5TlNEaIOxfuzYPw/rRBJtiWRt1hnIlKhsdSQi7YnPLTfXq1XNtVXAhhLFWbdpEMS2BJOXIoKdlEHhB0adNbU7oAQD8MHe+wWmEsD82t9wAuLm5ZVkVXAhR8KxdsYTOTrBfhdChVjmj4wgb7FWhlCfGeltRCPGP+ypujh49yurVq7lw4QK6nrkzW8YwbiGE/atrOgrALr0C9Q3OImyzVw/lCfNGassyDEJkYXNxM2XKFAYMGICvry8BAQGZVgjXNE2KGyEKiMsJSZmKG1GwZPSRqm06xqXrt/D1dDE4kRD2w+Y+Nx9++CEfffQRMTEx7Nmzh927d1sfu3btyouMQog8MOnvPVTUzgBS3BREj7TvQJJypIR2naHf/W50HCHsis3FzdWrV+nevXteZBFC5KOrR7dg1hRnlS8r3n/K6DjCRg1CA9inQgAocWWPsWGEsDM2Fzfdu3fn77//zossQoh8FBC/H4DdehgeTvfV/U4YqE7ZYuzU09aZqmeKNDiNEPYlR7/RvvzyS+vXYWFhvPvuu2zZsoUaNWrg6OiYad/XX389dxMKIfLE7f1tOpm0e+wt7FHG7cS6pqMkpVpwdjAbnEgI+5Cj4mb8+PGZvvfw8GDt2rWsXbs203ZN06S4EaIAOH81kTqmY4D0tynIznrUgGSoqJ1l1b7jtK1b0ehIQtiFHBU3J0+ezOscQoh89NXcvxitJXBLOdKgcSuj44j7NLhLM07N8ifYFMtfyxbTtu4QoyMJYRceaJU8pRQ2LiouhLADKae3AmmT9w3vVNPgNOJ+talckp0qreWt7I39BqcRwn7cV3Hzww8/UL16dVxcXHBxcaF69ep8//33uZ1NCJFH6mr/9LcxS3+bAstk0tiV3qm4riadioXIYPMQiffee49x48bx2muvWVcB37x5M4MHDyYqKopRo0blekghRO5JtejUkcn7Co2MEVN1TMdIuJmEh6uzwYmEMJ7Nxc3EiROZMmUKPXv2tG7r3LkzNWvW5LXXXpPiRgg7t3L3UdppZwEpbgqD4Cp1uX7cFU/tJgO+mcXEoX2MjiSE4Wy+LZWSkkL9+llXoalXrx6pqam5EkoIkXd+nT8Xk6Y4qfsz5vn2RscRD+jzp+qxWw8DoMTV3QanEcI+2FzcPPfcc0ycODHL9smTJ/PMM8/kSighRN5pZDoCwHa9Mq0qlTQ4jXhQHs4O7FL/zHej6zLIQ4j7mpb0hx9+4O+//6Zx48YAbN26laioKHr37s2QIf8MRRw3blzupBRC5AqLrmhgigBgm6pMD4PziNyR0e+moekI205doXH5EgYnEsJYNhc3Bw4coG7dugAcP34cAF9fX3x9fTlw4IB1v9tXCxdC2IfNR87SUEv7d7tNr2xwGpFbenTpSuqfn1FGu0SPyYvZ9In0uxFFm83FzerVq/MihxAiHyz6cxHNNAsxqhhfvNLF6Dgil7StHcaBxSHU1o7TyHTY6DhCGO6BJvETQhQsAdd2AbBdr0TdcsUNTiNyi6uTmS16FQApboRAihshipQG6Z2Jt6b/IRSFx9bbipvEZBm5Koo2KW6EKCJUajL10ifv265XMjiNyG03/OtjURohplhmrdhmdBwhDCXFjRBFxF8r/sZNS+KacqdJo6ZGxxG5bELflhxS5QA4u3eFwWmEMJYUN0IUEbvX/wmktdq0q17K4DQitwV6u1pvTZW/scfYMEIYTIobIYqIhtbJ+yrRNMzX4DQiL/zT7+aITOYnijQpboQoApKSk6yjaDbr1QxOI/JKxtxFFUzn2LTviMFphDCOFDdCFAFPjZiEl3aTOOXGQRVsdByRRz59tgWH9SAAfp7zq8FphDCOFDdCFAHhprTZw7foVRn/dF2D04i88nD1QOutqcamQwanEcI4UtwIUcjdSEqlqekgABv1anSuJZ2JC7OM244Z/8+FKIqkuBGikLtw5Sr1TZEAbNSry7pvhdzN0uFYlEaY6Txb9uwzOo4QhpDiRohC7p2vpuGspRCrfPjj/eeNjiPy2MinmrJPhQLw29yZBqcRwhhS3AhRyDVN72+zUa+Om7OjwWlEXgvxdWe9Xh2AZqb9BqcRwhhS3AhRiCmlrH0vNutVDU4j8stGSw0grbC9fjPZ4DRC5D8pboQoxPYcO01N7TgAiaWbGZxG5JcL3jVIVM74afH0//wno+MIke+kuBGiEPtm2k+YNcVJ3Z+3n2pndByRT6a8EM7W9An9qt3aZXAaIfKfFDdCFGItTGmjZTboNSju4WRwGpFfQv082JDe76a56QBKyVIMomiR4kaIQupi/C1amfYAsEavhYezg7GBRL7RNI0Nelq/m0amw3yx9IDBiYTIX1LcCFFIjZi2kLKmiyQpB1lPqgj68KUeXFTeuGrJbFv/l9FxhMhXUtwIUUj5X1gPpK0CvuX9zganEfmtfnBx1qW33mS04AlRVEhxI0Qh1cq0F4A1em28XGR+m6JG0zRWW+oA8JBpD4v2njc4kRD5R4obIQqhVftO08h0GIDLgc0NTiOM8nTPPqQqExVM5/hs1jKj4wiRb6S4EaIQ+mnWTFy0FM6pEoRUrmd0HGGQZjUqsFNVBKC13JoSRYgUN0IUQi3Tb0mttdRi4EMVDE4jjLTaUhuAh0y7segyJFwUDVLcCFHIrDkSm2kIuNkkq4AXZVrFDgA0MR1i4fajBqcRIn9IcSNEIfPhjwsIMcWSpBwY+/brRscRBhvyzOOcVb64aCksXjjb6DhC5AspboQoZNqbdgJpq4C7exYzOI0wmqODOdOtqVspFmMDCZEPpLgRohC5kZRKO3NacbNcr4dJbkkJYJWePiTcvJvK78qEfqLwk+JGiEKk9YhZ1DEdA2CFpa7BaYS9cKnQihvKmVLaFWpoJ42OI0Sek+JGiEKkrTltBehdehgdm9Q2NoywG9/0acpqvTYAD5u3cfVGsrGBhMhjUtwIUUhYdEV70w4AllvqM7xjFYMTCXthMmksszQA4GHTdvpN32ZwIiHyll0UN9988w3BwcG4uLjQqFEjtm278z+86dOno2lapoeLi0s+phXCPtV/dz5NTAcB+Fuvh4uj2eBEwp68+MLLJCkHQk3RXD970Og4QuQpw4ub2bNnM2TIEEaMGMGuXbuoVasWHTp04MKFC3d8jZeXF9HR0dbH6dOn8zGxEPbnVoqFpmo3zloqx/VApg971uhIws7UCivL+vSFNB82beP6rRSDEwmRdwwvbsaNG0f//v15/vnnqVq1KpMmTcLNzY2pU6fe8TWaphEQEGB9+Pv752NiIezPzC2nedS8BYBlegOCirsZnEjYo2V6+q0p83b6/bjD4DRC5B1Di5vk5GR27txJ27ZtrdtMJhNt27Zl8+bNd3xdQkIC5cqVIygoiMcff5yDB+/cxJqUlER8fHymhxCFzfLdx3gofVbi9c4tjA0j7NbjT/UjVZmoZjpN9KnDRscRIs8YWtxcunQJi8WSpeXF39+fmJiYbF9TqVIlpk6dysKFC5k5cya6rhMeHs7Zs2ez3X/06NF4e3tbH0FBQbn+PoQwWmDMapy1FI7rgYx/TW5Jiew1q1mZrXpaR/OOJulULAovw29L2apJkyb07t2b2rVr07JlS+bPn4+fnx/fffddtvsPHz6cuLg46+PMmTP5nFiIvPeYOa2lc7HehAAfV4PTCHu2WG8MwOPmTfywQea8EYWTocWNr68vZrOZ2NjYTNtjY2MJCAjI0TEcHR2pU6cOx44dy/Z5Z2dnvLy8Mj2EKEw++30LLUz7ACjdtJfBaYS9e6THyyQrM1VNp5n1599GxxEiTxha3Dg5OVGvXj1Wrlxp3abrOitXrqRJkyY5OobFYmH//v0EBgbmVUwh7NrFHfNw0iwc0YPo2Ka10XGEnasRFsLa9An9Hjdv5K/90cYGEiIPGH5basiQIUyZMoUff/yRw4cPM2DAAG7cuMHzzz8PQO/evRk+fLh1/1GjRvH3339z4sQJdu3axbPPPsvp06d58cUXjXoLQhjmVoqFTqb0W1KWxrg5ORicSNi7Yu5OLLSEA/C4aRMDft5pcCIhcp/hvwmfeuopLl68yHvvvUdMTAy1a9dm6dKl1k7GUVFRmEz/1GBXr16lf//+xMTEUKxYMerVq8emTZuoWrWqUW9BCMO0fPcXNjkfAOBScCeD04iCYuSwN0n4YgpBpovU1Y4aHUeIXKcppZTRIfJTfHw83t7exMXFSf8bUaDpumLMu6/wtuMstuqVaTRqq9GRRAEy791HedK8gZ9S2xHSZyLNK/gZHUmIu7Ll77fht6WEEPfni+URdDOvBeA3i8xtI2yz0NIUSBtp1++HjQanESJ3SXEjRAG1fs1SQk3RJCpn3Gp3MzqOKGBeeLYvMaoYxbUE2pp2kpCUanQkIXKNFDdCFEBKKbqZ1wHwl96A/z3RwOBEoqBpVbUUcy0tAXjavJphc/canEiI3CPFjRAF0NBfttIpfeK+3ywtcXKQf8rCduHd3gCghXk/+w/uMzaMELlIfiMKURAd/B0vLZGzypdX+vQxOo0ooCpXqcF6S3UAupvXciH+lsGJhMgdUtwIUcDcTLbwnMNyAH5JbUPLSv73eIUQ2XN3dmC2JW3ixx7mtTwzWToWi8JBihshCpgeI76ltuk4ScqB2ZZWRscRBdwLLw7kivIgULtC2StS3IjCQYobIQoQpRTPmdNabZbojRjyRFODE4mCrm75QGvH4r7mZfy6LcrgREI8OCluhChA2ny4gM7mTQDMSG3HM43KGZxIFAYhHd/AojSamw8w9fe/jI4jxAOT4kaIAiI2/hZtbv2Ni5bCIb0cLz/ztNGRRCHRPrwhf+v1AXje/BfrIi8anEiIByPFjRAFQHKqTo9v1vKCw1IAplva06F6oMGpRGHi3GwQAF3NG3h96kqD0wjxYKS4EaIA+GnzKepdX0WgdoULyoeTpR4zOpIoZGqFP8wBPRgXLYVe5lXsPH3V6EhC3DcpboQoAHafvspLDn8CMC31YX5+WdaSErmrhKcLU1MfBuB5h6X0mrjG2EBCPAApboSwc3GJKdw4tJTKpjMkKBeS6/SRGYlFnqja/gXOKl/8tDh6mNfwx97zRkcS4r7Ib0gh7FytUcsY4LAIgF8sbRjauZHBiURh1a9lRSaldgLgFYc/GPLrdoMTCXF/pLgRws41NR2gkekIScqRH1IfwdXJbHQkUUhpmsbL/3mPC8qH0tplnjCv5/TlG0bHEsJmUtwIYccOn4/jTYe5APxsacPy92X4t8hbQSWLs9Y37efsVfMi2oxZYXAiIWwnxY0QduzTr7+mrukYN5UTE1M74+XiaHQkUQQ83u//uKS8CDbF8pR5DVduJBsdSQibSHEjhJ0aMmsXQ9JbbX6ytGP9B9JqI/KHk5snX6U+AcAbDvNo9sEfBicSwjZS3AhhhzYfv4xl31xqmk6SoFxwbjEYF0fpayPyz/B3P+W0XhI/LY5+5iWMWx5pdCQhckyKGyHs0AtT1vBfx1kAfJv6OH3bNzA4kShqXFxc+Ty1BwAvOyzm55U7DE4kRM5JcSOEnUlO1XnJ/CeB2hXOKl92luppdCRRRL09dDj79BA8tFu85TCbDuPXGR1JiByR4kYIO6Lrilb/N4NXHNL6OHyc0oufZDZiYZAyxT14P6UPAE85rMHjwg5uJKUanEqIe5PiRgg7cjkhiQ8cp+GqJbNVr0z1dr1xdpC+NsI4nw/pz+zUVgB86DiN5qOXGxtIiByQ4kYIO3EtMZmRn3xIG/NukpWZ/6W8QP8WoUbHEkVceT8Pzjf4L1eVB1VMUTyR8gdD5+41OpYQdyXFjRB2ouWo3xnh+CMA36R24eFWrXA0yz9RYbz/dGrMp6lpUxEMc5jDrl3bZOZiYdfkN6cQdmDI7N185DgVPy2eo3ppJlo6M7RDJaNjCQGAyaTxv/8bzTpLDVy0FMY5TuShMSuNjiXEHUlxI4TBdkVdxbTvVx4zbyFFmRma8jIr32pvdCwhMvF0deJE00+JV27UNh3nFfMf/Lz1tNGxhMiWFDdCGGzIxHmMdJgOwPjUbjzc4TGCirsZG0qIbPR9uCkj0kdPDXb4jYUL5rL91BWDUwmRlRQ3QhgkKdVClf/OY6LjBNy1JLboVXhi0GcMaCWdiIX9av/06/xuaYqDpvO101e8Oukvftp8yuhYQmQixY0QBqn0f3/xueMkqpiiuKi8WVpxFBUCfYyOJcRdPVKzFFcf+owIvQwltWt87fQlHyzcS1xiitHRhLCS4kYIA8TE3WKQeQGPmreRrMy8kvwG7z8r/WxEwfBC6+osq/YZ15UrjUxHGO34PbVGLTM6lhBWUtwIkc/WRFxg3Gf/x1DHtBW/30t9nnmjhxicSgjb9H28Pa+lvEaqMtHNvI43HOYR/N8/sejK6GhCSHEjRH76ZvUxfv3xW0Y7fA/ApNTHcG/Sz+BUQtjOy8WRHj1f4P9SXwDgDYf5PGf+m9B3lhicTAhwMDqAEEVFn6nbcDr2F187foVZU8xKbcUnqT059VhVo6MJcV861ggkqNh7fDnpEq87LOADx+loKFp/7s6qN1uiaZrREUURJS03QuSD56dtw/vYQiY6foGzlspiSyNGqv6c+PhRo6MJ8UBqlPHmqWGTmJTaCYBRjj/y0NU5hAxfwtYTlw1OJ4oqKW6EyENXbiQT/N/FlD/2I184foODpjPP0pz/pAxi0estMZnkk60o+Py9Xfkk9Wkmphc47zr+zHsOP9Fz8iYOno8zOJ0oiqS4ESIPKKXYdvIKjT9YwmcOk3nXcSYmTfFTajuGprzMsiEPUcHf0+iYQuSaU588xs3m/8cnKWlrUL3gsJTvHMfx9Jd/c/ryDZSSjsYi/2iqiP3ExcfH4+3tTVxcHF5eXkbHEYVU009W4Rh3gi8cv6G26QQWpfFh6rNMszzMkQ8ewcXRbHREIfLEztNXmfrdOMY5TsRZSyFK92NQyuvsU6GcHN1R+uGI+2bL329puREiF8XdTGHssiM0v/4nS5zeobbpBNeUO31T3maa5RGOftRRChtRqNUrV4y6HV+ge/J7nNH9KGu6yG9O7zPI/DsVhy/ilRk7pRVH5DlpuRHiAd1KsbD5xGVcHc28P2UOoxyn0dAUAcBGSzXeTHmFGEpw5IOHpbARRcb1Wyk0ff93PnGcQkfzNgAi9DIMT3mRXaoi3z1Xjw7VAgxOKQoSW/5+S3EjxH24lWJh4Z5ztKxYksajVxLAZQY6LKSneRUOmk6icmZcajd+sDzC6qEPEezrbnRkIfJdUqqFSv/3F51Nm3jPcQa+WjwASywN+Ty1B2fNZdj7XntcnaToF/cmxc1dSHEjHtStFAs13l9GikVRVouln3kJT5tX46ylAvCnpSEfpjxHNCU49tEjOJjl7q8ouiy6IvSdJfhwneEOv9LdvBaTpkhVJhbp4fyQ+ggHVQgAfwxqRo0y3gYnFvZKipu7kOJG2OJaYjKfLj1Ct3plSE5V9JyyBUdSaWnay7PmFbQy77Xuu0WvwviUbhxyqsH6t1vj5uSAk4MUNkLouiIxxcLkdSdYumoVwxzm0M680/r8Vr0yv6Y+xN96fRJxIbiEGxOerkPNMt7SAVlYSXFzF1LciLu5lJDEsQsJNAopzunLibT6fA0AziTTxHSIjqatdDBvx1tLBEBXGuv0mnxneYzNejVefyiMIe0rGfgOhLBvyw/F0v+nHdTQTtDPYQmPmrbiqFkASFTO/K3XY7mlPuv16sTjkem1DYKL8fOLjeVDQxElxc1dSHFTNCmlrJ8AM77O+NHXNA2Lrqjx/jISk9N+yXqSSDXTKeprETQ1HaSuKdJ62wngovJmvqUZP1vaEqX8eblleV5qXp4SHs75/+aEKIBajVnNqcuJBHCZpx1W87hpIyGmWOvzqcrELlWBLXoVdusV2K2HcY20uaEaBhfnjbYVaFy+hHUizNv/PYvCSYqbu5DiJitdV1y6kUSqReHiaMbb1ZFUXUcpsozuSUhKxcP5nyXJ4m6mkJRqwd3JAffbtl+/lYKni2OWc/379RlmbYvCpGn0aBBk3XYjKRU3J3O2v6xupVi4lZJWiLg4mnFxNJOQlGr9BXfhehJ/7ovmRlIq3607cYd3rvAhgWAtlrJaLMFaLBVNZ6mmncz0SzZDtCrOcks9/rQ0ZruqhI6J/z5SmUdrBBJU3O0O5xBCZEcpxdELCZQp5kqjj1dy/VYKtbXjPGreQivTXiqYzmV5zSndn6OqDEdVaY7qpTmuSnFe+XIZT9S/ZjbpUb8MxdydOBqbQNMwX/o0KcetVB1XRzOXbyTh5eJIUorO4Zh4dpy6Qu/wYFwczExZf4IWFfwo7+fOjC2nqVbKi+YV/Gx+fwlJqbjf4ffX7ft4ODvc8feiyEyKm7soisXNztNXKVPMFX8vFzYeu8Qz328FoHOtUizaez7PzpvxjzbvKByw4IAFJ1JxIRkP7SYe3MRdu4UnibhzC3ftFt7cwE+7hq8Wh58Why9x+GnX8NJu3vHoZ5Uve/XybNarsVGvzkkVgKPZxO+vNiXE1z1TMSeEuH83klJxNJu4mWyhx3ebiYi9ThntIs1N+6irHaWu6Sihpug7vj5JORCjihNNCS4qb64qT67hzjXlyTXlzlU8SVQuJOLMTZy4hTOJKuNrpyyF0b+99lAYyw/FciTmepbnnm8aTGz8LZbsjwFgYOtQvll93Pr847VLUdLTmZKeLpQr4cZfB2JYtPc8Fv3Of3rbVilJ1JVEXB3NjHy8OrWDfO5xBYsGKW7uokgVN2vHsH/zX1y9kQxA8wol2HD0EhqKjM8SGulNuRnfa8q6jdv2ybKf9fusx+K2fW/fL+u2rK/79zYTCkdScdRSccSS9nX64/bbRA8iWhXntPLnlO7PKRXAARXCAT3Y2gRe3tedfs1D6FSrFF7ZtEYJIXKPUgql4KUZO1hx+IJ1uzcJVDOdIkw7R5h2ngraOUJM0ZTkGibtwf6MJSkHLJhJxUQqZiyYScGMRWVscyAVExbMKEj/jZj5t+C/t6vbfjsqNJTK+Jps97mTFBwo+9hbVGjU8YHeY2Egxc1dFJniJvEKfBZidIp8ZVEaCbimPZQrN3AhQaV9f125cQkvLiofLinvtP/ixTnlS+NKZbh4PYmD5+NpGFycqc83kCZiIQyWmJzK1hNXCA8rgbND2u3xFItOhf/9lWk/B1Lx5yqB2mVKaVcoocXhoyVQjAR8tAR8SKCYdh03knDRknElKf3rFCPe1n056tWECkOWGh3DcLb8/Zbf4IWVJdn65RvJrwLcpX2EzJ8w7rINMn/6yLwft+2feRvZbMtuv39/klFoJCsHUsh4mEnGgdT0bcmYrc+lYoZ7fAoa0CqUT1qH4exgYsn+aB6pHigjL4SwQ25ODrSuXDLTNkezieMfdyQy9jqV/D35ds0x5u8+x8ohnYmJv0X/n3aw6FzaRIEPVwtg6cGYOx5fQ8eFZNxIwpFUHLS0W9xmdByxYMZi/a8DOg5aKg7ot7W5/NNm8++vc/b8vdpsoK7pKL0dluNmzsvb+4WTFDeFlZ7W2TZFmVmgN8vy9JvtKrL15BVK+7ji5epApQAv6pUrRqC3CwfOxbH8UCxd6pSmdDFXvFwc2Xn6KqMWH+JY7HVql/Xhocr+XL2RzKCHwmgzdi0V/D347rl6DJi5i83HL3NgZAfMJo1LCUmcvHSDSgGeODuYuJaYworDsZy+nEhiciqB3q6cu3aTdlX8Ke/nTgkPZ1JSdVJ0nXF/R9Ksgi9VAr0o5uaEi6OJHt9tJtTblW+fqcv1W6l4ujiw9+w11kZc5MUW5YmJu4W/lwsezg5cv5WCj5vTHS/R47VL59nlF0LkDbNJo0pg2qf2QQ9VYNBDFQAI9HZl8WvNib+VgqujGUeziYSkVJzMJpwcTETEXOenzad4pWUovumjGm+lWCjm7sSF+FuYTBqJSRZOXEpg3q5z/LH3PJ8+WYMO1QL48M/D/LbzLO90rMzxCzfo2agsyak6Pb7bDMC7j1WlQXAxZm0/Q9TlRDYcu4SjWWNQ6wqMXxEJQOtKfrSo6EenWqU4diGBs1dv8uGfhwjwcsnUl+fnFxsRdSWRkX8cJMXiQG+WY7FY8vMSFwp2cVvqm2++YcyYMcTExFCrVi2++uorGjZseMf9586dy7vvvsupU6eoUKECn376KR075ux+ZJG5LXUtCr6oQZJypFLSj5meerpBEJ88WdOgYEIIUThYdIXZlLn9JcWi89vOs4SHlqBMMTd+23mG+sHFCfXzuMNR7mzhLxN5PPK/nHKvSfCw9bkVu8AqUKuCz549myFDhjBixAh27dpFrVq16NChAxcuXMh2/02bNtGzZ0/69evH7t276dKlC126dOHAgQP5nNzOKR0ASzb/iz/sUj2/0wghRKHz78IG0m6d9WxYlnIl3DGbNJ5qUPa+ChsAd5e0lmfdoj9QzqLI8OJm3Lhx9O/fn+eff56qVasyadIk3NzcmDp1arb7T5gwgYcffphhw4ZRpUoVPvjgA+rWrcvXX3+dz8ntXPptKR2NssXdOPbRIyx+rRknPu4oax0JIUQB4OqcNjoz/uYtg5MUPIb+lUtOTmbnzp20bdvWus1kMtG2bVs2b96c7Ws2b96caX+ADh063HH/our6zSQAdEyM6FQVB7OJ6qW9rbN5CiGEsG/n4tIGhmhKWm5sZWhxc+nSJSwWC/7+/pm2+/v7ExOTfS/3mJgYm/ZPSkoiPj4+06MoyChuLJhoGuZrcBohhBC2CizmDoAZndh4ab2xRaG/PzF69Gi8vb2tj6CgoHu/6D6du3aTpQeiuZVi4Y+955mz4wxV3l3K/37fz5ztZwh9Zwk7Tl3hhw0n+X79CfpM3Ubwf//k9V9389f+aHpM2kyXbzZy4mICAFduJLNo73mSUi1MXHOcGZtPYdEVS/ZHExN3iys3khn0yy42HL3E0gPR1qUHUi06fx9Im81TaaYsSygIIYSwf3XLpX0wNaFo9PFKFu45x7EL17l+K4VFe89nmgE+OVXn+/UnmLnldKbZj68lpv0duXD9Fov2nicxOfOw8qTUtL9XV24k829KKZYdjOHMlcQ8eod5x9DRUsnJybi5ufHbb7/RpUsX6/Y+ffpw7do1Fi5cmOU1ZcuWZciQIbzxxhvWbSNGjGDBggXs3bs3y/5JSUkkJSVZv4+PjycoKCjXR0udjbnAfybMzLXjPahgLZaxTpO4qLzxGxlldBwhhBA20o+twTTzcU7rJRmSMsDoODZ5pX0t2rVuk6vHLDCT+Dk5OVGvXj1WrlxpLW50XWflypUMGjQo29c0adKElStXZipuli9fTpMmTbLd39nZGWfnvF+p+cKJPcxzHpnn57FV2sR2QgghChqTQ1qH4nKmC3b59+Vudq6uAK13GHZ+wyfxGzJkCH369KF+/fo0bNiQL774ghs3bvD8888D0Lt3b0qXLs3o0aMB+M9//kPLli0ZO3Ysjz76KLNmzWLHjh1MnjzZyLeBycGFk7r/vXfMRwqNWZbWvGN0ECGEELYrXZfUkIc4c/yg0UlsFq2KG3p+w4ubp556iosXL/Lee+8RExND7dq1Wbp0qbXTcFRUFCbTP12DwsPD+eWXX/i///s/3nnnHSpUqMCCBQuoXj1nc7dk3IXL7Y7FZSvUpPb1j3LteA4mjdS7rBqbU3vea1dkOlELIUSh88SPRB6/zOuzdnEzueCMmvq/x6rk+t+ejOPlpDeNXcxQnJ/Onj2bp52KhRBCCJF3zpw5Q5kyZe66T5ErbnRd5/z583h6eqJpMudLRgfrM2fOFO7lKAwm1zl/yHXOP3Kt84dc538opbh+/TqlSpXKdEcnO4bflspvJpPpnhVfUeTl5VXk/+HkB7nO+UOuc/6Ra50/5Dqn8fb2ztF+hX6eGyGEEEIULVLcCCGEEKJQkeKmiHN2dmbEiBH5MhdQUSbXOX/Idc4/cq3zh1zn+1PkOhQLIYQQonCTlhshhBBCFCpS3AghhBCiUJHiRgghhBCFihQ3Bcw333xDcHAwLi4uNGrUiG3btt1x34MHD/Lkk08SHByMpml88cUXWfYZPXo0DRo0wNPTk5IlS9KlSxciIiIy7RMTE8Nzzz1HQEAA7u7u1K1bl3nz5mXaZ9euXbRr1