{ "cells": [ { "cell_type": "markdown", "id": "7442ad2e", "metadata": {}, "source": [ "# Quantum Machine Learning Workshop — Lab 02\n", "\n", "## Quantum Kernels & Variational Circuits\n", "\n", "In **Lab 01** you built circuits by hand: superposition, interference, a Bell pair.\n", "In **Session 3** we described two straightforward ways to do quantum machine\n", "learning:\n", "\n", "| | **PATH A** — quantum kernel | **PATH B** — variational circuit |\n", "|---|---|---|\n", "| The quantum part is… | a fixed **ruler** that measures similarity | a **trainable model** with knobs |\n", "| Who learns? | a classical SVM | the circuit itself |\n", "| Classical cousin | kernel SVM | neural network |\n", "\n", "**Today we build both**, on the same data, and answer the question that decides\n", "whether any of this helps: *does the encoding fit the data?*\n", "\n", "### The six things you will experience in this lab\n", "\n", "| # | Segment | What you do |\n", "|---|---------|-------------|\n", "| **1** | Classical baseline | An ordinary SVM. See that a kernel *is* a similarity table. |\n", "| **2** | Quantum kernel, by hand | Build `k(x,y) = ⟨φ(x)\\|φ(y)⟩²` in three lines of numpy. Then break it on purpose. |\n", "| **3** | Simulator | The same kernel from measured shots, then with device noise. |\n", "| **4** | Real IBM hardware | A kernel computed on a 156-qubit superconducting chip. |\n", "| **5** | Variational circuit | PATH B: train the circuit instead of measuring with it. |\n", "| **6** | Where quantum wins | The dataset that suits a quantum kernel — and why that matters. |\n", "\n", "Each segment ends with a 🧪 **exercise** and a ✅ **solution**, like Lab 01.\n", "\n", "> **One thought to reflect on in this lab:** in every segment, you will\n", "> compute the same thing. How similar are these systems? What are the\n", "> significant differences?" ] }, { "cell_type": "markdown", "id": "007b2f1a", "metadata": {}, "source": [ "---\n", "## Setup\n", "\n", "This lab is pinned to the same versions as Lab 01, plus `scikit-learn`.\n", "Run the next three cells to check your environment and load the helpers." ] }, { "cell_type": "code", "execution_count": 1, "id": "e5b5abae", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:45:04.788717Z", "iopub.status.busy": "2026-08-13T23:45:04.788546Z", "iopub.status.idle": "2026-08-13T23:45:05.840474Z", "shell.execute_reply": "2026-08-13T23:45:05.839733Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "qiskit : 1.3.2\n", "qiskit-aer : 0.17.2\n", "ibm-runtime : 0.35.0\n", "qiskit-ml : 0.8.2\n", "scikit-learn : 1.4.2\n" ] } ], "source": [ "# check that every required package is present and pinned\n", "#\n", "import qiskit, qiskit_aer, qiskit_ibm_runtime, qiskit_machine_learning, sklearn\n", "\n", "print(\"qiskit :\", qiskit.__version__)\n", "print(\"qiskit-aer :\", qiskit_aer.__version__)\n", "print(\"ibm-runtime :\", qiskit_ibm_runtime.__version__)\n", "print(\"qiskit-ml :\", qiskit_machine_learning.__version__)\n", "print(\"scikit-learn :\", sklearn.__version__)" ] }, { "cell_type": "markdown", "id": "3df14927", "metadata": {}, "source": [ "### What we are importing, and why\n", "\n", "`qmllab` is the small package sitting next to this notebook. It holds the\n", "plumbing so that the cells below can stay short and show only the idea. You will\n", "use six pieces of it, and nothing else:\n", "\n", "| Module | What it gives you | The one call you will use most |\n", "|---|---|---|\n", "| `data` | loads/generates datasets, applies scalers | `data.prepare(...)` → train/test split |\n", "| `kernels` | the quantum similarity measures | `kernels.exact_kernel(X)` → a kernel matrix |\n", "| `models` | the classifiers for both paths | `models.qsvm(...)`, `models.vqc_reuploading(...)` |\n", "| `plotting` | the figures | `plotting.plot_decision_boundary(...)` |\n", "| `backends` | where circuits run | `backends.get_backend(\"noisy\")` |\n", "| `experiments` | one-call whole experiments | `experiments.compare(...)` |\n", "\n", "The one concept you need before starting: a **feature map** is a circuit that turns\n", "a data point into a quantum state, and a **kernel** is a table of how similar those\n", "states are. Everything else in this lab is built from those two ideas.\n", "\n", "Nothing is hidden — open `qmllab/kernels.py` any time and the whole quantum\n", "kernel is about five lines of numpy." ] }, { "cell_type": "code", "execution_count": 2, "id": "e8240139", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:45:05.841961Z", "iopub.status.busy": "2026-08-13T23:45:05.841755Z", "iopub.status.idle": "2026-08-13T23:45:06.176206Z", "shell.execute_reply": "2026-08-13T23:45:06.175496Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "qmllab loaded — helpers live in ./qmllab/\n", "random seed fixed at 42\n" ] } ], "source": [ "# import the lab helpers and the plotting stack\n", "#\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "from qmllab import data, kernels, models, plotting, experiments, backends\n", "\n", "# quantum results involve sampling, so seed everything. your numbers will\n", "# then match the text, and your neighbour's will match yours.\n", "#\n", "from qiskit_machine_learning.utils import algorithm_globals\n", "algorithm_globals.random_seed = 42\n", "\n", "np.set_printoptions(precision=3, suppress=True)\n", "print(\"qmllab loaded — helpers live in ./qmllab/\")\n", "print(\"random seed fixed at 42\")" ] }, { "cell_type": "markdown", "id": "f2b02297", "metadata": {}, "source": [ "---\n", "# Segment 1 — The question, and the classical answer\n", "\n", "**Lecture link:** *\"Most machine learning asks: what does this look like?\"* (slide 2)\n", "and *\"The kernel: you only need the similarities\"* (slide 4).\n", "\n", "We use **two moons**: two interleaving crescents. No straight line separates them,\n", "so it is a fair test of a *nonlinear* method.\n", "\n", "### Where the data comes from\n", "\n", "Datasets live in `data/` as IMLD csv files — a commented header, then one row per\n", "sample as `label, x1, x2`. You can load a shipped dataset **by name**, or point the\n", "lab at **any IMLD file of your own**:\n", "\n", "```python\n", "data.prepare(\"two_moons\", scaler=\"minmax\") # by name\n", "data.prepare(path=\"data/imld_two_spirals.csv\") # your own file\n", "data.generate(\"checkerboard\", n_samples=1000) # generate fresh\n", "```\n", "\n", "Seven datasets ship with the lab: `two_moons`, `two_spirals`, `checkerboard`,\n", "`yin_yang`, `noisy_xor`, `toroidal`, `circles`." ] }, { "cell_type": "code", "execution_count": 61, "id": "52164834", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:45:06.177725Z", "iopub.status.busy": "2026-08-13T23:45:06.177517Z", "iopub.status.idle": "2026-08-13T23:45:06.284896Z", "shell.execute_reply": "2026-08-13T23:45:06.284286Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "train (800, 2) test (200, 2)\n", "encoded range: [0.00, 1.00] width = 1.00 <-- remember this number\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# point this at any IMLD csv to run the whole lab on your own data\n", "#\n", "DATASET_PATH = None # e.g. \"data/imld_two_spirals.csv\"\n", "DATASET_NAME = \"two_moons\"\n", "\n", "# load, split, and scale -- the scaler is fitted on the training half only\n", "#\n", "X_train, X_test, y_train, y_test, scaler = data.prepare(\n", " DATASET_NAME, scaler=\"minmax\", path=DATASET_PATH,\n", " n_samples=1000, test_size=0.2)\n", "\n", "print(f\"train {X_train.shape} test {X_test.shape}\")\n", "print(f\"encoded range: [{X_train.min():.2f}, {X_train.max():.2f}] \"\n", " f\"width = {data.range_width(X_train):.2f} <-- remember this number\")\n", "\n", "plotting.plot_dataset(X_train, y_train, f\"{DATASET_NAME} (scaled to [0,1])\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "ccaa2737", "metadata": {}, "source": [ "### 1.1 A classical SVM, and the similarity table underneath it\n", "\n", "An SVM with an RBF kernel handles this easily. The point of this cell is not the\n", "accuracy — it is the **second plot**. That heatmap is lecture slide 4 made literal:\n", "*\"how alike is everything to everything.\"* The SVM never needs the coordinates,\n", "only this table." ] }, { "cell_type": "code", "execution_count": 62, "id": "b4027130", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:45:06.286266Z", "iopub.status.busy": "2026-08-13T23:45:06.286147Z", "iopub.status.idle": "2026-08-13T23:45:07.331460Z", "shell.execute_reply": "2026-08-13T23:45:07.330959Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "classical RBF SVM test accuracy = 0.9600 (C=50)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# fit an ordinary svm as the number quantum has to beat\n", "#\n", "res_classical = models.classical_svm(X_train, y_train, X_test, y_test,\n", " kernel=\"rbf\")\n", "print(f\"classical RBF SVM test accuracy = {res_classical['test_acc']:.4f} \"\n", " f\"(C={res_classical['C']})\")\n", "\n", "# show the classical kernel as a picture\n", "#\n", "from sklearn.metrics.pairwise import rbf_kernel\n", "K_rbf = rbf_kernel(X_train[:40], X_train[:40])\n", "\n", "fig, ax = plt.subplots(1, 2, figsize=(11, 4))\n", "plotting.plot_dataset(X_train, y_train, \"the data\", ax=ax[0])\n", "plotting.plot_kernel_matrix(K_rbf, \"the RBF kernel = a similarity table\",\n", " ax=ax[1])\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "11220d50", "metadata": {}, "source": [ "### 1.2 What the model actually learned\n", "\n", "A kernel matrix is abstract. A **decision boundary** is not — it shows exactly which\n", "side of the line every point in the plane falls on.\n", "\n", "Compare a **linear** kernel (one straight cut) with the **RBF** kernel. The rings\n", "mark **support vectors**: the training points the model actually leans on. Keep an\n", "eye on how many there are — that number comes back in Segment 2." ] }, { "cell_type": "code", "execution_count": 63, "id": "2f9ebe21", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:45:07.332715Z", "iopub.status.busy": "2026-08-13T23:45:07.332600Z", "iopub.status.idle": "2026-08-13T23:45:08.698324Z", "shell.execute_reply": "2026-08-13T23:45:08.697812Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# use a smaller split so the boundary picture stays readable\n", "#\n", "Xs, Xs_te, ys, ys_te, _ = data.prepare(DATASET_NAME, scaler=\"minmax\",\n", " path=DATASET_PATH, n_samples=300)\n", "\n", "# fit a hopeless kernel and a capable one\n", "#\n", "clf_lin = models.classical_svm(Xs, ys, Xs_te, ys_te, kernel=\"linear\")\n", "clf_rbf = models.classical_svm(Xs, ys, Xs_te, ys_te, kernel=\"rbf\")\n", "\n", "plotting.plot_boundary_comparison([\n", " dict(model=clf_lin[\"model\"], X=Xs, y=ys, X_train=Xs,\n", " support_idx=clf_lin[\"model\"].support_,\n", " title=f\"linear kernel — test {clf_lin['test_acc']:.3f}\"),\n", " dict(model=clf_rbf[\"model\"], X=Xs, y=ys, X_train=Xs,\n", " support_idx=clf_rbf[\"model\"].support_,\n", " title=f\"RBF kernel — test {clf_rbf['test_acc']:.3f}\"),\n", "], suptitle=\"The kernel decides what shapes the model can draw\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "9a8be33a", "metadata": {}, "source": [ "🧪 **Exercise 1** — Two moons is easy for a classical SVM. Find something that is not.\n", "\n", "1. Load one of the other shipped datasets: `two_spirals`, `checkerboard`, `yin_yang`,\n", " `noisy_xor`, or `toroidal`.\n", "2. Run `models.classical_svm` with `kernel=\"linear\"` and with `kernel=\"rbf\"`.\n", "3. Which dataset punishes the linear kernel most?\n", "\n", "*Hint:* `data.prepare(\"checkerboard\", scaler=\"minmax\", n_samples=600)`" ] }, { "cell_type": "code", "execution_count": 64, "id": "18f328e0", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:45:08.699618Z", "iopub.status.busy": "2026-08-13T23:45:08.699504Z", "iopub.status.idle": "2026-08-13T23:45:08.701395Z", "shell.execute_reply": "2026-08-13T23:45:08.700901Z" } }, "outputs": [], "source": [ "# TODO: your code here\n", "# Xa, Xb, ya, yb, _ = data.prepare(...)" ] }, { "cell_type": "markdown", "id": "be92ff98", "metadata": {}, "source": [ "#### ✅ Solution 1" ] }, { "cell_type": "code", "execution_count": 7, "id": "d8dc9bfa", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:45:08.702296Z", "iopub.status.busy": "2026-08-13T23:45:08.702196Z", "iopub.status.idle": "2026-08-13T23:45:12.618124Z", "shell.execute_reply": "2026-08-13T23:45:12.617568Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dataset linear rbf\n", "two_moons 0.858 0.942\n", "two_spirals 0.667 0.758\n", "checkerboard 0.508 0.833\n", "yin_yang 0.825 0.900\n", "noisy_xor 0.533 0.900\n", "\n", "A linear kernel is helpless on most of these; the RBF kernel is not.\n", "A kernel is not a detail -- it decides what the model can express.\n", "That is exactly the leverage a QUANTUM kernel is trying to give us.\n" ] } ], "source": [ "# compare a linear and an rbf kernel across every shipped dataset\n", "#\n", "print(f\"{'dataset':14s} {'linear':>8s} {'rbf':>8s}\")\n", "for name in [\"two_moons\", \"two_spirals\", \"checkerboard\", \"yin_yang\",\n", " \"noisy_xor\"]:\n", " Xa, Xb, ya, yb, _ = data.prepare(name, scaler=\"minmax\", n_samples=600)\n", " lin = models.classical_svm(Xa, ya, Xb, yb, kernel=\"linear\")[\"test_acc\"]\n", " rbf = models.classical_svm(Xa, ya, Xb, yb, kernel=\"rbf\")[\"test_acc\"]\n", " print(f\"{name:14s} {lin:8.3f} {rbf:8.3f}\")\n", "\n", "print(\"\\nA linear kernel is helpless on most of these; the RBF kernel is not.\")\n", "print(\"A kernel is not a detail -- it decides what the model can express.\")\n", "print(\"That is exactly the leverage a QUANTUM kernel is trying to give us.\")" ] }, { "cell_type": "markdown", "id": "2196722f", "metadata": {}, "source": [ "---\n", "# Segment 2 — The quantum kernel, built by hand\n", "\n", "**Lecture link:** *\"Quantum feature map: load your data into that space\"* (slide 6)\n", "and *\"Quantum kernel: how much two encoded states overlap\"* (slide 7).\n", "\n", "This is the heart of the lab. Three steps, and none of them need a quantum computer\n", "— we can do the linear algebra ourselves:\n", "\n", "1. **Encode.** A feature map circuit turns a data point `x` into a quantum state\n", " `|φ(x)⟩`. The data sets the rotation angles — *the data becomes the gate dials.*\n", "2. **Compare.** The kernel is the squared overlap `k(x,y) = |⟨φ(x)|φ(y)⟩|²`.\n", "3. **Learn.** Hand that table to a classical SVM." ] }, { "cell_type": "markdown", "id": "49a06393", "metadata": {}, "source": [ "### 2.1 The feature map — the data becomes the gate dials" ] }, { "cell_type": "code", "execution_count": 8, "id": "939542f2", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:45:12.619518Z", "iopub.status.busy": "2026-08-13T23:45:12.619407Z", "iopub.status.idle": "2026-08-13T23:45:13.020711Z", "shell.execute_reply": "2026-08-13T23:45:13.020168Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2 qubits, 2 parameters (one per feature), depth 10\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# build the encoding circuit used for the rest of the lab\n", "#\n", "feature_map = kernels.make_feature_map(\"zz\", n_features=2, reps=2)\n", "\n", "print(f\"{feature_map.num_qubits} qubits, {feature_map.num_parameters} \"\n", " f\"parameters (one per feature), \"\n", " f\"depth {feature_map.decompose().depth()}\")\n", "feature_map.decompose().draw(\"mpl\", fold=90)" ] }, { "cell_type": "code", "execution_count": 9, "id": "4a818bb1", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:45:13.022007Z", "iopub.status.busy": "2026-08-13T23:45:13.021717Z", "iopub.status.idle": "2026-08-13T23:45:13.026244Z", "shell.execute_reply": "2026-08-13T23:45:13.025742Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data point x : [0.848 0.377]\n", "|phi(x)> amplitudes: [0.159+0.593j 0.045+0.695j 0.225+0.099j 0.208+0.183j]\n", "probabilities : [0.377 0.485 0.061 0.077] (sums to 1)\n" ] } ], "source": [ "# encode a single data point and look at the state it produces\n", "#\n", "x = X_train[0]\n", "state = kernels.statevectors([x], feature_map)[0]\n", "\n", "print(\"data point x :\", x)\n", "print(\"|phi(x)> amplitudes:\", np.round(state, 3))\n", "print(\"probabilities :\", np.round(np.abs(state) ** 2, 3), \" (sums to 1)\")" ] }, { "cell_type": "markdown", "id": "a49ac738", "metadata": {}, "source": [ "### 2.2 The kernel, in three lines of numpy\n", "\n", "`Statevector` gives us the amplitudes of `|φ(x)⟩`. The overlap of two states is just\n", "a dot product, so the **entire quantum kernel** is:\n", "\n", "```python\n", "P = [statevector(x) for x in X] # encode every point\n", "K = |P.conj() @ P.T| ** 2 # compare every pair\n", "```\n", "\n", "That is it. This is what `qmllab.kernels.exact_kernel` does, and it is the *exact*\n", "answer a perfect, noiseless quantum computer would give." ] }, { "cell_type": "code", "execution_count": 10, "id": "35b8b420", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:45:13.027202Z", "iopub.status.busy": "2026-08-13T23:45:13.027093Z", "iopub.status.idle": "2026-08-13T23:45:13.256362Z", "shell.execute_reply": "2026-08-13T23:45:13.255820Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "kernel matrix: (40, 40)\n", "diagonal (a point vs itself, must be 1): [1. 1. 1. 1. 1.]\n", "stats: {'mean_offdiag': 0.516, 'std_offdiag': 0.274, 'min': 0.002, 'max': 1.0, 'mean_diag': 1.0}\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# compute the quantum kernel exactly, by linear algebra\n", "#\n", "K_quantum = kernels.exact_kernel(X_train[:40], feature_map=feature_map)\n", "\n", "print(\"kernel matrix:\", K_quantum.shape)\n", "print(\"diagonal (a point vs itself, must be 1):\",\n", " np.round(np.diag(K_quantum)[:5], 4))\n", "print(\"stats:\", {k: round(v, 3)\n", " for k, v in kernels.kernel_stats(K_quantum).items()\n", " if v is not None})\n", "\n", "fig, ax = plt.subplots(1, 2, figsize=(11, 4))\n", "plotting.plot_kernel_matrix(K_rbf, \"classical RBF kernel\", ax=ax[0])\n", "plotting.plot_kernel_matrix(K_quantum, \"QUANTUM kernel (exact)\", ax=ax[1])\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "e895731e", "metadata": {}, "source": [ "### 2.3 Hand it to an SVM — this is PATH A\n", "\n", "`SVC(kernel=\"precomputed\")` is the whole trick: the SVM sees **only the similarity\n", "table**, never the coordinates. Swapping in a quantum kernel needs no new learning\n", "algorithm at all." ] }, { "cell_type": "code", "execution_count": 11, "id": "587bac08", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:45:13.257665Z", "iopub.status.busy": "2026-08-13T23:45:13.257551Z", "iopub.status.idle": "2026-08-13T23:45:14.541616Z", "shell.execute_reply": "2026-08-13T23:45:14.541012Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "QUANTUM kernel SVM test accuracy = 0.9450 (C=50, 121 support vectors)\n", "classical RBF SVM test accuracy = 0.9600\n", "\n", "kernel took 1.15s for 800x800 + 200x800 entries\n" ] } ], "source": [ "# train a classical svm on quantum-measured similarities\n", "#\n", "res_qsvm = models.qsvm(X_train, y_train, X_test, y_test,\n", " feature_map=feature_map)\n", "\n", "print(f\"QUANTUM kernel SVM test accuracy = {res_qsvm['test_acc']:.4f} \"\n", " f\"(C={res_qsvm['C']}, {res_qsvm['n_support']} support vectors)\")\n", "print(f\"classical RBF SVM test accuracy = {res_classical['test_acc']:.4f}\")\n", "print(f\"\\nkernel took {res_qsvm['kernel_time']:.2f}s for \"\n", " f\"{len(X_train)}x{len(X_train)} + {len(X_test)}x{len(X_train)} entries\")" ] }, { "cell_type": "markdown", "id": "2abb66b9", "metadata": {}, "source": [ "### 2.4 The quantum boundary\n", "\n", "Same picture as Segment 1, but the similarities now come from a quantum circuit.\n", "Note the support-vector count — a healthy kernel needs only a handful." ] }, { "cell_type": "code", "execution_count": 12, "id": "7f652130", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:45:14.542827Z", "iopub.status.busy": "2026-08-13T23:45:14.542708Z", "iopub.status.idle": "2026-08-13T23:45:17.192927Z", "shell.execute_reply": "2026-08-13T23:45:17.192329Z" } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2YAAAGWCAYAAAAT2JDOAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3XV8FEcbwPHfnsSFQEKCu1twd7eWUqAtTrECLVYKpcWtpYaVYi1WikuLe4IVd9fgFgjE5WTfPwL3cuQCCQQuoc/380mb7M7uzl7CzT07M88oqqqqCCGEEEIIIYSwG429KyCEEEIIIYQQ/3USmAkhhBBCCCGEnUlgJoQQQgghhBB2JoGZEEIIIYQQQtiZBGZCCCGEEEIIYWcSmAkhhBBCCCGEnUlgJoQQQgghhBB2JoGZEEIIIYQQQtiZBGZCCCGEEEIIYWcSmAkhxDsuMDAQRVFQFIWcOXPauzpv3IgRIyz327FjR3tX55129epVy2utKMprnatjx46W84wYMSJlKiiEEGmIzt4VEEKIlJYzZ06uXbuW5PIBAQHUqFHjzVVIpKi5c+dy9epVAJo1a4a/v79d6yOEEEKkBAnMhBBCpClz585lx44dQHwQLoGZ/WTKlIldu3bZuxpCCPFOkMBMCPHOWb58OTExMZafZ8+ezZw5cwDw8/Nj2bJlVuWLFSv2Vuv3qiIjI3F1dbV3NRKV2usnUp6joyNVqlSxdzWEEOKdIHPMhBDvnDJlylClShXLV/bs2S37nn6QfPrVqVMn0qVLh6IoHDlyxFKuQYMGlvkuFy5csGyvUqWKZfv69est2yMiIhg3bhxlypTB3d0dR0dHcubMSYcOHTh58mSS654zZ07L+Tdv3szw4cPJnTs3Op2OWbNmvXBOz9y5cy3bkzM0c/Pmzbz//vv4+fnh4OCAj48P7733ns2ekJfV7+n5GjRoQMaMGdHr9Xh6epIvXz5atGjBX3/9leR6Pe/p/T3tLQPo1KnTS+eTHThwgLp16+Lm5ka6dOlo1aoV9+7dS1Du5s2b9O3bl4IFC+Ls7IybmxulS5dmwoQJGAyGJNVRVVWmTp1KhQoV8PT0RKfT4e3tTfHixfn000/Zt2+fpeyhQ4do164dxYsXJ2PGjDg4OODm5kbRokUZMGAADx48sHn/T3+/+/fvp1q1ari4uJA1a1ZGjBiByWTizp07tG7dGi8vL9zc3GjUqBEXL15MUNeQkBCGDh1KiRIlcHNzw9nZmSJFijBixAgiIiKSdL8vm2O2Z88eWrVqRZYsWXBwcCBdunRUqlSJKVOmvPQ1Xb9+PRUqVMDFxYWMGTPSvXt3Hj16lKR6CSFEmqQKIcQ7bvjw4SqgAmqOHDms9nXr1s2yb8KECaqqqqrRaFTd3d0t22fOnKmqqqpGR0erjo6OKqDqdDo1PDxcVVVVvXfvnlqgQAFL+ee/HBwc1KVLlyaprjly5LAcly9fPqvzTJgwQQ0KCrLa9qw5c+ZYtlevXt2yPSAgINH7HzRoUKL11mg06rRp05JVv+3bt6uKoiR6zvr16yfpdbDl2fuz9dWhQwdVVa1/3/nz51cdHBwSlK1bt67Vuffu3aumS5cu0XPXrFlTjYmJeWkdR4wY8cI6fvfdd5ay06ZNe2HZXLlyqY8ePbJ5/1mzZlVdXFwSHNO9e3c1V65cCbYXLFhQNRqNlnNdvHhRzZo1a6LXLlq0qPrw4cOX3u+L/h4nTJjwwr+FypUrq5GRkZbyHTp0sOzz9/e3eWyJEiXUqKiol9ZLCCHSIukxE0L8p9WuXdvy/dMeoqNHjxIeHm7Z/rSHZt++fcTGxgJQrlw53NzcAOjZsyfnz58HwMfHh1mzZrF69Wrq168PQFxcHJ06dbLZS/MiFy9epFOnTqxdu5alS5dSunTpV7xL2zZs2MD48eMBcHZ25ocffmDLli389NNPODo6Yjab+eKLL6x6DF9WvxUrVqCqKgA9evRgy5YtrFmzhmnTpvHJJ5/g7e39yvVt1KgRu3btsppT9s0337Br1y527drFt99+m+CYCxcuUL16dVavXs3QoUMt27ds2cK5c+cAiI2N5aOPPuLx48cAfPjhh6xbt45ly5ZRvHhxID5BzNixY19ax6fDZLVaLZMnT2b79u2sWLGCn376iXr16uHk5GQpW7x4cX766SdWrlzJli1bCAwMZNWqVZa/m6CgIH7//Xeb17l58yYVK1ZkzZo1fPbZZ5btM2bMIDQ0lNmzZzN//nzL9c6dO8eWLVss5dq2bcvNmzcBqFmzJqtWrWL16tVUr14dgFOnTtG3b9+X3m9iTpw4wZdffmn5W2jdujXr1q1jwoQJluGue/bsYdiwYTaPP3bsGJ9++inr169n9OjR6PV6AI4fP84vv/zyyvUSQohUzd6RoRBCvGkv6jG7f/++5cm8j4+Pqqqq+vPPP6uAWrx4cUvvhKqq6siRIy3nGTJkiKqqqvro0SNVq9Vati9ZssRy7sjISNXb29uyb8qUKS+t67M9Us2bN0+wPyV7zD788EPL9nbt2qm7du2yfDVq1Miy7+uvv05y/b755hurHrRbt2699J6Tq3r16pZrzJkzJ8H+Z3/f3t7eVj0sz/Zsrl69WlVVVV2zZo1lm4+Pj7pz507L6zBlyhTLvkyZMr20bpUqVVIB1cXFRd2yZYsaEhKSaFmDwaBOmTJFrVKlipo+fXqrvyNbr/Gzv18nJydLj9a9e/esjvntt98sxzRu3NiyffLkyaqqqurJkyct2/R6vbpp0ybL/S5fvtxq39Ne4cQk9vfYv39/y7bChQurZrPZsu+HH36w+v083fdsj1nZsmWtrvP5559b9hUvXvxlvwYhhEiTpMdMCPGf5uPjQ9GiRQEIDg7m3Llz7Ny5E4DPP/8cT09Pbt68SVBQkGU7/L+n7cKFC5hMJsv2ZxMhuLi4UKZMGcvPZ8+eTVbdPvzww+TfUDKcOXPG8v2ff/5J1apVLV/Pzp87ffp0kuvXvn17S09iv379yJIlC+7u7pQvX57Bgwdz69atFL6LF6tYsSLOzs6Wn5/tsQsJCQGsX4fg4GCqVatmeR2++OILy747d+5YjklMz549AYiKiqJu3bqkT5+ejBkzUrduXSZNmkR0dLSl7KeffsoXX3zB7t27CQkJsfo7eiqxOVUFChQgffr0Ce7p6T0n9X4NBgP169e33G+LFi2s9iXWW/oyz/6tV65c2Wr+WbVq1SzfP3jwIMFcOiBBQpFnf7Y1X04IId4FEpgJIf7znh3OuGPHDnbv3g1AjRo1qFSpEgBbt261JG5wdna2+vD7IuqToVyvIlOmTAm2PZ9gwWg0Wr4PDg5+5Wu9yLPDOp9lq34FChTgxIkTfPvtt9SqVYts2bIRGRnJgQMH+P7776lSpUqi53sTngYvT+l0/09G/Cq/m5fVvU2bNuzevZuePXtSoUIFMmTIQHBwMFu3bqVv3760bdsWgFu3bvHnn39ajuvduzebNm1i165dDBw40LLdbDbbvE66dOks32s0mkT3PetN3O+reJ1/E0II8S6TwEwI8Z9Xq1Yty/fTp0/n4cOH+Pn5kS9fPsvT/YkTJxIZGQlApUqVcHR0BCB//vxotVrL8Xv27LF8Hx0dbZXpsWDBgsmql60sd15eXlY/P50nBLB27dpknb9QoUKW7wcPHoyqqgm+DAaDVe/Zy+qnqiq5cuVizJgxbNu2jevXr/Pw4UMqVKgAxGfxe/Y1ehXPBiKJBS7J8ezrkD17dgwGg83XIiwsjBw5crzwXKqqUrlyZaZOncrevXt58OABFy5csPQi/v3330RFRXHjxg3LMenTp2fSpEnUq1ePKlWqJHsuYnI9e7/Ozs48fvw40ft9Oufsda7x77//WgVjTx98QHyPnq15h8//jTz7c758+V6pTkIIkdrJOmZCiP+86tWro9VqMZlMHDt2DICqVata/f/Z4V/P9rClS5eOZs2asWLFCgC++OILwsPDyZgxI7/99pulF8vV1ZVWrVq9dl09PDzw9fW1fHhv27Ytbdq0YfPmzVZDLZOic+fOrFy5EoAff/wRk8lE9erV0Wg03Lhxg0OHDrFy5UqWLVuW5PT7P//8M+vWraNRo0bkzJkTb29vbt26xdWrVy1lnl1jLmfOnFy7dg2IT7CRlOtkyJDB8v2yZcvImTMnDg4OFChQAB8fnyTV81l169YlW7Zs3Lhxg+vXr1O/fn26du1KxowZuXv3LhcvXuTvv//G39/fsh5eYlq2bImiKNSqVcsyjPPw4cNERUUB8YFkbGwsuXPnthwTEhLCqFGjqFChAps2bWL+/PnJvofkKFasGGXLluXgwYNER0dTq1YtevfuTbZs2QgODiYoKIi1a9fi4ODA9u3bX+kaHTp0YMKECaiqyunTp2nfvj2tW7fm4sWLjBw50qqcrQD/wIEDdOvWjebNm3PkyBFmzJhh2ffRRx+9Up2EECLVe4vz2YQQwi5elPzjqfLly1slMXiaqCM2NlZ1dna22rdv3z6rY+/evftG0uUHBATYLDN27Fib1ylWrFiykn+oqqoOHDgw0XrbqsfL6vfdd9+98FzZsmVTw8LCknW/z5sxY4bNc//555+qqlr/vp+m0H8qscQh//777wvT5ds6ly3169d/4TmaNWtmKdu6dWubZWrWrGnz95hYchdVVa2ODwoKsmx/NqHG8OHDLdsvXLjwwnT5tq5hy4uS0fzyyy+vnC4/sX9Pki5fCPEuk6GMQgiBdS8Y/D9BgYODA+XLl7ds9/DwsEroAeDr68uhQ4cYM2YMpUqVwtXVFb1eT7Zs2WjXrh0HDx6kZcuWKVbXgQMHMmjQIMuC0CVKlGDBggX0798/2ecaP348mzdv5oMPPiBTpkzo9Xq8vLwoXLgw7du3Z/ny5ZZhiEnRoEEDvvjiC8qUKYOvry96vR4nJyfy589Pr1692Lt3L+7u7pbyzya8eDaV/It07tyZwYMHkzVr1gTzq15VxYoVOXnyJP3796dIkSK4uLjg7OxMrly5qFu3LhMmTGDUqFEvPU/Pnj1p3749hQoVIn369Gi1Wtzd3SldujRjx45l0aJFlrKzZs1iwIAB5MiRAycnJ/z9/VmyZAnt27dPkXt6kXz58nHixAmGDRtGyZIlcXNzw9HRkezZs1OtWjXGjh3L9OnTX+sa/fr1Y+fOnbRo0YJMmTKh0+lwd3enQoUKTJo0iYCAAFxcXGwe+/HHH7N8+XJKly6Nk5MT3t7edOvWje3bt1slcxFCiHeJoqoyC1cIIcTbd+/ePfz8/ID44YSbN2+2c41Ecp08edKy1lvGjBnf+Pw4IYR4l8kcMyGEEHaxdetWIH7+3cyZM+1cG5EcJpOJR48e8ccff1i2FS5c2I41EkKItE8CMyGEEHaxbds2AMaOHUvOnDntWxmRLLt27aJmzZpW2wYNGmSn2gghxLtBhjIKIYQQIlkCAwOpWbMmOp2OfPnyMWjQIDp06GDvagkhRJomgZkQQgghhBBC2JlkZRRCCCGEEEIIO5PATAghhBBCCCHsTAIzIYQQQgghhLAzCcyEEEIIIYQQws4kMBNCCCGEEEIIO5PATAghhBBCCCHsTAIzIYQQQgghhLAzCcyEEEIIIYQQws4kMBNCCCGEEEIIO5PATAghhBBCCCHsTAIzIYQQQgghhLAzCcyEEEIIIYQQws4kMBNCCCGEEEIIO5PATAghhBBCCCHsTAIzIYQQQgghhLAzCcyEEEIIIYQQws4kMBNCCCGEEEIIO5PATAghhBBCCCHsTAIzIYQQQgghhLAzCcyEEEIIIYQQws4kMBNCCCGEEEIIO5PATAghhBBCCCHsTAIzIYQQQgghhLAzCcyEEEIIIYQQws4kMBNCCCGEEEIIO5PATAghhBBCCCHsTAIzIYQQQgghhLAzCcyEEEIIIYQQws4kMBNCCCGEEEIIO5PATAghhBBCCCHsTAIzIYQQQgghhLAzCcyEEEIIIYQQws4kMBNCCCGEEEIIO5PATAghhBBCCCHsTAIzIYQQQgghhLAzCcyEEEIIIYQQws4kMBNCCCGEEEIIO5PATAghhBBCCCHsTAIzIYQQQgghhLAzCcyEEEIIIYQQws4kMBNCCCGEEEIIO5PATCTq6tWrKIrCsWPH3vi15s6dS7p06VLsfIGBgSiKwuPHj1PsnEIIIYS9jRgxAn9/f3tXw6aOHTvSrFkze1dDiDRLAjORKnz00UdcuHDhrV4zZ86cKIqCoig4OztTsGBBfvzxR1RVtZR5Gpw+/XJwcCBv3ryMGTPGqtyIESOsyj392rp16xu9hzcVPCuKwt9///3ScmPHjqVSpUq4uLgkObBWVZURI0aQOXNmnJ2dqVGjBqdPn7YqExsbyxdffIG3tzeurq6899573Lx506rMo0ePaNeuHZ6ennh6etKuXTsJxIVIo27cuEHnzp3JnDkzDg4O5MiRgz59+vDw4UOrcjlz5mTixIkJjp84cSI5c+ZMsP3mzZs4ODhQsGBBm9dVFAUnJyeuXbtmtb1Zs2Z07NjRUuZFXx07dnzhe/Gz5wKoUaMGiqLw/fffJyjbqFEjFEVhxIgRNusr4r2Jh6/JaU+vX79O06ZNcXV1xdvbm969exMXF/fCYy5fvswHH3yAj48PHh4etGrVinv37lmVefZzydOvr7/++rWvLdIOCcxEquDs7EzGjBnf+nVHjRrFnTt3OHv2LAMGDOCbb75h5syZCcpt3bqVO3fucPHiRUaOHMnYsWOZPXu2VZkiRYpw584dq69q1aq9rVuxi7i4OFq2bEmPHj2SfMwPP/zAL7/8wq+//srBgwfx8/Ojbt26hIeHW8r07duXVatWsXjxYnbv3k1ERARNmjTBZDJZyrRu3Zpjx46xceNGNm7cyLFjx2jXrl2K3p8Q4s27cuUKZcqU4cKFCyxatIhLly4xffp0tm3bRsWKFQkJCXnlc8+dO5dWrVoRFRXFnj17bJZRFIVhw4Yleo5n39MnTpyIh4eH1bZJkyYlu17ZsmVjzpw5Vttu377N9u3byZQpU7LP9zpMJhNms/mtXjMtM5lMNG7cmMjISHbv3s3ixYtZsWIFX375ZaLHREZGUq9ePRRFYfv27ezZs4e4uDiaNm2a4LV/+rnk6deQIUNe69oijVHFf5rJZFK///57NU+ePKqDg4OaLVs2dcyYMaqqqmpQUJAKqEePHlVVVVWNRqP66aefqjlz5lSdnJzU/PnzqxMnTrQ6X0BAgFq2bFnVxcVF9fT0VCtVqqRevXpVVVVVPXbsmFqjRg3Vzc1NdXd3V0uVKqUePHhQVVVVnTNnjurp6Wl1rn/++UctXbq06ujoqGbIkEH94IMPLPv+/PNPtXTp0qqbm5vq6+urfvLJJ+q9e/es6gGojx49SvTec+TIoU6YMMFqW6lSpdTmzZtbfn7+NXiqVq1aas+ePS0/Dx8+XC1RokSi13pTAKuv6tWrW/bNnj1bLViwoOro6KgWKFBAnTp1qmVfbGys2qtXL9XPz091dHRUc+TIoY4bN05V1fjX5dlz5siR46X1sPX7s8VsNqt+fn7q999/b9kWExOjenp6qtOnT1dVVVUfP36s6vV6dfHixZYyt27dUjUajbpx40ZVVVX1zJkzKqDu27fPUmbv3r0qoJ47d+6l9RBCpB4NGjRQs2bNqkZFRVltv3Pnjuri4qJ+9tlnlm223rdVVVUnTJiQ4L3KbDaruXPnVjdu3KgOGjRI7dSpU4LjAPWrr75SNRqNeuLECcv2999/X+3QoUOC8om91yXWVtg6V/Xq1dUePXqoGTJkUHfv3m3ZPnbsWLVp06ZqiRIl1OHDhyc4z1PPtzdXrlxR8+TJo3722WeqyWRSY2Nj1a+++krNnDmz6uLiopYrV04NCAhIcA9r1qxRCxUqpGq1WvXKlStqjhw51LFjx6qdOnVS3dzc1GzZsqkzZsywuvbNmzfVVq1aqenSpVPTp0+vvvfee2pQUJBlf4cOHdT3338/0bqnhKev9bNfT19fs9msjh8/Xs2VK5fq5OSkFi9eXF22bJnl2JCQELV169aqt7e36uTkpObNm1edPXu2qqovbk+ftX79elWj0ai3bt2ybFu0aJHq6OiohoaG2jxm06ZNqkajsdofEhKiAuqWLVss2xL7+36da4u0RXrM/uMGDx7M+PHjGTp0KGfOnGHhwoX4+vraLGs2m8maNStLly7lzJkzDBs2jG+++YalS5cCYDQaadasGdWrV+fEiRPs3buXbt26oSgKAG3atCFr1qwcPHiQw4cP8/XXX6PX621ea926dTRv3pzGjRtz9OhRtm3bRpkyZSz74+LiGD16NMePH+fvv/8mKCjIaqhIcqmqSmBgIGfPnk20Tk8dOnSII0eOUL58+Ve+Xko5cOAA8P8evZUrVwIwa9Ysvv32W8aOHcvZs2cZN24cQ4cOZd68eQBMnjyZ1atXs3TpUs6fP8+CBQssw4AOHjwIwJw5c7hz547l55QQFBTE3bt3qVevnmWbo6Mj1atX599//wXg8OHDGAwGqzKZM2emaNGiljJ79+7F09PT6ndQoUIFPD09LWWEEKlfSEgImzZtomfPnjg7O1vt8/Pzo02bNixZssRq6HhSBQQEEBUVRZ06dWjXrh1Lly616pl/qlKlSjRp0oTBgwe/8n0kl4ODA23atLHqNZs7dy6ffvppss5z6tQpKleuTMuWLZk2bRoajYZOnTqxZ88eFi9ezIkTJ2jZsiUNGjTg4sWLluOioqL47rvv+P333zl9+rRlxMrPP/9MmTJlOHr0KD179qRHjx6cO3fOckzNmjVxc3Nj586d7N69Gzc3Nxo0aPBWh9Jly5aNFStWAHD+/HmrXsshQ4YwZ84cpk2bxunTp+nXrx9t27Zlx44dAJbPOhs2bODs2bNMmzYNb29vIPH29Hl79+6laNGiZM6c2bKtfv36xMbGcvjwYZvHxMbGoigKjo6Olm1OTk5oNBp2795tVXb8+PFkyJABf39/xo4da/Xavsq1Rdqis3cFhP2Eh4czadIkfv31Vzp06ABAnjx5qFKlis3yer2ekSNHWn7OlSsX//77L0uXLqVVq1aEhYURGhpKkyZNyJMnDwCFChWylL9+/TpfffWVZax/vnz5Eq3b2LFj+fjjj62uV6JECcv3zzZeuXPnZvLkyZQrV46IiAjc3NyS/BoMGjSIIUOGEBcXh8FgwMnJid69eycoV6lSJTQajaVct27daN++vVWZkydPWl27cOHCljf6N8XHxweADBky4OfnZ9k+evRofv75Z5o3bw7E/67OnDnDjBkz6NChA9evXydfvnxUqVIFRVHIkSNHgnOmS5fO6pwp4e7duwAJgn9fX1/LHI+7d+/i4OCAl5dXgjJPj797967Noa8ZM2a0lBFCpH4XL15EVVWrtuJZhQoV4tGjRwQHByd7uPsff/zBxx9/jFarpUiRIuTNm5clS5bQpUuXBGW/++47ihcvzq5du6hateor3Utyde7cmSpVqjBp0iQOHz5MaGgojRs3TvL8sr1791oCygEDBgDx85gWLVrEzZs3LR/eBwwYwMaNG5kzZw7jxo0DwGAw8Ntvv1m1qxA/x61nz55AfPs4YcIEAgMDKViwIIsXL0aj0fD7779bHrjOmTOHdOnSERgYaPUw7U3SarWkT58eiH/Pfzq/OTIykl9++YXt27dTsWJFIP7zwe7du5kxYwbVq1fn+vXrlCxZ0vKg99l5iYm1p8+7e/dugjbMy8sLBweHRNufChUq4OrqyqBBgxg3bhyqqjJo0CDMZjN37tyxlOvTpw+lSpXCy8uLAwcOMHjwYIKCgvj9999f+doibZHA7D/s7NmzxMbGUrt27SQfM336dH7//XeuXbtGdHQ0cXFxluxQ6dOnp2PHjtSvX5+6detSp04dWrVqZRkv379/f7p06cKff/5JnTp1aNmypSWAe96xY8fo2rVrovU4evQoI0aM4NixY4SEhFjGaF+/fp3ChQsn+X6++uorOnbsSHBwMN9++y21atWiUqVKCcotWbKEQoUKYTAYOHnyJL1798bLy8tq8naBAgVYvXq15ednn4w9r0iRIgkmm79I27ZtmT59epLKBgcHWybSP/saGo1GPD09gfjMWXXr1qVAgQI0aNCAJk2avLVGFbA06k+pqppg2/OeL2OrfFLOI4RIO572lDk4OCTruMePH7Ny5Uqr3oi2bdsye/Zsm4FZ4cKFad++PYMGDXprve7FixcnX758LF++nICAANq1a/fSERtPXb9+nTp16jBmzBj69etn2X7kyBFUVSV//vxW5WNjY8mQIYPlZwcHB4oXL26zTk8pioKfnx/3798H4kczXLp0CXd3d6tjYmJiuHz5cpLqnZwHpwDffPMN33zzTZLKnjlzhpiYGOrWrWu1PS4ujpIlSwLQo0cPPvzwQ44cOUK9evVo1qyZzTb/ZZLb/vj4+LBs2TJ69OjB5MmT0Wg0fPLJJ5QqVQqtVmsp9+zvsnjx4nh5edGiRQtLL9qrXFukLRKY/Yc9P2zkZZYuXUq/fv34+eefqVixIu7u7vz444/s37/fUmbOnDn07t2bjRs3smTJEoYMGcKWLVuoUKECI0aMoHXr1qxbt44NGzYwfPhwFi9ezAcffJCsuj2dRFuvXj0WLFiAj48P169fp379+skeTuHt7U3evHnJmzcvK1asIG/evFSoUIE6depYlcuWLRt58+YF4p/gXrlyhaFDhzJixAicnJwALBkbk2L9+vUYDIYk19PDwyPJZZ8GqbNmzUow3PJpA1CqVCmCgoLYsGEDW7dupVWrVtSpU4fly5cn+Tqv4ulTyLt371pNcL9//77lKaCfnx9xcXE8evTIqtfs/v37lgbUz88vQTYriA9KExuKK4RIffLmzYuiKJw5c8ZmmvVz587h4+Nj6RXx8PAgNDQ0QbnHjx9bHjwBLFy4kJiYGKv3QFVVMZvNnDlzxuYDvJEjR5I/f/4kZaR93tNrJ1a3Z0clPOvTTz9l6tSpnDlzJlkjLHx8fMicOTOLFy+mc+fOljbCbDaj1Wo5fPiw1Qd+sA6KnJ2dbX6Qfz4wVBTF0qaYzWZKly7NX3/9ZbM+SZHcDMJPe8aS4mk9161bR5YsWaz2PX1Q2rBhQ65du8a6devYunUrtWvXplevXvz0009Jvo6fn5/V5x6IzxJsMBhe2P7Uq1ePy5cv8+DBA3Q6nWVUSq5cuRI9pkKFCgBcunTJ0pP3KtcWaYfMMfsPy5cvH87Ozmzbti1J5Xft2kWlSpXo2bMnJUuWJG/evDafkpUsWZLBgwfz77//UrRoURYuXGjZlz9/fvr168fmzZtp3rx5gqxUTxUvXjzRep07d44HDx7w/fffU7VqVQoWLGh5ovc6vLy8+OKLLxgwYMBL5zNotVqMRuMrj6vPkSOHJSBMyldiQ3iePkV+Nluhr68vWbJk4cqVKwnO82wD4OHhwUcffcSsWbNYsmQJK1assGQ/0+v1VudMKbly5cLPz48tW7ZYtsXFxbFjxw5L0FW6dGn0er1VmTt37nDq1ClLmYoVKxIaGmr1QWb//v2Ehoa+0tNPIYR9ZMiQgbp16/Lbb78RHR1tte/u3bv89ddfVvOHCxYsaHPe68GDBylQoIDl5z/++IMvv/ySY8eOWb6OHz9OzZo1E2TUfSpbtmx8/vnnfPPNN8l+//Py8sLHxydB3aKjozl9+rRV3Z7VunVrTp48SdGiRZM12sPZ2Zm1a9fi5ORE/fr1LXPnSpYsiclk4v79+wne/193aHqpUqW4ePEiGTNmTHDuZ4PiF0lOu5c3b95EAzNbbV/hwoVxdHTk+vXrCc6TLVs2SzkfHx86duzIggULmDhxoiUTs61z2lKxYkVOnTplNQRx8+bNODo6Urp06Ze+Bt7e3qRLl47t27dz//593nvvvUTLHj16FMDyIPN1ry1SPwnM/sOcnJwYNGgQAwcOZP78+Vy+fJl9+/bxxx9/2CyfN29eDh06xKZNm7hw4QJDhw61aoSCgoIYPHgwe/fu5dq1a2zevJkLFy5QqFAhoqOj+fzzzwkMDOTatWvs2bOHgwcPJjqvYPjw4SxatIjhw4dz9uxZTp48yQ8//ABA9uzZcXBwYMqUKVy5coXVq1czevToFHlNevXqxfnz5y0Ti596+PAhd+/e5ebNm2zYsIFJkyZRs2bNZPVkvQkZM2bE2dmZjRs3cu/ePcvT2hEjRvDdd98xadIkLly4wMmTJ5kzZw6//PILABMmTGDx4sWcO3eOCxcusGzZMvz8/CxPpXPmzMm2bdu4e/cujx49SvT6169f59ixY1y/fh2TyWT5ABQREWEpU7BgQVatWgXEP33t27cv48aNY9WqVZw6dYqOHTvi4uJC69atgfgnz507d+bLL79k27ZtHD16lLZt21KsWDFLT2ahQoVo0KABXbt2Zd++fezbt4+uXbvSpEmTRD8ACSFSp19//ZXY2Fjq16/Pzp07uXHjBhs3bqRu3brkz5/fKpV9//792bBhA6NGjeLMmTOcOXOG0aNHs3HjRkvK8GPHjnHkyBG6dOlC0aJFrb4++eQT5s+fn+iIhcGDB3P79u1XWoNywIABjBs3jj///JPLly9z6NAh2rdvj06no23btjaP8fLy4s6dO0l+QPosV1dX1q1bh06no2HDhkRERJA/f37atGlD+/btWblyJUFBQRw8eJDx48ezfv36ZF/jWW3atMHb25v333+fXbt2ERQUxI4dO+jTp0+CdSbftBw5cqAoCmvXriU4OJiIiAjc3d0ZMGAA/fr1Y968eVy+fJmjR48ydepUS+KrYcOG8c8//3Dp0iVOnz7N2rVrLZ9DEmtPn1evXj0KFy5Mu3btLMnJBgwYQNeuXS2fCW7dukXBggWtHh7OmTOHffv2cfnyZRYsWEDLli3p16+fpc3au3cvEyZM4NixYwQFBbF06VK6d+/Oe++9R/bs2ZN8bZHG2SUXpEg1TCaTOmbMGDVHjhyqXq9Xs2fPbkmb/nz635iYGLVjx46qp6enmi5dOrVHjx7q119/bUnbe/fuXbVZs2ZqpkyZVAcHBzVHjhzqsGHDLOl7P/74YzVbtmyqg4ODmjlzZvXzzz9Xo6OjVVW1nYJ4xYoVqr+/v+rg4KB6e3tbpbFfuHChmjNnTtXR0VGtWLGiunr1aqu6vmq6fFVV1a5du6pFihRRTSZTgrS8Wq1WzZo1q9q1a1f1/v37lmPslS5fVVV11qxZarZs2VSNRmOV3vevv/6yvH5eXl5qtWrV1JUrV6qqqqozZ85U/f39VVdXV9XDw0OtXbu2euTIEcuxq1evVvPmzavqdLoXpsvv0KFDghTDgFVqZkCdM2eO5Wez2awOHz7ckqq/WrVq6smTJ63OGx0drX7++edq+vTpVWdnZ7VJkybq9evXrco8fPhQbdOmjeru7q66u7urbdq0eeHvWwiRegUFBakdOnRQfX19VUVRVEBt3ry5GhkZmaDsli1b1KpVq6peXl6ql5eXWqVKFauU459//rlauHBhm9e5f/++qtVq1RUrVqiqGv/+tGrVKqsy48aNs0rB/qwXLQ1iMpnUqVOnqsWLF1ddXV3VLFmyqB9++KF68eJFq3LVq1dX+/Tpk+hrkdx0+eHh4WqlSpXUqlWrqhEREWpcXJw6bNgwNWfOnKper1f9/PzUDz74wLIcQGL3YKtNfL4ud+7cUdu3b696e3urjo6Oau7cudWuXbtaUrW/jXT5T40aNUr18/NTFUWxSpc/adIktUCBAqper1d9fHzU+vXrqzt27FBVVVVHjx6tFipUSHV2dlbTp0+vvv/+++qVK1cs50ysPX3etWvX1MaNG1vO8/nnn6sxMTGW/U8/OzzbFg4aNEj19fVV9Xq9mi9fPvXnn39WzWazZf/hw4fV8uXLq56enqqTk5NaoEABdfjw4Qn+Dbzs2iJtU1T1FXLQCiGEEEK8IcOHD+eXX35h8+bNlgx7QgjxrpPATAghhBCpzpw5cwgNDaV3795oNDLzQgjx7pPATAghhBBCCCHsTB5BCSGEEEIIIYSdSWAmhBBCCCGEEHYmgZkQQgghhBBC2JkuKYXMZjO3b9/G3d3d5krxQgghxJukqirh4eFkzpw52YkgpA0TQghhL8lpv5IUmN2+fdtq1XQhhBDCHm7cuEHWrFmTdYy0YUIIIewtKe1XkgIzd3d3ANadOI7rk++FEEKItyUyPJzGxUtY2qPkkDYsdTp9+AhDunfn0cOHAHza/jP69/kGB72DnWsmhBApJyIinFKV8iWp/UpSYPZ06Ieruztu0qgJIYSwk1cZiihtWOpUvkZ1Fu0IZFjPXhzYuZPZ86dz5NhBpk+ZT47suexdPSGESFFJab8k+YcQQggh7MLbz48py5bS45vBaLRajp04TN0mFfln7XJ7V00IId46CcyEEEIIYTdarZbO/fsz85+/8c2ShfDwMD77oj0DBvciKjrK3tUTQoi3JklDGYUQIlnMZjAa7V0LkRbpdJDMrIvi3eBfoQILAwMY1bsPOzZs4K/Fczh0ZD8zpsynQP7C9q6e+I9QVRWzasJsljZMJIeCVqNDo9G+1lkkMBNCpKyYGJQHD1FQAUlNLpJDRUVB9c4ATk72roywA08vL36aP48lv//OpGEjOH/hDPXfr8LY4T/T+qOOstyBeKOMpjjCou4RZ4q2d1VEmqTg5ZoZR73rq59BVVX1ZYXCwsLw9PQkMOiKTJwWQiTObEa5fQcPd3d8Mvok6UOUqqocPnSIQwcPER4RgbubG2XKlqF0mTLyIew/RlVVgu8HExYejpo5k1XPWUR4ODVy5SY0NBQPD49knVfasLTp3PHjfNO1G9evXAHAycnZ5nuCoijUql6P78dMIkN677ddTfGOUFWV+6GX0Tvo8PX1w0HvkKQ2KDQ0lPXr13Hn7h0AMvllolGjxnh6er7pKotURFVVgoPvERYeQUaP3FY9Z+HhYeQv7pek9kt6zIQQKcdoREHFJ6MPzi4uLyxqMpmYP3ce06dN49jRoxQsVIh06Tx5/DiUQQMH4l+yJJ/16EH7jh3Qal9vaIBIO3wy+hAeHoZqNIKDpE3/LytYogR/btvG9wMHsmHZMmJiEu/FWLthFYeO7GPqxLlUqlD1LdZSvCuMpjhUzGTNmg1Xl5f3eFy4cIEJE37mr4V/4eTkRO5cuQG4EnSFfv370vqT1vTr9yX58+d/01UXqYSPjy9h4eGYzMZXHtIogZkQIoUpL33KGB0dTbvWbQgMCODTLp1ZsGgh+fLls+y/ePEis2bM4Ksvv2Td2rX8ufAvnJ2d33TFRSoQ/7cjPaUinqu7G6N+m0q7Xj0t6509786NG0waPoK79+7Qsk1D+vceTN/Pv5YHOiKZ4geQaZSXz3HdvGUzrVq1oGjRYsya+TsffNAchycPkuLi4li1aiVTfp1CufJlWLp0OfXq1nujNRepw/8/+7x0MGKiJDATQrxVJpOJDm3bcfTIEXbt/ZdChQolKJMvXz5++OknOnXuTJMGDenQth2Lli6RD1pC/AcpikL+okVfWKZctWp82607Jw8d4qeJY9mzdydTJ84mk1+Wt1RL8V+xd+9emjdvRq9en/PduO/RPJesyMHBgY8++piWLVvx9eBBNG/ejC2bt1GxYkU71VikJZL6SgjxVq1cvoLNmzaxZv06m0HZswoVKsSa9evYvGkTq1asTPa1YmJiaPFBc4oULETZUqVp0rARV69etew/fOgQ1SpXplzpMhQvUpSffvwx2dewt9EjRxIXF/dWrrUjMJAtmze/lWsJkRyZs2dn1prVdOzTG4C9+3dRp3FFtgVstHPNxLtEVVW6de9Cq5Yf8f134xMEZc/SaDSM//4HWrX8iG7du5CElA425cmbiyJFC1G6dElKly7J0qVLLPsOHTpE5SqVKFOmFEWLFebHn354pWvY08hRI95aGxa4I5DNW1J3GyaBmRDirZoxfRqt27alcJEiSSpfuEgRPmnThhnTp73S9Tp37cKps2c4eOQwjZo0pmf3zyz7enT/jK8Gfc2Bw4cI3LWTiT//wtkzZ17pOm+b8clyBGNGjX5rjdrOHTvYumXLKx1rMplSuDZCWNPp9Xw+dCi/LltKeh8fQkIe0PbT5owcO/it/RsR77bAHYGcP3+ekSNHJSkxiKIojBgxkvPnz7Nj545Xvu6Sxcs4fPgohw8fpVWrjyzbP/usG18P+ppDh46wc8dufvnlZ86ksTZs9OhRb+/h4o5AtrxiYPa22jAJzIQQb83ZM2fYtXMX3T/rnqzjPuvxGTt37Ex20OTk5ETDRo0sDWj58uUJCgqyKhP6+DEAkZGRODg44JU+fYLzXLx4kRpVq1KmZClKlfBn+NChQHxv1aCvvrKU+23qVLp0+hSA+XPn0bBefT5q0ZKypUpTp2ZNrl+//tJ9JpOJQV99RcniJShZvAR9e/exNFpdOn1Kvz59adKwEWVKlqJXj54AVK9SlbKlSnP//n3r161rNyb88ovl56CgILJnzoLBYMBgMPDt4MFUrlCBsqVK0/aT1jx+8lqEhobyWddulCrhT5mSpejWuQvHjx1j1oyZ/PXnAsqWKs3Y0aMB+OvPBZQq4U9p/5K836Qpt27dstxjk4aN+LRDRyqWK8/BAwf4buxYihcpStlSpSlbqjTXrl1Lzq9TiCSpULMmCwMDKFetGgDTf5/E+y1rc+160EuOFOLFZsyYTtOm75EtW7YkH5M9e3aaNGnKjBnT30idHj/XhqVPpA2rWq0KpUr54+9fnKHDhgDxvVVfDRxgKTd16q98+mknAObNm0v9BvVo2aoFpUuXpGatGpZ26kX7TCYTXw0cQAn/YpTwL0afPl9Y2rBPP+1E3769adS4IaVK+9OzZ/yD0qpVK1O6dMkEbVi3bl34ZcLPlp+DgoLIkjWTpQ0b/M3XVKhYntKlS9K6zSdWbVi3bl3w9y9OqVL+dOnyKceOHWPmzBksWPAnpUuXZPSYUQAsWPAn/v7FKVmyBE3fa2Jpw+bNm0ujxg3p2LED5cuX5cCBA4wdN4aixQpbei/fRBsmc8yEEG/N8WPHyZgxIyX8/ZN1XAl/fzJmzMiJ4ycoVPjVF5qdOuVXGjdpbPl51h+/0+KD5owYNozg4GB+mz4dPz+/BMdNm/obDRs1YtDgwQCEhIQk6Xr/7tnDgSOHKVCgAD/9+COf9+jJ6nVrX7jv95mzOHrkCPsOHkCr1dL8/WZMmTyZLwcMsBy3LTAANzc3AH6fOZMdu3dZfn5Wh04d6dWjJ/369wfgz3nz+Lj1J+j1esZ/9x1ubm7s2bcPgHFjxjBqxEh+mTiBAf364+rmxqGjR9BoNAQHB+Pj40PX7t2IiIhg/JMhn6dPnWLwoEHsPXiALFmy8P24cfTs/hn/rF1jqev+w4fIly8fjx494r3GTbh26ybOzs5ERUW9cBiQEK/D29eXKcuWMm/yZKZ/P55jJw5Tt0lFfhz3K+83aWHv6ok06vjxY/Tp3TfZx9WrW4/JUya98nXbt2+L2WymXLlyjB37HT4+PgD8/vtsmn/YjGHDhxIcHMz0aTNstmG//fYrjRo1YvDX3wBJb8P27NnN4UNHKVCgAD/+9AM9e/Vg7Zp1L9w3a9ZMjhw5woH9h9BqtTT74H0mT5nEgC+/enLcHgICdljarJmzZrJr1x6bbVjHjp/Ss+dn9O/3JQDz5s/lk09ao9fr+e77cbi5ubFv734AxowdzciRw5kwYRL9+/fDzc2VI0eOWbVh3bp1JyIigh9/+AmAU6dOMejrgRzYf4gsWbIw7ruxfNajO2tWr7Xc46GDRyxtWJOmjbh54/YbbcOkVRRCvDWRkZG42njzTQpXNzciIyNf+drjv/uOS5cuMmrMGMu2X376me/Gj+fS1SCOnjzB8KFDOX/+fIJjq1atyuw/ZjNsyBC2bN5MunTpknTNSpUrU6BAAQC6dO3KjsBAyzyDxPZt37aNjp0+xdHREZ1OR+cuXdi+dZvlnC1atrDZgNlSsVIlDAYDhw8dQlVVFsz/kw4dOwKw+p9/WPjXQkvv1ZLFSwh6sl7U+nXr6D/gS0uj8/RDwPMCAwNp1LgxWbLEJ1jo3qMHgQEBVvf4NNumh4cHefPlo2O79syaMZOQkBCcZBFp8QZptVo+7dePmav/wTdLFsLDw/jsi/YMGNyLqOgoe1dPpEGRkZFJfv99lttrtF8B23dw5MgxDh48TPoMGej0aUfLvp9//onx3/9A0JVrnDh+iqHDhiTShlVj9uw/GDL0WzZvSXobVrlyFUs71bVLNwID///+nti+bdu38ekzbViXzl3Ytu3ZNqxlkl/DSpUqYTAaOPSkDfvzz/l07BDfo/fPP/+wcOFflt6rJUsWc+XJiJh169fy5ZdfJaENC6Bxo/+3YT0+60lAwHare3y2DcuXNx/tO7Rj5swZb6wNk8BMCPHWeHh48PjRo2RPglZVlcePHiV7YeGnfvn5Z/5e9Ter163D5cn6ag8ePOCfv/+mRauWAOTOnZuy5cqx79+9CY7/4MPmBO7aSf78BZg29TeaNX0PAJ1OZzXuPCYm5pXq9yxVVRPMXXj25+QGtu07tGf+vPkEbN+OT0YfijzJbqeqMPnXKRw8cpiDRw5z/NRJVq3+57Xq+ny9n218tVotu/7dwxd9ehMcfJ9qlSqze9euZF1PiFfhX748CwMDqNGoEQB/LZ5Do2bVOH8hbczFEamHh4cHjx49SvZxISEhr9x+Zc+eHQC9Xk+f3n3ZvTv+ffPBgwf8/c8qWrZsBcS3YeXKlWfv3n8TnKN58w/ZuWM3BfIX4LffpvLe+00BG21Y7Jtvw9xck9mGte/A/Plz2R6wHR+fjBR9mqFVVZkyZapl7t3JE6f55+/Vr1XXl7Vhe/bspXfvPtwPvk/lKhXZtTvl2zAJzIQQb02FShUJDQ1lR2Bgso4LDAggNDSU8hUrJPuaEydMYOniJazftNHqKaGXlxdOTk7s3BE/IfvBgwcc2L+fIkUTJiW5ePEiGTNmpG37dowb/z0H9scPncidOw9HDh/GbDYTFRXF3yutM0fu/fdfLly4AMDsP/6gRs2aljf+xPbVrlOH+fPmERcXh9FoZM7s2dSqUzvR+3N3dyc0NDTR/W3bt2fl8uXMmjGT9h06WrY3adqESRMmEhUV33MQFRXFmdOnn+xryi8//YzZbAYgODg4/loeHoSFhlnOUatWLTZu2MDdu3cBmDVjBjVr1bI5KT48PJx79+5RpWpVvhkyhEqVK3Ps2LFE6y1ESvL08uLHeXP56vvv0OsdOH/hDPXfr8KQkQMY+8Mwm18r/1li+TcgBEDVKlVZuSr5GYJXrlpJlcpVkn1cZGSkZd4UwOLFi/D3Lwn8vw17mlTkwYMH7N+/jyJFEi4t8bQNa9euPd9/N579++OHsOfJnYfDz7RhK59rw/79d4+lnfpj9u/UrPn/9/fE9tWpXYd58//fhs2eM5vatV+9DWvfrgPLVyxn5swZdLRqw5oyceIEqzbs9JM2rGmTpvz8848J2jAPdw/CnrlWrVq12bDx/23YjJnTqVWr9gvbsKpVqjLk26FUrlyFY0ePJlrvVyVzzIQQb022bNlo0rQpM6ZNp0bNmkk+bsa06TR9L3kTrgFu3rzJoAFfkSt3burVrgOAo6MDu/fuRavV8tfiRQwc8BVGoxGDwUDfL/tTpmzZBOdZuXw5ixYuwsHBAVVV+fW334D4nrSVK1ZQomgxcuTIQfES/sRER1uOq1qtGmNGjuLs2bN4enrwx9y5L93XpVtXrly5TPky8fWoVr06n3/xRaL32Ld/P+rXqYuzszPrNm4gY8aMVvszZcpEqdKlWb9uHdNmzrBs/2rQIMaMGkWVipUsjdCAr76icJEi/PjLz3zV/0tKFi+Bg4MDZcqUYdrMGbzfrBkfLYhPWNLsg2Z8O3Qoo8eOpXGDhgBkzZqV3xKZ4B4aGsonrVoRGRmFoijkzZuXdu3bJ3pfQqQ0RVH4qEsXSpQrxzddunL9yhX+mPvbC49Z+c9iJv44E+8MtodCif+W7t17UKZsKU6dOvX/npuXOHnyJLt372LSxMnJvt69e/do1aoFJpMJVVXJlTs3c+fMA+J7cBYtWsJXA76Mb8OMBvr3+5KyNtqw5SuWsWjRQhz08W3Yb1Pjsxw3b/4hK1auoFjxIuTIkRP/EiWIjv5/r1m1atUZNXokZ8+cwcPT03LtF+3r2rUbl69cpmy50gBUr1adLz7vneg99uvXn7r1auPs5MyGDZtstmGlS5dh3bq1zJg+07J90MCvGTV6JJUqVbC0YV99NZAiRYrw888T+PLLfpTwL4aDPr4NmzFjFs2afUDLlgsoXbokzT74gKFDhjF2zDgaNqwPQNZs2Zg+bQa2hIaG0uqjlkRFRsa3Yfny0b59h0Tv61UpahLGFIWFheHp6Ulg0BXc3N1TvBJCiHdEXBya+8HkyZsHJ2dnm0W2b9tGk4aNWLN+HbXr1HnpKbdu2cJ7jZuwdsN6ar3gqVtqM3/uPNavW8fiZUuTte+/LiY6msuXLmPO6AMODpbtEeHh1MiVm9DQ0GQPCZI2TDwvMjyC2RN+4cr5Czb3x0RFcfDJUFs/30xMnTiHShWqvc0qirfMYIzhYcR18ubJh3Mi7RdA9RrVcHR0ZN3a9ej1+hef02CgcZNGxMbGsiNwZ0pX+Y2aN28u69avY+mSZcna918WHR3NpcsXyeCWHb3u//PPwsPDyF/cL0ntl/SYCSHeqlq1a9O7bx9afdiCRUuXUK9+/UTLbt60iU9afUSffn3TVFAmhEjdXN3d+GLYsBeW2b52LaP79OXuvTu0bNOIfl98Tb8vBqPVat9SLUVqNGf2XKpUrUSrj1qy4M+/cHV1tVkuMjKStu3acOrUSXbvSjjvSwhbpMdMCJFyktBjBmA2mxk2ZAg/jv+BOnXr0r1HDxo1boROp8NoNLJ+3XpmTJvG1i1b+GrQQEaNGSOp1f8jpMdMpCZ3btzg227dOXHwIAAVylXht0lzyOSXxc41EyktqT1mAGfPnqVJ00ZER0fTuXMXunbpZknScf36dWb9PpM//vgdZ2dn1q5ZT6FChd7GLQg7S4keM/mkI4R46zQaDWPGjWPnnt34+vrS5uOPcXd2wTudF+7OLrT5+GN8fX3ZuWc3Y8aNk6BMCGEXmbJlY+bqf+jUtw+KorDvwG5qN6rA1u0b7F01YUeFChXiyOFjfDP4W1atWknuPDlx93DF3cOV3HlysmrVSr4Z/C1HDh+ToEwki/SYCSFSTlwcmvv3yZ0nD85P0tInxYMHDzhx/Djh4RG4u7tRvEQJvL2932BFRWoVHRXFlcuXMWfMKD1mIlXZFxjIsB49CXmS4a175958M3AUDs/8nYq0y2CM5WHENXLnzoOri+3hibaoqsrRo0e5c/cOAJn8MlGyZEmbmf3Euy0qKorLVy6RwS0Hep2jZbvMMRNC2IdOh4pC8P1gfDL6JLlhcnN1pVKlSlbbns1uKP4bVFUl+H4wKgropHkSqUuFGjVYGBjAsJ69OLBjBzP+mMy+g7uZPnk+OXPktnf1xGvSaR1Q0HDz5g18ff1w0DskuQ0rVKiQVc9YSqxpKdIWVVUJDr4HKGg1r95+ScsnhEg5Gg2qdwbCHjwkPDwMkCeGIjlUVBRU7wwgw1dFKuTt68uvy5Yyb/Jkpn33PcdPHKFuk4r8OO5XmjVtae/qidegKAoZ3LMTFnWPGzeu27s6Ik1S8HLNjEbz6gmCJDATQqQsJyfUzJlQjUZ710SkRTqdBGUiVdNoNHTq25eSFSvybbfu3Lt1ix69O7BrTwCjh/+Ei3PSh3GL1EWndcDLLStm1YTZLG2YSI74nrLXCcpAAjMhxJug0VjNDxJCiHeNf/nyLAwMYHSfvgSuX8/CJXM5fPQAM6bMp0D+wvaunnhFiqKgVXSvNRxNiFcljyWFEEIIIV6Bp5cXP86by1fff4de78D5C2eo/34VFiyaTRJyqwkhhBUJzIQQQgghXpGiKHzUpQtzN28ke548xMbE8NU3n9OjdwfCwkLtXT0hRBoigZkQQgghxGsqUKwYf27dSqNWrQD4Z+1y6jWtxLHjh+xcMyFEWiGBmbAL+cMTQgiRFikknm/W1d2NUb9NZcSvU3Bycuba9SCatKjF9FmTMJvNb7OaQog0SD4fi7dGAVx1Ohw0Gh7FxeKi1eKilcm1QgghUj8njQY3nY5Io5E4sxl3nR7HRDKINvn4YxYEbCd/0SKYjEZGjhtM+y4f8uBh8FuutRAiLZFPxeKtcdfrGXbsMIuvXgHiA7Wvi5agfZ58REpqdSGEEKmUk0bLY0McTbZv4nFcHADZXF1ZX6s+eo0Gg43esJz58jJn40YmDhvGstlz2BawiQrVi+Dpmc7mNdKnS8+gL4dTp1bDN3krQogUdunyBb4d3p9LQRds7k9Ob7miJiFtUFhYGJ6engQGXcHN3T3pNRXiCWetliMhD2i3e0eCfbvqN8FNr8ckGayEEImICA+nRq7chIaG4uHhkaxjpQ0Tr8tNp6PG5nXcjY622l7O24f5lasT8ZKHi9vWrGF0n75EhIW99FrdO/fmm4GjcJAlR4RI9Zau+ItBQ/sQEx310rJJab+kx0y8FVpFYd7lSzb3Lb8WRK+ChQkzGN5yrYQQQoiXizAaEwRlAAceBGNMwkPF2k2b4l++PEf37rX59FxVYfXChewPDGTGH5PZd3A30yfPJ2eO3ClSfyFEyoqMjODroX1ZvmohAFly5qTrgC9xcHRMUDYmOppRvfsk6bwSmIm3QlEU0ify9C+jszNm6SwTQgiRSiU2l8xBo0GrJJYKxFqGjBmp8/77ie6v2+x95k2ezLTvvuf4iSPUbVKRH8f9SrOmLV+pzkKIN+PUmeN079WOK1fjOxzqNmvGt7/8jFsivWER4eFJDswk+Yd4K6KMRvoVLpYgk5WjRssH2XIQYZTeMiGEEKmTXqOheka/BNs/zVsg0QyNyaXRaOjUty8zV/+Db5YsRESE06N3B778uidRSRgmJYR4s1RVZfa8aTRqVp0rVy/h4OjEt7/8wrhZMxMNypJLeszEW2FSVTz0etbUqkf/Q/u5EBZK6QzeTClXEZlaJoQQIjWLNpn4vVI1xp48ysKgyzhqtfTIX5Bu+QsR+iQZSErxL1+ehYEBjO7Tl8D161m4ZC6HjuxnxpT5FCxQJEWvJYT4v/vBd5k89Ufu3b9rc/+9+3c4eHgfALkLFOC7P34nT8GCKVoHSf4h3ipnrRaNoqBRFMyqisFsJk7WdhFCvIQk/xD29nTJFwWF+A9O6kuTfrwOVVVZ+scfTBw6HIMhDgdHJ8YO/4k2H3dCSeLwSSFE0gTu3MoX/bvw4OH9l5Zt1rYtA8aNxcnFJUnnTk77JT1m4rXoNRocNRpMqopWUV7aSEWbTG+pZkIIIcSLuel0mFUVjaIQazbbTHv/lApvNBB7nqIofNSlCyXKleObrt24fvkyX33zObv/DeSHsVPw8PB8a3UR4l1lMBj4YcJofp32EwCe6dPTqGULFMX2bK9y1apSpV69N1YfCczEK3PWagmOiWH0iaPcjYmmRfZctMuTl3CDQVLfCyGESLV0ioKrTs+8yxdYdeMaWZxdGFqiJOkdHFPdA8SCxYvz59atjB80iPVLl/LP2uUcPX6IGVPm41+ijL2rJ0SadePmdXr26cChI/sBKFWpEmNmTCdjpkx2q5Mk/xCvxEmr5XpkBDU2r2Pb3ducfvyIkSeO8PGObThrtfaunhBCCJEoZ52O5oFbGHPyGKcfP2LznVtU27iWu9HRiWZgtCdXdzdG/TaVEVN/xcnZhes3rtKkRS2mz5qUrMVrhRDx1m38m7qNK3DoyH40Gg3dBg5k2qqVdg3KQAIz8Yq0isLXRw4m2H4o5CEhcbHyhyWEECJV0ioKd6KiOPn4kdV2Ffj26CF0iQxhSg2afPQRC7ZvI3/RIpiMRkaOG0z7Lh/yMOSBvasmRJoQExvD4KF96dKjNaFhj/Hx82PaqpV0G/gV2lTQsZB6331Eqnc1IsLm9ltRUWhtPHF01elweTKe302nwyUV/AMQQgjx36JTFK5H2m6/giLCUUk4FN9Ro8FNp0Mhfu0yN50uyeuXpbSc+fIyZ+NGWnb+FIBtAZuo06g8/+7bZZf6CJFWXLx8nsbNqjN3wUwAqtSty6IdgZSuXNnONfs/CczEK1GAmn62u3sLeqRLMIHaQ6/n13OnKbp6BeXW/0PpdX+z/0GwDHsUQgjxVsWZzRT3Sm9zX51MWdA8F3A5aTTEmEzU3bqB0uv+pvialXTcswNXnS5B2bfF0cmJQePH8+O8ubh7enL33h1atmnITxPHYEplc+SESA2WrlhAvSaVOHPuJDqdnr6jRjFh4V+ky5DB3lWzIoGZeCXRJhNjS5bBx8nJavvQ4v5on2unnLVa9j+4z9TzZzE/SQoSaTTS6d+dGMzmFFucUwghhHgZFXDUaBlQuJjVdj9nZ4YU9yfKaB3Y6DQamgZs5kZkpGXbvgfBDDp8wO4PF2s2bszCwACKly2L2Wzm50njaNmmEXfu3rJrvYRILSIiwvmifxf6DOhGTEw0WXLm5I/162jbs0eqXHZCAjPxSkxq/GCP3Q2asqhqTX4sXY7DjZvROmceop57WqdRFGZeOG/zPGtuXsdVJ8lBhRBCvD2RJiOd8xXgUONm/Fi6HEuq1WJH/SYYzSrm54YyhhsM3I2OTnCOf25eTxUPFjNly8bM1f/QqW8fFEVh7/5d1G5Uga3bN9i7akLY1cnTx6jftDLLVy0EoG6zZvy1fRtFSpW0c80SJ4GZeGUxJhPhBgNF03nROGt2FCDSxhAKBXDQ2v5Tc9ZqbYzmF0IIId6sSKMRDdA4a3YKe6Yj3GAg1pywDdNqbIdfulT0tF2n19NryBCmLFtKeh8fHj16SLvOHzJ8zCDi4uLsXT0h3ipVVflj7jQaf1CDK1cv4ejkxLe//MK4WTNxe8kCz/YmgZl4bbFmM1FGI4kl7I0zm+lfqFiC7XqNhkZZshH5FhfsFEIIIZ4yA1FGI7EvSDnvotWR38Zizh3y5HuDNXs1FWrUYGFgAOWqVwdg5h9TaNqiJlevXbFzzYR4Ox49DqFT948YMvJLDIY4chcsyPytW/igfbtUOXTxeRKYiTcuzmwmt7s7k8tWJJ2DAwC53NxZX7u+nWsmhBBCvFic2czfNetSNaMvEN9T1iF3XgYVLZEqHyx6+/ry67Kl9BryLRqtlhMnj1K3SUX+XrPM3lUT4o06cGgvdRpXYNOWtQB80K4d8zdvIk/BgnauWdLJ5B7xVkQajdTNnIW6mbNgNJvRaTSYVTXBfLSU4KzVolUUIowGnLXxKY0jjUYZMimEECLZ4sxmzKrKzIpVMasqGkVBAULj4lK8XdEoCs5aLUazSqzZhJtOh1FViUlmW6nRaOjUty8lK1bk227duXfrFj16d2DXngBGD/8JF2eXFK65EPY1c/avjBw3GLPJhKu7O9/+8jP1PvjA3tVKNgnMxFvz7JPFFw0beR3OWi0XwkLpuGcnoYY4FODjnHkY5V+aUIOMsxdCCJF8RlXF+IZ7xxTAXaen1/49bL4Tn1Uxo5Mzy6rXwtvRiehXeJDpX748CwMDGN2nL4Hr17NwyVwOHz3AjCnzKZC/cArfgRD2YTAYGDn2a8xmM4X9/Rn3+yyy5sxp72q9EhnKKN4pGkWhxY5tliBMBRZdvczfN65K9kchhBCplqtOxy9nTlqCMoD7MdE03rYZnfLqH9c8vbz4cd5cvvr+O/R6B85fOEP996uwYNFs4uLibH4ZDIaUuCUh3gqT2YT5yQP/b37+Kc0GZSCBmXiHOGm17A2+h0lNOLjkj0sXLGuoCSGEEKnRn1cuJdgWYTRwIyritRazVhSFj7p0Ye7mjWTPk4fYmBi++uZzchRIZ/Mre35POnZrxYOHwa9zO0K8fWkgwceLSGAm3hmqquKktd0r5qjRpIlsPEIIIf67HBNZWsZBo4UUeLhYoFgxFmzbSuOPWr207KYta6nbuAL/7tv52tcVQiSNBGbinRFrNlM6QwabQxb7FiqKZP8QQgiRmvUqkHDel5+zM75OTokuSZNcLm5uDJ8yhWGTJ1GyYkXSZciAk4sLXt7elK1WlcE//cTI36bi7unJ3Xt3aNG6IT9OGP3Kc+zMZjOnzhxnx65t7Nm7g2vXg1LoToR498ikG/FOMZpVttRpSOe9uzgb+hg3nZ6BRYtTKaMv4TJmXgghRCoVYTTSLnc+HsfFMePCOWLNJkpn8GZ2pWoYUnAo/vEDBxjR63Nu37hBrcaNeb9tG1zd3AgPDWXHho2MHziQnPnzM3r6NGZPmMCJAwf5ZfJ3/LtvF1MnziZzpqxJus6jxyEsWfYn8/6axdVrV9BqtZieJDCpUK4KHdt1o2G993B4soyOEK/CYDDw86Rxlp81mrTd56So6sv/tYeFheHp6Ulg0BXc3N3fRr2EeGVOWi06RcGomi0TpiNS4VozQoikiwgPp0au3ISGhuLh4ZGsY6UNE2mJm06HCphUFZ2iEGc2E5dCmYz3BQbSv01bGrT4kJ6DB+Pt55egzN2bN5k0fAR7tm5l4uJF7N22jbmTJqOqKl5eGZj04wzq1m70wuscOXqA9l1b4qDX0/aTznzcsh2Z/LJgNps5c+4k8//6nRV/L6Zg/sLM/3053t4ZU+T+xH/LjZvX6dmnA4eO7AegbNWqTF6yGH0qC/aT035JYCaEECLVk8BMiNdz8+pV2tSoyQft29Nn5IgXzrs2m82M6/8lAevXs2TXTi6dPcuwHj0JCY5PBtL1088ZMmiMzd6uk6eP8cFH9Wja6APGj5mSaI/Yvft3aNf5QwwGA/8s3YqHh2fK3Kj4T1i/6R/6D+xBaNhjFEWhy4ABdBnwJVqt1t5VSyA57Vfa7u8Tws4cNBrcdDp0ioL+yff610hr/CKOGi3uOj06SWIihBAimZbMmkX2PHnoPWK4JShz1eos87JddTpcniTQ0mg0fP3Tj3imS8fKefOpUKMGCwMDKF+jBgCzZv9K0xY1uXrtitU1TCYTXXu2oV7tRvwyfrolKFMU0Dtq0Dv8v/3yzZiJJX+uxWAwMGLsoDd9++IdERMbwzfD+tH5s08IDXuMj58f01atovuggakyKEsuCcxEqqdTFFJjKOKg0aBRFJoHbsV/7SpKrFlJ610BOGo1KRo8OWg0uOv1nHj0kD+vXORBbAxuOl2qfE2EEEL8nwYFbSp4mBYdGcmaRYtp1aWzZQ6Oq07HiutB+K9ZRZl1f1N63d9svXMLF138h1udTseHnTqxav58jAYD3r6+TFm6hM+HDkGj1XLi5FHqNqnI32uWWa6zLWAjd+7eYtSwHy3Bn9HFzB2XKH67d4ZFjy8T4RmH8qQTzStder4dNIqVfy8h5NHDt/uiiDTn0uULNPmgOnP+nAFApTq1WRgYQJkqle1cs5QjgZlItVy0Wpy1Wq5GhGNSVdx0+tdaxyWlOWg0fLRzO2dCH1u2HQl5SJe9u3BMwac2TlotdbdsoM3uQMacPEadLRsYePgArjp9il1DCCFEynHUaHDX6QgzxHErKhI3nQ5nOz7N3xsQgNlkom6zZgDoNRpuREYw5NhhYs3xCTmijEZ6H9zL47g4SzDZ9JOPCQkO5ujefUB8T1rHPn2YtWY1flmzEhERTo/eHfhyUA+ioqOYu2AmTRt9iHcGHwBUZ5WVwUGU3LCKYScO88WhvRRbv5Jr2nC0uvhr1K3ViAwZvFm8dP5bflVEWhIdE817LWpx+uxJtDodfUeOZOLChXh5e9u7ailKAjORKrnodCy+eoUiq1fQLHAr5db/Q5e9O/HQp55gJNZk4vTjRwm2775ve5HrV+Gm0zHrwnmuR0ZYbV998zq3oyNlWKMQQqQyOkVBoyjU3rKBGpvX0WT7ZoqvWcml8DC7BWcP79/HJ1MmnJydAXDWapl54ZzNsvMvX8T9SVvrkS4dnunT8zDYeqHpEuXK8VfAdmo2bgzAwqXzaPh+Vfb8u4MmDZtZykU5GBlw9IDVsTEmE90O7CbaKT4pl06no2H999l7YFeK3Kt4Nz1+HMKjxyEATFq8iLa9eqb5DIy2vHt3JNIkJ60WpycNlgaINBoYdeKoVZnd9++x/FoQbjbWKVOID2LcdPHj5W2tZQbxDaa7Pr6c02s2kIlNnFaefKUEk6qy9e4tm/t23rv72vcghBDi9egUBRetzvKgzEmrpe/BvdyMirSUiTObab0rwJIp+HlOWi2uz7RhiT10e9q+uSdzOLuiaHg+15s+kfbDQaO1WstaVVU0moRX8/Ty4oe5cxg4/nv0egcuXDxLnCGOA4f3Wq71MC4Gg42MkscfhWDQ/H97eq/0hIaFJuOOxH9Zzrx57V2FN0YCM2FXzk8ao3/v32Nv8D1cdTrSOTiw5bbtYGTJ1SuYn2tctIqCh96BX86cotz6f6izZT0bbt1I0LvmotUSYTTy7dHDfHFgLycfhbxWD5yDRkM5b58E2xtmyZpicwp0ikIhz3Q29xVJ52WzwRNCCPHmaYh/0PcwNpYNt28QEhdreXC45c7tBOUjjUYexMYk2O6i1XI9IoKWO7ZRcu0q+h3ch6IoOGn+HzjpFAVPvZ5/blyjx749TD53Ov6BpiZpD+cyZsrEvdu3iQgPB+KHLfYqUChBOQXokCcf4YY4IL6nLTQkBB8bafUh/gFlq86dmbt5I9nz5AFg2syJfPZFe8LCQvHU287ImMXFBa36/3YyKioKVxfXJN2LEO8yCcyE3bhotdyIjKTY6hV027ebrnt3U3zNSm5HR5E5kTfojE5OCXqqnLVa2u4OYObFc4QZDNyKiqL/of0svXrF0ki6aLWcfvyIKhvXsPxaEFvu3OKTXQGMP3U80d61l4kxmfizSg1q+mYC4hu0JlmyMalsRaKfLKL5uiJNJgYVLYHjc41vbjd3inulJ1YCMyGEsAs3vY4u/+6i9pb1fHloP7U2r+ezfXvQKApeDo42j3F5rr3RazQ8iI2l0fZNnHr8iGiTiY23b1J901r0zwzTctbpaBqwha+PHCTw3h2mnj9LufX/gJK0D3IVatbAxdWVDcviE3UYVZX0jo7MrlSV9I7xdc3o5MySarVw1mp52rL8vWABmbJlo0T58i88f4FixViwbSse6dIBsHrdCuo1rUTUvRA+yZk7QfkfSpbDPS7+waiqquzYtZVCBYom4U6EeLdJYCbsRqModNizA+MzPWAGs5lWO7ZT2SejzYbt22IlEyy0GWMysf9BcIKyP54+afleURT6H96foMzsSxcS9MAllVFViTIa+a1CZU6/9yGn3vuQn8qUJ9xoTLE5ZmZVRYvCwcbv0y53Xspm8GFIMX821mlATAoFf0IIIZLHWatlX/B9dt2/Z7U98N4dbkVGMrBo8QTHlM3gnWCOmaNGy/cnjyUo+zgujt3B8cPVHTQaTj1+xLlnEk1BfA/cT6dPJAj2bHFwdKRZ2zYs/f0PjAYDAFFGExW9fdnToCnHmzZnR/3GFPVKT9STtiUmOpqV8+bzYceOSZrL4+LmxudDh+Ls4oKTswvXrgdRqXRRemfIzO/lq1LJx5cGmbMSUKcR1dwzYYiNbyePHDvIqTMnaNe680uvIcS7TgIz8VYpgIdebxlCeC8mOkGZ29FRmMxmdtRvTKMsWXHR6Siazou1teqRwdExwfC9xHqnQg1xPA2PVOBGZGSCMioQ9qSRehUmVSXSaCTaZCLaZCLCaHzlQC8xMWYTRlVlSDF/5lWuTtvceQkzGGQYoxBCvGWOGi0eej2eej3rb92wWea3C2f5OEduJpapQFYXVzz0errmLcDCarUStFdmVeWejeGNALejotAqCg4aDSdCbKeSP/EoBHMSm5xWnbsQ+ugRo/v2xfSkHpEmI5FGIwazmUijkShjfEIOQ1wcQ7p/hqIovN+2TdIuADT4sDkarZbmHduTv2gRYqKjqVi0EEcmTmVukQrMLl6Nwqb06KLiP36aTCZ+mjiG6lXrkCtnniRfR4h31auN4RJ256bTYVZBo8QHJinVQ/MmPX1SOO38WS6Fh9EyRy6WVa9Nxz07iHzSGED83C1VUTCbzfxcpoJlu0lVrRo1naLED8dwcMRNpyfCaB1g1fbLZJkcrQCFPdNxOzqKDnnyUTaDD/djollw5RLpHBysrp8amVWV8FReRyGESAq9RoOjRotZNaOgEGlK/e9tCuCm13MiJIQFQZfI7OxM30JFiTaZ+OfGNauyhT3TYVDNNMiSlfpZslraobC4/z8sfLr0i6LARzlyc/jhgwTXrJ85K9FGE1pFoVJGXwAqZ/Slda48uOv07Lh3lwyOjtjIy2GTTyY/Jvz1F5+3bMmAdu3pNXQIeQslnGd29thxJo8cyeVz55i2aiWeXl5JuwDxvWaDf/yRYT17MnD891w+d45lf8zmt+lTWLlqOX16DcTJKT4zpMlkYsnyBZw6c5w+vQZy7MRh/IuXTvK1hHgXKerzaXpsCAsLw9PTk8CgK7i5u7+NeolE6BQFV52eP69cZN2tG+R2c2dwsfg5SCk1ryklaRUFZ60W9cn3Fdb/Q0hcnGV/9Yx+tMmTl257d1u2fVm4GF3zFSDiSSDiqNGggmUIo6tOh8Fs5lpkBNld3XDRaLkQHkrzwG2W9ViyuriysU4DjGYzRlXFSasl0mAgwmhk8rnTBNy9TXZXN4YXL4V/+vSEvkavmRDizYsID6dGrtyEhobi4eGRrGOlDUs9XLRa7sfE8P2p44TExdImVx4aZclO2DMjHFITV50OVVXRazTMuHCOn878f4i8TlFYXqMOXx7az+XwMCB+RMiBRu9b2i+toqDXaIgzmzE/aYv0isaSsTGrqytOGg3t9+xgx727lnMPKeZP69x5LT1Y7jo9Bx/e535MDFPPn+VhbAzvZc3OsBKliDQYMCTj4eyV8+cZ068fJw4cpGSFClSpVw9XNzfCw0IJXL+B00eOUKZKFYZOmkiWHDle6XVbMXcePwwaRLUGDchXpAiLZswgPPTlWRe7fvo53w4cjaOj7Tl64r/rzt1blKqYD4C1x47ilzWrnWuUdMlpvyQwS2PcdXreD9xiNdZcpyjsbfgeeo3Gar6WvTlptRjMZkYeP8LZ0MdU8vGlXZ689Ni3h/PPpMXdVrcRI04cIcJgoFeBwlTz9SPMYMBZq0WjKBx8EIyDRkvJ9BnQKjD6xDHmXbloOb5NrjyMLFEKkwqXw8Nw1evwdXLGYDZbJcfw1Oupumktd6Oth09uqtOAzM4ukkhDiFRMArO0z0Wr41zYY5oHbrXa3jBLViaUqWAJZlKD+GH3Dqy9eY3Zly7iotPyad4CPI6LY9CR/6/LVSaDNwOLFGfIscOUzeDN4GL+QPyDRFetlnsxMZwLfUwxr/T4OjnxIDaW+ls38iguFoB0Dg5sqt0Anyf77kRHkdfdAwUsc70gfpTMjnt36L5vj1U9i6TzYkX12q/02p0/eZLlc+Zy7vhxIiMicHVzo3i5snzYsSO5CxRI9vmeio2J4d9t2zi8Zw8Hd+3myrlzZMiYEUNcHDHR0Rie9By6ubvj4eWFTqcjJjqae7fiszEXL1aS6ZPny9BGYeW/EpjJUMY0RK9ouBwelmACsFFVGXn8CD+WKY8xlTRsGhTMqkr59f9YerrOh4Wy/tYN5lWpToOtGy1lL4WHMadiVQxm1TLny1mr5VpEBO8HbrHMpSromY4fS5WzCsoA/gq6TIscucjr7kEmFxdUlQSNlP7J5OnngzKAkcePMq9yNQnMhBDiDVIUGHj4QILtG27d5LuSqWvEh4tOx9Bjh1h89Ypl2/4HwYzyL03TrNlZc/M6ACcfPaJk+gysqlEHraIQZTJhVlU89Xo+/XenVXKQNTXr0u/QfktQBvFJPj7atZ2NtRugVRRyuLrZHP2iEv9Q8nmnHz8izGBArygk9xUsUKwY3/7yczKPSlzwnbssnjWTf/5aSGxMNFly5ESr0+Lu6cnjkBByFyiAf4XyFC5ZklqNG+Pi5mY51mw2M3/KFH4b9x0nTh6lXtNK/DB2Ch+81yrF6idEWiDJP9IQnUbhQiILMJ4PC02xtbNSgqdez9RzpxNkULwXE83JRyH4p89g2VY0nRdhRiORJiNRpv8P/2i3J9AqwUXp9N4sCLpk83oLrlzCSavFpKqYbQyI0SoKt6OjbB57PybaEgwKIYR4MxQUy5C/5wXHxuCSxDW53jStoqABq6DsqQlnTtEu9/8Xty2VIQPGJ/OfnyZ/ctHqCLh7J0HGRhSFSzbu/2pEBNEmEyokOupFwXayLIhPbOWpd7DMW7OHc8eP07Z2LXZt2sxnX3/NxlOnWbxzBwsDAth89gxjZkzHzcODv/9cgJOzs1VQBqDRaOjYpw+z1qzGL2tWIiLC6dmnI18O6kFUVMLEXUK8q6THLA2JNZsp55NwQWOAKr5+bLtzixp+mRMkstAQ//TPpKrxT/SMJpvBS0pwebL+ybFHD3kvW07K+WRkwKEDVk8Ir0ZE4Ptk8m/jLNnI4OiYoIcrwmjkYWys1bYwQxzZXa3fzJ/K8pKFKWNNJqpktL1AZsMs2Rh78hjfFPNHoygpnlVRiNQqJiqK2zdsZ5ZLbRxkzsk7QKVyRl92PxewaBQFDQomVJvvwc5a7ZMEGvH/jXpDyUIcNRocNFpuRkUSZIhjc52GzLhwlhXXr1rKPIqLxUmre1Jeyy9lKiTIkKtRsDrGsh3F5v1pnmRefNk88SZZsrHquUQjeo0Gd72engf+ZWJZ+wwHvXbpMr1atKRS7doMmzwJvYP1otI6vZ46771H7aZNmTtpEt927YaLqyuVatdOcK4S5cqxMDCA0X36ErBuHQuXzuPgkf3MmDKfQgVlnTPx7pPALA0xP8lA2DZXXqueo8zOLrTLnZdG2zZxqHEzq2McNRq0Gg0/nD7B/gfBlEqfgUFFSwCk+DpYLlotS65eYeSJo5ZtpdJnYFG1mjTatsnSGDXMkpUNt27wWY06FPb0SpBNEf7fED/bfG2+fYsNdeoz8+I5q4ZQr9HQNV+BF6a9VwG9RuH7UmUZfOSg5bwlvNLTNGt2Gm3biJeDA18XLZFoIhCF+IyRRlV9K1kwXXU6FOKfMkcYDalyYrxIu3Zs2Mio3r0JffTI3lVJko879bJ3FcRrijWbmVy2ItU3ryP8mffZQUWKs+xaEOGGOIYWL2kVXLjr9Rx8EMyUc6cxqSo9CxSmSkbf11rmxBatoqBVFGpvWW9JzKFTFH6rUBmDamb1jfihi0XTeaGgMrhoCdo+6Tl7PqDSKAq53RLOZdx65xaf5MzNX0GXrba3ypHrpSNeok0mxpUqy9FHD7kaEWGp36SyFZlx4Swbb998abuk12hQIMFIltc1fuBACvmXYPivU9A9WVNNpyi46HSoqMSZ4ud7K4pCp759CQ15xMgverP22NEEQRyAR7p0/DB3Dstmz2bCkGFcvHSOBs2qMXrYD7T7pDNKKhodJERKk8AsjYkwGhlRohTNsudgb/B9cri5kcfNg657dxNjMvEwNhY3nc7yId5Bq6XC+tWWHqvTjx/x941rHGj0vs3zO2k06DQawg0GHJ8sbJmUdPwK8Q3Hs0EZwJGQh2y5fYtGWbKx9uZ1mmfPSUHPdBTyTEeU0Ui4jaAM4hvJNs8FoLFmE1fCw9hZvzF9D+7jWEgIxb3S80vZ8mgU5aWBS5TRxEc5clHdNxPHHz3E18mZx3FxfLJrO0ZVfZIt0vYbvptOR7jRwKGHD8jj7oGvkzORppRfswzi5xK66LSsvH6VzXduUcIrPV3zFcSkqrKotHhtcbGxTB45ksUzZ9m7Ksni7ehk7yqI12Qwm/FycGBnvcZsunOLkNhYqvn6sfv+PaZfOEvRdF5WbY2bTseCy5cYffL/7cqn/+6kb8GifFagYILeIYX/jw6JNBrx1DtgUs1JyljsrNXS/9A+S1AG8cMKv9i/l39q1WX1jeu46HTMqliVLM4uFPBMR7jB9gOzcIOBXgULM/vSBUumYIA/r1zkYKNmZHVxZdal86gqdMmbn+4FChH6TLZiW0yqisFsZnOdhhwLeUiowUBONzdmXTxv6Z1LLOBy0mrRazScefyIaJOJkukzYH5u+ZlXdfXiRQ7s3Mm8zZstQZmLVsfD2BjGnjxGhNFA13wFKeLpZWnvO3/Zn+Vz5xKwbh31PvjA5nkVRaFV586UKFeOwV26cv3yZQZ925vdewL56bupeHh4vnbdhUiNJDBLgwyqmYlnTqPRwNqb1y0ZDjWKgo+TkyW9rptOz4prQVbDCCG+0Zh76QKf5itg9dTSSaslOCaaD3dsI+TJMMJKPhmZV6UG4XFxvOgZm7NWx8bbtodEbbh1g1/KlKdz3vwUS+dFaNzL0yJHGo0ML1GKYl5e/H7xPHqNht6FilDNNxMxJhNzK1e39KgZzElreAFCDQaijEZGHj9KmCHOatjnp3nzE21jiIybTse4k8eZ/0zSkUo+GZlXuQahhhc3pq/CWael0bZNXHwyF2Hbndv8fvE8+xu9n6AXUYjkuHHlCoO7dOXciRMAVK9ahx/H/YpnGviQE2uI5dfpKZeoQNhHuMFASFwci69ewV2nZ+r5M5b34coZfdE90xuiAj+dOZHgHFMvnKF7gYIJtnvoHfjm6EGWXQsC4oO0WRWq4J8+w0vbCEVR2HDrZoLtsWYTqDCpbAVq+GXCWavjfiILQj9bb1T4t2FThh47xMnHj6jgnTE+tb3JSKe8+emUNz8q8cHk45cEZU/Fmc3oNRomnT3F5Yhwq2RWed09cNZqEwSr8Q9XjVTesMHSXukUhRU16pDX3eO1g7MVc+dR2N+fIqVKAuCq1XEk5AFtdgdaymy4dZM+BYvQPX8hokxG3D09afjhhyyfMzfRwOypAsWKsWDbVsYPGsS6JUtZs34lx08eYfrkeZT0L/tadRciNZLALA0ymlXGlSpDnS3rrZ6QDSpSnGc/tus1Cqce2x6mdCb0cYK+IZ2i8F7AFqtg7d/g+4w9cZSvi5Z44dh1k2oms7PteV6+zs6cDX3M1PNnWVOrXpICCxUINcTxfrYcNM2aHYhvOJ8OX3nVoRhGVSWLiwsd8uTlh9Px69EoQK8Chcnv7pFgEWfdk6Qh85/LBPlv8H023r5BHb/MRKZgL5aTVsuhhw8sQdlTYQYDU86dpnfBojaHfgrxMhuXr2Bs/y+JjopEq9Mx+MsR9OjWF40mbeSACk8kaYRIW4yqSlYXV7wdHdl657Zlu7ejE/0KFbVqZ+JMth+6Gcxmop97r3bV6fjnxjVLUAYQZTTSdncgp9778KX1UlUVHydn7ttIsKHVKMy8cA5fJ2cKp0vaYssxZhM6ReHnMhUwP5nfnZTRJy9jMJuZVqEKTbZvtmzL5OzC0uq1MJgTnluv0dBud6DVQ0SjqtJ+9w72N3rvteoCcP7ECeu5Ygp8eXh/gnJTzlsH05Xq1Gbz338n6Roubm6MnDqVstWq8f2AgVy/cZWmLWszZOBounX+Is28hwmRFBKYpUGxZhMZHB050uQDll29wv2YGD7JlQcfJyerHqBok4n3suVg4XPj2QHey5YD4zNv4gpwNzraKih7alHQFb5+Mi8t8TqZKZkhAz5OTgTHWD9N7FWgMP0P7adH/oKJDBRM3JuYyBxhNNI+Tz465MlPSGwsXg4OKIqSICiD+Ceu8y5ftHEWWHYtiDqZsqRo3Rw0Go48fGBz37GQEFTpLxPJFB0ZyQ+DB7Nm4SIAsmbJzrTJ8yhTqrydayb+qyKNBqaWr8S50FDW3rxOkXReNMqSjdgnmQmfctBqyOLiwq0o64y6GRwdcdHprNoHVVWZc/lCgmupwI57d6jum+mlvUPfFitBn4P7rLaVTJ+BK+Hh3IyKomR670SH39tiVNUUX8ImzmzGUaNhc50GlqGUHnr9k3U7E96fSVU5/igkwfZQQxxhBsNrZ3KMjorC2fX/D2VNqmpzWRqzqhJuMFrm0rm4uREdGYmqqkmeM9bko48oWqo033TtwoVTpxk5bjC79wYy8ceZeGewnRhNiLRGHjOkUdEmE7EmE61z56V/4WK46/UJsjHGmEyUSp+Bas9lIyybwZvqvn4JMls5JpIu3kWXtPjdYDYTUK8xH2TLgafegRJe6VlQpQY7793l0zz5+TBHrlSzgGiU0USk0YijVkuUyZTgtXvKqKrkTmRB2uyubmiSHWq+WIzJRFVf29kjq/v6yT9YkcDJQ4doXaMG1XLktPlVO38BS1DWuEEztq7fJ0GZsCszEG4wksvNnUFFS1A/c1bCDIYEa0mqqsrsStXQP9MjolUU/qhYNUHPk4KCi9Z2W+Wm02OjM8lKhNFIgyzZmFmhCnncPUjv6EinPPn4oXQ5VlwLYnu9RhjV1LHWZazZTITRiKLEZ3mMMBoTXYdTqyi46fQ29yW1bX8RFzc3Ip5ZxkebSOITB40GD/3/6xH++DGu7u7JTuSRM19e5mzcSKsunQHYFrCJOo3K8+++na94B0KkLtJjloapYLOH61kRBiOzKlXhemQkhx88wD99BnK5uycIRFQgvYMj2V3duB4ZYbXvi4KFSSwpxrNiTCa0isJ3pcqiEj8MUKsolMngDZDiWbRelbNWG58s5MmTOhUs8/KeF2U0Ui9TVrwcHK3m6ukUhS8LFyMyhdM2x5nNFPRMR2UfX/YE/z+ldFYXVzrlzZ9qXkNhf2azmT9/ncpv48ZheskDD72DI6OHjqd9m66S0UykGnFmM3EvmF8VZTKR1cWVE02bE3D3NiazSq1MmYGEmRDNqAwoUoyPdm632u6q01Hex4dww8vfq8MNBqpm9KOKrx9aRUGv0WAwmZhcriJxyZjL/CYpxN/T0/lpCvFzshMLGRXgqyLFGH78iNX297PlsJrP96r8K5Rn2+o19Pz2W5QnSwFMq1CZRts2WQXPY0uWQX3m5+1r11GiXLlXuqajkxMDv/+eslWrMqp3H+7dv0uL1g3p98XX9PtisCUJiRBpkaKqLx/wHBYWhqenJ4FBV3BLpPdApG46RcFRqyXOZMaQyFM/R40GRVHouW8PO+/fxUWno2f+QnTPX+iNJLmwB2etlhuRkXx+4F8uhYeR082NiWUrku8Fk6CdNFpQYMTxI+y5f4+CHp6MK1UWd73+jWRJ1CgKrjodpx6FsPn2LUplyEBNv8zEmEwpnuZYpE0hwcEM79WLvdsDAChW1J+v+g5Br0+YehqgYIHC+PlmfptVTHHh4WHkL+5HaGgoHh4eyTpW2rC07+kSKlEveM910+lYf+sGo08c41FcLMW90jOzQhXcdHpibAzzS2s0gIeDA6OPH2Xh1cuoqkqLHLkY7V+GCKMh0flrHno92+/eZuLZ00QbjXTMk492ufMRanh5Iq6XuXvrFu+VLMVvK1ZQpmoVIH7pHJOqsuTqFSKMBj7OmQdPvYPlQeaDe/do4l+Sn+bPo0rduq93/Zs3+aZbN04cOAhAhXJVmDpxNpkzZX29GxOpzp27tyhVMR8Aa48dxS9r2vkdR4SHUyNX7iS1XxKYCSs6RcFJq8Wsxi+SqYDNuVdpkQLoNAql1v5t1YApwIFG76PVaBJNf69VFJy1WsxPetnizOYEi4qmNEeNBietDoPZ/MYWVBVpz4GdOxn6WQ8e3r8PQOeOPRn69Vgc3/EFmCUwE0nh9qS3xKTGL1ZtNJsTHeaX1rjpdHxz9BArn1u8um6mzEwpV+mFUwVctFpQFHjyuqTktIKvOnbk3s1bzFz9D04uLkB8u+qm16N5sg7n0zZXVVWG9ezFyUMHWbl/f4ok7jAaDMwYP565kyajqipeXhmY9OMM6tZu9NrnFqnHfyUwkykrwopRVYkwGokyGYkwGt+ZoAziUynPvXQxwVNFFZh24SzuLxj+YLK8LvHz0d50UAbx8whCDXESlAkAjEYjv40bR68PW/Dw/n3SeXoxZ8YSxgz/6Z0PyoRIqghjfNsV/eS9+l0JygDMKqx6LigD2HLnNsaXPGOPMpmIetKGpfRc70Hjx/M4JIR+bdoSHho/3+zpVItQQ5ylzTUajXz/1UAC1q1j3MxZKZZNUafX02vIEKYsW0p6Hx8ePXpI+y4tGDZ64AuHygqRGklgJv4zNAoJ1nR76vELFpcWwt7u3rrFZ82aMfuXCaiqSrkyldi6fj8N6jW1d9WEEG+JSTUnOvTQaMcA1NvXl+l/ryL47l0+KFeeKaNGcfv6dcv+xyEh/PnrVFpUrMjWf/7h12VLKVzSP8XrUaFGDRYGBlCuenUAZs3+laYtahJ0NWFmaiFSKwnMRKrhrNXirtenyIRkW8INBjrkyWdzX+dEFpcWwt52bNhI6+o1OLZvP4qi0PfzQaxYtJEsmdPOMA4h3nVaRcFdr080M2RK0Gk0+KfPkGB7PncPnBLJqvy2ZM6enflbNvPZ11+ze8tW3itVmuo5c1EzT17qFijIohkzaPLRxyzZvQv/8m8uK6y3ry+/LlvK50OHoNFqOXHyKPWaVmLV6qVv7JpCpCRJXSPszkmjQa/VEnDnNlcjw2mQJRt+Ts4pPtzCqKr4ObswpJg/3506bpmD0LtgYfK4e6SaVP5CAMTFxjJ55EgWz5wFQEYfX36dMJuqlWvauWZCiGe56nQ8jI1h6dUrZHFxpW6mzBhVNcWzOMaZzfxZuTrvBWwhKCIciM/Yu7R67bcyvP5lXNzcaNGpIx927MD5Eye4e+s2JpOR9N7eFCtb9q1lS9RoNHTs04eSFSvybbfu3L15k559OrL730BGD/8JF2eXt1IPIV6FBGbCrrSKAopCxQ2rye3mzpeFixEWZ8BBo8HXyZnHca+fNepZkUYjrXPlpXXuvITGxeGp16OQshOhU4JC/GvzsnkD4t10/fJlvunajXMnTgBQo1odpvz8O97eGe1cMyHEs1y1OqafP8u0C2fpV7goeT08uBgeRj4PT9xSOMmG4cni0utr1yfKaMSsqrhbFpe2f2D2lKIoFPX3p3CJEomm8X8bSpQrx18B2xndpy+B69ezcMlcDh3Zz4wp8ylYoIgdayZE4mQoo7ArZ62WUcePUMIrPYOL+tP/0H7eC9hM5Q1rGHL0EJ4OttN/v44ok5EooxG9RhOfzCMVDWGMHw6jI9ZsIigiHGetNj6blvjP2LBsOW1q1ubciRNodTqGDBrDX3P+lqBMiFTIoJqZcv4Mi6vV4kp4OA23bqTJ9s1U37SW29FR8cutpKBYs5lIozF+HbOXLC5tD85aLW46HdcjI4gwGnHT6a0WCH/bPL28+HHeXAaO/x693oELF89S//2qLFg0myQkJRfirZMeM2FXZlR23r/L3MrV+SBgi2XohwosunqFfB6etM6VJ9X1aCWVXqPBUaOxDJtU4IX34qbT03LHVo49CgHie85+Kl2OhlmyvXD9HpE2hD1+zOq/FhL6+JHN/dcvX2bb6jUAZMuag2mT51G65KstwiqEeLP0Gg0XwkJplCUbe4Pvs+xakGXf3ehoGm3bxLEmH2DXbqPX9HT5AaOqonsyiiOx9TudtVqOhjyk454dltEeedw9WFerPiZVTXQ5mjdNURRade5MiXLlGNylK9cvX+arbz5n154Afhz3Kx4ennaplxC2SGAm7EpBoaJ3Rm5GRtocj//HpfN8nCuPHWr2+hw1WkCl/Z4dHHgQjKNGS9d8BehTqAihBkOC8m46HdPOn7UEZRAfoH55+AB1M2dFefKzSJtOHDzIt926c+fGjZeWbdygGT+P/w1Pj3RvvmJCiFdiNJvJ7upKk6zZGHPiWIL9MSYTZ0Mfk9vdI1XMAUsud72eldeuMu7UMcINBgp6puOPilVJ5+Bgs73WKopVUAZwOTyMYccOMcq/tN0fsBYoVowF27YyftAg1i1Zyup1Kzh24jDTJ8+jpH9Zu9ZNiKckMHuHKMRPQjaqKpFGA556B0xvYAJySoozmxlc1J/TobZ7ELSKJs0msddrNNTeso5bUVEAxJpN/Hr+DB4OetrnzpegkTKpKqtuXLV5rn3B96mU0TfRJ5Ui9TKbzcz/9Vd+GzsOs8mEq6sbFcpVRrGRfVSr0dKw/nu0+rCtzf1CvMuctVq0ioYwQxxOWi0OGg3RJlOCtSdTC5X49THTOzjGz5e2Qado0uSQOWetloMPghl89KBl27nQx9TduoEjjZslKK9VFK5EhNucF73m5nVG+Zd+k9VNMhc3N0ZOnUrZatX4fsBArt+4StOWtRkycDTdOn+RYmurCfGqJDB7h3jqHRhweD9/37gGxAdpf1SqSrF06VNtcGYwm3HV66jo44uHXk/Ycz1JPQsUSpOBmQI8jI2xBGXP+u38WdrnTpi2X4OCj5OTJdvWs/ycnVPthxORuJDgYIb36sXe7QEAFCvqz/TJ88mdK6+dayZE6uKk0XAnOoqWO7Zb1pus4uPLnMrVCTOkbBKolBRlNFLBJyPd8xfkm6OHrPa56/Xk9/Qk3MYIidROQWHC2VMJtkcZjRx4EEzJ9N7Emv//ucKsqqRLZE54RifnVPf7a/LRRxQtVZpvunbhwqnTjBw3mN17A5n440y8M/jYu3riJR7eD8Yv67u5ZIw8GnhHuOl0LL12xRKUwZMMhLsCUVJ5aBNtMqGisqVuQ/I/GevtoNHweYHCfJg9p92HP7yqxIauxJhMNn8nRlVlWPGSCbZncnahgGe6NDkU5r/swM6dfFK9hiUo69KpF2uWB0hQJoQNOo2W9wK2WIIygN3B9/jh1HFc31Ka9VdhBu7HxPBxztx8UbAwDk96XPK5e7C5TkMMqfSh6MslPpcs2mTi+Q5CFUjv4EQBG/O1vi3mnyrH4efMl5c5GzfSsvOnAGwL2ETdxhX4d99OO9dM2OLh7omTkzMAPZs3Z+OKlXau0ZshgVka5arV4qrT4fzk/wow9/LFBOXMqsq/wXftvvjky0Qajbjq9PxTsy7HmzbneNPmfF6wsM25WK/CQaPB7ZnX601TgUzOznjo9Qn2tc2VF9VGKxVrNpHbzZ0V1WtT0DMdbjo9H2bPyba6jYhLs437f4/RaOS3cePo9WELHt6/j1e69MyduZTRw37E0dHR3tUTwu40ioKbTofrky8PnY4bURFE2XgI99fVy3aoYfKFxMXRq0BhS/u1plY93PV6YlLogdrT9stNp0t02GRKUhSFLnnzJ9iuURSqJDKsPtZkYk2terTPnQ93vZ7cbu78XrEq1Xz9UlX242c5OjkxaPx4fpw3F3dPT+7eu0OL1g35ccJojGn0ofC7ytXVjaUL1pElczYiIyIY0r07o/v0JToy0t5VS1GKmoTBz2FhYXh6ehIYdAU3d/e3US/xAi5aHaceh9Dv0D5uRUWR282d5dXr0HnvTo6GPExQfnHVmvinzxCfXpf4oMFgNhP3H+mBcdHquBkVyXenjvE4Lo62ufLyfrYchBni3miyLCeNlpC4WFrs2Mb9mGgAavpmYlbFqoS+YGiOs1aLBsXyRDI1z7EQ1u7evMm33btzfP8BAMqVqcRvk+aSJfO7OeTibQoPDyN/cT9CQ0Px8PBI1rHShqUe2idB2VeHD7D65nW0ikKH3HnpmDc/VTauTVDex8mJnfWbWCU/ell223eJXqPBWavl94vn2Xj7Jrnd3BlSvCTOWu0bn6Lg6eDA8KOHWXT18pP5dHp+r1iVIum8Er22hvhpFCpPfl+qSmQaebB458YNvu3WnRMH4+fVVShXhd8mzSGTXxY710w869HjEPoP6sHGzfEZjHMXKMC432eRt1AhO9cscRHh4dTIlTtJ7ZcEZmmMVlGIMZmouGG11fYyGbzpV6gobXYHWm131+s53LgZwTEx9Du0j2MhD/FPn4FfypTHy8Ex1c49SykuWi0nHofw8c4Aq+31M2dhUtmKRBqN6DSaNzZM0EmrRacoRBgNOGq06FP5ZHbx6gLXb2BU796EPX6Moij06TWQL/t8iy4VD8NKSyQweze46nR03buL3ffvWW3fXrcR7ffs4GaU9dPvMf6l6ZA7H1POn+H3S+cB6JK3AN3yFyQ07sVzz4xGI1qtNk0n0nHX62m8bROXwsMs23SKwt6G71nWB1PhjbQpCuCi02FWVSKNRjz0+lSfUOx1GQ0Gpn//PfMmT0FVVby8MjD5p5nUqdXQ3lUTz1BVlTnzpzNi7GAMhjgcHJ346rtxNGuXOhNnJScwk6GMaYyrTseUc6cTbD/08AHejk6WgAvAP30GttVtBCrU2LyOAw+CiTObOfAgmJqb12NW1VQ+++z1KYrCoMMHE2zfdPsWcWYzRlXlQlgoeo0GlzfwATrGZHryZFch1mwmwmiUoOwdExcby0/ffMOA9u0Je/yYjD6+LF2wjkFfDpegTIjnGMzmBEEZQI/9e9hUpwFVM/oC8W3d10WL0zpXXgYfPcgPp08QEhtLSGwsP5w+wfBjhxMMSzebzewLCODLdu2pmiMHFfwyUTFzFlrXqMHy2XOIDI94K/eYUvQaDedDH1sFZRA/H3n0iaN46PXciIokOCYad50OpxTOKKgSP80g2mRC82Qx63c5KAPQ6fV8PnQoU5YtJb2PD48ePaRd5w8ZMeZr4uLi7F098YSiKHzaoQfr/95Bnlz5iIuNYWz//gzr0RNTGv8blcAsDUosw9PfN67RIkcu9jZsypn3PmRR1Zr4ODrx24UzCXqEDGYzf1w6b3MOVGqmqiqXzpxhz9at7N68mdNHjmJ+QW+XRlG4Fmm7Mb4cHkaNTWtpuWMbJdasZOq5M6l6krlIfa5dukynBg1ZPHMWADWq1WHb+v1UqVTDvhUTIpVK7MHU+bBQtIrCzIpVOft+Cw43bkanPPmJMZlYePVKgvKLrl6xWrD4yvnzfFSlKn0+aY1Or2PEr78yc/U/TPhrARVr1WL6+PE0KlaM1QsXvrF7S2lPF7C25UJ4GCuvX6Xp9s3U27qRKpvWYlRVS/IR8Xoq1KjBwsAAylWvDsCMPybzXstaXL2W8G9R2E/RwiXYtGYPLZu3AWDD8uUEXbhg51q9HvkXnMbEmEx0yVfA5r42ufPwMDaWCKORKJOJyCe9M7ZStgPciopK9Rkbn4qOjGTlvPm0qVWLj6tVZ0D7Dgz6tDMd6tWjefny/PnrVEIfWa+FpqoqYaGhVPb2TXA+raLgrtdbPf2bev4M92Ni0KXCbnCR+qxfuoy2tWpz/uRJtDodQwaN4a85f+PtndHeVRMi1XLWasntlnA4aXnv+BTlkUYjkUYjEUYj4UYjcWaTVQD2lFlViX3yUO7i6dN0btSY7HnysPboUcbPnk3tpk0pVakSFWvV4othw1h3/BhdBw5kTN9+LJw+/c3eZAqJioujXLr0NvdVz+jH4WfmlAfHxNBl7y4JzFKQt68vvy5bSq8h36LRajl+4gh1m1Tkn7XL7V018QxXVzd+GDfF8rMxDS5P8Sz5F5zGxJnNFPTwpG+hImieBBB6jYYx/qXJ4OCU4GlklMlI29y203O3zZ2XqFSaKelZt69fp12dukwdM4by1aqz6sB+/r11kz03b7Dh5EmafPQxi2bMoFXlKpw7fpzw0FB++PprqufKzQeVKjM0Ry7cn+sZHFmiFH8FJcz2tfrGtTcypFG8O6IiIhj5xRcM69mT6KhIsmXNwT9Lt9Lrs/6yOKkQL2Ewq6yoUYesLq6Wbfk9PJldqRqxpoSjHxwTCeRyu7njrNUSFRFB309aU75GdX6YOwefTH42r+vo5ETbnj0Y9dtvTBw2nP07dqTcTaWwxw8fMnfyZN4rU5YDa9fR6rnkQdld3WiVMzcrrgVZbT/08IEMlU9hGo2GTn37MmvNavyyZiUiIpzPvmjPl1/3JCra9kNvIV6HfAJNg8KNRrrlK0T3/AUBcNbqiDIabaajfRrItc2dlwVXLlm2t8udl4IenoTbyGylUxScnmR8ijObSKd3wGBWiTG//XG7D+7epfv7zciSIwdzNm7A3dN6jRSfTH50GfAl7b/4nNF9+tK5cRMMBgNmk4nsefLQqktnNEYTe2o3YOed29wND6delqycj4tlyLHDCa6X1cX1rTZsCuCm16Mh/nf1ro/fT+sunj7N1527cO1S/L+lJg0/4Kfvp+Lpkc6+FRMijYg1m3DUaNhatyFGVcVRo0EBokwmDGrCwMykqiyqVpMGWzdZ1jhL5+DAomo1MaoqG1esJCY6mhFTpqB9siyMs1aLVlF4HBeHq06PTqMQZTSiAg1afMiebduYP+VXyj8ZppaaHD9wgP5t2+Hs4kLzDu0pVrUKTbJkoXdsDAG3b5FNp6dcpsw0DNyaILOyi05neWD7tjhqNDg+ed0jDIY3munYnkqUK8dfAdsZ07cfAevWsXDJXA4d2c+MKfMpWKCIvasn3iESmKVZKlFGE3/fuIqrTk/TrNkTTZ8bbjTybTF/vipSnOuREWR3dcNBo7EZlGlQcNHp+Gjndkvq/XQODqysUYeMTs6JLjj5powb8BVe3t5MXPgXTi4uQHww46rToygQ+aQhcHB0pFz16mxYvhxFUfh93Vr8y5e3nCcOqJEjJ6rRyMI//qBq48ZoFMVqiIy7Xk/DLFktaZifzjeLMZlw1mpTPBuV85NsYTMvnONieCgfZs9FRZ+M73TjllapqsqKufP4+dshGOJicXB0YvSwH2j3SedUmQFKiNTMTPz832MPH3As5CE1/TKT190Do9mc4L0vxmTCVadnb8OmlmH5WVxcMKoq0UYjy2bP5r3WrS3tg7NWy77g+/Tc/y+xTx4mfpAtBz+ULk+oIT55Q8tPO/Fpw0bMnjARd08P3D08KVutKhkyvp1hyA4aDU5aLXFms1WbeuboMXq1aEnDDz9k0A/j0T0Z6RHxZJ3PFrnyxC91ExtHXle3BPOn+xQsYhkGFZ8FWCHWbEKnaNAq8cFpSrYt7no9px6F8OeVS2R2dqF7gYI4Kpp39gGjp5cXP8ydw7LZs5kwZBgXLp6l/vtV+WHMJD5q0c7e1Xsnmc1mLl46R8ijEPR6PVmzZMPPN7O9q/VGSbr8NMhFqyXg3h167f/Xsk2v0bCxdgP8nJ1f+KaoVZQX9gi56XSMOH6Exc9NtnbX6znU6H2bwVxy6q3TaIgyGjEmoVfq1rVrNCtTlhn//E2pSpWA+EZXBVZdv0qMyUjz7Llw1mo5deYMH1erjkajwWgwMOOfvyldubLlnpQnyww8TYJycs8ePHLl5PvrVzkX9pjKPr58X6osOo2GGJMJD72e6RfO8uu5M8SZzfg6OfNHparkcnN/4ev79GmlrTkRz9Iq8euUVdqwxmpR1eq+fsysUJVwY8Ix0k5PngKrqmrJkCXevPDQUEb37cv2NfFrLOXNU4CZv/5JoYJF7Vyz/xZJl//u8NDrqb91I0ER4ZZtNX0zMb1CFZvvfU89//56MyiIZmXLsezfPeTKnx+F+KCn2JqVCY79pUx5antn5K+5c1n2x2yCLlzA3dOTDBkz8ujBAyIjIqjVpMn/2Dvr6CiuNg4/MzsrcQ8Ed3d3d3eKO0VKi5QaLZS2SI0iLe7u7hDc3T2EEOLuydp8f2xYSHcDAYL1y3MOh5PZkTsrc+9rv5dPBg+iTOXKFscrBJPT0iDLVhthZwRRELBTSNyOieZoSBAV3Nyo4u5JssFAsk5H+8pVKFu1Kj/N/sfs8JGeu25C6nVFBOwVItOvX2V94BNsJAWfFyuZ2p9Th0YUSTYa6XbsEPfjYhGAdrnz8nulqi9tMSAJQobmZztJ4pdrl9OUBEiCgHfjFriq1eb6v6cIqccYUuevj72X6t3r1/l24CAe+5ju//oFP9zdPN7zqP47RMdEsW7jSpavXMDDR8+yvQRBoH7dxvTtOZgG9Zqao+TJKcnkL2aqx1x5yJtiZcq8l3GnR5Zc/keIgyRhqzD9s1O8OJApCgKjz59Ns01nNDLkzImXpjG8LE1PQGDjv/LWwaQEGZKc/FpSIRpRxEGp5GhIMAvu3SFSm4J9Buq4Ni9bRoFixShfvTpgMsr8ExIou2MzP1y5yKTrV6m4aysnQkPwuXwFlVrNJ4MGUbtpUzYvW4aLUkVu2Y7EmwYC9idiFyThJdsgAKVr1mTZT7/wSWAIm4uX5a/K1QCTd9ZeIRGYmEi9bDnYULchQ4sWJ1anpd3hA6bJ2crnoxFFHCQlESnJRKWk4KBUohEV6d6bjULBj1cuWUzwR0OCCU5ORPGvz9FOkrgXG0PPE0doeWg/S33u4axSWeyXReZy/cIFuterbzbKPunci33bT2QZZVlk8RxKUcROkrBVKLCXpBc+l+wliZUPH6QxygAOhwTxIC72heIVRllO4/SKDA8HwCt3bsD0XD0cHGT12KU+9znpfYj5v/1OvZYtqFSrFm26d2fj6VMcuHuHP1csJykhgYEtW7Fy9pw0x9pJEgl6HYvu3+VA4BPsJQkbRfrP9/SwkyT6nzpGuyMH+Ov2DXqdOEoL733YKhQc37ef8JAQxvzyM0JqOYGXYINrnJpA70Riz2rJrbfDXpQwIhNnMNBEFvnLzolddRrSKlceYlNFD+wlk/H3Z6VqzKtWi7Kubmzx9+OPm9dxVakQ/zWTPzWaJEHgcUK8+fN8EVqj0aJOWy/LjLpwBulfn6FKFLFXKpl26wbNvfcx+PQJIlNS0LzGe/ihULR0af7esN78d1JWvVmmceHSWWo2KMuc+X/Rvm0Xzh2/jf/9WHzvRLJl3QGcnFwYOKw73fq0ITYd1dKPmaxUxveMADipVCzzuccynwdoFApGFS9FQ68c5ofsv4nR6cwpGs9zPy72jeujZGTsJKU55eN5NKnRqldBFAQEQaD6nu1EppjqA36/dZ3eBQrzbemyZg+gNS6fOUODVq3MnkNREBh85oTFPY68cIYNlSqSnJhIx759uHr+PPmye2GIk9k83Y+4KNP7eGFvOPlL2VO9pyfBQhLVmzXl62HDsbGxYc+N62hsbFAIAkqFyN93brLF3w9REOicNz+b6jWi01Fvtvn7UcXdA0/Ns8ikRhSJ0elo7r3D/Jm5qtXsa9gMjUIyf1Y2ogJRFEhJPe5KVATWuBkdTZ1s2c29OOwUCs6Fh9Hn5LNi9ak3rnE0OIglNesR/wIP87+RBAG1QoEsywiCaSwZ8Y7+v2E0Glnx9z/MnjwZg16Pja0dv0+aRcd2n7zvoWXxBmQgQSSLV8RGoSBGp+XzS+e5ExNDLc9sTCxXEaWM1bpkGTgYFGj1XN7BAQwpUjzDkRRFqpPMoDddxwgWQk9PsZeUJCdGse74Mdw8PRneqTOS0nS8KIrUbNSImo0asXfTZiYMH45KraLLgAHYSgrm37vDX7dvmM/loFRyrGmrDEeXwFSLdSMqipNhaXu4+cTFst7Pl+Dr12jUti3Obm5oFApUBpE7Z2O4uPnZPHFicyidx+ZD5yqTYjSQvWgRPq1YiS4DBtDn8xGA6fO4HBXJ95cv4JcQT0EHR34pV5Et/n4s9blHl7z5yWNvnyZyZq9UMv7KRdY9lynTv1ARvipZxpyZ8dR4M8oyRmQex6dtBP6U69FRFg5cjUJBowN7eJyaevk4IZ76+3dxrGkrHFUqi3Y+L8JOklJ/xwKiwHvNHFGpVO/t2v9Vrly9QJeeLWnfpgtTfpqe5j2WJImqlWtQtXINHo+ZQI9+7enWpw0bVu/5Twlv/Xfu5CPFTpIYdf4MP1+7wuOEeO7FxjD07EnW+PqkG1WylySrkSsPjSZTIihfFLcsZC3o4GjR80yjUOCkVOIoKdP9ItkqFPx87bLZKHvK8of3idfrXvgFjI+Nw8nF2fy33mg0P9ifJ1GvR69SUaRUKXIXKEDunLnIU7os947FmI2yp/jeiEcbbkQSBOq1aIFSkoiLicHn9h3ANKkNPn2cjY8fYZBldEYjq319WHDvDp8VLYERGHPhbBoDVRJFPjl+KI0hHZmSQq+TR1GKgvm9CklJovGBPZTbuYXZd29R0dXd6n2XdnZJO1EJAuOtCJWcDg8j4RWMsqdpoF9eOEv9/bsZdf4MBll+YWTv/5HIsDC++OQTZv30Ewa9ntKlynFw5+mP2ihTSAJKtYjwf/7EnzBsGHEx/z0P6/tCIZhqmOrs3cnRkGBCkpPY9PgRtfbuQJnOQklEoLSzi9XXyrm4vVJ6W7YcXgDcv2kympINBqp7eGIvWRpnn+bIRdUG9XHz9ESv1xPg60v9evVxVCrTRL+adezAt3/8zp/fjSMkIACDUU5jlIEpg+Sri2fNohcZQaOQOBj0xOprB4MCUKnUNGzdGjA50BLi9FzeltZ5Z9DLeK8IwtlgWqxKkkT9li24dMpU1vC0jqzDkYPm+jOfuFh6njjCoMJFsVEoiNJq+fnqZXNETC0quBYZmcYoA1j84B6P4uPNn6OTUsWk61cotWMzZXZsQSNZv/fyrm5p5kelKHInJtpi7paBCVcvvpK8v5NSye4nj2l9+AAtD+1jq78fTsos4+i/gk6nY8DQbiZRrSn/PDPKBFCqRSTls/Vtntz52Lh6N8GhQUz948f3M+C3xP/5NP3+0Rlldjx5bLH995vX0z1GFAQGpyoyPs/U8pZ58a9KvF5PrwKF+KZUGexSDcAmXjnZ2aCJecIUMNUI3IqO4suL55h++wYKUbSa2mGUZY6HBlu91tXISJQvSveztSXpuR5skijiqlZb7KcQBDQIOLua8otdHR2JMSoIv59isS9AwP1ENAoFSpUKV08PEATi42IBU6qnt5VUmG1PHtMkR04qublzOTKCfYFPzLL6SQYD/gmW3sM7MdHm90wligw/c4qQ5CQAlvk8YFjREhbe3aY5cuGhSdv2QETgSaJ172RESnKGVbhEQaDm3h3sCvAnJDmJvYFPqLl3B4LAR9LN7u1z/thxutWtx+lDhwEY2G84OzYepkB+6y0nPnQUkoDKRiQyOIX7l2LQa40o1f+/n/axvfvoXq8+1y9ceN9D+U9gq5D48+Z1i6hRtFbL/qAnVluPxOt1fF68pEWqXF47e6p5eL6SwJR79uzUaNiATUuXmbfpjTLeTZpT3tUNMDksfy9eGrekZNSptR0Pr15h2a6dXMmZnS8vnuViRDiOymcOxrY9epArf34Obt6CT+rc8G9OhoVmeJwAWqOB8m7WnXFlnV15dO+e2RGZYjRgSDRiTQg57EkykuHZ0s3JxdU8f9lLEv/cvWWR2WKQZXY98Wdi2Yps8/dj9aNnKYhqhchK3wdYY3Wqg9hektjo58vewCfmdNLDwUH0/lcrHpUoMr1StTSORUkQeGTFoQrgn5BARoPY9pLE9Ns3GHPxHD5xsfjGx/HNpfNMuXElQ6URWXz47N2/g8ioSH6e8PuzGkuVqR7/wZUYgnwTUWlEFKkGWjZPL74ePZ61G5aTmM537GMkyzB7zySl00csXq9LNy0xQa9nTInSrKpdj3rZvGiRMxcHGzenhme2F6YGZpQYnY6+BYtwsWU7brXtxMwq1UkxGMxGhp0k8d2lC3Q5doht/n7Mvnebiju3EKVNsfB+CYJA8XSkxAs5OKK3Io/8lCKlSpkXyE+ZVK6SxX7DCxdl74b1ZiPuxsWLJMtanLyse9Lcc6nN96JL0YIsY5Oq6JVeWopRlvHU2DDz9k1kwKDTEx1u8mY+lXv+N5IgoBJFHJVKfOPjGFykGLsaNGVMidLE6LR8e/k8uxs2ZWLZCnTLV4BNdRsys3J1i89QRqaxV06r589jZ/9SoREwGdIrHz6wqGlLNhhYdP9uuuk//y/o9XpmT57MsI4diQgNxcXZlaXz1/Pz+N9RW3EGfBQIICkF1v/py/a5jzm+JYTVUx9ybk/Y/61xprGxJcjfn0/btrdoSJ/Fq2NE5rEVpxSAb3wckhWnkYwppfRci7Z8WrgY1T08+aFMOQ40bv5aqr+d+w/g4PbtBPn7A6b0SRuFxOra9bnVthNbK1Tl2KQpOGQ3RdcEo5Hs+QvQ8sp5pt+5yXb/x/Q+eZShZ05imxppEwSBzv37sXbRQnI812/teYo4OvEquf1JBgP1snmR2y7t+RyVSj4tWpzdO3ea5zClqEDUWF+e2btIGMVnF05KTDTPX2qFREw6JRCxWi11s2Vn7SMfi/kqh42N1WNy2toiCQIyYKuUmFapGlvqNaKQgyOTr1+hirsnuxs2pVf+QnxVsgyXW7XHUaVKE/VMMRio4ZHN6vlb5cqDmMFHkRGYf/+uxfZlPvcxfgAZylu2r89KlX5Dlq6cT4c2XcztZySVwMNrcSz/6QHHNoWwd2kAKyY9wGiQeerTb92yI5JCYsuODebz7N+y1VwK8jGSZZi9Z5xVKosUQTClA6heEE2K1eko5+LGnGo1mVapGh4am0wxyp4Sr9cTr9eTkPr/U4NFwDTBbHycViBEL8uMuXDWIn1FazTyS/lKFhN0ZTd3vGxsX1gT17FvHy6dOoXPHVOaYYJeT73sXhxo3JyWOXPT0CsHG+o0pFf2nEyf+iu3r17l0YMH/P7LLxR1dqBgQ4c0oW8AZ08VLrlME0dIYCBhwcFISiV5C5k8f5IgUMjBUjHH5H01RTcVgkB5QUG9EiX4ul9/okPD6Jg3v8UxvQsWRq1Q0OrQfpoe3MuoC2docnAPggBjS5bhXHgYQ8+cpG/BwvxSvhJFHJ2I0+ss5vpkg4HfK1XFQ6NJs31WlRoZrikUBYEH6Xh+H8bH/V9HzIKfPOHTtm1ZPO0vZFmmSqUaHNh1hqaNW73vob0RSpXAhYPhxEWmXajdOBVNSpKR/0fdmLXLtwOgTUkmOiLyPY/mP4AMnaw8+wDa5s6brnphcqpM/OgSpVhUvQ498hciVqd7LZW+Go0aUrpiRUZ270FUqhiI1mgkQa8nUa9n1u+/E52UhJ2DPUajkasnTvCb7wMLI9A7OJDwlCRzBkKtJk0IehKApNXSyCutPLcA/FGxyivX5yYbDHg3bsEPZcpRyzMbI4qW4GyLthhkmXxFinDm8BHAtDDzM8RRsIqlgmjdztmJVZqyQWRZ5vShQxQuWSr1/Ho65cln9dqd8+Xnx2uX0BqNdM9f0PzMT9brGVq0hMUcrRYV9CpQmP2BTyixbSOfnztNrxNH+OzcKeZVq4WjUsVn507hpFQxsWwFBhYualKX/Nf7asTkzB1dIq1gUmEHR4YVLZHhdYv2OVXl5zHIstWa+3eBi4cHJStUAGDK7xPoPbAjEZHh72UsHzt6vZ5TZ47RplUn8zZBgGOb0mZcaZOMHFoTiEIyfV9tNDY0bdySc+dPUadWQwCWz5rFsA4dCQuynq31oZNlmL0DbBQK7CTJ/M/2uZQ/hSAwu2rNNAaNs0rF1AqVX/rhJBkMZsPpVYpn3wSFIPDoX2paT7kebemB1hmNOCiVnG/Zjh75C1LTMxvTKlVlde0GJKYTLXxKsTJlKFO5MnMmT8GYen8Jej2eGhumVarGP1VqUNzZGeztyVe4MGqNhl++GInaxsbU/8UJmn+diyI1HMlR0JbqbT1oPzovIVIyAFuWLUet0dC0fXucXEw1D0pRZHbVmuR6zkua396BaZWqcTM6Gk+NDVvqNSJ7rlxsPHqUH//8g9NREXxfsgxjSpTGRaXGTa1mXOmyfF+6PDNu3eDev1SD/rh5nUZeOVCLCgYXLkai3kCUVmshL/wUvSwjAMebtmZrvcYsrF6bG206Uidb9gz3i0nS6+mat4DV17rmK5Dutf/rHNm9h+716nP17DkEQWDkZ1+zac1ecubI9b6H9sbIMvjdsp7eEeiTaE4H+X/C6z/e/+ZtIIA5nc0u9f+nc5MBmYZeXlR1TysT3i1/wdQ+WunPYjKmHpuJBv0rCTjExcSwZ8NGVs6ew5p58zi6Zw+T5s9DkiT6NW+O944d6J+LGiUmJGDv6Mida9cY26cver2e67HRVs99JyYGZWoh5tO2Cg8ePmRO1ZrMrlqD2p7Z6ZQ3P2datMHLxvaVDQKt0UisTkeP/IVYUK02w4uVIFGvJ9lgoGPfPuxYs4bkpCQS9HpKZXOlYAsHqvbyIFcROwqUtafr1/mxLSiRkPrcv3b+PPdv3qRjn96AKbPDXqnk0yLFzAamQhAYU6I0DkollyMiaJs7D9+XKU+SwYCDpCQ0JZn7sTF4N2lBJTd31KKC6h6eHGnaErVCZMjZU2mchQGJiUy/fYN+hYrgrFLhplYTqdMSq7N0Kj4lQa9nUOFiXG7VnvnVarGvUTN2NmxqbvqdEdQKBXnt7C2257CxfS2FzMxAoVAwf/s2OvfvB8DBQ3tp1KIqp84cfy/j+ZiJizc5jt1S030FAeKjdFZTXZ/cT0R4LtTq5upBbFwMKxdv5rMhYwC4ePIk3erV48SBA29/8JlMVmLuW+apxPtn507xIC6Wgg6OzKhczdwPK06nY73fQ3Y3bMrdmBhsJAXZNbZ8d/kCC6rXft/Dt0Avy+S3t94HqGJqTv+/STIYUAgC48uUx4CMgGBV9dEa3/z+G4NatWbq2K/4+rdfUSgU6IzGNIaoIAh06t+Pv34Yz5WzZ5k0fx5aQCWC4AIVO7kh6AVSFAb89PFghJioKNYvWkhyUhKdB/Q3n8sgy+x/8phfK1bGWalGECAsOZlEnZY8ej0znT3YN3MWrbt3h5xe1DtyEIMso7x/my5583O8aUtUCgVGWSbZoGfrEz+r93UpMoJxpcvRPGeudFNPnsfkhTSQ38GBQo6OGUr5EVNTKXVGIylGIyVdXGiTKw/bn6tpbJYjFxXd3NNVAP2vok1JYcaPP7JuwUIAPD2y8c/0JdSqUe/9DiwTEQRw8VQRFWL5W3PxVGE0ZKXdZPFiRMBRpeLnq5fNdUmf5CvA+LIViNPp0CgU/HLtMoMKF+OrkmXxS4ijqKMzV6Ii+PXmNX6rUCXTmg373LnD6jlz2bt5MxqNhmy5cmI0GAnwe4RKraF5p07EREYyfugwHJycaNimNS7u7jy4eQt/X1/2bNxIhRo1KFG2LJUC/AhItKztLvmc8FJ8rGmhqLGzI0ano372HNTPlgNREEg06N/ovqwZok07dGDGjxNZNWcOA0aPJkanxd5BwqmCioJlHBBECDemmMen1+uZ9+tv1GjYgFz5TVHLRIOBvDa2OEgSexs2I9lgQK0QORESgqtCYk6+Qlw+cZI5p87x6Wef0fvkEc6EhwEmga8fy5Snmkc29LIRoyxzJybGalbG/sAABhUuSpe8+TMcNUzQ6xGAGp7Z0BuNxGVgzlGLImASmDHKMitq1aOZ915zJFajULCydr03VqN+E9QaDV//9huVatfm5y9GEhwSROcezRn9+beM/Owbc5+tLF6MjY0pHTcxNZ1XlsHG3rqJ4uSuRH4ufzUxMQEbG1uUSiXjvv6ZGtXqMGLMQCIiwhjZrTs9hw1j+PfjUH4kKppZhtlbRMQUMWpxaJ+5DsgnLpY2hw9woUVbREzS5fsDA9ju/5h89vakGIwEJSWiTBXTyMz0xMxCrVDQp0Bhlj28/2ybqOCPSlXTTUUxyPJrNacuUqoUM9auYXTPXty+coWugwfRuG1b1KlpfXq9nhP79+O93eQlVanVLJk+nYo1a+KeLRtao5F4Uq+b+l98bCyftm1LfGwcHfr0plTFioApLWTyuO9p0qQJcWoNC0Pu4iQp+bJUGVxVahJsbNH6+KJUSEh6PT1OHTNPCLrUni4nw0LY27AZ8Xo9dpJEDhs7HsVbRi3KOLtSxNExQ0bZ8+iMRl52xFNZ40htCmfDIinu5IyXjS2Jej2/VazCuDLluB0dTVEnZ1xUqgxNkP8l/B748N2gQdy9bhLYqVenEbP+XIi7u+crn0upFkyuf1HAoLNerP++MOhkarTJhu/NeJ4v5XT2VOGSXY026f8zSppFxrGRJL68cJat/s8cTCsePiAyJYU/K1XFIMsUsHdk4OnjOCqVeGhsCEhMINlg4JtSZTG+coMV6xzauZPvPx1CqQoVmPj3LOq1aGHKigAS4+PZs3ET6xYuJDoigr9WreLezZucO3aU21evkpKSTGJCAkv27qF0pUooBIGfPDzwDgpK02qkTa48uKhUZqPpyO49eHp54ZnDFGV923OxjZ0d3/7xO99/OgRnVzc69u1jKil4OnE993PVabX89MVI7l67xuI9e8zbH9y5w6q/pjN60i8sf/iAe/FxNM+Zi94FC5Gg16N0cEBjZ4fs789B34dmowxMa5NeJ4+aa8i0RiNu6dTX5rS1pbiTMympKakZRYYM7W+jUKAQRC5HhpNiNFLV3QOjLOOmVnOpZXtuRkdilKGMqwt6g5xpxv+b0LB1a4qXLcu4wZ9y/cIF/pg+iZOnj/HP9MV4ZbesEf8QEERTHRdGQABdyvszcDVqDfnzFeTEqSNUqWTqXatQCeQrYcejW2nrWOt28jLXd8qyzInTR2nZrK359fp1G+O9+wwjRg/k+MnDrJw9m0unTzN5wXxy5cv3rm7ptRHkDFQrxsbG4uTkxBHfh+bwfhYvx0mpZOadm8y6c8vitU8LF+PLkmXQy0aW+dxn6o2raV7/vFhJhhYt/kEaZmBKbXkYH8eahz7ksrOjZ4FCIEPSC1am92/eZOOSpRzft4+YqCiUKhW58+enbc+eNO/UCTsHyzSFpwT4+bF67lx2rl2HKIrkypcPUaEgyN+f+NhYmrRvR/NOnfn1q68IDghApVbTfcgQOvTpjXs2U+GxTqtl9dx5LJ0xg7jYWJp26MBPs/8xe7QWTZvG4r+mM33VKgIf3EclKencvx/JBgMGWcZOkvBPTOBAYADFHJ3IbmvLiHOnLVS79pSpxMB27ShRsiSfTf+LtqePpXk9j509Bxo3f2sGkb0k8d3lC2x+/Mi8rZq7Bytq1SNGZ2pRoBRFdEY50xZOHwtB/v50rVWHxIR4FJLEd19OZMigL165B4oggMpGxOdKLHfOx2DrKFG1uQdqWwV67YfznkoqAb3WyOldocSE6chf2oEytVzQaT8sIzIjxMXFUqRMdmJiYnB0tKwDfRFP57Czx25RtU4JAH5dstgsT56FdWwUCkpt32T1KXGzTUdzOlyV3dvSZEHYS0outGybKT2mTh86xMjuPRj81Vj6jxplVmv7Nzqtlp9HjuLE/v0s3rObfIULm7e3KleOfiNH8sngwYCp96RCFFn3yIf7sbF0zluA4s7OxKem4xmNRjpUrUqrrp8w8EtTalRyYiL7tmxhy/IV+D14gDYlBQcnJ2o0akjnfv0pXq7sG98rwNaVK5ky5ktqNGpE14EDqFK3rvn59HQM6xYsIDwklOmrV1OifDkAwoOD6dOkKcXKlmXqwgW42tlhkE3PqgS9HhuFAlEQ2B3gT2RyMvW8cnAoKJAp/1p79C5QmAllyxOl1eKglOh69BBXotLWY66oVY9Kbu5vZX2iUSiI1WppdHCPOTImCQKb6jWisIMjiQYDylTBrdepSXzb6HU65kyZwrKZswDwcPfk2MHLODtZbxHxvlAoTc7EM7vDiIvSUbicI0UrO6FNNvICTba3ypz501mw5G/OHb+DJEnmefbB5VhunY1GY6ugWksP7J2U6FLn2ZOnj9KlZ0vOHrtNrpy505zPYDDw99w/+e2vnzEaDDg4ObHuxHE8vbze+b3Fx8VRL3+BDM1fWYbZW8RZpeLHKxdZ6etj8VqXvPmZXL4y0Totjkolp0JDmHX3FkZZZljREtTNlv2tpZeZagaUyKnT7etOnipRxFYhYUQm7gX55VHh4Xw/ZChnjxyhbNUqtOzSFU+v7Oh0Oq6dv8D21avRa7UM/+F7ugwY8MJrJsbHc2zvPkICA5FlIy7u7tRt3twslR8bHc2MHyeya906jAYDsizj5OqKKAhER0VhNBhw8/Rk2LjvaNO9u3mSDw8JoVW58kyYOZOGbVrTokxZhn33Lf37DUKjU6BXG/ni0mm2+T9Lf8lhY8vK2vVodnCveYKwUSjYW7EaB/buJSIsDBd7B0q3aM60J374J8bTPEcuvi5VDq3R8FYmFaUoEpCYQAvvfRavza5ag/rZc3ywxv674MT+/Yzs3gOVSsXmtfupWL7Ka51HpRHYtzyAJ/eetXNAgE5f5MPBRYle9+EYZ4IIklI0NxXXpXx4i5mMkBmG2a1LT2jQvDLBIUEIgkD/0aMYNHYsUpbctlWUokDZHVusvna1dXt0RlMfREGAX29c41xEGBVd3fi2dDmQZZLf8Bmn1+loVa48Tdq3Z/QvP5u3q0URlUJEwNS362k6nV6vZ3SPHmhTtMzd+mzcc6dMZfvq1Szbvx8Pr+zm7Q5KJRKm1MTn62zXLljA9PET2Hn5Eu7Zs7NjzRqmff8DsizTutsnlK9eHZVaTXhICHs3buLCiROUq1aVyQsWZMqi7/qFC6yaM4fDu3bj7ulJtlw50ev0PPbxQRAEWnfrRvehQ8ie81kk5o/vvuPCiZMs3bcXTarKoloUcTSoUAkij43x1N2/K03E6rvS5QhNTmLhc2qHU8pXpn2efMTrdUiCgJ0kMfPOTTb5PcJdo+H70uUo7eL61uYRO0mi7eEDFrXZLio1p5u3fq8NpV+FkwcP8sUn3QDYu/0EZUtXeM8jeoaoENClGFjz68M0NVyeuTW0/jQP2uT3M0dERkVQoVohJv7wK316DjZvV6oFZNlUtmI0yBj0z37vn/Rujb2dPUsXbEjvtJw9f4qO3ZqaDLWNG6hWr97bvhULsgyzDwSlKBKalETjg3ssXtvTsBk5bG3N+eLPBEFMTaXSU7N6UzSiAkkUmH//DlciI2nklYPOefOTmI7i0ZsSERrKwJatsLW3Z8KsmRQpVcpin5TkZLatWsW073+gTbduRISGEhFmSrGwd3CgaJnSuKTT/yU9UlKSuXX5Cg/v3iUhLg5BFHF2daVCjerkzJPXYv+Hd+9y8eRJtpw/x/2bN/msQ0du3XrMzSMx+N1KIG9vOxqdsvwcBxUuSpxOx9rU5pxfFipGsYAgyjWoD5jC7A+vXSM0IABnNzdKlikLNhre1mPPSaniz1vXmHvvjsVrjbxy8k+V6q+VUvpf4alh5uzkwu0rAa93EgGQZVb8Yulw8cytodXg3O81JeS/SmYYZveuBRMbF8vQL/pw/sJpAMpVq8ov8+alWeRmYcJekuh01Jsb/xJ2KubkzNZ6jcyLZBEBW0mBQZZNTY4Nhgy18XgZB7dtY8JnI9h74zoOTk4AOEgSt2JimH//NrYKiS+Kl8JdrSYx1eC4feUqvRo1YsOpk+QvUgSA5KQkhrbvQEJ8PDPXrSV7zpzIsswpb298795Lc80bFy/ivWMHjdq2pW2P7jy4fYeZP/7I8O+/p+vAAWhSpemfx/fePX4ZNYpg/yf0GDqUgMd+JCYkYGdvT+lKlWnQquVr1beEBQVzbN8+oiLCkSSJ7DlzUa9Fc4sxJCUk0KxUacZOmUyrTz4BwBkVQiic3BxKvjr2jIw5zaXItA2rFYLAnobNaJK6RnFWqTjbom2abI6n4i9PS1Jl3m7qoFoUKb1js9XXLrRsy8fSdVOn1VI9h+mZ8qEZZkq1wIGVgfjftWx10XVsftQ2ivcWNVu6Yh4//DSWOTOW0apF+3T30+l0jPpqCIeO7mfnppf3Gi1Y0oPExISPwjDLchO+RXRGI7nt7PihdHmidSlUdvMgIiUZvVEmv719Gs9P4jvIkRYAhShQdfd2c9rJoeBAFj24x+6GTTPdMJNlmS9798HB2Zk5mzenm6qo1mjIV7gwOfLkYfPy5RavnzlyJFPGExESgs/t2+m+XrJCBbTJySTExTHjzzkcWBRMsG8SOQrYcirSejPR02GhDC9agnuxMXxerCS2vo/YeeyY2TATBIGCZcuSLX9+hnXoCILA4j2735qHXi8bTf11rFDQ3gHhI5nUPmREAWIirUezo0JSSLXc3umYssg4OXPkYvOaffw5YxIz/vmNK2fO0qNefcbPnEnd5s3e9/A+KLRGI6tq12f8lQs08sqJo1LFtagIehconGa+MCK/lUjGxiVLadahg9kos5Mk5t67w1+3b5j32fT4Ectq1qWyuweJej3Fy5WlZIUKbFq6lC8nTwZAY2PDjLVr+LJXb7rWqk3TDu0JfhLAKW/vdK99YOtWDmzdCsD4mTNp071buvt6euWgZIWK3Lh4ib8mTKBWo0bYOzkR8MiPbatW8ee4cbTv3Yt+I0eao1kZwcMrOx379nnpfge3b0ehUNCoranORimKSBEi6/80tbUp3sGJS74RFscZZBmt0UAJR2cqurvzTamy6Axp1wFP1TPfFZIoYidJFhE5AbBRSB9EPdnHjixDVGiK1deiQ7V4FbDF8J6aw/Xt9SnxCfF8OqIXHQ5+Qr9egylfrrI5uyk5JZmdu7ewYMnfBAYGsHrp1pcaZR8bWYbZW0ZnNNKjQEHGX7nIiHOnyWVnx6Ryld5LbY+9JPH33VsWiog+cbGcDw+jnKvbazX4TI/zx49z89Iltl28YDbKbAUFLno1hmQZhVJAqzSycOVCfhk9GuG5Op+K5asgpDa2TEiIJzQ0mMioCPLlLYj7K0bPXkZsXCz37t/m5qVL9G7SlIFjxtCsdF0OnkwCID5aR3F7Z6vHFrN3pFhSCitrmQyxtZu2MPjzz1GKImpRxCCbvIv2jo78uWIFbSpW5OSBg29tAZig19MyZx5+unaZaO2zz1klinxWrESaYvcsXg+jEVw80ymKL2xHllH24SNJEl+PmUCNanX4bFR/QsNCGNOrF90+HcyI8eNRfaxNxTMZrdGIk1JJxzz5+fnaZcJTUmifOw92SiXx70A06M61a2lUc2Vgxp2bFvuNvXiOo01bmv+u0bAh54+nre11dHbmn00bWTx9Okunz0CX+nyUJAmDwdTXz9XFDU/P7Nja2JKYmMitOyaBoKUzZlC0dCmKlS6NG2rUOgmD1ohCI+CfEMqgtq2Jj4nls++/Z86UKbTp0Z36LU3jiY+NZee6dSyfOYtzR48xY+0aHJ2dM/V9euzjQ7EyZcxGn6NRydntz4Q9UmKN5LWzxy/BUojK3WBkUdkKuLi6YjDKSKKAChFJFBExzSnv8okmAGNKlOana5fTbO+WryCK/8fmi28BQYDcRey4fTbG4jXPPDbmVMH3xWdDxlCyeBnmLpxJyw71KFSwKDm8cqHX67hz7xYpKcl0at+NhbPXkDtXnvc61rdBlmH2llEpFDTYv4uAVAnQmGgt7Y4cYHfDpuS2tU/TB8VGYer7kmx4O/VHRuBKpPWmqufDw6ji7pGphtmGxYup27w5XrlNBZl2ooQ6RMHGuY9IijddJ29JO5qUr8lUSUKn05ErZ26eBPgz/rspZmWepyxaOocJv3zFz+N/o1GD5pk2zqcpUpIk8fDOHaaM+ZJGO86bX4+N1FHR4EZRRyfuPpf3rhYVfJ6vAD99MZKpS5dgI0NUjao0PHuCFKOBvHb2LKtZFw+1hiSjAQ+v7DRq25aNSxa/Vc+8zmjkZLPWTLp2hZNhIZR2dmFiuYqm/Oy3dtWPg/hY6z34XhkBqjTz4NzeZ4sftY1I3U7ZMXxA9WVZvJjaNetzcNcZPv9yEEeOHWTNvPlcPn2GyQvmk6dgwfc9vPeOnULB8dAQ+p96ZuQs9rnP6fAwttZrTNxzjh5Faj2SUSbTHEBJiYnY2j3rKRmv01lNkQxNTsLwXO6Vnb09iQlp07RkWWbdwkUsmTYdvV6HSq2he+felC9XGWcnZ6pWqYmTo7N5/5u3rtGoZTVUKjWPfXzo36wFly7f4cqRBO5dNAk+qW1FanZ2oGnDZrQdOhBnNzce3r3DhsVLzIaZvaMjnwwaRKPWrRnWqTNf9urNP5s2Zqp0tzZFm8aZIBoFEqKffQa+3nFMbVeZbhcOpzmuc9787N+0iZzFi1OlWjW0RiM9jx3hdkw0CkGgZ/5C/FC2fBon39smXq+nZ4FC5LWzZ/rtm2iNBgYWLkq73PmIzWCbnQ+NuH8JhL1v9FqZ6q088bsVT2LcszVfmdouKFXCB5GKX79uY+rXbYzPw/vsO7CTqOhIlEolndp3o3WLDtin07bpZTxtg/Ehk2WYvUWUgsi92BizUfY8E69eYmnNuqQYnxYyKzgaEsT1qEiaeOWiiKMTCXqdxUJaFARsUvtkGWQZlSiiNRozZMgJQN1s2TkeatkNvV52r0w1ylKSkzm2Zy9/rlxh3uaiU7N6pk8a1Tq/mwnYubjQuVNXkhK0/PrLTOYumYbooSLZXo+9Tok+9SExoO9QHj95xPcTv6RBvaYZVtLT6/VcunKe8IhQJIVEzhy5KVG8tDk0bmdnjyRJjP92MktXzOfhowfIimQUkmD2HJ1bEs66YQ3YFu3H3rAnFLKzp3+2HOxeuw4htYH4wcePmOX74Nm9JcTTzHsvV1q1N0sdd+jdi0Gt2xAZFoarh4fFWDODZKMBURAYX7a8ueYj2WDI1M/3Y0OWZTYvW86f474HTJ7xN0GvlSlV05kiFRx5eD0Oe2cluYvaYTTIH5TwRxYvx8MjG6uWbGXO/OlM+fNH7ly7Ro/6Dfnuzz9o3rnT+x7e+0UQ+OnaJYvNt2OiidAmoxYVyJgMuCidlpUPH+CiUtE+Tz4Aq2lnJil0gSSDAU1qbXV6QhJ29vbExTxzhjkqleY573ny2dujEESePmhjY6LTLNyiIyL48bMR5mazJYqVZu7fyylcsGi6t75j92bKlanI9N/nMfizXhQuXJAnV7Tcu5hs3icl0ciRlTF8O2ECgWrT9q79+3P1+AmURgMqldqs6uuePTsz162la63a7NuyhVZdu6Z77X8TEhiIz+3bJCUmYu/oSMny5bF/rk7FwdmJ8JCQZ+NSGihYwZHwQJPjKOhhEsWvOXGgRnNmPb5JlFZLn4KFqebkQoUmLVh15DBKUUH9/bsJTzHdh0GWWfbwPtltbOhXqMg7Fd2I1emo7pmN6h6eIJgS8DPa+/RDQSFJ2Ds6Eh8bS/8hn/DnlNm0btnhfQ8LMKUyGo3Q7ZuCBDxIICZMS75SDtjYKT4Io+x5ChYozLBPR73xeVycXUlMTGDCsOEkxMWlEX/70Hg1jegsXgmFKBCcZGmUAQQnJWGUZQRMfcHq79vF4NMnmHXnFq0P72fY2ZPYSco0x4iAo6TkywtnKbl9E2V2bKbTUVOOvDoDRkq8Xk/vgoXJ/ZwHEkxS6iWcXTI1ShcTFYXBYCBXPlPjS4UgEBuqtSol/vCylnFf/cQ/05egyWWHS7cOjIwMpOmJvayJ8kHn+GxyH/7pKAIC/Tly/OBLxxAWFsJfs6ZStU5x2nZuyMixnzL0i740almNJq2qs3LNYhKTEhFFkQZ1m3Dh0ln27ThJx3bd+GP6ZKq2s0VIfVsTYvWcnBvKsHwlWFKjDlV8/Zn89TfMmjqVmk0ak5KczHzfhxZjSDYYOBcehlo0LUDyFzUtBJ6fRN8GRtlU85FkMBD/nGrZ/yNxMTF8O3AgU778Em1KMoUKFmXhnNVvfF5dioyoEChWxZmchW3RJhuzjLKPFFEUGT5kNNvWHyRXzjwkJSbww9ChTPz8c5ISLAvk/18QgJCkJKuvRaakIAoCtgqJrf5+1Nizgz9vXef7Kxcpv3MLYcnJZsPrKTYKBXdjY6i1dyfld26h/M4trHv0EId/zXWRYWE8uH2bQiVLsn/zM3VFowxTK1ROs69CEJhTtSZPdcxkWebwzl2UrVYVgEunTtG9Xn2zUda352B2bjnyQqMMICw8lHx5C1C0SAn2bDvOmC/G8eiqpaFpNEDwwwR8rl0j8N59CpYowbWaVWl+xJuvL5xFr9Xy5M4drpw5Q7C/P3WbN2Pj4iUvvPbT+zh96BCje/aidbnyjOnVm19GjuLzLl1pVqo0k0aN5t4NU61drUaNuHPtGg/vmtQVYw06itdywiO3xny+2wdjsL0r8U+FGsyrXpMaHtn4e/pfeOTIQf5ChQlOSjQbZc8z776lkNS7IFGvJ9FgIFGv/yiVhEVRZMbaNWTLmZO4uFgGf9aTr8aNICnZ+u/pXWPQyWiTjHjls6VENReUKvGDM8oykyXz15E/X0FSkpP5+YuR/DBkKPFxmZRBk8lkGWZvkRSDgarpNK3tkCefOfVj7t3bBP7LgPMODsQvIQ7pOYveVpL44cpFdgX4m7fdiI6izeH9KDMYPUo2GPBu3IL51WrxaeFibKzbkOW16mX6g09MHbf8XHqJQrLunZCUAtmyeSHbwY+3LvHD7ev4xMWaBDUunOavBzfA1vTA8PTITstm7Vi5ZvELr3/2/CnqNqnIuo0rGNh3ODcv+XPvWjA+N8M4feQGtWrUZ9KvP9CyfV0CAp/Qp9dgdu/bRkJiPLOmLaRm1fosXDOZBgMkqnZQ0exTdzp8nZdgRRLxej3HTxzn8cOHSJJEpZo1OX/seJpUmucxyDJPP0bB/L78dx+AHxI3Ll6kR/0GHNy2HYCunXqyb/sJihezVAd9HWQZdCnGD6p3WRavT8XyVTiw6zQtUpuV7li9hl6NGnP/pmVd0/8Lra3UcEiCQCEHR/Oz7YcrF9O8rjUaGXb2ZJqaIAGTw6jTUW+zAZBsMPDj1UvcjIlCMho5uH07Q9q1p0nxEnxSuw6XTp7kyJ49fNa5M6cPHSJep6VZzlycad6GkcVL8n3pclxp1Z48dvZmAa2LJ0/h9+AB7Xr2ZMHvfzCkXXtCg4JwdHBiwezVTPl5OjaalwtwiKKI8alqso0tZUqVQ6G0Ps8mxEczbvCn2Dk6UP/wfvYFBxKYlMj2AH/qHdqHo6Mjn7Ztx8BWrdm9fgM3Ll7k5iXLSORTdFotE4Z/xsjuPVCr1czZsplTAU847POAE/6PmTBzBn4PHtCjfgNWzp5DsbJlKVWxIhsWP5sXA8REmg7PSedv8tN8cC56/VSQHFVtCTEkk6g3EJuSzJZly+nUty+iKJrb5/wbQ9Zc9dqUrVKF1UcOU6eZqXRhxepFtGhXh7v30xche9fodfJ77V32rihdshz7d5yifVtTpHrvpk30bNCA21euvuTId0+WYfYWkTFNYL9VqJJGC6+kswvDUptHG2U4EhJk9fiToSEWHscNfpZRmUfx8Rk2rLRGI7E6HbU8s/FlyTIUdXQiNp28/TfBydUVtUbDg1um5toGWUZQp2Bjr7DYt3wDU1pZgqRj6cP7Fq//c+8WCdKz+6tSqTo+VvZ7ypWrF+jWpw2tW3bghPdVhg4emSZ1LV/eAkwYN4VTR67j7ORCp+7NKF2iLAXyF2b010MxGAx07dSLfj2H0bh5bXoNbUKDFmVo0aYhIWEmdUZJqeT+rVsUKlGCfs2ac3TPHgYXtvTAKkWRah6e5jTCxz4miXU3T+sGexaZg9FoZPmsvxnQshWBjx+jsbFl1rRFTP99Pra2di8/QRb/tzg7ubBw9mqm/PQXSpWaR/fv07txUzYuWfp/51BJNBj4qVxF8j+XFigKAguq1zYv2KO1WqsR+Vsx0Wn+tpMkdjx5bHWumXXnJrtWr2HCsOHkyJuHxXt2s//2LfbcuI6nlxe+9+4zsnsPhrRtR1BYOCqFguFFS9KrYGG0RqM5ZTI5MZGZEydStV49fvr8C+b9+itGo5EK5SpzcPcZWjVvl+F7z+GVi9t3bz6LxAGVGlmmQKs0IpJdEmXKlmVDRJhFyniCXs+emGgaNmyYJnXq6/4DeHTfch4zGo2MHzacs0cOs3TvXqYsWkjFmjXNxypVKhq3a8f8Hdv5ee5c/v75Z1bNmUv3IZ+yZfkKLhw/AZjm3EAhkSjXFOTCMoHqRCKEZ0p8f//0M/FxcbTu3g0jMl42djhbqXvrV7BIlpbvG+Dk4sKfK5bz5eRJKJUq7ty9SdM2NVm97v/vefK+sbd34J+/FvPXb3NRazQ88X1Ev2bNWT137gf1WWQZZm+ZRIOBlrlyc6NNRzbWbciJZq3YXLehWelIFKC0s6vVY8u4ur21zvaJBgMxOm2appqZiVKlokmH9mxethyDwcDCP/+kffvG1O6hxjOPKb1CUgmUb+hM0YpO6FJkko3We99ojUZS5GeTnVqtITmddACDwcCnI3rTqnl7pv48wyxL/7SDvEojkpScRHBIIAaDgaXz12NvZ88PP41lybx1XLl2iX6fdiE6JooihYtz/uRdCuQtQnh4OJfPnKFpiZJ0qFqVdQsWYjQYeHT/Pl0HDWTwhPG0zJWHwYWLmb3EHhoN2+s3xvic7Oz21av5avx48uTIga0kWRjeWbw5SQkJjOzWjZkTJ2LQ6ylVsiwHd56mU/v05a6zyOJ5BEGgb69P2bPlKAULFEGnTWHq2LF8M2BAmpqn/zpGWUZrNLK3YTOONGnJproNudmmI1XcPczGkKNSafXYf6fMvwyNrQ27rl5h/IwZlKlcGVcPDzyyZ2fayhXERkfRoFUrYqKjGdKuPbGxscTotMTpdOY4T3xsLKN79iL4yRNuXb7MxZMnAZPC29b1B8mdy7J/5Yvo2O4THvjc5ez5U4CprjR3MXuqt/ZEqTYtndxzqukyJj8FCxRj7uyVBKQjehIkG1m3cgcBPvFM/OE3AIKfPKFn/YZsX706zaJw17p1nDiwn1nr11O8XFnzdhuFAielCiUQHRlJSGAgdZo2YcLMmUwfP56CxYvTuX9/RvboweFdu8znfPoZPr1CSnIyf44bx9oFC/h92VKcXU3rD71sZE/DZubPTQDa5c7L58VLpqkvU6XK2dsqJOwl6f/SaJNlmWvnz/P7t9/yzYABfDtgINO+/4E7165Z3V8QBD4ZPJgle3eTO39+UpKTGfPNMIaP6o/uHaibZvEMQRD4pHNv9u84RfGipdDrdUz7/gdG9+xFcjpp2++arAbT7xClKGIwymmk8kUEVAqRKru3pWkqXdTRie0NmqRp9GgvSfx49ZK5mfFT8tnbs7dhszQPT4UgoBRFtAbje5HmB7h1+Qq9GzemZIXy3Lxkkr5t0bw1c2YtwVZjx32fO4SGh1C1Qh0Akhz1VD+4nZB/GV357R04XLcF6jiTkfXXrKns2b+d/TtOWVzzgPduBg7rzsWT93BPTSNVqgRSkg3cPhuFLOpwL6Dj5ynfs3nLBhwcHKlRtTYHD+/jwsk7JCQk0GtAB4KCA+nQpgtdO/cmZ47c7PfexcRJ35KSmoJTpFQpECBvwUJMWbjAfH07SUIGkvV6bCXJLJcPEB8ZiTYmhr0GHVsC/HFXa/ihTDkKOzp9lDn0alE0fceMRpSiiMC7l1a2xr7NWxg3eDAAA/oO44dvJqHOkj//6MmsBtMODq92bGJiAt9NGMW6jSsByJEnD5MXzKdUxYqvdJ6PHVEQUCCg+1fOk50k8fvNayx+kLZR87o6DSjt7GJOMRQwLerL7txi4YBbUrYiZbJlR37OyFOLIjImx9zVc+cY3bMXNnZ2JCcmUqlWLaYuWghA4OPHbFq6lM3LlqOxsUFtY8MTX19cXd35e9oi6tdt/Nr33GtAB5RKFYvmrHkWsVILgEBMTDRnzp+gYd1myEYRSSmwJ8GP3meOW5xnR90mVFV4YtDLaLVaCpfOhrOTM6Fhplrj5p068c3vv2Nrb0evho2oUKMGo3/5GVLfs2x6G/xvxRPml4hTDh2hMffp2bcL8fHxlK5UiaiICKrUqcO3f/zOvKm/smjaNAqVKEHn/v2pVKsmGltbIsPC2L9lK9tWrUI2GvltyRIq1a6VZpwa0SSTn2QwoBJFU7Nwvd4sQmajUBCSnMT4KxfxT0igRc7cjCpRiiSDIdP7oL4L7FIdtympQjTPz9fpcWjnThb++Sf3rt+gcu3a5C5QAFmW8b13lytnzlK6UiUGjf2SGg0bWj0+IS6eqWPHsmfjRgA2rdlLjWp1MvfGssgQSclJ/PjL1yxfZXqW/L5sqVlNNbN5lQbTWYbZB4BGVCAI8PedW9yKiaZZjpx0ypufhH+JNoiAg1LFyPOnzXVmJZ1dWFO7PgKQYjQiCgJ2Cong5ETuxsRQxsUVZ5XqvSyYt65YweQxX5rz9F1c3KhbqwF9e31KlUrV+eGnsVy8dJY920wT2d5D27CrXJxeVy+Z2wjYShIHGjSniMEJvU5GlmXqNK5Aq+bt+HrMBItr9ujXDmcnV/6Zbsq1l1QCPldjOLbpWYNoUQHtR+QmIiaAU6dPsnTFfK5cu0iZUuXZufmIaSz7d7B05XxOnXkmE61QSBgMespWqcKi3bu4dOoUQ9t3YOzUqXTq1/eF70VyYiKBd+8yJSmOy1FpWxaYFjCuJBo+HuNMI4poZSM9jx/hVqq0crd8BfixXEVitNr3apztXLuWHz8bQf58BTl1+Pp7HEkWmcn7MsyesnHLGr76/nOSEhNQSBLDx42j5/BhGVaH/S/jqFRyISKMxQ/u46hUMqp4KdzUarNR9hQbhYLbMdEMOXOS8BSTOMiIfAXpmicf2Nqa9xEFgfPhYagVCsq6uKI3ygQEB7FlxQrWzptPdGQkdg4OyEYjiQkJqDQatMnJ2Ds6kpSYiEGvR6OxoU+PQfTtNZh8eQu88j0lpyTz95w/mTZzMi7Orjg6OuHu5kGrFh3o2qknWm0KlWoWZcm8dTSs34zwiDAexvsyPTGWw2HPxJ3a5MzDrPI1UMWasiO27dzIqK+GcOLgFX6eOo6tOzYAkKdAAQZ8OYYJw4az6cwZ8hYytWvIbbBj0++PiI96Nj/kLGJDtU+cOXz9DPu2bGHbylXotFpmb95E5dq1eeLry6Zly9m+ahUxUVHm454aa806djT3Fs0oKlEkLDmZhgd2p9lewN6BPQ2bpWmd8DHgqFSy+ME9pt++QbLBQG47O5bUqIOXjW26xtmS6dOZM3kKXQcNosuA/uQukPZ75XPnDmvnL2DbypV89euv6a4LZFmmbr78JCYksHrptjdyHmTx5lSsWYTAwCdMmj+fph3av5VrZBlmHyECYC8pMWJSakxPmtakgmXy7FiTy3dSKul78hgnn5sYOubJz+TyFYl7R1GZAD8/hrRrT5C/yXgURRGN2obWLTsQGhbMkWMHKVakJF989hVDRvRm+aJNHD3uzdIV81i7djvlG9biclQ4oiBQztkNuyQlcqpS7snTR+nSsyXnjt8hZ45cFtcuVMqTGX/Mp2WzdgAICj0rf/HDaEj7NXfJpqL9Z3nNKkRDRvRh976tNG7Ygvl/r0SRmmIYHRNFZGQESqWK5asW8PfcP6nZqBEz1q4BYNuqVUwaNZo+X3xOr+HDrTYOvXPtGn99/wM/zZ9Ly4tnLV4v7ODItvpNMsUwUwoCdkolWoOBOL0OF5XarNCYmdhLEnX37bKIbo4sVoohRYu9U2nlf/PUMCuQrxAnD1tPLcni4+N9G2YAPg/vM+Tz3ty4aSoYr9GwAT/+/fdba33xMaFRKFAKpmhSkiF9JVjbVMMryWAgNiSUA1u30C41wm2jUOAbH0e7wwfMx9tJEgcaN8dRqTL1+NRqaVuhIiUqlOfhnbtEhITQtmdPOvbtS77ChejXrDnXL1ygdYsO+D56wAOfe/wzYwktmrbN8L0sXTGP36dPIiUlmUoVqnLi1BEqlq9KsaIl2HdgJzGxMfTuMZDg4EASExPo1X0AE375Gk9PT1bv2E04Ou7ERFPS2QVP0QZVgsLcd7591yYUKliE3yf/jSzLrF63lHETx5CSnIyoUODq4cGe69cQBAFHhZJHe6K54m3Ze6ndyDwk5TRFqiJCw2haogRKlYp527ZSprJJuVKv0xERFkZyYhIOTo64uLu/tkS4nSQx8PRxToZaKgrvbdiM7DY2maL+66xUImOqXVQpFNgqFBZO6jfFViFxJjw0TX8+MBmfV1t3sJrBsnXFCqZ8OZYpixbSoFWrF57/6bpgyqKFNGzd2uo+dfPlJyE+/o0MsycB/qxcs4jLVy4QnxCHJCmxt3egWNESeLh5kjdvfhrWa4YqE3vm/RepVLMoAYH+H4xhluXq+0CQgTi9jgS9/oWL2udl0LVGI/F6vdkos5MkDgQFpDHKADY99uVhfHyGlRvfhIsnTtCxWnWzUVajWh1OHb5Ol4492LZjA7fv3KB7174olUo+G9UfJ0cneg/oyOGj+1k6fz21KtXHLkZJXVUOaiu9sI15ZpTFxEbz3YTRtGzWzqpRZjQaSUiIx9nJxfx3cFC4hVEGEBWi5fnnfInipShUoAgnTh7hn3nTzNudnVwokL8QuXPlMderPU/bHj34dclidq5ZS/PSZZj4+efsWLOG/Vu2sHbBAvo1a07PBg1xc3dHb2/dQ+mfmICYCYn6CkHAQaXiu0vnKbF9E1V3b6fsjs2cCQvF3srYXxcBiEhJsTDKABY+uJvh8zytVXj67118P7PI4k0oWKAwOzcdYUDfYQCc8j5E93r1OX/MMn3t/41kg4E4vZ44ve6Fi+jE1BYeBlmmS6NGyM8pJCoEgV4njqY5PkGvp9/JY2aFYpVKRdOOHTh7+Aj2Dg5sOX+OMZN+IV/hQmmuU6F8FfbvPM3nw79i8PCeeB/em6H7mPTbeMb//BUjhn7JlTM+rF2+g3UrdhIXF8uK1YsoWaIszRu3ZuWaxZw9f4qDh/cyYEg3qlWpyeol27FL0pAv2YEWtnnInWSPKv6ZUbZyzWLOXzxNv16fAqZ6lx6f9GPfthMULVICo8FAeHAwX/buQ0xUFEF3fQl5aD0SFXAv0Vyj7ObpgVKlolKtWozu2cvcRFdSKsmWIwd5CxXE1cPjjfo2GWUZ/3RaRzxOiEfKhOe3s1LJ44QEqu/ZQeXd2yi7YzM9jh/BXqlEzORqtll3LJVWtUajVdG15KQkZk78ic9++CGNUWafOnfZShIOz82xbXv0oPeIz5g+fgKGt9A/NDDoCX0Hd6FqneLs3rcdNzcP4uLjOHfhFMdOeDN73l9MmzWFoZ/3pXKtovw27SciIsMzfRxZvB2yVkL/IQRg82M/q69t83+EreLFi3OVKOKsUr32In7Pho0M6dARvU6HKIqMHfUD61fuIm+e/Ez5eTqXzjxgyKCR+D7yQa/X4eLsRnxCAu5u7jg7uVC6VDnzuQx62dzcGUyeoU7dTJKzv02eZfX6oihiY2NLQkI8AEeOH8RgTMba89ze2XSPKo2IQhJISIjHzc2DL0d9z6Kls9FqM97Msn7Lluy4fImfZv9DaGAQc6f+ym/ffMu6+QsoVrYM60+eYPLiRRR2djG3EXiepjlyZvhaL8JFqWSjny/r/XzN25IMBvqeOoY+tWdeZpGehHJG6xltFApitFr6nDxKxV1b+fT0CVIMBmyyxFCy+MBRq9X8MuEPlsxbh7OTC+EhIQzr2JE5U6ag/whrRd8ncTExaaKN8XodUdoUi/3uxsakqWG6eekSer2eWRvWp1G4dVAqaVS/PtmzZwdMhs+oEd8w7NNRDPuin3luSI+VaxYzb+EMli/cxJCBn5ubVNesXhfvPWfZsu4Ari5uPHr8EK/sOYiIDCdnjtzIyFSqUM2s+CrLpjns6WPSaDSycMlsvv7+c6b8NJ0SxUunuW7RIiXYvfUYFcqZIl1H9+yhe7367Ni8Hmcv689Ez5waXFPUuKBCp9Wi02rpPeIzRFFk1/r1L7zP10EhCLTIaekQBaji7kHKGxogoiCgl2U6HD2Ypp/auYgwxl2+gL0y85yLIKerRG1t+4GtWzEYDObURAFwVqlYeP8utfbuoN6+Xax55IOT8llkqvuQIYQFB3PqoHcmjtsUtW/VoR7h4aFsWLWbbl36sG3nBooUKsbG1XvwuxvNpjV7KVq4OM5OLnzSuQ9btq+nRbs6L1SzzuLDIcsw+w8hIJA/nahMYQcn9Ok0qhAAB0mJX0I8k69dYZu/Hw6SMsOKgclJSUz5ciw/DB2KbDSSzdOLjav3Mvrzb1HbSCQ56ol0SEadx4Ghw0ewac1evPec48pZHyqUq0Td2o3QG/RUqV2c4SP7c+rMcUJCgwgOCeTEqSN8+lkvqtcriY2NLZvX7jNHxKxRqkQZDh81NRJdvnIBN29fo2wdS9XL6q08ObAigI3TfREVcOHyaUqVKEuXjj2Ii49j7/4dFsc8rSW5fuECp7zTPmwlpZKGrVvzz8YN7Lp6hYN377Dl/Dm+/vVXCqQ2lZZlmWkVq6Y5LpvGhknlK7+04DgjpBiNrPX1sfra/sAn2LzEMM8oMuCpscHNiqBG34KFX3q8COhkI/X37+JceBiJej3HQoOps2/nG3l0AUICA9m8fDkAQlYELou3SLMmrTmw6wyVK1VHlmUW/TmNoe3aExwQ8L6H9tGg0mjQPrcIt1FYV/mzlSRzRCYhLp4bFy7i6eVlVhTUiApsJYk1vg+Iad2cv3bvpE6rRubjR3/+HQqFgk3b1qY7Fr1ez1+zpjDmi3HUq2M6VhDAYGckzlFLjJOWCg2q8s+MhezeeowT3ldZsWgTQcEBfDlyHF9//zm1G5VnwZJ/eOT3kPCIMHwf+TBn/nRq1C/NT1O+5a/f5tKr+wCr17e1seWr0eMRBAF7O3tCAgL4Z9Z08pQ1mFUgn+KSTYVSJbLku/sEn0kk+XEoSpWKwiVK0K5XTzYuXpLp8t8Jej2jS5RO0zoB4JtSZVGJijeuK3aQlPgnJhBtxSm6yc83Ux2LgiAwtEhxi+2SIFArW3aLlgfbVq2i1SddsUlVrLSTJL66eI4/bl0nIiWF0OQkfrx6mT9vXTc7tl09PGjUpg1bV67MtHFHx0TRvW9bShQvzcY1e3nw8B6Tfv2ev/9azMI5q6lZvS6iKFKjWh02rN5D6VJl2bpjPZtW76VQwSJ07dWKkFDr7Zn+n3m6ttu0dCnhwcHveTRZhtl/igS9jhHFSqL614LUSamiZa486Sr/2UkSX106S+tD+1nsc4+vL52nyu5tAFYjPM/je+8efZs2Y9PSpQDkzZOfQ3vPUb1qLWSNzBl9KDW8t1Ny1ybK7N3MsrB76OxNBqIoigzoO4zd+7azZtl2Fs5eTXRMJJ26N6Nc1YKUr1aIrr1akZKSzPKFm9i6/iBuru4vHE/vHoPYuHUNMTHRHDy8F0GWqNTYnTZDcpOvpD2FKzjSbngeIoJSeHI/kZhwHcc2BVOvbgN6dR+Ak6MzzRq3Yt/BXRbnbtmsHW5uHsRGR/N510+Y8eNEdK8QWUsyGGicIyc32nRkYfXabK/fmGNNW5m8q89NohpRxF6SMMoykiBgL0lpGo2nh0IQsEkn2mkvKdNtIPo66I0maeWnk7QAtM2dh9ElSr9UYdJeqWT2ndsW6U7JBgPrfH1wSEd++2Uc27uP7nXrce3ceQRBoHePgS89RhBApRZN/zSp/2xElGohVX0tiyzSJ1fO3Gxes48vhn+FIAhcPnOGHvXqc3RPxtLm/t/JV7gQl06fNv8tCgKf5Ctosd+Y4qXMC/M9GzYgA6UqVgBMmR4JBh0Vdm7hx6uXWezrQ7frl1mri0NvZ5prNGoN3br0YdmKBRbnfsp+711ERISbDSdBgBQnA5/dOEXRnRsovnMj7c8cJMo+BYVkGk3d2g0pkL8wycnJnDt+m7atOvL3nD+oXq8UpSvlpUb90ixc+g9dO/Xiwsm7dOnY84XvR+2a9cmXtwAtm7dDFBUkJSUx5LM+NBvqSLmGruQuake1lh406p6DAysDQYaTW8LwULvQvFMnnN3caNmlK7737vHE1/eF13pVZExz2N5GzdjbsBnzq9Xicqv29C5QOE19tIBpTWGjUGAwGrGXJGwz6OT999rlKZpMcio+JUGvp6FXDoYXLW6eWz00GrbWb2zVoPV/6EvpipXMfxtkmS2PH1nst+jB3TSzbKmKFXjyyHK/12XVmiXoDXrm/72S+Pg4xk8cy6J5K+jSuWvqnCWisRMxouXW3Utkz5ad0LBgeg/qRPWqdXBycmLSr+MzbTz/Ffr2NNW4Xjp1im716ls43t81WYbZe0ZEMD+43rQOyIhpYjvVvA3Nc+Qit50dnfPm52Tz1ujTkbIVBYHIlBS2+T9Osz1Gp+Wnq5fSfaDKssyONWvo1aARD27dQpH64Fy9dJu5mXO0MoW2Rw8QnNobIkGv56vL57meGGme2Jo3aYONjS0HvHfTuGELVi3Zys1L/hw9cIljBy9z6/ITli7YQP26jTOkfta6RQfUag1/zZqCwWAgW7YcaJONuHlpqNspG7b2EvtXBHLJO8J8jM+1ONq16UyB/KYahezZchAdE2lx7hLFS+O9+wy1atQDYMXffzOwVWsC/Kynj1ojyWAg2WCgmocnee0diNPrMMhGk0dYENCIIpFaLTX37qDK7m2U27mF7scPYytJLzWS0/MC2igU1M3ulSlRuackGw3YShJ7Gjblcqv23GzTkV8rVCE2A4qMsgwBidZrFfwTEsx94DKKNiWFP8d9z+iePYmJisLD3ZO1y3cwuP9nLzzuaW+7UztDWfLjPZZMuMepHSGkJBo4tC4I3xvxqG1FhKynZBYvQJIkvvnyR9Yu34GHuycxUVGM6dWLP8eNQ5timZb3X8NWIWGXOn+lt7BOj/a9e7N73XoS400phol6PT+Xr8iU8pUp5OBICSdn5lerRa+Chc2116ePHEGv09GpXz/A1IZm9PmzFlGOBb4PiFU8c5w1b9qGW3euk5jOs2fT1rW0bN7ePH8ZbWS+vXaerf5+5mfaxYhwWh3ZT6KNqe5LEAR6dR/Apq1ryeGVi7GjfuDCyXucO36bQ3vOce74Hc4dv8OoEd/g6ZH9pe+HKIp80qkXGzavwd3NnTy583H6zCnKVSqMwuMR+UrYE/QwkQ3TH5EQ88wYCryfTI/U98PTy3SdmOjol17vVdEZjcTpdGS3saGGZzaMskyiQY+NQmFOQ3dUKpl49RIlt2+i6p7tlNu5hVNhoS9NU4/T6cimsaGgFXGeoUWLZbrSb4zO5Mi+1qYjl1q143jTVuS3d7A6T+q0WiTVM4dhisFgdTw6ozFNyq1SpUaXSc8Ag8HA8tUL6d19ILa2dqzdsJxhQ7+gVuWWbJrxiMU/3GfTDF9C/ZPwu5FMypP8fP/1JL4Z+wOPHvmwcOk/PHhwj01b1/Dg4b2XX/D/iGGfjmLlki24uroTFR7O510/YebEn9C/px5zWUuOTEQSBBwlCVeVCmelEleVCnU6E5UkCLioVKgUIlNvXKXXyaMsun8PR6XylSe350k2GJAEgb8qV2Nvw2b8XK4iOqORZKP1RblKFLkWZWmEAJwJD7NaS5QQF8/4ocOYOOJzkpOTyJe3ABO/n4okSeRP9XYq1SJbn/hZzdeefvcGepXp4aVSqciXJz/BIc/C6y7OrhQpVIzCBYvi5Oj8SvevVquZNnU2C5fOBkyLdgQQRDAa4OqxSBJj00Z0bO0lvLI/q/PSalNQqaz3vcrm6cXa5Tv4avR4RFHk5qVLdK9Xn4Pbtr3SOJMNpmbaDkolwUlJ7PD3IyIlBY0k0e34ISKee5hfioxg3OULL/U6xup0VPfw5PeKVcxphiWdXfBu0oJMzmox38PTIv6nBf0Z6WSjk430LFDI6mtd8xd4pZ5u/g8fMqBFS9bMmwdAnVoN8d59ljq1Grz0WEklcGhNELfPRmM0mL4ft8/GcGJrCDny23J4XRC7FvijVGU9JrN4OXVqNcB791nq1jalwa2ZN5/+zVvw2Md6evGHiK1CgbtajaMk4aFWv9BZaC9JuKhUnA0PZcDpEww/d4qAxARzb6iM0KhNGySVirULTJGsp2p87fLkZXv9xmys25Da2bIT+9wC6e61azi5uFC+enXAtIg5HxFm9fx+8fFmx4qjoxMAcfGWCocAISFBFC5U1Px3oqRnvd9Di/0exMUSIz8bT6GCRQgJDTJHWpRKJblz5aV4sVLkzpXHrPCbUURRRKFQoNVqyZkjNysWbaJSpSo4O7rgeyMOv9sJ/NsqsHEQuHfrFoC5PvptKvHpZZnk1N5fNgoFh4ODOBYSjL0kcT06Mk2v1WSDgYGnj2N4SZ2zERmFILK5XiPqZvMCTEqfI4qVYGiR4mm+A5lFvF5v6tMmYxZVs4aTiwthQc/WKLaSRA4bW4v9Sjg5p1m/hQUF4eiSfunFq3D2/EkCAv3p3qUPsiyzaesahg8ew+ZZfsSEm96bmHAd2+b4kz2fLX43k9j+dwS9u35G/gL5mf7bPGZNW4QoirTp1AD/Jxl3KP8/0LBeU7x3n6Fm9boALJ8165Ud75lF1oojk1AIAg5KJU8SE5lw9RIjL5zFOzgIjUJhYZxpFApkWSY4KYnKu7ay1Oc+FyPC+f3WNRoe2I36DQUQ9M8pNz5dOKeHzmikuBWJd4CyLq4WUZo7V6/Ss0EDc3PEdq07s3/HKQrkN9UWrV63jGEj+zH5tx+IT0q0el6DLCM/d1pBEDI1H75Jo5bMmrYIgG/Gj0Srj+fC/nDCA5Jxz2lpcFVu5orNc8pgl66cJ1+e9PveKBQKRo34hk1r9pHDKycJcXF8M2Agk8d8+Uqd4+0kiZ7HD9PMey9fXzpPwwO7GXz6OFMrVLHYd/PjRwjPTWt2koSTUplm4WST2kahc578nG7ehlttO7G1XiNclCriP6AeM8kGAxXc3GmXO2+a7f0KFSGfnX2GG5Xu3bSZng0acvvqVUSFgm/HTmTNsm14eGTL0PGyDA+vx1lsf3QznhwFTZNukG8S8TG6rKhZFhnCwyMbq5duZdzXPyMqFNy5do0e9Ruyd+Om9z20l2InSehkmXWPHvL5+TNMuXGNeL0O138t8AVM6fG+8XFMuHKJfqeOcSosBO+gQJp77+NoSBB2GUw9U2s0jPnlF+ZOmZpGsCJBryfRYCDRYDA7amRZZsn06YQEBFCiQnlzPaoRkwPKGrnt7HhaWp0Qb/qt29mm378rNCyE8T9/Rf8hn+D/xC9dR9PzaeECmTd/GY1GVq1bypCBn+Pi4sqZcyfQGZJZOnsbD07YUL6Bm8Uxtg4K3PJomDf9L4xGIzcuXkQhSWTLmTmiUulhq1BwLzaG0js289m5Uww9e5IyOzYDAhVcLce5PzDAnGqvEASclCqcVapnapuiiBEZR0nJ4hq1ud22E9dad2B08VJEvkLJwNugdtOm7Fy7zvw5640ya+s0wF56FkVzVatZVrOuef4yGAzs3rCBOs2aZsoYngT4k80zOx4e2YiNi6FUqRI8uKi1MNKR4e7FGPKXsgcZjm0MYezocYSGBdOmVUfatOqIpJDo3rcdsbExmTK2/wrZs+Vg3YqdjB31A6IocuPiRXrUb8DB7dvf6TiylhuZhJNSydWoSBod3MOKhw/Y+eQxg04f5/srF9PU/YiYJpgZt28y794dCw+Nf0ICp8Ms5VrfFgZZJrvGllqeaRezalHBxHIV0igthYeEMKBlK/x9fVFrNPw5dTazZyxFUirZsn09er2eiZO+QSEqSEky0MIju1UP2YgiJVBqTV89vV7PY/9HeGZwMZ1R2rfpQveufenRvRdnd8Zy7XgURzeF0OCTHJSo5oxKI+LopqRh9+wULONs7md29folLl+9QLeufV56jWpVanJg1xmaNjJ1it+8bBmTx3yZofHZShKHggI5H5FWwvZQcBBJBj2F/5XOYaOQkJFRiiKOSiX7Ap/w1aXz7Hzij6tKhY1CwZbHj1j36CHROi06o5FEvZ4YnY6E10hh1KSmJikFk6R9ZsrtA8TrdEwpX5mzTVqyrnptzjZqzgD3bERnMO3j+L79fP/ppyTEx5MzR262rjvA58PGvlKzX9mY/mLKaJQpUsGRlgNzmevPssgiI4iiyGdDxrBt/UFy5cxDUmIC3w8Z8kHXnYmAAoH+p47x9aXz7A18wtx7t6mzbxcxOl2aNDRbSeLHq5cQBYFVvg8szvX95YtWlXDTo0WXzoye9AsTPxvBxBEjuHP1aprXZVnm4smTjO3Tl/m//U6LLl3wuXXbrICpN8pMq1TNIgW6Xc7cOMnPjErvI/somL8wdnaWhtmpM8fx8b3PkuVzuXL1Al7ZchB4/yFtrLRlyWtnj5P47Ly+jx7g6ZHtjYWLAM6cO4n/Ez8G9B3K9g3eODo6UrlCdbb+/QS/W/EEPEikeb9cuHmpUaoECpSxo9NX+YhQpRD02J/Lp0+zcclSGrRqhVMmRWrSQxQE+p86niYrRms0MvL8GT4vXtJif0elElmWsZUUJBn0TLp+mYlXL5Go1+OsVOEXH8+SB3e5EBmOXpZJMRiI1emIeE2jzD5Vxl4pmGq232RN1bFvX+5ev86NixcBUyq/m1rNuWat2F67Pjtr1+dAzfokR0WTkmqYnfb2JjQoiLY9erz2dZ/HYNAjiqZ7SExMQK3RoEu27jrQJRtxcFFSq302qrfypFaNOtg7mIRLnB1dKFumIgkJcaxcszhTxvZfQqFQMPrzb9m4ei9e2XMQHxvLN/0HcObw4Xc2hsxdbf0fo5dlxl2+YJG6t+7RQ34oU978t72k5M9b1/G0sbHoN/aUa1GR1PDIZpEz/7ZIMOhZXKMOR0OC2eTnSyEHR4YULY4gQ9JzKZBhQcGkJJsUtHZvPkqJ4qWJi4ulR792PAn0x9MzO53adeOHbycBphz9tbXq8+m5k6ZmkaLImGIlqejgjiHO9D7t995FXFwszZpYb8L4Jowa8S0GOYVjy0yRu8RYPVtmPaJ4NWea9MpJtnw2yEYZberDTZZl/pk7jZrV61KkULEMXcPVxY0l89fzzQ9fsHzVQvweWC5UrKFAYPuTx1ZfOxYSTDlXN+7HPUu5GVa0GCBgo1DQ7OBeHqZ6fwMTE8hha0uvE0fMkdHxVy6yolY9Kri6kfga3yEbhYIobQq9ThzFNz4OpSgyqHBRRhUvRUwmpJMkxMWzc91aNi5eQsCjR+TMmZPI6GhioqLwyp2bjn370K5nT5zdLL2uT/FLTQ/Lkzsf+3acfKFSZ3qIkoB7DjXhgWmNQY/cahyclTi4KfFeE4RslClV04XyDdxISTJaeiizyMIKlSpU5cCu0zRrUwu/x74fdEqjo0rFzegoLv7LUZSo1/PLtcv8UbGK2YlolGVW+z6ga74CVn8K4SnJL8zSsMYngwaRr1Ahls6YSc+GjShaujS58udDlmUe3rmL34MH1GrShAU7d5ArXz5alinL8X37qN+yJSlGAx5qDRdatuPvOzcJSkqipaMz5TQOKONNC1mdTsfKNYsZOniUhQG1Zft6Ph8zkErlq3L52kVWLN6Mk6MzggA1nPTE6o9xKDXVvqijExtrN8QuUYkBGVmWWbV2Ke3bdH2l+02PJwGPyeaZnWyeplS+iRMm8fi6YI76XfKOwDO3hrJ1XXHPpeL4ud18M/kkg775GjdPT66cPcuJ/fuZt21rpoznRSTo9VZbGzxOiMdVpUmzzUahoE627MjAidAQBp1+1vevVa48jLpwhrPhz9JRSzg5s61+49eeb5yUKv64eY1FD+6il2UKOjiyslY9HCSJ5AxmZDxP3kIFqdOsGT+PHMWiXTvx8/Fhw6JFHNi6DUdHR2xsbAgODsZoMFCneTOadejIjB9/pHnnTmnaOWSUpz1ZNRoblKliWG6u7oSHh5KYlIijgxOHDx9iwlh7bp+1jHqVquWCbITTO0I5vSMU95xq6rRrhqQSiIqJwtXFjV7dB7Js1QKGDPrilRya/y9Ur1qLg7vP0rhVdQIDn+Dn40O1+vXfybWzPo1MQkTgdky01deCkxLNb7QRGZ/4OLPxZY1GXjkzVajhZRhlmVidjpoe2ZhRpRqfFy9JisGQxij7N4UKFsVgMDBwWA8iIyPYtfkIXwwby/pNq0hMTWEUkwTq2eTgYpN2XG3enoMVqpO4bhNh90yTnCzLLFo6h7atO5kLrjOTXDlz4+zkmmYhrdPKXDsWxc4F/ui1RnOkTJZlfpv2Ewe8d/Pd2ImvdB1BEChYoMgrjk6mWGrNw78p4+xKbltTKp2NQsHI4iUZVLg4RmQOBAaYjTKAEcVK8uWFs2kWQjIw/Oypl4qFpIckiDQ9uBff1OvojEZm373Nlsd+r1Q/Yo3HPj70aFCfRX9Oo36rlmw+d5YN58/hff8e+2/fomPfPmxauowutWpz6/KVl57Pw93ztYwyAKMeWg3Og5P7s3QURzclLfrn5sLBcC4eiCA5wUBKkpGLByM4ujEIpSpLqTGLjOPs5JLp2QBvA0kQuZ2OWMT16Ch0z7VaSUoVPpBEwWoUoqij0ysL+ABUq1+fuVu3sP7kCeo0bYqTiytuHh606NKZbRcv8NeqlZSqUAFnV1eatG/Hgt9/Jym14XGy0YAsw9cly1Lt8nVm9xvA/nXPWp4sWjqbmNgYunZKq4p48vRRPh8zkO/G/sS6lbtwcnRizXpTuw1ZBptYiaUV6nK7VScuNGzJWL3Atr8XmXtsnj57gtt3b6Qrgf8qGAwGrt24RFR0FM3b1qZxq+rExEShT0n7Xob6J3NobRBXj0Zx4OAelv79N32bNkOv17NqzlzqtWxhrr97m9hIktXP2VaSyGlri4fGZJyVdnbFu0kLc43Z2ItnzfsWd3ImPCU5jVEGcCsmmt0B/ti9RpTLXpJY98iHeffvmJV/feJiaXpwD5L4+lGzH/+ehSzLdKxWnb5NmhIRGsrkBQvYef0aWy5d5FTAE2ZtWE9CbBxf9+9PUmIio3/+JcPn1+v17Nm/na69WpO7sCNFymQnTxEnajUoy9yFMylVshxqtYZtOzZgZ2ePq7M7j4PvUKmpqznVXhChYmM3bO0ltv7jR+DDRAx6mRC/ZLbOCsCgN3L23AmqVq5Bj0/6Ehj0hJOnj772e/Jfx9XF7aVK4G+DLMMssxCgvJW8agHIaWtnzlWXgfa587I/KIDGXjkp9K+UtSZeOSlo75jhOpvMJNGgJ06nJ1any1BQ4PDR/Zw+e4yVS7bglT0nnTv0IE+ePJy9eAylxiQ3LsoCtrFKPBNsySvlwHv3PmbP+wuAP2dM4tKV8wwZ+MVbuyd3dzdcvSzryly91CgkU23AxcvnGDisO3MXzGD+PyupUN6yxiuzidfrGVikmIWh46pW0zZPXgYVKc7ttp243Ko9Q4oUJ0ZnijgeDU3bY8NBqSTQSi1fjE5rVjF7FZSiyO2YaKsCHHPu3X6jWoqQwECGtGtPngIF2Hr+HMO++47suZ6lCrl6eND3iy/YfPYM1erXZ2iHDjy4ffu1r/cyni6uOn2Rn14/FKL3D4XoMiY/ALfPRlvsf/9y3FsRUckii/dNtDaF6ul49qu7eyI8t1Swl5Q4q1Qsun+XX8pVSrOvWlQwr1qtV46YPU+BokX59Juv+e7PP/j6t9/oP2oUOfLkSbPPiPHjSYiLZ0yv3sTHmRxIRmRi9To2rFvHzZs3zfuuXLOYn6eO4/fJf1s4cX6eOo7OHbozdPBIVCoVI4aN5drNcySlxKLSiEhKAVWiAudYNTl1zhhDUvjxl+8IDQsmIPAJI0b3p2O7buTNk/+17xdg87Z1VK9XimUrF6DVptCkUUs6tOlKTHQC2YtYjxqVrulK2dJVkSQl92/eJDIsDBtbW36eMydT0ipfhgh8WsQys2RsidK4qNQca9qKW207sb5uAxwkJUkGA0kGQ5o+ZSWdXTgdFmr1/HsDnyC+RnGvEZh7747F9lidDp+42Ay1nrGGo7MztRo1IioiAkEQUKrUiKKI/8OHPLx7l0M7d7Js5izOHTtG6cqVMOj1TB8/PkNz5o1bV6nZoAxDR/QhezYvli/axJ5tx9my7gAd2nVl3sIZ1KxfmtKlyrJkxTzCI8IoXqw0rdo1wifCmwYDJLp/m5/+PxWhQgM37pyPNs9vT5GNcOlQOM2aNaNdmy54emQnV848+D3O3LYKWbw5WamMmUSKXs/fVWpQf/8utM8ZVV8UL4X4XMJ9gl5Pkxy5qOzqTt+TR/mnag1CkpN4GBdH4xw5yW1r90EJNbyIpSvn06pFB/LlNQlluLg6sWPTIY5uCGHJ+Ps4e6io2yk7LtnU6LUyKpWKQf1HMG7CKBKTEtm4ZTUL/llFsaKW+eiZhdEArQblZtOMZ/LCdk4SdT5xZNLUCRw4uJcbt65Rr04jtqzbT7mylV5yxsxBxpSucKZFW6Zev8LlyAiqeXgytmQZdAaD1XQLrdFIXc/srH9O8cogy9hLSovvjFI01Ya9isLhU4zpmOVGWTZpzL8mk0aNwitPbn5ftgx1qjdVwNTXTADidXqMyChVKn78exZf9+vPuMGfsvbY0be20DDoZfMEJgMpiUYkpYDVYLGMxWSXRRb/BfSyTE4bWxp75eBAUKB5u4tKzTelyxKne7aYNshGltWsS8cjB/G0sWFvo2YcDQ7CU2ND85y5MMjyW8/4cPXw4J9NG/m86yd0rVWbzv370bZHD1zcn3m37927Rbc+bTh+8jBTf55Bp/bd0pzjytULXL12ib+nPauzGTb0M26c7sLueZFok8IoUtGJGq090aUYMRqhZfN25PwtNz9P+Z6Tp4+QL29Bfp/y9xvdyz9zpzH59/F8MfwrPunUi4Ytq5EzR266dDTVJomSkcg64Vw/Hmt6SAlQqpY9vgHXOXLEG4VCxGAwORlDAgKYPOZLvv71V+wc0hc5yQzi9XpGFi9FeVd35ty9hSSKfFGsJJXcPYi0kuIIptplZ5XKbJwFJCbQzEodH0AZF9dXqlV8iiBjVQ0aQKfXcfPSZQyAV+5cab4vL+P6hQusnD2bP5Yvx8HJkQ2LlzC2b18KFihAsWLFCAgMxKtQQZbu30epChW4fuECn7ZtR41GDWnYOv1SjYe+9xk0vAeNGzRn0sRpFtlD1arUZMTQsaxev5Tvxo8CoFyVAri4uKLTaRk9dgTxCXHY2dnTpUMPxo37gYRY67+/pDgjDeo1xTZVUVKpVKFN57PK4v2RZZhlEklGIy4qNVdad2D1wwcEJyfRPX9BctraEfevPOl4vY7lteoRmJTAnZgYqnp40DxHbqK1Ka8V5XhXBDx+JhsaEhrIoSP72bLugHmbqBDYOO2xqQ4HiArRsvWfx7QZno0LV08QFhaG9+F9xCfEs//gLtYs226WJn1bGPQyCgk++TI/yUlGtNpkIqKDmT5rCkFBwTSo15R5f6809zB7lyQbjYiCwA9lymOQZRSCYJLuTWf/RL2exjlyUtDBEZ/U+rNVDx8wtmRpJly9lGbfkcVKvdaYdEYjJZ1csFEoLBZXg4sUfZ15EjClMJ7yPsSSvXvMRpmNQoFellnuc49kg5Gu+QpgL0kkGgyIosjoX36mTYWKXDp1ioo1a5rPJcsygc99FzMbQRRw81ITEZR2wnJwUaLWiGiTTYu0LLJ4FQL9HyPL8juJZrwOMTodc6rW4mZMFFsfP6K4kwvt8uRFazCkeSYlGQwUdHDkepuOnAkLJVarZUiR4uhlI1HvUD0vV758LNu/j01Ll7Jp6TLm/fobXrlzExJoMizXb15Fu9Zd2Ln5COXKVLQ4fvX6ZdSuWZ9CBU1p6Eq1yJ1z0ZzdGW3e59aZaMICkqjYWsGJEyd47P+I2NgYNm5ZTfeufZk0cRoatcbi3Bll644NTP59PPNmraBVi/YAdOnQg6Ur5tG5Q3cEQcCoF6ncKBtl67oS6B+Cxl7B5asXWDtjNY4Ojvz12zxmz/uLxMQEHj56wO7167lx4QKTFy6gWJkyrz22jBCr01HTMxs1PTxNY5Vli/XOv/mzYlUGpNaYnQ4LZWLZimTT2BCS/EzR2Empol/BIi89lzUEAQYWLspP1y6n2W4nSahDw2nXuDFgEnmo07wZnfv3p3Lt2i/9Xa5ftJhq9etRt3kzACrXrImNKHIlMoIjocG0c/OgZrbsJBsM6IxGSleqRPNOnVi/cJGFYRYaFIQu9d5+n/4LzZu0YcYf89PWegmYyzCUSiVuLu6Iooher0cURVo2b0ftmg0YPLwHgiAyYdxUVqxeSOt2Tdi08gg3T0Vb3EO+skpyFmyGrDOlToaFheDyFspI/osE+r2757cgZyDOGhsbi5OTE0d8H2Lv4PDWB/UxI2BKLxMFgXidzpzjbA2FIKAURbRGY7oeng8Bo9HI0hkzmDv1V4wGA17ZczBn5nLadWmE751INGoNklIgyDeRvUsDLI7PW8KWe/EbmDd/DiWLl8bP/xHNm7Tmq9GZ34FeUgoIoils/zQL4mkd2dtk/uK/mfDzV5SsUIFl+/e9tesoRRFbhYK9gU84EhxELc9stMmdl9sx0Uy/fRO90ciwosUp6+JG3GtGXjWigrCUZHocP0xgUiKiINCrQCF+KFM+TRrKqzB9/ATOHz/OykPeCIJJxMQnLpZ2Rw6m+e7PqVqTutmym0VLRvXoiUajYcqihQDEx8YyafQYDmzdCpjUN2fPWGo+XlSApBTRJhvQa2VsHSWMBhm9LuPfAYUkYDTIbPjLl6R40zhUNiLth+flyb0EchWxw85JeiffqyyeERcXS5Ey2YmJicHR0bIJ7Yt4OofduxaMg5UGtm+T4SP7s3nbWgAat23LuL+mYf+K43+XqEURG0lCbzS+1FGoFhWAbFaie18YDAbOHzvGk0d+LJs5kyB/f74c+T1jvvgu3WO69mpNmVLlGPf1zwAoNQKrJvmYHYvP03SIHQ2bVcfd3YOypSuwbuMKnjyIe+UeZc9jNBqp2aAMrVt24LuxP5k2ChAbH0FoWAie7tlwc/PAoHvmCPI+vJc+gzpz7vhtcniZIk3TZk5h1uzfObDrDGfPn2TcxDGkJCejVKr44qcf6Tpw4AflDLBVKIjR6Vhw/w4GWebzYiVwVKqYe+82J0JDqOjmzohiJTEY5XT7r74MZ5WKCVcuseaRD0ZZJqetLYsrVkWdokPl6IBOq+PGpYtsXLyEo3v2ULtpUybNm4vG1rI3GUB0RATNS5dh6qJFZsPMUamk27FDXIyMMO+X396BfY2amXuu3bl6lZ4NG7Hh1EnyFzE5AE7s38+Ez0YQExmJIAg4Ojpz5ayP2cCXVAKCKJAQo0Njq0ChFPD29qZ7n7Z8NXo8Pg/vc+vOdcLDQ4mOiaZi+SqcPH0UZ2dXmjdpzZlzJ/j+ux9xk6ty71yyeWxFKjpSrq4rof7JFCznyNFjh+nWsx2Xzjx4KzX+/xUGDu3Orr1bAWjeuTPf/Pbba0Wj4+PiqJe/QIbmr6yIWSYjQ4YbIRpkGcM7FPl4HcJDQhg/bDjnjpoKRMuVqcjcWcsJCPQHQJnax0MQBYvGzU9JTjAyZOBIBvY21ZJ17dkK3VuIDEpKgcQ4PfuWBxAdqsXGXkGtdtnIXdTuP7OIlgQBgyxTN5sXrXOZ6i4iUlLIa2fP31VMBd96WX5towxMhfQeGg2HmrQg0aBHIyoQBIGYN/CGXz5zhvqtWpoXCKIgMPTsSQuHxJiLZ7nUsp357watWjJ70mQAbl66zHeDBxPw6BEAnTv0YMpPf5n3FUSTUbblHz8iU6NdSrVI26F5cHBRpjXOBFCpBeTUhnq6lGeLMYNeRqGE7t8UJD5Gh9EgY9DJHN8cQuBDUz1fxcZulKntil779r9XSrUImIxLpUrAYADDKxiaWbxffps0E0mSWL9pJQe2bePWlStMWjCfUhUqvO+hWSXFaCQlg7/1lNdcOGc2CoXCrJi2a906gvz9rcriP0Wr1RIU/ASfh/dYunI+iYkJHDt0jpRk602Z3V2ycf3CIwDOXTjNuo0r0Ov1b2SYHT3uzZOAxwzoM9S8TW0j8vAI3DylxmiIInfRFBr1yAEGk7Ooft0m5MtTgFVrlzB00EimzZzC/MWzWDB7FYUKFqFQwSJUqlCVT0f05u69W/zx7XecP3ac8TNnvHX5/IwgCQKiIGArKfi6ZBlsJYn41Lr2QYWLMaBQUURBJEGfsTr39IjRahns5kkvOweU9vbk8PTE+JzKtEqtpmrdulStW5eHd+8yslt3RvfsxYy1a1Baacx987Ip+lariSnaplEouBQZkcYoA/CNj2Ojny8d8uQjXq+nWNmyeOXOzZUzZ8mVLx9///wLq+bMAcDdzQO1WkOHdl3TGGWPb8dzeH2QOZ0+X0k7clbIxsB+w/l82FiuXLtI87a1OX3sKrJs5MKlMwQE+fHo0SPWrF8GwKfD+jFx/GSaD26LjcIVO3sNAT6JbJzhh9Egc2Z3GE0GlqRL555v3Sh76iw36GUUCgEEkwjbx6Ju/Ndvc1EqlWzdsYE9GzZw8+LFtx6NzhL/yCJdzhw+TPd69c1G2ZCBX7Btgzd58+THxdkVgKBgU9qIXmskb0nr0dTiVZzNpUmyLBMYHIBr6vGZiSDCxumPiA41LSqS4g0cWBlIbIQOhfTheAxfFxuFgmMhwZTZsZkyOzaTb/M6Rp0/g6NSRUqqdzter8+UNgvJqc3JjTLmJq8ypiagtpKUpm4yIyTExeH4XCNzndFIQKKlaEmiXp+mXs7R2YX42FhW/jOb/i1aEPDoERobW2b8sYCZfy5Is/iSlALHNwebjTIwGVzb5jxGVDwbr0ISUKpELh2KZN/yJ9w6E4XaRkzzHTHoQJtsxM5J4vTOMDbP8jMbZQAXD6adkN8WahuRS4fCWfrjfZb/9IC1v/kSH6VDylKHfC2u37r68p0yGTs7e2b8MZ+Zfy5EY2NLgJ8fA1q0ZOU/szFm5cS+c7yP7KNSzSI89H2ARqNhxh/zWb10G0qFkrzF7Sz2V6pFNHbPfNhBwQHY2tqhVluKSr0KG7aspmmjVmZpfKVa4Py+cK4fj8JoMK1a/e8msm2OPw8e3ubIsYNcuXqB6tVqM3/RLMpXL8S6TStZsWgzzZu0MZ+3aJES7N56jB6f9APg6J49dK9Xnytnz1oO4h2h1+l4fP8+Cr2eLscOUXbHFopu20jpHZsJSk5Eo1AQn9pUPP4NjTKA5ORkOtSvx7zpM3B0dSUhVWVaAGwVEurnUgYLFC3K3K1b8Llzm0V/TrN6voS4OOwcHMyGuEah4FCQZXYQmHqRPo+js7P5N//UKKtTqyGL5q4lINCfrh17mXYUTL01vdcEpalxfnQzgaQQZ779+nvA5BzfvGEXatzxP++Il9CMg9svM3XSn3w9ZgLbNnjz47ipjBv/FXfv3MbBScP6ab4c3xxi/l4lJxi4fVLL2DHfvOpb+0oolAK6FCObZjxi2cQHLJ5wnxNbQlDbfDymh4ODI7NnLOWPKf+g1mh4/PAh/Zo2Z+2CBZnWWP7ffDzvThbvDL1Ox6yffuKzzl2IDAvDxcWNFYs2MWHcFFSp3qSiRUqQL28B1m9aCZikhZUqgdrts6XRh8hT3I5C5R3NEasrVy/wwOcuTVKbMmcWSrWI7/V4q+IMF/aH8wYquR8EAqZI2NCzJ9OIy2zx92Pnk8fYKd5u8FstijgoldyLjWHXk8foZeMrSefb2tmRmCptDaaUTBeV5cLGJFryTL4+LCgIvV7P9AkTMOj1lCxemgM7TpkL459HEATuX4m12K5LMZqiuanfS4UksHLyAy4fiiDgfiJndoWx7k9fFEpLY0ehEKneyoP2I/LSZXR+KjVxN32/ZUiI1r2JFspLkVQCvjfjuXI40jxRJ8Tq2TzL761e979Mlx4tmb/477c2ob6Izh26c2DHKUoWL21SbJswgZHduxMVHv7yg7PIFHbs2kyfgZ3o3KEHkyf+RUhoMHVrNaRu7YbkzVOYht1ypGmfIakE2g7JY17QAqzftJJmjd+872Zg4BOKF3smfCUIAjdORlnsFxmUgpODKz36taNlh3qsWruE+IR4Jv04jYun7lG/bmOLY2xtbPljyj/MmbkMe3sHQgICGNymLYumTXunWTohgYHMnTKVlmXLcXz7dr6/dolrUZHm16O1WtodPoDiNdQXX8SBbdtITkpm1M8/mbM0bBUKBAH2BPhzLToKB6USTaqBliNPHgaMGcPm5cvRpliKYdja2ZGUmGh+bmgNBiq5eVi9dgVXtzRuy/DgYFbPncutK1cQFQq+HTuRNcu2mceVM2duwORYfHw7wcoZ4cktGTtbk+NbqRaxSSzOwWUR+N1OwPd6HJtn+NOgcndu3r3MkWMH6NGtP9Wq1CIw1A9BFGn/WT46fpGPVoNz457DNO+G++vxymZdeCWzUCgENs54REx4qrNVhnuXYrnkHYFS8/FMYoIg0OOTfuzbdoKiRUqg02n549vv+LJ3H2KiLH+zb0qWYfYWeNpxXiEI2EmS+cf/MZCUkMDgtm1ZNnMWANWr1sZ79xkaNWieZj9RFOnTYxAr1ywyF7HqUmQKlXek30+F6TQyH73HF6JR95xon8vZX7pyAXVqNaRggcIvHIdKI6JUmyT3M4pOa937rNN9/F5pG0niQKB1D93yh/ffalaAiMlgqr9vF52OejP24jmq7N7GnLu3sM2gcVa0dGlOex9Ks21KBUsFzC9LlDanODy8e5e/xo9Hl5pW1a/Xp+zcctRcrG8NtY11C1xSCSCDUiNy9WhEmu8kQFykDv+7CWkiUUq1wM3TUWyc/ogts/xY/5cv2iQDDbvlAMDWUfnW5fOvHrWMzBkNMoE+iVYNySxejMGgZ8LPX9F3UGcio95N1PN5ChUsws4tR+nfewgApw56061uPXzuWMp7vy80ooh96vxlKymwl6TXFv35kLh1+zqfje7PN1/+yA/fTqJLp54olSo2bl0DmOqSjQboNDI/3b8pQNNBLtTsIWOUEsxp0I/8HnL46AH69hr8wmspJAGVWkSlEdN1ChqNBsTnXpQhjQH4PG6uHvjfj8XnZhhrl+9AEAQ6te/2UuGRdq07c2DnacqWqYDRYGDO5CmM6NyF8ODgFx6XGexav562FStxYNs2+o38ggGjx7DzOcXPp8TqdESkJFs5w+uzcfESWn3SFVt7U0aFrULBpsePqLBzK2MunqXH8cPU2LMdWRDMvdhadOlCUmICh3bstDhfoZIl0aWkcOnUKcCURVIvuxd5/pUu66pW079QEeJSSzV+/GwEEWFhaFNSyJkjN1vXHeDzYWMRRRFl6txpSN1XlkFjb/3LorYRn3PGydw4EW+xz5mdkcz4fR4Ll86mQvXCuHu406JJO3Yt9GfTjEdsmvGII+uDqN/VC9fsajxyaV6712lGEARIiNGRnGDpCLh+IgrhI3yqPI1G9+zWH3gWjfZ74JOp1/l4LIYPDJUo4qhUWjTYdFKq+PPWdUpv30T5nVtoenAvkVotNm+Qi/4uuXbhAtfOnQfgy5Hj2LBqN17Zc1rdt1fPvixesJKExDgE0bSQNRpkdCkm0QXZaIpWPF287tq7lY1bVjNk4OfpXl+hNHmELh+OYP/yAO6ci7FIM7OGTmukYBnrqZRla7t+9P2njLKMs5XcdzCJzbzNCIqtJDH1xlWLfmkz79wixWDI0OO1Y98+XDx50rwATdDrqePpxeEmLWifOy/Nc+Zie/3G9C1YmASDaaLaumIlKcnJ2NjYsHDOaib/9NcLFyKyDJUaW8ofu3mpUWmePupkQv2tLwJCHieZcuAxpcUmxRk4tT0Uc29dGa4dj0JSC1Rq5PZOorDpFe1/SMX8HxNtuncHYL/3bhq1qMqZcyff+Rg0ag2TJk5j8by1ODo4ER4Swt5Nm97pGARM/cgclMo0iwCNqCBap6Ppwb2U37mF0ts38+vNazgqrT97PibmL55F5YrVGf7paMD0OSxbtJomjZug1WpRqk21MNpkIwqliJu7E527tWHBorkAJCUnMWL0ACqWr0KlClXTvY5KIxIVkoL3mkAOrw8iKd5g1cHo7u6J3+NnrU+QoYCVOczOUTIZeKKIra0dj+R/eHYAAQAASURBVP0f4ebqkVbB7wXky1uA7RsOmfuFnjt2jO71G3Dm8OEMHf867Fy7lomfjeDzCePZePoUnwwejKSU0nXk6eItDY3XJTE+nhsXL9K4Xbs028dfuZjm74iUFL69eM68hrN3cKBWo8acPWbZcDl7zpzUatKEDYuftVZINhg42Lg5P5WtQP3sXowtUYZTzVqjT81o0et07FxrEv1p2rgVB3adpnLFaubjc+bIjSAIXL1uql8z6GS88tuispLmV76xkzlrQptsRLbia05OMODg4MylU/f5esx4OrTrzPntWnNpB0B8tJ4DKwOp2tzd1AbiLTqtZUi3vU4mB0jfKbY2tvw++W/mzlqOnZ09IQEBHNi2NVOv8RG/Pe8HURBwkJT4xMUy9+5trkRG4KBUokz1Mm7082XB/bvmBpuPE+Jp5r0XSRCRBMEcTbOTJJTvIJKWkpxMeHAwsdHRGapnMKamOdjbOzDmi3HpFjcrJLC3deLRUS92zIpk+U8P2D7nMZJSRExVRXyKwWBgxepFDBnRm69Gj7eaevEUURRYNfkBl7wjeHI/kVM7QlmfTppZGmQQJYGmvXOaox6CAGXrupKjoO07EWl4myQbDDTI7kU1d0+LBplflSxjngzeBkYZDlrxdAJcjAhHlQELpVjZspSuVInZkyabv4eJBj2uag1TK1Thr0rVyGfvYPY0AmbvZM1qdWnZrN1Lr6FLMVK0shO12nmithURRChc3oF2w/M+E/6QIW8J66IA+UrYm/dTaURunYm2ut+Dy7FUaOL+1gVlBEGgfH3LWkyFJOBV0DZLAOQ1GD3pF6YuWoidgwNBwYF07NaUaTOncO/BHav/fB/5vLW0x+ZN2lC9ai3g2XP3XWCjUKASFWzwe8hyH1O03Tb1OS+JAs0O7sUvwbRQNsgySx7cY7XvA+xT5y1bhWSOpL1tjEYjMVFRhAcHk5L8+lGVyKgItu3YSP8+Q8xODZVGxCapFN4LdKz77THLJj7A90YcytToukIh0bv7QFasWcQjP1+69mxJcEgQC2avStcxolSLXD0WwbY5j3l0K56H1+JY/6cv/vcSLIyzNi07smP3FmJjYwDQ64zU6+JFtrw25n3snSXaj8iL4blI2pr1y2jbquMr3b9KpWLCuCmsWLQJFxc3IsPC+KxzF/7++Wf0ryFJ/yIe+/jw88hRjJ70C92HPHu/RQSmlq+El01a5cMijk48un6dI7t3Z8r142JN6ewubiYnnSQI3I+LtZpVcigkbT2Ys7sb8bGW6fAAnfv34/Cu3dy4aDLwtEYjsTodXfIVYHbVmgwsXIQEvd7cg9TP51kUZdSIb8x1+U/x8MhGo/rNWL5qgXmbwSDT9cv85Cxkeo8cXJXU7GxPROxjc5lGii7e9B39F45uSkTRtHbr02MQNavVIfhRksV+0WFaPPPYgCBYNfAyDdnkVLCxEgUsU9v1vaSTZyZtW3WiYnmTg8ZoyNw3MkuV8RWxlyR6nzjCmfAw87ZCDo7sadgUnVFm7r3bFsck6vUEJCbgptEw9uI5zoSHUtLJhSkVKuMoKc1KQZmFXqfj6N69bFqylHPHjpm3u7i707ZHdzr06UOOPHne6BqiQmTzTF/iop491MMDU9i3/AllGguEhUaSmJjA8VNHWLF6EWHhIfw47lcG9B2a7jmVGpFrRyMs5IpjI3U8uZfwUgNLr5XJUciWPuMLk5JkQKUWQcCq/PHHhI1CgUIQOB4aQs8CBfm1YmUW3r/LgaAAJpWrREEHx9dqJJ1RBAHy2dvzJNEy/z2fvT36DD7dx/2PvbMOj+LsovhvZjXuCiHB3d3d3aW4Fym0BQpUKF6gtEXbUijFHVrciru7u4QE4r428/0xYcOyCcUrX87z5GmZHd/Zed9777nnfDeVHg0bMeGTTxn+7RTUajUmScL0XFApyzI/fzOJqxcupB7/5atDxmSJPCXdyVvK3bovkzEtw2gyyOQt6cb5A9E2mcTAnI54B+oxpkip24HOMf3EidZBhZROUPR04qVYNQhIkvxGwZPJIJEtnzOl63pz6s9ILGYZF08N9btlRZb+3YPa34laTZuSv1gxRvbqzcVTp5jy/VimfD82w/VLFCvN7Gm/EZwt+3s8y3cDR5WKO4kJNN613Zo8HH/+DL+Ur0wVXz+uxcfZmdUDzL1+laZevuyMesKPN69jlCx0z5mHTjlzE2s0vnUq9cO7d1m7YAHrly6z6cErU6UKrbp3o0q9eqhfITDcuWsrjk7O1Kmp9DarNAIRD1M4vSuNzmoxy+xZGYZnFrhz7yYCIv5+AYSGPqBC9UIUKVyc9av/xN8v8AVHktMVBtq/NpwOw3PYLGtQtylfjh7KijWL6dWtP7IEZoNEw15ZsZhlZAuodSKSRcKS+pWcOXuCU2eO8/2Un194vbIsc+jIPpavWsT9B3cxm014eXrToF5TNq3bw6ef9ePw0f38Nm06pw4dZvycnwkICnq5m/kXWD3/N3IXKEDbnj0BpTrrpFbz2JCMQZKYVbYCZkliwLFDlPbyYUy+gnRt2IirV67g6eODp7c3NZs0oekHHXD3enXFQL2DEtgaUn3RLLKMv4NDuutmd7atUKYkJ6PXp79uuerVadi2DYM7fMD05cspULwYQLqWEvdu3uTjDvZ90M+jS6fedO3Vmtt3bhL66AG/LZrD+Uun+Kj/p5RpX4bIyAim/jyf0IdhrFuxA7PZzOw5P9CiaT/2r0rrbRJVUKdjFus4J8sy8QnxCALpsoVEUbCzkFGpBUSVMn6JKgEZMKW82dzJYpFo/XF2Nv5yn6gwA4KoiMEVq+aJIenfPS97l8gMzF4BOlHF2egom6AM4EZ8HGvu3aFFtpB0txMFAV8HB8pvWW81TNyT8ojKWzdwslEzRMjQVPhVcfPKFT7p2ImIsDDqtGjOj2vX4hPgjyElhXPHj7Pq1/ksmD6DLh8NpN/nn780HeJ5mI0ScVH2A/iDa0kEl7NQvV5pALIFhdCtUx/atu6EdwbNsml4Ac3sbjJBeZww/8UUQAncFBNA07+8SgbKMxdnMlFzx2aSUgcAAVhUqRqjipTAJEvvNCgDRUFxQvHSVN220ebu53dzJ8jJ+aVNQHMVKMCMlSv4+IOOXDpzmjY9e1KvRQurd4zJaGT3pk2smDuXK+fOU6NhQ/7csOHVz9fw4l+TySjRclAIYbeTCb+bRFBeZzz9dTbbGVMkCpTz4Pj2CLusYonqXhifO4bOQeTCoWhO7ojAZJTxCtBRr1tWNDrxjYIzQ7JE4UoeFK7kkWqWLiJJ0r++Avx3I0twMHM3bmD2hIks+/nnF1YNTp05Tu1G5Zk6cTaNG7Z4j2f59iEIAn2OHLAGZU8x+PhhTjdsRkJsbLrbNc8WzJJHD5hy+YJ12ehzp7kYE8244qX+0u/sZSFJEjPHjmPRzJnkyJeP3sOGUqR0abQ6HRFh4WxetZIv+36IT4A/3y1eTI68eV9qv5GRT8gSmNUazKlUAmf3RaW77rWT8cxYPoYtW7agVqtRq9R88tEIBg8c/pdJIpMhY5rZ86QGrVZLv96DmThlFKVLlKVY0VJIEkgpad/NsxPjiIjH9BvcjXp1GpMnV74Mz2Hbjo2Mm/Qlt25fp3aN+lSuWA2VSs3D0Pt8NWYYoijSrXMfypWpxLRZkzh3/DgdqlXny2k/UKNRoxde318hJSmJjcuX89HXo6z3ykmtYeTp46y9d8e6XkF3Dw7Uacjin36mRc++5C1ejPNnz9KicyeMBiMr583j50mTaN65E4NHj05Xwj4juLi54e3nx4kDB8hTqBAy4K7RUt7bh8PPzd0mFi9ltWyRJIlTBw/RrFPHdPcrCAIjv/0Wi9lMr8aNadi2La26dSVPoULWde7fusWa3xbw++LFFCpZgtB79154rtWr1KZUifLUqFcao8lI7ZoNGPvlVEJCciJJEhGPo7l+7SbnL56hbafG+Pv6sWPXVnr3GEjnL3Nx7VQsao1I7uKuIGAdF44cO8iJswcoW7I7V0/YVgCD8jrZUQlVGqW/cdPcBzx5kIJKLVCsmifFq3u9UWLbYlICvmb9s2GxwFMC1r89Wf6ukRmYvQIc1KoMBRh2PHpIu5AcTC5Rhj2PH3E+OooDj8MBqOkfyOYH9+0msGZZZvrlSwwrWOSNfKee4sbly/Rq1JhSlSuxcMd2O9+SvIUL06pbN/Zu2cpXH35IXEwsI76d8lr9KhlxhEUV5MmVl/Mn7uLo4IiDg+Mr7T9bfmfuXbGvzGTL7/xKJsF/BY1Oacq2mOW3Osl92+V5tSjQ6/B+a1AGCne7z5EDnGzY7J0HZaBQNrx0Og7Ua8zYc6e4l5hIk6Bs9Midj8RXpMEUKV2axX/uZNnPc5g26mu+/+JLAoODEQQIe/AQo9FI/ZYt+eL779m8cuU7uR7JolTWfIL0+Gd3wGKSrZUyK2SlUthqcAg7l4QSHW7E1VND9bYBaPSizTOj1grcuZTAkU1pg37kIwMrp96m85e53phy+Cxl8m1TJv6fodFqGfT1KPp8NswqMPM8rp6/wKh+/QgPDaX3gI50PNidMV9NwSGDrPqr4n3TecySxP1E+/drotnM7dBQskgyA/IWIM5kYuPDe0SlKtR9kD0XVbdvsttu9b07fF2s5Fs5N1mWmfjpELavW8fURYuoXLeOzdiRPU8eSlepzKDRoxk3+GN6NmzELxs3kDNfPrv9PA9RpbKjiyr+gPZwcXNizswlxMUm4uriRp4i/hQsUOSlxjGNXkStFezGFFdPhWb2PDemb69BXLtxmdYdGzJlwkwa1W9uVwmUZZmTp4/x0ac9cXFxZcbUuQgi1r5ZY3JaH/eCJb8w8quP6dG1H8sWrCdrFtsq2OgvJrHm9+WMn/QlFStUZfnCDXz0aU/Cwh8xrGs3WnfvxuAxY9DpXywqkhEunz1LXEwMdVL7u9SCwIOkBJugDOBiTDQLLl4gKHsIS/btRe/oyJWz53B0caH7J73oOXQI+7Zu5Zuhw7h38ybfLV780sGZKIo079yZ1b/Op13v3oiiSJLFwqJK1Vl6+wYr797GV6/n88LFCXBwICn1uTi8axdhDx/SuH37DPet1mj4euZMKtSsxapf59GhWnWyhITg6uZGYkIC927eJE/hQgz6+mvqtmxBleCQF55rdEwUYeGhiKKIj7cfDes1o3KlGtZe6ry589OoQXNKVcjDgUO7EQSBFYs24ezgDkDB8h7Ism0yMik5iTETRpAtKJghg/3R6FRcPhqDJMnkLuFKlRb+duOdSiWyYspNkhOUe2ExK5VfBxc1eUq4vhFt32KWSW0bR3r305W/BW993vdW9/Yfh9EiUcIz/dJ6g8CsGCWJ09GR3I6Pp05gVkYWLsa0Sxf5vnRZpl+5mO529xIT3goNxGgw8HGHDyhdpTIT58616Q1TCQKSLCOjZH2qNajPzNWr+LB5CwoUK0qzTp1e+XgqtYh/iIMdhzlfaXcEUXyJ6pg9zEaZfKXduHAgmpgnaROlgOwO+Abp30rpW6UWUGsEbl+I5+HNJLLlcyZbXidMRok3YZQ+VVi6cu4c8777jq6DBr2R+ehTSLLMhRh7OdZEs5lYoxHVe1L8TLZYcNZo+KF0eSRZRnwDw+mAoCA+GTeWfiNHsH/7dp6EhSFJMl4+PlSuWwdnV9c3Pl9RxV9+nxbTi6mGZpOMs5uG5gOCrctkGbtJlyDAqV329CWTQSLiYQruvroM1dYy8fdD7+BgpT89j1KVKrJkz27GfDSIfVu3snjZr5w4dZSfZiwkb+78r31MWZZZsHgOu/f/CYDmPYlraEQRd62WmOd+uxpBIMDdndtGA/ciwnBSa1hQsSq7HoUiI+Os0WToj5hiMcNbUFhbt3ARm1ev5qd1aylcKk2xVUBhnTyt8rl7ejJp/q8M796Djzt8wJojh9FotUiSxG/TpnHpzBnlmp6x3cgSkJU7926TmJiAk5MzZpNEyVreXD9lW00QVZCvlBtmk4ynh547d2+RnJxEYODLyYqLKoEqLfzZtTytd0kQoXanLOneIkEQmPrNj/j7BTJ4SG/GfvM5H7TtRsH8hVGr1dy7f4dlqxZy/sIZGtZrxg9TfsbD05WUJAtndkciqgQKV/JArRXZsmUTI7/6mG8nzqJ9my52xzIajTg4ONKpQw/KlK5Ai3Z18fX2Y+fmowwe2pudu7ay6tf5nD12jAm/zCUkd66XuuZnER8bh97RMU0NUa1m660H6a67Oy6GefXqWZOL7t5eJMQq34daraZGo0bkKVSIHg0aMvmz4Xz+ffoeY+mheedO/Prdd2xfu456rVpikWViTEZah+SgVXB2REHAKEnWoMxsMvHr999To2FDvP38XrhvQRCo26I5dVs058alS5w5eozE+HgcnZ3IV6QIhUqWJDE+nrGDBlu3efZZfBYDP+mBk6Mjh/ddZOaPUxk56mNGjfuM1i3a4e7uQVRUNIcO7yPs8SNEUUSt1rBu/Qoqlq+CLGMXYMXGxdCjb3siIp+wYO4qDMkSZep5U7aet9JTJss2gTwoz2d8tNEalD2L07siyVPizcfj/yo0GmXet+a33yhaprTV5P5NkRmYvQKSLGZqBASS1dHJpt/GV6enUdZgymz+wzrgbQ19QH43d1ZUqUGMyUj/vAVYcec20UZbj4w2ITmspfQ3wa4NG4mJiuSradOsAcHT3qSb8fF46nR4anUkW8yYZZkipUvzQb8PWTz7R5p27PjKVTOLSaJRryB2LX/ErQvxiKJA/rJulG/k+9plarVG4MjGx9RoF0DMEyORjwz4hzig0YqKvHmqf9SbQK0RWPndbeIilUrPlWOxePrraD4w2E5C/SnnGuApWTujzFHjhi1ZsWYxZ8+d4scJEzl54CBjfpz9ly/5v4IoCHhodXbPDYBT6mRJ8WcRSLFYrApT76KSll4/2JtA7+hop5z1RhCUPi+zQSY2woi7jxZRfDGlVRCVZ8K6AyH1O07d5KWqtDJI6fjngZItfPrTUmsU1TeTUX7j5zgT7w/unp5MXbSQ5XPmMP3rMVy5epG6TSoycfT3tGvd+ZXfnTGx0QwZ3p9NW38HICR3bpp80OEdnLk9ZGB88VL0P3rIZvlv5Srx6707/HD1knXZsts3WVmlBn56B9SCyEf5CtolGL10OpzVmjemMkqSxOLZs+nUr581KFMLAg5qFVEGI1EGAzlcXJBkmWSLBZVKxagZ06lXqDC7N22iRIUKfNWvP8f2Kop6RYuUsBHIqFmjHlqNlnXrV9KxfXckCzg6q2jQIyt7V4eRGGvG3VdL7Y6BNgHUoqXzKJCvMAXzF3mp6zClSMQ8MdJyUAh3LsajUguEFHDhwfUE3Lzd091GFEU++3QUPbv1Z8WqRSxfvYhZP3+HxWzGy8ubRg1a8OO0BeTMkRuNTuDu5QT+XJoW+J3ZE0XDnkHsPbidbp36WIMySZK4ff8qOq0Og9HA3v1/Mn3mVLw8fOnUoTvfTphJjw/b06/Pxyycu4af581g/KQvuXbhIh1r1GT4lEk0atfuVb5G9I4OGFNSkCQJURQxSRJ53dK/7twurogIiIKAg0rFd3Pnond2xlmtxihJGCWJrCEhjJ41k4/atqPHkE/xz5K+QvTz8A0I4MORIxg7eDCuHu5UqFkTSH9cNBmNfNWvP/dv3WbM7NmvdL25ChQgV4ECNssunjrNyN69eXjnDgBtWnYkb54CdttevXaJ3Xt3sG3DQXy9/Rjz5WS+GjkGo9lAbIQRQZCRVInkzJGD6lXqERcfS6sO9VmyfD4e7h706NoPf79A1FoBgyGF2LhYrly9gKeXO99P3oavjz/IzzIuMh50MqpkPZtQVMZKEckip+sX+/+IAX2HcOrMCauYTtdBH9F3+HDUmvQD8ZeFIL9EDS4uLg43Nzf23L6Fs0v6kuT/L9CKIjqVikU3r7Mn/BHFPbz4pGBhpl48x8yr9sIfP5WryLcXz+Oq0TC7bEUqbN1gDcSq+wXwc/lKxL0FVaQeDRuSK38BRnw7BVCCssNPHtv0ExRy92BdtVrEmUzIQNjDhzQpXoLZa9ZQqrKiDnZ41y4GtmmLs7ML18+Hv/CYT3+oyg/eflL7qtDoBJZPuU1SnBnvQB2uXlqiwgzEPDFSv3tW/LI5vNELQaMTuHE6jn1r7a+rXpcsBDwjLqLWCBhTLGxfFMqTByk4uqio2MyPoDzOGfYwGY1GJkz+ip/nTQfA08eHMbNn2WRRoiMi+HP9Bh6HPUKWZbx8fanVuDHe/v7p7tNZrWbLwwd8fOKIzfK2wdn5ulhJJFnmUmwMfY8cINJgwEGl4ovCxWkZHPLW+j7+LswaN475P0yjdo36LJz313LiOgeRXStCuXUuTXq5WDVPStTywpRi/9yIKuX53bnkIXcvJyKqBAqUc6dcQx8lufCSj5pGJ3DtZCwHfn/83P4Fun6dG0mSUakEHlxPJCXRQkhBZ0SVPd0pEy9GfHwceYr4Exsbi+srVlXf1hh2+cxZRvbqxf3btwFwcnJ+5cDMaDRgTE3gNfmgA0MnTMDByem1z+lV4aRWcy8xgWmXL2CQJLpny04BVzdK7txilyTM4ujI+OKl6HloP4srVeOP+3dZdkeReNeJKpaWKktevwBS3lDA6ujevXzUpi3rT5/CLzAQAcUGpPmenVxMZQyoBIE55SpRzseX5NRKx/hPPuX88eNER0YQ+VihEvfuMZDPh41F+xz1bcyEkezet4PtGw6hSZ04WQV7ZGvuzfq7jI2LoXy1wgwfMorOHXr+5TWIKogON7D+p/todCJZcjkiWWQeXE9CrRXoODLnGyu5anQii8Zet0s2OTiryF37Ce4uPgRny87VaxexYCDlkT9XjyZjNsoE53eiYgtP5vw6i1k/TiM5OQlXF1dat/yAkUPHAIq4SN+PunD3nvJ8N2jThs8mTcLJxTn1Psmc2H+AcyeOk5SQgIOTEwWKFaNc9eqIosjjR49oVLQYP65bS8mKFQFw1WiovHUj4Slp7BqtKHK8YTNkScZJo2HgsYNsTW0TKerhyeLK1ZXqjiQhyzKtK1SkUu1aePv58+eGDURHRqBSqfHPmpXG7dpRo3EjtDqdzT2RZZnZEyawcPoMmnzwAW16dCd3wTRDb6PBwM4/1rPkxx+JCA9n+orl5C1c+LW/G1mWWfrTz8wYPQaz2YRe78CkcdNo3eKDdN8Rn4/6hLPnT7Fx7R5AEaRJjjezdsZd6xzDwVlF60+yI4oCFrPMk4jHVKxRBI1aQ1R0JOPHTqZy8Zac3ZFCcoLFmlxwdte80vii1YssHGP/XJWq402Ryh4gKOf24Foinv46vLPqMRvlTCYI8CjsIf0Hd+fw0f2A0q6RnphOQnw81bLneKnxKzMwe004q9XIMoiCQjfrdmg/RyIe2603MF9BLsfGsPPRQ74oXIxOOXJxLDKCnC4ueGp1JJnNbyz8ERsdTc3ceZi/dYs12+ioVlNo/Rq7gbZvnnwMzl/YqrzVr2UrcubLy6fjxwOvFpi9bWh0AjsWh3L/qn0PRIfhOdA7qmyymenRyl4ErV5g94owbp2Pt/usQDl3KjbxIyXJkrquyIIx1+3232JgMK5e2hcGiDt3beGjIb2JTjWw7TroI2o1a8aS2T+y848/cPf0JDhXLgRB4P7t2zwJC6N6wwZ0HjDQqvT0LJzVas5HR/HtpfMkmS10z5WbRlmDiTcpVMZiG9baxRAbqtch2NkZ4zuU0X/XeJXATK0VCLudxJb59j2gbYdkR++ksqM2anQC63+6R8RD22pkoUoelKn7anL4OkeRA+vCuXIiFmTQOynZeHdfHaYUC8un3LYJ6Gu2DyBbvrfbN/lfxz8hMANIjE9g4pAhb+Q95uDoxOffTaVeq1eTPX9b0IgielGFDEz58kvaDOhP3SP70113ffU6NNm9HZ2o4nyTFlyJjcEoSeTU6hjZpy+j5819bRGpp5gyYgT3bt5kRmpfqbNazXeXLjDnuq3xtigIXGzSkkSzGbPJxOiPPmLLqtUAeHh4MW3Kz9Su2SDdY4Q+ekDdxpWoVqUW30/+6YWqjklJiXTq0ZInEY/Z+sd+HB1fInAWQJZkFo+3N5sNzOlIva5ZQEi11ZVBRulvfiXCjCCzaGz6ZrZ1+jjg55OFC5fOsmLtfFpXH8HZ3bZjnYeflhYDQ4iPTea3xXMYPX44Tk7ONmN9XFwswz4fyB8blfuaLUcOxv78ExdOnmTVvF+5d/Mm+YoWxcXNjaSEBC6dOYN/1qy06tqVtr168ln3Huj1eibOmwsoAbxGFPj+8gX2hD0ir4sro4uXQiMqFkJfnD7B6ud60HK5uLKxRh0SzGZMRiP9Wrbi9JEj+Pj50ahdWwKCsiFZLFy7eJGtq1ejd3Skz2ef0bKrPYVzz+bNLJn9I6ePHCFPoYL4BgRiNBq5duECxpQUGrZtQ5dBg166GpceYiIj+XrAQA7s2AFAgXyF+WnmQnLnzFicplTFvAz88FO6dFTMyjV6geWTlcT0s/AN0tOodzbr+DHumy84ceoI34z/gUCfHPwx09bKRlQJdBmV65XmRk+Dwg1z7luPn7OIC9XbBSBJcGh9OFeOpQkDuXlraP1x9kwRj1RYLBa+nzGR72d8gyRJuLi52YnpvEpglkllfE08W41wVqup5OuXbmBWzNOT9ffvArDm3h3aZ89JUQ9PzJL81ioacdFKRtEnIABQslHnoiLTpUiuvXeXj/KlqQj5BQYQE2Xfw/R3wGKWqdrKn6Xf3LLJxATldcTRVU18tImdi0OJfGSwCjH4BOmRLIoKoywrTaYZZXFkICCnQ7qBWZZcjljMyktGrRG4fy0x3RfbsW0R1OkYaNfE/Sxq1ajPn5uPWLMov02bzoIZMylcsiTfzJtHpTq1rXRTSZI4umcPK36ZS4+GDfl65kzqtmhus78Es5n87h78VrEq8tP+LpMRF7WGZXduplvYmXH1IjNKl/9XB2avAkEUuHw0fUW5aydjKVnL224QsZhku6AM4PKRGMrW9eFVSr+GZIkKTXwp39gXs1FGqxeUQFCGHUtC7aqsu1eG0XV0bsgMzP51cHJxZuxPP9Kxfz8bKfdXQd7ChfH0efU+3DfBnevX2bVxIzGRUajUagKCslKneXMuXbyAq1qNWhAwPzdmZHd2sVY6DJKFB0mJhDi5IAtw/vRptmzYwGcJCW/cFxoXHWMdv0BRKX5eMAKUJOj56Cg8k5L5pGs3zh0/DkCxIiWZ99MyAgMy7gULDMjKol/X0L5zEzr1aMFnn46iWBFb4RJZljlwaA/jJn1BdHQUa5Zte7mgDEAGrV5F9kLO3L6QVrUXVVC1lT8ajcCRLU+4cFARYshTwpXKLfyRpafBmRK0Pa/4+iw0WhG1xl7qXO+kQlRBQkI8nbq3YMPvOziwyD7BGR1uxGiwoNPp6NNjIHFxMXw3fSK79mynRrU6ALi6uvHj9AVUqlCNz0cP4d6tW3StUxetTscH/T6kRZcuNkFMRHg4vy9ezKJZs9i/bRttevXk8959uH7xIrkLFsQgWTBK8HH+QpS4/wgXo3J9KRYLTmo1a1PnR8/iRnwcyRYLRoOBTzt14vrFi6hVKjacOW0XUH/09SjWLVjI5OHDefwolA9HjLD5vFqDBlRr0IAbly6xd+tW4qJj0Oq01GnejNpNm1mrga+L04cP83nvPjx+pNBLu3TsxajPv/lLgaDomCgb6wWTQbYLygAe30+xsUcJ8M9CTGwMhQsXYfeKR3brSxaZm2fjyFXM7S8Vip/CYpJxcFHTblh2TAZZod0LAkaDhClFsgnKAGIjTJzdF0XhSh7v3M/z3wCVSsWQwV9QoVwV+g/uZiOm8/HYsXbV3L9CZmD2FpBoNtMrTz4W375BWHJaub60lw96lcpq1umrd0AUBCsN423hqVqROZUeY5FlvDJQVfLW6WyqTiajyarAlJSQwPqly4BX8456Uzylk1jMMg5OKjp/lYtTf0YQF2kib0k3gvI6YbHIrPrujjXoiosycfVELHonFbtXPiIy1IB/dgeqtwlArU1fotyUIpO/tDtndkeRGJv2AnTz1pAtv7O1x0yjU2iM6cFksCCIf93sFuCfhVVLNjN05ACWrVyAnBogVa1fz2Y9URQpX6MG5apXZ/Gs2Xz14Yc4u7pQsVYtm/Uyarz/l3s0ZogHd+6wf7uSfUwxpLBx8zriE+JwcnSmSOHihATbegIJgJN7+q8zZw9NuvdJysALzGKRkV+VjyvbqicaU6mTWr1A2G17k0/JIpMcb06lAmfi3wZBEMhX5OX6jv5uHN61i4UzZnJ8/35yFSiAf5YsWCxmtq5ezbRRX+Pu5cWhXbsZVaYkX545ad1OJQiML16Kby+esy5zUWswygrN9ykd81WkzDOCWqvBZEyj9AuAt15PhMHePsVLp2d0n76cO37cmpD7eeaiFwZlT1GsSEnWr9nF56M+oX7TyhQrUpIa1erg5OhMTFw0m7eu587dm9Sr3ZjF89bi4/PXPcKiSkClFlLHJplaHwTy4Foil4/F4uyuoWRNLzR6kQPrH3PxUIx1u1vnEyhew8S1k3FcPBSdKlHuRYHy7i8UuqrY1I+9q8NslpWq78yhwzuJiUnA08uTHNlzssd0Pd3tJbOMqFZMtKtVqc130yfy07xp1sAMlOe7Y/vuFC9Wmqata5KYmIAhJYWbl6/g4GhrEO3t50fPTz+lUbt2DGjVmlXzfqVa/foMateeWWtWkz1PHmSUBOO0iROp0aghecoodjqWF8yFZGQmDfuMaxcu8vHYMUwa9lm6VU5nFxc6DehPjnx5+aRjJ7IEB9Okg33PZnr9YG+K5MREBrRugyElBVcXN6ZO+pFG9ZvZrGM2mzly7ACPwkKRZRlfHz8qlKuCTqvD9Ewbi1qd/pxL6XUXrEk8o9Gg0HRlGbMx/efEZJB41SmcIoaVes6ptkMancjta/aJbIA7FxMoVNEj3c/+X1GhXBV2bDrC4KG9+XP3Nlb9Oh9vf396fPLJK+0nMzB7C5BRFBv31W3E5of3ORUZSQUfXzx1OnodPmBd76sixd+qeMJTeHh74+DkyIVTp8maPTsWWSabkzNBTk520shfFClujSkkSeLS6dM0at+OaxcuMKJnL+7euAFAi6Zt3/p5pgeNTuTG6VgOb3qCySDh5KqmTpdAyjXwUapfqdnEK8dibSphRat5UKSSJ4vH37ROuh9eT2L5lFt0+SoXyEK6dEOzSab9sBxcPRFL6K0kgvI6kauoKyajbJUgvnwshsCc6WdJ85R0w5BsyTD4exaiKHLqzHGKFS3JmbMniUr1UNGrVKgAOXVSkWyxIAgCnQb050lYGBM+HcL6Uyf/UtUxwWyiRXAIY86dsgsjBuQtgCGdZ81ZrUYGDKlCIZIsW5Wp/inY8fvvjPv4ExLjlQHhwKE9nDt/GhcXVxITE4iOiaJalVp07dibOrUaKp51BkVl7dLhGJsgTKMVyF3c1V4OHyW77eyuJiHGNkuZveDrZ1CfJhmUCSMgyDh7qEmIts+E6hxVbyyln4lMvAgLZ8xk5tixNGzbhoU7dthQpc1mM/u3bWPy8OEM7dOHPRcvsL9uIxbduo6zRkO9wCDm3rjKqSiFkl3MwxMXjdZKgz9/4iQ+/v6vLa3+LLIEB7Nl1WpkWbb+dr4oXIyOB/bYrJfNyZmsjk7cuaHQ+Zo2bs2OPzfj5xuQzl7TR+6ceVm5eBPXb15l4ZK5HD56gMSkBFycXWncoDmdOvR4qSAPlEmzIMKmufcIv5sCgkIBq/VBoDKGCIogiGSRuXw0xrqdq6eGhr2COLL5MbfPp1XXDm14THKihZK1PDGlyHbeZyaDTM6irviHOHB2bxSCCopX82LX/o1s276NYsWKs2bJTu5dTiRXUVeun7ZVndQ5ikoC1EXEkCRx/8FdHPQO7D+wm9t3bpI9JKfN+rdv38BsMtGwfnM2bVnH3i1b6F7vGnNXryRLiKJu+LQdwz9LFmasXEGHatXpN3IkJpOJbvXq0753b5p17oRfYCA+/v7cvXGDhLg4Nq5YgZOoonHJovzx8L7NcXO6uCIaTaxfupRZa1Zz49IlvP380IgiulRREVEQUD1z/Iq1atHz00/5Zcq3NGzb9q2oIv8VEuPjMaQoyYMVizfaVGAjIp+waOk8Fi+bx+Mn4fh4+yIIAk8iHuPu5oFWq2P/wd00aqAwZAQRchRxtumRBqVP+tlR4uTpY4Rky4EsQZEqnum2fuQq/vLVsmchigqt8elvUFSBp3/61R4PXy2i8BYU2f5j8PbyYeHcNXTo2oy9+3cS+dieSfdXyEzXviUYJAtxJhN1A7MyrnhJagYEsiK1SbqohyebatQhwMHhnVDLdHo99Vu1Zs38+WnnY7GwvVZ9WgVnx0GlIoezCwsqVqWEpxdJqaYSx/bt40GqclCXOvW4e+MGWp2eyeNnMHHMD2/9PJ+HSi0Q/djAvrXh1pdIYpyZ32few2hQvKXMRkXVzpCUNrGt2MSXoLzOnNgRaTMJ1zmK1PogkPgoE08epiCqlIn5s7CYZQzJErlLuFKtTQA5CrtiSFYGTo1W5PdZd9m/9jGXj8ZQ64PAZxT7IE8JV9x9tKycehuV6q/TUUeOHeTa9cs0b9zGusxFreFSTAw9jxyg+8F9nIiMwOUZBZ/uHw8mOiKCA6nVohdBRlEuW16lBp6ppXIHlYrRRUuQx9XN7llzVqtZe+8OpTb9TrGN66i+fTO3EuJxeA8D2MsgJTmZ8Z98yoievaxBWcXyVVm9dCuXzzzk+IErXDx1n41r9+Dt5UvvAR0ZPLQPJpMJWVaepzZDsqcqeQpky+dEu2E50zV8BbCYJZoPCMbZIy0/5Rukp0a7wNfq/dLqBe5cTGDZpFvM++Ia2xc+wGKGWh8E2q2bs6gL78npIBP/p1i7YCGzxo1j/JyfGTVjhl3/qlqtpnrDhkxfsQJJkqhToiRPbt1iWKGifJK/MA+SEjgZGYGnTkefPPlYVbVmqjS+ktRbM3/+a1mtpIfG7dvz4PZtTuxXEplJFjMlvbz5rUIVsju74KBS0To4O9tq1cPwTLPo2XMnadW8PbpXpAqBEqCN/WoKa5dvY9v6g6xeuoXPPh310kEZgEoN62beVYIyABluno1n7+owRc48VZpcltLsO5w91NTrlhWLRbYJygDylHQld3FXwu+mkBBrQqsXUT2XPjcZJPROKio186NCYz/UWhFDisTdBzepV70NG2Y+Ye/qMIrX8MIvOC1odnBWUb9bEPvWhnPzTJwitrVqIU0atSJ3rnxs3vqH3fX9tngOLZq1Ze7sJfw0YyGlS5dh/rp1LI2Jov3+3Xxz4Sw6lcqqBhwQFETTDz5g3eJFTP5tPn1HDGfbunU0KV6Cno0a8fhRKBtXrKRewULM//57nsREM7lkGeoEpFEjC7l78Hu1Wiz55Rdy5MtHqUqVWLdwEZ379EElCLTfv5vCG9ZSaP0aRp4+gatGayUBtezahSdhYRza+edLf4dvC16e3tb/v3DpLLUblmP5qoX07Nqfs8duc+rwDU4eus6FE/cY1P8zJMnComXzOHh4H6BUqWq0C6RUbS/0Tiqc3NRUauZH8epeVqPxsPBQtu7YQIe2XTGbZPxDHChazdNG+bd2R2Xe8qpsmqeVuZ1LQ5n3xTWWfnOT66fi8M2mx83bVmVQVAmUa+SLyfT/0SrxqhBFEU8Pz9fePlP84xWgFgR0qVUGtSCQYDZnmCtQCYL1ZQUKvTAjOtrbwLULF+hQrTpzN22kWNmy1nN4OumWUfjzT6sjkiTxYfMW3Lt5kydhCi0id658/DxjIfmf6UF7l9DoBHYte8SdSwl2n1Vq5keekkrWRxDBbJRY+s0tHF1U1O6YhXtXE4kON3DnYuq2ArT8KIQDv4cTfjeNOlaiphfFqnn+JQ9aECEl0czKqXesy9p9lgOzQcJikdFoRB5cT+TolidYzDLth+dArX7xzLrfoK4kJMTTpFErBn7Sgw8/Hkxg1842dCGAwfkK0SdvPquU71f9+hMTFcn05ctfuP+ncFSplMylxYyDSo0Adv2LOlHFzfg4mu2xDfhUgsDZxi3e6bP5Mrh19Sojevbi5mVF2VStVjPvx+XUqZV+Iz/AmXMn6di9BTWq1mHat3MQBCGN9gGAIuv7IsE4lVoZkIwGCVEUrP0bryoyp3MUeXgjiS2/2nr2OLqo6DAiJzFPjBzd/ARjioWC5T3IUcTllZQfM/HPEf/4NyA+Npb6hYsw4MsvaNerl3W5s1qNJbVP1SzJ1iCnT7Nm3L1+g5Dcufnp93UAOKnUyIrYLoKgUPafPq4716/n81692XjmDD4B6SvKviqGdulKclIi01essIqJOKlUaYIZKH6KFlmmRZmy3LulJD53bTn23sas5yGIsHDMDbvlogq6js5jnVBrdAJb5z8k9FYS1dsGcOlIDBWb+LJ2Rlp/VY7CLuQu4cqOxQ+t7x9HFxVtPs2BLL/4nWQymdhzYAvm28WJCFX6ZkMKOFO2gY/yDpSUd+GxrU94dCsZ3yA9ldq6kCt/AFv+2M+U78eSN3cBvho5wbrPGzevUblWMbauP0DRwiUAiHNKouKuLTYUUxeNhuMNmlrHnPu3btG8TFl+276NQiVKIMsyx/bt4/Shw8TFxrBh6TKqNWjAV9OnodFqrXMliywjyTJaUcQoSdQqWIgugz4iOFcuPmrTljOPQml2YA+3EmypdV1y5GZE4aLW44/oqTzvE+f+8lLf4ZsgIiyMeoUUJcdj+y8TlDWYm7eu07hVDapWqsEPU+ZkmDSIjY2hcOlgBEFk07o9FCpQFEhjXTzFs3OXr8cNZ/ufmzjw51nrb0SjU2ipRoOEzkGFJMmvrPgrCKB1EFk26ZZNmwcoicWcRV049Wckdy4m4OGrpVwjX1TqTGXhF6HfoK6sW7+SNj17MOybb15J/CMzZ/uScFCpMEkSw04eo+XeP5lx5SLOGg3aDNLeFlkm0Wy2/r3riW+eQoVo8kEHhnXtxq2rV63nkGA2k5B6Ds8GZcN79ODUoUPWoKx9m85s/WP/ex/gMsoLKJSW1P+XQO+oomJTX7Lld+bGmTgeXk8kR5G0CVZIAWceXE+0CcoATv0ZiSFJCe6eh0oNGr2IICqTc5VKQKNLWzExxsT6n++xbsZdVn53m0MbHlvpkRnxwZ/F5asXqVQxTSq/Ubt2TLxw1m69mVcv2szPy1SpzM1L9tYLGSHJYiHBbEaSlclTeqIyGlFg2pULdsstsszmB/dxeoFC2buELMv8vngxnWrW4ubly6jUagRBYPnCjTZBmUYroHcSbb6fYkVKsmT+OjZsWsOmLb8DSkXUZJBS//46wLKYwWxSaI1qjfhaQZkq1Vrh2NYndp8lxVuICjPg4qGhdscsNOgRRM5iLqnXlPn6zcS7waYVK3BydqJlF0WlTgDctVr+uH+Xtvt20ePQfm4lxFl/9x99NYq4mBhOHDjA7WtKb1KixUyS2UyixWyThDxz9CijBw6k6+BBby0oA+gz/DPOHz/Bd198gZRa7U+0WKzvtASz2Wr9YkrtbytXptLfFpQBGSZWZBmbBmCLWaZu1yy4+2rx8NMSfjcZk1Gh7j9F8Rpe7FoWavP+SYq3sGPJQ1Sa9McbjU5Q/rRqateqj6Nb2v4SYkw8vpfC6h/usHb6Xf6YfY9Ht5TxUasX2bFzM5UrVqdYkZKYTWZUz40BV65dwtXFzRqUaXQiG8ND7fr+4k0m5l69bGV+BOXIQWC2bNy4pHjiCYJA2apV6TtiOMO++Yb+X37Bnxs2WIVbns6VUiwWjJJEgtlMitlMRHg4Lm5ujOrXn8bt22NSqeyCMoCld2xVKrPnycOj+/c5d+wYs8ZP4IPqNahboAA1c+ehZbnyzBo3jkf372M2mdi5fj0D27ShaanSNChchLaVqzBz7FhC791L936/DD757EOKFSnBjO/mWYMyQVDsXHSOonUu4ubmzteff4PJZKRb77bWuZDJINv8PcXCpXP5Zf5Mvv78GxsVVJNBBgF0Dipk+dWDMlASixEPU+yCMoDj25Q2k8KVPGjUO4gqLfzROYioVEK686pMvDkye8xeAqpU897yW9ZbVauuxMbwx4N7/Fm7wT9G+W7ElCmMjOlNjwYN6fHppzRu3w43j7TmTFmWOX34MLPGjePsMeWl6OTkzJQJM2nepE1Gu31nkCxQrLoXdy8/x5EWIFcxVxt1KpNRJk9JN7R6gaObI3h8PwUHZzU5Crtw63w8gTkduXk2gybVS/EUKOdOSmLa/pRsj8T66beJi1J6JrIXdqbph9n4fdZdzCaZqydiKVrZk+PbbZXXPPy0aPWqdPuWnkVychKODmmN0oJWS1I6QZNZlkl+Zrne0ZGUZHvBiDeBDNZJjf3xJf46zHwxkhMTOXnoELHR0ajVGrKGhFCgeLG/FJFZM/83vhk2DIDsITkJCMiCh5snFctXAUilo4rcvZzAvauJZMnpSI7CLphNSga4aOEStGjalt8Wz7Fy9V8FGp1AXJSJs3uiEERlcuTkon6hKfXzUKkEQm8m2xmUP4UxWVKoTLKkXMvFRO5dSSBLLkeyF0q7lkxk4m1h7cJFNOvUySrM4aRWM+jYYTY908vTdPcOfilfmUq+fhQsUZzJv83n4w4f8HGHDnw9cwZFy5a1+f2Gh4aydsECFs2cRZMOHeg7fPhbPedc+fMzddEiPu3Uifu3btN10EcUK1fO5hxio6PZsHQZYaGKRHjrFh+81XN4Vah1Im7eGmIjbL1IcxezzYhLFmVy3mJgsDVeO74tgtqdAtk09wEmo0KnT++98/B6knIPBFuPUJ2DyPEdEZzbF6UkL51U1OoQgN5RxbWTcUSEGvDOqkOjE+36jXKXVzFy7Cp+mrEQk8nE1euXaFC/qc06yclJOD4j9KFSC5xJtYB5Hpfi4ziwbTsFK1dCrdG8cAxr27MnD27fZmCbtnwydiyN2rVF/5ygiMViQZZlvh0xggLFi/PZ5EkZkgueqk9LksSR3bvZumYN927epHuDhtZ1gnLkoEKN6vj4B7B51Sp+mzYdrU6HLMvUbdmCGo0aExUZwe2rV9m0Uvm8Sr26jJ41Cxc3twyODGdTg8unuHjpHMdOHGLXlmNWoRK1VumBPr4tAskiUbiyJ3onFSaDTPcuH3Ln3m1++XUmfQd24fPPxpAtKMRmn5evXGDOrzNYtXYpUybMpE6ttOtSaRSWyKXDMTy6nURQHifylnJ7pTFFoxO4eDgGF4/0TZGfznNMBhm1ViAl2cL5A9FIkkzhih7oHVWvNF7+v+HGxUskJdizwl6EzMDsJeCgUjHi9Ak7KeH7iYmcjoqkgJt7ukIL7xsarZZvfp3HopkzWTJ7Nj9OmEClOrXx9vPDmGLg3IkT3LpyhTyFlAyjq4sbW9cfsGv4fV+wmGW8A/WUb+TDsa0RWMwyOkeR2h2zIIqCney92ShjMckUqezJmb1RbJ3/gErN/ChR0wuVRiD8bjLh9sq76BxVJMVZ0DqI1mySSi2wfModUhLT0pO3zyfg7K4hXxl3LhyM5vqpOBr3yUa5hj6c3BmJySiRvaAz1du+XA+Sq6sbkVERZAlUjAYTIiLJ6ujEgyTbQNRDq8NJrbZWumIio95Yfvp5WGSZfnnysy/cVs1LABplzWalUb4q7t64yapf57Fx+QqMBgPunp6YTCZiIiPJmT8/rbp1o1HbNnYD71NcvaBU8UoUK80PU36mWt1SrFi00fq5RiuyZvodosOVDPnV47Ec3x5B20+zWweeLp16U7dxRa7duEKeXPnStrUKcSiDyvNxqVoncu1ULAfWpXn4XDsZR60PAsmW1xnTc4pXCk0y9R+C8jyKokD4vWTuXEwgV3FXTu+ynbgIIvhm02MyyOgcRNbOuEtUmEI1unI8FlfPCNo8cy2ZyMSbQpIkbl+9ypAJ463LTJJkE5Q9xZdnTrCnjjLRq1S7NvVbt+bQn3/Sq3ETcubPT/6iRVCrNYSHPuTonr1kCQlh2DcTadqx4ztR7i1VuRJzN21k1rjx9G7SlJz581O4ZEm0eh0R4eEc2L4DV3d3XN3diY2KQq3+e/tjJbNM8/7BrJ9zn6hHyu86W34nqrT0t0vcWcyKnYtGJ1gl9U9sj6BxnyAMyRIunulPjPVOKhJiTLh4aKz0Z41OSVad3RNlXS8l0cKmeQ9o/XF2rp+KQ5bh4B+PaTkomN0rwgi/m4yTm5rC1XVcuXWcHyb/gqeHFxs3ryM2LpamjVrZHNfN1Y2Y2BjMZjNqtRqTUaJp1mAW3banblZ2dGbO56NInjKFcT//RGxUZIZjmCAIfDp+PH6BWZg5bhyzJ0ygYdu25CqQH5VKxcM7d9mwfDmyLJOrQEG+X7IEjVaLs1qd7vjZKjg7KcnJ9G3ZirPHjqHX6xEEgY9GjaJ+61ZEhIXxx9KlbFy+Ak8fH+q0bMHt775Hq9MRmC0bRUqVZsOyZZw7fhw3T090ej1anY7927bTpERJJi/4jdKVKtkc02Q0MmvceBbPng1AgH8gPj5+zPjxW8qWrmit4mp0AmF3k9k8N43ifv5gDDXaBRBcwBmzUWbMl5M5euwge/btYMPmNVSuUJ2QkBw4OjoSkj2YqOhIRI3A0t/+oEqlGjbnoVILLJt0yyqzf+diAmf3RmU4pmREkzy9K5LGvbMhquznXXlLuwECGh3217I/mprtlWvJlM23RZFCxVm3fiWnDh+mY81afDnth5feNrMQ+RKQZJlb8XHpfnY9Lhb1P6iLX6VS0XXQIDacPsWYH2fj6OxM+MNQEhMSqN6gAX+cPEGn/v0BpZT+dwVlT2FMkchf1p0uo3LR+ctcfDAyJz5Z9RkGPrKsZImafpgNB2cVe1eHsW3BA8wGiXINfXm+9OPgrMLTT8eyyTcVEQhB+UuKN9sEZU9x+UgMZep5U6GxL/W7ZcUnSE+hSh50/jIXPcbmSQ3KpJdyvK9UvhrrN67haZpzwcyZzC1fGfUzExpREJhTvpKN59yO33+n1HMDwZsixWKhuKc3wwoWQZP6vLprtSyrUh2VILxWq9OfGzbQvmpVzh07zqfjx7HrxnU2nz/HjiuX+f3EcSrWqsmPEyfSvWFDnjwKe+G+cuXMy41b13BwcKRi+aqAkmm8fzXRGpQ9RXyUiasnY62DTJFCxQkMyMLpM0r2UhAVasbNs/HsWBzK8W0RClX1OTqQgMyZ3ZFUbxtAq8EhtPgomMZ9grh8NFrJTj8DtUYgOcHMll8fsGzSLfavCUsN1GTUaoEbZ+LIWcSFLLkdbbZp1CsIWUq7lqdB2VPERZm4dirObsDMRCZeF0aDAVmW0Tuk+SjFmUzprhv2XFUjS7Zs5MiTh99PHKd6gwZYLBIJ8fFkCQlhxqqVrDlymGadOr1TO5XcBQvyw7Kl/H7iOFXr1yMhPp7wh6E4ubgw9qcf2XDmNG7u7u/s+K8Ci1lpwGvWLxtdRuWi2+jc1OoQiNEgZSi+YDbK1GwfSK7iLjy8kcTaGXe5eSYOnYNIUB77BFaJml6c2B7Bgd/DrWJWsixzdm+U3bqyBJGPkmjQK5BS9dwoVFNk087lJHrspWJnM6VamHH0NlCrWiM8PbywWCzM+XUGzZu0xt3NVvq8VMlyyJLEjl2blWs1yZRy86HycxYCxTw8qeHpy/Hjxzl3/DjtKlch6kkEJStUyPC+PVUh3nL+HB+N+orLZ88w99up/DhhIvu3b6dV92607NKFxPh41KkUSZMksaFGHXK5pAV8Nf0DGFOkBN2bNScmKoqugz4iMSGBXkOH0mlAf7z9/MhXtCifTZrEpnNncXFzY963Uxn41Zcs3LGdO9ev883QoeQtXIgVB/bz57WrbD53ln13bjNqxnTMJhMfNmvOirlzrcd8ePcuPRs1tgZllSpUY8sf+9Hr9Jw6fYy6z1S0QGD3cnuvsf1rw2x+Q1069sLV1Y3fV+4kV848lCtbjoF9h5HXrQUl/XowcsAP1Kpta6Gj0QtcORZDQHYHWgwMpvnAYFp/HEK+Mm7cuZRgM6YIgjImntsfxYpvb7N2xl3uX01E66DMBVQagVO7IqnTOdBGMC0gpwOlanunJinTv5Z9a8Pfq73SvwV9en7E5PEz0Or03Lt5kw+bt3zpbTMrZi8BURBokCWIs9H2L8Jq/gF/u3BCelBrNNRs3JiajRvbfXbu2PF0tvj78GymxZTy1yGC2Sjj6a+jzafZkSWsPGdBhHZDsrNvTTjRjw0E5XWidB1vti1UmqkvHYmmcGVPjMkZe3wIooAgCuQv645kkTOkp70MOn/Qkx9/+YFbqRz4s+fOEuTkxNnGLdj5KBSLLFEnMCsCWPv/bl65wsmDB/l4zOjXPm5GiDeb6JYrD11z5SHZbMZJrc5QLl8UBHSiiCr1RiWazTio1Qiy0nuyb+s2Rvbsxbjp02n2QQdSLBZ0KhUiivBIluBgBn71FZ369+fjDzrSr2VL5m3ehOsLJlQJCQm4urhaX/Jqjcj9a/ZSwKDQe/KUcONp0Ovi4kZ8qpKjRivy+8y71ib4+1cTuXQkho6f50QQsao0WkwyDboHceD3cEJvJQHg5KamQY+s1iDOZJARRaWxesXU21Yq0fXT8Ty4nkSHETnxCtSj1oqs//kelZr6UaGxLyaDhJu3FrVWxJisqKjdS0fWGODB9URyF3clUwkkE28DTzP+UU/SKNheOp1VVOFZlPW2NbmOjozE2c2NLMHB9Bn+2Xs534yQJTjYziz4n4inlTDgpRJ2sqwkJKu08KdKi6c9egImo0T97kGc2hXJ5aMxaPUipWp7I6MoPQoCVGjsm7o2qX6a9khMTuC3ddMZ3H84Tg5uNK3fAVmWbfqSQKmsjhz1MdeuX+GHKXPs9uPp4UWTRq34bdEv1K/TBAB9vIpFZatzIzmWIxGPKeHhTQFnd/QJalYt2Ww11wVYOHMmg0ePfqGdgoOTE806dUpX3fPujZu0LFeOs8eOUaxsWQyShE4U2VijDskWCxpRRC0IjB46jCePH/PLxg20rlgJR2dnun/ysTJ+iSICCmNE5ebGmKlT+WHMGLatWcv+rdvwCwykRZs2dP14MLJajUOqCEkySk94sbJlaV6mLFNHfo5Go8XV3Y2xgz8mMT4eURQZ+vGXDPxwiFWaPyExAVfXNOqjZJZITrAfX01GWw8yVxc3EhLiKVOqPBUqVCDmsZF1M9PoP3cvJ5KvjFvq2KI8YwICGq1I9oIubJhzX6GrCpC/rDv5yrij1YuYjRZkGdQ6gW0LHtpI6+9YHEqVln7kLe1OiRre7FsThsUi0+TDYCxmxcPM3SetSmvJ6FpSe7ozYQtBEOjUoQelSpSlz8DOPHz0ALPJ+NcbklkxeykkmM10z5WH3C62pfmO2XPhrdNn2LuTiXcHs1FpjDWbZCtN7fG9FLYueEiOIi5UaemPi4eG+GizVTAiOdFiDcgcnNU4udnnJYpW8UCWU6X639BjKiQ4B7Vq1GPNuqXWZckWC8kWC7UDslAvSxApqf8GhR4xZfgIipYtQ76iRd/o2Bkh0aw09D81/Hw+KBNQlNtSLGZ2h4VyOyGeM9FR1Nm5hSLr1zD76iWcBJGv+vVj3IzpVGzZgjo7t1B84zrq7dzC3rAwAh0crYVLdy8vpq9Q1CVnjh33wnNzdnYmPiHe2gRtNklkzZ2+n1xgTgcb4Zj4hDicnZ0RVRD92GANyp7CbJI5vOkx6meygVoHkTN7I61BGUBirJmNc+4T+9jI/auJ6BxFNFqRo5sf28VNyQkWHl5PBEGmzSfZcfXUsGv5I36fdY+weyloUoMyAItJImvu9OmcgTkcMhTByUQmXhWCIFCmShW2r1tnXWaRZWaWsa1guGg0zCpb0RqsGQ0Gdm3cSNlqVd/r+f4/QpafF3mQUKtF/vjxLvFRJio29aN4DS/C7ybj4KSybvM0rpaBkrW87ParUgvkK+bPvn37qVG3An9sWIPJZLILys6cPUHXXq1Zt34lv/2yihzZc6V7nt0792H/wV2pzA/lHHRxKgpLnvT1LUBJwQddnBpZUsx1v/5iknXbVfN+pVu9ety5bk99fBkE58pJ3RYt+KJPXx4/UoI9Q6o4yFOV6wfh4axasIBBo0ezcfly4mNiGP3dd3joHTgfE83hx+FEGlIYf/4MxTeuY0jMYyYtXYJepeLO9etsPXqUiLo1KbltIyU3/c6Yc6dRCQKuaqVKlzV7dirXrUuuggWYOGQIw3v0JDE+nsCALKxZto3BAz6z8UtzdnIm/hl2lUotoneyp9uqtYLNWBSfEIeTk+KfKQiwe6V9ZerKsVgb6xdZlsma14mdy0LTAiNZYf3cv5bI+QPRyrE0ApJZTtfvTFGZlshTwpXSdb25fzWBNdPucHhjOA7OKkxGyXpMlVp4qWvJhC3y5yvE1j/2s+DnFS+9TWbF7CWRZLawsUZdrsXFci0+lvI+vnhqdekq4GXi/UMUBbYveoghSeLA72k9Q1dPxlK1pT+bbj2gQDl3q3yxxSzRanAIm+c94MmDFAQRCpRzp1h1LwxJby/7M/Wb2VSvWxqAxPgEkhIScHR2tnrJPUVifAIje/Xi9rWrzN+61W4/TxubD/35J7HRMeh0OrLlzEnDtm3w8vV9a+frpFYz6uwpqwcfKD58CytWo+Gubcy4eomCzi6ULFmSZu3bU3LzH6RYLMwrVpmCFg8e70/hknsMhSt5EK01kiCbcHFzo9fQIYwZNJiPRn2VYe9BkUIlSEpK5PDRA1QoVxmzUSYonxPuPlpinqRlmpzd1eQr7a5k8lA8Y0JDH1C8aClUaoGIhynp7j/iocF2YJPgxhl7inJyggWTSWbnklACcjjQoEcQCemoVYFCRQyUBNQakSZ9s6VWcJVGfcMz1VaTUSZbfmc7oQAnNzV5S7u/UWU2E5l4Hq26d2NI5y5EhIfj7edHssVCRV8/zjduwe6wR7hrtZT19sUkS1bGx66Nm0hOSqRhm/cvBPX/Do1O5M7FeMLvphB+N4WrJ2Ktn/kFO+AZoEOtERBFsKAkJgOyO1K+sS/Htz3BbJRx9dJQr1tWBEFkzdKtjJk4kkFDe+M6xpWG9Zrh5eVNcnIyBw7v4ey5U1SqUI0/Vu58oaplsaKl+HzYWAZ80h2zxUyLpm0BRcxEsti+s7bv3MTHw/rSv88neHv7Mn7Sl1y7cJGONWry47o1BGTNysaVK7l/8xZGoxE3D3cq1alDmSpV7ALHp/jyh+8Z0KYN3erV58sfvqdM1ao26/6xZCke3t5EhIcxe/wEKteoQZXmTSm56XerEbooCPxUriIxRgNbHj6g+YE9zP5uKjvW/c7Kh/dYfO8OpT29mVOoMo/PpnB9ZRy5S7kSGOTIIyGJxu3bMbRLV+sx69ZqyHeTf8LTwz4wLla0FDt2baFvr0EAyMhUa+3P1t8e2qxXsaktHXT7n5spXrQUoCRWYh6nX1lJSjCj1atS/Y/g4bXEdIkWl4/GkKOwC4vG3aD1p9mtwf3zMCQp1TBDiiJKUriSh3UMkyxKT/9TyEDVVv5sW/DctTTxIxMvhqOjE0WfMR//K2QGZi8JkyxhMktkc3Ymp4srBsmSGZT9g2A0WNINqBKilRdZ2QY+OLmprVRJi1nJADXukw1JklPNfgWbyfTbgK+PP2NHTaX/4K5ER0TQsGgxPv9uKtUaKFLw92/fZt3CRWxcvhxXD3fmrN9AYLZs1u0lSWLlvHks+3kOYQ8eULZqFbz8/EhOSmL1/PnMnjCBmo0b03f4ZwTlyPFG56oWBB4kJdoEZQBno6M4EvGY6v4B7A57xK93bzFy1FdciYslyWxmXP6SeJ3Ss+9AWkB8dmcUrYeFYPRQJJCrN2zI1M8/Z+Py5bTr3Tvd42cJzErtGvVZsHgOFcpVBhT/ulaDQ7h1Pp57VxIJyOFA3pJuNtXMBYt/oVyZSuTNUwCzSSYwZ/qVqay5HVNpksq2sqwoKqZHPxJFpe8u9GYyCTEm8pd1I+y2vcpY9oLOmE1KVjEt1s5A/dIo0/rj7Nw8G8f9a4kE5HC0u5ZMZOJtoHyNGgRmy8akYZ/xza/zUKlUJFssCEDNgEAkWaE2P0VEeDizxo2jUbt2b114KBN/DUGAW+fTV257eCOJ4HxOFK3mxbP5PGOKRP4ybuQv44ZkkRFViqmw2Sjj5OTMpHHTGTlsDCtWL+bAwd1cvHweBwdHypauyIzv5pE7Z96XOrd+fT5GpVYz4OPu/PLrTLp26k29Oo1xdXEjMTGBHbu28NuiORw7cYhPPhrBkMFfIAgC5UpXoEuv1jx+Es6YjwZx79Yt/LNmpVCJEmh1Wu7euMGqeb+SJTiYDn370rJbV7teJb2jIzNXrWLy8OEMateeLMHBNO7QnoCgbEgWC6vmzSM2KooZY8YSGBzMsHFj6XnogDUoA0Uj4JPjR1lWpTpbHj7gcUoyOm9vytWswRfXr+Cm0TK3QBV2T31kTZBdPhpLcEEnKnbyQ6tN8yFzcnLm55mLM/Qm6/xBT+o2rsjV65fJmzs/JoNMYA5HOozIwdm9UUgWmSJVPHFyVVspiQ9DH7B95yZWLt4EKJUwv2B9mmn5M8/Is9vJgCoDyxW1WsBiVphEe1Y+oknfbOmqc2bJ5WjtyzfZiNXYj0lmg0yWnI50GJ6DM3uikCSZolU8cXLTZFIZ3zIyA7NXhEmSMJH5EP7ToNGK6SoKaXQinv463H21dv1rSm9AaqAGvKsenxZN2xAbG81XY4cRHxvL8B49bT7PW7gwH309inotWtioF5rNZr7uP4B9W7fSeeBAmnXqiLdfWnbKYrFweNcuFkybTtd69Zm2fBmFSpR47fN0VKvZeutBup/tCguloo8fu8MeoRZE/LJkIYzU/kvPIHYesKVeWMwye5aFUa2PP4+FFDRaLRVr1+bc8RMZBmYAXTv1oVOPFhw7cZgypcojWcCQLBFS0IXshV2U7N4zwfOFS2dZvW4ZP0z5GVCqYE6uGrIXduH2+TT7BCdXNaVq+9hYMMgyFKniycmdtkqK7j5akuPN1schMtRA7uJuXDkay6NngrMStbzQOapeWo1KssgYkmWyF3YlR1FXZEl+64mATGQCFBGoKQt+o0eDhnzRpy+jpk9D7+iIDFbq9FM8uHOHjzt8gKePD4NGjfp7Tvj/HDLgnUXHrfP2li++2fTkKemKMVm2G9+effekp8Ln5upO7+4D6N19wGufmyAI9O35ETWr12XB4l/4csxQBg/tY/3c0dGJls3aMWH0dxQsUMS6vFjRUgRlDeHxk3CSk5L4YekSylarZlPxevzoEesWLuKHr7/mwqmTfDltmg01EEDv4MBX06bRd/hwfl+0mC2r1xATGYlKpSI+Lo4KNWsyetZMhnTpiru3N+evX7K7hgSzyUaMRavRYElNrHcLzsP1bXF2rIW7FxMpGyOj1aRNkxMTE7j/4C65cuZJ914VKVScUiXKMv6bL5g/ZyUqlSIlr9aIlG/oiwyYUz02QQnCxk/+kpw58lChnGIRI1mgZvtAVnx72+Y7Ld/I1+YazEaZbHmdUKUGYc+iUCUPjm5WfDUjQw3IMjTskZX1P9+zMS+v3TGLTVXsr2Ayyqi1otLrKGT2l70rZAZmmfhPQKUSrOpVz6JcQ5/XNl18m+jWuQ/lylSkz8DOXL9xBYDi5cszePToDP2+vh0xksO7dvHLxg3kLVzY7nOVSkWl2rUpV7064wYPZlC79vy2dctrV85MkkSuZxqXn0U2J2eepBqLdvbxIyY+ngI5c+KvdyA5Jn3xm8f3ktHIojUj5+ziStRjexPmZ1G1ck06tO1K116tWTB3NaVLllPOLZ2X/4VLZ/mgazPq12lM4wYtrMuNBokabQOIrenFrfNxeAXoCc7vjNls6wNkMkgUr+GF2Sxz4UA0FrNMltyOVGzix7YFaQGqb5ADhiQLDXoEkZxgJi7ShHegDlEtvJZEcOZAlon3gZz58jFn/R8Mbt+BhkWL0aRDB5p80IGArFkxm81cPX+e1fN/Y9fGjZQoX57Jv83P0NYiE+8Wz9rAPBsgOLqoyFnEleT4v/+dkTtnXsaN+paRQ0dz7cYVEhLicXZyJmeOPLi42FdZr9+8ytnzJwGo37o15WvUsFvHNyCAPp8No3KdOvRr2RIXNzc+HT/ebr2n6/YeNpTew4Zal/Vo2JA8hQrh6OyMb4A/iXFxuGm0xKYjsqBPDfiCnJxIiYhky4qV9Pp8OEE4EXk3A/r7/RSSY2NtliUkpu+X+hRTJ/1Ik5Y1GDy0D1O/mY1Wq0WWsEvCWSwWvhw9hK3bN7BuxXbrHMBiltE5qOgyKhfXT8eRnGAhTwlX9E5qu7FDlqD1J9nZtuAB0eFG9E4qStXxJjHGbFUz9g9xQJZkPPx1dBudhycPU9DqRNy8tQpd8RWJX+ldSybeLjLFPzLxr4dGK3LncgKeflpqdQgkS25HgvI60bhPEHlLuf1j/DWeNoG2b9MZgNOHDzO8Rw/Onzhht+6NS5dYPX8+k+bPtwZlIoowh6NajaNKUZACUKvVfPHDD2TPk5s5k6e89vklWyxU9w/A5zkVLY0o0j1XHrY8uM+YoiVIPnOOR+HhmCSJ5VVq4OKevv+Od6Aek5D2Ak+Mj8fR2fmF5yAIAuO//o6G9ZvRsn1dBnzcgxOnjtqIY5y7cJpPP/uQxi2qU7F8Vb6f/LNtj0Kq6pmTm4YSNbzJmscJQ7KUbmbQkCRRsqYXXUflpvvY3OQs6sKmufetfWC5i7uic1QhWZR9qjUiXoF6LBb+Mc9VJjKREfIUKsTqw4fo/8UXHNmzh9YVKlIpWzDVcuSkb7PmpCQn8/2Sxcxas/qFRrqZeLfQaAV2rQilef9gClZwxy/YgSJVPOgwPCeWl1B6fJ9wdHSiWJGSVKpQjWJFS6UblAFM+nY0Ls7KZ2KqgqSDSoVT6vjlrFZbRaIKFC/GxLm/sOznOdy9cfOlzyV77jycPnwYUIK/n7+ZxIhCRezWaxoUzMEn4RT39GJZibJM+eILrt68yQfZc6LXCnhmTZ+a6JVFx8bVa2yWOTu5vPCc8uTKx/JFG9izbyc16pVm7vzZxMbFWD9PTExg4dK51G5YnrV/rGDJ/N8pWtiW6fJU1Cx3cTeKVvVErbWnIT5dz8FJRfMBwXQfk5vm/YN5dCuJ/anenGqtQPW2AVjMSoXNmCLh4avD0VX9VgTOMvFukFkx+z+E+VVTJG8Iq5+GIDzHY35LEGT2rQ7DkCzhk1VPjiIuyLKiONS8f3CqM730jzDxdXR04rtJP1GpQnWGfT6QR/fv07NRY4ZOnEDr7t2t662e/xtFypSmVKWKgBIcOahUTDx/ho0P7xPg4MiYoiXI4+pGksWCWq2m84CBfNa9Ox+PHYOnj09Gp/BCmCSJfXUbMenCWfaFh5HfzZ0xxUripFazu25DQKZh2w5UbVCfIqVL46nV4uGhI19Zher3FIIIVdv7E6sygaTQMg/v2kWHvn1tjmdJ51lUq9VMHj+DOjUbMH/RzzRuWR1vL1/cXN1ISIwn/HEYFctXZcZ382hQr2mGjeNPqYN/ec0GpZNapYHcxdwQRYHoMCO5irvg7qOzMYqVZZDf0kTpqWG1xawYVQuiMtDKmcnITLxFODo706JLZ5p37sTDO3eIjoxErdbgGxjwVoWD/qsQVYqyHQg29Pe3BY1O5PaFeG6dS+DelUTylnQjZxEXosIN3L4UT+5irpiNMoYU6V/jqPEo7CFbd2ygSKHiRMdEYTGbcVKpuRAbzeizpwhPSaZZ1mCGFipCstmCSZYoV706+YoUYc1vv/HJuLEvdZzmnTvTpU4d7ly/TunKlZk07DO6xMSxuFI1pl46T7LFQveceWgVkp0kk5ngW3eYOGQoB/buZciE8ezbv58bJ07yUY+hPLiUiOkZZk2W3I5I+hR2PyPG5e7uSVDW4L88r2JFSrJz82EWLP6F6bMnM+6bz/HzC0AQBMIfh+Hg4EiHNl3o2qkPWbMEZbifl2FXPBtcObioKFXbGxcPDc7uavKUdEOSsElKvoylw8vi6dzObJIVZUYJm3uYidfD/0Vg5qBSIQoCyWbz/3132N4tW/n+iy8BJUh4l1CpBdQagUup8q1+wQ4UreIJKE2pFpMMgiIpazFLVu7zq8JiTuvVefIghScPUvAK1FGzXSBXT8Ty5EEKOYq44JvNAVNKxsaf7xMtmraleNFS9BnYifMXzvDzpMnWwMyQksLmlSsZPiWt+qVXqai3cyu3EhQaxZOUFJrt2ckf1WuT08WVFIuFirVr4e3nx+aVq+jYv99rnVeKxYIIDC9UlKEFi6ASBFIstkI3Lbt1Zd7U7+g9dChotTwimZLNvcldypXLB2NxdFNTpIYH8Q4mDKlf6v5t24iNjqZR+3aAQuOY/8MPbFymSOk7OthSqARBoHbNBtSu2YA7d29x8vQxEhLicHJyoUjh4uTJle+1ru9FsJgUWfschV0RiykBm/FdJBJQfhuyLPP7rPtW0+ng/E7U7pgF4z/kGc3EPwMqQcBBpcIkydbf0+tAEASyZs9O1uzZ3+LZ/beh0QkkxJg5uTMCySJTrKoXngE6ZElO7bFR/J7ehC6vUsGDG4plh9koc/FwDACVW/jh5qnl4PrH6B1VFCzvoSRv/gUT35VrlpAtKITAwKycPnuCS0eOcSL8EZ2OHrSu88uNq+x9HMaG6rUxmSUEQaBV925MG/U1H436ymos/SIULFGcAsWLM2/qd4z5cTZ9PvuMFtWqM/+P31lSqRqgPPdRBuUdm2AysWntWgAiHz9mRK/elKpcmWgnIx1G5eTCvmhiwozkKumKVw4NNWtXQKvTYUhRqI7tWnXMUPjjefj5BjDsk68YPGA4+w/tJiwsVBH28PWncqUa6HUZ+7u9LkwGGb2jQmeUJd7Z+AWg1YtcOBTNie0RWMwyeicVtTsG4p1F/694Rv/J+E8HZg4qFSpBYG94GE9SUqiXJSuOKlW6hrr/dRgNBqaPHs3yOb8A4Ovjxzdjp73TY6o0Aium3iY+SqGF3b+ayIWD0XwwMie/z7pD1COFA+2TVU/jPkGAbBOcqbUCgqB4tzxVTUwvg/TUXyMl0WL9d60Ogaz/6Z7VEPHi4Riy5HKkXtes7/Rl9SrIHpKTzz4dRcduzTGb0lSkIh8/JikxkSJlFJl9lSBwPzHBGpQ9i1FnT7G0cnVlPZWKQiVKcO/WLbv1XgUSvFBxtGGbNswaO47Fs2fTbfBgAB4JSehCRIpl90QSZMLMSUip7+akhAR+mTKFOs2b4e7pSURYGF9+2I/j+/cDSnbxo/5DMzia4gcXEvxmipOvgvfRA6ZSw6rv7hIXlfa9372cyP51YVRs6pdJk8wEoFCXH6eksP7+XXK7ulHSyxuDxWJnFJ2Jtw+NTuD+1UR2LA61Lrt9IYGyDXzwy6Zn4y8PkCwyao1ApWZ+5CjiYvu7FUCrFZFTE5GCqCQjn4+tLWaZoDxOXD2exjgoXt2TpHgza2ekmQyf3BlBq0HZcXJT/+MpaLdu36Bk8bIMHvAZ129cpUOfXky8ctFuvWtxsYSlJOOi0SLJMkXLlCE+NpaYqCgboasXYejECfRt1hz/rFno9/nnPLp/j+7NmtNr2FDa9OiBq7u7dd246BgEQUmK/TZtOoVKlODz76aSJJlJVpvJVseJENmZU2dO0qdIW6KeKD3RGo0Ws9lE1059MjiLjKHVaqlZre4rb/e6kCTequVPelBpBJ48TLEKjACkJFrYMOc+XUel74mXiZfHfzYw04giKRYLVbdtskqnfnHmBN+UKE2TrNn+r4KzezdvMqJnL66ePw9A1cq1mDH1F3x83p3/hForcO9ygjUoe4qURAtndkfi4auzBmZPHqSwdf5D6nXLavVGUWsEEmPNbFvwgNgIEzoHkQqN/che2Nl+0ipD9TYBbJmvCDbkKenGpaMxdi71D28kERtpxMlV/drVufcBo0G5L7rUjJpKEAhLtpdqB3iUlGRDb9HqdRgN6Tcyvy04u7ry1fRpjOzVG0dnZ9r2VFQmDZKEAVtj54S4OIZ07kJSYiIfjRrF4V27GNV/gHXA+7DXYIYP+RqtVvtOzxkUypCoUqgcf3fgYzTINkHZU1w7FUfFpv78azhLmXhncFarGXfuDItvpxn0ZnF0ZFedhpgkKfMJeQ/YtzbMbtnxbRE0HxBspYSZTTJ7VoURmNMRtVa0UpF1DiJHNj7m0tEYJAsE5nSkbpcsCIKtgqLJKBNSwBl3X63Vvyp3cTdWfX/b5riSBXYuC6VZv2z802E0GnByciZnjtxs+X0fN+Jv8+j2lXTXfZySgrtWhyTLaFOrUUaDId1100PhUqWYNP9XhvfoyZVz5+jQty+ff/8dP06YyPwfplGneTPcPD05e+QoF06exMnFheSkJCRJ4sKpU3w9YAClK1dBq9cRERbGhmXLuXvjmd9cYBCPn4Qx6vNvCM7291WbBVGpUoFSCfs7Ke+iKHBmd6T9BzLcOBNPnpJumSJXb4D/bGCmFUX6Hz1o42cBMPL0CZoG/TVH+L+CLatWM+HTISQnJaJSqxnx6dd82Htwhn05bwsqtUDYnaR0P4t8ZMDD15YOEHorSaGHoARlggirf7hjHfwMyRK7Vz7C3TcYN2+t3cDmn92Bjp/n5PyBaILzO3FkU/rqf49uJZG3lLudOeY/Ca7uShN+RHg4PgH+GCWJYp72ZpYATbJmQ3xG0DEi/DE58r6cP82zkCSJW1evEhsVhUarJTAoCG9/f25eucLq+fM5eeAgCXFx6B0dyV2wAC27duXLaT8w7uNP2L1xE617dKdqvXpW+klEeDi/L17M2t8W4OjszPTly1k0azYLZ8wAwNPTm+lTf3kvmcSnlNpb5+N5cD2RbHmdCCnogsn4+vTZN4W9BmfqckH5y8T/N0RBIMposAnKAB4mJTH98gUG5iv4znw0LRYLh//8kz83biQmMgq1Wk1AUBBNOrQnV4EC7+SY/0RIFjndyoNkkZEk+7D4wsFoytT3wZgsoXMUObYtgguHYqyfh95MYt3Mu7QYGGynhGcySrQaFMK9K0qfmagiXTpz1CMDytvjnx2Wu7m5ExqqJEodHZ0o4l2QBinxLLlry+YQgIJu7tZEeUS4IlrxbJXrZVCpdm1+WLqEeVO/Y1C79nj7+ZGnUEGiIiLYtnYtxhQDgiAgqlQ4OjvTrncvajVpwrBu3dm9cROHd+9Gr9Ojd3QkKiJN2TkoSzYehN5nxNDRb2Q58KbQaAVSkiyc+jMCQRQoUtkTrV78GymDcobj1DueWv5f4D8bmImCwIHH4XbLJVnmQVIiXlrdf7rfzGQ0MmHIEDYsXQZA1izZ+GnGQkoWL/Nejm82yQQXcOH8gRi7zwKyO/LwRqLtQiE1I+QgEh1mIPKRId0m1RM7IhTvjecasM1GxWCzdF1vRJWAXzYHHt+3rxz5ZnP4R4iAvAiePj7kL1qUzatWkb9YUUBRZJxasgyfnjxmXS+XiytDCxUhPpUGGR4ayon9++k88OUHkJjISNYvXcaaBQt4eOeOdbkoiri6uxMTFUXhUqVo2rEjbp4epCQmcXTfXga2bkPW7Nn5/LupnDl6lK8+7IdWp8PTxwezyUTYw4f4Z81K+z59qFi7Fl/168+Fk4p0csXyVZn5/Tz8/QLf/Ga9BNQagZXf3SYuUrlP107G4e4bSatBIX+b7K9GJ9pkyJ8ibyn3f/qcKxPvAXpRxZ6wR+l+tuNRKP3yvv0ASZZlVs+fz6KZs3j86BGV69Qha0gwZrOZC6dOsvSnnyhWriz9Ro6kRIUKb/34/zSIKgFndzUJMbZRlEYnpptYUWtFxVPKIpOcYOHCgWi7dWIeG9MVR3jq15g1txPZ8jsrY1868Zebt8Z+4T8QNavVpceH7YmIeIy3ty9CssDooqU4FPmE26mUfAGYVLAIiQkJCA4OAGxeuYqiZcu8tMm5LMucPHiI1fN/ZfemzVZvssePHhEdGYlksSCIIvVatqRU5UqoVCpC791n4/LlLJg+g0Zt29KmRw/WLVrEzcuXrfsVBAFBECherDQzvv+VsqX/vuddrRW4dzWBnUvS3gfn90dTr2sWAnI6Yv4b2B+SBUrU8ObuZdt5nCBCzqKumdWyN8R/NjCTZJnszi7Wl8Cz8NHpMf/Hu+u3rF5tDcoa1GvK1G9m4+7m8d6ObzHJ+AU72DnYu/tqCSngzOFNj23Wz1HIGVElsGTCTTz8dGTLl74wiRJUpf/dPXW7NyZLlK7rzdWTsTb9ZD5Z9Xj66TLsMVOpBVTqNJWht6lelBHUKuUnmBAXx6zx4+nz2Weo1Wpade/G919+Rb+RI3BwciLJYqF+liDqZQniXHQUfg4OZHF0Itlisd6N3xcuIktICKUrV36pY588eJAhnbvg6OREi65daNi2LT7+/ty5do3eTZuBIKBSqXBxd6N5p45WqftW3bsRHhrKnEmTmThkKFN+m8+gr7/m2N69xERFodFoyBIcQslKFRFFka8HDODCyZOIosingz5nUP9hdiai7woancD1M3HWoOwpYh4buXs5gaA8Tn+LipTFLNO8fzCb5t5XEggC5CzqQsWmvnZGp5n4/4NJlsidweQ0r6sbqrdcVpUkiYlDhrJ55Uq6f/IxzTt1slN2vX7xIotmzaZfy1aMnjWLui2av9Vz+KdBlqF2xyz8PuuuTfWqepsAzj8fdAlQqKIHZ3ZHcnRLKtUxnaoagCzJ6fpWiioU5WKDhEotUrSqJ2f3RNkco0a7wBcKA2n1ovXzv3NyXKNaXfx8A1iy4jcG9R+GLINLvJZd1RtwJymeW5FPCEZg+S+/MGnlCsb8+CMFS5Rg86qVfD71u5c6htFg4OsBA9n5xx9UrluXH5YuoXj58mh1OqaMGMGa3xbg6uZGSnIydZo3p0q9NHZGzyGfsn/bdiYOGcLDu3cZ8e0UejZsBChJ7F7dB9C0UUv8fAPeyf15FQiCwN7V9kWGPavC6DD8/fVep52QMn55Buio3MKPIxsfYzLKOLmqqdM5y/s/n/8g/rOBmQxMKVmGVnv/tFleP0tW9CrVO6OB/FOQlJAAQP68hZg7e2m6A8G7hskg0ahXNp48TOH+lQQCsjsSkNMRUYSQAs7cuZiAIECOoi7UaBvAgT/CSE6wYExJpmITX45sfmIXgxWt6mk3MKk1Aghw+1ICogDB+Z0RVNDpi1ycOxBFxEMDOYu4EFLQOcOgTKsXiQhN4eyeKASVQKlaXrh4at55L1LpkuUoV6YSR44dYP73P3Dq0CHGz5lD3ebNmT1+At8MG8bXM2ciCIKV7lHQ3QOLLFsrZQCXTp9h0ezZDP7665eiqZ45coSBbdrSvHMnPh47FrVaeRUkJyYypHMXChQrytRFi3h0/wGD2rdjcPsOzFy9ytoD4BcYyBc/fI+Xny/De/ZiwfZt1G7WLN1jJaY+i1079uaTj0a8ye16ZQiiwMPriel+dv9qIsEFnOE9BGYqtaI+mpJoRpZBq1cjI9OodzYki6zQPwQBY3KmImMmFNuKPK5u5HF141pcmiiEWhD4qkhxUt5yj/RP33zDtjVr+HHdWoqULp3uOrkLFmTM7FnkLlCAr/r1w8vHh1KVK73V8/gnwWyUcffV0mVUbq6eiMVslshX2h2tXkStFXh4I5GkeAtObmpqdQhEoxU4ukWhwd27mkCuYq5cPxVns08nVzU6B5XNOCSIihdnzBMD4XdT8M/ugJuXllK1vclRyIXzB6LQOaopUcMTtSZ9+ppKAyqVyJk9kYTdTSYojxOFKnhgNr19ef+XgUqlolf3AUz5fiy1qtejYIEiSBYZfaya/KIHBTw82b5jE2uWLCM6OpIBrVoTkjs3Lq5u1Gjc6C/3b7FYGN6jJ5fPnGHhzh3kK5LmXbZu4SLWLVzE9BXLKVOlCr9MnsLQLl2YumghlerUsZ5ftQb1yVu4EN3rN2Dut1MBxarl4K5z76Xn+WVhNknpBtkpiZb3+t1qtAIykBhnxslVjSzJ5C7uSu7irljMMir1m6mTZiIN/9nALMlspoCbO7vqNOCb82eJMhr4IHsuGmXNRlw6rvBvG08l+kVBQJJlDBbL31Kl0+q0f0tQBljlWj39dPhm1VurWYIINdoFKEGXACAgmWXuXFAm0BazzOVjsdRqH8jeNWGYDBKCoARlgTkdbSoKaq1AdLiBP2bfs05oRRW0GBCCi5eGIpWeyvMLGSoVabQC5w9EcWxrGrf89vl4anYIIDi/yzvNPDo6OrFqyWa+mz6BH2ZO4uzRY3SoWo2vpk/n+yVL6NOsKQDDJ0/GwUmpIj6vyHZ0716Gd+9BzcaNaNmt618eMyU5mWHdutOkQweGTJhgfT5E4OKhwwT4+TFx3jy0Oh3BuXKyfNt2wh8+xJiUhEfqOSSazQiCwIcjRnD26DEWz5rFqNT+sYyg1b6czPDbhCzJBOZ04sYZ+8p51txO76UqqlILSJLMqsm3SIxTEkKOLipaDg5JtYqQUabZmQNaJtKQbDazsUYdFt68zqaH98nh7MLIwsXQq1Qkv8XALCIsjAXTZzD+55+sQZkIOKYma56+pp8mMzsN6M+ta1eZMXYsC7Zve2vn8U+E2ahQCguUc1fk8VMkjMkSfsEOtBuWA8mijDeiKBB2N02g6fz+aJr1CyYpzszDVCl8Fw8NTftnw/Jcf7NWJ7Jhzn3Cn9k+Sy5H6nXLipu3lqqtlaqNyZCxIbBKJbJ4wg3rGPfwehIXDkXTbkiOv42637NrP06fOU7rjg2ZO3sJFcpVAZR5gYxMrRoN2LnpMH0HduH4ycPcvnaN3AULEvXkCf5Zs75w38vn/MLpw4f5dctmsufJY12ulmXO7t3LwC8+p1y1agB8OHw4NevUxt3LG7UMeo0aoyRhlCQCgoIY+9NP9E1NKoqi+I8KykAJ2jU6e4NpnaNCnX0fY5hGL3L6zwhO706r4Bap4kHpOj7WJMM/uW//34b/dJteksWCl07PtDLlWVixKvUCsxJrMr7z6Y+jSsW1uFia7t5BwT9W0/+I4t2hf0/0rX8anvqMPR1UZEnx2zAZFXU8k0FRGHPzSXshXjgYza0L8TTqHUSnz3PSbUxuStT0sqN5iaLAtgUPbaoMkgW2LniAICiBoTFFfnFwJcCJHfYKQwd+D+d9TJbVajXDPvmKlYs34evjR1xMDEM6d2bTyhXMXLmKo3v2Uq9QYb4dOZKLp04T9vAh927eZOPy5XSpU5f+LVvRoE1rvpo+/aWC8J1//IEhJYVBX4+yru+kUin9l8FZ6frTbAI8PdGLKhxUKiJ0Gvo+fkC1Q3spsXEdy2/fxCVV5EMQBNr17sX2db8TExX1osP+LTAZZPKUcMXF09YTx81bQ0jBdBQ+3wFElcDGX+5bgzKApHgLG36+j6jKVPrIRPowyzJxJhMdc+RicaVqjC9eSvHjfMvVst8XLyEgKCs1GjcGlKqcs0bD+PNnKLZxHVW3beKP+3dxfcZXqsvAgVw8dYpLp8+81XP5R0JOHUeeqWabU8cui1m2+h0++44xpkis//keuUu40nZodrp8lYs2n4QodPtnWNVK/1CiTVAGioJw+N1kZQxLTj12BkOYVi9y/kCUXeIxIdrMnUsJaLR/zztGFEVmfDePxg2a07J9PRq3rM6qtUu5dfsGD0MfcOr0MWb+OJVLV87j7OSMIAhcv3iR9lWrsWfz5gz3K0kSK+fOpWP/ftagTCeKuGg0nIl4QqEhH9OqT2+c1GpEwEWrYYkK6l84RbHNv9Nq75/IqdsAlKxYgSwhIe/+hrwmZFmmcnN7Be2qrQLeSypPVEFchNEmKAM4ty+a6HCDtf0jE28P/+nADBRKSKLZTJLFQuLzUkhvEY4qNc5qNe4aLZGGFJrv2cm1uFjMssyu8EdU3bYJTaZcTYaQLFClpb+NXN2tc/Ec3vAYrYMqNYCzfw2ZjJKdLD5AQow53UyhWiOg0SlUlKeu9SZj+v1khiTpvWSjnqJShWr8ufko1avWBmDFL3OZPHw4M1atZMiE8Zw7foIuderQqGgxWpQtx5QRIylUsgSrDh1k6MSJL923terX+TRu385agXNUqVl+5xalNv/BuOtX6Hf2JOU2r0dCRhQEWuz9kyepBpvJFgujz53mQnQ0OlE5XuW6dXF2dWX3xk3v4K68OcwmmbafZqdqa39yF3elRrsAWn+c/b31llnMUqqami1iHhuxGDOzjJl4MRLMZpJTTd4t74B18ceSJbTv2Qs3nU4Zw7Ra2u7bxaJbN0ixWHicksxnp46z4s4tnFOraCG5c1OqUiX+WLLkrZ/PvxGyDI7OavxDHKzLUhIt7FkVluphJmA0yHZqjCqVwK1zcaSHG6fjUGmem/QKPDN+iQipU4r0hK4Awu8mIf6NE2e1Ws2kcdPZvfU4hQoUZcRXg6lYowilKuahYYtqnL94holjfuD8yXusXroFP19/4mNjGdK5C5OHD7caOz+Lw7t2ER4aStMPPgCUSaxGFKm6bSNdjx3im1vXqbhtE9MuX8RVo2H0mZNseHDPGsRciImmya7t1vmYIAhUrlP7Pd2RV4fJIBNS0Jn2w3JQoJw7BSu402F4DrLmej/CHxqdyMXD9kI2ABcORSutJJl4q8iMFN4QAuCm0XDoSTj9jx3i63OnMMvQJsS2KTPWZOTQ4/D/bNVMpRbQ6tN+oFq98EqZFItZaR79YHgOchZxwS9YT+UWfjTqHYTpBZNXtUZIt+qg1gqo1LaPt0YvEBlmYOv8B2z65T53LiagcxTR6hSqwPNw9lC/94qGt7cvi39dx5fDx6NSq7l6/jzd6zVArdawcMd2dl69wtqjR9h49gw7rlxm6MSJNlSOv0JyYiIXT52iVtOm1mWSLDHm3Gmb9aKNBoadPMqdhHikdCaDM65cRJOq069Wq8maPcQqdfxPw9OKba6irlRt5U9IQRcMye8v6BZVQvrSwgJ/66QpE5kwm80UL1GCNt27Men8WfodPcSmB/cZVbSEtSr+FFMvnbf5d4HixXl49857PNt3i6fJOkmS0egE1K9YaTIZJRr1DqJycz/8gvXkLOrCB8Nz4OSqzpBOKMsyXoH6dD/zyaq3qZKp1AJancjJnU/448d7HFineKyJKlnplU0HIQVd/hFm1PnyFmTi2B+4ePI+Jw5e49Du81w8dZ8Na3bTukUH9Do9FcpVYefmo9SopvSBrZw7j27163Pnuq1lxIn9ByhRoYLVgNpRrWbi+TN2Xp8/XbtMnMnEH/fv8jzuJiaQmErNNZtMhN679y4u+63BZJDR6kUqNPalfCNf1Frx/YlWyeDokn7Xk4OLOpOA/w7wn+0xe19wUqv56Phhtjx8YF229PZNVlWpyanICG7Ep2XDwpOT37qa1j8BSgAms+r7u1b1O1cvDS0GBivywS/JcTcbZdRakaqtA5BlxSfjZRzsS9T04sT2CJtlpevaKoppdCJ3LsSza3ma5Oyu5Y8IvZVE5eZ+1GwfwNbfHlo/E0So0ynLexNisFgsnD57gicR4ahEFVUq16BM6Qr0G9SV+w/u8uWHH3Js316GffMN2XLmTHcfKUlJHN27j6gnTxBEAf8sWShVubJV2AMgPk55Ht09vTAZjSybPZtizZqm+3LdEx7Gl4WKpXus59f/u/oYXwUZCb+8awiCQJ5Srlw9bpsZz13MJdOzLBN/K0RJov+4sVTYuQVTau/qrrBQynn78n2pcvQ8vN+6bqzRyLOUBo1Wg8lob5L+b4RGL3DhQDTHt0UoFS4BStf1plAlD0wpLzcIyJIyXuUu4Uqu4q4IgoDFLL1QDMGYIlOovDund0fa0PT1TirylHSzeWepNALLJ98iMVYJKKIeGbh5Lp5OX+Qkd3FXzu2LIjo8rX8+ILsDvtkc/lEqrzqdjiyBGfePRUY+oWmj1uj1DmzdvoFr5y/QsUZNhn87mUZt2wIQHxuLu6cnAOdPnEAjSexKik13f8cehxPs5MyF2Bi7z2Qg9N49RvbqbbVyqVWj/ptd4DuEJPG32LsYUiQKV/Lk9O5IG99PQYRiVT0x/U3j6n8ZmYHZG+BpQ/SzQRkoUv0TL5yhZ+68DD913Lq8dmAWkv+DapCiSuCPH+/ZSJLHRZrYOOc+Tfpls6NvvAiS5dWaSE0GmaJVPPEN0nNmdxSCCMVreOGXzeG5ibjMoQ2P7ba/ciyW8o18CcjhSOevcnHtZCwqtUDu4m4IIu9cYSgi8glLls9n0dJ5PAy9j4uLKxaLhaSkRArkK0z3Ln05euwgW3dsZMOy5Zw/cZKJc38hd8GC1n08vHuXlXPnsWHZMgwGA95+fsiSxJOwMDy8vGjeuTMtu3bB08cHfapfTFxMNJOHD+f+zZu07NUz3XPL6eKKa6qIzfNVswF5C1jFbMxmM/dv3aZhm7bv6C79/RAExadIlmUsJiWjbrHINv0iGcFklKjS3B9HZw3nD0aBDAUruFO6rs8/atKUif8/uDg6MuLcaWtQ9hRHIh4ztGAR3DRaYlPFsupnycqzKZnHoaG4eb4/C5Z3BVEF8VEmG/EnWYZjWyMILuCMo4v6lYzo0yj3Lzd2WCToOCInx7ZFEH43mYAcDpSq7WMjEqLWCjy8lmgNyqzbmmVObI+gbCNfWnwUQtjtZMLuJJE1jxPeWfT/Cj8pi8XChs1r+W3RHI4eP4ifrz9Ojs44O7sSFxdDSnISX/cfwPF9+/hs0iT0jg5ERUSwb+s2hvfowaxFi8jp6sr9RHv13exOzpTx9LILzLI5OWOKiaVDteokxMUhCAJOjk7Mmbn4PV31+4fCLgKjQbb2Hb5Uj7WsBGGtP8nOrmWPePIgBa9AHTXbBSKqBMzvsd3j/wWZgdkbQCUI6fqkAVyOjSGbk0IvEAWBscVK4KBWkWR+u43b/wRYzBKRofY9NBGhBizvgUZhTFFUsup1VTw0ZNm+OiLLCuc/PSiqjwrdrGB5D+s+3zVOnT5G516tcXRwpGun3rRr3RlvL6XSd+/+HRYumcv02d/i6eHFZ5+O4rsZ33Dn+nU6167Lp+PH0bJrF47t28ewLl3JEhLMR6O+om6LFtbesdjoaDYsW87q+b+ybuFCpi1fRs78+fHx92fip0OIi41lzvo/8HNzp4qvP/seh9mc36QSpXHQ6VlUqjyDzp0iwpCCXqViaIHCFPHwID41yXBg+3biY2Op3rDBO79nfwsExfj8z2Wh3D6vSP87e6hp0jcbWr3qr59xGVKSJIrX8KJETS/rMkOylCnEmIm/FbIsczku/WrD7YQ4/BwciDUZCXF25ttS5azCI4nxCezasJHPJk9+n6f7TqDRiZzfkkEPzcFoKjb1eynmxuvCYpKRBChbzwdJlhFExcvs2XeDqBKICLMfYwGiHxuRLUoPtk+QHv/sDlhM8r8i6ZOcksyAj7uza892WjVvz/ivp1KwgCJ9L8syu/buYNjIAYQ+esCmFSs5f+IktZs14+ShQxzZvZvOAwZQpmYN8ptNVNm2ySaBWNDdg+xu7gzJX5jQ5GS2hoUCUMDNnTlFStClXn0S4uII8A9Eq9XToG6T9+av+b6h1grEPDGy5dcHpCRaEFJ998rW93mpKpzZKOPgrKZxnyAEQUCWZWTp3Seu/1+RGZi9AcyyTA6X9E1Ay3n7UMLTiy016xHs7AyyIuH/X8SL+rBE1evLuYoiqDSKnPhf7eOvXhCCAN6BOiKeCyA1WsHqK5NeQPeucOHSWdp0akTThi35Ztx0NM/1c2QLCuGL4eP4qN9QenzYnqUrfmPp/LWM+OoTbty8yjdDh7Lj9985f+IErbt3Z9Boe/8yNw8POvb7kNbduzGqf3/6tWzFr5s3Ual2bdYtWsTiP/8kS3AwSRYLv1WsysPoRLSSCoPFjKubBq1aRYzJSFE/f+Zny4Gs1ZIjJASVWm0NymRZZvmcX6jdrCnuXl7v5d69b2h0Iie2R1iDMlAUz9ZMu0PHkbleOvnwb8heZ+L/C6IgUN7bhzXp9OFU8w+guJc3DioVnlodRkmyio9sWbUKjU5HzSaN3/cpv33IoHNIf0Kuc1C9UfLkaZ/aX41PsgxG6/vBfl2zUSJ7QWdObIuw+yxHERfr/1tM8ntJhr4NWCwW+g3qyrnzp9j6x37y5ilg87kgCNSsVocTB68yesIIfp47nXs3b7JwxgzMJhN5Cxemz/DPMMkyHlodFxu3IDraiAqRGCmZXL4exJuMSKLA58E5GOTli9bRiYc3btCpZi1u375N7Rr1+aBdd7r1aUPnD9JnjvwXIAgoRumpj5gsw/kD0fgG6Qku8HLqxBZTpq3L+0Km+McbQiuKfJgnv80yJ7WaySXLYrBI+Ds4kGQ2k/QOFSGfhyRJ3Lxy9b0dTxAgR2H75uMchV+zh0ZQJICTkyxcPxVLfJQRrUOaAtXrQJKgTpcstg3dAtTulAVJer8vGkmS6DuwC7Vr1GfKxFnWoExIrcxo9WkX6urqxoK5q/Hy9ObXhT+zbf0B2rXuBMDJgwdRqdXUbNLYGpRpBBF3jRY3jcbaz6jT6xn300/kLlCACZ8OIS4mBgSBG5cvAcoz7Biv5uGqJPaOC+P8rBgSjyfjYFT2GW9I4aOu3Whaugz3Hj2yNk3LssycSZM5f/IknQYMSPdakxISeHTv/tu/ie8RAnDxcIzdckOSRGKsKbNPLBP/WiRbLIwuXgr357yb2oXkwFmtwUOrQyeqSDCbrf6Jt69dY9b48bTp0QOdPn3hiveFK1cvIb9hI7AxRaJoFU+737EgQJEqnq+VrHsqJPLgWiJ3Liag1ry6mMizkCzg4qklV3HbRLBXoI68pdzei+3Hy0CtFdA5iC8l/LV63VL2H9zN0gXrbYIyrV5E7SRYBbkEQeDrz7/h24mzADAZjciyzJ0bN3gcqlTBXC1a4k6YOTktkr0Twoj5w4Qm0owqlYZ//MRJ6pcqTe3ChencpAn37z9g9JeTGT/6e0aOGkzLZu0JCc5hf5L/Aag1Ag9vJKVrt3B2X9R766PPxMsjs2L2khBRAi4ZW8PNRLOZQfkL0jYkB6vv3ibIyYmmQcGYJZmUVyGmvyVER0QwasAADu38E4DcOfO982OajTI12geid3rMleMxAOQr7U6FJr6vRafQ6kT+XPaQOxfTOOPegTqaDQh+bUqJxSSj06vo/FVuQm8kYjJIZMvnDML7L8fvO7CLu/dusXrpZmtApdYq9JWzeyNBMBOYT2T5qoWcOnWKcmUq8umgkXTp1Zqo6Ci+n/wz7u6e/PTLNJITE+nVuAn9Ro6k38eDeZicxKQLV9Gr1fTJkw9ntYZkiwW1RsOAL7+kc+3aaLRaGrVty/hPPsXV3YMOdVqw+ts7JKX6bCXGmTm4JobKGolIl0d8P2ECsdHRBAQFsXnlSroOGsTjR4/4Zcq3bFy+nEm//kqu/PntrvPKuXOM7NmLe7duAZA7V973d5NTodamKSLK8ut/1xk5XQiikJk/zMS/Ag4qFSJpv4cUiwWzLKOR4WCdhqy9dpUHJiPNs+cgxMWVRLPZ5tmWZZmTBw8xomdPSlasSI9PP/lbrgMgJE8e7t26xY+//MCDh/eYMnEmbq7ur7UvWVYmr80HBvPn0lBiI0y4eWuo2SEQlUp4ZVVDtUYgOd7Mqu/vpAlfCdCoZxA+QfrXfgeZUiSqtPSjdB1vQm8l4R2gw91X948QX1CpBVQagYfXFU+2bPmd8Q5UetwymvjPX/Qz7dt0IW9uZexQaQTinYzMv3eLY5FPqOufhXoBQTjGKz1+H7Trxqat6zh5+jhxcbGkJCXRvExZVmzbjkAB9i5Po+LfvZRE1CMTlbrq2X1yL8O79wBAslgIzpad2dN+IzLyCU1aVSdH9txMmTjznd+j14EggFonIksKxdX8gvuZEWQyZjWJYgaKwZn4WyHIL5FuiouLw83NjT23b+Hs4vJXq//noBYEHNVqJpw/w+q7d3DVaBhasAgNswYRZzJZ13FSq7HIMgl/E2XxxIGDfNm3L0/ClBdU9859+XLkBPS6d5/VFATFof5ZmIyv/hJRqQXiooysnZ4OtaaNPzkKu2ScHVTEIf8Sao3wtwRkT9G1dxu0Gi1zZimNxmqtwJ2LcexekSY3L4hQv6cPS9f+yM9zfyQpKRGtVkuHNl35auQEOvVogYBA2ONHnL9whm59+xLQpRMTrl2yOdayytUp6ullpdG2q1KVG5cuseHMaTYsXcbGxYvZsPIIf86PsTtP7yw6DL4HGfhxHz7o25eThw6h0Wrx9PFmz6bNZAkO5vPvv6NkxYo228myzMp58/jhy1GYTEZ0ej3jR02lQ9uu71W9UasXeXQ7idO7FfPw4tW9CMjhiDFZQhCx8V+RLGSoHqrVC5w/EG0jDgDg5Kqm3bAcf5va4/8b4uPjyFPEn9jYWFxd06eQZ4T/9zHMQaXiRnwcw08d53ZCPNX8AphcsgwikJJaCTPGxLJ4+nQ2rFtHriJFaNy+PQFBWTGbzFy9cJ4183/j8tmzNO/Uic8mT0L9HP36fSIpIYEpI0awYdlyAIKyBvPT9AWUKF7mtfdpTeKkZl5fN5Gj0QmsnXGXmMdGm+VavUinL3K9+H3xEmOYICrjpGSRX0mU5F1C5yCy8rvbNgJggTkdqd8ta7rXe+bcSeo3rcz+nWfIlVOxe0lyN1F++wYep6TJ3udzc2dLlbroY5Uawp+7t9KpR0tKFi/LpSvnSUpKZPFvq0i8XIjYCHslpqqd9NRuUoq4uDRF3B5dP2THn1t4FPaQtq06MW7UVHQ63Vu7F28LKo1CNT627Qlht5Pxz+5AmbpKH6LFhNWHFQCBF6qHavUiC0Zft0sy1O+WFf/sDpm9Yu8BrzJ+ZVIZXwJ6lYq2+3bx283rJJhNhCYn8fGJI6y9d8dquGmWZWJNpr8lKDObzfz8zSQ+bN6cJ2FhuLm6M++nZYwf/d17CcogjSP/7N/rlMjVGoFb59IXVLl1Lt7GgNq6jVZAqxcxJitNrVq98ELao9kk/60vomPHD9GgXpqPmMlkZN8aW8VIWYKDa2P4ZNAITh68ZqVxLFjyC5FREZw+e5LmTduyYfVuenTtR5vu3fn2xhW7Y3184ojNLStZsQIAGrWa3sOGMv6nH0lOSF9a0JAkkStPXuo0a8berVu5duEC186fR5Ikpq1Yzuojh+2CstjoaIZ26cqU4SMwmYzkyZ2fbX8c4IN23d5rUKbRCZw/EMXmeQ94dCuZR7eS2TzvAef3R6FzVLzv9q4OY8nEm2ya+4CkeHOGVCNjikyRKp4UqexBqqc2Pln1tBocgsWcGZRl4p8NrSjyOCWZprt3cDk2hhSLha2hD6i6bRMaMa23SuvuRrcvv2DktGkIosDQLl1oX7UanWrVYtqorylevjxrjhzh8++/+1uDMgBHZ2dGzZjBmNmz0Ts4cv/BXZq0qcXsn79Hkl7vN2k2KgIaptT/vu4YIVmwC8pAoUwaU+wjKVEk1QNUxphsQasX7Y2ln8FT0YV/SlCm0QlcOhJjE5QBhN5MIupRSrq0xjNnT5Aze25rUKbSC8y7ddUmKAO4EhvDkajH1iRa9aqKx5mrqxs7Nx2hQP7CODs7ZyhgYUyRcHBwQBBEXF3dANh/cDcd2nbl5MFrTJkw8x8ZlAGoVCJLJt7kwsEYIkINXDgYw5KJN1GpRLQOIvcuJ7Jm2h2WT77Fmd1R6BwzbveQLDKtPs6Ou49CWdZoBco18iUwp2NmUPYPRCaV8SWQZLFwOirSbvnki+doFhT8N5xRGsJDQ/myT19OHT4MQOmS5Zj1w28EZc32t57X68JikfHOkn4w6emvQ3gupajWCoTdTmLbwlCrQEhgTgca9Ah6p0pab4L4hDgr7ebJk3DMFnO61ZrYCBOypHi/tGjaltt3bjLzx2/p1rsNCfFxuDi7oNPpGDfqW26JERgvn7XbR1hyMuZnJipePr7K8ocP8fb3p3CFCmQ1O3F49Q27QDpPGVeCSgUwpsRsAHo1akyhUqUY9PWodK/r7LFjfN67D2EPFPuIDm27MnbUtzg6OL7yPXobOLnT/jd7cmckRSp7snzyTatKZ/jdZFZ+d5sPhudArRFJb15nSJIoVdeHUnW8kSSFAiJZ5Jf26MtEJv4uaESR8efP2C2PNho4FvmY4p7epKSqLQqCQOn/tXfX0VFdXQOHf/eOT9yFhCS4u1PcHUqRUrQU6i5fXd+6C6VeoFiBtlBDWgq0WKEFCpRSXANxl7F7vz9uMmSYCUUCCXCetd71rk4mM2eScM/d5+yzd+dOtO7cCafTSX5ODnqDAau/v1dxoaqg/8gRNGzRgkenTOHfHTt47qXHWLthNe+89jHh4ZGVMiZZp50VPj2NvzSrxKMxsAQGs8y304+QerQY0HbDBtwUT1iMqUo0h/5vEkd25/v8ypF/C2gWa/a6TuYX5HvsXDtkhQ3p3u1sAH5LO0mfpDicDhVZljEYjKSmniApsSZLF//G+k0rSWpi5p8NnuXyZZ1EUISOZk1a88gDT5OWnsqIG/qzdPFvWK1+F/iZLy6jWeaf37O9Ak5bkcKJQ4XkZTr47etTGTZbVmaQeqSIPuPjyhSROcXpULH46bj2rkQUl+JObRTZHlVT1bvSVkEFTt87Clk2W0mgUDn27NzJmK7d2LJhA5IkcedtD/DVvOWXbVAG2kpgQgN//AI91wz0Ronm3cO8LjoSsHTGcY+qjSmHizm+twCLv3xBB64vFj+rPwWF2iTy0WfvIesVn3ne1kC9lrtfsuIoSVCvXiP+/mcHBqOR3DLNy6MCgjD6uHGKsVjRl3lcURSs/v7uFCCAPL2dPpOreaxsxta00rhbCLmK9rd/ZP9+tm7cSPeBA7zeQ1EUPn/rLaYMGszJY8fw9w9g+jszef2l9ystKHM5fAdNodEmju4p8G6doMLGH9PQGcu/JDqKFRw2reqZw6aIoEy4LKiqSlpxsc+vnSgqchcJOp1eryc4LAz/wMAqGZSVSqhVk8+XLWX01CkArFrzEz0HtGPt+tWVNCKJDgO9g8JGHUO8Mj4MJplNS9PcQRloKdXrv0vFYNZ2Rqr6GSBJUomIt/j8WlSiBVn2/gD+fv7klUkvNCoyHcOjfb5G58gYnCXXWpfLhdPpYNfunSSfOIbRaKRrp350HFSNqIRTC7p6g8TAKfHERMUx46MF1K3TgPkLv6Br555VPigDLV01Pdn3v1n/ID2blqZ5PX5sb6FH77vTOd3zlta/rKoUjBG8Vd2rbRUSYTJj1XtvLvarFodaiUf/V/+4lJzMTEKCQ5k381seffBZr7LrlyOXU2X0QzVo1jWUiDgz9dsGMfbRWtqOTpkft04vcfJwkcdjcXX8uO6eRE4cLOLnOSdI3leIqYpNbo0aNmXVmhUU24qZu2Amaempp/pbldFuQAR//pyO06GgN0j8snoFLZu1ZvjQ0ej1elb8/IP7uX52Pc81benx/RLwXK26fPzqa6SfPImqqqxZupRmbdvy48IF5JdMjDk4MNfRMfbZmox4KJEbnq5JlynRHJcL3a+16PMZ1G3cmEYtPd8jPSWFO0aMZNr/nkdxuWjapAU/fb+BoYNGVOBP7MwMJq0CmlYJTUbWac2gTw/uAYLCDeRn+15oKchxol7iCp0VRafXqqFdDjdywqUlSxIjE31XnOsRHXtFtHExmkw88MILvDZrFoHBwaSknmTk2AG88sazOC/x53PYFGo2DWTIrdWpVstKdKKF3uOq0bZfhPfNsKry75+n+sjJOom+k6rRonsoK+cms2lZGkhUyQXGUnabSvNuYRgtp7VrCTdg8dOxY10WJqvn11o0b8OBQ/vYU5J+7yxWmVSjNjGnLeQ1DA4hIjuHFT8tQ1EUflm9HJ1OR/W4RL6Y+6n2pJI2NwOmVGf8E7UY/WASE56qTWiZHcf09FS++/ErJo6depF+CudPb9DmL13J/xtMEi6HSq1mvs8hWfz05aZuXs4tWYxmCaOlai6mX2oilfEsOFWVeZ26MXLNL9hKErsT/DwbblYGtSTnqmmTFnTp1KPSxlHRSnc7WvQIo3n3MGRZW+E5PdVOVVXMfqfOSJj9dHQYGMlX7xxy500f2JFHbE0L/SbFV5lt+wk3TOGuB6bQtlUHiouLSIyrQ2izIOLq+PHXmkwMRpkG7YJJ3l/I1lWZ7FyXxaj/q86WbZt5/eXpOB0Ovpj7Kd8v/YbUtJNERkTz1bwvwVDIV9d0ZEluFmZZx7DgUBZN/4BPp03jzRdeoFGrVvzz1188M20ae/7+m7uvH8Ptjz/m0VRTJ8u4Tsvl+3vLVuZ//DE33X8/2zdvdj+empzMq488Smaatno3dfKdPPbQcxhPK719MZmsMpuWpbFzXTaKSyUmyUKfiXEgQZ+J1Vg87bD7LIasg2ZdQzFZ9axb4p02U6dl0GUZ1BjNMpknbfy9PgtLgJ6mXULRGyRxdkAAtOrBoxJrsPT4UdamaulPEvBM05ZYdPpL2srlYuvavx/1mqzisZtv5q/fN/Hmuy+xbsOvvP/2DKrFxl2ycdiLFUKiTfSZUA1V1X7e5d1Mm606d9p9h0GRHNiex54/T+0m7VyXxYj7krAG6KtmjzJVO8M09tFa/LUmg9SjxcTWsFK9vh/LPj9OXpYDR7GLpl3D3BUkmzRqTotmrZk1+2P+9/TrZGSm8+azzzPrjimst9vYaSuiW2gEba0BvPP088yZP5NqsfEEB4UwqP9wOrTrxGNP3UeXTj1p16YjqoL7tQ0mncdcb7fbuf3eySRUr0HP7v0q5UdUHr1BoqjAxfKZx8hKsWM0y7QbEEHt5kHE1LASW9NC8v5T5+5ia1owWmSq1bJyfF+hx2sZTDJmP32Vuc85WzqDhCxrf+cZJ+zUahZAtdp+OIrPr07BlUBUZTxLFp0OvSRzID8XP72BKLMFm+Jy93Y5H06nk+yMDGzFxQQEBREYHHxO3//hSy/z8Wuv0bVzT+bN/Pa8x3E5M5pl5r1ygMJcJy16hJGbYWffNu/iIaMeSMJk1fns5XGpORwOWl9Tl6TEWhQU5rPiu/UAmP1kDu/Kx1akEBRuQGeQyct0sHVVBjWaG5i39FWeefR1VFUlvnYg4eGRdO7YnQb1GvHcS49x/92PMWXybYRHhIAKJ46ncPu9k1n9688X9fOEhITx9qsf0qtH/4v6PqczmCW2/5rFHys8qyUGhhoYcV8SiqIiAYdLzj8k1PPXCq5JsP23TP5YceoMWlU/l1geg0nijxXpbP8ty/2YJMOIe5LwC9JfJmdUzo6oynj+ZEnCqtOR63CQUlxEDf8AJLTz01cip9PJhy+/zIy33kZVVUKCQ3nzlQ/o02tgZQ/Ng8EkcXRPAT99kYwkwXX3JLLwzUNez4uIMzPo5vgqn35mssrsWJtJUIQRv0ADqqKyf3see/7I4YbHanmU9l/49VwefuJuZn60kP97/C4sFgsvPPsWHTt2QNJLKGWKdKWmneThx+9h6Ypvuf/ux7j/7kd57Kn7mL/oC9565UMG9h/mM932xMnj3PPAzfzz706++2oVCdWTLtnP4mwYzBKzntnndZ0edHM8EdXMSLJEboadk4eLiEqwEBRmLCk4JbHwjYMUlLS4kXUSg2+JJyTKdFktyEkSyHqJOS/s99jtq2qL6RXhXOYvsWN2lrSdMRfRFiuqqpJXzrmzs3Hs0CG+mjGTb+fOJScz0/14wxYtGHHjJHoOGYLZ4jtnW/DkcqmMvD+J1V+eICjcWG5Fx/TkYqrX9cdZBVLVDAYDb77yITdMGkpMdDVUVUWSJFxOFadDxWCUWTnvBAU5TkJjTHQeFkVWRgF33KL1DZIkCYPByC2T7+SFV59m0Tdzee/Nz7h2yCgAd3ARGhrBnM8X8877r/L6289XeEqPJEl07dyT1196n5joahX62mf1/kj8tSbT6/HcTAe2QhdSydmG6vW05udlD9036RRKow4hZJywERhq0FYaz6PnXmVTFTyCstLHfpmfzOBbL9+zpkLFUkrauOgkiTirX6VmelwKer2e2x97jFbXXMOTt95KRmoaE6eO5KZJt/P4//2vylTic9hUqtf1p/voGLb8kuG+0T5denJxSVXbyp+/zsRhc5FQP4A/VqRzYGceOp1Eg3bB9LsxDk6be4cPHc2yFd9x/cTB1KpRh8ULfsbfv6QdzmkB6D+7/+bXdb/QsX0X3nn/Fbp27snzz7xBaGgYt987iRdfe4rxY26iRfM2mIxGTqQks+ibeSz/6Xvq1m7A91+vpnp84iX8Sfw3vUHi+J5Cn4tnf/6UQd+SVgPWQD21mwfhciruQEVngNEP1SA3046jWCEs1ozLVbnVps+H3iix4ftUrxTM5P1F5GXZsfjpfRbjutKJM2bnyKWqnO/fiaIoTHv+eYa1bsPGVau47dFHWbBuLUv+/IPPly2lUcsWvPrIowxp2Yqdf/5ZoeO+UrkcKqpLpfv1MdRuHkhMDd8BbWS8BZer6ly0unXpxQ2jJ5F84hjXjenH90sXo6gKYbEmfp6bTEGONkFnnrDx3UdHqdEwhMhwLfjJzMqguLiIVi3bExcbj0Fv4J33X2XGFx+Sn5+LwazlqSO5SE45xIZNa4iIiGL18j9Y+ePvACxd8hsnDhZyfH8+c2YspneP/ujLnKOMj0vg0YeeZcfmQ5w4WOjzf8kHCpg7Y0mlBGWlyivAoZS5CXDavScsh03F5dSKgej0MvbLMG1CkqAgr7wbOdslbU8gXB5UtDnsatG2Sxfmrl5Nu25dAfjk82kMuq4bJ1OSK3VcZdmLFRIb+nPtnQlEJZRTRCPBcllcnwwmHasXnuDAjjxQtevzjrVZ7N+W53V2SJZlhg4eiaIoHDi4j8efuZ9tf/2BzoD7rLDdWciiJV8w9sZhjB9zEwtm/0CvHv15Z9orSJLEA/c8zh/r/mXEtTfwycz3GTqyJ/2GdubmO8ahqirzZn7Lzz9urHJBGaD1UnX4vpt0OhVKg3DFpZ0dK9seweVQtVYA/nqCIozYi5Wqmeb6H1QVUo74LnKSeqQY2UerhauB2DG7RFRV5dVHHuGH+V/y6syZdOnX1+PGqVpCAo1bteL2xx7j1Ucf5eahw5j+9Vc0ad26Ekd9eVAUUGwqTruLdgO0HP2y+fxJjfyxBlS93Ot773yYuV/OwGQycee9N3Lw6EO0iJno9TyXU+XA9nxqNg3EYVNY8NUcoqNicLlcHDy8n2++/ImVq5fz5nsv06ZtK3aui2Hfn4WoihZ4fDZ9Acgu/CxaH5eO7bswa87HNGvSElmW6d6lN12u6UFq2knS09MIDQ0lJjquylVi0+m1Ah+KSy05c6hSv00Qf2/I9nie2U+Hxf/sft+lk53eKCHLEsUFToxmHZJcssNWhec6VcVngRPQUp8uhxs5QbjYwiIjeefLL5n13nu8//wL7Ni5jTnzP+f+ux+r7KG5laYoGkwSzbuFsnXVqUwAnV6i+6gYj8rDVZXDppDq40Z71+/ZtOkX4fX4nPmfM2zwKPr1GcTM2R/z9gcv8eIT09i4uJi8TAc6vUTDa3qze8dh/MwhANw08XaGX9+Ho8cOEx+XQFRkDPfd9QhTb7yDkynJOJ1O4qpVx9//4qUsZ2Vn8u+efygozCfAP5D6dRsSEPDf6dVGs9ZrzF6s4LSrVK/vj1TSzLysJp1Cz+r6rSraFCXLoDPIuBxatWCTVYfiUqt8KrskQXSChcwTNq+vRSZYrtrKxyIwu0R+XLiQJbPnMG3RQpq3b+9+XEZCJ0s4SvZrrf7+PPn22+hkHfePG8/izZvxC/CvrGFfVlRVC4DHPlaLPVtyyDxpo3bzQMJizD57e1S22Jg495mHLRv3kZ55guN/+r4QFRdqzbMVRWHWnI8ZN2YyS75bSOeO3WnXpiPt2nTk8UeeYuf6bPZuPpXalnnSxtKP0xjzcE13oDJuzGTuefBmXn1hGhmZacyZP4PZ8z4l+cRx9/clVE9i/JibGDViHGGh4ef82bKyM/ly0Wx+37yOvLxcrBYrjRo25YbRN57zIXxJ0lZQ044Xc3BHLhHxFpIaBeByqbQfFElupoOj/2rtB/yC9Ay5rfo57Y7qjRLH9xWycm6yeyKo1SyQriOjL/jMmcEogaSlfTrOs+n6mUhA8+5hbP3l1Hk5WQfdr4/x2DUUhIvFIMkoqFV6J06WZSbedRfbNmxk7U8/YbN73whWBQ6bSovu4dRuHsg/v2fjF2ygfttggMsiTa284NHl1BbSykpPT2XNbz+zZOFK2rRqz4C+Q5F0TuY8f9h9HXY5VbavziMqLpagOlpBo3ZtOlKrZl2++XYBd9xyP2t+W8nM2R/x0y9L3c3F9Xo9/XoPZuK4qbRv2+mcswdUVeX3zetZ+PUckk8cQ3EphIdH0qhBE/75dyfffv8VNrsNo9GI3W7HavVj+NDRTBw7lQb1G3u9nt4ooarw94Ysigtc1G8bjMVfj6qoDJwaz/JZx7EXaW1zGnYMJrFB+U2zTydJoDfJfPfBqV54JqvMkFsTsAZeWMGY0rm39HdX0WccnXaVdv0j2P9XrsfnjatjJSDYUOUW0y8VEZhdAqqqMuf99xk5ebI7KNNLEha9jtSiYk4WF9EgKBjQzrJJksSDL73I6qVLWbpoEddNmlh5g7/MuBzgcijUaRGELEs47IrPf9x6g4Qka8GcJGnPq4zdkZsn38W1o3vTt9dAxoweR5i12B1klFWnRSD2YhfPvvAo6Rlp3DB6Eg8/cQ+1atZxP8dg0LNrfa7X9xbluyjIcWA061BVqFWjDsXFRXwyYxrPv/wEsTFx3DTxdnp074u/nz+5uTks++l7Pp35Pq+++RxvvvrhWZe/z8nN5tkXHuXrxfMJDg6hT6+B1K1dn4LCAr778RvenvYKvXsO4JnHXz7r9BKDSWbZjGNlqlBl4xeYxuiHamAvVug9rhoup4rLpWIwySiuc0vrUBWVFbOOezy2b1su8XWsJDUOQFFAp5OwF7tKdu1kHMXKGXPfJUlbHT2yu4Ddm7PxDzbQqnc4er1UoauYDrtKi+5h1GwawK4N2VgD9TTqEIIkUeVXS4XLm0WnQ5YkdmVnEWoyEWv1w+a6sIJYF9vlkN5rtylYAvS0HRCJqpTTBLjkhhlFK/moKFSJVDajWYdfkN6dil8qoYF377CU1JMA7jlMp5dIPeb0uUuydVUGcXW015AkiZo1anPo0H4GDe/G9p1b6d9nCHNnLKFGUm1AZc/ef/hi3meMuKE/7dt24pPpcwkOCjmrz7D8p+956fVn+HfPLrp27knD+k1Akli+4ju+XjIfo9HEiGuv539PvYHZbKaouIhlK75jxhcf0aN/Wx596FnuuOV+99+a3iBRkONk0VsH3Rka21Zn0nFIJHVaBhFezcy4x2phK3JhMGntTs42KAOtNczab0569MKzFSosnnaYcY/XwuVQ3cGVw6ZoRdBUFUfxmf9edAYJ1aXy+4+p5GY6qNMyiMQG/hWa9q+q2vnXsY/VYvfmbDKSbdRqHkhUdctlXfr/QonA7BLY8ccf7Nn5N698/jmgrXL7GwwMXfUTO7Oz3I+92KI1g+OqU+hyYTKbGXLDGBZ9/jnDJ064LCaUquRMKy0Go0TGSRsbvkulINdJreaBtO4d7pXHfSm0bd2B/z31Gvc+dAuZWZnceftdNL4mmB3rskHVqi11uS4aFQePPvEQcxfMYPZn3xAVGQN43mioSOX24Sp7IS39nmdfeJQXnnmDcWNu8khbjI2Jo17dhtxxy/18+Mk73H7PJOx2OyOH33DGz5KWlsLIcQNxOBy8++Zn9Ok5wKOvnqqqrN/4K6+++T8GDOvKl19853N1sSxZBznpdq/SwAW5TratzqBZ11CP37XjHFfY9EaJw7vyfX5t5/psajQJoLjAxeJph91NqaMSzAy+uToup+pRUKQsg0nip9nHOfzPqSD7n03ZjH6wBiaLrkJTNOzFCn6BejoMjgQVbMWVs8ggXD0sOh1/ZKRz4/pf3TtlCX7+LO/ZF5datXfPLgeKi3J362WdltK9aVkaB7bn4R+sp+OQKILCjZW+q+ZyKQy9PYFv3jtMYUkhk7AYEz3HVNMWP33wmMPKuXyXthwo5XA4+GH5EpISa7JxzS6vLIz4uAR6dOvLwUP7mXTzKEaM6cfX81f8Z7rhZzOn88SzD3LjhFuZ+fFC9+Lhk889xImUZD587wsOHT7AG2+/gEFv5IVn38RitjBs8EiGDR7Jdz98zZ33TUZRFO6+/SHt88kSP89J9rq3WP9dKnVbBZcEIFoBsPP5/UkS7N3qvSBrL1YozHPiF6Tnt69P8u8f2nP0BomeN8QSV8dPCwB9vKWsk3AUu5j3ygH3uI/sLiCujpU+4+MqdCerdDG9XutgJFlbULxad8pKVa1DJFeo31asoGnbNsQlaaVa/fR63t+9yx2UgfZv4+Etm3GqqvsC1H/kSPbt2kXK8ePeLyqcF71RIj3ZxpL3tW3/ghwnf63O5Jt3D6M3VM4/h0njb+GNl6fzyhvP0rhFLVwhexjzaDyjHqzOqIersW3/j0yYOpKRI0ez9+8TdO/eA71RIioymn0H9pZ5JZVO10ZRu3kg/sGn1lxMVhn/YIM7OPv5l6UAvP7SdCaMneoOyiRJW7Us/QPU6/Xcfst9PPfkq9z/8K3uZqC+2Gw2xt90HUajke+/XsXAfkO9mp1LkkTH9l1YMPsHrunQhXc/eon8oqxyXrFkDAaZ4/u8dxABju0tvPCKTSqYLDqfXzKaZWSdxDfvHnIHZQAph4tZ89VJVFVbVfRSsuJZNigD7aZjzcKTyL7f7oKU3siVN9EKQkXSSRKTywRlAIcL8nli259YdBfhD1xw0xskvnrrEDt+y6Igx0nK4WK+fucwOel239ejS8jl0BalRj+UxLjHazL+yVoMvb06LqeC3iC7GygbTBLRUdEA7C+Zw1xOlWq1LNRppfX0LLsW3axLqHteUlWVjZvWYjaZWTRnqUdQJuvwuL4mJdbk6/nLKSoq4uEn7jnj2H9Ytpgnnn2QN1/5kOeefNUdlK1cvZzPZ33AjI8WMHjAcO667UG+nP0Dm7as4/vlC5F1pwY6aMC1THv7c15+/Rm2bivt+amSedI7dVZVwFZYMZWS9Ubf9y56g8SBHXnuoAy0wGfZjOMU5Dgxmnx/n04Paxad9Aomj+0ppCjfeVH6fdqLFWyFl2cRk4omArNLIDcrm4joaPd/u1SVb44e9vncDWmpmEomttLvycnyvnndv3s3Py1ZAlDlijRUZRLw+7I0IuLMWPxPXcEzTtgozLs4FxzAPRkZzdrkdPrN+ajrxrF14z5um3of99x/O3E1QkioF0x8jVCysrN47akvOLg6mi9fOs7CNw6SddLGHbfdw69rV3Lk6CH0BglUCVuhgtlPR5cRMfQYE0tQhIHr7knyOHP16czpxETHMnrEOPcPxR7g4pilgF/syZy0FuLwPxXx3DjhVpo3bcXnMz8o9/N9+8NX7Duwh9mffu1OGdHpPT9zaVUuq7+JD6fN5PbRr3J8txO9UdLG74PLqZZfqay62V0S/3w5HSqxNa1aWtBp2vSNwFbo8plWsm9bLnnZDnz905NliZx0u8/3yzjpuwKVIFwudJLEgfw8nD52xb47dqQSRnT2pJJ/sD/8uJh/du+s5NGcO0mG3Ew7kqztRJXdRlq3JNXn9aii3rf0Wq5dz8t/I5eDkjQ5SWv8bFfRG2TWLDrBZ0/u5fMn97L2mxRi46Lp23sgc+Z/BmgLYdmpDswWmbjaVkbcl0RsTQtNu4SQ1DjAfb5p8XcLKSjI58Vn33IX+JCMUBDk4HcllT/UNAqDHMhGbTyhIWE8/8wbfPvDonKrcSqKwv9eepxbp9zjkRliMEvUqp3E5vU76d6tu9Z3S4ZOna9h3scrifPrSE5GsVbUo+R3MaDvUDpf04PPv/jI/TqBYYbT3xKk8hcFz4WqQsue3ufAgyONmCw6dq71vfh55J98bEVO3wuFKj6DSdAyWMoGo0LFE6mMl4DRZMRuO3WjJksSUWYLB/O9e27FWCzuVUi7zVby/ad6rqiqypLZs3n1kUexFRdjMBi5fsSEi/wJrhAlzQw7DIwg7biNkEgjTofKL/OSsRUpFOY6CY40onpU6tNu3nV6CZDOK+/ZYJJIPlDI2sUp5Gc5qVbbSs8xsegM2iRWKigwmJsm3cYtU28HScVe7MJo1oEkMfPpfe6D1XlZDhZPP8L4x2vRolkrFi2ey/13P8q85/e5U+t2rM2iUYdgRtybhMtxqjrTxt/XkpqWwjOPv+x+X3ugi1v/XMuPycfcj41OqMHLjdpgzNOu2hPGTuX/Hr+Lx/7vOZ/VrmbO/ogRw8YQERGl/ewMErZiFyvnJpNyuJjgCCNdR0YTXs3EiQPF/PDpUffOzualOVx7ZyKBYQavVA6XUyUs1kxYrImM5FMThdEs06pXOM4KyENXXCqjHkjip9nJpBwuwi9QT8ehUYREmbAX+85t1RvkcvueKS6V0GjffZJia1jR7qbEqqBweVJUlRCj77/vKLOlSv9lD7p+NBtW/sKBQ/voO7Qzzz35CuOun3zZHBUwGGXkQD0tuofhcqlExlvYuiqDvVtyyc92eJ79kbTno6ooipaeprjUc06jlnXawtnqhSc4sD0Pk1VH6z7h1G0Z5HPRSpJKil0o4HSqGE0ym5ansf8v7X5HBfZsycXpUHj26Zfo3K0Vr738Duu/zeWfTTnu19myMoMxD9dAp5c90jpfe+t/BAQE0r/vEEDLWthFFv1+XObuzxdgMLCyR38S1QBcDpVOHbtRPS6x3Gqca35bybHjR7hp0m3ux0xWmW2rM/hrjR6X007dVil0HKLNb9+8d9g9H+1cc9SrIfLEsVO45c7xPPXYi0RFR9BtVAxL3vdctCi7C3ghHDaFhu2DUVwqW1Zm4LArJDX0p9uoWJDUcoNog0nmxIEiEhsGYHed9nuUIKaG1f07KyssxlylWg9diURgdgnEJSXx0+IlOB0O9AYDTkXhqabN6bdyucfzYi1W6gYFk+fQ7tZ3/PEHRpOJiBjtPFF+Xh4v3Hc/K775BtC26T94dxZNGjW/tB/oMmU0SaxecIJ9205dbKKTLPS7MZ7F7x8mLMbkDmx0Bom8TAfLZhwjP9uJ3iDRslc4jTqEnFP+s84gkZViZ9nnp9JRj+8tZP6rBxj7aC1cp/Ux0RslstPsLP3smJY+J0G91kEMnBLPtx+UubCrsGNdJnO++JKvvlnImoUnvM477VyfTcte4e50hIzMdG69ewJ6vYEbJ9yqvZ9B4pfMFI+gDGD+4QNMqFGHlvpwXE6Vgf2Gcf//3crGTWvp2b2fx3P37NvNn1s38fpL77sfk2RY8NpBd0CYnWZn8bQj3PhcbX6ac9wjLlEVWD7rGCPvS/L5M3TaFIbdkcCB7Xkc2JFHeDUzTTqFoihqhRxCdjq0Fd2BN8VBSeliFW3CM1l0BEcayU713AFr3CmEQ7vyCK/m+wZVp5do0inEo/mz0SzTeXi01+9cEC4nKhBqMtIgKJhdOdkeX3uiSfMqvebQbcAAZqxYxiM3TeHI/v3832N3sXbdal57cRqBgUGVPbwz0hskCvOdLHrjoPtaL8nQb2IctkIXwRFG5DJNqE0Wmd++PsmeP3NRVQiLNTHwpnh0enCdQwad3iDx1TuH3NfA4gIXv32dgixL1Gwa4FWpz2iRWTk3mYM7tbO7fkF6eo2tRsYJG8f3njorfGBnPl1H1mbI4KFkZebwzybPc1L2YoXfvkmhy3Wnso1mfPEhBw7uY/KEUwFUvsXB6JW/eDRNz3M4uGHdKlZ07ofZoUeWZa4dOoqfflnqMzCbv3AWfXsNIjoqFtAWU//8Kd2jbcE/v+dgMMqEVzN7LBKC1hA59WiR1ujZodKzez8kSWLL1k306tGf0GgTNzxaky0r07EVKTTpFKJVi66gs1S2Qi04a9RBy1ZRVRWnQ0F2SbTpG8E373lmaBmMEpHxFooKfBdbcTpUOg2L5uieAo8FyAbtg9EbpQqvzih4Ejlwl0Df4cPJy8lhzbJlANgUhQQ/f5Z060Xj4FCCjUZGJdbg5979sZe5uCz6fAa9hw3FPyCAXVu3cUO37u6g7Noho1nx3XoRlJ0lWSeRlWr3CMoATh4sIuNEMYOnxnvcT8gyfP3uYfKztRnM6VD5/cc0Thws9GqUecb3lWHjj6mY/XT0HBPLiHsTufbOBPpPjicnw16yE3eKJMGS908VmkCF3ZtySD9eTPV6npWt7EUKxZmBTBo/lZOHiny+f1aKDUmG9Rt/ZfDw7kiSTEL1JHczacWgMu/wfp/fO+/wfm3FFTCZTAQHh5B92o0YwNFjhzEajdSpXR/QVuL2bcvzWRUwP8vpc6cpP8v3BAFaxTFbodaEtcf1sTTtHIrDdha56BJntSIp6yR0eomCXCfpx0sm3JIhupwqw+9KJKG+9rM3GCWadwsjJslKXC3vSmOlHDaV1r0jGPVAEi16hNJ1ZDTjHq+FJEsXfi5OECpZkdPFkm69uKlWXUJNJuoEBjGzYxeuiYyi4Fzu+itB3caNmb3yZwaOHgXAdz9+Ta+B7cucCaqaJBmWfX7MYwFOVWDl/GRa9wmnTd8I7CUFNgwmmT9WpPPvH7nuxauMZBuL3j50zk17iwucZKfaqdUskOF3JzLszgRG3pfkcR65lMEk8+fPGe6gDKAgx8mPnx6l7el9zFTIy3Tw1qufkJvu+6J44mARqgqZWRk8//ITPPb0/VitfrRt3cH9nDyXg5NF3vPf3rxcCjn1txgZEU2Oj/kLtDmscaNmp4amqh6LaqVkncTBnd67SAAHduS5U/L1ej2BgUHk5mnBptOuZd10GBxFt5HRBEeYziooO9uN3NJy/GnHiynMdyJJEhLa/BUSZaTX2FisAVr2S2S8mUE3V+evX9OJrO67V5iqABKMe6wW3UbF0KJHKCPvT6L9gEgRlF0CYsfsEggKCaH3tcP44r1pdOnbF73BQKHLRa2AQBZ06Q5o17dClwul5Cr695at/L56NZ8vX8ac6R/w7jPP4nQ6MJstvPTcW4wcPvaySb+oCgwmif3bfF9Qj+wuoF7rIIoLSnqgGCWO/FvgsyfL1l8y6HfjOfThUrV0jsE3V+fXb05y8qA2gRgtstfqpc4gceJgkc/KkLs359C0SyhHdp8qKFGzaSA/zznOkNsSCIs1k7y/0Ov7dGYbvQZ04+9d2xnU/1patWzHJ59Pc39dViUSrL4DjJr+AR69sGw2G2aT2et5LqcTnU7v/nuUJCgq8H1zVno4+/TPaDTL6PRaqfvyaBPCf08KOoOETidRlO9EUbQmzC6X6jOQk6SSFeG3D5GdZnc/1mdCNWJqWHHaVVRFpff4atiKFIrynZw8VIQ1QId/kOGMk5TdpmC26mjRPRylvLLXgnAZcqoquQ4HDzRszP0NG6OdKIJ8Z9UOykpZ/f15+r33aN25My/e/yBHjh5i0IgePP7Qc0ydfGeVPLetuCArxfvsqq1QwS/IoAVsJZcjSYKd67wDi4IcJ7ZCBfksz+ZKEjgcKg3aBRNb08qS6Yfd6eaJDf2p1SwQBy6P5/+9wft97cVa2xqj5VQKeFSCmfTjNrb8ks7AKfGsw7s6bniskdVrfmLsxBGEhobx6fR5PPLkPRTbTp3Vteh0PpPDjbKMSTp1gMpms2HyMX8BOF1O9Do9KaknmDP/c4ZfOwKX0/tnlJflICLO7BF4loqqbnHPa6qqUlhUiNVqdX9dVSg3/f10BqOECuRnO/AL1GtVEsuZa/RGLVhcvfCk+4cQHmti6B0J2AoVHDaVhAb+VK/vT2Guk5x0O5kpNjoNiym3qjBo7RdcDpWkRgHIckC5rYeEilf1rj5XqJvuv5/jhw/zzJ134SxJVSxyuShwOilwOsl3Ot1B2cE9e7hv7Fj6XXcdO//4kzefeAKn00GDeo1Z8f16Rl03TgRl50hxQUi00efXgiON3sFQOTly6tnFBqdI0GFgBDvXZ7mDMtAu0N9+eASPJUcVrx20Ujq95A6SZJ1E2/4RZJwopjDPxeblaXQdEe11iDeuroktOzbSrXMvNq7ZxQfvzqJBvcYcO36EEye11EpnscrtdRpiPO1GxKrXc33CqabUe/f/S3ZOFkmJNb3GFhoaTlFRIZlZWpNjh12hdnPfZYlVVfV5ULn9wEgqIgdK1kmgwpevHWDuSweY/8oBZj+/D3uRC52P89d6o8y6b1PcQZk2Rlg+67h7tVJRoLhAQaeXCAgxULtFIBZ/wxkntVKKolVovJp7sghXJhUtECtwOiks+f/LzYCRI5n9y0rqNGqIy+nkmRceYdzka0nPSKvsoXmRdfg+L1RSTff0hcRy07zPIf9bVSEg2ECjjiH8PDfZ4wzwob/z2bUxG4NJ8vgGXTmFIfQGyV0OPzTaRJfrYtj8Uxo56Q5MVp1XRoisk2jQRc+Cr+Yy/d2ZbPptN317D6JGUm3+2LLR/TyrS88YH/PSzbXr4ec8ddH/c+vvPucvgNCQcNZuWEO7zg1Z9M087HY71WpZvZ6XcriI+u0DMFk8fw9+gXpqNA5wX+e3bttMfn4e9es28vl+Z2IwyexYm8XnT+1l4RuHmPH0PtZ9m4rR4vt2XVVh9YKTHtNnerKNLSszMJi134WtUMFRrGAN0BOdYKFm40BsRUq5DcHLctiUkuee80cRzpMIzC6RagkJvD1vHhtWreLmoUNZu2IFLpfnX3p2Rgaz3n2Pyf0H0LBFC554+y2O7N8HQOtW7fn+m9XUrlm3MoZ/2XPYFGo2DcTs5xm96PQSLbqFYS9z4+y0q1Sv64/k419Hs26h5xQ+OGwqEXEW9m7J8fqa066Sm2F3v4/LqRJV3YLBR6pky55h1GwSwLA7Erj2zgQKcpysW5IKQFGBC2ugnnGP16JxpxASG/rT/8Y4+k1MoHPH3jz5+LPUqJkAQLs2HUmsXoM587WeeqgQYjOyvvdgukbFEGYy0S82jg29BxNYdCqQnTn7Y5o3bUXDBk28fyZNWhIdFcOCRbO1l1TAbNXRcUikRypGvTZBBIQYadIplEE3xxNf14+E+n4MuT2ems28zyqcD50Bln5+1J2CClpgtGT6EXQ635c7XwecVUVbnS4brzrtKg6b1pjzbCY0QRCqvsTatfh82TJG3jQZgF9Wr6DXgHas3/hrJY/sNBK07u29qNWgXbDXQq0KNGwf7PVca6Aes985JkpJkJ1q87lu9veGLM/zwpJEs25hPt83vJqZwbdUZ/jdibTuE66d384qOSpgV+g9rhp9J1YjsaE/TTuHMP7JWsTFR/HeG58xeNAQTBYtyLph9CS+WjyfvJI0QV2BzItNWvNMkxbEWf1I9Pfn1RZteLBOEyhJIklNO8n3S7+hQ7vO/LZuFX9u3UR2zqmdvbhq8axas4I7b3uAtSv/om7thvQeX42g8FOBndlPR9/JMTzxzEMMuD2UZl1DiUmy0KRrAKMfquGRuj9j9sd06dSTxIQa5/ajlqEwz8HmFekeP9d/N+eQcqjIq3qxTi9x8qB3pgxovc3K9oVTVW3n0mFXPe53hKpHpDJeQg2aN2PGsqVMf/ElHpgwkajYWJq0aYPZbCYzPZ0Nv/xCSFgY4++6k3G3346uTD+Y+GoJWMy+y4YLZ8flVBjzfzXY8EMqyfsLCY8z03GwVmXp9ElHVWHY7Qksm3GMwjwXsk6iRfdQ4mr5+axEdSaqAkazDofde0VZb5Q9FjAVl8qI+5JY+vkxslLsGIwSrfpEEFfbD0VR+faDI1454a16heN0qKgKtOkTgazTgopZz+7DVqQg66B5tzCadQ3DXgzjx07hvemvMWn8LYSFhoNNIl7nx+wWXbHLCkZFxlAku1fITpw8zoKvZvO/p17z+fn0ej3jxkxm5pyPmXLjHeh0Ohw2lXptgqjbOpjCXAcWPz2SrAWfsk7Szmr1CMIvRMbPz1JuM9Vzpbq0PmOnK8hxljMZqfgF6b2KewBY/HUVUlxEEISqzWQ289BLL9G6UyeevetuTqac4Lox/bj3zoe5765HPebiyuIoVqnfLpjAcANbfs7A5VRp0imEmk0DveYkh02hTb8ICvKc2sKTqmWGDLq5Oq4zpIv74nKo5QZzBpPskfThKFZo2C6Y4nwn23/LwuVUiYw3u9P/D2zP9SioARAUbsBg0mErUoipYaVabT8MBonlXxzn4A4tZTA4wsjgW6qj02vl6J987iE+nTmde+74P20c2TpujW7AuLjaSIC/04AzR7t4Hz5ykFvuHI+iKDz57INIkoSqqpiMJgYPvI6B/Yey6Ou5GI0m4qolIMva3CfLMOLeJLKz8snKzCY2LgKdzsi9dzxMbk4hsbWDSGxqJDTSiuI8Ve3yn907+fb7RXzw7qxz+jkDGE0yO37L9Pm1neuz6DE6lrI3K6qq4hfo+3fjF6i/aO1/hItLBGaXWFxSEs9/9CH3pjzL919+yeG9e8nPyyM8KooXPv6Ia3r3dhdmECqWywGKpNJ+YCSqquXDO8uUki/L6VAJijC6V8JKV6rONSiDU+l7v3590uPxgFAD1gC9R96206FitOgYdkeCVuJYxt2wWG+QGH5PIvu35RBfNwBZByarjoBgA0X5WhRlL1bQGSQWvX3Iff1WXPDnzxlEJ1mJTbIwdfItOJwF3HzHWGZ+soCQkGAcDgVdgUygWY/iVCjdzE1LS+GGicOoV7chQwaOKPczjr3+Rj785F2efv5hnn/2VfR6meT9hdgKXVqKinSq7cC8l/dTmHdqt7h133Aadwg5q9TA/yLJp8pCn06vl7x+16oK7QdEsvRzz6qUodEmLP56kVMvCFeRbgMGUK9JEx67+Wa2b9rMG++8yPqNvzHtrc+IjTmHs8UXib1IISbJyoApVi0eksqZk1TtuV2GR9P52mgUl4rOIGvl8s+xga/LqRIRb8Zkkb3eq03fCK/FK1uRQvPuYTTvHoaqgKSTUJwqtkKFlr3C0RskAsOMBEUY0RtkgsJOpYU77SoGk8TqhSfdQRloVX2/eucQYx6ugb/OzJKvlnPnvZOJj0tg1MjrkWUtXS+wZFetNPti7pczePDRO1AUhYljp/LQ/U8SHBRCUXERa377mRlffMyEm0YQGBDEDaMn8fTzD9OqRRvq1quDrdDF8X2FBEcacVHA8FETmT3jK07+a2Dz8hxKt+OsATpGPVgDSYbdu3cxZuIQevccQO+eA87p5wzafGQtJ9CyBui8ctwUFwRHmvAP0bt3H0t1GBQpCk1dpkQEUEnCo6KYeNddlT2Mq46qctYpc2Xz6S8kzc5hU6ndMhCnQ+GPn9OxFylUr+9Hj+tjfVZEcjlU93HqssmuTodKUJgBo0XPDx8fwWFXCY400m9SHCY/HS67WlIRMddrBzAo3EBQuIHta7M48k8+HWpP5obrJ4Ps5Ov3DrkPlfuH6Ln2zkRsjkLmL5jDu++/RkR4JDM+WoDJ5Ls0PGgVrz77cD4PP3En2VmPsfSjTI+Dzj1viCWxoT+/LjrpEZQBbF6WTsN2wefyIz2jxh2D+etXzwPoCQ38fDZfddpVYmpa6D85jg3fp1KY56RWs0Ct+pRdzGqCcLWJiY/no2+/5cOXX2bGW29rLUIGtOftVz+kV4/+Z/xep9PJz78sZe/+fykuLiIwMJiunXpQt06DChvf6b0ey3P6XHemwkr/RXGqjHqgBj/NPs6Jg0VY/HW0HxhJVHWLz8Urj/myTCDodCg06BDC0k+PkXq0GFkn0ahjMG36RrjnQgnY4yP1v0mnULJS7PzxUzpOeyAfvf49xqB8/v49lT+W5aC4tMXW5t3DaN4tlGeff5q333sFSYI3Xp7O9SMnuF/LarHSr/dgenbrR9M2iRQVF5Odk0WLZq34d/9OMvYFsfv3U+X7gyNMfPzhTHJz89i83DN1sDDPxbolKdiDt3Pj1Bvo1LEb77zxyXkVkLEXK9RtFcTGH9I87w0kaNkzwudZZZdTZeR9Saz7NpVDO/PwDzFwzdAogiONooLiZUpS1f9O1snNzSUoKIjVBw/gH+DdXFa4OFwuFw+MG89vK1Zw7ZDRTHvrs8oeknCWDCatCAUyJZX9wGjW6rerqKBKuBzKOa1o6Y0SJw4WevREK318wpO1sRcrGEwSB3fks2rBCY/nDL87kRVfHCcv81RHa4NJZsS9iSx4/aDHTlJQuIGo1oeYNGUsY0ZO4L67HsFaUrlRb5SQJEkLWnxcObJy09jyvYPkA56Tl6yTGPdEIl++euRUK4AyBk6NJyzGXCFnt0xWme2/ZrJtTSaKS6so1qZvBPYipdzURI8D7JT8zsScVqXk5eVSp0k0OTk5BAb6Li5THjGHCedj4+rVPHXbbWSkasVApk6+k8ceeg6j0bOQVG5uDp/MmMYXcz8lOzuLenUbYjZbSM9IY9/+f2nfthNTbrydfr0HV8bHOGeyTqtuqyollRltqrutCJSkm6jqOd/4G80y8185QEGu5+5O2/7hNGwfgsOmYjTLzHh6r0dgktjQn8SG/lqRizKadA7BZNZpZ7LK6DzGjxum9kZVZF55/h06tu+ifS6ZUzuHTpW/d22n54B2zPxkIVNvG8t7b31KhzZd+WG6dzph+yFhGP1crJmb7fU1i7+O2j1T2bHjb64fOeGCUl/1Bgl7sYtf5p/gxKEiwmJMdBsZQ0CIwWd2D5Q29ZYpnZRV9ewDeOHSOJf5S+yYVVFpJ07yxK238sfatQBUj0+o5BEJZ6O0ctauDdns355LULiRdv0j0Rkk7MVlSzqe30Vzy88ZXo857SonDhYSGW/BYVNJbOSP/JWW5uAfoqf9gEisATq6johm18Zsd7ELh01hx9osajcP5J9NJSuUEuRkOOjVsBVbNux1l8fXAjI4sjsfe7GildDVSV4X/6jIKJIP7PEao+JSsdkcBEcYOVng3XMmINSAqlTMRGIrVGh8TQiNrwkFtEnKVuQ7kCx1ISuLeqPkLj9tt535fQRBuHy069qVOatW8dTtd/D76tV89Om7bNy0lg/emeWu8Hc8+RhjJg6hsLCAm2+6m1HXjSUkONT9Gjv+3sbM2R9z8x3jmDT+Fp5+7KUqXVVZb5QoynOy8cc0igtdNGgbTI0mAdiLlDLXyfO4yElQmOv0CsoAtq3OpGGHUEBFVVUatA9mR0kfsVrNAukwOJKCHAfXDI1i66oMCnK019jxWxbX3ZPoEZhJEhzbKTNh3GRuGn+39rOWtPNb+dkOju3NJTzWTHg1MzaHdh65R9e+jB45ng2b19AooZfP4R/eWUSHIaFAttfXgiOMtGzRjqaN2p77z+U0ToeKwaSj343xJfGvtrBbXlAGpbuj57cjKsklZwVVym0rI1xaIjCrgtb9/DNP33EnWenaxeb2m+/jvrsereRRCWdDb5T5+t3DZJ7QGhWnHC5m37Zcxjxcs6Sk8YW9fnk7Si6neuqgrwrX3pnIpuVptO0Xwbolqfw0Oxmzn44W3cNIbODPynnajlpmio3YGlYi4sy0HxiJ3iAhyRJBIUYtpdKpojNI2ApdHjtrv36VQu/x1ahW0+oxYaiqin+w3qMqYik/Pwudro1i4ZuHPOb1qAQz1go+z+UZBF8ckqxN9gd25HFgex5hsSaadglFURCTmyBcIcKjonh3wZfMevdd3n/hRbbv2ErvQR145fl36dalF9dPGExIcChLFv5McFCI1/c3btiM116cxtBBI5gwZQQWs4WHH3j60n+Qs6A3SmSl2Fg87Yj7sZMHiziwI5fu18fiKD7/65oEHn0xy1Jcp2qIOOwqbftF4ChWiK/rR16Wgy9fO4CtUKFabSsDJsezcn4yGck2bWfIoc19rfuEk9ggALtNq1JcN+86dwBsNMmsWnCCA9tPVeANjjQy8JZmyLJMUVEhE26YwuTbRnHfzS/4HKM1UEdIuJXI6mZSj5QpMCVBp2ujPSogXihXmWIiF5PeKOGwKWz4NoXiQoVGHYOJiLecdb814eIQ5fKrEIfdzttPP8Pdo68nKz2dsLAI5sxYzOMP/w+DwUcTpiuU3qhV7TOaZa/eXFWZrNPKCpcGZaUUF6z/NqXcHmVnS5KgcadQ78dlqFbrVIDkdKgEhBjoPbYa33901N14urjAxfrvUnG5VHePlup1/TGaJbpcF83Kucl8/e5hvnr7EAtfPwiSloIoy7Bi1nGvFbtf5iX7/P10ujba67GkRv6oqoR/kIHrH6pBUiN/IuPNdBwSyaCbq1eZ81w6vYTBJGMwShjMku++QSUMRpkl04/wy/wTHNqVz58/Z/DF//YjgaiGJQhXEFmWmXj33Xz83bdEx8WRn5/HbXdPZNio3tjtNmZ9usgdlEkyGMyyNo+VSZG+pkNXpr89g7envcKefbsr66OckSTBmkUnvR4/9HcBrgtMjVNV8A82ePUAA620v/vVSzIcOg2PAhU2/pDmrtp7fG8h339ylE7DtGrKeqOEySLTe3w1CvNcLHjzIIunHWHeSwfI2OePwSQh6yA30+4RlAFkp9rZv6WIwYOGsG7DGurXa4RBb0bvV0RgmOf9liRrvTbtdoXBt1Snw6AIIuLMJDb04/r/q4FfoP6SBFJnw2DW7p0MJm3+Ku8eSm+UyE61M/uF/ez6PYcDO/L49oOjbFqa5pXaL1xaIjCrIo4dOsRNAwfxxXvvAdpFfOWPG+nepXclj+wSkrTzQUf/LWD5rOOsXngCe7GC3kdfr6pI1knuIhqny0yxX/CZJYdNpWbTABp1DHbf+Jv9dAy9LcFrtU5xqWSl2NzVGsv6a00mdVsHERxppHaLQBIaBPDT7OMeKSa5mQ5+/PSoFkyqWsPK0zkdKsWnlbl32FRikixce1cC1WprO3Gdh0fTY0wsDruiVZ00y3QbFcOAKfHUbRWErVCp0NXG86UzSDgdCt9/dITPntzL3BcPcHBnHkaz92VS+13bSDvmWZrfYVPYtCwN/RkCOkEQLk9N27Rhzqpf6NpfKwKy+9+/KSoq4sQJ7dyvrqR67/pvU1g24xh7tuRissruXpW9ew6gedNWzJr9caWM/79IkuSzdQhAYZ7zghecXC6V4Xcn4h98KlkrqbE/rXqHe6bilZyROv3sGGjpkA67itlPR7eRMRQXujD76di57lRPNVWFTcvSKch1YjDKHP6nwOd4Du3K5/qRE5gx+yMAQkPCWPTVfEbel0TLnmGExZio2SSAsY/WRK+XUZxaqvyx/I0Uhf9KlxFRGE3yGdMMLyWTRWbn2ixmPbePz57Yy4ovjiPLks9FYUmCX+YneyWW7FibJc5XVzKRylgF/LF2HfePG0dBXh6yLPPgvU9w560PVIneKZeSwSSxck4yB/8+VSZ3/195XHtXAkFhxipz8SuPy6ESU8Pq82sJ9fyQ5JKD0xfAVqjQpm8EbfpE4HCoGE1aeqTXz0aSym0i6bApxNawEhhq4Ot3DtF7fDVy0h1ez0s9UoyiaIe+rQE6r2qKoB3mPv2cmcOmEhhqpM/4au62BGX7lCmu8lMyK5NOJzHntYPuG4TiAhervjxBULiB8GpaYRJtepNQgdSj3v3SKHm8os7LCYJQtQSFhPDqzBk8dfvt/LhgIalpJ+kzpBMzPppH1069mfvS/lM9IA8UsXtTNkNuTXCnak8cN5XHn3mAR//vOawW3/NFZVFVldhaVo7v9SzeJEnaOeALrfLncqgYLTKjHkjCYVfR6bTUebuPM8CSBPZi37n/kgRDb6vOv3/kkHJEpTDX9/N2bcym/cBIwmN9VxQOjTYRU6suq3/9mc1/bqSwqIDiIju2IoWmXUJp0jkUSdLGXTrH5uRm83+P3sfggcNRBladBTiDSeafTdlsWnYqmD22p4Cv3j7E6P+rgdOuuOdjreiY5HPeB23u0xuqzme72oiffBWw+IsvKMjLIzoqhq/nr+CeO/7vqgvKQFshKxuUlVqz8KR7xbEqU1Vtx69B+yCPx/2D9bTq7bvU7flw2FSt74uqnaXyFbAqLpWIOLPPNIb6bYPZtTGLxdOOkJ/tdBeuOJ0klfRRU1WuGeadnli/bVC5K6gup1axy2k/98pdlUGnlzh5qNDrdxQUbsDir2fZzON89sReZj67j62rM5B1EFPDd8P3arWtIpVREK5gkiQRGh5B0zatqV6jBnZbMXkF2axbkuJ1jjj9uI3cDLu7XUeXTj3Iy8vl2PEj3i9cyVxOlR6jY72yBDoOiaywXRSXQ5u3SgtaOGzlVMuVtLnqdLJOIizaxKK3D7F1VSZOu+ozqwHA4qdDcWoLpgGhnumJOr1E6z4RxERWZ8yoiYy/6Tp2/bODenW11gZl56/S6sm5uTlMnDISg8HIbVPvvZAfQ4WTJJU/fRQHa9ollH1bc5n70gE+f3Iv304/gr3IhU6Pz4BVkrQqk0LluQxud698rpJuvgP6DaNt6w6VPJrKIcm4Ky2dLjPFVqWrWJXlKFZp1z+S6/+vBh0HRzJgSjyjHqyh5Z+f5cTmPudkktz/OxOppAn16VQFBk2tjqFMKmh8XT+adg5l2+pT5YBPHi4iob6f1/fXba0FmA6bSlxtK8PvTqR6PT9ikiz0HhdLxyFRFRp0VeavWCsJ7R04XzMsmh8/Pcqxf7VUGKdDZcvKDLb/lklIpElrnl2GNUBHyx7hFdIsWxCEqqu4qIiwqCgGjbke0Ho5Zp70TvkGLZVd1mkXOKtFu2YUFvpOr6tMigtkvcS4x2vRe1w1rhkaxbjHa1GnRdA5lV83miWMZm3uMpqkMy+sSvj8uqNYpXn3MOJqn9pVNJhkhtwaz/ZfM93j2f9XrhbAnTZ/yDpo0D4EW7GCy6Ey6v4kWvcOJzLeTP22QYx7vKY7A+Kl596mWkwcLpeLdRt+5fCRgx6vlZ+fx8zZH9F3yDWkZ6Qxb+a3Pgu9VO5tioTztLPaYTEmrIF6fpl/wt2mJj3ZxoI3DqK4tP6ipX+Xpdr2jxCFhSuZSGUUqgRVQTtw6yPbr1pN6zmv1hlMkse2/aWskuewaY2e67YORlHUc6pwpDdoVZJWfHGc1KPFWAN0dBwSRXxdf6/AQWeQkHUSOWk2TBYdFn89TofiXrF1OlRCo02Mf7I2xYUuDEYJWS/hcioeq7qblqUx5JbqWAL07PkzF0mCRh2Dad0nQiszX/KZAkIM9LyhGqqqpfTZCs/ucxmMWrni0v5np58nKy03n5ftwGSWMZp1OO3n1uPtXJUGu5IkoapaBaxqtf08/v4kWcvZ95XusW1VJo07htJrbDUyThSzf3seEXFmajQKwHkOQbggCJcnvwB/Du451Rrk3727aFK3ITnp2V7PjU60uItDZGVri2KBAUFezysl60Cnl7Vr7Rn6Rl4MLodWMl3b+ddu9s9loclklflrTSbbVmXgsKskNPCjx/WxuJyeKeySrBVQshW6KMh3Ehxh9CoLby9W6DM+DpdLG4PZqkOS0c6TlbAVKezenM2AyXGs+zaV7FQ7YTEmmvbRc/jIAeJiktxVDht3CqHRNSFIUmmvypL0xJwsMjLT6NdnMKt//ZkPPnmb5k1bERYajiRL1KiZSEx0HLffdg8Del/rEZSVfg67TaG40EVAiAHF5TuTpaJIMugNsrucvkalbusg/l6f7X5enZZBHj+rUk67yrG9BcTX9WPCU7XYvSmHogIn9dsEY/HXXRZZLlcyEZgJVUq7/hFs/CHN/d8Gk0z30bG4nGd3ly5J2s30P5uy+ef3HEwWHW37RxASZbykFxst+NBy6HU67eb/bJoWSzqJL1874J4IC/Nc/DQ7mWF3JBAUbnRP7nqjROrRYpZ+dtQdZIVGm7j2Tu0sQ+n7OB0qOFRkWcLl1FJVDCaJWs0C2bctFwB7kcLiaYcZcV8S1wyJQlV99/461xK+kqSdQTuyu4Ddm7PxDzbQqnc4OoPkDpR1Bon048Usm3Gc0GitRL+skxh8a/X/7D12vgwmieP7Clm3JIX8HCfV6/nRfVQssgwDJsezYtYxHHbthqi8NM/SSdderBAcYaJtPzOKC3cgKwjCla1lx47Mfn86jVu1AmD58mXcNO82DuzIp7BMIaX6bYMwWWV3qfnvfvia2Ng4qscn+nxdvUE7H7xmUTI56XYS6vvTqlc4TselKaFeSlVA0mmLjKqqnlXTYqNZYsfaLDYvP3XO6fCuAr5+9zDD70rEXiYwM5plvv3giLv0vCRB9+tjqF7P3/0+qoL7rLQsS9iLFa1C4qAo9m/Pdwd6f6/Pxlbk4rp7ElEVUBWVF197hpmzPmPerCU0atAU8N2vMj09lRtuHEZkZDTvvv4JFouVTX9sYO36VdSomUTv7gP5Z30xBdku6rQMIirGH3vRqTnWaJb54eOj5Gc78QvWk5vuoMt1UUQnWS9Kk2edXqs0uWaRVv7f4q+jTb8IajYNpP2ASLJO2kk+oJ0RNFrkco9QOGwKLqd2X9KgXTCSrM1nIiirfCIwE6oMp12lQdtgajUNZP/2XPwC9SQ0CDinpod6k8SK2cc5vOtUmsg37x2m78RqxNa0VshFx2DSKhWW7q74Wk00WWS2r81k6y+ZOB0KtVsE0nlYNA5b+TtBeoPE8b0FPl9v0/I0+oyvhqtkvpdkySMoA8g8aWP9d6m0GxBR7ufUlaTZdxwSSYdBkZw8XMiB7Xm07BmOyaqr0MBCb5L4afZxj4pY/2zKZtQDNTBbdbicWhB2+J98ht5eneT9hRhMMhFxZvb8kU3t5sHlFjA57zEZJNKP21g+87j7sSP/FPDlawcY83BNIqubGf9kbWxFLgwmGZ1OwmSVvXYH67YKdE/Ml6rnjCAIVUe7bt2IiY9j17ZtABQXF6MocP3/1eD43gKyUu0kNvTHL9CAo6Twh8vlYtbcTxh3/WT0eu/bL1kGh11h7kv73ZkFWSmZ7N+ex8j7kirkOlN6Yw8gUZLFcNrLlgaHP89JJuWwVj6+y3XRhFcz/0ewIbH1F+9zTtmp9pJCHtpCl8EksW11hkc/MFWFlXNPMOnZ2mccv94gIQFjH62JvdjFP5uysQboadghRJtfS+bEu299hAP7DzBkRE/GXT+ZCWOnuJuCA2RkpvPlwi/4ZMY0wsMjmfPZN1itWppp29YdaN+uI067i3mvHHC/5pHdBVSrZaXvxDjsxQoGk8SujVm07qOdIc9KtRGVYCE/y+HrdEGF0OklFr110J3JUZjnYvWCk+h0EokN/ek7KQ7FpaVvWgJ06PWSu2+pmwQJ9U8FwBXZQ1S4cCIwE6oUh127WW/QLkRLAzzHC4biVD2CslJrF6cw8v6kCxqbJGurY1t/yWD35hxMVh1t+0UQU8PqnnhB2+XbsT6LrBQ7SY38OfxPPnv+yCUnzc6AKfEo5TXplMq/QJZ9fUmGrBSbz2bVe7fm0m5AJL62mnQlaZLfTj9MXpZ2UU9q5E/PsbFaEZGKXN2TtJ2408sUq4q20tdvUhyqCkW5TsJjzSx845D7OQaTzHX3JiIbwED5K37nNSwZNv6Y6vV4Ub6LjBM2gsINOEt2y5x2FdWgNetePO2wu/VATA0LHQdHiclMEK5isiwzcvJkpv3veQA2/7mRadPfZuqNdxCTZKVaLT8tDbDM9ev9j94kNfUkN4ya6PM1dUaJtQtSvNK98zIdpB8vJiTKdEHBmd4gUZDr5LevT5KTbqd6fX86DIr0SveXZFi98AShUUZknVZd8rsPjzL6wSRMVp3PuadUeT0pXU7VXbZdVWHPH7k+n3fiQCHRiVafn9Nkldm0NM1d0t3sp6PfpGqExZi9Fs8MBgPvvfkZXy76gs9mTufDT9+hcaNmhASHUVRUwPYdWwkLj2DcmJuYeuMd+Pn5e3y/Tg8r53kXczm+r5CifKdWtVCF+Dr+/DQ72eN8Ye0WASQ29Mdolit04U6StLYFvtLrNy1PJ6FBmSMPkkRRvkJS4wDq7S9k96Yc7edilOg1tlqFjEe4OERgJlQ5qnr+Kzin99UqlZ/tLCkgcv4XSINR4sdPj5K8vwjQipUs/ewYPa6PKbkgaq8t6yCulpWiXCeqCv1vjOfYngI2r0g/486f0676LMIB0KhjmYPGKpitvqsmWQN0lPcZdTqJ+W8fch8CBji4M5/ff0yjda8I7Oc4eWj57b6/JsuQlVZOT7eSBtyqAmZ/Hb9+5dnQ1GFTWDknmaZdQsnNdND4mpCKS2tUwVbo+66iuEA751D2jVwOFZNVx5iHtdVZbbVZO08ger0IwtVt5E03se6nn/lz3TqcTgfPPP8wa9ev4u3XPiYsNNz9PFVV+eDjt3nptaf54J1ZRERE+Xw9VYGcDN/XzaxUG2GxJnfWxLmSdVBc6GLBGwfdl7jdm3I4uruA0Q/VcM9NRrO2KFWraSApR4qo1TSQjoOjWD7rOJuWpdN1VAyKy/c8q6pQp0UQ//6R4/G40SJj8de753VJAkuAjtxM7wDDGqAvc27qFL1R4uDOfLb/durMVHGBi8XvH2HS07532WRZ5vqRExg9Yjx/bt3E+o2/kpefh9Vi5c5bH6B7197odOXfBpdXzCU7zU5kvAW9UeLQ33lez9u7JY/6bYLZuS6b9gMjtHPTFXHmTAJbUXnzV+mOpOf72AoVOgyKpP3ASBw2BZNFh6JU8EKsUKFEVUbhiuIXqPeqMgRaCXNfF/tz4bCr7qCsrA0/pLnTFgxGieT9hXz19mG2/5bFjrVZfPPeYayBemo3D0T5j+BHkiX6TKjm0RCyTstAajQJcAd+qqpNXsGRRq/vbzegnLLGktaYs2xQVmrXxmyfVR3LYzBKGIwSRflOZJ22w1W6m2gwapW4FBeERPnuHVPa601VtSDM14SVerQY/xADv/+YxrolKR6VJS+ILFG3dbD345I2Ll8rmy5H6c6tdk7PYasaDbEFQahcer2eN+bMplPfPu7KwStXLadH/7as3/grObnZzJz9Ed37teGl159m2lufM2jAteW+niRJJDUO8Pm1+Dp+F3QzrdNLbPgu1WuBqyDXScqRIvecI8sS3354hDWLTrJ7Uw6/fZPCT7OP03dCNS0oOEOPRqddodOwKCKrm92Pmf10DLsjwaPwh6pQktnhyS9IT0iUqdwdue2/Zno9pipwbG8BekP5c4QkSbRq0Za7bnuQJx99jv978FG6d+mLyyFhNMvoDKcqIRvNkru1QWw5LVHCYky4XCqKS0tv9OX4vkKcDoV5r5RUeKyAKUxVICTS5LNhdJ2WgZS3ella+l+StHN6Iiir2sSOmXBFURSVHmNi+OmLZPdjJqtcUhXqwi5G9mKFarWs1GwagOKCPVtySD1SrB30LtmNkySJX+af8Pre9d+lMujmeIwWGXt5qYxou2axNaxMfLoWxYUKRpOMJEteaRpOh8rwuxJZuySF/X/lYvXX025gJHG1/XzvNqq+SxIDJQUuzu5nYzDJ/PN7Fht+SHN/S81mAXQbGcO6JSnkpDuo1SyQOi0DURWVJp1D2P5rlsf3dx4e7V6dNZjK6T/jryMgxICs01Z12w/0nsTPh6NYoUmnEI7vLeD4Pu2AtKyT6DU2VlRSFAThnJnMZl75/HN+X72a9194kV1bt5KScoLh1/cFICQkjBtGT2L8mEXExyWc8bUcNoWmnUPZuyWX7NRTO2eNrwnBZNVfUFq3qoLd5qJ5tzCCIgxknrDxz6YcHDaFvCwHkXFmJKPE4X8KyErx3LXLSXdwfF8hrfuEl/Pqp97DYVMYOLU6LodWXMJk0eE6rUqh06ESFmNi4JR41i5JIT/LQWJDfzpdG13uPC2Bz0VXzvC49/O0eXDBGwfJK9mtM5hkht+VQEGeky0/Z2AN0NOmbziyQcc1Q6M5+m+Bx9nrBu2DMZhkrb+Zqi1AnjjovWAbWd1CcaELxaWy/ddMmnUPO6cKzeVxuVQGTo3nh4+Pun+mEXFm2g+IFOn1VwgRmAlXFKddJa62HxOfqc2xPQWY/XREVbfgcim4fDe5P2sBoQZqNAngn99zkHXQuGMI0jUSe7fmuHfjnE7F566Uw6bgF2TAdYbcfPdncKjg0AIm7cLrPVEpLhWHotJxcBQdh0S6n3KmC7PFX49fkN6rX1zTLqFnlZYnyWArdLLh+zSPx/dvyyOulh/ZqXZOHCwieX8huzdlM+jm6rTqHU79tsHs3ZJDYJiRmk0CPYq5SJJE3VaB/HvaeYPWfSI4vCuP5t3D+POnjAptd2AvUug7sRpOu0pxoQv/4Itf3lgQhCuXJEm069aNdt26sfOPP3nm7rs5+O+/ANSpVY8bx99MTPR/n+tJST3B0hVL6DWkD5IjiIJMlbjaAQQEWS74rK1OL9F9dCy//5jGoV15RCdYuPauBH6Zd4Lqdf1wOlSMFpkj/+b7HtuRIhp3CqEw98yTmKKA4k5ZlMo/N21TiYw3c+2dCe62JU6HWm42ggq07BnGj58e8/pcsTX9zurno9NLLJ913B2UaeNQWPz+EfpMqOZerNu7LZfr7kokONLI2MdrcWB7HjnpNmo1CyIgxOD+TE6bQus+4fz7R45HQOkfrMcaoKdRhxB2b8ohrwKLgbhK2uBMeKo2+TkOjGYdRpNcfqNu4bIjArNKtnv7drZv3gxw2TRRrupKt+nj6/hd0Hm1sgwmiY0/pLKjTH57yuETtOkbTu9x1dzvodNLmCyyV3VDg1HCaJIrdEWrdHXybLmcCtfdk8jSz46RerTY3YCzaZdQbIUKeqNU0iCz5IC24hmsGIyy19mBUvv/yiW+nr975TD1aDF5WXbMfnrMFh0tuoejKN6/C4ddofN10UTEW9jzRw4Gk0yLHmHkZTlYszCF4XcnsndLLjqDhFJBZXy1v4mS8xQWnVhlFAShwjRq1ZJ5q1fxwUsvMePtd/h98zp69G/HO699RM/u/Xx+z4GD+3j59Wf4cfkSqsXG8+eWP4iOjsLpsrNg0TysFn8mT7yNqTfegSyfxwkUSSuMNf/VA+75MSvFzsG/8xl5XyJ6o66koqFKXC2ru1BEWdVqWiu0EBOUrWj839d2p10lJslKh0GRbF6ehsOuEhxhpM/EaqiKCpI2z5beR6mqqr3+aS99fG+h12sXF7g80wNVWL3oBINvqY7DppLUKABZDsBhVzzmC1UFk1lm9INJ/L4snayTNuLr+tGwQwg/fHKUxAb+1GwSQP12wRW68Kf9DlWMZh1U0D2OUHWIwKySqKrKlx9/zNtPPYPDYcdkNtOv96DKHtYVpaJ3QHauzfJ6bOsvGTS+JvRUCXwVulwXw4ovjns8r+PQKJQz5OafK50B9HoZW5ELWSehN8gezaV9cTm1wHHg1Oqoiooka+WSS4OyvAwHK+cnk5ViJzTaRI8xMfgHG071lFFVrAG+LxlmPz2OYs83zzxpJ76OAadDLb8Mv6qtAMbXseIXqO3mHdqVT73WQcTWtKIoKgOnxF+8M11ihVEQhAqmNxi444knaHXNNTx52+1kpqUxbvJwbp58F48+9CxG46nzwVu2bmLsjddSt04DZn6yiK6denoEX7dPeZB5C2fxxjsvsGXrJqa99TkGg+GcxmMwyWxbleF1tqi4wMWRfwuo0TgQ0HaxEhsGEBSe7lH5zz9YT+2WQRWSilfKaNb6o9mLFExWHaqi/mcja3uxQr02QdRrE4Ti0io4qyVziMkis/H7VP4pCSrrtwumXf8Ij55jSNr5aF/vozstHTLzpN1dMOyMAamqLWjWax1IYa6L7FQbh3bl0WFQJLs351CzSQDhseaLEzyJ+euKJAKzSpCdmcmzd93Nr8uWAVC3TgM+fHcWdes0qOSRCeVxlNMc2mH3LIXrsKvE1bZy/f/VYNvqDFQFmnYNxS9QX2GNGw0mLT1k4esHKChpZBoWY2Lo7Qk41DMXpvAu3asiSdrjX71zyP0ZM0/aWPTWIcY/UetUvzabSo3GAaz95qTXxNa4U4hHbzCA6ETLf57rkyQtLfPL1w56BJW7N+Vw7V0JBIRogZ1IMxQE4XLTrls35q5exZO33samX3/lw0/fYePmtXzwziwSE2pw8NB+xk4eTu+e/Xntxfd99jYLD4/kzlsfoGe3vowYO4CHn7ib1196/5zHUl6FwYxkG7Wanfpvh11lxL1J7N2Wy7E9BcTWtFK3ZVCFXoPNfjIbf0hjx7osULUzYl2uiyKpYcB/Bmdl59HS+cVg0s52H9ie5/7azrVZ2AtdXFPSPxQAFZp2DeOPFekerxlb00rGCZvXY2eTGqioKr8vTWPv1jyPx5t3C6NVrzCCwo0UF4gdLeHsiaqMl9i2jRu5oWs3d1A29vob+XHxryIoqyCSpF2kDSZtZUxfQdX8jCYZk9X7n0twhNFrpc1hVzGYZDoMjuKaoVGYrboKC8pAm8S+ee+wOygDyDhh46c5x8+reqHBLPPX6kyvSUhVYMfaLEyWU59bcamMerAGsTWtIEFotIlr70rgyD/5WhGUEvXbBmG0yP85sRnMMn+uzPDa6XPYFJL3FyLJVOj5MkEQhEspPCqKdxcu4LbHHkXW6fhr+xZ6DWzPku8X8dpbz1O7Zl2PoExfUtnWYJIwmEvTy6F+vUZ8On0ec7+cwd+7tp/bIFSo1SzQ55dqNQv02ElTXFqGQ80mAXQdGUPt5oHYipQK68Vlssoc21vIjrVZ7h0fxaWy6suTOOwK53OiQ1XxCMpK7dma61GN2WFTaNYllPaDIjH76dDpJRp1CKbnmFjWf3eqv6XBJNN9VAwu538HVIpL9QrKAHaszSQwVARlwrkTO2aXiMvlYsbbb/Phy6+guFwEBATy2gvTGDxweGUP7Yoh67RzUBt/TGXftjz8AvW0HxRJZPyFH5xWFJV+k+JYMv2Ie0dKb5DoO7GazxRFVaFC0z5K6QwSRfkurwIeAEf+KcBXH5P/IklQVOC7Oc7phUycDhWdXqbvxGruA9uSTiIkykR4NTNZKTaSGgfgH2Q4u9QNFY+D2GXlZjpEWXpBEC57Op2OG++9lxYdOvDY1JtJOX6cW+4cjyzLfPDOLHdQZjBKZJy0sW5JCvnZTpIa+dNhUJQ706Ft6w60bd2RGbM/4tUX3jvr93fYFBIb+hOTZPGoIJjUyJ/QaJPPa7W2mFjxi2KSBH+v9z4WALBnSy6NOoScc9pf2VL8HlTvr9mKFOq3DaZB22DtKap2Pm34XQns+ysP/yA9iQ0DPIpUnUl5O4lOR8U1lhauLmLH7BJ577n/Mf2FF1FcLpo1aclP328QQVkF0xtkvnrnEDvXZVNc4CLjhI3vPzpK6pGiC+6D5bSrBEeamPR0bXqPi6XfpDgmPFUbi7/+kqbZ6XSSdtDZ19f00nn1SnHYVBpfE+Lzaw07BHsEtXqDhL4kOLQXu5AkCadNOycQW9NK42tCMZ9DQQ1FUanXOsjn1+q2CKzww+aCIAiVpVnbtsxdvYou/bQiIIqiMG/hLEC7tmal2lny/hHSj9soLnDxz+85LHzzoEdhionjpvLV4vkUFnkXsTgTe7FC/8nxjLgvkW6jYhj9UA26jY7FXgnX2PLapJjOIsvCF51eIiTKu69neKwJXdn+ZpL23opTIT/HoQVlKjiKVXQGmUYdQkio74+9WDnrTA2jScYaoPN+72qmclvUCMKZiD+bS+Tf7VrqQf++Q1iycCUJ1ZMqeURXFknSGmWe3n8FYN23KRXS3NHl0A4nV6vlR1SiRWvUeInT7JwOBYNZ9mjgWapBu6CSnmTnRnGpBEeYaNEjzP1zkiRo3TucwFCDO81Qb5AozHPyxf/2Me/lA3zxv/18/e4h9AYJSdaCV3uxcqoQytl8npL2BokN/Dweb9QhGP8y7y0IgnAlCAoJ4bVZM6nbuDEAf+/6C9Dakaz7NsXr+bkZDnIz7O6mxy2bt6GoqJC0NO/nnolaUhXX6q8nsaE/RrOMo1i55AUkVAUaXxPq9bhOL1Gr2fktxikuGHRzdfyDTyWBBYQYGDAlHqVMMojJIrNm0QlmPL2PL189yOdP7WX/9jwMRsn98/mvM26nc7lUBk6p7tHg2mSV6TcpTsxfwnkRqYyXWMP6TTwqMgkVQ5KhON93Ol7Zs08VoTILUSgu7aLf64ZYNvyQxsEdecg6iQbtg2k/IJKi/PObCezFWu59sy6hFBe6MPvpPMrKg3a2bfH7hz12w7JS7PwyP5luo2LO+xydrVih+5hY7EUK2WlaRUi9QcJxhkbcgiAIlytJkggIPi1TQC1/rirIdeIXZABFxWQyAWCz+y7m8V8UBZRzDD4qksupEhRuoNfYWDZ8n0p+tpOwGBM9ro897x0ml1NFp4dRD9TAXlId2GjWeaQj6o0Sh3bmsf+vU+fBVAXWLDpJ9fr+SBLntVvncqj4BemY8FRtMk7Y0OkhOMIkemMK500EZsIVQXFBaIzJ58W1ZtPACtkxqypsRQoWfz3XDI2k/cBI9AYJk1XGVnhhKSmlK4U6vewzyLIVuny+x8G/8+kunfvZNreSVBJJlgiLMWvNsyuwWIogCEJVY7F6ZgkgSdRsFshfqzO9nhuVYHEX6DiZcgKAkCDf6edVndOhojdKJDb0JyLejCxpvT8lnXRBc5jLSUmxDm2yPz2dXgL+3pDt83sP7sijTsug806ddzoAh0JQuEH0FRMumEhlFK4Yqgo9x8Z6VHUKjjDSfmAkzivpRl/VgjNJkjBbdUiyRFGeUv4B6Ari0YCzDIOxgi4jZQ5qS7JWXVOrUCaX+96CIAiXowZNmwLgKsn9dtgVWvcKJzTGdOpJEnQdGe3xfYu+mUeTxs0JD4+8ZGOtaE67SnGBgtmqx2TV4bCrF7yw+J8kMFm9z4IBWPx1HtUbz5fiwp3K766uWTKHCcLZEjtmwhXDaVeJq+XHpGdrk37chiVAh3+Q1gerAq65VY7iArvrzJOZwSQBJduIkvY951spSm+UiYw3k3q02OPxFt1DK2RSK6UzaKk+axencGxvISGRRjoPj8bsp/NqkCoIgnA5qlG/HgD5+bnk5eUSEBCIw64w7PYECnKdFOY6CIvVzhKXXvcKiwpZsGg2Tz/+Uknz48vbf+1QyTKnineUfF7Hee5GuZzQtl8Eh/7O93jcYJKpXs+/Qne5jGaZo3vy2bw8HaddpX67YJp2CsFWttm1IJRDBGbCFaU0pzskylhyRurqTSkwmGSO/pvP2sUpFOW7CI810Xt8NYwW3Xn1BnPaFQbfUp3fvklhz5YcDCaZFj3CadQ+GFsFtgbQ6WTmvLjfXaq/MNfJ/FcOMPaxmkiyJEroC4Jw2YuI1nbCbDYbXXq34LMPv6RZk5bYXYrWNzPK7LEQpaoqDz9+NyaTicEDr6usYV8ysk5Cp4ef5yZz5J8C9AaJJp1DadEj7Lx21xSXil+gnkE3x7Nm0UlyMxzE1LDQ4/rYCs02MZhk9vyZw2/fnCrOsmlpGqlHiug+OlZUGhb+k9hfFa5Iiour+gZep5fISrHx0+xkd0GQ9GQbC944eF6VG0FL0bAXK3QcEsWNz9Zh3GO1aNC2YoMyvVHi6L8FXv3TVBU2LUu74LYHgiAIVUGT1q156t130Ol0nDiZzMBru/LhJ++gqlqGR9lgIT8/j7vun8IPyxYz85NFWC3WShz5paE3SHz97uGS/pzaouuWlRn8tSazJBPk3DnsKhFxZq67J5HJ/6tDv0lx6A1yhRbpkCRtrjrdob/zffY8FYTTicBMEK5Asg42L/eeHJx2lWN7CjxK+54LVdXST+zF2v8qevVPliVyMrxbHgDkZTlFGoggCFeMQddfz7xf1xAcFobL5eLp5x+mR/+2bN6ykaPHDvPn1k08+uS9NG9fi7XrV/H1/OU0a9Kysod9SdhtLrJTveeCbaszLyiN02HTiktp81fFN4FWVbXcxUqn/SpeLRbOmgjMBOEKpKqU24/FbnNRVY8nOOwKNRoH+PxanZaBXo9JkpbPrzNIKIqK0SyjF7tqgiBcJmrUrcv327bSZ/i1APyzeyeDh3enTaf6DLy2Kzv+3sYLz7zJhjV/07Rxi0oe7aWjlBMwOR1VPbiRiE6yeD1qNMuYLN7FR3QGCaNZRlFUZJ32PNGY+uomzphdIk5nxfbSEoT/0rhjCCmHi7weT2zgf85NNC8VVQFLgI6mXUL5a82pstExSRZqNQv0Oltgssj8NCfZfaBbb5ToOzGOiGpm0UNGEITLgtli4fkPP6T7wIE8d/c95OfmIskyt998Hw/f/xQ6ne9qglcys58es5/OK629TovAKp054XKq9B5XjQWvH3SPXdZB/8lxXqmMOoNEXqaD7z484j4PH1vTSv/JcdquWxX+nMLFIwKzi8xWXMxbTz3FlvXrAa6K3HCh8jntKokN/anXJojdm3IALWjpOSYWSb6AnmOXgKNYpWXPMJp2CSX9eDFB4UasAXqvQi4Gk8zfG7I9qmw57So/fHyUSc/WvtTDFgRBuCA9Bg2iftOmPDb1Znb88QfvTX+NLVs3Me2tz4iOiq3s4V1SLpfKsDsSWDztsPucdFSChU7Doqt0US/FpaIzwA2P1CQr1YbDphARZ0FVVa+qwjqdxJL3D3ssIibvL2TzsjRa9YrALgqFXJVEYHYRHdq7j0en3MSenX8D0KNbH24YPamSRyVcLWxFCh0GRdJ+QCQOu4LJokNRvCeHqshh08r7R8ZbUFyqz4lYVVV2bcz28TicOFhEVHVLhZ8fEARBuJhiq1fn4+++ZfqLLzLznXdZv/FXevRvxzuvf0yPrn0qe3iXjMuhYrLqGPNwTezFLmSdhN4g4bBV/ZLzLge4HAoBIQYkSfJ5FluSISfd7jOz45/NObTsHXEphipUQSKT9SL5fv58xnbvwZ6df6PXG3jqsZeY9clXBAR4n5MRhIvFYVNxOlQkScJerFwWQZmbqqWFlDcJSxLlNu40muUqP3kLgiD4ojcYuPPJJ3l3wZeEhIeTmZnO2EnDeOb5R7DbfRdHuhK5HKWLcpLWt7NYdTdwvhycsW+oSrnnoY0mGTGBXb1EYFbBCvPzefK223n6jjspLiqkenwi3y1ayS033YUsix+3UHkMZgm9UcJgkrgS/hRVFVr3Cfd63GSVCY81V2hvGkEQhEutfffuzFu9itadOgHwwSdvM2REDw4fOVjJI7v0dHpt7iqdwy53qgp+gQb8Q7wT11r18p7XhKvHFXB7VnXs++cfxnbvwY8LFgAweMBwfvp+A82atqrkkQlXM51ewmSR2bYqkyXTj7Bm4UkURUV3niXzqwqnXSUmyUq3kTGY/bTD8TFJFkbdXwOX6zJaVhUEQShHeHQ07y1ayK2PPoIsy2zb/ie9Brbnh2WLK3tol4zBJJGTbmf5zON89+ER9m3Lw2SV4fKewnA5VUbck0RcHT8AjBaZDoMjqdUsUEvnF65Kkqr+935pbm4uQUFBrD54AP8A36WsBZgycBBbN27EaDLzvydfZez1N15Qvw1BqAhGi8yC1w+Sl+lwPybr4IZHayFJl38jbm31VCtoIkkSTocqdsuuQHl5udRpEk1OTg6BgeeWEi7mMOFKsG3jRh6bejMpyckYDAb27kjFZDJV9rAuKoNJInl/IctmHPd4PKmRP91Hx1bpQiBnQ9aBTi+jFeTS7hcruj+oUPnOZf4SO2YVqKBAqw736IPPMG7MZBGUCZVOp5dIO1rsEZSBlvu+4fsUDIbL/xKgNQxV3E1DRVAmCMKVqFm7drz+xSwAHA4Hdrutkkd0KUj89k2K16MHd+bjcl7+AYziwj1/af9/+X8m4cJc/ndlVZD5Cl/BEi4fsk4i86TvyTsnzcFZbJgLgiAIVYThKry/KMjx3QfWdpnvlgmCLyIwE4QrmNOhEF/Xz+fXkhoHgCx2dQVBEISqKybJ4vWYTi9h9Rcdn4QrjwjMBOEKpipgCdDRoH2Qx+PBkUaadArBIVYcBUEQhCrK5VTpNbYaRovn7Wr30TEibV24IonlBkG4wjmKVdoPiKR51zCO7y8kNMpESLRJ5LILgiBcxhZ/t/CKLzKmuLQKwuMer8WJA4UUF7qoXtcfSeby6sspCGdJ7JgJwlXAXqyi08skNQogINSIvUhBcVX2qARBEIRzUS0hgcTatQF46LE7uf3eG8nLy63kUV1cLoeKvUghsrqFhPr+uJyqCMqEK5YIzAThKqHTS1p5fFXFYLoymnQKgiBcTcwWCzNXrKDv8OEAfLPkS3oP6sBfO7ZU8sguMgnkkjtWSQajSUJnqNwhCcLFIFIZBeEqoDdK5GU6+PGzYxTmOpFkaNwxhDb9IrAVipRGQRCEy4VfgD/PfTCdNl0688pDD3Po8AEGXtuNJx55nimTbr8iUxvNFpnVi06wd2seqBAQamDQzfEYzTpcDrF7Jlw5xI6ZIFwFJAm+fvcwhbla2WFVge2/ZbH/r1yxcyYIgnCZkSSJwWPG8MUvP1Ozfn2cTgdPPfcQE6eMIDMro7KHV6EMZoktv2Swd4sWlAHkZTpY9NYhdDoxfwlXFhGYCcIVTqeXOHmoyGcFq79+zUK0MhMEQbg8JdWpw8wVy7l2wgQAVqz8kZ7927Jx07pKHlnFkYCd67O8HrcXKeRl2bkCNwiFq5gIzAThKiCV8y9dlrRJTxAEQbg8mS0WHn39NV767FP8AwM5cTKZ4df34Y13XsTluvyrPKkq5aZnXolpm8LVTQRmgnCFczlVohOs6A3eE1jzbmGIDTNBEITLX8/Bg5mz6hcatWyJoii8+uZzjBo3kJMpyZU9tAsk0bRLqNejFn8d/sEGkfUhXFFEYCYIVwGXonLdvUkEhWtlrHR6idZ9wqnewF+UHRYEQbhCVEtI4JPvv2PcHXcAsG7DGnoOaM/K1csreWTnz2FTaHxNCI2uCUHWaY+FxZi47t4kXC5RvEq4soiqjIJwFXDZVSx+OobfnYjiUpF1EiBhLxKTmiAIwpVCURT+2rSJmvXqMnrqVL6bN4+MjDTGThrGrVPu4eEHnsZoNFb2MM+ZrVChTZ8I2vQJR3GBrJdQnKqoyChccURgJghXCWeZCczlVEEkMQqCIFwR8nNzWfzFbBbN+JwTR44SHhWFTq/H6XAg63QoLhfTP36LzX9uYOHcpZhN5soe8jlz2E4tJGpzmCBceURgJgiCIAiCcJk6dugQd40aTVFBAddOmMCwcWMJj44GwFZczIrFi5n+woukJifzx5bf+XfPLpo2blHJoxYEwRdxxkwQBEEQBOEylJGaym3XDie6WjUWbljPlAcfcAdlACazmUGjR/Ptlj/dj/2+eX1lDFUQhLMgAjNB8EFvkDBZZYwW8U9EEARBqJreePwJAoODef2LWfgHBADajV2QwUCIwYhB1uawsmXlX3vreYqKiypjuIIg/Adx1ykIZUgSGC0yKYeL+PWrk+zakI3RLKPTi14pgiAIQtWRnpLCyu++45ZHHsbi5wdAoGQgusjKwe/z+Xt+NpbjOqJUi8f3uVxOvvvhq8oYsiAI/0GcMROEMgwmmaWfHSN5f2HJI7n8uTKdsY/URJEQ/VIEQRCEKuHbuXOJio2lfffuAJh1OnQnZea8sR+1pE7G7k05NOseSq3eAe7v69GtLzO++IiRw8dWxrAFQTgDsWMmCCVkHeRm2MsEZRp7kcLvy9LQm8Q/F0EQBKFq2PnnFjr26olOpzX3CnIYWT3nhDsoK7VtVSYWhx69Qetj+df2P9n61x8oimiXIghVjbjTFIQSOr3EycO+8+5TDhWhKmK7TBAEQagaigoK8A8MdP+3XpXIOGHzfqIKxfkuHn7lFfR6A0eOHgJg1pxPUEUaiCBUKSIwE4QSLqdKdILF59eiEi1IsjhnJgiCIFQNFj8/8nNz3f/tlFTCYkzeT5TAEqBn6LixfLb0R3fVxkeevIc77p1Mfn7epRqyIAj/QQRmglBCcUFgmJHYmlaPx00Wmbb9InDaRNqHIAiCUDU0atmCdT/9jMvlAiDHYKfrDTFIp93ZNesWSpHBCUCD5s3o0rcPgSEhAHy9ZD69B3Vg+86tl3TsgiD4JgIzQSjDYVPod2Mc/SfHUadlIO0HRTL2sVqoiij8IQiCIFQdg8eMISU5mQ2//AJAscuFK1Lhhqdq0qx7KPXaBDH0nurU7x1MBlqKY1FBAcu++pp7n32Gx996E5PZzMFD+xl4bTc+mzm9Mj+OIAiIqoyC4EFVtWIfUdUtxNa0oipgLxY7ZYIgCELVEh4VRY9Bg/jgxZdo2aEDFj8/clUH+WYHSQP9kZHIdznJVRzu7/nk9dfRGwz0GjoUs8VC41ateOSmKRzYvZvHnr6f5k1b0bxZ60r8VIJwdRM7ZoLgg9OhYitURFAmCIIgVFn3/e85crOzuW/sOPd5MwXIcTjIcthxlFReVFWVT994g9nT3ufZ96dhtmjnqWvWq8esFcux+Gkp/JnZmZXyOQRB0IjATBAEQRAE4TIUFhnJ9G++JvXECUZ06MhHr7xK2omT7q/biov5/ssvmdinL5+98SYvfvoJHXv29HgNs9WKTicSqAShKhD/EgVBEARBEC5T1RISmPnTChZ/MZuvPv+cT19/nbDISPQGA5np6ehkmQGjR/Hs+++TUKtmZQ9XEIQzEIGZIAiCIAjCZcw/IICxt93KmFtuZtvGjSQfPYrT4SA4NIw2nTth9fev7CEKgnAWRGAmCIIgCIJwBZBlmRYdOtDiPL//17W/0LVTT3Q6XYWOSxCEsyPOmAmCIAiCIFzFmrdvD8BHn77L9RMGk5p28j++QxCEi0EEZoIgCEKVduToIRRFVEgVhIvllc8/Y+xttwHw27pV9OjXjtW//lzJoxKEq48IzARBEIQqSVVVvlz0BV16t+SF6a9V9nAE4YplMBq559lneGveXILDwkjPSOX6CYN5/uUncDgc//0CgiBUCBGYCYIgCFVOfn4ed9w7mXsevJni4iJW/bS4sockCFe8a3r1Yu7qVbTs2BGA9z54nWGjenH02OFKHpkgXB1EYHYRHD12pLKHIAiCcNnavnMrvQd14Osl8wHoPWwYHyz+ppJHJQhXh8iYGN7/+iumPvQQsizz59ZN9BrQnoOH9lf20AThiicCswoUG18dgGkfvsHdD0yloCC/kkckCIJw+VBVlU8+f5+B13bj4KH9mMxmHn/rTZ7/6EP8AgIqe3iCcNXQ6XRMfehBpn/zNRY/Kzm52fy5dVNlD0sQrniiXH4Feurdd9Dpdaz89jsWfDWbP7du4qP3vqBB/caVPTRBEIRKl5GZzm/rVpV7ZuWHpd+w/OcfAKhZvz4vfvIxNerWvZRDFAShjJYdOxIWGcmxg4cqeyiCcFUQgVkFCggK4qVPP+WrGTN5/bHH2X9gD32Hdua5J15m/A1TkCSpsocoCIJQKX5Zs4K77p9CRkbafz532Pjx3P/8/zBbLJdgZIIgCIJQNYjArIJJksR1kybStE1rHrlpCof27uXhJ+7ht3Wref3l9wkKDK7sIQqCIFwyDoeDl19/hmkfvgGA1c+P0MgIn8/18w9g4t130Wvo0Es4QkEQBEGoGkRgdpHUbtiQL37+iVceeYTv5s7jh2WL+WvHFhbO+ZHEhBqVPTxBEISL7sjRQ9x61wS2bNsMQKtrruG56dOJiImu5JEJgnCubLbiyh6CIFzxRPGPi8ji58dT77zDc9OnY7ZYOXb8CN/+8FVlD0sQBOGi+/7Hb+g1oD1btm1GlmVuefhhpn21SARlgnCZ8fPXCu88/uyDLPhqdiWPRhCubGLH7BLoN+I6vps3j02//orT6azs4QiCIPwnh8PBkaOHzvn7VFXl48/fY9acTwCt9PbzH31I8/btK3iEgiBcCk+8/Rb/N+lGjh8+zN0PTOW3dat56bm38PPzr+yhCcIVRwRmgiAIgocNv6/ljvtuJDn52AW9TqfevXnqvXcJDg2toJEJgnCp1WvShDmrfuH5e+/jpyVLWPTNXLZu28wH782iUYOmlT08QbiiiFRGQRAEAQCXy8Ub77zAdWP6XlBQZrJYuO9/z/HGnNkiKBOEK4B/YCAvfPIxj73xBkaTmf0H99J/aBc+mzkdVVUre3iCcMUQO2aCIAgCJ1OSuf2eG1m/8VcAGrVsyZPvvE1ohO8KimdisVoxmc0VPURBECqRJEkMGz+Oxq1b8ehNUzjw77889vT9rN2whvfe+BSr1a+yhygIlz2xY3aJ6A1aDDxz9kesXb+6cgcjCIJQxsrVy+nRv507KJtw15188v131Khbl+DQ0HP+nwjKBOHKVat+fWb9tIIhN9wAwNLl3/LV4vmVPCpBuDKIwOwSGX/nXQQGB5OalsLIsQN4+fVnRCEQQRAqld1u55nnH2HspGFkZqYTEh7Ouwu+5M4nn0RvMFT28ARBqKLMVitPvP0W9Zo0AaCouKiSRyQIVwaRyniJtLqmI3NXr+Kxm2/mr9838dZ7L7Ph97W8//bnxMbEVfbwBEGoAKqqMmvuJ7z7/mvk5+dV9nD+k8PpoLCwAIDWnTrx3PT3CY8W5ewFQTg7Or24jRSEiiT+RV1C0XFxfLhkCR+98gqfv/kWv29eR8/+7Xjr1Q/p3XNAZQ9PEIQLkJObzQMP3873S7+p7KGcE1mWmfp/DzHpnnvQ6XSVPRxBEARBuGqJwOwS0+v13Pboo7S65hqeuOVWMlJTmTBlBDdNup0nHn4eo9FY2UMUBOEcbdm6iVvumsDRY4cBGHT9aHoMHlzJozo7ibVqEZeUVNnDEARBEISrngjMKkmbzp2Zu3oVT91+OxtXreaTz6cRGRHFnbc+UNlDEwThLCmKwvSP3uLF15/G5XRisfrxyGuv0n/kiMoemiAIwkUnSRIAPyxdzLBBI4iIiKrkEQnC5U0U/6hEYZGRvPPll7Tp3BmAlNSTlTwiQRDOVnp6KjdMGsr/Xn4cl9NJ3caNmbNqpQjKBEG4avQeNhSATX+sp0f/tvy69pfKHZAgXObEjlklk2WZINGAVRAuClVVmbdgJj8uX4LL5arQ1/5713bS0lMBGD11Cnc99RRGk6lC30MQBKEqG3PLLcQn1eDpO+4gLT2V0eMHceetD/DgvU+gF4VBBOGciX81giBckbJzsrj/4dv4cdmSi/YegcHBPPnOO3Tt3++ivYcgCEJV1qlPb+auWc3jU29m68aNvPP+q2z4/Tfef3smcdXiK3t4gnBZEYGZIAhXnM1/buTWuyZwPPkoAL2GDiWxVq0KfQ+T1UK/664jKja2Ql9XEAThchMVG8v0xd/wyauv8ekbb7D5z430GtCON16ZTr/el0chJEGoCs4qMFNVFYCCvKrfl+dy5HQ4AK3Za15ebiWPRhAuf+989h7Hk49i9fPjvuefp+eQi3djkC+ui5dE6fxTOh+dCzGHCcKlMfaO22nYogXP3XMPmWlpvPb+q3Ro2xlZFiUNhKtXaV/Ts5m/JPUsnnXs2DHi48V2tCAIglC5jh49Slxc3Dl9j5jDBEEQhMp2NvPXWQVmiqKQnJxMQECAuzSqIAiCIFwqqqqSl5dHbGzsOa++izlMEARBqCznMn+dVWAmCIINj8QRAAAAaklEQVQgCIIgCIIgXDwi6VcQBEEQBEEQBKGSicBMEARBEARBEAShkonATBAEQRAEQRAEoZKJwEwQBEEQBEEQBKGSicBMEARBEARBEAShkonATBAEQRAEQRAEoZKJwEwQBEEQBEEQBKGS/T8s8ihzNqUMTgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# draw the quantum boundary beside the classical one\n", "#\n", "res_q_small = models.qsvm(Xs, ys, Xs_te, ys_te, feature_map=feature_map)\n", "\n", "plotting.plot_boundary_comparison([\n", " dict(model=clf_rbf[\"model\"], X=Xs, y=ys, X_train=Xs,\n", " support_idx=clf_rbf[\"model\"].support_,\n", " title=f\"classical RBF — test {clf_rbf['test_acc']:.3f}\"),\n", " dict(model=res_q_small[\"model\"], X=Xs, y=ys,\n", " kernel_fn=kernels.exact_kernel, feature_map=feature_map, X_train=Xs,\n", " support_idx=res_q_small[\"model\"].support_,\n", " title=f\"QUANTUM kernel — test {res_q_small['test_acc']:.3f}\"),\n", "], suptitle=\"Two rulers, the same job\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "521996f3", "metadata": {}, "source": [ "### 2.5 Now watch me break it with one line\n", "\n", "That worked. So let's change **exactly one thing** — the scaler. Not the feature map,\n", "not the circuit, not the optimizer, not the number of qubits. We swap\n", "`MinMaxScaler` for `StandardScaler`, which is the more common default in classical ML." ] }, { "cell_type": "code", "execution_count": 13, "id": "cfa175f7", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:45:17.194102Z", "iopub.status.busy": "2026-08-13T23:45:17.193989Z", "iopub.status.idle": "2026-08-13T23:45:19.437662Z", "shell.execute_reply": "2026-08-13T23:45:19.437110Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "minmax range width 1.00 test accuracy 0.9450\n", "standard range width 4.68 test accuracy 0.6000\n", "\n", "Same circuit. Same data. One line changed.\n" ] } ], "source": [ "# run the same experiment under two different scalers\n", "#\n", "rows = []\n", "for scaler_name in [\"minmax\", \"standard\"]:\n", " Xa, Xb, ya, yb, _ = data.prepare(DATASET_NAME, scaler=scaler_name,\n", " path=DATASET_PATH, n_samples=1000)\n", " r = models.qsvm(Xa, ya, Xb, yb, feature_map=feature_map)\n", " rows.append((scaler_name, data.range_width(Xa), r[\"test_acc\"],\n", " r[\"K_train\"]))\n", " print(f\"{scaler_name:9s} range width {data.range_width(Xa):5.2f} \"\n", " f\"test accuracy {r['test_acc']:.4f}\")\n", "\n", "print(\"\\nSame circuit. Same data. One line changed.\")" ] }, { "cell_type": "markdown", "id": "c3a1880c", "metadata": {}, "source": [ "### 2.6 Why — look at the kernel matrices\n", "\n", "The broken kernel is nearly **diagonal**: every point thinks every other point is a\n", "stranger. An SVM handed that table can only memorise the training set, so it cannot\n", "generalise. This failure mode is called **kernel concentration**.\n", "\n", "The cause is specific and worth remembering. The `ZZFeatureMap` entangling angle is a\n", "**product** of two features:\n", "\n", "$$2\\,(\\pi - x_i)(\\pi - x_j)$$\n", "\n", "Widen the input range and that angle grows **quadratically**, so the kernel starts\n", "oscillating faster than the data actually varies — it becomes noise dressed up as\n", "similarity. `MinMaxScaler` keeps features in a narrow band; `StandardScaler` spreads\n", "them out and the product term runs wild." ] }, { "cell_type": "code", "execution_count": 14, "id": "ac99de1d", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:45:19.438920Z", "iopub.status.busy": "2026-08-13T23:45:19.438804Z", "iopub.status.idle": "2026-08-13T23:45:19.674805Z", "shell.execute_reply": "2026-08-13T23:45:19.674181Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "minmax mean off-diagonal similarity = 0.558\n", "standard mean off-diagonal similarity = 0.284\n", "\n", "Low off-diagonal similarity = everything looks unlike everything\n", "= nothing to generalise from.\n" ] } ], "source": [ "# put the two kernel matrices side by side\n", "#\n", "fig, ax = plt.subplots(1, 2, figsize=(11, 4))\n", "for (name, width, acc, K), a in zip(rows, ax):\n", " plotting.plot_kernel_matrix(K[:40, :40],\n", " f\"{name}: width {width:.1f}, acc {acc:.3f}\",\n", " ax=a)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# report how similar things look on average\n", "#\n", "for name, width, acc, K in rows:\n", " stats = kernels.kernel_stats(K)\n", " print(f\"{name:9s} mean off-diagonal similarity = \"\n", " f\"{stats['mean_offdiag']:.3f}\")\n", "\n", "print(\"\\nLow off-diagonal similarity = everything looks unlike everything\")\n", "print(\"= nothing to generalise from.\")" ] }, { "cell_type": "markdown", "id": "ce8a9348", "metadata": {}, "source": [ "### 2.7 See it — the boundary shatters\n", "\n", "The heatmaps hint at the problem. The **decision boundary** makes it undeniable." ] }, { "cell_type": "code", "execution_count": 15, "id": "aa45caf9", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:45:19.676043Z", "iopub.status.busy": "2026-08-13T23:45:19.675925Z", "iopub.status.idle": "2026-08-13T23:45:24.741921Z", "shell.execute_reply": "2026-08-13T23:45:24.741272Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "MinMaxScaler : 58 / 240 support vectors (24%)\n", "StandardScaler : 212 / 240 support vectors (88%)\n", "\n", "When a kernel concentrates, almost every training point becomes a\n", "support vector -- the model cannot generalise from its neighbours,\n", "so it is reduced to memorising them one by one.\n" ] } ], "source": [ "# fit the same model under each scaler on a smaller, plottable split\n", "#\n", "Xg, Xg_te, yg, yg_te, _ = data.prepare(DATASET_NAME, scaler=\"minmax\",\n", " path=DATASET_PATH, n_samples=300)\n", "Xb_, Xb_te, yb_, yb_te, _ = data.prepare(DATASET_NAME, scaler=\"standard\",\n", " path=DATASET_PATH, n_samples=300)\n", "fit_good = models.qsvm(Xg, yg, Xg_te, yg_te, feature_map=feature_map)\n", "fit_bad = models.qsvm(Xb_, yb_, Xb_te, yb_te, feature_map=feature_map)\n", "\n", "plotting.plot_boundary_comparison([\n", " dict(model=fit_good[\"model\"], X=Xg, y=yg, kernel_fn=kernels.exact_kernel,\n", " feature_map=feature_map, X_train=Xg,\n", " support_idx=fit_good[\"model\"].support_,\n", " title=f\"MinMaxScaler — test {fit_good['test_acc']:.3f}\"),\n", " dict(model=fit_bad[\"model\"], X=Xb_, y=yb_, kernel_fn=kernels.exact_kernel,\n", " feature_map=feature_map, X_train=Xb_,\n", " support_idx=fit_bad[\"model\"].support_,\n", " title=f\"StandardScaler — test {fit_bad['test_acc']:.3f}\"),\n", "], suptitle=\"One line of code apart\")\n", "plt.show()\n", "\n", "# the support-vector count is the tell\n", "#\n", "n = len(Xg)\n", "print(f\"MinMaxScaler : {fit_good['n_support']:3d} / {n} support vectors \"\n", " f\"({100 * fit_good['n_support'] / n:.0f}%)\")\n", "print(f\"StandardScaler : {fit_bad['n_support']:3d} / {n} support vectors \"\n", " f\"({100 * fit_bad['n_support'] / n:.0f}%)\")\n", "print(\"\\nWhen a kernel concentrates, almost every training point becomes a\")\n", "print(\"support vector -- the model cannot generalise from its neighbours,\")\n", "print(\"so it is reduced to memorising them one by one.\")" ] }, { "cell_type": "markdown", "id": "0c20c012", "metadata": {}, "source": [ "### 2.8 The sharper diagnostic — plot the *confidence*, not just the line\n", "\n", "A decision boundary only shows where the model flips its answer. The **signed\n", "decision function** shows how strongly it believes, everywhere. This is where the\n", "mechanism becomes visible." ] }, { "cell_type": "code", "execution_count": 16, "id": "25911b8d", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:45:24.743322Z", "iopub.status.busy": "2026-08-13T23:45:24.743195Z", "iopub.status.idle": "2026-08-13T23:45:31.139221Z", "shell.execute_reply": "2026-08-13T23:45:31.138464Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "confidence range MinMax 16.5 Standard 1.6\n", "\n", "The right-hand panel IS the mechanism, drawn: the kernel is\n", "oscillating faster than the data varies. Ripples everywhere, none of\n", "them meaning anything. And the model is far less confident -- its\n", "decision function barely leaves zero, because no region of the plane\n", "accumulates real evidence.\n" ] } ], "source": [ "# plot the signed decision function for both scalers\n", "#\n", "fig, ax = plt.subplots(1, 2, figsize=(12, 4.4))\n", "plotting.plot_margin_field(fit_good[\"model\"], Xg, yg, kernels.exact_kernel,\n", " feature_map, Xg,\n", " \"MinMaxScaler — smooth and confident\", ax=ax[0])\n", "plotting.plot_margin_field(fit_bad[\"model\"], Xb_, yb_, kernels.exact_kernel,\n", " feature_map, Xb_,\n", " \"StandardScaler — rippling noise\", ax=ax[1])\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# compare how confident each model ever gets\n", "#\n", "_, _, _, m_good = plotting.decision_field(fit_good[\"model\"], Xg, 40,\n", " kernels.exact_kernel, feature_map,\n", " Xg)\n", "_, _, _, m_bad = plotting.decision_field(fit_bad[\"model\"], Xb_, 40,\n", " kernels.exact_kernel, feature_map,\n", " Xb_)\n", "print(f\"confidence range MinMax {np.abs(m_good).max():5.1f} \"\n", " f\"Standard {np.abs(m_bad).max():5.1f}\")\n", "print(\"\\nThe right-hand panel IS the mechanism, drawn: the kernel is\")\n", "print(\"oscillating faster than the data varies. Ripples everywhere, none of\")\n", "print(\"them meaning anything. And the model is far less confident -- its\")\n", "print(\"decision function barely leaves zero, because no region of the plane\")\n", "print(\"accumulates real evidence.\")" ] }, { "cell_type": "markdown", "id": "3ec21493", "metadata": {}, "source": [ "🧪 **Exercise 2** — Find the law.\n", "\n", "You have seen two scalers. There are six. **Predict the ordering before you run it.**\n", "\n", "1. Run `experiments.scaler_study({\"n_samples\": 1000})`.\n", "2. Plot it with `plotting.plot_scaler_study(...)`.\n", "3. What single number about the scaled data predicts the accuracy?\n", "\n", "*Hint:* it is printed in every row, and it is not the mean." ] }, { "cell_type": "code", "execution_count": 17, "id": "fc552b1a", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:45:31.140620Z", "iopub.status.busy": "2026-08-13T23:45:31.140492Z", "iopub.status.idle": "2026-08-13T23:45:31.142622Z", "shell.execute_reply": "2026-08-13T23:45:31.142089Z" } }, "outputs": [], "source": [ "# TODO: your code here\n", "# study = experiments.scaler_study(...)" ] }, { "cell_type": "markdown", "id": "b99bbd02", "metadata": {}, "source": [ "#### ✅ Solution 2" ] }, { "cell_type": "code", "execution_count": 18, "id": "94d45cb8", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:45:31.143719Z", "iopub.status.busy": "2026-08-13T23:45:31.143614Z", "iopub.status.idle": "2026-08-13T23:45:38.183743Z", "shell.execute_reply": "2026-08-13T23:45:38.183180Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "scaler width off-diag support test acc\n", "minmax 1.00 0.558 121 0.945\n", "maxabs 1.99 0.298 214 0.870\n", "l1 2.00 0.285 370 0.805\n", "l2 2.00 0.327 598 0.680\n", "robust 2.95 0.279 486 0.675\n", "standard 4.68 0.284 691 0.600\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "The predictor is the WIDTH of the encoded range.\n", "Narrow range -> smooth, informative kernel -> the SVM generalises.\n", "Wide range -> kernel oscillates -> concentration -> memorisation.\n", "\n", "For a ZZFeatureMap, reach for MinMaxScaler or MaxAbsScaler.\n" ] } ], "source": [ "# run every scaler and order the results by the range width\n", "#\n", "study = experiments.scaler_study({\"n_samples\": 1000})\n", "\n", "print(f\"\\n{'scaler':10s} {'width':>7s} {'off-diag':>9s} {'support':>8s} \"\n", " f\"{'test acc':>9s}\")\n", "for name in sorted(study, key=lambda n: study[n][\"width\"]):\n", " r = study[name]\n", " print(f\"{name:10s} {r['width']:7.2f} {r['mean_offdiag']:9.3f} \"\n", " f\"{r['n_support']:8d} {r['test_acc']:9.3f}\")\n", "\n", "plotting.plot_scaler_study(study)\n", "plt.show()\n", "\n", "print(\"The predictor is the WIDTH of the encoded range.\")\n", "print(\"Narrow range -> smooth, informative kernel -> the SVM generalises.\")\n", "print(\"Wide range -> kernel oscillates -> concentration -> memorisation.\")\n", "print(\"\\nFor a ZZFeatureMap, reach for MinMaxScaler or MaxAbsScaler.\")" ] }, { "cell_type": "markdown", "id": "346ad6a6", "metadata": {}, "source": [ "---\n", "# Segment 3 — The same kernel, measured on a simulator\n", "\n", "**Lecture link:** *\"Rehearse on a simulator, then perform on real hardware\"* (slide 11)\n", "and *\"A simulator is just math — and the math explodes\"* (slide 12).\n", "\n", "Everything in this segment runs on a **simulator on this machine**. No quantum\n", "hardware is involved yet — that is Segment 4. What changes here is *how* we get the\n", "kernel: instead of reading amplitudes, we **measure**, exactly as a real device\n", "would.\n", "\n", "So far we cheated: we read the amplitudes straight out of the statevector. A real\n", "quantum computer **cannot** do that — you only ever get *measurement outcomes*.\n", "\n", "The trick is the **compute–uncompute** circuit: run `U(x)`, then run `U(y)` backwards.\n", "If `x == y` the two cancel exactly and you land back on `|00⟩` with certainty. So\n", "\n", "$$k(x,y) = P(\\text{measuring all zeros})$$\n", "\n", "and we estimate that probability by counting shots." ] }, { "cell_type": "code", "execution_count": 19, "id": "9fb228cb", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:45:38.184866Z", "iopub.status.busy": "2026-08-13T23:45:38.184756Z", "iopub.status.idle": "2026-08-13T23:45:38.394846Z", "shell.execute_reply": "2026-08-13T23:45:38.394340Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "depth 21, 2 qubits -- U(x) followed by U(y) inverse, then measure\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# build the circuit a quantum computer runs for one kernel entry\n", "#\n", "demo = kernels.fidelity_circuit(X_train[0], X_train[1], feature_map)\n", "\n", "print(f\"depth {demo.decompose().depth()}, {demo.num_qubits} qubits -- \"\n", " f\"U(x) followed by U(y) inverse, then measure\")\n", "demo.decompose().draw(\"mpl\", fold=110)" ] }, { "cell_type": "markdown", "id": "53e274cd", "metadata": {}, "source": [ "### 3.1 What a \"shot\" is, and why finite shots cost you\n", "\n", "A quantum computer does not return a probability. It returns **one bitstring per\n", "run**. One run is one **shot**.\n", "\n", "To learn `k(x,y) = P(all zeros)`, we run the circuit `N` times and count how often\n", "`00` comes back:\n", "\n", "$$\\hat{k} = \\frac{\\text{number of } 00 \\text{ outcomes}}{N}$$\n", "\n", "That is a coin-flip estimate, so it carries the usual sampling error:\n", "\n", "$$\\text{standard error} = \\sqrt{\\frac{p(1-p)}{N}}$$\n", "\n", "Three consequences worth remembering:\n", "\n", "- **Error falls as 1/√N.** To halve it you need **four times** the shots. Precision\n", " is expensive.\n", "- **The estimate is noisy, not wrong.** Run it again with a different seed and you\n", " get a slightly different kernel.\n", "- **The matrix stops being a proper kernel.** `k(x,x)` should be exactly 1, but\n", " sampling puts it slightly above or below, and the matrix can lose the\n", " positive-semidefinite property an SVM assumes.\n", "\n", "With infinite shots this matches our numpy answer exactly. Watch the diagonal." ] }, { "cell_type": "code", "execution_count": 20, "id": "4aa6c988", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:45:38.396156Z", "iopub.status.busy": "2026-08-13T23:45:38.396025Z", "iopub.status.idle": "2026-08-13T23:45:38.625162Z", "shell.execute_reply": "2026-08-13T23:45:38.624642Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "exact diagonal: [1. 1. 1. 1.]\n", "1024 shots diagonal: [1.017 1.005 1.008 1.002] <-- not exactly 1\n", "\n", "mean |sampled - exact| = 0.0084\n", "With shot noise the matrix is no longer a mathematically valid\n", "kernel. In practice the SVM copes -- but this is a real cost of\n", "measuring rather than reading amplitudes.\n" ] } ], "source": [ "# compare an exact kernel against one estimated from 1024 shots\n", "#\n", "Xs_k = X_train[:24]\n", "K_exact = kernels.exact_kernel(Xs_k, feature_map=feature_map)\n", "K_1024 = kernels.fidelity_kernel(Xs_k, feature_map=feature_map, shots=1024)\n", "\n", "print(f\"exact diagonal: {np.diag(K_exact)[:4]}\")\n", "print(f\"1024 shots diagonal: {np.diag(K_1024)[:4]} <-- not exactly 1\")\n", "print(f\"\\nmean |sampled - exact| = {np.abs(K_1024 - K_exact).mean():.4f}\")\n", "print(\"With shot noise the matrix is no longer a mathematically valid\")\n", "print(\"kernel. In practice the SVM copes -- but this is a real cost of\")\n", "print(\"measuring rather than reading amplitudes.\")" ] }, { "cell_type": "markdown", "id": "81231def", "metadata": {}, "source": [ "### 3.2 How many shots do you actually need?" ] }, { "cell_type": "code", "execution_count": 21, "id": "c8a0d299", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:45:38.626653Z", "iopub.status.busy": "2026-08-13T23:45:38.626540Z", "iopub.status.idle": "2026-08-13T23:45:39.638229Z", "shell.execute_reply": "2026-08-13T23:45:39.637679Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# watch the estimate sharpen as the shot count rises\n", "#\n", "fig, ax = plt.subplots(1, 4, figsize=(17, 3.6))\n", "plotting.plot_kernel_matrix(K_exact, \"exact (statevector)\", ax=ax[0],\n", " colorbar=False)\n", "for a, shots in zip(ax[1:], [128, 512, 4096]):\n", " K = kernels.fidelity_kernel(Xs_k, feature_map=feature_map, shots=shots)\n", " err = np.abs(K - K_exact).mean()\n", " plotting.plot_kernel_matrix(K, f\"{shots} shots (err {err:.3f})\", ax=a,\n", " colorbar=False)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "6c592216", "metadata": {}, "source": [ "### 3.3 Add device noise\n", "\n", "Now run the same circuits on a simulator carrying a **real IBM device's noise\n", "model** — decoherence, gate errors, readout errors. Still a simulator, but one that\n", "imitates hardware. This is the rehearsal for Segment 4." ] }, { "cell_type": "code", "execution_count": 22, "id": "099c4375", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:45:39.639534Z", "iopub.status.busy": "2026-08-13T23:45:39.639422Z", "iopub.status.idle": "2026-08-13T23:45:41.482729Z", "shell.execute_reply": "2026-08-13T23:45:41.482071Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ideal 1024 shots : mean |err| = 0.0084\n", "noisy 1024 shots : mean |err| = 0.0311\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# rehearse hardware conditions without spending any qpu time\n", "#\n", "backend_noisy = backends.get_backend(\"noisy\",\n", " noise_model_from=\"FakeManilaV2\")\n", "K_noisy = kernels.fidelity_kernel(Xs_k, feature_map=feature_map, shots=1024,\n", " backend=backend_noisy)\n", "\n", "print(f\"ideal 1024 shots : mean |err| = \"\n", " f\"{np.abs(K_1024 - K_exact).mean():.4f}\")\n", "print(f\"noisy 1024 shots : mean |err| = \"\n", " f\"{np.abs(K_noisy - K_exact).mean():.4f}\")\n", "\n", "plotting.plot_kernel_comparison(\n", " [K_exact, K_1024, K_noisy],\n", " [\"exact\", \"1024 shots (ideal)\", \"1024 shots + device noise\"],\n", " suptitle=\"The same kernel, measured three ways\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "a3718631", "metadata": {}, "source": [ "🧪 **Exercise 3** — What does shot noise cost you in *accuracy*?\n", "\n", "1. For `shots` in `[64, 256, 1024, 4096]`, compute a QSVM test accuracy using\n", " `kernel_fn=kernels.fidelity_kernel` and `shots=...`.\n", "2. Also record `mean |K_sampled - K_exact|`.\n", "3. Which of the two columns behaves predictably, and why?\n", "\n", "*Hint:* `models.qsvm(..., kernel_fn=kernels.fidelity_kernel, shots=256)`" ] }, { "cell_type": "code", "execution_count": 23, "id": "5e705e59", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:45:41.484093Z", "iopub.status.busy": "2026-08-13T23:45:41.483967Z", "iopub.status.idle": "2026-08-13T23:45:41.486156Z", "shell.execute_reply": "2026-08-13T23:45:41.485654Z" } }, "outputs": [], "source": [ "# TODO: your code here" ] }, { "cell_type": "markdown", "id": "a11c3875", "metadata": {}, "source": [ "#### ✅ Solution 3" ] }, { "cell_type": "code", "execution_count": 24, "id": "0f6f319a", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:45:41.487083Z", "iopub.status.busy": "2026-08-13T23:45:41.486981Z", "iopub.status.idle": "2026-08-13T23:47:34.311196Z", "shell.execute_reply": "2026-08-13T23:47:34.310539Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " shots mean |K error| test acc\n", " exact 0.0000 1.000\n", " 64 0.0271 0.800\n", " 256 0.0137 0.900\n", " 1024 0.0069 0.800\n", " 4096 0.0035 0.900\n", "\n", "The middle column is the predictable one: the kernel error HALVES\n", "every time shots quadruple, which is the 1/sqrt(N) law from 3.1.\n", "\n", "Accuracy is the noisy column. It generally improves, but not\n", "smoothly -- a small kernel perturbation can flip a few support\n", "vectors and move the boundary. Trust the kernel error as your\n", "measure of precision, and treat accuracy as the downstream effect.\n" ] } ], "source": [ "# measure both the kernel error and the accuracy as shots increase\n", "#\n", "Xa, Xb, ya, yb, _ = data.prepare(DATASET_NAME, scaler=\"minmax\",\n", " path=DATASET_PATH, n_samples=200)\n", "K_ref = kernels.exact_kernel(Xa, feature_map=feature_map)\n", "\n", "print(f\"{'shots':>7s} {'mean |K error|':>15s} {'test acc':>9s}\")\n", "r_ex = models.qsvm(Xa, ya, Xb, yb, feature_map=feature_map)\n", "print(f\"{'exact':>7s} {0.0:15.4f} {r_ex['test_acc']:9.3f}\")\n", "for shots in [64, 256, 1024, 4096]:\n", " K = kernels.fidelity_kernel(Xa, feature_map=feature_map, shots=shots)\n", " r = models.qsvm(Xa, ya, Xb, yb, feature_map=feature_map,\n", " kernel_fn=kernels.fidelity_kernel, shots=shots)\n", " print(f\"{shots:7d} {np.abs(K - K_ref).mean():15.4f} \"\n", " f\"{r['test_acc']:9.3f}\")\n", "\n", "print(\"\\nThe middle column is the predictable one: the kernel error HALVES\")\n", "print(\"every time shots quadruple, which is the 1/sqrt(N) law from 3.1.\")\n", "print(\"\\nAccuracy is the noisy column. It generally improves, but not\")\n", "print(\"smoothly -- a small kernel perturbation can flip a few support\")\n", "print(\"vectors and move the boundary. Trust the kernel error as your\")\n", "print(\"measure of precision, and treat accuracy as the downstream effect.\")" ] }, { "cell_type": "markdown", "id": "8ac78432", "metadata": {}, "source": [ "---\n", "# Segment 4 — On a real quantum computer\n", "\n", "**Lecture link:** *\"Rehearse on a simulator, then perform on real hardware\"* (slide 11).\n", "\n", "Segments 2 and 3 were simulated. **This one is not.** The kernel below was computed\n", "on **`ibm_kingston`** — a 156-qubit superconducting processor.\n", "\n", "The results were run ahead of time and cached, because a live queue is not something\n", "a 90-minute lab can depend on. The job is real: the job ID is in the file, and you\n", "can look it up." ] }, { "cell_type": "code", "execution_count": 25, "id": "3fd3e380", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:47:34.312910Z", "iopub.status.busy": "2026-08-13T23:47:34.312788Z", "iopub.status.idle": "2026-08-13T23:47:34.316299Z", "shell.execute_reply": "2026-08-13T23:47:34.315829Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "backend : ibm_kingston\n", "job id : d9pukna42q2c73b8g3h0\n", "train/test : 20 x 20 and 12 x 20\n", "shots : 1024\n", "QPU time : 118 s (wall clock 192 s)\n" ] } ], "source": [ "# load a kernel that was measured on real hardware\n", "#\n", "hw = experiments.load_hardware_results(\"hw_kernel_20x20.json\")\n", "\n", "print(f\"backend : {hw['backend']}\")\n", "print(f\"job id : {hw['job_id']}\")\n", "print(f\"train/test : {hw['n_train']} x {hw['n_train']} and \"\n", " f\"{hw['n_test']} x {hw['n_train']}\")\n", "print(f\"shots : {hw['shots']}\")\n", "print(f\"QPU time : {hw['usage'].get('quantum_seconds', '?')} s \"\n", " f\"(wall clock {hw['wall_s']:.0f} s)\")" ] }, { "cell_type": "markdown", "id": "e1b3d8a4", "metadata": {}, "source": [ "### 4.1 Does a real chip agree with our laptop?\n", "\n", "This is the moment of truth. Left: the kernel from exact linear algebra. Middle: the\n", "same kernel measured on hardware. Right: the difference." ] }, { "cell_type": "code", "execution_count": 26, "id": "3c5b074f", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:47:34.317344Z", "iopub.status.busy": "2026-08-13T23:47:34.317238Z", "iopub.status.idle": "2026-08-13T23:47:34.563663Z", "shell.execute_reply": "2026-08-13T23:47:34.563017Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "correlation : 0.9986\n", "mean |difference|: 0.0154\n", "max |difference|: 0.0457\n" ] } ], "source": [ "# compare the measured kernel against the exact one\n", "#\n", "K_hw, K_ex = hw[\"K_train_hw\"], hw[\"K_train_exact\"]\n", "off = ~np.eye(len(K_hw), dtype=bool)\n", "\n", "fig, ax = plt.subplots(1, 3, figsize=(15, 4))\n", "plotting.plot_kernel_matrix(K_ex, \"exact (your laptop)\", ax=ax[0],\n", " colorbar=False)\n", "plotting.plot_kernel_matrix(K_hw, f\"measured on {hw['backend']}\", ax=ax[1],\n", " colorbar=False)\n", "image = ax[2].imshow(np.abs(K_hw - K_ex), cmap=\"magma\", vmin=0, vmax=0.15)\n", "ax[2].set_title(\"|difference|\")\n", "plt.colorbar(image, ax=ax[2], fraction=0.046)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "print(f\"correlation : {np.corrcoef(K_hw[off], K_ex[off])[0, 1]:.4f}\")\n", "print(f\"mean |difference|: {np.abs(K_hw - K_ex)[off].mean():.4f}\")\n", "print(f\"max |difference|: {np.abs(K_hw - K_ex)[off].max():.4f}\")" ] }, { "cell_type": "markdown", "id": "81705801", "metadata": {}, "source": [ "### 4.2 Train an SVM on hardware-measured similarities\n", "\n", "Same comparison at the level we actually care about — accuracy. Both models use the\n", "**same 20 training points**, so the only difference is *where the kernel came from*." ] }, { "cell_type": "code", "execution_count": 27, "id": "3b1f2958", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:47:34.565078Z", "iopub.status.busy": "2026-08-13T23:47:34.564962Z", "iopub.status.idle": "2026-08-13T23:47:34.570447Z", "shell.execute_reply": "2026-08-13T23:47:34.569955Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "QSVM on the EXACT kernel : 1.0000\n", "QSVM on the HARDWARE kernel : 1.0000\n", "\n", "Identical -- the hardware kernel classified every test point\n", "correctly. Noise cost us nothing at all on this task.\n", "\n", "But do not over-read it: 12 test points cannot resolve a small\n", "difference. Accuracy has saturated, so the informative comparison is\n", "the one in 4.1 -- the kernel ENTRIES differ by 0.015 on average, and\n", "that is the real measure of what the hardware cost us.\n" ] } ], "source": [ "# fit one svm on measured similarities and one on exact similarities\n", "#\n", "r_hw = models.qsvm_from_kernels(hw[\"K_train_hw\"], hw[\"y_train\"],\n", " hw[\"K_test_hw\"], hw[\"y_test\"], C=10)\n", "r_ex = models.qsvm_from_kernels(hw[\"K_train_exact\"], hw[\"y_train\"],\n", " hw[\"K_test_exact\"], hw[\"y_test\"], C=10)\n", "\n", "print(f\"QSVM on the EXACT kernel : {r_ex['test_acc']:.4f}\")\n", "print(f\"QSVM on the HARDWARE kernel : {r_hw['test_acc']:.4f}\")\n", "print(\"\\nIdentical -- the hardware kernel classified every test point\")\n", "print(\"correctly. Noise cost us nothing at all on this task.\")\n", "print(\"\\nBut do not over-read it: 12 test points cannot resolve a small\")\n", "print(\"difference. Accuracy has saturated, so the informative comparison is\")\n", "print(\"the one in 4.1 -- the kernel ENTRIES differ by 0.015 on average, and\")\n", "print(\"that is the real measure of what the hardware cost us.\")" ] }, { "cell_type": "markdown", "id": "31ce12ae", "metadata": {}, "source": [ "### 4.3 Did hardware noise change what the model learned?\n", "\n", "We can draw the boundary of the hardware-trained model — but read the label\n", "carefully, because this plot is a **hybrid**:\n", "\n", "- the model's support vectors and weights were fitted on **hardware-measured**\n", " similarities;\n", "- the background grid is evaluated with the **exact simulator** kernel.\n", "\n", "Why? A 60×60 grid against 20 training points is 72,000 circuits ≈ **6 hours of QPU**.\n", "So the plot answers *\"what did the chip's noisy similarities teach the model?\"* —\n", "not *\"what would inference on hardware look like?\"* Those are different questions,\n", "and only the first one is affordable." ] }, { "cell_type": "code", "execution_count": 28, "id": "852404d3", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:47:34.571592Z", "iopub.status.busy": "2026-08-13T23:47:34.571484Z", "iopub.status.idle": "2026-08-13T23:47:38.491305Z", "shell.execute_reply": "2026-08-13T23:47:38.490441Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "support vectors -- exact: 6, hardware: 6, shared: 4\n", "predictions agree on 100% of the test points\n", "\n", "The two boundaries are close but not identical. Noise of ~0.015 per\n", "kernel entry was enough to shuffle WHICH points end up on the margin,\n", "without changing where the boundary ends up or what it predicts.\n" ] } ], "source": [ "# draw both models, rendering the grid on the simulator\n", "#\n", "m_hw = models.qsvm_from_kernels(hw[\"K_train_hw\"], hw[\"y_train\"],\n", " hw[\"K_test_hw\"], hw[\"y_test\"], C=10)[\"model\"]\n", "m_ex = models.qsvm_from_kernels(hw[\"K_train_exact\"], hw[\"y_train\"],\n", " hw[\"K_test_exact\"], hw[\"y_test\"],\n", " C=10)[\"model\"]\n", "\n", "plotting.plot_boundary_comparison([\n", " dict(model=m_ex, X=hw[\"X_train\"], y=hw[\"y_train\"],\n", " kernel_fn=kernels.exact_kernel, feature_map=feature_map,\n", " X_train=hw[\"X_train\"], support_idx=m_ex.support_,\n", " title=\"trained on the EXACT kernel\"),\n", " dict(model=m_hw, X=hw[\"X_train\"], y=hw[\"y_train\"],\n", " kernel_fn=kernels.exact_kernel, feature_map=feature_map,\n", " X_train=hw[\"X_train\"], support_idx=m_hw.support_,\n", " title=f\"trained on {hw['backend']} measurements\"),\n", "], suptitle=\"Same 20 points — did the noise change the lesson? \"\n", " \"(grid: simulated)\")\n", "plt.show()\n", "\n", "# compare what the two models actually kept and predicted\n", "#\n", "shared = len(set(m_ex.support_.tolist()) & set(m_hw.support_.tolist()))\n", "agree = (m_hw.predict(hw[\"K_test_hw\"])\n", " == m_ex.predict(hw[\"K_test_exact\"])).mean()\n", "print(f\"support vectors -- exact: {len(m_ex.support_)}, \"\n", " f\"hardware: {len(m_hw.support_)}, shared: {shared}\")\n", "print(f\"predictions agree on {100 * agree:.0f}% of the test points\")\n", "print(\"\\nThe two boundaries are close but not identical. Noise of ~0.015 per\")\n", "print(\"kernel entry was enough to shuffle WHICH points end up on the margin,\")\n", "print(\"without changing where the boundary ends up or what it predicts.\")" ] }, { "cell_type": "markdown", "id": "031b6892", "metadata": {}, "source": [ "### 4.4 The practical cost of hardware\n", "\n", "Why is the hardware kernel only 20×20 when Segment 2 used 800×800?\n", "\n", "A symmetric kernel needs **N(N−1)/2** circuits. At the measured rate of ~0.31 s of\n", "QPU per circuit:" ] }, { "cell_type": "code", "execution_count": 29, "id": "8edeeff0", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:47:38.492687Z", "iopub.status.busy": "2026-08-13T23:47:38.492569Z", "iopub.status.idle": "2026-08-13T23:47:38.495724Z", "shell.execute_reply": "2026-08-13T23:47:38.495266Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "N= 20 -> 190 circuits = 1.0 min QPU ( 9.8% of a monthly Open Plan allowance)\n", "N= 100 -> 4,950 circuits = 25.6 min QPU ( 255.8% of a monthly Open Plan allowance)\n", "N= 800 -> 319,600 circuits = 1651.3 min QPU (16512.7% of a monthly Open Plan allowance)\n", "\n", "And that is only TRAINING. A 60x60 boundary grid against just 20\n", "support vectors is 72,000 circuits = 6.2 hours of QPU -- for ONE picture.\n", "That is why every decision boundary here is drawn on the simulator.\n", "\n", "Note which way the asymmetry runs: training on a quantum kernel is\n", "merely expensive, but INFERENCE is expensive forever, once per\n", "prediction. Any real deployment story has to answer that.\n" ] } ], "source": [ "# price a kernel before you ever submit it\n", "#\n", "for n in [20, 100, 800]:\n", " c = backends.qpu_cost(n)\n", " print(f\"N={n:4d} -> {c['circuits']:7,d} circuits = \"\n", " f\"{c['qpu_seconds'] / 60:7.1f} min QPU \"\n", " f\"({c['percent_of_monthly']:6.1f}% of a monthly Open Plan \"\n", " f\"allowance)\")\n", "\n", "# inference costs too, and it never stops costing\n", "#\n", "grid_circuits = 60 * 60 * 20\n", "print(f\"\\nAnd that is only TRAINING. A 60x60 boundary grid against just 20\")\n", "print(f\"support vectors is {grid_circuits:,d} circuits = \"\n", " f\"{grid_circuits * 0.31 / 3600:.1f} hours of QPU -- for ONE picture.\")\n", "print(\"That is why every decision boundary here is drawn on the simulator.\")\n", "print(\"\\nNote which way the asymmetry runs: training on a quantum kernel is\")\n", "print(\"merely expensive, but INFERENCE is expensive forever, once per\")\n", "print(\"prediction. Any real deployment story has to answer that.\")" ] }, { "cell_type": "markdown", "id": "1635b3b5", "metadata": {}, "source": [ "### 4.5 Run it yourself on real hardware — the easy way\n", "\n", "You do not need any of this to finish the lab. But if you want to say you ran a\n", "machine learning model on a real quantum computer, it takes about three minutes.\n", "\n", "**Step 1 — get a free API key.**\n", "Go to **https://quantum.cloud.ibm.com**, sign in, and copy your API key from the\n", "dashboard. It is a 44-character string. The free **Open plan** gives you about\n", "**10 minutes of quantum processor time per month**, which is far more than this\n", "segment needs.\n", "\n", "**Step 2 — paste it into the next cell, between the quotes.** That is the whole\n", "setup. No files to create, no folders to find, no CRN to look up — the notebook\n", "takes care of the rest.\n", "\n", "> Your key is like a password. Clear the cell before you share this notebook\n", "> with anyone.\n", "\n", "**Step 3 — run the cells.** Connecting and listing processors is free; only the\n", "last cell spends any quantum time, and it tells you the cost first." ] }, { "cell_type": "code", "execution_count": null, "id": "080252a7", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:47:38.496709Z", "iopub.status.busy": "2026-08-13T23:47:38.496604Z", "iopub.status.idle": "2026-08-13T23:47:38.498993Z", "shell.execute_reply": "2026-08-13T23:47:38.498565Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "key received (44 characters)\n" ] } ], "source": [ "# =====================================================================\n", "# PASTE YOUR IBM QUANTUM API KEY BETWEEN THE QUOTES, THEN RUN THIS CELL\n", "# get one free at https://quantum.cloud.ibm.com\n", "# =====================================================================\n", "\n", "IBM_API_KEY = \"\"\n", "\n", "# =====================================================================\n", "\n", "# leave it empty and the lab simply skips the hardware cells\n", "#\n", "if IBM_API_KEY.strip():\n", " print(f\"key received ({len(IBM_API_KEY.strip())} characters)\")\n", "else:\n", " print(\"no key pasted -- the hardware cells below will be skipped.\")\n", " print(\"everything else in this lab works without one.\")" ] }, { "cell_type": "code", "execution_count": 50, "id": "8c055b4d", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:47:38.499979Z", "iopub.status.busy": "2026-08-13T23:47:38.499867Z", "iopub.status.idle": "2026-08-13T23:47:38.502255Z", "shell.execute_reply": "2026-08-13T23:47:38.501757Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "instance: open-instance (us-east)\n", " ibm_fez qubits= 156 queue=24629\n", " ibm_marrakesh qubits= 156 queue= 1\n", " ibm_kingston qubits= 156 queue= 11\n", "\n", "we will use: ibm_marrakesh\n" ] } ], "source": [ "# connect to IBM Quantum. the instance CRN is found for you.\n", "# listing processors costs no quantum time, so this is always safe.\n", "#\n", "service = None\n", "if IBM_API_KEY.strip():\n", " service = backends.connect(IBM_API_KEY)\n", " my_backend = backends.get_backend(\"hardware\", service=service)\n", " print(\"\\nwe will use:\", my_backend.name)\n", "else:\n", " print(\"skipped -- paste your key in the cell above first\")" ] }, { "cell_type": "markdown", "id": "5529d305", "metadata": {}, "source": [ "#### Now run a real quantum kernel\n", "\n", "The cell below measures a small **10×10 kernel** on the processor with the\n", "shortest queue, then compares it against the exact answer your laptop computed\n", "in Segment 2.