{ "cells": [ { "cell_type": "markdown", "id": "6d8c9e22", "metadata": {}, "source": [ "# Creating a custom data integration model\n", "\n", "**transmorph** provides several pre-built data integration models, but some scenarios require to create custom data integration models from scratch using the model API. This tutorial presents the basics of model building for data integration using **transmorph**.\n", "\n", "## Model architecture\n", "\n", "A **transmorph** model is a network of successive *layers*, which can be endowed with *algorithms*. As an example, let us take a look at one of the pre-built models, *EmbedMNN* using the *plot_model* function." ] }, { "cell_type": "code", "execution_count": 1, "id": "9a9be1de", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from transmorph.models import EmbedMNN\n", "from transmorph.utils.plotting import plot_model\n", "\n", "embedmnn_model = EmbedMNN()\n", "plot_model(embedmnn_model)" ] }, { "cell_type": "markdown", "id": "00881ced", "metadata": {}, "source": [ "In this representaion, blue blocks represent layers and orange ones represent algorithms. As we can see, EmbedMNN is composed of:\n", "- An input layer, which is the first layer AnnData objects are sent to\n", "- A transformation layer, which carries out some preprocessing steps\n", "- A matching layer, which leverages batch k-nearest neighbors (BKNN) algorithm to match cells across datasets\n", "- A merging (or embedding) layer, which interprets BKNN correspondences as the edges of a graph which is subsequently embedded in a low dimensional space\n", "- An output layer, which writes the latest computed representation to the AnnData objects\n", "\n", "## Recreating the EmbedMNN model using the model API\n", "\n", "We will now showcase how to use **transmorph** model API to create a model similar to EmbedMNN. Let us first import the different blocks we need, contained in *transmorph.engine*." ] }, { "cell_type": "code", "execution_count": 9, "id": "f78a65b8", "metadata": {}, "outputs": [], "source": [ "from transmorph.engine import Model\n", "from transmorph.engine.layers import * # We import all layers for simplicity\n", "from transmorph.engine.transforming import CommonFeatures, PCA\n", "from transmorph.engine.matching import BKNN\n", "from transmorph.engine.merging import GraphEmbedding" ] }, { "cell_type": "markdown", "id": "e70d317b", "metadata": {}, "source": [ "Then, we must define the different layers that our model consists of. We start with the input layers, which does not need extra information." ] }, { "cell_type": "code", "execution_count": 8, "id": "6f8a9fe8", "metadata": {}, "outputs": [], "source": [ "# 0: Input\n", "layer_input = LayerInput()" ] }, { "cell_type": "markdown", "id": "91779a5d", "metadata": {}, "source": [ "Then, we prepare the transformation layer and endow it with the two preprocessing algorithms. **These algorithms will be carried out following their order of addition.** We will first select common genes across datasets, then conduct principal component analysis using 30 components, with all datasets together. As we can see, **transmorph** uses an object-oriented approach where each algorithmic module is an object, and algorithm parameters can be passed to the object constructor." ] }, { "cell_type": "code", "execution_count": 7, "id": "84321e90", "metadata": {}, "outputs": [], "source": [ "# 1: Transformation\n", "layer_transformation = LayerTransformation()\n", "layer_transformation.add_transformation(CommonFeatures())\n", "layer_transformation.add_transformation(PCA(n_components=30))" ] }, { "cell_type": "markdown", "id": "6d0004cc", "metadata": {}, "source": [ "Matching and merging layers just needs the matching or merging scheme they must use. Finally, every model must end with an output layer. " ] }, { "cell_type": "code", "execution_count": 6, "id": "b82d3e26", "metadata": {}, "outputs": [], "source": [ "# 2: Matching\n", "layer_matching = LayerMatching(matching=BKNN())\n", "\n", "# 3: Merging\n", "layer_merging = LayerMerging(merging=GraphEmbedding())\n", "\n", "# 4: Output\n", "layer_output = LayerOutput()" ] }, { "cell_type": "markdown", "id": "f43766e8", "metadata": {}, "source": [ "Now, we can specify connections between layers and wrap up our model." ] }, { "cell_type": "code", "execution_count": 14, "id": "120dd2e2", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Setting up the forward connections\n", "layer_input.connect(layer_transformation)\n", "layer_transformation.connect(layer_matching)\n", "layer_matching.connect(layer_merging)\n", "layer_merging.connect(layer_output)\n", "\n", "# Model instantiation\n", "my_model = Model(input_layer=layer_input)\n", "\n", "plot_model(my_model)" ] }, { "cell_type": "markdown", "id": "9b841641", "metadata": {}, "source": [ "## Testing this model on a single-cell dataset\n", "\n", "We can now use the model we just built to carry out integration of single-cell data. As usual, its input type is a dictionary of AnnData objects. We use here the [Pal 2021] databank which can be downloaded via our databank API.\n", "\n", "[Pal 2021] *Pal, B., Chen, Y., Vaillant, F., Capaldo, B. D., Joyce,\n", " R., Song, X., ... & Visvader, J. E. (2021). A single‐cell\n", " RNA expression atlas of normal, preneoplastic and tumorigenic\n", " states in the human breast. The EMBO journal, 40(11), e107333.*" ] }, { "cell_type": "code", "execution_count": 15, "id": "85ec5dbe", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "databank_api > Loading bank pal_10x.\n", "databank_api > Bank pal_10x successfully loaded.\n" ] }, { "data": { "text/plain": [ "{'patient_1': AnnData object with n_obs × n_vars = 20027 × 10000\n", " obs: 'class_type', 'class_iscancer',\n", " 'patient_2': AnnData object with n_obs × n_vars = 3782 × 10000\n", " obs: 'class_type', 'class_iscancer',\n", " 'patient_3': AnnData object with n_obs × n_vars = 10824 × 10000\n", " obs: 'class_type', 'class_iscancer',\n", " 'patient_4': AnnData object with n_obs × n_vars = 21760 × 10000\n", " obs: 'class_type', 'class_iscancer',\n", " 'patient_5': AnnData object with n_obs × n_vars = 36774 × 10000\n", " obs: 'class_type', 'class_iscancer'}" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from transmorph.datasets import load_pal_10x\n", "\n", "datasets = load_pal_10x()\n", "datasets" ] }, { "cell_type": "code", "execution_count": 23, "id": "8eb09f32", "metadata": {}, "outputs": [ { "data": { "image/png": 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9F3Rrex5kz/a81MjLk26tpUslOtPSErlt9gVNTVIovnKlXB87Vma+eddtxcZK7dOpJBKvvLJPN19U3sL/7Wmiqt1T/ORnVzIuXVKg73w1GpAfU++k3CCTFJTr6OicPujCSQcQ0fQ6FhppZRcVPXqOfJwGjtPgc3sJxyO7IXOWZ6QJpGW/sFBmvp1O7Nghzy0vT66ffbZEnTRLAoNBBGJamkSgbDZJg/WTiE5AVq70fF69iMVq46YdjfiL1bmn6jQSjHBOopHiWtcjqm3oBpk6OqcZenH4GY5W1P0Ru2ikFei7xEIug3t+I4WF8NZbktY6VbybOsNgEJuBwkIRGdddB2vWSORJG72iCajDhyXyBBAf3zf7Gw4tLS7Tz16msKzZRzSlOD8yFbWJvPPVaCpqE9GqsMYmGdn0HbPH8tmx/aNGS0dHJ3Lop0JnOB+zm8N93Ak3nVHMILdLj32DLR2RqhiMLCI/eL1UQYFcVle7zCRPdRwOGD9entOSJSKOBg2CYcPkfu/n2eCM9sXGwrnnwubN/Xt+39atfRJ1mpMWxesVbR63uQWTMBuhDWiyQ7wRbj8rlhkbrR7LvzFZLwrX0Tnd0CNOZzh9bR8wggFdFk3gmd5rxc5aSoLbIuTlwWuvicfR6cTevdIp+Nln4ho+aJBEnUpL/S+vKCK0kpNlaHB/pq1Nomm9RIUF3lkIL37TGnS5eruIJoBmO9y9p5FPa1zKali0nqbT0Tkd0b/VZyAVWPmIXVRSS1/GGeZxbrftCnIZ7BFxAtiNtOFfy6TAD/znPwPfl5QkjtzheDuZzTKEt6/Q2vY1J3HNpylQN51W22SxwJdf9uy+RYLNm3s06rS9CFbdDW2N4GiTdLV1hgLOyTST922jYMU/KJx3O1+Ols+V+yurAtXtnutsUfU0nY7O6YgunM5A3sBCPcHPpnsKBQUFuJiciHg8eXfhuVscdODt52SxSBQjEF3psutL0QQukWc0StotlKJvLep0KrB/P1x9Nbz/fsTFU4UF3rsZVDedrBjh4fHxXHlSOhALVvyD+Z+vAOBHvwwiut0YHa8H9HV0Tkf0b/YZRAVWnubTPhFNcUSRQxojSQXgJE09sp0MzFzLJM86J83PqWy1XC8shJoaV+G0N+3tIkRiY8UY81QgOlqKvVVV5tCZTPL8tOcYF+f7mIQEedypQmVlxFN224vg+Wmeogngkvtg0Dlw67o3OHDTJEoyRvLWxfMonHd7SOvNiTPw5PjAxpg6OjqnLnrE6QxiLSV+bQB6EiMKWaT6Nb30wZ/TdyTw9nMqKIANG8QAMxitrSJATgXa2yUtN2SIpBrtdhF9bW0iAFNSPAcCA2RnBx69Ehfnu3xfM3Soq7g/AmwvgvduAtUt52YwwdXPw8RFsHBbM39+4fek1xzj9pVFDHtlNxkpDVybva/DMVzBtwvVCJTOHBCx/dTR0elf6BGnM4QKrFQQeeNDAxCskiOLVH7EFADeYRuAb0RIwzsyFCk0Pyf3sSsPPRQ44qShqiJITgW0cTETJ8qlqrqiZYmJcPvtvs/3xAnfuX0a/U00GQwysDiCabqXn7PxdkE9R0bbMETB4Alw8yYRTQALjuwgyibvf9lgSStrxpf52ZXEKH5EkwL3jYqN2D7q6Oj0P06R02md7lJMGc1EXgQ4gARiaKLV5yAShYFWbDzFeqppwoFKE20ipPxFlwI5fUcai0XGkrgXThsMrpb8QYOkZb+5+dQwidSIjfW9npQkAmnVKokiNTbKfYoCx46dOqlIh0Pc0Rct6vaqLFYb12+tY/+v5H2t+U47J2NUFqZH818H/G7dbsb+cSlTN21hQP1JjqUO5r3ld5CR3OBhfOk9giXFCGvyU/ROOh2d0xz9G34as51yVrEHgAsZQSIxNNDKcMxUUoc9Aj11Rgw00YoBBbtTOhlQcKBiwujjEfUtJ6nASkbJO1C1G9oaYIpzUK0/p++eYMkSSdNFRbkiSu4+RidOuMwxVdVTVPVnhg0TgZSTI/VONTVw+eVy3/r1knrU0MRgsCJ5d/qDgKyri8hqlpQ0sr9Z7QiVHjapYIfnDrdhVOCOvy1HXb2aAc7nax07nIVDD0HSDv68d1rHiBVv8geYdNGko3MGoKfqTmM+oYRm2mmmnc/ZTzs24ogij7NIJqbb6zdiYCIZJBPHRIaRSAzDSCEdMf1LJBqDVyKvHQcfsQtXgq8PW7aDFUa7R6NOBdEEcOCAXO7fL/PrBg+WgcapqSIQo6K6XgyekRG5/ewqERNu/j9zKnBBipE35t/ByYHiYt88IJmG66YwvvIw+WUBPLGQaJM+k05H58xAPz06DdlOOR+zm1Y3pxkHqvO6nU8ooa2LaTsFMBNHDc3YcbCfauppoR0H/8dlgMsSoIk2TtDos46TNEHuNRCd0PNpOX+cdZZrdlswcnJEhGgkJsrBu9H3OfULvIVFe7tE16ZOhcxMmDQJPvywa+tu6N2mAr8okRHZy3LjqWipZ0+DAwPi/q1R1uygeNAEdt7/Ki++cy+Z84ZzImcEbxBPYfvFfteXE2fgjfOTOqJNFquNJSWNgMKy3Hg9CqWjc5qhf6NPM9ZTwqf4nhkriIeSA7VjJl1XUIEWbOSQBsAEMthPlUeXnGYJUIGVVmxUUIvDqwLqBPUM6vJedJOXXw5sDKkRF+frzZSSAkeOuO7vbwXU3lRXw+rV8M03Mobl0CHfZTQx0lk0RxNO7unN3iY5MuNL8swmdkx3db25C53NNe2owKc5k/ifXz5HAZ9TyMV8GcRzbIpXiq6wrJnVVTZUYFVVLWYjfKLXPunonDYoqtrXhQuBqaurIyUlhdraWpIj9KN5OlOBlefYiBpgTK8BiHfWOWn4a6fujEEkcAczwtqvtZTQQju1tNBIKzdu28VZlaWQfkHv1DW5Ex/ffdGTmgr19aHXCPUV+fnw059KMbwmnBRF/hyO0IWThtEokbempt4VUAkJUqfVw/PqlA9DMwTNiVOw2sTk8snxiR6iSBNiq6pc5lALMqJ5bVJSxPf3dEb//dfpr+inQKc47r5IxZQFFE0gHXCXkcu/2YXNWRjeFeGUjB8zxSBkYO6wJND2Ny77LGBT36TqQhVOiiKdad7LGo0ux+3+UDQdDEWRbrT0dKlTUlWJnC1YAP/4hwzQbQ0jAmm3Q20txHS/Ri4skpN7ZcjvvMEmVhwPPmonJ1ahdObAgPfnmU2snJLC5M9q2FrvwGyEguzwvjM6Ojr9Fz3idApTgZW32EotzaQQx3kM4yuOcCmj2cB+v/VFoaIAaSRgw0ENLuFgwsBipvr3YTpVuPVWePZZ//cNHy5z5/bsEZGgddQlJrrSVWlpUFXVa7vbLdxTa3PmSNru228l1ThxInzxhZh8uoun/tZFaDTCCy9ExIogVAasrMbqzObeMjyaW0fEsaSkCVBZlpugp916Af33X6e/ogunU5inWO8hjrTo0XDMqKgc6Ybh5TBSGEhCR+3SWkoAOhzAT2mysvzX+yxdCg88IP+Pi/MsHh8/Xi5LS+HHP4a33pLIy6lCSopE2o4dkyiU3S7RtOnTYc2azmu++pLx4wM7nPcQFquNwrJmCrLjdJHUR+i//zr9Fd2O4BSlAqtPRElTwIexcpTwPW+0nqUEYoglit1UUkxZR6rtR0w59UUTiGt4gp/WcctaWPlTKHkP7r3X8z5FkXb/lhYpuH7iiYh1efUo0dGynyYTHD0qFgX33Sciqq1NarW6cu4UG+t//l1PcPRo72zHjTyzidcmJXVfNFkPwrZn5FJHR+e0QBdOpyjFlAW93x5m5ZImAUZbm7hj2zfMscYzjnT/M+VOdRYtkrTbli1iOWAwyOXlaWBvg7KVEnmaMMH1mKoqqXUyGmHxYjGaPBXIzITZbnVkEyfKc/v0U7j+epn9Fh8f3jo1K4dwC+yNxq7N/hs6NPzH9BfKVkPFZtjwe/jwZtj+cl/vkY6OTjfRhdMpSqQFTRoJjCeDeWXHiK/czqCyTYFnyp0u5OVJ6s1ul8s5i8AYDdlz5f4XXpC6oPx8ERdaimvTJhEcoUZcYmJcTuS9TVOTRJWsVvGvWrZMbs/Lg9dek8shQ8JbZ1frn+x2makXLsOGdW17/QHv5ofDn0H5xr7ZFx0dnYig1zidwjzGahq7aGQ5gDgcwHkM4yRN5JMtIsnfDLkznYULpTNNIzraVVx+993905bAaBShMmiQRNNSUkQ0eXemWSxw0UXB9z8qyjVEuLdRFClg74WOuh5j45+gpsTztuGXwMQb+mZ/ThH033+d/oounE5x/sY6qmkK6zGDSGAe50U2mmQ9CCXvAirkXnt6iS6LBe68U1r3NYExdChUVsr/vYVVf8DbJmHBAokwuWOxwNy5LmuFQERHS2deV38qoqIkStWVAvRbboFnnunadvsTW/4Gx7d53qaLp6Dov/86/RVdOJ0GvMEWSjje6XIRF0wl78H+f4PqlbpRTDDhBsicFpnt9BfchcaECfJXUCD3eQur/kSgqE2ogm/YMBGJXUnRaWnC2NiujarxJ/hOZT78CR7OadFJcMH/nl4nGhFC//3X6a/oNU6nAddzAQ/wXW7hIoZj7nhTDXi+wSdo7LAViAilfkQTgGqDHc+LsDqdyMuDlSvlYJ6RIZYEhYVy+6ZNkr5LS5MIS39i/Hj/qa45c0J7/JEj4YkmRRGxlZ4O114rBeHhiqYJE+R11oTp6cKoqzyvt9VL4fj6+/XOOx2dUwTdoOQ0IgMzN3ORx23bKWcFOyK/sZL3gE4OpqXvQ/lnkHfn6XNGrRVVWywSTXE/sK9a5Up7+TOR1OqOeouUFDjnHHjySf/3/+//Rn6b0dESdWtpEZ+rDz4Iz5lcIyMjcpEmiwVuugl275b3xGBwjcy5916Xd1dvkPt9OLELag943t54BL78B8x6tPf2RUdHp0vowuk0Z6JzOOkaSkghlpnkdn+l5RtFFIVCq1XOqAdPAlN03xSdWw/CrtegpRpyr4tMClETUO4UFIhwslj81w0NGgTZ2RKd6i5paSJONDdzf+TnS4TMHxYL1NR0fz/ciY72rIOaPx/KysR0MzVV7Au0yFNUlCyrddnl5Mg8PS11qHX/dReLBWbM8Ix4ORxw4oT8f+lSeOUVGDXKf/F8T2ALICRbTojnk96YoaPTr9FrnHTCw3oQNj0Kjm4MeB11tZx59xbbnhEvHQAUOPemnq2/mjvXv8/TvHlwzTVwQwQKgvPzRRTYbGKL0NbmG83Kzw8s0s49t+fcuOPj4emnxS/LYpF0phaZW7JELjVhpN3XU4Il0Hvhj6FDJULW0+Jp5R1g7yQKN3gSXPDznt2Pfo7++6/TX9GFk07oWA+C5Qlo9TNqxBgDpnhoDTWKYYSoODjnBz1fRG49CBv+QEdqUTHBlf/sue1ZLHD11VJQ7T4rTnPw1q4nJkokJNyvoKLAwIGdd8MFE06xsV1LoQUiOhrOPz+w7UFfEY5wAomMrVzZs/v/0S3+awO9+e7zPbcPpwD6779Of0UvDtcJjZL3YOMf/IsmEMdtWzhO0nZob+jZInJt3MWx7Xh0Mqm2nh2DkZcH778PI0a4RBKIQHK/7nB0rcVfVSW6pCj+x75ot6WkBF7Hb34T/nb9YTBIpObZZ0Wk9bToCAeLReqswjEfra6GCy6QqNmECSK8LJbI7ZP1oAj3zhg8KXLb1NHRiSi6cNIJjiY+DnzsPEtWcA1ocUcFe4uf20Og9P2eETEl70qKrvTf4D2CpmKzpBx7ysU5L09m4kVHB16muVk6z7zHkAR7jIbVKgLKW3gZjRJpmjMneJ3QAw9IdKUrpKeLv1J8vNQlVVZKWq4/oVlHFBd3rSC/uRl27ZJoVWFh5ParbDU4OrGsiDGf8Wk6HZ3+jC6cdAJjPQhbnxKR4bADChhM+IiQSPDVC5FfZ7tmDBogLeJohx0vwJq7e0ZArVrlijD5i3ooikSlzj7b8/bMTP/rMxqlnkmLKPmLNjkcsHmziKLOIj/Ll8v2c3KCL+dOaqpE0555RtKMvdmRFg7XX995KjNUPvwQioois67s2ZA2DgxBLCuSTuERMzo6ZwB6jZNOYDYvh6rdXjcqdAgnY7Szrsna/W0pJkifHNmOov8+DLX7Q1s2JgVSz47s9i0WVzF0ba1EPwLh7vQdHS21UYG8jzRbg5wcqKhwDdvV1hEVBRs3hp4y0/azthb27fMVHNOnS00U9K/6JX9oxeg95eQ+fTqsX9/99Xx0O6h+GiwUI0z7rd5Vh/77r9N/0e0IdALT6M+NXBWRkZQJGVPg2/XQVhdasWswVJtEtk4eiJyXjb+MYiDaW2T7J3ZDyojIjI3RDDPB03Xcn8eT+/lLW1twB3It9dTYKJYEIJGj8nJXHdXXX4cucLz386675PEmk0Sl+lsaLhChjpDpDp9+Ku/fAw90L9rmTzQBqHZdNOno9HP0VJ2Of6wHofmE7+0pOZB3F0wpgKpdYN3ffdHkTssJ+OhWiRZ1p+6pfCPUHQp9eYezw6y9QaJsJe92/hit/qt8Y+fF5po4GTFCrodSx+QPd1fuq66SwuycHBFa7uLrjju6tv68PIlWWa1QVXXqiKYZM6SouydFk4aqiv/TuedGtnAcgDAK2XV0dPoEPVWn458ND4so8sYU7zxAO1ylTo4ItrW7kzZeBFq4lG+U2qXu1GLFDoKBI/2n7qwHpci3rQGqvnZtx5QIc/4afL1aKmnOHCke37/fdyCvN+71SsuWyePfeksE1OHD8ljvCJaidG223KmKv3qv3iA9XWq+wk1fbn8ZDn/mvKKdvzrfr7TxkHvNGR950n//dforunDS8c+auwNbD/QWUYlwYUHoBxBN0FRaJOXRHQxR4LBB3EA4/w7XPlgPwubHAlsvXHRf+Ac8rcZo61ZxtNZSeYmJIpoeesgz8uMuvu6/Hw75iazl5EBpaXj7cSozeLDLDby3mTABdnRhrFH5Rih5G2JTIWk4HP6cDhEel+r5uTsD0X//dforunDS8U/5RtjzBthtUn/UXSHSVcI5gGx7Biq3RCZ1GDsI2uvE4TluEEQnQ0uViLmGI4EflzEFJt3avW0XFYkg8hZM/tBE15EjsGeP1D+lpMCaNf27iDvSWCyweLEUt6elSaF7W5ukRIONpYkU8+bBuyGkd73Z9gxUfCEC3Rgrny3FKN+3qEQwGCM3JugUQ//91+mv6MJJxxfrQSh5B2oOgD0cU8tI40y/ZFwYmhjRIk4d41V6magEuPDuvosSuI83OZNEUzCKiqTYvb6+51OXXfkpdXfjN8bJ902LdmrRJ0MMXPFUJPf0lED//dfpr+jCSUfQxBKK+B95T2/vSxQj5Hw39Pl2H97cs/vjj5SRMH5h/0+taOLyTBwk25Pz+QC2bOmaYN1cKI0WmnDyR9o4yMiX5bJny23u76P2vsYPgbJPxGQznO9MP0T//dfpr+h2BGc6mmCqP9z3NU2BUO3iLh4/KLSURdwg/x2BPYoCu16DpuMQnQKmWJnF19+KfMtWSzqzzZm+arFia6/j0KBMRlRXYhp9rbzGJe9B2UrIntu1g2/5Rti3AkbP6x9pJosFMjI8hVNMTGTn9S1Z4rJ1CIfcayA6AZqq/DdkgHR61uyT0UbV34CtVZz6K7ZAYrp0g7bWORd2nguXvg9HNkHC4MjYa+jo6AB6xEnHr8llP2bU1Z0fyK0HYcPve2V3OtDqUrwJt8C9p+noCGyU6AWevYeKMQ5M0c6DsCppo6HnS6eXFu3w12VY8o54YbXVQXOV51pN8WCMgszp0HSsb6JdCxdKJ2JMjMtYVDMSjRTBhiqHgvWg2GBU7/H8LBliAIc43QfFzZzWG4MJxt/QP0RsiOi//zr9FT3idKZjLevrPQiP/R92LpzMWTD8Erd27+7i74DkvM0YJ2mRQMXz7Q2w8WFZXrXJZUIGnHdTYJuDnhQW9RUy9NgeINLiaINWzYncAPGDJUJVUwrN1XBsG6Tnw4ntoESDraHz4c62JrAhERAQ0RbIZsJ6ELa/AI1HIWEoTPTzOnWFOXNkdEqtW1S1u6LJ28i0O5YI2nufew0cGynRvvR8aDkJ9eUhRoODnAM7bM6B2v+fLHeGFpzr6EQCXTidqWit0LamzpftT4QaIJ14Q88KJ1OCRCwM0Z2nBT1ElQqNR6D4z3K7o91t/QY6vHy625nnTaBoBqAMv0QO0KhgzoHyTyE2DcYvkAXKVkvEadfLkirq7utatUfsLrwP3uUbYVeRK7LScES2HYnX4vXXPUUTyJDihQvh5Zf9O7UbDLJMoK68uDjPsTjdCd5rKVQNh0380aITnNG/INGkcNDGI+14AZIy+k8kVEfnFEIXTmci1oNy9nlK4pD6G38pH+2sPW08VBSDMSZwZCXcbXpja5AoSlext7hd6XAShf+UwmtvwY/fhCXPR+7AVra6IzXXgTEWxi30jTx4R/Qm3ep0RTfSvSetYZcIyo7nYffrks7UrB88UFyF0N3FWzSZTFLftHZt4PE2Dkdg0WQw+M4S7E7EKW28RPXih4D1AKSeI8+9vgKObpNIYHfZVwUrdsG88TA6LXKiVEfnDEMfuXImsuu1vt6D7rH/Qzk7L1vtebt21r5vhdRtRUQ0BaKHnKpf2wrHG+CVL0Ib+xIq3gLk3Jth7t9DT9eUvNMzDvH2Zhmz4++9GjAmcsLRWwDZbOL6vT/EIdDe+LM2+PJLsT/oCgdWSir04CdQ/TWgwJf/EHEZCdEE8M9N8OkBuYTIiVIdnTMMXTidiTT5G957CqHaITnL9cOvzYxLGw/pF0gnV9o4STv13E70zGoXng+DE+UyktswZ8GAXFTg2IAMKjLHdv4Y7XXd/nLfNBBYI+h8fvCg722HD0du/SCRq1tuEQPOUaNEmIUipKwHXaaqtmZIHQvNNSIoI8mxBtdlVKKeptPR6SJ6qu5MJH4w1PaCm3JP0lbr+uF3rw/RUg+Z05yDd7sYUQgZrzljXcJVMH5iINjPeQdzlkJs7jU+S1qsNq7fWs/+Ztf2bhkezTMTkzrfzLRf8S7b2E0l4yjjWiYFX743zUTd00jg+v+gv8EFP+/eui0W/yk37+JuDUWB2Fho7oL5a1ubDBrWhg3fdVfn7u/ekdP6cmirD3/bnXHjBRLRvHmmdHrq6Oh0CT3idCYyfqGMMgmKQc5K+yup41z/z54tkSbv1EPaeGnD7klSsuC7z4p3VFcw58BFS2hKGcxavmHVh2aeveNuPnrJ08LAYrUxd3MtlxbXeogmgGcPt2GxhlZ7lE8240gnn+zOF04bH84z6R4rdsHnZXLp/v/j2+CT/3PWWHWRJUt8bzMYpJjbaPS9T1U9RdOcOVJAnpIS/rbr6jpfxvtz21obmbFB3swaBW8VwMPv6dEmHZ1uoEeczkTMWTL/rWw12Nrk4OSDQ1rp+ysntrv+b87yX+RatQscdiLWkaTh7vAcFS+XCYO7YLpphHELoGw1sZVfMYgqvnjAAL+CY0oCFYwjAzMAhWXNrK6yBXwWhWXNvDap86hTBubOI00gBfj7/x36U+kuWqRp3njf29qsXS9ktlhg3Trf2x0OiIqCdj/eSIoifk8xMXDOObBsmdz+3e+KiLrrLt9i80CE3Gnn1lHZYyhi76Cjo9MtdOHUj6nAykfs4giuH+npjGIGud1fuSY2Nhd2f119QWxa58tkzxbPoOoSUDszDwwDBcAgXXsZU+S23GsDu6/7czI3xMD4H8n7kD2bFtrYmT2E1qh2iILjWHmWDcRgJKkql3XVKYxLMFDW7KDR7fg6wAgXDjBRkB0XuednPejyXOotRqfBL2e4rrv/H7pWyGyxwFVX+XbNKQokJ0NTACsOVYWWFkhIgCeflDEqCxfCm2/Chg3wxBNw992udFx3KXmHiIomxSji3taIxwnDqKv0SJOOTgTQU3X9GG/RBPAppfyZT3iMNWynnAqsvMM2KrB2cStuP6yKUUwPDTFd3ufI0EnHmjHO5TEUjPoKp29RBEUTitPw0SFRJ63Ff9+/A5sUeogmg6xj6HmujjZzFvGTfs4M8+UYvJ57K3YOJ5dQ2apS74D1U1NYkBHNlotSUL+bysm5qayckkKeOYLnQJHs5osIftJpobBkCRw96v++2lr/0SZ3qqtdab45cyQCVV4Oq1bJaJU5czpP3+WGcpLjfM+NERC/cYMg9WynQHL7bkclntJz63R0+hN6xKkfU0uL39ubkDPoFezouG0nFQxGapLqaSUWE+04uIxcBpFEMWXkk92R+ukg91qZfaXa5c8QJVGUE9slqlN7gB7rIAtIJ9sbcm5oZ877VgR29O4y7vtmFN+dbc8ESHf6ISEdHC1+64cyMHM1E1jJHlpwHdRjo+z89KJdTGo5hzyzKaSUXLdorunZ9YeNXcRcILfxUDEaJQL1+edw8mRoabQdOyRytWqV+D4NGeKKNK1cCXPnyn3+mDMntNl1udfAyX2BB/yGQ/MJ+UsZ6Xn7iJndX7eOjg6gR5z6NZeFmZI7TgPHaaCZdmpopoFW1rGPYsrYTSXF+BmvYs4Ck9uZrqMdDn8u0ZPaMnpfNHlhjJWUmDuhFi27F5D3CHYo/QAqvgAlxHOQqFhoqZFutW3PeBQ9F5W38P21iYwvGcFd2/aRbnUKGAWGmBuoHGphPSWRfxrgsh4o3wiNFT2zjS6hReBC+BxaLJJSs1jk+rJlIl6mTpXL4mJxAq+uDk00KQocPw6FhfL44cMhNVWE0tVXy3aWLYMRI/w/ft260H2dIumRpRh9LUeajkVu/To6Zzh6xKkfM5FMAD6hhEbC+2GNwkgMJi5lNIOQCEXATqpzfiAjGDoOTm5O1n2Kwcth20nVrtCMG90LyHsM52ulBu5q8xiiq6oQnQQ1+yXCcGKXdOblXsv9+1I41OygvewTBjh2M4MRrM+G/LJSirNHUWkewKeU8imlmDDwPcZ3fEa6TdlqEYAVX9DnYtkDFYzRkJHf+aKFhTLIF+C116Q2yTviU1Ag41c6Q1Fg5EjxYyookJTdt99K3RNAZaXctnIlvP02XHklnPCqY2trgxtvlP8HsyTwtiPoLqpdGju0wdMxKbrZpY5OBNGFUz9nIplMJJPtlPMJJbTQjr0TQTOMFK5kvEdaLmgnlSZCvn4dbJpQ6Q8HTz/P0xQX+kEgNi3E4aiBiGynkwMw1n0Lqlt3XHsjStVu1Krd7FWMNCjRvG28mOoBeQzInsbMsvfJrhSjxncnXdCxLhsOPmJ35ISTrY3+8Z77wd4WmlguKPC89EdeHuTkuBzD4+L8+zVFRYlp5qhRIshKSyVK5e4HtWoVzJgB69dLZKqoCO69VywItHEsqiq3BRJO1oPQWBX8eYWN83NriIYBIyUdrxeF6+hEDEVVuzOZsmepq6sjJSWF2tpakpOT+3p3+hXrKeFz9qOiYsLAYJJ8xFLYrP2VjH3oz6SNgyl3h7as9SBs+H2P7o4HisGv/45HxCnAbe7XK0niprQHWZlbAyXv0IKNotwMKs0DfNZtRGEoyd1/7z/8Cf1WOMWkQN5dkTn4FxXBr38tYqkzS4H4eBFZO3cGX+6WW+CZZ1zXp06VtKDGoEEirLyxHoStT0X+OxeV6LISyZhyys6j03//dforesTpFGUGuZGxJXBn9DyvlF0/pO6IHHBCOYias+gdfxxte6OhxrcGqbOpdt6v9lDqef7kH6BkKFTvwZE+kWN+RBOAHZUj1LKCr7iDGV3a7W6ZS/ZXLBZJpdXVifWA5sV0221iNRAKTU3w9deu64oCw4b5jmp59llJ4y1bJhEt7067qgARpbLVPXOi0t4AMQMgKUNP0eno9AB6cbiOi8xpYB7Z+XI9NeA2lLZzzQwxVBLSu7w3YeNHNLkwiIt5VBIoRhTo+PMWTgqQ4aiGk3sh/QKKs0d1SL8ot69surWGa7ZtId1awwkau25JUbbaz170FX4+W621sOFhKVwPlSVLJJW2aROsXi3ptsLC0EWTht2tKzM1Fd59V1zEFa/91LYBIqAGuTnJG/z8zJZvhKMhdmJ2hdYaPUWno9ND6MJJx5NxC6RrTYkKspDa9REjQQnROqD2sBh3apESrSPMX+TkvJvosg9Qd9lXBY99DvutMPw7MHQyXPi/cOUzcNF9koIisAxVHe1YbVbONueTQxo5pBGL633JLytlfEU5izd9yuL/rmeL9dOu7aetrfNleo1AAs4Ou17t/OFaZ12pc0BwQgLMni11TwUFMni3q1RVwWWXwdix8MUXksZTFBFJqalw4IBsPy9PUnNLl0q67777fNe1bwU4evh1j3TRuY6ODqALJx1vzFnilzPt3o4DewcGNzHV0oe1UI1HpFhYOzBoQ379HSjMWXDujfRclCwI730Nn++Xy8otYkFgecIl8JIywWl5qf15k3K8hMEf/4Y51njiiaYR18G2OHsUdoMBk8NBZu1JZmzp4oEyVA+qvqazln2LRYTN66+7ir9jY6XzLS9P/t5/X6wF/M2oC4XaWtkGiDhzOODyy8XiYPNmuO46lx3CAw9IkfgDD/iuZ/S8rm2/MxSDnNSkjdfTdDo6PYRe46TjH3OWFOTufh0aj4rR44hL5eCPCrGpcOS/PTOMFAham5SSA1Fu3XXel95kTpP91ly+exznvt/wPTCugu+NdpkbttZC8WNgiobWOvGpcjM+VIxx1EWbSGqu77jN6Gijuewjdk+aQBQGWp2RuUrzACqTzWRaTwKQ3BZmGgrCS3/1VywWuPNO+PJLXzfw0aM9r2sWBRaLdMRp3W/hUFsr29u0Sa4XFEBZmazz0CGXTUEgrAed36Nuohhhwo2u76SemtPR6RX0rjqd7vHhrXik2AxRYqLZZRRIyRaRtuN537tjB8GsR8NfrfUgfLEc2rtwoAwHxQQ5V4rhYPZsGfsSqOA+JsXpzr4fUGSW2JCJtH31LKbGox4deNUX/S8r4tv5siKZ9BElHbdnWGv4wZebSGpt4dDgs8i+wE90IxDlG/t/M4A7cYNgpp/3ftQoV4TJm5gY+M1v/Ed95s6V2qTk5NCH9mqkpnoWfbs7iOfkuFKF3lgPwqY/RcDw0gDnLnZZNFgPSsQ1e/ZpI57033+d/ooecdLpHufeKPUawy4SsZA2Hg6sFOdiU4IUcxtjwWAMLFpiUiBzOhzZICkM7WDQdEKcubUDe7QZJt/etf00Z8GFd/e8PYHB6DkTTDuI7XnD9/k77DBoHDSUi1dR0zEoeYfoRs/5agowaPM/ma4M5vn2qxnqZlRdYR7Am3lTyS8rZXN2DhdSzkQyqcAaeMyORsnb9BfRpGr/KKAkDIOmo65xOWnjIDrRf0SxqCiwaAIZk/Lgg/Dd70q0yZ1ly0QAzZkj6b3SUplFZ7d7FoX7wzuS5U55eeD7dr8eGZfwOGfXnIaWroZT1n6gt7Db7bR3NqdQ54zCZDJhNBpRvJs+AqBHnHQiz7Zn5Ec8dSxEJ7gOeF+9IOIgfgikT4byTyXiMn5B750ll7wHpe/37DbOvdm/WWP5Rtj5kv/5eZpXUcm7AVOK2he1NjqWt/KmUmEegAJc89UWxlUeZnf6cN6ddAG3cFHHmJ1xpAc2P11zj3Rf9TEqYLcZMRrldVEMBohOhlarDL7Nv8f/56OoCG64IbSNpKaK2ElJcdkGBCLYehMSYMIEePJJz3VYLPCd74hQUxR46SX/ppcrf+bfDd8bQ4yXwFIgKkFmzh3ZIDYGcalw/h3y2ugRp05RVZWjR49itVq7v3M6px1Go5HBgweTkpLSqYDSI046kce95sj9R3zGQ57L9cW09tzvw5CJIuIaj3RtHXGpIvgC2Q/sW+FfOGVOkyhByTtQe8hlUgjgcI5syb0Gakr9Hly1r3JKWwszDx7izUmp2HBQnD0KwHXpjDRBkDE7AO31ge+LFO5mjH5otg1DbazFENWOMc4pKFUHoIp5YzAh8Otfh74f1dXypygiorQxKuArpDTB4y2eli71TPlZLGJBUFAgj9eiVKoq++ZPOBlMoTWPaqIpKqFjJE/H6zBkotM486QIbe3kRI80BUUTTYMHDyY+Pj7k6ILO6Y2qqthsNurq6qisrKS5uZn0Trpv9YiTzpnLlr91oaNMgXNvgt2vSHrNG1McjF3Q+XgQ60H4otBTVGgRBBBxdbI0cFonKpG1F17B52bfo/AtXBSai3hvRN+AgIX+iomWhihi4qU4XlUBgwGDMUZsMTp7DadNcxVoh0JMjESEAEwml9D54Q9ltp03mokm+I9SLVwos/Hmz5fHm82uWqmpU2Gjn8L78o2SIo1KlIhaZzV3gaKXWoSp8QTUHgjPUb8zHnwQHnpIOgbnzRPvqj4gkr//drudvXv3MnjwYFJTUyO0hzqnG1VVVVRVVTF69GiMQTpvdTsCnb4lmAdTT3PBz+XAZIwN40GqHPhSx+FjIGCKhzl/C20AsTkLLizA4yvYfFIOhuYsOQhO/ZUcENPGw7k3o8rWJWXX3sDEki0+q00iJvTRK7nfl3lmYdGVs/QA3ZGqrUM0gfhEGuIGwNwQX8MnnoDBg0PfjVY3EWpzRvg0jyd/aB14mp2BN3PmiJP4nDmu/UlPh/x8+b8/MqfBZcth4k3yeemMQJ2g5iz5XNQdkuvtXeio9MZigXPPlciaw/merVghInDuXJfNwimIVtMUHx/Ca65zxpKQkICqqp3WwOmpOp2+pa+LWjOnyV/5xsBRJG9aa/1HqmxNoY+D0dCsww0xMPQ8zwJoTUABFVhJ3+G6SwXaW056rCqBGK4nSO2OP8I2YVTx73feNXyyJeH4G+XlyZDerqKqcNZZweud/KHZH2zZIlGrn/1MTDEXLQo8zNebLX+BNu9UqSK1bq1WsdxISAvuxVTytqteLqobr4PGkiX+5/Jpc/fq6mTI8ddfi7DSkhXes/r6MXp6TicYoX4+9IiTTt+SPRvSL+h7s77MaZD/a6kp6Q4blkkKLBQ2PurywYpLE+EYQHQVU8bxeM99i2/3FD1DSQp/0G+M/xl4wdHEUzg4l1eMBPzZSRwWWqTJnYcegmhn1MxkkgiQvxEngXj2WXn8gw/Kdc15PFh0pbBQxISW6mtocI1bCRV30ZQwTJzkv/sc5N0ptV3jFwT9PADipQbymc29Jrzte2OxwKcBnOe1lMWOHSKs7HaXaAJ5DXV0ziB04aTTt5izOj9AhIvFIqmFcNMLmmVB2vhubFyF/R92vlj5RlDdwsFxTgETIHWZTzZNZlfBoh1YkzvOY5mZXRn6nPdzupZ+CzPilDZOBMG038JFv/M/smfo5PB3Y9Ei2LBB0mWzZklqSTuwT58e2jra20WAjRoFU6aINcGUKRLNGjRIuuzcKSiQdJyG0Rg43ReIqETX5YyHXJ//cL4PIy6Vurhzru/+92fJEv9z/KLdUrmtQWwUTuE0no5OuOjCSScoFVh5h21dHyDb02gRgqIi1+Ull4gZ4apVXRNPUwpcB7auYAghA77bqxi5/rCIqS+WixP0Luf9W/4GH97M0A/voc6gUpo2hNK0Ibxw0aXszHQZOpkwhB9tAnm+CRmdLtZtcq9xCQJzlhhZjrrac5nSD7rmZJ6XJ0XZq1ZJCk1j/XoZyJuaCmlpUrsTHaCmy+EQPyittsfhECFRVQU//annZygvT4rSX34ZRoyAF14IP913YYEIyQvDFFzuVO2ClprIOOJXVPjeZjRCW5srsnbOObBggTxvb66/vvv7oNPvWb9+PYqisH79+r7elT5FF046QfmIXeykgmfZwGOsZj0lPMxK1hOgFT9UioogK8v3bD4Ymkh68EHpYDKZ4IILJEJwww2uy2ZXwTHV1TJbLC1NurBCFVEpWXIZLLUUCFMI9Saa/YBGqxV2Frm6rOq+hc8eguPbnIkxlXMqD/LulBm8MeUiKs2eKbYhJIW3jx77G9P1x7pT1gB/Xi/Djb3xjohYD4qn1/BL3G5UYdfLXWsU2LdPLrdu9XyPFy0S8XPihFgJnH++72ONRplpF+N8HbxTfc3N/lNxixbBwYOh1zW5E4lIayTT3CdO+N7mbgIaFQX33CPdg4sWSbedOwcOdH8fdPoNTz31FC+99FKfbf/hhx9mxYoVXXrsm2++yY9+9CNGjx6NoijMmDEjovsGunDS6YRaXOH7Rtr5lFLasfM5AUZKANsp5y+sZTtBHJTvvlvmet0dQgu1JpiWLIF//UsiB7W1nbs7dzyJWhFQmzaFXouSe40rtfTdZ0MTQxqtVtju56zcnZwrfW9zT92pNqg/5HG3JXssP+JCbuYiJpDBLVzELc7/X0nn6cUKC7yzUC49iIpAp1FcKnz0LXxeBiu8IiBxg3zFkNYU4GiVzkbFWUfjsLmibeFgNstlW5uk2QIJ8ieflAiUO6oq0aXWVkhMlGhTerr8aff/619waz/zSYpkmju3kzRve7tE9LTv4jXXSPTJXWyeoek6Wys0Vcvl6UIg4XTJJZfQ3NzMJZdc4vugCNId4fT000/z3nvvkZmZyYABXanh7BxdOOkE5bIAdTMOCJi+e48d1NLMe+zwvdNikRby6mq57q+uAuTAl5gobVdaVKm21rMotSs0NYW2nPdBaewC6XgyJSI1QW7