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"# Quantum Phase Measurment (Clock Synchronization)\n",
"\n",
"This experiments is based on key scientific papers, which are:\n",
"\n",
"### Reading material\n",
"- Komar, Peter, et al. \"A quantum network of clocks.\" Nature Physics 10.8 (2014): 582-587.\n",
"- Giovannetti, Vittorio, Seth Lloyd, and Lorenzo Maccone. \"Quantum-enhanced positioning and clock synchronization.\" Nature 412.6845 (2001): 417-419.\n",
"- Bollinger, John J., et al. \"Optimal frequency measurements with maximally correlated states.\" Physical Review A 54.6 (1996): R4649.\n",
"- Leibfried, Dietrich, et al. \"Toward Heisenberg-limited spectroscopy with multiparticle entangled states.\" Science 304.5676 (2004): 1476-1478.\n",
"- Kimble, H. Jeff. \"The quantum internet.\" Nature 453.7198 (2008): 1023-1030."
]
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"A clock in the most simple sense is a resonator with a well-defined frequency $\\omega_0$. The process of time-keeping is nothing more then the frequent interrogation of the clocks phase $\\phi$, which ticks with a rate of $\\phi=\\omega_0t$ and thus $t=\\phi/\\omega_0$. In the current SI system $\\omega_0$ is defined by the frequency of the unperturbed ground-state hyperfine transition of the caesium 133 atom, which is defined to be $9,192,631,770 Hz$. A the trasition frequency is know (defined, actually), the process of time-keeping requires us to frequently interrogate the phase with the higest possible precision. Assuming that the iterrogation delay is fixed, we a timing error of $\\delta t=\\delta \\phi / \\omega_0$. This means that we have, in essence two knowbs, which we can turn, if we want to attain higher timing precision:\n",
"\n",
"1. Increase of the transition frequency : this can be done, by e.g. moving from a Ceasium standard to an optical clock standard in, e.g., Strontium, with has a transition frequency of $4.2\\cdot10^{14} Hz$ or $\\approx 700 nm$. This approach is, however limited, because we simply at this point don't have really good technology good much beyond the visible spectrum.\n",
"2. Decreaseing of the measurement error $\\Delta\\phi$ by using a large number of identical resonators (atoms) and averaging over individual phase measurements in a well-defined manner.\n",
" \n",
" \n",
" \n",
"In this lecture we shall focus on the latter approach and discuss, how quantum technology, can help improve the precision of phase measurements dramatically. We start by noting that the system in question is essentially a two-level system, or, in terms of Quantum Technology a QuBit. This is a very helpful observation as it allows us to draw on a set of theoretical understanding that we can exploit. The second is that we can now translate the phase measurement process on a quantum computer and do life-experiments in the classroom.\n",
" "
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"## Single QuBit based Quantum Phase Measurement\n",
"We first start by understaing the way phases are measured. This, of course, required interferometry, so we first have to create a superposition state, using the $\\hat{H}$ operator from a computational basis state $|0\\rangle$. Then we apply the phase shift using a phase gate $\\hat{U}(\\phi)=|0\\rangle\\langle0|+e^{i\\phi}|1\\rangle\\langle1|$. Then we rotate by $\\pi/2$ around the X-axis using the $\\hat{RX}$-gate. Then we apply another $\\hat{H}$-gate.\n",
" \n",
"We use QISKIT to implement the interferometer operation: "
]
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"text": [
":219: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n"
]
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"source": [
"#This is just a few packages which we have to import first\n",
"from qiskit import QuantumRegister, ClassicalRegister, QuantumCircuit, Aer\n",
"from qiskit.visualization import plot_bloch_multivector\n",
"from numpy import pi\n",
"import numpy as np\n",
"import matplotlib.pylab as plt\n",
"sim = Aer.get_backend('aer_simulator') \n"
]
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\n",
"text/plain": [
""
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"phi = 0.1*np.pi\n",
"qc = QuantumCircuit(5)\n",
"#the 0-qubit remains empty\n",
"#the 1-qubit: mixing with the H-gate\n",
"qc.h(1)\n",
" \n",
"#the 2-qubit:apply phase and rotate around along the equator\n",
"qc.h(2)\n",
"qc.p(phi, 2)\n",
" \n",
" \n",
"#the 3-qubit:rotate around x to get onto the zeor-meridian\n",
"qc.h(3)\n",
"qc.p(phi, 3)\n",
"qc.rx(pi/2,3)\n",
" \n",
"#the 4-qubit: attempt to unmix with second H-gate. End up on a latitude proportial to phi\n",
"qc.h(4)\n",
"qc.p(phi, 4)\n",
"qc.rx(pi/2,4)\n",
"qc.h(4)\n",
"\n",
"#we want to see the statevectors\n",
"qc.save_statevector()\n",
"\n",
"#draw the circuit\n",
"qc.draw()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "54cae5f6-0edb-4f1c-9da0-46528b5686f6",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#draw the bloch-sphere\n",
"sim = Aer.get_backend('aer_simulator') \n",
"result = sim.run(qc).result(); \n",
"state = result.get_statevector()\n",
"plot_bloch_multivector(state)\n",
" "
]
},
{
"cell_type": "markdown",
"id": "57e2402b-8f54-48b4-bb2a-a2a023826309",
"metadata": {
"tags": []
},
"source": [
"Using this operation we have converted the phas $\\phi$ into a measurable probability of the $|1\\ket$-state, which you can see from the fact that the Block vector no longer points to the north pole. Let's do a bit of mathematics to find a quantitaive relation. The probability of measuring the Qubit in state $|0\\rangle$ is $p_0=(1+\\cos\\phi)/2$ and in state $|1\\rangle$ is $p_0=(1-\\cos\\phi)/2$.\n",
"\n",
"We can thus extract the phase by measuring the parity $P=p_0-p_1$. The appropriate operator is given by $\\hat{P}=|0\\rangle\\langle0|- |1\\rangle\\langle1|$ and the expectation value $\\langle\\hat{P}\\rangle=\\cos\\phi$. It is also noteworthy that $\\hat{P}^2=1$ and thus we find the variance $\\Delta P^2 = \\langle\\hat{P}^2\\rangle- \\langle\\hat{P}\\rangle^2=\\sin^2\\phi$.\n",
"\n",
"Experimentally we do not have access to the expectation value directly. The thing we can do is to use a (sufficiently large) sample $N$ of identical Qubits and measure those, recording the number of time $N_0$ that the Qubit collapsed into the $|0\\rangle$ state and the number of times $N_1$, where it collapsed into the $|1\\rangle$ state. From this we can construct the sample mean $\\bar{P}=\\frac{1}{N}(N_0-N_1)$ as an unbiased estimator for the expectation value $\\langle\\hat{P}\\rangle$. From rather general assumptions on the probability distribution we can assume the this sample mean has a variance of $\\Delta \\bar{P}^2=\\Delta P^2/N$. The mean error $\\Delta \\bar{P}$ is simply the square root of teh variance, which is $\\Delta \\bar{P}=\\Delta P/\\sqrt{N}$.\n",
"\n",
"It was our task to measure $\\phi$ with as little error $\\Delta\\phi$ as possible. Given that $\\phi=\\arccos{p}$ we find that the experimental error (noise level) $\\Delta\\bar{\\phi}=\\frac{1}{\\sqrt{1-\\bar{P}}}\\Delta \\bar{P}=\\frac{1}{\\sqrt{1-\\cos{}^2\\phi}}sin{}\\phi\\frac{1}{\\sqrt{N}}=\\frac{1}{\\sqrt{N}}$.\n",
"\n",
"This is a profound finding. It means that any measurement of the phase $\\phi$ is fundamentally noisy with a fixed noise level, that scales with an inverse square with the number of QuBits that we can independently measure to fix a measurement. We need to incease the number of Qubits by 100 if we want to reduce the noise 10-fold. This also means that any clock will give a fundamental uncertainty in the timing on the order of $1\\:\\mathrm{rad}$ of a complete clock cycle divided by the square root for the number of identical resonators, which work in the clock.\n"
]
},
{
"cell_type": "markdown",
"id": "fac66b87-2932-4a21-953f-fc692b8221b5",
"metadata": {
"tags": []
},
"source": [
"### Task 1: Time Averaging of Independent QuBits\n",
"1. Create a quantum circuit that measures $\\bar{\\phi}$ for a given value of $N$ and $\\phi$. Show the circuit.\n",
"2. Run the script as a function of $\\phi\\in(0,\\pi)$ for a given number of $N=100,400,1600$ independent QuBits. Since you know the real value of $\\phi$ you can plot the error $\\Delta\\phi=\\bar{\\phi}-\\phi$ for every value of $N$\n",
"3. Plot the experimental error distribution for every value of $N$\n",
"4. Show for each $N$ that your estimator is unbiased (e.g. the mean error is zero) and that its standard devation follow the relation derived above."
]
},
{
"cell_type": "markdown",
"id": "4a2c3f7e-bace-42e5-a71e-287ef8b93c7d",
"metadata": {},
"source": [
"We start by creating a circuit for the phase/parity measurement, as presented above. The specific phase $\\phi$ goes in as an input parameter"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "b930c44f-4abf-4e72-ba51-b131c9791bdd",
"metadata": {},
"outputs": [],
"source": [
"def phase_detection_single(phi):\n",
" qreg_q = QuantumRegister(1, 'q')\n",
" qc = QuantumCircuit(qreg_q)\n",
" qc.h(qreg_q[0])\n",
" qc.p(phi, qreg_q[0])\n",
" qc.rx(pi/2,qreg_q[0])\n",
" qc.h(qreg_q[0])\n",
" qc.measure_all();\n",
" return qc"
]
},
{
"cell_type": "markdown",
"id": "7c32d4b3-03ed-48e3-8952-eff505f96f5a",
"metadata": {},
"source": [
"Then we show one specific circuit for an arbitrary angle of $\\phi=0.2\\pi$ as an example."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "aa41d350-dba5-44d0-884f-b343cbca19b8",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"qc = phase_detection_single(0.2*np.pi)\n",
"qc.draw()"
]
},
{
"cell_type": "markdown",
"id": "e297bde7-f253-4458-a68c-3492b7e15bf9",
"metadata": {},
"source": [
"Now we create a script that creates and runs the quantum script for a series of $\\phi$-values, ranging from $0$ to $\\pi$ (everything else will give problems, due to the arccos-ambiguity and I am too lazy for this). From teh results it calculates the sample estimated parity and also the sample-estimated phase estimated. The function return the series of true phases $\\phi$, the series of sample estimated $\\bar{P}$ and the series of sample estimated $\\bar{\\phi}$. The function takes the number for $\\phi$ and the number of Qubits $N$ to be measured as inputs. "
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "b0da5f63-c5df-4471-afc0-feb2d8c8cbe1",
"metadata": {},
"outputs": [],
"source": [
"def phase_detection_single_experiment(num_phi, N=1024):\n",
" sim = Aer.get_backend('aer_simulator') \n",
" parity = np.zeros([num_phi])\n",
" phases = np.zeros([num_phi])\n",
" phis = np.linspace(0,np.pi,num_phi)\n",
" for k, phi in enumerate(phis):\n",
" circuit = phase_detection_single(phi) \n",
" result = sim.run(circuit, shots=N).result(); \n",
" counts = result.get_counts() \n",
" for key, val in counts.items():\n",
" key_ = key.replace(\" \", \"\")\n",
" p = int(key_,2)\n",
" if p == 0:\n",
" parity[k] = parity[k]+val\n",
" else:\n",
" parity[k] = parity[k]-val \n",
" \n",
" parity[k] = parity[k]/N\n",
" phis_est = np.arccos(parity);\n",
" return phis, parity, phis_est"
]
},
{
"cell_type": "markdown",
"id": "c1e12e3e-ce2f-410d-be05-a165d471aed7",
"metadata": {},
"source": [
"This function is used to plot the results. It plots three curves\n",
"1. A plot of the sample estimated $\\bar{P}$ values as a function of the true phase $\\phi$ with an overlay of the true expectation value $\\langle\\hat{P}\\rangle$.\n",
"2. A plot of the phase estimation error $\\bar{\\phi}-\\phi$ as a function of the true phase $\\phi$. This should be a constant zero-centered line.\n",
"3. A histogram of all phase estimation errors $\\bar{\\phi}-\\phi$ over (should be independent of $\\phi$, thus we can use this as an unbiased sampling method for the distribution of the errors). Together with the average error (should be $0$ because the estimator $\\bar{\\phi}$ is unbiased and with a standard deviation, which should be $\\frac{1}{\\sqrt{N}}$ as per the disussion above.\n",
"\n",
"The function takes the result from phase_detection_single_experiment() as an input and return the list of phase estimation errors $\\bar{\\phi}-\\phi$ as well as this lists mean and this lists standard devation (as displayed in the histogram)."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "747bee20-b6b1-40ee-a87d-74f11bdd8933",
"metadata": {},
"outputs": [],
"source": [
"def phase_detection_single_experiment_plot(phis, parity, phis_est, N):\n",
" err = phis_est-phis\n",
" meanerr = np.sum(err)/num_phi\n",
" stddeverr = np.sqrt(np.sum((err-meanerr)**2)/(num_phi-1))\n",
"\n",
" plt.figure(figsize=(12,8), facecolor='white')\n",
" plt.rcParams.update({'font.size': 22})\n",
" plt.plot(phis, parity,'bo')\n",
" plt.plot(phis, np.cos(phis),'b')\n",
" plt.title('N=' + str(N))\n",
" plt.xlabel('Phase $\\phi$ [rad]')\n",
" plt.ylabel('Parity')\n",
" plt.xlim(0, np.pi)\n",
" plt.grid(which='major',axis='both')\n",
"\n",
" plt.figure(figsize=(12,8), facecolor='white')\n",
" plt.rcParams.update({'font.size': 22})\n",
" plt.plot(phis, err,'bo')\n",
" plt.title('N=' + str(N))\n",
" plt.xlabel('Phase $\\phi$ [rad]')\n",
" plt.ylabel('Phase Measurement Error')\n",
" plt.xlim(0, np.pi)\n",
" plt.grid(which='major',axis='both')\n",
"\n",
"\n",
"\n",
" plt.figure(figsize=(12,8), facecolor='white')\n",
" plt.rcParams.update({'font.size': 22})\n",
" plt.hist(err)\n",
" plt.title('$N$=' + str(N) + ' MeanErr=' + f\"{meanerr:{4}.{2}}\" + ' StdDevErr=' + f\"{stddeverr:{4}.{2}}\")\n",
" plt.xlabel('Phase Measurement Error')\n",
" plt.ylabel('No. of Occurences')\n",
" plt.grid(which='major',axis='both')\n",
"\n",
" return err, meanerr, stddeverr"
]
},
{
"cell_type": "markdown",
"id": "1a45a396-5cac-4bae-a0b8-cb093a88b894",
"metadata": {},
"source": [
"Now we run the experiment with $N=100,400,1600$ as stated above"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "3547f1e9-e53d-46c3-be4d-e0977737f152",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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dLAfbyjKYYztZVeKguPqfl5ensYyiF8HZ2dlg9T3586uvvqpMGp6sd+TIkVi4cCEOHz6sMXEIDw9HeHg4AMDX1xfBwcFaYybTio2NZTtZCLaV5WBbWQa2k+VgW1kGc2wnq7pVydvbGwCQlpamscy1a9dUykqp7+rVqzrV9+TPTZo0UXucYntGRobWOIiIiIiITM2qEgd/f38AwNmzZ/Hw4UO1ZeLj41XKlsfPzw+Ojo7Izs7G5cuX1ZY5ceJEmfqcnZ2Va0jcuXNH7XFZWVkA/unVICIiIiIyZ1aVOHh4eCAgIAAFBQXYunVrmf1xcXFIT0+Hm5sbunTporU+Ozs79OvXDwAQHR1dZn9KSgqOHj0KOzs79O/fX2Xf4MGDAQAxMTFq61Zs79ixo9Y4iIiIiIhMzaoSBwCYOXMmAGDGjBm4dOmScntmZiYmT54MAIiIiICNzT8PfenSpfDz88Po0aPL1BcREQGZTIb58+crexeA0rEN48aNQ0lJCSZPnlxmZei3334bTk5O2Lt3L9asWaOyb9GiRThy5Ahq1KihcXwDEREREZE5sbrEYejQoZg0aRIyMjLQpk0bvPTSSxg8eDCaN2+Oc+fOYdCgQZgyZYrKMVlZWUhOTlY7liEwMBDz5s1Dfn4+unbtij59+mD48OHw8fFBXFwcOnXqhMjIyDLHNWzYEOvXr0e1atUwbtw4tG/fHsOGDUOrVq3w7rvvwt7eHt999x0aNmxosOeCiIiIiEhfrC5xAIDly5cjOjoaAQEBiIuLw4EDB9CsWTMsXboU27dvh62trU71vf/++9i/fz969OiB+Ph47NmzB/Xq1cOnn36KuLg4yOVytceFhIQgISEBw4cPR0ZGBn744QfcvXsXI0aMQHx8PEJCQvTxcImIiIiIDM6qpmN90ogRIzBixAhJZefMmYM5c+aUW+b555/H888/r3Mc7dq1w5YtW3Q+joiIiIjInFhljwMREREREekXEwciIiIiItKKiQMREREREWnFxIGIiIiIiLRi4kBERERERFoxcSAiIiIiIq2YOBARERERkVZMHIiIiIhI76KjAW9vwMam9Ht0tKkjosqy2gXgiIiIiMg0oqOB8HAgP7/097S00t8BICzMdHFR5bDHgYiIiIj0atasf5IGhfz80u1kuZg4EBEREZFeXb2q23ayDEwciIiIiEivPD11206WgYkDEREREelVZCQgl6tuk8tLt5PlYuJARERERHoVFgZERQFeXoBMVvo9KooDoy0dZ1UiIiIiIr0LC2OiYG3Y40BERERERFoxcSAiIiIiIq2YOBARERERkVZMHIiIiIiISCsmDkREREREpBUTByIiIiIi0oqJAxERERERacXEgYiIiIiItGLiQEREREREWjFxICIiIiIirZg4EBERERGRVkwciIiIiIhIKyYORERERESkFRMHIiIiIiLSiokDERERERFpxcSBiIiIiIi0YuJARERERERaMXEgIiIiIiKtmDgQEREREZFWTByIiIiIiEgrJg5ERERERKSV5MTh3Xffxdy5cw0ZCxERERERmSnJicOSJUtw+vRpQ8ZCRERERERmSnLi4ObmhmrVqhkyFiIiIiIiMlOSE4devXrh999/R1FRkSHjISIiIiIiMyQ5cfj444/x8OFDTJw4EXl5eYaMiYiIiIiIzIzke4/Wrl2Lfv36Yc2aNdi9ezd69eoFLy8vODo6likrk8kwe/ZsvQZKRERERESmIzlxmDNnDmQyGYQQyMrKwubNm8uUUexn4kBEREREZF0kJw4ffvghZDKZIWMhIiIiIiIzpVOPAxERERERVU1cOZqIiIiIiLSqcOJw8+ZNJCQkICEhATdv3tRnTHqxceNGdOvWDbVq1YKTkxM6duyIZcuWoaSkpEL1/fTTT+jTpw9cXFwgl8vRunVrREZG4vHjx5Lr+PnnnyGTySCTyfDiiy9WKA4iIiIiIlPQOXFYtWoVfH190bhxY3Tq1AmdOnVC48aN4efnh9WrVxsiRp298cYbCAsLQ0JCArp164bevXvjwoULmDJlCoYOHapz8rBgwQL069cPhw4dQkBAAPr374/MzEz85z//QXBwMPLz87XWcf/+fbz22mscJ0JEREREFkmnxGHMmDGYOHEiLl68CABo1KgRGjVqBAC4cOECJkyYgLFjx+o/Sh1s374dy5cvh5ubG86cOYO9e/di586duHjxIlq0aIGdO3diyZIlkutLSEhAREQE5HI5fv/9dxw8eBBbt25FSkoKunfvjmPHjmHWrFla63nnnXdw/fp1TJgwoTIPj4iIiIjIJCQnDps2bcL69etRv359rFixAvn5+bh27RquXbuG/Px8rFixAq6urli/fr3aqVqN5fPPPwcAzJ8/H82bN1dub9CgAVasWAEAmDdvnuReh3nz5kEIgRkzZqBTp07K7U5OTlizZg1sbGywfPly3Lt3T2Md+/fvx5o1azB16lSVOoiIiIiILIXkxGHVqlWws7PDoUOHMGHCBNjb2yv32dvbY8KECYiJiUG1atUQFRVlkGC1SU9PR2JiIuzs7DBs2LAy+4OCguDu7o6MjAwcO3ZMa30FBQXYv38/ACAsLKzM/qZNm6JLly4oKCjAvn371NZx7949vP7662jWrBk+/fRTHR8REREREZF5kJw4nDp1CsHBwWjZsqXGMi1btkSPHj1w6tQpfcSms6SkJABAq1at1K5oDQCBgYEqZcuTnJyM/Px8uLi4wMfHp0L1vf3227hx4wZWr16tMSYiIiIiInMnOXFQnEBr4+LigocPH1YqqIpKTU0FAHh5eWks4+npqVJWSn2KY3Stb8+ePVi/fj0mTJiAoKAgrX+PiIiIiMhcSU4c3N3dceLECQghNJYRQiA+Pl45YNrYcnNzAQA1atTQWMbJyQkAkJOTY9D67t69iwkTJsDDwwMLFizQ+reIiIiIiMyZ5JWj+/bti6+//hrTp0/H/PnzYWtrq7K/pKQEERERSElJwcSJE/UeqKV58803cfPmTezbtw/Ozs4VqiMqKko5XuTu3buIjY3VY4RkCLm5uWwnC8G2shxsK/UOHnTF6tVNkZlpD1fXx3jttRT06pVpsnjYTpaDbWUZzLGdJCcOERER2Lx5MxYtWoSdO3dixIgRaNKkCWQyGVJSUrBp0yakpqaidu3aiIiIMGTMGimu/ufl5Wkso+hFkHIyX9H6fvjhB0RHR2P06NHo16+f9sA1CA8PR3h4OADA19cXwcHBFa6LjCM2NpbtZCHYVpaDbVVWdDSwaBGgWEbo1i0HLFrUEi1atISauTyMgu1kOdhWlsEc20ly4uDp6Yl9+/Zh+PDhSE1NxWeffaayXwgBDw8PfP/99/Dw8NB7oFJ4e3sDANLS0jSWuXbtmkpZKfVdvXpVp/p27twJAPjzzz/LNHhGRgYA4OjRo8p9e/fuVSYpRERE2sya9U/SoJCfX7rdVIkDEVk/yYkDAHTu3BkXL17E1q1bERcXh+vXrwMoHf8QFBSEYcOGqUzTamz+/v4AgLNnz+Lhw4dqZzGKj49XKVsePz8/ODo6Ijs7G5cvX1Y7s9KJEyc01lfezE3Z2dmIi4sDABQVFWmNhYiISEHT9axyrnMREVWa5MHRixcvxurVq2Fvb4+RI0di1apV2LdvH/bt24dVq1Zh5MiRJk0aAMDDwwMBAQEoKCjA1q1by+yPi4tDeno63Nzc0KVLF6312dnZKW81io6OLrM/JSUFR48ehZ2dHfr376/cvnbtWggh1H6tWbMGANC/f3/lttq1a1fwERMRUVWkabK/ciYBJCKqNMmJw7vvvosffvjBkLHoxcyZMwEAM2bMwKVLl5TbMzMzMXnyZACl4zVsbP556EuXLoWfnx9Gjx5dpr6IiAjIZDLMnz9f2bsAlI5tGDduHEpKSjB58mSe/BMRkdFERgJyueo2ubx0OxGRoUhOHOrXr1/h2YGMaejQoZg0aRIyMjLQpk0bvPTSSxg8eDCaN2+Oc+fOYdCgQZgyZYrKMVlZWUhOTlY7liEwMBDz5s1Dfn4+unbtij59+mD48OHw8fFBXFwcOnXqhEi+UxMRkRGFhQFRUYCXFyCTlX6PiuL4BiIyLMljHJ599lnl+ABzt3z5cjz77LNYtmwZ4uLiUFxcDD8/P4wbNw6TJk1S6W2Q4v3330fbtm3x5ZdfIj4+Ho8ePULTpk3x1ltvYdq0aSa/RYuIiKqesDAmCkRkXJIThw8//BBPP/00PvroI8yZMwcymcyQcVXaiBEjMGLECEll58yZgzlz5pRb5vnnn8fzzz9f6bjGjBmDMWPGVLoeIiIiIiJjkpw4JCUlYdSoUfj000+xbds2DBw4EF5eXmpnLgKgdrwAERERERFZJsmJw5gxYyCTySCEwPnz5/H333+XW56JAxERERGR9ZCcOIwePdrsb08iooqLji5dPOrq1dIpHSMjef80ERER/UNy4rB27VoDhkFEphQdDYSH/7MSbVpa6e8AkwciIiIqJXl6ocGDB+ONN94wZCxEZCKzZv2TNCjk55duJyIiIgJ0SBx+/PFHZGVlGTIWIjIRNUuYlLudiIiIqh7JiYO7uzsKCwsNGQsRmYinp27biYiIqOqRnDi8+OKL+PXXX5H/7/sZiMjiRUYCcrnqNrm8dDsRERERoEPiMGfOHNSsWRNDhw7FtWvXDBkTERlZWBgQFQV4eQEyWen3qCgOjCYiIqJ/SJ5Vadq0aWjVqhX27t2L5s2bIyAgQOMCcDKZDN98841eAyUiwwoLY6JAREREmuk0HatiHYeCggIcO3YMx44dU1uWiQMRERERkXWRnDisWbPGkHEQEREREZEZk5w4vPrqq4aMg4iIiIiIzJjkwdFERERERFR16T1xSE9Px5kzZ/RdLRERERERmZDGxMHW1hbjx49Xu2/w4MFYunSp2n2zZ8+Gv7+/fqIjIiIiIiKzoHGMgxACQgi1+3bt2oXatWsbKiYiIiIiIjIzHONARERERERaMXEgIiIiIiKtmDiQSURHA97egI1N6ffoaFNHREREZFn4WUrGJnkdByJ9iY4GwsOB/PzS39PSSn8HgLAw08VFRERkKfhZSqbAHgcyulmz/nmjU8jPL91ORERE2vGzlEyBiQMZ3dWrum0nIiIiVfwsJVMoN3FYt24dbG1ty3zJZDKN+9avX2+s2MlCeXrqtp2IiIhU8bOUTKHcxEGxloOuX0TliYwE5HLVbXJ56XaiqogDHIlIV/wsJVPQODg6NTXVmHFQFaIYtDVrVmmXqqdn6RsdB3NRVcQBjkRUEfwsJVPQmDh4eXkZMw6qYsLC+OZGBJQ/wJGvESIqDz9Lydg4OJqIyIQ4wJGIiCwFEwciIhPiAEciIrIUTByIiEyIAxyJiMhSMHEgIjKhsDAgKgrw8gJkstLvUVG8b5mIiMyPxsHRRERkHBzgSEREloA9DkREanBtBSIiIlXscSAi+heurUBERFSW5B6HI0eO4MKFC1rLXbx4EUeOHKlUUEREplTe2gpERERVleTEITg4GPPnz9dabsGCBejRo0elgiIi62Cpt/twbQUiIqKydBrjIIQwVBxEZGUUt/ukpQFC/HO7jyUkD1xbgYiIqCy9D47OzMyEo6OjvqslIgtjybf7cG0FIiKissodHP3vsQoZGRkaxy8UFRXh/Pnz+Pnnn9GiRQv9RUhEFsmSb/dRDICeNas0Xk/P0qSBA6MtU3Q025KISB/KTRyCg4Mhk8mUvx84cAAHDhwot0IhBCZMmKCf6IhMiCcblePpWXp7krrtloBrK1gHzpBFRKQ/5SYO3bt3VyYOcXFxcHV1hZ+fn9qydnZ2cHd3R0hICF566SX9R0pkRDzZqLzISNXnEODtPmR85d0yx9cyEZFuyk0cYmNjlT/b2NigX79++Pbbbw0dE5HJ8WSj8ni7D5kDS75ljojI3EgeHH348GHMmDHDkLEQmQ1jn2xY6rSl2oSFAVeuACUlpd+ZNJCxcYYsIstjrZ+J1kBy4hAUFARfX19DxkJkNox5smHJ05ZWVfxQsxycIYvIsvAz0byVe6uSJunp6bhx4wYePXqksUz37t0rHBRZDmsdQGzM+/N5W5Rl4fgXy8Jb5ogsCz8TzZtOicOOHTswc+ZMXLp0qdxyMpkMRUVFlQqMzJ81n0AZ82SD92BbFn6oWR7OkEVkOfiZaN4k36q0Z88eDB8+HBcvXkTNmjXRvn17dO/eXe1Xt27dDBmzJBs3bkS3bt1Qq1YtODk5oWPHjli2bBlKSkoqVN9PP/2EPn36wMXFBXK5HK1bt0ZkZCQeP36stnxSUhI+++wz9OjRA/Xr10f16tXh4uKCHj16YM2aNRWOw5xY8gJfUhjr/vzyboviLTHmhx9qRJaH76WWg+OSzJyQqHPnzsLGxkZERkaKgoICqYeZxOTJkwUA4eDgIPr37y8GDRoknJ2dBQAREhIiiouLdapv/vz5AoCwtbUVPXv2FEOHDhX169cXAETnzp1FXl6eSvnCwkIBQAAQTk5OokePHiI0NFQ8++yzwtbWVgAQffr0EQ8fPpQcw1NPPaVTzMYgkwlRegei6pdMZurITOfw4cM6H7NhgxByuepzKJcLMWmS+u0bNug/bkuxYYMQXl6l/2NeXpV7LirSVkKU/l11//deXhWPhcpX0bYi4zLXdtL0HluV30vNta2EYHs9yVTt1KFDB437JCcOcrm83IrMxbZt2wQA4ebmJi5cuKDcnpGRIVq0aCEAiP/+97+S64uPjxcymUzI5XJx7Ngx5facnBzRvXt3AUBMnTpV5ZjCwkLRoUMH8f3334tHjx6p7Dtz5oxo2LChACA+/PBDyXGYY+LAE6iyKvoiV3dCzOdXlb4/TCrTVvxQMy5zPsmhf5hrO/G9tCxzbSsFfV4ksmQWnTjUqlVLjBgxQi8BGVKHDh0EALFu3boy+2JjY5VJhdRehyFDhggA4uOPPy6z7/Lly8LGxkbY2dmJu3fvSo7xu+++EwBE06ZNJR9jjokDT6DK0ueLnD06qvT94V+ZtuKHmnGZ+0kOlTLXduJ7aVnm2lakyhwTB8ljHDp06ICUlBS93ialb+np6UhMTISdnR2GDRtWZn9QUBDc3d2RkZGBY8eOaa2voKAA+/fvBwCEqbnBvWnTpujSpQsKCgqwb98+yXH6+/sr47VkYWFAVBTg5QXIZKXfo6I4CFFfeJ+nKnMaW8D1KYgsB99LqaI4NqYsyYlDREQETpw4gV9++cWQ8VRKUlISAKBVq1ZwdHRUWyYwMFClbHmSk5ORn58PFxcX+Pj4VLo+hYsXLwIAGjZsKPkYc8UTKMPh/POq+OFPRBXB91KqCK4noZ7kxMHX1xezZs3CgAEDMGPGDBw5cgRXrlzB1atX1X6ZQmpqKgDAy8tLYxnP/z/LUJSVUp9nOWcmutQHAEIILFiwAAAwZMgQScdQ1cQeHVX88CeiiuB7KVWEtc8cWVGS13Hw9vaGTCaDEAILFy7EwoULNZY11ToOubm5AIAaNWpoLOPk5AQAyMnJMXp9APDxxx/j6NGjaNCgAWbOnCnpGKq6OP/8P7iQFxFVFN9LSVfmdHusOZGcOHh6ekImkxkyFqu3fv16zJ07F3Z2dti0aRPq1atXbvmoqChERUUBAO7evYvY2FgjREmVkZuby3YyIHd3YO1a1W0VfbrZVpaDbWUZ2E6Wg22lnatrZ9y65aBm+yPExmofJ6sP5thOkhOHK1euGDAM/VBc/c/Ly9NYRtGL4OzsbNT6tm7dinHjxsHW1habN29Gjx49tP798PBwhP//Usy+vr4IDg7WegyZVmxsLNvJQrCtLAfbyjKwnSwH20q7L78sHdPw5O1Kcjnw5ZcORnvuzLGdJI9xsATe3t4AgLS0NI1lrl27plJWSn3ljdmQUt+OHTswYsQIAMB3332HkJAQrX9bCo72JyIiItI/jo1RT3KPgyVQTHN69uxZPHz4UO3MSvHx8Sply+Pn5wdHR0dkZ2fj8uXLamdWOnHiRLn17dq1C6GhoSgpKcHatWsRGhoq+fGURzHaX5EJK0b7A/ynJiIiIqosjo0pS+ceh7i4OAwbNgyNGzeGvb09xo8fr9z3yy+/4IMPPkBGRoZeg5TKw8MDAQEBKCgowNatW8vsj4uLQ3p6Otzc3NClSxet9dnZ2aFfv34AgGg1l/NTUlJw9OhR2NnZoX///mX279mzB8OHD0dRURFWr16NUaNGVeBRqcfR/kRERERkTDolDnPmzMFzzz2H7du348aNGygsLIQQQrm/du3amD9/PrZv3673QKVSzFQ0Y8YMXLp0Sbk9MzMTkydPBlC6JoWNzT8PfenSpfDz88Po0aPL1BcREQGZTIb58+crexeA0rEN48aNQ0lJCSZPnozatWurHLdv3z4MHToURUVFiIqKwtixY/X5MDnan4iIiIiMSvKtSnv27MHcuXPh4eGBr776Ct27d0eDBg1UygQGBqJ+/frYu3cv3njjDb0HK8XQoUMxadIkrFixAm3atEGvXr1QvXp1xMTE4MGDBxg0aBCmTJmickxWVhaSk5Ph5uZWpr7AwEDMmzcPM2bMQNeuXfHcc8+hdu3aiIuLQ2ZmJjp16oTIf00kn5mZicGDB6OgoACNGzfGb7/9ht9++01tvGv/PUWMRJ6epbcnqdtORERERKRvkhOHxYsXw97eHj/99BNatGihsVz79u1VrvSbwvLly/Hss89i2bJliIuLQ3FxMfz8/DBu3DhMmjRJpbdBivfffx9t27bFl19+ifj4eDx69AhNmzbFW2+9hWnTpsHe3l6lfH5+Ph4/fgwASE9Px7p16zTWXdHEITJS/Wh/bYthRUdzHnwiIiIi0p3kxCExMRGdO3cuN2kAgPr16+P333+vdGCVNWLECOVMRtrMmTMHc+bMKbfM888/j+eff15Sfd7e3iq3cBlCRRbD4oBqIiIiIqooyZfeHz58iPr162stl52dXamASLqwMODKFaCkpPS7tpN/DqimiuLUv0RERCQ5cWjYsCH+/vtvreXOnTsHLy+vSgVFhsEB1VQRip6qtDRAiH96qpg8qMcki4iIrJXkxKFHjx44e/Ysfv75Z41ltmzZgrS0NPTu3VsvwZF+aRo4zQHVVB72VEnHJIuIqGqz9otHkhOH6dOno3r16hg2bBiioqJw584d5b78/HysX78eEyZMgFwux1tvvWWQYKlyIiNLB1A/ScqAaqra2FMlHZMsIqKqqypcPJKcOPj5+WHt2rV4/PgxJk2ahAYNGkAmk2HDhg1wdnbG2LFj8fDhQ3z77bdo0qSJIWOmCuLy6VQR7KmSjkkWEZFpmMOV/qpw8UineUlDQ0MRHx+PoUOHwsnJCUIIFBUVwcHBAS+++CL++OMPDB8+3FCxkh7oOqCayBA9VebwBm8ITLKIpLHW9wAyDXO50l8VLh5Jno5VoU2bNtiyZQuEELhz5w6Ki4tRr1492NraGiI+IjKxikz9Wx5rnha4ouurEFUl1vweQKZR3pV+Y/5PVYXFeXVbCe0JMpkM9erVQ4MGDZg0EFk5ffZUWXNXLm8HJNLOmt8DyDTM5Up/VRhLWuHEgYioIszlDd5QeDsgUfms/T2AjM9cbhOtChePdLpVqaioCFu2bMHhw4dx48YNPHr0SG05mUyGmJgYvQRIRNalKnTlEpFmhnoPiI7W3y2VZFnM6TbRsDDr/r+TnDjcunULvXv3xtmzZyGEKLesTCardGBEZJ3M6Q2eiIzPEO8BHDdRtel7LB5pJjlxmDZtGv766y889dRTmDhxIpo3bw4nJydDxkZEVohv8ERVmyHeA8xlcCyZjrVf6TcXkhOHffv2wc3NDceOHUPt2rUNGBIRWTu+wRNVbfp+D+C4CSLjkDw4uqCgAM888wyTBrIqnEuciMjymcvgWLI8PA/QjeTEoUWLFnjw4IEhYyEyKnNZMMYQ+EZIRFVJVZgGk/TPms8DDEVy4jBlyhTExcUhOTnZkPEQGY21ziWu7Y2QSQURWZuqMA2mMVS1zwdrPQ8wJMmJw+jRozFlyhT06NED33zzDdLT0w0ZF5HBWes9seW9EfLqClHVUNVOAAGuoVJZVfHzwVrPAwxJpwXgJk6ciHr16iE8PBxeXl6wtbVV+1Wtmk7LQxCZhLXeE1veGyGvrhBZP2s+ATRmQlTVkq+q+PlgrecBhiQ5cTh9+jQCAwOV6ziU91VSUmLImIn0wlrviS3vjZBXV4isn7WeABozIbLm5EuTqvj5YK3nAYYkOXGYMWMG7t+/j9DQUCQlJSEnJwclJSUav4jMnbXeE1veGyGvrhBZP2s9ATRmQmStyRdQmvyEhnYu05NSFT8frPU8wJAk31N07NgxtGjRAtHWnG5TlWON6wloW1yJqzYTWTdPz9Ir5Oq2WzJjJkTWmnz9s8K2AwDVFbYNsaK3JbDG8wBDktzjYGNjg3bt2hkyFiLSE02DBHl1hcj6WevtF8a8Im6tV9+1rbDNzwfSRnLi8PTTTyM1NdWQsRCREXDmESLrZq0ngMZMiKw1+dLWk8LPB9JGcuIwe/ZsJCQkYOfOnYaMh4iIJKpqs76QdNZ4AmjMhMhaky9r7Ukh45E8xqG4uBhvv/02hg0bhldeeQV9+/ZF48aNYWOjPvfo3r273oIkIiJV/9yrXPr7k/cqW/rJDZEmxrwf3Rrvfa+q4xgsQXR02bGJ7u6mjqosyYlDcHAwZDIZhBDYuHEjNm7cqLGsTCZDUVGRXgIkIqKytN2rTJWn7oOczy1ZMsX/73vvPUJmpgP/r82EpgtB77zjiuBgk4ZWhuTEoXv37pDJZIaMhYiowqraSZ61zvpiLtijQ9YqLAxwdz+GYHM7I63CNF0IWr26KT791DQxaSI5cYiNjTVgGEREFVcVT/KsdcpNc8EeHSIyFk0XfDIz7Y0biASSB0cTEZkra16sSRNrnfXFXLBHh4iMRdMFH1fXx8YNRIIKJw4FBQW4efMmsrOz9RkPEZHOquJJnrXO+mIuOPsMERmLpgtBr72WYpqAyqFz4rB+/XoEBgaiRo0aaNy4MaZNm6bct3PnTowYMYLrPRCRUVXVkzxrnHLTXLBHh4iMRdOFoF69Mk0dWhk6JQ5jxozB2LFjkZiYCEdHRwghVPb7+vpi8+bN2LZtm16DJCIqD0/ySN/Yo0NExmQpF4IkJw7r1q3D+vXr0a5dOyQkJOD+/ftlyrRs2RIeHh7Yv3+/XoMkIioPT/LIECzlg5yIyFgkJw6rVq2Cs7Mz9uzZg4CAAI1Ts7Zp0wZXrlzRV3xERJLwJI+ILBVXgSdLITlx+PPPP9G5c2e4a1nGrnbt2sjIyKh0YERERNaEJ4ekjmI66bQ0QIh/ppPm/weZI8mJQ2FhIZycnLSWy8zMRPXq1SsVFBERkTXhySFpShyr4nTSZLkkLwDn6emJv/76q9wyxcXFOHv2LHx8fCodGBERkbXggnJVW3mLVFbF6aTJcknucejbty8uXbqEDRs2aCzz9ddf4+bNm+jfv79egiN6Erv5ichS8eSwaisvcayq00mTZZKcOEyfPh3Ozs4YN24cPvjgA5w8eRIA8OjRI5w/fx5z587Fu+++i7p16+LNN980WMBUNbGbn4gsGU8Oq7byEkdOJ02WRHLi0LhxY+zcuRNOTk6YP38+AgMDIZPJsGXLFrRu3Rpz5syBg4MDtm3bBldXV0PGTFUQ7wElIktmzSeHit7g554LYm+wBuUljpxOmiyJTgvA9ejRA+fOncO0adPQqlUrODo6ws7ODj4+PnjzzTfx119/ISgoyFCxUhXGbn4ismTWenKo2hssY2+wBtoSR04nTZZC8uDoM2fOwMbGBq1bt8b8+fMxf/58Q8ZFpMLTs/SDSd12IiJLEBZmfSeEHPQtjeK5mDWr9IKXp2dp0sDniCyN5B6H9u3bY8qUKYaMhQiA+kHQ5tTNz0HaRESl2BssHXsVyBpIThxq166Nxo0bGzIWIo2DoIGKd/Pr80Sfg7SJiP7BQd9EVYtOPQ6XL182ZCxEWru9db1ao+8TfQ7SJiL6hzn1BhOR4UlOHN566y0cP34cP/30kyHjIStSkSv9+u721veJPrvliYj+oTroW1jNoG8iUk9y4hAQEIApU6Zg4MCBmDRpEn7++WckJyfj6tWrar9MbePGjejWrRtq1aoFJycndOzYEcuWLUNJSUmF6vvpp5/Qp08fuLi4QC6Xo3Xr1oiMjMTjx4/LPe748eMICQmBq6srHBwc0Lx5c7z//vu4f/9+heKwFBW90q/vbm99n+izW56ISJWiN/jQoTjeu09k7YRENjY2wsbGRshkMuXPmr5sbW2lVmsQkydPFgCEg4OD6N+/vxg0aJBwdnYWAERISIgoLi7Wqb758+cLAMLW1lb07NlTDB06VNSvX18AEJ07dxZ5eXlqj9u4caOwtbUVAMQzzzwjhg8fLjw9PQUA0axZM3Hr1i3JMTz11FM6xWxqXl5ClKYMql9eXuUft2GDEHK56jFyeel2Y8ZR0fgOHz5csYrJ6NhWloNtZRnYTpaDbWUZTNVOHTp00LhPco+Dh4cHPD094eXlBU9Pz3K/PDw8DJPlSLB9+3YsX74cbm5uOHPmDPbu3YudO3fi4sWLaNGiBXbu3IklS5ZIri8hIQERERGQy+X4/fffcfDgQWzduhUpKSno3r07jh07hllq7ntJT0/H+PHjIYTArl278Ntvv2HLli24fPkyXn75ZVy6dAkTJkzQ50M3KxW90q/vuc71ff+ttc7FTgRwxjAiItLCePmLcXTo0EEAEOvWrSuzLzY2VgAQbm5uknsdhgwZIgCIjz/+uMy+y5cvCxsbG2FnZyfu3r2rsu+9994TAMTYsWPLHHf//n1Rs2ZNAUCcPXtWUhxVpcfBEDZsKP27Mlnp94r2XkjBqziWg22lSt+9ffrEtjKOyr5Xsp0sB9vKMlh0j4MlSE9PR2JiIuzs7DBs2LAy+4OCguDu7o6MjAwcO3ZMa30FBQXYv38/ACBMzSXlpk2bokuXLigoKMC+fftU9u3atUvjcTVr1sRLL72kUs7amNNMG5w7m0g7zhhWtXGqaSKSwqoSh6SkJABAq1at4OjoqLZMYGCgStnyJCcnIz8/Hy4uLvDx8ZFc34MHD5RT1yr2VyYOALhwwdmibh3gLT1EloUzhlVtTBxJG97KaP0UbZyYqLlMNamV6TpTkqcJpplJTU0FAHh5eWkso4hLUVZKfeU9FnX1XblyBUDponk1a9asdBwKTy6GZgkn4GFhlhEnEZXODJaWpn47WT8mjlQeRY+UIrm0tPMR0u7fbayJ5MTB29sbMplMUlmZTIaioiKpVetNbm4uAKBGjRoayzg5OQEAcnJyDFafvuN40pOLoRER6UtkZNkPDS7kVXUwcaTyaFuclSyfujZWR3Li4OnpqTZxKCkpwc2bN5WJQnlX+0k3UVFRiIqKKrP96lWB2Ng4E0RE2uTm5iI2NtbUYZAEbCtV7u7AO++4YvXqpsjMtIer62O89loK3N0zYeqnqSq01cGDZZ/7Xr0yjfb3R450xcKFvnj82Fa5zd6+GCNHJiM2VlocVaGdrIWubXX1ahCAsueAPB8xLGO+pjS1cRn6GH1dWFgo9u7dK5o2bSpGjx6tjyor5H//+58AIAYNGqSxzFtvvSUAiPfee09rfT/88IMAINq3b6+xzFdffSUAiCFDhii3nT59WgAQtWvX1njcjh07BIByR64/Cehg0pmJSBrOVGE52FaWw9rbylxmtCpvViUpMy5Zezs9qbLPlanp2lbmNFNiVWLM15RqGxt4VqVq1aqhf//+2L17N7Zs2YJly5bpo1qdeXt7AwDS1PW3/r9r166plJVSX3njO9TVp+h1uXfvHh48eFDpOJ7EWwdIgQPViKyDuQxM1jQDHWdcUlXe82Gtz5U5zZRoDqzx81ddG6uj11mVWrVqhcDAQLW31xiDv78/AODs2bN4+PCh2jLx8fEqZcvj5+cHR0dHZGdnK2dJ+rcTJ06Uqa9WrVrKWZgUf0/KcdpwZiJSsNYPJ6KqyNwHJptLYmMuyns+rPW54kyJ/7DWz98n27g8ep+O1c3NDZcuXdJ3tZJ4eHggICAABQUF2Lp1a5n9cXFxSE9Ph5ubG7p06aK1Pjs7O/Tr1w8AEK3mPyIlJQVHjx6FnZ0d+vfvr7Jv4MCBGo978OAB9uzZAwAICQnR/sAAPPVUDtcgICVr/XAiw7PkK2WWHHt5NA1ANpeByeae2Bhbec+HNT9XXBOplDV//irauEMHzWX0mjgUFhYiMTERDg4O+qxWJzNnzgQAzJgxQyWByczMxOTJkwEAERERsLH556EvXboUfn5+GD16dJn6IiIiIJPJMH/+fGUvAVA6YGXcuHEoKSnB5MmTUbt2bZXjpk6dCkdHR6xbtw67d+9Wbi8qKsKECRPw4MEDDBo0CC1bttTL46aqxZo/nMhwLPlKmSXHro253wZi7omNsZX3fPC5Mk/6vOhQ5T9/9TGgIi8vTyQmJoqBAwcKGxubcgcnG8OkSZMEAOHg4CBefPFFERISImrWrKkcOF1UVKRS/qOPPhIARFBQkNr65s+fLwAIW1tb0bt3bzFs2DDh6uoqAIhOnTqJvLw8tcdt3LhR2NraCplMJrp16yZefvll4eXlJQCIZs2aiVu3bkl+TE899ZTksmQ6xhrIxIFqlVeVBnIqWOr/zeHDhy02dqnMeUCt1MHbVeU1Vd7zYS4D3bWpKm0lhP7bxJjvRaZqp/Im7pGcONjY2Gj9kslkolatWuLs2bN6CbwyoqOjRdeuXYWzs7OQy+UiICBALF26VBQXF5cpqy1xEEKI/fv3i169eonatWsLBwcH0bJlS/Hpp5+KR48elRvHsWPHxMCBA0W9evWEnZ2d8PHxEdOnTxf37t3T6fEwcbAMxnqRW8qHkzmzlA9OfZ5QymTqP/BkMn1FaxiHDx+22Ngry1wSCs6qpKqqzapkyfR9om/Mz1+LThxkMpnGLzs7O9GkSRPx2muvicuXL+slaFLFxMEyGPNFbgkfTubMEj44LflKmT5VhR4HdSztAoElvKaqCm2fD1WprQxx0cFYn7/mmDhIXgCupKTEILdKEVHFhIVV3cFpVYW+V2u15NWhLTn2iuJqvVQRivFAiv8dxXggoGr+3xhiVfSq/Pmr91mViIhIP/Q9CM+Sp1S05NgrqsoPwqQKseZZfyrC3CcfsDRMHEjJWqc6JLJUhpihxZKnVLTk2CuCM/RQRTDhVFUVLzoYkuTEITU1Fd9//32ZVZlPnz6NZ599Fs7OzmjTpg3279+v9yDJ8Kx5qkMiS8UrZVUb258qgglnWdZ60cEUF3wlJw5ffvklXnnlFRQVFSm3PXjwAL1798Yff/yBvLw8nD17FiEhIfj7778NEiwZDrs2icyPOV0ps9YeSXN+XObU/mQ5mHBWDaa64Cs5cThy5AhatGgBHx8f5bYNGzYgKysLoaGhuHTpEr766isUFBRg8eLFBgmWDIddm0TmyRyulFlrj6QlPC5zaH+yLEw4qwZTXfCVnDjcvHkT3t7eKtsOHDgAGxsbLFq0CE2bNsXUqVPRqlUrxMXF6TtOMjB2bRKRJtbaI2mtj4uICaf1M9UFX8mJw/3791G7dm2VbceOHUPbtm3RoEED5baWLVvi+vXreguQjINdm0SkibX2SFrr4yIi62eqC76SEwdnZ2fcuHFD+XtycjJu376Nrl27qlZoY8M1HywQuzYNz5zvpSbDs+T2t9YeSWt9XERk/Ux1wVdy4tCuXTv88ccfuHz5MgBg1apVkMlkCA4OVimXmpqKhg0b6jVIMg52bRqOJdxLXVGWfEJsLJbe/tbaI2mtj4uIrJ+pLvhKThzCw8NRUFCAgIAABAQEYNGiRXB1dcWLL76oLJOTk4NTp06hVatWBgmWyFJZ673Uln5CbCzGbn99J3PW2iNprY+LiKoGU1zwlZw4hIaG4sMPP0RRURFOnToFLy8vbN26FQ4ODsoy33//PQoKCsr0QhBVddZ6L7UhToitsQfDmO1vqGTOWnskrfVxEREZgk4rR8+ZMwd3795FZmYmUlJS8Oyzz6rs7927N5KSkjBu3Di9Bklk6az1Xmp9nxBbaw+GMdvfWnu3iIjI9HRKHADAzs4O9erVU7vP09MT7dq1g5OTU6UDI7Im1novtb5PiK31pNeY7W+tvVtERGR6OicORKQ7a72XWt8nxNZ60mvM9rfW3i0iIjK9aroecOPGDfzwww+4cOECHjx4ACFEmTIymQzffPONXgIk8xAdXXrV9+rV0hOQyEjLP+k1trAw63vOFI9HX/8bnp6ltyep227pjNX+kZGlt3c92XNjDb1bpD/GfD/nZweRddEpcfjvf/+LiIgIFBYWKrcpEgeZTKb8nYmDdVHcd644EVHcdw7wA4D0e0LMk97K03cyR9bFmO/n/Owgsj6Sb1U6cOAA3n33XTg4OGDmzJno0qULAODrr7/G9OnT0aRJEwDA22+/jW+//dYw0ZJJWOt952R+rPWWLmPjTEGkiTHfz/nZQWR9JPc4LF68GDKZDL/88gsCAwMxduxYHD16FK+//joA4JNPPsGUKVPwzTffIDEx0WABk/FZ633nZJ6s8ZYuInNhzPdzfnYQWR/JPQ7x8fHo2LEjAgMD1e63s7PDsmXLULNmTXz88cd6C5BMj4MtiYisgzHfzyv6t6xxLRciayE5cbh//z6aNm2q/N3Ozg4AkJeXp9xWvXp1PPPMMzh8+LAeQyRTs9apRImIqhpjvp9X5G9Z61ouRNZCcuJQr149PHjwQPm7i4sLAODKlSsq5R49eoS7d+/qJzoyC7zvnIjIOhjz/bwif4vjIojMm+QxDt7e3kh7Yp7E9u3bQwiBzZs345NPPgEAZGZmIjY2Fl5eXvqPlEyK950TEVkHY76f6/q3OC6CyLxJ7nHo2bMnzp8/j6v//+rt378/6tSpg88++wwvv/wy3nvvPTz99NPIzc3FoEGDDBUvERERWSmOqSMyb5ITh1deeQXjxo1T9jo4OTnh22+/hYODA7Zu3YpFixbh6tWraN++Pf7zn/8YLGAiIiKyThxTVxYHi5M5kXyrUosWLbBq1SqVbQMHDsSFCxewd+9eZGdnw8/PDwMGDICtra3eAyUiIiLrxgUMVXERPTI3Oq0crY67uzsmTJigj1iIiIioiuOYun+UN1iczxGZguRblYiIiIjIeDhYnMyNzolDXFwchg0bhsaNG8Pe3h7jx49X7vvll1/wwQcfICMjQ69BEhEREVU1HCxO5kanxGHOnDl47rnnsH37dty4cQOFhYUQQij3165dG/Pnz8f27dv1HigRERFRVcLB4mRuJCcOe/bswdy5c9G4cWNs3boVt27dKlMmMDAQ9evXx969e/UaJOmGMzAQkSX793vYwYOupg6JrJS5f15yAVYyN5IHRy9evBj29vb46aef0KJFC43l2rdvj0uXLuklONIdZ2AgIkum7j1s4UJftGjB9zDSL0v5vORgcTInknscEhMT0blz53KTBgCoX78+xziYUHkzMBARmTt172GPH9vyPYz0jp+XRLqTnDg8fPgQ9evX11ouOzu7UgFR5XAGBiKyZHwPI2Ph/xqR7iQnDg0bNsTff/+ttdy5c+fg5eVVqaCo4jgDAxFZMr6HkbHwf41Id5IThx49euDs2bP4+eefNZbZsmUL0tLS0Lt3b70ER7rjDAxEqsx98COpUvceZm9fzPcw0jt+Xloevp+bnuTEYfr06ahevTqGDRuGqKgo3LlzR7kvPz8f69evx4QJEyCXy/HWW28ZJFjSjjMwEP1DMfgxLQ0Q4p/Bj/ywMV/q3sOmTUvmexjpHT8vLQvfz82D5MTBz88Pa9euxePHjzFp0iQ0aNAAMpkMGzZsgLOzM8aOHYuHDx/i22+/RZMmTQwZM2kRFgZcuQKUlJR+55sgVVUc/GiZ/v0e1qtXpqlDIivFz0vLwfdz86DTAnChoaGIj4/H0KFD4eTkBCEEioqK4ODggBdffBF//PEHhg8fbqhYiYh0wsGPRETWge/n5kHyOg4Kbdq0wZYtWyCEwJ07d1BcXIx69erB1tbWEPEREVWYp2dpd7a67UREZDn4fm4edOpxeJJMJkO9evXQoEEDJg1EZJY4+JGIyDrw/dw8VDhxICIydxz8SERkHfh+bh403qo0d+7cSlX84YcfVup4IiJ9CAvjBwsRkTXg+7npaUwc5syZA5lMBgAQQgCA8vfyCCEgk8mYOBARERERWRGtg6MDAwMRGBhojFiIiIgqJDq6dFrGq1dLB0tGRvLKJBGRvmlMHBo3boz09HTEx8cjLy8PY8aMwahRo+Dq6mrM+IiIiMqlWBhKMce7YmEogMkDEdG/VeZCi8bB0Wlpafj555/x8ssvIyUlBe+//z4aN26MgQMHYteuXSgqKtJX/HqXnJyMkSNHolGjRrC3t4eXlxcmTZqEmzdvVrjOGzduYNKkSfDy8oK9vT0aNWqEUaNG4cKFC2rLZ2ZmYt26dQgNDYWPjw/s7e1Ro0YNtG7dGtOnT0dGRkaFYyEion9wYSgiImkquwK3xsRBJpOhV69e2LhxI27evInly5ejQ4cO2LNnD4YMGYJGjRrhnXfewenTp/X1WPQiLi4O/v7+iI6ORsOGDRESEgK5XI6VK1eiXbt2Gk/0y3P+/Hm0bdsWK1euhFwuR0hICNzc3LBhwwb4+/vj999/L3PMu+++izFjxmDr1q1wcnLCwIEDERwcjMzMTCxcuBCtWrVCYmKiPh4yEVGVxoWhiIikqeyFFknTsdasWRMTJkzA0aNHcf78eUybNg12dnb43//+h4CAAPj7+2PlypW6xq53eXl5CA0NxcOHD7FkyRIkJiZi8+bNOH/+PN577z3cvn0br7zyinKwtxQlJSUIDQ3FnTt3MG3aNJw/fx6bN2/GyZMnsXjxYuTn52P48OHI/1cruLi44OOPP8bVq1dx+vRpfP/99/jxxx+RkpKC0NBQZGdnY/jw4Wbdc0NEZAk0LQDFhaGIiFRV9kKLzus4+Pr6Yv78+bh69Sp+/PFH9OrVC6dPn8ZHH32ka1V6t2bNGmRkZKBHjx6YMmWKyr758+fDx8cHJ0+exP79+yXXuW/fPpw5cwbNmjXDvHnzVPa9+eabCA4Oxo0bN7B27VqVfYsXL8aHH34Id3d3le1OTk745ptv4OzsjJSUFBw9elS3B0lERCq4MBQRkTSVvdBSoQXghBD45ZdfsG7dOvz666+lFdmYfi25Xbt2AQDC1IzwsLW1RWhoqEo5XeoMDQ1Vu0K24m/pUqdcLoevry8AID09XfJxRERUFheGIiKSprIXWrROx/qk5ORkrF27Fhs2bMCNGzcghECbNm0wZswYjBw5UpeqDCIpKQkANE4fq9iuKGeqOgsLC3HlyhUAQMOGDSUfR0RE6nFhKCIi7RTvkxWdVUlr4vDgwQNs3rwZa9euxfHjxyGEgIuLCyZPnoyxY8ciICCgMvHrzYMHD5CdnQ0A8PLyUlvG8//7YVJTUyXXqyirrc6srCzk5ubCyclJa53ffPMNsrKy4Obmhq5du0qOhYiIiIioMipzoUVj4vDzzz9j7dq1+OGHH/Dw4UPY2tqiX79+GDNmDAYMGAA7O7uKxmsQubm5yp9r1KihtozipD4nJ0fnerXVqahXW+Lw559/Yvr06QCABQsWmN3zSERkDFywjYjI8mhMHJ5//nnIZDL4+fkpF39zc3MzWCDvv/8+du/erfNxMTExZQYgm6v09HS89NJLyM3NxWuvvYZRo0aVWz4qKgpRUVEAgLt37yI2NtYIUVJl5Obmsp0sBNvKdA4edMXChb54/Lh03FhaGjB+fDHOn09Gr16ZZcqzrSwD28lysK0sg1m2k9BAJpMJGxsb4ezsrPNXzZo1NVWrUVhYmACg81dqaqoQQoj79+8rt927d0/t3zh58qQAIOrWrSs5rjp16ggA4tSpU2r3Z2dnK/9uTk6Oxnpu3rwpnnrqKQFADB8+XBQVFUmOQQghnnrqKZ3Kk2kcPnzY1CGQRGwr0/HyEqJ06SHVLy8v9eUtqa02bCh9HDJZ6fcNG0wdkfFYUjtVdWwry2CqdurQoYPGfeVOhSSEQG5urs5futwKpLBhwwYIIXT+8vb2BlC61kSdOnUAlK56rc61a9cAQHmMFIqy2uqsW7euxtuUMjMz8dxzz+HChQsYOHAgoqOj1c7QRERUFVjrgm2VXZGViMjcabxVSZcBxOYiICAAMTExiI+PR9u2bcvsP3HiBADA399fpzqTkpIQHx+PAQMG6Fzn7du38dxzz+H8+fPo378/vv/+e1SrptNkVkREVsXTs/SkWt12S1beiqwcv0FE1kBjj4OXl1elvkxh4MCBAIBoNZd3iouLsXnzZgBASEiIznVu3rwZxcXFZfYr/pa6OrOysvDcc8/h7Nmz6Nu3L7Zv387B0ERU5Vn6gm3R0YC3N2BjU/pd8ZFjrT0pROXR9Hog62T6Vdv0aOzYsXBzc8Phw4exbNkylX0RERG4fPky/P390a9fP5V9169fh5+fH/z8/HD9+nWVff3790fbtm1x6dIlzJw5U2Xf0qVLERsbi0aNGmHMmDEq+7Kzs9GzZ0/89ddf6N27N3bt2gV7e3v9PVgiIgtlyQu2lXc7UmVXZCWyNLw9r+qxqntmnJycsHnzZvTr1w9TpkzBmjVr0Lx5c5w+fRrnz59HvXr1sGnTJshkMpXjCgsLkZycrPz5STY2Nti0aRO6d++OL774Anv37kW7du1w8eJFJCYmwtHREVu2bIH8X5fPXnvtNZw5cwYymQwuLi6YOHGi2phfe+01PPvss3p8FoiIzJ+lLthW3u1IkZGlJ01P7reknhQiXfH2vKrHqhIHAAgKCkJSUhLmzp2LmJgY/Pnnn2jQoAEmTJiAjz76qEIrNbds2RJnzpzB3LlzsW/fPuzYsQMuLi4ICwvDhx9+iKeeeqrMMYrF6IQQ2LJli8a6g4ODmTgQEVmI8m5HquyKrESWhrfnVT1WlzgAgK+vr9pxDpp4e3tDCFFumUaNGmHlypWS6zS7eXetHBeTIiJj0Daw21J7UogqwlonOiDNrGqMA1VNvMeSiIzF0gd2E+kTXw9VDxMHsnjl3WNJRKRPljywm0jf+HqoeqzyViWqWniPJREZE29HIvoHXw9VC3scyOJxCkQiIiIiw9O5x6GkpAT79+/H0aNHcfv2bXTq1Anjxo0DULpK8t27d+Hj4wNbW1u9B0ukDqdAJCIiIjI8nRKHkydPIjQ0FJcvX4YQAjKZDIWFhcrE4eDBgxg5ciR27dqFl156ySABE/0bp0AkIiIiMjzJtyqlpaWhd+/euHTpEl544QUsWLCgzBSmAwcOhJ2dHXbt2qXvOInKFRYGXLkClJSUfmfSQERERKRfkhOHyMhI3L17F0uXLsWePXswbdq0MmXkcjnatWuH+Ph4vQZJRERERESmJTlxOHDgAFq0aIHJkyeXW87b2xs3b96sdGBERERERGQ+JCcOt27dQuvWrbWWE0IgJyenUkEREZFliI4GvL0BG5vS708uvFjePiIisjySB0c7Ozvj1q1bWsulpKSgXr16lQqKiIjMn2LVdsWMZopV2xU07eMYJCIiyyS5x8Hf3x8JCQnl3oaUnJyMU6dO4emnn9ZLcEREZL7KW7WdK7oTEVkfyYnDuHHjkJ+fj7CwMNy5c6fM/gcPHiA8PBwlJSUYP368XoMkIiLzU96q7VzRnYjI+khOHEJDQxESEoLY2Fg0bdoUAwYMAAAcO3YML7/8Mpo0aYJff/0Vw4cPR//+/Q0WMBERmYfyVm3niu5ERNZHcuIAAFu2bMH777+PoqIi7N27FwDw999/Y+vWrcjNzcXUqVPx3XffGSRQIiIyL5GRpau0P0mxant5+4iIyDLptHJ0tWrVMG/ePMyYMQOHDx9GSkoKiouL4eHhgV69esHV1dVQcRIRkZmRsmo7V3QnIrIeOiUOCnXq1MHgwYP1HQsREVmYsDDNyUB5+4iIyPLodKtSee7cuYPi4mJ9VUdERERERGZEcuJw6tQpLFiwAH///bfK9p9//hkeHh5wdXVF/fr1sWrVKr0HSUREREREpiU5cViyZAk++OAD1KxZU7nt1q1bGDx4MK5fvw6ZTIZ79+5h0qRJiI+PN0iwRERERERkGpIThz/++ANt27ZFo0aNlNvWr1+P/Px8TJ06FY8ePcKOHTtQUlKCJUuWGCRYIiIiIiIyDcmJQ2ZmJjw8PFS2HTx4ENWrV8dHH32EatWqYdCgQejYsSOOHz+u90CJiIiIiMh0JCcOOTk5cHJyUtl24sQJBAQEoFatWsptPj4+uH79uv4iJCIiIiIik5OcONSpUwdpaWnK30+dOoX79+/jmWeeUSlXUlKC6tWr6y9CIiIiIiIyOcmJg+IWJMVtSIsWLYJMJsNzzz2nUu7ixYto2LChfqMkIiIiIiKTkpw4vP322yguLkbXrl1Rt25dfPfdd2jatCn69u2rLJOVlYU///wT7du3N0SsRERERERkIpIThz59+uDbb7+Fl5cXHj9+jODgYOzZswe2trbKMt999x2Ki4sRHBxsiFiJiIiIiMhEqulSeMyYMRgzZozG/RMnTsS4cePKDKImIiIiIiLLplPioI2joyMcHR31WSUREREREZkBybcqERERERFR1aVzj0N8fDy2bduGCxcu4MGDBxBClCkjk8kQExOjlwCJiIiIiMj0dEocpk6diiVLliiTBZlMppI4KH6XyWT6jZKIiIiIiExK8q1KmzZtwuLFi9G4cWNERUWhT58+AIADBw5g2bJl6Nq1K4QQmDFjBg4dOmSwgImIiIiIyPgkJw6rVq1CtWrVcOjQIbz22mvKRd569+6NSZMm4bfffsOcOXPw1VdfoUaNGgYLmIiIiIiIjE9y4nD69Gl07twZPj4+GsvMnj0bHh4eiIyM1EtwRERERERkHiQnDnl5eWjcuLHyd3t7ewBATk6OcptMJkNgYCD++OMPPYZIRERERESmJjlxcHV1xZ07d5S/169fHwBw6dIllXL3799Hbm6unsIjIiIiIiJzIDlxaNasGVJTU5W/BwYGQgiBlStXKrclJyfj8OHD5d7ORERERERElkdy4tC7d29cvnwZ58+fBwD07dsX7u7uWL16NZ5++mkMGTIEnTt3RkFBAUaNGmWwgImI9CU6GvD2BmxsSr9HR5s6IiIiIvMleR2HsLAwlJSUID8/H0DpGIfvv/8eISEhSEhIQEJCAgDgxRdfxDvvvGOYaImI9OTgQVcsWgT8/1sa0tKA8PDSn8PCTBcXERGRuZKcOHh6emLWrFkq27p06YLU1FQcOXIE2dnZ8PPzg7+/v96DJCLSt9WrmyqTBoX8fGDWLCYORERE6ui0crQ6jo6O6Nu3rz5iISIymsxMe7Xbr141ciBEREQWQvIYByIia+Lq+ljtdk9PIwdCRERkIXTucXj06BESEhJw48YNPHr0SGO50aNHVyowIiJDeu21FCxa1FLldiW5HOD6lUREROrplDgsWrQIc+fOxYMHD7SWZeJAROasV69MtGjRErNmld6e5OlZmjRwfAMREZF6khOHb7/9Fu+99x4AoEWLFvDz80PNmjUNFhgRkaGFhTFRICIikkpy4rB48WLIZDJ89913GDFihCFjqrTk5GR88sknOHToEO7cuQM3Nze88MIL+PDDD9GwYcMK1Xnjxg188skn2LdvHzIyMlC3bl307NkTs2fPxlNPPSWpjvz8fLRr10652vbt27dRr169CsVDRERERGRMkgdHJycno2vXrmafNMTFxcHf3x/R0dFo2LAhQkJCIJfLsXLlSrRr1w4XLlzQuc7z58+jbdu2WLlyJeRyOUJCQuDm5oYNGzbA398fv//+u6R6IiIicPnyZZ3/PhERERGRqUlOHGrUqAFPM59uJC8vD6GhoXj48CGWLFmCxMREbN68GefPn8d7772H27dv45VXXoEQQnKdJSUlCA0NxZ07dzBt2jScP38emzdvxsmTJ7F48WLk5+dj+PDhyoXxNImLi8PSpUsxefLkyj5MIiIiIrIw0dGAtzdgY1P6PTraMMcYkuTEoWvXrvjrr78MGUulrVmzBhkZGejRowemTJmism/+/Pnw8fHByZMnsX//fsl17tu3D2fOnEGzZs0wb948lX1vvvkmgoODcePGDaxdu1ZjHXl5eRg3bhw8PT3L1EFERERE1i06GggPB9LSACFKv4eHl58IHDzoqvMxhiY5cfjoo4/w999/Y926dYaMp1J27doFAAhTM9rR1tYWoaGhKuV0qTM0NBS2trZl9iv+Vnl1vv/++0hJSUFUVBScnJwk/20iIiIisnyzZgH/vjklP790uyarVzfV+RhD0zg4+siRI2W2vfvuuxg3bhz27duH/v37w9PTEzY26nOP7t276y9KiZKSkgAAgYGBavcrtivKGaPOQ4cOYcWKFRg7diz69Okj+e8SERERkXW4elW37QCQmWmv8zGGpjFxCA4OhkwmK7NdCIFt27Zh27ZtGiuVyWQoKirST4QSPXjwANnZ2QAALy8vtWUUYzRSU1Ml16soq63OrKws5ObmqvQo5ObmYvz48XBzc8NXX30l+W8SERERkfXw9Cy91Ujddk1cXR/j1i0HnY4xNI2JQ/fu3dUmDuYqNzdX+XONGjXUllGc1Ofk5Ohcr7Y6FfU++fu0adNw5coV7Nq1C7Vr15b8N4mIiIjIekRGlo5PePLWI7m8dLsmr72WgkWLWup0jKFpTBxiY2ONGEbpOIDdu3frfFxMTAzc3d0NEFHlHDx4EF9//TVefvllDBw4sEJ1REVFISoqCgBw9+5do7cJ6S43N5ftZCHYVpaDbWUZ2E6Wg21lfO7uwDvvuGL16qbIzLSHq+tjvPZaCtzdM6GpKTp3zsU770CnYwxNJnSZm9SARo4ciegKDBNPTU2Ft7c3Hjx4gFq1agEA7t27p/z5SUlJSQgICEDdunWRlZUlqX4XFxfcvXsXp06dQrt27crsv3v3LlxcXAD80+OQk5OD1q1bIz8/H+fOnUP9+vVVjlH05OiyAJyvry+Sk5MllSXTiY2NRXBwsKnDIAnYVpaDbWUZ2E6Wg21lGUzVTh07dkRCQoLafVpXjr537x4OHDiAtLQ02Nvbo3379ggKCtJ7kBs2bMCGDRsqfHzNmjVRp04d3L17F2lpaWjbtm2ZMteuXQMAeHt7S67X29tbWae6xEFRZ926dZW3KSUmJuLq1ato2LAhhg0bprHugQMHonr16pgyZQqGDh0qOSYiIiIiImMrN3H4/vvvMWHCBDx48EBlu7+/P3bu3AkPDw+DBqergIAAxMTEID4+Xm3icOLECQCl8etSZ1JSEuLj4zFgwACd6rx58yZu3rypse4//vgDADBo0CDJ8RARERERmYLGdRxOnz6NkSNH4v79+5DL5Wjfvj2aNm0KmUyGkydPYsiQIcaMUxLFWAJ1tzwVFxdj8+bNAICQkBCd69y8eTOKi4vL7Ff8rSfrDA4OhhBC45fC7du3IYTA1KlTJcdDRERERGQKGhOHr776CkVFRRg5ciRu3ryJxMREXLx4EQkJCWjSpAkSExPNbmDN2LFj4ebmhsOHD2PZsmUq+yIiInD58mX4+/ujX79+KvuuX78OPz8/+Pn54fr16yr7+vfvj7Zt2+LSpUuYOXOmyr6lS5ciNjYWjRo1wpgxYwzymIiIiIiIzIHGxOHXX39Fw4YNsWrVKpUpRtu3b49FixZBCIFff/3VKEFK5eTkhM2bN8PR0RFTpkxBx44d8corr6Bly5ZYuHAh6tWrh02bNpWZZrawsBDJyclITk5GYWGhyj4bGxts2rQJdevWxRdffIGWLVvilVdeQceOHfHmm2/C0dERW7ZsgVwuN+ZDJSIiIiIyKo2Jw82bNxEYGAh7+7Kr1ilWhb5x44bhIqugoKAgJCUlYcSIEUhPT8eOHTuQm5uLCRMm4MyZM/D19dW5zpYtW+LMmTOYMGECcnNzsWPHDly/fh1hYWE4deoUnn32WQM8EiIiIiIi86FxcPTjx4+V04z+m2Ixs8ePHxskqMry9fXVaWpXb29vaJuVtlGjRli5cmVlQwMArX+LiIiIiMjcaOxxICIiIiIiUih3OtaMjAwcOXKkQvsVtzMREREREZHlKzdxOHDgAA4cOKB2n0wm07hfJpOhqKhIPxESEREREZHJaUwcPD09y8w+REREREREVZPGxOHKlStGDIOIiIiIiMwZB0cTEREREZFWTByIiIiIiEgrJg5ERERERKQVEwciIiIiItKKiQMREREREWnFxIGIiIiIiLRi4kBERERERFoxcSAiIiIiIq2YOBARERERkVZMHIj06OBBV3h7AzY2gLc3EB1t6oiIiIiI9KOaqQMgshbR0cDChb54/Lj097Q0IDy89OewMNPFRURERKQP7HEg0pNZs4DHj21VtuXnl24nIiIisnRMHIj05OpV3bYTERERWRImDkR64ump23YiIiIiS8LEgUhPIiMBe/tilW1yeel2IiIiIkvHxIFIT8LCgGnTkuHlBchkgJcXEBXFgdFERERkHTirEpEe9eqViU8/bWnqMIiIiIj0jj0ORERERESkFRMHIiIiIiLSiokDERERERFpxcSBiIiIiIi0YuJARERERERaMXEgIiIiIiKtmDgQEREREZFWTByIiIiIiEgrJg5ERERERKQVEwciIiIiItKKiQMREREREWnFxIGIiIiIiLRi4kBERERERFoxcSAiIiIiIq2YOBARERERkVZMHIiIiIiISCsmDkREREREpBUTByIiIiIi0oqJAxERERERacXEgYiIiIiItGLiQEREREREWjFxICIiIiIirZg4EBERERGRVkwciIiIiIhIK6tMHJKTkzFy5Eg0atQI9vb28PLywqRJk3Dz5s0K13njxg1MmjQJXl5esLe3R6NGjTBq1ChcuHBB67F///03Xn/9dTRp0gQODg6oU6cO2rdvjzfffBO5ubkVjomIiIiIyFisLnGIi4uDv78/oqOj0bBhQ4SEhEAul2PlypVo166dpBP9fzt//jzatm2LlStXQi6XIyQkBG5ubtiwYQP8/f3x+++/azz222+/Rdu2bfHNN9/AxcUFgwYNQpcuXZCTk4OlS5fi3r17lXi0RERERETGUc3UAehTXl4eQkND8fDhQyxZsgRTpkxR7ps2bRq+/PJLvPLKK0hISIBMJpNUZ0lJCUJDQ3Hnzh1MmzYNX3zxhXLfkiVL8NZbb2H48OG4ePEi5HK5yrH79+/Ha6+9Bnd3d+zYsQOBgYEq+0+fPg0XF5dKPGIiIiIiIuOwqh6HNWvWICMjAz169FBJGgBg/vz58PHxwcmTJ7F//37Jde7btw9nzpxBs2bNMG/ePJV9b775JoKDg3Hjxg2sXbtWZV9hYSEmTJgAAGqTBgBo165dmWSDiIiIiMgcWVXisGvXLgBAWFhYmX22trYIDQ1VKadLnaGhobC1tS2zX/G3/l3n7t27ce3aNXTr1k1t0kBEREREZEms6lalpKQkANB4oq7YrihnyDp//vlnAEC3bt1QUFCAHTt24OjRoygqKoKvry+GDh2KRo0aSY6DiIiIiMiUrCZxePDgAbKzswEAXl5east4enoCAFJTUyXXqyirrc6srCzk5ubCyckJAPDnn38CAGQyGTp27Kj8XWHGjBlYunQpxo8fLzkWIiIiIiJTsZpblZ6c1rRGjRpqyyhO6nNycnSuV1ud/65XkcTMnz8fGRkZ2LJlC7Kzs5GamopZs2ahoKAAr7/+OmJiYiTHQkRERERkKmbT4/D+++9j9+7dOh8XExMDd3d3A0RUOSUlJQBKB0lv2rQJPXv2BADUqVMHn376Ke7fv4+lS5di7ty5yn3/FhUVhaioKADA3bt3ERsba5TYqeJyc3PZThaCbWU52FaWge1kOdhWlsEc28lsEocbN24gOTlZ5+MKCwsBqF75z8vLQ61atcqUVfQeODs7S67fyckJd+/eRV5entr9T/Z0PFmv4ucmTZqoTQwmTpyIpUuX4o8//sDjx49hb29fpkx4eDjCw8MBAL6+vggODpYcN5lGbGws28lCsK0sB9vKMrCdLAfbyjKYYzuZza1KGzZsgBBC5y9vb28AQM2aNVGnTh0AQFpamtq/ce3aNQBQHiOFoqy2OuvWrauSvDRp0kTl+78pthcVFeHOnTuS4yEiIiIiMgWzSRz0ISAgAAAQHx+vdv+JEycAAP7+/gavU3GcpqQgKytL+fOTCQcRERGRtYuOBry9ARub0u/R0aaOiKSwqsRh4MCBAIBoNf99xcXF2Lx5MwAgJCRE5zo3b96M4uLiMvsVf+vfdSp+//vvv3Hjxo0yxx08eBAA0Lx5c9SsWVNyPERERESWLDoaCA8H0tIAIUq/h4czebAEVpU4jB07Fm5ubjh8+DCWLVumsi8iIgKXL1+Gv78/+vXrp7Lv+vXr8PPzg5+fH65fv66yr3///mjbti0uXbqEmTNnquxbunQpYmNj0ahRI4wZM0ZlX4sWLTB48GA8fvwY4eHhKmMh/vrrL8yePRtA6erTRERERFXFrFlAfr7qtvz80u1k3sxmcLQ+ODk5YfPmzejXrx+mTJmCNWvWoHnz5jh9+jTOnz+PevXqYdOmTZDJZCrHFRYWKgdmKwZbK9jY2GDTpk3o3r07vvjiC+zduxft2rXDxYsXkZiYCEdHR2zZsgVyubxMPF9//TXOnTuHH3/8Ec2aNUOnTp3w4MEDHDt2DI8ePcLLL7+MKVOmGO4JISIiIjIzV6/qtp3Mh1X1OABAUFAQkpKSMGLECKSnp2PHjh3Izc3FhAkTcObMGfj6+upcZ8uWLXHmzBlMmDABubm52LFjB65fv46wsDCcOnUKzz77rNrj6tWrh/j4eMyePRu1a9fGgQMHkJiYiI4dO2Lt2rVqkxgiIiIia/b/a+dK3k7mw6p6HBR8fX3VjnPQxNvbG0KIcss0atQIK1eu1DkWJycnzJ07F3PnztX5WCIiIiJrExlZOqbhyduV5PLS7WTerK7HgYiIiIjMV1gYEBUFeHkBMlnp96io0u1k3qyyx4GIiIiIzFdYGBMFS8QeByIiIiIi0oqJAxERERERacXEgYiIiIiItGLiQEREREREWjFxICIiIiIirZg4EBERERGRVkwciIiIiIhIKyYORERERESkFRMHIiIiIiLSiokDERERERFpxcSBiIiIiIi0YuJARERERERaMXEgIiIiIiKtmDgQEREREZFWTByIiIiIiEgrmRBCmDoI0s7JyQl+fn6mDoO0uH37NurXr2/qMEgCtpXlYFtZBraT5WBbWQZTtdOVK1eQlZWldl81I8dCFeTn54eEhARTh0FadOzYke1kIdhWloNtZRnYTpaDbWUZzLGdeKsSERERERFpxcSBiIiIiIi0YuJgIcLDw00dAknAdrIcbCvLwbayDGwny8G2sgzm2E4cHE1ERERERFqxx4GIiIiIiLRi4mACGzduRLdu3VCrVi04OTmhY8eOWLZsGUpKSipU308//YQ+ffrAxcUFcrkcrVu3RmRkJB4/fqznyKsWfbXTnDlzIJPJNH45ODgY6BFYv+TkZPzvf//DyJEj4efnBxsbG8hkMmzbtq1S9er7NUr6b6sxY8aU+7ri9NW6KywsRExMDN577z107NgRNWvWhJ2dHdzd3TF06FDExsZWuG6+pvTLEG3F15RhLFmyBMOHD0eLFi1Qt25dVK9eHfXr10evXr2wYcMGVOTGn5KSEixbtgwdO3aEk5MTatWqhW7dumHTpk0GeASqOB2rkb3xxhtYvnw5HBwc0LNnT1SvXh0xMTGYMmUKYmJisG3bNtjYSM/nFixYgBkzZsDW1hbBwcGoU6cO4uLi8J///Ad79+5FTEwM5HK5AR+RddJ3OwFAu3bt0L59+zLbq1evrqeoq54VK1bgf//7n17rNETbk2HaCgCeeeYZNGvWrMz2hg0b6v1vWbu4uDj07t0bAODm5obu3bujRo0aOHfuHLZv347t27dj9uzZmDt3rk718jWlf4ZqK4CvKX2bP38+MjMz0bp1a3Tt2hU1atRAWloaDh06pPz/37Fjh+TXQHFxMQYPHozdu3ejZs2a6NOnDx4/foyYmBiMGDECx44dM8h7rZIgo9m2bZsAINzc3MSFCxeU2zMyMkSLFi0EAPHf//5Xcn3x8fFCJpMJuVwujh07ptyek5MjunfvLgCIqVOn6vUxVAX6bqePPvpIABAfffSRAaKt2latWiWmT58utmzZIi5duiSCgoIEALF169YK1afvtqd/6LutXn31VQFArFmzRr+BVmExMTFiyJAh4siRI2X2bd68Wdja2goA4tChQ5Lr5GvKMAzRVnxNGcavv/4qcnNzy2z/66+/RIMGDQQA8e2330qub+HChQKAaNmypcjIyFBuv3DhgrK+Xbt26SV2dZg4GFGHDh0EALFu3boy+2JjY5VvrsXFxZLqGzJkiAAgPv744zL7Ll++LGxsbISdnZ24e/duZUOvUvTdTkwcjKeyJ6P6bnvSjImD5Rk/frwAIMaNGyf5GL6mTKMibcXXlPHNnTtXABCvvPKKpPJFRUXC1dVVABBxcXFl9q9du1YAEIGBgfoOVYl9g0aSnp6OxMRE2NnZYdiwYWX2BwUFwd3dHRkZGTh27JjW+goKCrB//34AQFhYWJn9TZs2RZcuXVBQUIB9+/ZV/gFUEfpuJ7IcbHui8vn7+wMofa1IwdeU6ejaVmQa1aqVjhiwt7eXVP7o0aPIzMxE48aN0b179zL7hw0bhurVqyM+Ph7Xr1/Xa6wKTByMJCkpCQDQqlUrODo6qi0TGBioUrY8ycnJyM/Ph4uLC3x8fCpdH5XSdzs96eTJk5gxYwbCw8MRERGBnTt3oqCgoHIBk94Ysu3JcA4fPox3330X4eHhmD17Ng4cOMABtwZy8eJFANLvdedrynR0basn8TVlHKmpqVi5ciUAYMCAAZKOUbxOFK+bf5PL5WjVqhUA4NSpU5UPUg0OjjaS1NRUAICXl5fGMp6eniplpdSnOKay9VEpfbfTk/bs2YM9e/aobGvcuDE2bNiAoKAgHSMlfTNk25PhrF+/vsy2li1bYvPmzWjTpo0JIrJOGRkZWLt2LQBgyJAhko7ha8o0KtJWT+JryjDWrFmDuLg4FBYWIj09HX/88QdKSkrwwQcfICQkRFIdUl9Tp06dMthrij0ORpKbmwsAqFGjhsYyTk5OAICcnByj10elDPG8+vj44PPPP8epU6dw//593L59G4cOHUJQUBDS09Pxwgsv4MyZM5UPniqFrynL0r59eyxevBjnzp1Dbm4ubty4gb1796Jdu3Y4d+4cevXqZbCu+qqmqKgII0eOxP3799GzZ0+89NJLko7ja8r4KtpWAF9Thvb7779j3bp12LhxI44cOQIA+OSTTzB79mzJdZjDa4qJA5GBjRo1ChEREWjXrh1q1qyJevXqoUePHoiNjcWQIUOQn5+PDz74wNRhElmUqVOn4s0330SLFi1Qo0YNNGzYEP3798eJEyfQuXNnZGZm4vPPPzd1mFZh4sSJiImJgYeHBzZs2GDqcKgclWkrvqYMa/Xq1RBCID8/H2fPnsXUqVMxZ84cdO7cGTdu3DB1eJIxcTASRQaYl5ensYwik3R2djZ6fVTK2M/rhx9+CAD45ZdfUFhYWOn6qOL4mrIOdnZ2mDlzJgBwYgg9ePvtt/HNN9/Azc0NMTExcHNzk3wsX1PGVZm2Kg9fU/rl6OiIli1b4osvvsDnn3+O06dPY8qUKZKONYfXFBMHI/H29gYApKWlaSxz7do1lbJS6rt69ape6qNS+m4nbRQrcRYUFCArK6vS9VHFGbvtyXAUryveVlE57733HhYvXoz69esjJiYGzZs31+l4vqaMp7JtpQ1fU4YxZswYAKVjIKVcPDSH1xQTByNRTI129uxZPHz4UG2Z+Ph4lbLl8fPzg6OjI7Kzs3H58mW1ZU6cOCG5Piql73bS5s6dO8qfFVcSyDSM3fZkOIrXFV9TFff+++/jq6++Qt26dXHw4EG0bNlS5zr4mjIOfbSVNnxNGUadOnVQrVo1FBUVITs7W2v5gIAAAP+8bv4tPz8ff/31FwDDvaaYOBiJh4cHAgICUFBQgK1bt5bZHxcXh/T0dLi5uaFLly5a67Ozs0O/fv0AANHR0WX2p6Sk4OjRo7Czs0P//v0r/wCqCH23kzbff/89AMDX15dd9SZm7LYnw1G8rjRNWUjli4iIwBdffIE6dergl19+Qdu2bStUD19ThqevttKGrynDOHLkCIqKilC7dm3Uq1dPa/kuXbqgfv36SE9PVw6wftLWrVtRWFiIwMBAuLu7GyJkcOVoI9q6datylcyLFy8qt9+6dUu0bNlSABD//e9/VY5ZsmSJ8PX1FaNGjSpT34kTJ4RMJhNyuVwcP35cuT0nJ0e5KuvUqVMN94CslD7bKS0tTURHR4tHjx6pbC8pKRHr168Xjo6OAoBYuXKl4R5QFSJlNeKIiAjh6+srIiIiyuyrSNtTxVSmrZKSksSePXtEUVGRyvbCwkKxcOFCYWNjIwCIn376ySCxW7NZs2YJAKJ27doiISFB0jF8TZmGPtuKrynD+PXXX8WePXtEYWFhmX2//fabaNq0qQAg3nvvPZV9o0aNEr6+vmLJkiVljvviiy8EANGyZUtx69Yt5fYLFy4INzc3AUDs2rVL/w/m/3EdByMaOnQoJk2ahBUrVqBNmzbo1asXqlevjpiYGDx48ACDBg0qM0AmKysLycnJagc5BQYGYt68eZgxYwa6du2K5557DrVr10ZcXBwyMzPRqVMnREZGGuvhWQ19tlN2djbCwsIwceJEBAQEoFGjRsjJycHZs2eVcyxPmTIFEyZMMNrjsyYnT57E5MmTlb+fO3cOAPDBBx9g4cKFyu1Prkp78+ZNJCcn4+bNm2Xqq0jbkzT6bKsrV64gJCQELi4uCAgIgKurK+7cuYM///wTN27cgI2NDRYsWIC+ffsa+FFZl927dys/M5o1a4YlS5aoLefn54eIiAjl73xNGZ++24qvKcO4dOkSxo4di9q1ayMgIABubm7IycnB5cuXle+B/fv3xyeffKJy3NWrV5GcnKx27OM777yDI0eOYM+ePWjevDl69uyJwsJCHDx4EI8ePcKbb76JgQMHGu5BGSwlIY2io6NF165dhbOzs5DL5SIgIEAsXbpUFBcXlyn70UcfCQAiKChIY3379+8XvXr1ErVr1xYODg6iZcuW4tNPPy1zlZt0o492ysrKEtOnTxfBwcGicePGwtHRUdjb2wsvLy/x8ssvi5iYGCM9Gut0+PBhAUDr15NeffVVAUC8+uqrGuvVpe1JGn22VUpKinj77bdFly5dRKNGjYS9vb1wcHAQzZo1E2PHjpV89ZVUrVmzRlIb/ft9jq8p49N3W/E1ZRgpKSli9uzZIjg4WHh4eAgHBwflOcCQIUPEzp071R6n6JH96KOP1O4vLi4WS5YsEQEBAUIulwtnZ2fxzDPPiOjoaMM9mP8nE0IIA+UkRERERERkJTg4moiIiIiItGLiQEREREREWjFxICIiIiIirZg4EBERERGRVkwciIiIiIhIKyYORERERESkFRMHIiIiIiLSiokDERERERFpxcSBiIiIiIi0YuJARGThvL29IZPJVL4cHBzQpEkTjB49GqdOnSpzjKJcVRYYGAiZTIa//vpL52OvXLlS5jlfuHChAaKsGE3t2759e5WYg4ODjR8cEVmsaqYOgIiI9KNv375wc3MDAGRnZyM+Ph7fffcdNm3ahO+++w6hoaEmjtB8PHr0CKdPn0bNmjXRsmXLCtdTo0YNDB06FADQunVrfYVnMAMGDED79u2RkZGBAwcOmDocIrIwTByIiKxERESEyhXkhw8f4vXXX0d0dDQmTJiAPn36wMXFxXQBmpGkpCQUFhaie/fusLGpeOd7vXr1sHbtWv0FZmBz584FAMTGxjJxICKd8VYlIiIr5ejoiBUrVqBGjRp48OABTxSfcPz4cQBA586dTRwJEZHlYOJARGTFnJ2d8dRTTwEA0tLS1JbZsmULunTpAicnJzg7O6Nnz5747bff1JY9fvw4pk+fjo4dO6JBgwaws7NDo0aNMHToUBw7dkztMcnJyXj11Vfh5eUFOzs7ODs7w9vbGyEhIdi+fbvaY/Ly8rBgwQIEBgaiZs2acHR0RKtWrTBnzhzk5uZW4JkALly4gPHjx6Nx48Z47733AADz58/HU089hQULFqC4uLhC9Wry5DiDb775Bp06dULNmjUhk8lw7949ABV7PhX+/PNPhISEwMXFBTVq1EBAQABWr16t18dARKRCEBGRRfPy8hIAxOHDh9Xu9/HxEQDEV199pdwGQAAQs2fPFjY2NqJ79+5i+PDhws/PTwAQdnZ24o8//ihTV8+ePYWtra1o27atePHFF8WQIUNE69atBQBha2srvv/+e5XyZ86cEc7OzgKA8PPzE4MHDxZDhgwRnTt3Fo6OjqJv375l/sa1a9dEy5YtBQBRv3590adPHzFgwADRsGFDAUC0bdtWZGdn6/QcRUdHCwcHB2Frayt69+4t7OzsBADxwgsvKH+eMmWK5PpSU1MFAOHl5aWxjOI5njJlirCxsRHdunUTr7zyiujQoYO4d++eEEL351MhNjZWODo6CgDC19dXhIaGiqCgIGFjYyPeeecd5d/W5PDhwwKACAoKkvyYiYiYOBARWbjyEoekpCRhY2MjAIhDhw4ptytOLF1cXERCQoJye3FxsXj99dcFANGrV68y9e3fv19kZGSU2b57925RvXp14eLiIvLy8pTbx44dKwCIzz77rMwxOTk5ZZKTkpIS0aVLF+UJd35+vnJffn6+GDlypAAgXn311XKfk3/HbGtrK+rVqyfi4+PFnTt3BADh4eEhhBBi3759AoCwsbERqampkurUJXGoVauWOH78uMbYdHk+hSh9Htzd3QUAMXPmTFFSUqLcFxsbK+RyORMHIjIIJg5ERBZOXeKQnZ0tfvjhB9GkSRMBQLRv314UFxcr9ytOLJcsWVKmvoyMDAFA2Nvbi4KCAslxjBgxQgAQe/fuVW574YUXBACRlJQkqQ7FSXznzp1V4lXIzc0Vrq6uolq1apJ6HR49eiQaN24sAIhdu3YJIYT4+eefBQAxaNAgZTnFVf4NGzZIilOXxCEyMlJSnf+m7vkUQoj169cLAMLHx0cUFRWVOe7dd99l4kBEBsFZlYiIrESPHj3Ubg8ICMCOHTvUzh704osvltnWoEED1KlTB3fv3sWdO3eUU7wqZGVlYe/evfjrr79w7949FBUVAYByPYQLFy6gf//+AICnn34a+/btw8SJE/HJJ5+ge/fusLe31/gY9u3bBwAYMmSI2nhr1KiBjh07Yt++fYiPj0efPn001gWUjt9IT0/Hs88+i4EDBwIAEhISAAAdOnRQlvP29sZff/2FvLy8cuuriMGDB5e7X5fnEwDi4uIAAKGhobC1tS1T36hRo/DVV1/pK3wiIiUmDkREVuLJdRzs7e3RqFEjdOvWDT169NC42Junp6fa7TVr1sTdu3fx6NEjle1ff/013n33XeTn52uM48GDB8qfp0+fjl9//RUxMTHo06cP7O3t0b59ewQFBWHkyJFo06aNyrEpKSnK46ZPn17u4719+3a5+wHghx9+AFCaiCgkJiYCUE0csrOzAQANGzbUWqeuvLy8NO7T9fkEgPT0dABAkyZN1Jb39vbWPUgiIgmYOBARWYl/r+MghS5rGMTHx2PSpEmoVq0avvjiC7z00kto3Lgx5HI5ZDIZPvjgA3z++ecQQiiPkcvlOHjwII4fP46ffvoJv//+O44ePYrjx49jwYIF+Pjjj/Hhhx8qyytmNgoKCtJ6AlzeCfmTMQNA165dldv+3eOQl5eHpKQkAEDHjh0lPBO6cXR01Bibrs8nEZEpMXEgIiJJtm/fDiEE3nrrLUybNq3M/kuXLmk8tlOnTujUqRMAoKCgABs3bsTrr7+OOXPm4OWXX4avry8AwMPDAwAwbNgwvPHGG5WO+ebNmwCgXPguKysLaWlp8PDwgKurKwDgxx9/xMOHD/H0008bpMdBk4o+n+7u7gCAK1euqN2vaTsRUWVxHQciIpJEcTuP4uT+Sbdv38Yvv/wiqR47OzuMGTMGnTt3hhACZ86cUe7r168fAGDr1q16iLh0TAQAXL16FUDZ25QePnyo7PFQd/JuSBV9PoOCggAAmzdvVrv2RHR0tB6jJCL6BxMHIiKSxM/PDwCwfv16lUXYcnJyMG7cOOWiZk9avnw5kpOTy2xPSUnB2bNnAajecjRo0CB06NABcXFxmDhxovLk+kkZGRlYtWqVpJi7d+8OAPjf//6HkpISlduUHj16hPHjxyM5ORkhISEYNmyYpDr1pSLPJwAMHToUDRs2xKVLlzBnzhyVW5l+++03rFixwqBxE1HVxcSBiIgkGTt2LDw8PHDy5Ek0bdoUgwcPRkhICLy9vZGQkIBx48aVOSYqKgp+fn7w8fHBwIEDERYWhp49e6JFixa4e/cuQkND8fTTTyvL29jYYNeuXWjTpg2+/vpreHt7o1u3bhgxYgQGDx6M1q1bo1GjRpg9e7akmOfOnQu5XI7du3fD398f3377LQBg79698PHxwaZNmzBgwABs3LhRP0+SDiryfAKl40Y2bNgABwcHfPrpp2jZsiVGjBiBHj16ICgoCOHh4UZ+JERUVTBxICIiSerUqYOEhASEh4fDyckJP/74IxISEjB48GCcPHlS7S03n376KSZMmICaNWvijz/+wLZt23Dx4kUEBQXh+++/V3tbTePGjXHixAksXboU/v7+OHv2LLZt24ajR4/CwcEB7733Hnbs2CEp5vbt2yMuLg69e/dGSkqKctamv/76Cz4+PoiOjsauXbvg4OBQuSenAiryfCo899xzOHbsGAYMGICMjAzs2rULd+/exbJlyzgVKxEZjExwugYiIqoCbty4AXd3dzRt2hSXL1+uVF1XrlxBkyZN4OXlZZGDkWNjY5U9FLGxsaYOh4gsBGdVIiKiKkExNWtgYKDe6szKysKYMWMAlC7I9vzzz+utbkP48MMPcfXqVWRkZJg6FCKyQEwciIioSjBE4pCXl4d169YBAFq3bm32icPu3btx+vRpU4dBRBaKiQMREVUJ+kwcvL29LXJhtlOnTpk6BCKyYBzjQEREREREWnFWJSIiIiIi0oqJAxERERERacXEgYiIiIiItGLiQEREREREWjFxICIiIiIirZg4EBERERGRVkwciIiIiIhIKyYORERERESk1f8BPizu6JLxDhMAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"num_phi = 100\n",
