Serve Custom Model with Custom Transformer

This section will guide you through serving a custom model with a custom transformer, using the Kale serve API.

What You’ll Need

Procedure

This guide comprises two sections: in the first section, you will use Kale serve API to serve your model. In the second section, you will invoke the custom model service to get predictions.

Serve Model

  1. Create a new Notebook server using the default Kale Docker image. The image will have the following naming scheme:

    gcr.io/arrikto/jupyter-kale-py38:<IMAGE_TAG>

    Note

    The <IMAGE_TAG> varies based on the MiniKF or Arrikto EKF release.

  2. In the notebook server, create a new Jupyter Notebook (that is, an IPYNB file):

    ../../../../_images/ipynb3.png
  3. Use the Kale serve API to serve the custom model along with the custom transformer. Copy and paste the following code in the first code cell and run it:

    from kale.serve import serve serve_config = { "predictor": { "container": {"image": "gcr.io/arrikto/custom-models/custom-model", "name": "predictor-container"}}, "transformer": { "container": {"image": "gcr.io/arrikto/custom-models/custom-transformer", "name": "transformer-container"}}, "limits": {"memory": "4Gi"}, "annotations": {"sidecar.istio.io/inject": "false"}} isvc = serve(name="custom-model", serve_config=serve_config)

    This is how your notebook cell will look like:

    ../../../../_images/custom_model_transformer_serve.png

    Important

    This example assumes a model named custom_model that lives in the Arrikto public container registry and its image is gcr.io/arrikto/custom-models/custom-model and a transformer with image name gcr.io/arrikto/custom-models/custom-transformer. Here, you will create an InferenceService with the same name as the name of the model, since the the InferenceService is expecting the model to be registered in a directory named after it. If you want to create an InferenceService with a different name, you will have to pass the model name in the args field of the container field of the predictor and the transformer:

    "predictor": { "container": {"image": "gcr.io/arrikto/custom-models/custom-model", "name": "predictor-container", "args": ["--model_name", "name"]}}, "transformer": { "container": {"image": "gcr.io/arrikto/custom-models/custom-transformer", "name": "transformer-container", "args": ["--model_name", "name"]}},

    Note

Get Predictions

In this section, you will query the model endpoint to get predictions.

  1. In the existing notebook, in a different code cell, initialize a Kale Endpoint object using the name of the InferenceService:

    from kale.serve import Endpoint endpoint = Endpoint(name="custom-model")

    This is how your notebook cell will look like:

    ../../../../_images/custom_model_endpoint.png

    Note

    When initializing an Endpoint, you can also pass the namespace of the InferenceService. For example, if your namespace is my-namespace:

    endpoint = Endpoint(name="custom-model", namespace="my-namespace")

    If you do not provide one, Kale assumes the namespace of the notebook server. In our case it is kubeflow-user.

  2. In the same notebook server, open a terminal, and create a new JSON file. Name it input.json:

    jovyan@notebook:~$ touch input.json
  3. Copy and paste the following code inside input.json. This will serve as the input to the custom transformer:

