diff --git a/tutorials/end_to_end/tutorial00_tour_through_lava.ipynb b/tutorials/end_to_end/tutorial00_tour_through_lava.ipynb index d7ebd5768..1eae88ae7 100644 --- a/tutorials/end_to_end/tutorial00_tour_through_lava.ipynb +++ b/tutorials/end_to_end/tutorial00_tour_through_lava.ipynb @@ -2,6 +2,7 @@ "cells": [ { "cell_type": "markdown", + "id": "f1bfa603", "metadata": {}, "source": [ "*Copyright (C) 2022 Intel Corporation*
\n", @@ -13,6 +14,7 @@ }, { "cell_type": "markdown", + "id": "3ebce42a", "metadata": {}, "source": [ "# Walk through Lava\n", @@ -34,13 +36,15 @@ }, { "cell_type": "markdown", + "id": "47e4bb81", "metadata": {}, "source": [ - "# 1. Usage of the Process Library" + "## 1. Usage of the Process Library" ] }, { "cell_type": "markdown", + "id": "910bc90a", "metadata": {}, "source": [ "In this section, we will use a simple 2-layered feed-forward network of LIF neurons executed on CPU as canonical example. \n", @@ -58,8 +62,61 @@ { "cell_type": "code", "execution_count": 1, + "id": "f5f304d1", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "\u001b[0;31mInit signature:\u001b[0m \u001b[0mLIF\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mDocstring:\u001b[0m \n", + "Leaky-Integrate-and-Fire (LIF) neural Process.\n", + "\n", + "LIF dynamics abstracts to:\n", + "u[t] = u[t-1] * (1-du) + a_in # neuron current\n", + "v[t] = v[t-1] * (1-dv) + u[t] + bias # neuron voltage\n", + "s_out = v[t] > vth # spike if threshold is exceeded\n", + "v[t] = 0 # reset at spike\n", + "\n", + "Parameters\n", + "----------\n", + "shape : tuple(int)\n", + " Number and topology of LIF neurons.\n", + "u : float, list, numpy.ndarray, optional\n", + " Initial value of the neurons' current.\n", + "v : float, list, numpy.ndarray, optional\n", + " Initial value of the neurons' voltage (membrane potential).\n", + "du : float, optional\n", + " Inverse of decay time-constant for current decay. Currently, only a\n", + " single decay can be set for the entire population of neurons.\n", + "dv : float, optional\n", + " Inverse of decay time-constant for voltage decay. Currently, only a\n", + " single decay can be set for the entire population of neurons.\n", + "bias_mant : float, list, numpy.ndarray, optional\n", + " Mantissa part of neuron bias.\n", + "bias_exp : float, list, numpy.ndarray, optional\n", + " Exponent part of neuron bias, if needed. Mostly for fixed point\n", + " implementations. Ignored for floating point implementations.\n", + "vth : float, optional\n", + " Neuron threshold voltage, exceeding which, the neuron will spike.\n", + " Currently, only a single threshold can be set for the entire\n", + " population of neurons.\n", + "\n", + "Example\n", + "-------\n", + ">>> lif = LIF(shape=(200, 15), du=10, dv=5)\n", + "This will create 200x15 LIF neurons that all have the same current decay\n", + "of 10 and voltage decay of 5.\n", + "\u001b[0;31mInit docstring:\u001b[0m Initializes a new Process.\n", + "\u001b[0;31mFile:\u001b[0m ~/lava-nc/lava/src/lava/proc/lif/process.py\n", + "\u001b[0;31mType:\u001b[0m ProcessPostInitCaller\n", + "\u001b[0;31mSubclasses:\u001b[0m LIFReset\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from lava.proc.lif.process import LIF\n", "from lava.proc.dense.process import Dense\n", @@ -69,6 +126,7 @@ }, { "cell_type": "markdown", + "id": "b4dce60e", "metadata": {}, "source": [ "The docstring gives insights about the parameters and internal dynamics of the `LIF` neuron. `Dense` is used to connect to a neuron population in an all-to-all fashion, often implemented as a matrix-vector product.\n", @@ -79,6 +137,7 @@ { "cell_type": "code", "execution_count": 2, + "id": "dbd808cb", "metadata": {}, "outputs": [], "source": [ @@ -105,12 +164,13 @@ }, { "cell_type": "markdown", + "id": "1fbfed43", "metadata": {}, "source": [ "As you can see, we can either specify parameters with scalars, then all units share the same initial value for this parameter, or with a tuple (or list, or numpy array) to set the parameter individually per unit.\n", "\n", "\n", - "## Processes\n", + "### Processes\n", "\n", "Let's investigate the objects we just created. As mentioned before, both, `LIF` and `Dense` are examples of `Processes`, the main building block in Lava.\n", "\n", @@ -124,7 +184,7 @@ "\n", "The `Vars` are used to store internal states of the `Process` while the `Ports` are used to define the connectivity between the `Processes`. Note that a `Process` only defines the `Vars` and `Ports` but not the behavior. This is done separately in a `ProcessModel`. To separate the interface from the behavioral implementation has the advantage that we can define the behavior of a `Process` for multiple hardware backends using multiple `ProcessModels` without changing the interface. We will get into more detail about `ProcessModels` in the second part of this tutorial.\n", "\n", - "## Ports and connections\n", + "### Ports and connections\n", "\n", "Let's take a look at the `Ports` of the `LIF` and `Dense` processes we just created. The output `Port` of the `LIF` neuron is called `s_out`, which stands for 'spiking' output. The input `Port` is called `a_in` which stands for 'activation' input." ] @@ -132,6 +192,7 @@ { "cell_type": "code", "execution_count": 3, + "id": "3f8f656a", "metadata": {}, "outputs": [ { @@ -151,6 +212,7 @@ }, { "cell_type": "markdown", + "id": "f8ed37d8", "metadata": {}, "source": [ "For example, we can see the size of the `Port` which is in particular important because `Ports` can only connect if their shape matches." @@ -159,6 +221,7 @@ { "cell_type": "code", "execution_count": 4, + "id": "f77b750d", "metadata": {}, "outputs": [], "source": [ @@ -167,6 +230,7 @@ }, { "cell_type": "markdown", + "id": "7378d13d", "metadata": {}, "source": [ "Similarly we can investigate the input port of the second `LIF` population." @@ -175,6 +239,7 @@ { "cell_type": "code", "execution_count": 5, + "id": "706dc863", "metadata": {}, "outputs": [ { @@ -195,6 +260,7 @@ { "cell_type": "code", "execution_count": 6, + "id": "521bf370", "metadata": {}, "outputs": [], "source": [ @@ -203,6 +269,7 @@ }, { "cell_type": "markdown", + "id": "1c5da64b", "metadata": {}, "source": [ "Now that we know about the input and output `Ports` of the `LIF` and `Dense` `Processes`, we can `connect` the network to complete the LIF-Dense-LIF structure.\n", @@ -215,6 +282,7 @@ { "cell_type": "code", "execution_count": 7, + "id": "657063e9", "metadata": {}, "outputs": [], "source": [ @@ -227,9 +295,10 @@ }, { "cell_type": "markdown", + "id": "7f0add01", "metadata": {}, "source": [ - "## Variables\n", + "### Variables\n", "\n", "Similar to the `Ports`, we can investigate the `Vars` of a `Process`." ] @@ -237,6 +306,7 @@ { "cell_type": "code", "execution_count": 8, + "id": "d6be4fa0", "metadata": {}, "outputs": [ { @@ -256,6 +326,7 @@ }, { "cell_type": "markdown", + "id": "971d5ed7", "metadata": {}, "source": [ "`Vars` are also accessible as member variables. We can print details of a specific `Var` to see the shape, initial value and current value. The `shareable` attribute controls whether a `Var` can be manipulated via remote memory access. Learn more about about this topic in the [remote memory access tutorial](https://github.com/lava-nc/lava/blob/main/tutorials/in_depth/tutorial07_remote_memory_access.ipynb)." @@ -264,6 +335,7 @@ { "cell_type": "code", "execution_count": 9, + "id": "46c18b1f", "metadata": {}, "outputs": [ { @@ -287,6 +359,7 @@ }, { "cell_type": "markdown", + "id": "7574279a", "metadata": {}, "source": [ "We can take a look at the random weights of `Dense` by calling the `get` function." @@ -295,13 +368,14 @@ { "cell_type": "code", "execution_count": 10, + "id": "e60c16db", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[0.66292967, 0.18802606, 0.28720164],\n", - " [0.45640435, 0.69629743, 0.98676216]])" + "array([[0.48667088, 0.24619592, 0.89903799],\n", + " [0.96371252, 0.58821522, 0.37490556]])" ] }, "execution_count": 10, @@ -315,6 +389,7 @@ }, { "cell_type": "markdown", + "id": "6afa9b38", "metadata": {}, "source": [ "
\n", @@ -324,9 +399,10 @@ }, { "cell_type": "markdown", + "id": "49a7f22e", "metadata": {}, "source": [ - "## Record internal Vars over time\n", + "### Record internal Vars over time\n", "\n", "In order to record the evolution of the internal `Vars` over time, we need a `Monitor`.\n", "For this example, we want to record the membrane potential of both `LIF` Processes, hence we need two `Monitors`." @@ -335,6 +411,7 @@ { "cell_type": "code", "execution_count": 11, + "id": "635bf66b", "metadata": {}, "outputs": [], "source": [ @@ -346,6 +423,7 @@ }, { "cell_type": "markdown", + "id": "05dc0a83", "metadata": {}, "source": [ "We can define the `Var` that a `Monitor` should record, as well as the recording duration, using the `probe` function." @@ -354,6 +432,7 @@ { "cell_type": "code", "execution_count": 12, + "id": "ef93825c", "metadata": {}, "outputs": [], "source": [ @@ -365,6 +444,7 @@ }, { "cell_type": "markdown", + "id": "84a02b97", "metadata": {}, "source": [ "
\n", @@ -374,9 +454,10 @@ }, { "cell_type": "markdown", + "id": "ce0c6495", "metadata": {}, "source": [ - "## Execution\n", + "### Execution\n", "\n", "Now, that we finished to set up the network and recording `Processes`, we can execute the network by simply calling the `run` function of one of the `Processes`.\n", "\n", @@ -385,9 +466,10 @@ }, { "cell_type": "markdown", + "id": "9a43d818", "metadata": {}, "source": [ - "### Run Conditions\n", + "#### Run Conditions\n", "\n", "Let's investigate the different possibilities for `RunConditions`. One option is `RunContinuous` which executes the network continuously and non-blocking until `pause` or `stop` is called." ] @@ -395,6 +477,7 @@ { "cell_type": "code", "execution_count": 13, + "id": "0cf86c34", "metadata": {}, "outputs": [], "source": [ @@ -404,6 +487,7 @@ }, { "cell_type": "markdown", + "id": "865e2ca9", "metadata": {}, "source": [ "The second option is `RunSteps`, which allows you to define an exact amount of time steps the network should run." @@ -412,6 +496,7 @@ { "cell_type": "code", "execution_count": 14, + "id": "91fbce5e", "metadata": {}, "outputs": [], "source": [ @@ -422,11 +507,12 @@ }, { "cell_type": "markdown", + "id": "2366d304", "metadata": {}, "source": [ "For this example. we will use `RunSteps` and let the network run exactly `num_steps` time steps.\n", "\n", - "### RunConfigs\n", + "#### RunConfigs\n", "\n", "Next, we need to provide a `RunConfig`. As mentioned above, The `RunConfig` defines on which hardware backend the network is executed.\n", "\n", @@ -438,6 +524,7 @@ { "cell_type": "code", "execution_count": 15, + "id": "14c301f7", "metadata": {}, "outputs": [], "source": [ @@ -448,9 +535,10 @@ }, { "cell_type": "markdown", + "id": "baf95f1f", "metadata": {}, "source": [ - "### Execute\n", + "#### Execute\n", "\n", "Finally, we can simply call the `run` function of the second `LIF` process and provide the `RunConfig` and `RunCondition`." ] @@ -458,6 +546,7 @@ { "cell_type": "code", "execution_count": 16, + "id": "331f71b7", "metadata": {}, "outputs": [], "source": [ @@ -466,9 +555,10 @@ }, { "cell_type": "markdown", + "id": "1d8ea488", "metadata": {}, "source": [ - "## Retrieve recorded data\n", + "### Retrieve recorded data\n", "\n", "After the simulation has stopped, we can call `get_data` on the two monitors to retrieve the recorded membrane potentials." ] @@ -476,6 +566,7 @@ { "cell_type": "code", "execution_count": 17, + "id": "582215cd", "metadata": {}, "outputs": [], "source": [ @@ -485,6 +576,7 @@ }, { "cell_type": "markdown", + "id": "22f44fba", "metadata": {}, "source": [ "Alternatively, we can also use the provided `plot` functionality of the `Monitor`, to plot the recorded data. As we can see, the bias of the first `LIF` population drives the membrane potential to the threshold which generates output spikes. Those output spikes are passed through the `Dense` layer as input to the second `LIF` population." @@ -493,20 +585,19 @@ { "cell_type": "code", "execution_count": 18, + "id": "32f48b10", "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -527,9 +618,8 @@ }, { "cell_type": "markdown", - "metadata": { - "scrolled": true - }, + "id": "cf5fcea8", + "metadata": {}, "source": [ "As a last step we can stop the runtime by calling the `stop` function. `Stop` will terminate the `Runtime` and all states will be lost." ] @@ -537,6 +627,7 @@ { "cell_type": "code", "execution_count": 19, + "id": "0ddcd735", "metadata": {}, "outputs": [], "source": [ @@ -545,9 +636,10 @@ }, { "cell_type": "markdown", + "id": "26af5f1d", "metadata": {}, "source": [ - "## Summary\n", + "### Summary\n", "\n", "- There are many tools available in the Process Library to construct basic networks\n", "- The fundamental building block in Lava is the `Process`\n", @@ -560,9 +652,10 @@ }, { "cell_type": "markdown", + "id": "cf9529fa", "metadata": {}, "source": [ - "## Learn more about\n", + "### Learn more about\n", "- [Processes](https://github.com/lava-nc/lava/blob/main/tutorials/in_depth/tutorial02_processes.ipynb) and [hierarchical Processes](https://github.com/lava-nc/lava/blob/main/tutorials/in_depth/tutorial06_hierarchical_processes.ipynb)\n", "- [Possible connectivity patterns](https://github.com/lava-nc/lava/blob/main/tutorials/in_depth/tutorial05_connect_processes.ipynb)\n", "- [Remote memory access](https://github.com/lava-nc/lava/blob/main/tutorials/in_depth/tutorial07_remote_memory_access.ipynb)\n", @@ -572,9 +665,10 @@ }, { "cell_type": "markdown", + "id": "be6d778c", "metadata": {}, "source": [ - "# 2. Create a custom Process\n", + "## 2. Create a custom Process\n", "\n", "In the previous section of this tutorial, we used `Processes` which were available in the Process Library. In many cases, this might be sufficient and the Process Library is constantly growing. Nevertheless, the Process Library can not cover all use-cases. Hence, Lava makes it very easy to create new `Processes`. In the following section, we want to show how to implement a custom `Process` and the corresponding behavior using a `ProcessModel`.