"N = 100\n",
"phis, parity, phis_est = phase_detection_single_experiment(num_phi, N)\n",
"err, meanerr, stddeverr = phase_detection_single_experiment_plot(phis, parity, phis_est, N)\n",
"\n",
"N = 400\n",
"phis, parity, phis_est = phase_detection_single_experiment(num_phi, N)\n",
"err, meanerr, stddeverr = phase_detection_single_experiment_plot(phis, parity, phis_est, N)\n",
"\n",
"N = 1600\n",
"phis, parity, phis_est = phase_detection_single_experiment(num_phi, N)\n",
"err, meanerr, stddeverr = phase_detection_single_experiment_plot(phis, parity, phis_est, N)\n"
]
},
{
"cell_type": "markdown",
"id": "31544a79-2d76-49b1-ba62-210e9c772580",
"metadata": {},
"source": [
"The bevahior is just as expected\n",
"- the sample estimated partity $\\bar{P}$ follows the line predicted by the expectation values $\\langle\\hat{P}\\rangle$, albei with noise\n",
"- the phase measurement error is not biased, which means that the sample phase estimator $\\bar\\phi$ is a good measurement for the true phase $\\phi$.\n",
"- However the estimator is noisy, with a constant niose level for all values of $\\phi$, as expected\n",
"- The noise level drops very close to the expected rate of $\\frac{1}{\\sqrt{N}}$ with $0.1$ at $N=100$, $0.058$ at $N=400$ and $0.027$ at $N=1600$.\n",
"The mean is always much lower than the standard deviation which underlines the unbiasedness (values may change slight from run to run)."
]
},
{
"cell_type": "markdown",
"id": "f3f3e9da-d3f1-4b07-9e65-de40014b4ee5",
"metadata": {
"tags": []
},
"source": [
"## Optimal Quantum Phase Measurement using Entanglement\n",
"So far the results may have been interesting from a technical point of few but, I suppose, they hold no general surprise. There is an error in phase measurement and that error scales with $N^{-1/2}$ with the number of identical systems, you can average over. However, from a fundamental point of view this is not the optimal measurement, particuarliy wrt. the scaling behaviour. To access the true limit for the measuremet of the phase, we have to utilize entanglement as a resource for mesurement. As such we split the $N$ identical photons in $M$ groups of $n$ QuBits each, such that we use the same total number of QuBits $N=M\\cdot{}n$. We then entangle the $n$ QuBits into an $n$-QuBit GHZ-state $|\\psi\\rangle=\\frac{1}{\\sqrt{2}}(|0_00_1...0_{n-1}\\rangle+|1_01_1...1_{n-1}\\rangle)$. Think of the GHZ state as the $n$-paricle generalization of a Bell State $\\Phi^+=\\frac{1}{\\sqrt{2}}(|0_00_1\\rangle+|1_01_1\\rangle)$\n",
"\n",
"GHZ-states are generated by applying a $\\hat{H}$ onto QuBit $q_0$ and then a series of $n-1$ CNOT opererations, with $q_0$ beging the control and $q_1...q_n$ begin the target QuBits. An example for $n=4$ is given below:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "99afe525-defc-451d-b073-63cc6cf8e3ec",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"qc = QuantumCircuit(4)\n",
"#the 0-qubit apply hadamard gate\n",
"qc.h(0)\n",
"#the 1-qubit: CNOT with q0 as the control\n",
"qc.cx(0,1)\n",
"#the 2-qubit: CNOT with q0 as the control\n",
"qc.cx(0,2)\n",
"#the 3-qubit: CNOT with q0 as the control\n",
"qc.cx(0,3)\n",
"\n",
"#we want to see the statevectors\n",
"qc.save_statevector()\n",
"\n",
"#draw the circuit\n",
"qc.draw()"
]
},
{
"cell_type": "markdown",
"id": "733c21ca-74e6-49d0-a62b-61a2a68f87e6",
"metadata": {},
"source": [
"We can visualize the output by calculating the state vector and plotting it directly, and we see that we get the appropriate 4-QuBIt GHZ-state."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "101c8e5c-3384-49d3-874b-e1a1cdc7ebe5",
"metadata": {},
"outputs": [
{
"data": {
"text/latex": [
"$$\\frac{\\sqrt{2}}{2} |0000\\rangle+\\frac{\\sqrt{2}}{2} |1111\\rangle$$"
],
"text/plain": [
""
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#draw the bloch-sphere\n",
"result = sim.run(qc).result(); \n",
"state = result.get_statevector()\n",
"state.draw(output='latex')"
]
},
{
"cell_type": "markdown",
"id": "c028f565-3899-40e3-b4df-a38d3d405785",
"metadata": {},
"source": [
"With a bit of a trained eye you can now already see the ingeneious part. Any phase that is imprinted onto any of the QuBits shows in the general phase of all other QuBits. If we assume the QuBits to each be an identical clock resonators, we can assume that each individual QuBit will aquire a phase $\\phi$ and the GHZ-state will aquire a total phase of $n\\phi$.\n",
"\n",
"We just have to extract the total phase from the entangled QuBits. This works just like in the general case. An $\\hat{RX}$-gate and then an $\\hat{H}$ gate is applied to each of the QuBits and then we have to measure the $n$-QuBit generalization parity $\\langle\\hat{P}_n\\rangle$. The $n$-QuBit parity adds the probabilities of a specific measurement outcome and weighs it by the number of $|1\\rangle$-states that the measurement collapsed into. The weighing is $+1$ if the number of $|1\\rangle$-states is even and the weight is $-1$ is the number is odd. One can show that we now get a measurement result of $\\langle\\hat{P}_n\\rangle=\\cos{n\\phi}$ with exactly the same uncertainty $\\Delta P_n = \\langle\\hat{P_n}^2\\rangle- \\langle\\hat{P_n}\\rangle^2=\\sin^2\\phi$. Note that the measurementresult has scale, whereas the uncertaty has remained constant.\n",
"\n",
"We can now average over $M$ ensembles an obtain an unbiased estimator $\\bar{P_n}$ for $\\langle\\hat{P}_n\\rangle$ and the exact same discussion for the sample error applies here. The important part here, and I repeat myself, is that the estimator $\\bar{P_n}$ can be used to estimate $n\\phi$ which has repercussions for the sample phase error. The phase estimator is now $\\bar{\\phi}=\\arccos{\\bar{P_n}}/n$ and the respective standard deviation (noise level) is $\\Delta\\bar{\\phi}=\\frac{1}{n\\sqrt{M}}=\\frac{1}{\\sqrt{nN}}$. This result is profound, as we get an increase in the measurement precision determined by $\\frac{1}{\\sqrt{n}}$ over the classical averaging procedure. One can actually show that for $M=1$, e.g. if we can entangle all QuBits this is an optimal measurement, e.g. that it is the most precisise measurement of a phase $\\phi$ that from $n$ identical copies of a QuBits that is possible given the laws of Quantum Physics (Holevo-Bound)."
]
},
{
"cell_type": "markdown",
"id": "975abeee-55c3-48fd-87f3-a7c6a63fad8a",
"metadata": {},
"source": [
"The repercussion for clock synchronoization are obvious: as discussed above, time measurement is equivalent to phase measurement in ensembles of identical Quanutm Resonators (typically atoms). If we move from incoherent ensembles of resonators for entangled ensembles of resonators we can gain a factor of $\\frac{1}{\\sqrt{n}}$ in timing precision . Moreover, using the lessons learned in the last lecture, we have seen that we can use the tools of Quantum Communication to distribute entanglement with very precise timing over remote locations using entanglement swapping. Using this concept we could entangle the (already entangled) ensembles of reference clocks. If we assume there are $n'$ of such reference clocks operated by various agencies connected to a worldwide Quantum Network. If there are $n'$ such sites, we would stand to gain another factor of $\\frac{1}{n'}$ in timing precision as opposed to $\\frac{1}{\\sqrt{n'}}$, if we average over their respective clock signals in a classical manner. Both measures combined could easily shave off another 3 orders of magnitude from the relative walkoff of reference clocks and we could well aim for a world quantum network clock with a timing precision of far better than $10^{-20}$."
]
},
{
"cell_type": "markdown",
"id": "f44a7b7e-9e9a-4cb5-af58-6d64bd07d14c",
"metadata": {},
"source": [
"### Task 2: Time Averaging of Entangled QuBits\n",
"1. Create a quantum circuit that measures $\\bar{\\phi}$ optimally for a given value of $M$ and $\\phi$ using $n$ QuBits in an entangled GHZ state, as discssed above. Show the circuit.\n",
"2. Run the script as a function of $\\phi\\in(0,\\pi/n)$ for a given number of $N=1600$ and $n=2,4,8$ (hence $M=800,400,200$) QuBits. Since you know the real value of $\\phi$ you can plot the error $\\Delta\\phi=\\bar{\\phi}-\\phi$ for every value of $n$.\n",
"3. Plot the experimental error distribution for every value of $n$ (e.g. histogram).\n",
"4. Show for each $N$ that your estimator is unbiased (e.g. the mean error is zero) and that its standard devation follows the relation derived above.\n",
"5. Compare you result with the above obtained noise values for the $N=1600$ independent QuBits. Is the scaling as expected?"
]
},
{
"cell_type": "markdown",
"id": "43da6788-8720-41f6-8155-5f6694c610e9",
"metadata": {},
"source": [
"We start by creating a circuit for the phase/parity measurement, as presented above. The specific phase $\\phi$ an the number of QuBits $n$ to be entangled goes in as an input parameter"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "af0a24aa-d5fd-4605-a7f6-28488febba2d",
"metadata": {},
"outputs": [],
"source": [
"def phase_detection_entangled(phi, n):\n",
" qreg_q = QuantumRegister(n, 'q')\n",
" qc = QuantumCircuit(qreg_q)\n",
" qc.h(qreg_q[0])\n",
" for k in range(1,n):\n",
" qc.cx(qreg_q[0], qreg_q[k])\n",
" for k in range(n):\n",
" qc.p(phi, qreg_q[k])\n",
" qc.rx(pi/2, qreg_q[k])\n",
" qc.h(qreg_q[k])\n",
" qc.measure_all();\n",
" return qc"
]
},
{
"cell_type": "markdown",
"id": "58057c19-3fc8-4365-80a9-44648bf6984b",
"metadata": {},
"source": [
"Then we show one specific circuit for an arbitrary angle of $\\phi=0.2\\pi$ wit $n=4$ entangled QuBits as an example."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "500dd372-b75d-47b8-bd0f-4957c5d98bf4",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"qc = phase_detection_entangled(0.2*np.pi,4)\n",
"qc.draw()"
]
},
{
"cell_type": "markdown",
"id": "fc5cba6d-3c83-4f82-a303-f0a5dc0934b9",
"metadata": {},
"source": [
"Now we create a script that creates and runs the quantum script for a series of $\\phi$-values, ranging from $0$ to $\\pi/n$ (everything else will give problems, due to the arccos-ambiguity and I am too lazy for this). From th results it calculates the sample estimated parity $\\bar{P_n}$ and also the sample-estimated phase estimate. The function return the series of true phases $\\phi$, the series of sample estimated $\\bar{P_n}$ and the series of sample estimated $\\bar{\\phi}$. The function takes the number for $\\phi$ and the number of Qubits $N$ to be measured and the number of QuBits to entangle $n$ as inputs. The sample depth $M$ is calculated as $M=N/n$."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "26f1fe96-d690-4a52-8e63-d9118070db87",
"metadata": {},
"outputs": [],
"source": [
"def phase_detection_entangled_experiment(num_phi, N=1024, n=2):\n",
" sim = Aer.get_backend('aer_simulator') \n",
" M = N/n;\n",
" parity = np.zeros([num_phi])\n",
" phases = np.zeros([num_phi])\n",
" phis = np.linspace(0,np.pi/n,num_phi)\n",
" for k, phi in enumerate(phis):\n",
" circuit = phase_detection_entangled(phi,n) \n",
" result = sim.run(circuit, shots=M).result(); \n",
" counts = result.get_counts()\n",
" for key, val in counts.items():\n",
" p = 0\n",
" key_ = key.replace(\" \", \"\")\n",
" for letter in key_:\n",
" p = p + int(letter,2)\n",
" if (p % 2) == 0:\n",
" parity[k] = parity[k] + val\n",
" else:\n",
" parity[k] = parity[k] - val\n",
" parity[k] = parity[k]/M\n",
" phis_est = np.arccos(parity)/n;\n",
" return phis, parity, phis_est"
]
},
{
"cell_type": "markdown",
"id": "4a652675-d7c8-47bd-affe-71308b1b7c5d",
"metadata": {},
"source": [
"This function is used to plot the results. It plots three curves\n",
"1. A plot of the sample estimated $\\bar{P_n}$ values as a function of the true phase $\\phi$ with an overlay of the true expectation value $\\langle\\hat{P_n}\\rangle$.\n",
"2. A plot of the phase estimation error $\\bar{\\phi}-\\phi$ as a function of the true phase $\\phi$. This should be a constant zero-centered noisy line.\n",
"3. A histogram of all phase estimation errors $\\bar{\\phi}-\\phi$ over (should be independent of $\\phi$, thus we can use this as an unbiased sampling method for the distribution of the errors). Together with the average error (should be $0$ because the estimator $\\bar{\\phi}$ is unbiased) and with a standard deviation, which should be $\\frac{1}{\\sqrt{nN}}$ as per the disussion above.\n",
"\n",
"The function takes the result from phase_detection_entangled_experiment() as an input and returns the list of phase estimation errors $\\bar{\\phi}-\\phi$ as well as this lists mean and this lists standard devation (as displayed in the histogram)."
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "20f08990-f895-40b8-86a2-bc9fe0bc7a92",
"metadata": {},
"outputs": [],
"source": [
"def phase_detection_entangled_experiment_plot(phis, parity, phis_est, N, n):\n",
" \n",
" notnan = np.argwhere(np.isnan(phis_est)==False)\n",
" phis = phis[notnan]\n",
" parity = parity[notnan]\n",
" phis_est = phis_est[notnan]\n",
" err = phis_est-phis\n",
" meanerr = np.sum(err)/num_phi\n",
" stddeverr = np.sqrt(np.sum((err-meanerr)**2)/(num_phi-1))\n",
"\n",
" plt.figure(figsize=(12,8), facecolor='white')\n",
" plt.rcParams.update({'font.size': 22})\n",
" plt.plot(phis, parity,'bo')\n",
" plt.plot(phis, np.cos(n*phis),'b')\n",
" plt.title('N=' + str(N) + \" n=\" + str(n))\n",
" plt.xlabel('Phase $\\phi$ [rad]')\n",
" plt.ylabel('Parity')\n",
" plt.xlim(0, np.pi/n)\n",
" plt.grid(which='major',axis='both')\n",
"\n",
" plt.figure(figsize=(12,8), facecolor='white')\n",
" plt.rcParams.update({'font.size': 22})\n",
" plt.plot(phis, err,'bo')\n",
" plt.title('N=' + str(N) + \" n=\" + str(n))\n",
" plt.xlabel('Phase $\\phi$ [rad]')\n",
" plt.ylabel('Phase Measurement Error')\n",
" plt.xlim(0, np.pi/n)\n",
" plt.grid(which='major',axis='both')\n",
"\n",
"\n",
"\n",
" plt.figure(figsize=(12,8), facecolor='white')\n",
" plt.rcParams.update({'font.size': 22})\n",
" plt.hist(err)\n",
" plt.title('$N$=' + str(N) + \" n=\" + str(n) + ' MeanErr=' + f\"{meanerr:{4}.{2}}\" + ' StdDevErr=' + f\"{stddeverr:{4}.{2}}\")\n",
" plt.xlabel('Phase Measurement Error')\n",
" plt.ylabel('No. of Occurences')\n",
" plt.grid(which='major',axis='both')\n",
"\n",
" return err, meanerr, stddeverr"
]
},
{
"cell_type": "markdown",
"id": "7110787e-fc25-4ff5-969b-146d39f7e5b3",
"metadata": {},
"source": [
"Now we run the experiment with a constant number of QuBits of $N=1600$ which we group into $n=2,4,8$ entanglement groups."
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "38c149ce-ff0b-4430-9e17-089bb694a91c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"num_phi = 100\n",
"N = 1600\n",
"n = 2\n",
"phis, parity, phis_est = phase_detection_entangled_experiment(num_phi, N, n)\n",
"err, meanerr, stddeverr = phase_detection_entangled_experiment_plot(phis, parity, phis_est, N, n)\n",
"\n",
"n = 4\n",
"phis, parity, phis_est = phase_detection_entangled_experiment(num_phi, N, n)\n",
"err, meanerr, stddeverr = phase_detection_entangled_experiment_plot(phis, parity, phis_est, N, n)\n",
"\n",
"n = 8\n",
"phis, parity, phis_est = phase_detection_entangled_experiment(num_phi, N, n)\n",
"err, meanerr, stddeverr = phase_detection_entangled_experiment_plot(phis, parity, phis_est, N, n)"
]
},
{
"cell_type": "markdown",
"id": "a1bb924a-7cbd-4248-bd0f-84224d63063b",
"metadata": {},
"source": [
"The bevahior is just as expected\n",
"- the sample estimated partity $\\bar{P_n}$ follows the line predicted by the expectation values $\\langle\\hat{P_n}\\rangle$, albeit with noise\n",
"- the phase measurement error is not biased, which means that the sample phase estimator $\\bar\\phi$ is a good measurement for the true phase $\\phi$.\n",
"- However the estimator is noisy, with a constant niose level for all values of $\\phi$, as expected.\n",
"- The noise level drops very close to the expected rate of $\\frac{1}{\\sqrt{nN}}$ with $0.019$ at $n=2$, $0.013$ at $n=4$ and $0.009$ at $N=8$. From above we had the value $0.027$ at $n=1$. all values for $N=1600$.\n",
"The mean is always much lower than the standard deviation which underlines the unbiasedness. (values may change slight from run to run)."