w4fHx9KlCjBSy+9REJCQq68ZyMYcZ2PHz/OE088gZ+fH15eXvTo0YPY2NhM+1y5coVnnnkGLy8vfHx86Nevn1zn2+TWdf7oo48IDw/Hzc0NHx+f3HirhrLH63zq1Cn69etHSEgIrq6uhIaGMmLECJKTk3Ptfec3e7zOAJ07d6Zs2bK4uLgQGBjIc889x/nz53PlPdsrKW4KkNmzZzNkyBBGjBjBrl27qFWrFh06dODChQvZ7p+YmEj58uX55JNPCAgIyHaftWvXMnDgQLZs2cLy5ctJSUmhffv23Lhxw7pP7969iYiIYNGiRezfv5+uXbvSo0cPdu/eDcD58+dp27YtYWFhbN26laVLl3Lw4EH69u2b69cgPxhxnW/cuEH79u3RNI1Vq1axceNGkpOT6dSpE7r+z3oyzzzzDAcPHmT58uUsXryYdevW8dJLL+X+RcgH9nydk5OT6d69OwMGDMj9N57P7PU6HzlyBF3X+e677zh48CDjx49n0qRJvPNOwVzq116vM0Dr1q2ZM2cOERERzJs3j+PHj9OtW7fcvwj2RIkCo2HDhmrgwIHW7y0WiypVqpQaPXr0PV9brlw5NX78+Hvud+HCBQWotWvXWre5u7urn376KdN+xYsXV1OmTFFKKfXdd9+pkiVLKovFYn1+3759ClBHjx695zntjRHXedmyZcpkMqm4uDjrPteuXVOapqnly5crpZQ6dOiQAtT27dut+/z1119K0zR17ty5nL49u2Gv1/l206ZNU97e3vd+M3asIFznDJ999pkKCQm55/nsUUG6zgsXLlSapqnk5OR7nrOgkpabAiI5OZmdO3fStm1b6zaTyUTbtm3ZvHlzrp0nLi4OgOLF/1muPjw8nNmzZ3PlyhV0XWfWrFncunWLVq1aAZCUlISTk1OmtT5cXV0B2LBhQ65lyw9GXeekpCQ0Tcs0l4WLiwsmk8l6DTdv3oyPjw/169e37tO2bVtMJhNbt27NtWz5wZ6vc2FS0K5zXFxcpt89BUVBus5Xrlzh559/Jjw8HEdHx1zLZm+kuCkgLl26hMViwd/fP9N2f39/YmJicuUcuq7zxhtv0LRpU6pXr27dPmfOHFJSUihRogTOzs68/PLL/P7774SFhQHw0EMPERMTw5gxY0hOTubq1av897//BSA6OjpXsuUXo65z48aNcXd35+233yYxMZEbN24wdOhQLBaL9RrGxMRQsmTJTMdycHCgePHiuZYtv9jzdS5MCtJ1PnbsGF999RUvv/xyruTKTwXhOr/99tu4u7tTokQJoqKiWLhwYa7ksldS3AirgQMHcuDAAWbNmpVp+7vvvsu1a9dYsWIFO3bsYMiQIfTo0YP9+/cDUK1aNX788UfGjh2Lm5sbAQEBhISE4O/vf8+VW4ui7K6zn58fc+fO5Y8//sDDwwNvb2+uXbtG3bp15RreJ7nO+SM3rvO5c+d4+OGH6d69O/3798/P+AXGg17nYcOGsXv3bv7++2/MZjO9e/dGFeI5fIvcquAFla+vL2azOUsv+NjY2Dt2RrPFoEGDrB1Ub181/fjx43z99dccOHCAatWqAVCrVi3Wr1/PN998w6RJkwDo1asXvXr1IjY2Fnd3dzRNY9y4cZQvX/6Bs+Uno64zQPv27Tl+/DiXLl3CwcEBHx8fAgICrNcwICAgS+fE1NRUrly5kivZ8pM9X+fCpCBc5/Pnz9O6dWvCw8OZPHnyA2cyQkG4zr6+vvj6+lKxYkWqVKlCUFAQW7ZsoUmTJg+czx7JR5UCwsnJiXr16rFy5UrrNl3XWbly5QP9cCqlGDRoEL///jurVq0iJCQk0/OJiYkAWT4FmM3mTL3xM/j7++Ph4cHs2bNxcXGhXbt2953NCEZd59v5+vri4+PDqlWruHDhAp07dwagSZMmXLt2jZ07d1r3XbVqFbqu06hRo/vOZgR7vs6Fib1f53PnztGqVSvq1avHtGnTCmzrmb1f53/L+N2dlJR039nsnpG9mYVtZs2apZydndX06dPVoUOH1EsvvaR8fHxUTEyMUkqp5557Tv33v/+17p+UlKR2796tdu/erQIDA9XQoUPV7t27M41gGjBggPL29lZr1qxR0dHR1kdiYqJSSqnk5GQVFhammjdvrrZu3aqOHTumPv/8c6Vpmvrzzz+tx/nqq6/Uzp07VUREhPr666+Vq6urmjBhQj5dmdxlxHVWSqmpU6eqzZs3q2PHjqkZM2ao4sWLqyFDhmTK9vDDD6s6deqorVu3qg0bNqgKFSqonj175vEVyRv2fJ1Pnz6tdu/erUaOHKk8PDys571+/XoeX5XcZ6/X+ezZsyosLEy1adNGnT17NtNxCiJ7vc5btmxRX331ldq9e7c6deqUWrlypQoPD1ehoaHq1q1b+XBljCHFTQHz1VdfqbJlyyonJyfVsGFDtWXLFutzLVu2VH369LF+f/LkSQVkebRs2dK6T3bPA2ratGnWfSIjI1XXrl1VyZIllZubm6pZs2aWoeHPPfecKl68uHJycsr2+YLGiOv89ttvK39/f+Xo6KgqVKigxo4dq3Rdz5Tr8uXLqmfPnsrDw0N5eXmp559/vkD+wc1gr9e5T58+2R5n9erVeXQl8pY9Xudp06bd8TgFlT1e53379qnWrVur4sWLK2dnZxUcHKxeeeUVdfbs2by8FIaTVcGFEEIIUagUzBucQgghhBB3IMWNEEIIIQoVKW6EEEIIUahIcSOEEEKIQkWKGyGEEEIUKlLcCCGEEKJQkeJGCCGEEIWKFDdCCCGEKFSkuBFCGGbNmjVomsa1a9fy/dyapqFpGj4+PjnaPyOrpml06dIlT7MJIR6MFDdCiHzRqlUr3njjjUzbwsPDiY6Oxtvb25BM06ZNIzIyMkf7ZmTt0aNHHqcSQjwoKW6EEIZxcnIiICAATdMMOb+Pjw8lS5bM0b4ZWV1dXfM4lRDiQUlxI4TIc3379mXt2rVMmDDBemvn1KlTWW5LTZ8+HR8fHxYvXkylSpVwc3OjW7duJCYm8uOPPxIcHEyxYsV4/fXXsVgs1uMnJSUxdOhQSpcujbu7O40aNWLNmjU259y7dy+tW7fG09MTLy8v6tWrx44dO3LpKggh8ouD0QGEEIXfhAkTiIyMpHr16owaNQoAPz8/Tp06lWXfxMREvvzyS2bNmsX169fp2rUrTzzxBD4+PixZsoQTJ07w5JNP0rRpU5566ikABg0axKFDh5g1axalSpXi999/5+GHH2b//v1UqFAhxzmfeeYZ6tSpw8SJEzGbzezZswdHR8dcuQZCiPwjxY0QIs95e3vj5OSEm5sbAQEBd903JSWFiRMnEhoaCkC3bt2YMWMGsbGxeHh4ULVqVVq3bs3q1at56qmniIqKYtq0aURFRVGqVCkAhg4dytKlS5k2bRoff/xxjnNGRUUxbNgwKleuDGBTYSSEsB9S3Agh7Iqbm5u1sAHw9/cnODgYDw+PTNsuXLgAwP79+7FYLFSsWDHTcZKSkihRooRN5x4yZAgvvvgiM2bMoG3btnTv3j1TFiFEwSDFjRDCrvz7NpCmadlu03UdgISEBMxmMzt37sRsNmfa7/aCKCfef/99evXqxZ9//slff/3FiBEjmDVrFk888cR9vBMhhFGkuBFC5AsnJ6dMnYBzS506dbBYLFy4cIHmzZs/8PEqVqxIxYoVGTx4MD179mTatGlS3AhRwMhoKSFEvggODmbr1q2cOnWKS5cuWVteHlTFihV55pln6N27N/Pnz+fkyZNs27aN0aNH8+eff+b4ODdv3mTQoEGsWbOG06dPs3HjRrZv306VKlVyJacQIv9IcSOEyBdDhw7FbDZTtWpV/Pz8iIqKyrVjT5s2jd69e/Pmm29SqVIlunTpwvbt2ylbtmyOj2H+//bu2MZBGArA8ENpGYGGhl1YAIkGsQrDUMMOrEFLiURHyRUZIHfKJZGc76tdvPKXLdu3W+z7Hl3XRVVV0TRN1HUdwzD825zAe2TXdV2fHgLg3bIsi2ma/vyVQt/3cRxHzPP8krmA59m5Ab5W27ZRFMWv1i7LEnmexziOL54KeJadG+ArresaEffjqLIsH64/zzO2bYuI+y2sR+/1AJ8jbgCApDiWAgCSIm4AgKSIGwAgKeIGAEiKuAEAkiJuAICkiBsAICniBgBIirgBAJLyA57/7ctk/sAqAAAAAElFTkSuQmCC", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mwave.integrate