FzkqU7+MPfx58/bnfx+Prpxhg8CSXgPCi1RRDVu6NZGAmAzPXMsnn/xr+BNL2Inh+Gux8Hd67yXtfnCLx3JtlrE04xA4CYwy0WGFuJlycDfPcRFziMGg+AZse9UzDuUdLMqeJQDU4X8faA/DhTzoXn+4cdRtT43BIp5d3mlYzrBwzxvOxiuJq72tw+mo1NUmUUos+qSo891zo+3OqEagwXCM/X+q4CgvFu+r+++Uy1mnlYbfDddedMeLJYYdv3oOiy+EPcfDnNLksulxud4R4TneqYTAYiI2NxRBOA0Yv88orr1BbW8vatWvJyOiZMoT+++xPB0Lp0Ikw6aurUT6sJn11dUTWN5FMJuD/w/cSxX6jSqrXpQfTp3umBWL9eChZLJJy855cr7VFuxPuF/j9Lho+av47c/4q3U8XLZEoi+qA9PO9Uk5AjLnzdY76HhijpdbnymfFV8rPOBbFEEPslF8FrWGqsMCrc+G5qXK583V49gJ40AAPmWDFDa7Zyyf2eD1YE4mZ0+Dyx53eViFE2AZPgsTBYG+V/c5JgslZ8Mha+I8zIqkZfDraxVHde5vuRdHjF4mABECFw5+FnrZzT8+CRJ5WrYKLLpJU3KhRErF86y0Z6uvu5+PdJQYi0nfulBSVRv/1Cu46Fovna+GPxETXiJmCAjH8fOghKcZ3Lxg/dAhu8lblpx+t9fIde3MeHFyHxw/ewXVy+2tzZbneYunSpSiKwjfffMP8+fNJTk4mNTWVX/ziF7S4nZy++OKLzJw5k8GDBxMTE8PYsWN5+umnPdaVlZXF7t27+fTTT1EUxSPdFajGafPmzcydO5eUlBTi4+OZPn06GzZs8LuPpaWl3HjjjZjNZlJSUli8eDFNbie0iqLQ2NjIyy+/3LH9G2+8MeTXIjMzs8eFne7j1BNYLLB4MexypizeeANefLFrtRBhcrTd8zISuI/vKLV+wYCyjWzKHkWleQDvs5NBbm3wQYvIJ0/2jPgoCiz7je9yoaTTjEaJLGjFvKGSHWQESTiYs8Tl230+2MDRUqPjsHkOYA1E7vc9x874Ewlp4zzHbTjZXgTv3SwZPSXKM8vngeqrxaI7c1xw97YKNFsPxMvKW2C9ZoHjDfDaVpg1GnKvg0ProKVaPJqCzVTTrAh2PO+6betTrnlswQj0OWhzWjbs3w9Wq8yqq6iQNFxZWeefH3dhcMstwZc9FbnpJl/R6U1Dg4hObSAyiG9VaqpvxFirNTtNcdjhzWudggnfr4Z2vWwdvPX/wMKPZe53bzF//nyysrJ45JFHKC4u5oknnqCmpoYiZ+r66aefZty4cVx99dWYTCY++OAD7rjjDhwOBz/72c8A+Mtf/sKdd95JYmIiv/vd7wAYMmRIwG2uXbuWK664gsmTJ/PAAw9gMBg6BNrnn3/OhRde6LOP2dnZPPLII2zdupXnnnuOwYMH88c//hGQiNFPfvITLrzwQm51psdzcnIi/lp1B1049QR33ukSTSA/zvff3yvCSbMm7I7Nm8Vqo7CsmSabg/eP24gzwFPjzyEjM5aMsoNQeQQVeHfSBThQWcFX3MEMAIooJr2mhvyDpRSfNQq0chKLRQp33Sm8Gqb4KWrWptUHIicHDh/23x6tKBJRqKvzjBCkpEgx+aBBsi/hdkH5Q4uaaGiz6DRhEA7lG2HHC563jbra7zy/7UUSQdIIKJoCcEUAU2sftOez/QVoqARFwaGqKE4ncAXArh10jYAdFpwnomnh+XScin/nd651agOgQV678o0SiRo9zyXYmk5A6b8Bhwyz/eoF3zmH3uTkiDgCqbtxOKSDLj5e0sJxcXDypHwmqrsQjZ0z55QxeQyLr7/ufJm0NLl86y2xfigvF9uHhQvl+6Z9zxRFTmiKinrlt64v2PtvKFvT+XKqHQ58Avs+hNyrO18+UmRnZ/Pee+Ij97Of/Yzk5GSeeuop7rnnHs4991w+/fRT4txMY3/+858zd+5cli9f3iGc5s2bx5IlS0hLS+NHP/pR0O2pqsrtt9/OpZdeyscff9xhIHnbbbcxbtw4lixZwurVqz0eM2nSJJ5/3nVyVF1dzfPPP98hnH70ox9x++23M3LkyE6331foqbpIYrHIeAJ/KaXFi3tlF146N4ERcQZeOrfrRo6FZc28VdnGiuM2HECjA27b1YjFauuoTSnOHsWE8kPctXYlw8pduZ9W7OQfLGVc5WEuLf3a5UnkjCK5jw359pKpnMie6rsDwURTVJREDgJ5yqiqby1UbKxEuqqr5b25667wXpBw6GrB7r4VeCQ3zTl+RVOFxVM0hYspDiaGc0wzZ8H0h6RA/spnWPHdO9g6PAsVqXNz7bHzVHvWKHhhvlyCRI9W/hz++ROYmQtffAGpY13Cct8KEUfuabzc73umYBuPiC1DMN54Q4qVt2yRKEhbm0RKjh+XVNz69TJeZepUqdcJd17ZunWyT6NGnTF1PB0MHSqv7aBBkOQ80WlqAreDHyDfucZGX/uG04gv/hawDNEHxQhfPNmz++ONJn407nTac3z00UcAHqKptraWqqoqpk+fzoEDB6jV5iyGwVdffcW+fftYsGAB1dXVHbPeGhsbmTVrFp999hkOr6ju7bff7nH94osvprq6mrq6urC331foEadIojkK+yOcYaTdYFFmLIsyw5m95ktBtny5Xq9wOVO3OOAqSx0f5A0nb9Kt1PMJ11s2ktTayvd2WICNkDkNBSjOkoNmXFubK7rgVZDbOmowL0+awDhsXOu9A/48ZTTa28OLGMTGQkKC52P27g398b3F6HliR6C2S33UuAUed1dY4KM74cjmMNfrNR3le//o2u5VYKWYMnJIY//E77FnYhsJ5V9y9c6tGNxFqjPc6RHxtDfDv9ZLx53DBsNVqPpaaryiU+Q271Er8UOg4Yjr+vFtrlTmVy9A01GIHQgJgyWVmZfnf1CvhjZ3TkMb4Pvll2JXkJDgW1PnjnvK74ILJLry0kundmTFYgkt1b17Nzz9tBTgHz3qOinx91iDQUTVkiWer/dpgK0Vyv5DyN6vqh0O/EemOBnDHQnZRUaPHu1xPScnB4PBwMGDBwHYsGEDDzzwAJs2bfKoKwIRUikpKWFtb58zNXvDDYHP5mpraz2628466yyP+7X7ampquj3MubfQhVMkSQgS5eljNa2l3wqy48gzB3/b88wmXpuUxPvHqmlwy+EfbVVZUtLIyikp/JALaI76iKTWVglb7nwJkjL4vvlctiqfYwBsGZMhulqiC38e7/F7c+yZRxlHekf9lAfffht45zQDw7a2wMu4o9VgpKS40nfV1ZJ+WL68/xz4tDRVAIoL4UgATe5NVIL8aNta6PiRN0TB1c+FGW1yUoGVt9hKLc2UUc0QkphABu9lVnFu+UFG1lTTjoJJVUUw+csVa512HR13Dih937Vz3jVhE28CyxMyF1DD8qSsXLut+YT8RSeGP+dQE1Jap111NXzyiUQ0gzlka6iqWGn0l89PVygsDK3gXVVhzx6JPLW1+T9xMRjgwgtludpaeV0jlRLvJ7Q1EP6IRlWKxOPDDHBGCvfZa/v372fWrFmcffbZLF++nMzMTKKjo/noo48oLCz0iQyFgvaYP//5z5x33nl+l0lM9DQTNhr9h+zUU6j5QhdOkUAb+hko2gRSd9OHXL+1jv3NKq9XtGEEXjg3oSMyFUhU/X1cAjfs8DwL33DSJik7EhngiGcwTkGo2qFsNROzZzOxeAPYW+DYCRi3EEre8Tibt8fFMOLSxYwgTGJi5Ic73I6JlhbfItbqakmflpVJBCohAV55RSJUdXVSRP7GG/3mhz+/QDrlgmGIkuY1RzskZULjMVdTW3Ry10QTwFpKqKUZEwYaaKUBERZDrTWMrJGDaBQqbfuriX53J3x/POqYNE/tNDoNfjnD/wYc7a66MPfC8by7YMPvXcu1Wv08aZNnPZn1IJS8SwvtrMwdw9fmGByofIccZviz1tAiVRaLpO8KCuDDD+Hhh0MX56cqBQWwebOrNsydhAT5LmgiyWSSbthZs+R10h6n1TglJEgaVjv4VleLm3hpYL+3U41ozYkknOO7AjHd8KYNl3379pHt1gBTWlqKw+EgKyuLDz74gNbWVt5//32PqM+6det81hPqsFutaDs5OZnLLrusm3sf/vb7Cr3GKRJcf31w0aQosGxZ7+2PH8qaPatRbtjRyNT/WrFYbczbUsvrFW1csKGWqA9dZ5Njk3x1dYMD8jfU8v1dR2jzygieaJmN9d8voNqdIsXeIgXPb3oOvbVPnBB4R4uKXF463kyaJBGnUI0vO8PhEDPNN96Qeo2WFqmf0sZvTJsG554rfkBFRXI5dWr4Y1w0ioqkmyscB3MnGXlilxSMhMHSzW9vA+t+l2gCSBsT+HEVFvjrKHhQEeuCx4fD4xlShO7OEJJIxLUT+WWeB8Xod3dKOu69XZ4Hl7TxYl0QABVY0nYRtbv/Pxk3U/Ku3GHOcvpmBWG8M0WwuRDW349j0yOoVbuIqSrh/F0baMeBHZX/4kccuKMJqLw8cRhvbZV6KW3EiHY5Zw5MmCDv4/LlwdfZ38nLE7NQf2RnS0Ruzhz5W75cbAiWLZPXSaspGzhQlq+v903dlZX17P73MqYYyJ4VXo3TyFm9l6YD+Pvf/+5x/cknpcjqiiuu6Ij0uEd2amtrefHFF33Wk5CQgNVq7XR7kydPJicnh8cee4wGP7/bJ/w50odAqNvvK/SIU3ewWKTQ2N8Zmzdff92n0Yubh0fz7GHPM+jiWjsXbKj1OMjZAPPKap4Yl8DrFf5TFnYgP7uSz+LPIW1rAwNaGqge/B02/CWLq6876krV7KtCfeVL2CXmhAqAyUjMk0/7XS8WC9x8s68wioqSs9y5c+UMNpRUSjgoipxRt7Z6dgm1t4uXz86d8N//etbAlJbK9exseOKJ4O/trbeKeaK23qNH4eKL4fPPQ/5MfHCr2CUFo/G42Ep5PjcYNiV4J11xoQgtkMChVlq04iYYNBZm5uUST3RHWrWYMrGmyK6l+djbxGnv17zxUN+KrbEdQ2ktxtEpkDBMZv+Bs3PwJToKyd1YU9XO/8Q4mCh74bpjSoGYZ2omVAAYwJwN4xaw3WwkcfPTjKw6pj3dDswtrhoOU1fOEd3rprSU3KmcmvNHQYH/ZoxduyQie911YqUCnjVk2mszdWrgmsNwC/BPAS78eWhddSDfpQvv7Hy5SFJWVsbVV1/N3Llz2bRpE6+++ioLFixg4sSJxMbGEh0dzVVXXcVtt91GQ0MDzz77LIMHD6aystJjPZMnT+bpp59m2bJljBo1isGDBzNz5kyf7RkMBp577jmuuOIKxo0bx+LFixk2bBhHjhxh3bp1JCcn88EHH4T9PCZPnsyaNWtYvnw5GRkZZGdnMyWQyPfis88+47PPPgNEuDU2NrLMGbi45JJLIuJ6rkecusOSJaEVfasq/PrXPb8/QXhmYhJbLkohJ9YrBOoVds5IaWDWhH385tAxNtR4zVMDhsVAogGKy9LZX5XCzvYhrGEMTzouJL8AGhqHdogmfvcxbD0CbW4HSocaWCzcdRfYfLdJe7uIjQcflELeSGO3u8SYvzy7weBbOHzggOzTpk3yOfCHZoDqLpo0WloCP86LCgtsfbaThQxe2kJDhYEjJWIViJw5Ae6wQ9FlcKLIDAsngcXTqfwS82wOD7mTr1OyWDfqbKznnsWxjEGYth7G+PgGsA6B89wMETOnwUW/9bup9co/aM9IoiljkhR7a8/dbGbt1Hk0Jw52dfGlnQMX/ZYPzLVstn7KoHorKtBsNFEfE4tl+AiscfGsyR3XsZ4rGOe9SRd9YFTbbwgm3HftgkceEWPLQL9fTz7pGk3jTX39afeajvkejLys86iTYoSRl8Po7/bOfmm8+eabxMTEcO+99/Lhhx/y85//vKP1Pzc3l7fffhtFUbjnnnv4xz/+wa233sovfvELn/Xcf//9XHnllfzpT3/ihz/8IQ89FNgOZMaMGWzatIm8vDz+9re/ceedd/LSSy8xdOhQCgq6NsR6+fLlTJ48mSVLlvDDH/7Qx6QzGGvXruW+++7jvvvu4/jx4xw8eLDj+tq1a7u0P94oaj+uyKqrqyMlJYXa2tr+WW0/fDgcOdL5ciDh/R1+RpD0ARarjSUljWyssVFvB1QRTJeOKSfD3Eh8tI2WdiPtDgNrvjmLHUcGMZlyCvicvysXs/HK8ygqb+GsXU8w3SHDfk+mXUjqlNugfCO2XStw/P5jojZ5zixTQIaDvvuun52ywHe+E/loUk+g1VhpqYn8fDmAaEJo2TI5IM2dK+7VgRg/XqJZQfD2bAoHxSA/3jOXBRdO7ywMXj+VmC7RrOThMP9tz3W9sxB2vwXpfy3n5B17uO61t8m++19Q1UD7pWPY+OJvGJM5z9P1vHwj7HgRcIXHVKA2Lp61M2/iWiSt516Ufu22LYyrKMdmNPLRuPPYnzmaBtq4ZtsWxleUUxsXz/97/hSP4cdJxOAALieXiWQGfoITJohICOH9OC2ZMcP/yBWjUVLjzc0uf7QnnvCNuhUVSaG8v8jTnDld7q6L5O9/S0sLZWVlZGdnE+tvWkEYtNbDW9fCgTUikNxNMLXrIy+HH7zjrIvqBZYuXcqDDz7IiRMnSNN8t3TCJtTPiZ6q6wpFRXDHHcHbl70J1nHXy+SZTaRGG2h2wJy0KD6vaSd/ZCWjBrs6mGKj7MRiZ845h1g0dDs/3raBNEcjE5KqqCCLRUlWiDoKrUBMCo7cabxavY1LP/0vGeZq2q8YS9SmXZ4FwooC27b577YpLJTIktEYuRqmnsK7lmPrVrjsMukmAknBPf2063ogSks77Tz6qIuWU4oBLrkfZjzQ+bI5c6DkfWfXkPZ4twNCVLzTHusQvDRDbj/3x9DeCAPHQNIwuCAxU8TJd8dAeyKOl98n6ntnc9GuDbyWFM1ssww1LqaM/MyxZOw2STGWG7boJC62mtA0VjFl1CIGm5uyRzGi+gRJrS2c/20ZI6uOU5w9iuJssb4odjrZa9zCRUFH1IAIs4/YxeJvvsYAqN/s4XU204qNGEzMJLfTdZwWrF8vBqHeDRR2u8tVXPNHu+kmSe1pJwcg1wOl60I9sTyFiEmChSvF3PKLJ8VyQCtPyL5U0nOjv9u7juE6vYsunMKlqEjmqIXLnj39qj1X82oqyI7j63obf60YxoUDVWKj7FQ6GoiNkqNmXJSNyyv3MMghIjEuup1X+YLvlRVzTmsdTQ2pNA28g8/NNTRt/ozU3z0O5ceJ9Y5jpqcA8eL4XVjo67mjhXQPHAheaN8faWvz7MBqapL6kHFB0kMgB6rrroO33w74uXAv8A4VUxws/ix4lAmcZpqL4cRufDuFnNfj0qCtkY7gULvzXEFLHSami9H3/lXOrj1zFkw8G+UeEY0mh4NFG/6D3fgptYmpnBw/jmIzXJueL7PonCiKkbS6E1C2CSZJ80AOaexEPL0qzQOwxsaT1NrCwMZ6htXWAOJe/+6kCwAwoJBNaofg0byn8sn2K4BW8BUnaMRpooAD2I8rFfwtJzFiJI0ErmDc6S2i7r1XGiU6w26H1atFRFVWysy6YJT7zrI8HTAYxRE892rR/631Iqh6sxD8TMJut3daaJ6YmOhjfdBT6DVOoaK5gnfVAby2NrQZbL2E5tWUZzaxKDOWLy/I5NdxU/mF6Ttc1noBqsOAggSJNowYzb60IZSmDWHdmLE0085/s0eyc+hwXnv9x6x6MIt8srn8z6uI+fY4qK4iXc0lnGcelwG7P/iBiCTvuhKt2LSft6GGjMPRedrHaJQDS5Cp8uH+EMelBhdN2jDgpybA89PgxC78tlcPHXmQa+55htTBB8m9yrkfft6ahuMyvyvKPaCaPRslbRx253upACa7jdTaY3yvpFSKzB1eKdmYgZB+gYe1wBYOdfz/4pKvGV57EoBWUxS704d3RJsAzMRyM9P4EVM6BE4xZeymkmL8d3fVOKNZny2Zjz3GRFtCDBOK/tNxfzsOWmjnMFZW8JXfdfQJPVGT9cADoQknkGaN0lKpfbr/fvldDODNcyZgjBafJl009Rzl5eWkp6cH/Xvsscd6bX/0iFOoBHMFD5UuFsr1JP48nC5LSmUQ4/l/2/ZwtDGaMnsKRy80o6pgcLpCV5oH8O75F8BPm8j5C3Kwuvch2HvYv2D411oomCgh/bvuklZl7QxC89EpLAxsRRBp3Lvn+gotJXnoUECn5ah4sHUyg9WdYD/eFRZJtbWHkGHOn7eacReL6/u7j/k3l1QMrnTe1mfh2E648knIyMuCKXdTX76G5B1vYOiI6cBQkgGzCKTqEpc3U0yyh4llBVYqNY8w4DsH9nasI8ph74gyAZzPcK5y9uN5PAe34dT+uIiRHLCsZOjeozQPSCLxaA2X3v8aOxfN8ln2JE1+1tAHWCxSO1ddLd+hjRsjt+4HHoDf/77zVHl7u5hhapHVJ58M/JixYyO3fzoBWbp0KUtDFb6nIEOHDuWTTz4JuszIkSN7aW904RQaFosYvnUHg0EEQ2et672MNpcO4LVJLqe2iWTS3pRO4cFmzAn1fN32LYerzFx19lFsMY0dQYqRqSe49pfPgHW2PK8dO3DExqJ4F3m//jr861++YuVf/5If4E8+kZqx3oo49bVoCpE5y8MoDlekiLu4EK71yoRWWODZfPw5AfileMVsj0t/eFsfHCmG5/Ih4wJNQF0GSaNg12vQdBziB0PuNbKwOQsue1z8l6qcTQTbnukwvyymDIdbKOxkfCJDGuqwKwprcsV9fChJ3Ebg1mKtA9AH60EoW82M7NnMKPwC3vocLriA1phy1j30P37XZcJABda+S9dpI2KKi121c5s2iYhyrzfqLvfd13nkadw4GDYMvvlGzGP9dcKCfJefCHWitI5OYGJjYyNqsNld9FRdKCxZEppXUzAcDvmh60fpOovVxo5aGyYFxsT7fhTyOMxr/IsBNTWs2D6akY5hnB2TgoLCMFJIUeL4nqmU+NYt4vjs5Mtnfud/g/7EiqrKpHWt0L43BU2kRVp30hUBDFKDuX0bomD4VDHPBqm7GHmZuIy7U2GBV+YSsmjqDqpdBNS/5sGDRlg+IYvnfvk7nr7nrzw+/3dsfz/L8wG510DGFIiKk7mGzs+Rd5To66EZtBmNfJaTy85M8Zyv7moUqGy1a1sFBTB/Piee+AMfHnyfw4u+5/chrdj5FxYqsHZtm+FQVARZWWK/sXChXJ8xQzo0vRsOVq3quiGrPx4IoZvgwAExv5w/X16/c87xv9xPftKvThJ1dCKFLpw6w2IR88NIEBXVr9J1S0oa2dXooMUBjx5ocY5SccN5gLnJ9hmDohUONNpJrj+LcYhvSy3NbMoe5VObUnvNHWz4xQ9Rjf384xXu6Bbvx3oLr652AyqKGKQGIDrAyIa0s0VnOpxvm8MGh/1kk9cugRavpqf0UVLDlD7qoN/bLv3xO4y/ZDOX/vidMJ+M0HAEcED9YRFSx3dCQyWsvNtrQXOWpOhyr/H4HHlHdiYd+ZZou51JR1xzDCcQwD/IH9aD8Mn/wYc3y4Dh1HNkW87aus/zzOymklGWb7lm4Z9Jt+zzfU608iwbWM6anhVQ998v6dulSyVSe/fdwTt4q6tl5FOk6p7mzQt+f0uLCDbNaf2nP/V/EhJO17GOzilEPz+y9SFaMfjFF0fuB2Dy5H52Bub6sWtxwJISrzP47NnsSJjE9dapVLaqFNfa+UOxCRZO6uj2qjCb5cBnzup42N1bDRy6fCr2FTdRPUZuV93+fIiJAefMo16lO7YHDkfkomPawNgAXPk3/BZmN52Eyi89b2utFaEE4gH1lyyo3Ob7WK2GKX/eap/bLv3xOwzJOizHQjWyUblQg3wVWD1+nNaNPgdrXDzrRruiG/upDl3AlLwLbc5l2+qhxSonBtaDgES4xpHOjMIPGf/W5+QXrvB4uNHtDaintWeLxb071QK1+ruzZw+89VZkItrx8cHvN5mkvkoTaatW+f8u9CMLFh2dSKILp0BoxeDe3ibdobExop0wFRYxIKzo4iqX5Xr+QK6uaqeo3PV8LQznvIYfsIVMMlIauPa8feyNtXLXJCtV30p+KJYoWdZqY+7mOuZuriW+4RADaWKNMopnZt8cqNNdyMkRI9EDB7r2JHqbnqrBsloDfjb2r8Kv4mw4EsAt3Mm6+8V7qem4733FK2az+/ML2PLRbKJTAMV1G6pCgrkO6/FU1r16TVeejV9McTDn8QB3uqfPEKsA9xKqnZkjeGLm3I40XRxR1NEcsGPOg5L3XHVUGg1HZC7epj8Brnqo+IJf8/X8SygumOexuN3rDdA68nqERYsgJSW8x7S1Sd3RnEA28GHQ1EkKtK1NfhsLCyWNuGoVJCb6fje8LUd0dE4TdOEUiDFBpqJ2lZ07I1rjVFwors3FbqussEib+WPpvkNavdG66DRUZPjvtA1W5m6uZUmJqwg8P7uScenV5I+s5MjZdrbUD6fu5CCG1ktLeGFZM6ur2lldZeNuPucytZQa4pm0c6O/YImL/fvl7xQp1u6x/bTbA342Ao5E8cIQDcPyxSkc4LwgzhmVpVm8+9itHP46i7Y6GDSOjqiW9fhAHDYTrY2xpGVWuFJ63dSM51wTpGbLOhT+tkMugRP4j/KmW2u4ZtsWUq0nyCCFGpp4lc0dkacKrLzDNs9I1P4PA++Uo1WElRuq/7goIC+BAenI61HCLapubhaPtNdf737K7v33O1/GbJZI2L33ymVDg+93Y+HCru+Djk4/RhdOgfjHPyK/zvz8iNQ4VVjgiVEyJsNhgzo3c963r4fDm6DxKHx4R/D1aDVNkynnVV5nMmJWt8lqZ1WVDVAYn2DgR1go3P4WaburKT6QDnZoI5kninN4sVT63+ekRTEwSuGapL1MiqvAao/nq7pzSJ7nLwV3mng1RZLY2ICfjf1BprYAJA6DeS/DuOu0bja5/eTeELetgrUM8r8vqbqJM4sxRbczJPsIl/5oBeMu3sLUa1YTFS8F6YEwxhHwrU0Z4Vu07sFzb8LqL+HPf+hIn/kjv6yU8RXlXLu1GMV6iMNY2U8Va5HRP369m3wmH3tR5rSBsFjguusY96Znqs7gfFIxGFFQGEcGYxjiK9AiyaJFcMst4T3Gboe1a+GNN0SEd8XvyWIJLapaUyORpro6Sd35a4zQa5x0TlN04eQPi0V+GCKJ0Sh+JxGocSouhBq3Jr9Dn7rSde63t3cScX951ze8yuv8nlXMZwcFfN5xX2qUwoKMaM5NMfFU1BoyHbVcdWgHFbWJDE9u4Krzv+Z/L/qGGenNTNtg5Sc7G6luV/mFaR2jmo+TamrgpoH7iB7rOSNMAZR535e6pri40J90X9RA9SYDBgT8bAzsJPjZcATW3OsbfcwvgIShoW2+vVFSdd8UX0DxB3OpP5lC+Z4c1r06j92fX8Cmd2fT3ug/NWiMlc6+sddAjrt7gfP4qxh9Z9z5UFAAsyfDnHQoW90hVrwpzh5FQ0ws5uYmLinZ3XF7C7JjWq1SR1de+UZ885yK5//T8+W/hYU4DpdTOzzNI1V3MTlMIIMrGNex7s7MNSPCrbeG38DQ3i6RnzFjxFj1jTeCGqz6UFgojzcaRUB1ljJsbBQ7An/1gpFIG+r0K9avX4+iKKxfv76vd6VP0X2c/HHXXZEfNmu3BzQ5DIcKCxz0M49zxWKoKfW6UZV0nZYeqbDIgTW/AMizsij6HSbzLXVR0Xwdl86r9jy0DEleipGGQxv4Q+3HrGwYQ17CXu7ncjJSGlg0uYQTpnYSksHSVsYmq8vB+ZG2S0lKasXaFMNy40X8tcWPjcNHH8oP/IABUkMWSvpr1ChZ9jScfYXRCI8+GvDur17sfBVxqTInyz2qk5EHCz6AZy8kQFW+L/Z2+GbDRNa9/P2O23aumxb0MTHJYoVwdAfUuU/YcG4zOrHz8S/k5cE/C2HfCkgbTwYqh/1EcyrNAziWlEJiawsx7e1cs20LxdmjiDXLYFMf76aSt/1szLljMSnQWgdHt0DFRrjmfL6mgo0F36cyb3TH0l9xhPmcTwbmjmHB3uaanY136RJLlvjORQwFVXV5MRmN0qF3551ih9IZWtRzzhyJKFVXi8eaooiIaw9SVOfNqlW+A4F1Tgmeeuop4uPjufHGG/tk+w8//DBjx45lXmcdnl5UV1fzwgsv8MEHH7Bnzx7a29s5++yzKSgo4Ac/+EHE9q9LEadXX32V2bNnc8455zBz5kyeeuopbIFM0IBf/vKX5JwqEQOLBbZs6eu9CEhxIdT70Q4ndoHNTx37mns9H7v7LVjb8iG2//6B8SeP4ABS2lvJbq3m2qFfsz7mDX6XdpTlGSe4re4tRqg1fC/uS/7H8SNes+dxbdxxouLkx7OxzUgb7WSkNHSk+040xvGE4zpqSeZ4q4PKp/4lUSbczvPb2uXYdbIm9Jqhdeugqqrz5foKLXoWHR1+N5HdHtRh+dKHQOnkFCd5mJheeguUjDwwh1iO46/TLhSajovVwIld0tXnTXtj5/V2gBRwt9RA1S6uYBwTyCDKz0/UzozhNMTEMrCpgXEV5cwsO8RMcv2vMy7IpPhBEyFuINiaUR027PHfMPzm8aQNcdmvK4jtxsfs9nn4UWp5kU38k894lg3spIJn2cCDfMgf+JgP2N69dF5nQ6JDQRNee/aElrbTRh8tWuQSUYMHy2VycufbGzRIShLmzOlX1is64fHUU0/x0ksv+dx+ySWX0NzczCWXBDaejQQPP/wwK1asCPtxmzZt4ne/+x0DBw5kyZIl/OEPfyA+Pp7rr7+eB0LxKAuRsCNOP/3pT3nmmWdQnQe8kpISPv30U5599lnefvttvwKpqqqKgwcPdntne4UlSwI74XaXBQu6vYr8Atj1pmvURWekjPB87N6J1ZybsIXMipMeyyW1trDo4Gai7XamGw5BxVBQbagKxBps/KX5E6qb42ncOoqx1dt5L2csJwcmcFZaLZeqcOWWbfwPO4gzKEyPi2Jg43YGxRkY8Mu7wXo4tLPdYLgP0e2PREdLge7558v1cMfz+Bt87GTiIhg0Fl69Epr9zLlMGeEqCPdH6iiwhuDfGopbeEAUEWi1B+WzqRhdn1GHTdzPP30IBo6SffUbgdIKxH95VUfk6FFWAZ5Rl1FVx0lqlbOE5qhoRlVXQ/nXkOkWGbMehC1PuiwI/FGxCcYvon3fCgzN1bQrCinNTVxWsptRVccpzh5FpXkAAJXU8jwbiMHEBDL4N7uwOffrKPU+q7bhYCuHAdhJBdMZxYxA4i4Q/mqEwh0VFBPj6gz+17+ke3XkSBE1wcoGnPVeHD4MmmPzkSPy2xhI0KWmwnE/LZynOa12lQa7SqJRIcZ4etdvGgwGYmNj+3o3AjJu3Dj27dvHiBGuA98dd9zBZZddxh//+Ed+9atfkRABm4ywIk4fffQR//znPzEYDNx888387W9/4xe/+AXJycls376dadOmsWPHjm7v1GnL6693exV7PwxBNDm/u4nDpFhYIyMPDt+0n01Zo7Aprre+TTFQHxNLlFan0HxSVmKMlUiRKY60hGauGriVa/Pe4dy2A9yyaz+37N3AMGsNkznMOcYTNBgSOW/kRFJz56BkXMBF51/J2EvzZZ7W6TwEVFHkgKLVhPz0pyKk6MS/SiNIYbhGRh786jicfwtgAGOM3B6X2nn90MxlhPRN1zrtKkuzOl/YG1XEmfbZ9PcZrdkvhe6az5QPz70Jn2yVSydp+P7IFWePotQ5dFpFRW2thZ0vweblrsLystXBRROAo53WQ2vYPyAJFIXjySlY4+KxxsYzrvIw+WWlRCOfW7szdbifKlawo0M0hcqnlLKd8s4XdMc7wmoyhd/VmZoqEaCmJnnsvn3w5pud1z0VFopoGj5c/OzWrIFdu/yLJoNBtrN8eXj7dgpjV1XeO9rG5cW1xK08SdonNcStPMnlxbW8d7QNey93CS9duhRFUfjmm2+YP38+ycnJpKam8otf/IIWN0udF198kZkzZzJ48GBiYmIYO3YsTz/9tMe6srKy2L17N59++imKoqAoCjNmzAAC1zht3ryZuXPnkpKSQnx8PNOnT2fDhg1+97G0tJQbb7wRs9lMSkoKixcvpsnNAkNRFBobG3n55Zc7th9qyjA7O9tDNGnrmzdvHq2trRyIkO1NWMLpn//8J4qi8Prrr/Pss89yxx13UFhYyDfffMPMmTM5ceIEs2bNYts2P457/R1teGZFRfccpSNBUZGY0CkKXOPy0dleBJ8uDeHxzu9sY6XvAXXHoXT2xg3mgwmTOg7mJtXB6jHjaDc4xY0xSpycTc6js2pjlHoERYEYxYZNNRBv3M+U6gNc/M0eZh35hvPsRxjgqGNk0x6XG7SbKSb33Rfa65qSAtFRp1bjnapKdCAmRs7K771XhJRbYa0K/gttTSaJVIXYNHDVM/CAHW76L0xYAD9a2Xn9UEYezHtRSnq0nGmMOcTn1gMc+sy/99iuH13JyZnj2PWjKztuu5LxGL1+pirNA3h9ykW8PuUiqhPEVl1V7VC1m6ayf/Mqm3kvewh2PIWr9udw+7+95TifZWezO304K8dN5ImZc1k5fiK704dTnD2KtgjOqfmAneGl7bzr3roSCT9xAnbscNUmjR4tYujQIbjwQrEVKPKTR50zR9JuNpvUSwUzi3U4RPyfIfVM9TaVuZvrmPdlPetO2jp+R1Vg3Ukb876sZ+4X9dTbet9iZf78+bS0tPDII49w5ZVX8sQTT3Drra7h2U8//TQjRozgt7/9LY8//jiZmZnccccd/P3vf+9Y5i9/+QvDhw/n7LPP5pVXXuGVV17hd78LMEYLWLt2LZdccgl1dXU88MADPPzww1itVmbOnMkXX3zhdx/r6+t55JFHmD9/Pi+99BIPPvhgx/2vvPIKMTExXHzxxR3bv+2227r1uhw9ehSAtLQgqfswUFQ1dGmcnp7O4MGD2b59u899drud2267jRdeeIGBAweyevVqznemLRYvXkxRURH2MJ2a6+rqSElJoba2luRQ8uvdYeHCiESEApKaKoXhoRwg09PB+UajKOBwsL0o8LBX97SIO/GD4JdukfMHSxpZWtrCwgv2MGpQLd/d8SV5hw8BYFcMbB2Wyeijx4mKHUriyJnYdryJUW3wFTEqHbcdSkpj9YQJXLF3L5mYIfdaT8HkjTkRav23KasGA1/ffwu5m7/E9HHkjEJ7BYPBs5A3PR2amlDdztD9asGEBFi/vnvdliXvwYGPIH4ITLwp+OvvhtYssPst19gWHyZboaAMCrPhS3P4++Ze3Ob28kxY4DuIeEvxI5x/cj/F5hxixv6SDHMDxZSRQxr/oYR6fBs20q01XFryNTHt7bRHRfF57ngOmUWgTig/xBW7txNjt3m89i1GEw6DARVYe85EtmVm+qzXexv5ZaUeqbuuMowUfsJ3Qn9AdHR4BdnumExw9tmwe7eI+7g4mDhRThC9B/necot08S1xhgNLS8OfzxnhKEskf/9bWlooKysjOzu7W6kmuyqiaV21LaikNgIz06L4+MIkjL0wuHzp0qU8+OCDXH311bz3nsuX7Gc/+xlPPfUU27dv59xzz6W5uZk4r27muXPnsm/fPva7vd/jx48nLS3NJ7K0fv16Lr30UtatW8eMGTNQVZXc3FxGjhzJxx9/jOJ8rs3NzYwbN45Ro0axevVqj3286aabeP755zvWee211/LZZ59R5RZhTUxM5LrrrvNbZxUuJ0+e5JxzziE3N5fPPvss6LKhfk7CCq1UV1czNkARq9Fo5LnnnuPOO+/k5MmTXH755WzdujWc1fctPT0eIJwDo/u+fF+6m9bd77uYMQaM0YFTdwa3CjaL1cbv90vIdt3eTFpsBsxuIVyj6mDSkXK+jR9IbMNBDu14R0QTBM0zDW2qBQW+zD1f2qf84GFK+OiDkJrSkbrzSGU5HOQ89jKOzXthVEbPuXT3BFr7dnS0XJ57LoBvYbw3TU3dN0Ut/bcon4YjHsOWOyXPCq9tI/6ecvhoM0rxBgbV/ZcBezfDhVZZpqAM5lfKZReZcL1EyRS3bK2Hp5PFAtOmcc73/kzD+m95s3kcS0oaO1r+91OFIcBPlRZ9evE7M9ieMZzvb93EhHI5GdiZOYI/zb2aA2lDPB6zI3ssj83+Ho/P/h7bMjOJIXgaOb+stCN1112OUMt6p+dUSGiF2V1BVcVNPMppvtXcLLV3/jzqnn9ePoerVslfINEU7DuZluY/enUa8e9j7azpRDSBzNP+pKqdD493UfR2kZ/97Gce1++8805AymwAD9FUW1tLVVUV06dP58CBA9R2oRnhq6++Yt++fSxYsIDq6mqqqqqoqqqisbGRWbNm8dlnn+Hw6gy9/fbbPa5ffPHFVFdXU1dXF/b2O8PhcLBw4UKsVitPPvlk5w8IkbCEU0JCAo2dmJr99a9/paCggJqaGi6//HK+/PLLoMv3CywW+eHoKQwGqREI9QCpKe+UFHj3XcC/C7S9FextYko4eIJ49rgfnIZNcY1kKSxrxq6K2eVHDc9z37r3yTzpWUNhUh2YlWZ2DMnko+zxVBoSQIFWxeApntx+O2Ps7Vxa8jXjy3Z7jMzowHoQ27Z/ctL6tXje3P5/UGWFF17wq8diGlqIOlkHJxplurrBIB5O3a2RMvWw88ZZZ8EPfwjPPiuXCxaEts0pU7rffdRxMFM8hi13YD0ImwulBqh8I2x7BqwHO4QJS/fBnCrUC62cSKqlZnQVEzaXMX0pGJ/OZsDWdAb/J5uYFIhK9PyMad1+igkG+GmcTcpwiaRL7oOoeJi+FDJwM2csLIRNm0ioriH55U1MaTkEKB6eTJcymgRiSCIm4Mtw6b49mJubuHTfHo/bo22eB69U6zGP653FSYqzR3Wk7iLBBjqps3A3rjzhpxsgVOx2sRLQojXa5yQ7GyZM8Fw2O1s+h+mdDE6eMkWi5/6org46c/F04G8Hmwm1/tuowJMHIziyKwRGjx7tcT0nJweDwdDRnLVhwwYuu+wyEhISMJvNDBo0iN/+9rcAXRJO+/bJMOwbbriBQYMGefw999xztLa2+qz3rLPO8rg+YIBEcWsi7Z2ICMeVK1fy3HPPMXHixIitN6yjyejRo0MSQo8//jhGo5HHHnuM2bNnM2pUZH5weoy77uqaX0qoOBwwYkRoB0iLRc4MwePAG8wF2hQDjSeg6YTMA9MG8Ja8L7+VTdUwZ/IxCqa9zngOE2O3E+iUaWBjA1+OyOayir0kRNlR28BuMOJwOAKq7KyTJ9gxMl0mzrc1cmLTQT7/Wxb5BZBhXE1mZSmzAdOk72Kx2igsayZh4jX8NfpWYttc6ReP36OmJldXUXl59wbygryW/mpEUlIi0/Y9INnVFVdWBosXy/tuNAbf95Ejw0/TlW+EXa/KuBB34odIms56EHa9Dk1HwRTv2YpX5WyrP7aDKwechTn3XFLNo/mEEhppJZYohpEifkQPwIwHzMAkmAK84Lsr7t5gGXmw/kH49EE61Ii7dcaMB+QPgIWFMpQW5HtRVoZyYD91P57JqKYW7ms7TgajOjyZ3D2UKrDyLJ6FpyCDgC8r2U19dCzp1pqOtFqrydPuXAWMGIjGSDPtndYxVZoH8O6kC4IuEw42HGynvOP5+FDo9toMGtQ97zKDAR5/HP7v/+SELC3NNc7lppugpARyc+Gee2S7jz4qabtAXayKInMVA3EqRYnDpNWu8p9qW6dCW8Ouwn+q2mlzqEQb+uZ1Udzej/379zNr1izOPvtsli9fTmZmJtHR0Xz00UcUFhb6RIZCQXvMn//8Z8477zy/yyQmemYijAFOgsOoGgqJBx98kKeeeopHH32UH//4xxFdd1jCafr06SxfvpyNGzcybVpwU7w//elPGAwG/vSnP2GJ4GDbHuHrr3tu3SYTzJoFy5aFdoBcskR+tGJiPLpU8gtkxIo/2hrkLyYFbO7HUocMt687Ahefu5bx6qGAOSOtbCnR1sb3d3zZIZIcQLzTLtqttMnzKTocjC/7WlIDjnZSHbsZMfBibJtb4erxKMBZ2bMBM78sq2d/xX7u5HMe+dnvWPzaswyvrnB19GlER0uB6ooVnQ8dDQXvYc0Gg2yjm+Fh7avuiG6RhE9RkWf9iPfzMhjkdYqJgUmTuhZt2v26r2gCEUrWgxL1q3WmWtoDRIjtzcRWlTAz2gyT5jKIpC4ZOGbkedYqzXgAxnwXnst3pZCLC33rmTqet9YWv3EjAMff+gt58bsoq/w38L/+t4mZwSRynAaP23dmjmBU1fGOtJomdtbljiXzZBUxDjsOFHZlDEdFpZneTaO4s459gYWTuwnlO+90b0MOhxRt//rXcr3eaZ1QWCizM0EaYu69F44dgw0b4Le/9a2BOv98qZeqrg5+IvB4oCnOpz4N9mBTDP2jIsXkqdG9I5z27dtHdnZ2x/XS0lIcDgdZWVl88MEHtLa28v7773tEfdatW+ezHiVEAazZDyUnJ3OZZlsRAULdfiD+/ve/s3TpUv73f/+XX2uf/QgSVqruiiuuQFVV/vKXv4S0/KOPPspvf/vbiCvJiNPdaEYwHA5J24QaVSh11lEMH+7RpZKRJ8Xe7sR4NWm11oLdOzKsgqn1IIPOOtxx3ft+cBNEKhjclnH/gPj7KGuvXLS9rWMeh2JQOX/OZ2RmbYZdRZA2vqNguSA7jodjNjCfHeTOMjPyhW3ce8+T2BXFs/upsZG2X/1aUgc9YWXgcPh3LY+Lk7qQMDor2wfEs3WZM2//f/8XfOHLL5dtNzeLWAgn2lS+ET78CdibAy+z4Q8SeUrJgagEiBsE3jU8hijxqkgb15Ha03yTIuF6nZEH338BEtNl6PDFPz/YkR7sQDNa9Hr+JQOaaHxiE+ZP/j/sZw0LWDPzfSZi9POJ9JdWqzQPQHX+EBtQya06gSPsQ2DkMKBwKaMDL5CXJ+Lp/vtdgr+rBxItivDHP0qnbnu7iKY5c6QTDkQMVVbK9cNOz7X8fPnujR8v2x40SN6vZctE9AfiNO6sSzQqYTf7KkCSqfeiTe7dcUBHXc8VV1zREelxPx7X1tby4osv+qwnISEBa7DIopPJkyeTk5PDY489RkNDg8/9J7qYag51+/548803ueuuu1i4cCHLe8giI6yI0yWXXMInn3yCIYyDyrJly5gyZQonT57sfOG+oKioZ4dROhxw223iDB3KQfLwYc9LNxZ+BEWXebozJ6aLa3MgjoyykXfvRwwZ7Bbu10JHKthUycU7cB5evb7jR6IHMqCmBVNCKxhUohwOj0W0Q7L7bYr7DY52GXvhNCfMM5tYkjSDylYHhVwMwF8uns/xNgcPvfZHXpp1PZeWfsm4b74i7dhR8CxH6TkURQ4sJpNMeg8jbG1odTDsUucBw18Ey2AQ8ZebKweerrJvBR7K1xAlBUemOGjV6gMcUPoBnHuTpyFkLzNxkWvUD9tWS/0biE1FEHJfWk/Sf/aAyQitNhEPfg7GGZi5igmsYx8GoAYRk95pNQMKDlQcBgPYwaEY2BihWqWudNsF7aqzWFxdbeD5G9DVk09FkS46gKeflsLvOXPkdfUeK5WQ4EpdWywwf76Iqt27XftXWNhzBsH9nBijwqxUE+tO2rCH8HYYFbg0NapX03RlZWVcffXVzJ07l02bNvHqq6+yYMECJk6cSGxsLNHR0Vx11VXcdtttNDQ08OyzzzJ48GAqKz0PIpMnT+bpp59m2bJljBo1isGDBzNz5kyf7RkMBp577jmuuOIKxo0bx+LFixk2bBhHjhxh3bp1JCcn88EHH4T9PCZPnsyaNWtYvnw5GRkZZGdnM2XKlE4f98UXX7Bo0SJSU1OZNWsWr3mZCk+bNo2RI0McpRCEsISTyWRi1qxZYW/kqquuCvsxvYLFImaFPR0Ra2kJ6gztwW9+A3/6E/zqV2wvgg9ulSLwGDMMnyLFuZpwaq2F4fkw5Fw4XOx/3EXxvGa+SpvG1LZvGBDtFIiKUzcpYFLgWEIyyS2NxPmJvA1rO4k9RsGI2tFOrv0MhPyqtdbCx3fA+B9B5jTm5eYyr34oR5y/2w5gxeXXs/37C6hqV6kcFMWCW65h+pb/+F9fuO7JoaB5MbmTkiJCKMi2FMD0q3slUvPgg761IdHREtH8n/8J7f0Pxuh5sMOticHRDrT7aatUZbmmE5D7/e5tMxSsB2HXa2IcphjgnOtl22UrIXuuq2DdX+G6FykFv6H5xGHiKmpg91FJZwZgIplMJJMKrKylhP34juS5mBy+4ghbzpnCBXs2o6IysL6WI2ZzF5+sC63bDgi5BupKxvu/w2KBq6+WyI+iwOzZ8IMfdN8iRVVFLCmKFHW/9poIqUOHfKNYWnSgvl4iTHPmyAlfaqpEwAoLxTwz0EmFySTPIwKDzPsrP8+KY021r1O8P+wq3JnVuy7bb775Jvfffz/33nsvJpOJn//85/z5z38GIDc3l7fffpslS5Zwzz33MHToUH76058yaNAgbrrpJo/13H///Rw6dIg//elP1NfXM336dL/CCWDGjBls2rSJ3//+9/ztb3+joaGBoUOHMmXKlC77Ly1fvpxbb72VJUuW0NzczA033BCScPr6669pa2vjxIkTPs8JxAA0EsIpLB8nd44dO8ahQ4eIiYnh7LPPJiZY+LaL9LiP08KFMoagp4VTSooUZIYRxn5pBhz61PO2ry5tYd2Pmrn01TjOWxdLXCrMWS5n9tuLZC5da51nWUvl2TY2XdXMrxKP8cNJj3g0YLmj+r+5405VVXAYVJ/GbX8WT94o7v+7aElH2m7htnper3AJjfwUI5Y6O8NiDQzd+SVFL/yWMbu+7NnC/UAoinQQdTY65eWX5eBy/fWeLdxxcXDJJZKmXbUq+IgLi0UKdfftk1qTYDOVPr1fbAdkJyXq5Agyjuai+3x9nbQ6qOzZ/j2f3O8H+X/aeDi0HhqcBrEjZoH1ADTXQGMFvm2X7pExE4y8MiQRV4EVw38fZciMP4FdlVqHL74I6WC8nhI2cAAFaHeq/AlkkEMaH7KLn679CHNzE9a4eJ6YObfT9XVGurWGqWWlbAox4hSDkXvxs92iIlczAcjre//98jmYPBm6a+sSGwvTp7uinZpAC4Ym3jTRlJfnGsPy7beBfzOnTu2oV+su/dbH6Yt61lW190sfpxMnTkTM5PFMpEd8nAD27t3LjBkzyMjIYOrUqZx//vkMHDiQu+++m/auGrX1FQUF0kbe09TWhnbmWFQEWVlQVOQjmgBW/aSJ2sEOVv2kiSOjbby6uJ6Xn7NRYZFRFo3HoN1Z/hKTIvYE6d+YuPbPSZx4YRS29sDiVvMa8v451NJuiiKiKRShFBjVw66gINvTiG1bnZ356dE8NDqOnEumkDomp29EE0hqzdlqG3SZRYvkTNxdNKWkwGefieHpokV+a3k8uP56KdRtaek8lTdyLq6vrRpcNIGvPcT2l2HD76Fis1x+eAus/oXUT1kPSi1Sybuu+7VldzwvBef2ZlHmpR/IUN7GIwQsnNNw2KD0fdl2yXvw0a2y3ZL3fHa3mDL4ZDcduRBVBacXTWfMIJfvMR6t78mIwl6Os4IdtONg27CzaDMa2TYsMt/5SvMAPp40lePmgSEtHxUowH///Z6fc4cDtLqTSJyQDhvmak4pLJR5cunpLid779KLlBQRTSDdfZqNSl6eCLxgNhtlXff7OhUwKgrvTE7i0rQo53Xv++VyZloU70zuHdGk0/uEJZxOnDjB9OnT+fzzz1FVteOvubmZv/71r9x88809tZ89w9dfS2pl0KDOl+1piook6nDoELZ7/bhdAnZn1bbdoFL8/WZ2X9zGmvzmjnZwQzQd6bS0c2DBB5AzB3LyD/K9mwtR1c7fbo+vuep2CFQCmzh6mFgGuR/wSNfkmU3EuK10/N5tvPbY7Sw6tovXJiWRetUVfdfebLNJfUcg8vNd0agxY1wGmDk54tnVWYREG/EzbZqn6OpMKH67Hu+hty78vL82L2F15L9eCzjEv2LPmyKyKrdAvW99nS9diNIe/kwElGqX7Wpiyo18sjH/08tq4NChkDexhhK03ic7Kq246nHSmhoxORwMamr0eKXSrTVcs20L6dbwfWSasWEIsWR4DAF+ZxYv9rweHw8PPSSfkUiYCO/f7xI/BQWSAnz/fYmUgkRHNWJj4ZxzRGgtWyZ1TlqXn8UCf/hDYCfz2FgpQj/NSTIprLwwiffykrg0Narj3VeQmqb38pL4+MIkEnuxKPx0x263c/To0aB//orTe4qwapyWL1/OsWPHGD58OL///e+ZPHkydXV1vPvuu/z1r3/ltdde49577w3oLt7vuPfezkPWkSAlpfNIwv33Sy2MorA7frHP3SfOs5GYrHDSoTL0mJHvH4hj+FSY0RzX4aGTPgkOb5LlY1NgzZAW7v9VM6+1fsRI+y5QoIlo4gkQpfD2GwiQzusMf5GrDrxSQ89MSOD2XY00O+Dxlc/Af96VO157zVWb0d+6MuPipPNI48UX5b0bMcLVFemOVlQ7Zgz87W9SQ+JdmKuRlBR8241HA9+XkiV1Rja3rrvj2ySapBWKD5oot3nT3gwndoMSBa3W4PsQSQ5/BiOmd3wuMjC7JhhrdFInUYGVj9lNDc0E83Tekj0aBdiUPcpDemq1SnFtbTRHR4c9WqU9xIG/+wkgxPfudX3Oc3LgjTdEeC9cGFikdOYP5s2cOXKpdTOCGGMqigiexka5bG2FzZvl81pQICcPS5ZIyvnuuwPvj/t+nwEYFYWrh0Rz9ZBo2hwq9TaVJJPSZ35Npzvl5eUeNgv+eOCBB1jqbaPRQ4QlnD7++GNiY2NZu3ath6nltGnTMJvN3HfffaxcufLUEU4jRvSOcMrP7/wH5aGH5ADR0kJi2Safuzd+rxmrqhJvgt9fG8uiX5h4sMTAA3G1vNJg4EVrElc8YeqYPD9zGZy7p4nqdpV/kEO2spcyBrCKMSxljf9z5D74zi/KjGVRpjOXPORXkBrl6fED8Omn3TMBjDTeDrQPPSTC96GH5LrWHVVbC998