]
},
{
"cell_type": "markdown",
"id": "34f616ce-1cb0-43bb-a2ac-ca67ff7e031d",
"metadata": {},
"source": [
"## Addon Task: Carry out the Analysis on a Quantum Computer"
]
},
{
"cell_type": "markdown",
"id": "af38b506-00c4-430a-9dc8-5337a163be50",
"metadata": {},
"source": [
"We first have to load a few more tools from QISKIT. Among them is my personal acces to the IBM-cloud using an FhG-ticket. Thank you Fraunhofer-Gesellschaft! You can just go with load_account(), this is only limit you access to a few special small scale QCs. Does not really make a difference for this test."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "d7c19830-7198-4140-a1c3-a5aaefaf3f4e",
"metadata": {},
"outputs": [],
"source": [
"from qiskit import IBMQ, Aer, assemble, transpile\n",
"from qiskit import QuantumCircuit, ClassicalRegister, QuantumRegister\n",
"from qiskit.providers.ibmq import least_busy\n",
"from qiskit.tools.monitor import job_monitor\n",
"\n",
"provider = IBMQ.load_account()\n",
"provider = IBMQ.get_provider(hub='ibm-q-fraunhofer', group='fhg-all', project='ticket')\n"
]
},
{
"cell_type": "markdown",
"id": "be1d9b66-2d10-4fd2-a8e4-ad9d809b3cd4",
"metadata": {},
"source": [
"This is essentialls the same code from above split into two different sections, the reason is simple\n",
"- QC-jobs go into a queue. Hence it makes sense to pack a set of circuits (in this case all circuits for a $\\phi$-sweep into a job.\n",
"- The Queue can be very long. There is not point in waiting in the program. We will rather craete the job, queue it and then retrieve it from its job-ID for analysis\n",
"- it makes sense to transpile the jobs (e.g. convert them onto suitable operations best supported by the respective machine.\n",
"- one more caveat: jobs may be \"private\", this means that the results will be deleted after the first call to results()\n",
"\n",
"After some initial test-runs we also implemented a calibration (error mititgation) section. After all be a using an analog device, which must be calibrated (this is done frequently but not job-specifically). To really work well this will be done for a set of selected well-defined $\\phi_{calib}$-values and use them to calibrate the script. We'll see the effect later on. The set of job will then begin with parity measurements for these values which will be run with the same circuit but with $M\\cdot{}r_{calib}$ repetitions, e.g. with a larger number of classical repetitions to get the noise for this calibration run low. The resulting data will the be fitted with a 2nd degree poynomial and removed from the partity data. (Default values: 10 $\\phi_{calib}$ and $r_{calib}=16$).\n",
"\n",
"We have also implemented another plotting function to give us some info on the calibration run.\n",
"\n",
"There are a few things which we did not implement so far\n",
"- Operation on the best QUBIT. Not all QuBits run equally well. Not all QuBits are physically interconnected. Some of this may be taken care for by the transpiler. If you want to make sure, you can get error data from the devices (also from the dashboard)\n"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "22620287-0c11-494d-bf03-94afb3d014ce",
"metadata": {},
"outputs": [],
"source": [
"def phase_detection_entangled_experiment_onQC_run(num_phi, provider, N=1024, n=2, deviceName=None, num_phi_calibrate=10, rep_calibrate=16):\n",
" if (deviceName is None):\n",
" device = least_busy(provider.backends(filters=lambda x: x.configuration().n_qubits >= 3 and \n",
" not x.configuration().simulator and x.status().operational==True)) \n",
" else:\n",
" device = provider.get_backend(deviceName)\n",
" print(\"Running on device: \" + str(device))\n",
" M = int(N/n)\n",
" qcs = []\n",
" phis_calibrate = np.linspace(0,np.pi/n,num_phi_calibrate)\n",
" for k, phi in enumerate(phis_calibrate):\n",
" qc = phase_detection_entangled(phi,n) \n",
" qc_transpiled = transpile(qc, device, optimization_level=3)\n",
" for k_ in range(rep_calibrate):\n",
" qcs.append(qc_transpiled) \n",
"\n",
" phis = np.linspace(0,np.pi/n,num_phi)\n",
" for k, phi in enumerate(phis):\n",
" qc = phase_detection_entangled(phi,n) \n",
" qc_transpiled = transpile(qc, device, optimization_level=3)\n",
" qcs.append(qc_transpiled)\n",
" \n",
" job = device.run(qcs, shots=M); \n",
" return job;\n",
" \n",
" \n",
"def phase_detection_entangled_experiment_onQC_analyse(num_phi, job, N=1024, n=2, deviceName=None, num_phi_calibrate=10, rep_calibrate=16): \n",
" M = int(N/n)\n",
" parity = np.zeros([num_phi])\n",
" parity_calib = np.zeros([num_phi_calibrate]);\n",
" phases = np.zeros([num_phi]) \n",
" result = job.result()\n",
"\n",
" phis_calibrate = np.linspace(0,np.pi/n,num_phi_calibrate)\n",
" for k, phi in enumerate(phis_calibrate):\n",
" for k_ in range(rep_calibrate):\n",
" counts = result.get_counts(k*rep_calibrate+k_)\n",
" for key, val in counts.items():\n",
" p = 0\n",
" key_ = key.replace(\" \", \"\")\n",
" for letter in key_:\n",
" p = p + int(letter,2)\n",
" if (p % 2) == 0:\n",
" parity_calib[k] = parity_calib[k] + val\n",
" else:\n",
" parity_calib[k] = parity_calib[k] - val\n",
" parity_calib[k] = parity_calib[k]/M/rep_calibrate\n",
" calib_fit = np.polyfit(phis_calibrate,parity_calib-np.cos(n*phis_calibrate), 2)\n",
" calib_fit = np.poly1d(calib_fit)\n",
" \n",
" phis = np.linspace(0,np.pi/n,num_phi)\n",
" for k, phi in enumerate(phis):\n",
" counts = result.get_counts(k+num_phi_calibrate*rep_calibrate)\n",
" for key, val in counts.items():\n",
" p = 0\n",
" key_ = key.replace(\" \", \"\")\n",
" for letter in key_:\n",
" p = p + int(letter,2)\n",
" if (p % 2) == 0:\n",
" parity[k] = parity[k] + val\n",
" else:\n",
" parity[k] = parity[k] - val\n",
" parity[k] = parity[k]/M\n",
"\n",
" parity_corrected = parity-calib_fit(phis);\n",
" phis_est = np.arccos(parity_corrected)/n;\n",
" \n",
" return phis, parity, phis_calibrate, parity_calib, calib_fit, parity_corrected, phis_est\n",
"\n",
"def phase_detection_entangled_experiment_plot_calib(phis_calibrate, parity_calib, phis, parity, calib_fit, parity_corrected, N, n):\n",
"\n",
" plt.figure(figsize=(12,8), facecolor='white')\n",
" plt.rcParams.update({'font.size': 22})\n",
" plt.plot(phis, parity,'go')\n",
" plt.plot(phis_calibrate, parity_calib,'ro')\n",
" plt.plot(phis, np.cos(n*phis),'b')\n",
" plt.plot(phis, parity_corrected,'bo')\n",
" plt.title('N=' + str(N) + \" n=\" + str(n))\n",
" plt.xlabel('Phase $\\phi$ (Calibration Run) [rad]')\n",
" plt.ylabel('Parity Error and Fit')\n",
" plt.xlim(0, np.pi/n)\n",
" plt.grid(which='major',axis='both')"
]
},
{
"cell_type": "markdown",
"id": "5e19e767-5427-42a0-8ef0-0f794c943961",
"metadata": {},
"source": [
"Here we define important parameters. Most specifically I will only use N=400, such that we really have a chance of seeing the entanglement-enhancement. We'll use the 'ibmq_montreal', which is one of the fancy new large number of QuBit machines."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "39024a0c-a382-42c7-a5dd-84614d9100f7",
"metadata": {},
"outputs": [],
"source": [
"num_phi = 50\n",
"N = 400\n",
"deviceName = 'ibmq_montreal'\n",
"#deviceName = None"
]
},
{
"cell_type": "markdown",
"id": "cda9eff1-a8b4-4694-ac3d-c1ef08b3aa52",
"metadata": {},
"source": [
"Now we run the jobs with $n=1,2,4$. Keep in mind that at this point we are just putting the jobs in the queue and printing out the job_ids, such that we can retrieve the results later. This is a bit non-elegant, since we have to manually copy&paste the job-ids in the next script line. I'll eventually think of a smarter solution (e.g. writing those to a file or something)."
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "f69a98f0-b737-4d4c-a3d5-745cd5f8b195",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Running on device: ibmq_montreal\n",
"628247c40f68653e2e228304\n",
"Running on device: ibmq_montreal\n",
"628247c70f68653b29228305\n",
"Running on device: ibmq_montreal\n",
"628247cb07c9cce28fc22844\n"
]
}
],
"source": [
"n = 1\n",
"job1 = phase_detection_entangled_experiment_onQC_run(num_phi, provider, N, n, deviceName)\n",
"print(job1.job_id())\n",
"\n",
"n = 2\n",
"job2 = phase_detection_entangled_experiment_onQC_run(num_phi, provider, N, n, deviceName)\n",
"print(job2.job_id())\n",
"\n",
"n = 4\n",
"job3 = phase_detection_entangled_experiment_onQC_run(num_phi, provider, N, n, deviceName)\n",
"print(job3.job_id())"
]
},
{
"cell_type": "markdown",
"id": "fd32de6b-01c2-4599-a31a-29cf6deefd2d",
"metadata": {},
"source": [
"After waiting for the jobs to complete we run the next line for the analysis. This produces the same data as for the simulated scripts from above. We have however, added a plot that displays the parity claibration (error mitigation) and display the final result in terms of the ERROR corrected results. The new plot shows the raw parity data as green dots. The red dots are the data points which are used for calibration and blue dots are the corrected partity data using a quadratic fit to the difference of the red dots and the blue line. It should lie very close to the blue curve, which is the real expectaton value of the parity."
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "e2c0d6e2-210f-4eeb-bbac-34c5c9a832d2",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"All jobs run on ibmq_montreal\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_59/1744250704.py:66: RuntimeWarning: invalid value encountered in arccos\n",
" phis_est = np.arccos(parity_corrected)/n;\n",
"/tmp/ipykernel_59/1744250704.py:66: RuntimeWarning: invalid value encountered in arccos\n",
" phis_est = np.arccos(parity_corrected)/n;\n"
]
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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Xrl0AxMTE2N0m+t/+LlnbXs7Zs0Hs2QNhYVC8uPkzNNS8gb5Y1gw7WYNss2bYAd+6wc5rUK6IiIiI+C4lAPk4fvw4ACVKlLC7TcmSJQE4duyYQ8fctatEnn3kw8IuvIoXhz/+gHPncm6TkQH33w+HD0PFilChgvmzYkUoVw6Cgx27LhEREREpupQAeEBSUhJJSUkAlCr1N/HxWzh7NoizZy2cORPEmTNB/76/sGzPnsqAJdex0tMNHnww93KLxaB06bOUKZP1OkOFCqeJijqZ/apU6TTBwYa7L9fjjh8/TrIPzQX69dcVmTWrJgcPhlGx4mnuvnun39Uq8LU2DQRqU/dQu7qe2tT11KaupzYtHCUA+cj6dv/EiRN2t8l6SlCqVCm728THxxP/b/+dunXr8vLLdS977thYezPsWFi/Hg4evPD66y84eNDCwYOhHDwYyl9/mU8Q1q7NOU9/sWJQowZceeWFV+3a5s/YWAgJuWxYPik5OZm4uDhvhwGYXbdee+1Cu//5Z3Fee60B9es38KuuUr7UpoFCbeoealfXU5u6ntrU9dSmhaMEIB+xsbEApOV1J/6vPXv25NjWVRITc44BAHOGneeeg/LlzVeDBvkfwzDMRGD79tyvVavg4l5LwcHmIN4rr4SrroLmzc1X7drmIGRxjDeKo4mIiIgUhBKAfDRr1gyAX3/9lZMnT+Y5E9DatWtzbOsqWTeLCQlmYa3oaDMpKMhNpMUCVauar44dc64zDPPJwaWJwdatMHUqnD5tbleyJDRrdiEhaNEC6tY1nyZIbiqOJiIiIr5Ot3H5qF69Os2bN2fDhg3Mnz+f22+/Pcf6lStXsnfvXipXrkzbtm1dfn53zrBjsVwYQNyuXc51Z8/C5s2wYQOsX2/+fOutC99sh4dDkyYXEoLmzc2nEaGh7onVn6g4moiIiPg6de4Axo4dS7169Rg7dmye6wBGjx7N9u3bs5cfPHiQESNGADBmzJiAqgIcEmJ2A7rjDvNpwOrVcPQo/PorvP8+3HefebP//vtw113mE4LISLj2Wpg4Eb799sIThKJGxdFERETE1wXOXeu/NmzYQJs2bbJfGzZsAODJJ5/Msfxif/zxB1u2bOGPP/7Idbz+/fszfPhwDhw4QOPGjenduzc333wztWvX5rfffqNPnz6MHDnSI9fmbvkVHgsONr/lHzwYXn0VVq6EI0fMLkPz5plJwZEjMGGC2d2oTBno0gUmTTLHG5w5440r8jwVRxMRERFfF3BdgI4ePcoPP/yQa/m2bducPub06dNp374906ZNY+XKlZw/f5569epx5513Mnz48ID49t+ZwmNBQeYg4dq14dZbzWWHD5tPAJKTYcUKGDfOXB4eDtdcA3Fx5qtVq8DtMqTiaCIiIuLLAi4BiIuLwzAKNtf97NmzmT17dr7b3Hbbbdx2222FiMy3uWr2mrJl4aabzBfA33/nTAieespcHhFhJgRdu8KNN5oDiy+thiwiIiIiruf/X12LS7hr9ppy5aBPH5gyBX7+GQ4dgk8+MccO/PEHjB4N9eubCcBjj8E33+SugCwiIiIirqMEQAD7s9S4evaacuWgb1944w1ISTETjOnToWZNc1mnTlCpEtx+O3z8cc5aBSIiIiJSeEoABPDe7DXVq8Pw4fDFF+bTgfnzoWdP+L//gwEDzIJnN9xgJgn/1lwTERERkUJQAiCAb8xeU7o09O8Pc+bAn3+aMw098ADs2AH3328+jWje3Jxp6LffPBeXiIiISCBRAiDZrFZITYXMTPOnN2eyKVbMnE705ZfNqUY3b4bJk82nEhMnQsOGZjLwyitw6FCATickIiIi4gZKAMTnWSxQrx488YRZU+CPP+D1180k4bHH4JZb2tK1K8yebRYsExERERH7lACI36lUCR58EH78EbZsgSFD0khNhWHDzHW33gqffVZ0io+JiIiIFIQSAPFrderAsGGpbNsG338Pd98Ny5ebdQiqVDEHGK9eDQUsDeFx+VVhFhEREXElJQASECwWaNMGpk6F/fvNWYS6dYP33oP27c1pRseNM8c2+JqsKsxpaWaiklWFWUmAiIiIuIMSAAk4ISHQowfMnWvOJjRnjllo7LnnzESgVy/4/HM4f97bkZryq8IsIiIi4mpKACSglSoFQ4aYdQZSU82nABs2QO/eZjKQmAgHDng3RndVYRYRERHJixIAKTKqV4dnnjG72Hz8sTl+4KmnzOW33AIrVnhnrICnqjCLiIiIgBIAKYJCQqBfP/jf/8xZhB58EL7+Gq69FurXhylT4J9/PBePt6owi4iISNGkBEC8wldmvalTxywmtm+fOWC4bFl4+GGoWtWcVvTHH93/VMAXqjCLiIhI0aEEQDzOF2e9CQ+H22+H776Dn36CoUNh/nxo3Rquvhr++184d8595/elKswiIiIS2JQAiMf5+qw3TZrAzJnmdKLTp5vVhQcONJ8WvPkmnDjh7QhFREREnKcEQDzOX2a9KV3aLCS2eTMsXGgWFnvgAXNw7vjxcPCgtyMUERERKTglAOJx/jbrTVAQ9OljVhRetQo6dIBJk8y++vfdB9u2eTtCEREREccpARCP8+dZb665BhYtMp8KDBkCs2ebRcb69YM1a7wdnYiIiMjlKQEQjwuEWW/q1jVjTk2FsWPNGgJt25pPBz77zBzMKyIiIuKLlACIVwTKrDeVK5tPLnbvNusH7NkDN90EDRvC+++7d+Yg8J3pVEVERMR/KAEQcYGSJeGhh2D7dpg7F8LCzGlFGzY0b8rPn3f9OX1xOlURERHxfUoARFyoWDEYNAg2bIBPPoHixWHwYGjUCObNc20i4OvTqYqIiIhvUgIgAc8b3WSCgqBvX9i40SwoFhxsJgZXXQUffeSaMQL+Mp2qiIiI+BYlABLQvN1NJigI+veHTZvMasKGAbfeahYbW7CgcImAv02nKiIiIr5BCYAENF/pJhMUBLfcAikp5hiBs2fNxKBZM7PImGEU/Jj+PJ2qiIiIeI8SAAlovtZNJqsr0K+/mrMEnTwJN98MLVqY04cWJBEIhOlURURExPOUAEhA89VuMsHB5uDg336D996Do0fN6UNbtYJlyxw/TqBMpyoiIiKeowRAApqvd5MpVsycLvT33+Gdd+Cvv6BrV+jRA375xdvRiYiISCBSAiABzV+6yRQrBsOGwZYt8OKL8N135kDhu++G/fu9HZ2IiIgEEiUAEvD8qZtM8eLw+OOwYwc8+CDMmQO1a8P48XDsmLejExERkUCgBEDEB5UrB6+9Bps3Q69e8OyzZiIwcyacO+ft6ERERMSfKQEQ8WG1apn1A9asMROA4cOhceOCzxgkIiIikkUJgIdtPbaV2Cmx2FLcV4nKlmIjdkosQc8Euf1c4hmtW8M335g1AzIzzRmD4uJg7VrnjueN6sgiIiLiG5QAeEFaehrxi+PdcmNuS7ERvzietPQ0DAy3nks8y2KBPn3M2YGmTTO7B119tVlXYNcux4/jbHVkJQ0iIiKBQQmAl2SczSBhmevL0SYsSyDjbM7St+46l3hHSAiMGAHbt5sVjT/9FOrXh6efzl31OC/OVEd2NmkQERER36MEwIt2p7u+HK29Y7rjXOJdpUvDpEmwdSv07QsTJ0KDBmY3ofzGBzhTHdmZpEFERER8kxIAL4qOdH05WnvHdMe5vEHjG3KrVg0+/BBWrIBSpeDmm+GGG8yaAnlxpjqyM0mDiIiI+CYlAF4SERJBYhfXl6NN7JJIREjO0rfuOpen2Rvf8PWfX3s7NJ8QFwcbN8Lrr5uzBjVuDKNHw/HjObdzpjqyM0mDiIiI+CYlAF4QExlDUu8krI1dX5HK2thKUu8kYiJjsGBx67k8zd74hlm7ZnkpIt9TrJhZQGzrVhg82KwqXLcuzJt3oVuQM9WRnUkaRERExDcV83YARU2dUnXYMspO3wwXsTa2BsQN/6XsjWM4ePqghyPxfZUqwTvvmAN1R440ZwqaOROmTjWfDFitBauInLVtQoLZ7Sc62rz59+WqyiIiIpI3PQEQv2FvHEPFsIoejsR/tGkDP/wA//kPpKRAs2bw0ENw5EjBj2W1QmqqWYcgNVU3/yIiIv5KCYD4DXvjG+6ucbeXIvIPwcHmk4CtW82fb74JderAu++aN/MiIiJStCgBEL9hb3xD10pdvR2aXyhXDqZPh3XroHZtuPNO6NTJLCjmTiogJiIi4luUAHhYqa1bA+ouyNPTclobW0kdlUrm05mkjkoNyLEO7tasGaxaZY4R+O03aNoUnnkGTp92/blUQExERMT3KAHwhgC5C7I3Lafm5vd9FgsMG2Z++z9gAEyYYCYCq1a59jwqICYiIuJ7lAB4SwDcBdmbljNhmX9fV1FSsSJ88AEsXQqnTkGHDnDffXD8uGsmCFMBMREREd+jBMCb/PwuyN60nPaWi++64Qb45Rd49FF46y0YOrQVH398oXaAs1RATERExPcoAfAmP78Lsjctp73lRYWnx0W4SokS8PLLsHYtlCt3hgEDoE8f2LPH+WOqgJiIiIjvUQLgLQFwF2RvWs7ELv59XYURCOMimjeHGTM28PLL8PXX0KCBOXXo+fMFP5YzVYdFRETEvZQAeEOA3AXZm5azKM/MEyjjIoKDDR591OwWdM018MAD5s+UlIIfSwXEREREfItrRvqJw47VqQNbtng7DJexNrYW6Rv+SwXauIgaNcwBwh9+CKNGmU8HnngCxo2D4sW9HZ2IiIg4Q08AfJi/9iUvygJxXITFArfdZk4ZOngwPPcctGhhFhQTERER/6MEwEcFQl/yoiiQx0WUKwfvvms+EUhPhzZt4Kmn3FNATERERNxHCYCPCpS+5P7MZjOLNgcFOV68uSiMi8iaMnTIEHMce6tWsHGjt6MSERERR2kMgI8KtL7k/sZmM4s1Z1WxzSreDJcfxFoUxkWUKWM+DejXz2yXq682nwY8+SSEhHg7OhEREcmPngD4qEDsS+5PEhIu3PxnCYDizS7Xq5f5NGDgQJgwwUwENm3ydlQiIiKSHyUAPiqQ+5L7A3tFmv28eLNblC0L778PCxfC/v3QsqXZNejcOW9HJiIiInlRAuCjikJfcl9mr0iznxdvdqs+feDXX81uQU89ZQ4S/vVXb0clIiIil1IC4MOsja2kjkol8+lMUkeluv3mX9OOXpCYaBZrvlgAFG92u/LlzZoB8+eb4yaaN4fJk/U0QERExJcoARBA045eymo1izXHxJjz4AdI8WaP6d/f/Pa/d28YMwbat4fff/d2VCIiIgJKAORfmnY0N6sVUlMhM9P8qZv/gqlY0XwS8OGHsG2b+TRg+nQwDG9HJiIiUrQpARDAh6YddWbyffFZFos5Q9Avv0DHjnD//eZTgT//9HZkIiIiRZcSAAF8ZNrRrMn309LMr4mzJt8vAklAoI+/qFIFliyB11+Hr7+Gq66C//s/b0clIiJSNCkBEMBHph0topPvF5XxF0FB8OCDsG4dVK5s1hC4//7cf+UiIiLiXkoABPCRaUeL6OT7RW38RaNG8OOP8Mgj5piAFi1g40ZvRyUiIlJ0FPN2AOI7rI2t3q0zEB1tdvvJa3kA85nxFx4UFgavvALdu8PQodC6NUyaBI89Zj4pEBEREffRf7XiO4ro5Ps+Mf7CS7p2hU2bzIHBo0dDly6wZ4+3oxIREQlsDicAEydO5LPPPrvsdosXL2bixImFCkqKqCI6+b5PjL/wonLl4OOP4e23Ye1ac4Dwf//r7ahEREQCl8MJwIQJE1i0aNFlt/vss8945plnChOTFGVFcPJ9nxh/4WUWC9x5J/z0E9Sta04devvtcPSotyMTEREJPC4fA3D+/HksFourDysS0Lw+/sJHXHklfPutOR5g0iRYtcqcBbZtW29HJiIiEjhcPgZgx44dlC5d2tWHFZEiIiQEnnnGTAQMAzp0gBdfNB8KiYiISOHl+wTg0r78P/30k93+/efOnWPz5s2sWrWKuLg4lwUoIkVTu3bm9KD33GMOEF6+HObMgYoVvR2ZiIiIf8s3AZgwYQIWiwXDMAAzAfjpp5/yPWBERATjx493WYAiUnSVKQMffQQzZ8LDD0PTpjB3Ltj7jsFmM+vG7d5tzh6bmFgkhpGIiIgUSL4JwPjx47MTgIkTJ9K0aVNuuummPLcNDQ0lKiqKbt26UalSJbcEK4HDlmIjYVkCu9N3Ex0ZTWKXRPWBd0JRaEeLBYYPN58I3HKLOVXouHHmKzj4wnY2G8THX6gsnJZmvgclASIiIhe77BOALFkJwNNPP+3umCTA2VJsxC+Oz65+m5aeRvxi804t0G5e3amotWOTJrB+Pdx/vzlGIDnZvOmPijLXJyRcuPnPkpFhLlcCICIicoHDg4AzMzN555133BmLFBEJyxKyb1qzZJzNIGFZgpci8k9FsR1LloT33oPZs82aAU2bwtKl5rrddgon21suIiJSVAVsJeC5c+fSoUMHIiMjKVmyJC1btmTatGlkFnAqkaxxEPZexYsXd9MVBK7d6XnfkdlbLnkryu04dKj5NKBqVejRA554AqpXz3vb6MAvqCwiIlIgdrsAffPNNwBcffXVFC9ePPu9ozp27Fi4yArh/vvvZ/r06RQvXpwuXboQEhLCsmXLGDlyJMuWLePjjz8mKKhguU+TJk1o2rRpruUhISEuirroiI6MJi09Lc/l4rii3o716sGaNfDII/DSS1CrFoSHw8mTF7aJiDAHAl+OBg+LiEhRYjcBiIuLw2KxsHnzZurUqZP93hEWi4Vz5865LMiCWLBgAdOnT6dy5cp888031K5dG4A///yTzp07s3DhQqZOncpDDz1UoOP26dMnx5gIcV5il8QcfdcBIkIiSOziwJ2aZFM7mjf8M2bAtdfC3Xeby8qXh7//dvxGXoOHRUSkqLGbAHTs2BGLxUJERESO977u+eefB2Dy5MnZN/8AlSpVYsaMGcTFxfHCCy/wwAMPFPgpgLhG1gDVQJ+9xt3UjhcMGAAtWsDAgebYgBEj4NVXISzs8vtq8LCIiBQ1dhOA5OTkfN/7or1797J+/XpCQ0MZMGBArvWdOnUiKiqKffv2sWbNGtq1a+eFKAXMm9eieKPqamrHC2rWhFWrYOxY8+b/xx9h/nyIjc1/Pw0eFhGRosbuV+BvvPEGX3/9tSdjKbSNGzcC0LBhQ8LDw/PcplWrVjm2ddSGDRsYPXo08fHxjBkzhoULF3LmzJnCBSweYUuxETsllqBngoidEostxebtkMRNQkPhlVdg4ULYtg2aN4clS/Lfx94gYQ0eFhGRQGU3ARg1ahRz587Nc921117Liy++6LagnLVr1y4AYmJi7G4T/e//6lnbOmrx4sW8+OKLvPXWW0yePJmbb76ZWrVqsXLlSucDFrfLmis/LT0NAyN7rnwlAYGtTx9zlqDoaOjZE556Cs6fz3vbxERzsPDFHB08LCIi4o+c6gSfnJzM77//7upYCu348eMAlChRwu42JUuWBODYsWMOHbNWrVo8//zz/PTTT6Snp/PXX3+xfPlyOnXqxN69e+nRowebNm0qfPDiFkVxrnwx1aoF338Pw4aZN/PdusFff+XezmqFpCSIiTGrDsfEmO/V/19ERAJVvpWABYYMGZJrWefOnencuTP9+/dnwYIFPPnkk3z++ed2j5GUlERSUhIA//zzj1+Mp/Anx48ft9um+c2VX5T/Hr7+82tm7ZrFwdMHqRhWkbtr3E3XSl2z1+fVppfbx1fdfjuUL1+Z11+vTYMG53j66V9p1Ohojm2iosziYhdz9ccjv8+pOE/t6npqU9dTm7qe2rRwAioByPp2/8SJE3a3yXpKUKpUqUKfb/z48SxYsID//e9/nD171m5NgPj4eOL/nVewbt26xMXFFfrcckFycrLdNo3+yf5c+UX178GWYuO1717LfjLy5+k/eW3Ha9RvUD97QPGlberIPr4sLg4GDYL+/YN5+OHmvPQSPPSQ+Y2/p+T3ORXnqV1dT23qempT11ObFk5AzYMZ++90H2lpuW/4suzZsyfHtoVRr149AM6cOcOhQ4cKfTxxvcQuiUSE5OzgXdTmyr+UM92iAqErVbNm5riAHj3g4Yfh1lvh6NHL7yciIhJoAioBaNasGQC//vorJy8uB3qRtWvX5ti2MP7+++/sP2c9fRDfYm1sJal3EjGRMViwEBMZQ1LvJL/41tpd8usW5cp9fFGZMrBoEUyeDAsWQKtW8Msv3o5KRETEs/LtArR9+3bmzJlT4HUAt99+e+Eic0L16tVp3rw5GzZsYP78+bliWLlyJXv37qVy5cq0bdu20Of76KOPALNbjyu6FIl7aK78nKIj7XeLcuU+vspigSeegNatzacArVvDf/4Dgwd7OzIRERHPyDcBWL16NatXry7wOvBOAgAwduxYBgwYwOjRo2nXrh1XXnklAAcPHmTEiBEAjBkzJkcV4DfffJM333yTq6++OkdSs3v3blatWkW/fv0Iu6ikqGEYfPDBB4wdOxaAhx9+2BOXJuISiV0SiV8cn6NLz+W6RTmzj6/r1Ak2bjSTgCFDYPVqmDLFserBIiIi/sxuAtCxY0csnhwh5yL9+/dn+PDhzJgxg8aNG9O1a1dCQkJYtmwZR48epU+fPowcOTLHPocOHWLLli1Urlw5x/LDhw9jtVq57777aN68OVWrVuXYsWP8+uuv2XUERo4cyb333uux6xMprKynIQnLEtidvpvoyGgSuyTm+5TEmX38QZUqsHw5PPkkvPSSOUZgwQKoXt3bkYmIiLiP3QTAn6dWmj59Ou3bt2fatGmsXLmS8+fPU69ePe68806GDx+e49v//FSvXp3HH3+ctWvXsn37dn788UcyMzOpXLkyt956K/Hx8Vx77bVuvhoR13OmW1SgdqUqVgxefBHatoWhQ6FFC5g/33xCICIiEogCahrQi912223cdtttDm07YcIEJkyYkGt5uXLlfLLisQgANhskJMDu3WbJ28REn6xeZUux+cWTg759oV4982eXLvDKK/Dgg56dKlRERMQTAmoWIJEiw2aD+HhISwPDMH/Gx5vLfYgtxUb84njS0tMwMEhLTyN+cTy2FN+KM0v9+vDjj9CzJ4waZRYRy8i47G4iIiJ+RQmAiD9KSMh9Z5qRYS73If5YP6B0aVi4ECZONPOp9u0hNdXbUYmIiLiOEgARf7Tbzvz79pZ7ib/WDwgKgnHjYPFi2LkTWraEr7/2dlQiIiKuoQRAxB9F25l/395yL7FXJ8Bf6gf07Alr10KlStCtmzlTkGF4OyoREZHCUQIg4o8SEyEiIueyiAhzuQ9J7JJIREjOOP2tfkDt2vDDD3DzzWYBsYED4cQJb0clIiLiPCUAIv7IaoWkJIiJMaepiYkx3/vYLEDWxlaSeicRExmDBQsxkTEk9U7yyVmA8lOyJHz0EbzwgjlFaNu2sGOHOUYgNtbsMhQb63NjsEVERPIUsNOAigQ8q9XnbvjzEij1AywWGD0amjaFQYOgcWPIzITTp831WRMxgV/8tYiISBGmJwAi4pN89dv1bt1g3To4d+7CzX8WH5yISUREJBe7TwB2F3I2kWgfG4woIv4jq8xB1kynvvbtes2aZgKQFx+biElERCQXuwlAbGwsFidLYFosFs7Z+99RROQy8itz4AsJAJgTLqWl5b1cRETEl9lNAKKjo/NMANIu+h8vMjISgPT09OxlMTExroxPRIogfyhzkJiY8ylFliFDvBOPiIiIo+yOAUhNTWXXrl3Zrx07dtCiRQsqVKjAG2+8wT///JPjNXXqVCpVqkTLli3ZsWOHJ69BRAKMP5Q5uHQipqpVoXJlc6agpCRvRyciImKfw4OAX3nlFf7v//6P5ORkRo4cmf3tP5hPAu6//36WL1/O4sWLeemll9wSrIgUDX5S5gCrFVJTzdmA9u2DzZuha1e49164/344e9bbEYqIiOTmcAIwe/Zs4uLiqF+/vt1t6tevT+fOnXnvvfdcEpyIFE1+UuYglzJl4PPP4bHHYPp0uP56OHTI21GJiIjk5HACsGvXLq644orLblemTBlSU1MLE5OISI5v11NTff/mP0twMLz0EsyZA99/D61aQUqKt6MSERG5wOEEoHTp0nz33Xf5zu5z7tw5vv/+e0qXLu2S4ERE/NWQIfDNN2atgLZtYdWq8t4OSUREBChAAnD99dezZ88e7rnnHo4dO5Zr/fHjx7n33nvZs2cP3bp1c2mQIiL+6OqrzaJhDRvCuHGNePZZMAxvRyUiIkWd3WlALzVp0iSWLl3KnDlz+PTTT+nVqxc1atQAzBmDPv/8c44cOULZsmWZOHGi2wIWEfEnVavCypVw440HGD++Mps2wezZUKKEtyMTEZGiyuEEIDo6mpUrVzJkyBA2btzIBx98kF0nwPj3K62mTZvy/vvvqxaABARbio2EZQnsTt9NdGQ0iV0SsTb2k47o4lOKF4exY3+nW7fKPPEEbNsGn35qDm4WERHxNIcTAIAGDRqwfv16Vq1axcqVK9m7dy8AUVFRdOrUiQ4dOrglSBFPs6XYiF8cT8ZZs8pTWnoa8YvjAZQEiFMsFnj0UbM70MCB5uDghQvhmmu8HZmIiBQ1BUoAsrRv35727du7OhYRn5GwLCH75j9LxtkMEpYlKAGQQrnhBvjhB+jdG669FmbNUvVgERHxLIcHAYsUJbvTdxdouUhB1K0La9ZA+/Zw++3w5JPmdKciIiKe4NQTgL1797J//35OnTpld5uOHTs6HZSIt0VHRpOWnpbnchFXKFsWvvgCRo6E55+H33+H99/X4GAREXG/AiUAn3zyCWPHjmX79u35bmexWPKtFyDi6xK7JOYYAwAQERJBYpdEL0YlgSYkBGbOhAYN4JFHzCcCn30G1at7OzIREQlkDicAixcv5pZbbiEzM5PIyEhq1qypgl8SsLL6+WsWIHE3iwUeegjq1IFbbzVrB3z6qflTRETEHRxOAJ577jkMw2DSpEk8/vjjhISEuDMuEa+zNrbqht/P+PPUrd27w/ffm4ODO3WCd981ZwsSERFxNYcHAW/atIlmzZrx5JNP6uZfRHxO1tStaelpGBjZU7faUmzeDs1hDRuaMwS1bAmDBsGECaocLCIirudwAhASEkLdunXdGYuIiNPym7rVn1SoAF9/DUOHwjPPmE8BTp4Emw1iYyEoyPxp85+8RkREfIzDXYBatGjBzp073RmLiIjTAmnq1rAwswtQgwYwZgysXQsHDpiJAEBaGsSbdemw+kcPJxER8SEOPwEYM2YMP/74I//73//cGY+IiFPsTdHqyNStthQbsVNiCXomiNgpsT7RbchigSeegE8+gdTUCzf/WTIyIMG/Hm6IiIiPcPgJQN26dUlISODGG2/kwQcfpGfPnkRHRxMUlHcOER2t+dJFxHOcnbo1a+xA1n5ZYwcAnxhA3KeP/XW7/e/hhoiI+ACHE4DY2FgsFguGYfDyyy/z8ssv291WdQBExNOcnbo1v7EDvpAAAERHm91+8louIiJSUA4nANHR0VgsFnfGIiJSKM5M3eoPYwcSE80+/xkX5SnFisHEid6LSURE/JfDCUBqaqobwxAR8Y7oyGjS0nN/ve7I2AFPyRrom5BgdvspVQqOHoX334cbb4QyZbwanoiI+BmHBwGLiPily8yfmdglkYiQiBzLHBk74GlWqzkYODMT0tPhnXcgORmuuQZ27fJ2dCIi4k+UAIhI4LLZzL4zaWlmRa2s+TMvSgKsja0k9U4iJjIGCxZiImNI6p3kM/3/7Rk2DL76Cvbvh9atzSrCIiIijnC4C9Cl0tPTOXr0KIadMpWaBUhEvC4hIWfHebgwf+ZFE+g7M3bAF3TuDGvWQM+e5p/nzIFbbvF2VCIi4usKlAAcPnyYcePGsWDBAv766y+722kWIBHxCfbmyQyg+TPr1jWTgD594NZbYft2GDvWrCMgIiKSF4cTgH/++YfWrVuzc+dOgoODCQ8PJyMjgypVqnDgwAEMw8BiseibfxHxHUVk/szy5WHZMrjrLvPhxrZt8J//QGiotyMTERFf5PAYgMmTJ7Njxw6GDRtGeno6/fv3x2KxsG/fPo4dO8Z//vMfypYtS/v27dmlEWki4gsSEyEi5wBfIiLM5QEmLMycFWjCBJg9G7p1g8OHvR2ViIj4IocTgMWLF1OhQgWmTZtGeHh4jpoAERER3HPPPSxdupQPP/yQ6dOnuyVYEZECsVohKQliYsw+MTEx5nur//X3d4TFAk8/DR98AN99B23bml2CRERELuZwApCamkrLli0JCwsDyE4Azp8/n71Ny5Ytad++PW+//baLwxQRcdLF82empgbszf/FrFb4+mv4+29o0wZWrfJ2RCIi4kscTgCCg4MpXbp09vsSJUoAcOjQoRzbVa1alW3btrkoPBERcUaHDubg4HLloEsXmDvX2xGJiIivcDgBqFq1Knv27Ml+HxsbC8D69etzbLd58+bspwQiIuI9V15p1gdo29Z8KpCYaJZDEBGRos3hBKB58+b8/vvv2V1+unTpgmEYjBkzhs2bN3Ps2DEmT57Mzz//TJMmTdwWsIiIOK5sWfjySxg8GJ56Cu6+G86e9XZUIiLiTQ4nAN27d+fw4cN88cUXADRt2pTevXvzyy+/0KhRI8qUKcOTTz6JxWJh/PjxbgtYREQKJizMLBI2fjy8845ZOCw93dtRiYiItzicAAwaNIg9e/bQqVOn7GVz587l/vvvp2LFihQrVoxGjRrx0Ucf0bFjR7cEKyIizrFY4Jln4N13YcUKaN8+oOqhiYhIAThcCKxYsWJERUXlWFaiRAmmTp3K1KlTXR6YiIi43h13QPXqcPPN5gxBn38OzZt7OyoREfEkh58AiIhITrYUG7FTYgl6JojYKbHYUmzeDskhXbqYdQJCQqBjR/i///N2RCIi4klKAEREnGBLsRG/OJ609DQMDNLS04hfHO83SUDDhuY0oXXrwo03guo3iogUHUoARESckLAsgYyzGTmWZZzNIGFZgpciKrgqVWDlSnNQ8P33w+OPm/XSREQksCkBEBFxwu70vEfQ2lvuq0qWhIULYeRIePlluOUWOHnS21GJiIg7KQEQEXFCdGR0gZb7suBgeOMNeO01+OQTuPZaOHjQ21GJiIi7KAEQEXFCYpdEIkIiciyLCIkgsUuilyIqHIsFRo2CBQvg55/N6sFbtng7KhERcQclACIiTrA2tpLUO4mYyBgsWIiJjCGpdxLWxlZvh1YoffuadQKOHTOTgG+/9XZEIiLiag4nAI888ggTJ050ZywiItn8YYpNa2MrqaNSyXw6k9RRqX5/85+ldWv44QeoWBGuuw4++sjbEYmIiCs5nABMnTqVn3/+2Z2xiIgA/j/FZn5sNoiNhaAg86fNRy+pRg2zVkCrVnDrreYAYcPwdlQiIuIKDicAlStXplgxhwsHi4g4LRCm2MyLzQbx8ZCWZt5Mp6WZ7301CShbFv73P3NmoMcfhwcegPPnvR2ViIgUlsMJQNeuXVm9ejXnzp1zZzwiIgEzxealEhIgI2deQ0aGudxXFS8OH35oJgDTpsHNN8OJE96OSkRECsPhBOCZZ57h5MmT3HfffZzQv/4i4kaBNMXmxXbbyV/sLfcVQUHw4ovw5pvw+efQuTP8+ae3oxIREWc53Kdn9uzZdO/enXfffZfPPvuMrl27EhMTQ3h4eK5tLRYL48aNc2mgIlJ0JHZJJH5xfI5uQP48xWaW6Giz209ey93FZjOfMOzebZ4nMRGsTo5Vvv9+qF4dBg40ZwhauhTq1nVtvCIi4n4OJwATJkzAYrFgGAaHDh1i3rx5ubbJWq8EQEQKI2s2nYRlCexO3010ZDSJXRL9fpadxESzz//F3YAiIszl7pA15iDrfFljDsD5JODGGyE5GXr3hnbt4NNPoX17l4QrIiIe4nACMH78eCwWiztjERHJZm1s9fsb/ktl3XS76hv5y8lvzEFhznn11fD999C9O3TtCu+/DwMGFC5WERHxnAI9ARARkcKxWt13w38pd445qFnTnCb0ppvMWYJefhkeecSsKCwiIr5NlYBFRAKUvbEFrhpzUK4cfP21+e3/Y4/Bgw9qmlAREX/g9MT+f/zxB/v27QMgKiqKKlWquCwoEREpPE+MOSheHObNg5gY8ynAnj0wd655HhER8U0FfgLw1ltvUbduXapVq0br1q1p3bo11apVo169esyaNcsdMYqIiBOsVkhKMm/OLRbzZ1KS67sgBQXBSy/B1KmweLE5TejBg649h4iIuE6BEoA77riD++67j23btgFQtWpVqlatCsDWrVu59957GTZsmOujFBEp4mwpNmKnxBL0TBCxU2KxpThWPthqhdRUyMw0f7pz/MHIkfDJJ5CSYs4Q9O9/FSIi4mMcTgA+/PBD5syZQ4UKFZgxYwYZGRns2bOHPXv2kJGRwYwZM6hYsSJz5szJc4pQERFxji3FRvzieNLS0zAwSEtPI35xvMNJgCfddBMsXw7p6WYSsGaNtyMSEZFLOZwAvPXWW4SGhrJ8+XLuvfdewsLCsteFhYVx7733smzZMooVK0ZSUpJbghURKYoSliXkKIoGkHE2g4RlCV6KKH9t2pjThEZGwrXXmrUCRETEdzicAPz000/ExcXRoEEDu9s0aNCAzp0789NPP7kiNhERAXan5z1vp73lvuDKK80koHFj6NsXpk3zdkQiIpLF4QQgIyODsmXLXna7smXLcvLkyUIFJSIiF0RH5j1vp73l3mKzQWysOSg4Nha++gpWrDCrBo8cCaNHm2MRRETEuxxOAKKiovjxxx8xDMPuNoZhsHbt2uyBwSIiUniJXRKJCMk5r2ZESASJXVw4n2ch2WzmlKNpaWAY5s/4eFi40BwYPHw4vPiiOQj59GlvRysiUrQ5nAB069aNXbt28fjjj3M+j0ovmZmZjB49mp07d3LDDTe4NEgRkaLM2thKUu8kYiJjsGAhJjKGpN5JWBt7qKSwAxISctYbAPN9QgIEB5tdgF54wawZ0K0b/POPd+IUEZECFAIbM2YM8+bN47XXXmPhwoXcdttt1KhRA4vFws6dO/nwww/ZtWsXZcqUYcyYMe6MWUSkyLE2tvrUDf+ldtsZjpC13GIxuwBVrw533AHt28PSpa6rSiwiIo5zOAGIjo5myZIl3HLLLezatYvnnnsux3rDMKhevTofffQR1atXd3mgIiLiu6KjzW4/eS2/2G23QZUq5sDgNm1gyRJo2tQjIYqIyL8cTgAA2rRpw7Zt25g/fz4rV65k3759gDk+oFOnTgwYMCDH9KAiIlI0JCaaff4v7gYUEWEuv1TnzrBqFfToAR06wIIFcP31notVRKSoc3gMwBtvvMGsWbMICwtj8ODBvPXWWyxZsoQlS5bw1ltvMXjwYJ+6+Z87dy4dOnQgMjKSkiVL0rJlS6ZNm0amk1NQfPHFF1x//fWULVuWiIgIGjVqRGJiIqc1mk1EBKsVkpIgJsbs7hMTY763V3m4USNzmtCaNaFnT5g926PhiogUaQ4nAI888gif+kk1l/vvvx+r1cq6devo0KED1113HVu3bmXkyJH079+/wEnAiy++SPfu3Vm+fDnNmzenZ8+eHDx4kKeeeoq4uDgyLh35JiJSBFmtkJpqTvWZmmr/5j9LVBR8+y3ExcGwYTBxojmDkIiIuJfDCUCFChUoVaqUO2NxiQULFjB9+nQqV67Mpk2b+Pzzz1m4cCHbtm2jfv36LFy4kKlTpzp8vHXr1jFmzBgiIiJYvXo1X3/9NfPnz2fnzp107NiRNWvWkJDgm9U4RUR8XenS8H//B7ffDk8/bXYjOnfO21GJiAQ2hxOA9u3bs3btWnfG4hLPP/88AJMnT6Z27drZyytVqsSMGTMAeOGFFxx+CvDCCy9gGAajR4+mdevW2ctLlizJu+++S1BQENOnT+fIkSOuuwgRkSIkNNTsAvTUUzBrFtx0Exw/7u2oREQCl8MJwPjx49m7dy9PP/10vsXAvGnv3r2sX7+e0NBQBgwYkGt9p06diIqK4sCBA6xZs+ayxztz5gxLly4FwJrHs+yaNWvStm1bzpw5w5IlSwp/ASIiRZTFAs8+C//5D3zxhdkt6M8/vR2ViEhgcngWoI0bNzJkyBAmTZrExx9/zE033URMTAzh4eF5bn/77be7LEhHbdy4EYCGDRvajatVq1bs27ePjRs30q5du3yPt2XLFjIyMihbtiy1atWye7zVq1ezceNGbrvttsJdgIhIERcfD1Wrwq23Qtu2Zq2AunW9HZWISGBxOAG44447sFgsGIbB5s2b+f333/Pd3hsJwK5duwCIiYmxu030v5NSZ23ryPGi86lUU5DjiYjI5fXqBcnJ5uxA7drB4sXmTxERcQ2HE4Dbb78di8XizlgK7fi/nUZLlChhd5uSJUsCcOzYMY8fT0REHNOqlTlN6A03QJcuMHeuWTxMREQKz+EEYLYmaXZaUlISSUlJAPzzzz8kJyd7N6AAc/z4cbWpi6lNXU9t6pyXXgohIaER/fqV5oEHttO3774c69Wurqc2dT21qeupTQvH4QTg5ptvpkqVKkybNs2d8RRK1rfxJ06csLtN1rf6jkxp6qrjxcfHEx8fD0DdunWJi4u77LnFccnJyWpTF1Obup7a1HnXXw+33QZvvFGbsLDavPACBP07hYXa1fXUpq6nNnU9tWnhODwL0P/93/9x6NAhd8ZSaLGxsQCkpaXZ3WbPnj05tnXkeLt373bJ8UREpOAiImDBAhgxAl56ySwwpiLsIiLOczgBiIqK4uzZs+6MpdCaNWsGwK+//srJkyfz3CarlkHWtvmpV68e4eHhHD58mB07duS5zY8//ujw8URExDnBwfDmmzB5MsybB926gcqviIg4x+EEoFevXnz77bdkZGS4M55CqV69Os2bN+fMmTPMnz8/1/qVK1eyd+9eKleuTNu2bS97vNDQULp37w6AzWbLtX7nzp18//33hIaG0rNnz8JfgIiI2GWxwBNPgM0G330H7dvDn3+GeTssERG/43ACMGHCBEqXLk3//v2zu734orFjxwIwevRotm/fnr384MGDjBgxAoAxY8YQFHTh0t98803q1auX59SlY8aMwWKxMHny5Oxv+8Hs+3/nnXeSmZnJiBEjKFOmjJuuSERELnbbbfDll7BnD4wc2Zyff/Z2RCIi/sXhQcCPPfYYDRs25PPPP6d27do0b97cbiEwi8XC22+/7dJAHdW/f3+GDx/OjBkzaNy4MV27diUkJIRly5Zx9OhR+vTpw8iRI3Psc+jQIbZs2ULlypVzHa9Vq1a88MILjB49mnbt2nHttddSpkwZVq5cycGDB2ndujWJiYmeujwREQH274cSJeCPP0Jp1sx8MvDCC96OSkTEPxRoGtCsOgBnzpxhzZo1rFmzJs9tvZkAAEyfPp327dszbdo0Vq5cyfnz56lXrx533nknw4cPz/HtvyOeeOIJrrrqKl555RXWrl3LqVOnqFmzJg8++CCPPfYYYWF6BC0i4ik2m1kx2OyRasEwzLEBR47AzJleDk5ExA84nAC8++677ozD5W677TZuu+02h7adMGECEyZMyHebG264gRtuuMEFkYmISGEkJGTd/Of0n/9AtWrmeh+vWyki4lUOJwBDhw51ZxwiIiIOyWdmZsaNg7Q0mDEDijn8P5yISNFSsL4wIiISmGw2iI01K2zFxprvfVR0tP3lCQkwaxbcdBP8W6dRREQu4fIEYO/evWzatMnVhxUREXfJ6lSflgaGgS2tHbFDOhBkMTySCxQ090hMNIuDXSwiAp57DiZNMrsCffEFxMXBgQNuClpExI/ZTQCCg4O566678lx388038+abb+a5bty4cSqKJSJihy3FRuyUWIKeCSJ2Siy2FPfeXTt0vos61dsYRDxvkWZEY2AhLc3MDdyVBFySezh0PqsVkpIgJgYsFoOYGPO91Wquj4+HTz+FzZuhbVvYssU9sYuI+Cu7CYBhGBiGkee6RYsWsWHDBrcFJSISiGwpNuIXx5OWnoaBQVp6GvGL492WBDh8vos61SfwHBmUyLE6I8PMEdwhrwG9jpzPaoXUVFi+fCWpqRdu/rP06gXJyeax2rWD1atdGLSIiJ/TGAAREQ9JWJZAxtmcd7sZZzNIWOaeu2uHz3dRp/rd5N3BPr+Bt4Vh77iuOF+rVvD991CuHHTpAgsWFP6YIiKBQAmAiIiH7E7P+67W3nKPne+iTvXR5L2PvYG3hZXfgF5XqFkTvvsOmjeHAQNgyhTXHFdExJ8pARAR8ZDoyLzvau0t99j5LupUn0gCEZacTw0iIswcwR3sDeh15fnKl4dly6BPH3j4YXjkEcjMdN3xRUT8jRIAEREPSeySSERIzrvdiJAIEru45+66QOf7t1O91bCR9H7EvwNsyTXA1tVyDuh13/nCw2H+fHjwQXjtNbj1Vjh1yrXnEBHxFyqTIiLiIdbG5l1twrIEdqfvJjoymsQuidnLfeV8Vqv7bvi9eb7gYLMLUEwMPPoo/PGHOVtQuXLuP7eIiC9RAiAi4kHWxla33fB7+3y2FJvHkhtnWSxmF6Dq1WHIEHOa0KVLoVYtb0cmIuI5+XYBeu+99wgODs71slgsdtfNmTPHU7GLiIiP8PQUp87KKjp2661Qpgzs328mAT/+6O3IREQ8J98EIKsWQEFfIiJStHh6ilNnXFp07M8/4fx5889xcWZ3IBGRosBuF6Bdu3Z5Mg4REfFjnp7i1Bl5FR07dcqcJahGDejbF954A0aOzL2vzWbuv3u3OUVpYqJnx0mIiLiS3QQgJibGk3GIiIgfi46MJi09Lc/lvsJecbF9++D33+G22+CBB8wnBJMnQ9C/z8iznhxkJQ9paeZ7UBIgIv5J04CKiEiheXqKU2fkV3SsRAn45BO4/354+WUYOPDCNKF5PTnIyDCXi4j4IyUAIiJSaNbGVpJ6JxETGYMFCzGRMST1TvKpWYAuV3QsOBimTjUTgPnzoWtX+Ptv+08O7C0XEfF1mgZURERcwtNTnBZUVned/PryWyxmjYCsaUKvuQaqVDFnC7qUvScKIiK+TgmAiIgUGY4WHbvlFvPG/6ab4Nw5KF48Z+Xgi58ciIj4G3UBEhERyUOHDvD99+YsQefPQ4UK5hOCmBhIStIAYBHxX0oARERE7Khb10wCmjQxxwNMnQqpqbr5FxH/pgRAREQkH5UqQXIy9Oxp1gh49FHIzPR2VCIiznM4AcjUv3YiIlJElSgBCxeadQJefRUGDMg9NaiIiL9wOAGIiYlh0qRJ/Pnnn+6MR0RExCcFB5uVgl97zUwGrr0WDh70dlQiIgXncAKwb98+nn76aWJiYhg0aBCrVq1yZ1wiIiI+adQoWLAANm2CNm3MKsIiIv7E4QRg06ZN3HPPPYSGhvLf//6XTp060aRJE/7zn/9w4sQJd8YoIiKSgy3FRuyUWK5deS2xU2Kxpdg8ev6+fc1xASdOQLt28M03Hj29iEihOJwANGrUiJkzZ7Jv3z5ef/116tatS0pKCiNGjCAqKoqHHnqI3/U1iIiIuJktxUb84njS0tMwMEhLTyN+cbzHk4Crr4Y1a8xBwtddBzbPnl5ExGkFngWoVKlSPPDAA/z2228sW7aMvn37kpGRwdSpU2nYsCFdunRh4cKFGjQsIiJukbAsgYyzOUfgZpzNIGFZgsdjqVEDvvvOfAoweDBMmgSG4fEwREQKpFDTgHbu3JmPP/6YtLQ0HnjgAQzDIDk5mf79+xMTE8PLL7/MyZMnXRWriIgIu9N3F2i5u11xBXzxhZkAjBsHd90FZ896JRQREYcUug7Axo0bGTduHG+//bZ5wKAgGjRowL59+xg9ejSNGzdm27ZthQ5UREQEIDoyukDLPSEsDObMgfHj4d13oUcPSE/3WjgiIvlyKgE4c+YMc+bMoU2bNrRs2ZJ33nmH8PBwxowZw65du0hJSWHjxo306tWLnTt38vDDD7s6bhERKaISuyQSERKRY1lESASJXRK9FJHJYoFnnoHZs80BwtdcA7u981BCRCRfxQqy8a5du5gxYwbvvvsuhw8fxjAMmjVrxgMPPMCgQYMICwvL3rZJkyZ8+umntG7dWlOGioiIy1gbWwFzLMDu9N1ER0aT2CUxe7m3DR0K1apBv37QujV8/jm0aOHtqERELnA4AejRowdfffUVmZmZFCtWjAEDBvDggw/Srl27fPdr1KgR69atK3SgIiIiWayNrVgbW0lOTiYuLs7b4eTSpQusXm12BerYET78EG680dtRiYiYHO4C9MUXX1C+fHmeeuopUlNTmTdv3mVv/gH69OnD+PHjCxWkiIgErqw5/YOeCfLKnP7u0rAh/PCD+bNPH5gyRTMEiYhvcPgJwJw5c7jlllsIDQ0t0Al69+5N7969CxyYiIgEvqw5/bOm9cya0x/wmS49hVG5sjkeYMgQePhh2LYNXn8dihWoA66IiGs5/AQgOjqa1NTUy263bds2vlFJRBERcYAvzenvLhERMH8+PPEETJ8OvXvD0aPejkpEijKHE4DOnTszefLky2734osv0rlz50IFJSIiRYOvzenvLkFBMHkyJCXB11+bMwSlpXk7KhEpqhxOAAzDwFDnRRGRgOfJPvmentPf2WtzVZvccw8sXQp79pgzBK1d69RhREQKpdCFwC518OBBwsPDXX1YERHxgKw++WnpaRgY2X3y3ZUEeHJOf2evzdVt0rUrfPcdhIdDp07wySdOHUZExGn5DkO6tC//gQMH7PbvP3fuHJs3b+arr76ifv36rotQREQ8Jr8++e4YlOvJOf2dvbZL9xu0CZ5blkF0wmCISYDERLAWLN4GDcwZgm66yawXMHkyPP64WUxMRMTd8k0A4uLisFz0r9GXX37Jl19+me8BDcPg3nvvdU10IiLiUd7ok581p7+7OXttF68ftAneWgwlzv67IC0N4s1ZiwqaBFSsCMuXw7BhMHq0OUPQ9OkQElKgw4iIFFi+CUDHjh2zE4CVK1dSsWJF6tWrl+e2oaGhREVF0bdvX037KSLip6Ijo0lLzz061V198j3J2Wu7eL/nll10858lIwMSEgqcAIDZDWjuXLjySvNBQmqqOWNQmTIFPpSIiMPyTQCSk5Oz/xwUFET37t1555133B2TiIh4SWKXxBzz8oP7+uR7mrPXdvF+0el2Ntrt/BOSoCCYNAlq1zYHCbdrB//3f1CjhtOHFBHJl8ODgFesWMHo0aPdGYuIiHiZtbGVpN5JxETGYMFCTGQMSb2TAqIol7PXdvF+uyPtbBRd+CckQ4fCV1/BgQPmDEHff1/oQ4qI5MnhWoSdOnVyZxwiIuIjPNUn3xucvbbs/SrYzD7/GRcNJo6IMPvvuEBcHKxZAz17QufO8PbbTvUsEhHJl8unARUREQlYVqtZzSsmxpyyJybGfO/Cu/Q6dcwkoE0bGDwYxo2DzEyXHV5ExH4CEBwcTLFixdi6dWv2e0dfxYo5/GBBRETEv1it5mjdzEzzpxu+oi9XzuwOdNdd5viAW2/N+dBBRKQw7N6pX1r5tyBVgFUxWEREpHBCQ+Gtt8yaAY89Brt2waefQlSUtyMTEX9nNwHIvOR546XvRURExL0sFnjkEbNb0KBBcPXV8Nln0KKFtyMTEX+mMQAiIiI+rlcv+O47s0hYhw7w8cfejkhE/JnDCUDz5s3p37+/O2MREREJGDYbxMaa8/zHxprvC6NxY/jxR2jWDAYMMMcGqMetiDjD4QTg999/J0T1yUVERC7L9u9soWlp5k16Wpr5vrBJQMWKsGzZhdmBBg+GU6dcE7OIFB0OJwAxMTEcP37cnbGIiIgEhISE3LP2ZGSYyy/nck8OiheHOXPguedg7lyzdsCBAy4KXESKBIcTgH79+vHNN99w6NAhd8YjIiLi93bvLtjyLI4+ObBYYOxYWLAAUlLMwcE//+ya2EUk8DmcACQkJFCvXj26devGDz/84M6YRERE/Fp0dMGWZynok4Obb4ZvvzVLElxzjTlDkIjI5Thcsatnz54EBwezdu1a2rVrR6VKlYiJiSE8PDzXthaLhWXLlrk0UBEREX+RmGh+c3/xzXxEhLk8P848OWje3BwcfNNN0KcPPP88PPGE+ZRARCQvDicAycnJ2X82DIMDBw5wwE6nQ4v+1RERkSIsqzhwQoJ58x4dbd78X65ocHS02e0nr+X5qVoVVq6EO++EMWNg0yaYNQvy+I5ORMTxBGDFihXujENERCSgWK2Xv+G/lLNPDrK2+/BDuOoqeOop2LIFFi2CatUKFoOIBD6HE4BOnTq5Mw4REZEiz9knB1ksFnjySWjUyNynVStYuBDatHFfzCLif1QJWERExIdYrZCaag7sTU0t+FMEgBtvhDVrzKcCnTrB7NkuDlJE/JoSABERkQDUsKE5OLh9exg2DB55BM6d83ZUIuILHO4ClGXt2rV8/PHHbN26laNHj2LkUYdcswCJiIh4X7ly8OWX8Oij8Npr8Msv8N//whVXeDsyEfGmAiUAo0aNYurUqdk3/RaLJUcCkPVeswCJiIj4hmLF4PXXoXFjGDHCLBr22WdQv763IxMRb3G4C9CHH37IG2+8QbVq1UhKSuL6668H4Msvv2TatGm0a9cOwzAYPXo0y5cvd1vAIiIiUnB33w3Ll8PRo+ag4CVLvB2RiHiLwwnAW2+9RbFixVi+fDl33303VapUAeC6665j+PDhrFq1igkTJvDqq69SokQJtwUsIiIizmnfHtauhVq1oFcvmDwZ8ujJKyIBzuEE4Oeff6ZNmzbUqlXL7jbjxo2jevXqJDoyYbGIiIh4XHQ0rFoFAwaYRcMGD4aTJ70dlYh4ksMJwIkTJ6h2UTWRsLAwAI4dO5a9zGKx0KpVK7777jsXhigiIiKuFBEB8+bBpEkwdy507Ah79ng7KhHxFIcTgIoVK/L3339nv69QoQIA27dvz7Fdeno6x48fd1F4IiIi4g4Wi1lwbNEis2pwixawcqW3oxIRT3A4AbjyyivZtWtX9vtWrVphGAYzZ87MXrZlyxZWrFiRbzchERER8R033QQ//ABly0KXLvDxx1EaFyAS4BxOAK677jp27NjB5s2bAejWrRtRUVHMmjWLq6++mn79+tGmTRvOnDnDkCFD3BawiIiIuIbNBrGxZtGwjAxo0gSmTavN7beb70UkMDmcAFitViZOnEjGv/8ihIWF8dFHH1GhQgXWrVvHwoULSU9Pp2fPnjz88MNuC1hERERyy7qZDwoyf9psl98+Ph7S0syZgPbsgd9/h44dD2KzmTMGpaZ6IHAR8TiHE4Do6GgSEhJo0aJF9rK2bduya9culi5dis1mY/369Xz22WcUK1bgAsMiIiIBxZZiI3ZKLEHPBBE7JRZbymXuyAux36U382lp5vv8koCEhNzf8mdkwJYtpVm8GHbuhJYt4euvHQpbRPzIZe/Ujxw5wpdffklaWhphYWE0bdqUTp06Za8PDw+nW7dubg1SRETEn9hSbMQvjifjrHmHnZaeRvzieACsja0u38/ezXxCAljt7LZ7d97LDx4Mo2dPs15Anz7QrRu88AI89pg5cFhE/F++CcBHH33Evffey9GjR3Msb9asGQsXLqR69epuDU5ERMQfJSxLyL6Jz5JxNoOEZQn538g7uZ+9m3l7y8GsB5CWlnt5xYqngeLUrm0ODh42DJ54Atatg3feAdX6FPF/drsA/fzzzwwePJj09HQiIiJo2rQpNWvWxGKxsGHDBvr16+fJOEVERPzG7vS877ztLS/sftHRBVsOkJho1gO4WEQE3H33zuz3JUvCRx+ZTwA+/hjatoUdO/INRUT8gN0E4NVXX+XcuXMMHjyYP/74g/Xr17Nt2zbWrVtHjRo1WL9+PcnJyR4MVURExD9ER+Z9521veWH3s3czn5hofx+rFZKSICbG7NoTE2O+79r1YI7tLBYYPRqWLoW9e81xAV98kW84IuLj7CYA3377LVWqVOGtt96iZMmS2cubNm3Ka6+9hmEYfPvttx4JUkRExJ8kdkkkIiTnHXlESASJXfK5Iy/EfvZu5u31/794v9RUyMw0f+a3/fXXm92AYmKgRw947jlUL0DET9lNAP744w9atWpFWFhYrnUdO3YEYP/+/e6LrBC2bNnC4MGDqVq1KmFhYcTExDB8+HD++OOPAh8rNTUVi8WS72vevHluuAoREfFX1sZWknonERMZgwULMZExJPVOyrcff2H2g4LdzDurZk347jsYNMgcYHzzzZCe7vrziIh72R0EfPr0acqWLZvnujJlymRv42tWrlxJ9+7dOXnyJM2bN6djx478/PPPzJw5kwULFrBq1Srq1KlT4OOWKFGC/v3757muRo0ahQ1bREQCjLWx1aEbd1ft5ykREfDBB9CqFTz+uNkl6OOPzSJiIuIfAmrC/hMnTjBw4EBOnjzJ1KlTGTlyZPa6xx57jFdeeYVBgwaxbt06LAWcy6x8+fLMnj3bxRGLiIj4H4sFRo0yk4BbboE2bWDGDLjjDm9HJiKOyDcBOHDgAN98841T67O6CXnSu+++y4EDB+jcuXOOm3+AyZMns2jRIjZs2MDSpUvp0aOHx+MTEREJJNdcAxs3ml2Chg2D1avhjTcgPNzbkYlIfvJNAL788ku+/PLLPNdZLBa76y0WC+fOnXNNhAWwaNEiAKx5dHwMDg5m4MCBJCYmsmjRIiUAIiIiLlCxInz1FYwfbw4MXr/e7BJUs6Z347LZzHEKu3eb06EmJrpnXISIP7KbAERHRxe4m4y3bdy4EYBWrVrluT5redZ2BXHixAmef/55UlNTCQsLo169etx4441Uq1bN+YBFRES8yJZiI2FZArvTdxMdGU1il0SiiCrwcYKDzRvstm1hyBBo3hzmzIEbb3RD0A6w2eDOu89x5pR5m5OWZr6HYkoCRMgnAUhNTfVgGIV39OhRDh8+DEBMTEye20T/WxFl165dBT7+oUOHePLJJ3MsGzVqFI8//jiTJk3yu2RJRESKNluKjfjF8dmVh9PS04hfHM/DtR4mjjinjtmrF2zYAP37w003wZjS03n26EMUi4mCxERsWD3yrfxDjx/nzKmSOZadOVWMhx4/jtVa0s5eIkWH3WlA/c3x48ez/1zCTp3yrHoGx44dc/i4YWFhxMfH87///Y99+/aRkZFBSkoKo0ePxmKx8NxzzzFu3LjCBS8iIuJhCcsSsm/+s2SczWDWrlmFOm6NGrB65IfEF3ubF46O4Dq+4kDaKWzDvib+znOkpZn1A9LSID7e/Lbe1f7+I6JAy0WKGoth+EYZjyeeeILPPvuswPstW7aMqKgo9u/fT1SU+djy7NmzFCuW++HGtm3bqFOnDqGhoS6ZwnTx4sXceOONhISEkJqaStWqVfPcLikpiaSkJAB2797NRx99VOhzywXHjx/PUaxOCk9t6npqU/dQuzrv2pXXYpD7FsCCheWdlhfq2G0GDqT4n38yhyHcx0zKcIRMgviTyrm2rVTpFPPmrSnU+S7VuU8spMfmXhGZyopFqS49lyP0OXU9tenlPfbYY6xbty7vlYaPsFqtBlDg165duwzDMIz09PTsZUeOHMnzHBs2bDAAo1y5ci6Lu1mzZgZgvPfeew5tX6dOHZedW0wrVqzwdggBR23qempT91C7XvDBpg+MmNdiDMsEixHzWozxwaYP8t0+5rUYgwnkelV6vlLhg7FYDMP8ot/YRCOjNlsMyMxalONlsRT+dJcqZ33AIOR4znOFHDfKWR9w/ckcoM+p66lNL69FixZ21/lMF6APPvgAwzAK/IqNjQWgdOnSXHHFFQCkpaXleY49e/YAZO/jCvXq1QNg3759LjumiIhIQWT1509LT8PAyO7Pb0ux378msUsiESE5u8REhERwd427L38+G8TGQlCQ+TNXN55/x9wBNOYX1tKKcDLIy0Wbuszro1sT0mckRKYCmRCZSkifkbw+urXrTybih3wmAXCF5s2bA7B27do81//4448ANGvWzGXn/PvvvwH0GEpERLzGXn/+hGUJdvexNraS1DuJmMgYLFiIiYwhqXcSXSt1zfdcNpvZdz/fvvyJiWbJ4H9FcpS3QkYSEnw+x7EiIsxNXc3a2Mq747oSMyEOy4RixEyI491xXX26wrKIJwVUAnDTTTcBYMtjRNH58+eZN28eAH379nXJ+Q4cOMC3334L2J96VERExN12p+8u0PIs1sZWUkelkvl0JqmjUh26QU5IgIxLvszPyDCXXziwFZKSICbGLBscE4P13a7cPel7gkodJKsnb5O4ndx2W/7nu+zTBhdem0hREVAJwLBhw6hcuTIrVqxg2rRpOdaNGTOGHTt20KxZM7p3755j3b59+6hXrx716tXL1ZXnrbfeyrN7z2+//caNN97IyZMnadu2LW3atHH9BYmIiDggOjLvfjT2lhfGbjs5Ra7lViukpkJmJqSmYrsK3svsRuajleCJclBvEd8vqUnzuH0cOpT3MR162iAiBRZQCUDJkiWZN28e4eHhjBw5kpYtWzJo0CAaNGjAyy+/TPny5fnwww9zzdl/9uxZtmzZwpYtWzh79myOddOmTaN69eo0adKE/v37M3DgQFq1akWTJk1Yu3Yt9erV06w+IiLiVfb68yd2cX3/Gnt99i/Xlz9HN6WIf+DWm6H7A/y0ujxNm8K/D9Rz7uPI0wYRKbCASgAAOnXqxMaNG7ntttvYu3cvn3zyCcePH+fee+9l06ZN1K1bt0DHe+CBB7j55ps5deoUy5YtY8GCBezcuZN27doxZcoUNmzYoGrAIiLiVfb687uj28sl3fsBx/ry5+qOZAFavwl3tSM8HOLiYNIkOH/RMAGHnzaISIHYrQTsz+rWrZvnOAB7YmNjMeyUQ7jrrru46667XBWaiIiIW1gbWz3Szz2rcm9BK/pGR0aTlp57lr6Y+n+z4WW4914YNw5WrIAPPoAqVcxj5zWxnztmDhIpSgLuCYCIiIi41yXd+y978w/5d1MqVcrs1z9rFnz/PTRtCl99BT3uWwUhJ3IeKOSEuVxEnKYEQERERNzuct2ULBa46y5YuxbKl4du3cD29SboeV+O+fzpfQ9Lig/25qWI+L2A7AIkIiIivseRbkoNG5pJwEMPwaxZI6BaUxjWCcpc6Pi/O91i/wAicll6AiAiIiIFYkuxETsllqBngoidEptvxWFnRETAW29B+SEPwsHGMPMn2HxT9np3TG8qUpQoARARERGH2VJsxC+OJy09DQODtPQ04hfHuzwJAJjyeGuKj2wHV+yE/y6CxTMIN8q7ZXpTkaJECYCIiIg4LMd8/v/KOJtBwjLXT85vbWxl1h1jiH5kELR7GdbfR5n3tlPvjKr6ihSGEgARERFxWK75/C+zvLCsja2kPbYVY/VjfP01BJ2NpE0beOGFnDUDRMRxSgBERETEYfb633uiX36XLrBpE/TpA2PHwrXXqiiYiDOUAIiIiIjD8pvP3xPKloWPPoJ334UNG+Cqq+DDDz1yapGAoQRAREREHHa5+fw9wWKBO+6An36C+vXhtttg8GBIT/dYCCJ+TXUAREREpEAcmc/fE2rVgm+/hcREePZZWLUKPvgA2rf3dmQivk1PAERERMRvFSsGTz9tJgLBwdCpEzz1FJw96+3I3MfddRgk8CkBEBEREb/Xtq3ZJWjoUPOJwDXXwLZt3o7K9TxZh0EClxIAERERCQilSsE778D8+bB9OzRtCklJYBjejsx1PFmHQQKXEgAREREJKP37Q0qK+VTg3nuhe3fYs8exfZ3pXuNslxxn9vN0HQYJTEoAREREJOBERcFXX8G0aeb4gEaNYPbs/J8GONO9xtkuOc7u5806DBI4lACIiIhIQAoKghEjzKcBTZvCsGHQuzfs35/39s50r3G2S46z+3m7DoMEBiUAIiIiEtBq1oQVK+D112H5cmjY0Jwu9NKnAbvTd8OmQfDaLphw3vy5aVC+3Wuc7ZLj7H6+UIdB/J/qAIiIiEjACwqCBx80xwPccQcMGQIffwwzZ0LlyuY2ZbeN5O/Fz8PZEuaC9FhY/BZlw8vbPW50ZDRp6Wl5Ls+Ps/uB79RhEP+lJwAiIiJSZNSuDd98A6+8Al98YT4NmDfv36cBy5+7cPOf5WwJc7kdznbJUVce8SYlACIiIlKkBAfDI4+YdQNq14ZBg+CWW+DwgZJ5bm9vOZjfxg8N+pLg1/fAhPMEv76HoUFfXvYbenXlEW9SFyAREREpkurVg1WrzKcB48eDxZL3LEHR+fTKsdngvWfbc/7f8bzn/6nGe89W45rqYL3Mvby68oi36AmAiIiIFFnFisHo0bBhQ943+hERZmVhexISICPnZD5kZJjLHWazQWysOVAhNtZ8LwHF2VoR7qIEQERERIq8hg1h61aziFiWcuXMSsL5fZO/286kPfaWX8xmg9jyxwkaPIjYtGRsxkBIS4P4+HyTAOUL/sXZmg/upARAREREBAgJgfnzL1QR/vtveO892LnT/j72ugfl120IzJv2+HhI+7skBkGkEUs8b2FjUL6PELL3SzO7KzmQL4iXOVvzwZ2UAIiIiIhcpFEjc2zA9OmwZo35/sUX4dy53NsmJprdhC52uW5DYKfrECVI4N8Zh+w8QnBJlyPxKGdrPriTEgARERGRSwQFwfDhsHkzdOtmjhNo1QrWrcu5ndVqdhOKiTEHEcfEXL7bEOTTdYh/Hx3YeYRQmC5HgcrX+tdfyl5tB0dqPriLEgARERERO6KiYOFC+OQTOHgQWrc2pxA9fvzCNlYrpKZCZqb583I3/5BP1yF25/sIwdkuR4HKF/vXX8oXaz4oARARERG5jL594bff4N574bXXzG5BS5Y4f7w8uw5xgsRyr+b7CMHZLkeByhf711/KF2s+KAEQERERcUBkpDkuYNUqKFECevY0i4j9+WfBj5Vn16EPSmA99Ea+jxCc7XLkaZ7qllOY/vXOxOjsdVkbW0kdlUrm05mkjkp1+Oa/MDGu37/e7jYqBCYiIiJSANdcAxs3wuTJMGkSfPEFvPwy3HmneVPuKKvVuRt3Z/fzlKxuOVnfzGd1ywFc/q13dGQ0aelpeS53dYyevC5XxWiPngCIiIiIFFBoKIwbB5s2wVVXwd13Q+fO8Ouv3o7M+zzZLcfZ/vXOxOjp7kauijEvSgBEREREnFS3LqxYAW+9ZSYDTZqYg4TT070dmfd4ctpLZ/vXOxOjp6fzdGWMl1ICICIiIlIIQUHmE4CtW82fU6aYicGcOebMQEWNp6e9dKZ/vTMxevq6XBnjpZQAiIiIiLhA+fIwcyasXQs1asDQodChA2zbVtLboXmUL057eSlnYvT0dbkqxrwoARARERFxoRYtYPVqePdd2L4d7r23BcOHw99/ezsyz/DFaS8v5UyMnr6uwsaYH4thGIarAxb76taty5YtW7wdRkBJTk4mLi7O22EEFLWp66lN3UPt6npqU9c6cgTuvnsvixZVIzISnnvO7CYUHOztyPybPqeX17JlS9ZdWrr6X3oCICIiIuImZcrAyJHb2bgRGjeG++6Dq6+G77/3dmS+x1O1AwKezQaxsbDefh0AJQAiIiIibta4sTlb0Lx5ZuGwdu1g2DDniogFoqz569PS0zAwsue8VxJQQDYbxMdDWu7aCBdTAiAiIiLiARYL3Hor/P47jBlj3qvVqQOvvgqnT3s7Ou/y9Bz7ASshATJUB0BERETEp5QsCc8/D7/8Yj4JePRRqF8f/vtfKKojMz09x37A2q06ACIiIiI+q04dWLoUvvwSSpWCgQOhdWv45htvR+Z5Ds15n9W3PSiINgMHmu8lp2jVARARERHxeddfDxs2mNOG7t8PnTrBTTeZXYWKisvOeX9x33bDoPiff5rvlQTklJgIEaoDICIiIuLzgoPhjjvMasKJieaA4UaNYPjwojFQ+LJz3ufVtz0jw1wuF1itkJQEMfnXAVACICIiIuIjIiLgySfNAmL33QezZsGVV8KkSQ6N7fRr1sZWUkelkvl0JqmjUnMWvLLXt93BPu9FitUKqalmRTo7lACIiIiI+JiKFeHNN+HXX80uQuPGQe3a8M47cP68t6PzAnt92x3s8y45KQEQERER8VF16sCCBbBqlXmve9dd0LSpOXi4SM0YlFff9ogIc7kUmBIAERERER93zTXw3Xcwfz6cPAk9ekBcHCQnezsyD7m4b7vFwqlKlcz3Vuvl95VclACIiIiI+AGLBfr3h99+M7sHbd8OnTubryIxdWhW3/bMTNbMm6eb/0JQAiAiIiLiR0JD4f77YccOeP11c7rQTp2ga1dYvdrb0Yk/UAIgIiIi4oeKF4cHH4SdO+HVVyElBdq3NwcNf/+9t6MTX6YEQERERMSPhYfDww/Drl3w8svw00/Qrh107w4//ujt6MQXKQEQERERCQAREfDoo2YiMHkyrF0LrVtDr14w6b9LiZ0SS9AzQcROicWW4lgFXVuKzan9xLcpARAREREJICVKwBNPmInAc8/BylWnGTewO2kz3sDY35S09DTiF8df9mbelmIjfnE8aelpGBgO7wdgs0FsLAQFmT9tyht8ihIAERERkQBUqhSMHQtXjGkBnZ+C3R0gaQO8/wUZv7flya8T8t0/YVkCGWdzlh/OOJtBwrL897PZID4e0tLMWgVpaeZ7JQG+QwmAiIiISADbe/o36JQIo2Khyxj48yp4/2t2v7iQuXPh7Nm899udvrtAy7MkJEBGzryBjAxzufgGJQAiIiIiASw6Mtr8Q/Gj0GGymQjceCfFMkthtcKVV8KUKXD8uJ397B3Pjt128gN7ywtL3Y0KTgmAiIiISABL7JJIREjEhQXFzhDR+r+889UPfPaZWVz34YehenV48kk4cMDOfkBESASJXRLzPV+0nfzA3vLCUHcj5ygBEBEREQlg1sZWknonERMZgwULMZExJPVOYkgTK717m1WE16yBLl3ghRfMhOCee6BFSN77WRvnX4E3MdGckehiERHmcldTdyPnFPN2ACIiIiLiXtbG1nxv3Fu3ho8/hm3bzKJis2fDrFlw441WPnjcyjXXgMXi4Ln+PU1CgtntJzravPm35p83OMXT3Y0ChZ4AiIiIiAgAtWvDjBlmV5rx42H1aujQwUwQ3n0397ft9litkJoKmZnmT3fc/INnuxsFEiUAIiIiIpJDxYrwzDPmN+lvvmkOEL7zToiKglGj4PffvR2hyZPdjQKJEgARERERyVNEBNx/P/z6K6xcCTfcANOnQ/360LkzfPQRnDnjvfisVkhKMsctWCzmz6Qk9z1xCBRKAEREREQkXxYLdOwIH34Ie/fC88+bXXtuvdXsbpOQYL73Bk91NwokSgBERERExGEVK8KYMbB9OyxZAldfbc4eVLMm9OoF//d/cP58wY/r6fn8i3L9ACUAIiIiIlJgwcHQvTt89hns2mU+BVi/3kwCatY0++Hv3evYsTw9n783zudLyYYSABEREREplOhoePZZc9Dw/PnmbEJPPWUuv/ZaeOcdSE+3v7+n5/P35Pl8sViZEgARERERcYmQEOjfH77+2qwp8PTT5lOAu+6CSpVgwABYtAhOn865n6fn8/fk+XyxWJkSABEREZEA540uKFdeaSYAW7bADz/AvfeaMwn17QtVqpjvv/3WHLzr6fn8nT2fM+3oi8XKlACIiIiIBDBvd0GxWMyBwq+/Dvv3w9Kl0KMHfPCBObNQjRrQpAkUL55zP3fO5+9M/QBn29EXi5UpARAREREJYL7UBaVYMbOWwAcfwJ9/mj8bNjRnDjp1yuxCBFC1qnvn83emfoCz7eiLxcqUAIiIiIgEMF/sggJQsqR5w71kiflk4I03oHlzc93+/TBpEoweDatXOzet6OUUtH6As+3oi8XKlACIiIiIBLDCdEHx1NiBihXhgQdgzRrzZnzqVKheHV59Fdq3N8cM3HmnOYD4xAn3xHA5hWlHXytWpgRAREREJIA52wXFW2MHYmJg5Ej46is4dAjmzYPrroOFC80BxOXKwdixjUlKMp8UeIovduVxlhIAERERkQDmbBcUXxg7EBkJt95qJh0HD8Ly5TB8OKSlRXDvvRAVZQ4wnjTJLELmjq5CWXyxK4+zink7ABERERFxL6u14DeqvjZ2ICQEOnc2Xzfe+AMVK8bx2WdmJeLx42HcODNh6NgR4uLMV5MmZsViV3GmHX2RngCIiIiISC6+OH1lFovFnD1o7Fj4/nuzK9DcuXDLLfD77/Doo9CiBZQvDzfdBK+9Bj/9ZPbB9yfuGoMRUAnAiRMnsNlsjBo1imuuuYYSJUpgsVjo1atXoY+9ZcsWBg8eTNWqVQkLCyMmJobhw4fzxx9/uCByEREREd/iT33eK1eGQYPMLjlbt5rVhz/4wKxK/Ntv8Mgj0KyZmRD06WPWJPj5Z99OCNw5BiOgugBt27aNwYMHu/y4K1eupHv37pw8eZLmzZvTsWNHfv75Z2bOnMmCBQtYtWoVderUcfl5RURERLwlq6tLQoLZ7Sc62rz594cuMFFRObvr7NljViFOTjZfn35qLi9bFlq1MqcfzXrVqGE+YfC2/MZgFPbvIKASgFKlSnHnnXfSsmVLWrRowcaNG7nvvvsKdcwTJ04wcOBATp48ydSpUxk5cmT2uscee4xXXnmFQYMGsW7dOiy+8GkRERERcZFA6fNevToMHmy+wExoVq40X+vXw0svwblz5royZXImBC1awJVXmt1wPMmdYzACKgGoVasWb7/9dvb73377rdDHfPfddzlw4ACdO3fOcfMPMHnyZBYtWsSGDRtYunQpPXr0KPT5RERERMS9oqNhyBDzBXD6NKSkwIYN5mv9erMw2Zkz5vqSJc0uRFkJQZMmZlJwaRcpV8eYlpb38vzYbOZTgrz2zRJQCYA7LFq0CABrHulvcHAwAwcOJDExkUWLFikBEBEREfFDYWHQsqX5ynL2rDl+ICsh2LDBHGNw8uSFbaKizETgyiuhdu0Lf65Vy0waCiMx0ezzf3E3oMuNwcgaN3Bp16FLKQG4jI0bNwLQqlWrPNdnLc/aTkRERET8X0iI+U1/kyYwbJi57Nw5c5Dxpk2wfbv52rYNFi826xRcrHLlCwlB1is62qx6XLGimSDk13vcmTEYeY0byIsSgHwcPXqUw4cPAxATE5PnNtH/PofZtWuXx+ISEREREc8rVgwaNDBflzp6FHbsuJAYZL2++gpmz869fVjYhWSgQoULf774fd265jiFiAhz+7Awc0Yge4mDo+MDlADk4/jx49l/LlGiRJ7blPz3+c6xY8c8EpOIiIiI+J7Spc1xAs2a5V534oSZHOzbZz4p+Osv8+fFf/7tN/PnqVOXP1dWMpD1Kl7c/FmsmNl16XJ8JgF44okn+Oyzzwq837Jly4iKinJDRK6TlJREUlISAP/88w/JycneDSjAHD9+XG3qYmpT11Obuofa1fXUpq6nNnU9f23T8HCIiTFfeTEMOHUqmH/+CeHIkRCOHAnlyJEQTp8O4uzZIM6cMX9e+LMle9mZM0FERxdn586SGEb+M1P6TAKwf/9+tmzZUuD9zjqS5jip5EWjN06cOEFkZGSubbKeEpQqVcruceLj44mPjwegbt26xMXFuTbQIi45OVlt6mJqU9dTm7qH2tX11KaupzZ1PbWpfY7MAuQzlYA/+OADDMMo8Cs2NtZtMZUuXZorrrgCgDQ7rbhnzx4At8YhIiIiIuIIqxVSU83pSu3xmQTAVzVv3hyAtWvX5rn+xx9/BKBZXh2+RERERER8jBKAy7jpppsAsNlsudadP3+eefPmAdC3b1+PxiUiIiIi4gwlAJjf4terV4969erlWjds2DAqV67MihUrmDZtWo51Y8aMYceOHTRr1ozu3bt7KlwREREREaf5zCBgV+nbty9//PEHAH/99RcAq1evpk2bNtnbjBs3jp49e2a/z8jIsDsAuWTJksybN4/u3bszcuRI3n33XWrXrs3PP//M5s2bKV++PB9++CGW/Co5iIiIiIj4iIBLADZu3JhrwO6RI0f44Ycfst9nJQaO6tSpExs3bmTixIksW7aMlJQUKlWqxL333svTTz9NlSpVXBK7iIiIiIi7BVwCkJqaWuB94uLiMAwj323q1q2b5zgAERERERF/ojEAIiIiIiJFiBIAEREREZEiRAmAiIiIiEgRogRARERERKQIUQIgIiIiIlKEKAEQERERESlClACIiIiIiBQhSgBERERERIoQJQAiIiIiIkWIEgARERERkSJECYCIiIiISBFiMQzD8HYQRUnJkiWpV6+et8MIKH/99RcVKlTwdhgBRW3qempT91C7up7a1PXUpq6nNr281NRUDh06lOe6Yh6OpcirV68e69at83YYAaVly5ZqUxdTm7qe2tQ91K6upzZ1PbWp66lNC0ddgEREREREihAlACIiIiIiRYgSAA+Lj4/3dggBR23qempT11Obuofa1fXUpq6nNnU9tWnhaBCwiIiIiEgRoicAIiIiIiJFiBKAQpg7dy4dOnQgMjKSkiVL0rJlS6ZNm0ZmZqZTx/viiy+4/vrrKVu2LBERETRq1IjExEROnz7t4sh9l6vadM+ePcyYMYO77rqLq666imLFimGxWHj55ZfdFLnvckWbZmZm8t133/HUU0/Rrl07rrjiCkJCQqhUqRI9evRg0aJF7rsAH+Sqz6nNZmPIkCE0btyYChUqEBISwhVXXEH79u158803OXv2rJuuwDe5+t/UiyUlJWGxWLBYLIwcOdIF0foHV7XphAkTstsvr1fx4sXddAW+x9Wf0/PnzzNz5kw