import make_kvec, make_phi, gbragg\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "from tqdm import tqdm\n", "\n", "# Create vectorized gbragg function call\n", "def vgbragg(kvec, omega, sigma, tfinal, delta, v_offset=0):\n", " out = np.full((len(omega), len(kvec)), np.nan, dtype=np.complex128)\n", " phi0 = make_phi(kvec, n0)\n", "\n", " for i in range(len(omega)):\n", " sol = gbragg(kvec, phi0, tfinal, delta - 4*v_offset, omega[i], sigma)\n", " out[i,:] = sol.y[:,-1]\n", "\n", " return out\n", "\n", "# Create function to compute bragg pulse across velocity spread\n", "def vdist(kvec, omega, sigma, tfinal, delta, v_sigma, v0, vs):\n", "\n", " # Create an array to store outputs in\n", " phi = np.full((len(vs), len(omega), len(kvec)), np.nan, dtype=np.complex128)\n", " \n", " # Loop over vs\n", " for i in tqdm(range(len(vs))):\n", " phi[i,:,:] = vgbragg(kvec, omega, sigma, tfinal, delta, v_offset=vs[i])\n", "\n", " # Calculate populations\n", " pops = np.abs(phi)**2\n", "\n", " # Calculate velocity weights\n", " weights = np.exp(-np.square(vs - v0)/(2*v_sigma**2))/v_sigma/np.sqrt(2*np.pi)\n", "\n", " # Weight populations and sum\n", " weighted_pops = np.einsum('ijk,i->jk', pops, weights, optimize=True)\n", " \n", " # Return\n", " return weighted_pops, pops, weights\n", "\n", "# Set parameters\n", "n0, nf = 0, -1\n", "sigma = 40e-6*2066*2*np.pi\n", "tfinal = 10*sigma\n", "\n", "# Set velocity distribution\n", "v0 = 0\n", "v_sigma = 0.3\n", "vs = np.linspace(-1,1,50)\n", "\n", "# Compute kvec and sbragg_orders\n", "kvec, n0_idx, nf_idx = make_kvec(n0,nf)\n", "orders = kvec/2\n", "\n", "# Compute population\n", "omega_effs = np.linspace(0,60)\n", "pops, _, _ = vdist(kvec, omega_effs, sigma, tfinal, 4*(n0+nf), v_sigma, v0, vs)\n", "\n", "# Plot\n", "plt.figure(figsize=(8.5, 4))\n", "plt.plot(omega_effs, pops)\n", "plt.legend([\"n=%i\" % bo for bo in orders])\n", "plt.xlabel(\"Bragg amplitude [arb.]\")\n", "plt.ylabel(\"Population\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "08042fb7-c8e0-4500-a1d0-c220bf931096", "metadata": {}, "source": [ "### Multi Atom Simulation: Transverse spatial spread\n", "\n", "Lets try accounting for the transverse spatial spread of the cloud. I think this is a bit more promising than our previous attempt because we know that there is a spatial spread of atoms but we have little evidence for a large velocity spread. I will do this by simulating the Bragg pulse over a range of intensities and then weighing the Bragg process by the intensities sampled by different atoms in the cloud.\n", "\n", "The effective Rabi frequency is given by\n", "$$\\Omega_\\text{eff}=\\frac{\\Omega_1\\Omega_2}{\\Delta}\\propto I$$\n", "since $\\Omega\\propto I^2$. The intensity of the laser beam is approximately given by\n", "$$I\\propto\\exp\\left(-2\\frac{x^2+y^2}{w_0^2}\\right)$$\n", "here $w_0$ is the $1/e^2$ radius. In our experiment $w_0\\approx5\\text{ mm}$. So\n", "$$\\Omega_\\text{eff}(x,y)\\propto\\exp\\left(-2\\frac{x^2+y^2}{w_0^2}\\right)$$\n", "\n", "We will model the atoms as being spatially distributed in a Gaussian\n", "$$N(x,y)=\\frac{N_0}{\\sigma\\sqrt{2\\pi}}\\exp\\left(-\\frac{x^2+y^2}{2\\sigma^2}\\right)$$\n", "For now I will make a big oversimplification for getting an order of magnitude estimate of $\\sigma$ and assume that at the time of launch the atoms are all consolidated in a single point. After launch they spread out on average at the recoil velocity until the first Bragg pulse. So I will estimate $\\sigma$ as\n", "$$\\sigma=t_\\text{first bragg}v_\\text{r}=0.207\\text{ s}\\times3.5\\text{ mm/s}=0.0007245\\text{ m}$$\n", "Actually this seems a little small given that the MOT is probably around a mm in width. So lets be prepared to increase sigma if necessary. Lets compute the population in each output port as a function of effective Rabi frequency." ] }, { "cell_type": "markdown", "id": "5420cd31-5e60-4aae-b835-c1209c58c578", "metadata": {}, "source": [ "#### Aside: Investigating ratio of cloud to beam size\n", "\n", "I'm curious if the absolute cloud size and beam size matter, or only their ratio. Based on a quick calculation I think it must only be the ratio that matters:\n", "\n", "Let $\\vec{f}(\\Omega(\\vec{x}))$ be a vector whose elements describe the population in each $k$ state after a Bragg pulse with spatially dependent Rabi frequency $\\Omega(\\vec{x})$. Define $N(\\vec{x})$ as the number of atoms located at position $\\vec{x}$ of the cloud. So the average population $\\vec{f}_\\mathrm{avg}$ transfer is given by\n", "$$\\vec{f}_\\mathrm{avg}=\\int_{-\\infty}^\\infty\\vec{f}(\\Omega(\\vec{x}))N(\\vec{x})/\\int_{-\\infty}^\\infty N(\\vec{x})$$\n", "If $\\Omega(\\vec{x})\\propto\\exp\\left(-2\\frac{x^2+y^2}{\\sigma_b^2}\\right)$ and $N(\\vec{x})\\propto\\exp\\left(-\\frac{x^2+y^2}{2\\sigma_c^2}\\right)$ then we see by expanding $\\vec{f}$ that\n", "$$\\vec{f}(\\Omega(\\vec{x}))N(\\vec{x})=(\\dots)\\Omega(\\vec{x})^0N(\\vec{x})+(\\dots)\\Omega(\\vec{x})^1N(\\vec{x})+(\\dots)\\Omega(\\vec{x})^2N(\\vec{x})+\\cdots$$\n", "Each of the $\\Omega(\\vec{x})^nN(\\vec{x})$ terms can be expanded to\n", "$$\\Omega(\\vec{x})^nN(\\vec{x})\\propto\\exp\\left(-2n\\frac{x^2+y^2}{\\sigma_b^2}\\right)\\exp\\left(-\\frac{x^2+y^2}{2\\sigma_c^2}\\right)=\\exp\\left(\\left[x^2+y^2\\right]\\left[-2n\\frac{1}{\\sigma_b^2}-\\frac{1}{2\\sigma_c^2}\\right]\\right)$$\n", "If we define $x=\\tilde{x}\\sigma_b$ and $y=\\tilde{y}\\sigma_b$ then we find\n", "$$\\Omega(\\vec{x})^nN(\\vec{x})\\propto\\exp\\left(-\\left[\\tilde{x}^2+\\tilde{y}^2\\right]\\left[2n+\\frac{\\sigma_b^2}{2\\sigma_c^2}\\right]\\right)$$\n", "Which is only dependent on the ratio of the two widths." ] }, { "cell_type": "code", "execution_count": 14, "id": "689c485b-6f35-46cd-a256-951868d767bf", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████████| 200/200 [00:02<00:00, 86.98it/s]\n" ] } ], "source": [ "from mwave.integrate import make_kvec, make_phi, gbragg\n", "import numpy as np\n", "from scipy.interpolate import interp1d\n", "from matplotlib import pyplot as plt\n", "from tqdm import tqdm\n", "\n", "# Create vectorized gbragg function call\n", "def vgbragg(kvec, omega, sigma, tfinal, delta, v_offset=0):\n", " out = np.full((len(omega), len(kvec)), np.nan, dtype=np.complex128)\n", " phi0 = make_phi(kvec, n0)\n", "\n", " for i in tqdm(range(len(omega))):\n", " sol = gbragg(kvec, phi0, tfinal, delta - 4*v_offset, omega[i], sigma)\n", " out[i,:] = sol.y[:,-1]\n", "\n", " return out\n", "\n", "# Set parameters\n", "n0, nf = 0, -1\n", "sigma = 40e-6*2066*2*np.pi\n", "tfinal = 10*sigma\n", "\n", "# Set range of omegas\n", "omegas = np.linspace(0,60,200)\n", "\n", "# Compute kvec and sbragg_orders\n", "kvec, n0_idx, nf_idx = make_kvec(n0,nf)\n", "orders = kvec/2\n", "\n", "# Call vgbragg over some intensity range, make interpolation function\n", "phi = vgbragg(kvec, omegas, sigma, tfinal, 4*(n0+nf))\n", "pfnc = interp1d(omegas, phi.T)" ] }, { "cell_type": "code", "execution_count": 15, "id": "aaecc629-accc-4d41-bdc9-bdb399c9678c", "metadata": { "tags": [] }, "outputs": [], "source": [ "sig = 0.7e-3\n", "w0 = 5e-3\n", "\n", "lim = 10*max(sig,w0)\n", "dx = min(sig,w0)/10\n", "x = np.arange(int(2*lim//dx))*dx - lim\n", "X, Y = np.meshgrid(x,x)\n", "\n", "I_grid = np.exp(-2*(X**2 + Y**2)/(w0**2))\n", "N_grid = np.exp(-(X**2 + Y**2)/(2*sig**2))/(2*np.pi*sig**2)\n", "\n", "def cpop(Omega0):\n", " phis = pfnc(I_grid*Omega0)\n", " pops = np.abs(phis)**2\n", " wpops = np.multiply(N_grid, pops)*dx*dx\n", " wpopssum = np.einsum('ijk->i', wpops)\n", " return wpopssum" ] }, { "cell_type": "code", "execution_count": 16, "id": "2d916815-8638-4a39-b20d-8763de742e50", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|███████████████████████████████████████████| 50/50 [00:34<00:00, 1.47it/s]\n" ] } ], "source": [ "omegas2 = np.linspace(0,40)\n", "\n", "pops = np.full((len(kvec), len(omegas2)), np.nan)\n", "for i in tqdm(range(len(omegas2))):\n", " pops[:,i] = cpop(omegas2[i])" ] }, { "cell_type": "code", "execution_count": 17, "id": "e19ac9d2-a487-4b84-a72e-14fffb08c22f", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot\n", "plt.figure(figsize=(8.5, 4))\n", "plt.plot(omegas2, pops.T)\n", "plt.legend([\"n=%i\" % bo for bo in orders])\n", "plt.xlabel(\"Bragg amplitude [arb.]