E9ww0BvNnDAQCUPBGmAcRtJwGL9Q0mvu7FvhEk6m6AArtrucU3ubDb+XWq3xi2Q/j3u1MG/y/T64U0wZh0MYnnvYbOawnyJuzbogrq0t7GJvd4J12ZkwBLYg8Pa08r79ww99TVrDtVC5914pF9BSdhaLND4MGQJXXQWrV0sh/ocfioAbM0bE0+rVcv2TT4JHQ6dMOWNEkzfRBqXXfJoCsXTp0l4TDX3B0KFD+eSTT4IuE4mi71AJqzg8OTmZvLw81q5d63NfeXk5I0aM4Gc/+1nEZsL0eHH4gw/6Gr1FmvR0CYuH8qMyYQLs2sVRxvNPdnbcbIiGnBds/Da9nsPNDn6QEc1rk5KI/aiaVue7lxal8PGFyeSZRQtbrDambqhlIuV8zPOk0YTFdhYHTQO5lq8wIAkfA4GNLcOhOjaBpPZWor0GqnoQY4bLumCQN3euRJ96g86cxN0Lbf29pxaLFMh2pWU7IUGsEIJhPQhfvSBml/6GFJpzfIXVuTe7hJP1oK+w6k+cezPMvQm+dpvnNmeO1IsFYD0lfEr358h1d5jvNdu2MK7yMLvTh/PRpKmASqszAhb2cF93iorghhu69lhvDAZJ0Q0bJqIIpI6qtVUuNd+o6Ggxwnz0UV/zWG/i4qSmL8LCqT8Wh+uc3vRIcXhDQwMjRozwe1+mc8J4UyRcnnuLf/6z57fhHPbaKRZLR5onwSukf/FvYcFCE2+fn8RlaVEcaLQz9b9W2twkb1W7ytWWOixWGxarjeu21jORcv5fXiUNeU8mRh2meUQCx01Jkkpz1g9F4lwptaWRKLuIhYD1TlFdHKS8bJmIkXDrnRRFhFB0oCgLvvVtzc3+lwM52MTEiIi76CJPc8aiIkmzXXBB131uTCYR884GAb+Ys2DGQ5Ae4CDlLxp1cp/LgNKcBbH9oKYvAOqO56lPsHt+fhYsCPqYr/CNRiYSg4KMVgkVzQOqK6IJPM03W7HR5pbCiyUqyCODYLHI52348K493h1FkajRrl1ycjBwoAgpzQjWfQZdW5v8Pra1uQZXu6/H/f89IJp0dPozYXfVdWaF3u9dwjWKiro3QDNUPvlEWng7GztTWChnfUYjDfNuw+BW5vHfR2RYb0apidRohc21dopr7T7ipLJVZUlJE9dtrWdQ8yHe5lUyqaENI3YgSnWw4NtNHEgbRLvR2K3aIcXtz/22oHQlFaTVBz3xBLz0kqsTKBRUVQ4QKSlScOvPgdxkkohGfr78uRfKap/19HTYskU6MLVoVFubpOc0fvKTzqNFnVFbKxHQQ4ckwpCYGFhAZc+GFD+haSXKcwovwOHPPQcwT74dHzfx/sK+KhK3eEWPOok25uA5dNaIgcvIZTwZXMV4UogL8MjI4i28VLfuvpnkBn6g+1Bfb7S5dZoY706Xnfb5N5vhq698x6d4ly2kpUmE1WZzDffVvksgguqll3TRpHPGEbZwOm24997ec8A9dMjTEdgfc+bIQVtVSY/fy30tMkU+Kh5Sx8Dut2Tm15h4A9EKxCqQkdLAteft49xhJ7j2vH2MGdDAidgKrv9OMa+nvcUIajAA0djRhgUYVQdTjx4g2m4P+c33L68MQe4LQGut+BC5j97ojCVLxGtryRJp7bdaRcQsWACDB4e2jhMnZN6dd42GwSCpiJUrpY5GUTzTdCNHSqSrrQ2uvNKz1sZgcNU0FRUFLprtDo2NIqCGD/d/UE3wEzlSnYaYUYm4pKxB/l972PXap53tXKafsWKX53WD0uk8P++i6ziiGEQS+WSznyofYRVpjChEBfk2GVCCj7LRxJHW+ebOnDkiVqxW+XwGaioIBe33rr5eokyao72G9v1QFFeUtqVFTi5KSyEjQ74fmlHs+eef1iNWdHQCEbZwevnllzEajX7/FEUJeL8pmPdHb2OxQG+MgFGU0NNL//iHHNy1CAgyMPW3jTL3a9x8sRx48UgbqckN/D95e/hV7gYeOL6S2876ktnxpbygvMpNw78kNsolEFxbV7ETWmrOr5eT+/2KATWEaV9+U3YNR3y9hYJRW+uKHGlonUFBXKX975AqZ8u33CKX998v9R4LF4r4+eILz+VHjZIBqNXVvtHJF1+Ug4bFIuvrSY4ckRSg2eyKQJWthoov8PtuKkYYMRPMWkTKLmKq8QhsfBh2vQ7Ve8DgPGia4uiIQCn+3Lp6DyUjxTOS+aOpnUY0vIuuG2ilmDKKKWM3leykZxtADChBU3Gd2hUUFHi2/buzapV8/vzNVewKBoM0NxgMIpSysnx9nFRVTha+/RYyM+X/VVVQUuK5XDjRXx2d04iwhZO7f1O4f/2G66/v3plbqKiqhMJjYjq3I9i7Vy7b2nzMMrUJ9Bl58Lux7fwwr4RRg2q58sAuJlSUc/m+3Vywfz/5NWVc/O0+htTUENPe7iFaVJCxKQHQpJadEA6bamjt16rbpceW08a7zBb9RZ+01MWtt7rEjL8f6WXLJJ0QKgYD/OpXcsbc1iavuRbRuvtuV9pCUUS8LljgPyq5dKlLcN10k++YlZ6ithbuukv+nz0bYpLxG/NT7WJQ2eJnbp5qFyPL+HTIvQ4ypsCUe+j4BKh2MPZR8ex/SuFfXlYJJzs/4ZpIJol4prAOU8NJGskmlWlk+x0IHCnacVBP4N+TQQSxmNBS0YGc5efMgagu1kf5w+EQ/zrt97i2NnC3nM0mn+1hwzzrnBITZb+6M3dRR+cUJqww0Lp163pqP3qX3na3DaWLIyMjuOEi4ldTPXg7iUo75x4+RFb1cQASm5tpizJwJGUA5sZG/ueLzaTaPYv0G6JjSWxvw6GqmFBREJHkTOJgAGwGA4qqepzZ+uu4C+UQpAKNpmgSbG2uAcIa+94HHNDsjPp5D35dssSzrsVg8P8jnZcHH38shdqhiBeHA95+W4q409Kk5fqf/5Tn6/7ax8SIjYB3J5OiSC3TAw/0zLgezZsnNjZwJ5PWfGHOIvg7oUJLkBq+5uPSaad128WlQbNzebt7gXxQV66IoQI8vbFjiwAMTYTrLwrp8ZeRywp2dFyvoZkamhlGCl9xhDiiaHD6l3W3ey4cTBi4gnH+79RGmGjDfP3NMnz99cingdva5DNut3vW5cXFiR9TebnLHVybnef+OU9MDNrlqKNzuhOWcJo+fXpP7UfvcvHF4g3U08THy4FOixSEMsMpiFnmWkoYWHuMuV9vZ5j1ZEe4MMHWxuCmeupi4jC3NKECNsXgFCwqVfFJxNvaMKqODgGjiZnylIG0RkWRXnuSBK8f6O7YFChAotO12mYwgurAqIpg6zhAx6WGNPiVsWMDp2vy8uDZZ+H//g9qavz722hpCZCOIo3HHvNf0N3S4utWnZIiyzY2ygHvo48ilzq5+mrYtk0cpPfuFS+dQMIp11lkbD3YPaNKFVeXnfUgJAyGlmo/0cRejBS3uEX3brgefnFpaJ8PJOr0AbuwOyNnCjCSNI5RT4NXNKgrw3k7I5AYu4iR/uub3If6Dh0auI6roiIi++eBw+H6fLl/53NyZPRPUZGksWfPFjHn3imdknJGuIPr6ASj14rDLZ11lfUWRUXwX++xEz2E+0G8uDhwhxS4amji4vyKhAqsHKaG/IOlZDpFkwqUmweyJnccB1IH02I00WI04QBMqoNop1hJa6onyu7pqay98eaWJnZmDMfg8D1ARiq5EeOwY3So2G1eH7fR8/wPmV22TH7EDQa51OZ2BWLRInn9fvAD//cHSkUE6oJL9VNMXF8vRdralPhwTC2D4XCIBcLBgxLJKijwPFC5M3So67UIp07MH2o7lLwjruLFf4Sq3ZCc1XcF4094jVk5vB3ih8g+bngYNi/vtKkgC9fMODNxzCSXFHyjve62AZFCE2P5ZZ4dgScJ8F7edZeri23QIM/vvDaOZ/hwETI9hXdt09dfS3rcOfqJ556TyGp+vmvZ9nbXqBadM47169ejKArr16/v613pU3pUOJ08eZInnniCiRMnkp+f35ObCh1ttElPYjBIXUJrq6s+QVWliDiQgLz9dolQ3X67z10VWHmLrYwpP0BW9QlanZ0wbUYjAxvquWTfN4w4eYKhjXXE2m1uUSUFOwpGVSXWZvOwklCBdoOBpNYWrt7xJXH2CHcYqmBvM9DSECdBDBWMJi8BU7XL70MBSRc4HCJQQm13Lijo2tzBefNcfk9Ll0oawtuaIDZWuujy8iSN11W2bPEVZrt2uQ6Wl1ziPzUzbBh88IHrtcie3XVfLI1mK+x+BextyDyeY3DOD/zbHPQU++vh/lUoq0tcReF5I+B7o2WWXdVu8aaq2g2bHnWJJ61GrnxjR63cTHI7aplqaeYFNnIEXzPT7vo1+SOQGMsnwJgI93KBb76Rwv+0NPHx0gxfe9It32CAm2/2FE8Oh0Rvtd9HVZXr5eWu5ZqaQh66rHPq8tRTT/HSSy/12fYffvhhVqxY0aXHFhQUcP755zNw4EDi4+M555xzWLp0aURn2fVIq9vq1at5/vnnef/992lra0NVVaIiWeDYVSwW8eSprOzZgl6Hw7O1V6tdaWuTaIW/Woa9e10Fy25UYOXL8jf4yZ6viG9vRwFaDUbajEZi7HZisJNgkwOtd2rNgEqrwYjRIT+EijO1pBVrRzn30b3+SHMT7xbO4JUxykFLkwF7exSm6HYZGqw499EQEzgN415wHY5lRF6ey2MmVMxmePdd39tHjpTPy5w5cmA7fFgOZosWdX3wqtEo6Rmz2bOm6sgR+VwE8yvyPoias+DCu7vnAt7ovk4V2htlPMvoeVBSDbFp0FAJ9gBRk0jwzpew1W0/poyA+2b5X9bRDiXvwpQC10DiYzukJqvuMBnTHyKdFA5jdSbsei/NqIkxd0YwIHCaLsEpeo1GEcpa1+jDD/dOs0F0tFggaL9TMTGyXX/pZ+/Pnr95jGcwNuy0YScaI6b+6o8WJk899RRpaWnceOONHrdfcsklNDc3Ex3MVDgCPPzww1x33XXMmzcv7Mdu2bKFiy++mMWLFxMbG8u2bdt49NFHWbNmDZ999hkG70hrF4iYcDp06BAvvPACL7/8MuXl5YB04OXl5bFo0SJ++MMfRmpTXeeuuyRlFq4DdVcwGKTAsq1NIgzR0TIbL1Atg/d8NidfWf/LnF1fdogcgGiHGAvYFYU2gwG70Uh8W5uzc84Tkyq2ATaDAZPDQZvRyIbs0Uw68i3mZt8DYn10LMltLV1L0/n5zU1IaeTYwWGYh1QRHduK6lAwJmfAeTf5T9OBZ0TH6UgfMg89JB1yNTXBZ2uBvEeB5h9pA05ra6Vw/+yzO/UT6hS73VVs682YMZ0/3q/o1obndIIhSrZrD3BQNsWBYgBDLJS8Da11kJQJiUOhoQIJIbaHtq1Q2VcFB0+C0fl62FWI7eTAU+8spM6eDW0NEokCsbkArmAcz7IhwIN7BgUY6qfGyYqfOjWtIFyrofOOfkdF9Y5wamnx7Cx2OMRJvLpaxFxUVOA6u+6YcJ4mOFDZyzG+4CBlbj5i2aRyIVmMYUjnNhSnIAaDod+PrPmvn1KcnJwc7rnnHr744ouIZL+6Jb3a2tp44403uPzyy8nJyWHZsmV8++23HdYDe/bs4YsvvuDnP/85qf7qRnoTi0XSJBDZTqhAOByS6klPh+XLxWixslLqCPyheRN5paVGlm31EE3giioZVZXSIRnYjCbpjlOUDu3SajDSYjRhUww0R0WzPSOT2rh4Phx3HqWD02k1empm7XEhiSbV9ac6nPvjz/zJ+Zc00Ep0TJtz4kOUjAwJJJq8SQrSyu2PRYvEc2bzZokWzZkj6beUFDkYDBsm/09NlXqhYEXnpaUitDdtgs8/d713XUkHuuPv89dZHdewYb7CrWw1IQsZRzuM+zGkjQOjnwNf7EAwxUoUqrVWRFZzDdQeAHsL2FtD35Y/DDG+9VMrdsEhqwgmuwqDE2He+ODrabXCmruhvgKifeuxMjAzncjVLoWCiv8aJ5+hvkVF4sDt3XigkZIikc7eQlVdIv6ss+R3asQIuO8+mccY6My8k+7f051WbLzKZt7kSw7i6Qd4kJO8yZe8xhe00ksGy8iQX0VR+Oabb5g/fz7Jycmkpqbyi1/8ghY3Afziiy8yc+ZMBg8eTExMDGPHjuXpp5/2WFdWVha7d+/m008/RVEUFEVhxowZQOAap82bNzN37lxSUlKIj49n+vTpbNjgeQKj7WNpaSk33ngjZrOZlJQUFi9e7DGqTVEUGhsbefnllzu27x35CpesrCwArBGqTe2ScPrqq6+48847SU9PZ+HChfznP/9BURS++93v8s477zBlyhQAcrUOoP7A9df3nlO4Rl0dXHqp1DPceKP8YLqP6XDH39gF60ESmuo9DleaZmmMiqI0bQilaYOpj47FphgwaF1rQPnANFqio4lx2Ilvb2PssUrMzU3M2bOT67/cxJCGOp91thlDdLtxdicfNw3gv9njsKkGl5rTLp0rbW8zEZ/UiGJQUVWFZvPc4Ot+8EHPGp+uDvfMy5NapZUrpejaapUz+cOH5f9VVcFdjy0W2O82962pyfXeffSRCLLx47sWvfQe/aIo0lEX7OTCX3dV9mzf8SrB2PE81B6C7Dm+j2s4As3VEJMi96kOEVGGCIXkHa2eI3f2VUF9K8Q49yM+Cn4zE0aH4MvVWivPpbGKjg+c4joRmEEut3CRj7dTuBhRGBDiuBbvGqfzGc5EvKKl998fOAqamCjNCgndrFsLF03ENzZK0ffBg1Iu8J//wLgANgo//nGv7V5/w4HKm1g46IwyqV5njNr1Mqp4iy9DsAmOLPPnz6elpYVHHnmEK6+8kieeeIJbb3XZvTz99NOMGDGC3/72tzz++ONkZmZyxx138Pe//71jmb/85S8MHz6cs88+m1deeYVXXnmF3/3udwG3uXbtWi655BLq6up44IEHePjhh7FarcycOZMvvE2FnftYX1/PI488wvz583nppZd48MEHO+5/5ZVXiImJ4eKLL+7Y/m233RbW62Cz2aiqqqKiooLVq1ezZMkSkpKSuPDCC8NaTyDCStX9/e9/54UXXuCrr77qiCqNGTOGxYsXc8MNNzB06FAAHn/88YjsXMTwPgj2JEajdD+dOCFppupqiTZpZ3famA5vtLELIJEn60H4YjnD22W8gc1goDLZjOWsbCZUSLpi3Zix5B8sZVhdDW0GIya7AztQYR7IujFjSWuo4+qdWzGqKkZnSiC+XVJ6TVHRxLW3dQSG2p0pvEv2l2AMISKnGECNs7NuXC5ZNZVk1p10Wf64FVtFRdnkqQOGwWNJnvL9wCu1WEQ4udNXJnvu4y+ioiRdp713migD6UJ69tnw1u198FRV8ZMKVgeoquJv5e6fY86CCTfCzpfEuDIU2hug/FMYdhEc/szzPkM05N0Fu193DQt2RChtpERJJx/g+E8pyt82QLsdJSkGWu1w9uDQRJM7tfslitXeACkjPO7KwMwPyWMtJVRQSzPheyHZUakhyNBnN7xrnNr9RecWL5bopz8aGiTCs2dP2PvZbRQFjh6Vz9eyZfKbNWuWjBvatcs3QqqNXDkD2csxj9Tc/8/emcdHVV/9/31nn6wTsgAJgQwJBtmXIBFEFi2gVkTr44KKSy1aFfvDx1qfSkWstVYttGq1dUNxqVqrCG6gsqhAkMgawJhAgEACJCEz2SbJZOb+/vjOnX0mk5CwyLxfr7ySmbnbLJl77jmf8zmhkIF9VFPCMXLp2f0H5sJsNvPRRx8BcPfdd5OQkMDzzz/P/fffz7Bhw1i3bh1Gr6aXe+65h+nTp7No0SLuvvtuAGbOnMn8+fNJSUnhxhtvDLs/WZa58847mTx5Mp999pm7AemOO+5g8ODBzJ8/n1WrfDuAR44cySuvvOK+XVNTwyuvvMJfXDYXN954I3feeSf9+/dvd/+hKCws5Pzzz3ffzs3NZfny5fTo0SPMWpHToYzT3Llz2bZtG7Gxsdx666188803/PDDD/zud79zB02nJcFmQHUXio6ltVX8/uorGDBAiJYXLAie5Sgs9HxZzZsnOoU2/BnZK2hacv5EloyfxM7Mfth0OrKrj3LTd98wqKIcZNC5AiM1YImJpcKls1AE4RqnZyhwg17PW+eN51Ci+BDJgMbhIKfqGKr2giYvO/CUhnqu3LYZbBKyDPV18ZTvyQ7wMZAkcLRpIfeq8Nu+917fL+mMjFMzQFR5PxS38rw8cSXu/94VFsLrr0e+XSWb4P8aGwzis3LkSMePNXMcJA8Uf0sR/jtr46BmV+D9zlbR/p8SItPQUSQ15MwQ7uSyK9tbUo30DxE0ARCrhYn94abRndtHz1Fi+4NnBTyUjokbGcuNnEefcLPiuoGg3XR+jR8BOJ1CU3eyG2mUz2Ndnfiu/Oorkf1cvDj4Z/VEtX5nMN+x3z33sz0kJL5jf/cekB9K8KMw19UB+emnnwL4BE1Wq5Xq6momTpzIvn37sHqPtYqQbdu2UVJSwqxZs6ipqaG6uprq6moaGxu56KKL+Prrr3H6XSje6dc5PmHCBGpqaqirCzLpoJMMGjSIL774gmXLlvHAAw8QGxt76rvqtFotRqORmI52MJ0q5s2Dd95pXyzcVTid4urxhhvE1dm0acIBeONGcbL1Dwbmz4dVq6Cn68qk+H33iUYGVgwZSaUpyW2yV5qSRnbVUWLsSjZAfLk5kGjWaqmOieWqbZvJqjnm9ntSCjOtajXv5I1DjUSLVkuTVkeMvZUGvQFTc1P7XwleJTlbawyDDx9iX+k57K3rRUKyhfRzyoKudqSsL31mZoXe7sKFvkN0MzKgk+2oJ4xy8rjoInECCXWimDs3uJBXpRJlmc8/F+XZO+4QJ80dO3wNOJVlb7oJ3ngjuBhXpRL6p5UrQx9H7lVC71NVJDrj2sPeAKnD4dA3BIjTqndBdQgdXkeRHSK7FZ8JiWbY+SM8vBJavbJjLQ747aTO76NmF0x5Muwi6Zj4JePZTjkr2dOp7FNHmEhO8G66efMCxim5MRo98+hO1XiqPXvE95NWKz5vwU40N910ai5mTgPacESUbVKQkdlHNQ6cqE+SZeKAAb66uuzsbFQqFfv37wdg/fr1LFiwgI0bN/roikAEUokdnD9YUlICwM3+Uxb8tpuU5LH+6Nu3r8/jymO1tbUkdFaa4UdCQgIXX3wxAFdccQVvv/02V1xxBVu2bGH48OEnvP0OvZtPP/005557LrW1tbzwwgvk5eUxcuRInnvuOWpra0/4YLqNvLzQ9fquYObMwLEqTqcwr6upgd/9TnwRrVwpgiR/lEG2R47A7/4X7M3uitc3OeeyM1OUIfLLShlcUc7FxUXo2gK//FXIGO2tjDx8kMGVh7AYY7EYY1ibM5CjsQm0qVSsNw+g0pREflkp/WuO4VAJQbnB3kpxak8atYGalqBFIBlitY1UFPfn+x8voWWEnbR+h1GrA4PT5kYjq5YEZgR8eNLr5JeSIrRIp+oLeto0EbjNmuUR7Ptr0ObMEcLxYJx3ngiUCguFxk0xtlQMD71xOkXWSum+9Bbk6nSeYcJBGgfcmLLE2Jpzr3N5O7Xzb91i9QRNwYTindZl+A0IljTgbBPBWKsVHv0A6ls8fQM6NUwfGH6TJdXw1FrxOwCVsE6IkOFk8gBTu+0UpkJiIjlMIoS2My8v9EBom80TMJ177qnpXLNYhL7QZhPfW8H87j7++KQf1ulCa/BvwnY5mSJxf7y9+/bu3ctFF11EdXU1ixYt4pNPPuGLL75gnuuCzD8zFAnKOk899RRffPFF0J+4ON8mDrW/xtNFd86zveoqUe145513umR7Hco43Xfffdx3331s2rSJl19+mffee4/t27fzm9/8ht/+9rfMnDmTW2+9tVNvwBnNiBEiSNq3T3RcHT8uhOh79nj8WbzHfvjjHeU3VwshLeLkktokMghDyw+QVVNFs1ZHvKuN2Nu3SfnbrlazZsC55FQfoyArh0OJSfSx1jLy8EHUTicpLn3CenM2DmSqY2KZVPoDWqeTkYcPUpacRmq9lcQWT/ZD8tuXcqckQ+I5lZSMbKJ+ZB+SNlpJdx4NeHr2Fh2HdmdRUSgGFQflgQeEh43RCJ3QyFUUwur5ootenwBTHguzLwVlwOq0afDCCyIbZHNpWhwOMZfu0UfFCaWtTbyXa9YIzVooXVNysqhN7tvnKb2C2E+obqTWVlHKXbRICHTDDX0NR+Y4YSpasSmChV1fUv72BGqj36w6hUhsD5QhyWrRoRfTU3TlqXXwYTkc8ctg2B1Q0U55YFkRfOPKYvpnpvTxEJ/ezjEFokVNi99JUI3KPa6ls6STGDpoUnjxRY87965dnu8ElQrMZvFZi40V9hTd6RreWfr1a3+Znyi6Tno06bvHLjEoJSUlmM2eMnFpaSlOp5OsrCxWrFhBS0sLy5cv98n6BJtBK0XY9JKdnQ34Zni6gkj3HyktLS04nc5OlSOD0amLr7Fjx/LSSy9RWVnJyy+/TH5+Pi0tLbz77rtccsklFLiuxJU03mlBd8x8UvjjH4X4XJZFt5bSvafRiJOocvXYr19wsfNjj3la5//vPpS3pVmt5oeUVK7cupmLi3cR39KMQyVRmtKTer0BGeHlBHDcILJLnwweQXWcSHemNNRx0+b1XPf9BhJsTaIc19TIrE3rQYYPR4wh01LrY2+QU30UfZunTAggS1LwUa8SWJIM9GypIv/rQ+zZNIXWFt/Mm8Ou4svXrkZ2QEE4qdmCBcJXxmIJ3+3mR0UhPJMDL42BvSvh0Ebxe3WQxF4AixfDu++KYb4FBaI04XB4rrTtdvG+Kn5OILJGt94aepvHj4uSY0GBWGfxYhGgzZsn3MiDeaDodOK5r1wZ0pYiYsxThUYp4m47v3c1aNAEHbIi0MVBmw20MWIeocMOzwW50kuNwH5g5hCYYA6+XIsV1j8GxR9FfmwIr6dY9D4dc/5Bkx5Ph6m3H084b55IheTk5Ymy7aZNnk5Kp1M4dNfUiM+Of0n3dMBggF//+lQfxSlDgxozyR3SOPUn5aSV6QCf7jiAZ599FoBLLrnEnenxzuxYrVaWBLFCiY2Njah1f/To0WRnZ/P0008H1RBVKaPEOkik+/fHYrFgDzJ54eWXXwYgr4uqGCcUCsfExHDbbbdx2223UVxczEsvvcSbb77JsWPHABg4cCBjx47l5ptv5tprr8VkMnXFMXcOf7fmrkJxBVcmiDudQiOQlyfGp6xcKa4elyzxjOzwx7tLa93D0CC+xKviE8k7UEam9Tg1rsBozQBRuhtafoDJJXtoUWlIa6yjNi6Ot8eOBxmu3LaZwZWHyKytcZtcWowxVMfGk119FAlIaaxna0Zfso77frDbVCocKhU4PJkmtSy7M07+zuIJx1u4rvFL4uIaGDi8DI3OjixLSJL456zcZ2bnmnGodJDfSU1pRaEIuvLnebJIyn21ZVDb2YbJefNg/fpAXx29BlJ7wdGjok3cahV+XJmZsG1baGNA8NWnHDjgKe299Zbw6Nm8WQRKijaqd2+RwVI0THPmwCuviMzbb38rgrC6OrHdhgZRzs3JgWefDf5ZMmUJzdP6k9mN6JX3VOkh92qR+UoZAhUF8O/tgavE6yOzHxiQ0o4GShajWZotIlNrntquR9hwMt1WAdspZxk7fB5XIflkpGLR4QQaaQnZXi4BP2sv2+RPXp74WbUq0PjyVOmcQmEwiAsJxT3/LOU8siLWOcnInEdW9x6QH2VlZcyYMYPp06ezceNG3nzzTWbNmsXw4cMxGAzodDouv/xy7rjjDhoaGnjppZdIS0uj0k9GMHr0aF544QUee+wxcnJySEtLY8qUKQH7U6lUvPzyy1xyySUMHjyYW2+9lYyMDA4fPsyaNWtISEhgxYoVHX4eo0eP5ssvv2TRokWkp6djNpvdNkfhWLt2Lffeey9XX301AwYMoLW1lW+++YYPPviAvLy8Tnfp+dNlOcTc3FyefvppnnjiCZYvX86rr77KypUrKSgoYNOmTcybNy9AjHZS6aIUnQ9DhgiDxo0bxRedckK028VJbvZsUXq5+mpxNfnww+K2/wlPmUb+4FzI9GTGejQ2EOsSgMfbm3liuqeVP6f6GAnNNvYlp3EsMdHtHyMDBVni79KUNIZWHEJvt9Oi1bIzvQ96u53e9RYSbE1M2PcjGqcTBxKtajWySsXKc4cC8POirWidTp9rK/9ynQQkqhohXtj+aHQi0pdUMrJTQlLJJPY3kNgPJj8aQenMj7ULYf0TQobTUge7/wu9R8GMv+6nbtUqqr+bypF9We7lVTowTxZ/T4kkbsjLg/ffhzG+ozJoaRNBtt0ughZlmvzGjZHbD8TGis9CXl6gK7zSLACeDORTT8G4cR4Pq8bG0K3r1dXClyzU6IuyVZzMcSM++9IaRMkwc5yYIVezB172G0g8KkN00XXUfiAch77G/ekcOSfsot4MJ5OtlHMAj0bTPziqp8V/NR+ySWEKucEF4e3x2GMi67RvX2jN3OlAc7MI8s/ijjqAc+hJf1Ioozrsf5gEmElhAGkn69AAePfdd3n44Yd58MEH0Wg03HPPPTz11FOAOEe///77zJ8/n/vvv59evXrx61//mtTUVG677Taf7Tz88MMcOHCAJ598kvr6eiZOnBg0cAKYNGkSGzdu5I9//CPPPfccDQ0N9OrVi7Fjx3bYf0lh0aJFzJkzh/nz52Oz2bj55psjCpyGDh3K5MmT+eijj6isrESWZbKzs3n44Yf57W9/22WjYiS5GxVZhw8fZsmSJSxZsoT9+/fj6OBw3bq6OhITE7FarSeutu/Tp3uGZiYnC7uBxEQRnClffgaD0MvccIMoBylDf6dO9fXiAeERVFkJyfHw+v+47/Z+Y9okiccvvdJ9u3eQEQ/KSv5v6FXbNjO4opw6r6xTg96Azm5H73TgQEKFzCFTD0y2RizGWAr7msk7UEZqQx16R5tXTkFC8Sd33+e1Q1kGlTFRlFGMyTDqrnYzAGsXwrePewKz4TeL5rBd7wltsT+3PvciGZmb2fXNGD58eo4nNaaCuJ5w8ROQOigwSxWSSIKh5GQRsGRlhXZ+DkavXh5ReGGhpzngscdEULV0qRAMd2bMxiOPiBKnP5b9YqZb/SHhtN0dGFKhucrHnwm1UdgCZI7zHEfZKhjl9+X56a9F16gmBuz1XXhQEgy7zbP/DrCdcj5nDzLOAP1TOMKKwTtCYaEoAf/4o8hspqXBsWMioDqV2ae4OPFz9Gjw765upCu//5ubmykrK8NsNp/wyJAW2niP79lHtevb0PP+KLf7k8K1jEZ3kvRNjzzyCAsXLqSqqoqUlC68IDnLiPRz0q3vakZGBvPnz2f+/PlBBWgnjcLC7tM41dR49Em/+53oxqqpgQcfFI8rM88KC31nQ3nTr584uaYEt3dwAN9kiy9nJUbwNtzzD6Ik2Tc7VJCVQ1ZNFSZbE/V6A3tTetKz3oreqXg/yVgNMZiaGolvbSG+pQWTrYmj8YnonA6atDpi7a041XocLU60atdQ4SClfknCU6qJoGwC8PUfff0bt77i8gsNIQ344oWpnD8TCpZNRRcnzK7rDwNOMZP2o1sh/TyodFXJrgoyU9mHF18UhqWh7A/69fOYXz76qBCN+9fRlVKtP4p309Kl4sSoiIG//DJ411JHeOQRkTHzHx1jyhKDcEEEL7veBksZXTdnTu1xAZe9XgddnBBrb31RvPf1FVDrlxXrZ3I3P3QuaFITos8TkOHA2k4FTt7lu7UUs559otkizGs2k2GB7uCdJS8vUAx+ww3CP6xPH+Ggf7LE4kpnp9MpLFLeecfTsBAFPRpu4DxKOMZ37Gcfno5PZVbdANJ+krPqoghOmtx/8uTJJ2tXgcyf331XbRqNx3LgyBFxkrX5iUR37BDLGAyixd2fZ5+Fh++Gqb4morJKw/r+57A619OyHexZKHOyAD4cOcbboxKAClMSR+MTiWtppkWjxabTEdfSTJtKhdrppEWtQetoQ62JxSG1opZl4luaORafyMHknqjtrTSgoldTMypNQ5AWOy8kxIlabhNdVRFkm/xNr2XXuUoJnPwfP7Qri8+Oz6HnMFClQOX3gesf2QK98+D4PnhzegRddh9+KLykHn3Ut/tRkkRwogQmSvnVu6wGoT9fSpbzrrt8t3uiQZNCUVGgo7g3piwY/3sx362lq8rVjuAiclsVfP9PkYk6sk0ESF/5BU7zJp34vsOhDAE+ASaRyyRyqcDCpxRxjHracKJDzWB6s5caJjOg64KmUPiXeG+77eQET96f08ZGT8NCFDcqJHLpSS49ceCkhTb0aE6qEPxswuFwtCs0j4uLC7A+6C46FDht2LDhhHY2blzHrwRPe2RZZA8GDYLaWnFl6G1yOX++p1TT3BxaXFllh0e/gFvGwEU5gArVJf8iGwtrWR/0ulfJNFXHxFJnMFKaIurp3vYByul8zTmDsOl0bv0TQHVMLCMPH0TX1ibMNO2tHItNIMnWQJNWR1q9hSaNnrTGOlrUGmSHq27mCpoc4Bou7NmRBJ6T6r7PoOloyMzTijmwJVSFTBJzaYNmnSSISYFDBaFjAUcrHN7kOa76Cug5tJ3S3YIFQse0cqXnPlmGCy8UP0p5LS8PXn5ZdOO1hyIk9w6m9frQ2cfOsGaNCOSeeSZ0N17u1cJYVRsn0nIhMykSxPeF+g6UI71pdn25OVuE99Iz33gey0iG0XnCoqC7cLYI5/1OZJ38ScfE7VzQBQfVSfwDlpN0UvDBz+U5SiBqVMTQRTMdowSlvLzcx2YhGAsWLOCRULrQLqZDGieVStVpfwVJkmjr4JDdLqtxFxYGCoC7kt69RaZJ0Tfl53s0T4qXk1otOvsWLQoMnG64wSMWTouDJddD9mWQK8Tgf+VLGoIIVH+xdTPnVh6izmAkodnGrt59+HDkGHpbaplcLNyf15wzyD1+BVyBjestvHKr6L47nJBEclMDGqcDrcPhk0xyIKFGxiGpULtSQaESTgH3aeLA0QS9xwQIdrcvhWVh4g69SVSD3Bqn0RaYVwaLzWh2mWhrIaz+WaUJro/KngY3hpNpFBaK9y9YRkirhQ0bPMFJTExgdjEYmzeLcuArrwivnocfjizoCkaokiCIcnEkGpTyDZ4gSmMQP7lXeYJbRZuk0gd3F4+U/10BxV5XiX+7EnJ6dH57kaI2wPR/tL/cmUbv3p0by3MiDBlyyvykTleNU5STT3NzM99++23YZfr370///v1PeD/dpnHKyMgI6f55WtKVDtRJSZ7ZYgpNTeDtWbVlS6DY1+HwlPT8O+vmzRMi0AMHRGv6pb6B1cXk8iXFtNCG3atUscGcgxNP95yxtdWdhVJsB2w6HR+M8ASNStCTSizF5qFokPjRPJzhZXvIqgjs0pIlidLkNOJtNlIa61ATGDiFDKUdzSJoMk/13Oc6KW9/ZiqEadUN0DTPK4NrxGveduNIz45DnIMVjZTsl1jZ9wU8YYLEvkKOE1DCy8sTAvBgQ6HtdqH1ULIA//wn3HJL+2VgZZ0XX/Tc9/jjUFzsua3RCP8vxd4iFOH2tW5d8JE+/ihdb6Eo/kC4facMhpRB4u9whDLNPOiXDsxJ4qR0+zm7d6TKKePOO8X3Q0aGCNpPRkATqnMzSpSTiMFg6FKDzROlw4GTLMs4nU5uvPFGbrvtNnJyctpf6XRAqw0U9HYGlQqGDfMNnBSrA4NBlGHCuYUfPep78lXo3z+kN48iXH2aL92Bk78gfGjFIXKqhWv3mtxBGF2Bm3dpTiGxLZG7NBeACRj5CwYBVeZsGmpfJc7mO2hRIzuJt9lIa6zzMgT0EDb/GNMzsDW8bBVUbmb0VCj73vcxSR2oZ3Kz2Oz7G8Keg0NtR3aK8t6xneLn4Hq4ZY1f8BTONsNbIKvoncJlMxMTg4tqf/hBZCCVz4rD4clSdpbm5uCfrQ5vx+L53X+6qzsvxHHFZsCI20QttPh9kWU0JsFWJ9g60SnYFei7ZgL6acePP4rvsKYm4fPV3Wi1niaXKFGiuOmQku27775jzpw5NDY28sQTT5Cbm8vEiRNZunQptkhKFqeKwkKhPeoMBoP4ycjw3Ddrlkib+9Pc7BmMqdW6xD9+jB0beCJVHKyvvtpjmBgEb4M9RRA+uXg3V27dTLzr9U+3Cj+at8eO5+3zxvuU6VraJEqrEnljaz8KLaKOVYGFD9iK3ZSJMcRIASVo8o5FJNoJmgCypwfeZ54Kvcewe8vUgIckKYzh9fcmuHGk+N2F2Bvg3zOEoaabJ54IvvDrrwcGtnl54n5NiGsQqxV2hxia+8wzng4mWQ6te+pIeVzp4jsRlHRfQyUUvekbNKn0kDNDWE0M+yVMelSU+DLHwcWLxO2x8+D/PeS7TYNGrJc+FtJGinRg2khRVlOQXLPu1CcYFMT1PLH1T1fmzRM2BZWV3e8snpwssubB7C6iRDnL6VDglJeXxz//+U8qKyt5/fXXufDCC/n222+59dZb6dWrF3PmzGGj94T704XFi8UoD622Y+vl58PEiaKE0revSI/X1grxcKiZTQ6HOIna7aFLLv4n33nzxIy7gweDDwF2MZxM+rhM9grMOezq3QeAwRXlJNtEwBZjb+VnZeVkk4IMOGUoPJDKropk1u8Yyuodg9h+LIbFZSLQKqCMIip4jy3sS05DBtrcTk2+ZbkOF2ervb7cLftFmzrAyDlYrVkBizvbwmScupGGSr9xMLNni2DIG602tGPy7Nni/X799eAC3l//OnhAPHu2sBJIThbZppwczwgObzrSERpkfEKH0Zlcfzg91gEgZs6d/4DQ3k15MnS5b+nSwCDwX6+I9UbOgTH3wKUvid/5v3WVBIfAuN/DZS/D9OdEUGZMhqRcIgjRPcvoEyH3yvCLhkC5iKjA0qn1Twqd8fvqDM3NYS/iokQ5m+lU76TBYOCmm25izZo1lJSU8H//938kJiby8ssvc8EFFzBo0CCefvppjh4NHPh6Spg3D669NnKtkySJk+DGjaKT6pprRMaqpUWY082b5zuY159wJ7o9ewLvU3Q1stxuqeYSBjOUdBpMvfhw5BjW5A6izhiD2umkXq+nPiUbs/l6ppBLhr03b28cwie7snl/2wB2VMXwRG4MF6doqGmVWVrezMc/9MTgMFCHjT5VB5EAlWs2XZtKxbG4wExdxPmPlCHuk1FT2cdQuVnom5ZCxeZINxLI4Zw2/nt/PYdz2oRo/M2t4ncnURugxznwwQ1emScleFKyPTHBPbZ8mD0b6uuFGDw7W6yrUonSyty5odeprobLLhPlu7y8jgf43nQkO6UEs5b9nturfgONQYxi1UYYfFP7vlyKkaM3v/pV6KDTlAVj7xNZKu9tZ44Twdm4B0QwlT4WkEClFaJ2JJGxSh8L4/8A4+eLv/Pujcg7zJ8KLNg2PM6VnzxH6qe/FQL60w3/QdFdPAjVh8ZGsb8oUaIE0GXO4bIs8/nnn/Pqq6+yYsUK7HY7PXv2pOIEjCe71DkcPM7NX3wRqD1SUGaH+X/RFxb6Tq1XtrVmTeBVYDg9lVotuu/8g7hhw4TYc+hQ4fvUDhVYWOrcTLPUSobFwtj9JVSaxzDNdJnvoXxSg3dz2bQUcVJeVW2nl16iqlXml4Nqmaley9QdG1EBba4Ounq9gS9zBzNuXwlpDR6NU+SB02A+GDuZXVQy3qJiStlBME/lr4OyREe8H4dz2iiYaSN/mZGM0tDyu//eX8+uCa0M/kbHL0aUCtH4e71FKa8DSGqXeFwGY4qoUJkv8jw+5TFI3+0ah/Poo52b0eV2hU8WXW/K58cfb1fxvn3htdc6p8lTq0UQnpPjsU8IhmU/FD4jynD6RBFwlK2Cik2Byw77ZeTt/cEc+mfNOnHdldLpF6GpakfYUv4Og4pWuw1hASRjsgjcTicKC+Hyyz2ddRqNuNjqKk8wBUkSmsv2PkPdTLSrLsrJ5qQ7h0uSxCWXXIJer6ehoYGVK1d22H6g21GG6YbqCAw1wkJZ1/vLX9mWMmdu6lTP2I5wz9vhCC7gVQLMCAPNdEz8+ONg6uMPcrB+JL8aeQPDgiznHxVb7U4StSL0GZrSyMicMmJjG5nwxfc+TWr1egPxLc0MrTjEsYREejbU0XEk8hFi7oEmM4wUmqfEfgQNnApm2tg1QQShv3g6PuRW85cZPb/XBBGNR4h3WdBWA0iw18vCqeJ7uPGz2aTvP4Ghpk88IT4f6enw3nvivmBBhHJyWrVKZDft9vDWA6FwOERHoNIVGMyeYM1yuOfXUFnr8Q1TgpKqXR5X8EhHmCgXFd9/Hxg09erVNY7TpqwOzaBrF8t+LEUvo2+oYoTXSCEQFw7aATO7bl9dRV4erFghdJJOZ/jvmRNBlkWwv3+/CPij5pdRovjQJTanhw4d4o9//CPZ2dn87Gc/Y+XKleTk5PDg6dqRESzblJraOSHk7NniC+bFFz3lO1kOHZxB8BOJEt02NkasLbirVxq6Y4O5q1foQZJZhsD80GO5sVyfrmPG4MMY4+pxSk4kr9fk6+xzOBqf6NY3bTGfg7e7k0NSsT1nFE6XFkr58UGlgdwrScfEVYz0GYB66bOuaosf+cuMDP5G5w6MQpFRquEXT8eLrFRXicZlAjwhbdXw6gXCebyiM3KPwkKhh3v/fZFt0umEePuGG8K/x/WuUSTd4Xa/dClcfCXsroBaGzy7XuiLlEzO1L+L0lf6WFH+iiTTNHeu8CHztlcA0WG6YsUpy1gEo8qyk6q19+Fc/0cSrZUYXEGT8hne1SeHqkuf6hIDzW4hL08E4gZD1zQCBEOShMapT5/omJUoUYLQ6cCptbWVd999l2nTpmE2m1mwYAHHjh1j9uzZrFu3jh9//JH77ruvK4+16wimDfj00xPf7rnnev4OFTilpgY/kSh28kpLeTsUWtqYX9zEvkYH84ub3F1y/qQZfN/iRK2KPJOGp0Y6aNY2uO+vMwoNz9G4BL7JHcSa3EHsSs8kMfd6LmMoLS7dTZNWxyvjJhJjOewlIfdDUkH/S+Hodvj811D8kc/D6Xkw9PrA1XwCotMER4vIQhV0RO6xcKEIGvLzRUAxdiw89ZTQOr30krhvzBghJB83TiyflSXee1kOXUZWSE4W2dFQDQoK3uN9CgvFvm6+2Xf7bQ4oTvYtfynZnUhKYnPmeIxf/WluPn2CJst+ar59CNPGZ0hptPpkmBq1OrYN+xmqy15hyPD/8wnyT0sWLBDGq2vXioxeVyPL4jPrPWooShRg7dq1SJLE2rVrT/WhnFI6HDht3bqVuXPnkp6ezqxZs/jiiy8477zzeOmll6isrGTJkiVMmDChO46167j9dt/bQ4Z0zRfEs8+Kk6VGE7r7JVQWQclWqVQiO9EO122pY2W1nQKrg5XVdneXnD8JGs8pIlEDB+Va7qjaxHttRTTILeJwZKg3GJGBVrWGK7cK5fYP5qGklm0ktfgLjPZWWlVqfugzggll+0i31AY/MG2ceI5NR8XIFUer+O3H9teDrHsaMpSl3EsWk89ZGnqhwkKRRZozR/jrPPKIeP8V7YnTKTKJ/jQ2igaERx4R5qfr1kV2UDU18Kc/iZKeLsyoB2V0TGEhTJ8u9hWMu+9uPwvmz5VXigsQpTztz0kafRAJKy2f0LLxT/SwHkHjF5QW55xH3NQXGJV53Sk6uhMgL0+YYnaHSLyiIho0ncU8//zzvPbaa6ds/48//jjLQg1d7wB79+7FYDAgSRKFXdgl2iFx+KhRo9i+fTsAaWlp3HTTTdx2220MHDiwnTU7R5eLw/3xF3x3FYogOBihRhjodB4xcASjM6RPPN01Wgk2jEskzxSYqRGZqUZA4qBcyyUjfiBO34bdrkanFSd2WZbIsB4nf38pxtZW+tccY1fvPsSjx1yxF4c+jjZ7EzqnAycSKr9Mk8/Xdspg0MWJ8k/RUuHirDfBxX+lAgsFlJGPmaUmU9fNnO1C0oaC9aDHuuhesjBxAKlfP1GSDcbQod3vqxMKxXHcH50O1q8Xn+vp033n7/kjSSJDes014fUshYWiLKeMEQpGXJxomOjk/1NFocjuhZ0pGOm2sLCaYoZt/YyhFeUBj9fnTCUh99oT28mpprvGsKSmiiz8KQyezhhxuMMuUtNqPahPoCP2NGLIkCGkpKQEZJacTietra3odDpUqi5R+gQlLi6Oq6+++oSDtxkzZrB69WoaGxvZvHkzee18nrtFHL5t2zYkSSIvL4/LLrsMjUbDBx98EPH6v//97zuyu+6nu6Z+P/FE6Flk8aFFz262bg37sH9ZTiMRNGgCcf/nY0U2646qPcTrxboatQO7Ay7au5sLS39ADexO68UX/YcyUfcjP5qHEIOezNoaVLZa9whL/6AJEO1psb2Ewtp6AM69VnRnuUdfiHVWU8xeqmmilUueGRt2Vt2pQK2DcffD5hfgsKv6tIZHuVj7MAmPPhp8pYULT13QBKEFwqNHe056/kGOv6O9TidGCYXLdBYWikHHwYxuJUlcEKSnh+3CUoL4imYnJY1OWmTQuQ7H7oSeeqitA8cM6Fek5q2cuJCf60h4ny2cv/1bBgcJmtriep35QROI2YdHjnSukSAcVVWiyzOS2YdnI7JTSBH2fwU1XhYzyedC1kXQc3iICeVnNiqV6ozpSly5ciUrV67kgQce4LHHHuvSbZ+UIb+yLCNJEo4Ots12e8apOwn1OoXKOPkvH+ZtuWFrPW9XeEqBWglaLw1inOhiO+WsZA8tTgetTglJcqJSyaRbarl9wxp3xkgGtoz/F3kmDR+wlSIqyLE08T+F36JpafDZZsCzk7Qge7XPG1PBVgWSmj1Dp/F+phGnK4DKJoUbGcujmlNjeBkOSQVI4rhUWug9WojZQ2Y/NJqubwfvCjZv9gQwitVFJOTmCj8pf7wHUUeyvB9Ly5v51c5GWiP5tnF1JfTWSyzPS+hw8LSdcj5jNz0sVdy+fk3AZ1VCDeN/3+W2BqeEwkIxceDgQXG7K4OnUzjgF07jjFObDQr/IQIm/4GYyu2UQTD6LtCchNE4wCOPPMLChQvZs2cPDz/8MJ9//jlarZYbb7yRv/zlL+7nvGTJEt544w2KioqwWq1kZ2czd+5cfv3rX7u3lZWVxYEDB3y2P3HiRNauXcvatWuZPHkya9asYdKkSe7HN23axIIFC9i4cSN2u50xY8bw+OOPM378+IBjLCkp4bHHHmPZsmXIssxVV13FP/7xD2JcXnnBYoybb765Q9knu93O0KFDmTFjBoMGDeLWW289dRmnmzs70f1sxPsKMDlZXPW3tYl5U+0NYm1nDtU8s5Evq1o5ZhcBzEPZ4b8I1lCCDTuoQKMCY5uRJmzk7y8NGNY7tOhxGDKbfJOZg9RSagKrIZZkv8DJf9CvT9AEImgCmpNzeC/TgHff3RTX6BiV9vSLOby/A/UJrqCJQrjBz8Nr7lzYvv3UPAG9XmSMQvk8xcb6fr6UxoNI8O+MU5g3D77+Gg4dErd/9SvfocUQ1Gup0NLGlAIr9R15mVwfrMoWmTHrrcxM0/DhmDCGs3jKcsdppBYbl27/ntGHDgQGTSotnP/gTyNoAvE+P/qocKfv6rFX3VECPNORna6gqdhz2/9xgOof4Pvn4bx5JzXzdM0115CVlcWf//xnCgoKeOaZZ6itrWXpUqHRfOGFFxg8eDAzZsxAo9GwYsUK7rrrLpxOJ3fffTcAf/vb35g7dy5xcXE89JAYndSzZ+gxRqtXr+aSSy5h9OjRLFiwAJVKxZIlS5gyZQrffPMN5513XsAxms1m/vznP7NlyxZefvll0tLS+Mtf/gLAG2+8we233855553HnDnCgiQ7O7tDr8Pf/vY3amtrmT9/foeqYpHSocBpSVeMczhbiI31zK0D0XG3c6cQDbc3iPWf/wy76TyThqNTQ2eYvFnBdqz4fqHaNDYkxNgWf+2HznqAg2Xvohl5BzeXO9GVfIFWFbztWfb+QwqWhVKzIXcY3lPu0i0W2sr+RZX5UtSaoZxmcZMPthpYPR9uTF4sPJhqaoRP0e7d7Xe+hUOrFZmaI0eEa3h76HS+zQbtjd0YOtT39l/+Erp0HCl5eVAeWPLywTXAGaDQfBuLy2yUNTmCBk06CYbEqdhS3/7ruOxYG8PW1fLq8PiQ2af/8D0WmgExANs7aHIiPpsOYzLaUXedcNBUgYX32YIFG4kY+B9GB3TivcNmijlGPHquI697O/VWrhRBkySJwdG1IRo3OsqZMsD9ZHJ0u29pLiROqN4Nx3ZAzxHdfVRuzGYzH30kupjvvvtuEhISeP7557n//vsZNmwY69atw+h1YX7PPfcwffp0Fi1a5A6cZs6cyfz580lJSeHGG28Muz9ZlrnzzjuZPHkyn332mTtbdMcddzB48GDmz5/PqlWrfNYZOXIkr7zyivt2TU0Nr7zyijtwuvHGG7nzzjvp379/u/sPxpEjR/jjH//I008/3W2Vqp9eEfZ0ISvL83dNDSjjZ/T69rvmBg3qssPYSpDxGS4qTUnsThPtzDJgV2moSkxjlbkPBZSRVLKKGFs9zuYa5FB+4bLfb280Rgaa8jHgEUz+rHg3fSp+pLX4fVT6zj2nrkQZKhyTGvzxljpEtuWaa6C0VOiZIg2awpW1i4oiP8H5B0rh9CySJLIP3pSVRbYfgJkzI1/WH9cAZ8xTmV/cyL8rWtlR5xs1JbvMV3Uq2NUYefC5s8HJ/OKmkI97B003bfrGp/z8wfhLUV32CtopT3ZJpukjtlOLDdm1339TSAUW93ih7ZRTzDEA6mlhNSGyeF1BYSFs2uSxsTiRoMn786rXiy7hKL7s/yryDJKkEsufRJTgR2Gua9TTpy67He+gyWq1Ul1dzcSJE9m3bx/WdsZ9BWPbtm2UlJQwa9YsampqqK6uprq6msbGRi666CK+/vprnH7fl3feeafP7QkTJlBTU0NdXWdMlgP53e9+R//+/bndv3u+C+lQxklJ94VDkiTi4uLo27cvI0aMQB3OCPKnjP9J85j4IqWlBe6/P/z4jvYyUh1gJBlsQZRX1Eg4XBGOGoneJJI05rdImJAQQt02LPSgjGxS2JvcE/OhGnQOu