\n", "\n", @@ -586,6 +680,7 @@ { "cell_type": "code", "execution_count": 20, + "id": "656ac8dc", "metadata": {}, "outputs": [], "source": [ @@ -596,6 +691,7 @@ }, { "cell_type": "markdown", + "id": "bbc3acf4", "metadata": {}, "source": [ "All `Processes` in Lava inherit from a common base class called `AbstractProcess`. Additionally, we need `Var` for storing the spike probability and `OutPort` to define the output connections for our `SpikeGenerator`." @@ -604,6 +700,7 @@ { "cell_type": "code", "execution_count": 21, + "id": "00bde8ce", "metadata": {}, "outputs": [], "source": [ @@ -625,6 +722,7 @@ }, { "cell_type": "markdown", + "id": "6f392041", "metadata": {}, "source": [ "The constructor of `Var` requires the shape of the data to be stored and some initial value. We use this functionality to store the spike data. Similarly, we define an `OutPort` for our `SpikeGenerator`. " @@ -632,9 +730,10 @@ }, { "cell_type": "markdown", + "id": "ea8e287c", "metadata": {}, "source": [ - "## Create a new ProcessModel \n", + "### Create a new ProcessModel \n", "As mentioned earlier, the `Process` only defines the interface but not the behavior of the `SpikeGenerator`. We will do that in a separate `ProcessModel` which has the advantage that we can define the behavior of a `Process` on different hardware backends without changing the interface (see figure below). More details about the different kinds of `ProcessModels` can be found in the dedicated in-depth tutorials ([here](https://github.com/lava-nc/lava/blob/main/tutorials/in_depth/tutorial03_process_models.ipynb) and [here](https://github.com/lava-nc/lava/blob/main/tutorials/in_depth/tutorial06_hierarchical_processes.ipynb)). Lava automatically selects the correct `ProcessModel` for each `Process` given the `RunConfig`.\n", "\n", "![process_models.png](https://raw.githubusercontent.com/lava-nc/lava-docs/dev/walk-through-tutorial/_static/images/tutorial00/proc_models.png)\n", @@ -647,6 +746,7 @@ { "cell_type": "code", "execution_count": 22, + "id": "c68411dc", "metadata": {}, "outputs": [], "source": [ @@ -660,6 +760,7 @@ }, { "cell_type": "markdown", + "id": "524df362", "metadata": {}, "source": [ "All `ProcessModels` defined to run on CPU are written in Python and inherit from the common class called `PyLoihiProcessModel`. Further, we use the decorators `requires` and `implements` to define which computational resources (i.e. CPU, GPU, Loihi1NeuroCore, Loihi2NeuroCore) are required to execute this `ProcessModel` and which `Process` it implements. Finally, we need to specify the types of `Vars` and `Ports` in our `SpikeGenerator` using `LavaPyType` and `PyOutPort`.\n", @@ -668,6 +769,7 @@ }, { "cell_type": "markdown", + "id": "6cad5b03", "metadata": {}, "source": [ "
\n", @@ -677,6 +779,7 @@ }, { "cell_type": "markdown", + "id": "8d45cc48", "metadata": {}, "source": [ "Additionally, we define that our `PySpikeGeneratorModel` follows the `LoihiProtocol`. The `LoihiProtocol` defines that the execution of a model follows a specific sequence of phases. For example, there is the *spiking phase* (`run_spk`) in which input spikes are received, internal `Vars` are updated and output spikes are sent. There are other phases such as the *learning phase* (`run_lrn`) in which online learning takes place, or the *post management phase* (`run_post_mgmt`) in which memory content is updated. As the `SpikeGenerator` basically just sends out spikes, the correct place to implement its behavior is the `run_spk` phase. \n", @@ -687,6 +790,7 @@ { "cell_type": "code", "execution_count": 23, + "id": "068cb965", "metadata": {}, "outputs": [], "source": [ @@ -707,6 +811,7 @@ }, { "cell_type": "markdown", + "id": "642ad797", "metadata": {}, "source": [ "
\n", @@ -716,6 +821,7 @@ }, { "cell_type": "markdown", + "id": "5b61fee8", "metadata": {}, "source": [ "Next, we want to redefine our network as in the example before with the exception that we turn off all biases." @@ -724,6 +830,7 @@ { "cell_type": "code", "execution_count": 24, + "id": "069e687d", "metadata": {}, "outputs": [], "source": [ @@ -762,9 +869,10 @@ }, { "cell_type": "markdown", + "id": "a58971d8", "metadata": {}, "source": [ - "## Use the custom SpikeGenerator\n", + "### Use the custom SpikeGenerator\n", "\n", "We instantiate the `SpikeGenerator` as usual with the shape of the fist `LIF` population.\n", "\n", @@ -775,6 +883,7 @@ { "cell_type": "code", "execution_count": 25, + "id": "4e1a6b58", "metadata": {}, "outputs": [], "source": [ @@ -793,9 +902,10 @@ }, { "cell_type": "markdown", + "id": "b2d8fc88", "metadata": {}, "source": [ - "## Execute and plot\n", + "### Execute and plot\n", "\n", "Now that our network is complete, we can execute it the same way as before using the `RunCondition` and `RunConfig` we created in the previous example." ] @@ -803,6 +913,7 @@ { "cell_type": "code", "execution_count": 26, + "id": "af9da307", "metadata": {}, "outputs": [], "source": [ @@ -811,6 +922,7 @@ }, { "cell_type": "markdown", + "id": "6227e1bd", "metadata": {}, "source": [ "And now, we can retrieve the recorded data and plot the membrane potentials of the two `LIF` populations." @@ -819,18 +931,17 @@ { "cell_type": "code", "execution_count": 27, + "id": "7cbc2b21", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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syM0/QNpas6NpMLvZAYiIiDRGKa6KxuYh2Cu32Jld0Vg1nzEx8rDPWX2kvVukIcaPH8/48eNrfX5kZCSRkdX/HmbMmMHBgwe59tpra5xnt9uJi4tzW5wiIiJiEqcTdv1pHHc8zdxYXKK7QI9zYf1X8OdzcNE0syNqEFU0ioiIeMDeg0eY0WhyonFNZUXjXzdOAz61sEbELO+++y6jR4+mbdu2Ne7funUrCQkJdOjQgcsvv5w9e/Yc8zolJSXk5ubW+BAREREfcHAX5CSDNQDanGB2NNWG32Pcrp8BmVtNDaWhlGgUERFxs7IKB2m5xQAkRoVgs1Qm8UxMNJZXOFibkgMcvggGwFZZdWl2MlTELPv27eOnn37ihhtuqHH/0KFDmTZtGjNnzuT1119n586dDB8+nLy8vKNea8qUKVXVkpGRkSQlJXk6fBEREakNVzVj64EQGGZuLIeK6wVdxgNOmPeC2dE0iBKNIiIibpaWU4zDCYF2K62aBflEReOW9HyKyxyEB9np0OrwF1W+srBGxCwffPABUVFRnHvuuTXuHz9+PBdddBF9+vRh7Nix/Pjjj2RnZzN9+vSjXmvy5Mnk5ORUfSQnJ3s4ehEREamVnZWJxvbDzY3jSE6517hd8zlkH7t7wpcp0SgiIuJmVYtgokKwWi3YbeYn8Vxt070TI6vmMR7KphmN0oQ5nU7ee+89rrzySgIDA495blRUFF26dGHbtm1HPScoKIiIiIgaHyIiImKyQ+cztvPBRGPiIGh/KjjKYf5LZkdTb0o0ioiIuJlrPmPr5iEAPlHRuLoy0XiktmmojlEVjdIU/fHHH2zbto3rr7/+uOfm5+ezfft24uPjvRCZiIiIuM2B7ZCXCrZASBpidjRHdso/jNsVH0Femrmx1JMSjSIiIm6Wkl1Z0ViZaKxuS3aYFtOq5Mr5jEdYBAOHJBq1DEb8WH5+PqtWrWLVqlUA7Ny5k1WrVlUtb5k8eTJXXXXVYY979913GTp0KL169Trsc/feey9//PEHu3btYsGCBZx33nnYbDYmTpzo0a9FRERE3GzXXOM2cQgEhJgby9G0OxmShkJFCSx81exo6kWJRhERETdztU63jjJewFgtrkSjOfEUlVawJd1YXNE3KfKI59h9oOpSpKGWLVtG//796d+/PwCTJk2if//+PPzwwwCkpqYetjE6JyeHL7/88qjVjHv37mXixIl07dqViy++mJYtW7Jo0SKio6M9+8WIiIiIe/nyfEYXiwWGV85qXPoeFGaZG0892M0OQEREpLFxtU4nNg8FqJrRWG5SReP6fTlUOJzEhAcRFxF8xHNsPlB1KdJQI0aMwHmMqtxp06Yddl9kZCSFhYVHfcxnn33mjtBERETETE4n7JpnHPvifMZDdR4DcX0gbQ0seh1O+z+zI6oTVTSKiIi4mat1unpGo/Hj1qz5h6uSswFjPqPFcvgiGAB7ZYxaBiMiIiIijU7GZijYD/ZgY+mKL7NYYPg9xvGSN6Ek39x46kiJRhERETeqcDhJzS4GDp/RaFZb8uq9rvmMR26bBqjMM+LQjEYRERERaWxc26aThoI9yNxYaqP72dCiAxTnwOpPzY6mTpRoFBERcaP03GLKHU4CbBZiwo02ZbM3Oq85zsZpOKSiUTMaRURERKSx2Vm5CMaX5zMeymqFoTcZx4vfBD8ab6REo4iIiBu5FsHER4ZUJRjNrGg8WFDK7gPG/Lk+raOOep7ZyVAREREREY9wOA6Zz3iKubHURb/LICgCDmyF7bPMjqbWlGgUERFxo5Rs1yKYkKr7rJVJPIcJSbzVldWM7VuFERkacNTzqpKhmtEoIiIiIo3J/g1QlAUBYdB6gNnR1F5QOPS/0jhe9Lq5sdSBEo0iIiJutDerchFMVHWi0cyKxjW1mM8IqmgUERERkUbKNZ+x7YlgO/ob7z5p6N/AYjUqGjM2mx1NrSjRKCIi4kaujdOJzUOr7qtO4nl/tsrqQzZOH0tVjFoGIyIiIiKNyc7KRGM7P5nPeKjm7aDrGcbx4jdMDaW2lGgUERFxI9eMxtbNza9odDqdVa3TfRKjjnmuXRWNIiIiItLYOCpgd+V8Rn9ZBPNXJ9xs3K76FAqzzI2lFpRoFBERcaO9Bw+f0Wir3Ohc4eX5h2m5xWTml2KzWuiZEHHMc21VMxr9Z6OdiIiIiMgxpa2F4hxjqUpcX7OjqZ+2J0FsbygvghUfmh3NcSnRKCIi4iYOh5N92cXAXxONxq23Kxq37y8AoG3LUIIDbMc81+5KhqqiUUREREQai6r5jMPAZjc3lvqyWKqrGpe8DRXl5sZzHEo0ioiIuElGfgmlFQ5sVgtxEcFV97uSeA4vzz/cmZkPQIdWYcc912pSMlRERERExGN2LzRu251sbhwN1esCCG0FuXth03dmR3NMSjSKiIi4iWs+Y1xEMHZb9Y9Ym0kzGrdnGBWNHaKbHfdcs5KhIiIiIiIek77WuE0YYG4cDRUQDIOvN44XvW5uLMehRKOIiIibuDZOt44KqXG/WYtWdmYaicb2tahoNCsZKiIiIiLiEcU5kL3HOI7tYW4s7jDoerAGQPJi2LfS7GiOSolGERERN8nIKwEgJiKoxv3Vi1a8m8TbUYfWaVcy1Ok0Zk2KiIiIiPi1/RuN24hECGlubizuEB4LPc4xjpe9Z24sx6BEo4iIiJu4Eo3R4TUTjdUVjd7b6FxcVlHVyl2b1mmbzVJ1rKpGEREREfF76euM28ZQzejiap9e+4VRsemDlGgUERFxk8z8Iycara5EoxfnH+7JKsTphPAgO62aBR73fJulOtGoOY0iIiIi4vfS1xu3sT3NjcOd2pwI0d2hrBBWf252NEekRKOIiIibVFU0NjtaRaP3Eng7MirbpqPDsBySRDwaV3s3qKJRRERERBqB9A3GbWwvc+NwJ4sFBl1nHC9715h75GOUaBQREXGTo7VO2yo3OntzRmNdNk5DdTIUoMLLsyRFRERERNzK6WycFY0AfS+BgFDI2AR7FpodzWGUaBQREXGTjMrW6VY+UNFYl43T8NeKRu/NkhQRERERcbvsPVCaZ2xpbtnJ7GjcKzgSel9oHC9919xYjkCJRhERETeocDg5UJlojDmsorFy67RJrdO1YbFYcOUavZkQFRERERFxO1c1Y3Q3sAWYG4snuNqnN3wD+RnmxvIXSjSKiIi4QVZBKQ6nMTalRVjN5Ss2M2Y0VlY0dmhVu9ZpAHtli7c3l9aIiIiIiLjd/kbaNu2S0B8SBoCjDFZ9bHY0NSjRKCIi4gau+YwtwwKx22r+ePV2ovFgQSnZhWUAtGsVWuvHVVVeakajiIiIiPizxjqf8VCDrzdul70PPjT6SIlGERERN8g8ynxGqJ7R6K3W6R2ZRtt0QmQwoYH2Wj/OjFmSIiIiIiJu1xQSjT3PN+Y1Zu+G7b+bHU0VJRpFRETc4Ggbp+HQikbvvNO4o3LjdPtazmd0sdm8P0tSRERERMStyorgwDbjuDEnGgNDoe9lxvEy31kKo0SjiIiIG7g2TkcfqaLRywm8+sxnBLBZVNEoIiIiIn4uYxM4HRDaEprFmh2NZw261rjdMhNy9pobSyUlGkVERNzg2BWNlUtWvJVorOPGaRczltaIiIiIiLhV+gbjNransamxMYvuCu2GG4nVtf8zOxoAaj+4SURERI7qmIlGL1cK7qysaGzfqm6JRs1oFBERERG/VzWfsZe5cXjLyAegJB86jTI7EkCJRhEREbeo3YxGzyfwKhxOdh0oBKBjdB1bp6tavH1na52IiIiISJ2krzNuY3qYG4e3tB1mdgQ1qHVaRETEDY45o9GLW6dTDhZRWu4g0G4lISqkTo+1e7nFW0RERETErZzO6kRjY14E48OUaBQREXGDzPxjVDTavFfRuCPTmM/YrmVoVSVlbblO19ZpEREREfFL+fuh8ABYrBDdzexomiSfTjRWVFTw0EMP0b59e0JCQujYsSOPP/44Tqd+ARIREd9RUl5BdmEZcOREozcrGndk1G/jNFRXNDqUaBQRERERf7S/cj5ji44QGGpuLE2UT89ofOaZZ3j99df54IMP6NmzJ8uWLePaa68lMjKSO+64w+zwREREADiQXwpAgM1CZEjAYZ+vntHo+dmHrorG9nXcOA3VcaqiUURERET8UtUiGLVNm8WnE40LFizgnHPO4cwzzwSgXbt2fPrppyxZssTkyERERKq5FsG0ahaExXJ4u7I3t067Nk53qOPGaQC7F1u8RURERETcTolG0/l06/SwYcOYNWsWW7ZsAWD16tXMmzeP8ePHH/UxJSUl5Obm1vgQERHxpGNtnAbvJvCqWqfruHEawGpRRaOIiIiI+DEtgjGdT1c03n///eTm5tKtWzdsNhsVFRU8+eSTXH755Ud9zJQpU3j00Ue9GKWIiDR1x9o4DWCrnH3o6QReYWk5qTnFQD0rGq2qaBQRERERP1VRBhmbjWMlGk3j0xWN06dP57///S+ffPIJK1as4IMPPuDZZ5/lgw8+OOpjJk+eTE5OTtVHcnKyFyMWEZGmKPN4FY1eSuC52qabhwbQPCywzo+3KdEoIiIiIv7qwHaoKIXAcIhsY3Y0TZZPJxr/8Y9/cP/993PppZfSu3dvrrzySu6++26mTJly1McEBQURERFR40NERMSTqioaj5Jo9NaSlYa0TUN1i3e5F5bWiHjC3LlzmTBhAgkJCVgsFmbMmHHM8+fMmYPFYjnsIy0trcZ5U6dOpV27dgQHBzN06FDNCxcREfFFrrbpmO5g9el0V6Pm0//lCwsLsf7lL4fNZsOhX4BERMSHHLoM5ki8VSnoqmhsX4+2aahu8VZFo/irgoIC+vbty9SpU+v0uM2bN5Oamlr1ERMTU/W5zz//nEmTJvGvf/2LFStW0LdvX8aOHcv+/fvdHb6IiIg0hBbB+ASfntE4YcIEnnzySdq0aUPPnj1ZuXIlzz//PNddd53ZoYmIiFQ53jIYbyUad2TkA9Ahup6JxsqF2VoGI/5q/Pjxx1waeDQxMTFERUUd8XPPP/88N954I9deey0Ab7zxBj/88APvvfce999//xEfU1JSQklJSdWftZxQRETEC5Ro9Ak+XdH4yiuvcOGFF3LLLbfQvXt37r33Xv7+97/z+OOPmx2aiIhIleO1TntrRuOOyorGDq3q1zrtqmh0KNEoTUy/fv2Ij49nzJgxzJ8/v+r+0tJSli9fzujRo6vus1qtjB49moULFx71elOmTCEyMrLqIykpyaPxi4iICLB/o3GrRKOpfLqiMTw8nBdffJEXX3zR7FBERESOqqqi8Tit056cfeh0OtlZNaOxfhWNdi/NkmwMKhxOlu8+yI9rU8kvKefZi/qaHZLUQ3x8PG+88QaDBg2ipKSEd955hxEjRrB48WIGDBhAZmYmFRUVxMbG1nhcbGwsmzZtOup1J0+ezKRJk6r+nJubq2SjiIiIJ5WXQu5e47hFR3NjaeJ8OtEoIiLi6wpKyiksrQCOVdHo+dmHGfkl5JWUY7FA25ah9bqGzaat08dSXuFgya4sflqbxsz1aVUJZrvVwoNndicqtO6bvsVcXbt2pWvXrlV/HjZsGNu3b+eFF17go48+qvd1g4KCCAo68vcDERER8YCcZHA6wB4CzWKOf754jBKNIiIiDZBZ2TYdGmgjLOjIP1a9sXXaVc2Y2DyEILutXtdQRePRrUvJ4cYPl5GaU1x1X3iwnTE9YjmjVzyhgXpJ1VgMGTKEefPmAdCqVStsNhvp6ek1zklPTycuLs6M8ERERORIDu4ybpu3A4vFzEiaPL0qFhERaYDjLYKB6kSj02nMP7Ra3f/iZ+/BIgDatKhfNSOAzeKqaPRci7c/2rY/j6veW0JWQSlRoQGc3iOW8b3jOaljKwLtPj3uWuph1apVxMfHAxAYGMjAgQOZNWsW5557LgAOh4NZs2Zx2223mRiliIiI1JC927ht3tbcOESJRhERkYZwJRpbHWU+I1QnGgEqnE6suD/RmJpjJBrjI0PqfY3q7dhuCalRSM4q5PJ3FpNVUEqfxEj+e8NQwoMDzA5LjiI/P59t27ZV/Xnnzp2sWrWKFi1a0KZNGyZPnkxKSgoffvghAC+++CLt27enZ8+eFBcX88477/D777/zyy+/VF1j0qRJXH311QwaNIghQ4bw4osvUlBQULWFWkRERHzAoRWNYiolGkVERBqgauP0MRKN9kMTjQ4nAfXrbD6mfZUtvQmRwfW+ht2misZDpeUUc9k7i0jPLaFLbDM+uHaIkow+btmyZYwcObLqz66FLFdffTXTpk0jNTWVPXv2VH2+tLSUe+65h5SUFEJDQ+nTpw+//fZbjWtccsklZGRk8PDDD5OWlka/fv2YOXPmYQtiRERExERKNPoMJRpFREQaoC6t0+C5+Yep2ZUVjVENr2jUjEbIKijlincXk5xVRNuWoXx8/VCah2nZi68bMWIETufR//5Omzatxp/vu+8+7rvvvuNe97bbblOrtIiIiC9TotFnKNEoIuImZRUOdmUWEGS3ERZkLAYJsluxaBhxo1abRGONisYKDyUaKysa4xtQ0Vg9o7FpJxrzisu46r3FbNufT1xEMB9fP5SYiPr/dxURERERD1Oi0Wco0Sgi0kBOp5NfN6Tz5I8b2X2gsMbn7FYLUaGBXDo4iZtGdKTZUbYSi/+qe0WjZ9qS91VWNCY0qKLRWGzS1BONz/2yhXUpubQMC+TjG4aS1IAFOyIiIiLiYUUHoTjHOI5qY24sokSjiEhDbE7L47Hv1zN/2wEAQgJsWCxQWFoBGC2omfklvDp7G58tTWbSmC5cPCgRu02bahuLzFrMaLRYLFgt4HAay2DcraCknNzicqBhFY3VMxqbbqIxJbuITxYbM/xevLQfnWKamRyRiIiIiBzTwcqN02ExEBhmbiyiRKOISH1kF5by/K9b+HjRbhxOCLRb+dvwDtw8oiNhQXYqHE4KS8spKKlg5Z6DPDNzE7sOFPLA12v5YMEuHjizO6d2iTb7yxA3qNo6fYyKRgC71UpphcMjSTzXxunwIHuDlpVoRiO8+vs2SiscnNChBSd3amV2OCIiIiJyPGqb9ilKNIqI1FFecRnnvbaAnZkFAIzvFccDZ3Sv0V5ps1oIDw4gPDiA8b3jGdU9lo8X7ealWVvZnJ7H1e8t4eJBiUw5v0+NtlrxL06ns3rr9HESjTarBSqg3AMzGvdlV85njGrYHEHXLMmmWtG450Ah/1uWDMA9p3fVfFURERERf6BEo09RolFEpA6cTif3f7WWnZkFxEcG89xFfRlWi6qnQLuV605uzwUDEnnl9628v2AX05ftpbC0ghcu6UeAWqn9Uk5RGWWVicNWzY69kdiTSTxXRWN8ZP3nMwJYLa6KRs/MkfR1L83aSrnDySldohncroXZ4YiIiIhIbSjR6FP0m62ISB18uiSZH9akYrdamHr5gFolGQ8VGRrAg2f1YOpl/QmwWfh+TSq3/ncFJeUVHopYPMnVNh0ZEkCQ3XbMc202z7UluyoaE9xW0djgkPzO9ox8vl65F4BJY7qYHI2IiIiI1JoSjT5FiUYRkVramJrLo9+tB+C+cV0Z0KZ5va81rlc8b145kEC7lV82pPP3j5ZTXKZko7+pzcZpF1tltaDDA8tg3FXRaKtaBtP0Mo0v/rYVhxNGd4+lX1KU2eGIiIiISG1VJRrbmhqGGJRoFBGphYKScm79ZAUl5Q5Gdo3mhpM7NPiap3WL5b2rBxMcYGXO5gyum7aUwtJyN0Qr3pJRi43TLlWLVjwwozE1p3JGYwM2TkN1RWNTWwazKS2X79fsA1TNKCIiIuJXHBWQY8zYVkWjb1CiUUSkFh76Zh07MgqIiwjmuYv7YXXTApeTO7fig2uHEBZoY8H2A9zwwTLKm2Lfqp+qS0WjJ2c07ss2KhoTotwzo7GpLYN54dctOJ1wRu84eiREmB2OiIiIiNRWbgo4ysEWCOHxZkcjKNEoInJcXyzfy1crUrBa4OWJ/WkRduylH3U1tENLPrphaFWy8T8/b3br9cVzXBWNrWpT0WjzzKIVp9OpisYGWJeSw8/r07FY4O7RqmYUERER8SuutumoNmA99sx08Q4lGsV3OJ2wewHMewHWTIe9y6HooNlRSRN3IL+Eh79ZBxgtlUPae2YT7YA2zfnPRX0BeHPuDn5am+qR5xH3qltFo/Ej193VgrlF5RSWGvM9Gz6j0YjR0YQSjW/O3QHAOX0T6BwbbnI0IiIiIlInWgTjc+xmByBCeSms/woWvQapqw//fEhzaNUFhvwNel0AFve0rIrUxieL91BYWkHv1pHcPKKTR5/rjN7x3Di8PW//uZN/fLGGLnHhdIxu5tHnlIap0zIYD1UL7qtcBNM8NICQwIa9i9vUKhqLSiuYtTEdgGtPam9yNCIiIiJSZ0o0+hxVNIp5CrPgj//Ai73g678bSUZ7MHQ7C9qeVD1foeggJC+GL6+HD8+BzK3mxi1NRkl5BR8u2g3ADcPbVyWKPOmf47oxtH0L8kvKuemj5RSUaDmML6vX1mk3J/HctXEaqpOhTWVG4x9b9lNYWkHrqBD6JEaaHY6IiIiI1FVV67Q2TvsKVTSKOfL3wzujIdtI4tAsDobcCAOvhbCW1eeVFkDWTtj0Pfz5POz8A14fBifdCcPvgYCG/2ItcjQ/rEklI6+E2IggzujtncHCdpuVVy7rz1kvz2Pr/nz++eUaXpnYH4sqeX1SZn22Tru7ojHbmM+YENWw+YxQnQxtKhWNP6xNA4wlMPo3JiIiIuKHDlbmFFTR6DNU0SjeV1oAn1xiJBkj28D5b8Nda+GUe2smGQECwyCuF4y4H25dBJ1GQ0UpzP0PTB1qzHQU8QCn08m783YCcNWJ7Qiwee/bZUx4MK9dPgC71cL3a1J5f/4urz231F6Fw0lWQSlQyxmNNs9UC7qzotEVY1OY0VhcVt027a03EkRERETEzdQ67XOUaBTvclTAlzfCvhXG7MUrv4Y+F4O9Flt8W3SAy7+Aiz+E8AQjUfnRebBtlufjliZnyc4s1u/LJTjAymVD2nj9+Qe1a8H/ndkdgKd+3MjG1FyvxyDHdqCgBIcTrBZqtYncUxWNqZUVjfHuqGi0emYzti/6Y0tGVdt0v6Qos8MRERERkboqyYPCTOO4uVqnfYUSjeJdP/8fbP4BbEEw8TNoVcflGhYL9DgHblsCXcZBeTF8OhG2/uaZeKXJem++Uc14/oBEmtciieQJ1wxrx+k9Yil3OLnvizWUVzT+5I8/cc1nbBEWVKv5nfaq+Yfu/f/oWgaT4I6KxiY0o/HHys3u43upbVpERETEL7napkNaQLDmbfsKJRrFexa9DotfN47Pex3anFD/awWFG5WNXc+EihL4bCJs+dk9cUqTt+dAIb9sMFoqrzupnWlxWCwWnji3FxHBdtam5PBOZSu3+Ia6LIIBsHpo/mFqTmVFY6Q7KhqNlwWNfUaj0Ta9H4DxapsWERER8U9qm/ZJSjSKd2z8HmZONo5HPwq9Lmj4Ne1BcNE06D7BmNv42eWw6ceGX1eavGkLduF0wqldoukUE25qLDERwTx0Vg8Anv91C9sz8k2NR6rVNdHoiRmNTqezKtGYEOWOrdPGbWOvaJy7JYP8knLiI4Ppr7ZpEREREf9UlWhU27QvUaJRPC9/P3z1N8AJg64zNka7iz0QLnwfepwLjjKYfqWR1BSpp7ziMqYvSwbgupPbmxyN4cKBiZzSJZrScgf3f7mmSSzq8AcZddg4DdXVgu5M4h0oKKW03IHFArER7qtobOyJxp/WGdumx/eKx1qLtncRERER8UHZ2jjti5RoFM+b/xKUFUDCABj/H2POojvZAuCCd40qSUc5fHk9pK5273NIkzF92V7yS8rpFNOMUzq3MjscwGihfuq8XoQF2li66yAfLdptdkgC7MosACChlktY7B5YBuNaBNOqWRCB9ob/SG8KMxpLyiv4rXI0wpl94kyORkRERETqTa3TPkmJRvGs/AxY+q5xPPIBsNk98zw2O5z3FnQ+3VgQ8/mVUJjlmeeSRqvC4WTaAmMO4nUntfepBRGJzUO5f3w3AJ6ZuYnkrEKTI5KNqXkAdI+PqNX5Ng8k8aoXwTS8mhE8txnbl/y5JZO8knLiIoLpn9Tc7HBEREREpL6UaPRJSjSKZy14GcqLjGrGTqM9+1w2O5z/lvFNJnu30a7t5u2u0rjN35ZJclYRUaEBnNe/tdnhHObyoW0Z0r4FhaUVTP5qLU5n400G+bryCgeb041EY49aJho9UdGYVrUIpuHzGcEzyVBf49o2Pa5XnNqmRURERPyVw1G9dVqJRp+iRKN4TkEmLH3HOB5xv/tbpo8kpDlc/BHYg2HbrzD3355/Tmk0Zm002inH94ojJNBmcjSHs1otPHNBH4LsVuZty+Tb1fvMDqnJ2pFZQGm5g7BAG21ahNbqMa6kljtnbLoqGuNr2b59PNUVjY3zTZqS8gp+3ehqm9a2aRERERG/lZ8GFSVgsUFEotnRyCGUaBTPWfAKlBVCQn+jpdlb4vvAWS8ax3Oehi2/eO+5xW85nU5+37wfgJFdY0yO5ujatwrj9tM6ATDlx00UlpabHFHTtDE1F4Bu8RG1rorz5IzGeDe1TturkqFuuZzPmb8tk7zicmLCgxjYRm3TIiIiIn7L1TYdmei5EW1SL0o0imcUHIAlbxvHp/7TO9WMh+o3EQZdDzjhqxsga6d3n1/8zvaMfJKzigi0Wzmpk28sgTmaG4Z3IKlFCGm5xbw2e7vZ4TRJGyoTjd3jw2v9mOq2ZPdl8VJdFY1ubp1urBWNP6xxbZtW27SIiIiIX1PbtM9SolE8Y+Grxqbp+L7QZZw5MYybAq0HQXEOTL8SykvMiUP8wqyNRjXjCR1aEhbk2++IBQfYePDMHgC89ecO9hzQYhhv27DPlWis3XxG8ExF477Kisbabr4+HrvVeFnQGGc0Op1O5m7NAGBsL22bFhEREfFrWgTjs5RoFPcrzIIlbxnHZlQzutiD4OIPIbQlpK2Fuf8xJw7xC79vMhKNp3WNNjmS2jm9Rywnd2pFabmDJ3/cYHY4TY5r43RtF8EA2FxJvAr3JPEqHE7Sc929DMa4bYxbp/dkFZKRV0KgzcoAtU2LiIiI+DclGn2WEo3ifgunQmk+xPWGrmeYG0tkazjrBeP4z+dh3ypTwxHflFNUxrLdBwE4rVusydHUjsVi4V8TemCzWvh5fTrztmaaHVKTsT+vmMz8EiwW6BpXl9Zp49ZdSbzM/BLKHU6sFogJD3LLNd2dDPUly3YZ/8Z7J0YSHOB7y55EREREpA6UaPRZSjSKexUdhMVvGsdmVjMeqsc50PM8cFbAjFugvNTsiMTHzN2SQYXDSaeYZrRpWbsNwr6gc2w4V53YFoBHv1tPWUXjnKvna1zVjO1bhhEaWPs2e1dbssPpniTevmxjPmNsRDB2m3t+nLvauyvcFKMvWbY7C4BBbVXNKCIiIuL3qhKNbU0NQw6nRKO414ZvoTQPortB1zPNjqbaGc8aLdT716uFWg4z29U23c13t00fzV2ju9AiLJCt+/P5eNFus8PxCXnFZSzZmUVaTrFHru/aON09ofZt03DoohX3JPFSc9y7cRrcH6MvcVU0DmrXwuRIRERERKRByooh31jyR1Q7U0ORw/n2xgPxPxu/NW57XwRWH8pjh7WCM5+D/10Dfz4H3c6EhH5mRyU+oMLhZM4WY0HEyK7+l2iMDAngH2O7MvmrtTz/6xbO7ptAy2buaaP1FzmFZSzZlcXiHQdYvDOL9ftycOXJOkSHMaxjS4Z1bMWJHVrSPCywwc/nSjTWZT4jHFIt6KYknquiMT7KPfMZwf0x+orswlK27s8HYKAqGkVERET8W16qcWsPhlC9iexrlGgU9yk6CDvmGMc9zjE1lCPqeR6snwEbZsA3t8KNs8He8KSD+LfVe7PJKiglPNjOoHb+mYC4eFAS/128m3Upubw8ayuPntPL7JC8wul08sJvW5k6e9thibHYiCAy8krYkVHAjowCPl60B4AxPWJ5/JxexDWgCrB643Tt5zPCIdWCbpp/6KpoTHBjRaP1kESj0+nE4gvjL9xgeeUM1g7RYbRwQ7JZREREREyUV1nNGB7nG+PapAYlGsV9Nv8EjnKI6QGtOpsdzZGd8Szs+hPS18Gfz8LIB8yOSEz2+0ajbfqULtEEuGnOnbfZrBYeOKM7l729mP8u3sO1J7WnXasws8PyqJLyCv75xRpmrNoHQIdWYQzt0IKh7VsytEML4iNDyCksY/HOAyzYfoAF2zPZkp7PrxvSWbTjAA+f1YMLBybWOZFWXFbBjswCAHrER9bpsdXVgu6ZpZmaU1nR6KaN01AdI4DDCbZG8rrNtexpcFu94y0iIiLi91wVjeHx5sYhR+Sfv1WLb9pQ2Tbti9WMLs2ijWQjGC3U6evNjUdM97trPqMftk0faljHVozoGk25w8mzv2w2OxyPyi4s5cp3lzBj1T7sVgv/vqAPv987ginn9+Hc/q2rEm+RoQGc3jOOR87uyS93n8ovd59C38RI8orL+ccXa7hu2tI6z3Hcmp5PhcNJ89AAYiPq1qJudfP8w33ZlRWNUe6f0QhQ7qaEqC9YtstYBDPQT6uWpfbmzp3LhAkTSEhIwGKxMGPGjGOe/9VXXzFmzBiio6OJiIjgxBNP5Oeff65xziOPPILFYqnx0a1bNw9+FSIiInJM+enGbXicuXHIESnRKO5RnAvbZxnH3c82N5bj6XkedDvLqL784V5ohNtVpXbScorZkJqLxQIjukabHU6D/XNcNywW+H5NKquTs80OxyP2HCjk/NcXsGRnFuFBdt6/djAXD06q1WO7xIbz5c3D+Oe4bgTarMzenMGYF/7g65V7a/38G1JzAOgeH1HnakhXtaC7tk57pqKx+mVBY5nTWFJeweq9xv+3wVoE0+gVFBTQt29fpk6dWqvz586dy5gxY/jxxx9Zvnw5I0eOZMKECaxcubLGeT179iQ1NbXqY968eZ4IX0RERGpDFY0+Ta3T4h5bfoaKUmjZGWK6mx3NsVksMO5p2P477FkAa6ZD30vMjkpMMHuzUc3YNzGqUSxQ6R4fwXn9W/PVihSe/mkTn9w4tNHM2ANYszeba99fyoGCUhIig3nv2sF0i6vjQhablZtHdGR09xju/d9qVu/N4e7PV5NVUMb1J7c/7uM3puYBdV8EA2CrTOK5Y0ZjWYWD/XklAMS7saLx0B1ejWXz9LqUHErLHbQMC6Rdy1CzwxEPGz9+POPHj6/1+S+++GKNPz/11FN88803fPfdd/Tv37/qfrvdTlycqiZERER8wqEzGsXnqKJR3GPjN8Ztj3P8YxhrVBKccq9x/OtDRkWmNDmzKuczjurm323Th7rn9K4E2q0s3HGgapt2Y1BYWs7NH6/gQEEpPRMi+PrWk+qcZDxU58rqxr+f0gGAx7/fwNtzdxz3cRtSXYtg6v7c7tzonJ5bjNMJATYLrcLclySvUdHopqU1Zlu2y5jPOLBt80aVeBfPcDgc5OXl0aJFzerXrVu3kpCQQIcOHbj88svZs2fPMa9TUlJCbm5ujQ8RERFxE1U0+jQlGqXhSvJh66/GcQ8fb5s+1Im3QYuOxnyHOU+bHY14WXFZBfO3ZQIwshElGltHhXD1iW0BeOanTY2m/fWlWVtJyS6idVQIn//9RGIjGl7FZ7dZuX98N+44rRMAT/64kTf/2H7U851OJxsbkGi0uXFGo2vjdFxkcNXsR3c49FIVjWSsRNUiGLVNSy08++yz5Ofnc/HFF1fdN3ToUKZNm8bMmTN5/fXX2blzJ8OHDycvL++o15kyZQqRkZFVH0lJtRvxICIiIrXgqmhsFmtuHHJESjRKw237FcqLoXk7iOtjdjS1Zw+CM/5tHC9+A9I3mBuPeNXinVkUlVUQGxFEz4T6V8b5oltHdiIi2M6mtDxmrEwxO5wG25yWx7t/7gTgsXN60izIfVM/LBYLk07vyl2jOwMw5adNvDZn2xHP3XuwiLzicgJsFjrFNKvzc9lt7qto3Jft/vmMYPz3cGflpdmcTifLKxONWgQjx/PJJ5/w6KOPMn36dGJiqt+AGj9+PBdddBF9+vRh7Nix/Pjjj2RnZzN9+vSjXmvy5Mnk5ORUfSQnJ3vjSxAREWkaqlqnVdHoi5RolIY7dNu0v7WldRoN3SeAs4KiHyeRkrcXZyOp4pFjW7zjAACndI5udO2UUaGB3DLSqNJ7/tctFJdVmBxR/TkcTh6csZZyh5OxPWMZ1d0z71reNboLk8Z0AeDfMzfz6u9bDzvHVc3YKSacQHvdf3xaLe5L4Lm2ZSdEum8+o4s7Ky/NtiOzgKyCUoLsVnolRJodjviwzz77jBtuuIHp06czevToY54bFRVFly5d2LbtyG9KAAQFBREREVHjQ0RERNygtABKKkeSaEajT9IyGGmYsiJjEQxA93PMjaUOisqLWJa2jM0HN7O5ZSSbExPYbdmL46vxxITGMLz1cIYnDueE+BMICwgzO1zxgNV7swEY0LZxVjldM6wdHyzYRUp2ER8t3M2NlbMI/c0Xy/eydNdBQgNt/GtCT48+1x2jOmOzWvjPz5t59pctxEQEc/Gg6nbH6vmM4fW6vt2NCbzMfGMRTHS4+5cYuRKNjWFG47JdWQD0TYqqV3JYmoZPP/2U6667js8++4wzzzzzuOfn5+ezfft2rrzySi9EJyIiIjW4qhkDwiCofq/LxbOUaJSG2f47lBVARCK0HmB2NLWyPnM99/xxDyn5h7SUBhj/FKxOJ/sL9/Pl1i/5cuuX2K12BsYO5IbeN3BC/AkmRSzu5nA4WZOcAxgbpxuj4AAbd4/uwn1fruG1OduYOLSNW1uOvSGroJSnftoIwN2ju5AQ5d424SO5dWQnSsodvDxrKw9+vY7OMc3o38ZIRrsqGuuzcRoOSeA5HA2O80B+KYBHtqVXVzQ2PE6zuRbBDGqkbyjI4fLz82tUGu7cuZNVq1bRokUL2rRpw+TJk0lJSeHDDz8EjHbpq6++mpdeeomhQ4eSlmb88hISEkJkpFEFe++99zJhwgTatm3Lvn37+Ne//oXNZmPixIne/wJFRESaukM3TjeyzrTGQm/vS8Ns8J9t006nk+mbp3PlT1eSkp9CdEg049uP564Bd/H6yJeZnWtjye5k3mhxEpd3v5yk8CTKHeUsTl3Mjb/cyBOLnqCwrNDsL0PcYEdmAXkl5QQHWOkSW/dZe/7i/AGt6dAqjIOFZbw/b6fZ4dTZ0z9tJLuwjG5x4VxzUjuvPe9dozoztmcspRUObvp4OftzjTbljanG4of6JhpdMxrdUdGYUVnR2MoDiUZX5aWjEYyRWK5FME3OsmXL6N+/P/379wdg0qRJ9O/fn4cffhiA1NTUGhuj33rrLcrLy7n11luJj4+v+rjzzjurztm7dy8TJ06ka9euXHzxxbRs2ZJFixYRHR3t3S9OREREtHHaD/hXeYv4lvIS2PyTcezj26YLywp5fNHjfL/jewBGJo3kiZOfICLwkITB6U/Dp5dw0qqvOOm2pdw/5H525+7mow0f8fnmz/l88+fMS5nHY8MeY0j8EJO+EnGH1cnZAPRuHYnd1njfb7HbrNw1pgt3fLqSt/7cwVUntiMyNMDssGpl6a4spi/bC8CT5/UmwIv/n6xWC89d3I8dU+ezdX8+N328nLevGsSeLOONhvpsnAawWY2vwR0zGqsrGgMbfK2/csXp7zMaM/NL2JFZAMCANqpobCpGjBhxzFnL06ZNq/HnOXPmHPean332WQOjEhEREbc5tKJRfFLj/Q1bPG/HH8YQ1mZxkOi7ibedOTu5/MfL+X7H99gsNu4eeDcvjXypZpIRoMtYaH8KVJTArMcAaBvRlgdPeJB3Tn+HhLAEUvJTuP6X63lq8VOqbvRjrvmMjbVt+lBn9Y6na2w4ecXlvPXndrPDqRWn08m/vlkPwMQhbRhoQttrsyA7b181iIhgOyv2ZHP9B8sAiI8MpnlY/ZJ7Nov7KhoPFFTOaPRgRWO5n89odFUzdolt5jcJdhERERE5jqqKRiUafZUSjVJ/O/8wbruMBatv/lXKLMrk6p+uZlv2NlqFtOLt09/mul7XHXnLsMUCpz8JWGDdF7B3edWnhsYP5atzvuKiLhcB8OmmT7l65tUcLD7opa9E3MlV0dg3KcrUOLzBarUw6XRjm/L783dVLRHxZct3H2RDai4hATb+Oa6raXG0axXGyxP7Y7HAqsq/M/WtZoTq2YeOBiYaHQ6nhysa3bcd20yuRTCD1DYtIiIi0njkpxu3SjT6LN/MDol/2LPIuG17krlxHIXT6eTRhY9ysOQgnZt35n8T/sfguMHHflB8H+h3mXH88wNwSPtVWEAYD5/4MG+NeYsWwS3YlLWJ636+jsyiTA9+FeJuJeUVVduD+zWBRCPA6T1i6ZMYSWFpBW/M8f2qxk+XJANwVp94okLdn0irixFdY7hvbLeqP9d34zS4b+t0bnFZ1TVa1LO68liqEo1+PqNx2W4tghERERFpdKpapzWj0Vcp0Sj1U1YEqauN4zZDzY3lKL7b8R1zkudgt9p5evjTtAppVbsHnvYgBIRC8iLY+O1hnz4x4UTeH/c+0SHRbMvexnU/X8f+wv3uDV48ZmNqHmUVTlqEBZLY3PNbjH2BxWLhntONysAPF+0mLafY5IiOLqeojB/W7gPg0iFtTI7GcNOpHbhgQCJWC5zWLbbe17HZ3FMp6KpKjQi2E2S3NehaR2JvBBWNpeUO1qUYm+UHtVVFo4iIiEijodZpn6dEo9RPygpwlBnzGaPamh3NYdIK0nh68dMA3NrvVro071L7B0ckwLDbjeNfHzaW3vxFh8gOTBs3jbiwOHbm7OTamdeSVpDmjtDFw6raphMjj9xC30id0rkVg9s1p7Tcwauzt5odzlF9uyqF4jIHXWKbMaBNlNnhAEai9rmL+7Lu0bENmhfprorGzMq2aU9snIbqikZ/ntG4M7OAsgon4UF2klo0jTcURERERJoEVTT6PCUapX72LDRu25xgzDb0IU6nk0cWPEJeWR69W/Xmmp7X1P0iw+4wkqgHd8GSt494SpuINkwbN43WzVqzJ28P18y8hpT8lAbFLp7XlOYzHspisXBvZVXj50uTSc7yvWVGTqezqm360sFtfC4RHBpob9Djq2cfOhp0HU/OZ4TGMaNxc3oeAF3iwn3u75GIiIiI1FNJHpTmG8fN6t9pJJ6lRKPUT/Ji47bNCebGcQRfbv2S+fvmE2QL4omTn8BurUdyIKiZ0UINMPffUJh1xNNaN2vNtHHTSApPMjZS/3w9WcVHPld8wyrXxukmlmgEGNqhJcM7t6KswslLs3yvqnFtSg4bUnMJtFs5f0Brs8NxO9fWaXe1Tnu8orGBCVEzbUmrTDTG1n+mpoiIiIj4GFc1Y2C48Tu7+CQlGqXuHA6fTTSm5Kfwn6X/AeD2/rfTIbJD/S/W7zKI7QXFOTD3P0c9LS4srkay8e7Zd1NWUVb/5xWPySkqY0dGAQB9E6PMDcYkk8YYYwS+XpnCrswCk6Op6bOlRjXj+F5xpi+B8QS7m2Y0HqhMNHqqotHV4u3w42UwrorGrrF6ASoiIiLSaGg+o1/w+URjSkoKV1xxBS1btiQkJITevXuzbNkys8Nq2jI2Gcm3gDCI7W12NFUcTgcPz3+YwvJCBsQM4IruVzTsglYbnP64cbz0Hcjec9RTY0JjePW0V2kW0IwV+1fw+KLHcfrxL+mN1dq9xnKINi1CPbKt1x/0b9OckV2jqXA4efl336lqLCgp59tVlUtgBvvGEhh3s1mNH7kNntFYUNk6HaYZjUezNV0VjSIiIiKNTl66catEo0/z6UTjwYMHOemkkwgICOCnn35iw4YNPPfcczRvXv9h/OIGrvmMiYPA1rCZZe40L2UeS9KWEGIP4fGTHsdmdcM21o6nQftToaIUZj91zFM7RHXg36f8G6vFytfbvubjjR83/PnFrVY34bbpQ9012qhqnLEyhR0Z+SZHY/hhTSr5JeW0bxXGCR0a55Zgd21zzsyrbJ0O90yi0V6ZEPXXGY1FpRXsrpxB2iVOiUYRERGRRqOqolGLYHyZTycan3nmGZKSknj//fcZMmQI7du35/TTT6djx45mh9a0+Wjb9CcbPwHgoi4X0SbCjRVRox8xbld/Bunrj3nq8MTh3DPwHgCeXfYs81Pmuy8OabBDN043ZX2TohjVLQaHE179fZvZ4QDw6VKjYviSwUmNdnmHzU1bpw9UVjS28lBVbmWescFxmmXb/nycTmgZFuixOZYiIiIiYoKqjdOqaPRlPp1o/Pbbbxk0aBAXXXQRMTEx9O/fn7ffPvIGYJeSkhJyc3NrfIib7Vlk3CYNNTeOQ+zM2cn8ffOxYOHSbpe69+KtB0CPcwEnzHrsuKdf2eNKzut0Hg6ng3/88Q925OxwbzxSb66Kxn5NvKIR4M7RnQGYsSqF7SZXNW5Oy2PlnmzsVgsXDEg0NRZPctc25+oZjapoPJLNapsWERERaZxU0egXfDrRuGPHDl5//XU6d+7Mzz//zM0338wdd9zBBx98cNTHTJkyhcjIyKqPpKQkL0bcBOSmQvZusFghcbDZ0VT5dNOnAJyaeCpJ4R74f37aQ2CxwZaZsHvhMU+1WCw8eMKDDIgZQF5ZHrfPup38Ut9oT23K0nKKSc8twWa10DOhaVc0AvRJjGJ0d6Oq8RWTN1B/usSoZhzdPZZoD7UD+wJ3JRoz8ysrGj20DMZdcZpli2sRjNqmRURERBoXVTT6BZ9ONDocDgYMGMBTTz1F//79+dvf/saNN97IG2+8cdTHTJ48mZycnKqP5ORkL0bcBCRXVjPG9oTgCHNjqZRfms83274BYGL3iZ55kladYMBVxvFv/4LjLHoJtAXy/IjniQ+LZ0/eHp5Y/IRn4pJaW1XZNt01NpyQQDfM72wEXLMav129j237zUmGl5RX8PXKFAAuHdK43xhyx4zG4rIK8kvKAU9WNDaORGNnbZwWERERaVy0ddov+HSiMT4+nh49etS4r3v37uzZc/Ttv0FBQURERNT4EDdytU23OdHcOA7xzfZvKCwvpENkB06M92Bcp/4T7CHGjMrNPx339JYhLfn3Kf/GZrHxw44f+G77d56LTY5Li2AO16t1JGN6xOJwwssmVTUu23WQnKIyosODGN452pQYvKV6RqOj3tdwzWcMtFmJCPbMMi53zZI0y5a0yopGtU6LiIiINB5OJ+Rr67Q/8OlE40knncTmzZtr3Ldlyxbatm1rUkTia/MZHU5HVdv0xG4TPbtEIiIeTrjZOJ71KDgqjvuQfjH9uKnvTQA8segJknNVYWsW1yKYfklqmz7UXZWzGr9bs4+tlZVg3jR3awYAp3SOrkpwNVbumH3o2jjdslmgx77fVbdO1z8hapbc4jL25RQD0FmJRhEREZHGoyQXygqN42ZKNPoyn0403n333SxatIinnnqKbdu28cknn/DWW29x6623mh1a01SSD2lrjWMf2Tg9P2U+u3N30yygGWd3PNvzT3jSnRAcBRmbYPWntXrIjb1vZGDsQArLC/nnn/+kzFHm2RjlMA6HkzV7cwBjNqFU65kQydiesTid8JIJVY1zt2QCcEqXVl5/bm9zR6XggYLqRKOn+POMRleyPD4ymMiQAJOjERERERG3cc1nDI6EwFBzY5Fj8ulE4+DBg/n666/59NNP6dWrF48//jgvvvgil19+udmhNU0py8BZAZFJEOkbm2E/2fQJAOd2OpfQAC98swmJglPuNY5nT4HykuM+xGa18fTwpwkPDGdt5lqmrpzq2RjlMDsy88kvKSckwEbnGM1t+6s7RxmzGn9Ym+rVqsb9ecVsTM3FYoGTOzWdRKPTaSS/68O1CKZlmOeW5tj9uHV6c5oxa1TVjCIiIiKNjDZO+w2fTjQCnHXWWaxdu5bi4mI2btzIjTfeaHZITdeexcatj7RN78rZxbyUeViwMLGbh5bAHMngGyE8AXL3wrL3a/WQuLA4Hh32KADvrXuPxamLPRmh/MWqZKOasXfrSOw2n/+253U9EiKqqhpf/n2b15533lajmrFXQqTHFpv4kkNbwyuOs1DqaDLzjTc3Wnnwv5fNDS3eZqnaOK1FMCIiIiKNizZO+w39xi21t2ehcesjbdOfbf4MgOGJw2kT0cZ7TxwQDKfeZxz/+azRUl4LY9qO4YLOF+DEyQN/PkB2cbbnYpQa1lQugumTqPmMR3PHKGNW4/dr9rFtv3eqGv+sTDQO79z4qxmhulIQ6p/EO1BZ0djKo63Txq0/VjS6Eo1dVNEoIiIi0ri4Kho1n9HnKdEotVNRDnuXGsc+kGgsKCtgxrYZAFzezYRW+v5XQPP2UJABi9+o9cPuG3wf7SPbs79oP08vfdqDAcqhtqYbyeAeCdpCfzQ9EyI5vUdlVeMsz1c1OhxO/nQtgunSuLdNuxxa0VjfJN6BfG/MaGwEFY1xSjSKiIiINCp52jjtL5RolNrZvx5K8yEoAmJ6mB0Nv+z6hYKyAtpFtOOEBBMSn7YAGPl/xvGCl6HoYK0eFhoQypMnPYnVYuWHHT8wJ3mOx0KUatsyjERjx2i1Ux6Lq6rxuzX72La/dpW69bUxLZfM/FLCAm0MaNPco8/lK2pUNFY0bEajJ1un7X66DOZAfgmZ+aVYLNBJs1hFREREGhfNaPQbSjRK7bjmMyYOBqvN3FiAP/b+AcAZ7c/AajHpr3GvCyCmJxTnwIJXav2w3tG9ubrH1QA8tvAxckpyPBWhADlFZWTkGVVgHaLDTI7Gt/VqHcmYyqrGV3737AZq17bpEzu2JNDeNH4U1axodNTrGplVFY2enNHon4nGLZWVy0nNQwkNtJscjYiIiIi4lWY0+o2m8dudNFzKcuPWBxbBlFaUsmDfAgBOSTrFvECsVjjtQeN40euQv7/WD72l3y20i2hHRlEG/1n6Hw8F6CeKc2DPIlj2Hvz4D5h2FjzXDd4eBb8+DFt/heLcel9+R2U1Y1xEMOHBAe6KutG6s7Kq8dvVnq1qdLVND+/cNNqmASwWC65cY32XwRwocG2d9lzrtL9undZ8RhEREZFGTBWNfkOJRqmd/RuM27he5sYBLEtbRlF5EdEh0XRv0d3cYLqOh9aDoKwQ/nyu1g8Ltgfz+EmPY8HCN9u/4c+9f3owSB9VVgQzH4Bn2sN7Y+H7u2HJW7DrT+OHSMoymP8S/PdCeKYtvDXS+HNZcZ2expUs6xijasba6NU6ktHdjarGVz1U1VhYWs6yXca4gaayCMbF3oD5hw6Hk6zKRGN0uDcqGutXdWmWzVXzGdU2LSIiItKoOJ2qaPQjSjTK8TkqIGOzcRxjcmKP6rbpUxJPMa9t2sVigVEPGcfL3oPsPbV+aL+Yflze3Vhk8+jCR8kv9exMPJ+ybyW8eSosmgrOCohoDZ1Gw7Db4dzX4fpf4dw3oN8V0LwdOB2wb4VR4fjaUNj0o/HDpha2ZxQAms9YF3eNrq5q3J7h/r+Xi3dkUVrhILF5CO1bNa0EsCuJV16PGY3ZRWVVCcoWHqxotPlrRWOaKhpFREREGqWig1BhjBBSotH3KdEox5e10/hHbQ+BqHamhuJ0OmskGn1ChxHQ/hSoKIU5z9TpoXcMuIOk8CTSC9N5bnntKyL9VkWZ8d/ondGQuRnCYuCy6TBpA1zxJZz+BPS7DJKGQL+JcO5UuHM13L0eznrRKJM/uAs+mwgfn1+dAD8GV6JMyyFqz6hqjMHhhFd/d/8G6j+2VLdNWyyW45zduDRk0YprPmNUaAABNs/9+HbF6PCjRKPT6TykolGJRhEREZFGJb9y43RIc7B7rrNH3EOJRjk+V9t0TDdjLqGJduTsICU/hUBrICfEm7Bt+mhOe9i4Xf0JZNa+3TTEHsKjwx4F4IstX7AodZEnovMNWTvh3dNhzlPgKIce58Ati6DL2OM/NjIRBl0Lty2DkyeBLRC2/w6vD4NfHjISmEexfb82TtfHnaO6APDNqpSqOZfu4prPeGqXptU2DWCz1b9asGoRjAerGQFsld/n/amiMT23hLzicmxWS5OrkhURERFp9DSf0a8o0SjHt3+jcRvTw9w4qG6bHhw/mNCAUJOjOUTSYOgy3mjxnTOlTg8dHDeYS7peAsATi56gxFUS3pgU5xqzFvetgOBIOP8duOgDCGtZt+sENYPR/6pMUI43EpYLXjauXZR92Oml5Q52ZxUCSjTWVe/ESEZ1c39VY0p2EdszCrBZLZzYsQkmGi31r2g8kF+5CMaDG6cB7Db/2zrtqmZs3yqMILvN5GhERERExK00n9GvKNEox7d/vXHrC/MZk41E46mJp5ocyRGc9n/G7bovIW1dnR5654A7iQmJYXfubt5Z+44HgjOR0wnf3QEHthmzGG9eAH0uMuZb1lfLjnDZZ3DxRxAQBjvmGNWSB3fVOG1PVgEVDifNguzERqjEvq7urJzVOMONVY1/VrZN90uKIjKk6W0Bt7mhdTraw4lGq8X/ZjS65jN21XxGERERkcZHFY1+RYlGOb6qikZzE405JTmsylgF+NB8xkPF9Yae5xvHs5+s00PDA8P555B/AvDO2nfYkbPD3dGZZ8nbsP5rsNrhomlGG7S79DgbrvsJwhOMmY9vj4I9i6s+XbVxOjqsyc0CdIc+iVGc5qpqnO2eqsa5W13zGZteNSM0bEZjdUWjZ1unGxKjWVwVjVoEIyIiItIIqaLRryjRKMdWVgwHthvHMT1NDWVeyjwcTgedojrRullrU2M5qhGTwWKFzT/C3uV1euiYtmMY3no45Y5yHl/4OM5ablX2aSnL4ecHjOMxjxlLXtwtvi/cOAvi+kBhJnwwAdZ+AWjjtDvcOaqyqnFlCjszCxp0rQqHk3lbMwE4pUt0g2PzR9UzGh11fuyBAteMRs9WNDak6tIsW6sWwejfuoiIiEijo4pGv6JEoxzbga3grIDgKNPfPXDNZ/TJtmmX6C7Qd6Jx/PvjdXqoxWLh/074P4JtwSxLX8a327/1QIBeVJgF068BRxl0nwAn3OK554pIgGt/gq5nGBvSv7weln9QvQhGG6frrW9SFCO7RrtlVuPalBxyi8uJCLbTp3WkmyL0L/bKRSv1SeJl5BkVja3CPVzR6GczGh0OJ1vSjX/rnVXRKCIiItL4uCoam8WaG4fUihKNcmyHLoIxsfW03FHO/JT5AJya5MOJRoBT/wnWANgxG3bNq9NDWzdrzc39bgbg2WXPcrD4oCci9DyHA2bcDDl7oHl7OGeq5//+BDWDSz6GIX83/vzdncTt/RFQRWND3Tna2EA9Y1UKuxpQ1bhyj/H3eVC7FthtTfPHj6tasD7zD71V0Vg9o7HuVZdm2HuwiKKyCgLtVtq28KElYSIiIiLiHnnpxq0qGv1C0/xNT2pv/wbj1uT5jKszVpNbmktkUCR9WvUxNZbjat4WBl5tHP/+hLEMpQ6u7HElnZt3Jrskm+eXP++BAL1g4SuwZSbYguDiD4xN095gtcH4Z2DgNYCTu3OfZaR1JZ1iwrzz/I1Uv6QoRnSNpsLhbNCsxrUpOQD0SWya1YxQvXXa0YAZja00o7GGXQeM5HfbFqFNNoEtIiIi0mg5nYe0TmtGoz/QK3I5Nh9ZBONqmx7eejg2q83UWGpl+L1gD4Y9C2HbrDo9NMAawMMnPAzAjG0zWJq21BMRek7BAZjztHE8/hljhqI3WSxw5vMUdTufAEsFrwe8SNvcld6NoRFyzWr8emUKuw/Ur6px7V4lGhtS0ejaOt3Kw1un/W1GY/LBQgDaqJpRgLlz5zJhwgQSEhKwWCzMmDHjuI+ZM2cOAwYMICgoiE6dOjFt2rTDzpk6dSrt2rUjODiYoUOHsmTJEvcHLyIiIocrzDLGcYFap/2EEo1ybOmuisYepoYxN3ku4OPzGQ8VEQ+DbzCOf3+8zlWN/WL6cWGXCwF4ctGTlLm+sfqDxa9DWaGRYBx4jTkxWG2s6P8Uv1YMJNhSRsD0iXVeziM19W/TnFO7VFY11mNWY0FJOdsyjDl6vZrofEao//zDwtJyCksrAC9snbbVPxlqhuSsIgCSlGgUoKCggL59+zJ16tRanb9z507OPPNMRo4cyapVq7jrrru44YYb+Pnnn6vO+fzzz5k0aRL/+te/WLFiBX379mXs2LHs37/fU1+GiIiIuOytLLwJbQV2z74OFvdQolGOrjjXmLEHplY0Juclsz1nOzaLjWGth5kWR52dPAkCm0HqKtj4XZ0ffteAu2ge1JztOdv5ZOMn7o/PE4pzYPFbxvHwe02d67ntQAm3ld3OxuD+UJoPH58P+zeZFk9jcOdoo6rxq3pUNa7fl4vTCXERwcSEB3siPL9Q34pGV9t0oN1KsyC72+M6lK0BC2vMkJxlVDQq0SgA48eP54knnuC8886r1flvvPEG7du357nnnqN79+7cdtttXHjhhbzwwgtV5zz//PPceOONXHvttfTo0YM33niD0NBQ3nvvPU99GSIiIgKwewF8cZ1x3HmMubFIrSnRKEeXsdm4DY+H0BamhTF3r1HNOCB2ABGBEabFUWdhLas3Lc9+EhwVdXp4ZFAkdw+8G4DXVr3G/kI/qJxY8jaU5EB0N+h2lqmhbM/Ip4RAfuz1PCQOhuJs+PQSo/Re6mVAA6oa1+zNBqB3E26bhkPnH9Zt0YqrbTq6WRAWDyfwbRY/q2isbJ1Oah5iciTijxYuXMjo0aNr3Dd27FgWLlwIQGlpKcuXL69xjtVqZfTo0VXnHElJSQm5ubk1PkRERKQOdi+Ejy+EsgLoMBLOeuH4jxGfoESjHJ2PLIJZkb4CgGEJflTN6DLsNgiOgoxNsPaLOj/8nE7n0Ce6D4XlhTy77Fn3x+dOpQWw6DXjePg9YDX328u2/Uabbtv4GJj4OUS1hYO7YPpVUOFHreg+5q5DqhrrsoF6nWsRTBNum4ZDNzrXr6LR023T4H8zGveoolEaIC0tjdjYmvOeYmNjyc3NpaioiMzMTCoqKo54Tlpa2lGvO2XKFCIjI6s+kpKSPBK/iIhIo7RnEfzXlWQcARM/hQC9qewvlGiUo6taBGPufMY1mWsA6Bvt5aUi7hAcCSfdaRzPearOCS6rxcr/Df0/LFj4aedPvr0YZvk0KDwAzdtBz/PNjobtlfMAO0aHGdWlEz8zWtl3/QkzJ5scnf/q36Z51QbqV+pQ1bimMtHY5Csa6zmj8UCBUdHYMszziUZ/2jqdV1xGdqHxfVWJRvElkydPJicnp+ojOTnZ7JBERET8w57F8PEFxvir9qfCpUoy+hslGuXofKCicX/hftIK0rBarPRs2dO0OBpk6N8hLMaoplv5UZ0f3qNlDy7uejHgw4thyophwSvG8cmTwObZGXLHk1tcRnqukZjpGNPMuDO2B5z/NmCBpW/DMs3Wqq+7RncB4OuVe9lZi6rGvOIydmQY5/Vu4hWN9Z1/mFlZ0ejpjdMAtnomQ83gWgTTIizQ47MrpXGKi4sjPT29xn3p6elEREQQEhJCq1atsNlsRzwnLi7uqNcNCgoiIiKixoeIiIgcR/qGQ5KMp1QWi+jNZH+jRKMcXVVFo3mJxrUZawHoFNWJ0AA//QYTGGa0EgP88R8jKVdHt/e/3bcXw6z6L+SlQkRr6DvR7Giqklox4UFEBAdUf6LbGXDag8bxj/+AXfNMiM7/9UuK4rRuMTic8Mqsrcc9f12KMZusdVQILb2QKPNl9noug3HNaPTGf7/6xmgGtU1LQ5144onMmjWrxn2//vorJ554IgCBgYEMHDiwxjkOh4NZs2ZVnSMiIiJu4HTC93dDaR60PdkYf6Uko19SolGOrCATCvYDFmOxh0lWZ64GoHer3qbF4BaDroWIRMjbB8verfPDfXoxTEUZzH/ROB52B9g939p5PNv3u9qmmx3+yeH3GK3djnL4/Eqj0lTqzDWrccaqlKo29aNZm5INqJoR6j//8EBVRaMXZjRa6rewxgx7tQhG/iI/P59Vq1axatUqAHbu3MmqVavYs2cPYLQ0X3XVVVXn33TTTezYsYP77ruPTZs28dprrzF9+nTuvvvuqnMmTZrE22+/zQcffMDGjRu5+eabKSgo4Nprr/Xq1yYiItKorf4MkhdBQBic/5aSjH5MiUY5MlfbdPN2RkWeSVwVjX45n/FQ9iA49T7j+M/noeTYiZkj8dnFMGu/gOw9EBYNA646/vlesM01nzHmCH93LRY4ZyrE94WiLGM5THmJlyP0f30Soxjd3ahqfPk4VY1rKysam/p8Rmh4RaNXWqf9qKIxWRWN8hfLli2jf//+9O/fHzCShP379+fhhx8GIDU1tSrpCNC+fXt++OEHfv31V/r27ctzzz3HO++8w9ixY6vOueSSS3j22Wd5+OGH6devH6tWrWLmzJmHLYgRERGReirOgV+Nn9Wc+g+IbG1uPNIgSjTKkfnAIphyRznrD6wHoE90H9PicJt+l0GLDlCYCYtfr/PDrRYrDw59EKvF6juLYZxOmPe8cXzirT7zrpOrorHTkSoawYjz0k8gpAWkroZfHvRidI2Ha1bjt6v3sW1/3lHPW7s3G4A+SjRidVU0VtStWtCbW6ddC2scfpBodLVOt1GiUSqNGDECp9N52Me0adMAmDZtGnPmzDnsMStXrqSkpITt27dzzTXXHHbd2267jd27d1NSUsLixYsZOnSo578YERGRpmL2FKOjsmVnOOFWs6ORBlKiUY7MBxbBbM/eTlF5Ec0CmtE+sr1pcbiNLQBGPGAcz38FCrPqfInuLbtzYecLAZiyZArljnJ3Rlh3Kcshc4tR3j7oenNjOUTVxumYoyQaASIT4bw3jeMlb8H6GZ4PrJHp1TqSMT1icTrhpVlH3kCdU1jGrgNGMkit04dsdK5jDq9667Q3KhqNlwZ+UdF40FgGk9RciUYRERERv5S+3vh9DOCMf/vEKK5jcTicbE3PY1VyNtmFpWaH45PqnGi84YYbDnsnWBohH1gEszrDmM/Yq1UvrJZGkhPvdYFRJVqSAwtertclbu9/O5FBkWw9uJXpm6e7OcA6Wv+1cdt1PAT7xkbNsgoHuysTW0ec0XioLqfDSXcZx9/eDlk7PBtcI+Sa1fj9mn1sST+8qnHdvhwAklqEEBXq2y8avKF6RmPtKxorHE6yCipnNIZ7c0ajbycanU7nIa3TmtHo7/T6UkREpAlyOo0lnc4K6H42dDzN7IgOU1bhYOWeg7w1dzs3fLCMAU/8ypgX5nLu1Pn0e+xX+j/2C+e/Np97pq/mnT93cLBAycc6Z28yMjIYN24cSUlJ/OMf/2D16tWeiEvM5HT6ROv0mow1QCNYBHMoq7V66/GiNyAvvc6XiAqO4vZ+twPw6qpXySque2WkWzgc1VWAPc8zJ4Yj2H2gkHKHk9BAG/GRwcd/wGkPQtIJUJIL/7tG8xrrqGdCJGN7VlY1/nb4rMY1e41EY5/WUV6OzDfVZ0bjwcJSXKe38EKy1l9mNGbklVBS7sBqgYQoJRr9nV5fioiINEFrv4Dd88EeAmOfMjuaw8zamM6wp3/nvNcW8NSPm/htYzrZhWWEBNiIjTA6jQ4WlrFiTzZfrtjLEz9sZNjTv/PIt+ur3hBviuqcaPzmm29ITU3loYceYunSpQwYMICePXvy1FNPsWvXLg+EKF6Xm2IkXax2aNnJtDDWZjaSRTB/1fUMSBwM5UUw9z/1usSFXS6kW4tu5JXm8fKK+lVGNljKcsjdC4HNoNMoc2I4gqq26ehmWCors47JFgAXvqt5jQ1w95guWCzww9pUNuzLrfG5dSlGolGLYAyutuSKOvROu+YzNg8NwG7zfHW3v8xoTK7cOB0fGUKAF/67iGfp9aWIiEgTU5xb/bvXKfdAVJK58RyiuKyCh79Zx/UfLCMjr4So0ABGd4/l/87ozoxbT2LNI6ez+IHRrH90LD/ccTJTLxvAPWO60CM+gqKyCqYt2MWIZ+dw+6crq34fakrq9cq8efPm/O1vf2POnDns3r2ba665ho8++ohOncxLSokbuaoZW3Y2bT5CbmkuO3KMNtbe0Y2oohGMrcejKjdqLZ8GB3fV+RI2q40HhhrzHr/a+hXrM9e7L77aOrRtOsC71URZBaUs3nGAjxft5qOFu1ix5yDFZRUAbNvvSjTWYVu65jU2SLe4CM7qkwDA879uqfG5NSnZAPTRfEagfhWN3tw4Df5T0bhHbdONjl5fioiINCELXoH8NGNh6rA7zI6myoZ9uZz1yjw+XLgbgOtPbs/iB0bxztWDuPGUDvRLiqp6kzssyE7PhEjO7BPP7aM688MdJ/PR9UMY3rkVFQ4n363ex1mvzOP/vl5LUWmFmV+WV9kb8uCysjKWLVvG4sWL2bVrF7Gxse6KS8yUXpm0ijWvbXpd5joAEpsl0iK4hWlxeEz7U6DDSNgxG+Y8Dee9UedL9I/pz1kdzuL7Hd/z1JKn+Gj8R96bZelwwIYZxrEX2qZzi8t4648dLNmVxfb9+Rw4wtwLm9VC55hmFFZ+Az/ufMa/cs1rnP8ifHsHtB7oU++q+bq7RnfmhzX7+G1jOquTs+mbFMXBglKSs4xlHT2VaASqk3gOZ90Tjd7YOA2HLKzx8USj6++WNk43Pnp9KSIi0shVlBlFNwCnPQR277yhfixOp5N35+3k3zM3U1rhIDo8iOcu6sspXaJrfQ2LxcLwztEM7xzNupQc3pq7g29X7+O/i/ewcMcBXrqkf5Po9KpXVmL27NnceOONxMbGcs011xAREcH333/P3r173R2fmMEHFsG45jP2ie5jWgweN+oh43b1Z9X/zeto0sBJhNpDWZOxhm+3f+vG4I5j71KjxT4wHDp6rm3a6XTyzaoUTnv2D16dvY0lO7OqkoyJzUMY2TWakV2jadUsiAqHk01peVVVTl3iwuv+hKc9CK0HGct6vr4JHE3nXaeG6hjdjHP7twaqqxrXVrYJtGsZSmRIgGmx+ZL6VAtmVrZOe6ui0WpxxVj7hTVmqFoEo43TjYZeX4qIiDQRm36Agv3QLBa6TzA7GgBe/2M7T/ywkdIKB6O7xzLzzuF1SjL+Va/Wkbw8sT8fXz+U2IggdmQUcN5r83ltzjaff0O/oepc0di6dWuysrIYN24cb731FhMmTCAoyPzss7hR5mbjNrqbaSE0iURj64HGN9WN38HvT8Cl/63zJaJDo7mp7008v/x5Xlj+AqPajCI8sB4JtrpyVTN2HQ8BtVi4Ug/b9ufz8DfrWLD9AAAdWoVx04iO9IiPoEN0GKGB1d++nE4nabnFrN2bw7qUHJzAqG4xdX9SWwCc/xa8MRx2zzM2g598t5u+osbvzlGd+XbVPv7YksGyXVlVicbeiVHmBuZD6lMteMDLrdOuGY2+/gLI9aZCm5ZKNDYGen0pIiLShCx/37jtf4XxO5jJFmzL5NmfjTzI/eO78fdTOtRu3n8tnNy5FTPvPIUHvl7LT+vS+PfMzczZnMFLl/YjPrJxjgCqc6LxkUce4aKLLiIqKsoD4YhPcM0MbNHBlKd3Op1Vi2D6tGrEiUYwysQ3/QCbvoe9yyBxUJ0vcUX3K/hq61fsyt3FG6vf4B+D/+GBQA/h4W3T5RUOXvxtK2/O3U5ZhZMgu5XbRnbib6d2IMhuO+JjLBYL8ZEhxEeGcHrPuIYF0LIjjH8Gvr0Nfn/SaHFP6NewazYRbVuGcdGgRD5dksxzv2whIsT4EaP5jNWqKhrrsQymZZh3WqdtftI6vfeg0TqdqIrGRkGvL0VERJqIA9thxxzAAgOuNjsaUnOKuP3TlTiccOHARLcmGV2ahwXy2uUD+N/yvTz67XqW7MzivKkL+OC6IXStTyeej6tz6/SNN96oF4GNWXEOFB00jqPamhJCcl4y2SXZBFoD6dbCvKpKr4juCn0nGsezHqvXJQJsAfxzyD8B+GTjJ+zI3uGu6I5s7xLI2wdBEdDxNLde2ul08tA363l19jbKKpyM7BrNr3efyu2jOh81yegR/a8wqk0dZfDlDVBa6L3n9nO3ndaZQJuVhTsOMHtzBuBHG6fLio2E/5K34Y9/w7ovIW0dlBW57SmqKxpr35Z8sLBy67SXEo32ys3YDqfvbp4uLXeQmmP8f9EymMZBry9FRESaCNdsxk6jobk5OQeX0nIHt/x3BQcKSukRH8ET5/Zye5LRxWKxcPGgJH68czidYpqRllvMRW8sYMnOLI88n5m8tDlC/MZBY7MSoa0gqI7LNNxkTabRNt2tZTcCfKCM2uNG3A/WANj5B2yfXa9LnNz6ZEYkjaDcWc7TS57GWYdFE3Xmqmbseobb26bfnLuDT5fswWKB5y7qy3vXDDanLdJigQkvQ3g8HNgKvzzo/Rj8VOuoECYOMZbolJY7sFigZ0KEyVEdhdMJm36E7+402uWntIZ3RsGP98LsJ+GL6+CNk+DJeHixD3x6GWz+yajqrSdrPWY0ZheVARAV6p3vh66KRoAKT34vaYB92UU4nBAcYCXaSy3lIiIiItJA5SWwqnJk2KBrzY0FeOrHjazck01EsJ03rhhIcIDni1vatgzji5tOZFDb5uQWl3PFu4v5eX2ax5/Xm5RolJpcbdPN25kWQtV8xsbeNu0S1QYGX28c//ZIvZMY9w26j0BrIAtTF/J78u/ui+9QNbZNn+vWS/+wJpWnf9oEwINn9uCCgYkeezepVkJbwLmvGcfL3oXNM82Lxc/cOrITQXbjx0v7VmGEB/vgGwY5KfDppfDZRONd1bQ14Cg33mTpfDr0uxyShkJwFOCE7N2w+QfjMVOHwLL36lXpaK/H1uncykSjtxbq1Eg0+mhFY/LB6kUwpn6fEBEREZHa2/gdFB6A8AToPNbUUL5ZlcK0BbsAeOGSfl4tcIkKDeTjG4YyunsspeUObv54OR8v2u215/c0JRqlJl9KNDbmRTB/NfxeCGwGqauqE3l1lBSRxNU9jRkX/1n6H4rLi90Xn0vyYshLdXvb9PLdB7l7+ioArhnWjutOaue2azdIx9PghFuN429uhYJMc+PxEzERwVw9rB0Ag9u2MDeYv3I4YNn78NoJsGUm2AJh6E1w8Ydw11r4xza4/H9Gkvn6X+Cfu+DebXDNj3DSnRAUaVS5fn83vNATZk8xRk7Ukq2yLbkuMxqzCysrGkO81TpdnbirS+WlN7kWwSS10HxGEREREb/hapsecCXY6rwyxG22pudx/5fGXojbRnZiVPdYr8cQHGDjjSsGMHFIGxxOeHDGOl6ZtdXrcXiCEo1Sk8mJxuLyYjZnGduemlSisVk0DLvdOP79cagoq9dlbuh9A7GhsaTkpzBt/TT3xeey/mvjttuZYHdPu+LuAwXc+OEySssdjO4ew0Nn9fCtCqVRD0NMTyjMhO/vMtpt5bjuPb0rz13Ul/vGdTU7lGpZO+DDs43/jyW50HoQ/P1PY/lPj3OM6uK//t2zWIx/n+1OgjGPwaT1MHYKRLYx3o3942l4bVjlQOvjq8/W6ewiY0ajKhqrJWcZ1aRtlGgUERER8Q8ZW2DXn2CxwoCrTA3liR82UlRWwcmdWnH3mC6mxWG3WXnqvF7cNbozAM/9uoW35m43LR53UaJRajI50bgpaxPlznJaBrckISzBlBhMc+KtEBZtJENWfFCvS4QGhHLvoHsBeHftu6Tmp7ovPocDNnxjHPc41y2XzC4s5dppS8kqKKVX6wheurR/jSSHTwgIhvPeAKvdKPVfM93siPxCoN3KBQMTaekr8/P2LofXTzZe3ASEGsnC63+BmDounAoKhxNvgTtWwoXvQ/P2kLsXPjwHfrgXSguO+XBbHWc0FpdVUFxmjFOI9NaMRosfJBorW6cTm2sRjIiIiIhfcFUzdj4dIhPNC2P3Qf7YkoHNauHJ83qZ/vunxWLhrtFd+MdYo0DjqR838dHCXabG1FBKNEpN2ZVzAUxKNLrapntH9/atqjZvCAqHU+4zjuc8AyX59brM2HZjGRQ7iOKKYp5d9qz74tu3AvLTKtumR7rlkk//tIkdGQUkRAbz3tWDCQsyr3z+mOL7wKn3G8c//sOY7yf+I2evMYuxrACSToCbFxjJQmsDhj3b7NDrfLhpHgy+wbhv6dvwxsmQvOSoD7Pb6lbR6JrPaLVAuJf+fVitlqrCzvIGLL7xpGS1TouIiIj4j7JiWP2JcTzoOlNDefG3LQCc3781bVuGmRrLoW4d2YlbR3YE4KFv1vPF8r0mR1R/SjRKNUcFZO8xjk1aM78205iT0De6rynPb7qB1xhJ3oL9sOj1el3CYrFw/5D7sVqs/LL7F5akHj3pUSe75hm37Ya7pW16S3oe05clA/DyxP7ERLh3g7XbnXw3tB4IJTnw7W1qofYXpQXGApf8dIjpYcxfbNHefdcPagZnPgdXfGUMtc7aAe+NhT/+fcS/I1ZL3RKNro3TESEBVRurvaE+Ld7e5Eo0qnVaRERExA9s+AaKDkJkEnQabVoYy3dn8efWTOxWC7ef1tm0OI7m3tO7ck3lrPv7vljND2vc2KHoRUo0SrW8VKgoNVpEI1qbEsLWg8bw067NfWiumzfZA+G0h4zj+S9BwYF6XaZri65c3OViAKYsmUKZo34zH2vYPd+4bXdSw68FTPlxIw4njO8Vx6B2PrYw5Ehsdjj3DbAHw/bfjU3U4tscDvjqb5C21tgmPfEzCI7wzHN1GgW3LIS+E8HpgNlPwtc3QXlpjdPsdWydzilyLYLx7uZumw8nGvOKyzhYuSBHFY0iIiIifmDVf43bAVc1rKuogV741cg3XDAg0atbpmvLYrHwrwk9uHRwEg4n3PnZSmZtTDc7rDpTolGqueYzRrUx5R9/maOM3blG63anqE5ef36f0fN8iOsDpXnwZ/1bn2/rfxtRQVFsy97G55s+b1hMjgrYs8g4btvwROOCbZnM3pyB3WrhvnF1nJFnpuguMPoR4/iXh4zqNfFdvz8Om743Nktf+onnK7VDoox5nhNeBosN1nwGH59vvHtbqTqBV7uWZNfGaW8tgnGxV27H9sVEo2sRTIuwQJr56rgFERERETEU51YXrfS6wLQwlu7KYt42o5rxttN8N99gsVh48rzenN03gXKHk1v+u4KVew4e/4E+RIlGqWbyIpjk3GTKneWE2kOJC4szJQafYLVWJ7OWvgMHd9frMpFBkdw54E4Apq6aSmZRZv1jSltjbOkNioS43vW/DuBwOHnyx40AXHFCW9q38p25GLUy5O9G+3hZIXx9s5GEFd+z6lOY97xxfPar0Gao95574NVw+XQIDDeWz7wzBrJ2AtUzGuta0RgZGuiZWI+irktrvMm1CCZJi2BEREREfN+OOeAoh5adoGVH08J44VdjNuNFgxJ9vivGZrXw3MV9Gdk1mpJyBzd8sKxqdJA/UKJRqpmcaNyWvQ2AjlEdm94imL/qeBq0P9VoZZ/9ZL0vc16n8+jRsgf5Zfm8tOKl+sezq/IdqDYnNLja9ZvVKazfl0t4kJ07RvneXIzjslrhnKlGEil5ESx6zeyI5K/2rYLv7jCOh98DfS/xfgydRsN1M40xFAe2wjujIXkptjpWCmYXGq3Xap2u5nqRlejjLxBFREREBNj6i3Hb+XTTQli