\")\n", "plt.ylabel(\"Population\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "84410d90-e8a7-4a08-8b73-c188edc4814e", "metadata": {}, "source": [ "## Comparison of model to dataset" ] }, { "cell_type": "markdown", "id": "fa26b5ce-3721-4c2c-a610-aa95305ea852", "metadata": {}, "source": [ "Now we are ready to compare our model to the actual dataset. First lets load in the dataset." ] }, { "cell_type": "code", "execution_count": 1, "id": "b4f75c41-182a-409a-8d78-8e7a45232182", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/0k/8rf6137x12n9xmg_yll_84gw0000gn/T/ipykernel_1897/3374551915.py:2: DeprecationWarning: the interpolation module is deprecated\n", " from mwave.interpolation import convergend\n" ] } ], "source": [ "from mwave.integrate import bloch, make_kvec, make_phi, phase_fnc_constant\n", "from mwave.interpolation import convergend\n", "import numpy as np\n", "import h5py\n", "from scipy.interpolate import interp1d\n", "from matplotlib import pyplot as plt\n", "from tqdm import tqdm\n", "from numba import jit\n", "\n", "with h5py.File('single_bragg_dataset.h5') as f:\n", " bragg_amplitudes = np.array(f['bragg_detuning_dataset/bragg_amplitudes'][()])\n", " bragg_offsets_kHz = np.array(f['bragg_detuning_dataset/bragg_offsets_kHz'][()])\n", " bragg_orders = np.array(f['bragg_detuning_dataset/bragg_orders'][()])\n", " bragg_widths_us = np.array(f['bragg_detuning_dataset/bragg_widths_us'][()])\n", " fit_traces = np.array(f['bragg_detuning_dataset/fit_traces'][()])\n", " bragg_pops = np.array(f['bragg_detuning_dataset/pops'][()])\n", " raw_traces = np.array(f['bragg_detuning_dataset/raw_traces'][()])\n", " t = np.array(f['bragg_detuning_dataset/t'][()])" ] }, { "cell_type": "markdown", "id": "7ed23180-e349-4a91-8603-ec6775f1c52c", "metadata": {}, "source": [ "Lets express all relevant experimental parameters in natural units." ] }, { "cell_type": "code", "execution_count": 2, "id": "128bd72c-198f-4ae2-9133-849794643512", "metadata": {}, "outputs": [], "source": [ "bragg_amplitudes_natural = (bragg_amplitudes + 3)/27\n", "bragg_offsets_natural = 4+2*(32 - bragg_offsets_kHz)*1000/2066.4724020963313\n", "bragg_sigmas_natural = bragg_widths_us/1e6*2066*2*np.pi" ] }, { "cell_type": "markdown", "id": "b7c366f2-d652-4a5f-a640-eb0470313ad0", "metadata": {}, "source": [ "We must incorporate a pedistal into our model. Lets do this." ] }, { "cell_type": "code", "execution_count": 3, "id": "d264ee2a-1959-4b8d-9c78-717c80e23816", "metadata": {}, "outputs": [], "source": [ "# Choose sigma and offset\n", "offset_idx = 22\n", "sigma_idx = 0\n", "\n", "# Define sim parameters\n", "sigma = bragg_sigmas_natural[sigma_idx]\n", "pedistal = 0.59\n", "n0 = 0\n", "nmax = -7\n", "\n", "# Compute parameters\n", "t0 = 2.59621\n", "tfinal = t0+1.94716\n", "\n", "# Define the kvec array\n", "kvec, n0_idx, nf_idx = make_kvec(n0, nmax)\n", "\n", "# Define a constant pulse profile\n", "@jit(nopython=True)\n", "def omega_fnc(t, args):\n", " omega, sigma, t0, pedistal = args\n", " return omega*np.exp(-np.square(t-t0)/(2*(sigma**2))) + pedistal\n", "\n", "def calc(delta, omega):\n", " # Define the initial state\n", " phi0 = make_phi(kvec, n0)\n", " \n", " # Integrate the pulse\n", " sol = bloch(kvec, phi0, tfinal, delta, omega_fnc, np.array([omega, sigma, t0, pedistal]), phase_fnc_constant, np.array([]), atol=1e-4, rtol=1e-4)\n", "\n", " return sol.y[:,-1]" ] }, { "cell_type": "markdown", "id": "a7bc4f76-e4eb-42eb-8df9-5fb90d59e0d9", "metadata": {}, "source": [ "It speeds things up to interpolate! Lets do this:" ] }, { "cell_type": "code", "execution_count": 4, "id": "855901cb-9268-4098-8cbd-abbf819a6eb6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Computing grid on [19, 7] points.