6duxIuXLlKF68ONWrV6d3794sXrzYxdH7Jle0aWpqar6f0Ytf33zzjRuvxk8Y4pQRI0YYgFG8eHGjZ8+eRp8+fYxSpUoZgNG3b1/j/PnzBTre5MmTDcAIDg42unTpYvTv39+oUKGCARht2rQxTpw44aYr8R2ubNPXXnvNAHK9XnrpJTdege9xVZtu27Ytuw3Lli1rXH/99catt95qtGrVKnv5HXfcYWRmZrr5irzPlZ/Ta665xggKCjIaNWpkdO/e3Rg4cKDRsWNHIyQkJPt3//jx4268Gt/h6n9TL5aammqUKlXKsFgsBmDcf//9Lozcd7myTZ9++mkDMJo0aWIMHTo01+vuu+9245X4Dld/Tg8dOpT972jZsmWNnj17GrfccovRtm1bo3jx4sZdd93lpivxHa5q07/++ivPz2bWK6udS5UqVWT+Xc2PEgAnfPzxxwZgVK5c2di6dWv28gMHDhj169c3AGPKlCkOH2/t2rWGxWIxIiIijDVr1mQvP3bsmNGxY0cDMEaNGuXSa/A1rm7TRYsWGQ899JAxZ84c47fffjOGDBlS5BIAV7bp9u3bjWuvvdZYunSpce7cuRzrkpOTjRIlShiA8c4777j0GnyNqz+nP/zwg/HPP//kWr5nzx6jXr16BmCMHz/eFaH7NFe368UyMzONLl26GCVKlDCGDh1aZBIAV7dpVgLw9NNPuyFa/+DqNj1//rzRrl07AzAeeugh4+TJkznWHz161Ni0aZPL4vdF7vzdv1T37t0NwLjnnntccjx/pwTACS1atDAA47333su1Ljk5OfvD7GjW2q9fPwMwnnnmmVzrduzYYQQFBRmhoaF53igECle36aWy/uMvSgmAu9v0Ys8++6wBGNdee22hj+XLPNmmc+bMMQCjbdu2hT6Wr3Nnu06fPt0AjDfeeCP7JrYoJACublMlAK5v05kzZxqA0atXL1eH6jc89W/q3r17jaCgIAPI8UVrUaYEoID27NljAEZoaKiRkZGR5zZRUVEGYKxevfqyxzt9+rQRERFhAMb27dvz3Oaaa64xAMNmsxUqdl/l6jbNS1FLADzRphf7/PPPDcCoU6dOoY/lqzzdpnPnzjUAIy4urtDH8mXubNedO3caJUuWNNq3b29kZmYWmQTAHW1a1BMAd7Rpo0aNDMBYvny5K0P1G578N3XSpEkGYDRs2LBQxwkkGgRcQBs3bgSgYcOGhIeH57lNq1atcmybny1btpCRkUHZsmWpVatWoY/nj1zdpuL5Nt22bRsAVapUKfSxfJUn2/TQoUO89NJLANx4442FOpavc1e7GobBnXfeyblz53j77bexWCyFD9ZPuPOzumHDBkaPHk18fDxjxoxh4cKFnDlzpnAB+wFXt+kff/zBL7/8QnBwMG3btmXr1q08++yz3HvvvYwdO5YvvvgCI8Bnaffkv6mzZ88G4K677irUcQJJMW8H4G927doFQExMjN1toqOjc2zryPGy9ins8fyRq9tUPNumGRkZvPHGGwD069evUMfyZe5s08WLF7NgwQLOnz/PH3/8werVqzl16hR33HFHwM9Y4652ffPNN0lOTuaFF16gTp06hQvSz7j7s3rpzDTVqlXjgw8+oFOnTgWM1H+4uk1TUlIAKFeuHDNmzOCJJ57g3Llz2etfeOEF2rVrx8KFC6lYsWJhQvdZnvp/auXKlWzfvp3Q0FCGDBni9HECjZ4AFNDx48cBKFGihN1tSpYsCcCxY8c8fjx/pDZwPU+26YgRI9i1axcNGjQI6MqM7mzTn3/+mffee48PPviAZcuWcerUKUaNGsWUKVMICQlxPmg/4I523bFjB2PGjKFly5Y89thjhQ/Sz7ijTWvVqsXzzz/PTz/9RHp6On/99RfLly+nU6dO7N27lx49erBp06bCB++jXN2mhw8fzv75yCOPMGDAAH777TeOHj3K8uXLqV+/Pt999x0DBgxwQfS+yVP/T73zzjuA+TS1fPnyTh8n0CgBEBGnPfvss7z33ntERkby0UcfERYW5u2Q/NJTTz2FYRicPn2arVu3MmnSJGbNmkWTJk347bffvB2eX8nq+nP27FnefvttgoODvR1SQBgyZAhjxoyhSZMmlC5dmvLly9O5c2eSk5Pp168fGRkZPPnkk94O029kzW9/7tw52rdvz9y5c6lfvz6lSpWic+fOfPXVV4SHh/PNN9+wYsUKL0frv44ePcrHH38MwJ133unlaHyLEoACyspGT5w4YXebrKy2VKlSHj+eP1IbuJ4n2vTVV19l/PjxlCxZkqVLl9KwYUOnjuMvPNGmoaGh1K5dm4SEBGbPnk1aWhq33357QPcFdnW7vvHGG3zzzTeMHTuWq666yjVB+hlP/5s6fvx4AP73v/8FbPE6V7fpxdvcc889udZXq1aNnj17AgRsAuCJz+m8efPIyMigWrVqdOvWzaljBCqNASig2NhYANLS0uxus2fPnhzbOnK83bt3u+R4/sjVbSrub9OpU6fy6KOPEh4ezueff07btm2dCdOvePpzevPNN1O6dGnWr19PamoqNWrUKPQxfZGr23XhwoWAeTO6cuXKHOtSU1Ozt/nll18oWbIkn3/+ecGD9nGe/qzWq1cPgDNnznDo0KGAnAzA1W168e+zvd/trOUHDhxwMEr/4onPaVb3nzvuuIOgIH3nfTElAAXUrFkzAH799VdOnjyZ58j1tWvX5tg2P/Xq1SM8PJzDhw+zY8eOPGcC+vHHHx0+nj9ydZuKe9t02rRpPPjggxQvXpzPPvssoAf+XczTn1OLxUK5cuU4evQoBw8eDNgEwF3t+v3339tdt3//fvbv309kZGQBo/UPnv6s/v3339l/zvpWN9C4uk3r1q1LiRIlOHHiRI72u9ihQ4cAtenF2xbEb7/9xg8//IDFYmHYsGGFCzYQeXUSUj/VvHlzlxauuPnmm4t8ITBXt+mlilodAMNwT5vOmDHDAIywsDDjiy++cGW4fsHdn9OL7dixw7BYLEZQUJBx8ODBQh/Pl3mqXYtKHQDD8OxndcqUKQZg1K1bt9DH8mWubtNbb73VAIyRI0fmWnfmzBmjVq1aAV0DyDDc+zl95JFHikSBSmcpAXDC/Pnzsz+U27Zty17+559/Gg0aNMizdPXUqVONunXrGkOGDMl1vB9//NGwWCxGRESE8cMPP2QvP3bsmNGpUycDMEaNGuW+C/IBrm7TSxXFBMDVbZqUlGRYLBYjLCzMWLJkidvj90WubNNff/3VsNlsxsmTJ3OdJyUlJbtCZr9+/dxzMT7E3b//WYpSAuDKNk1LSzNsNptx6tSpHMszMzONOXPmGOHh4QZgzJw5030X5ANc/Tn96aefsr/gu/gLlXPnzhkPP/ywARhRUVF2i2QFAnf97p85c8aoWLFiwCdQhaEEwEnDhw83AKN48eJGr169jL59+xqlS5c2AKNPnz7GuXPncmyf9R9Pp06d8jze5MmTDcAIDg42rrvuOmPAgAHZH97WrVsbJ06c8MBVeZcr23T//v1G69ats1/ly5c3ACM6OjrH8v3793vo6rzDVW26ceNGw2KxGIBRr149Y+jQoXm+Hn30UQ9enXe4qk1XrFhhAEaJEiWMDh06GAMHDjT69u1rNGvWLLutr776auPQoUMevDrvcfW/qXkpSgmAYbj29x8wSpUqZXTq1MkYNGiQ0atXL6NGjRoGYPdb7EDk6s/pG2+8YVgsFsNisRitW7c2+vXrZ9SsWdMAjMjISOO7777zwFV5lzt+9z/55BMDMMqUKZPnlyyiBKBQbDab0a5dO6NUqVJGRESE0bx5c+PNN9/M81GVIx/YpUuXGl27djXKlCljFC9e3GjQoIExadKkXN+6BDJXtemuXbuy/2PK77Vr1y73X5SXuaJNs25WL/eKiYnxzEV5mSva9ODBg8akSZOMbt26GTExMUZERIQRGhpqVK1a1ejRo4cxe/bsXP/xBTpX/5tqb5+ikgAYhmva9NChQ8bjjz9uxMXFGdWqVTPCw8ONsLAwIyYmxrj11luNZcuWeehqfIOrP6crVqwwevbsaZQrV84ICQkxoqOjjfj4+CLx/1MWV7dpr169DMAYMWKEG6P2bxbDCOD55UREREREJAfNiSQiIiIiUoQoARARERERKUKUAIiIiIiIFCFKAEREREREihAlACIiIiIiRYgSABERERGRIkQJgIiIiIhIEaIEQERERESkCFECICIiIiJShCgBEBFiY2OxWCw5XsWLF6dGjRrcfvvt/PTTT7n2ydquKGvVqhUWi4VffvmlUMdZs2YNQUFBjBkzxu42S5YsYciQIVx55ZWULFmSsLAwqlWrRs+ePZk5cybHjh0rVAxZsj4LqampDi33x8+BvWvxJfZ+J6Ojo7nllltYuXKlt0MEICMjgypVqtCqVSsMwyjw/qmpqbmu8+WXX3ZDpM6x9/lu2rRpjpjj4uI8H5xIIRTzdgAi4ju6detG5cqVATh8+DBr167l/fff58MPP+T9999n4MCBXo7Qd5w6dYqff/6Z0qVL06BBA6ePYxgGDz74IJGRkYwePTrX+oMHD+a44atfvz7XX389oaGh7N27l6+//polS5Ywbtw41q1bR0xMjNOxBIrY2FjS0tLYtWsXsbGx3g6nUC7+nfznn3/YuHEj8+fPZ/78+bz66qs8/PDDXo0vIiKChIQEHnjgAebMmcPQoUOdOk6JEiXo378/AI0aNXJliG5x44030rRpUw4cOMCXX37p7XBECs4QkSIvJibGAIwVK1bkWJ6RkWFYrVYDMEqXLm38/fff2esAoyj/E/Ldd98ZgNGlS5dCHcdmsxmAMW7cuFzr/vnnH+PKK680AKNt27bGzz//nGubo0ePGpMnTzZKly5tbNy4sVCxGMaFz8KuXbtyLN++fbuxefNm48yZMzmW++LnwN41ZLF3Lb7E3u/kmTNnjOHDhxuAERoaauzZs8c7AV7k9OnTRuXKlY2qVasap0+fLtC+u3btMgAjJibGPcEV0uU+3ytWrDAAo1OnTp4LSsQF1AVIROwKDw9nxowZlChRgqNHj+qbrov88MMPALRp06ZQx5kyZQoWi4U777wz17qRI0eyfft2rr76apYvX85VV12Va5tSpUrxxBNPsH79eipVqlSoWPJTq1Yt6tWrR0hIiNvO4Sn+fC0hISG88sorlCpVijNnzvDVV195OyRCQ0MZPHgw+/fvZ/78+d4OR0QcoARARPJVqlQp6tSpA0BaWlqe2/z3v/+lbdu2lCxZklKlStGlSxdWrVqV57Y//PADjz/+OC1btqRSpUqEhoZStWpV+vfvz5o1a/LcZ8uWLQwdOpSYmBhCQ0MpVaoUsbGx9O3blwULFuS5z4kTJ3jxxRdp1aoVpUuXJjw8nIYNGzJhwgSOHz/uREvA1q1bueuuu6hWrRqPPvooAJMnT6ZOnTq8+OKLnD9/vkDHW7t2LWvXrqVTp065uqrs2LGDDz/8EICZM2dSvHjxfI915ZVXUqVKlRzLnGlrexzpN5+UlESzZs2IiIigXLly3HzzzXbHR1zct/rtt9+mdevWlC5dGovFwpEjR5yKf/bs2VgsluzPaY0aNXL0086K/XLXkpaWxogRI6hZsyZhYWFcccUVdO7cmblz5172Wgryu+Cs8PDw7N/JP//8M8e6rD71+XV9stevvTDXkdX1Z/r06QW9nMtyx2flYikpKfTt25eyZctSokQJmjdvzqxZs1x+HSI+xduPIETE++x1N8hSq1YtAzBeffXV7GX8+2h83LhxRlBQkNGxY0fjlltuMerVq5fdPeG7777LdawuXboYwcHBxlVXXWX06tXL6Nevn9GoUSMDMIKDg42PPvoox/abNm0ySpUqZQBGvXr1jJtvvtno16+f0aZNGyM8PNzo1q1brnPs2bPHaNCggQEYFSpUMK6//nrjxhtvNKpUqWIAxlVXXWUcPny4QG1ks9mM4sWLG8HBwcZ1111nhIaGGoDRo0eP7D+PHDmyQMd88sknDcCYNGlSrnVTpkwxAKNx48YFOubFCtrWhmG/+4y95Vmfg1GjRhlBQUFGp06djIEDBxp16tQxACMiIsL49ttvc50na7+RI0caQUFBRocOHYxBgwYZLVq0MI4cOeJU/N9++60xdOhQo0SJEgZg9OvXzxg6dGj266+//sr3WgzDML7//nujTJkyBmDUqFHDuPXWW43rrrvOCAkJMQBjyJAhRmZmZp7XUtDfhfxc7ncyq2vY22+/nWO5I11qsuK1t9zZ66hUqZJhsViMgwcPOnSNBY3XlZ+VLMnJyUZ4eLgBGHXr1jUGDhxodOrUyQgKCjIefvhhdQGSgKUEQETyvdnYuHGjERQUZADG8uXLs5dn/cdYtmxZY926ddnLz58/b9xzzz0GYHTt2jXX8ZYuXWocOHAg1/LPPvvMCAkJMcqWLWucOHEie/mwYcMMwHjuuedy7XPs2LFcNySZmZlG27Zts28YMjIystdlZGQYgwcPNgBj6NCh+bbJpTEHBwcb5cuXN9auXWv8/fffBmBUr17dMAzDWLJkiQEYQUFBdvud56Vdu3YGYCxbtizXuiFDhhiAceeddzp8vLziLkhbG4bzCUBERISxcuXK7OWZmZnGmDFjstvp5MmTee4XGRlp/PDDDy6LP79YL7f+5MmTRvXq1bMTmnPnzmWvS0lJMSpWrGgAxsyZM/O8loL+LuQnv9/JX375xQgODs5zDIArEgBnr6NPnz4GYPz3v/+9/AU6Ea+rPysZGRlGVFSUARhjx47NkdglJycbERERSgAkYCkBEJE8bzYOHz5sfPrpp0aNGjUMwGjatKlx/vz57PVZ/zFOnTo11/EOHDhgAEZYWFiBBlredtttBmB8/vnn2ct69OhhAA4PcM26GW/Tpk2OeLMcP37cqFixolGsWDGHngKcOnXKqFatmgEYixYtMgzDML766isDMPr06ZO9Xda3jR988IFDcRqGkX2DsX///lzrbrjhBgMwxowZ4/DxCiKvtjYM5xOARx99NNc5zp07Z9SsWTPPdsnaLzEx0aXx5xfr5dbPmTPHAIzY2Ng8P7czZswwAOPKK6/M81pc+btg73dyyZIlRp06dQyLxWJMnz49136uSACcvY6sJ1oF+cwWJF5Xf1ay/r5r1aqVI9nL8sgjjygBkIClaUBFJFvnzp3zXN68eXM++eQTgoJyDxvq1atXrmWVKlXiiiuu4J9//uHvv//OnsYwy6FDh/j888/55ZdfOHLkCOfOnQPI7i++detWevbsCcDVV1/NkiVLuO+++3j22Wfp2LEjYWFhdq9hyZIlAPTr1y/PeEuUKEHLli1ZsmQJa9eu5frrr7d7LDD7Qu/du5f27dtz0003AbBu3ToAWrRokb1dbGwsv/zyCydOnMj3eFlOnDhBRkYGAOXKlXNoH2cUpK0LY/DgwbmWBQcHM2jQIBITE0lOTsZqteba5uabb/aJ+IHsqVZvu+22PAcI33HHHYwYMYLt27ezb98+oqKicqx35nfhcvL6nQwLC2Pp0qV069atQMdylLPXUbZsWSD3uARXcfVnJevve+DAgQQHB+c63pAhQ3j11VddFb6IT1ECICLZLp5zPCwsjKpVq9KhQwc6d+5st9hTdHR0nstLly7NP//8w6lTp3Is/89//sMjjzySffObl6NHj2b/+fHHH+fbb79l2bJlXH/99YSFhdG0aVM6derE4MGDady4cY59d+7cmb3f448/nu/1/vXXX/muB/j0008BM6HIsn79eiBnAnD48GGAXANx7UlPTwfMdg4NDc21vkKFCoBZB8BZBW3rwqhRo0aey7MGo+7duzfP9fnVLfBk/AD79u0D7F9L8eLFqVq1Kvv27cszASjo74Ijsn4nDcPgwIEDfPPNN5w6dYrbb7+d1atXc+WVVxb4mJfj7HWULl0aIHtgrqu5+rOS9Zm83GdXJBApARCRbGPGjClwRcu8vmW3Z+3atQwfPpxixYrx0ksv0bt3b6r9f3t3F9LUH8YB/DvB1aaSRqamwzRBK9JqmiK+ZZiFIFoOnUGI9mJ1VXnTm9Mioi4KyxSsi5ZZInSTBL3CpMRMyFAyBJcvwTTSIGz5Evn8L2Kn1qY7m3Pm3+dzec7O2e939jv4ezy/8zxBQZDL5ZBIJDh58iQuXLhgVlFULpfj2bNnaG1txaNHj9Dc3IyWlha0trbi0qVLKC8vR2lpqfB5UyYea5l1/iamaFZbWxsAID4+Xtj29xMAo9GI9vZ2AEB0dLSIKwF4e3sDACYmJjA5OWkRBCiVStTW1grfby9HrvV8kMlkVrfPZ/sdrWxsz70g1t/35ODgINLT09HZ2Yk9e/bg1atXdrV3amrK5mcc7Ydpgu3j4+PQ8bb8i2OFsYWKAwDGmMvcv39fqHxbUlJisb+np2faY2NjYxEbGwsAmJycxN27d7F//36UlZUhNzcX4eHhAACFQgEAUKlUOHLkyKzbPDg4COD38obh4WH09/dDoVBg5cqVAICHDx9ibGwMW7ZsEf0EQC6Xw8PDA0ajESMjIxbHZWRk4NixY+js7ER7ezs2bdpkV7tnc60d0dfXh6ioKKvbAVj8t9wWV7cf+N1G01Okv42Pj8NgMJh91tUCAgLQ0NCAyMhIvH79GnV1dWbLr0yB5HSpbqdL5esMIyMjACDcF67i6Fgx/YbTpYOdKeUtYwsd1wFgjLmMaZmMaZL+p8+fP+Pp06eiziOVSlFQUIC4uDgQETo6OoR9O3fuBACnFSTy8PAAAAwMDACwXP4zNjYmPIGwNvmYyebNmwEAXV1dFvvCwsKQm5sLADh06BAmJiZmPJderxeCFcB511qsuro6i20/f/5EfX09ANj9ZGk27TdNgk1rwMVKTk4GANy7d8/qsVqtFkSEsLCweQsAACAiIgKHDx8GAJSVlZm11dfXF1KpFCMjI1aXuJnekZkLpnFsGteu4uhYMf3e9fX1Vmt4WBvTjP1fcADAGHOZiIgIAMDt27fN/kM5OjqKwsJCq2uHq6qq0N3dbbH9w4cPePfuHQDzpTxZWVlQKpVoampCcXGxMDn409DQEG7cuCGqzUlJSQCAiooKTE1NmS3/GR8fR1FREbq7u5GdnQ2VSiXqnCamFzxbWlqs7q+srERoaChaW1uRmpqKzs5Oi88YjUZcvnwZSqXS7OVLR671bFRVVZkViiIiaDQa6PV6BAYGmr1DIcZs2m+anL9//96u71SpVFAoFOjt7cWJEyfMlst0dXVBo9EAsD/QmwunTp2Cl5cX9Ho9amtrhe3u7u5ITEwEAGg0GrNlLy9fvjRbLudsLS0tkEgkdgd7s+XoWMnJyUFAQAB6enpQVlZmca2qq6vntN2Mzav5SD3EGPu32Co6ZA1spMezlmrxy5cvQp51X19fys7OpqysLFq+fDn5+/tTYWEhASCNRiMcExUVRQAoNDSUMjMzKT8/n1JTU4XiW3l5eRbf/fHjR9qwYQMBIC8vL0pISCC1Wk3Z2dm0fv16kkgk5OfnJ6qf7e3tQrrOyMhIIa1lbGwsrVq1igBQZmamRZ57Md68eWMzhaDBYKCEhATheq9bt4527dpFeXl5lJiYSEuWLCEA5OfnR/39/cJxjlxrotkXAktJSSG1Wk3h4eEEgGQyGel0Oot+2Ro/jrafiKiiokL47Xfv3k1FRUVUVFREw8PDM/aFyLwQ2Jo1aygvL4+2b98uqhDYdGylJZ3pmJnuyfLycuHe+PHjh7C9ublZuD/Wrl1LOTk5FBMTQ25ubnT69GmbaUAd6UdHRwcBoPj4eNF9JJpd2lKT2YyV58+f09KlSwn4VWhQrVZTSkoKFwJj/3scADDGXBYAEBF9+vSJDhw4QCEhISSVSikoKIj27dtHBoOBNBqNxR/qxsZGOnjwIG3cuJFWrFhBUqmUFAoFpaWlUUNDg9Vc/0S/ijpVVlZSUlIS+fj4kLu7O/n7+5NSqaSSkhJqbm4W3de2tjZKS0sjT09Pod8eHh6UmJhIdXV1FhNCe8TFxZFEIrE5OWxsbKT8/HwKCQkhuVxOUqmUAgMDKSMjg2pqaujbt28Wx9h7rYkcDwCmpqbo+vXrFBkZSTKZjHx8fCgrK4s6Ojqs9sfW+HG0/US/CledO3eOIiIihADpz7bbmpD39fVRcXExrV69mqRSKS1btoySkpLozp07Vn/r+QoARkdHyc/PjwDQzZs3zfa9ePGCtm3bRp6eniSXyykmJkaoxTAXAcDx48et1nuwxRkBAJHjY4WI6O3bt5SZmUne3t4kk8koKiqKqqurRX03BwBsoZIQ8WvxjDEmhsFgQGBgIEJDQ6HX651yzvr6eqjVapw5cwZnz551yjkZc6XJyUkEBwfDzc0Nvb29VtPaTqevrw8hISEIDg5ekC/d6nQ6bN26FcnJydDpdPPdHMZE4yxAjDEmkiklZ0xMjNPOmZubiytXruDatWs4evTonKVQZGyu1NTUYGhoCLdu3bJr8v+n4eFhFBQUAPhVmGvHjh1ObKHzlZaWYmBgAENDQ/PdFMYcwi8BM8aYSHMRAEgkEly9ehVfv37FxYsXnXZexlzh+/fvOH/+PKKjo7F3716Hz2M0GqHVaqHVaoXKvf+yBw8eQKvV4vHjx/PdFMYcwkuAGGNMpPT0dDx58gRNTU1CdiDGGGNsoeEAgDHGGGOMsUWElwAxxhhjjDG2iHAAwBhjjDHG2CLCAQBjjDHGGGOLCAcAjDHGGGOMLSIcADDGGGOMMbaIcADAGGOMMcbYIsIBAGOMMcYYY4sIBwCMMcYYY4wtIv8BvED65Z+DJ1UAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print('All jobs run on ' + deviceName)\n",
"device = provider.get_backend(deviceName)\n",
"\n",
"n = 1\n",
"job1 = device.retrieve_job('628247c40f68653e2e228304')\n",
"phis, parity, phis_calibrate, parity_calib, calib_fit, parity_corrected, phis_est = phase_detection_entangled_experiment_onQC_analyse(num_phi, job1, N, n, device)\n",
"phase_detection_entangled_experiment_plot_calib(phis_calibrate, parity_calib, phis, parity, calib_fit, parity_corrected, N, n)\n",
"err, meanerr, stddeverr1 = phase_detection_entangled_experiment_plot(phis, parity_corrected, phis_est, N, n)\n",
"\n",
"n = 2\n",
"job2 = device.retrieve_job('628247c70f68653b29228305')\n",
"phis, parity, phis_calibrate, parity_calib, calib_fit, parity_corrected, phis_est = phase_detection_entangled_experiment_onQC_analyse(num_phi, job2, N, n, device)\n",
"phase_detection_entangled_experiment_plot_calib(phis_calibrate, parity_calib, phis, parity, calib_fit, parity_corrected, N, n)\n",
"err, meanerr, stddeverr2 = phase_detection_entangled_experiment_plot(phis, parity_corrected, phis_est, N, n)\n",
"\n",
"n = 4\n",
"job3 = device.retrieve_job('628247cb07c9cce28fc22844')\n",
"phis, parity, phis_calibrate, parity_calib, calib_fit, parity_corrected, phis_est = phase_detection_entangled_experiment_onQC_analyse(num_phi, job3, N, n, device)\n",
"phase_detection_entangled_experiment_plot_calib(phis_calibrate, parity_calib, phis, parity, calib_fit, parity_corrected, N, n)\n",
"err, meanerr, stddeverr4 = phase_detection_entangled_experiment_plot(phis, parity_corrected, phis_est, N, n)"
]
},
{
"cell_type": "markdown",
"id": "40da9fe1-2f96-4016-b79c-0fd9a0f8e42b",
"metadata": {},
"source": [
"We'll interpret the data below. Keep in mind that we are running with $N=400$ so we are expecting an ideal error level of $\\Delta\\phi=0.05$ for $n=1$, $\\Delta\\phi=0.035$ for $n=2$ and $\\Delta\\phi=0.025$ for $n=4$. We have added a plot to make sure this is represented accordingly. The blue line repesets the expected quantum enhancement (e.g. the error reduction due to the increase of $n), whereas the blue dots represent the measured values, including the no-quite-perfectly removed systematic errors."
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "d4bc0eef-3cd1-45c6-9e27-b24b1df4e13e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,8), facecolor='white')\n",
"plt.rcParams.update({'font.size': 22})\n",
"plt.plot([1, 2, 4], [1./np.sqrt(N)/np.sqrt(1),1./np.sqrt(N)/np.sqrt(2),1./np.sqrt(N)/np.sqrt(4)],'b')\n",
"plt.title('N=' + str(N))\n",
"plt.xlabel('n')\n",
"plt.ylabel('$\\Delta\\Phi$')\n",
"plt.xlim(1, 4)\n",
"plt.grid(which='major',axis='both')"
]
},
{
"cell_type": "markdown",
"id": "feb8860a-e7ea-49c7-a9a3-fb4868fda35d",
"metadata": {},
"source": [
"Here is my quick analysis:\n",
"- the experiment works on the quantum computer, we get results, which look reasonably nice\n",
"- for all $n$ there is a bit of a systematic error with $\\Delta\\phi$, which we can mitigate quite nicely with a qudratic error fitting function.\n",
"- This is particularily true for $n=2$ where the corrected phase error seems randomly distributed around the zeor value, not so much for $n=4$, where there is a systematic deviation.\n",
"- while we do not quite reach the real value for the phase error (the blue line) and it seems like the value taper off a bit there is a real yquantum advantage to be observed, e.g. the overall error drops off for higher $n$. YOU HAVE OBERSVED A QUANTUM ADVANTAGE!\n",
"\n",
"TODO:\n",
"- local noise measurement (e.g. running many copies of the script at a fixed $\\phi$, instead of using the wonky histogramm analysis, which gets fucked up by systematic errors).\n",
"- check for larger $N$"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Qiskit v0.35.0 (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": "3.8.13"
},
"widgets": {
"application/vnd.jupyter.widget-state+json": {
"state": {},
"version_major": 2,
"version_minor": 0
}
}
},
"nbformat": 4,
"nbformat_minor": 5
}