84wALth8gwGbh1pG+W814qACblVcvG0CP+AgOFJRyzftLyCl0w0g0L1CiUaqZnGjcnrMdgA6RHUx5fp9iscCYR43jNZ8biZN6sFltPDD0AQBmbJvB6ozV9YvHTfMZi8sqePZn452km0d2pEWYd6u03KZ5Wxj7hHH8+xOQscXceKSa0wk/P2Ak6bueASMfNC+WuF5wwyxjFEJhJnx4Dq0OLAfqUdFoUqKxvMJ3E41aBCMiIiLi45xO2Pqrcdx5jGlhvPCbq5oxicTm/vMaMizIznvXDCY+MpjtGQX8/eNllJbXbgSTmZRolGquFt0oczZO78g25t11jDKvnNqnJPSH3hcZx788WO8tx32j+3JOx3MAmLJ4Cg5nHb8xORywe4Fx3MD5jNMW7CIlu4j4yGCuO8mNm3/NMOBqo/K0vBhmqIXaZ2z9xUiM24LgjP8YFahmioiHa3+CDiOgrIAh8//GYMsmHHVdBhPq7RmNRqLR4YPb1ZMPGjMak/zoRaKIiIhIk5S2BvLTICDMLbP+62Ph9gMs2pHlV9WMh4qLDOa9awbTLMjOoh1Z3P/lGpw++Br9UEo0SjUfqWhUovEQpz1kLLLY9Wd1yXk93DXwLpoFNGP9gfV8vfXruj14/wYozjZ+OMT3rXcMBwtKmTrbaI+/5/SuBAeYt23MLSwWOPsVCIqAlGWw4BWzIxJHBfz2iHE89O8QmWhqOFWCmhkbrzuMwF5RyLTAZ+hcsq5WDzVrGYwvz2jcU1nRmNRCMxpFREREfJrrd9gOI8AeZEoIb8018gyXDE6idZR/vn7sHh/B1MsHYLNa+GplCi/+ttXskI5JiUYxlBZAwX7j2IREY7mjnF05uwAlGmto3haG3mQc//owVJTX6zKtQlpxS79bAHhpxUvklOTU/sGutuk2Q8FW/2TH639sJ6+4nO7xEZzXv3W9r+NTIhNh7FPG8eynYP8mc+Np6lZ/ZiTGgyNh+CSzo6kpIAQu/ZSs2GGEWUp4KPvh6k3ux2B263Rtt2N7i9PpZO9BtU6LiIiI+AWT26Yz80uYu9VYiurvHXWndonm8XN6AfDSrK18t3qfyREdnRKNYnC1TQdHQUiU158+OS+ZMkcZIfYQ4sPivf78Pm34PRDSHDI2waqP632ZS7tdSqeoThwsOcirK1+t/QN3zTNuG1DqXlJewfRlyQDcM6ZLVRKjUeh/BXQaAxUlRgt1PZPB0kBlRdWLk1z/ZnxNYCgbR7zJvIqehFIEH19w3GRjdlXrtElbp31sRmNGfgnFZQ6sFkjw03ekRURERJqEwizYu9Q4NinR+MOaVCocTvokRtIhupkpMbjTZUPbcONwI2H6jy9Ws35fHQqIvEiJRjGY3Dbtms/YPrI9Vov+WtYQEgWn3Gccz34KSvLrdZkAawCTh0wGYPqW6Ww4sOH4D3I6q+cztju5Xs8L8NuG/WQXlhEXEczIbjH1vo5Psljg7JchKBL2rYAFDdjuLfW35C3ITYGIRBjyd7OjOSpLYCg3lN3LSlsfKM03ko3HWPaUU7l12tsVjXYf3TrtWgQTHxlCgE0/K0RERER81rZZ4HRAbC/TRhp9syoFgHP6NZKOOuD+8d0Z3rkVxWUO/vbhcg7kl5gd0mH0Kl0MVYlGcxbBVM1njFTb9BENvgGat4f8dFhYh2rEvxgSP4Tx7cfjcDp4cvGTx18Mk7HZ2JZrD4GEAfV+Xlc14wUDWzeuakaXiAQY/7RxPHsKpNciiSvuU3QQ/nzOOB75AAQEmxvPMdgsFooJ4oGQB6HdcCPZ+N8LIWvHEc83axmMrXKJToWPDZr+fk0qAG1bqm1aRERExKe55jOaVM2450AhK/ZkY7XAhD6Np2vSZrXw6sQBtGsZSkp2Ebf8dwVlFb417kiJRjFkV7ZOm7UIJttINHaI6mDK8/s8eyCM/pdxPP8lyEur96XuHXQvofZQ1mSs4Ztt3xz7ZNd8xqTBRgz1sC+7iLlbMwC4aGBSva7hF/pOhC7jwFFW2UJdZnZETcefz0NxDsT0gL6Xmh3NMdltRqK9yBkIl/4X4npDQQZ8dB7k769xrsPhNG1Go90Hl8HM2byf9+fvAuCG4f49Y0dERESkUXNUwLbfjOPOp5sSgquacVjHVsRE+G4hQn1Ehgbw1lWDCAu0sXhnFk9871uFLko0isHsjdOVicZOUf63bt5repwLiYOhrLB6Fl09xITGVC2GeWH5C8deDONKNDZgPuNXK/bidMLQ9i1o1yqs3tfxeRYLnPWisYgkdRXMf9HkgJqI7GRY/KZxPPoRsPr2NnNXpWC5w2n8Xbn8S4hqa3wP/vgCKM6tOje/tBxXns/biUarq3XaR2Y0ZuSVcO//VgNw9YltOa1brMkRiYiIiMhRpSyHoizj9W7iEK8/vdPpZEZV23SC15/fG7rEhvPCJf0A+GDhbj5fusfcgA6hRKMYTEw0Vjgq2JmzE1Dr9DFZLHD6E8bxyo8hbW29L3VZ98voGNmRgyUHeWXlK0c+yemEXQ1LNDocTqYv2wvAxYMacTWjS0Q8jHvGOJ7zDKSvNzeepmDBy8YinrYnm/ZuaV0cNvswPBau/BpCW0HaGvj8cig35qzkFBrVjMEBVoIDvJtA9aWKRofDyb3/W01mfind4sKZfEZ3s0MSERERkWNxtU13HAU2u9effv2+XLZnFBBktzKuV5zXn99bTu8Zx92juwDw4Ix1LN990OSIDEo0ipFQMjHRmJKfQqmjlCBbEAnNGue7DW7T5gToeZ4xVHfmZOP/XT0EWAP4vxP+D4Dpm6ez/sAREmJZOyA/DWyBkDioXs+zeGcWe7IKaRZkZ3zvxvsNvoa+l6qF2lvKimHNdON4+N1GMt7H2Y6UwGvZEa74AgKbwc658NXfwOEgu9CctulD4/SFZTDvzd/JH1syCLJbeXlif68nXUVERESkjqrmM5rbNj26eyzhwd5/Le1Nt5/WiXE947BgYe/BQrPDAZRoFDAWjJQXg8UKkd6vOnO1TbePbI/Nx9sefcLoR8EWBLv+hM0/1vsyg+MGc0b7M3Di5KlFTx2+GGbXPOO29SAICKnXc/yvcgnMhL7xhAZ6/50sU9RooV6tFmpP2vwjFGdDRGvoMNLsaGrlqNucE/rDJR+DNQA2zIDf/lW9CCakfvNRG6IqTpOXwaxLyeGZmZsAePCsHnSJDTc1HhERERE5jrw04/cgLNBptNefvsLh5NvV+4DG2zZ9KKvVwnMX9+V/N53oM9u1/SrR+PTTT2OxWLjrrrvMDqVxcVUzRiSCzfvZftfG6Q6RWgRTK83bwrDbjOOf/6+qzbI+7hl0D2EBYazJXMPXW7+u+UnXfMZ29Wubzi0u48d1xobYi5pC2/ShIuJh/L+NY7VQe87Kj43bfpf5/GxGF+uxKgU7joRzXzeOF7xM+Ib/AsawZ2+rrmg0b4NdYWk5d3y2krIKJ6f3iOWKoW1Mi0VEREREamnrr8Zt6wHQLNrrT794xwHSc0uICLZzalfvP78ZwoLs9E2KMjuMKn6TaFy6dClvvvkmffr0MTuUxuega+N0W1OeXotg6uHku6FZLBzcCUveqvdlYkJjuKVv5WKYFS9wsPiQmQ67Fxi39ZzP+P3qVIrLHHSKaUZ/H/qm5zV9LoEu49VC7Sk5KbD9d+O432XmxlIHR61odOlzEYyYDEDvVY8xzLrO1NbpchOXwbzy+zZ2ZBQQFxHMMxf0weIHrfEiIiIiTZ7JbdOuJTBn9oknyO4fxQiNjV8kGvPz87n88st5++23ad68udnhND4+snG6Q5QqGmstKBxGPWwc//FvKMis96Uu634ZXZp3Iackh+eXP2/ceXA35CSD1Q5J9dsSNr2ybfqSQUlNM0FgscCEFyE4ymgdmPeC2RE1Lqs/BZxGIryF/3zvqJ7ReIxKwVP/Cb0vwuos5/WAF+ls3eel6KodNyHqYQcLSvlwwS4AHjunJ83DvN8+Lv5t6tSptGvXjuDgYIYOHcqSJUuOeu6IESOwWCyHfZx55plV51xzzTWHfX7cuHHe+FJERET8h8MBO/4wjjuN8frTF5dV8NO6NACfaSNuivwi0Xjrrbdy5plnMnr08fv7S0pKyM3NrfEhx2FiotHhdGjjdH31vQzi+kBJLsx+st6XsVvtPHTCQwDM2DaD5enLYc8i45MJ/SEwrM7X3JKex6rkbOxWC+f2b8Lf4MPjqluo//h3gzaFyyGcTlhltBXT73JzY6kju9X4sXvMBJ7FgnPCKyyK7MHPEVZS8idz7tcTmPj9RP7+69+59497eWzhY7y84mXmp8ynzOH+almbyTMa35+/k4LSCnrERzCmR6wpMdTW3L1zySrOMjsMOcTnn3/OpEmT+Ne//sWKFSvo27cvY8eOZf/+/Uc8/6uvviI1NbXqY926ddhsNi666KIa540bN67GeZ9++qk3vhwRERH/kbkFSnIgIBTi+3r96eds3k9ecTnxkcEMadfC688vBp/fzvDZZ5+xYsUKli5dWqvzp0yZwqOPPurhqBoZExON+/L3UVxRTIA1gMTwRK8/v1+zWmHc0zDtDFg+DQbfALE963WpfjH9uKDzBXy59UueWPQE04O6EQDQemC9rjd9qVHNeFq3GKLDg+p1jUajz8Ww4RvY/IPRQn3D72BXdVaD7FlkbEUPbAY9zjE7mjo54tbpQyxNW8rXW79mSdoS0lvkA5UvkHJ3HfH8t9e+TXhgOCOTRjK6zWiGtR5GkK3h/+ZqlRD1kNziMt6vrGa8/bROPl0RfbD4ILfNug2LxcLsi2fTIlgvaH3B888/z4033si1114LwBtvvMEPP/zAe++9x/3333/Y+S1a1Pz/9tlnnxEaGnpYojEoKIi4uDjPBS4iIuLv9lbmbRIGgM376aYZK41OoLP7JlTNRhfv8+lEY3JyMnfeeSe//vorwcHBtXrM5MmTmTRpUtWfc3NzSUpqYoso6qoq0dje60/taptuF9kOu9Wn/zr6pnYnGYmWDd/AzMlw1TdGy2493D3wbn7f8zvbsrfxIQe4HiC2V52v43Q6+X5NE10CcyQWC5z1AuxZYFQ0/vkcjJxsdlT+zbUEpue5ENTM1FDqypVodDrB4XBWvQDKLc3luWXP8dXWr6rOtWDHXhjLdWXb6FeUR3mHEeT2v4zc0jzySvNILUjlj71/kFWcxbfbv+Xb7d8Sag9lQscJ/L3P34kOrf/wa6uJMxo/XLCLvOJyusQ2Y2xP307qLNi3ACdOOkd1VpLRR5SWlrJ8+XImT67+Pmu1Whk9ejQLFy6s1TXeffddLr30UsLCalb0z5kzh5iYGJo3b85pp53GE088QcuWLY94jZKSEkpKqpe1qcNGRESahJRlxm1i/QpWGqK03MEfWzIAmNC38W+b9mU+ndlZvnw5+/fvZ8CAAVX3VVRUMHfuXF599VVKSkqw2WoO9wwKCiIoqIlXUNVFWTHkVc7/MmEZjGvjdKdILYKptzGPweaZsPMP2PQ9dJ9Qr8tEBkVyz6B7eHD+g7zpyGK83UZCXO86X2dzeh5pucUEB1gZ3rlVvWJpdMJj4Yxn4cvr4c9noet4SOhndlT+qSQf1lduSO93hbmx1IPtkHdWK5xOrFj4fc/vPLHoCTKKjBdGF3S+gHHtx/HctyUs3Z3PgFFFDFvwN1g/ExJPgRNvrb6Go4KV+1fy257f+G33b6QXpvP55s/5Zts3XNHjCq7tdS0RgRF1jtOsGY0FJeW8O88Yp3HryE4+/070/JT5AJzc+mSTIxGXzMxMKioqiI2t2XIfGxvLpk2bjvv4JUuWsG7dOt59990a948bN47zzz+f9u3bs337dh544AHGjx/PwoULD3stCuqwERGRJmqvK9E42OtPvSo5m6KyClqGBdIjvu6vf8V9fDrROGrUKNaurTnT7Nprr6Vbt27885//POILO6mj7D3GbWAzCD38Xfms4ix+3/M7v+7+lRXpKyh3ltf4vBUrXVt05YT4Ezgh/gT6xfQj0Fb7ttC6LoIpKq3gjy37+XFtGn9syaCwtPywc5JahHJSx1ac1KkVJ3ZsacrGVq9q3g6G3W4ksGY+AB1HQWBovS51dsez+XrT5yw/sJYpLVvwSnS3Ol/jj81GsuTEDi0JDtC/0Sq9LjAqTzd+CzNugb/NBrveFKmzDd9AWQG06AhtTjA7mjqzH5I421+QyQsr/83Pu34GoF1EOx4Z9ggDY413gPOK5gJQ3vZUCH8SZt4PvzwI0d2g0ygAbFYbg+IGMShuEPcNvo+laUt5eeXLrMlYwztr32H65ulc3/t6Lut2GcH22nUGGNc9dou3p3y8aDcHC8to3yqMs/r49jvRDqeD+fuUaGxs3n33XXr37s2QITUXoV166aVVx71796ZPnz507NiROXPmMGrUqMOuow4bERFpckryYf8G47j1IK8//fxtxoLUEzu29Pk3qxs7n040hoeH06tXzdbNsLAwWrZsedj9Uk/Zu43b5u2qWm5zS3P5cceP/Lr7V5alL8PhPMZ2VGBt5lrWZq7l7bVvE2wLpn9Mf8a1H8eEDhMIsB07ybcjewcAHaOOvgimrMLBz+vT+HFtKrM3ZVBUVnHsa2YUsCOjgI8W7cZqgd6JUYzpHsMVJ7QlKrSRzsYbPglWfwY5e2D+S/VuzbVYLDzY+nQuylzDnNAQfk9dwGltTqvTNVzl6qd2qX/bZqNkscCZz8Pu+bB/vbEcZtRDZkflf1xLYPpfXu8xAWZyJfAs9myunDmRjKL92Cw2rul5DTf1valGMjCnyFjyEhkSAENvgrR1sOpj+OJauHE2tKz5fdNqsTI0figfx33M7OTZvLziZbbnbOeF5S8wffN0njz5yaok5vG4EqIOLy6DKS6r4O0/jZ8Jt4zoWKP60xdtzNpIVnEWofZQ+kX3MzscqdSqVStsNhvp6ek17k9PTz/ufMWCggI+++wzHnvsseM+T4cOHWjVqhXbtm07YqJRHTYiItLk7FsJTgdEJEJEvNeffsF2I9F4Uid11ZnNpxON4gV/WQSzJHUJk/+czP6i6s2MPVr2YEzbMYxIHEF4YHiNh5dUlLBy/0oWpS5iUeoiMosyWZi6kIWpC3lt1Wtc0/Mazu98PqEBh1fYOZyOqtbpo22c3nOgkNs/W8nq5Oyq+xKbhzC+VxzjesXROqrmdSucTtan5DB/WybztmWyPaOA1cnZrE7O5rU527nihLbccHJ7YiJqX9njFwLDYOwT8L9rYN4L0G9ivZf7dMrN4OqcXN6NiuSpxU8xNH4oYQG12zxdUFLO0l3G9tVTu8bU6/kbtWbRRrLxf1cb/5+6nVHvhTtN0oHtRqLWYoW+E82Opl7sVgtYCwlp8x4ZRftpF9GOp095mp4tD1/k5Eo0RoUGVM76fN7Y5Ld3CXx6KdzwGwRHHvY4i8XCaW1O49TEU/l+x/e8uupVUvJTuHbmtVzT6xpu63fbcSvPbSbMaPx0yR4y80tJbB7iF9vqXW3TQ+OHHvdNNfGewMBABg4cyKxZszj33HMBcDgczJo1i9tuu+2Yj/3f//5HSUkJV1xx/LEMe/fu5cCBA8THe/8XKREREZ/kWgST6P1qxoKSclbuyQbgpI5KNJrN7xKNc+bMMTuExqUy0Vge1YbXV77C22vexomTNuFtuLjrxYxqM+q426DbRLThnE7n4HQ62Z69nT/2/sEnGz8hvTCdZ5Y+w1tr3uKKHldwabdLa8wKSytIo6i8CLvVTlLE4e1E367ex/99tZa8knIigu1cfkJbzugVT6/WEcfcQto6KoTTKxcIpOYU8eeWTKYt2MWG1FzemruDafN3cdGgRG46tSNJLerXYuyTepwL7U+BnXPh5/+DS/9bv+ukr+Xv2bnMbJVISmE6r6x8hfuHHL6l80gWbj9AWYWTNi1CadeyEf23daee58LGC2Ddl/D1zfD3uRDQyBLfnrLqE+O242kQ4dtttUdT7iwlJPEjbEH7aRUczdunv01c2OFVViXlFRSWGtXbUSGVSUF7EFzyMbw90kg4fnkDTPwMrEceUWCz2jin0zmMajOKfy/9N19v+5r3173P/JT5TBk+hS7Nuxw1TlvVjMZjV7S7S0l5BW/+YVQz3jyiIwE2q1eetyE0n9F3TZo0iauvvppBgwYxZMgQXnzxRQoKCqq2UF911VW0bt2aKVOm1Hjcu+++y7nnnnvYgpf8/HweffRRLrjgAuLi4ti+fTv33XcfnTp1YuzYsV77ukRERHyaifMZl+zMotzhJKlFCG30e6jpfP+VvHjWwV3ss9u4Nnc5b615CydOLuh8Af+b8D+u7nn1cZOMh7JYLHRq3onre1/PTxf8xMMnPkxis0QOlhzklZWvcOZXZ/Ld9u9wVrbiVW2cjmhHgLW6GqSwtJx//G81d3y6kryScga3a85Pd53CP8d1o3di5DGTjH8VHxnCxYOT+OGOk3n/msEMbNuc0goH/128h5HPzuG5XzZTUn7sVmy/YbHA+H+DxWYshdn6W/2uk7aWEKeTh7tdCcAnGz9hbcba4zzIcGjbdF3+PzU5ZzwLYTGQuRl+f9zsaPzHhm+MWz+tZnQ4HTw4/0HsYTtxVgTx1EkvHTHJCNXVjBYLhAcf8p5geKzxJoI9GLb+ArOO3+LZLLAZj530GC+NfIkWwS3YcnALl35/KR+s/6Dq+/FfeXtG4xfL95KWW0x8ZDAXDqz9zx2z5JbmsjpjNQAntT7J5Gjkry655BKeffZZHn74Yfr168eqVauYOXNm1YKYPXv2kJqaWuMxmzdvZt68eVx//fWHXc9ms7FmzRrOPvtsunTpwvXXX8/AgQP5888/1R4tIiIC4HQesnHavPmMqmb0DUo0NnGzcrdyYUI8q4pSaRbQjP+c8h8eGfbIEVud6yLQFshFXS7iu/O+4+nhT9MhsgPZJdk8MO8Bbp51M/vy97Ejx6he6RBZvQhmc1oeZ70yj/8t34vVAneM6synN55A66iQBsVjsVgY2S2GL246kc//dgInd2pFucPJK79v48yX57F8d1aDru8zYrobs9wA/r+9+46Pqs7+P/6amfTeIAUChN47IqBiQcCKvbEqrGID63fV1Z+9LOpiW9e1YMGObW2oWGiu0puC9F5DgJDeZ+7vj5sZCCSQkHLvJO/n45EHw8ydO2f2uuEzZ87nnOn3QllJzZ5fnAuZ5nUZ3Pkyzm17LgYGj857lFJP6VGfahgGs9eZW+7Vn/EYwuLg/JfM2/Nehq1zrY3HHxzYCvvXm4n0DmdaHc1xmbR4Ej9s+QHDcFG442raRLav8tic8kRjVEjgkc2sU/rAqJfN27+9ACv/W63XP73V6Xx+/uec2vJUSj2lTFo8ibt/uZuC0oIjjm3oqdPvzTP7BY87uS3BAfYfIjV/13zchpu06DRaRNh/m3dTNGHCBLZu3UpxcTELFixg4MCBvsdmz57NlClTKhzfqVMnDMPgzDOP/P0SGhrKDz/8QEZGBiUlJWzZsoXXX3/9iMnWIiIiTVb2dsjbA84ASO7V4C//28b9AAxWf0ZbUKKxCVu4dDL/F1RArstJz5hOfHrep4xMG1mnrxHgDOCctufw2fmfcVuf2wh0BvLbzt+44KsL+O9688OxdxBMenYRV7+5gE1780mKCuHDcSdy15kdCajDLXQOh4OBbeN577oTePmqviREBLEhI49LXp3Hw1+tJK/4yCnWfufUe81quf0bYP5/avbcPeVTwiJTIDyeuwfcTXRwNGsPrOW9Ve8d9alb9hewPbOQQJeDQe2OnGAuh+k0Evr8BTDgy5vNKW1StY0zzD9TT6i0L6Hdvfvnu77/D3n2XI67oP1R+x9mFRwyCKYyPS4xp80DfDXeHBRTDQmhCfzr9H/x4IkPEuAM4IctP3Dt9GvZnVexusvlNH/vNkSicW16LmvScwl0Obi4r/2rGQFNmxYRERE5lLc/Y1IPCKxdkVBN7c8rZvXuHAAG63OoLSjR2ERt3/4bd/3+Im6Hg7MC4ply3kc12iZdU4HOQMb1HMdn539G3+Z9KSwrPFjRGNOWolI3N7y3mIzcYjomRvD97SdzYtv6+yXhcDg4p2cyP981lEv6tcQw4J15Wxn+3BwWbvbz6saQaDjzUfP2nGcge2f1n5v+h/lnUg8A4kLiuLv/3QC8svwVtudsr/Kpc9aa1YwD2sQRHux37V+tMWIiRKeavVJ/0gTqo9pQnmhsf+R0V7v7Y+8fTFo8CYC7+t2Fq6AvcPQknjfRGBN2lCEjZzwCbU+D0gKYehUUVO93l8Ph4LJOl/Hm8DeJC4ljTeYarvj2CpbuWeo7JqABt05//bv5O2pox+ZEH+392oRhGPy681cATkpRolFERESEHUvMP1s0/LbpeZvMasbOSZEkRKiliR0o0dgE5eXu5tafbibb6aC7J4DHLvqiQo/E+tQ2ui1vj3ybBwY+QHhgOC6Hi+7x3bn7sz/4Y0c2sWGBvHHNAGLDjz4Rta7EhAUx6dJevH/dQFLjQtmVXcSVk+cz+ZdNVfYu8ws9r4DUgVCaD9OrN8gFgPTyXozliUaA89udz8CkgRS5i3h8/uNV/u9yaH9GqaaQKLigvOp08Vuw4Tj7ajZ27lLYNMe83X6YtbHUkMfwMHHBRAwMzml7DmO6jcHlOnYSz9ujscqKRgBXAFzyFsS0hqyt8NlfwV39quy+iX2Zes5UOsd1JrMok+t+vI7P1n0G4NuuXd8VjYZh8PXvuwAY1ds/Bvysz1pPRkEGIa4Q+iVparyIiIjIwYnTDT8I5rcN5dum1Z/RNpRobGLcZSXc+8VFbHQZNHcbvHj2e4SExjZoDE6Hk8s7X873F33Pl6O+5MtFhXzz+y4CnA5e+Us/S6ZEndQhgem3n8Ko3im4PQZPfream99fSm7R0fsS2pbTCec8Z/azW/01rPuhes/bU779Mqm77y6Hw8FDgx4i2BXMvN3zmLZp2hFPKyp1+75JGtpJicYaSTvlYF/NryZA4QFr47Gj7QuhJBfCEiCp4Xu+1MZXG75i5f6VhAeG87f+f8PhcOByHDuJl1WdRCOY/T6v+BACw2DTLJjxaI3iS45I5p2R7zC89XDKPGU8Ou9RXljyAuW50HqvaFy2PYvtmYWEBbkY1sU/+t15p033T+pPsEvfmouIiEgTV1YMu80heZYOgmmvbdN2oURjE/PiV1fwi5FHsMfgxRMfpnli92M/qZ7EhsSydkcIk35cB8Cjo7rV63bpYwkPDuCFy3vz+KhuBLocTP8znfP//Rtr0nMsi6lWkrrDoFvM29/9DUqOHPhQgbsM9vxZ/tyeFR5qFdWKm3qZybBnFj3D/sL9FR5ftCWTolIPiVHBdEqMrJPwm5QzHob49pC7G767x+po7Mdb6dnudDOJ7idyS3J5YekLANzc62YSQs1vWV3VqBb0VjQedeu0V1L3g8Nh5v4LVnxWozjDAsOYNHQSt/Q2f1+8ufJNfs36D+DGU8+Jxq+Xm9WMw7smEhpk/yEwcDDRqP6MIiIiIpi9wt3FEBoHcW2PfXwd2p5ZwLbMAlxOByekxTXoa0vV/OcTm9TaN7P+H2/nrQfg0bYX073rpZbGs3p3Dnd+vByAawa1ZvTA1pbGA2b13tWD2vDJjYNIiQ5h8758Lnj5N6b9scvq0I7P0L9DVEvI2ga//PPox2ZuhLIiCAyH2LQjHr6227V0iu1EVnEWTy18qsJjs9ce3DbtcDiOeK4cQ1AYXPgaOJyw4pNqTxFuMryJRj/bNv3K76+QWZRJWnQaV3W+ynd/dSY6ZxeYE+OPWdHo1f0iGHKHefurCQfbIFSTw+Hg5l4388igR3A6nKzJn0FIy/cpdhfX6Dw1Ueb2+H63jurtH5ObC0oLWJJh9iBSolFEREQE2LnY/LNlf2jgz4JzN5rVjL1TY4gMsX+v76ZCicYmYvv2eTyy9SsAxkV25pyhNdteV9dKyjyM/2ApBSVuhrSP58Fzu1oaz+H6tIpl2m0nc3KHBIpKPUz4cBmvzN7of30bgyPg7GfM23P/BRmrqz7Wm5hI7FZp1VigM5DHhjyGy+Fi+pbpzNg6w/eYtz/jqZ2a11noTU7L/nDy38zb0+6EHD9Nbte1vIyDQ4ranW5tLDWwMWsjH63+CIC/D/g7ga6DC5+DPRo9VT7fu3U6JrQG/WrPeAjanQFlhTB1dLWHwxzq4o4X89ypz+FyBBIYuZolxU+TU1I/Vd3zNu1nX14JsWGBnNTBP3rqLNi9gDJPGS0jWtIqspXV4YiIiIhYzwb9GYdo2rStKNHYRLw4515KHA5OMIKZMOojq8PhgwVb2bQvn4SIIF6+qi+BLvv9pxgXHsSUsScwdkgbAJ6evoYHvlxJmbvq5IAtdT4HOp0NnjKYdhdUlSytZBDM4brGd2Vs97EAPLHgCbKLs9lxoIANGXm4nA6GtPePZIFtDb0HUvpAURZ8eQscJRHVZGycaf6Z3Asi/KP/p2EYPLXwKcqMMk5LPY3BLQZXeDygPJFfna3TNZrC7HTBxW8cHA7z+XXgcdc4/jNancHFKY9iuEPIMtYyZvoY9hbsrfF5juWr8m3T5/RMtuW/AZX5bZe5bXpIiyGq3hYRERGBg4nGFg07JM8wDOZuLB8Eo8+htuIfK3upleUrP+QH9wEchsE9Qx7F6QqwNJ7sglJenGFu4b7rzE7EhDXMhOnj4XI6ePi8bjx0blccDvhgwTauf3cxecXVn+xqC2c9bQ6L2DYXln9Y+THVSDQC3NTrJtKi09hXuI9/Lvonv6wzy9X7pMZUf5unVM4VCBdNhoBQc7DHwtetjsh6frhteua2mczfPZ8gZxB3D7j7iMe9PRqPNmglq6Caw2AOd+hwmI0zYebjNXt+uTbhPSjYeiOBRLP+wHrG/jCW9Pz04zpXZYpK3UxfaZ7v/F7+sW3aMAx+3fkrACe3ONniaERERERsIH8fHNhi3m7gROO6PXnsyysmJNBJn1YxDfracnRKNDZyhsfDpEWTALggOIlOHc6xOCJ4efYGsgpK6dA8gsv6t7Q6nGr560lpvPqXfoQEOpm9di+XvzaPPTlFVodVfTGt4NS/m7d/fADy9x95jC/R2PPIxw4R7ArmscGP4cDBVxu/4su15hbqoR39o9rM9hI6wPDy5NDPD0PGGmvjsZLHc7Ci0U8SjUVlRfxzsdkPdUz3MaRGph5xTHWmTuf4tk4fR/I+qTuc/5J5+9fn4c8vanwKl9OJpziZ7txPi4gWbM3ZytjpY9mVVzdb+metySCvuIyU6BD6t46tk3PWt605W9mZt5NAZyADkhp+a5CIiIiI7ewo78+Y0AlCYxr0pb3Tpge0iSM4wD+GCjYVSjQ2cj/+9iS/O0sJ9RhMOP0Fq8Nhe2YBU37bAsD953QhwE+2ywGM6JbE1BsGkRARxJ+7crj4lbls2ZdvdVjVd+It0LwbFGbCD/dXfCx3D+RnmMNImnc55ql6N+/N6C6jAVhV+hY4ixjaSYnGOjPgejOxVlYE/70eykqsjsgau5dDwX4IirSk58vx+HLDl+zM20liWCLXdb+u0mOqM3Xa16PxeCu+e1wCg28tD2o87FlVo6d7B9YEGs14e8TbtIxoyY68HYydPpbtuduPL6ZDeLdNn9c7BafTP7YgL95jLqR7N+9NWGCYxdGIiIiI2ICl/RnNRKPad9mP/2R5pMZKinN5fv0nAIyJ6UHzxO4WRwRPTV9DidvDSe0TONUPK+B6p8bwxS1DSEsIZ8eBQi59bR5r0utnUEKdcwXCeS8CDvhjKqz/+eBje8qrGePbmxOQq+HWPreSGJqCIyCLiOTpdEuJrvuYmyqHA0a9DKGxZqXp7H9YHZE1NpQPHGo71Pzv1+YMw+CjNWYP3LHdx1aZjApwHT3RaBjGwR6NtWlHcMYjkDYUSvPh49FQeKDaT3Uesr07OSKZKSOn0CaqDbvydzF2+li25mw97rByikqZuTYDgFF+sm0aYMU+8/dkr2a9LI5ERERExCZ8E6cbdtt0mdvDgs3m4MMh7ZRotBslGhuxj37+P3a6oJnbYMyIl6wOhyVbD/DtH7txOOD+s7v4bSP91LgwPrlxEJ2TItmbW8zlr81n2bbqf4C3VOoAOPFm8/a0O6A417xdzf6MhwoLDOOMhAkAOKLmszB9fh0GKkQmlSeGgV9fgC2/WhqOJfysP+Oi9EVsyt5EaEAo57c7v8rjjtWjMa+4zJeEjKnJMJgjXigALnkboltB5ib4fFy1h8MEHFZ1mRieyFsj3qJtdFv2FOxh7PSxbMredFxh/bAynZIyD+2bR9AlOfK4zmGFP/aa08+7J1j/pZ2IiIiI5Txu2LHEvN3AFY0b9uaRV1xGeJCLrilRDfracmxKNDZSWQc281rGXABubXUWYWHWZvkNw+DJb82te5f2a+n3vwyaRQbz8Q2D6NsqhuzCUka/sYC5G/dZHVb1nP6A2bMxezvMKO8F6E001rDqNSuzNSWZJwLw0NyHyC3JrctIpeso6P0XwID/3lCjijS/V5h1cCtG+zMsDaW6pq6dCsB5bc8jMqjqBNrBJF7lU8W9g2CCApyEBNay30x4PFzxvjlgaMNPMOvJaj3tYDL0YIzNwprx1oi36BDbgb2Fe7nuh+vYkr2lxiF9/bu5bXpUrxS/+cIpvzSfjVkbAeiZcPQ+tiIiIiJNQuZmKMk115nNjt1+qy6t2JENQLcW0b51q9iHEo2N1Gs/3Uau00FHj5PzT63eB8v69N2KdJZuyyI00MX/De9kdTh1IjoskPeuG8hJ7RMoKHEz5u1F/LRqj9VhHVtQ+MFKuYWvw7YFkL7S/PsxBsEcbvn2LIozziY+OIX0/HSeXvh0HQcrnPU0xLWDnJ3wze1gVN3Xr1HZPAcMNyR0NBPjNpeen87Mbebgmis6X3HUY49V0Zhdm0EwlUnudXA4zP+ehVVfHfMp3mTo4bnQ+NB43hz+Jh1iO7CvcB/X/Xgd23Oq37OxoKSM+ZvMYVRn90yu9vOs9ue+PzEwSApPolmY/7X9EBEREalze1ebfzbraO6kaUArd5qJxh4t1L7LjpRobIS2b5/H1ILNAPxfjxtxBRznMIE6Uub28PR0c3LuDae0JTEqxNJ46lJ4cABvXNuf4V0TKSnzcPP7S/h+xW6rwzq2dqdD79GAAV+Nh/3rzftrsHU6r7iMdRm5YATx0MCDU6hnbZtVPzE3VcERcPEb4AwwE0TL3rM6oobhZ9umP1v3GW7DTb/EfnSI7XDUY481DMaXaKzNtunD9bwUBpmtDvji5mMOh6msotErNiSWyWdOpl10OzIKMvjrj39lR+6OaoWxcHMmpW6DFjGhtE0Ir9l7sNAf+8xt0z0Sqv87UkRERKRRyzA/4zd0NSPAivJEY8+WSjTakRKNjdCnC56hzOHgREIZ3P8Wq8Nh5poMtmUWEBcexA2ntLU6nDoXEujiP6P7ckHvFMo8BhM+Wsa0P3ZZHdaxDX8CwpubSUbDY96OTKz20//YkYVhQEp0CKenDWRMtzEAPDrvUQ4UNaEtvg2hRV84/UHz9vf3wr711sbTEDbONv/0g23Tpe5SPl//OXDsakYAl9P8p7eqRKN363StBsFUZtijB4fDTL3qqFvxj5UMjQ+N540Rb9Amqg3p+elc/+P17M479pcsczea1YxD2sf7zbZpgBV7zfYS2jYtIiIiUs5b0di8c4O+bJnbw6rd5kDW7qpotCUlGhuZkuJcvsw1kxBXdbzM4mhMHy7cBsCl/VsSHtywJdUNJcDl5NnLenNR3xa4PQa3fbSMr5bvtDqsowuLg7P/efDvSTXrz/j7dvNbpN6tYgAY32c87WPas79oP4/PfxyjqWzxbSiDb4O0U6C0AD77K5QVWx1R/cnZDdnbwOGE1BOtjuaYZmybwb7CfTQLbcYZrY6dGA2o5tbp6NA6rkY/dDjMgc3w+fVVDoc51vZugITQBN4c8SatIluxM28n1/14HXvyj94+4rcNZi/bIe39azrgyn1me4kezVTRKCIiIgJYVtG4YW8eRaUeIoIDSIv3nx0yTYkSjY3MjPnPcsDpoLnb4OT+E6wOh+2ZBcxZtxeAKwfYv89abbicDv55SS8u7dcSjwF3frycL5ZVbzuhZbqOgs7nmrdbnlCjpy7fblZD9U6NASDYFcwTJz1BgCOAn7b+xPebv6/LSMXphAtfg9A4SP8DZj5udUT1Z2f59LrmXc2t4zb30ZqPALik4yUEOo9dhXisasGswhKgHioa4bDhMD9X+d9RwDGqLr2ahzXnzRFv0iKiBdtzt3P9j9ezr7DywViZ+SX8ucv89nlQu/havImGlZ6fTkZhBi6Hi67xXa0OR0RERMR67rKD7bcauKLROwima0oUTg2CsSUlGhuZTzdPA+Ci2B4EBFrfC/HjRdsxDHObXBs/6sd1vFxOB09f3JMrBqTiMeCuT37nsyU2TjY6HHDRZLj4TRh8a42eunx7FgC9U2N993WL78YNPW8A4MkFTx6zuklqKCoFRv3bvD33pYN9DBubnYvNP1v0tTaOalh3YB1LM5bicri4uMPF1XrOMSsaC+qhR+Ohknsd/O/o1+dhxWdHHHKsZOihksKTeGvEWySHJ7MlZwvjfhxHVlHWEcfNK9823SkxkuaR1v/7VF0r9pnbpjvEdiA0INTiaERERERsIHMTuEsgMMzcLdOAvINgemrbtG0p0diIbNkyh0WOYpyGwUUD/2Z1OJS6PXyy2JxGetUJrS2OpuE4nQ7+cWEPRg9shWHA3Z/ZPNkYFAY9LqlR5dju7EL25BTjcjro3iKqwmPX97yervFdySnJ4f/99v/wGEcOk5Ba6HwODLjevP3fG81txo3NDm+isb+1cVTD1DVTATi91ekkhlevx6n3m1e3u/L/b9T51OnK9LgEhtxh3v5qAuxaXuHhmiQaAVIiUnhj+Bs0C23GhqwN3PjzjeSW5FY45reNZqXj4Pb+U80IB/szahCMiIiISDnfxOlO5s6rBuQdBNNDg2BsS4nGRuSzRc8DcJIzkuSUfhZHAzNWZ5CRW0xCRBBndq3+kJHGwOl08MQF3bn6xNa+ZKPtt1HXwO/l1YwdEyMJC6rYdzPQGchTJz9FaEAoC3Yv4L1VTWRKckMa/qQ5IbxgH/x3XJV99vySxw27lpm3W9o70Zhbksu0TWYV+ZWdr6z287wVje4qcni+YTD1VdHodcZD0P5MKCuEqaMhb6/voer0aDxcq6hWTB4+mdjgWFbtX8X4GeMpKC3wPe7rz9jOv/ozauK0iIiIyGEs6s+oQTD+QYnGRqK4KJuv8jYAcGnHSyyOxuQdAnNJv1SCApref2oOh4NHz+/GVeWVjf/3ye/2HxBTTct826ZjKn08LTqNewbcA8ALS19gTeaaBoqsiQgMgUumQFAEbPkfzHnG6ojqzr51UJIHgeHQrGH7vdTUNxu/obCskPYx7emfWP2k6MFqwaNXNNZLj8ZDOV1w8RsQ1w5ydsAn10CZ2R8yoIYVjV7tYtrx2pmvERkUybKMZdw+63aK3cXsOFDA1v0FuJwOBraNq/O3Ul/KPGWs2r8KUKJRRERExMeiidMaBOMfml72p5GaseA5spwOEt0GJ/Ubb3U4bM8s4H/ry4fAnJBqcTTWcTodPDGqu69n450fL2faH7usDqvWlm/LAqBPFYlGgIs7XMzpqadT5inj3l/upbCssGGCayoS2sO5L5i35zwNm+ZYGk6d8W6bTuljJsJs7KetPwFwYfsLcTiq34j6WD0asxoq0QgQGgNXToXgKNg2F6bfC9R86/ShusR34ZVhrxAaEMr83fP5v9n/x//Wm/1ae7WMJjKkAd5XHdmYtZHCskLCA8NJi06zOhwRERERe7CootE7CKabBsHYmhKNjcSnm78F7DMEZuqibRgGnNQ+gdZN/JsGb89G7zTq26cu5/sV/ttXz+0xfH0xeh0l0ehwOHhk8CM0C23GpuxNPLv42QaKsAnpeSn0vQYwzC3UeRlWR1R73kEwLa1v/3A0B4oOsDRjKWD2Z6wJl3eicxV7p7MLzKrCmLCgWkRYA806mkOhcMDit2DhZAJcNd86fahezXrx8hkvE+wKZs6OObyx9knAw5D2/rltunt8d1w2T3yLiIiINAh3Kew3d1M2dEWjdxBMD22btjUlGhuBTZtnstg7BObEe6wOp3wIjNmP8KqBDTuByq6cTgdPXdyTi/q2wO0xuPWjZfz4Z7rVYR2X9Rm5FJS4CQ9y0b750QfIxIbE8sRJTwDw8dqPmb19dv0H2NSMfBqad4W8PfDfG6CK7bh+Y+cS888W9k40/rLjFzyGh06xnWgZ2bJGzz3m1OmGGAZzuE4j4YwHzdvf30vEzrlA1du7q2NA0gCeP/V5ApwBZHgWEJz8Xwa1859t03DIIJhm2jYtIiIiAsD+jeApNds4RTfs7sU/NAjGLyjR2Ah8vvhFAE52RpKU3MfiaGDG6j3sLR8CM6xL0xoCczQup4N/XtKLC3qnUOYxGP/hUmat9b8KNO+26Z4tY3zbK49mcMpgrul6DQAP/fYQewv2HuMZUiNBYXDJ2xAYBptmwf8mWR3R8SspgD1mPzy7T5yeuW0mAKe1Oq3Gz/X+/8ZjHJloLHV7yC8xh/s0yNbpQ510F/S4FAw3yT/eSGtH+nFXNHqd3PJkbu/xCIbhIChmMbP3voFRyfu2qxX7NHFaREREpIJDJ07XoH1QbZW5PawuHwSjikZ7U6LRz5lDYDYCcGnHSy2OxvTBAnMIzKX9m+YQmKNxOR1MurQX5/RIptRtcON7S/h1/T6rw6qR5d5BMK1iqv2c2/veTqfYThwoPsB9/7sPd2OakmwHzTvDOc+Zt2f9AzbOtDae47V7ORhuiEyG6BZWR1OlwrJC5u4yK/5OT63Ztmk4+kRnbzUjQFRDJxodDjj/JWjRD1dxFm8GTiLMk1fr03ryelK02xxS9tHaD3l5+cu1PmdDyC/NZ2OW+e9rz2Y9LY5GRERExCYs6s946CCYNk28PZvdKQvk52YseI5s7xCY/hOsDqd8CIyZOLtygLZNVybA5eSFK3ozvGsiJWUern93EfM37bc6rGrzJhp7tYyp9nOCXEE8M/QZQgNCWZC+gNdXvF4/wTVlva+EfmMAAz67DrK2Wx1RzfnJtun5u+ZT5C4iOTyZznE170tztInOWQVmojEyJKBaFcN1LjAUrvgQd0Qy7Z27mMSL4C6r1Sl/27CPsux+nBJ3AwCv/fEab698uy6irVd/7vsTA4Pk8GQSQv2rt6SIiIhIvbFo4rQGwfgPJRr93M/bZgBwfkwXXAENNDjgKH4o7zs4MC2OVvFhFkdjX4EuJy9d1YfTOjWjqNTDX6csYvGWTKvDOqb84jLW7ckFoE8NKhoB2ka35cETzR5wr/7+KovSF9V1eDLyaUjuDYWZ8Om1UFZsdUQ14504bfNE48zt5dumU0+r0bRpL19FYyXDYLILvYNgLJzMHJlE1qh3KTSCONn5O/z04HGfqsztYcFm83fbzX2v4fa+twPw3JLn+GTtJ3USbn3xDoLRtmkRERGRQ1g1cVqDYPyGEo1+rKQ4l9/KsgA4rdNl1gZTbsZqs+fgmV3Vm/FYggNcvPKXfpzcIYGCEjdj3l7kqxa0qxU7s/EYkBwdQmJUzaebn9fuPEa1G4XH8HDvL/eyv9B/Kjn9QmAIXPYuhMSY1YE//D+rI6oZb0VjS/v2Z3R73MzZPgeo+bRpr4MVjUcOWjk4CMbaL448Sb34v9KbzL/M/w8smXJc5/l9RzZ5xWXEhAXSNTmK63tcz/U9rgfgiflP8M3Gb+oo4rrnHQSjbdMiIiIi5cpKINNsLdPgFY0aBOM3lGj0Y4tXvEeB00GC26Bb5wutDofswlIWlVflaQhM9YQEunj96v6c2DaOvOIyrn5zASvLf4Haka8/Y2rMcZ/j/oH30y66HXsL93L/r/fjMfx8SrLdxLaGi98AHLBoMvxh76oxn9w9kL0dcJhVmTa1fO9yDhQfICooir6JfY/rHM6j9Gj0bp1u8EEwhwlwOvjOcyLPlZq9Ffn2/2DjrBqf57cNZiuNwe3ife/7tj63cVXnqzAwePC3B5mxdUadxV1XDMPQIBgRERGRw+3fAJ4yCI6CqIbrqa5BMP5FiUY/NmfTdwCcEpqM0xVgcTTwy7q9lHkM2jULp02CmrNWV2iQizevHUD/1rHkFpXxlzcX+H6J2s3v3v6MtUg0hgWGMWnoJEJcIczdNZe3Vr5VN8HJQR3OhKH3mLe/uf3gJGc781YzNusMIVHWxnIU3mnTp7Q8hUDn8SUDA44yddqXaLRy6zTgcpkx/st9Ie5ul5gLyk+uhb1ra3Seg4nGgz0OHQ4H955wL6PajcJtuPnbL3/jt52/1V3wdWBPwR72Fu7F5XDRJb5htwWJiIiI2JZFE6c1CMa/KNHopwyPhzl5WwEY2vpMi6MxzVi9B1A14/EIDw7g7bED6J0aQ1ZBKaPfWMD68l6IdlIXFY0A7WPbc//A+wH497J/s2TPklpGJkcYei+0Ox1KC2DqVVBg8x6gO8v7M7a0b39GwzCYtd2s6jvebdMALqf5T2/lPRrtU9FoclByzr8g9UQozoYPLoW8vdU6R1Gpm2XbsgA4qX3FYSpOh5NHBz/KiDYjKPOUccesO1icvrgO30Ht/LHX7M/YIbYDoQGhFkcjIiIiYhO+/owNu236Dw2C8StKNPqpDZt+ZKcLggyDE3v/1epwKHN7mLXW/PB5hhKNxyUyJJB3/noC3VtEkZlfwpWTF7Bxb57VYfnsySlid3YRTkfdlKtf0P4Czml7jlnRNOdv7C2oXvJCqsnpgovfhJhWcGAzfH5dracH1ys/mDi9IWsD23O3E+QMYkjKkOM+z9GmTh/s0WhtotF5yDfUZc4guOJDiG0DWVvNxHVp0THPsWp3DiVuDwkRQbSuZDiYy+li4kkTOaXlKRS5i5gwcwIr962sy7dx3FZnmt/Wd4vvZnEkIiIiIjbimzjdsDs+vO3Feqo/o19QotFPzVn1EQADnRGEhSUc4+j6t2TrAbILS4kJC6RvDacRy0HRoYG8f91AOidFsi+vmKsmz2fLvnyrwwLMpAFAu2YRhAfXfqu+w+HgoRMfon1Me/YV7uNvc/5Gqae01ueVQ4TFwRUfQWAYbJwJMx6xOqLKeTywc6l5u4V9B8F4t02fmHIiYYFHJs6qy3WUHo2+RKPFW6cDDvmm2O0xIDwervoUQqJhx0L46hbzuh3Fih3eBWFMldO5A12BPDv0WU5IOoH80nxu/OlG1mbWbHt2fdiQtQEwKxpFREREpJxFFY3eQTDd1Z/RLyjR6Kdm7zeb1J+aONDiSEwz1pjTpk/r1JwAl/6zqo2YsCA+uH4gHZpHsCfHTDZuzyywOizfVu6OiZF1ds6wwDCeP/V5IgIjWJqxlOcWP1dn55ZySd3hgv+Yt+e+ZM/hMPvXQ3EOBIRC865WR1Ml37bp1OPfNg0Q4Kq6ojGroASwfuu065BEoy8h2qwjXP4+OANg5ecw68mjnsO7xeVYFdAhASG8dPpL9GrWi5ySHG746QY2ZW2q3RuoJe/rt49pb2kccvxefvll2rRpQ0hICAMHDmThwoVVHjtlyhQcDkeFn5CQkArHGIbBQw89RHJyMqGhoQwbNoz169fX99sQERGxj7JiyCxfozVgRWOZ28OqXRoE40+UEfJD+/et4w+H+WH0lF5jLY7G9HN5f8YzujS3OJLGIT4imA/GDaRts3B2ZRdxxevz2XHA2mTj+j3mNu4OiRF1et420W148iQzYfH+6vf5rnzIkdShbhfCyf9n3v76Vti13NJwjuDdNp3SG2ww2Koy6fnp/Ln/Txw4GJo6tFbn8m5LLqukIjDL16MxqFavUVsOh8OXbPQcmhBNOwXOe9G8/b9JsPjtKs+xYmcWUL0tLmGBYbwy7BW6xnclsyiT63+8nm052447/tooKitie+52ANrFtLMkBqmdjz/+mLvuuouHH36YpUuX0qtXL0aMGEFGRkaVz4mKimL37t2+n61bt1Z4/JlnnuFf//oXr776KgsWLCA8PJwRI0ZQVHTsNgIiIiKNwr71YLghOBoikxvkJf/clc1N7y+huEyDYPyJEo1+6H+/v4nhcNDF4yIpqbfV4bB5Xz6b9uYT6HJwSsdmVofTaDSPDOGjcSeSlhDOzqxCrpq8gF1ZhZbFsy7DTDTWZUWj1+mtTmdcj3EAPDLvEdYdWFfnr9Hknfb/oMNwKCuCqaOrPdCjQewoHwJi4/6Ms7fPBqBXs14khNauXcXBHo1HPpZTnmiMCrU+4VrlFu8+fzGHDQF8exesnX7Ec/OLy9hQ/jujut88RwZF8tqw12gf0569hXu5/sfr2ZW36/jfwHHanL0ZA4Po4GjiQ+Ib/PWl9p577jnGjRvH2LFj6dq1K6+++iphYWG89dZbVT7H4XCQlJTk+0lMPNhv2jAMXnjhBR544AFGjRpFz549effdd9m1axdffvllA7wjERERG9hbvm26eed6nzi9Jj2Hm99fwjn/+pWfV2fgcMBtZ7TXIBg/oUSjH5qz6zcAhsY0bAPWqninTQ9MiycqxNrtfo1NYlQIH44bSKu4MLZlFnDV5PmkZzd89YRhGGwo3zrdoXndVjR6je89nkHJgygsK+SOWXeQU5JTL6/TZDldcPEbEN8ecnbAJ1eb2x/swDdx2r79GX/Z8QsAp7U6rdbncvkSjUdmGvOKzYE9dvhd6nJUvcWbU++D3qPB8MBnYw9WpZZbtTsHjwFJUSE0jwo58vlViAmJYfLwybSJasPu/N1c/+P1ZBRUXYVWHzZmbwSgXXS7KntLin2VlJSwZMkShg0b5rvP6XQybNgw5s2bV+Xz8vLyaN26NampqYwaNYo///zT99jmzZtJT0+vcM7o6GgGDhxY5TmLi4vJycmp8CMiIuLXMsoHwdRjf8Z9ecVM+HApI1/4H9+vTMfhgPN6pfDTnadwwynaaeIvlGj0MyXFucwtywLg1M6XWBtMOW2brl/J0aF8dMOJtIwNZct+M9mYkdOwycZd2UXkl7gJcDpok1A/5eoup4unT3ma5PBktudu577/3Yfb466X12qyQqLN4TDB0bBtHnx9GxiVJJEaUmkh7Cn/QG/Tika3x82yjGUAnJh8Yq3P5+3RWNkwmLwiM9EYUQcDl2or4ChDa8xV34vQ7nQoLYAPLjvYs4eDg2B6HMdkwITQBCYPn0yLiBZsz93OdT9cx77Cfcf3Jo7Dxiwz0aj+jP5p3759uN3uChWJAImJiaSnp1f6nE6dOvHWW2/x1Vdf8f777+PxeBg8eDA7duwA8D2vJuecOHEi0dHRvp/U1NTavjURERFr+Soa66fgaW16LqP+/RvT/tgNwDk9kvnhjlN46co+tG9e97vqpP4o0ehnFv3xDgVOB83cBl06jrI6HLILSlm05QAAw7okHuNoOV4tYkL5aNyJtIgJZdO+fK5s4GTjuvJqxrSEcALrcdhPbEgsz5/2PMGuYH7Z8QsvLnux3l6ryWrWES6bAg4X/DEV/vestfHsXQueMgiNg2h7fhBfn7WevNI8wgPD6RTbqdbncznN/w8dXino9hjkl5jJ9YgQ6xONLlfVlZfmAYFw2buQ1AMK9sH7l0D+fuDgZMCex9mwOyk8iTeGv0FSeBJbcrZw/Q/Xk1mUeVznqinvxGn1Z2w6Bg0axDXXXEPv3r0ZOnQo//3vf2nWrBmvvfbacZ/zvvvuIzs72/ezffv2OoxYRETEAvVY0ThrTQYXvzKXnVmFtIkPY9qtJ/Hy6L710rZL6p8SjX5mdvmgjFNCU3DaYGjC7HUZuD0GHRMjSI0LszqcRi01LoyPxp1ISnQIG/fmc0UDJhs37Km//oyH6xbfjccGPwbA2yvf5uuNX9f7azY57U6Hs/9p3p75OPz5hXWx7F1r/tm8S733ejleS/aY24J7N+uNy+mq9flcjsorBfNLyny37VTRWFkvSZ/gSBj9mZkkztwIH14GJfn8sSMLOL6KRq+WkS15c/ibNA9tzsbsjYz7cRxZRVnHfb7q8lY0KtHonxISEnC5XOzZs6fC/Xv27CEpKala5wgMDKRPnz5s2GAmnb3Pq8k5g4ODiYqKqvAjIiLit0qL4MBm83YdVjQahsHbv23muncWkVdcxsC0OL64ZQjdNV3arynR6EcMj4c5+eYUzlPTRlgcjWnGarN31hmqZmwQreLD+OgGM9m4qQGTjd6KxrqeOF2Vs9uefXA4zNxH+H3v7w3yuk3KgOvgxFvM21/cBDuWHP34+rK3/nu91JY30dg3sW+dnK/Sac4c3DYd6HIQHGD9P88Hh8EcLdMIRCbBXz6HkBjYuZiyqVezfV/51ulaLhJbRbXizRFvkhCawLoD67jhpxvILs6u1TmPpqisiB255nZZJRr9U1BQEP369WPGjBm++zweDzNmzGDQoEHVOofb7WbFihUkJ5sTNdPS0khKSqpwzpycHBYsWFDtc4qIiPi1/evN3twhMRBRN5/9y9weHvrqTx79ZhUeAy7r35L3rhtIbHhQnZxfrGP9JxmptnUbv2e3y0Gwx2Bgz7FWh0Op28PstWaicZj6MzaY1vHhTL1hUIMmG9eXT4/t0IC9MSb0mcDpqadT6inl9pm3k55feR8sqYXhT0DHkeYk6o+ugCwLtvZl1G+vl9oyDIOle5YC0Ld53SQaq+p96B0EExEcYIshJEcdBnO4Zp1g9KcQGEbAphn8M+BVWkYHEx8RXOs42kS34c3hbxIXEsfqzNXc+NON9TYsyjtxOiY4RhOn/dhdd93F5MmTeeedd1i9ejU333wz+fn5jB1rrp2uueYa7rvvPt/xjz32GD/++CObNm1i6dKl/OUvf2Hr1q1cf/31gDmR+o477uCJJ57g66+/ZsWKFVxzzTWkpKRwwQUXWPEWRUREGtZ+s8qfZp3qZBeSYRj8/b8reG/+VhwOuO+szjx9cU+CbPBlu9SerqIfmbN6KgAnuiIJDYuzOBpYvOUAOUVlxIUH0Ts11upwmpRW8WEVk42v11+y0TAMNmR4t043TEUjgNPhZOLJE+kY25H9Rfu5beZtFJQWNNjrNwneSdSJ3SE/Az68HIrqr1qsUt6m0s1q3/uwPmzL3cb+ov0EOgPp0axHnZzzYO/Digm8XO8gGBv0Z4SDcVY6DKYyqSfAZe/icQQwyjWXx0Ler7NhQ21j2vLG8DeIDY7lz/1/ctNPN9VLsvHQ/ox2SPbK8bn88suZNGkSDz30EL1792b58uVMnz7dN8xl27Zt7N6923f8gQMHGDduHF26dOHss88mJyeHuXPn0rVrV98x99xzD7feeis33HADAwYMIC8vj+nTpxMSUv2p6iIiIn7rwBbzz9g2dXK6d+dt5bMlO3A64D9X9eXGoVp7NSZKNPqRBZnmFsOTEwdYHIlp7kZzCujQjs18W+yk4XiTjd4BMVe8Pp/07LpPNu7KLiKvuKxeJ05XJSwwjJdOf8lXyfTAbw/gMY6xjVNqJjgSrvrY3AKR8SdMHQ1lxQ3z2iUFBxctzexZ0eitZuye0J1gV+2r86A6FY2BdfI6tRVQxdCao+pwJu8l3QvA6dlfwC+T6iyeDrEdmDx8MtHB0azYt4Ibf6z7ysZN2ebk7HbR2jbt7yZMmMDWrVspLi5mwYIFDBw40PfY7NmzmTJliu/vzz//vO/Y9PR0vv32W/r06VPhfA6Hg8cee4z09HSKior4+eef6dixY0O9HREREWvVYaJxwab9PD5tFQB/P6szZ/VIrvU5xV6UaPQTpaUFrDDMJFK/9udaHI1pcfm06RPSrK+ubKrMZOPBadSXvTaPHQfqtupvfQNNnK5KSkQKz5/6PAHOAH7a+hMvLHmhwWNo9KJbmgM9giJhy//gy1vgWH356sK+dYABYfEQ0az+X+84+Poz1tG2aTjY+/Dwac7eHo2RNhgEA4fGWbOqxLdzBvBI6TXmX2Y9AYverLOYOsV14s3hbxITHMPK/Su54ce67dmoidMiIiIilaijROOurELGf7iUMo/Beb1SGHdy21qHJvajRKOfWLv+WwqdDiI9Bm3bnG51OJS6PSzbbiYa+7fWtmkrpcaF8fGNJ5IaF8q2zAIuf20+2/bXXbJxfQNOnK5K38S+PD7kcQDe/vNtPlrzkWWxNFrJPeHy98AZACs/g58fqv/X9E6ctvEgmKUZ5f0Z62gQDFQ9dTqvuBSw0dbpmvRoLJddUMqW/QVMcY+kaNBd5p3f/h/88UmdxdUprlOFbdR1OSDGO3G6fUz7OjmfiIiISKNQB4nGolI3N7+/hH15JXROiuTpi3tou3QjpUSjn1i25WcA+rgicbqs/xC6alcORaUeYsICades4fr2SeVaxobxyY2DSEsIZ2dWIZe9No9Ne/Pq5NzrM8yKxvbNrb3O57Y9l9v63AbAUwufYta2WZbG0yi1Ow1G/ce8PfclmPef+n09m0+c3luwl+2523HgoE/zPsd+QjUFuCqfOu3t0Rhpl0RjFVu8j2blLjPh1youjJDhD8GA6wHDnGy++ps6i61TXCfeHGEOiFm1fxXjfhxX62TjoROn28bo23URERERANxlkG2ukY430