\n", "Interpolating a coarse grid of [10, 4] points to a fine grid of [19, 7] points results in 138/756 absolute errors and 0/756 relative errors.\n", "Computing grid on [37, 13] points.\n", "Interpolating a coarse grid of [19, 7] points to a fine grid of [37, 13] points results in 555/3024 absolute errors and 0/3024 relative errors.\n", "Computing grid on [73, 25] points.\n", "Interpolating a coarse grid of [37, 13] points to a fine grid of [73, 25] points results in 1252/12096 absolute errors and 0/12096 relative errors.\n", "Computing grid on [145, 49] points.\n", "Interpolating a coarse grid of [73, 25] points to a fine grid of [145, 49] points results in 57/48384 absolute errors and 0/48384 relative errors.\n", "Computing grid on [289, 97] points.\n", "Interpolating a coarse grid of [145, 49] points to a fine grid of [289, 97] points results in no absolute or relative errors.\n" ] } ], "source": [ "# Define a grid\n", "pvals = np.linspace(0,62,10)\n", "dvals = np.arange(-6, -2).astype(float)\n", "\n", "# Define interpolation function\n", "def fnc(args):\n", " omega, delta = args\n", " out = np.empty((len(omega), len(delta), len(kvec)), dtype=np.complex128)\n", " for i in range(len(omega)):\n", " for j in range(len(delta)):\n", " out[i,j,:] = calc(delta[j], omega[i])\n", " return out\n", "\n", "# Use converge1d to create an accurate interpolator for the function\n", "xgrid, ygrid, ifnc = convergend(fnc, (pvals, dvals), verbosity=2, atol=5e-3, rtol=10)" ] }, { "cell_type": "markdown", "id": "3f17a9e7-3c75-4304-a6cf-f307d7b540b9", "metadata": {}, "source": [ "In the future this spline interpolator could be used to create a denser set of points that can be linearly interpolated between. This will create a large speed up.\n", "\n", "For now lets just do linear interpolation on a 1D cut of our converged grid." ] }, { "cell_type": "code", "execution_count": 13, "id": "058f7c8f-790d-4b68-be0e-83c1bd84b61c", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|███████████████████████████████████████████| 50/50 [00:11<00:00, 4.42it/s]\n" ] } ], "source": [ "from scipy.interpolate import interp1d\n", "\n", "# Make interpolator\n", "# Index 32 is where delta=4\n", "iifnc = interp1d(xgrid[0], np.abs(ygrid[:,32,:].T)**2)\n", "\n", "# Set cloud parameters\n", "sig = 1.0e-3\n", "w0 = 5e-3\n", "\n", "# Compute cloud/beam grids\n", "lim = 10*max(sig,w0)\n", "dx = min(sig,w0)/10\n", "x = np.arange(int(2*lim//dx))*dx - lim\n", "X, Y = np.meshgrid(x,x)\n", "\n", "I_grid = np.exp(-2*(X**2 + Y**2)/(w0**2))\n", "N_grid = np.exp(-(X**2 + Y**2)/(2*sig**2))/(2*np.pi*sig**2)\n", "\n", "# Define function to create population weighted sum of population after pulse\n", "def cpop(Omega0):\n", " pops = iifnc(I_grid*Omega0)\n", " wpops = np.multiply(N_grid, pops)*dx*dx\n", " wpopssum = np.einsum('ijk->i', wpops)\n", " return wpopssum\n", "\n", "# Compute\n", "pops = np.full((len(kvec), len(bragg_amplitudes_natural)), np.nan)\n", "for i in tqdm(range(len(bragg_amplitudes_natural))):\n", " pops[:,i] = cpop(bragg_amplitudes_natural[i])" ] }, { "cell_type": "code", "execution_count": 14, "id": "41036017-2ecd-4d7d-8d84-4f5582f69124", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot\n", "istart = np.argmin(np.abs(kvec - np.min(bragg_orders*2)))\n", "iend = np.argmin(np.abs(kvec - np.max(bragg_orders*2)))\n", "\n", "plt.figure(figsize=(10,6))\n", "ls = plt.plot(bragg_amplitudes_natural, bragg_pops[:, 22, sigma_idx, :], 'x')\n", "ls2 = plt.plot(bragg_amplitudes_natural, pops.T[:,istart:iend+1])\n", "\n", "for i in range(len(ls)):\n", " ls2[i].set_color(ls[i].get_color())\n", "\n", "plt.xlim([0,40])\n", "\n", "plt.legend([\"n=%i\" % bo for bo in bragg_orders])\n", "plt.xlabel(\"Bragg amplitude [arb.]\")\n", "plt.ylabel(\"Population\")\n", "plt.show()" ] } ], "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": "3.11.0" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 5 }