0/YVKczEG9vwalNQN1qxdEG6mCfpHOvJR0TN3Geu5tOY/9WbMvayti5ooPqVHbXyQ4RNDWHOAZZxtNE0E4JNQCdLnDYLXhKbOHKfP5ZJm/0epFhiI0VlgTeHZyyLDIQ3p+vJ54IvY/f/16Uj0+gs3RhcSNP7Gsmx5jIkhG3AfC9tQ4Z8I+N1MjoJGiIINU4mnLm8Q2LmcD3ZFJUH3oEjQT0stRyXeFGDF6C+WOxCYw3XRRyPW+Urs9sUthLNfmYg2aKqvAtWzfQwsusR+X6//rRFTQpNNOJ0TmRsnixxyUeRHekyeQ70y5SZNnTOKA5fbzUThsc9gizTS5kV9bJ2SYMgU8CAwYM8LmdnZ2NSqViv6sjeP369W4tUlOT74WI1WolMdwM1iCUlJQA4WU8VquVpKQk9+2+ffv6PK48Vltbe8IZooKCAt544w2++uqrbu3669C7ecstt3RIHJ6UlMT999/P7373u06Jys9owpVg/DUnCxf63u5Ct97LGc7lDI94ecXp+wO2Mu1oaUCeqUGv572880k2DeYqSxKUrUKjaFq2vw6HvnYtKbndl5VtArRIIvhw7jNS+rmryueKrZW5cSebpjASIJ+P7YMPdsyfKFjQ5I/BIJbzzyCFK8cpWpb4ePj5z329lNRq+OAD8ZlSnPCTkwNHoSj7+PHHEwrSl5Y380ipyPYUNTrdfmLV9uBv5DFXDJGe2EC+uZKCst5UWANt5NMTG1ik+pRxtfsAuJFZHG4Rmql0U4M7EE/HxFpXRie/rJS4FnEsMnAsLoEtwy/i0gjLZAWUsYtKfuAIdpzspIKJ5HAIC+DR5gV7ZjK4L0pa8O10PIyVFWzv0P9hxMybB//5jycYz8oSzuK/+534LFRUdE4wrgz5jY5b8eCI4P85GG3NwqLlFOB93t27dy8XXXQRAwcOZNGiRWRmZqLT6fj0009ZvHhxQGYoEpR1nnrqKUaMGBF0mbg43+ceKpnSFWNzH3jgASZMmIDZbHYHi9Wuc3FlZSUHDx4MCNw6Q4cCp759+7YbAMmyTENDA8ePH+f48eM89NBDFBUV8eabb57QgZ5xPPEE3HVXcONDBWWwq7/HzmlgPJePGXWQSu7ReBPJpsFiBp3J5Ds/zB00QahRwHp7GzIQa2zj6DbxnaJgygbL3qCrnTKsB/H4fU2bJgxOQzlld4bm5vaXCcWRI4FBk8Mhfp580hM4hfpCzM/vdJCuONd/Ve2bTTknRsW/yluIU4fPKuWbKxncW2RFPtg2IODx6YP284PUF92PTt605XHVgBIKynpz3np4YsqP2IzHqaUJPRr2Ir4YC8w5GFtb0bfZkWRo0+rIISXi55SPmSNYqcLzP7uOUvffddjcJUEFNRJGtDQQXne2lcPdEzjl5cHLL8Ott4r3ualJfJ9UV4vyck2NZ/5hJKUYp1NkNEeOjI5b8UfdSW2B5uS175eUlGA2e+Z2lpaW4nQ6ycrKYsWKFbS0tLB8+XKf4GHNmjUB24k00aGIthMSErj44otP8Og7vn9/Dh48yIEDB3xeA4UZM2aQmJiIxWI5waPrYOC0P5QBYBBqa2v5z3/+w0MPPcS///1vrr/+ei677LKOHt+Zy+zZ4qewEK67zjedDsKUcPv2wM6VjpaDuol0THDuDTTveh2da55Xi0qNNXcqVzGSikL4QDEqzNkP21713UCfC4JvuE2UObSqBp+gSa0HXUx3PJMTo/4wNM1fTMxX7wlDycOHQ5tOnmqU0p8kwQMPeO73z0qB0DJ9+GGndzWzsI7DLb5XiNkGiX+Wt3CkRXZ/saghaANAQVlvn98+yGCKaaZCn0Tx8FRiaiSfIGtXg4P+RqjFRiO+WQC93U7vegtqpxMJKGU5h3Rf08d8Tbv6Jq2lnAlla9lozqHSlBTwuHdApaBCajdoAuhJN2YclLLsww+LDjtFI6kEPsnJ4u/p0yMr4bW2hnaZP5tRa4VP0/HiwG66YEgqSB540sp0AP/4xz+YOnWq+/azLp3aJZdcwtdfiwtb78yO1WoN2vQVGxsbUYAxevRosrOzefrpp5k1a1ZAdqmqqorU1BAC0jBEun9/XnzxxYAS5OrVq3n22Wd5+umnu8ysu9ve0aSkJObMmcPQoUO54IILWLJkydkVOCnk5YnuFP/AKZSTczsddSeLQksbi6uH8rzWgN7RQKtazfv5F3GjaRIgtEm73hPLXnX/Kmj0KwU5Q6S1U4cjH/yWHwp8r74drZ4O39ONtdZ5XHoNIuO0cqXojjyF/jZhUalgyRJfjdPHH/suk5h4QkETEBA0AcRoJI7YxAlFK0GbHDxoAqiwxgXNNIGI+9YW9WPCoHLW/JhJdYO4mFCCrC+LM3k2NZZsUthJhTvjlF9WSqb1OAAOSaIsWQy/7l35I7DKNzvqjWU/TWUfY28qZ4ilGkNrK2+PHR98WT/s/pOhQ3CUeiqwdF93nXKhpuBdYlP+XrQI7rtPZDnDZcIvvLB7jvGnQNZFkeucZKdY/iRSVlbGjBkzmD59Ohs3buTNN99k1qxZDB8+HIPBgE6n4/LLL+eOO+6goaGBl156ibS0NCr9Jl2MHj2aF154gccee4ycnBzS0tKYMmVKwP5UKhUvv/wyl1xyCYMHD+bWW28lIyODw4cPs2bNGhISElixYkWHn8fo0aP58ssvWbRoEenp6ZjNZsaOHdvuet5Bo4ISgE2cOLFdH6dI6fauuvPPP5/Ro0fz3Xffdfeuznxyc8OLxk8ii8tsvFfZynvxU2k0xlE4eAJTTJ5uwPx5MPga8Ruz34dVUgfep1CzC0lyMmratwx9920YbRH3yyJ4OolZ7YjZvT+Pinlvifdm3jzhkN1BEeVJIykpsCtTGQYc67KV6IKuTV2QTPrOBieNrkgpRtO5VPvrw2JxXpbMv3JyeOnrUew4nOoOshQtVIU1js+35zCcTG5kLBMRbfMF5hx3oNYmqXh77HjW5A5iT+8+VJnPD7nPo2Xvo6/cRkKjKGXpQ/ljnQAyQkN1Spk9W5TwGhoCLSu8ycg4ecd0ptFzuDC3bPfUqRLLpQ07GUfl5t1330Wv1/Pggw/yySefcM8997hb/3Nzc3n//feRJIn777+ff/7zn8yZM4ff/OY3Adt5+OGHufTSS3nyySe5/vrreTTU5ARg0qRJbNy4kby8PJ577jnmzp3La6+9Rq9evZjXyXLvokWLGD16NPPnz+f666/nhRde6NR2uosOOYd3llmzZvHhhx9i66BB2xntHO5NKC2TNxMnimnnJxvLfih6C5prIHOiGM5rnkohfVhcZmOe2RiZc3PxR2KYb0waDL8tdFmkfAPyjiUgO7EYY3jmyG1w40hQic684TfDlhBzY9tDUokfbTy0dJGVjUL2NLjxc4SD9rvvCi+m5mYh7nY4QptRnkwMBnEc117rm3FQPn91dULr4jUWZWFxI0+WNTM1WcPWeiePDjAyO9M3ei20tAV8Fsatt7DR4ghaipMQGScgMqdwFxOT1KwdZ3LfXlrezO07GwmhM2fzeM98xu2Us82ynhvXf4EK4d30yvjJgMhEFZuH8j+mXwRsowILh7c/w+hDB7CrVOicTur1Bt7JOz9ouc6b3pZaJhfvBmBN7qCgy0uACSN2nFxMLsPJbPd1OCkour19+3w1e4mJ8OWXp4XO8rR2Dv/+edExF9Y5/O6TdiWouHJXVVWRkhK5ri+KL93iHN5Z2tra0JzN7a15eWLmU7CSHQjNzKkImkCYFlpF5xKly913542cw1OOeAruhvQQA1crsHC4/FNGlmxBM+AquCSCMmPmOCSgdt0HrGkaBYtdIj6nyDjteKPzT0V2ip8WK7jPnl3NtGnw/vsiaEpOFu/rJ590rNuuu1CrYcSIQFGvchIsKICpU1nacwh3fVbjYxWw7JjQbN28o5GbdzSilyBFC0ftouQGsKnWThsSjw4wMi1FyyaLAweBL7WMCJhc02uQCP1WqF3L/7KPjheHe+Y4FlraeLuiBWeYwOveXQ1sGG8CYDiZDC+rc3e8qRABE8DgykOiVWFkYOC0mmKurSgXdhxOJ3aVitiWZvLLSvlw5JjQOwcmlO0jp1r4s9l0Op/ljWixYRf+aDhpoIWdVJw+gZNisaEE1VarCJrCzBqM4kJjFI7gx3YIn6bq3Z7HkgeK8lzasJ/krLoogpMSzWzZsoWMaPo3dODk5aJ60jFPFQN5vaiLSeRLttK0zEzZeyYArgrSlVxAGVNKNqK2NUHJMrf9QLvEp2NvzWDoviNUWy0c1ZpAAmcrGJLB3nCC3k5dHDCpDTDlMcRJ5uGHPVYBkiROMsqJZuHCrp0V1lEaG2HHjnYXu6OokeZ2XqMWGQ77aZ732mRA5uYdYfQxLtQS3JahY2e9gwKrI8CTCSDbKPHOqOCz6BaX2VhV3ebT+p+h8z0mp2U/bP3OPeKlynw+Um0RSbZGLMYYCswe5+sCcw7BilO9y4uQvLoOjySYsMTE+qwb9PkhUWQejKa1mbg2B8mtYvZjhTvrJI5ci4pEDDTQyVb27ka5qIvSMSSVcATvOUL4NLU1i+zSSRSCn004HA6q2hkdFRcXFyBO7y66/V1+9dVX2bdvX7e6eJ4xPPaY8FXZtcvTIj5z5mmjawLxda8rW01O0x6+u28A+tlZZLcNBkXUatkvOugaK7gSGSfgVOtRD5gZ+U7KVpHWs4jUnqBPjkMzdg7/ngENleBoBm1MiMBJ4qT7PGkM8PN/uTJu0+eD9/DL6moRLF12mehCys8/td1IKpVoRw821f6xx6iJT+KXU25vN2jqKN6bi1XBBT00gMQFPbS84RpGPY9vuAYR1N3ILLRA6ZQeIbc5z2ykptXJl9Vt7lKgfyA3l2+g0hUojpzDTg6T52xDBejb7Ewu3s2a3EF8OHIMmhCalLySbSiuMi1qNS0aLQUhuuq8kYFik5HdY8dz5dbNDKk8RH6ZxAeurJPN5eVkx8kY+tHDZagZ5SeISnPKfJrOFsrLy4NaDHizYMECHjlJmf8OBU4HlQncYZBlmcbGRkpLS/nvf//LW2+9hUaj4Z577un0Qf5kyMuLKCNwUtkSWF5TO50MrhRu4x+OMFFYV8xwxoqgacvzYogbIo4RJx25/WyTZT8UfyDWSh8LrY1IyPQdPxVMcPET8OWDolzXcFRkeRz+FkcnEjR1IujSxcHNa4KXKd088ojQilitIgMVGxu+Y6k7UYLxoiLf+5cupWX+wzz4P7/lo74juvUQNBL80OjkgM3JSi+Pp8VMcP9WAQ/lhNd+5Jk0fD42kaFraykKMZrlg/g8JsQ3YTSfTyqiNGd0mY7G2u3kVB+lTWfgvyPzSMLo29XmGkjclDGG+NJ14rMsy/SvOYatTNdumc6AhiaXI7iSnVJ+G9Fix0GbK6RcRwn3EtiRFMDm5+DYVtCZYMzcn84g4ijdziOPPHLSgoZTQa9evfjiiy/CLtO/f/+TdDQdFId3dHyKLMtIksTf//73TgVOPxlx+OnMJ7fjHVE4gbU5A0lpaqQgS1x5G0oSGXBOLNO3riemYisoayjDfftcKFTdwSj+CPZ+7CugjMuAiYFdGh/cADvfERdwktR5o17ghLNTGiPc+jWk4xLRKrqh/Pzgo1JUKtGtFhcntESKGeWpYvNmTwkxKwv5wAH2p2XS/9WtJ7RZCaEf6uwzM6jgX0NiAwTooZi+qc4nAPPm7rF76ZlSjZlkYtAxwaIh9buXwN4IqGgxZfLfwedSYhIGYdmkEIOOfMyYtr6JoWIbTcZYvs/IZNjhA2zN6EumRXQVhBJ7d5aZDGtf3/TJLz1/G1LhohCjcs4STltxeJSfLJF+TjqkXpNlOeKf2NhYLrvsMtauXRvNNp3O9Jngc1MCWmIS+XDkGCpNSaga1aT01LKLSnFFbUwWC3oP9/X3bLLsh3UPwye/EoJzf7O4hsOw6j7YtAg2LYY1y+GGG5gwrZDYNKF1OtGgKfcKzyiXzqx/69euTNPixfDee+L37t2hgyGnU3QoTZ8u2v/PPVdEf105akinE4FbcnLgY/61/fnzxe/CQkhP52iPnjx8w+9O+BDEaJHOoQKanfB2RfuGkSAE4kV1gUGTFpiWomWmPpvB9KYZOzup4HnTQUoS4xBKLCdW2eYOmkwYqMDCTip4hfW8Y07CajRitDWQ3NTAM1Om802usGnIqT7q7pbrKj5jt3sIcIVrhEtYmqvECKMoUaKcdnSoVFcWwZR1SZKIjY2lR48eZ998ujMRJVPkGpciAZeUlDI88xoKpDLy40RduYAyBprMMGogfLdYKLhdGSe3Z5Or/MHRneAIPckeALsVql1CpmfegNU7SQV6DX+LvUfCrtk+skh0dSbjJKnhile9ynPz5gm35X37YE4IA0UFm02YT5aXiyBnyBA4eNBTxlOSu95/hz0Y13LK79ZWKC0NPqaloSHwPhAB33ffEds7gx/65ra/zy7EP+mnhM9We2Qiq8VltgBdE4BOBZ+PVTIQybyJp7lhZ3ofsquPIgGGZs+0de9RKU6gDZnq2HiqY+PZ4CcEV465M0lLNSpi0FLvJwa342AZ26iikSNYuYtJgStr48T/lcKhr6HfxGjJLkqU04wOZZz69evX7k/fvn1JTk6OBk1nEsNvhstegWG/FBmlATNJx0SPhSN5LdbEjwvFkN50TOJLPLGfaDOXQEob6fliL3pbdOi1FzT5c02+mKs1bx5THgN9V3hLdrJM1/9iGO6t1c/LE4FPQUH7Q3v79hUjL3Q6Edzs3Cm8kwwG4Z8E4rGxY8U8sPZYsABmzYLBgz33VVe3r6HS6UQjAojAr08f4isP8+66l4npbBauE4R6C0qanBRa2h9ZM89sJNjh+ntDTSGXPphQIzG0QlgPtKlUfJk72Ge53pZarty6md6WWvLLSoWeSacDcN+/JncQRemZrMkd1OGPkAQ4cNKGM2BS4wBSOY74v6iike2UB27gvHkEfCV/f3pMEogSJYqHqNFEFA+Z42DKk26h94Ynwd4E1o0b4Mv74NvHRVYp9yoh8B7/BxjjKsOWbwBrEKsFYyqkDBGajVD0boMn7oa8PNLzYPaXYuDvycaY7LId8Gf79vZXliTh7zR7thiQqiDLIoiyWiEmBkaPFuWz1hDlKiWgGjUKnn1WmKZ20DiWzEyPvikvTwyA1Wrpv3c3m/Ul5CeqiT2F//k1dpmrt9S3GzzlmTS8Oiw24P7cGN+DT8fELxnPfC4FRMC2v0cqOzP7+Sw3uXg3QyvKuWXjOlpUKuoMRkpT0sgvK2Vw5SHyy0qpNCW5y9QdRYeGRIxu/yZvDlBLAh7NxBpKAjdgynK5UnvRXCVK2pb9HT6eKFGidA/RwClKSIbeIEpXl9zxtvAHsO4VVgSmLDH3y7uEUPx+8I20NoCpP7RaQu9IdsCed9w30/PgN6WwQIZfbQ7vIxepjkml9b3tM+hcBWlDhTN4QAfd0qXtBy6SJMpyCs88Ezyj1NQE330HJpMY2xKMlhaxva1bRYmwpia495f3vv2Q9+5l18I7hZamsBAef9ydARv08rMkalWEaFQ7aRywORm/wcr531rCBlCzMw3E+b3/S0bEB18YqMydRFF6JjvT+7izSP5onU5GHT5Ioq2JnOpjFJhz2NW7T7veTe3RhoMRZKANkieTkemBCAI1qJhM8Dl95F4Jer+grXqXKIFHiRLltCAaOP3UKd8An98jhNqf3Sn+/vZPEV3BHt0JQy7cgFbrFTg0VgZf2BBEsAzgsEHpCnAG74ySXT/ONlvQY0rPgwsfdvnK+cUI8RlCjzR0ll8gBEx8RARdQ2eJ339o9b1927dijEr2NPjVJvj1jhC2Aw8+GPx5+TwJGfbsEXoiEFmeUN5cDodnXli47SnaplCGbpIkSoAhtFID//iSmI22eLEnu6XTwbx5EWuMuptWGQqsDuYWhXktAKNXHKKGsCOALjRNpbf5F1xUsochFeWc73IPB9EpV27qgV2lQpJl7Go1pSlpJ5Rl8saBzDpKsQeRzyegZyjpJGLk5wwJ3WFnygJjEH8rVQSl3ShRopwUooHTT5nyDbDjFRG84BTBi8MmRqwUPO0bqGx/XVgTfHoHrBclueMlMPnGZb7b1OjFeltf9F1/yA3gvtKWPKkgSRmqER5JdgqNVBAmLYA/2GGB0zf4ue+Q0CNd9RZc/qLvOtuWiN9XveUJiNLzPLfT80SGKWiWyZt+/QLv8w9oVCq3RovCQtFZ98YbnseCYfVz+AymCZTl0HomWQ5rd6ByOJm+dT3cfq3oxOvdG156CfLySNSeXv/2exrC9+lVecXckXT0pZZtJN7WhNUYw0ZXFkmZK9ei0fLxkJE06PXoHA6GVhw6gSOPnDqa+ZJi6rCxl+rwC9uCPH7oa/H/HCXKKWTt2rVIksTaUzUi7DTh9PoGjdI1fP2o8ITZEWaUi8MGhc/AVw+KTNShrwEZ5Daw7IXiD0k+B7Z+MR6nw3VSV+lg0CxRNqjc7Fs+MGXB+N+7tE/zYegtQjSUfZnPbpUMk0PSBNTZ2ur207b6/rAnCO/gx5vhs0WWSa0X4vK6Q1DgSgBVFAqPqIrCMK9ZKJ59Vsyny88XvzdvFtYD9fXC/DImRoxhUYbqTpokdEnNzeKxQYPCbd1DqC67cN13IYIyCZBUEjGV28F0RLiZL18ujquwkMdyY0g8iSLx9rA6xEDfLsM8FWv6UD4clQ8I4fdVW74jp/ooOdVHGbevhID0ZTfTgoMGWpCBHsQELmDZ77HnSAxh5FeyrBuPMEoUD88//zyvvfbaKdv/448/zrJlyzq1blZWFpIkBfzceeedXXZ8HTLAPNlEDTA7SPFHoizWFXNJ1AaqEn+LbcsqMrM2I6WPEbom8NgOuGaEBWXriyK46j0GYnq6BwgrR1ZtSsNka0LTErxMIyX2F1msTrRib18KX/xO2Ec1VYEuFuw2GHJt8Jl7XUJhIVx8sW8mado00Wn30kvdtFNCG23efB38ZrJ4j0qrYcYMOHIEpk6Fzz+n0NLG3KIGCqyn0KTTi2QtVE8NXu6VPqnxub15fGLYcp1wqf+QFns9bU2VxNh9hfjKYOImrY7KxKQuN7tsj0SM/D9/J/GtL3pmRqq0wUvbOTOEQdlZwhljgNnSIkrvcXGRdcueAQwZMoSUlJSAzJLT6aS1tRWdTocqVDa9C4iLi+Pqq6/uVPCWlZVFUlIS//u//+tz/znnnMN5550Xdt1IPyfRiYQ/JfZ9SpcNc3M0k2pYxY+mqRRvBtWAqZyjNIsp4nClZJcyBL7+GJbtht/NFxofxdtJCa5Kl/scWQ/LMSTAKUmo/GN3GVFO3PYqTAp0GG+PvSuh0csLqrUBEvtB/rwObypybrvNN2hKTYUvvuj+ob+hynV2lSfQXfwQVLq0aevWwdKl5M2ezcYLTCwsbuSJfc3Eq6DWAW2n6DKqLYzsSoXvPLzFZTbeGhlaIE7ZKqguQg/ogjzsVKlQO50Y7K3kVB+l3/EqPh4yMqALrzuQgBEEGXhunio+qEhgq4XGw4HLWPZ19+FFiRSHAz7+GJ57Dr76yqNJvOgiuOce+PnPxUXNTwyVSnVGOK9nZGRw4403dtv2o6W6nwqW/Z0/SWvjgohPJTBP5dOHsnh34Rw+fSgrcL2yVeIqeccr8NK78MFy+Iurn9+r864CCzat7z+b8sGTZNk31HPdkGWQGw5T/tc/8fUD+/ngBpFJiqTklj/PVyyui4Nr3m9Hy3Si+M+Hq6qK3OiyO5g3z/fvadOEmLy5WZQWXSzIjcV2STLHpiVjvzSZ14fFYnC9OclaiSGxqqBeSl3NuXGh9+LtPZWqFf5OYUkZQrhSnMY100/ZrNbp5LJd24J24HU1Mrj9nHwwZcHY+2DsPBhxW3Azs+oil7NrlFNKfb3QMc6cCWvWeP7HZVncnjlTPF5ff9IO6ZFHHkGSJH744QeuueYaEhISSE5O5je/+Q3NXoa5S5YsYcqUKaSlpaHX6xk0aBAvvPCCz7aysrLYtWsX69atc5e5Jk2aBITWOG3atInp06eTmJhITEwMEydOZP369UGPsbS0lFtuuQWTyURiYiK33norTU2e/wlJkmhsbOT111937/+WW27p8GvS2tpKYzfNDY0GTj8FLPuFXkkOkX2Q1K62tCBo40QpzX9sCjKUfMzkR0W2ZnKwxE9MT6FZkkGeOQQmmGFmoKZnNcW8cd751Ot9g6dGjU7ocbz36hdr9MndR1baWxS9A8tuhp1vw0tjYEUYE+/0PCEWNyaLn0v/0c1BEwQPkGRZ6JxONo884vFxAvH355/Dv/4lxO6Phs7izc408M35icxK1/H5eQnsnJREwfjEbtVEqYFnh4SeLu/9yVWrpPBlOoCKAsJlXpXPm8MlyHcCWoeDfK8OvO5Cj5p8wk95x5QF8SG67kqXRz2dTiUOB1x1lQiQlNv+j4N4/Be/OOnzKq+55hqam5v585//zKWXXsozzzzDHK+JBy+88AL9+vXj97//PX/961/JzMzkrrvu4h//+Id7mb/97W/06dOHgQMH8sYbb/DGG2/w0EMPhdzn6tWrufDCC6mrq2PBggU8/vjjWCwWpkyZwnfffRf0GOvr6/nzn//MNddcw2uvvcbChQvdj7/xxhvo9XomTJjg3v8dd9zRoddh9erVxMTEEBcXR1ZWFn//+987tH57RDVOZzqW/fDdItdg03Aopwvft1sGmjUGdGot6pYgV0hqg+j7HzzLrTeqKITaVR8xaPhyn805pDg04+cF6JLeZBN7qaa3pZbpRdvpXWdB4z+/zuuA2uxqKkuz6DNwr0jaOOFwSTaf/XMWlaVZ7qezoJ2u+g9ugF3vweBrulHbpNCjB9T6ZSx+9SsxpmXxYpHxueuu9l2//fB+t9qVM2s0YkbdggUd2kckFFramFFYR2VL139dvD4sltnxR0Lq5rw1TkPjVOyY2I4eafWDYKty3wx2xK1qNUfjEmnRatmZ3sft59TdWqdsUriRse0vWL5BeKO1WAMfi83oVAn7TOO01Dh99JHIKHVk+RkzOr+/CHnkkUdYuHAhM2bM4KOPPFnJu+++m+eff57t27czbNgwbDYbRqNvxnb69OmUlJSw18svLpTGae3atUyePJk1a9YwadIkZFkmNzeX/v3789lnn7knhthsNgYPHkxOTg6rVq3yOcbbbruNV17xNC5dddVVfP3111RXe7pJT0TjNGPGDC644AJyc3Opqanhtdde45tvvuGBBx7gL3/5S9h1u2XIb5TTCMt+4eS9/k8RBE3g6WcLxNDWjBxCpI2jWXTZrf+j6NT77E60JY+SO2y5Z1YdcLwyleVv/z2omHsKnhlpPRuswYMmr8OzVvXAciyFYweEFkRSQZ/cveTPXAWjLfDmVhhlafcZ588TQVOHtU2FhXDDDcL8Uvk9fbr4KQxRJ1REh1qtGML7+uvw4osi2/PWW8LXae1aUS7rDrKzwW6PLGhSnl+o5xKEPJOG5XkJTEvRcL5JzZBYFfouaEyLVYksV9BOTRfeX1JH/eet+LP9dZ+gCYIHnGqHg0zrcZIaG9