WgYBg9+uZLfd2QTExbI5Gv6ExZkjzWv1D0lGv3Esv1mD4M+MfboB7RoSyYA/VrF4lR/RltIjg7l4xtOpEPzCNJzirj89fm+bc+1sc4GFY1e1/e4nos7XIzH8HDPL/ewct9Kq0NqfHpdDsMeMW//cD+s/G/9vZbNJ04vyTC3TXeK60RkUN399+8q7314eALPNwzGJlunA1yVb/E+mj92mMm+Hi2jzYmEZ/0Teo8Gww2fjoX1P9VZfB1iO/DG8Dd8PVyv//F6Mosyj/t8mjgtIiIiUomcneApA1cwRCQd1yk+XLiNT8uHv7x0ZR9S48LqOEixEyUa/YDh8bCs1Nym3Ke19dumAZZsNePp10bbpu2keVQIH91wIp2TItmbW8wVr8/nz13HX+Vj1cTpqjgcDh448QGGtBhCkbuI8TPG+yqQpA4NuQNOuAGzEu1G2Dizfl7H5hOnvYNg6rI/IxwcBnP4lmTfMBibVTS6a9Cuc8XOLAB6tog273A64fyXoNuF4CmFj/8Cm/9XZzF2iO3Am8PNysY1mWv46/S/srdg73GdSxOnRURERCrh3TYd08pc29XQ3txiJn5nrvvvGdmZkzvYsze71B0lGv3Ajp0L2OdyEGAYdOt4vtXhYBgGi8oHwQxoo0EwdpMQEcxH406ke4so9ueXcMXr832J4ZrafcjE6dbxDTtxuioBzgCeHfosXeK6kFmUyc0/38yBouN7f1IFhwNGPgVdR4G7xJxEvX1h3b6GH02crsv+jFD1lmS7DYMJqGJozdFUqGj0crrgosnQ8SwoK4IPL6/T/57ax7ZnysgpNA9rzsbsjYyZPobdebtrfB71ZxQRERGpRC37Mz7741ryisvo2TKaGzT8pUlQotEPLFtv9rXqZgQREmp9BeG2zAL25RUT5HLSo0X0sZ8gDS42PIgPx51I/9ax5BaVcfWbC/h1/b4an2fdIROngwLs8+siPDCcl894meTwZLbkbOHmn28mvzTf6rAaF29yqN3pUFoAH1wC6Svq7vw2nzidU5LDugPrAOiX2K9Oz33MikabJBqdVQytqUpmfgk7DhQC0P3wfxtcgXDpFGh7GpTmw/uXwM4ldRZrWnQaU0ZOoUVEC7blbmPM9DFsz91eo3NszDYTjW2jtQAWERER8alFonHlzmw+XmyuyR4+r6varjUR9skcSJWWlfcJ6xPZ2uJITIvLqxl7tIwmJNBlcTRSlaiQQN697gRO7pBAQYmbv05ZxI9/ptfoHHaYOF2VZmHNeO3M13yTZ2+beRvF7mKrw2pcAoLh8vch9UQoyob3LoT9G+vm3DafOL08YzkGBq0iW5EQmlCn53ZWkWjM9W2dDqzT1zteB3s0Vi/RuGKnWc2YlhBOVGXvITAErvgAWg2G4mx490LYUXfJxtTIVKaMnELrqNbsyt/FmO/HsCl7U7Wfr4pGERERkUocZ6LRMAwe+2YVhgGjeqfQr7V2QzYVSjT6geUF5haw3iknWhyJafFWs9l+/9bWV1fK0YUFBfDGtf0Z2S2JEreHmz9YyhfLqt/T0C4Tp6uSFp3GK2e+QnhgOAvTF3LPnHso85RZHVbjEhQOV30MST0gfy+8O+rg1LnasPnE6fraNg1HqWgsKgXsU9HoG1rjrmaicUcWwNEr3YPCYfSn0GqQmWx8r26TjUnhSUwZOYX2Me3JKMxg7PSxrN6/+pjPKywr9PV7bRfTrs7iEREREfF7x5lo/G5FOgu3ZBIS6OTekfZc80v9UKLR5rKztrDBZX7I69P5YoujMXkrGvsp0egXggNc/PuqPlzUtwVuj8Fdn/zOO3O3VOu5dpo4XZVu8d146fSXCHIGMXP7TB6Z+wgeowbTK+TYQmPgL19AfHvI3m4mG/MyandOm0+cXppRP4Ng4NAejRX/O/VunY60yTAYX0LUqF6i0dufsWfLY7TUCI6A0Z8drGx874I6TTYmhCbw1oi3fH1c//rDX1mcvvioz9mSvQUDg9jgWOJDNXFaRERExCdrq/lnbPV3WBaVuvnHd+aXvTcNbUdKTGh9RCY2pUSjzf2+9gsA2rghLs767VxZBSWsL59CrESj/whwOZl0SS/GDG6DYcDDX//Jsz+uxThKAsFuE6ePZkDSAP459J+4HC6+2vgVkxZPOup7k+MQ0Qyu+QqiU2H/BnjnPMg7vum+gK0nTheVFbFin9mPsq77MwIElFcKHlnRaK8eja4qKi+r4t06Xa3evcERZmVj6yFQnFPnycbYkFjeHPEm/RL7kVeax00/38Sc7XOqPN47cbptjPozioiIiPgU5UDBfvN2TPUTjZN/2cTOrEJSokO48RTtFmlqbJ1onDhxIgMGDCAyMpLmzZtzwQUXsHbtWqvDalBLd/wGQJ/QRIsjMXmnF7dtFk58RLDF0UhNOJ0OHj6vK3ed2RGAl2Zu4P4vVlDmrrz6z44Tp4/m9Fan89iQxwB4b9V7/Of3/1gcUSMU3RKu/RoiU8xE4TvnQX7NhwzZfeL0in0rKPOUkRCaQGpkap2fv6qp0wd7NNok0ViDYTB7c4vZnV2EwwHdqjskLDgCrvqkYrKxDqdRRwZF8uqwVxnacijF7mJun3U732z8ptJj1Z9RREREpBLeasaweAiJqtZT0rOL+M9sc23197O7EBqkuQ5Nja0TjXPmzGH8+PHMnz+fn376idLSUoYPH05+ftOZLrssdzMAfZr1sTgS06LybdPqz+ifHA4Ht53RgScv7I7TAR8t3M4tHyylqNR9xLF2nTh9NOe3O5+/n/B3AF79/VVe+f0ViyNqhOLawphpEJls9ll85/yaJxttPnHa15+xeV8cjrqfjOdNNBoGeMqTeIZhHNw6bZeKRu8wmCq+jDjUqt05gPn7okYVmb7KxpPMZOO7F8CmqisPayokIITnT3uec9uei9twc/+v9/PB6g+OOM6baFR/RhEREZFDHEd/xmemr6Gw1E3/1rGc1zO5XsISe7N19mD69OmMGTOGbt260atXL6ZMmcK2bdtYsqTq7VXFxcXk5ORU+PFXJcW5/GmYU3T7tD/X4mhMS7yDYNpoYpQ/Gz2wNf8Z3Zcgl5MfV+3hmrcWkl1YWuEY77bpDjbfNn240V1G87f+fwPgP8v/w+Q/JlscUSMU3w6unQYRSZDxp9mzMX9/9Z9v84nTvv6M9TAIBg4mGuFg/8OCEjfe3f52qWgMqKLysjK+NgvNj6Ofq3dATLvToTQfPrgU1k6v+XmqEOgM5MmTnmR0l9EAPLXwKV5c+mKF9gobs8sTjdFKNIqIiIj41DDRuD2zgC+X7wTgofO61suX9mJ/tk40Hi472+z/FBdXdZJr4sSJREdH+35SU+t+21tDWbX+G4qdDuI8Bq1bnWx1OBSXufm9vNm/Khr938juybzz1xOIDA5g4eZMLn11LjuzCn2PeysaOxxP4sBi13a7ljv63gHAv5b9i7dWvmVtQI1RQnuzsjEiEfasrFmy0cYTpw3D8PVn7NO8firJAw5NNJYn8bzVjC6ng9BAe2wv8SZEPdXod+pNNB73hPqgMLhyKnQ+F9zF8PFoWPn58Z2rEk6Hk3sH3Mv43uMBeGPFGzzw2wOUuks1cVpERESkKjVMNL47bwseA07ukEDPljH1FZXYnN8kGj0eD3fccQdDhgyhe/fuVR533333kZ2d7fvZvn17A0ZZt5ZvmQlAL1c0Dqf1l2rlzmxKyjzEhweRlmD/nn1ybIPaxTP1xhNpHhnMuj15XPjyb6wsH+iwPsP+E6eP5roe13Frn1sBeH7J87zz5zsWR9QIJXQwKxvDm8OeFTDlHMhNP/bzbDxxenf+bnJLcglwBtAhpkO9vMahFY3easHcIrOiOCI4wDbf/NakR+PGvebvi3bNa/FvQ0AwXPoO9LwcPGXw2XWw9L3jP99hHA4HN/W6iccGP4bL4eLrjV8zfsZ4Vu5bqYnTIiIiIpU5UN6jsRqDYPKLy5i6yMy/jB3Sph6DEruzPntVTePHj2flypVMnTr1qMcFBwcTFRVV4cdfLc00q376xtnjw/ji8v6M/VrH2uaDsNRet5Rovhg/hI6JEWTkFnPZa/OYtTaDDXv8c+v0oW7oeQO39LoFgEmLJzFl5RRrA2qMmnWEMd8e7Nn49lmQte3oz7HxxOk1mWZs7aLbEegKrJfXqFDR6PYmGu01cRogwNejsRqJRm9FY7NafjHhCoALXoV+YwEDvp4Ac/9du3Me5sIOF/LS6S8RGhDKvN3zuHWm+YWEqhlFREREDlODisb/LttJblEZbeLDOLVj83oNS+zNLxKNEyZMYNq0acyaNYuWLVtaHU6DMDwefneblWW925xucTQm3yCYNto23di0iAnls5sHM6R9PAUlbv46ZRG55ROn2/jBxOmjuanXTdzY80YAnl3yLK8sf6VCbzapA806wtjvzW86MzfBW2fBvg2VH2vzidNrM83+kZ3i6i8JWrGi0Ry04hsEY5P+jFD1dOzDHcgvYX9+CVDLikYvpxPOfR4GmwlAfvx/8OMD4Dn2UJrqOrnlybw94m3iQuLILzUHzCnRKCIiInIIj+fg1OljJBoNw2DKb+Yg22sHt8HpVGFSU2brRKNhGEyYMIEvvviCmTNnkpaWZnVIDWbrtv+R6XQQ7DHo2uE8q8PBMAwNgmnkokICeXvMCVzct6VvKIU/TZyuisPhYEKfCdzW5zYA/vP7f3h+yfNKNta1uDQz2RjfAXJ2mJWNe/488jibT5z2VjR2jqu//pEOhwPv2svXo9GOFY3lLTuO1aNxQ/m26RYxoYQF1VH8Dgec+Tic+Zj597kvwRc3QllJ3Zwf6JbQjffPep9Wka0A6NmsZ52dW0RERMTv5e4Gdwk4AyCqxVEP/d/6fWzcm09EcACX9GsaxWFSNVtnEMaPH8/777/Phx9+SGRkJOnp6aSnp1NYWHjsJ/u5ZRumAdDNEUxQsPU98jbuzedAQSnBAU66p0RbHY7Uk6AAJ5Mu7cntZ5i96Ya0T7A4orozruc47hlwDwBv//k2Ty54Eo9RdxVSAkS3MJONiT0gPwPePht2LKl4jM0nTq89YMZXn4lGOJjE806dzi2vaLTLxGmofkWjdxBMu+MdBFMVhwOG3A4XvmYucFd8Ah9dDsW5dfYSqVGpTD13Kq8Oe5Wz086us/OKiIiI+D3vLqToVLO9zVFMmWsee0m/lkSG1E/7IfEftk40vvLKK2RnZ3PqqaeSnJzs+/n444+tDq3eLdu7DIA+kfao4vRWM/ZKjfH7Cjc5OofDwZ1ndmTxA8N46NyuVodTp67uejUPD3oYBw4+XvsxD/72IGWeMqvDalwimsGYb6DlACjKgnfOhfU/HXzcxhOnc0py2Jm3E4COsR3r9bV8STy3fSsavTG6q5lobN+snvq59roCrvwYAsNh40yYci7k7a2z00cGRTKkxRACnPb5315ERETEcr7+jEcfBLN5Xz4z12TgcJjbpkVsnTEyDKPSnzFjxlgdWr37ozADgD4tBlsciWnZtizAHAQjTUNCRHCj7K1xScdL+MfJ//BNnb17zt0Uu4utDqtxCY2Fq7+EdqdDaQF8eDks+8B8zMYTp739GVPCU4gOrt/K7YDDkni27tF4jGEwvkRjXVc0HqrDMDOBHRYPu5fDG2ccrI4VERERkbpXzf6M75RXM57WqTlpCf7d31/qhq0TjU1VUeEBNjvNLZ1d0oZbHI1p1e4cAG2blkbh3LbnMmnoJAKdgfy87Wdu+PEGsouzrQ6rcQmOMKvQel4Ohhu+ugV+mXRIRaP9Jk43xCAYL5er4rZkb6LRThWNB5OhR28x0CCJRoAW/eC6nyA2zVz4vnEmbJxVv68pIiIi0lRVY+J0blEpny7eDsAYVTNKOSUabWjjlpl4HA5iPQbNmlm/dbXM7WFtutkTq0uy9f0iRerCsNbDeO3M14gIjGBpxlLGTB9Den661WE1LgFBcMGrZp89gJmP23vidAP1ZwRwOSpWNOb6tk7bp6eNb+v0UYbBFJa42Zll9k1u16wBvsGObwfXz4DUE6E4G96/GJZMqf/XFREREWlqqpFo/HTxDvJL3LRvHsHJHRpPf3+pHSUabWjdzvkAdHSG4nBaf4m27C+guMxDaKCL1vEqhZbGY0DSAKaMnELz0OZsyNrA6O9Gs/7AeqvDalycTnNy8MingfKt+DadON2gFY1VbJ221TAYx7F7NG4snzgdGxZIfERwg8RFeDxc+zX0uMyslv3mdvjxQThG5aWIiIiI1MAxEo0ej8E788xjrh3cBoej8bXdkuNjfRZLjrA20+xh1iksxeJITKvLt013Sor0fTgWaSw6xXXi/bPfp210WzIKMrh2+rUsTl9sdViNz4k3wSVvmQM9Op1ldTRHKHWXsiFrAwCdYus/0XhEj8aiUgAibbR12re9+yg9Gr2JxnrfNn24gGC46HU49X7z73P/BR//pU4nUouIiIg0WSUFkLfHvF1FonHJtgNs3V9AZHAAF/dt0XCxie0p0WhDawt2A9Ax3h5bC72JRm2blsYqOSKZd896l97NepNbksu4n8bx1YavrA6r8el+EdyzCc7/t9WRHGFT9iZKPaVEBEbQIqL+F0oHezSaVXh2HAZzeDK0Mg3Wn7EyDgecei9c9Aa4gmDtt/DGMNi/seFjEREREWlMvINggqPNQY+V+PYPM29xZtdEwoLss4YV6ynRaDOGx8NaowiATjaZOH0w0RhlcSQi9Sc6OJrJwydzZuszKfOU8cBvD/D8kufxGNqOWacCQ8wEkc14+zN2iuvUINs+AsrbYhzRo9FGiUZXeYxl1Ug0tmtmQaLRq+elMPZ7iEyGvWvg9dNg/U/WxSMiIiLi73zbpltX+rDHY/D9SjPReE7P5AYKSvyFEo02s2fP7+Q6HQQYBm3bnGZ1OACs8Q2CUaJRGreQgBAmDZ3EuB7jAHhr5VvcOetOCkoLLI5M6tua8pYVDTEIBg72aCw7YhiMfRKNAdUYBmNpReOhWvaHG+ZA6kBzSMwHl8L/noOjxC4iIiIiVThQXtF4lG3Te3KKiQwO4CQNgZHDKNFoM2u3zgIgzXARFGz9VuWsghJ2Z5dXWCZZH49IfXM6nNzW9zb+cdI/CHQGMnP7TK6dfq0mUjdyvkEwDdCfEY4ctGLHrdNOb6Kxih6NZW4PW/bnAzZINAJEJsK106DfGMCAGY/Cp9dCUY7VkYmIiIj4l2MMgjl023RwgKthYhK/oUSjzazNWAZAx6A4iyMxrSrfNt0yNpSokECLoxFpOOe1O4+3RrxFXEgcazLXcMW0KzQkppEyDMOyika3x8AwjINTp4Pt83s24LCqy8NtzSyg1G0QGugiJTq0IUOrWkAQnPcinPs8OANh1Vfw+qmQvsLqyERERET8x1ESjYdumz67h7ZNy5GUaLSZtTlbAOgU3dbaQMqt3q1t09J09W7em4/O+YgOsR3YX7Sf63+8nvdWvYeh7ZiNSnp+OjklOQQ4AmgX065BXjPAdTDRWFTq8VU22qtHozfGyvuUbizfNt22Wbiv+tE2+v/V7NsY1RIyN5pDYpa+q63UIiIiItVxlB6Nh26bPrmjtk3LkZRotJl1JVkAdErsa20g5TQIRpq6lIgU3j/rfc5OOxu34eaZRc9w7y/3qm9jI+KtZmwb05YgV1CDvOahPRpzi0sBc0ZOWKB9tp4cq6Jxw16b9GesSuoAuOl/0P5MKCuCr2+FL2+BknyrIxMRERGxL8M4JNGYdsTD2jYtx6JEo40UFmSy1Wl+oOuYdobF0ZjWpJuJxq7J6s8oTVdYYBhPnfwUfz/h7wQ4Avh+y/eM/m40W3O2Wh2a1IE1Bxp22zQcMmjF4yHPOwgmKMBWlYHeZKiniipA3yAYKydOH0tYHFz1CZzxEDic8PuHMPl02POn1ZGJiIiI2FNeBpQVAg6ITq3wkLZNS3Uo0WgjGzbPwHA4iHcbJCQ03AfeqpS5PazbY36QVEWjNHUOh4PRXUbz5og3SQhNYEPWBq6YdgXTt0y3OjSppXWZ64CGGwQDFSsaff0ZbbRtGg6JsYphMBvtMnH6WJxOOPn/4NpvICIR9q6B10+D+a9qK7WIiIjI4bLKiymiW5r9rw+xVNumpRqUaLSRtbvmAdDRFWZxJKZN+/IpKfMQHuQiNdYeMYlYrW9iXz459xP6Nu9LXmked8+5m0fmPkJhWaHVoclxauhBMFBxGIyvojHYXonGAGfFydiHMgyDjXttNHG6OtqcBDf9Bh1GgLsYpt8LH1wCuXusjkzqwcsvv0ybNm0ICQlh4MCBLFy4sMpjJ0+ezMknn0xsbCyxsbEMGzbsiOPHjBmDw+Go8DNy5Mj6fhsiIiIN7yiDYKZp27RUgxKNNrK2/MNup/AWFkdi8vZn7JQUaavtfCJWaxbWjDdHvMm4HuNw4ODz9Z9z5bQrWXdgndWhSQ3lluSyI28HAJ3iGrKi0fzn1+0xyLVtRaMZY2U9GtNzisgrLsPldNA6PryhQzt+Ec3gqo/h7EkQEAIbfoZXBsFaVSY3Jh9//DF33XUXDz/8MEuXLqVXr16MGDGCjIyMSo+fPXs2V155JbNmzWLevHmkpqYyfPhwdu7cWeG4kSNHsnv3bt/PRx991BBvR0REpGF5KxpjWlW4W9umpbqUaLSRdYVmVUXH+G4WR2JapUEwIlUKcAZwW9/bmDx8MgmhCWzM3shV317Fx2s+1lRqP+JNDieFJxEdHN1gr3vooBVvRWNkSGCDvX51BBylR6O3P2Pr+DCCAvxsKeFwwAnj4IbZkNgdCvbDR5ebw2KKcqyOTurAc889x7hx4xg7dixdu3bl1VdfJSwsjLfeeqvS4z/44ANuueUWevfuTefOnXnjjTfweDzMmDGjwnHBwcEkJSX5fmJjYxvi7YiIiDSsHDOZSFRKhbu1bVqqy88+HTRehsfDOqMYgE6pQyyOxrRmdy6gRKPI0QxMHshn533GSS1OothdzBMLnmDCzAnsLdhrdWhSDb5t07EN2xe3wtbp8orGSJttnXYepUejXwyCOZbmXWDcTBg0wfz70nfhP4Ngw4yjP09sraSkhCVLljBs2DDffU6nk2HDhjFv3rxqnaOgoIDS0lLi4uIq3D979myaN29Op06duPnmm9m/f3+V5yguLiYnJ6fCj4iIiF/ILU80RlasWvx2hbZNS/Uo0WgTu3YvJs/pIMAwSEs9xepwgINbp7to4rTIUcWHxvPyGS/zt/5/I9AZyC87fuHCry9k+mZtx7S7tZlrgYbdNg2HVTQW+1+PRm+isZ2/9GesSkAwjHgSxnxn9iHK2QHvXwRf36bqRj+1b98+3G43iYmJFe5PTEwkPT29Wue49957SUlJqZCsHDlyJO+++y4zZszg6aefZs6cOZx11lm43e5KzzFx4kSio6N9P6mpqZUeJyIiYjs5u8w/D6lo9HgMvl9h/juqbdNyLEo02sTarbMBaGe4CAy2vt/V/rxiMnLLKyyTVNEocixOh5Nru13Lx+d+TJe4LmQXZ3P3L3dz95y7ySrKsjo8qYIVg2DgYLWg2+0hp6gUsGOPRm8y1HPEYxv3NoKKxkO1GQI3z4UTbjT/vvQdeGUwrP/Z2rikwT311FNMnTqVL774gpCQEN/9V1xxBeeffz49evTgggsuYNq0aSxatIjZs2dXep777ruP7Oxs38/27dsb6B2IiIjUUiUVjct3ZJGeU6Rt01ItSjTaxNqM3wHoFBxvcSSm1eXbplvHh9muykbEzjrEduCDsz/gxp434nK4mL5lOhd+fSEztmk7pt2UecrYkLUBsK6i0W3gl1OnN2T42cTp6ggKh7OfgTHfmtWN2dvhg4vhs79qMrUfSUhIwOVysWdPxWu2Z88ekpKSjvrcSZMm8dRTT/Hjjz/Ss2fPox7btm1bEhIS2LBhQ6WPBwcHExUVVeFHRETE9tylkFc+PO2Qisb/rdsHwCkdm2nbtByTEo02sT7XnOzUMbq9xZGY1qSXb5tWNaNIjQW6ApnQZwLvn/0+adFp7Cvcxx2z7uDOWXeSUVD51FNpeDvzdlLqKSXEFUKLiBYN+toHezR6DvZotGlFo/uwYTDZBaXsyzMr3v1+63Rl2pxkVjeeOB4cTlj5Ofx7ACx+Cyqp7hR7CQoKol+/fhUGuXgHuwwaNKjK5z3zzDM8/vjjTJ8+nf79+x/zdXbs2MH+/ftJTtb2MRERaURy0wEDnIEQdrBy8beNZqJxcHt7FEaJvSnRaBNrS7MB6JTUz+JITJo4LVJ73RO688m5n3Bd9+twOVz8vO1nLvjyAj5Z+wkeQwkLq23J3gJA66jWOB0N+89hZVOn7VbR6Es0HjYMZsNes+I9OTrEdjHXmaBwGPkPGDcLkntDcTZMuxPeGgHpK62OTo7hrrvuYvLkybzzzjusXr2am2++mfz8fMaOHQvANddcw3333ec7/umnn+bBBx/krbfeok2bNqSnp5Oenk5entkiIC8vj7vvvpv58+ezZcsWZsyYwahRo2jfvj0jRoyw5D2KiIjUC9+26SRwmuvjgpIylm07AMBJ7bVtWo5NiUYbKMjLYLvT/CDXMe0Mi6MxebdOd9YgGJFaCQkI4Y5+dzD13Kl0i+9Gbmkuj89/nLHTx7Ixa6PV4TVpW3K2AGaisaG5yhdubrdBrncYjE0rGssO2zq9sTFum65KSm9zMvXIpyEoAnYshNdOhu/uhoJMq6OTKlx++eVMmjSJhx56iN69e7N8+XKmT5/uGxCzbds2du/e7Tv+lVdeoaSkhEsuuYTk5GTfz6RJkwBwuVz88ccfnH/++XTs2JHrrruOfv368b///Y/g4GBL3qOIiEi98A6COaQ/46ItByh1G7SICaVVXJhFgYk/sdenmiZq3ZafMRwOmrkN4uKs3zpdUuZhQ4aZaOyqikaROtE5rjMfnP0BH675kJeWvcTSjKVc8vUljO4ympt63UREUBNI2tjM1hyzZYUViUZ/qGgM8CZDD0s0bsssAMwevk2C0wUn3gRdzoPpf4fVX8PC12HFZ3DGg9D3WvMYsZUJEyYwYcKESh87fIDLli1bjnqu0NBQfvjhhzqKTERExMa8FY1RBxONv20wt00PaR+Pw+GwIirxM6potIF1OxcA0NFl/bRpMKeJlroNIoMDaBkbanU4Io2Gy+ni6q5X8+WoLzm15amUGWW8s+odzvvyPL7Z+A2GceTQDak/3kRjWnRag7+265BBK3bv0Xh4ReP2A2aisWVsE0k0ekW3gMvfg2u+hmZdoDDT3E79+lDYOs/q6ERERERqz1fReHAQzMFEo7ZNS/Uo0WgD6w6sA6BTREuLIzF5B8F0To7UNxYi9SAlIoWXzniJ/5zxH1pHtWZf4T7u//V+rvn+GlbtX2V1eE2GtVunDw5a8SYaI4IDGzyOo/FWXXoOTzSWVzSmNrVEo1fboXDTr3DWMxASDekr4O2zIHOT1ZGJiIiI1M5hFY0H8kt88xsGtdMgGKkeJRptYG3RHgA6xnezOBKTrz+jJk6L1KuTW57Mf8//L7f3vZ3QgFCW713O5dMu577/3ceuvF1Wh9eoFZQW+CaAW7l12n3o1mk/qWjccaAQgNS4Jlzx7gqAgTfCrUuh3xjoMxri2lodlYiIiEjt5HgTjS0AmLdpP4YBHRMjaB4ZYmFg4k+UaLSY4fGw3igBoFPqSRZHY1qtidMiDSbIFcT1Pa7n6wu+5py25wAwbdM0zvviPJ5b/Bw5JTkWR9g4ebdNxwbHEh0c3eCv703iFZSUUeI2J5Dbdev0oT0ai0rdZOQWA024ovFQ4Qlw3otw3ktWRyIiIiJSe7kVh8F4t00Pbqdt01J9SjRaLGPvSvKdDlyGQetW9kg0btprThTtkKjhFCINJSk8iadOfoqp50xlQNIASjwlvP3n25z937N59893KXYXWx1io2LlIBg4WNGYVVDquy88yF6JxoMDazy++7zVjOFBLmLC7LXV21JOLadERETEzxnGIRWNZqJx7sb9gPozSs1oZWyxbbsWAdDC4yAw0PrqkKJSN7uyzQ+SaQn2GE4j0pR0S+jGm8Pf5N+n/5u20W3JLs7mn4v/ydmfn83UNVMpcZdYHWKj4O3P2Ca6jSWv7yxP4mUXmonG8CCXr4LQLrzxeAx8g4p2lA+CSY0LUw9fERERkcakKAvKzFwAkcnszCpk8758XE4HA9vGWRqa+BclGi22Ze9KAFrZZOL0tswCDAMigwOIDw+yOhyRJsnhcDA0dSifn/85Dw96mKTwJDIKM3hywZOc+8W5fL7uc0o9pcc+kVTJbhWNduvPCFRIfHq3T28vr2hschOnRURERBo7bzVjaCwEhvq2TfdsGU1UiHaySPUp0Wixbd6qmtBm1gZSzrttOq1ZuKpVRCwW4Azgko6X8O2F33L/wPtpFtqM3fm7eWTeI5z/xfl8uu5TVTgepy3ZWwBoE9XGktd3lW+1zSo0r19EsL0Tjd6BMDu8E6eb8iAYERERkcbI158xBYC55YnGIerPKDWkRKPFtpZPPW1lUVXN4bbsNxONbeLtUWEpIubAmCs7X8l3F33H3f3vJi4kjh15O3hs3mOM/HwkU1ZOIb803+ow/YZhGDasaLTft8QBh/QdPFjRaCYaVdEoIiIi0sgc0p/RMAx+K+/POLh9vIVBiT9SotFiW8tyAWgd38XiSEybyysa26g/o4jthASEcE23a/j+ou+5d8C9JIYlsrdwL88ueZbhnw3n38v+zb7CfVaHaXuZRZnklubiwEGrqFaWxOCtFswtKgPMdhV2U2lFY/nW6dRYVTSKiIiINCo5BydOb8jIY29uMcEBTvq2irU2LvE7SjRayF1WwnanOc2zdcoAi6MxbS6vaGyrRKOIbYUFhvGXrn/h+4u+57HBj9Emqg05JTm89sdrDP9sOA/+9iBrM9daHaZteasZUyJSCHYFWxJDgKtiawo7bp0OOCTR6PFWNGYeHAYjIiIiIo2Id+t0VIqvP+OANnGEBLosDEr8kRKNFtqdvpRSh4NAwyApsbfV4QCweZ8qGkX8RaArkAs7XMiXo77k2aHP0jOhJ6WeUr7c8CWXfHMJ1/9wPbO3z8btcVsdqq1YvW0awHlYD1w7DoNxHlbRmFdcxoHyrd4tVdEoIiIi0rh4t05HJmvbtNSK/T7ZNCHbdi8BoJXHiSvA+gnPecVl7M0tBiBNPRpF/IbL6WJ4m+EMbzOc3/f+znur3uPnrT+zIH0BC9IX0CKiBZd0vIQL2l9AQqiaOW/O2QxYm2g8tFoQ7FnRCGacZR4Dt8fwVTPGhAUSacOekiIiIiJSC+UVje