    input.json
    1{
    2 "instances": [
    3 {
    4 "image": {
    5 "b64": "/9j/4AAQSkZJRgABAQEAYABgAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/2wBDAQkJCQwLDBgNDRgyIRwhMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjL/wgARCAJBArwDASIAAhEBAxEB/8QAGwAAAgMBAQEAAAAAAAAAAAAAAgMAAQQFBgf/xAAYAQEBAQEBAAAAAAAAAAAAAAABAAIDBP/aAAwDAQACEAMQAAAB2PzH4ho2KXZDJDdVY2MXZDNjLiSSZLqpUhVcuKujqrGrVkJVUkWhIQhSVQHcVcGqlkQraNAy7YyA6qDdUY2lVdCVXTKKgJ9pbUqxqrkKEs2uoMHQWVXJNVdUQS2EGSlwqqC4IFbrlYtGlxspVOkmVijKqVLAgkG1ljCKqupciUdUVSEtVIUklS6urlW1EEorGiISjVIUiJiEISqSVMqxq7oquQYO4NATJQFcoDqVVGum0F0VUEsETBbLpRsSiSXSrOEIMqgKioShUspdVdgwnAqpTSUDaobMmhqZotJiMglkKxi3dXUqxQhKpuM36uZfoHavPB6WL5cPVUXlr7eDJkkmaSVUuqq5RlKg0Yw2UQwTKqixKmolkR1UKEs2YJhUlyquwkwG6EyqDijaXQZilRjG7pcOmlGuiIBI6umMFlV1GSu7hAUuhlyhILiWMq6G6qpdVclXctpdVmhq36p2jLuwufy879EaWbzd1KsYNMmdzLw9JObzgdHncSpKArGppgyqGXmpy5qKhOoSRBlgyaIGBRCTGMqpdjRSqW5UIxs0GUUhW9zcsewzRxK7Y1yh6GMVmteJtquGrqmslFB0BVV3Y1YxYUqqEhA7VdLo7RbLXRiVUcXJo9PSdGOPI9e/eEtZ5aOV7U3vg334Slr56eGfLnXQvjdOt2VhbzxsPY5vKzkQ4xcqiKwjWNjMuzoBYaJtyhC4VCd1ElFV0YNLkqiEpGEUJM3zo1cBL29MXmm7PRFwdOs9kuSzWepWFjOw7Tjz+L1+HlcGtGLlPNNxYhUncpLKUVQbVlJoGQTmiVaGIWR0k0vTl6zrRlVkPQ/OurXRYktY5/qvP93pjRWUnDbnOnocHj8e16rseX9TlA1ozbM3O26slMVy5Wt9Am5JlEbJmlRVKuoB1UNd0diyFU2qo5KlmCwSuKBo1LG6DJ0BNcm+iq1je2lvRiXp7DOM/V2tHF0ueyzlbNGrhdwtZ8jfS5/mgs4ArOMNMolkdKIaFFVi1sZiFMPGZaahsjscwqdzexyb0zajQzG52Ocvd816PWSRYwXnvRjo+eJ95z7aPVc3cGrPsJz857/QI3lV18fPlkXqHJmIhq2quiqwB0U5hqXRLq6GzCm0ehstdBunmL7rp4Onszdy3a42Wa5WMd8LlJ7wx5sfSYcPLDdlyZ0aLHFsWjW+xs4vX6XRfm0dMTz3o8gedFweYWVGVVQU21RWiAU40WWVimUVVUGUrSULLWwA3u8Kl5Ht19GbW55Xb4nZhunNp3zmLatsOqbazXR4206TD8hMYqqiAWJHRFaEBeknPLV1xxcoO1TcdvQIsTNM0g4aZtolOtVM20lRWI02JlMJQE+841qvKxmlnZToi6XyO9MnlmdgMXH7Cuh0NLLnYkkrzCunzvNCJ1iMYmHgRsuik2hlBzreFLJtyVjGsYyldTmdjdm4nSSdy1JVPK9F5T0bne3kv1jobMDtZ251KmtOXTz23MWJAPPqd786zskEXz07Rzt9MYst4uVIMCpUSTCchaBG7mEK4bSrEqECaKxlhZ2U2JNHRUg4qxcSb0NahlOtVaHBZ0pwCWhmdvTJyVs5/A7vA806lnyhkjRi20N3TVVWGawIWUA02qvTDXUO387Uzwe3prFy/Q88153XePG+pt4vY3jfem+nPC1451jYczqYdqNnAyauddc3S4frK9Fi6HP4ieji3i+jHfOiTKdntYizLoNaZmNy2lyjlBRAxc0QXRhJUGDBVVSy1BTgXRPLO1mPyth1pJmtzNTQq60RmFgdCuaPXA8boo88mzHFTAbQVKU6saoxvJhdRaBhlSreKqOUEKqLpvUHfetVP2crnehTjfndfQzju6Plt+8dguR09A5duTLSW4NHnuL0cJtf0/wH0SFZXZuHStmHXl6Ms+3LGD8fPbQCGhcJosrgldGku4hUJIoWgK5QlYrVLVCIupQsy8tDvPA4thoY5aYEkasmc7M1zjy9biGGiocZOqvLKuVJVIBOXJUJyVS0yULcwMFhDCFoNyhYBR2MmnN6NEt9asWQk43jx96x831diaVUxt65fB2tp5vd0OfHD7lA+K9sF5Vpdmzu9fP6ZbmAXbirm9HFz6KsZjTDQxiuhRxDaQk3TaqRa2rpa25BBYgapcWLVhTMpJjs1q6CSitxZ0bVLFDbmdR8TuYDHOlFyyUl1Fk7VmJ1UsqobYEazVZYjlAygdSSsqsSpKBtBo2c/p9dc9+fTvebDryjWZ2DOrAqFTS0TfSVq1jQwK1kyRp57Ys1InJsTnebrc3pRtNRd+VYtObnvPQznu2LYxQQR5KiMARJzcrmsoMKy6cZqgOSoNFllrWE4HCw1ubne4NwuckYlrNU4KTZ1Oio/WfMloyefmdWTWJDKGXCOQWcCCJoxVLlFQuWitVCzJJalZBvTfU5ezQEdk30UnYmc/P7PAF8rXnVaLPWWNTSPMRF+jJoJsq9ClNDKnUhtazzl05zM3PjazAs6ugtmhUg5QtBaIi0Bp5ZDSKuyzmy5lmBAqQ1lp0HRpzbd4NsLeLYJpIwmzWYlNOV6ZeN6XzvLIwx5hjF1KcbZmNpQjIWezMslVdqysLLaTbNQRBTbVN7efsLo8jrYPTtNHWNXxu/y2wdFe3OkHROZGZRazL0DU0AesuJbHKqu5RDSWmACEiJzpl5rNPFVNpmdkMpZUZrGnilyKYy6GWJFQKE81ajUrTWsrR0c8J3YdKaWLPeWGBIwqJlgwSWS4O7gd3imcsC/Pm1PqhuzWo0NJKGwtd6awQyrM25QMiJdM55yyqugIZXbQ0fTuWTRRi6/LoSupSRUQ5tY51WxDmKVIYxbGBiNFKybcFaAWys64OdJYujTahIDhlHYsirWLamKNyLlFTEzNjQm7oslhM6888sszc7b0YVas/Pep3O1Jttd6GmhlNUa0VY3l2crpYbPLJb/MIbIy2gyqWa6YzLA1KRrVYjW2iECZQnRrJAWYBBnk0zr6HK6fVtin70GHcqsosyZSllnRMpqAVxpdVTCAqXoxakPldbmilqhzqrVchRpp5pbV1RQLsrG0KKRG5wrWtDxrcx+8AQq3h45VttTmxF3D4+hughji5U38rl06buZtTWWdqPU2tCgaItwbsBnBBrgEI3mErtjtYs2hGmDDhJLYau1s0jS6yMEgZ9JfGZoGpdHm7N0lJ1s38noSkdYVSSVl1uQ7WbsGMQMGKaoxyPQ6tGPYnRzac7nvDHKYEtoUky6FlXChOqfSiqBW6Q6AHrDRz5dYdzucnO9NYSF61BTGpZG/r8DVo9MjDqrPuzMxvbHs3iiB+hK9KavPqEPPsXPNW3OUMizSXVtJJNgcrExq5hr0VkZAqK2BGUtQ0EbGXDczeb1uPvoerlurpoy7M6CzBmEMctZmbTZFsy6VFmLKfm1YN5SYznu1MGglKFggNMPLdOQvPlaSHVr1Y9OsvWBGbNcxngJ6nK31FtMZIvXFODQzty+zrJZXqMgsRz17Wvj9DeWFSE3JXrrIdUPEXszcMqco4ktFGYnaOgKgKzgBu0WSWCrSNpYUyhYsEbSylwXIbF6tvH53c4Z10nzOgPRuz0GQW5ITCrlgIsTqaWeHWNmTCbbhzzK1NgMCQQo1ENOYWN3QEypwNxknZbVsTcEAlmHznquR01zWLa7GimgtI7dGjYhoKqx45yr3CaZ0OL1O+t9FNZWUSO0c725WV+fz5dAciGuCsxuqVOVdKauBmrSsoa7IoJoKmRiJTKspGO1qrS3M1i4Xo+X06cI9Ks76e7yXb1nY4mJQNlKN5kg3xFcbu8bQtw1ThTVMWscrQaWBU2MyIHUjJEvLNz9GkEWTbmrF656IcBiM1cFfY4u+rKOtr9mHRrPZrDvyKsQ5DEODJmeeXrvvuwaOlpEIkJMy4MPUz8cJGzmqOAsqtm1KghYNLBZ5lmQzM72sjRQsQtAsziKgIlw3Ri06dPL6vK9Gl5O1zx5AacuNen6fI7W+eZkq09gVBc5vns672NRGBXoaGO31kuyWVlaMQEQgxbB1RimyLCIhFefRstUFy7AhcLNKMfTOvNN05OnTZpxdLrnB2sasrGuTwwB3JoDqkbuY/rvsN5OzRrTCrEg8/EdS6zl95zYWQCNcKiVUoWoYsAoQPAYooarBwlHZistFZi52LodG8O3P6J3M380efA6HF2djl9Bwy7R01arYPExdRONarCceJQITJVMxV1QtWWqWa6K1NKoBsKnQRBmiMrLts2ighyjihGqGcvrhPK2Zz7vb4/SmzbzQ6XK566ZxyUFVqkbU03Ty9nfe9+HZGNevDyEaVFnNmiMYSZNCWBtNiRmKlFbVRmqIMk1UmmRTWWD6LM0ynN18HS6ZzDTu+s/M6HPzrJ1Mm/iTUjoObW1fXdGLCvm9HBjK7tvLKIYlYneqrQwottyIUJSEqtY49EQgoqjL1L0VeoVvCpVwWxS0fIKzmdLFpf1uF1e1l26uUa0Z25eOCB+fmWaNRZrfj7b37+Tr29bi9nBkw0tXDDbBtGqUzAEaboz2KDqtNpsmFospSdJ5qQUByWjpjlvBPd5m/vYTU3prJh25MLNWZvnwfRwdDqWp2bpthrYI4tePlgrVfOdjhBbRixuayprsdPWmK2DTlhAyqzOsl2y2Ww1xeTSVrOVssiDJIMRY7EMHdztmOd9elz4+i2fMDfLmzxjZaWcxamMrP0Mez076bMumeInu+f4YMYOAyXpRB51jop2UXlmHo6gU6AFh0EFpZq1Wo0Yqt6Hmdsdi76lwNyUE7mhRzhm+tyet0KzaF9d05bix5mL8+B15jrPbAprVUjMzoOZpIzNGw2pawiUDwzmKezSlbLoG0S2gXBDpmhw0ijATI1WJJFlejendlc3JabPPnPHJAjJDGQPJWrNfXXZ1ZX9q+L6HyXGcGfZxzSbkiAhZXroyshHpoTZlhprKrvPoqAaTQsEtAasnRnRlcPbcWS3KFScZhqbzL7XA7/AEli1PXS2RZZRNXnwGgYSm2FJF4zqyAVHl0KrWeIqbSAyaCyaNR2q1daKpwMVZa7I5FCaReDQhgSphrudGfWHpbzb+dlo3L45FbpCq2ZoFoXnRWeLV2dnM1+l08PejlcwY7iW0RoTWyrWdpm0Y9Umg6RyIvUOkHCuwKlHZOVdPl9B08s5delZtuByuU3zCXoIq9LwO/2V49CNJIfkzKNN8MsLHbOQV1TUNJdy2YCjpWhbazk4qzx1EsxqnKlRBO6AkOg0lpbPZBabSXUIj0Eethetvj9nkcKltvjASnuazMUStlvyqF1am9HldD1a14dqS4JOHzZZFrctA7kWMyMp2jDq0rF5CDlIphgshBmaqBTejh7+9cVu3H02OdKCLVzdfnwTc5xq6uHR31cEtK8ujHgzuC+IuEFVaoRuQVORCSiWcq0pyF1Q5uhDIUE8NGNujnIGGkbBtbjZNwMzGp06MvX2n3Ubeb0OhhJQifm+tzvKRljmGnzTMu/NkY7C4CIYjupzer6dGOi9Pns435iaVqoqgVpZgvMZZ0aNV8/SO1WR2gidU4yflrYmtDnodLQnvvJzOvxJ4jdE4Rqjs5Za6HrvDV6Fchsnm9zg5KTkbwm59CNFPCqAWEOVpaoJYTKSmIZy2A5jsmsUuBNOtbaevFqYDuoNFMENecNPZ5+W20a+SJdPlNfqzAyE3K+ZHGgGuaFQamNpN3Yn3+D3u5rYGjq+HsB8LpeibGZrXmjs+gsYsvcLhzVoLM0NF4unpDd6YvRcLpbRZPM3YK53M3cPjrRa188vJDpPG2nPpndDH32ssmoa8v2fP4yVgzGaISNOCIjTQAgBpbSylZc7IVFm3FozWahYBuqrBJC9TWNC4Wla208M2ic0lRozMmgCZmxrWojRdy4cQCxk5VUxgyYKeju1Wn0168evd5zjeo8t5VzOWXK11j1yBaBRJKCdI5x0aUL0tPceH1L6lvAT1vRZ8vPjoYOCvOserJq5idaTCo1RM7XK9/1qx7snV53P63k+WiDK/njRmp+BdLmtEp+eNDFnkPTlYrsF2kZrzzdlQkpqNGhMIgI1yy1WsYB5yqkHLTDKW12YLLbq9IAGkpbAomZFy5DdMZK0IoN2Gg3ep8t6z0TSZyeuus3HtTF4/vcTgqNt8cpR0c6oMc4GGlLo5FuWMFdpkTYU5TiEdOLcDKy5tClwRB3Y6PDf9C07OT2CHqJzbM9cXyHV43nS14zwOvNqjSi8q3qSEsz9HOST1JqtK6suirI7CaWrSwHAWemZ6LKLyeiXZ6aOzpnXdMLn6NOfQxkqYsljoZkoik1mVVc1GtazThqZHdLkv6vo8PKHb175AZNAZ2Yb0INGLz6qGouqdiHOdTcYtrFJS/NbGVd6Gy2dgmOWCaPUu/1eDR6Vh8yJ0hBErk87i4AwuEh1ukktyBupbmUpjmCyURxGga0ZiXQB4c41njauhRQE3V6UPZmZgak5F6GS0xLebXRBtQOjnHWwcL61TObKXtAQVY5yD7zTsvKTpyFaYjYTKg6hyPBsCa7lgq1WSxOGczXTRx1dhClaW2abHCqjBnJqBdGQUQ3sws1w0jqc3TTMZ5h9Pn4J7KybceDJpLVlwm9k4x2rXM3SVITpqyqjKVaQJJj0pKNZU3ootSCvNmJ4SXZNeJy8cmsCi8NrvIwbWuIPGYUrUGzMDrSurK6ki2w1yo0FIJ25ySAgZ1xJutCGrpbwsydHoelNSTmnQKHJ0OeWkEN6BxD8mLat2V4ItSbhZFwWZlOVp3Dm2ZZMlqzlwXBPI4rGQ2RotoWzzMA0/K12sCyZ5eAaMlVc0qzxxo6miOZo1KatSs8b0C3Bi1nkbelGmKJOZNAS5I87iS+Lom57l9LyNpbhLNvSsmmhD1auEmZegRsnZ1rQhlCQ3nMq3aUQ42fRNFZUPEi0VhLZzpF1pkzl6pJXpk1oOLJZ065DWx0msYqkNCEgV0JA5/RkDBlk1vo8qRevkkjU+ScaJFRpkzzdok01kkFRSQySWtGKSz0+NJrPUxyYy1sg5hkaDJF1Ib2KkcjpkW8sjoOfJm3tk58yTJ06azkW8smYbk0VUmEdUljRUkiqTS1UmqmSYr58k//xAAtEAACAgICAQQCAQQDAQEBAAABAgARAxIQITEEEyJBIDIUIzAzQgU0Q0AVJP/aAAgBAQABBQIH/wCqvwMEIgHFfgIZUqAf2BztL/s1+FfhXBlSpUrg81NZrKmvA/Lx/YP96oePr8agHFcj+1rCIPy24v8AC5fFzbmpXHkaypX4ff8AfP53+fXN8fUP53wOL4+vzr89ZX4VD+FfjX4kQDivwPFy/wD5PHJE+uK/snjz/Y65HB/A8VwWrgcXOua48jXkHmufo/gOTyOKlSvzAJntOYcTzU/2a4Jn1Pr87/C/zvg8Dip4m08yrlcVwBDx9cX1D/cHUvm/7So7RPRmLgRZqJU1lQorR/RqY/p8ififzvn6n1XH3yo/O5fBMuX+F93L/A8VK5vjqr/I8683wPxvrbjDgOQ+1jXm/wCw2NGj+lTUj+yYPx2/O/zriuCPwr+xX513+J5v+3r3i9OzRaQeZlPS+p/rL+VkEG4ZczqsPnjxDK6g5B4+p4g/uX+FwKzxfTO0/hz+HP4iz+IJ/EEf0jCHDkUsCJ93x5/ASpXO3fJ/Ayp9fgZjRnKIuJTmtiYGnrPUe23/AB2M5cnFy5tLuE1Ae7jiEdGDmuKlGVKn1XUEbgePH5X+YuY8QE91VnvCe8J7s9ybS+Wxq0b0gJy+nZPwAlQ9S53L4r8DyPH43LmLH7h2XGMjzGbzl4G+PrAc/qPT4/awcXLnbTM7KqZKXG2ygw0Qw7daad8XLm02m3dyuAOCO6n1xcB/GoR0s6lQfEP6kg+8zT3DBlgyQNN4Hge5tA02nmP6ZTMuJkl1NpcJv8TwZcuCVKmn4GVMGLdmaVMjATA4OUwHr0+P3PVjnuaiEqB6rLABkgFLc9yL/UDr23RufVSjwJrNdZZly5fW3d3Dx9cA8VweRyVDR8AnsOJo6z3GgyQZYrzYQPA0DQNLhAYZvS6AJDz9QdGVPoCV34ly+7M2l2B5uCJ/gfJU924/Y9MPkfCG56X/ACbUN5vL69T6tfTo3r2yH1Gd/e9G5i9jXth3/JHpj7wzI/muL7vgGGfRW5qYYBNZrUEv8Rx9k81z9XDLPBVTPalMsDwPFyQPA8UwHj1GDSVfNc1PM1nifcqbTfrcSxOpcJnpsv8AS9R3FhbvGNUPhP1wP/WB4LVNy09XgZmfG4bGhOX0y94vFd51+HqN8h9Jj9v02T97ly59tByDBK4qfRPA4qVDL6i42YL6bJP4jT+KJ/FSfxcc/ipP4k/ivDgYSqlcVCgMOMrA1FXitFMB4I2GVPabzDNpfF8bS5fNQiawCDx1DEOpaiGSnxpL7iTD/wByGaiFegZlwI5/iqImEIMQljjN6ZS+msfEHBwmHE89lhNa4+/uGA1AeuVhqAwBjBhyGfxmM/irB6fEIAqy5c8y6h/IhTG9KGn8XII+LIs2lxqM1ImJosXxxnxh04q+DwJUqVL1m8B4881yjRv22AAfsdwQf9y5dyo0MWVcYRRPEBjC+PoGEVAeNFM9nGYfTpG9PPYafx2hxZBBieDA0/jQemSDDjEoDi5cuWZ1wOL4v8Lm0Bl8Phx5Zk9OySpUr5YflAv4ZhrllcVOp9Vx9kCaDn6HFwmbwRcXuY8oZDt2k/1Uj+UIply5rcGP5BdYx+S8M1RcsNGCA9ngEwHjYzz+B6N/hfF8XL7l1O54m02l99w83LlAyprPpvTLP40/jNMOMoPw9Z5u5X4Aw+OCeOwZRlGCazqaifeH9clMGw6nH4J+GFrz/wCoIm0HcVJrrHeCAcNGBEQ1OmH3cbwh25H4XDBPE7MqfWvFni+LM2lwTabSxLlibS51QMuXzUuAwH8PVLtjsS+LnUqdy/xIigw8XcqfVT0iAJlDB0/YimzvomE0yva7UVaLPcKw5CR5n2D0TCxJfKHIArZJatKhJEU9g3+PcMNGAiVzUN/hfFwyzQlS64uHi+BL465aXLgPPqG1WDmpf9jepd/gOMDdEbHSazKkqirGAiKkCEA8X1Bc2mRul+Lep9W2npvUZGi5nZ/1jweVn1Ll8NwOL5PPiXBweKn1yaHNwcXLl8CHo3Ll9E9eo/qYgsAh41lQQz64uVCsCTXnxAbmI04/eoVmTHMiGdiLkKz0x3M0mk1ldmeRkWlysVbM2HKHdZ/xeAMxj3B5HBh6nmXUJuffibCbCE/h3KlSvwvm+SRLnUEHI5fsbTbo5dSMsJly5VheR1D3Prm+BL48yhKgNEn53wwmTHDiuHG0w2kx5d33qXw8swMY7AT1eQTtpjx23plGP0JMY9xIOGlz76uux4M1HFSuSv42OLm02sS5YglwGXx55B4zpqdzPMoiWeb5a77lyu6EqFYK5FQ8Hgxe8VxXE8wiEQqI1T+Rjxs+XZcXrEMDAwiFJ2BkZpmDMzOEHpEvIfjjh4x3BxkE24E8/gPyMPBl8dTaptC0ubQNBcU8dypVfg/eOXUDGeeKlQCfdVwYp6qay40WeZVcGXLlzFXteDVxtlhzgR/V1D6rISfeyQemN4N8QyenTIcOT1GFl9WCp9WlP6jeP7jH+Jkeep9DkwYP+O9O/uE2W48zFAeowuMO4CYTx9y/w7niHg8MYWhYGbTabibS4sAlQjvx+A4uZP6eS9p0OfEozscdyrlRBQ+74Eqajm5U++p6YjTL8XXsN2HWDEDBiWUoHxBLQtqGdspT4lR2ogn0TtKrgmXL7xeODGEqCdc3BPMqA8XxfDQ/hVyoREXtRBwDxRnmeOBx6heprL58jgmC6nnjqGCbTbotAeqmsqGen/fOtgZIPBFxviTkhzT3IXmpMUVFWIJ2IHBhaLw0MMHnHxcMYcBq4+tjzYhMsQH8DDDXFSpUqfaLcWgO4IBAPxEEdd8aiEz60ngbTcwPc88X1KlciuKlCbTbs8IaPldfmPDNq2Tyf0K91K4CxFgugahaCDgyu2FcJy1w8VRoTrm5dS+BcVpcJhhnXPmawiOKiGAwQTqVBf4rx6ldMs6gbgQsIKM6EJm0DQkS7hnkVPowQShKncExHbHl+LKZkifIEUL+UAshelEHkNLvgfgYeF4uMah/G+tuKnY5DTbkyzByxrh4vlRAsHA/DXjxPr1K74pUrnSEG9TBKgXorNJfDGfKLPE26nnip6Y/PMvBExD5v4yD5eYq8DzdT7lwGA8ngxeLhPXmfcNQGHmpYlzrjaX1fGs14Jhg4qLF7mvI5PKmONkoWYDPMLdj8bnkwLKmpHB6FwixRgBn1tPTf5MgjdHyPGRxYzrMY6A4HNwQCDkwCNxfBM6n33O4ORO+LMuEcBZX4M0u4qyu9IRUTz9FuxwOTwYpMEyCs08cFbn1RadiVOoZ9bNLqbiA9HqF4IJt3ZhMM9Mf6mQxu4FMYdtMomJIRz9MYsUcjgwR4J4l6wkGbdk931tOpcvqzL/AcnlnEovFSeAB8owniY26MHA5PDEQGeR6r457PBqVwDBD2NTO5TQDqpVy6PcrvrjqFjf1cw5KyZPNWUEdbBX4usQUD5qfR8Fe0WAcjgxY/AhMMMubzb8euBXH1cXwfEZ4uOIsCagxZXxIhHCvsAfxPFwVB49WaZfMs3t191Lm1Te5YhIlEyoOTU2gu/sz/Wazb3McTgiZagPR8z7qVAIOAOT5EeXAe3lmzwIKlSuBUqMIDA0vi4W6NucWLsKIBUPj6HFRl4U0QYPxuuKiz1n6oewQZ99TUA1NLjDqqniXAbEM8zxOjNe64+/qfWJ6YxYYfBX5HqE9XfAhEHI4uHyI46/28G4T3GoQfgYDAYRcqCXNuKLRMdQCXQuXZJit1cB4Kx7WI4gMB/A8rPVdkqB+Hc+gdQHuNUFQay+PEuGzNTVmvq6PmE9bBuBFN4gYeWlwDhf7B6IMPhh8jAah8w3K7HAPHcB5J4EUFiq8XNocnfugN7oae6UAzKR7sx5AZcdemWijwGXAeL5Hj1QNr8uO4Q0a7HgGankWJ1D5lQjq5c8T7uBe9FvQLNTMXeO6bLkIC5thccnZU4vsNB45qCjxk/ZPEcQ+deTDKgBgvgwQcHhMcUAQGXHyABstQ5iZ7xDLk1b3CJdT3GmLOVbF6gTcGOLngp3Kgi8VKlT1X+JT19WLvjuKus3nx2K91CJt8iwm1wHph2JrP1m3yBjWDsYe5gPbiYzvNNMg7lcNwIIYORw/7L4jz716ZedZrK41hHJaeZjTgGFplJ9t8haWT+NSoBAIu1K1hxMTQdzWL5hhMB6yLviIG0MNUDYHg+B0BL6voHphx9mamHgnskTzD4Xue2WiY2xnN+q5NZjbZg+p3ELcePwvq+AYTDFgmUy4Gh7/AAoQy5tDCwWF+Fimb2t9qbJox00fioRyIBMaXFQU6aMGufq2NrHAPDrPEulb5O18gGgJtUVqghNTog4xPE6u++pcrsKpmqLNQRr0CRDbRPiTRf8AbEcfZ+MD3A1QVR4HFwHkdgH5GJPo/h3xc2vnaFpd8UYFMUTUg1A0sg+qHA/FR2FmNKUvUL7A9TbaY2MDT6gaDuOKiG5lCqxpmyJO5sYpaqmhjDrQNAirPlLM6gAsqBNJ4AIjAwCuCJpUJobXFaoy2MixjRVtgD3dgSpqJU1gMaA0qjj7ZutuOoTC3BnU7l9+ZpBhM9ioq1K+TUFsS9QJ9ugyJVMJdHhRFHaCOxWFuHyETE/QPafgGn7CZe212gUTWHst1GUwAqNdpr0RRq+fuffU8Tf4hrhuEtFuA3PE6mKqyiZBRU0U7GMdeDcvg1B3DP8AYCCZm+WzX3L/AA1lSq4161uDF03R37PcsiHbYbW/YO0WXPUpbVz9oJpcxqZkPXma1wSGCt3jaCVDNYDL7y17k7i9wiGbWLGv2DDPcBhm1G7ncsibQkV7gEVr4ubASwQG6rtTT5JlWVAxSYcwjd8JxUAlWSkURukIuAQTUGFeD488ioolQeKqaNvsRDANp4hB46gUxkBGRNGHH2kQxTOoGtjU2hMcBZieKeTKHHqAbN2r/EvUsk2TCegYzVN4alCVCLlCKYZ9TrUBYJ9dCWBD3B0Mf75B24hSMsNg+lzbDWKIZUCzWV1H/TjxPcqe9DkgLGBKmvYVYuo4bWL1B3PE0MHcXWqqLkuFrPUJEvrMvuL4gn3XSXEyVkzJqT+tmCwB5qVpkRorXybl/HP51+OgEAqAx0VgKAq5QYe2LKdy52Rep3MBnukQZBPMqdwA7kyrncu5jP8AVyx/OscQiA6t6bJ7i1wBAOCaDZuzktTcLlZ7tz2maexUC6yyFjTeoCWnc0EEEYmwYCJ0IWEudNPqri1qoJmbBBwsVKnqPhlB9700oMt3O5/q6+4EuKYrc/WUza+N4oOxHbloT0KhAZvoqkqiDG7mlASviFEvuX2PPtiDoXsxPXpu82WHtq6cRoezgrECbBgMubdeocDHtZovNBAAJZo+O5WsJ78Fib6ruDudJNlYh5dE9zI4A2DwrCYKooJ+oq4EoikOfBFinvEbnqE3X0bkTKi2PNAk0sJuKmqk6xWuDqA9B595F3mk/wBF2RfcLEns/Nf2AvboTyCL40YQgzxO4R0avX4AmA/Juoi3NZoL6ZPSrrkzRRbmZI8wrs6dzGP6dS4TLnqmIOG8h5Jg89TvX7PRqaQ1OtRLEOtBZTWUXJPbEIOOLqV1ZGF2eo1zck9AbdOkXuYjTEWrg4sqVkRyEYH4mFdVYdDGIBowO0XhI/6WDCewwhhAl9NPqjAorQTXr5aKSwWD5AGouu322LtR8Sgm8ssLm4npaZ8xmON4eN59P0B4wf47hhgnq8PuRVGOd2W6qUNloQtZO0ANBXmrQ9KG+O3ViMjGCwtkAn4h6XHTrsBOiaCKHh/Ya34JWh7dKy2GXRrmJ+smOx6Z9GzY/eUAb6hlA6fuYxUyC4hgPSRfJT5V8TwxJm02BNsID17vatwPBV7+uor+2WZWbsnwV89at8oVJiq+ipQCfL0qhVzTGPi8eVZQirsejv2zxcHDVfcLAwdygJ0sPfAjEwGODP8AXtofiNwcdwuSVBYMDWF2BKgJ0GpWI+J3+RoM1XZoMY3S1aD4nEYvY9Rjo488zIpYUYT0F412mVNYrGCY2+TVtkBXMQBGpk14AGocXcKXFY4wAji+OjNhA25gPxbzZMagZt0xh/XqvT/9Z+28I8YzGuzKoo9D04+Dc+I3j4mWBLhuBdDYZjrZsAEkMFoEUS/udbf6uQW22gapREV6ABmkoEUVYwMTGFlfJUWxqDoX0BcyiipmM3GXYNj9p36UN8tKf3LQdgUFNCH4Mp7Hn9h6hSYwAlBYuyirgGopXToRDUHynmVtKoBlEI7HxhO8c6j+oZ+qk3OgpI2siL2Dtufji8sZkjTGDqWAH16c/wBJpcB4ydJUezKh/UXFXVygMGkFUbgUgkBmqjdBlBgxiMoeUCTYa+ybmoryzZDWbcPjyT3gOArljcFKCsyC0ERqKuDPULtHf5MSIpuFlDEAqPipoxxFuLFaUCWUq6JqOwJYm2q2soba/wBS9Z+0KsA2MsEwUdQJqKq5oquzRAGSu2US6i0Ig2fK0Tvhoe2oiKLijUen/V+BBM3gvU3OxYgbbztYH6Zo3Yvom8YsgCG59M4g/X/zi1TMpi+KlzcUzXNUE11nduaVBFPW66NYjCmqYj881aE7MNo5qdmKwtsgvb59FaiwftlBvPi9/EDbE/LW5RvUa/7MzXt8zTNqVys2kbLSjuHzuTxtGPyQ9UsLAqncZlE9LTM57SE1GMX9nI1/2DbH0/SZPA8QTN21VFHyh8g7Kimj4tSMg+W44QAre07gxhATO4V1VF3bRRADtTTRLcLe/buWihotVGyEwKFZ/PYj1YizIf6bCKzb7gOK27Yh/iPku3xvrG0SYja/4znVGzqVsqYfgE7jsVBrRj8dSI70+NmKmHsX8tl2rWBdoO4am4h6ADwd40ATB/6CN2W8gCtansw1eCjifgcOdjt8iLA6GqmC3hKpOiACCy7s2oA7l6hAGj4wTQBK7ACagxiFmrY4WIgcwWIEatKxfFwo0UaWcyiIzHKxo/tOwGViqxfi2f8AQD4oxv4e4rJsSST8jejM2Ow1xP2xmVTP8k9Qz+5iJvfoiy01NlSRSUo69sVO5Y1vWbQNQLdljZZDCA0tQikap5LdJ+0M/wBjd62gNpjMxdYD5MBn+omvyXuEjVbC4yNHsKhOwg+OSpT2GJW6gq7+RaWDLLP2YiqoDdG1G3V7EBtT0Bkub1NO2HRFOtCIsr4VEjnbKuPtlW/AyJjaa9nYQWV0QzxFNxTNuvd1nqVByjoKlDaCzDaSyI0Ld3cs3XfsmahJ1DUBDzSNjG2gptANBXp9tn6OMQmX0+OzpDQBMBsjrF9mCoTzeiinB1aALjbbsAsbAik6MSI+QAeAHKKWCIuxAWmYiKbhQtNTAaH7J+kFgp22VhFEKregMJM+N32XqAVirtehluX0Xs12fA7XcXYoMN3YTb+ojGUYwN+oxjY/Cfqm1A5R7avuQZc0nudqxhowvKamBqmB6EA6+IlXComkwNcb5SqjiP5ufIgC5VRQFh8mNB4Y9KBuotyWi+P/AFyXLhIEJYtqsHQYws7PrY+QFwgwXBpP1lx+y1rGx7jsQMdLsXKLIP39xiQenOsU2cl2vn6+lO09vMrfSY3M7KnYQb7+6aAtvaKJjPY49T+hp4FJPwuggNArc+G3wi7Kdha9zUX/ALFdiLsjcFCo1n2uNZ7bBvT/AL70QxY/THtyTB8gfOlH0ov1DeTD5IpW/UHtNlmwM2Mtrfwjf0zRDBRE1rXsp8V+SWYHZRvtBHFTHDF7FCDISPdtrsK39AHtegS89zpss0GmjCemx7Ru2Tz6j4+nDAgfsVWgoA+VXPdMsuvuMFBUQp8xYC3F7nrBWNTYf4s3jzKLMB8/gqe66yqmPWFFmmpIM1fVWuXcqC6AoeSFsenWsTIbXou0sJC4IUAipZA9H8vUE9/f3lPXqNZ8RkyvFLBVsTvalgEOuzVezIyqGh7gOrVabnUkkKxSAs0a0f8AafHVqVLUggAUJkqALPiCANj4CgzF6DJB6DF7hCqhFMP29W9YK3x62m1KmRYpxI143yOilwPbP37fz8NiIiC4vn1CF8Tx8nxGgBXGMajWB/l2YutE/EuwN2R+2vyO6t3DjAS8eh2EI6CuovrQY8ZjkW76w58eaKO/cW2/aemNw+Rw/b5iC1qHYrX+j+oWtvl2xbbGGe8Zclf3iC4TrN/ijgTYYouT4FQYCwb4vGUxT8XJyztHHzldjosBs6YpvMf9XJjxYcZfPUHqdsmwAyzDkuetcWpADDvGRoBjJGNa6UDGsf8Ac1e8R0ZsP7JPvN3ixsvt9gkCyVrE3fyGRnUBMocK6iDVyGClJ7kJEv5FBtlH8dceS4FeyWRvRptkPcNzNccZsuTD6fUrQnzGRWBhsz0yaIeyBXCr/Wy0HIUCxsWj1FAafoH2ySiuQ42YqNVJZpSx9WDL8vaAmTEdUyapsDFPz2fX3IMiEnECe52G/UHITHv3AvywH2p/J6zZp6bKuNf5IvNnHs4vUPvkyHNkW43Z3BO3tonc1Mx5tl03fRrXuJt7npheVYO44tFBVlYGa1BVM4eHJLiKlBlWe/tAzsu/SMSdvmMhYgR/6re1R36tmOLH7WE+dhPV5BS/EKWaNkaBagtYz9ej79MIYsA+eVgC6mlBMbRBSO1OJuXPubOcpWe9tOmx/rFDOfEIcnbSLlFB0hZWlVGswAhvkzJ6gjMWuEkN5hJg+UfHSoBGZFlsYyqqh1hIeBUULj+Z1U7wAOmZlxrAUVsiVMaz4Kyo9KxnpjecQT6yivUNgWwX21BlMpfHqceBUmzU644GxMdu0yKsZkZgyDKHSe4KxYcnqcn/AOSSU/40CYfS4vTxuo5nvpvlN5gxEJEc7QpALB+L+iDfw7qbQ9BXhyMcjk7iqDdg99bbU17D3LUIDDkCmzeTIQAbncLbIBkVtRExx1ZYEYqMRhKhb+Q2nuVBlCy9gGN7Gu5ZcjuUSWRll9KalEHae6tkqxI+NfHKg32+QIr/AGawtz0vyzVF49agXP7mp2+I8ZPLe4wbHBQFJkCYEB0pFwPBhaUUUKQfRekOd+sa3wWEbuN3M+iuH7VtIX3YxQZ2TTO+vt43HVGH9TSrtrD8oeo/cJXQ/GDLUYhw1AoBeoIKPKmmJW+UowDaFF23Ah/T/XfIYVNKmT3HtIcqmbGKGoeNWghPbCBXs+8YqFh7eWBSkMPpkyFMCA6LPa6Wxi9zGABjlatv89Nzg9KuEa969if8gv8A/MuQZF3KGxYyvQa0xsTN0hsRfDgRuxbQMpXH8jhKjE+Q3j8M/ZyCe78cuYBcvqTlZGEZtp+6sHWAtp85/wAXg93MwjAmNaTJ6iN6g5Aus2oKaY+CEABDJWw7Aqop6NXv3uTEGSail+EQs8PcZlZTkYBmbU7KjiEqJbKdZaif45/UebdKPkSYvghskrqmDH4lDY+UxkCF1AN5Jtl0DHYg0rNqcgYFleelxrjwr/UhAEUhhMzf0yrAVkD65Fn2cr6e8pPu4zBHJE22moE/WK2St9Jh9YcRb1PuE+qZcv8AIXXJnEPqH2UFz/HpyGCpoF+W16wPuyq+bJhxLgwtGmTxmYGBSkKmtdG/YHEWjdT/AM+yLoGY42QCHJjMDY5rtNVAVhFyXCdi4WahoqaT5AZAFLY8T4xj1WySwUKcKZQo1mw2N73ShzTnXKuUMPcfGRkUsPgAGUkgNk/ddxE8Oo2Z6gXeDAdx6cHI3WPGoRfVvc9MntYJ6vKIjw9T41WsZd57dxvTMTRjYrKfFh8IMepNUB2+MZAi4kcqu+rCfEzHvpXeymHYwIpATIIfODATPQ+kOAQwiepf28Yb47C9mUAKRVQ1RhNOqanMrhjvSM2i5toEnhVbo1YYV+s+E0UsNljZbnuXGDMVOzdxdaKe4tBIoiqHLGKaOvw+yoMqi7awZCI6/EAWf3CO0GN8cOsNLNtnB+WLOcbL6rWY/U+4mXIjqnrCkb/kVcZCGUhcmIFdjVnoKqz3PheMxl+VsXIbQIdNaDmA9HIb2F7jIxFTvX+oAQ+y46jCLkqel9K3qhj9LhxooA5JEfx/yeQHIoCjpAbbECQqmxlHxv5KfittDszae44x0vthZ8TGQE1FtJskNRViH59WBc9vpHigK1Eg4xHcISeseQzUxXUAsLsAGUuu8bZX7nu6zYzfZSHI1ZZ/tles6kRsmNYpRzYQXR8jJbTSx+s+JBVZp0hyBiFIPUGgAb47iLk+Vqhvsn5ZFUMFn7RV1a7IU0mN0YklUQFdUA9F/wAeckUBFL0LncZumJtnpMu+TLVBrsDUZa3Nkb9PjuYwQt2oYqoFQsdUHYua0YWnswBRNNGqm1oEkYw2xpWIDKbYwMbRm9r98SothbHThj3qJqN3AtlEpgp0uu9lM7ldg6g6oTqZ9e2CaCM3c/2rtcnzv5BgzEDTxDUxtHOrFEIHjYGWAu9R7xzuG1VcxyxqMNtPsDIRj3VVBE0BldYlHuJmQTJk+GXL0hC4W1WO/RZQvqvWf08euRsmEiItQHcWdKiK2RsgaP8AGBaORW2b3Mc/qaK+Wdk17eVP1cmAMYP2vumo70MWTU4wI2MjN7nRIi1kRUSOBjmzuyGo+q5vcKQZDdtFvRPlNiGro3bJFBnxEZw0ZiILEYEzojogvrkc5EKt18Eb4mOAkcahO1GuSOSgKlR7WqgmBXQ4y/uJNjDjuY8dD27FGLl2Vp8yzClxqKNGDE4yBcwhye2Tmez6o5Jj9UcqPnV8b+sVZmfI8cEigG3Vgv7d0QTCpMXYTwu2x1LBcnRUhbG1qx/WNSxCwZqtE+RUKrD25/kxpal8lx+12oD9As9vpUtSV0pZ+0f5IoYQspiaaqynH0W+IZmWBgYW7Ht6fFZ7SzUENNiT7gEVw4fUy3Vbn6nYFr+KsQR2fjGUzWeS+MBjiELDHNRlAxYxKqY5q0OMuorVcNi4V/p6VAXBUMZdRRub+PSTYmVDrt9NloX3SsAAIlRzhyDVDANRpqNAJqpXVgNNyoHuMFDufjpB2pitNnVv2gFBVKD7BNWrDRvcGN1K1F/f/RDNqnysgGMFMKqIF+Ibr2gZ2RrqNBt7JEyJsFxsI5NNtqw+S4DKoWAEyY2HsjI7KtqplCaCtgp6MuoLWF8alizs3cAGoCRh8SSs9Of6h+eTJitE1pmpPc3J6G24WwUJJOxIGra9fVbgLNri7bN2V1uz73RWqhox1+UtNPdWW6uruZ0VKrodTkS9si9jcBc3uFHZYtGYf09uFesaqxGX5/A5RjLM+JXL4Vhr3eiXVccoVjU0NiQV1/3FCam/ikMslraK5MbIk+ULMIrkQsSFQUp1GimFAIH1lF4g0lCyrTImFYpLC2jktFUkriakLs9itWVtu/myllArce44QZC8c0x1Vv2XUCKuX3DqWuh+wJM/1Vt393u7mvftikrGRRcjSMWVUx21OzdxepQlrFuHA82YT+nF7gbrr2xYBFY2Vbx/JmyXKChW2I2SAfMwGyf1tWUH4k7oAkbJsnzMTGTMmM4wzoIXKjabExjcUUfjWvTNOtaUxNI+QKA+0sUD7hpLFb76i9m8z4mWJYUqf6ikGBixy/5B/wBl/wBD5Hl/A/f1EwxvH/r/ALGYfL+eH8J/jX/Gn6n/AB/6J5/0h/xN/wBdf+s/6v8Auvn1P64/M/8AM+E/wj9n/Zf2HhI37t/j9N5MHg/5P9E8Yv8AG/8Aj9L/AIB+n+uH9l/V/wDOf8mWZJk/6s+18/7rBP8AzWf+mCN4xf4T+o/b6H+If5f/AFieU8H/ABZP3Tws/8QAIxEAAgICAwACAwEBAAAAAAAAAAEQEQIgITAxEkFAUHETIv/aAAgBAwEBPwH9PZf6yuyor9Ssb0r8aiorpblIWHBRllSqUhqMu+hYHwKKK7kJH1GfpUeDih96yaP9Gf6WcFFFduL4HGfsWWpsrtoqKKKE2hOx9uGdTkMQz61ooo+J8SitamitL6L2UZDUJD1a/EfTxpYnDLLLLE+D5UYmWjK73rcvdZF2NbIcL8J71LnGOCyyj4qFCH5GPYh65dTnEcIqGypRnC6Fs3o4XdjD2cLtZer3vZRiNwjzZdNHhZY+m93CFGI9mKK6EPIsuEPp50cOV0sx6aHlrYuStHpZcLocvVFzercfErRDL77jF8dD6LG5WyY9qFNzWngovZaWWPIu9Mct3tfYorpsvoTvWzF6Pe9kIuLnFWNllj0uFooZ6ihsvR7+dCMvNG/+dHpwXsnCHxFGM5dKj7LlD0fVeycLkcpwyyz0ubRZcMoUvd6Nap7L3rsrRUcQlL62+i5Wqh9n10suLih6WKFK3e1zcIeqhlaXpaKiooUqa1cUVtwIsrV6MsQ5s5Q44i5WjH0VLKFFl6Pu8iyxFbKHDhQ4vX+QoyitqKFFbt9Dii5qKljFCLG7cIYtULp4OIZRQlcVp6MTixQi+hHnY4WOi5hC4LTG5boqKPIss/g9kioqWelFR/RIocWJl2emKFS9m6hlQy4sYoqbGy9HyXKi6LhMc5Huiij40JT8hvmFtQhDHFFMRTUobmhl8F640VDcqL0bhLXH2FDhQvDEfo4xHH2KGMXkY+D8EIyjHwy+ofovRiMTKEf/xAAoEQACAgEEAgEFAAMBAAAAAAAAARARAhIgITEDQTATMlFhcSJAQoH/2gAIAQIBAT8B/wBNfA3sT2WXsrZW+/gqHC21LL+aiixvck2aDQfTHg1u4mvhva/nxTMcUjXTrZY0Pfb38Tofo+nkfTyGnCY2J/HRqLMcebGWNiZ2NR0KLF8FFCyNZqNRqGkx+L8GW7VFihcli7jEuKbKj1tdRRVRW/osWRZYmPFZGWNcFyhxRzGPB7FCiqLGUejJOymVKjmEaWfTFgjSikaUaEaB4ssWQhGeNqXsTE5SsUIUIfexxwzSaSilNlxZZZZcPGzSYFRkqcXNxUIxXMoUNijSZYwn8F7blFzi48v3QluosxfJVjUIoooqcjGLHF/OjUZ8uOJuONih4lGLioo9GQih8f6T4NXwUOEeo5KOjWa2Wxuixi7jL5VtyXG+zo5jiMeUKHKR0dwzDuMvmS2tVxPuLipuMHzR0ex7GKV3D+VFbEeTs46G/wAi2WWMobow+4yhiUP53FFFGO7ydFwmVCU9FFCQ4yXEvYh/ExYFFFRe3P7RKXYrFyN7KKMOhD3oy+GxY7LGrHwXsz+0s7KPW5idlmHcIoe1D6KmtqRZqLLhMcVL5WxQihRpKKKGet67Gitty2LbQ8lCcdw0IcMUWKbjF+jKK2IQ9zdGuzVF0IUUZ9FC4d7cnyJzfJx7GtrZZizIosrdcPNFtmToXJproVH6KZYncIzLExPY1yKGoaj9CR0Mo9i7GUMxacs1ms1MbjSKEOrKhCVCYho0pSnOQo9ne3gaEXyYv/JQzI8bl9FxdSyy/UJx7ihKuTFjRnjqXAlGGUtRfIyzVGUNVGTjx85QzM8fc5nBwjgs5Gx8oRYhGQxxi2Iy4H3GInGSl8wnsX7hrgR48dMMb5PEubHHkcdnB6P5CfBb2dlOqKRyjVQmZdCdlifAmY8qMv8AFwvwdDYhcjRRSnHqM+h42eK7nJ8nU98FUUVXJUUcCv2ey6KdWWY9GXQlswjy8IVueBMYlsXct2xvk8L2+i4s1VKZcIcXGPR5HSLVCyhMxz5jycqEmhlWdHYy7nBNOG4pniXAx9TR6KORIVUUPqx9FFFDUYrU48vdHAsV7il2dGJmuIuOITUUkcDMPzD5UdGHUZ9HZycnXE04oaKhwuxeNLsSS6jzO8xfmf0fw8f2mXWy0jUz2arOxr8FfkWNIfQ8nFiXEeToaFVRccjP6K4sYsSjo+qz6jNVnYke4oqjxfaejpiY+TTCuMVfQsEaUhmbjsSKLG+C9nZRRwVQ1wfwobKOyj/wqKVHB0WyrMMaUZ4cn9P6XFlIwaxNaMszWPnodR48fYzJ0ZT6FDZXsf7GdlKX0dR3LixYni/M+R8lFHPqOUPZkihL8H0hKoy5fwLiOUWULgTMhRUooX6G+THKj6h9RlwrNUI5s/ZitmPCLhuhD2JS4uKGkKODpluKKi62e4RyPibjljlZM1s+oxNnL2tjEVD4P5FGpllj5OhsbFZyMpwjoouHDc3Cl9S9jlOGM66L4ExqKinKGUWWavY6KPY2Pgf3GXZ7P+RdDP8AqPyIQ+oXYux9j7hyx9jPRjDH6HDMOz/oRl0Y9j7MeoXR7MvuH9x//8QAORAAAgECBAUDAwIFBAICAwAAAAERAiEQEjFBICJRYXEwMoFAkaEDsRNCwdHhI1JicjNQYJKAgvD/2gAIAQEABj8C/wDxxsj2ntZo/wD4lalnOz2mnBdJnK4NJRp/8Mvoe1enelHJZkf/AAm9kQsLMyTPp5l/6GyLnuL1GpqanKzRx9dCR3EuB/r1e3+X02v/AEE1Ya+hdFifqr6EULBEDYqEU0LZcUU/cuLGTt9dY1LMu+HU14Xlt9RL9qIWhLwfjGqp8N8IwWLuX9Gfprosamho+LXghjav9MuCp/GDZ+o+GWzp2FSsuVrbF4Q9BV0tPuv/AEmhb0sy0+ldMaFi5HBXT34c96mhtUuql/gTahIthJKKbtXKae/1NqWaHuRepmrNWastUbHtNOG1y+GvBDI+klEliXwVzw3Ji5phLxlEI7m2GhoX9K+Nkz2mqL1Gn3LJL04ZNNUHU9r4LEcM9PTv6WV6Pg1wq416F+D2o9pZs92PtPazYvUas9hZL7cNi/o68V9eqJ2xniaiPpej6kVcFXqXLejt6nTj0w1NfR0JVj3loZfhX00MmnTGp9yZ9XX6G+N+DThv9HPT6Vt7j6F8Z4J9CE9C+FuLT0tC5binQ6cehp6Eri1t9K0uBzhHpMqe44qiB5mU00u79bvw39bX1rar6XyNccsjg0wvIyS9CVXY5T+Nl9u/o6YQacO3raY6ehO+MfUJ9eKzJfEzQvqWnCChK3HJtwa8FvQ68FvRtxZloyPRsX4Zwt6FLx14NRcxn/Tcl2a4Ww2kuzLRdsRTRhDLehvhp6lsbY6+pUvqmsfdY1LXPaXq+2EbGairJUJVJNdS5Bahsbyl6GJ0US/2FVUmkXwk0+msX9Lb0GsI47/Q3J24owligXf0L/S6epphb0FV9XHDbG/BKwtx6+lfgv6FvRvw9eB0l/Sj10x+nKL/AEVjvjrhr9Df0baMl4Q/poEMaO6wy+tphrwa+jt6Gnpz6M9MZ4LcFuO/HGMjwkn6XTg29ecNPWajhj6ePrN/pLlvUq4J4Jf0if0fb1NPoYwv6Uk8ccdsbYwicFbin17YWL8F+C2Gno2L/SLHTij0LluKUJ8MfSWJx1w09KxfCeuC9e2C4tSxbGX6WnBH1NsLfQojHzjpjrw6cCWFsX6Vi3BdXJxjBP6SfqGzsVR/L+xE8UeimS8VhoWwgg04bcE8TnCVjH1N2Q+G3odh9MJOxLIwt6U9MLkLGJHjbGOCSMdMJjGHuMdL0Laepp9TK9WfRaLcVsNMb4xjOGpyly2HuLsnqMgh4W9aPVtw2wY0/ShkrQvx2wkcbkblyyxgnC5bDTgsy+EssseU0wdOFi+v0mxb1OxJ3wVa9OCUael2OVlyCCWW0OZwa4a4XwuWePYs8fdhphmWM78WmF+GNy3HfhRMWxtjJPUgdI8J4FgoL4X0M+nHGDLYPBQSal2ak4a8U42eOhphUljb0oxUD6YWOnBfh742ILENcOdfPHcpwuy6IjGcdcWa4KSS+Ghphc04IwjivhGMErgt6LwvhbgtwaYWY5J2eE7kbkK7x7kl2duFYxoNkENFnfjRK+SC5ocpDsQuC2MvHQkk04INMIFPDYy1a+i+KyPbhbDqdjUZtg5IxvqXw1clqbml1xZWOqLQJxfG5JGxrwyyxA+x2wSXyWwyzwRhphpjEGhYu8bF7FPFIuvoRh7T/wAdX2OhLqOWkkTOmEDklFyYNC8jw1LHccajqeDM9O2vCmd1hG4+uFxvoduGpCfY8CNC6twXNfB7j38VzYjg1wtguNJcdxXg3x7l0bl8bngd8Jg3wkth7TXC0mglh7vgf6n6fyuCN1cjdCqjlZ1wT7kJHMztwXH4KSz0O45FhodDthK0RKwUF8bliZLkCuMuZlYdPUjeOO6YuHKduJwsNDc74Q8bQQiSU7kqfB0JO+Fi/wAmmHM7k0ir67Yz0M9Oh2qHTvuWZNQ4Lj7kb4ROEDjZ4Rp1IRYlbmuFjL+4ljqRU8GdSTQuyJuc2xC1J6CsdxtdMG+K3XhTEsFw6YSyzuXGcyw2NpLli5V1ggZJbUfQhkrQtdFkc8ErQnDsfw2Z17qSWNMhuyIQr3H1R/fC7EVotqQ0cuF9MHG5fUhkQXwtUXw0lHJbC428JSudD3WJ1GVvijCuevHL0w1sSXLHXB2seRRcnQ7l9cFBYaZoQTM4RvhlqJIWx2I1NFcy1mV4QL9SnbUQq1YjCc1nsQrMuSuCRrBFsOh2E0TJLuiSOhOg4qLkLQuQhc1yGJYpYST1fDfQlWwq88UtEaYWpsxXLQSkSseg0Q5ZbQ0lmj8DVUryPoQiDwWYmdDKxOlXRJMs3uWImcE8Fh22FIipdrD7HbqJtmn3Ox2NRFNS8MhsepLweaoS7kp2J+5Ythc0gmbEqqxqWJqL3O5Z4NQW16EbFNPbh74Lcq88LIKbTGEDW2NnhabimCZHLsWWoj3EfYu9CyLjvCQmiTQVeW0CTdyKtSxnlWHuac3UuR0vgoIFG2FPL9j5GktVdipL7ChnYh4Iqoe45UMd79T3ThzKxZF3cXcy7ETBywXIg9xsSxweSpCdRFrk4eSm+/CjyJNjKrb8KxksXa4JdizHT0HDP2L2jVFKNX2Gt5w9xza7NFT3w1O+51RbroOFcstcK1DsOH99iJWbgUiaweb9zsKqbLU/oQ0R+wtbF8EKtE0+9EPbUypFpEt3hFVGhPQzdhs6yXVuxZl9S2mEyQVODmLbjE2bjamy3GuCSVsS2vBsVT14pXyXwcIdrmZvCT3Cyuw7zhy16H+ROGyKUX16C3cGWDMps9RxuayKam29htrlXQ5beSY8CvoNTLZ7SKVEHcVrllYUYShkMW8GUmqfBCpVKL/kmCNuDLUdj+J/NuS99zpJmV31Y82hOpNcwWQsqsONSzk6FtcNCyktqNZCEtMOSIFpBl6C7ja4ImGRlHK5SV8Da68LLyd0S+hnzRbHp4LwWdzIak5SVCnXC2nkhMvr3LtyzJTfwQ1Y/wBOmFuzLVV+BzuZm4m8GaJ84dz+xlpzEP2F6izuXckxGHY8kq4v7k2M37kzYlrxBFbbTI/DPb+cZWDtZD8D7G07kMjPmOi1NTVfcU3OWk0vhL0H3IpLmxLdzoaTBmVvkmqcHj0OVj5iHI1Ur+RcMscs3HLt0NLDeCbhroWHFzlReUtsNCR7li+oovB07jipudWVfuZlujufAlT8jhQbomfg2vcU/gvc9o8uppjD9tJaruZVyntObYyXHEW3OsFx0wlwzmXgvcm5pzFP+3cSyrMXdidjTGS908ZXUzbnLYnc8slz8EnjB4yNkGxYpXbhs7j6mhMGWRpOTU/dm7Lbl9Sb/JudSZu9Ee8tVJCux3+D36DjRHYVX4FGo3VIllGpI6DqTquZp00IT+5EtsWkEIWbXFtPUUXZHQjQ0Tk2JcwyUi6FP2MqxQmZX/8Azw/5dyp9GTB3NdTph7lBK17lPUtUa0muHgm/wXI2NfA9OCBWJSgSsu5zcyFTTS81T4rDGapMmn5FsIgd/wDBZ8xFREqP3Jy27HYTyzAsyv2Krd1cnfqR/MaydeyLQy/tgpp2EpP6nM/sWLaroVKHbdihbGWxct7pIwqEovg65LfgbywjwT+CL5diFTuOl3bX2EsyfXG5T2M273NCKkvJGX/JZjbLrkNyHTBEPyjSTchVcp3RNWnQimuDK9exZGVqxqoNHlKvHBJ0IzaiTfYy3KFrHXhp0v1GObJkQz226jhENJIh2q0H1LO72P8Aa+pCdn1LpTsTMdWJpGhLp1MyJqIdP2Ksqgnfcu3HQhaGtWhPQ+Zck0oimlG0dEaT2MkZW0WvUVc09DO17d8Wy5P8u4/yTndhwO/MNRl8mmlxKDS73OWq6FOKaI0+BLNcmPKN7EIaqdt4IpX3ILSyblnD7CmuzsOG0SNTYvVbsTNj+ht8ktL4JiSqrrbgzODlZrEFl8EOv7GafanwQU0vQ7Ez2IIm3c77l/uTS2/JdNNjUyh3Q6nV8ItRccWnqiaNRXNXYdOU3jQV47Dl/wCcHmf40J5akiz+EiB5I+TMQ5zEllYnMyXXBmdTfYVFCtgmjoyz+T/yZqlrYmPI4S7mZTf5Gp0voZqatexEyiGxxJfV2Ms4w3BCiV1Oa5r7uoqYcedS2j3KtNLFqZwVJCuf1Hv8H+R80ol1W6JF/uO5qo2IkyoimzKaOixzGQagstjdI1K9PJOKRE6DJZmoZlfzhC1Ite7gnLdWJSS6EtNPc9s98KnU5hClPK7W2GtxVK9x1L8iWUSNYv0GnBdf5HSqV4HI+grR4FFVST7aDrl5lZ3EuWBUpT5M6pTa3NTIrssSQKmpJrVH9C/tEnfYdKZGo6csmamm/YVNrdS7RNKstR1fbgrT6Cq1kh0x4OsIdT2L2T/JU7QtTNoScmpzUQ+o0qEqSZIX3LUuS+b7ES66v2JnyaqCJb7kTcde1P7k4rJ7UTPMy/3P+JLU1Huj4Kn16cNbcwW9zN14IVu5l/mNLlrEaQfhouxHN+5Ls+xSklHQSskWhsmh5Y2GndsTVA6kv/se6z3RPM/gl6nK/uaUT2epDrU+Sy8sa1oRRXS/8maNrqR8zyVCpiEPL+xC9zd6nudifv2FVRGWJgl3+BtalLV9oIqTS6oVH8Sba7snPI2ql1NTNTHe5d2av2JotVAr8pm+NcWuxCQ+bTVDitZTlcoSyue45snYhpZS1BePghUllNJEHNKPcl2IMzskXSuc1QuZoy0u705ZFR98Y6kxoX3Faz1ReH5FrHcbPngkq/muOqWuxqvkUuScs/JZU0GrfQ0t1HaWibrtBTNvI6ZLfktc9/3Jqsy7sZqqHA8ruLUy2vof6i5fOhmlOnqtTLlqfkjruZXBdtdBcnKWpUbdipKpZma6bGVfBSnvsLKovdmXL9hUuhteTLRSpXUl/gT/AE9BzI5pqzbJn6a/mpXQm/MOh0yKr7HQc02jUTzQh5iOk8H6n6cvWyQqs8VdmRLfkctS90czm9pM7b8FVSbvs2KOVCqn7HNA1RVBLvV06lpTJdP2RVGa5ucqeXrUzM66Mxz/AKkroTQr45atSxoJkSU3tuWZyv4KXVq54Ox26kzYd7Dpi25qS1oaQW64de6LvxYtEFtC1Vyb+XuQot1PbynfuyLw+46qGQ6tFsLPU9NyIOnkh0l3t0G6jNRVclbERfuT11IiLGW8GWLCavR+SKbkT5E5M8qdBZokz0w47k1P7jWYz/7tS9SiNGNbvc1ldCm1uh0XQntwZsu0yRDuNady7X9yzX3LVaGfmq7CT/JCLULN3MrjWWTrJzVGmYpqaUMdVdMUrfqWVlxZt4M9nOx7hpkQo7icrwaR5KVrLgVK2UYThVJoTTYvdMUprpBz1Wb3RdvQvc0+xDglPyPlliyodyw+W3c0uUzMjlPM9JIhp9huJS7lNezH1ehZk1VJ9hvJuNZXp9hp/pS+pU8sdyFaNO5MjaJVy7Z28HuS8msVdi6Xw9RTrgpp00ZKm+8lyKR0VrwQ/wBMUfHY3b6EPV6Cp/od3+ODNfl6EZXK6j/068v7Eqhyc36UXJdC/Yj5PfSjNl+xcu7EquI2JehUxJfp6iyojLBfXFXNTLI6svIlYz3Ji7Gqeb5KZ8ENKHufxn7aNO74XTFupzRODzbMd7CTV1cdr7F9SEaXIcMcUkvKMipfYt+5MyTY1+woqWu7FkXmBP3dGUumav6C79CKbd+gk/uNwk+xpesdLajuRGGbsX1LpNQTLOWo6yJKr4GoslJzrmHNUs9rLajp03k5q1l7E75oFv1Mru1uROnYmLu7J2LslOcKpKclqf5pHDeV6Sc0QX8qBS80Grp60n8pZsnSrodDuZnVVPQvRSZpuS5aq/cVhPNL3RmKbkQ4K6a9IsKz/wAGSm1C1Y45n1ZTlOp1F+jRqyn9OnRcD8wPmFFPyiXUmQ9NSKa47Cp3gfbuW0I1ZNQ26aiYqXkidrHNS5KmpOWmXvJm2JW2gnSbZtyZOVcpEC6k1b6HLeruc0SSzmqa/I1mceC2xLzWG98Lb6SOpZZexztw7if9CN3+C9RO3c5Udux27oUfNjQ1c9C915FFXM31Mi3shUrYroKKeiwdPQl/BrqL+IvDJtGwvbmX8o3GWepLP7GadSLNjpie43VU33Ip0HEx2Ic2JTcmbbyTHL1Ii/WdBuz7omDM9S3tIujaPJZN09jkoqbHXX73+OB9yubommBR90RW0v2LOxZkVKJOSku1D6DWqLpyh1dhUxqN5YkqqUzUbEz9h/kURBOhm5n4JpohdaiG/sZpKX+xHQedW6o79yGpHSlUMcqbWIfSTMm12gq8nTobGjdO4sibkV0/I3szQVTFl9u45Tfyc9emyOWlN6y74ZVM7kNzaCmp/Ykzq20DVWawssobUuWa3QkpUGZ1NdiEZ8rkVKo5e5rHyX1fQdkvJEa6uTK6Zp6yVSn0Iy22Jq5X2Y1OhadS1NvwOlvl7EUqE+pSk/MF5+R5oOX9Rx0gVOWWbL9ORUr9Om3Yso8cOWdB/cmVcU6oc03nY1sT+xEuCEcxaCpum/VEbF6vxhS720udi1zmRN/+o1+5lTuZqvtJZ/c5nD6GulhPLoS6TmzJipqmDNU7dmXcwN0ddEdCK79LHLVL7l+hfV6FqpixZR3Lu5lrb/uK0Isl2Mub8iY3qV0Kj5Rm2O5M5T/d3Jzan+5PYetyNxSp8G32Esto9xFLzET5ZvKE86ZsyWJ6F1Z6jUWW4ymdJHCnyWcGXcaWpqpL1z8Darsy5uWzJn8X9Z8uyghKEhPbhZVU9Gy2ws1yHqZoely0EMeVbbDp37nLodxMyK3yN1TBs106FvbtOgupoR1IcKC6sTTp1LJtvqyE/CLw+xyXf5LzbsJ3Rkmo5dd0z2qT236o6PaB5lNyluHtoapd4Iqpks34g6MmrRdC1hN0zO6Em7mknu1Os2uZY13I36nQd1PUX+4ymaeUlTG0DU+exL06kXt0NYL05k9+gkpRe6HTDfkpyWfbc2Q0mdtSNiY1cWZ+YM7/AAQ1qKmj5QtmQrxuPrsR+pDvse6xLqSuaJ/9RUQu5C/c84KpvwaDfQuxqgvc5atdiJbI3kjVkNwLToh1L9S/gpimW90jNbuRTeknVF7ZbilqqRRC6wtCqrPqcup/YjY1zbRAp2M1OhefgTVNpgiMvgTp5oR2fYfToRN2ZXVX/wDUdX6b9qvmOa3SBS9yprcl/pt3IvJ06k6s5uXoZbkUQOYjtsRq+rM0x/xY2hdOprZozSRTZnXydhJqCctjmv2IVGX4LyU1UaaMU3RrYiHKNszZzQ5F26HUmpK+8mWJRb7jpq6mXmvpBUs023JWpKjyxpw+iHU2qW9jl0ghnwaonbsyVzLSEbl/bSpzGVGS6Y27dh0qWKFyjWgo03O60Jwm0QQmvJCbkl6EZhzoUrK5OZ7i6Enugmp8pTGmq7mdUv8AsKu8anJVq/kT1XQl7dD2W6tipjQvLRo76Gb+UtuW8nN+rIlZkrYTp/BpcjRLWSzHqu43TGo1DIlfBYvp1GoRF6fye+UxuZROr0RTDg0t1PcQosWbzdRREHu+TXM/JDZCkgy/qJqkdKqckUxUzK4nsZGh8i+5n2fcdN/cTqmSsy7nJUc1xpT9xOpaPqPSwm7wSpkhavW5v8ntV+xFhw7ibfmDLPLO44p5oNl4G3+BNK4uWS6uSv05pezJdHlMimiF1L3uJLPRCIzUtxYy5ebqNXyP8Dqf4Iqq17CqzWLVHMhN+4cJ3ObzZCgm6L/sXp+YKm82o8viD/UqpqQ1T16mbbYiXM7ivb/bI7uNoZlf6muhFO25/kt0FbQ/YuXlDdEX1P1IdqtIIqE1EnKoIVvg10JpruR/E06CyvY9vyWuOjK2+xzO49fgSq+6P+vUnM1fY5rxYupRF/uWXydluQ1YyadGf6n7CfNK0G26WPyVU19ZIp0Q6HpBFKzVdjLaB001UsyVPe/YdNNBoo7Cuu6QuX5ImY1NKoG6pinfqTSokbn4JzeCdRJpJELctFuhbcUxbcivqRB+CFS4IR7dylZnf7lCiqzjXUlUadTTUdMb7rUf8heqHsyE2093sdkNroKNEJXy6eCKr0Fn8TqVUJyv2KnOheIFL5RqLfgSy28Ghd/kTXK/JanW4lNvBaq2o6lWv+pKTt9iXsLycuWN7jWbTscuxNzMvg5nJU/3M1svYVvwQtzueeppmH1KlUqiHERoPL9i8K1uxPbUcS56lqYI27mamqp/8qWctJzUaPU3fcvqi2UnK4YlZ+SKWdXEDb+BWv2LUqS7sugvd4FTm5VuWj4EpIdv6i3oMq217kDvDIZD0IpX3Q426F1+CziB5qlm8ivmTfQlMikV0fxJhawVR/4yIa7svVeR1KL7lNM5nAk9OxMyR+pT89Syg7o8dR0pojlkc8yE0/khSu5loqRmLfcUL7kzI8pM1N9nYSpa6lolbmmm4m2rEPmjoZUz+xL087j/AIVOru2zTmZTbXfBXLakS5ITJs+wvBzNQWVjU6H/AB6lnAs1i6c9