\n", "\n", "It costs about **14 seconds** of quantum time — roughly 2% of your monthly\n", "allowance. Set `SUBMIT_JOB = True` to actually run it.\n", "\n", "Expect it to take a couple of minutes of wall-clock time: your job waits in a\n", "queue with everyone else's." ] }, { "cell_type": "code", "execution_count": 52, "id": "2a71429b", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:47:38.503175Z", "iopub.status.busy": "2026-08-13T23:47:38.503072Z", "iopub.status.idle": "2026-08-13T23:47:38.506589Z", "shell.execute_reply": "2026-08-13T23:47:38.506106Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "submitting 45 circuits (~14s of quantum time)\n", "\n", "45 circuits (~14s QPU expected)\n", "job id: d9v5of50vrcc73boqqv0\n", "\n", "correlation with the exact kernel : 0.9946\n", "mean |difference| : 0.0195\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "That matrix came off a superconducting chip cooled to about\n", "15 millikelvin. You just measured quantum similarity yourself.\n" ] } ], "source": [ "# set this to True to actually submit. it spends real quantum time.\n", "#\n", "SUBMIT_JOB = True\n", "\n", "if IBM_API_KEY.strip() and SUBMIT_JOB:\n", "\n", " # use the same points and encoding as the rest of the lab\n", " #\n", " X_mine = X_train[:10]\n", " cost = backends.qpu_cost(10)\n", " print(f\"submitting {cost['circuits']} circuits \"\n", " f\"(~{cost['qpu_seconds']:.0f}s of quantum time)\\n\")\n", "\n", " # measure the kernel on the real processor\n", " #\n", " K_mine, my_job = kernels.hardware_kernel(\n", " X_mine, feature_map=feature_map, backend=my_backend, shots=1024)\n", "\n", " # compare it against the exact answer\n", " #\n", " K_ref_mine = kernels.exact_kernel(X_mine, feature_map=feature_map)\n", " off_mine = ~np.eye(len(K_mine), dtype=bool)\n", " corr_mine = np.corrcoef(K_mine[off_mine], K_ref_mine[off_mine])[0, 1]\n", "\n", " print(f\"\\ncorrelation with the exact kernel : {corr_mine:.4f}\")\n", " print(f\"mean |difference| : \"\n", " f\"{np.abs(K_mine - K_ref_mine)[off_mine].mean():.4f}\")\n", "\n", " plotting.plot_kernel_comparison(\n", " [K_ref_mine, K_mine],\n", " [\"exact (your laptop)\", f\"measured on {my_backend.name}\"],\n", " suptitle=\"Your own quantum kernel\")\n", " plt.show()\n", "\n", " print(\"\\nThat matrix came off a superconducting chip cooled to about\")\n", " print(\"15 millikelvin. You just measured quantum similarity yourself.\")\n", "\n", "elif IBM_API_KEY.strip():\n", " print(\"ready to submit -- set SUBMIT_JOB = True above to run it\")\n", "else:\n", " print(\"skipped -- paste your key two cells above first\")" ] }, { "cell_type": "markdown", "id": "53312884", "metadata": {}, "source": [ "#### If something goes wrong\n", "\n", "| What you see | What it means | What to do |\n", "|---|---|---|\n", "| `no api key given` | The quotes are still empty | Paste your key into `IBM_API_KEY` |\n", "| `this api key has no quantum-computing instance` | The account has no quantum service yet | Open quantum.cloud.ibm.com and create one; the Open plan is free |\n", "| `403 Forbidden` | The key was copied incompletely, or was revoked | Copy it again from the dashboard |\n", "| A DNS error mentioning `us-south...` | Wrong instance CRN | You should not see this — `backends.connect` handles it. If you hard-coded a CRN, remove it |\n", "| The job sits waiting | Someone else is ahead of you in the queue | Wait, or re-run the connect cell to pick a shorter queue |\n", "\n", "To go further — bigger kernels, saved results, a full train/test run on hardware —\n", "use `results/hw_kernel_job.py`, which prints a cost estimate and asks before it\n", "spends anything." ] }, { "cell_type": "markdown", "id": "4b22e73e", "metadata": {}, "source": [ "🧪 **Exercise 4** — Is hardware noise random, or biased?\n", "\n", "1. Compute the signed error `K_hw - K_exact` on the off-diagonal entries.\n", "2. Is its **mean** near zero (random noise) or clearly negative (systematic bias)?\n", "3. Plot a histogram. What physical effect would push fidelities *down*?" ] }, { "cell_type": "code", "execution_count": 33, "id": "330b3787", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:47:38.507559Z", "iopub.status.busy": "2026-08-13T23:47:38.507443Z", "iopub.status.idle": "2026-08-13T23:47:38.509191Z", "shell.execute_reply": "2026-08-13T23:47:38.508765Z" } }, "outputs": [], "source": [ "# TODO: your code here" ] }, { "cell_type": "markdown", "id": "6ed2113b", "metadata": {}, "source": [ "#### ✅ Solution 4" ] }, { "cell_type": "code", "execution_count": 34, "id": "b9e0b9a9", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:47:38.510143Z", "iopub.status.busy": "2026-08-13T23:47:38.510041Z", "iopub.status.idle": "2026-08-13T23:47:38.615322Z", "shell.execute_reply": "2026-08-13T23:47:38.614609Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "mean signed error : -0.0056\n", "std signed error : 0.0179\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "The mean is negative: hardware systematically UNDER-estimates\n", "similarity. Decoherence and gate errors leak amplitude away from\n", "|00>, and |00> is exactly the outcome we count. So noise pushes every\n", "fidelity toward zero -- it looks like 'everything is less similar',\n", "which is to say noise imitates kernel concentration.\n" ] } ], "source": [ "# look at the sign of the error, not just its size\n", "#\n", "err = (K_hw - K_ex)[off]\n", "\n", "print(f\"mean signed error : {err.mean():+.4f}\")\n", "print(f\"std signed error : {err.std():.4f}\")\n", "\n", "plt.figure(figsize=(6, 3.4))\n", "plt.hist(err, bins=30, color=plotting.TEAL, edgecolor=\"white\")\n", "plt.axvline(0, color=\"k\", lw=1)\n", "plt.axvline(err.mean(), color=plotting.RED, lw=2,\n", " label=f\"mean {err.mean():+.3f}\")\n", "plt.xlabel(\"K_hardware - K_exact\")\n", "plt.ylabel(\"count\")\n", "plt.title(\"Hardware error is biased, not just noisy\")\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "print(\"\\nThe mean is negative: hardware systematically UNDER-estimates\")\n", "print(\"similarity. Decoherence and gate errors leak amplitude away from\")\n", "print(\"|00>, and |00> is exactly the outcome we count. So noise pushes every\")\n", "print(\"fidelity toward zero -- it looks like 'everything is less similar',\")\n", "print(\"which is to say noise imitates kernel concentration.\")" ] }, { "cell_type": "markdown", "id": "beddb444", "metadata": {}, "source": [ "---\n", "# Segment 5 — PATH B: train the circuit itself\n", "\n", "**Lecture link:** *\"Path B: train the circuit — the variational quantum circuit\"* (slide 9).\n", "\n", "Everything so far used the quantum computer as a **ruler**: a fixed measuring device,\n", "with a classical SVM doing the learning. PATH B is different — we put **knobs** θ on\n", "the circuit and train them, exactly like a neural network:\n", "\n", "> run it → see how wrong the answer is → nudge the knobs → repeat\n", "\n", "Now the circuit *is* the model. No separate classical learner." ] }, { "cell_type": "markdown", "id": "b1870109", "metadata": {}, "source": [ "### 5.1 The obvious way — and why it disappoints\n", "\n", "Feature map once, then a generic trainable ansatz (`RealAmplitudes`), then measure.\n", "This is the textbook recipe." ] }, { "cell_type": "code", "execution_count": 35, "id": "f5f7708f", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:47:38.616692Z", "iopub.status.busy": "2026-08-13T23:47:38.616577Z", "iopub.status.idle": "2026-08-13T23:47:54.846007Z", "shell.execute_reply": "2026-08-13T23:47:54.845332Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "naive VQC test accuracy = 0.7500 (16s)\n", "PATH A QSVM test accuracy = 1.0000 (same data)\n", "\n", "The kernel wins comfortably. The circuit is not short of Hilbert\n", "space -- it is short of a way to USE it. The data goes in once, at\n", "the very start, and every later layer just rotates what is already\n", "there.\n" ] } ], "source": [ "# train the textbook variational classifier\n", "#\n", "Xa, Xb, ya, yb, _ = data.prepare(DATASET_NAME, scaler=\"minmax\",\n", " path=DATASET_PATH, n_samples=200)\n", "\n", "res_naive = models.vqc_naive(Xa, ya, Xb, yb, reps=2, ansatz_reps=3,\n", " maxiter=200)\n", "res_path_a = models.qsvm(Xa, ya, Xb, yb, feature_map=feature_map)\n", "\n", "print(f\"naive VQC test accuracy = {res_naive['test_acc']:.4f} \"\n", " f\"({res_naive['train_time']:.0f}s)\")\n", "print(f\"PATH A QSVM test accuracy = {res_path_a['test_acc']:.4f} \"\n", " f\"(same data)\")\n", "print(\"\\nThe kernel wins comfortably. The circuit is not short of Hilbert\")\n", "print(\"space -- it is short of a way to USE it. The data goes in once, at\")\n", "print(\"the very start, and every later layer just rotates what is already\")\n", "print(\"there.\")" ] }, { "cell_type": "markdown", "id": "7001d887", "metadata": {}, "source": [ "### 5.2 The fix: data re-uploading\n", "\n", "Feed the data in again **in every layer**, instead of only once at the beginning.\n", "Each layer re-reads the input, so the circuit builds up a genuinely nonlinear\n", "function of `x` rather than one fixed encoding followed by rotations.\n", "\n", "It is a tiny change to the circuit, and it *can* be a large change to what the\n", "circuit can express — though as we are about to see, only if the data enters it\n", "properly." ] }, { "cell_type": "code", "execution_count": 36, "id": "b7b80330", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:47:54.847552Z", "iopub.status.busy": "2026-08-13T23:47:54.847436Z", "iopub.status.idle": "2026-08-13T23:47:55.050895Z", "shell.execute_reply": "2026-08-13T23:47:55.050254Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2 qubits, 12 trainable parameters, data re-uploaded 2 times\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# build a circuit that re-reads the data in every layer\n", "#\n", "circ, inputs, weights = models.reuploading_circuit(n_features=2, n_qubits=2,\n", " layers=2)\n", "\n", "print(f\"{circ.num_qubits} qubits, {len(weights)} trainable parameters, \"\n", " f\"data re-uploaded 2 times\")\n", "circ.draw(\"mpl\", fold=110)" ] }, { "cell_type": "code", "execution_count": 37, "id": "42956b1d", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:47:55.052412Z", "iopub.status.busy": "2026-08-13T23:47:55.052296Z", "iopub.status.idle": "2026-08-13T23:48:22.254121Z", "shell.execute_reply": "2026-08-13T23:48:22.253599Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "naive VQC test accuracy = 0.7500\n", "data re-uploading test accuracy = 0.7500 (30s, 12 parameters)\n", "PATH A kernel test accuracy = 1.0000\n", "\n", "re-uploading moved accuracy by +0.000, and both circuits sit\n", "well behind the kernel. On THIS scaler the better architecture bought\n", "us almost nothing.\n", "\n", "That is worth sitting with. We changed the model and the result\n", "barely moved -- so the model was not the binding constraint. Hold that\n", "thought: one piece is still missing, and Segment 2 already told us\n", "what it is.\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# train the re-uploading classifier on the same data\n", "#\n", "res_reup = models.vqc_reuploading(Xa, ya, Xb, yb, layers=2, maxiter=300)\n", "\n", "print(f\"naive VQC test accuracy = {res_naive['test_acc']:.4f}\")\n", "print(f\"data re-uploading test accuracy = {res_reup['test_acc']:.4f} \"\n", " f\"({res_reup['train_time']:.0f}s, {res_reup['n_params']} parameters)\")\n", "print(f\"PATH A kernel test accuracy = \"\n", " f\"{res_path_a['test_acc']:.4f}\")\n", "\n", "# say what actually happened rather than what we hoped would happen\n", "#\n", "delta = res_reup[\"test_acc\"] - res_naive[\"test_acc\"]\n", "print(f\"\\nre-uploading moved accuracy by {delta:+.3f}, and both circuits sit\")\n", "print(\"well behind the kernel. On THIS scaler the better architecture bought\")\n", "print(\"us almost nothing.\")\n", "print(\"\\nThat is worth sitting with. We changed the model and the result\")\n", "print(\"barely moved -- so the model was not the binding constraint. Hold that\")\n", "print(\"thought: one piece is still missing, and Segment 2 already told us\")\n", "print(\"what it is.\")\n", "\n", "plotting.plot_convergence(res_reup[\"history\"], \"PATH B: the circuit learning\",\n", " label=\"data re-uploading\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "e53158f2", "metadata": {}, "source": [ "### 5.3 The missing piece — and a twist\n", "\n", "In Segment 2 we concluded: *use `MinMaxScaler`, not `StandardScaler`.*\n", "\n", "That conclusion does **not** transfer to PATH B. In fact it is backwards. Run both." ] }, { "cell_type": "code", "execution_count": 38, "id": "5ee3d6fe", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:48:22.255749Z", "iopub.status.busy": "2026-08-13T23:48:22.255636Z", "iopub.status.idle": "2026-08-13T23:49:16.473192Z", "shell.execute_reply": "2026-08-13T23:49:16.472541Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "scaler QSVM (PATH A) re-uploading (PATH B)\n", "minmax 1.000 0.750\n", "standard 0.550 0.875\n", "\n", "There it is. The missing piece was never the architecture -- it was\n", "the scaler, and the two paths want OPPOSITE ones.\n", " ZZFeatureMap multiplies features, so a wide range blows the angle\n", " up -- keep it narrow.\n", " Re-uploading rotates BY the feature (RY(x), RZ(x)) and its\n", " trainable layers absorb the scale -- a wider range gives it more\n", " to work with.\n", "\n", "So 'always MinMaxScaler' is wrong too. The right preprocessing\n", "depends on HOW your circuit consumes the numbers. That is the\n", "transferable lesson.\n" ] } ], "source": [ "# compare both paths under both scalers, keeping the fitted models\n", "#\n", "trained = {}\n", "print(f\"{'scaler':10s} {'QSVM (PATH A)':>15s} \"\n", " f\"{'re-uploading (PATH B)':>23s}\")\n", "for s in [\"minmax\", \"standard\"]:\n", " Xc, Xd, yc, yd, _ = data.prepare(DATASET_NAME, scaler=s,\n", " path=DATASET_PATH, n_samples=200)\n", " ra = models.qsvm(Xc, yc, Xd, yd, feature_map=feature_map)\n", " rb = models.vqc_reuploading(Xc, yc, Xd, yd, layers=2, maxiter=300)\n", " trained[s] = {\"qsvm\": ra, \"vqc\": rb, \"X\": Xc, \"y\": yc}\n", " print(f\"{s:10s} {ra['test_acc']:15.3f} {rb['test_acc']:23.3f}\")\n", "\n", "print(\"\\nThere it is. The missing piece was never the architecture -- it was\")\n", "print(\"the scaler, and the two paths want OPPOSITE ones.\")\n", "print(\" ZZFeatureMap multiplies features, so a wide range blows the angle\")\n", "print(\" up -- keep it narrow.\")\n", "print(\" Re-uploading rotates BY the feature (RY(x), RZ(x)) and its\")\n", "print(\" trainable layers absorb the scale -- a wider range gives it more\")\n", "print(\" to work with.\")\n", "print(\"\\nSo 'always MinMaxScaler' is wrong too. The right preprocessing\")\n", "print(\"depends on HOW your circuit consumes the numbers. That is the\")\n", "print(\"transferable lesson.\")" ] }, { "cell_type": "markdown", "id": "eecc0fcb", "metadata": {}, "source": [ "### 5.4 The two paths, drawn side by side\n", "\n", "PATH A and PATH B solve the same problem with different machinery. Their boundaries\n", "differ in a way that is worth a moment." ] }, { "cell_type": "code", "execution_count": 39, "id": "e4324479", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:49:16.474909Z", "iopub.status.busy": "2026-08-13T23:49:16.474788Z", "iopub.status.idle": "2026-08-13T23:49:18.825596Z", "shell.execute_reply": "2026-08-13T23:49:18.824851Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "PATH A leans on individual training points -- the boundary bends\n", "around the support vectors it kept.\n", "PATH B has no training points at inference time at all. Its boundary\n", "is a smooth function of 12 numbers (the trained angles), so it draws\n", "broad, sweeping shapes rather than locally-fitted ones.\n", "\n", "That difference is the practical one: PATH B's model is 12\n", "parameters, while PATH A must carry its support vectors forever.\n" ] } ], "source": [ "# reuse the models fitted in 5.3 rather than retraining\n", "#\n", "best_vqc = trained[\"standard\"][\"vqc\"]\n", "qsvm_std = trained[\"standard\"][\"qsvm\"]\n", "Xv, yv = trained[\"standard\"][\"X\"], trained[\"standard\"][\"y\"]\n", "\n", "plotting.plot_boundary_comparison([\n", " dict(model=qsvm_std[\"model\"], X=Xv, y=yv, kernel_fn=kernels.exact_kernel,\n", " feature_map=feature_map, X_train=Xv,\n", " support_idx=qsvm_std[\"model\"].support_,\n", " title=f\"PATH A — quantum kernel ({qsvm_std['test_acc']:.3f})\"),\n", " dict(model=best_vqc[\"model\"], X=Xv, y=yv,\n", " title=f\"PATH B — trained circuit ({best_vqc['test_acc']:.3f})\"),\n", "], suptitle=\"Same data, same scaler, two different machines\", resolution=45)\n", "plt.show()\n", "\n", "print(\"PATH A leans on individual training points -- the boundary bends\")\n", "print(\"around the support vectors it kept.\")\n", "print(\"PATH B has no training points at inference time at all. Its boundary\")\n", "print(\"is a smooth function of 12 numbers (the trained angles), so it draws\")\n", "print(\"broad, sweeping shapes rather than locally-fitted ones.\")\n", "print(\"\\nThat difference is the practical one: PATH B's model is 12\")\n", "print(\"parameters, while PATH A must carry its support vectors forever.\")" ] }, { "cell_type": "markdown", "id": "383b6a53", "metadata": {}, "source": [ "🧪 **Exercise 5** — Does depth help?\n", "\n", "1. Train re-uploading classifiers with `layers` = 1, 2, and 3.\n", "2. Plot the loss curves on one axis.\n", "3. Does more depth always help? What does it cost?" ] }, { "cell_type": "code", "execution_count": 40, "id": "0098bcd8", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:49:18.827111Z", "iopub.status.busy": "2026-08-13T23:49:18.826995Z", "iopub.status.idle": "2026-08-13T23:49:18.829138Z", "shell.execute_reply": "2026-08-13T23:49:18.828645Z" } }, "outputs": [], "source": [ "# TODO: your code here" ] }, { "cell_type": "markdown", "id": "970fe414", "metadata": {}, "source": [ "#### ✅ Solution 5" ] }, { "cell_type": "code", "execution_count": 41, "id": "c3fb97fc", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:49:18.830237Z", "iopub.status.busy": "2026-08-13T23:49:18.830130Z", "iopub.status.idle": "2026-08-13T23:50:39.442183Z", "shell.execute_reply": "2026-08-13T23:50:39.441579Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "One layer underfits. Beyond that, returns diminish while cost keeps\n", "rising: more parameters, more circuit evaluations, and a harder\n", "optimisation landscape (this is the neighbourhood of the 'barren\n", "plateau' problem). Deeper is not free.\n" ] } ], "source": [ "# train at three depths and compare the loss curves\n", "#\n", "fig, ax = plt.subplots(figsize=(7, 4))\n", "for L, color in zip([1, 2, 3],\n", " [plotting.TEAL, plotting.PURPLE, plotting.RED]):\n", " r = models.vqc_reuploading(Xa, ya, Xb, yb, layers=L, maxiter=300)\n", " ax.plot(r[\"history\"], lw=1.7, color=color,\n", " label=f\"{L} layer(s): test {r['test_acc']:.3f}, \"\n", " f\"{r['n_params']} params, {r['train_time']:.0f}s\")\n", "ax.set_xlabel(\"optimizer iteration\")\n", "ax.set_ylabel(\"loss\")\n", "ax.set_title(\"Does depth help?\")\n", "ax.legend()\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "print(\"One layer underfits. Beyond that, returns diminish while cost keeps\")\n", "print(\"rising: more parameters, more circuit evaluations, and a harder\")\n", "print(\"optimisation landscape (this is the neighbourhood of the 'barren\")\n", "print(\"plateau' problem). Deeper is not free.\")" ] }, { "cell_type": "markdown", "id": "87978fdb", "metadata": {}, "source": [ "---\n", "# Segment 6 — Where quantum actually wins\n", "\n", "**Lecture link:** *\"Advantage is problem-dependent — no general guarantee\"* (slide 7,\n", "For the experts).\n", "\n", "On two moons our best quantum kernel roughly **tied** the classical RBF, and only\n", "after we got the scaling right. If the lab stopped there you might reasonably\n", "conclude none of this is worth it.\n", "\n", "So let's change the dataset. `ad_hoc_data` is constructed by Havlíček et al. so that\n", "a `ZZFeatureMap` kernel is the *natural* kernel for the problem — the structure in\n", "the data is the structure the circuit encodes." ] }, { "cell_type": "code", "execution_count": 42, "id": "3d0d11bc", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:50:39.443842Z", "iopub.status.busy": "2026-08-13T23:50:39.443726Z", "iopub.status.idle": "2026-08-13T23:50:39.972856Z", "shell.execute_reply": "2026-08-13T23:50:39.972137Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ad_hoc dataset (built to suit a quantum kernel)\n", " classical linear SVM : 0.625\n", " classical RBF SVM : 0.600\n", " QUANTUM kernel SVM : 1.000\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# load a dataset built to suit a quantum kernel\n", "#\n", "Xa, Xb, ya, yb, _ = data.prepare(\"ad_hoc\", scaler=\"none\", n_samples=200,\n", " test_size=0.4)\n", "\n", "lin = models.classical_svm(Xa, ya, Xb, yb, kernel=\"linear\")[\"test_acc\"]\n", "rbf = models.classical_svm(Xa, ya, Xb, yb, kernel=\"rbf\")[\"test_acc\"]\n", "qnt = models.qsvm(Xa, ya, Xb, yb, feature_map=feature_map)[\"test_acc\"]\n", "\n", "print(\"ad_hoc dataset (built to suit a quantum kernel)\")\n", "print(f\" classical linear SVM : {lin:.3f}\")\n", "print(f\" classical RBF SVM : {rbf:.3f}\")\n", "print(f\" QUANTUM kernel SVM : {qnt:.3f}\")\n", "\n", "plotting.plot_dataset(Xa, ya, \"ad_hoc: structure a ZZ kernel can see\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "cbb9aca3", "metadata": {}, "source": [ "### 6.1 What the advantage actually looks like\n", "\n", "On two-moons the two boundaries were near-identical. Here they are not — and the\n", "picture explains the numbers better than the numbers do." ] }, { "cell_type": "code", "execution_count": 43, "id": "d01ad345", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:50:39.974569Z", "iopub.status.busy": "2026-08-13T23:50:39.974449Z", "iopub.status.idle": "2026-08-13T23:50:42.447965Z", "shell.execute_reply": "2026-08-13T23:50:42.447341Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "The RBF kernel assumes 'nearby points are similar'. The ad_hoc labels\n", "are not organised that way, so it flails -- carving the plane into\n", "blobs around whatever it can memorise.\n", "\n", "The ZZ kernel measures a periodic, product-structured similarity,\n", "which is exactly how this data was built. Same points, same SVM,\n", "right ruler.\n" ] } ], "source": [ "# draw the classical and quantum boundaries on the same data\n", "#\n", "rbf_adhoc = models.classical_svm(Xa, ya, Xb, yb, kernel=\"rbf\")\n", "qsvm_adhoc = models.qsvm(Xa, ya, Xb, yb, feature_map=feature_map)\n", "\n", "plotting.plot_boundary_comparison([\n", " dict(model=rbf_adhoc[\"model\"], X=Xa, y=ya, X_train=Xa,\n", " support_idx=rbf_adhoc[\"model\"].support_,\n", " title=f\"classical RBF — test {rbf_adhoc['test_acc']:.3f}\"),\n", " dict(model=qsvm_adhoc[\"model\"], X=Xa, y=ya,\n", " kernel_fn=kernels.exact_kernel, feature_map=feature_map, X_train=Xa,\n", " support_idx=qsvm_adhoc[\"model\"].support_,\n", " title=f\"QUANTUM kernel — test {qsvm_adhoc['test_acc']:.3f}\"),\n", "], suptitle=\"ad_hoc: the RBF kernel cannot see the structure — \"\n", " \"the ZZ kernel can\")\n", "plt.show()\n", "\n", "print(\"The RBF kernel assumes 'nearby points are similar'. The ad_hoc labels\")\n", "print(\"are not organised that way, so it flails -- carving the plane into\")\n", "print(\"blobs around whatever it can memorise.\")\n", "print(\"\\nThe ZZ kernel measures a periodic, product-structured similarity,\")\n", "print(\"which is exactly how this data was built. Same points, same SVM,\")\n", "print(\"right ruler.\")" ] }, { "cell_type": "markdown", "id": "b1592d75", "metadata": {}, "source": [ "### 6.2 The whole lab in one table\n", "\n", "`experiments.compare` runs both methods on the same split and reports a verdict, so\n", "you can ask this question about any dataset in one call." ] }, { "cell_type": "code", "execution_count": 44, "id": "32cfb2c1", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:50:42.449457Z", "iopub.status.busy": "2026-08-13T23:50:42.449343Z", "iopub.status.idle": "2026-08-13T23:50:44.303725Z", "shell.execute_reply": "2026-08-13T23:50:44.303077Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "dataset: two_moons scaler: minmax train/test: 800/200\n", "\n", "method train test support time\n", "--------------------------------------------------\n", "classical 0.974 0.960 64 0.0s\n", "qsvm 0.965 0.945 121 1.3s\n", "--------------------------------------------------\n", "verdict: tie (quantum - classical = -0.015)\n", "\n", "dataset: ad_hoc scaler: none train/test: 120/80\n", "\n", "method train test support time\n", "--------------------------------------------------\n", "classical 0.592 0.600 115 0.0s\n", "qsvm 1.000 1.000 33 0.7s\n", "--------------------------------------------------\n", "verdict: quantum wins (quantum - classical = +0.400)\n", "\n", "There is no universal quantum advantage.\n", "Advantage appears when the kernel matches the structure of the data.\n", "\n", "That cuts both ways, and it is the current state of the field:\n", " - it is why 'quantum ML beats classical ML' headlines deserve\n", " scrutiny;\n", " - it is also why the search for problems with the RIGHT structure\n", " is the actual research programme.\n" ] } ], "source": [ "# compare classical against quantum on both datasets\n", "#\n", "for name, kwargs in [(\"two_moons\", {\"scaler\": \"minmax\", \"n_samples\": 1000}),\n", " (\"ad_hoc\", {\"scaler\": \"none\", \"n_samples\": 200,\n", " \"test_size\": 0.4})]:\n", " experiments.compare({\"dataset\": name, **kwargs})\n", "\n", "print()\n", "print(\"There is no universal quantum advantage.\")\n", "print(\"Advantage appears when the kernel matches the structure of the data.\")\n", "print()\n", "print(\"That cuts both ways, and it is the current state of the field:\")\n", "print(\" - it is why 'quantum ML beats classical ML' headlines deserve\")\n", "print(\" scrutiny;\")\n", "print(\" - it is also why the search for problems with the RIGHT structure\")\n", "print(\" is the actual research programme.\")" ] }, { "cell_type": "markdown", "id": "c67b7fa7", "metadata": {}, "source": [ "🧪 **Exercise 6** — Break the quantum advantage.\n", "\n", "The quantum kernel wins on `ad_hoc` because the feature map fits the data. Now\n", "sabotage the fit and watch the advantage disappear.\n", "\n", "1. On `ad_hoc`, run the quantum kernel with `reps=1` instead of `reps=2`.\n", "2. Try `feature_map=\"z\"` (a `ZFeatureMap` — **no entanglement at all**).\n", "3. Which change hurts more, and what does that tell you about where the advantage\n", " lives?" ] }, { "cell_type": "code", "execution_count": 45, "id": "b5a8b5d3", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:50:44.305103Z", "iopub.status.busy": "2026-08-13T23:50:44.304986Z", "iopub.status.idle": "2026-08-13T23:50:44.306876Z", "shell.execute_reply": "2026-08-13T23:50:44.306403Z" } }, "outputs": [], "source": [ "# TODO: your code here" ] }, { "cell_type": "markdown", "id": "aa44a3f1", "metadata": {}, "source": [ "#### ✅ Solution 6" ] }, { "cell_type": "code", "execution_count": 46, "id": "da6517c9", "metadata": { "execution": { "iopub.execute_input": "2026-08-13T23:50:44.307809Z", "iopub.status.busy": "2026-08-13T23:50:44.307709Z", "iopub.status.idle": "2026-08-13T23:50:45.296661Z", "shell.execute_reply": "2026-08-13T23:50:45.296056Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "feature map test acc\n", "ZZ, reps=2 (the match) 1.000\n", "ZZ, reps=1 0.925\n", "Z, reps=2 (no entanglement) 0.725\n", "classical RBF 0.600\n", "\n", "Halving the depth costs a little. Removing ENTANGLEMENT costs a\n", "lot -- it drops most of the way back to the classical baseline.\n", "\n", "A ZFeatureMap puts each feature on its own qubit with no\n", "interaction between them, so its kernel FACTORISES -- and anything\n", "that factorises is something a classical machine can reproduce\n", "cheaply. The advantage was never in 'using qubits'. It was in the\n", "correlations entanglement builds BETWEEN features. That is Lab 01's\n", "Bell pair, finally doing real work.\n", "\n", "One important caveat: be careful with ad_hoc for the same reason it\n", "convinces. It was constructed with a depth-2 ZZ map, so reps=2 is\n", "exactly the right kernel by design. Real problems do not arrive\n", "pre-matched to your circuit -- finding ones that are IS the research.\n" ] } ], "source": [ "# degrade the feature map two different ways and compare\n", "#\n", "print(f\"{'feature map':28s} {'test acc':>9s}\")\n", "for label, kind, reps in [(\"ZZ, reps=2 (the match)\", \"zz\", 2),\n", " (\"ZZ, reps=1\", \"zz\", 1),\n", " (\"Z, reps=2 (no entanglement)\", \"z\", 2)]:\n", " fm = kernels.make_feature_map(kind, 2, reps=reps)\n", " acc = models.qsvm(Xa, ya, Xb, yb, feature_map=fm)[\"test_acc\"]\n", " print(f\"{label:28s} {acc:9.3f}\")\n", "print(f\"{'classical RBF':28s} {rbf:9.3f}\")\n", "\n", "print(\"\\nHalving the depth costs a little. Removing ENTANGLEMENT costs a\")\n", "print(\"lot -- it drops most of the way back to the classical baseline.\")\n", "print(\"\\nA ZFeatureMap puts each feature on its own qubit with no\")\n", "print(\"interaction between them, so its kernel FACTORISES -- and anything\")\n", "print(\"that factorises is something a classical machine can reproduce\")\n", "print(\"cheaply. The advantage was never in 'using qubits'. It was in the\")\n", "print(\"correlations entanglement builds BETWEEN features. That is Lab 01's\")\n", "print(\"Bell pair, finally doing real work.\")\n", "print(\"\\nOne important caveat: be careful with ad_hoc for the same reason it\")\n", "print(\"convinces. It was constructed with a depth-2 ZZ map, so reps=2 is\")\n", "print(\"exactly the right kernel by design. Real problems do not arrive\")\n", "print(\"pre-matched to your circuit -- finding ones that are IS the research.\")" ] }, { "cell_type": "markdown", "id": "a5b39282", "metadata": {}, "source": [ "---\n", "# Wrap-up — what you just did\n", "\n", "| Segment | What you ran |\n", "|---|---|\n", "| 1 | A classical SVM, and saw that a **kernel is a similarity table** |\n", "| 2 | Built a **quantum kernel in three lines of numpy**, then broke it with one line and learned why |\n", "| 3 | The same kernel from **measured shots**, then with **device noise** |\n", "| 4 | A kernel measured on **`ibm_kingston`**, a real 156-qubit chip — and priced what that costs |\n", "| 5 | **PATH B**: trained a circuit, and found **data re-uploading** to make it competitive |\n", "| 6 | The dataset where **quantum wins outright** — and the reason it does |\n", "\n", "### The three things worth keeping\n", "\n", "1. **A quantum kernel is just a similarity measured in a bigger space.** No magic —\n", " `|⟨φ(x)|φ(y)⟩|²`, three lines of numpy, and any SVM can consume it.\n", "2. **The encoding decides everything.** The same circuit scored near chance or near\n", " perfect on the same data depending on one scaler. Before blaming the hardware or\n", " the optimizer, look at how your data enters the circuit.\n", "3. **Advantage is problem-dependent.** Quantum tied on two-moons and dominated on\n", " `ad_hoc`. Anyone claiming a general quantum ML advantage is overselling; the real\n", " work is finding problems whose structure a quantum feature map naturally fits.\n", "\n", "### Keep going after the workshop\n", "\n", "Everything here is scriptable. The notebook shows the ideas, `run_experiment.py`\n", "lets you explore — including on **your own data**:\n", "\n", "```bash\n", "# classical against quantum on the same split, with figures and summaries\n", "python run_experiment.py --compare --output out/moons\n", "\n", "# bring your own IMLD csv\n", "python run_experiment.py --dataset-path data/imld_two_spirals.csv \\\n", " --compare --output out/spirals\n", "\n", "python run_experiment.py --scaler-study # the Segment 2 result\n", "python run_experiment.py --sweep reps --values 1,2,3 # does depth help?\n", "python run_experiment.py --method vqc --layers 3 --maxiter 500\n", "python run_experiment.py --dataset ad_hoc --scaler none --compare\n", "python run_experiment.py --kernel-backend noisy --shots 2048\n", "```\n", "\n", "Open questions you now have the tools to attack: which of the seven shipped datasets\n", "favours a quantum kernel most? Does `entanglement=\"linear\"` beat `\"full\"`? How few\n", "shots can you survive on? How does re-uploading depth trade against training time?\n", "\n", "*Session 4 takes these circuits to the simulator at scale; Session 5 takes them to\n", "real hardware with noise.*" ] } ], "metadata": { "kernelspec": { "display_name": "nedc_03.11", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.12" } }, "nbformat": 4, "nbformat_minor": 5 }