6IJOZvMhONGgQjx8Oen2yaiC37VwHQKiDS4khMW8qrGePCg4gO04dIEX/Uq1kveg3txe683Xy05iM+W/8ZO/N28uLSF3l5+csMazWMyzpdRv/E/k12svzWbOsrGl2HJRojbVjRCGacZR6DMo/nkP6M2jYtIiIi0uiUVzSuL4wktyibqJAAureItjgo8UfaOm2hbTnbAGgT1tziSEzebdNp2jYt4veSI5K5q/9dzLx0Jk8MeYKezXpS5ilj+pbp/PWHv3LuF+fy+h+vsztvt9WhNjjv1um0qDTLYvCHHo1wsPLy0IrG1DhtmxYRERFpVMqKocDsyzhvbwgAJ7aNP+LLcZHqUKLRQlsKMwBoFW3dh91DeSsa22jbtEijERIQwqj2o/jg7A/49LxPubTjpYQFhLEtdxsvLXuJEZ+PYNyP4/h207cUlhVaHW69c3vcbMs1v+RpHW1lRWPFf37tuhXZdWii8YCZaGypikYRERGRxiU33fzTFcyC8pv9WmvatBwfe5ZQNBHb3AXggtYJ3awOBTi0olEfIkUao85xnXlo0EP8rf/f+GnrT3y18SsWpS9i/u75zN89n7CAME5vdTpnpZ3FoJRBBDrtmfyqjV35uyj1lBLkDCIpLMmyOI7o0WjjrdNgJhoPbp1WRaOIiIhIo5LrHQSTxB87swHolRpjXTzi1+z5yaYJKC3OZ5fTABy0ThlodTgAbN7vTTRGWByJiNSnsMAwRrUfxaj2o9ieu51vNn7D1xu/ZmfeTqZtmsa0TdOICY7hzNZnclbaWfRt3heX02V12HXCu226VVQrS9/T4VOnI226ddpbeVl2yNbplnH6MkpERESkUckxB8GUhCexK70IpwN6qD+jHCd7frJpAnbsXoTb4SDUY9CsWVerwwEO2TqtikaRJiM1MpVbet/Czb1u5ve9v/Pd5u/4YcsPZBZl8um6T/l03afEhcRxWuppDGs9jIFJAwl0+W+lozfRaOUgGPCfisaASisa9W+EiIiISKNSXtGY6YwHoEPzSMJt+kW42J/+y7HItvSlALTGhcNpfavMrIISDhSUAurRKNIUORwOejfvTe/mvblnwD0sTF/I95u/Z+a2mWQWZfL5+s/5fP3nRAZGcnLLkzkt9TQGtxhMVFCU1aHXyJbsLQC0iWpjaRwuPxkG4906vS+vmLziMgBaauu0iIiISONSXtG4oywGgJ4tVc0ox8+en2yagC371wDQKtAeH9K9/RkTo4L1zYVIExfgDGBwymAGpwzmoUEPsTh9MT9v/ZkZ22awv2g/323+ju82f4fL4aJvYl+GthzKyS1PJi0qDYfD3pPpbFvRaNPfu95E49b95rbpZpHBhAQ2jm30IiIiIlKuvKJxbaHZRk39GaU27PnJpgnwTT21cBjBoTZr4rSIVCLQGciglEEMShnE/QPv5/e9vzN7+2zm7JjDpuxNLEpfxKL0RUxaPImU8BQGpQxicMpgBiYPJDrYft+EbsnZAkCb6DaWxuE6LNEYafOt095/IzQIRkRERKQRyjETjcuzzBY5vZVolFqw5yebJmBr8X4AWse0szgSk7c/Y9tmSjSKSOVcTrOCsW9iX+7qfxfbc7bzy85f+GXHLyxKX8Su/F2+LdZOh5Pu8d0ZmDyQ/kn96dO8D6EB1iapisqK2J1vLqKsrmh0HVb5addKcm9CdEv5sLCW6s8oIiIi0vjkmlunNxdHERTgpFNSpMUBiT+z5yebJmCruxBcDlo362F1KABsUkWjiNRQalQqo6NGM7rLaApKC1iyZwlzd81l7q65bMrexB/7/uCPfX8wecVkApwB9EjowYCkAfRL7EevZr0ID2zY3zfeSvLIoEhig2Mb9LUPF3BIj8aQQCeBLut79Vbm8K3TqXGqaBQRERFpVAzDV9GYThzdUqJsuzYV/6BEowUKCzJJL/+Q2brFiRZHY/JWq6QlKNEoIjUXFhjGyS1P5uSWJwOQnp/OvF3zWJS+iIXpC9lTsIdlGctYlrEMAKfDSafYTvRN7GsOoWnWm6Tw+m0l4e3PaIdekq5DhoBFBNt3irc3Ibo9szzRqIpGERERkcalIBPcxQBkGLEMaxljbTzi95RotMD2XQsAiPQYxMSkWRwNGIbBln3mh0glGkWkLiSFJ3Fhhwu5sMOFGIbBjtwdLExfyKI9i1i2Zxm78nexOnM1qzNX88HqDwBoHtqcHs160CPB/OmW0K1Oqx7tMggGKg6DsWt/Rji4xbvMYwCQGqdEo4iIiEijUr5tOtsRRQmB9Eq1X5918S/2/XTTiG1LXw5AGwJxOK0vSd6bV0xecRkOB7SK14dIEalbDoeD1KhUUqNSubjjxYBZ8bg8Y7mvynHdgXVkFGYwY9sMZmybYT4PB62jWtM1vitd47vSJa4LneM7ExUUdVxxbM7eDNgj0XjoMBi7TpyGI4fWtNQwGBEREZHGpXzb9E5PHAC9VNEotWTfTzeN2JYDawFoFRRjbSDlvNWMLWJCCQ5wWRyNiDQFSeFJjEwbyci0kQAUlBawOnM1K/au4I99f7Bi3wrS89PZkrOFLTlb+G7zd77npoSn0DGuIx1jO9IpthMdYzuSGpmKy3n031++isZo6xON/lLRGHDIl2FOB6TEKNEoIiIi0qiUVzTu9sQSFRKguQ1Sa/b9dNOIbcvbAUDr8GSLIzFt3pcHaNu0iFgnLDCMfon96JfYz3ff/sL95vbq/atZtX8VqzNXszNvJ7vyd7Erfxezt8/2HRvkDCItOo12Me1oH9OedjHtSItOo2VkSwKdZg9Eb6KxTVSbBnxnlXP6YUVjcnSoGoOLiIiINDblFY17jFh6toypsE4VOR72/XTTiG0tPgAOaB3bwepQANis/owiYkPxofGc1OIkTmpxku++7OJs1h1Y5/tZm7mWDVkbKHYXs/bAWtaWV4x7BTgCaBnZklZRrcgqzgKgVWSrhnwblTq0ojHCzhWNh0zH1rZpERERkUaovKIx3YhTf0apE/b9dNOIbfUUg8tB6+Y9rQ4FgC37zInTKpEWEbuLDo5mQNIABiQN8N3n9rjZmbeTjVkb2Zi9kQ1ZG9iYtZGtOVspLCv0bb8GaBHRgrBA63vRHlopGGnjikan49BEo/X/u4mIiIhIHSuvaExHE6elbtj3000jlZe7m/3lFSKtWpxocTSmzeWJxrRmSjSKiP9xOV20impFq6hWnMZpvvs9hoeMggw2Z29mS84WduTuYGjLoRZGetChvQ9tXdF4SEI0NU4VjSIiIiKNjTtnFy5gjxFHr9QYq8ORRsC+n24aqa075wEQ5zGIjGphcTTg8Rhs2V+eaFRFo4g0Ik6Hk6TwJJLCkxiUMsjqcCqoOHU60MJIju7QOFNV0SgiIiLS6HiyzURjWVgSiVEhVocjjYC6ujewrXt+B6CNI9jiSEy7c4ooLvMQ4HSo/5aISANxqUejiIiIiFittIjA4gMANG/ZxtpYpNFQorGBbT2wAYBWQbEWR2Ly9mdsFRdGgKaJiog0CH/s0Zgap4pGERERkUYl1+zPWGQE0r5VqsXBSGPhF5mll19+mTZt2hASEsLAgQNZuHCh1SEdt2355kSn1hHWb5sG2OQdBKOJ0yIiDabC1GkbJxq9cQa6HNpKI36lpmvHTz/9lM6dOxMSEkKPHj347rvvKjxuGAYPPfQQycnJhIaGMmzYMNavX1+fb0FERKT+lSca0404ereyRzGU+D/bJxo//vhj7rrrLh5++GGWLl1Kr169GDFiBBkZGVaHdly2lmQB0Dquk7WBlPNWNKYp0Sgi0mD8Zeu0q3xoTYuY0Aoxi9hZTdeOc+fO5corr+S6665j2bJlXHDBBVxwwQWsXLnSd8wzzzzDv/71L1599VUWLFhAeHg4I0aMoKioqKHeloiISJ3L3bsNgD3E0qNltMXRSGNh+0Tjc889x7hx4xg7dixdu3bl1VdfJSwsjLfeesvq0GrM8HjYQikArRJ7WRyNaYsqGkVEGpy/VTS21CAY8SM1XTu++OKLjBw5krvvvpsuXbrw+OOP07dvX/79738DZjXjCy+8wAMPPMCoUaPo2bMn7777Lrt27eLLL79swHcmIiJSt/bs2ARAXlBzokLsO6BQ/It9P90AJSUlLFmyhPvuu893n9PpZNiwYcybN6/S5xQXF1NcXOz7e05OTr3H+eT71zKvcGm1js0NMj+0/W2aQanjl/oMq1o2lyca2yrRKCLSYCr0aLRzRWP5MJjUOA2CEf9wPGvHefPmcdddd1W4b8SIEb4k4ubNm0lPT2fYsGG+x6Ojoxk4cCDz5s3jiiuuOOKcVqxHd21eQ/F7l9f764iISOMR58kEwBGVYnEk0pjY99MNsG/fPtxuN4mJiRXuT0xMZM2aNZU+Z+LEiTz66KMNEZ5Pdsl+tgZV//g2xbBijwPIrbeYaiIk0EmX5CirwxARaTIcDgepcaFkFZTSPNK+vQ9TyysZe6fGWBuISDUdz9oxPT290uPT09N9j3vvq+qYw1mxHi0tKSLNs6VBX1NERBqHyLS+VocgjYitE43H47777qvwrXROTg6pqfU7PemSAXfQe9fv1T6+eeIwQk6zxzAYgNbxYcSF1yBTKiIitfb1+JMocXsIDXJZHUqVbjylLWd0aU77ZhFWhyLiV6xYjzZrkcaK09+t19cQEZHGJzgilv69T7I6DGlEbJ1oTEhIwOVysWfPngr379mzh6SkpEqfExwcTHBwcEOE53NCj2Gc0GPYsQ8UEREpF+sHX/A4nQ46JkZaHYZItR3P2jEpKemox3v/3LNnD8nJyRWO6d27d6XntGI9GhYRTY9TRjXoa4qIiIgcztbDYIKCgujXrx8zZszw3efxeJgxYwaDBg2yMDIRERERsZvjWTsOGjSowvEAP/30k+/4tLQ0kpKSKhyTk5PDggULtB4VEREROYytKxoB7rrrLq699lr69+/PCSecwAsvvEB+fj5jx461OjQRERERsZljrR2vueYaWrRowcSJEwG4/fbbGTp0KM8++yznnHMOU6dOZfHixbz++uuA2VP1jjvu4IknnqBDhw6kpaXx4IMPkpKSwgUXXGDV2xQRERGxJdsnGi+//HL27t3LQw89RHp6Or1792b69OlHNOQWERERETnW2nHbtm04nQc39QwePJgPP/yQBx54gPvvv58OHTrw5Zdf0r17d98x99xzD/n5+dxwww1kZWVx0kknMX36dEJC7DvMSURERMQKDsMwDKuDqE85OTlER0eTnZ1NVJQmK4uIiIj/0XrGv+n6iYiIiL+r7nrG1j0aRURERERERERExD8o0SgiIiIiIiIiIiK1pkSjiIiIiIiIiIiI1JoSjSIiIiIiIiIiIlJrSjSKiIiIiIiIiIhIrSnRKCIiIiIiIiIiIrWmRKOIiIiIiIiIiIjUmhKNIiIiIiIiIiIiUmtKNIqIiIiIiIiIiEitKdEoIiIiIiIiIiIitRZgdQD1zTAMAHJyciyOREREROT4eNcx3nWN+BetR0VERMTfVXc92ugTjbm5uQCkpqZaHImIiIhI7eTm5hIdHW11GFJDWo+KiIhIY3Gs9ajDaORfjXs8Hnbt2kVkZCQOh6PeXicnJ4fU1FS2b99OVFRUvb2O1Jyujb3p+tiXro296frYV31cG8MwyM3NJSUlBadTnW/8jdajomtjb7o+9qVrY2+6PvZl5Xq00Vc0Op1OWrZs2WCvFxUVpf+D2ZSujb3p+tiXro296frYV11fG1Uy+i+tR8VL18bedH3sS9fG3nR97MuK9ai+EhcREREREREREZFaU6JRREREREREREREak2JxjoSHBzMww8/THBwsNWhyGF0bexN18e+dG3sTdfHvnRtxCr6b8++dG3sTdfHvnRt7E3Xx76svDaNfhiMiIiIiIiIiIiI1D9VNIqIiIiIiIiIiEitKdEoIiIiIiIiIiIitaZEo4iIiIiIiIiIiNSaEo0iIiIiIiIiIiJSa0o01oGXX36ZNm3aEBISwsCBA1m4cKHVITU5EydOZMCAAURGRtK8eXMuuOAC1q5dW+GYoqIixo8fT3x8PBEREVx88cXs2bPHooibrqeeegqHw8Edd9zhu0/Xxlo7d+7kL3/5C/Hx8YSGhtKjRw8WL17se9wwDB566CGSk5MJDQ1l2LBhrF+/3sKImw63282DDz5IWloaoaGhtGvXjscff5xD57jp+jSMX375hfPOO4+UlBQcDgdffvllhcercx0yMzMZPXo0UVFRxMTEcN1115GXl9eA70IaM61H7UFrUv+hNan9aE1qT1qP2os/rEmVaKyljz/+mLvuuouHH36YpUuX0qtXL0aMGEFGRobVoTUpc+bMYfz48cyfP5+ffvqJ0tJShg8fTn5+vu+YO++8k2+++YZPP/2UOXPmsGvXLi666CILo256Fi1axGuvvUbPnj0r3K9rY50DBw4wZMgQAgMD+f7771m1ahXPPvsssbGxvmOeeeYZ/vWvf/Hqq6+yYMECwsPDGTFiBEVFRRZG3jQ8/fTTvPLKK/z73/9m9erVPP300zzzzDO89NJLvmN0fRpGfn4+vXr14uWXX6708epch9GjR/Pnn3/y008/MW3aNH755RduuOGGhnoL0ohpPWofWpP6B61J7UdrUvvSetRe/GJNakitnHDCCcb48eN9f3e73UZKSooxceJEC6OSjIwMAzDmzJljGIZhZGVlGYGBgcann37qO2b16tUGYMybN8+qMJuU3Nxco0OHDsZPP/1kDB061Lj99tsNw9C1sdq9995rnHTSSVU+7vF4jKSkJOOf//yn776srCwjODjY+OijjxoixCbtnHPOMf76179WuO+iiy4yRo8ebRiGro9VAOOLL77w/b0612HVqlUGYCxatMh3zPfff284HA5j586dDRa7NE5aj9qX1qT2ozWpPWlNal9aj9qXXdekqmishZKSEpYsWcKwYcN89zmdToYNG8a8efMsjEyys7MBiIuLA2DJkiWUlpZWuFadO3emVatWulYNZPz48ZxzzjkVrgHo2ljt66+/pn///lx66aU0b96cPn36MHnyZN/jmzdvJj09vcL1iY6OZuDAgbo+DWDw4MHMmDGDdevWAfD777/z66+/ctZZZwG6PnZRneswb948YmJi6N+/v++YYcOG4XQ6WbBgQYPHLI2H1qP2pjWp/WhNak9ak9qX1qP+wy5r0oA6OUsTtW/fPtxuN4mJiRXuT0xMZM2aNRZFJR6PhzvuuIMhQ4bQvXt3ANLT0wkKCiImJqbCsYmJiaSnp1sQZdMydepUli5dyqJFi454TNfGWps2beKVV17hrrvu4v7772fRokXcdtttBAUFce211/quQWW/53R96t/f//53cnJy6Ny5My6XC7fbzZNPPsno0aMBdH1sojrXIT09nebNm1d4PCAggLi4OF0rqRWtR+1La1L70ZrUvrQmtS+tR/2HXdakSjRKozN+/HhWrlzJr7/+anUoAmzfvp3bb7+dn376iZCQEKvDkcN4PB769+/PP/7xDwD69OnDypUrefXVV7n22mstjk4++eQTPvjgAz788EO6devG8uXLueOOO0hJSdH1ERGxOa1J7UVrUnvTmtS+tB6VmtLW6VpISEjA5XIdMYlsz549JCUlWRRV0zZhwgSmTZvGrFmzaNmype/+pKQkSkpKyMrKqnC8rlX9W7JkCRkZGfTt25eAgAACAgKYM2cO//rXvwgICCAxMVHXxkLJycl07dq1wn1dunRh27ZtAL5roN9z1rj77rv5+9//zhVXXEGPHj24+uqrufPOO5k4cSKg62MX1bkOSUlJRwzmKCsrIzMzU9dKakXrUXvSmtR+tCa1N61J7UvrUf9hlzWpEo21EBQURL9+/ZgxY4bvPo/Hw4wZMxg0aJCFkTU9hmEwYcIEvvjiC2bOnElaWlqFx/v160dgYGCFa7V27Vq2bduma1XPzjjjDFasWMHy5ct9P/3792f06NG+27o21hkyZAhr166tcN+6deto3bo1AGlpaSQlJVW4Pjk5OSxYsEDXpwEUFBTgdFb8p9rlcuHxeABdH7uoznUYNGgQWVlZLFmyxHfMzJkz8Xg8DBw4sMFjlsZD61F70ZrUvrQmtTetSe1L61H/YZs1aZ2MlGnCpk6dagQHBxtTpkwxVq1aZdxwww1GTEyMkZ6ebnVoTcrNN99sREdHG7NnzzZ2797t+ykoKPAdc9NNNxmtWrUyZs6caSxevNgYNGiQMWjQIAujbroOnfBnGLo2Vlq4cKEREBBgPPnkk8b69euNDz74wAgLCzPef/993zFPPfWUERMTY3z11VfGH3/8YYwaNcpIS0szCgsLLYy8abj22muNFi1aGNOmTTM2b95s/Pe//zUSEhKMe+65x3eMrk/DyM3NNZYtW2YsW7bMAIznnnvOWLZsmbF161bDMKp3HUaOHGn06dPHWLBggfHrr78aHTp0MK688kqr3pI0IlqP2ofWpP5Fa1L70JrUvrQetRd/WJMq0VgHXnrpJaNVq1ZGUFCQccIJJxjz58+3OqQmB6j05+233/YdU1hYaNxyyy1GbGysERYWZlx44YXG7t27rQu6CTt8UadrY61vvvnG6N69uxEcHGx07tzZeP311ys87vF4jAcffNBITEw0goODjTPOOMNYu3atRdE2LTk5Ocbtt99utGrVyggJCTHatm1r/L//9/+M4uJi3zG6Pg1j1qxZlf47c+211xqGUb3rsH//fuPKK680IiIijKioKGPs2LFGbm6uBe9GGiOtR+1Ba1L/ojWpvWhNak9aj9qLP6xJHYZhGHVTGykiIiIiIiIiIiJNlXo0ioiIiIiIiIiISK0p0SgiIiIiIiIiIiK1pkSjiIiIiIiIiIiI1JoSjSIiIiIiIiIiIlJrSjSKiIiIiIiIiIhIrSnRKCIiIiIiIiIiIrWmRKOIiIiIiIiIiIjUmhKNIiIiIiIiIiIiUmtKNIpIozdmzBguuOACq8MQERERkSZK61ERaSoCrA5ARKQ2HA7HUR9/+OGHefHFFzEMo4Eiqp7Zs2dzG6k5JAAABYVJREFU2mmnceDAAWJiYqwOR0RERESOk9ajIiIHKdEoIn5t9+7dvtsff/wxDz30EGvXrvXdFxERQUREhBWhiYiIiEgToPWoiMhB2jotIn4tKSnJ9xMdHY3D4ahwX0RExBFbVU499VRuvfVW7rjjDmJjY0lMTGTy5Mnk5+czduxYIiMjad++Pd9//32F11q5ciVnnXUWERERJCYmcvXVV7Nv374qY9u6dSvnnXcesbGxhIeH061bN7777ju2bNnCaaedBkBsbCwOh4MxY8YA4PF4mDhxImlpaYSGhtKrVy8+++wz3zlnz56Nw+Hg22+/pWfPnoSEhHDiiSeycuXKuvsfVURERESqTetRrUdF5CAlGkWkSXrnnXdISEhg4cKF3Hrrrdx8881ceumlDB48mKVLlzJ8+HCuvvpqCgoKAMjKyuL000+nT58+LF68mOnTp7Nnzx4uu+yyKl9j/PjxFBcX88svv7BixQqefvppIiIiSE1N5fPPPwdg7dq17N69mxdffBGAiRMn8u677/Lqq6/y559/cuedd/KXv/yFOXPmVDj33XffzbPPPsuiRYto1qwZ5513HqWlpfX0v5aIiIiI1DWtR0WkUTJERBqJt99+24iOjj7i/muvvdYYNWqU7+9Dhw41TjrpJN/fy8rKjPDwcOPqq6/23bd7924DMObNm2cYhmE8/vjjxvDhwyucd/v27QZgrF27ttJ4evToYTzyyCOVPjZr1iwDMA4cOOC7r6ioyAgLCzPmzp1b4djrrrvOuPLKKys8b+rUqb7H9+/fb4SGhhoff/xxpa8lIiIiIg1D61GtR0WaOvVoFJEmqWfPnr7bLpeL+Ph4evTo4bsvMTERgIyMDAB+//13Zs2aVWl/nY0bN9KxY8cj7r/tttu4+eab+fHHHxk2bBgXX3xxhdc93IYNGygoKODMM8+scH9JSQl9+vSpcN+gQYN8t+Pi4ujUqROrV68+2lsWERERERvRelREGiMlGkWkSQoMDKzwd4fDUeE+7/RAj8cDQF5eHueddx5PP/30EedKTk6u9DWuv/56RowYwbfffsuPP/7IxIkTefbZZ7n11lsrPT4vLw+Ab7/9lhYtWlR4LDg4uJrvTERERET8gdajItIYKdEoIlINffv25fPPP6dNmzYEBFT/V2dqaio33XQTN910E/fddx+TJ0/m1ltvJSgoCAC32+07tmvXrgQHB7Nt2zaGDh161PPOnz+fVq1aAXDgwAHWrVtHly5djuOdiYiIiIg/0HpURPyBhsGIiFTD+PHjyczM5Morr2TRokVs3LiRH374gbFjx1ZYnB3qjjvu4IcffmDz5s0sXbqUWbNm+RZfrVu3xuFwMG3aNPbu3UteXh6RkZH87W9/48477+Sdd95h48aNLF26lJdeeol33nmnwrkfe+wxZsyYwcqVKxkzZgwJCQkVJhmKiIiISOOi9aiI+AMlGkVEqiElJYXffvsNt9vN8OHD6dGjB3fccQcxMTE4nZX/KnW73YwfP54uXbowcuRIOnbsyH/+8x8AWrRowaOPPsrf//53EhMTmTBhAgCPP/44Dz74IBMnTvQ979tvvyUtLa3CuZ966iluv/12+vXrR3p6Ot98843vW2kRERERaXy0HhURf+AwDMOwOggREame2bNnc9ppp3HgwAFiYmKsDkdEREREmhitR0XkaFTRKCIiIiIiIiIiIrWmRKOIiIiIiIiIiIjUmrZOi4iIiIiIiIiISK2polFERERERERERERqTYlGERERERERERERqTUlGkVERERERERERKTWlGgUERERERERERGRWlOiUURERERERERERGpNiUYRERERERERERGpNSUaRUREREREREREpNaUaBQREREREREREZFa+/8RnBH3vuZ4GAAAAABJRU5ErkJggg==\n", "text/plain": [ - "
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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -847,6 +958,7 @@ }, { "cell_type": "markdown", + "id": "12243ae4", "metadata": {}, "source": [ "As we can see, the spikes provided by the `SpikeGenerator` are sucessfully sent to the first `LIF` population. which in turn sends its output spikes to the second `LIF` population." @@ -855,6 +967,7 @@ { "cell_type": "code", "execution_count": 28, + "id": "a922b4aa", "metadata": {}, "outputs": [], "source": [ @@ -863,9 +976,10 @@ }, { "cell_type": "markdown", + "id": "a9fadbe3", "metadata": {}, "source": [ - "## Summary\n", + "### Summary\n", "\n", "- Define custom a `Process` by inheritance from `AbstractProcess`\n", "- `Vars` are used to store internal data in the `Process`\n", @@ -878,9 +992,10 @@ }, { "cell_type": "markdown", + "id": "f90d252c", "metadata": {}, "source": [ - "## Learn more about\n", + "### Learn more about\n", "- [ProcessModels](https://github.com/lava-nc/lava/blob/main/tutorials/in_depth/tutorial03_process_models.ipynb)\n", "- SynchProtocols (coming soon)\n", "- Available hardware backends (coming soon)" @@ -888,9 +1003,10 @@ }, { "cell_type": "markdown", + "id": "2e335eee", "metadata": {}, "source": [ - "## How to learn more?\n", + "### How to learn more?\n", "\n", "If you want to find out more about Lava, have a look at the [Lava documentation](https://lava-nc.org/) or dive deeper with the [in-depth tutorials](https://github.com/lava-nc/lava/tree/main/tutorials/in_depth).\n", "\n", @@ -900,7 +1016,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.8.10 ('lava_nx_env')", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, diff --git a/tutorials/in_depth/tutorial01_installing_lava.ipynb b/tutorials/in_depth/tutorial01_installing_lava.ipynb index 77464bfc7..143835820 100644 --- a/tutorials/in_depth/tutorial01_installing_lava.ipynb +++ b/tutorials/in_depth/tutorial01_installing_lava.ipynb @@ -87,8 +87,7 @@ "- pip install -U pip\n", "- pip install lava-nc-0.3.0.tar.gz\n", "\n", - "## When running tests if you see 'OSError: [Errno 24] Too many open files'\n", - "## consider setting ulimit using `ulimit -n 4096`\n" + "## When running tests if you see 'OSError: [Errno 24] Too many open files' consider setting ulimit using `ulimit -n 4096`\n" ] }, {