zddzm2w5rsim0FtIvB73cyxd7jqgqd9SnwPxhT5Khn6fwV/9kVeD5Pgp8nzg/J8YVecH4wQxiGVeBeCnx/Up8nyV+ReSn4P0z4PgfkZ9yoRSPwV+EVecKvI/+p+mVn/7HwMfnBlH/Y+MEVFHyfp+OCoRT/2KSoZ8CPnBlR8D8HwfA8P0RlXk/8QAJxABAAICAgICAgIDAQEAAAAAAQARITFBUWFxEIGRobHB0eHw8SD/2gAIAQEAAT8hzSyo6nECoRIZajNwKhGpdcTkxElQIMbY7moSuZuV8DDGViYaitiyoicQipdEaqGAqUm3xAEqYDEupYxwRmU0fFBlVzLPgMsSmXTLzUzHUzzKr5ZqOJVscMTnMEbykRMSczIxAxEsmXE0+VESuJfE4gQi1MpCGBCLUX4NyzqGvi5mGI5IHxz6lyvhhGk1Kw+KqDx8XeI4yiNQivhVucR3MTEK7mH4s1HP+oTlogxNEuW3EWaJS6i3Ccsumpr5cpcxmcdwJpLTJCF9y0fGYJqGWLkSpU3DE4mp9ypcfgZ9zEq2YEH/AObPhcv5qcxpK5i4jhGgsl4MtgxDGZuBTGVHEOEWO5XwqIaRuA1OpxAzNHxvCKXUxEOZYRqGcGRMwxKmUwZU1KzKxKINsZeJkQKj50S8xyfBgiIztC57uDNpnccfheJn5v4qU/FBBlcs4lSpZ8Y+Xqalk1T4uyOOYDzNEaSVyyzzBjMwYhiBAUx1NQbj7lSvhuPwcRML7m2VEwFg6hhmJFuLM5qGeYq1FI1eo2jK9kwLhqJUwTlja/B3M9QPgDMqVKOmITiZMCaYs/GXyaiwyyvjcRpWcZwP9RE9/i+K+NwzPcz9TjPyQgkXcSG6hDcpuXRGkiVlnpBxBlZ+A5zKuLAuL8FJcszNQOPjKMYEG0qpiRMQ5dxIDBUsqWcphg5+LbmaVKqWx1uWwI7ma+MfA43O4m0cxqoC4UwqDcuWwalNwqMpxlxANPgg+A+WAaEr1KTCC17wmzH+YJdPFHD8h+WVm4vUXEGJSKRuD9pfcQYVXUMQhxC47ljmalfHM4jMSFmcSuDZjFs+CFYyZSvgzMGpaViU1K1cSpzOQSqZhALlkKvXwpeZepa4YMyr+Ci4+TbBLzHNVA7jfUIbSxhPQ7hm6PEK4ZZN/wD59Qz8b0RjQhxcTKwwxsi/mXBi1LpmE8xeIpk3Aikb1BlGLbUHMS5o+BqZRh8Ym4mID48YB1Mk7hmOsTtDFz3DE5n8QTuLULbi0bm2VKDUsjkxCm023OZr1NswQ5lWy6OPgVUcRpmt/FQi4lzDLOMYH3WA8GjnUUpulQCVw2WzT/8ADQ3c0WSUJpGqyxXSuYMpREiYMVzkhMm5WWOCJLzLvymXERnNuJ1LqGY7gR8SvjMTEGowOJcsJhceyQzQhj2gYeR8LFGVu8TIPUmzKmTImeIvEzyjiWvEtqoKhncbTUHNzgrE1NxsT48fBcsNMHEgJzMSpe4Ftd+Jl1MBamWZall3qBm0w8+ggY+HKNI0yzjJ9KOeGyPwns7JXNbgz9SvlqBuYtS0cYnxhxDbBmLRDcVaXfxz8XCNS5hL+NS11CsVcBqmgUeYN3+odkrAPMC/C/gOjZcHXuWNcQF78zIVNrAuUU+C8WLwbdRFx4xOZduZRJpxMdxBCjxNkbvcvDLqN9QyjpoZhbESP15WxVB32agSoamuY7OYq7qKn8scW+REsf73LFBvfxdB7RsUVKhe5kzpMIWPPwUdfAxAzKqWQmGIK5lZ+Acy5c5jSQV/AHMtYgIi4C/HmVTDhZ01Ldr+IZq4Ll+HcmxzBefzAMQFJZDdhm7Ncw5oY7lyPBZAWNQzFiDmCiK4+Jv4e0cLIYKuMESaVKPEwK8kMK/QghfohK7mItRdSIsgKtNVN3x8WMpamLKMiUlkCHhdkqkxmiXHQNJmAlqITV2llxCCVBZE+ZaAzmE3Bg34AYpriX4nSV3NblHEoeJtqVUVS7xLoZt8aqFYGKM0nQepTtMLMwfl/cu5fzB7Zi3PPMnKXe/hLysNkqHR/UoYAaiVxOJdRV8TkRy4jTj4Yrjf4bMVDx6lqjJYUW8fBpVw5nBqXlKZ4laoVFIg4CGuLeIf2ZnArR+ZzXMVLMoEOrVcvpqr3LVOptzIo9DUa0b87lbOuEmT+BqJKR43LxmJZmB+FjEPqgoiJEdRrs3L0ruGUEj6liSwiphLr4AkaSqjQhGLUFiKX8Qzsgv8pcMvqcgcRL5idk6GDX+IzVMvljHJmIV/IllKCNVMpVNxBmMcJmbgQ2wjCnwDBC6YEYSsag4C8vcAe7mOnKXUalAaXMWReiOl6lfUjB3jcagUyQA5/MrtQuuJnWBXMdansyVYupWmY+pEfDlToWMcwBgMmJtj4qrEUzcaEMuLKIrJaBGLjgIlZ4g1EueBCk0hqjnVzLB9RGwfct2H7hRkfXzorE0H9xEXC/ucunEo+ok4nEQ5hGZllSLgVOmp/rTNZrr4hxDXQxV4cMuMI0wwtNQiziVCOOoWWbh7lDiWExuJKYQaAzXBFGApDDEcGLuZOiPBNlxGSCvOggVxM3EGga7IdVT8SrKcklwPtMbJTabghAMlYmhVShIHsVA9WJawH5htxYbn1AtgdJaZGJfFTiESBVmfcuLzKRi38W8R4JyE9w2gg2V+iI867T+IiV7/ABPQ9wu2WZtxO8S75qWzetRQmHcxIJ5jH0kdavtNnV3MXzHHcA5m3pEuC0Q1AfFwb0jTqMopgKIMXLeJnxHDMyKl63BQy8S5mAlggXKqFoWR1Km2AR+I3Eti1DpDTfiKl9Y7h/GHAQAQWMxG5aF2FygxEqoVA6lS+YXzvmbsGpc4Y7lxonbibOX3OR+OeE+6iv0oN4X4mWimPT+5hL1E6hy6e2C4fVRTloty9sDYULmr/c95Q2RqZJowzKGyvqLnn8wYysz4PNzAw+2WdLC2P6i07YNa/Esv/KPlPGolblO/3FqZg1AYhvvDOoVNypUX38Tf/FLbtQL3KErJKO5piNcI2n18HRuhlxGpg3jzFxCsCrll1MqjZGjSlNvvhheLoM0medXBZawiVC5RMsdBEf8ACGMwVcxyipRWHygO0TRLj4NXHcRHcu0JUujTDkIvWKbnGyZi/wBkLTv+IXxFbz+Y8bmQvRNu/UsN1+0cjfuWwni1+5j3UOzj1L5UzBxaL8y/g8y1mkV6a+45d/cutspepr8AptZTZKvkItsjHt9REYNdH/yM8pwhZil+oNzSwEqYay64mH4d9yuVHJmEAiGyIIgmyXCF5fzCylIarfSL4hrHlUvHBiLMTA4lOTLCAFy8ogtmKPuG4j/iKzOIOBl1HGUHqPcvHEGls1gg+55MUOfjRGkedTbLuZd2x2Uxw19M8n0EFd1MmqiyWJa8zSrbl1/5MWIQmk9ZlRysS2qR47nHL8Rd3KOn9So3CzkZkmGLglGr+bZub5ijiCHU9k4f/rKJoXcwY8pbiOHZNJVm4hR8HqWaguJtFoxBCZtwIuxfLYDBu0tolBWmWvdRLm452x5ktmcXA38KDa/zLr4Z3jEuPEX4zpqEhT79xzFmCuWEU6zAonBOItrqW9zI4iqZmfxGlblCIhjB5lXwynH5QLao62hh3LaupatfqLWZb/mFMGL9oTzn6grvjoleX1LP9TPF/UwcUQelNf5XCp6YmRVQoOoIuDYS4MQFUFWZYfC0TPUFwzDefhxMO4ijMLag0FyhmCXmWspglym0rrLMywLqb0RLKp3LoVxiVjNrsuVKich+5xRXuXV8CCZZeZTjHd8zulq1iIEfiUrcvE9NrzHhgO5lvX6mhniXvxOPfzFkTzKBr7jrf7lK3+ZYO6lXkWFGbFjYuOMx1uqmwufuXeafzGuH3FtudBxKdcSx4KgttlDzmOWz3M4jNVaSypbWsR/+kG3bMh+0MIr5l41+4eMZGuIf8RZqZRxCSm4X2gxVhc/1FCMczCUOYXCULmbmOnEaymAhqWmbLCISySqEZqXw+PX5xGFSbQE1GSWrqN38Sou8RqmphY54jGOIk/zy6VVHcK1Fup4BMKa4lsMZ8orgEo2lavyxiPcyYJjeswq7gUDNuIry1f6jdkQhqod0Lq0mS7Joyy3TcsTVy8tQWXQSq7Kjm1UtmFSZpr+JntjXURiWOv2x3kxKcH7ju/7mswtoUfBA/jzLR2io1F0MPUU7YvLC2ZM19wNLSVRpl/rLGmKlg53LmyYEwZkWzrLuI3iJVVMU6TFEEqWbnSNsCEHesTfEqkwUzDUoVdMwX4OJbxLB39S8s72RPZjmeo4iABuZziUu6joIk8SwTaxklgqR4eJWAcze7BgBZeIhjjuNbNQbePqKafzKlSBYz+EaQ/1MqRPjBcALmoFolA3ULdJwgASrepRyyk5xG+C5TyhNQg5i+SPJi72n2Ig/+yg1uAtlfiIHf6lOoq9S76mSPJZi8MHzLHMMPEqhrZ7l5Ro5Z7R0GU7lWTiNCFXDbn4AAxgxdKjVKGoNx5Ji4orLDWAzUrXUOIZlh1BgfEUayRUwNJs5gss3dMq2KhehvVysxGy4bQD5hutS4rhim8d6oc4UweJeDruUY7xxByLlAtBFTC4m3BNQRUOJXRFrd+JUxR+Zd8R5xK2gA9xaNAhb3MuIVzCyb9y2qq4WTJyYiBrMbPM5VLJgTN8RRfDcTwZ3CnUtxLtlJY/9lf8AuLf+or6nMIz2wHKpdPEIZdQetmOiIDFuLm8sAmRiUOYKysqlBcVvU1uWTY5l/iLMSweZZhL5XAbix8LXC25cSo8Ux/3P8ohIDV5qAdkzGo58DxG03ETo1LUtlcSxqc2lkRXiCobWaTv6htDxL7cuBUTYbjm4GYiMWq5lwz4iulCeEqjvMAwTWa1UQ7mTJuCRekFXg8ynR7mUh7hnm4nhUMtxYEuJdz0I0d/mUuFfzAOktGU6lzYV7lW2eIfczeIbOJmLGB3VSzT6QOkFYc2ktgOZfMKviWSLLxALJLSm2ODxC01LpjcdlzgNwusEDkljuNuYOyWmevj9yiSw0fE4Nwajkym4AxpqWJzGdSbzHSVS4eSov9StqXWLeJ7Df1AvXqHaS0FEFC8YMz7z1AoAmGKjyJcqsT8XUff3Nh+UwWpZGWHaGrmJrj+YLdwo7i3gJVs2sypmYMwt3RLHP2x8o0ds7KqWORluc/UwGpQ7RQvEVt0Et3HHMTOpSOmWFhF9SvSyzG/zKmtxY0Kl/idi2Cyj35jXcjcXzHjLHxKqPhm4HbuOUvqHqYgG+5/MsxFAvc2xFzmAu5lKgXGpcbylaYDBclpYlniUBd/mphuY6dpZvLCsb4Ix6hXlPDuM1U21mHruK/mU+pWCm6smYtBm4kVkGKdmp4wu1xYIGZEVm4malpioioAit2wo2nJRDK6SyrsIVYW5Rq2KJl6mbGolkNx9ExOJW3MSOJWMJbqa3TFDHDMehLW2HYphbF/cCbEDx9yvxBbzbGr5jrMVbpqYObgax+4fPVj3Eu4qal3FvgzNSlWsQ8qjTlZ3AmCH6lOeZ+MSnJMG5wSgNQtuFcwaPgyiNSraivaQByXxOA4ljemHGUb9YZVaGOoAgNHUTo+CrkG5qDfM6CD4fcF6jfL9wekMN1HYY+6g4q5XUQNsTEtrMIEC9w9/qK8PuYHf5T0iNquVqspfF1KeURIVlMdmYLfEARqBnURGpjuESh7lQXuf+kqnM8NwsX+EyqmvEEUBzMdJ8c6vzGy59kScQLalLBbPEB1iWaqD3Q0Sm8TB17l/EdmHiiRzLIXG+IHaYFyzB2RTJKMYVWMHsEBNT7Q2wspuFje5S641HGLjjXEo/pMpfMFeFSi5dziHM2amqxOZa8EvqPFy9YgcalHmUNsC8GN3hmUO/EvME8so0uIPH1LvWZ5VG3VI25D9QWtRKyM2ilcXFzUYefBFL0+4MyrNSjqYAT3AL4mixl2FmG2CoF7HqUutzjUKWIzBlVf+IZZhnIhhTL3LHEqFlwztNjKaxqbXMXJblgbtMRHUUUUMFXEowQlJRAm+oq1xtSpaEKPmZrcymWOZYtwxTyTmTF3UKcNSqiyWEGpXXN5gTT63FKpiyQpI05j1LjMpYl93FbqUK5gp3HTqWD5gXq4zFiqyNG8asgDMuqLqZcMUl3UwzKOJlx+41M3LuYutSjG2mc6lM4mDNcyznmC9oKDmIKxlqYY8TE3upYJTWpncHhnOGVjX7gfqbiVUZwmIHVoXTkjAo+LGRKapkWuZdZlz8RxCpE3SqlkVdS5bkhlgyTIMTJGybccwMYwKmv1LjzOnB2YY9Z+IpccRmnEcC4XUeTE033For8ytYhsiFHEtDMWjUQe/UvziFP8AEMBWJYMwb4x4lRiWnUUi6bx5jeZ8kXcCJ/mL14irRcL6Rh0Yl6gbr9ynj8TBqPf4C9zF0MqJZ4Zgu5U0gaupf8xZQYCMSjRY7zqX5YrXFwyaqBX+IM+JbuKfvReIZA5nMwtxS4CwlVJpExVUvsxFpdyzAZS1MW5Q5ZZhL6SwyZlkiRZwRAszLM/qdph6lDDljMVriOQjCzFic8weJWXqoFNxSnrMz7gtwwwgV1MG47TL8PiGzcGO4ww5OoYdw2L3Mgb5IU0zL4KbTTIsum2U3cL8Z5D8S1GRfUE6H3Fa39QWuI7P9T3BmR4mawy7hOcwRfmAl9QATnudqViYpnCoLDJxMTKUJ/U/SEHiZ7Jg0RE15IQD5BLNJszuWUG4dmJUpNxcy9SA4Y0aCIVfM8CCG8ajZaS1UWksiJEeUsuoMGEMwdkNRsZ9xNMVcdDibphKlJJugwqpRV8cTI5tJRjMP8pZFBcKtxau5lnlub05mbu5gfFeY7O0QwNzbDMzNPkjli2AQA+mAcZ9wa7/AJlrWYNGk1/7NIxeivcs5v7lU4PUvtGrpmWvwKhlxEWpto2YJYGpjOprB3OhlzMmSpSNjOByYhwSX1BxBixiOPccmyXTGLn4ihb4hD8GZd7ygFSy1LLzBqA+fjKrNS3ctKC7Ja7IiXDbSN5QYUG3LxQStnFAYSzEMDOREyEsIreTmUAAubMRNdjc6EMo3NSqYGYp1LNYgNmZ6czAzWYmrjkysJpivmUcPUVi4epjRvxErpSC1VLD0j2SN9Ja6/cF3OSEcZmAzOHwMu2ZVzCLEAwZl5blHyRtnmoYZ+4ejULTetzSbpk1nzEQPxL4qJl5lwcS8RszUUv4NPiU7TURUnPAznYgOEy5fc5ZuX2ZoZgOSNYVUwlkdF/DBlWyhAE1MCktaR1jjkg9odwww58TeCmZRdlKUgqmSGXMtRcs5z8OJiszTDMzLmLDqessxjZpFomYT7sRr9syx1N8oWWVcMuce5WcSxtlDj9y7hPUCMJReZQgEq/zFbcksgcwhSQxWNg8TQTIg6qMunNw1PQlx9xFjwE1+oh3McYdQzDzKsgqHWpdd5jsmaRsY0vCJTu4jeMTSzKu1zOQBmWG5m8TIlRrrEw45iW7I9GJQIEtNDmftApAmq5RvqXCCcM+IgNfcaDczXM3K+Dapg+oFNS3UrEqnGZl59TL7mTUPW4mInZzMXmcwSrzTlichuP2hmAYYUWKI8zfmZKjbemNHWY6azFzm5tr+5TVbi4Is4ePjFPE1vqICJogY35+o3Bi/wBSwo9GCbO2TuDY8z1A4t3A88Eo10kNUy/9QeU6II2y5g43EcxruUPwEH1Nn4JdWVmZMWglBKgeaAlQpsgK5TNxYixxAmsuwElE8XLARhhZ+ks5SxoCFvUO3JK6s3BgTdywuDLi8E4nQxBzO8VRtiGWJU0QFiuGpTubI0zcUAogxIpprD9TFqyYf5RojUq1layQVhBgRMVFuv1E50zJd5lrsv1E1RctzjqKqvMW3JPKVb0iXkmQ5mDzK25jhHRiWqvgiXsgT0x9RsuFCjlg1RquIG1driCNDhjs3JAe5tQBfXMYNfEX3MImY2JjtxMAe5rbtLakMgpMwM9zfeYWuXMyWFzPbuAvVw4DMKzFEvMW8QwJxBMLMQMmc5uYOU0m2sdTKmkMeIwjDua6JYlNTMTSUHtOiEHoWYKSo3+4GVj8wtdz1iJtMNMCXnDAOaTRv6nL1HH3AhEIA4fiUcx1uIssbv8AqZVkJjKHiPmxa3KxhufUoK4mxzAMvM5gBU/bDNqpz6mONR+BxjcZV8QtRABqZ6mpiBf3Eh0GBdTFslamFKxOZpKb5ln35mVxgh0MysywC4zKrjNL1KG1stc/KU0ikwzGF/1EapichmaUPMA5g1giKybgDuyU6YiqmagkLRbP8S6+EaCihF0SWqi7204iayPfhnt0teCXmJsgVw8kAU1CD5gtJbj7I54m0nBcVsOcTQm3lMuJY/4hpaXMHEu+I1W8zNu2CoIO/DM5R4hi1Lm1DJuUOJpiPJUu1WdVEycQKKw4SNwpmjzKuoZepkYEC2Ea+F3cwTMSZQwH5TO/9w4D5j3N8KeZQ2p/wmQtRHILcYJBYMNUmCPRVEtI34N3AS9Ma8leYYHSGEt7gnK3MmbWQko7yqZYlf0S1uDLHcSUZhaxwURyEyKVLXRVMTMWkAy/EK74wyWi9FTjM9YdTTMqmVzlgyxI45nJR8y+3EAtzCKF+o1e42QL4jfH8yxxDbF+WUjTOZiP8yt3jqNk3ouEqZFY2C7TUJm8TLg2jqtzPyMM8fA1K3H1KblWRKqKxwwtOZZrqLgQrNRxB5fozrS3Eu+EtFxEuKuY7P1KSJ7GaTUwLtLKNU2LfcQGmjctaOYNwbghgdCBhQ8REZJ1DMMTqg1j+ZTcovaAZalVkBkz4iHG49z+EwdEQfcsdTJih4nnPqESZ3BmJnHwZTFzuWhVhQ+CkI4ZQ0PuICzmI5coL4hllnqXK+qGXiLjZXwO4F5wRqrK/MFQ4a+oo0zZn6lNoZJzGXB5oY/mGOCBMMuMkuXC8xFfZMORrdyg1cmI1D9xXDAcfG2WDKbOZhqFjepQdo4LI3j9CI4EcwsrishiUXHGpXXM531DeTMO9rzMmWpgeZg5Yl7CaHSaa4JbSh5YEz+kG0+iDF2zCQ4MZg3zqZWBVuIrvOZcG1yl6lHpmCwguYuaRg3nL2PtMtv1C7LUrvGI0FuwmM2eZZvcOWGfqFpdhZEJXRgtSZyRqgrMrfYbleyzqBaDdj0yx4tG+pt2emK4alkrLxOj8Rt7IYmFsx3CIqzXiHFhhQO0RYNswFZeGP8AbYaNmdQVMRGb3OPcBwpjaGYlThiF9QoIX0h6OaiDyUy5yJOLB6mj+I5VgNYgEo/AKRQ4hzMfzEp4ZrWEqlDiUQ4wcgIh8OJXBxHvJrLKKCJkcTPIuuYCwpvL7mByCXoIoqOAib3fPwyV49TFrWJS86ibaoWNyhqkhfUYQVtxiClh/wCiNm4hcfUQbjNQWZlRDqKczZqZBiFw3fEZ59QCiBT3KN7RazXsYlGc+ZhwSXS/2iq+pX5hoWPnEMM4huUWrqWESvYLeWY1PRAHFTEurTEZn5iC5pozDbcylu2DT+UFlm5g1rUdx9GLmIs0Joyn0cz81RoFl06gPVm1sXEMSmHxL/I3cc2U1GU6mMplsseYCoIM1AQVkN0GITffUdAJF3L0tc1w8rle0cMAripeOqgMHfMVKW2BcBAVd6laj7mLFzK7uNWKLGYdcRVatQ2n6gxqJeVSgsCR18IbBkjVH0wKYdwrw1lDiYIoQAlxRlBHkmXEz/HLIhXMIl4j5KnGSZGJ7RlTzLNz6xPB/J8YBXlOhmYAlIVb0ZZbt1MoGp2PpHINdShTJUvSZgWNbg3u87l2iUN1EwtxAlWt7lL7FRoc0NS9KV+0V4Yn6QYPMuIh8EpHLbcGbkO+JSaK4YyNWwKqSlYFsAmQtTDCexuNvUy8yjmFbmmJUcs3CnI9wRgwgtK6TxY8RCEptEG0ermDrtjhRrcpBYQQyr/3KrlKqWMEo/af9VERha0O84j8dnUKAI1xj386le3MFrriUa2hxxQUvMWWKh5i6X4MuY5QfW7mMptuFuaZUzUAYMu7bJQYpnPmcOyB13TrmBoj0TKqr9zmHkYK9LxKjf5RWW+Li1PxCtNovlyvctx1zEUicFbPMesLTeYvEFRg10uIwCCGU4SkZ0HTLXHHEow5jSXH8R6c/BKfiVm4B3EoxNXs3BwuC6nN3b7iNZIGKOE0W89RaGdk/ByUG7jn57uAl3DPMNVUpK3Eoboc7YRowuXXfGJxB2mjdVKN8DiMgMspun3OmP0gqDpLH9oG6/qWZCXOMThMaXxEgwqUP0gjBR3FryQSuu4bu5g4jl1C1tTmMnEYyE7iPWmIzElYAWpygj+RHmAFRZjXDCIIV2y6qzACwcTjtXMnUsBgL3LZnKF6EL5IbN+5qLMWgC4DAw8SkLUShkKFvuYbLepgeuSdDQl0DupW8vEVAFBuCDtlgFNNwCh9JVTsmpYr25xMSyIrSYXQQWJxmA6FEuKsJtOAeCKyUTUrcN6YKQxO667gycwlDAQdx0wXuGgi5UruM+zinMB7Y4zvqJe6l+D9wOEy+RR/rSVCv9iAtrsR0Fye4GsgeIdueUhOFxPwOJYMYEzUGHbKLD7JZ0nmbcn3LSJmE09wst64ZkjLsFY4jAbX/EV3pSrBiHV3MmYvzEwOe4rHLcc48iXcM8oJDNl/D+RlSP4LaZqYcB7mwbrE2mB3K3EWidxxY1YMrRO04AeJVuDc497g3VwXkFEaqq7jTwmcdL3A5yz1C/ArZFXk1+IqUIeJ1P3NL35jXWhyS52fUalK+GOQ/CY88oGMP9oEgUSGlhXZqdDm83ES6dQqwMwrFWpxmW5trUV1PQNxulDxKqKFMU03KuBUM/wgItsx1P8AUxC2dUB/WZVM9jmolhvTD3X1M4t2lo8CVs5jDCk2b/UZi7LSdejDOHqMNFHrMQPhsnQOUthFW0zULQFvqZ2lO7gpOdhKpcdtQSqVmmLrrEDls6YMJolhciGynq5bYMupYsDUZwK6lCltxAIIggwjMXqn2i9iFIkjWUuWoRYYZRjMlDm1ECYhcHL4J+5rEf6KlQ9StkrDPiWsV+o5l1cVjebqY289ExWC4mglzghXMsFui/q6nbepU0eoEGKlLrfLDQckvOWmWCye4mQF/iLA1olg2hgLxEQN3GXRtww1jyw9wHmVuYqq09wMCzvcFzPdylLE14mEnOV043LzDUDLUV9fErKObyRl6uvMFiQ7tgnIffiIkB5Q92RlPOTiAclithj7o3n5IpAhO4aUFd3NVb6ZQhRMKUYa7gzVaxBuwGSoNbfSBFu0MwId9xacm/cyyMzNFmZMOe5SFqMzddkuWF4gOw2S7KUn7iTNXCjKy5GWAqu4bdsqXJtm6U9yu59QE88xblErH3OUwDuHJRol6dTySGzfMexNJsbl3mQOAD9wCu+4b3+Gb4u9ZgKi5gHtfcpPTmFTJT1DUbU7l/KaXOK0NPMsGMeY0ZzwQi2rt+Ih4q40aGNQFcQC9ZJyDcsMxdLLwQHXMcQvUSR+U2wxBlwyYZT2zMoC9vELGspWws8dQVUDoxy48pLpsJQj+YzMw5I0wUHZ5lfKd13NoY3cSp3liGfKwl0CiO5gb3BYr5mJX4lHNyoWwAQZKrgnGbgoDI7GWo6NERTRhzcSLAVmjLC2vwzHcY4ndOzqPkthlsRVsdIJYbHIxqyq44mK3SRgShzEGqVMakTmoF3O0sDffcoTjbHsfuBULeZbRkvMoUDfUwS66lSkwkIMYKiZmp4A3DqyhFSXzcT3xhDMxdVChxHnUAiy1mWaFHUppprmXcHRLAY/qCjYjUowLzEplv8AUMZt5mUS8xd2+BLhcNUxyVH6l450xmBdw5haNCYYF5RFjIXpjVlugIIEoOcdwArbCBQX5xcQClqq4luSz0zSlrizM9AI6ZYFAvfuZj9Ey6LKtSiqT3Ar1c+ZZVdTAL1mUZHMqZeoK2YcMxavZLVl4u/Mx1FmfERZYbTasL05lN6PXRg+tU5X+SW8iIUXKYmoPwoNWpIJWb0Muf8AtHV6vRMrVXXOoeUMabyfhES09ElnId0OpRZWWo+IfRPxTgrOmcAPVzvfKVFL2nAlQN6hiDH7hXMcQqcWlEUOyDwvPHmV8h3FnFXzC1csag7wh2XOBNtzD3LUHszOf2S8mjzP1n9R5YIgLdTEelxCtZVUCUUHXDTuHxrqBD4DzBQLp5lBdlcwIdOpQC7Ibf60ydRcKpixjfWriGbi5dROwmOpdssdQoStMF9VTRL2p8y6VVGo/upQV+5owXcJVL6NQZG6oNZVe+JSK84rbkh0z2ohltL/AK3AGsmGKC1eNTQ3siqLcfUwh4iX7OCEEpwkRCjYou4nbkePiNBRwsb8RuMdMSyAea7mVKirqnGXPvHRrSY2nFdzbFsiiWaLm43WN1u5a0HJruaeRz9SngGJRkcOCOYtLVNQzgjqpVsPIhmzBNPuZTaWKRZlHDOCZ0ijxmAKntxLijIspQwc9wpm9DZFBbnMqgr23BbXDZMqvhiWKy2SbY83LrDUq7l+hwJsr7lSsXpnIAZYlBG/zDW55s9YqIS75i1vcLDmW1thbacYRhgfKAj3rOYt1lZuHHEsVNsEANzFcHLcKzYPMuKBeBctAK0Fe7BvMBr5jBBF2wzFNYDzLcvtMMRGhmYbl8yoO7eOpq+FjUFRdOAeuiVxHs7m4K94uNXZ24iYxewNzcDXDGLjLAoZ3+IwK/PFS9N8nqFtMc4rKArOZnaN/iGv2MZmVphjY2JpEVXLkXcoUXxcoLa4aBCaPcwwkvmFHP5l/shPt4g+P8yys6NRP1EA87BgjhZRki2Gwrc8I6QD00YWspWx4hTd8RcDsSYlyoExHw5jDlVszNjYsF2JxU2YcdS60dPUouNbhbChwxxXL2xiEFODDLclpJyVPEXmcKO4qwYM6+JSeIVomQNtQqvgrTGrbkl4DdA8vpIXA3mKgExLUBY55HZGqy34JazBVsztA0sxAblS28wsGKcYhYNDoJ/UXc1bJWiIcI3bfcoWodpTLrKtsDm68txlwaxvESragcpuWkyyqPLqohA0KOGd+bUxfNku61KuuBKodAQWKAVBdyUUmNdtOIn2Yp4lgGWOdTJOznmWGsssw/J1LALudwWNKgphV+yJu2QtnJTG4kYZigC8uYhonPWZO4BNyrCXryjcrXrMEX36Oo2rSn8Qqq4bOPjpFmDwK0oQoDIagNUsuBU4SC5eU3M9S05RpFiFsX9ShkIGxj5iwZuNaHfMxzYhmzT+8sBap46lAt66ikJh1iLlQ3rUYEQ85uKsgvpDOJnbHe4taW9RGFS8lTAAbVLUTiYXUsniYUOZjljFyhtZvcM8gZtgN0K6RIF/HmjMJcsqVK08hLGH7Qnw0Te9dJZoaZSrwZ+oYA33L3rPa4RsiHeVWtwKG+UJUK++JVikrVweouCVyzLZ5llRg4Dz+YJn8iZ9RsLLXJulUDWMtrBkr92VgkS3FrIm0Rg6pygmsS0m0Bg3rSQaBvl3KrpSntMPKublBK2uAQHNYzGxVM2FyepYxq4LuWNzeDOYEHSiKhac3/UuAGDcbUFDL1EVLTgTLePVCpcfbLJMcYYgzcLL8E3goOajDWpzdzCCDOEPlVVNUCsIAxC8IjV29pQMlP8AEpehmvEKhzKyDWvbkgcA4uk7yDc/9KlJpkLwvnwzIfoSqaYfqZNvxUx9UYR1h2czFB6XEUEHfc0Cq1eYqx94GFhdFzV61Ha1mGC/MVj3EFK0MwbAfLCkcjbBFAbYC9iKgCQq1x9zPIhQmaqi0mVBDbxFrriqJkxh5mAmNEeYmzGUikN7wcS6QunEOEjpkitolOWUo6Z51AJf+yWK17LuBRq+cQ3AcbI00346l8pp6lQK1iV/BgNy4eQsDYBrfdxisl2czDUm0puMQZCKC3hzdyz7rLGKiMwcqu4uFNlZhMUF/Ms6PxTJEPdgeZiH9xkBka5lF0vBWYgW3TqNMaXlqZMOQrEa4QLjPLUDfHUJucNBOoUO6g5ke1RBhrw+IGODD0lRlsmOAFxN6R1WYftqVY/ctRJm98RERU4ZlBRtxyy9Ks97hZ4UvJAVDZo5l4M3DzLGpNVMaYLowfmDahCirz5hWtStxSrtviaLMAJsYJQ2d1KsdekAQCOzcLY9tamCNbamUlJY+I9McUltQp0xPJwOSZ0qXKvzH3ymtTXMMewqjiYbavnce9V/iXAxL2y3NRlVzPmEHcusdTWuhqLW9+cFa22kqNkaIqlEowDeeZylR1ZqWkujwTA5L+yI4LYqVxb0lzHXoM7Gz+JkzZMpCmg/3TgjZxBN6jAtl71F4WYEC/LuWtmLcQB3Ns8FeFR0CrYzivha0RVbOIosJxfEqyvS4Ai7BLQsMOzKpnbsalsvcaolwLTdv9RkYEx7Y8BlpBdmXaI1fMxrAuZdAERa7lFly1zNQ8VTbBUcTGYn0gnUtWXe7qOXXZjEyWCb8IFWjiIwvuAc4YflLzGGBsqU4lYpgVCrp0buFHBb7VFXbQW4hVUF3BSm1K29EQBvfHUqtuXhlErpjLwess/Q4RyiletSy4F7OJ/kSUVwIULniC0FHKNTcECrbF7P7iF5DNMCuL1DO4GuOYLZldJe+4qg13LfuIhHeIEo3ltlN2XDA+AF0QlOgiKcRHeZ3kEu9zJrdQkg7xbLySyNoCEaWI9uJdrQcvcdiNXiXK53iIoKqjGkP4NqOzYepbVy20irreLiKYEKaqcCBldRqhba0IgArqg4Sx4V8JbTt4O5k1QXcTT/AEIKBWG5atLFB8C6XeY12cYa5jMMPEeS3qFrSRWh3+YUC7oTU4nBUwhXDMXJk9OYuO3NQAsa7mL0IfzlP0xtbQvMS1XdUVFowaEeprmrdMzNALpuBqY0uLgZajXIhVdaC1ljXNBLMqXwgu658Sr3gxUrFQLoXLjep4yrbmCw0zd/3EtsNUgBlvitJtCrllDHHuHoeSOVu37mKC2VxNxc8Mrcy9HEtV0lW1U/McnF8rI3rhqC2wwOJYJbZY45jwxKOUNdTlBwjwm5vDBStesbPwBps8TQb8xDjkJm2WNVpnEFP+1OoJdWj/MW1yXfT4G3qCxRjnMsnxLFmy4Q4r6lmnYCZWwXZBArtYFPk7qXaQYu4qqWcnb6hsKp33DGyn2uXr0NIJoDRbMrOCcOSETW5f1LRpKzLMcrTiNwvDDVTHFzTnMwVXgK7j8wMozKBoHBeYK71bGUlgtsajxEV1mNP0FMQspbtCoJpAqgu+1lwylVm1W49wGuQ35mFBY55TLTYS7hrWHJQmGw9wkWQX7S1sE27LmZbxw3qKtJ+SZCVfB3MlHgXLvv0DmpdtqNdzFRptVFzQDsYGoC6oJyU3jqYl2xHmBsZuOhbuZyJvWpYIE+mYTgzUqAJApIWQCmcGWHpeJWMo4ZRV5bpUalJYUqOmV3Tesx2aBq+kLqzQuXsJeCriz1riLiUdG40Di/lCt2PlMNQD9J/kKJonubCo6nebp5qZ81BumZBiGle4opc5qM6NWbl3gXPl5mmrxs1KUrUHzLQ8ZJW9yrx/ETFi2mbclOJgY409MXGbgeIowQ/iMXwCkNltuHMUMbp0cylc9gUXF9Q0lCs8jKcUpz/cxQXK4vFrbmYqVleLzUzkaOcwUU1wDuUJ62eYE183uVC5TaCia8NQbo8c1TFDj5KiVVza6QlWtqvUtqVUQJjV5fUsw4bpc1A6vE2KzxUCl+4cn2Bqo/TTiUM68OWEuwKdIGYHBChgBhhVWJr3HzH8pZfxIsUVuW/XxACRmq7ggzyRpUKktbcJVIqpMofgQbzHG28bqcjhjOb8wV2iNljCiayXxKh4gQnncQDA3ctYdd2zF0vj1AHblbFQKCerMBRNfciFJlZMz0FM7lGQbh1DPOLlXD12QQ4wwmhKHMD3EEtvKL9UuIjoNroNzJ6rkWKgCO0QFCuk3th7mMB5qUTYmKrcCbqmDqAymw5mci5h5wF0QRiPS4q67ZmvEdDk8MzpbBQ5+Bqyqe7i7bdRaqPGKx95hbxblrMLzHnGoA4a0DbC9r4wLLzH0zCDfTocVF2ex/mbGE2/UoLUcPTDahCs1XAk1uLDP1BmvIeTubhpd7qJwzL1DU7zQhYVGWuP8AMFKjJ3VQ+l2On+Yxo1Un/YnhDitJRrciwSuSnYaJjyLjuZjVpGoEFm87o4UKQP5EqH9hLAYc7fzE+0Hn4mlgwCBXgl7XPLFYpqoW66nBODmA36whYs5S1wT8iJrsvFQtQ8OmagDu3cQ0xY6TJgMntFa9AKmYcSM4RZg2lG0zmcZXhcNIxeKyNmpdsdXP8wIwYK1+oejPSN+DObTqnQVpgGuXNYj1ButMB5DeY0fpRBJBznmC8xTncRaIxgUnzeGWoZvEZGw4xiHCvwOIzB6DUV9wS8xlzFczmybhqtLlqVjbif7GUzNZX1ChRwZW5aBz2CW1s5TEo02Vh0jrVlylhrTMC5har7g5QDtjuDVXkzxOU+SLikb+U5SL0pPBnNQ5qOwqazF7qXVW3sYYqwGfojZl3ylQTgDswjhBY3FSkN9nzMwwN/cUmINSqV5EJGm0ZGFAcewjZgt0LEBSnuJsPTxwgPwFrMA4VMnD6Ygoq00Ulk41RlUb27dSPAEbvNTFKkyeUNYqFE0lt4TPNQyDHVZmULZhjOvyB/pAHTi5YBlSt2LW20L+I31sdA8RNUIcDFTcC3SFvLXYRNo0lcENRg1pLiTlI0XRPVNFxzd2UP6RJAtxDmOA4Dz9ygLDymow01a+kOcQYYnlRE20nJr1CKpvVmo0lK21WZUE+u9S6AOnCU2zWHKwVYThnU63jMAyC3XaHI1zd5ZSbB5OZhiWFY1EtLdUS6b7Q3EZsM1cqs+ZnMPJhNO5NU1BgI73VkbYPGzfcsvKGXbK+kQXOYcdkapy3qZoF6MD2GTEK98FXFkbM8pRwL1Niqyg8RJ6iK19wmVooNQ2ZjCGh3GnUAre419QUHjMMyzdPfVs2nlOY3tw58pYPBvMMtk5eTC3QL4WMHCC++JgfHPCVbDDA9xnVeQ7yosuNmpfIqGpYuli0ZpQAwGZezYcXmAsQZeUzSNuCiI0qGQygoYeF0yiYdLShnMcS6tgFh2w4rfXTKFEDHFUsxdlzz+3T9wW9HgNkvEADFGNty/xFjpeVWZdlghp9giJfAX5/qUg2ypBggEr3KIFEgGqO05fiAlBAvq5pSqHddwxdS3QOIduaVk8zCWKmOI8NUoJVpLHviXOWVLNnEwR/MJ9MS/WYBKehE7k+6MC8hQYiBVuZtCgsI9FNVQ3LYYvInjJglIBvFcRpU04bzcK/QhmNpHgV7QJfp3FjK5yzCLktxA63twWxc+mgfRH8aBjmRuJFrfC1uNC3EyzLBvommldMGemCi7nILxtlcBHnglwNOnmV1gji+SFW69tsSrlWK+5blKXmbA/qblQpuIcGWn9ykHqzUeiaacMwXRfl6gKyLJf0BeJd7ac+pRF10NMQw8G9y3XA5JkiGtEE4DtgsbfqZhoaNymi1zYRyN3pq4Os8MbmRssHgmencSMuPjFzNVchwhy5HI4TXx8RDitMPlFfA67v1Mg9RO0Y0db4lMjGdxAz2yG5Z2GERL5C6bwRVPUQ/hiVjya1MwDwLj1WghTk02XKZwmBB1yvAP8wVZFsXmUgh5aJYB+Gx6gppnF4h5bI3LGjdHpCi8AOJiwwFJdY3+XEoFcbV/Uq2mMzynorQr9wg1cCHGbaK6jrrGmrJuLT0i2B1W4tcSOxyYcLo7ZSCu1TcSxeNAU8RRHnqBhHZy/8+EoLpvZjEqZMYMXHoQxfEJqwYYxRujAVaOAm+JdbgI+0It4IUUxrcsCtGNpfbouQJYnBV43HmmxSMkr0znosUFq7qClTHZySuhEJXKiBgliZDeIdU7zA4RhKAMRnxKPBDwQRD0Hd4mJyXC9V4lTCncvDTOFVLAEObf4ZaVOQZj9+7WpgSCrtdQDRDnqI9avfn3C3DuaQBo81ZjVIdL4nh6D/iJA69w/cCWFDWU2YehYLfhsXQSvbK23r6ggC8MtxsgDld4iGFfySrAG+cx9GsOIdBPJHWNZOWAvi51cC38momTLb1qZJUpqBnweNGJqBYvRlN4jpgq4S17xAPBfn+oFsmdkr41KKwRRe5Q3mONMLzzHg4t2z+GGYFYqYxJZUKpnQaQLYLKS4gzRVxjaI2/FDwQ2dTXMsVU5ZTBTuFhqVtf0fSWZIznX1Dg/kJjUT6MRaNpDY/VSXGkzvVla0M8m5b6WMalTV+7Km1KarEXilaOZdap1S3cI8AVQRDsdWK7jycOniUbwz5dTOzKo6rKDMJaX4lHsERVQ/hUKQYAXAgVYM+/DyQtV7auolHwYfZMUExBkpr9RtDiWe9ow2cmiK4rviK8F0Zm9fiU4GPyVy39wTEDSty1ioR45XO4jGvfEYpZLvURvC83xKpHIz3cUCgVr3LDX1UW+TfKW3EZq4FbJ0kBm65bXCChpyS+Ctctx1qmrP+zETA3cZFwM2uYytxtaLIEovswoXAq4ZiK03Zrol4HGhfiXlNHVaqXohmqGUCydLxcYiTLu5iDkQ7ls+4zLPMDSxGv6Jlsm87iZdULsmNUq1xiDUbcjlCaGFXd4la39mswoBi5MlSo9RlmZTnEzzFoXnQrJCqdJqB2rcZMGmc5iyHKpQ0H3MRR5IQ68hNREtng52C7MMLNQPMWle8YHMGocgynPQI5Oflq4wbYvGojk2QujRT9xW3S8hKwStddS6c3Tpl0K5ui1Id5zDEUK5yPUYqEpHZ4iKRZLI3y4mvFsepVy3WGmBqWPcEWNg7hr1vJcO1vcS1C19yhsFwHcQuiLYY2HffmZY/coJllR+o4Mmyuoxd74l2tgo84/M7ijYhKoPSba75eKl24+fhzGimox6aLLqAQZ9RUNDoZqUWhUZbs2VcxuO/6gVY40Zz2TfgOCLmKQKOE1AVaUwYiIv3RN4tbRhbG2G2V08umWTUOJTYmHqAESmRhuBsBpUKQDmTUdNECbTrKEkSn/ACoYZawogWIFyTNqah6lRgWxsimAy7CDbyi4jgxxDUtxnv8AvKJWmpxmHFr2JdzyUqhLFCwj1NFs4Q243RyQKS/gmEAW9pLt5jVDUxDaN4SiShjIYqdohpaE0xuqGZxwJcWiHQSxny9QKLMXRcVLFp1wu4bLjG1P9QdrKukoIcBNIFIbOdX6n9uI7Vo+8HlMTxL5NDniYC2WLQ9y/YeGokwvnbqONa9gI/pCsbpgCpYRNEReZ6YvOxnLEsm38KC9I9h9SpRTvGYloXW71L+H2yRjW3OWiMtvv4SzpCsIyeDVqetRhah21DpuWBq8JlTbTdZ3MhP7TjK4KEDytqF+sO9wF1ZwVxBSgQwvMABavKELpsnaB0LmHKANMCgw2SZwaFe4Vb5beYoa6V+IyWxzvc0CfELFNk3lVBiiCtqwV9btGGr5sZfwi+GJSmI6gAyWjSOhW9AlhD+JUvVmTy4gOur3UvgazmZcsVdkqoAHhmdOIqVt6jiZWlaQfJ07goMHJPcOLB2EbbZGCamgAcZSJrgIcyGhKpWu4E3aiKk3VUai1K+Ck8xrYNNMQJNvGuVq0R/SgUdv4jqtIrDEZqCsCWKf7IQktlF8w0imkogBH5hFy4av+Y3Sd+WDh8CVx0Zi0jBoRG/suiDcC9o7mPgSKYrfJACs4Clghmw0dYQo2PQ8RJ80UZiLFULxUS6+lzEAnQwPdKzNXCzwBemH7HmUpBlEfCYWuy7S8pnY1cRfN3pEIYF3eIWUutMWX7TGuY0KyF1EBDtaB0Z8K+H4Xkx3At2Ga8wsv+WIAAnFrMeN3fkhj5ZYibXKniDud4hsEK3LLmOCoLNEcEyZ0tzmU8MEph9wXl3ADRf6QSsK8LubWtGEargKYf5llplAKpfrBAtieNyhsu80pmkLcai32NHYRFgyahZFAQDzuZuw0e53swCQKVDijUViwwyxAEcEQ1mMMQbTtZnzKg3lcHr7/JMGyNoJcCt0ONeIg8TQgt0TY69kIN7lMlx8AZjvsYSKP2EQhSoFv3iIFWzjSIkLKw3cyjwxmX7VdXcMq9RVncd58B3CA/DUXdgotDaL4GMSxKG1fKbotid1Kj28RXIW0nEGlyPCDaL9y4UyDg/uEmMuB0Qbas2OGGgYuSohXY51L6iDwko5Pe4jlG4ahuaaMVYC81e5ZSvB6IQFhuKywTdyhr121UPKvbEs+yb7l5TnrYJ6ItsjS9xOuBw4zDPWNqBALuWOi+2U9C1ML5b8SsvueompEYzItQZB7G4HQwzTqYpowlHEzM2wESwDS0pF+C9QZVB1nNx2mrTh+II1oXSzDKscmeYzVz77dMbQeRUX1Nn5gJR1LVDknwZRScMHA2S9aRkrEMC1gyQQdcDMaFFNnbK0nfhMbvCgIiDYUnMK1drzOeU6qouWdO8I3G2/X4lhQeXzM48NU1MHoZuZ6wYDYWLlhmUUCyDmEoAQDcdUWSZSM7ad+ZXoLcCEDmzE3v3coEkK9XCoJ6a/9RLzhOJvWCtdRTe3s6J3tlq4ZZCxt0ljR0hA8G/M0rvfSBKlRlZRd6wsbfDcTMsF9ssFfrdw0NxfQzGuNF2MVLO9li6jV0tK2IeLDGV3KrK11dZjNYGTSI1pB5LcjLP+0nf5O3EL6NqoxDbyC/UsBnLDOrV8MxjXwq6nDVZTjxEqvxauGGAh7TT9drqKi9KBds7LnABgQd7Uv5e5zYN2eJUkYxRpC13hGG1iWMXB4XNul91ECaWf7nWwh2Q3t4qUm11PM6rKe4y1ZdPMyzTI1fpiFhS88yoFR+bjmmDZrHmWrAdUgraAMDk0jpDCtKw8SrUw+6+oWDWhCGYwVRsISCFwUq1sr1KLolbLKiEtxyCK3rpU29FLZoMytollDPhxLhRXRSzcRdglbCc/Z5S0UaBI01vEZV6iKZ9kaVgYTMuLquq48bhTy4QrM227vk/czdDRrbCr1ZWuIdBCuSI3PAxLTC02umotK/jmXyFV9o7JJfIx0PETCpgVyRAqI34IcALbwRwCq5rDGFaH7EVCoYB3cCOJ4xM2OhXqFBXDZhLo77LNJnlIH5OMaloplum4Yaw1lKAp4J1LaL+SRFa+5fGr5plZqaBie10Dolc7asTINiEORKGK8qg3xhp9TJXbl4IKsyjEK4MthyDBMmhg3gK/DzA+7mzcIBl+zmMpoMDErLYbXUC1yuWN5cjMCrg58RUTB8Exin0H9xBRuOTmcp+wXLELT8TEdnHW7jm8LtCxrVVKjgGM1FIoQrEElcNMXLZQpcnmWTgacPEoYnKw3ZsOoXRNbR5krhSiKA9WrBi4Jn6Y3FCiFu4tFGWW1Dw36nKIttRyveu41pZu3TLqM7csxqsf+iaSm6ii0F+H1FKIJaF5Q7dcFMvuWKFC1pBxRgppguDEshR53klSepYzK5LtzccV1FdyjsNrhgNz6MU/ct2njmAqByrmYBi6pRm/MQN2d2eZRBpRApDOKxKVLuVlWJlYApiWUJou8hLQEXiAYe/OonYHkpmlFaq4Bmo5GkBlrgeKlaVl1fEbUUYLqoUMMb8E29qbQwuW7zKGYOdSjtPXUqTTzvUvvbG3E7ErlcI6BeI3pI11c9/cYqIFAMdjGgNpV1ADxqVKTFZa6mU42nX5g8h1lkl4K6kbSkDJK1ibM8CVBJdNLGKV212xLYMnBf8AULGo8QyY1D/SPbsXOsswAHKrJS83S+ImAObohQIU70IyaEVjCIWGmiKxfZXBMTNbYXGli0XAsgbAzguPExYpiFjLU0pwWmquN4AuVYC25yt2MrqYMDDUAaDQaTLmDoxqB0GpueQHiGjaqKcEyYSleXYxYArv+U5m5iQcIGKxOHHKrOq+G5i74AXAEb2C8wpdteRDcOd1VRUosOpqz4q8iFMDwYIoxO9qwQDKiFr9h/qGACsq6RqodnM4UNv8IVFX/piXCrXQScnU7EV2sbQl3uqcVWUtUzlzcpgtTMFqjgwz+YAX5to3HgH0xS1tsXKeBCjULyMQL6QOJwnD3LCRlmKL36FQbsc6xUEdoXszg45PJMcpMDpcI7Lnv1F1Q15dwWKTxfEHiOyr0JbvjGi/MxOssolhwo7EBsTpxMnnEIbdLxRfMsworSnJX9JZLlO+pn4vyvmVaCN+zLA6Aefcfoaya8ShWTkRqjVLEOOL72VNFbDf4lCCjhFr9xCDDa5b1MC3bqIRyIfEXXJwaw7EMCsw0KW9ty9NDRLOv6sR7aIANGst5fqDpRgpi5TYTlMuG2t4nZH1FsUu3PEbMx5MsXYa7Zny8sqsYq6ELl8sblTx9zTxd2/1KpEDe+YlC3iIbwFTLUtkdQn0KZfaYGpbEb0YFKfmKMF8AEVOhJk1HUf3EoC1VVfSVu2sCOYpaJp6l8KJyYYVL2/5QoobGTJ9y64Ebto8TI6o0diZjtNaKZuOh2cEajwpITkKaNIvKqx5RB5ZYLsoKopDjKkT+ktXKoVUp46OUtOGi+yzKI8o1EuqDm44d/nA4LqKMfAQzG3JY6pMiWt7PNdxtfZnL7gX5lgDkwkDYEFDyYzO1fhKDam1zM2NMqbhjevRUGlw+YMkyzl58zO83ZqX7LLNJXdseH5mVmGjUYmFOVJWwCyQBdXvzKebwvCAZNvA9TNbGPMxVY5AYjGPUf5jnJQ28S6oMuIl3Lj/ADKQ23yzEIWdzNmMhiFihjUr8xOqo46YWQAO6WXaqV4ZYZssxC49ky5mlMYMg6VoZ0AZsKFB5Cm759RJal2GF3+GyzmGdUmqig5Ic9ZtSUGMkwL7BKUuX6QoEG8iTPL4VlH0nL5dxvwn6YlTyXxEBqv1mCdt/wDplmYO6vcqyDJjgm+qmGMXEMVbPCFewqaiTl8Ix7aaGWLAXAGOR2FzDhd1BuAmxrq3KqBmy9/cZ9jNmMSsBs+zyRGQcaX7gW5S5PJeNy8wxgDuay1r2hpUPanJhs6j0SVlYV6prRFzthj/ADKCuqQ4MK4OZi6Ky8SoqMW34mX9GQ7lECJX2mNczHIipi/NHiGAot4gFoLL0yqOVd2u4AVqEK6h0KPS8x+MNeICaHGbiwhHHkSppi8EcJCmgZSv7g5rvmLo9VDC1ZyrCRTY6yuwsySsK14e5ajM5pzChsddZqG/CVpzb41LsieDO5RqUGpbjC6A3eDi9SriF4YqJnk1fDCNhfn4j/p8Tb6Pjf5k/lT9eNPijT7Tl6R/Rm0f8/U/bw0+0dfc/d/xP5vgt3sn7E/un6jD9Mde/wDc/wC7xP0E/WR+x+B+i+ZLj0Y/9e/hf8PmfsTf6j9E/j42vrP+Lz8v7+z8X+gh8mG/2n7c/wCHxD+BP3Z+9myf65/PNfWfqQb9sNvgf4zWP4J/MmnvD9JNp3x+nNsfwz+Wfpk0R/DhojXP82fyz9Z/j4382f/aAAwDAQACAAMAAAAQVGACVARAwy77ErwaG5nPH/KvlGi3EpmyFPTwBtZRY0/EuyvoXYlH8e+6VTnKVLJGSmtuW3t+QQqUouKcaYu6sftupEbRCVO07Qc9lBpnXaKzrHTNfzyKDfOC53uHJJcThzJzU1mZrMyNmuP8estUIiY0MQzxLXtGRo2FdUq3NLdLKw7bNU9G8NkeJ6OB+k1L9IoJn6tLkF+BZORcBaVSJtS1HscGRWlcmGMd3x/mrQusc5NkHofmX2UvUagExVdAVI1Jzs7w5dtIN/jRY7XHZ+6HKiOHDJZTTXwNlPjW8sjZgYRjJQrwOHp0k9R6/SvcOSiZYJ7EXMBP0rHLr3xACNw9JGIeUJ0FdYWW4U82PHJOP2zoEp7w5xSh8nySeTrdO14H08UaUeseqrysQTBbdD/fSqAOcmj30rvBiJG/2eT4raVYa4SEr8Iml7gzB2oUBTF5ZNOZLJRc5sWwZ6rtTIIa9jYr/peaPvGbCPKeDdDVT3dSWo7AMvYB6UmMfn3LHJjIxwpJV0SZtndLdZ1lNrCygZGN9KOQ/uQfcuwrkjuQVIU17PHEGTRXgrBnYcDQNYjiZLWGkSgpHLBrfzFC+q7NStFcIJgHj2IK/wDtEIlymfqpf0eU1yoM7Txr9lOmhvPstnCFV6hcU0PRdn9XTYQXH9k5fz4G9XL8goiUapYsvIeauiB0nKtpE2u6JXggVAULOtPa1glT52GaHYlBFZK1MJOhc1BXpi/WeyLkMEvkq1vlsSSbM5BF1lGbt2QvOo61bmIy8qPExvytiTZ2t8cT6GCqBh4afofoJxxDdQkgS/fdl2FLEbcU6raKNW8k4TaauocTFoAINWx8JZziM3BgSWZrvzKN6c6cPPxEdXIKBSIIN8S28SioAE+oFGo09gdYnMDAqdjgI+4GBGP+dlS42Oqjc287uhDz7vISQNBn1XfRFP30z2TZpMgtEsftnfADBzuB0kr+0Hhb5AQS2Rw5vqmvJp3AMWarHdFPdQcNIzLyajHzzjLGC0QnMezmamhtw30XTtNLC30wZrbEJ5HEUUacLhLtROvbWLV8FItzvbVv0m0EovseskUUjyNzjzlj2CvQuweW9CuDXBXak+bZB/N0zZZWIdY9mF1GB/597Wl4mYhwVddr+UCFewgcON0vF5Nfcz2XlbUXcIGf6O/XExagUf21zwJxFf2faDORL2bb7G2XiYZo+WeaqBC18FNTEKLvgLuyONq0aPfNQATQjmKhdaTSWK+latob7yOwKwSsJjI4DK83SpQ1OzRvQ6+cpcLJBW6PQjuI97pWw0p/TREY5SbKPOBJQHhDy2VH0Hag68LvNiCaKljUbAMSbFHcuxMIfxhtQvjXSX5Pke8ZQgMUmb152CeLU5/d+e9AoFLEbTv3585FaLg+mqBzdv8AM5/8NZL0I96yLkmwh4X4ydEg4/1zQyzRGEBtXiPivDQjeJ2o/FdOvS9qCaNgluDzAvaARKbbXhmIEoZrg6DxJZBKyqTIGnbXDA7FwuDQzx+RzByljk2fX1qkv3V336wafXoFHsI85ViDrX8q4m2qf4D7wSE4YYlf+di3C8mXhM0IC5Z6L0CCF76N2OL+B6N72MHyFyHwHz6MLyGD9x9x/wCCf9eB/8QAIBEBAQEBAQEBAQEBAQEBAAAAAQARITEQQVFhIHEwgf/aAAgBAwEBPxB7Y/Cd+fv/AHlnzv0z7vx+HLLZOf8AH5Hnzy36xD82J+ZZ/wDF+6W29g/4234THzLb2z43WCBk78Bl78yzPgcn7jEwmZ/xlltn3L9/59nLG7LFtvwY+fnzPmWfPyG9sbMlGzn58CcWDJj/AMu/M7OWf878z5kkQ15J8dIX9tlbW7Bvt0+HX4jAJvNy3rEGwbliRy67NljBLb8bfhvwkNjTcZE5n5dLbNtyfjJEkE3T2OvbE5PJ+fIUa8IBY+zbBtD/AJDsPPg5afCSY27G/t3fvgN/eB6LV4/LGeX+zttsNlkJIfl7FtxfxJyEMPYB5aE4kOdkvkrbM+eyfPLb2xg/sFn0wsMZ7P8AHwB9fDnwZsLCCySORY2jG9Nn4UpRye2JBByYiy2PjMTLLG6/AWfDMywktZjb8Ae/M+DnxttpGxPDS97etv0u/l+jKLdOwYx7yyZsi/J+ZZZASWWWTJZeXGHw8+H+2d+jnt1IXCG0fPNjh8AZ+HsLh3s+zhsgh8ZZFyY34Flk2TfsMkh/C7tt4ly2xbyXL3349LUlkjLveQmW62uYXqHz4luizkw2/T4EHzLJPj2Sb5e+z8yyzS1HZLjyGW6Mt7ED+E6itcPC02G/HP8Awp/0fD5iWfFuzDkWQWfMSWOS3FsyxhB+wEifnwNWAZHwufN3JefST9+i22/J+Gw2/CJalvbXy1tu7c+4XjcSHl1PJWbE/BnpZ8t7Hwnv3djsAFvJs6tttmFrdj5kbtxOPxO4Rw+PLZYxeWkdmLt+y4W8s7Cz4wfG2ITafE7u/wDn2bctYX7ZyyQsyU/ZIIx/vwrcZay1ghyexN4+M7E58bf+BztnwlLPEMthFl/nxO5J+Ty12YC2X/sP5GwbJEJdn2OWbFv/AB5+M+bMz8zbB2/KX5jIwyQJxZHz1O/Bn49fLpn45k63tmeR/YHpDZhL4TPksbi2GxKW/Hhb3rGCxYfEH56PoZ+vGXu/Onk88jZnyelq7sDM7GEu/wDGbLkPYY+5BYLW9k7LTZbZlhRiY9+eT0sje3UOTwhJm85ew/yeMsMTueXUkR7PJdhkQ22bN/D4aQuwgXTGT4uWWkOQ+HbJY/sdWqRj7cguh24mEHMk/IG8vezxlJx0l35s9j5jPJMpjX5+x0tt1tyydmbwnP5cFoYyffcMu9vyHnllqM/i3CTvfm7yYOb8nx08t+eqIb/za+M5f+Qpf4sfb1JjcmSOlo9uLJ17aWDy3SyIyGbPsKQlje+2gy95IbOZC7tmypwh58LIHN+48fPy/Pg77PfJHJPUYI85Dz4bt/7YdnpssbpfsDN2eTMNkv5L2D+WSaT5jYlrYf7ecTQHt+fGX2H8jyfLxZyJP2TTWEyyWz+XcyAey3/l2B8sTpdskmDGAbb/AC1meN7eIw9v6bZrcLUh78jMYMtw266Tqw/By1BkMz2/Lh8JyFy/8kW3OSWZ5K7YPbhCsu+Q47cuJvt5DyF2295IkBZZjy4hZtsEgdkuW4kVuG37c/bG8sjybeyDczt7JH9u7pFPHY8gssP20Hl38uOTrHkNcnkKvCwGx/Iv7bLm2bPbhxuQbZrloW/hB/Z9wjn0o9vyevxssLoheMAQtwt/ZW7A5cOXr2VHJ/V32dgx658Way6k8d+ZvY3dsgZcDy5k5mXP2WBc/Wz+T/UrNXsHL8vy5y5vPh85Dk8ZZbaZrAlDmSuaw64zp5aXZ5yWkkJOtx+fPyWmThJEXu2gXpsMP5d21OvZz8tyT+R57ax/qGMp5eJ5CvYP78XDLP7HeRi6y/b/AMQ/kP5dOy75aeMMf1DzYEX+kp5IlnNg7Lz4YGwLgh5Fo2YRyzvLqbdEgRA/bW3EPZee3UH7DNrYTkruxKF/5AHsOftrb23vLTZXb/y7AztkfJ28kn57GmdPbV7a7kvZD2GX7AtCxkA9ui86S32P6zr25DhckJ8+FJ2HYLj9syY2dyBidQ/tx5OIJO4y8sBtx1jnS6ZCEo8sv/I7Ft42f5Obf7IPkZsnFvTluD8sLp7AuLwlAOt0J0lf6LxHnwJ3O2Nl25APNtzku9b2dPb/AHI3NJ4gHGcs2omjCQG8bZ/kr4EgxxyAvL8ZH8gvk16zyWv+T/iXZtnM7YPLcMjHp8bqS7nLd7J+2Ft38v8AY75Jz2O7lplzhaeyYR3rYejAidySGS9WzywzJW8wgmvyxXGOuzvEG3Jl2wxP7dtl0lj+Wlg7GLcR1yclmkOJ8X+oOaWHkLLByUnNnrZD2/hJq6Z8AO5dbQ7GLyGnYX5ee3X5GLdOQ/J7DXs6+RqR/C6GLeMgCOI63jZcrgl3l32S/kix5Sj32E/SQ5DsKF2QZDqU5fmPkgOFt9k1uzjKwyfk85cP2Ef+XoJ9tbjYj2XLxuBrHOSN0htjv9gnLGYSCRVuw/CWyOXOWFhOJLzl6SGX423j4O9LeRocg92HrZF04wLsv8kR7JJU8tt46z3yBL+hY+ybfs+x4z4fBvEXuPG9343jfq8LwTfj5PS/P/78vvx4Pk3v8/F+bxft6Xufv0/V4+PxHl+r/8QAJBEBAQEBAQEBAQEBAAICAwAAAQARITFBEFFhcSCBkcGhsdH/2gAIAQIBAT8QPckxs5t3OX/bObbbPYeZe+W/Pz2DJ9gN5fZf5DXWzbMtth5fYT7YXv47aEtsNoZHsdtS9hey3ks4k/sJ5b+4vsYb73838Dbctzn4C6/BPHl3/wAQdsB285PmxreQ57En8svSBLU9ulqewa7dRqP6lY7JlvyPOXpeIW86yWf93xrP1e5OvLZpbkzsxs/qjAEBOzu8j/bTYh/IHIMv+2XJI/l43WR9tH2DDlmXB5IYDvs8gjc1iXYDE8YY4Xv4e3X2DI6yDdzfw9mfP0ZZpa9Ft+Q+JanG6Sfhutl4dt5JD/bNLOeSGFp5BOtpcPzvp+HEmbduy4siRlY/tzI1LWfLjy0hNnPn4T9QLHhChfY/L0r7TQ4kM98vI3ewd215kC3nJTHWnydMWfZ4TuQ9vQSP/caSbqR2Q9ueEJkPiOEcQvUZY+QW8uf2ZsnYMv6fgixGMiij222/xeCP+2DyPiD/AGW9nkX5zPXkKHUuyE5I8QOI9rxn5huy2bU5cOQW2uvWHH8L5Zf5z4Sjy+wjmJ5L7avK9mA9vXIcLHLz32wb6XHrKByw3HGbUZ/yEtm52USfS9ch/knpIPJDAHI+hafy2URNL1PX6k3YpoYK43EWyQTq9tfl24kmWjsIcYazMeuW5dyhPtoYQ7Mf7kTSXDttyP8Afx82fY8/H/LVsrDD+N+W/wAlH9WDYjfF/AeLrf0jLJ/yTXlr/YebOLER6Twoz1mqIgp7xZN3I8hJkfEvkLtxy22dvI/P9tmIbYZeSsHsjRvmEQn2MPI9v8XhmzhGFzYJdIw7aFkoYMmODfxwxxdLdYyyA/PbLy1+Xz88tt/DkN20jfGfdsWxMlh1xg7yHdIR+GS28Mgmypy39bf6t/IjTy+iW/g7Qj2I0vI7+P4v4ls7C2DZi21/I3b7HbN8jNyOekYjOrqHvZZueT4M20tbln502XEKtfzxCFiNs/CYvPx/M/t/39DlmwfYNMZlDB1k7Z8MnH+28xlL+rXYFdnTkdmNp6n8erBa/Pxj8TeRzq3PwWT+P5v42hbewGMQWWZeopo+28L2AJj24JlgPbC64XHyGukj2CLDsdvO3m0IJZAsH5mtnbZ/D/w9guJfrCZ+ZuD23sRNvbfcD7JrfBj6JVOkqdsdsHk/xKDWdHbpz5ddsEsIHJYLHPwh24bdLbWIj/P3yW23tgMvezskxyP6nyGb7HXcu3hcDW0OTDjJ5uEf5YHsvnImBwluPwNl/A/X8/3be/h+bNtpvtBly03YgiKuRq24l9tTXl1Qgu9EDuF3zy12LXey0JVAlndvyT9v9XqCy+RcMYas/H8ZaQaxeQTk7h2oX5KT2ON1HkhDQI45G6rHvJPhZzWx4yNh7ffI+r3pYO2eJHHS0j19vLrb+PIeLIwnEn4ts/xAsGSvJfSfYMsgieK4+WRk87aTu3ZIIwB82yC8IYbbl5c+yQ2HeyocOT8S6baM4s20Q/j5DWGS2ZLGywIxsPWfIGNritvAy0x/RqScSvssIJtk8dh2DX4Ke3jpCOrdZCTYU9tU43pC5kh+MUIbCLoy4v8AlnIMm2xKMDh20Zt7tijCNEgSEgzDq8jBfBEnZuaXl2/pdIfk9/H1kNLB8ZPZEdumzyemL/e04hsJMIPEHMPk8fgDlnZmhyxnfys8k+wOJC3YHr5OB1ib+TR3ZfsD2PuJ8jsCo+NpxvDduDp5EmkM2pP/AKuOZYkdwPkCkeZB9hT37P4G7rfLLaH2XJYLbuM8ntyluPZVgcXWDO5D6yT2Eup9wheZ7fc/kc6nNvHZH121NtDZtPRaafZQ5/YjjDHsw5Bjt2rWljAZHwhdkh2VTnkB0g0sOHsOusQf8s/PSBD5mDs+Yxg9nDbRnbXwvHLQwloHts6kBdYYchhY8YPMsupGBm9t0tgrZnizHfY77G4Q5227IjpD3/ZaDfJccZ82DiwOdgHkTNm9yLqHzYAt8naJZO38uGPYtC09g9Js4lTRK+RXNy0xHQyccCRP/cbvZzWwXS7Y7Ymv2AtuXLpyJtGgWOiD/wBkgEnc2OXORq9kmrkKOyI5/ZfyWrtpG/YQ9s7yH3fIYLhL4shsBH2PYF7bqd3loPJwzpltjBUJszuwnryO8CKNmvSyBvs9Gddy7Fy7DNtxj+yp19m9PzyFg7A67bqpAP8AdtuQd5IcWQTID0ZS0gjrPl7F6LTWeQ4zj24aXx22eEuoyxULXU6nITEbDrK9PCVcS0nbW58tziRqF921nbsfgDUZANvntkNhiqQcL0IZn8kDYHp9h0Z5L6QOCDm2/LUMJYCw6qRHawmk+aQ9jhGz4+wvHsGH+F9ID+o105bMJuo0axp1PkejYMxId5PATMqADfAuvSEcQj59loWrW+78JQ8k0FjP2cJHLO9NLBxhiz2I7OHboLMMhFlxfbhx6v8AFo4/biYB8hzkaH8tUROTu1ckQMsfZDLvH5DyluMkYej2B8G3Ds4OJc59XY2GsjHsjn9kXOwCOmeW5q0LnGXTYF4O3CudXyeTudhbnyyJB3IaT/bD2ww2GZ9jrMk35CnGWGjZMP8Ak4Glt4eyzw7C6X+4FjHh7dsh5ftmlvpBmvZDNLO85trxawsmq6pYKH/5vtOODyAXjlg6NunZHkxdjwEN8szLcIYBvJwZGC5Ng7rYeWFoI7IcMLxkjmaWpxtDG+i08gg5NvLTizqwgbsHx9WA0gPWy2N11Lk6R6ljl4Xa/wBhSPOQT4XPR7CXGU+XuyDvyEOdkkxbAuD255auo/YOJLwjfLM6T/RIHnL00u3b1jyz/wAXRzyTGxluT3v8h15DOv8A4jRai/7G62Az/ZNOy+WiyBT2QLxr2eFvLfBO4wZ9nBHkKckjm33bUefJAewch77Iz/TEMJLyX/ZPhI24cs17cLR9n4jzNlAleWj2xweybjaMbq0XSYnZU5ZXVkYwVjdJOOeSmc8u/YPmw1pYOMqvCb3PbjiYCdjSXeQa4QOFjcvIxrJ3V7A+R/W12wTti8kR8h17fIew/C65kH8knPkB5A/93VjWWPAnLyMzEkPyWhkaKSld3b3yxXGzwTpb+2Zw/tjplzyPMeSRwnvticl8ITMbHnLDhYbs+to1nSQgwg+kdHthJDYadse3Dkt/9u/UvMhQDrOTWBuWuLcf20DYPdmvJA7BeE6Scg6ZZrI1/wAveEm+WM9vbKMH/YfWf5veMR9uhLmw0YR0gw5cBe8sX2xD2SQKS/2T5J9LOWn0uYYJ0+3e/tGvJBAo2E84lm9+Ww5DXVkndsHD8iHHkkwPJymsjvN28Lx/7fEzw/8Ad7P+/wD1HqfSfZ6byXrfT/3e3/gMeN6fwvr/ALf/AEXj/wCZvgv5er3PDHl4vL8ePx8L0vS/n5Pi9P8An/8AL/8ATf/EACcQAQEAAgICAgEFAQEBAQAAAAERACExQVFhcYGRobHB0fDhEPEg/9oACAEBAAE/ED3ee8GBy+MJs/nnAFBsOsX2wgAmveBBMdI1gDnAh79YvthABNe8YkLi9Nhy0O2B2GsAmuMDl7yDpaYdnVwLpxnDeRyP5x+Z6w7eeMNF9SYC8lwBHfPxhs855GvrED5bfGKQMMsWmJBd5qh7xWduMEciH5zbPWCvExlSzWU2/jBgeM2O9us02zG+ZQ0+MT3HeBEyj/awAQr3jLzv3vIdrF31iGg43Jjs3pOJgvGvEwIVxrGGu3Bp7e3PlPWOkdvPbggFk5xbDl4esBIrp1TxhSnQM+8OQ3oO82Km+O3ENk3PqYGk7fOCRApx6wnonOJjpsnjBIe+c3nZmrgBCNeMoRe9nGEkTR31iZ884p061rrDmbnLjNGvxnA7HZ+mKCobq8bzqufWsCFFQ5ecCjy5rDzvC1huS4B4F7cV0AmdB17xNib5uM7xkCae8JE5uTwDBTG3vFRO8Z3jIE094SJzcSz9MI7mLR4xUjEAMNO8Xm/LcVGstfzjy84Ng6xophR0248G91zvwJhUA551iPbMEBMqIcvrBGxPvAopYt3iDvvj3gkjeLHfPWdDveK+DhGLu8uFEHvnKz93EGucGBNo7xIedxbRx5mXALg1enFb0ZYbp4xhwfjAaSGaBfnxgaOOTCjU2+fGSY9Y0KcYOx58d5dgeG94lQcL94AQ6MC1ZNmAQ3NrgizbiFvR84tU5nBxhuRgc4rslf1cseHS9dZY+rx1jVDp73gSgcXeBU64+cVo76dbxILy8mLU7lGOBbetxxNzqvOTocabwNT3g2unSmTAgBN4gVNu56wX03r4xw3w5yn8c4PkNRPUyDtPjA2Tj1m7WnnzMNrVXxjeBo24CryOXE9FfOCMS7JMu8TWuMs50xepXzhAuRQxJJnJ48zFNmS85oYGIOK6AMAFS5a6JhAt46yiw8XOXHWKBN/eLQpt1hLtfeNQacluT3ggNvFwbqPxlNJmhXfPxknZwFsEPnDDxgsjmgsm64Anl4xNAuQ+XOFMZ34wVAaGBaunr1h9m3dwOLiQPRWYMAyPjjGKDl84iFb8YdG17xrAY/GBEiO8JOheZjOzj84AOeda25NprkeLnWcaAHfrxkUmrzgDWr+uOb7fGCIl8+cStWC6x0BwYdl/GB57fPjIR71biUk55HxlmGg1M11CaHxhcjreOAzjj5xHSPeE1LcuigpNeMHFTkPeCN2Ho1cJoN+OjEI3l3d5Wpd46jp1OMUvQf1xiifgwicj6wmahK5fDnlfOGgi3vCIm3vN7yPHjNdluJ02ZuYsiYaZFwbiRcgiOQT11idG8XRPrBFHGeVyDl3kulyjWQxepXJTffjLBzLgjy3keUK5MJIeXvBdg+8qCrdTIM5fHjOarhAAJijMuGj8zFnDDAhmmVJxrziTeF61kNn25BscVWAZH0GJUamFSrrxkGrgVDliOITDW8YbfX4z0QuLUNeXziU8Xg84IVKyhnGNHGNMfbBEejKXWvXGFUHjp6x6vWE35esbBLvvBQoOSiEXEVbrOsWPGEMQaxSgg8ubwmvRgg8JozTb7mBBhvmTrFkRFg4DVt84KryMdYKXgC33lK67wFTSho94ABo7cSbZJjTwk4xHNn1ikBtOsLqFgGsVA71kjonkwvgPvAV4HrWGRSnnFK6nbgFnHow2U3i8n05Tlx73mlvJJM+nxmhho7w2M1mq41ejIC85Tm4p8suRejBEhPMP3xLazmj+2BUB3XkeMvlzdHxjNFNbyAxDW7rHrSGLtWjcxRnAE5fDM2bTI3CPk6zTDs2njJrUJhoin84VqaPOcdqxw/HWcxxrQFx0cpnIL4wAMwj0Ecrox7pj0HDR2n/jHvKL+MAp4znaOEl0XGy6vGEqPoMFwUnLkVVLgLS741idjXtxyh16wCvNKDkzp7LrEQOu8RI8PWKJJHxjLpHhh0Y/OGce8q1oHAKlnL1g1sLy9uVF4lm8Cw3DaZCjv9MBonzM5Ed6MUoD6TFCWix94mXaeOMsJEP1znedd94ttEBi4tAdzrEZt5wQMeXFAry6+ME0nAooJreJdKBMdKsXjFs4US8ZADjzgSI01zgHDN46l0MIZqwW8/GaOZnQ5mKBeM0a5zTvFA/gyH5y4Hy7594QGDprnDn4Mj0MX9OVttH3ceDOofvhC9cHT+8bArvd/GJlQ8TEHSQ5cJdPXziUHg6wAoMn7ZX2GEzddYANfthRoxKHnOGOjW8grMUw65mJRLrsxTcezltiawl1cZxjrDDp57cKRNtsxXDn1liT3minHozsi8HrEdDxia6PnBesQ8MsjrFD57OcVuKvfWKF484Mo895GTorkwq+MtAuE3icvOKAQvrvICB876zVUb13iROQ4neOrymgwb1cndgWS49q/GF6Bj45uD0VTtwptq/ee4OsLvF3gpF1lCC8cb3gavLL5yoV3K3KE63rFNBo3OnGoaZdYLWvch1nALwzJdOuDDsOUPgw0Yr3zjV8eZindD5yYR5+8E6bPreUECv6uKnY4F2X46zXSuWFwPGart+mEAgnjAhTR0HGBJTl05DTb4xCCjbtw4+aRhZxHMuHSjkpDY5rErkCGIbuNlUMQKNzWVb/ALN/nOB8SofzgGgHZ4mKxQe7hIM9vjOL3v8AGXQ/Tznj7eJj8TlMtfODXk95GTc59Yb1pwbp66xwxm8kK/XBI2HGII8cYOhxiGEfPPrAP5DBkZ+c69yhvOFvGVbVyXV/TBG3fzh4H1hu299YQ7K6JgEqMNYEKBV3ecM6h8DgpZO7xiQXT56MhibPOIqBRlzfY3+kytETrrAjdTy+cYAGvNMWqX3C5R28IcY60D2d4A751m0qPLesvWvXrFaUrd4AivfXjEojna+8G3BTe8ZDZfu4aKL44AzyNGuOsI0HXWM5G0bhLcJ5wIF29Ygl3yzhcNx0GuJgSPwwBwr8ZYLFRhMnbj4OcagaWfWCRBzkB1d84hCO7lEoT1iKjTxk8LE3PeGya3tNXApDzAlw2EW+TBo0a1y4mWJ3OscSKt4hiybi83I67nHBgMl08byhiW1gd5Cu9rg4Cu5jdh9p4yYznC0h11gsSpyO9Y29EJw4TarzhBVus4LxXjvFVDTcpTg+Os6nEhiCjNYO4fzgaxjkXAyBXeLAn3geD5OIvbGHxcFFrCa+HOCiNfGUN4NgdYXnrGgcvOCbXAATszZLrEORj87fPnN1GesjHDy9YFNtZxMCbN9BrFsBHnzggRLvjEqBel3cSFB8KZzNh4NYGcT6NOL3YekNYyHO7cpAK+iGXjg8ipigPTq6uXnXgvGMNNrx7xwjntdYgD22+sVoigW95bThxlOSvMxBXtkmGJNXgcuo+LrnEltpucuMU3brv4x5nFikKym3GMb2lw7Ah27xKkLOLowCFhDR7wF5cEGqU25zA3R4xu0VH5wkIR8ub5YeciI3M2CdYg0O/OC4LHuY2TbY4wQSsFZQwuAgAYElsNvRgQFFJimkABHeHoAoOVu2YEAAHGQFQrLmkFfM1lhuvDvADDfQXFIizw6xBuRym8IibVDjKaImEiGqIpiaii7/AHwJaU9GNzp4feLt5ctI7nNMh028rMGo398elDeQglMVYk325Xlo4wZ5537xqii6mCLuZYXWCGychh1EMTdtuUCpgekuK84L0+8ZA/jETh+sJt5OsvhzhfHHvNBdfnHYTQfWLoJW8vWLEFrHHYa6Jg4Y+Hkw0E/SZxTPHTFGxbNGbZGXvWe6czOgwKUKesAmso61kGD4mTzHM23jlSJs3iCJpyy6SPWMJy8KbMOnckMUwQD4uPa8D9YMBa8zK6WL3hoGQ5941mCfGKuV5X3kkNYugMV784DQheOCYdAp2GXRCFM2tn1kslms0uj5clZfn3g0WmDQ2e8ed2vWA7J6c5G53XGQLtsS4TAO0KuA17NF7yZlNanGsiiV3vVxFGM77cvm0CHaYewQKG8uFrrjzigiLLMUQEnBxc2gAdvGIwED0YxITgbyp/lWMGowdhxl2BEPgwq3fA6zpxUTnZi45H8PjF8upxiCcg7wBH8MUiUOt5beEOTNLrfOIj5c5EVNG/jC2tYic3KSBfjEVC51Aa5zmmJ5MifnWBsCBzhR/LkMQJNl1rFC8TJylLxgOj+c05JhEoa84oCU7xAKy5NrMFFWRk5wQoLlIuq6Dxnt8fExwKHhJTC5T0gmJi+O7TWEQDryUx2A/IUYNbXynOHtIvDvOMofjWKAWm9k1gQQJ5tzjVfHLEE8YnAnSXNCNj1lTQCwac84dt3lQHLTnMOCRxx08TesnvKm+ssMh3kHbcZwk694Iy7fzh6u01LpwyV56M4HjJhRFmuOsaRMb7n1humhePGAlN8YGyipgRVCfGTQ8a+MMgUHbgAY1w5piYUGl8YfCAhgwQK6LoxyVp8bxQIaH3iSIppe8uW7kceguwOMlts0JioO+PLJjxm+U5cT6QXrAhsLUHWHU4H5XJSQhR2YatYSepgH0hi3BQG6xISZS+MACFCL3lUm+fJ7MIk8PPnIVfjL9jubwUAnRcEvZkiuLrIdmIeAdYgNr4xicTjEWHBqmJwH3jirbncrruc4qz8ZCWkW4acsU2dHjnL5Gn3iPBO8mWphsbe3JQOnhwkAc8942nCHPNxZAMuxy5IZTsS7+cGKW3zxjfgNzHQE9zYYpuWBdYuYm+C1cQYp2Nc1AA1thgNLXrkYOgpwcbjgFrvezNYY+M5gYN5cdCDyjDIYoctbHDh2nOEpeeMfgXkcJiXPLhBpG8YaBz5woWkPzk1ZX3iKaF94JM06O3NwEJ3043Wl5XEQqFVxQqw6xmh0xd6wIcB+uLEKpgKgzDKPzhw4dlx4ht5OsCLpDcxpDo3OsMRGjibxDRYvFwq4pBzj6oASJiJBIbqc/GPqQ0ni4cWAFIF5x3PfPeTVAYOsZbaBfvJgOgvs4vSQeF7zmqnK0ZKYTo4xybi52/HvFibtaeFcMsmQyHwr3g4re/eEIEgB7wALtUHnCItWx1MHpAuuj7zTSSkPrC0B8/WcFrmprXgxURxhh/S4Sq17yI4LxguqYIgQ2cYVdWT6wCo/LKDteZ5zaRN8ZTsA++MQTvpnLKHXxrCN2fGLBDfnNX4bzgCuAC+PxiMtfXjIR1F8eMSlIaK84Whu3rB6Db++AUEwmdyT4wC767uKIWoYKVBDb5zakQr84waY2s5x0ShYjuZfAQVbxMf0C8jnEhcDhcOGw47cmXJtxFjkQoToa4LFQ1qQcIF0dKjlgrGV6xRv5zQUROnAIAR6ccmpsOFxsbQO8QAsDtct1vrAiPeGuidY6Nv3iETYbR3vARWMmnjCVUvjDEGw3hagjbxj0Xg0HWAJzg4zcLkan/ceJArC9ZsAg+e5hsLTi53BG8utYH2OcQgOI8YewlgHBijSmg6MBwo3DbMv2xR2twbl+45McKi9LhH8bN8uJAhG3AuOK8dBy5fGxqGSgBEHTDgUJGnoMYX+l2djhtUIvgCY0GYwUL70rkoCjJIVFYdTHMKU1UznEjr6iOB6hyegM8oQ04dPIkmVF57fOA8uaGO3Hl7OMN47XvN7Ch4xjXv9Mdkb6mDDT51nBLMY4jOsCAUsyzo3HNAHyyUcNwIEq40OhwRQmso487wBqVJ7MdpROA5ysjMHB1u8DDhsb/QCjIBEOCTCbXvYhg5R++b/ABjoKeBJm0iTi2OEl3dHHlZByb/bFIc8NiZEOzoMoQG+8UVyqvgw0BFNIZvryI8mSix5LlpTJQSYREFdvIccDUc9jCCmxLcsHzhXUomSis3yHjBIXl17MogOu0wNR/GS7IPeCbKB1c+GX7wOu0dPvEsdy27ww2qOGCwOHrOYBesCCIPWcBFm5kQCXXlxdhvfnDwdJ3zkGmsuawcTfOMrdfHGBECIJ5MG1avY9mPcdRcESF0nOEClRVnrBQSgNnlwSrVN+vebWZLRl0YINFsjzgWBDucXHyqtgy5zwdlzkiupyxuFq6Fx3Ad043Djz7xjRFw8mSwyazdaWm5EhsSElwCXCAeHENiJTs94VFRxZitJ6Bg2+eQv7Y1KPaMRgScXWJJA+cv0T+uSioHxnQa5XFOWcucHPvjOd3cJZ1247QMM3NEneOIaHVzZBMUBcbUySye4ZUnj2r/GbxzhAMu6cRRL8YNN88ExjEO5FgLQA5XWXpQWDxMLAF4e94JEI5xcRDw6xvLTnnBIgeyswEF3ODBNRA09ZUhW4uNlN7FM4hPjjlpb2BT9M4TII+TEYixByXhPOGrXmzkxQpb0sTEQ54pvEC8dPeNBvX/j+oao5wk1s9dYAOaS684Vlqt3ziSBvVxxQj5XjLmi/HjEgGtI/OEB09+cUA0TlxOjS8XPMENecD/Bib9fG8GpZG/OFgaHAEDCcOHccGI6OnDKlVw6Ggc44N76eLnqgj4fOCqA6D0nnDA6dwwdao8e8MARCB046Mq7TnDGYCgFVMIBdCDxMsjIMXzhyiL2c5BBR4UjgUhE1llF54XZk5s4ic4bAK6vRmhCiymsCEY2S7wjU5iYjjgMPOFKSFEBgNYvhrGQJRoGapK7ByDUrWuXBL6PTWFSx+BfxiGte4vw3nCmdo4+ivsTEaS8rH9cPyU8TkS7siZpvlMx5ps/zMT004P+8AB3gAuVlI7sY2PQAMihD2uAwrDnZzgRbq6rjhxc2aMsALydTGeG77OGgpd0NP0xaX9RJigom75HAacTSEwPYt3U0YQYK8O0yaLATiGXVXysmFodwiZ6aHN3cl0K4Z4zaAjwLrKNUPhwtKob3yZMhu2Lhgeoa/OAhQTeCxQMw3VDpjBUQEjzhAVnrNCHWGIJEo4jEFIuAxyAl34yl/2s2YKU76xDAbOJwYSgHuYNxHgmHClnnjA1J1Ic4IG6645xUU2YpIUe8IOuMEXX74CAn9NYwRamn3hqhrxhOLy4eTtI6xgCSwUmCEoPJ5xRznuH/MgANYbi7bDo3pzcpATnEKe+OZrDrWgcadGALFXl4zSNC89uHIL1rnFJg3k1M54JzTAs4vAwCnxWYIATw9GR7q8nWck45vGXh4vWJgIHC42UVHXeIUoQhMsWDnw4aobHrzg9NL3vBpLoGrgDY1LrIiVbwkwNAhqpCZAhSzXOJGvP5MjyScPDiIDYLyYFhrxNMKVCnvnFdKIdCYmkQeCawUAHyaYwJbSa4xSJ1dzeCCVLyKhjLUHpwjJS6YZidYCReTFeLPGhhVSvyYroqsEbxKFM8UofWIgDHS6DIQWHo25EOiNB4xaAAtUg4oisau0yCuwFW94IVtaFIYbYF6ZrHUJZ3xHDQRFNhrDkiOC84pGRenY40iE0zYnxidd7kpjBQKaGZjwt9gxn3gjcWzlye8S58f8AjEokjOcGTSX1hsujiXBIf5XImnU34xZjTyznDSNm6uEBOXKO8GutzsuzeusSO3mznOIu3rF5KNbOMTWq49EdPdwgtvZhwOOE7x5bQ0YLPPVuAKHc1rAi1Dzj4Mlo9MoEraaxYHMpqfGMEdLuduMQNF2uJZqSWrje0IlwhIpKnnAagLqdGDYgrYMxegGfesrHJtZrKCiOm7jhdNV3zjgeuYdY2AwViY240sR7x8PDsODliZy3wOa9BGdHLhujsHeIeCHTzjoRCbG8YMD08YVKQG8bwTRuNvMx0Ws8uaZG+jeUeBHRFd4gl64TG0AF4urjzSUldhidJOg8GQQZbY3EcIeGg4QERrk4ybKmoTXDBTrQqzFGpJz0YwVBwEmBQJW6SZska6lHKoChGEY7pwtunBdY8PBgU3eQ4wyqtJpx0lEcbswlS25S5kYOLwlc4qAG5gad1dzaGFZl4rcEhAOBIYNBYtSxwTEjlbvDQZd8dYa6adTaYKircR4wlB9HLE5PB5ws8uNaJjTinkd4SkNDs/8AxcAK7rkwkBzw9NwXfbxesQHSXjtxUpDpyCh2uCAiHLiZAQ2vnGKVr5wCeRucueOR2cuATQuIQEN+8vggeesI3QccZWqUNTzi2tnOsl0nW9ONI0HHOKT2nJvErNu0vDhkgIwqGSZSlM4jThOsURpUcD2EneOB2aa2rkIBQ1N/3k0LU5NGCY7eC61liBB7xaBJqDzj9WHRjJVBT5YBwaHHjDh6k3nAICppzbahjzggIO0Lht6gS6DAo0jgIwAhBJecchInXeDTseRLrDyFO0dGPaBzHjJs0W1nOKAQNNTRneh61vAuq9uCisHThgGE3ORxkmE78sBpq2cK4Oqo+FwECm6ucSY2bw0wYBlHlQcS6Totp9YiqSMja4inXkWuLNWG+YYna4tJDlglhYPI4tDSo7YcpaQNc3C6hptNX84mqC+Rc3AieDbjoCFlWCvJCANZyJx57YhkB7C4CNDy9YNAw8Kxa1NnHWKST7ecHyka7mAD25nWaVzyL4wSKXwOnNIahO7vHjgXabjhBUB1rGCr3ezIFd2b1/5aYp6zz0rsHyYDITWk3cMUFTq9YCa7fPjBsLb0HeE1PPHGKQEDXHGTkJLes6JHrBqXbrWK4dy+8AUFPWBFY7+Mop1LkMRJyYO4IFc31I/Tgh5HWEp0F5yLOHz1iJFeMcoAFrzhI2RiSZ5TYc5DTSNE6xxpYYu8Tmw3vm4qBASumWx1oTowGKKls0PjHIAnzxkQKFgYcRoHY5CiJ++ENy8Nbma7W9zyY12XTEIqaAcY3DOSaa2ODcloBqsQG7BrDRBLGpWIVBQCnOODVXYxMClKNEW4GorAkWTEBA1eJ1iKtUvHAYNk+Ew1ivO2I5XetnEEgL0oP3lRU0kec1N8WunCaiPBAxyQIdIymWrZvJcQgA+D5y+SG1ITJaaSCYFGlt0j+cRU0gwbcTbVGwaYrV3jaYSoAZxhrBXh7mDCEHbMNoh3FDFpSvF1gqi+LtMLUBLw4DTD6MiM64auPIs7gQMEFTq1hVVnkyelBK9YMgrluHUtnUxCLbePWWCJwkxNoDeVh0jSRDFRaDVwkkRscmKRNL6wklT84ZtmtZqFQKdqmS413HxjjtU3lNqTuc4H6rImGhVLd6ykCa6xqG4HPGSga1jHcznxgU9/vjnlhIIvpcWCEGN8uXGxmxwWjvwZMdKTWLQRJC24TTbbDrLT0dJ4cqiT34wCQJG+MLqg7t5ydnV4PGawB8HjLEocfBioMTq84KlUuhk4VXHTjN5Ng61goCnHdMORTfDgAjKvHgxKqo9mhxWQB3TgAiJsc4aoUAbXHgaON7cFiUIjZiNrwtJwGnSAGIZWlAiujgzv6fgwriK8nGUEBQpvLJFS4OoqHJlKGB+W4miDtGVw3AXyiOAQ9vTDHE8MdjgZGhvzMfAk0u8SEZ4XWR0C9mzC4INWo4ENoIx4xlAh7DvBQQeRYYHBcWcplOYYSQTA1DToGhi6Eg7LxiqlGlzeAAy6mB7KTrSYfYUehmc0KczgcQA415uEo1k3pgRDjgGsSxBTVes2Ci8BcuiUjwxiOzdudtDwsuMiaG7zrCOkC813hdbTsNYRso9DjHbK01HCkJm0cmMtgWDyY+hBp3lgulFef95yo0qG7MIigGhdzFdkgkeMhO3t8ZFAiahlohzv3gNoYd4II9dDrLFPEh0YI0HOUCEmxm3B5jQ/DisGAcvGOEZiidlBubhoIcHeAJa714xWr3sccuINvnEglH6ZqenrBqOeXEqqGufOE+ADTly/Agb6w0B5POB0b84jXsd5wiH4LhsLOK0THNUeQ24KpEUirhMrGEcbx6awntxXHfnIgdvccDAartNGDUD0BzcWcoKL1kEgtDaH95XCCQiP7xYKWw3sxFcSa7wAQQsivnE2BURcLi4QN04ySxIO9KY+uw4F3iWminLECssteMO0aXVamFEoeHbHwhR0aGV6ntd4UtoKJS5BrCcJcNECyzeSmsOucbifTvIVFGDYGsr4ciG77dOUGhOq7x9tnOjUxAjPIOVyhEBvZEwcoLpF24qnajwSYUS08lxysnmwMqqUOZ3l6idNr8Yaq3kmy4yIxPN42Op584Q2GUxXtKbNgxYu4bA5cMIKjp3hpIC6N4hXY9c4MiJP0wRQM0pzhhBiJaYYKBeIsXChGl4wrooDgwlAcRHjnNAqslW43bACHrJHgKriAXb2u8AdEt46x5JTwYuCCmx7xkPgPnAyNq7jvDry4neBDtfwY0FR2uOlCd4aop1moWjxzrCEoGcPeLp2u6c4FAXw4xE1ZcpHRZ8YMhA2b7xEhyo/G8vk0DT5xDBV66xxZTbVxmuG0CPzhEvqcuLqIeO8EESJXHrAXqYbQ5ONYDhBdDXGQDwAVxx4ihQYf7mMa/0FHhwmpdQHLisUOUduAFy15243AUlEphlIKQw15xXxC8Q9e8K1hQ0xecbCgVvI53v2EoZz7G0eZhsgRLXjeMab00ytt4tMnQD5Xzl1aG+1wZr+tnA6DQ3WTIJIPnVcdaaO9AOHbb2Vty5NJu7x7GFsOMStrnm5JQJeC5RrQbAyu5Rd95rKRy2YFiqu5aJgWqdo0zWnDpxwhHt2ZdUBu11lgKhVN4blV5O8UD2g8YQKfBZGKpfHOQIC80wIlHhSOBUEbrycYKRpxyMenROUMw4Ii7DeCw368mEGiHzkwsXpxd0c4d3GSKNV4yQNkbAOckJrxV2ZpgW0HezFZIM57uWijyI844YWafGK0XQ6c4lvd8dYBhRS05w5p0bbi1FhYWXKSetC5YG2cubxKLB84HZynB0ZaDk1XETo1N4Mbv5x3FNOtlcQXRTSGFVbXOLR6PPvKkNnXWc4r6mPsaTrjBwd+Le84j0gOEEEN/nCsJiznGqPSyO8UKUTkEMEWDsjeO1ZagMPnwZ1j0ZGy6pm8UZhOcqIvGrVxTrUL4wSn1nbfOFhUaY+8kRB2qc4agVLpcGhalOGTkiBA6NYhhulS5ccPJDzgxrRJitziwU46MOgqT6wQWgNpi+zDRQ+elwoFKGlWYgDpnC4JKpS6xxVjwG8XnZvG8G2pGxbghJDUAwQKUcrow0lk0vbjgCl7XjAl08rvNQCR5acSiM5neNN6VKrsxASY6lMWTTpMUBu9HJlAGPlm8dqCnJN4AIQLz3jJKocFY0hOkbtjlDUBuM00kQMagTwrLcbIGcGmJ0oPIaTIRWVlW8EzoOmHBjqoDUwR971bj0Col4DF0MnEYwCylruOc6KGk4MAIJ2LgyxEvFy2xfBpcdAa1tdOTGVUcMMiV5HEjKTTwZqEpy8YEkZy8q4wUR0POJU2WiZEpfeImxRzzMRiEKOSrTdq4mrqb944DtuY5sPlxlJRx7yd1n3iHGx76wjB2htwki4cyRTTcBAoP1wTVU5cBRSPnLB594MGAaVxQgVvK40Ja28mCxI1gFrngNwNK4ipR4HDgXymPVCAV7yehRXTmsbUAYtAvNIz+zm/ITQ948gV2HLhQhKQauRiyoNmEsDi0cmRzPJxcPRXTspisAINDnNhocXdyFskmhxgQiwXQ5HGmknA4TFOQroLR942CpJe8WezsDCARqaA7xFRNzC8CG+IxxQb45XGpDFUTEoQO/OHF8qPEwYTKLDrGtVXleDB47HKQvxmgoF7NpiQg7dvIYW7Z4xaoInXGGrl6J1hzMSSkTFg2XdXRiyAT4OMNrd4u95ZALzN3Embpt63ncFfTjUrV4bzmluO051iotR4uc7d4jqYUCBBjyYkgPZQ4UYB4prJkUQQ2YtpAG1HDIgvbox7treiphuFRzUZiWWd95yVKcMwajaO9EhnWE1pGmVRAjpAuG3RzeHF3QBHgOcu621mEsC+fWF8gPDlqrRx6wSAIjpeMMi1XZvJBduJkkGgcYRDYcZREam/RggtaeXjCAiu45RVq9TC0C7eDWsamga/fJ07UYeMUoJ35yIUE+TDgkXWnKCWF53jNib3gxSVZcTLscUy2ZXrU/OGVAd3u532FHwZQVV1coAQEjvHAMQa6JgKjAVMvvTEmHIpWlmcMW0eC5LdTFes2xtBQpkVlNscCijUwkQnEtmAWgNzzlojeEypRtdbuDOCuiunAQVNMQ5cZKCG3nCijvZNJk1VMG7DJBRqQJk+TjisxaCizjlwlOficYJQGjpYZYoU6HnECF35bjt2vCax1EXrm4y63U1jsB6veDREzjnHxI51rAiqA1ZiZsejBwgJ8q73lh0Taj1iKaw4uxwKMTV0cZVlss1XGkiLwEuKowHBLiyQ4ihiA6LxTxk8AHfOC04eDhmNoE9hcM4Sur2ZqAGVRtwaKHlN5vib3Y4/sI+MUKBH7JjUl7DJgI9t6MEKiy0wCqoZrkMVSnhxhR0ldLc4RA8ouXUW3tBmoJLTjK4sD9cQYETfhxcEfcM2byGk4MToRNAYFrjzy4ZSK7w2aIcHOLg4L3vWP8AYyX1gG7CpMdxCpnzm3CA1MDgDruYVOQ0Zxkbq1kmsVQcCq7wwnY7wiRl1HAGSTq4FQiRXKgG2s7y3r8d4BBU4He81BUbmGVeQDDN4tjZ1cVOky+MsI825IRdwmDLA3vzgMi3y+sWUBTh8YsXYH7ybWwOPGRmt8s1cPCEgd0wRTNgOrltRb2RMAag3c4yUIo+tZCUp9dY7uiMd84MlDgVQccHdOjW81RTeE1k1Oj2OPInXehwiiRnPNycQvaUcnaCI0S7wtYDuDExStBseXCiFc10mERg/CZEFwdLeIxgqzAbDiaTePUBeq43oJ6eLglNyd7xitS2BS5tAD0pgoDZdgawXpA5Jzgup0MVxlRi4VuOiKp0ZZi15nCYIkYXePAB6G4RpA6blYSKU3MKsB0EK4YCAQp3caNKBsMwpRCxVxnIEHPnCAG8HQxa0Z07xiqCTkdmDBA+OTEHCO9axFdaB5dmEEEh4FmCI1JwOC5kDvvLTEZcfODOS3lxMVsLMMA2bhlxEB12uLVdBN61gtILHGUAB45xvW18dZtNg0Jq4tgapVyfGHdUHYecKA76OIY1I6M25rCLx4M5DS9BzgAPQ9YGxyNndzgIpzrnAF4VwKnxMx7R847I9z5wSxpXrNIEG65yTBSJ5MQB7ahxg7B7CazTu04etYUBTOKpkwKlW9mdLxS7woTJD5xAibWacmLbdcHACQQcbblsaLkOsdjt2XsxODiOgwHbbpjbDCArTrBIF3sMggUtxNlBDGEUHp14wgEiNh4ydQDreFjmOkt9YgFgpZsw1iF5OMvCxeZZm8AO4ac4Unz5wTuBurTjsLVlbv8ATGqIA71TLQkOJpmSRr6YWYNbT0Y+A3UckAnpy5KAR57mAFYHAMuXNAJFswSAN9U7xjEHhcZoL1B1m7d+upxUG3RNsVGpwIMuBgU+XmYajSPD1hLkLwYqxFukOsdjoFrpxAAGzHIBDeu8JDJW62TDQqMX1gbmnO1MBA5EB1i9EPt1khRDi24dYsd7OMXyQdsxkLrgqMcED4RtxhKAF525MJsIkMXCOCYalO4eMWVEDYYgjQHeLpd4TBmzY6wSBKcut5vaTbecs0dNYoeF5AxgAXXvAEuzTeHGh0vuZKjPJN6wIVLrEc9zHGl++cEg0ePDlOuDenUwoIUQXWFC6NA84WIzp1MAAVA84SWjCtOM8BDrdw0BUxhqnAOzAQSqKp4wBSorOYXHRsHaby0CCoTesCBEDO+Me1gG3BzhlQFUBSzDahVMdJl0BhfWJR8ol0TJiaDwxDOVv15nrHGML2d4mhVbzoywRpdFmAFEcjWaRK+c3rn1hhAHVKmPRAHXTkxFK+DFEQE5SOMG0eQ6M5IAwR3g1UKbuhzgAeUdYGKD2q3BK3ONMMFGxrzwZRI0PnFAomqQwkmV0VrcByFDl6cYkJXV2ctIDy7x3Is8LvBwReEMsKJq+8d6IvImAqor2EmFk03vvAAkGVpchBBSEwKFqbV61hTyVeKOKxNuBdYxbtird4hsRCusnQbBfRl7B4JoyQxBODIAIvjnJJAjyJcAdleS0wjwJ0jiGXY7MUIxXJbjQgQULxccJB9d5+tUwxv6KA43lhI6J3nnVzNgY1iM53iAJB3MFmkkB1hCJHnWJ6tavnFu5ROfeKhODxveWCxv65rEm85VpenjB6rcFLyfjF01NE4yIleLuYXyd3LWhCuWyCc+zDCAWp2YGBSADzcZNSNfGQpTZrnbjZGkj7wKjKcNDhssF1d4ES6vPGOqarXUwqSASu0MOKUtvCGIDaC3e8GHSa+cNkgnIXEqOUgdZAmoIx1iPaVN+HBoNFBkhCQQS4ybjzU1kkVaseDIb4TUO8KCCrPnNUsvZvDgeXPByFFXjCRKI7jNxSd/BgCmzw1MVtcHOxcBDatgxMsE3yaXDBINlky4sA+GMFgE0nGXst0izBIWJ284Q4iRFvBBF1Gt0wwFJu9XDTuo2c4Ohq3ouSBtHmmjHBzPEjE27V9jGUqPfjN12R484gIwUdhswdlDy+cXiCLp2uFC1PHZhTldt6waQbCO64lpEIw5xDELtpAyagnOvBhyRXayaxggtlOLiEHcSUMcJEvAnWG27eQxQaDzpwaCDzvnAkKgbTrBK0DbMdCYb835zvLR55xmxoLXjDs0vI5NkqUXcxF2aLDqYFRz1HeEqwDg7xwFuR6wkiodeMmLQ4vLjvKjyYXNyhzMTyJwOaCP4yympy2TFJodYsIlWE7xUtxtTBJQk0DcUE77cSAKkXnFFfiYAWPG8EBA7tOnCYICc8GI4N9Yp08TFBvYVa5ZXd1DjDsgGx6xEeXIDJo2IfWCgkecVAacb5mKggjKHWDKMjh7xaBoB28mDAoJNecNAFI8M8o3rJ9Bti6cIkCHfEx0hAdXWByInZgoId4y7bfO8ps88EwYCJshxjbra8zCpu0cAAG3F5MYRhGx1ji6IiYCCgEXpw+QTn4xQRI9PExgACzW8U4M4TzgkVgc3WccoOGWYzACapDMGBKZGMUKL8lOBAT10HBw7HEbMVhYnRpiAABTfjDHVL2bMaBEDyveQVyaZioFeNrowxQRxhwFeC6xkCKRvA44CaemUShZL0ubqkXWsT3azVcrqCzl4y6UDpwgd0VR3iQNnh6MgKi3XbCrDVXnFArQeLnS3G68YhypdN4xQUNGznEAVONPeDQc03r9cYBYnD4xYolDTrAiCmkHnNimJp6xgCA584+iQ7DD0XXh1gDEs0Dc1K4dnrBcAjRXCk6HdmM2qE35y4QiNPBhI790u8ulSEuNIhM9nMpqYggN8rgrWAbvJh9XCMxZ8LvBRlfEuHBCbuJZaDbNXHlIBodLjwMUKobw7yY3bhxTK104CDaC64MNTS7PnCZKpuYKNAgPjCYJSjMOxoPgu8GAvYHrJCaxL1hDvPEw1EgO5NYIKIHPjN0jZwuzDhwOkxjppqNiY0CZG01TEUKcpcTTg0kuQbud01lcws2XNwzb55uUVSOEpgjGdHh9YDYfV/bA1K9JMat0nLscGhOEJvNeBXQZlCwx0hDlKsSkNXLFBehxBCgjwMMw3RhvdW4IRqGk7YgSEMhtg02PClmD2pHs1MMQQO3FADLwOFVoD54ysAHXFxQ9rDVMNhVqlyc0GCOyp57wynk4mA1ejY+ceCl3HDAN05HRhjNgt8Yc4J+cMFkKmnIwje7vWPL3PNuWaGja8GGgevGG7B5szUQfebKe0DHlrGUMK0ddkmsYIcHD2ZNqdjpx1AKIrd44K1eAMPCqn4xcLPk7hjINhamDmZyuLJYck0YhRtTTrFiAUlet4Icm894wAYGw8YwVwEOnFr5xLSKdXWNlq7PeDR1EKY8gaqDxh07rru44GgPfeBYkDX3hhBbN/GOhVEddmAhh5cX0jsx046vAG0wVDF1xzhrSMt84bzX98NFkkZkiuyHJoNCHRhaMIQfRhPKA9MXdJ1LqZWFo7Na7x0RCLR8Y4G1NzhwiGg9cOCo7eHvIKtunvDg7hzkZsB7plIY15HjNxGXs4y2T5Obg7jjbhuLqS7MArsJplxlAwqre8HYJyK421ruM2rgiO8OCnw8OFgQieEwgBDbvTjA3Tx0YSK68mtcAVEN8Yp1bshjukdlYY5BM5vMy2oE21q4zoiPfGAASdHMxC2hwY9HMi9YZERvzguSC65wl7UzeiBBlR14D1jogXQHd5wCNkKjjBrSRXHm2rTEVBW6ucQiEFGaRwuxcMOul6MoLw/TAELsxUA6P1wTHKdYiVWKSiL2GCtTfMywDR7HjAqmz5sy5Qa2+M32rIM1MgWTe+siu6m1d4Io0Gy3eDEAeN84hVdGvLIIBxswPIgDXbkVFAcHeHlDdUw4o9sdw2Ri4QCaKhoxWVUHu7MEDaO83C0dxgXNyDt0nExUSI0Qpiuzd74cHVHVcQpOzbvWc6fN3kmtE4u3H+lRrxjhZWamMENNyPjePQDjveJiPxNXBvtKvjACiTcP0wjfk84yovvXJhR5QtC4Sgu8ECQMH6cIcmLAolddmBoRWpeMIUJZzsxSl3fDghWE1vQ4FxWtluMqaR4y08g085c0EdI6x3DLq+XE60TmamCxZcU1TABAjw0cFCPacDnCDHQOs22A0JG4EuTofWBQefKWZDAbWEwQYQ0h1cN1sY3gi8k31itB0Ua0xkHim/GNCgaIcubUkYo4w0knE7ci2RbguKF+8NCA8vrCItU2YCriD94W2k49uFoci3guHVZBHc85NE0oXQHeK/AEC4yiClN4PbV5cBMIV1s/eONBKFylfLeKgORLxrLGyTxhulD14zcYH74KATeXvNKZnMMiEgW13XFFSrrnHSUlAw0EsEwmVDp3ozUJGucZQ4RXCSVVXAAEdF6x6hRfxjZgrp9YQbdbO81hOCq8YqhadZTEDxkZSh3ON5yhTY4g3wRwoVDvsc28iOusED2OU5yrqzhrrAJFPLj6gj94DSlb1iBGAFW7ycFIG8DHhKnGFUClEusI1YjLg0VCTfeCBR4/BiUVJeL0YjY8m78OXySr3xhiXdFWcYAB2dYNjcGznCoSDqYXIjs4cAF0BqOcQHS+xMVBAfvjkVINGOhCi9c4BDQ2HxjoUEchxiXVDsDWFzB7DRyUhIdHOMAg5E5xgNlee81hBPA4bdLsHZggbt+TN0VUTS0mIVBB1dmN5jkpq4daOirC5rkgWdmXCgczYmGqAhSazdmlYXTFA1AguOIsHS94xFB6bx6IQ77cPY48anGQBQuzP2znFtgY5eNLvszj4BEvXBxjBIdfqxKNqI8Lv9cES6htTs+MIwLtvOJBIpEaObQKilw2Lab3kUjrrrDkSg65YRpVhJMZIxVgnWHBA8HOWNwNznLFK8ZBGD62XKEA3kuKGvPC8DiTWUetbw6IKFfOFDImjkYUGeQzVyAQqynK5fJu5nPN4DENQRUHlxlsexzYQfGDlQFTw47DEOJxhBOkr2Ysi171jhKT7uJQzguBE58uGZWAAbwGmrx0YFUIru6x2hLdGBKwuyXCqgo6JnTULPWHEy8XHejU294DgXgvGSorSDTBIQazkwgyvm9YQKpZwYGKeLoe8bBB1MoPG8fjCCaRDjjB0RISvGSEaeTrCkgh08mCFLTh4uDctvJOsIQ7OGYQRpXTtwx3sNlmCHSkl5MlAtN4bCNDvmZBJglopgbJG3NxKnEFpjgJHsaGLgEAslji4IJZeccCB4jpwyUTdeMZXdvyuMIZec09vSYkQDNJUwgQB0mkyqCOVOnBCQ0BjhmNLK9Y0eCgJeXEQtXXvJjJJPeGMxa0S5xgq2/GOr0nPvDIrDbt1jym0G0kwwrpBb7wStr8sHNi2C8zFYKLFvOaYSEDZcNBoE5I4/FHb4e8aLlgPea0ojp5MIQFLaWZOLeVzeIdcdYJqmppcVKIPXeFMd3D0T7NXJwMDtMDyPByAhmzPOEUQibNYRqCtLrEXCpU7xCDosawOwYJDgwhVFcU5QsWaMBQUpRsx25rVwCkE1PeB0QfrjA1SXvIVMnjHbBKnSOHhKhfnFQEhamXaGqXzgEWse5haiCa+MQw73QWUxV0StHDCAaCBxvFQoHVZLgAVPDLMcCItmXoMvO6ecmRVCYSID+BikVBa6LiM7g844rLA44yfFR3HGLwNRiY1QgYusLAAHKnOSBEyxeccgsp04xAbeGdmKQTbW9Y26QPG7iVO2WJzmtU5pq5uBo8rAgPGz4x0aoEfWAIQC7mEm8mx1cV3HnZpzUEpwdGE3ffT5wqvCU4TKJGG7Lc56K7E3imjoxwO9F8W7wOBKb8LjQVENvLMmLb1g0MQ8JUfGCmkAt0wDDfSHxHrA3rwm+MdhUc87w0bxLgBeN+HFQKFcnOcNrEMAKaSZOLUArq5fcWe5nIQK0a4zVUghwZTBptaazhAQvxhJr0+8PUVTTigJu69YorroSYaFUexbhwCJpA5wVCYYWDs1cUA1Z8ZToAeMpFiJzNYJQkerMo0F4NMwYgjpMGqhKDxrKiikeMNKEm9mnHBxEDGxN5XrGR48HzhpYSszSnPNcuEQBA43cCl8i0xGxpYIzUmjYZIQrfPWMGyNk24mAESi84T6I9FuMYgqcZf2egd4FpyccYxBirduM6kWx7x+5TEMBKVEcc5JwrOJhk3dNcWhFOuQxLycTThCEQOuDGwiAH1houE/PeWgPAMQVC+cqhXqHeMoOyKawQDpNzeCgRvDeMfFdWg4RtRdClyzInfi4ACj2PDjecI8hxjWgJyJNYAhpN8cmBQ28I4seKqHDm4LLsE3hqAgj4LigJsbuKFdnCtmTFDhS475Q89jgJUk4mWFYB15xiQrz5HHC1j1gBKNMNmQFChNOkcgKAd74MKFogl6w+K3ZI52rVheXICxSb6wIF2djrvNR0o35xGCA2O3jDfJoaacNKAVbMoIKAcYom5wH8YJJBU4O8IF6c54BXvoMI2kLxcsAaRWbyyd3jL0JfHG8MIKSzESJNzdxrDmY0PGIlFLtRxCIIugpmEHuTfWDO15wpoDeNzHANA8+cb0obrFKWt3xlVVIleQ4gg6tvEx0AIEaJisHDXjPjgO9hjSdBK8OHkpqHebTdGKOG1ArfEwQKUErMOESq8DN4IWTjG4xWz3hw1BU7yuUa15uN5ldQ1gmiZAXvBtYJI85IXDSu8DQBspxMlgo6dLnFHpXbjwoJPcwLABXjrDtk7xktslNpjOmt3XnGQUUIdGXwHvrHhQqwFmH2Spe8GId684UWx0XeQiCKnbiGWALDjEEAzj4wjPM7kMhNoc6LhEbDs6zUHnzIuaJYu9kuRakBlvGOk2UBLiHRGqYbBHhjzi2LbI5pCGyzHe+XLhBQG8pyY+wROS84I3j3NMSpTtmEFoHkTETRq6kcgiPWnQYsAovSUxUpUbQNYkCVH5fZjiJUdqmKolObeTEdKmB1cfBKCAzgwqyglDEYm0Y9zByq28BjKGvwYywEIdcYJWL2O2YaRS6dJg1qKtQNzCILtNEw6UqtcSw/OjDoAWSd0woZxOMOUC7DjA4hAhwuCV4LTnDVI7JHcxytXY9TN6JKLjfjL1VAsiYXW0NI8Y6FAkVwsNDrvDVAXccMRCeW5rYR1vIMUXb34xFoNmCcHTwf7WIoIlNzCT9VXwYSCQAjRcDktIecLOKtDnF/QR0hk0zaDQyPVvHJwLECi1MVBKta8YCSM7cisnFcuKCFrsxWiCXnWOVV4bkW4kqa0subqI1pLj1E6hxgk3bYNY7Fl07TER4HRuuITIME8ZzrE0q4AnM5nA1l6aoUezBrAJfnCxaeu8AJo4nGO6BSAuDhQGx5uHBVCI9YErtAWecCPE4iZznWtamAO1vSkwnsI8+ZjXQJdOzGl08NXCe40STDjsiRdGQhpddjhEHiupgdWJD3h3VUaOFVYnSbmCQ6DHFRSKdhRPrIE3LQ5x2ikjveOLLrSN5UJN7b3m5sppwa8S6EpiuSbF44GR2c8OFsU0XKYhajzMAKXC0wSvPA5mcwIMnWbIFDW65O5CS7mInNkPOSFpvANTQBG8EdEa8Ex9bRdiYfSAOnEBEUAu5gqJV3xiDDF2fnOPcsDrK62gU7w1LYNjyZvkQZ++BxFlHv4ws2ulF0OPVgDDgxS4KBJd5MNiuu8AhSzl3jkGo8ISYunV8mt4W9k53rHAHavPGCIEdKS5zMBpnb5xkh2NOw4QVq3eMFVVW06xqOnYLzhTEgEM2ElA05cnaB6Xlx1kPD1ckQRwvBlzZDQ5cUJF0rtcNgj04pFQrPEwF2Fx3SBtwEKwd73kuniw3j6FC7TUyV2jHW8uTHC5w258gaxAJFmusKLWpTrENQnq4qSjrVxnsDoGSd47eEcUCCo/OJDZXeIUm+pbkybbfjEFouBgCG8bMAAUPOLVi0IbpjELsgXW8dgU6wQEjZHAkFpsdOGjGjsyBAgxPeUQ2PXnNoScs5MfmmD1gQu0raXC0DHet3LTQfFhqFhucY0K8ia3h5IRDThFWWtPnBjR3Vx84QTnNcPrLlVEicmGERVrvePCTU14yZBSzkTBfYN+FwlX6Vg3CzChQZTKhYoDziBFB30wbjm3CiBT7HCPYBKPHvHCDTK7cXsJekPWXVCACDgtkiFA6whgNT8uKEfiP1gDBDLO3NYeFVwmikdPO8UQXhTmY5tlQ8OHGK2PWIaoV1zcBBI8Hhxqhu4IOPgECJ1MY0x3RmC9E65xMQULdRyA0iSvBl0jOprGA1TrxhNgMEeFwMPHxrEeQvm94bFHNnRimSdjvKYUmjHLstacPjAoEAivDjiO10PTlJvSk43jkRlcuAQVOo1MNog1jXTtrC4AABK3TcYIDhHCjUcWawAJrTeLiQKvYbwamM0xKMo7srksUG66cVsAmw0ZTgFoHEyNHRpydmJIchjsFSMuNYKtN8YbLsdMfkkqY94oVHWaRpu02OHQ649GC0wSx6wKxQa4ABWBzitzE784jq00nLiroKTfbj2gps1l8YwjjINnS9Y7oQ1vGIdlW843Wr0dCZAEOTyf3kCaPBZ+P6xuUHYRcTqU2SOKutagn7YAERW62Y7KKJRTDyFUEGrjoKJPZbgCs3Do4rZIO1woJrt4ZhWi12OINgCnC43l7LTMeAhIQNmBZJhHWFERFWrk5YarjHgqdr4+ME1KdJLjVdPVecAgEKx4yCAKENXnLjiaHCZrjgNGWEaIVyexqGOAPprbjgWqGB5UpAnOTAOjXGCljapz8YkDSCcTIkaV1SYKFlA6kMjJtQXWECiztwmFPCxxLQCG6PGEC8vHGFpbvZ5yAUQsNYQFVdmzZl0Yp2uClBul1cvDlQEuAIgRuZeSANdCYHXgLyGCq0IG7jCR5qvOViSStxUERFTh0VIPxgs+wzKAQrR25xTY0dmDCruw3kaNmVNZp2g1TVxMDgNd5pUFlibuLAzhZu40qqHpvDUux5ecim1hJMsKJPv1iWhqA7xwJsTwGKFWewblbFKZcdr+DHwEYj7x00C3DF09mbMQ4I8ZoStroDA5Gwt5uV7a7HxiUDdo4BrLvk1lg1GO+nNVRG9+8HHRJTm4aghx84x+VleMN1YMB4uAIHQ4TYYri05Bd3FgUFyyFxING862OXK47Xd/TiWtnLCfOKo8J419ZVwu2+sQ1gcqtw0NaL0ZDqgB5wqLCxDqYSIEoc3FANGllph8ztcmCCBaJswlCgXZJzgds8HJlcFiVkmA5GhwJkYCKCaTDyAtuMXIAdBoxUg2lWZB0RUHPrBqcSEytTrhy8QoNdzWRwhpiMxVanlwnnYt8Yx8gPCTOc1gaTyy4azQ0JjWsNppDEYTdnK5ANkhTcwKCK3qesAJFQ7wAH1LziDVHA4bTQTo7wqO88nOXEACPJmmBB4N4YuLuNXFJQaAdusVNQWNuaKJdjopjLdM1z5IRK5QCKkQ0YVSBgJuNBecNXacpxMeRQ+W8DgaVuOuhs3MfBpYOLkSIKlhh62AqZePIuiZNW3QMTFYACokxkhPKu8WgFfKYsKCbAdYerOsfOMqi61vFI4TdOHxiADcVP2w0cuk2THsdLvrDpFNE7TNIafumPENaxaizvxhNsNw5TB4VD3Dxi+mnhe8WLpQuRMc6vhxjla8OSXh9vjLTaa+coWD3jMaQtmAnBO/wCcAdY6g4MlSNR/vmibFpv7MrfF4jea5INSKyswIwJkmVSYblUEgpgxPLACsFr4ZMDQ02XDRqxu8mPZHabSawao3BWj8ZrCo5OjLkWprf1ixDQiG35w9NRTmDj80ojsXAG7DnzixFULocSMoO7WLjyhAy4wNStPxgzKVvL8MUAtUy08401NwKayVxUDWELtrWKBtG67MMiCUcXAW8AG1DkxKAQAB4GTIew4F84URgQ5uBdbMAYdUPrWnHGS7A0kxnRJGm5mq2LSIXO3xWm8A9JoqYCmodLhxHWg8Zx0EseDCAs0Zw4qzatV1isTpB5x4nBQcBgShV2auCesxf745cA1wZezBd9ZjFA3UdMUtOmzk/vFXd7tHHyS8lXAYuik95dFLpJswuTUhMYYcER7cAhQ0mDioeE3i/wYN3JdlYa6cNKWEXI47Q1Q1MsgJTlMMTuzTvCgs0jCS2cnjHs4Gkx6RLZcBUUNHpxhElDNYELDzj3EjX3kQOVAEwEcaahhAlJT3q4SyKw5yQoho2auC6Jo45wyrN8zjDaamoyODw3I4VoOHFneUFSLLC+M0grFi6PGKTR6PrB5VpDnAESVh/jGEFtwifeSKBx4tcFoM2BTFVHk5T6xeUGlNXBTNC9j6wpiOiirgXjlaXAVUdoUj8YEFjgUYIbq2Jy50yg3Y4qRWOSZcaBSdmXoYCBs+cBROhUjjBag9iY8Ok18njBCE6CB85SgIkHeMYQpWZv61o0OMFAV8L2YpDtYI9ZOJpIhnLdaichm8GxNUyJDMbI7MRYgwNj2PxjamwqtmGaVVD3hBWgJdpjNAbG2OJNkqZIcryzl7Mt0qO0uXDoYizHJoOwd4KDDo5xEqz5HGSAhNw0mX3CFV4cJn0hdaxV5cKUYIWQppcZptUG14wkXJAMDBVCLUXjzhClgqYh9gejB8YioUzBsinArhLyboOpjrBbZvHUQXVaTJVK6oXWUQWo6JrDNRbAucXALUXljEFvpN3HJTzvMxay8hGnEIk2hQ8YktqouXDC4GBecQKdQeV84sJSguTK8CCesre7HeCBFFU+MZQeF41iWiDvXZinJrs5cDCMKXjETIsjWeSVq/j98e834OM2wgdI84lbE00o4GBTlDRjNbRGDiV21Q4nWRQEPCB1lIayAzBGKm3LU6ySO0Ad5WfcHrOpNtLvEAqcXfOXiHJfJAQ2+M3+EUP5w4SVQEsYpN2tNDnAKJtLWY+QhYo5y/MgNpmCxAL0QwRmUEODfeGBIYI0nhyASylwPrHw7ZqRfOd6BDY+8Kb0MlhugVAFCYMqHSixzT0q7SfOHWNKIcAAShjjEKY3awC3Jz7xiAERwzsxSE0Hzk4siidbwnTsk57ZRYtB0YU0hRH78bIFjQZlbRCBRxGSM00YZihFsi1YAuxxQA0JbTzikVGnzjKER1YuDiwl3iqiGnfLL0BdA7LjewpccnOJJrlqbRyZ4GrlywEiHbGQxYtw4+iEUdzFYOwg9h3jSgRZx1lkz2n+MGVM0FXCXCEJtdZtDX3ZlVaBoN3KwkEGJnbjhNP3mxkVpZMsH3pDHIVoXnIoldcGMzlU6JhxNKA8Mxm1BFwOJKKiL0ZtooCcuc4oNGsBImAV15y0TgZE+8nAVj8YgmAW3vORk1Q7xiPbxuusvosecaI759mG6NmL6mb+cwVy52D0t6O8Cmc8PWJFBrFo7xNlhtHTi0tE6OsNgCQ7JgIAb123N1icAfGI1ZIA4cE4AEPWd5FpDxlBsDY5wVYWgh1lihfCzWUSRbdDmwvNA84gnyx8YyiF2Qw/OV5TSophR5xF2mGobsHcwRAWzyDzm20zZuh1+cdAGgnFyTVYoIOMqG0CYOmtr7MDIlI7n3jabQqmtY5BoKsxgBQ1QMrUoirR7/OGx7Ct4rUIGu32w7FsVReMOIVs4c0nzQ58sc0VCzvAhYqg9Y/YA2OXyCvqZpEDS8mEVEief5pm3XGTYsqp7EuwwwA4baTC46argwkjEjZMeLRRdCYsBpTgpgsUmimhwQNAsHY4REUAiHGMCxah084wOdnS4TDYBsRwUgzvgHD4OKJ3M4rADwVXDK8pBxmkzENHjJ1AAPFmLquzeD7w1ATw7XL0y3jdddfjBME2k5cN6qAR5xeUqbmrhRORy69Y/KAa1HHYsQDtzmkJrvDpKvbsxwp5oL3m7gQCRwK1BFDbg6mjUlMVzdCsOOUoqocIwsjVcigQI8d4OobL4xhhSV6XGwFXxjqusdaqJg2TRSzlwDgA6etOHAN6nxggQp8vOTJfUgY4ZU/CYxh4F3ouLvU5ITGWwaMHGTkCmBWUOjlcFLryO2HMeQTe/ObnHimvnJAF/I+zFtKaiFwc7jJCOHAV6ZxvKYiApHG5Jxs3eMJCNTNH5x1eGNwUrUC13/wAwxAuhTR95qzop1vKq5rdvxioBaBTZgSloHjCiRgDRUwNdAGTfWOQquigGn84QSUwXUx20bko+MJwASXetYixMQbpLhGEGGAuODdQh12zlYIzY5eLUUFj1j5YEaUcc3QkBxTEqtHpmU2FgA3POSO0jTjAOV+UdzCigdR2qXN08gHhjizUlIAYMByxqBkooqiahjMBCHkdYoCs2jvLZYKc6wSUhEeXDjCg3yYfhZVoN7wplqoyDiVAnYC5tUx07C4cB1BDscThj4CZvyh57OGAC1UlfjJNCZouI2BHVUMSBU4GBhgFiodri1lIJkxiKxY2nBShH6YOmxgouOI0U4kMgmPvcphEpBRKKYMQVHyGaIACmlcLSIWIdOPhZwTY48kioIY0uSKId5FIujdhw1kSF0pxhI0O8jQwaeExzux3cZktNi8YD6B1HODYjTumSYD2MtwTK0ffX/cPI5CuJFRNvVJlcKTTXjCAYPWOIJTVNYRVVU5MgtRqneagHXLrAboG1AT3nCpIaq85f1CU3DIQOVTTiMfmLrHJHanjDbjpejEUAdByeMWUHAagGOoW18tf3gUAUo2bcCB6lUJvAQTFXjiYG4NNOOOOt4MwALanrEdAcguMTxCKg85qdIQdc4CMi12VjxiUNq94SVCG+jCXYTyhkpOWgJhGhahacMfBq7nlcZIpUMTHapaiOGJISGwauDfEWJKYxXJaIP+85oMO4a3hEnZVdjgwCKCYlgQy5PX1iAmaAoaY0wHz5GJLXy3E3P4mJQSCiP6wIFAD8h194w27U7UwzbbCpi/8AmUUiiQ4PWGO8I8mSMU98mGFlEUd3KJFU4EyYBMHK+suJClTaf4xgrcLti4NiahKh5xWMJA2V6y4OyHWHlBA4D6+cM0RqxTCDUAmwxFq0ZZMYwUPG6uABV9O5THkB96GZYCpUcTGsOt1U9YZqQLXQ44ShRNLhaONjdFx0kKI5mO0sAKwmAYKxN1wklIkauA4sQBu5omGhpT1hxMjDycFnQRmke8hEllB5zz+JT1m4DhwcYRJNjnzgpBT0HRisaTTgw1R6RfrCRBhL4jAAHfGDevPEMctC03myOmPA6wFKGt+fWBs00ZjowqnZkVG4xCNQG36YpzU239YEkOiabvHCywBZFpTrD6YIS4ZAK7rwynZGxNL5MAS7kBnkwX2B8NdnjOWiEBtf3ihJ5Orhi4dIJcelO7Is94zK4DUU/nEwURKimDhGlrEPGFCIGTn7xNC0WVHARWHRoGHKxFb4I+2RcXi6wokT0DrFhWgmlMQMLeox0iDK1MI/ZHD0xoIIHT6MNLSHDPUHYcGXg6XUO8YqEtM13gBSw7YjlTQqlg5PIRLu4/RWIl1hgkBCk9sNYBI6rvXrCAgKTl1jFELTtzhAASixP84VKECLsV8Y3OB2mxzWaUdOq4JDScOJkBBKkoLw/Fwa2NSUb4/jDQtoG5PkypXCeQVVAtwYESmoHllAcZC8q4xcKghe8HqApIc5NaRNgnZjbGNCpgESAbHjBYTQpsuMhl7kpj6lerWHziQlUcauJ4JDtHBiJNchj66bs1jUIBA/GSA6opcOQshGZ6mNVSjX9TFRI1VSGWQ0nSDiViaLaTBeaAgcYwUCgegydNkjTkwq4Q2J2YkFTgxHGWD1iwjTkTf3lpD2cKefGBCkA8tZWRC64JjSgoKVwMULsYXO8TuKmLQESoaw6m3Ldk8axBZEYvD8YH5KOlP+YkvNBREw2S7VFBwfYwUmAraa1rNME08bvEzQQTPzm9koAcesr4KD6MGKYqmnO8BmqA0lwKAwche8nDAWKlxdcqiq5OARRokcEiblvK4n6xFgiuRBkOgTgfOFomiA0HjF4oC+WFBtR8genCFMFBbk/WuHxrFLQK+dlkIB4ivjJQgARoOSTqOwa1V9GOgIbXXWt8uEi4Aq/LAT1aG76Y9REFDPkwiEC6HWDQugz2YfClKH6YHICA7DDgFIFdrr8YB0pVCFy86gdh+MIuU0docfbjoIUCJ0zSLHJoPOIBwDBsMLXWBqHz5xMggxG7cMTAhGxyXGgEmkzhISemKuA1nJOsZWbL8Hw/1jDUPGqH9ZYqYo0OcYx1TJZzcpwrIYRZx6wEFcBG77wyLWi6f+YoxSqhELj4Xh2ODFJJxEhhQRQFcPvAQLoKg/fDArUCNxiiApeRxtbAgjWITAJIouSkqDWm4lEoq2jgkkQqarl0Y1bHyxVsQAp/zAkKSxin/zJu0UHUMCaiCwV8YIFFUHjLJDS3h7wRvQ631j2NrYm8SWd9eO3ES9UH+uWJbwRWarjuSL2b8YAXUHHiYlA7LOd4IlV8CZZAOfsw4iCW3JEDRfFMQzJ5axwVjFgA7/ABgSUQXyZvuwQ6+sFusqj9MIFR2TZnPVIKcGKhXBFLcIlMXcVnOEiCZIaDziyI9g2+ctwDBen6YsFCrscWlQhjn385Mud4Vv7OBlQhJHOVFdp01395MysK9ecVJA1rHywwsg1A/jKxiA0onrLl4CoPtxrFq1BBiPb6zliIG7iQWEFUmH4o4he3CWWom3/dYeRzJqDwYJudb5YoMKINLo+PeFojbNgtuESC2qhmRAdVrYeMYpXFk2axmgo71gzYnIeHLY119GKKIoHJjuzzaE3zO8FCRGrv7weG9oiOv/AJitFXZIP9MqyIACvqZACIFYCdY6VgpoT7zeH9ilcM4CEvSe8NkEAgDlAxSgryYaqoZuI5VBUaUhv5POG5CI7Q5v94Y1LIMHd/Q7wh03AQPX94oWQSFQJhMDlBwCTWUkvLNLdfs4/cJhSQTLqfoJsHHhAjg1hwirs/GJSxQRIvrJKsFmjF8ais3ghpW107wySKCg/wDuNKEFN2nvBzN2Sv0wnGIKl5wiJoQIZr6BwoM7bwFw4JUspy+8MBC1deJiGCgNu3GarJN4SulIvLhUdRJzg9eIbPnBBR7OcefeGiSxhs+Zjs3wC+Lc21TH0wpiY7Nje8B8R8u5gaVXyOsG0NhtyEqG7T6v4wgBEjRt8mFleV3MQEZRfh5ywIJCafB84oEDd0gmVsh7QM7DLGJ8KdYsgtIjF8mDeZPt5+MKW2xnfTcMlijc19TEoHKbuGJTprDxP5y5kBTQP7wBC1qpR+OMCXRQdqd5fggToJg1DRRH8eMJpQRkfvDaJhrAfjHhIqYfjouGN9kNg/jG6AlSddBh8rIFXvWBgFgLcPpJ2Tga7KrKwX1Imw/xhrw1duE2oKsq+b38YpIgpvbzlgJg+WmLQLcSlwKpQER8+8EoAfXeSFAmrxjAoaE0OBTBrNOj4ZDKW8r/ANxd5MED2feHi9mIh/eMSVusTevjDSCdIL64mSSBUu1XjGWlKNv7CvnImTkETWr5mOxaqo8YBQk6eHHWBN0w0sUqHnBBahNDr+shpBWt56+cuT5BbHCxoIK0Hx/GGhLEUSq3AoDPs+GHAoqpeDfvDrdnSrNfpM2dpopnWsWqiLxSYVEITaNpid5QXrCxolh24AiBaOQuJ5WpsONOMYwF7QpgCDUKsJm0RRBiMUQ2CYr7wgc1G0fOcMvgfwywTeDDQqhyt+fjBp8pm9Yx4onjjNvk0a1rKwKYziuLl5DhvrETIUdRjVPcDxvjFh1VsqcB5wroLshB78Zupd+TAhQRZGZqAoH3jEKnnzjXIxlxO1lARvm4xwpW4NW44ptpadhxiCfazueMAeRQ26H1iMRVwexj5ERSinUw6cm7PJXGoKu2w4+s3G2LpWaKJtozTb95MigkFHZvrJqicop1esUENsGsOGAUiixJJ42ML8YlGUCNnGSQ0RoB3LknUJukeMdQGnQL1O/WFBeQRHeEp1QoR/usdYIMYmKhgOkDwTCnSuJXnhGBijb+WHeVC8brziYRDjbrjzi7Q0tsF8ecJggFxA+Lx9Y64BgqFdbPnF30wjQPnG4chhsPN95LAECwgYIRSEEF7/XNRnHXBjCEy8nLj4vEDNrizcsoUXhx6xkKpuE9es214CLW9/8AMNpJQGq+tGLUEkG1dD4mSFT7H7fwZGrQob1rnCBCKNNLreNCLGO0zm42CARgfWCqpsdNXDcajsesuSMD6OV6GVafWHUyLx8H4MlLKS3Xv4zVNuiR9/OLUkoIE8XAzTiyx3vrGQ8kyv8AvnLoHA2Ht9YMBAyJxhRALE0rm/AqA0cYNCEAdJikKDB0jhIigCCg4QRLfY8YS1QkNAfjNzGqQRM1wtFgI9GWig0xvB5jBsIy1okRJgT4ruPrJkb9bEnBloEVNXVw2zk0vLj1aChmDSEo67cFkRaT7zT1hU8u08Yi2QHpX7uJhIjbo+GKBH0HGrQRWdLvWIgaHnWXYEF4tHGStdJow3s8Y4cAoqmlTx8Y4Cu5EcHqGlIrHrENmAV2/wC5yVJAhuphNOU235xMJAo2Ix4o5PQcOBpEaBc/W8fqAiBy8ZETHKZs6xoqModLLtFAhw13kACDSgcX1jQe8vB7ecjUMNEv3hteemx/bDUAMID5/wC5coWqGQ/rGmKdBA3rECIZpo3v18YobucVS/p7yq8QdK9fvl7DmgKV+tYFWiqmuZqnnGzIpHgP5ycWU2O3v/uPaoSPC3eGlIUCj46xaE5LaeYYWYTCVGVCAxsTtcgMQjG/sxSGwFvyfONNqV06wmOj12ZJsJ6gc40MSUQSMk+8NivEkp5y9QHJHzkvGBBpNvrEBI1Mh8OW4qkwqdY1pBDyvPrCupCG1/nDFFaShMWUtqMavHnLyICg0fOagIptvGAgbi7MemVG01jm6ZTi/wBYG2WaNGmsM7aHY/p3hwMqgtBKvjFQXhoPX4MNiSTanxnhAIR0fnDRAVLoeTF4hGpE/XJEiBDZi7ABULmNFJhTG/M2rTGPI7Nr4yIJrdEuB2gLAdH94+aiQbbnGSE4+rm9B51Qf4y7RKawntkqcZajClBvtI/znA466IHeCJA0qyGEAoOpxTHEsNvdwqCnOHQTaqK1wePeOd1ugUHxgvA7A+Q/XNyuosi+J94EjWdxoH1txwR0DrjWERTNw6zdD0g5DyNc3jE6coVePeXXqEiXr+sTUAK0f7WRAGjU9w/OCPnWMhKlzVK7Q8IOCt3CUfr2Yzs+NB/JyYGSLN/LxmiKCdf7LMjBxbbieZ5ym9MA0VeXN5QjUAdfJkU0V5g/4xM6YqRX+8p+ECUHGAWQpYh/eFRMVmjw8bcLkpJeaH761kCk8/CfGKNhiBFM3aRUKAfPnHgomkE158YkgUULsZ96xaiRzRCP0/vgBFcBdNYNdBSiGnj/AJiQNfj36zS6hUHqP3xikRnQ9rcWGs9hpx8/OKqrOIX5xAJIIQ/z1moE1mArx94ZqYq0P+vrAEooGuLrFSJWtXIIuhlcJRKA2EXeNNgIDod8YeBsIht1i01aKgFv3PjFJMECvsw1ALouMYhhKaR13jAYy0w+PrFNa6ASnHkyxghD/gwnTSI74esG5wK91x0opebswt0UNPeC0QtOQrRheCVXCjz4feLNFKVi/wBsIFkVTQzn7yOFBBoHMwpLSVdJ6+MZswIuKt4URKrcx9e8qtvYWsdOM64Cqn8MZ3KOwHyY1AG75fp/WNmelE3gSBBB4veHVaFUi/x94gUFAp+3eBiQDbfUMKrQU8Hzju7BGOz85Zx6gn1MRzlQyA+81J+TzmjH4s1FYLjxAO6rXHIIBMcYaOjnHJBoouLgNILcoNN/TAkhu8KYc1zoodX8/rhq4kQED2T5yoUSaqK/HWFUnD37w4BNNA7xqkbE7YgWgTEy+TpHDWFKF9Gyk0X7/XDJlLngDZiUUUSqIHDlFURJIfzh4w5iAGOZina13szZk7Fn0OrgEABsbjiYfqRstHf45wOBQoS/BlmwRkje6ezjDSNAcYb+caCBqKidA5xE3FCiGCnoqOK4CTYEkc6uG0jXyQd8+OcXc9QNE7eJw5AUEAyj1/eHeQFGp3tujEaD8i0n6XzhOmgYQ+/eQQicjSaF845ArQCPWsVuK7KOP1uqANSesL7QFrDx/wBmM72qBDuT4xSiG0W/2GLIcpTS+vGHd+IUHx/zNQrQQYRf9vF1NCnBuFiAidPGfXOJg7UrymGgTZVTkc2FFnD5y+HetsDCS4EAAxk+vrGG7QutaPqeMn1MEqn124FGKO4HlMnEoC9Kf5wRVJK8PTvBwaDQ0zoPZniUoQHPwBjm1sLE2S/8xlzpAGman6Y4UaihxXA7pBvziANUJTI9G1cCzBEXFKL5f/MMSFUUWfHGPs5hG5axQCQ+/eGBEBkNu3ElWGsWH+uauCldXU/PGTEKG+UPROsAQ2lmh96TAWmVQ0OcUQWhwSSh5C+HHgxuQT/nBJYcjbxz8441AKy/55wG0DXAHj3khJUOnxbm+Xh3jyTjC4dSrqcFQRwjrGMow7JgRYJZwqp9v6Yqu95w4Juhp94e2KcH1hLYNDlZrC1dhwlXZrGwqQ/n85Lws0QRzTl6BDbse/WcAipI8Dj1h6w8iN6xehKF1sXJpQ6ob++SwIgNuNN72qWzWCyJUCrBmArvR5IOUzWvbbF7a/jJ0PMVBdbwEtfQE6vxjpnJHIf5yLDsyaf+5B84ben4waagoD0LvAMVRXHwd5SoXYMThq5ZKgJEPc8+ZjCVBMQ4ACkCDUU2XnKsXQJQ8+frCwgtWpw31kpRred5RxpDcOanjWJjA2Ffw/nEZCRa/gYbocRNLri6x10jaUkZ4949SFVKnPn3hwtGgQdd6Zk+3tpYg78rilCQCAOZO76xqiixpF15/jCFABVVGu8uwioxLC/7WPyNHdB4i94wMQElq+V3fjJFpFHV4ejKto4BHy5x4+GBh6mnhwlEIrMXuZGsuFJso12ROsZUTiYHzrjxgSkVmqjr84Pl0FA7Yvft9ZKbkeBPtw8ABGAeV6+cu3EMBZu+sJANwArOvnBXZ28EuzzloHQWK8PkYIDpJCng6XERkpbNLT84rkEFDy4jK3okw1jSyhPPz5xpZMWg3YPxvFgUFII/Y04r7wPBPnDTOJTnu8eNMqlEftz1jyERSAgG/nEEigMQgXLhX0dzAJLLGh/3eKygjGHsRxhlRI0nz1hgzBNyv8ZJGFwld/GIIDgSE9jYpgqsIED5wouQoL4YRhUKXRAOu8KpGjUnz3iyI6a8PrxlLkHQ31Os02utwvjveAxxLuvb+c0DjGa3jFQEodmGxdKQdzACgJC78cZXaiVGD5+sRhq6N8bvWLIFl01m6+enKKKPCCPlzSyS5W3eSANHbd7ylJEqLwYJnUN3bjBxo9vGXsUBamDvoNFAfjFOwInQO8u0FkbFJFPGakPMbaWlpkkmywC+rgUDDpcN+OsAtwqdtinvd+sNmZV8+QZR1pxJOU5tUNhGz5zebtG8fe+MoCAQ4g987xEU0d1bBlUAbJ4PaesFbCgNA9/DiB2zTY+g+NmT8ELaF4L1imRSQrfHX0xEVoKn6PLzhlLUaCDr1veKClK1E+Oa9YlN6B0Q0XCxpN6GuHj1iJJqxAoh/nBQg1pNA635ySZi0T8uHqOXNPbDgviPCYrk4gI6vJ65xAbVg6Bqh3XDvrA4p28NYtorPR6ODDjYVPObw+vSeXxgRBGka4HcJR4y6CeS7xyYAh2+DWPWigwGlNeMagBTWU8vozgX0gKjqdusk2gWROOSB95vjEKsLXfrNICQXgk46PFyQKMKs9e8JyaxAvHHlxTxQ0yh4XF2domvn6wU11bKL19+8EssA9NdT9cci74xm6NFOsrAptc6HCso1OyLZ+DFZmqlhZiNRYdheV4jiJjqNLdGphroShITxcgpajawvxhpTldgPri4gMjrkPp94xFZBsj+zg9IY1Q/7iwYCeX8vnBJXEAtfjGK3XZ1rGqdJd/QOsVQAUlTc7cbZAkkMOlgqBR5/OsXEQTpr34MVPxYvnRm5HQAb8/7xjh6KYWNfjGnIqm9ZsxIc9GFQwCNcJkAtt2OzAdQBIbdSOriBKkps/jjCNg2AKfePLhRconGmGRyiNag7bmyIE2CGAAUhjrBgoRic4iRQ9DeCLNg6u8QjcQDwmP5lCIA83nLLjaFavznFD9R/LGxksgs5Qcm7AhVKbw6FKDa741iHRvUt+N9/wDcTLQ3cOR/kcimyrUQ9fGsK02EUHxy7wLQgi4fOVysD2h/OFNmpCnZ7cfZEEE3w+8tUQo0S++fMyN5dUE8nq5BHQsL2uKk1bVg6kYfGQwRDAnc5TBIGdlnepw9TNX4IVVKkfw5sIV0B+S4v1h3FeeBMcGo8Enke+5g/KkahesCXgAUvfD+5lyuKgfu1hL7eLw5c8+ZizWNJfrzjsyoFhenrKOG05Am/eO0rV1DAtNkpoVJ1h4iiG/9vE9IvE5a+XPU0AMZw/OTZeyQCPLSYMBBMKb8HGRjgQaW8Jz81CX+MPI0CihPHXG8JgEe44fxlIDQgG6/jHCyAdxR5J2mMAVtICdVx8YzZlKh8YtwSg8kvDv5yODooDSrri4vw1AlLRRykLZvBTa1FyQRQLxUcYJIilRZh8eYE1UeqmMyuWaJr8zzhbJKjd6H8+8JSYQQnr3h6qI2HOuOdZMAZQKpt48+nDNYbtRX3nOYEOZ684umWaR/j3m6BC8anPj7wRJDMO2CAjgnU95SwnU1+s5kw4GzX8uERd1bN6J4cURAUuybnX6ZThT81NPGJkG6kDhU2YE1yZG+HwMB4XD47MaXAHjLIBF9Yh0uiSpmhit6U6D35wYOPUR54/TAzRM2jzF1mtVxc8zv/XGWdtCGb4prIQVAWLrx6w2DpgeuM0R22j3mqNVym/nDJ3REWhyANEd9YSoEia+GMZ0ZUVXWx4w6wTWgp3csMCJ0T9WUSAK020u9GNJDW1c3Ft6wAIgNorsx+OPoXtfWFREifDrkwUwaSKJeODGymrxDfHSecVUK/Plq4IdhGqkGWmBMg0QelBcPpj0weHJa9BuU1qYtOBqg+YDceXFPMeabmJbANIF84JDdNaL83CSkIE5z84cPLCoEf84mXFB/F494NMUyzm6eMFoIhuE4/wBcCNSlRfvzgu24TZv5HjDAxETd0dYygog1fD2enAL0JaA7iHeIJbYkob50wWhKJ0fB7zbOQSAnSnnBp8GoC38Mc2wxD9lbzl8woED7k1OccWDiEHoSS4UAuZobzgNEoQn/AJ94zkGEBLOMkf0CUuke8XzvnKvBwvzgDgSuhpqaS4ABJQgRIb184YzKFH8PHnAqM4XYrV8nGKOW00qfs5FtQrR3zdpPeMTUalqPXXw5cNyaC21+PGFFIUANxSA0KTpwT1tX5wwUBodeK931gFTACnwj73zhaAkImtfnNmjBhfgJlELBtC+XxihKGs+v77yM0nmx66TpzlJPwi+32uPUtIgOGpziy9fQXpjmKuo183nBB1S5J/Rnafh2D3twBMkILrvXOKjGyAgOu4YuOoKD+DG9yR+L+z4wM5wUm/rjudRgP1x6UjZoPXjGJtubwxBEODhxItAepLlMZP2+sAGgKJWfOCRhASsUsPGMtCjBRug84byGWVvkBkrTUL0NPOVtJkXAmzpwlyOxDhcsigG+zCwQip7x2QUu9JlY8V4TFNmbNtvTH0YRZSOPGTpyIk31cSCiDVj4b+M47AbhDx8+sVFCVmrmbO82QDawGvBowVgKp8Hd5wrHRuR2RP0wtJsy79T86wAIJWnxPvAgHR7HADGjGr4ffOOTgnZQjfOsSAC3S+H9YRsLaXJYDr7wCBaEbM8HBkfBM9HjesW32IYnGu2YscQiWLwG9PK/WNGNHArVOhxQuLRXLyutZNeSjQdeMu0Kgr6/9y6AhAoj4NfThJ0QkI7WJx944FKhEBp+PnAAQFoFTVOZgbLQJPRcjpSnUB4J5zRU3gAM/wDmOuRQ9ede3BAMolm9Fvdw0GagqiO29njHgSGm9l6x/FWny5t7PGGykDgwuH3WiiomsPIlOGPsncxXsk34nZ4uJOsK0ukcYaS1BNdcTeMWiGUfr49YoQ+zGRPQOKhcgYh6eTEcKC4XmefpxV3EEMJiwQkE67TJQACjV4r694VBsbDg40d5ZZsbeZhM9TnzkidOP0s0ijWRk9dqfRrB8jSGSsODnApKRcBb5cOkmdkevjDppB5C9/WaaZuPAP78ZXCB9oS/7eJFGouw/wAY2TCwa/imDEAFVK54y4X0KD0vfWO5OojX3l4FMLZXxjVNp2D0TrJJVGofR/ODTCgEhhUC+E4c0bGA818YtrpbPWOhndXHqEBG9bxyVgsA/GPBAh8D/GVS5yIE0us6sauBLNfvkmJAEUJ5/bEhMB01O6Y0zFW6aNmTafgDWFGKTYb3g8Eob0zEY0HIKKfrh/pAovJx+uA4d1cl3EuVIK9Glu9YJqVqVX9OBaE7FD5s54wu8KNt5b51gCAtO5/Jz/GTGVwkr8mR7gNi04fJhnhRR65DAFpXk1PDgXABsCrmPT8YJJVYtumu2ZqCms5nrGJmCur3OTr1ioQCI656mHtmK+cC8veMzY8EasQ84RNiRgicD1lYOKu3Ls+uMpXtREnrxv8ATNkPVoLfTvIqBVpNTj4ub4OjSLfG3OK1fAlV+3vDEdCKg5WcY7tBrt6Vaw+sTojhVh8z+Meh0QJ637wdZwlUU5+fWAUnRQaf7vBhUin0X8YNoYhCAUONHebcQQGi5+XAlKo0L/8AccU4agl+5rDAJoANvOqmA49gBncfWHkZCpT1j4QW0MhwvYXGmzfKh54WzvN36SErx4nxh7IIJBTsHxi0Y1PInkwU4JxDzZcfDjJXAunfm/vmvGWy148685tZIogPlNpkmW4IHfifWaC9AmPLvFTweRB4MnSUcaFXhrrEyCIZKkJMFO8bFIrj5E8zsy0HLoiJo7/GK9BhCJeRdN6cDsxWjt0iW/eDIsDNq3R5/GAQmaOoXf1rPIlxqfN4wCFoXd7Z59YiRhDao8N2ZpKETojwveMgSGNowUJGu4Hn5y9DArE+/vEmjOUNdrDEPbzgJyPvIlD+AheMYFZUb9MVOEOHAg1VK7N38Yk/AXy4zjyo4ZiXYuBrkLFs4ny+ctsNF0B4rNfWTyCjUnz5wL4kVhPEuEO6bBvsfG8dlVqlXXOLecujhjp4L+cJRaFZ7xiRJw8ZTEldOj4/7itkAqvf94LE0OUv+McCdO2C/wCcHAPaVGYnDCfDkfjFsQnB1dYtNgGnGw+eMnmVZozna8Jk+UScJ79vxkDTmkKZ34yQkm1VJpDvAZitajZz79Z3RtBT0XlPjG469CFcxeXCNA0ngG/OQebVHR5Xz6yiCXstL6qYAYg03CcG/wAuSghVAID/ABhMY7oL/wCZoZ3QuvHlyEcyCiOd9TIgISXvwnQya1SIUJfe6OWIMQAV+t6XvJimIG3/AF5tyOVDICeTme8dAYaFXvBcLD8CN+PW8oMEkgf+O8CQwq3Ho/zhrOXLQffzMcNzAIXl8+spGtnQmagiOS+Hm+8lFHwUOh+suL7mpXwvjCJpSq5B43yTjOCKhhq9r09TF4u/TE/Y/bLM7hC7OK663MZK0L9B8fOFgGgwh3xH+MYCWLUHC8ZM4AAF7b/XLwhiUD5Y4CAtlCF9/lxkRKSFvP1kxMCFR49zThJMBol728eMLGOsKro+Jh3kCCdzLdFdWLg0FgbB3gZswAQqew45DUUiRflScBltTHt1xXh9YoQhQ4PuPGa8aBgGmr5whAVrFXiznAYQkCgE/wBrFtF4RC+bjPlqCrvWGkgiCX5wQFQBKeXoywVhLAf5+MG0MHpC+TeTUFFAv5/TB7ISWvrnCfUe4HYcZOPLFV57ygEAAacOn04nOI65Pkx1ACqxdmj8Z1YT2BecfJTNhHWCca67eT85aUbpNf1khyhQefLrEolB56N8eOMFSCgCGtd4cVHo8MPyQIoXlvqZwpnptcq+XIrgnhj0ocM4xyPKLh6Sjgtd/nWOjlJX64h1gikO0vXMwpkJi2Xg+cSlYYt8cYfopZR+8a0bEm1aaOus0kkoBfBPXOJWx4XS+vXvB1BUEj+8dTWgIJ/9w96KnNxm/rEY1CL5TGFSqY9w4mJJkRpN3x1jAcK2iJ9GVURLLx86ubYGhUPF+PHvLE/YCefvCbVWGhPBp+88NFVIB4x2FCqAGj6uJRffRfneLcRiJFpz/G8a5dO7y225LnR5OSddv5yiJMsga1u4Jcthoffy4dHeUNFkv4yKZCm4vnffnDkeEIWSekMdfgQbeOffsx6ClkhvxiRhieRu/GXobQWROPnFjm0FA3E4w9YkkPmp44+MWIoBqHfZ/GKyGnKIfqxAK5EANCTruuHHDaIfnGfF1OAa15T3hLduldhx5D1iFFkiFOfyd4xUgNRMXaHQijs/TApuDcA6+3CF7AivzTkzUAlYoR5nUymIhqDV0aPOAxpNnOsDoCBO3zhgdQDr3gnBoDy4FFwZ9A1QTf2mQ4RLlDnfl247bvOQPnrXGELQGb8nv5cZQikIRf8AesoEgyVrgvnKolU2B5H85RkUIzs88YdEka4DfnETkmlUGO5rZsPtOKfGJBGmb6R/jFBkUDX79+8DmyO8/bCVQBQE/XNISiwTwfpMCjQQmhm91x0ZQdQF8+8o6QEqXOvLiQATRok8F3dYQB2HIXnyMdnIU1t6esLc1BIC7wHqBOFNcfjAo/wA70PjGRaFqA+k1U84xPgyb39d4UJEiusmm8POPF84Q4VdB5xSlW68ZdBOHCQCgRhP+Yc6zkATjoOXfk+Z594DOE1AB+Pzgbl1tD104BDMCNQvSLgw+ZNPauHZyRbdmbq8dbvy5Ng2tVX7TCpdAmx8fjJVhHYp1xj47EcIQ+5smA21gTQ4nrICkgh0vBXR8YRQpFQBsh03CWxKdAJ/nEeFAFI/3j9mkMLo84FRQRCXzcfBHdBEd+P3zfKWHdLbdcd5VoeUCzcZ+3WBfKABEees1zSRRznBolSdj/jObaY7OHnWBCOwQhxdzfnWXu8IrI8eM16UAaTziA6DyM94tWUoNjP5xJkANf8AxhpUAO0uK94Y1QsK9/xi9rtt0DfX5zT2hsk3y9MAggrZ7i4ck90oPHWsCuhCfZo71hJEGhcXbx8OGjKgTXv1dY9E2YE+8cfCgkTv/wC4aEbTY3B5HEcnYMauXwAEgnFvH6Y3nyIqP0H6Y1XcoDBo6ymSg06WuChSNZ53y48GCgDQ/u5P2ABkdfGc8SyIkxh5UErN16/GEQmJMPa8gfvhhWSQpu3rnjLMEBWp5d97H85vc4rqv642Jq4LOMGVPQYa/W4bayKRu/x5xKwhE0vffnAOySsjjusEWj6tmXhlRSQfm/pjdDAIOW1isEgAFHp/jEgInkdeONYYgVEpGP395QHvDM6J384xWQ7M7y9SAHP0PGbglgO49TJKqg2aoR4R4cRj9EF0u00OLqXAZ8po/nHiMi8qK9/3kIi0JQ7/AF9Y4GXKKF1veGw/MkQYFRwmxvg9mBhCCSfznpVgj/yRLwuESohziagveOR5ns8sKsqa7oXiHGcDpBVXjeRUlvEfg4cmhIRINdnlxUG5ShpzklAvKHfsx08NFE463xjGgD2C+96zY4woA+t8YxEjabGBZ9YXhBFeDffjWB2Sg7tDybxYR1kg/Ux08PKr7hxH8YbEcsAfY8YqFpPOhuPp3hQVoYG18D0TBHRmlKeV/vC4LARB9i9YIjt1A+n+McnHVMgnDit2pyHz4xeOdR7KeTLlhEjYjImUGLioPk6mCMh0Grbx528Y1ageTvWOyA3XpteMPFIBt08s8e8CTpqF8Xh1h9pCTF8XzMk8hAEHOnZjRWdCEf5JiowDTT4PzPGWKsBLOj+sCyuhRa7+zDyQVC0/5jhegF2fyb8YM7qQ0nj1vAfJBKif8wDExHVaPx84OFmgLt4ZgAFhNufgfePGMLsGKpCQCRdtv6YHxEts/bLYOgDQmvXkxu2Ai2+14TxnHQxQCf0yl+LZQH594rq1A3vfPYYKXjbQ+R4+MBFWIQnkeHeVE4HSOQ+plmQAoATx84+g0cefPxjtoEp0nV4uQ9QEtGia7wxUFr3V2+PGK0rll2681w9cFKp83kwiIVR7XCY7IyxesehUDYA8+MThGonRnrDKLTr/AOPiYUXslSr3OscWVeS//WVu1Au35v8AusT7Wm8T14x0ZS1tH+nEJIQjBOt4EKAqgjx4xLLgBCwWl3+cGVnhXpcc+8UADaJLd2fUwzRa2M3dM5yCZUAprrBIiFAU6ciuYRiHfJHwYFUxAQDGZc75DpyxtN7I3AmhvI3aY2thuezDzRdp1f7xG8wiuppy62odQe8cLFBah+mAUjitu7vBHCX34Vnfzm7gqhokPV1jIlkXra9fH5xm9pEHTm9nzikD2cl88qb2ZexRGFHhvSXFgAdnD/3Bo1oDML5zmHDg5pHxTj8ZpNJQ3ua/rLERaR2vjk6w0Qqlbyi/s48oSCj+wb4wk1jkDbQ+HWbMQlwTZ+mEKny4q07OMsF7cEHrxmoIFBrtWZIoFC2V1x+mEwMv7mcY/v0RD2J4cGJDlUHc9ZvQ5NwGvyB76wWtw8Tj8fOS4ehRA0lYoi1mW6acHSKVg7feASgghEH6j+cKDXRNn06mGgBKytprUXBrMQChO3FeaTVJxOzDAwok+VznHPIUfeYwZg0oHlf+ZE21ANHRynGc+TjsPGHnJnus2GuX5w1/ZfEOzyySTWMA61isqUDAPsJz94oKBAdH92CBXAJBefnGvVKxSronL69ZGBt9EA/TARSgoKCS7/nEItMoAM9+TDk1waQnF194x7oolB79OEuyFHkgWHh3jFOi1GO705a60lZb2vf1jOPKNTj6x7bOwAih0Cpt/GEgxoM+Kd5OiBEoPSbPjBcUQUU+8EyATDHnXnD4kSrQ8PscVpH5SOLacUUrytxtCkhLDTj5xlSJI0ljs7yZG45fLpx7w1wEINfyZIITE+nR1HyZvhBSaZONc4RdfARRzp3gFe4BYH7zE6Z6tp72ePeCBJNoymkJiUMpWON+d4oAVsl0rrzMuU6IHHXPOGBfuyj/ACZqhASyjz+2sLSQUE/LEI5ofIPP6YJmEgesMMy0aBgfMwPQtV5n7xQlA+Cf8bw0gNFvJ5xAj5rB5C47oRorNcSZcuNCgvLXPUMVrWB2Dr2bwxQ5IaHl+g1jJerQMTWSAYaGlI3wfDikSMD6EGr/AFgzDwVaLyGqRdesdiklOpnEyX2o8EOHG4J8gTWJKi4Ay4kd168ZtkXIBpjy3vJkVgivY08YFjutCqvfH3gKviAKDRw+8sySOwOw5TzjyyN7Q/5j1SQttf8AeMWhqKk+N+e8mjkKW96+cXXqRSBPn3hYEYcwn6XvHRlmPLovB84uVUOCtXfr5MVNcA0fD3xikADBk528feLM2iqAfTjvqCKp1qFcm2xCCPY88VXF0r6fpvEsj1ZDXTmOMVHoEQe/ObSdA1VYfnC0c6DKd65+cMBYAiNb+tYnr9GsdPr3koroHh7cVUECNJPOW+o2Nb/G8YKyDadP1MKEG6Hw66ebko0Ks+nXrFkEhIOLHs7zaFpKpT9jFxfiDZ2f1hNCD1CbvlMUyZhNhcrQmrt0uu8EzINy8dnGKnA3oQx2FVdmvfwmtYMAlKLOD9XBZeE1gePWsCKVUCl8vbMNQIimNf8AMZg+iospF9azVcJh664/EcC0ceHd656XVxCN/wBIb1fFw+F1Fdf+5wAZIVsb4/rAD3BVRt+M6c+G/wB6d5pR0IW7x5OEaPDCsPP/AMz3QSm3npxOH7UAT7HH5MDhOu084qgQSi9jXiYRSK9EfzrjDJjRQC/e4NNSAJptL+mKEOIwhwL1hwwCqHsffxhFNAsWfzlabgRIE/3GGgiWmtX9ceheBJaevPH5yejKQEOfY7whoFlPgTT94VKRDFRQffryYJFGmxaWr51muiCx6DlxMpFMbuib1xvGmp0Abv8AODqoabj77fgw+Zch0cjdpiOqgAiCfWBXkqVhBHvjeImuchHs/J4wkXDYCLd//MEWlAsW8P53nOqiYrcbAbkycawjqqtj5O80s9A6ZA/bnAwygEBPW8Rb5bgVBj1vGBWNAeXI7fjCS6K06feUhkRiMGqH1gAL6IXR5wjKUCqj7/vDnYHNiKz6YKuAq6q9H+/XDciaSCPytxFDjjHCeDnjDxmUSvatYHESm5G/wXJUBYRA+cNzENul99dYwAwElZ9L8YEPIhJfP/3FsQkNdf7w6oxI0qmCQFUJs5LDUnjDsGqImdVzs5MKiDYXQPzvfeO3iEjZ6rhKQqkA3p4314zhEoNHAv1gzJBCKH6viXLmSI5DxhmTtMjp3frOdHGANvP43g4hAT2Lz3xmnSqEjvWNdsrYF2PeOgoIGh1ceoIItnv4wrQKHPLuO/w4mQtiIuwXKvSltH4b2ZTeNI/J05WViy6/cxIHGoQDX3vDFAV4CeP+4gFUGdz24BuuIlB2A9+8UVQUK+VvjAiHKuR86dfOLpXFKh/3WaWTC/S/MMu6KAMG4DSooir0r/OWydJ4m18OEhjctDz73iLTELPtPjN1JAbWGlwhoFPZXljeGymMCQ5I7+cJTBVASRPD6x6ORGxBD98LdYAdWePGKM4K13V4xkQtEs79YYC2KB6va4czojyz094+BYSHcj7e3G6wRexDfzjkhrzHfBiykHZo64nvGpMAtQPnDZao/rHrATsWqh1p4/XWINHlUbpsfBlmAKIP0GCmhCSvWcYzEiCcz4xhuoNDt11h6gNGBWFoCu4zXU6wt7QGwlO+Nc4UQysnUprvAkZBAh8ReZM4UnckC66bkradA8TV04hQwUS964mSqiCbvi6j8ZVIwIdHb5W95pp3YO3Lw4byNCm/fvxk3Yg7BL6G+JgJA7qcGx84OWAo0AvvWFm4D3L6XjLAiDaK6789XHosY7tGa1vnDKshKB68HrDSoBrFPT1g7IJFKPCbwwYCIoDr6sMeySnEdu/jpxaKpCpXsfePjlFoT19Y0LY4CdQfGUAxUUInJ/OdFQKt+jy9mSoiUUJGueu8SBAAFVz/ABhIshHFDG9BCndd7rW8MmchD8esq0iBRWaSaHHMCaqK3x4xwW3RuL+/nEUKQhBp3iQagIEZ7w0UFFo1z8JzmsQYKK6mXETPI9/OCkJLVU/a/GGEpai7HOMhZAXay61j6I1YFzfZchapIz6T5ygjEsLz/rkdyEXnQ7weGVO4+F5wRdCBVmp4P5woHUMdBz7yuKFIphwl1QVc6G8OcwbkD/HTgqZqkkPb+sVGWR2HG8ADEoS8h+WO1Nh2vQ4r4Adpi4T3Uhwnl7uMACIXXq5YVURo5dYgpCtRNn4/TJuewbRZ8usrChUxXp8YTsSJyAGj4+cL6I0UHydYhHJK09zy1l8b+AwDqCSztmmcI+TD3CzlSQ+8SVLRdj/WRkV2hWKDxctsqSO/n+zIbZaMJT1jcbpkhkNx+8EHakHR2Anb25T8CKxAvK/1jZlAO+lvM9YAiJDgBdz+8MAEkex+AMsxcCSvmuvrGGHS7uu794e8gzW0h5T1he0LyFvy85HDSiPZ9c4oFa6A/wB84jBr0MINYwRA2ST93DBoU8NN46pOicB2zuZY8Q46+3EqcEJsJgxC12xOBO+M3I0EJeOzx94rmQ0OE70yTmNLAP6Y+BUEGs7t6wtYsipt/TI8lAKI0O5qe8G7EgTS7fk/tgkhQQ5bAne8Tw1FkF7HD8YIFBsF8cmOkQHkNbP3yHkbP5O/+5HTW1I58pfOR7OmQ+/+4+igqwF2eTnOz5Sb+fpMCjOyIjfya5PWmkF3J/DD5NQmD+Hr1jLoUNVGjx4zcOgCFKphqUBCV6L7xAhRmiHt36yQFwbh+dbwzABUBf8AvOAZXKgIX8zGpoQ7Q+M70AQMsr9d4VCQFBb5vmPnB6tAL/HH3h476VmlqePjHncxmhs3xrDB6UxM/wBrJQhgVO0/XBJkoXgvXxhpNFAgnx1MuhiqA2mKoayS7PXfOBDBaTyvOCoRQAojMTFUF4SYy1IA0h+rrBBlCUjs9YK64EBV6xYL8xu+sTEFW6BeMMAIUdj/AOYKFTp5P3idVQEh8B/OHZVQgg9YQaIjn+/5wVYqGr+bDKc4tOTXnIUVoAS+zm4TJwk5niZtPLswH85tACBYvPPWTIQb0A9G994cCpVWI8t1jK2LpTrzMOMZAjb/AA95WghzAjq4aSrV1v3hmgNCD44cYNPgGj5/IYYBYtKD+e/4zcUBjVi6DizBNC1KGcnTCDEQnQ24th1CR8c6xAgNINvV7+HF6bThSrtO/jGDa2jS6DxhkgjVFfj+8EmICIekfGLpaDUh8d4YtMHw8ad4uEwKCnXxgIFE36bbxqgBpR4v3irgDd0gHe/0y5QTUov+MQnBekOrgHW2jCI+MDhfsSxzzwOu8YihoBN+e8vt8Io36ro8uHaI8DBr4fOHjXSIdn+ucfcka0/64ckyN1dNLx+ce6ElHjy8YuTEEpN6OsBB/NBRNc8ayJLApcU3/OIIQAXl2c8/GC0RwUHTDv7c5IuNUFvLwYUDxUVL59ZZO4C62ZYfVzeLokQHw+0/OFArDSTx+cOQVpKHn8ZweQbq5leJ4xpCWmo8TWo4Tzgw23k+Mo8JZKHocPeFwAU0k5fG/wB8cGg8Ct7p5cHVCkWrt+2WRSUCM9px940y5ugd840JAi72OLiNdRebdauNihtgD+K+sbwmlaO/bjBTsInV3t9YeLakojejDGrUcPRrNdtBYLz2zFFLUliep5w1ZoDRfnByFhE1EZ0Uy/05BkbjwYLVQWhkesnnzhDAYygRix1GI4w7xw1CTIP2cIgg2mIjzlJGEvgO725uKw9fze8UdlWL8byd4QUJSldddkxgTaxiOunNIEEvA/195FGSAoeZjRypUCejv4x1Bfos8vHHWG6Ww0rpwqrhUAH6bx6GoAmuSZ0BHm8iw+sSauUWFnfxiEwUiA9vzhtSJRtPnHsmjRVmjAoxB7rv2PjBZxtUob1f4wK6wrZP3+8FHXgzAz/R6M/WP/Ff1vP037j/AMP/AGPef5Xgzl8f8/8AlH/X4M/zvGc3yz90/dn+t6/8pzfD+P8AwLjx+vfsZ/oeM/WP2z9nP+14M/Ts/T/2Z+v/ALs/zfJ/4J/teHP2P/u8/wA3vD/R5c4Pnji/zrP0H9uf7Pef4Xgz/O8s/Wn85+g/xn+v0z/c85/g+M4n+OM/Wf2M/wAXy5+4z9afvnF8f5/8n+p5+q45v8c5+nZ/le8/W/3zj/3rOfz/AMZ+t/z/AO1h/v8AecP3+znH8f3c/SGc/j/fHJ/zfP8A5H9//Ofp+fq/7/8Aicf+cmOL/K85+nfvj/s85+uZ+gZ+u/lnD8/5/wDJv3f7Zz/33n//2Q=="
    6 }
    7 }
    8 ]
    9}
  4. Go back to your notebook and invoke the server to get predictions. Copy and paste the following snippet in a different code cell and run it:

    import json data = json.load(open('input.json')) res = endpoint.predict(json.dumps(data)) print(f"The prediction is {res['predictions']}")

    This is how your notebook cell will look like:

    ../../../../_images/custom_pred.png

Summary

You have successfully served a custom model with a custom transformer by creating a custom model and custom transformer endpoint using the Kale serve API.

What’s Next

Check out how you can serve a custom model along with a transformer artifact ID.