iZ2a9TPk7eI1wixft/ISzVRcGDJoCmoxHvL0oX89xzkWuX1GrRlXsSufvuu31uz507F4BPP/0UwCdoslqtVFdXM3HiRPbt24fV3yIlArZt20ZJSQmzZs2ipqaG6upqqquraWxs5KKLLuLrr7/G6fT9vvfvbpswYQI1NTXU1dXRFSxfvpwHHniAK664gttuu41169Yxbdo0Fi1axKFDXWM/EhWHn6mUrQo+4qSTqCMVlTvtpCQccN+UgGb9YLbvuCpkgJKOiVzSGFS2Ga3DQatajSyD3umVxnad3Vpb1JjSjpOcXoXD4XvKs1T1hPvK4H8qkTQAIwmHYl3QYRYvhrffFj8A77wjLAhAzKz78kvfUhiI2XDJyUJP5P+YQl6e6LoJNqS3Mygddb17i2OMlMWL4b33xN9vRf4C5Zk0fD7WV3sz+utattR3zlAzUQ3PDHaNVPFuJvDDe+vH2gucXMOq20M59fWwdV4DoYxqAfhw5JiAx/1F7SrE/0JEmKdCa6MIoAKQxYVTdPjvyaWlxSMEjwSHQyzf2irMZ08CAwb4OtJnZ2ejUqnYv38/AOvXr2fBggVs3LjRR1cEIpBKTOzYoNCSEjE66Oabbw65jNVqJSnJc1HSt29fn8eVx2pra7ulsiRJEvPmzWPlypWsXbu2S0Tj0cDpTMU8FY7ucJlbuvBrY/b/9w525e1/X7jSUKivC0OCxJTbXGUWsoIucx1j+NHsYDefs8GcQ87RSibs+xGV0+mTUdDpHe6dqdW+exz785U4jY+z4RMYF9eOTuREmDbNEzSBJ2gC0Tm3eLEIkJTfeXmezFJ7tLU/3NabgPdMrxdfxFOnimDN+xgiRRGOz+toKi6Q7y9M4vxvLR22NXh9WKzINCkozQRBUOMxvswIleay7Ifv/hZyfz46Oq+/96T1CnucceiwYccR5NOvjGgJNapFj5Y2HNhd4ZMebdDlgmLKEp5owQIn2SHMYi/4feTbi3LiNDR0vNlDloVIPDnEZIVuRvIy1t27dy8XXXQRAwcOZNGiRWRmZqLT6fj0009ZvHhxQGYoEpR1nnrqKUaMGBF0mTi/6QfqEBm77lQNZWYKzeDx48e7ZHvRwOlMRqPzDZxcQVOoj1+w+ztbbZG8/1K+3I9uh/zfhrwSPseUT8XIgaRQRu+yfaicgVPkwx2YztDCWP0fGD7sCpIyw2ebToinnw7/+BdfiIG+ra0i02M2Q06OCGTaC2A0nfyXU6ngZz+DWbOEkaUSLEWaMdr+uicb0+dCsZ5SsvMOvCLx6PLj2SFxbv2TThKjVEJhUMG/hvgFTe3whxwDf97XzDkxKl4dHsKGoPhDsHe8i8mhCR/MNCA8oOLQ04CngUKN5B7VEgobnosYCZjGuR07uHCGl9Z90azTySYuruOdspIE8WGsM7qYkpISzGbPRWVpaSlOp5OsrCxWrFhBS0sLy5cv98n6rFGE7l5IwSYZBCE7W0xjT0hI4OKLLz7Bo+/4/iNl3z5h5ZGaGmbYfAeIapxOIyqw8DLf8gSf8ySr2E556IXLVkFLXehuuQ6jDhwuGhHe6vBmoYX68n9Ddv6kY+IqRqI2T6XOGBM0cLKrVMGDPwkMLU0k7vg3fHaX0Fx98ksxf68rO4327An/eFWVZ/6b0ymG8K5cCWPGiMDIq0MkgEicxLV+J/PERFiyRHTGzZ7tyXZ1QKPkU8Ja8wFMGwW3Xi0ya9OnwHPXClH1+j8Ji4kNj4vWd//ROkFQ9E+z0nWsH5fIIzmGgCuyZC1MS9HwzfmJQYMmH3d3v5E+C3Jjab4kmR0Tk0J31Nk6biXQ6ppVN7T8APeu/pyh5QdCLnsOqT6apmAZKAX/L1UNKq5gWOj5dKEYMDPMFGsZij/o2PainBh6vfBp6ojG6aKLTlqZDvDpjgN41qWxuuSSS9yZHu/MjtVqZcmSJQHbiY2NxWKxtLu/0aNHk52dzdNPP01DkPmbVVVVQdZqn0j378/x48dx+HUy2u12nnjiCXQ6HZMnT+7U8fgTzTidRrzCei9NhIM1lIT+slUM8yz7wOkp/3Q62ZkyEACprdkri6XCW7XtE+RIWmQ5+OBeqcUiAihTtk83njdxpfksSz/Mjfs+94jFZZAlNY1DrmE7hxhd/B3G1lbUfld4EvjaJzhssOttMfKlsxQWespesbGBs+S8MRqF3iFYatvhEHYAf/oTDBwIr77qm4V65hlhlllUJK5c1WrxW9lWYqLQUEHoMtz8+bBqFdTUiGAqEtR6cLhes2VF8E0ZxLq+0GvqYcl6eNQrpS47oOxzz2crRBlNIc+kcZtS5pk0LMiNpdDSxvziJkDmsdzYoEFPRaEYjXN8HxwuEHYTv/jdKgZP2IRUuVl89OJ6w/DbwmdX2sIPCvZGApxIaB1OcqqPkVlbg8nWxOSSPSFNMCstO/mfLZtItAldSLhMU5eNUM4cB/s+h4YgZpjAyR4bEwVhbqn8f7aHwwEucfbJoqysjBkzZjB9+nQ2btzIm2++yaxZsxg+fDgGgwGdTsfll1/OHXfcQUNDAy+99BJpaWlUKga5LkaPHs0LL7zAY489Rk5ODmlpaUyZMiVgfyqVipdffplLLrmEwYMHc+utt5KRkcHhw4dZs2YNCQkJrFixosPPY/To0Xz55ZcsWrSI9PR0zGYzY8e23426fPlyHnvsMa6++mrMZjPHjx/n7bffpqioiMcff5xevcKX5iMlmnE6jfD/wp3MgKDLAeIkoouDNlvoZUIgu/bVptZAXAakDAYkqNmD09nqCZUkIL5viI3Yw5YEZUC27BUBTRAKFkP5LRfxlWEyMirh5ySBCgdJ1fuYlHkL9Rc/ztahU2hWa9z7ciAF7w+sC5OdC8XSpcJnSZJg8mSRfTn/fDGwN5z/UnNz++l6ux127oSxY30zUHl5sGMHfPedKLsVFIgv2M2bxW1FeK6U4YKV/qxWsf+CgvCdft4MvhHURpHBmHMTXDwC+np9iZRWw8I1sLdeBFnaWDBPFyNzggi2I0GIyRP4fGzwESkVhfDe1bDz3yJoUtjw36k47DrhQ4FTBA4hBkC7SR3eoWNTxaZzID2bAnMOWzP6iuxTcmrILrn8slISXIODQ2maQtGGkzWUdGgdN/YgAWFshvi/rS/v2ODfYMO5o3SMn/9cjFZqL+ukVovS+mWXhV+ui3n33XfR6/U8+OCDfPLJJ9xzzz3u1v/c3Fzef/99JEni/vvv55///Cdz5szhN7/5TcB2Hn74YS699FKefPJJrr/+eh4N4/02adIkNm7cSF5eHs899xxz587ltddeo1evXszrpI5y0aJFjB49mvnz53P99dcHmHSGYujQoQwaNIg333yTe++9l8cffxyTycR7773H//3f/3XqWIIR9XE6jXiaVTS6dBETyWFSe63LxR8FjDLxJpQg1prYm7rYeIzmS0klXpT9UoZAxSZaaovROewB6wcjkg+OBEK0PmS2uIJ2oWQaJtyzn9Tjf/SsoDZC/v0+2YWGbx8m1iquuu0qFdvTM8k75FtWkSQNXPqvCI7Ii9RU8PIO8UGlcjl7dvDfI9TsuGnTItNAtUdhoRgkrPhBSRJcf71HsxSpWHzhQmGE6XT66jamTRNZLO9tvfiiZ96eWg1/+EOXeEV9cAMUvRvEt1WCe9dtIKnOa0i1NhamPhN6Y1/eF7p9342XzFwbR9V5t/OK6TCXbi1gcOUh6gxGEppt7OrdJyCj1NtSy+Ti3QBhZ9v1ttSSX1bq9oSSADUqxtO//f/nYJRvgD3vgF1k7jCmwpQnYPUDYKsBtQ7yfxc+G2fZD9tf9WSu4jJg4unvA3Va+jiBEHtfdZW4yPH/f1du/+xn8MEHQhd1ElA8kqqqqkhJSTkp+/wpEvVxOgO5n6ks4DIWcFlkX7Ll64Le7e3G7USiXCUEcW2SeLtNzU30rSxFVbyB9Vs+Ra74TpjtWcvQOewhSw1NbRk42oSVgGLh5P0TDBmQnXYoetPnfsUqINXg59vjCMygxTV5Togap5OcmiB18+xLQxxBGMIFRU5n4OORDLUM5RS8ciWMG9cxXVIw5s71NdHs1cvTHbd4Mfz730JrJUkiwArm17RwoSgnKuVB7+e5apV4XLEsmD/fd0ixUorUasFkgmHDIs96+ZE/Twxezp3pe//M1yBpwjjfO2PbSbEbIula8nqe9gZSyzYym3wKzDns6t2HNQPOZVfvPhSYc3z0TErQ1LPeSnb10bAO45OLdzOkotwdZMmIjNMhLBEcXxAyx7l0jK5j17mExgNmiqDJ0RrU+8pN8UeibO5d7muoDL18lPaJjxcXFx99JDLVipBZyVx/9BF89tlJC5qinHyiGqczFct+sLdfpmuQjCQ7RelBkiRaknOR7M3Uxifyon4UzupS8gG162pdwhNNu/0tJTUt6ize/N9Z4IDJN35IYs9aUjMP+wRMnr+Fg41P2OFsEUJu/wnv5qmeqfAKxR+IuV0uWmKS0VlFycKuVrNmwLkMrThEL0stsW2t1CYNJ7kzU+MXLYIw/iMBdKJd1we7XZQC29rE6JPx40WGZ8UHYlTNZXPCZw6WLhUlPm+WL/dkl+bN87VRWOcKrFeuhHPOEVfKJSVCnxUKWRaBkUYjNFqhaGsTJcOdO8XP6tWQkCBe09mzw70Kbrx9tv41Go5sgV6jYLiy+rBfioDekCK0cuEYcgNsfDLI6CCfJwdIoEuEhD7uEuQRr+44ReN05dbNDK48hLG1lZTGeky2JjF7up1Snb7NjgSkW2sZWn7A7UiOqRNZAKXDUfIWF0ui3GaeKjJNSgekfzdk8Uew92NXuTNKl6NWC0fwGTNEo0h9vQioTqIQ/GzC4XC0KzSPi4sLsD7oLqKB05nKtlfBpUdSaFVr0TkdPl+W8XITVikWg+xAo41HYz2EbG8kRZJ4kJfQ4AhfklMbqUq8n39OysLpaiR7+5F5XHn/i6RkHEZSa1y1Fq8j0cdD7tXIO19D8q/DlC6HmmIY94C4bcoi0CrQ64gs+2mQmjGqNcgqFSvPHcrOPv3Y0acfqW3J3K3Np9MOKcoJviPBU0fRakXApKD4OB04IH4Uc81vv4K3voJH/xG6zPbww4HBm7+XlNEINr+AuqYGNm7s2HG3tQkBe3m5p/yg0YiTg/9oGRDPsaYGbrkF7rhDHOfvfx9xSe+O74PcmTnOp7wbFlMW9BoRGIT74PqMSrIYpgsUsDVoyVkJjoytrSTamqjXGzganxi2TAfQ4rI3iLG3MrlkDwnNNlRAj5E/j+x5eKO4qStZJn0iaI1Q8R3Uloqsk/+yIIKn0hWELqY7RQkw0tc2Snh0ulPm03S2UF5e7mOzEIwFCxbwyCOPnJTjiQZOZyjOpkqfgKdRq+O7865gSvFuqN7lvl8CTLKrtNNicd+vlmXUhCgrAfVSLOj7kHDOBdiWr6Jn36meOXFAwbKpqLVQVT2E83+xFn3bXs/XdIsVaddbqEINHa4tFlfESpYo5+fIpcvdRyzlXglAlWUnhi0v08PWgAwU9cxkZ2Y/1EhkkcwUbSc0I/7Mng2//GWHjSkjxm4XbcyhsjxKIHSkAT77Dj5zaWuMesjKgr5ZQhsFwiG8vNyjS+rfX5TmvLvrhg8XovGuwru7UKVqf9aeLHuc0f/8Z/jxx44bdHaWYNnLYGg8V6X5mGmilTJq6Gk57qNP+nDkGIaWHyClsZ41A86lOj7B53FvlHKevs1OeWIPnxl4ReZzmRWpY7j/82ltgGaLuJ17NcSnQ2Ml2I57ZtnV/CAea22ExmooeIp2FYgly6KB00+IRx555KQFDaeCXr168cUXX4Rdpn///ifpaKKB0xlLq0qN3iFOum0qFevOHcEPJg3Z6QPoV72HwB49CTnMl6ksg8MhodKoqavtydrXpjPqyiIS4grIzNrDBdfCf/4kWtJ75+wnf+Yq1v9nKvkzV6Ft3Qcqb39nkB3NyJKKBkMsurZW9PYWJLy+zkuXI5UuB1S0mDL5oU8251bup8Q8isGucpWt7FOSbQ3uq/1C8wASMVKHjRh0kY+vaI8xYzqekWmPmBgRjBmN4a0NQmFrgT3F4mf1arE9/yDGb1inW2eUnCyW7epgUPGuipS2NlE6fP99oZMaNKhzTuddjdET9KRj4kbG8jxryS/7LmCESk71MRJdVgXVsfH0rzmGsbUVm05HgTmHBlMv6mkhv6yU7OqjSEBReiYf+JX+Isa/5KaL81wIlSyDUXeJn7JVIkhqsYofpaQZ6Rim5MEdO64oUU4hBoOhSw02T5Ro4HSGsnLwcC7asx1DmwOV00lmdSWFmX1oqyhADirvlnFIKiwGI8n+87lc0YxaLdPcFEti0mEuv/d1VOo27LUaVPpYBt0xhLsu249tyypM6Q3EqXfTb3ApWzfMpE2zA63Thh0VGjxu4JLsJN5WjwMRxvlLq4XixInOcoBhFmjS6cm21LkdkY3mSynC5r7Cn0gO59CTAsrIJ3zatkM88wzcey+UlcGdd4rszZ49ojylVosT/rRp8K9/wZEjHjF1aqoww9TpAoMKZQ5UR4MNFz6jb+z2wODL4RDZp+uv94jD588X2SZJgvz8wGAwIwOGDBHO553pGOwIKpVHKN/aCnffLQK68nJYs0YEgvv3i2OdP79LuvTCiqS9abMFuG4nYKTAnEOa1cq5Rw5TXRzLN7mDKDDnkFlbQ6KtCV1bGzaNhnRrLQa7eF+XjUxCj4YCcw5G13u9sYN2BYA4nsJnPVnhukPCu6q1Qfih2apFlqlslfDUMk8VbukqvdB1tVhFxilSana1v0yUKFGCEu2qO0OpjU/ErtGikp3UGWMoyMqhd20tabWhZ/GoIhCKGmKsOCUVKrXIVmgcbaha6mHnEhIcS+lj/g5VqgWnTk1Cag2TrluGUxLLal1BU7PaNx5XE9kHLaa1BUN1MXy3GIBU01AOjLySI6YejKIPk8h1O493KNtk2Q/f/km0rAfzvcnLgw0boLJSnMA3bgSLRQg+LRbx2IIFUFEBr70mhN2vvw6ffiq8l156CYYOjdxROBid0UjYbCKgW7xYCMe3bxf39+wphNr+VFaK5zBoUORBU2dHH/hrsRoahKZLlsVx7N0rAqu2NiFGlyTxM3p05/YHkftNWfZC4TOw9mH3Z2IKuThMmaQ0NaBxOplU+gO9LbVUmpJYM+Bc7Go1MfZWYu12YuytONRq9qb0RAY0qDliSuLtseN5e+z4gDJeRK9g2SqfUjoNFeK+mj0QkyJKcfoEkWVSslLVu3ALDwHkDmQYvfVRZxGnsftOlNOASD8fUR+nM5DtlCNtfYUhFeXY1WrWmweQ0tSIsbWVnOqjHduY/7sf5lteBlrUGpwqFUZ7K7IkIcmyzypOoEmvJ85L0+PuzosQCUT33eH1kDEemo56ToodnKMG0PLFb9C1iq48pzYG9dRnO3A0HWTcuM6V/SRJiK/t4ecNul9HRTfVu7fIemVkwKFDkJYmArvGRti3T2S+/P/F/QXrkaCUBg0Goak6EZKTxXH5i9i9+dWvhH9UR9n8HBzb2vH1XN2ejs/uROWa+XgosQe1sbEYW1vJrj6KTW/kuMFIYnMTcS3NWNOH8vrIYUxmAJs5wGGsvuVoxEy7yxna/rgVy35hG+BGgvHzPZ/3ore9ynCSMClVaYRBpkoLkiaolUdIxv/htJ9z15Xf/21tbZSUlNCnTx/iT+LsuChnFnV1dRw+fJicnBy0/qOvvIgGTmcgf2M1fct/4LJd29A6HO4Apk1SoZJl1C41U0TBigwOhwqVyimSC14rOSVVyCyVU5JQyYH78b8tIbF52BSSKopIa2wixtaALEmo5TADfr22E7iMBOnntTsCRKG2/EtMO/7tvt2iNWCY+o8wawSnAgurKQZgiivzFRTFOHLaNDEsuLhYBDM2mwhylHbZxkaR/VHuS0yEvn3FiBZXicspnq3PayqBCF4mThSeS2PHCpH4tGnCdmDdOjjsN6JDrQ7uS9UZEhNFgNfSIrJInSWcYB58S30dZdW9YO9A2cq9T507gyPc9SVUyDTrY5DiM9mQO4xvTQ5yLE3MLDtKjPnn7uCjAotPCVn5u0OZ0Q1PisYJBUMqnDNDCN5r9gQ6hao00GMgGHqIiwyVRuicjEkuXVSY9zt9bMT/Q6eKrvz+l2WZkpISYmNjycjI6KIjjPJTQpZlDh06hN1ub1doHtU4nYFkW+q5oGSPO2hSuU6IWtlJk1qLGtzu36Gwag0cTE5l0758Kq6ZztApG5h8v7hBZgAATd1JREFUwzJanSn0TC8BfTLqZuGbEezrV9mnf2Dj1MSibvM6aWlj0GVO4OPMXvx860bMzQ3UGwzumV/BCDvKxQk1zVOJZMZ1bfmXJHgFTQDOpOwI1gxkNcXsRbiMH6IWDRp+Rm5gJkEZlQIR+xm5ueEGkXm6+gqafn8xWzftJu9/X0XX5BVgqNVCazVokMjcKELrwkIROFVUBG63swFIMDojdA+W4VKCpiFDhHt7bKzQmCklvnZaj8Ny7nWw45X2l/PH6atHUyFjV6sxtNiQkk0MNOVjoYx8k5mYkSafZZUSsoL33xHTdMT3dnNV+OfhbIPq3bgbQRwO0Brwni8ZFJW+02N0zlQkSXLPZNPr9cTGxiJ1tgwd5SeFLMvY7XasVisNDQ0RBdbRwOkMJKtsK4muuVlbM/oy+vBBYmQjmuYaJIMJXWNV2GyOVWNgh+4mtjTr6aVOQfvhVuq+HcQLc8cx7gHoeTuidFD8Adibkev2B/gx+ZckFDT+X0b9LmIv1dTTzI/m4dCq4kdHH6Y2r0ftGhLsLxw/boglublRDP312/6xA+l8+Y8sbgwz23YtxdSWf8WMnVsCtFXGqj0BwuCO0oKDFhwsZyepxAfPKniPLIHIusmUZX+WhrFiKz1H9uTf657iornP02vPYbQancdg0tVBV7UbvlkM02sWE/PVe0J0rVgGZGQIawCDITALdTKx20UGyVv3ZDTChRcGjqHxf906Q+Y4aKqC0o85kZG7Nq2OlecOZUS1lTJzXwYSJCDy74I7EQzJEYyN8cfv+Vki6KrTx532ZbruIDExEZvNRnV1dbtmilHOPvR6PRkZGRFlN6OB0xnGdsrZm5JGn9oa1gw4l6LMLBpzp9KjfAcjijdBa/tfvAf3DqB6fT7/7y14Zd9W7H0rOdQGjr+OZNsSmLQA8cXqcu9Wffs4WPeGu4YFQFJphSuz92DSpqPkMxGAESYzBc/8nOdo5L1r0nhU8wUbBuVQZ4pj+q7tpNfVopZlmgx6ylJSGH3oAG2tahytOqxVPaivSWLNm1fSEEbKUYGFHy2bubVoq7uUWGuMIba1BZ1DmIM2blmMbdTtpJqGtvtaKUxxjcCpwIoNJeCTeZUNgRqWwkLhKHzkiNADJSeL8SUA//hT4IlWOfnKrTDLANQDEIeeqXk3kf7s+XD11ULDtHIlzJ5N0/zFGFa9x5F/w075LaqZx4Vx0PP+aST9uDIwSFu6FG6/vePapq5AkoR555/+JPafmOgZZuyPd8buRMi9QmjjIvF18kelR4rvQ+OQyzloOsaOzGbAgYWywMDJ23jyREtfQ27w0zJ1A2rDWSsMlySJ3r17k5aWhv1U/B9EOW1Rq9VhNU3+RAOnM4yV7OHKikOYbE0MrTjEzsx+WC0/MLG4gJgWYTyoaGMUlOxQi0pNeY8UiuIGMuk88Vj1XWa4CRyLRWkkO1gGf8gs2PBnJL+uHZ/ckqQGvUmY8wHEZtCUmEaB35V6/jy47nAzdk0er8t53Ja4k0xTI8suuITLN31Fv+ojmGxNfD5oOJ8OGw1vp8ONvicrSYUITubPF3d4ZS0KKCO/rBSNK7vRpNXy6agLqDf1ZOLmLxh07Aixtgaqyj4mdWTkgZPi91OBhc/Y5Z495kDmM3Z5AqfCQhHkVLpeB6vVY2B5+7Ww5XnRVg6eE23ZKuEG7Q5NZSRJQ6/cmwGTyMAcOgR9+rgzMQXMI0UWvwEqyePdhrfQ/AVu/Xo26f4xyezZorx33XWiJDZiBPzwg/Cw2rxZZIRORLMUCq0WHnpIdCVedtnJ9XFSylEpQ6CiANqaoaUOWmqh/6UiuFKC1pQhUF1Elfl8VppEGXkKmVg46N5cFfVUYOGHwk/IX7yMmNtvgphGSD63a0pfpiy44PfimL77G9jrT3yb3gz7ZdT0EnGSVJ9IB2yUs55o4HSG4XSl5pVTbG9LLf+z8WsxasV1f7DW/zYM/CflElrPSeWSxFyqlsK/Z0DrcROs9AQmP34cZGVTFoz7P9dJP0hHlcYoohmbRxNlO9bAB23j2DfcyZbtxfTqo2NKshny4KbMUgorExmaXk2CoQVkMEvJmHN/hb1+MfEtDVxUvJv/9riUcxvN7EoU57veciH5LMYyY54ImlauFNmM5GR3liIfMwUpaWRXHUXXZifGbufagq9YM/g8Bh474j6+PeahnXKCSsfELxnPdspZxg5AlO62U87w8nL49SzRdq9RQ5sD2iqhcTn8KhsaP/JsKGWI+G3ZL7x6JJWv+NdbyK2UrbwCjuRZeSxf+xYOP311mw1eGiOmc1zyjGfuW0UhFCzOI/+d0sCgCjyB6Jo1vt5TSUlC2D5gAGRnw4oVYrCwUvqLjRV6pKIij3Bc6bx78EFff6auyiZFiinLE5yGChj8llnJJreWLQYdWlQoY6+PUM9qihm++GUM734Nh7fCbyeC2ti1pS9TFkz9G6x/PLLSWySkDIkGTVGidBHRwOkMI4U41uQOwqbT8Z05h4uLd7uDJvBkgZo1GpySCk1Mb+rUs/nmuSyGTYOdf4DVwJHt0HgkcPvGZHhzuvh7ymN4TrJHt+O0WamrzSA2uRWts8qzgi4RrPs8+RInGAxWhm0u5UDdeBpjW2nK3E3D1k9Ya86ib1oSGSnVqFTKEGFwlm+Ekn1oVUaggey2OB445wI4By5XKiA3LIZ334VvVnpEygkJPnqYKuoZWnGIGLunO0rrcDC5aBMWYww9bE1YjXGMMF3Q6fegAgt7qSYJI7WIuuFH7GDIrk9RO11ZuZwe0CsBrhjsO5leYcersO9zUdZsqQNtrPi7pBqWFcHMIZDuMjsMEnDUvF3IjJbFFEjzqJQDI6EWKyy7BVbeB+fNha8fEzY/Re9C/4v93lsQ+/j8c1HSu/deYRcwcKDo8vPPDnnrkBRh+ungCN4FtCDePzUS2aSQTYo7QFaomnc7ztoGVFPTxR0dsQHoCINnCZ0hkrAc6IzNAhIkmsE1xihKlCgnTjRwOsO4lCG8ZLK6R0Jo8E05N2p1VCYmsSZ3EGqTmV8ynm9ugF3vwcH1YD0IyOJ72J+43mI+796V4nazFXr0h8l3biCpbjmSDHHxh1E78ERoKkNAYCCpoNGSiNHeyuA3k2gYZGJ84lr6Ht9PM218OHJMgFfktOLd0OLVjWfdC9tfh+FeA3inTYP//CfQR8h1st5OOZss67jB6hlCqxym1unkg1FjmVBWRrJ55gmNa/mI7agt5UzymlvWy1KL5GiGm0ZDvF4EPgNSwmxF9rxuxmShO6kugpffh2/3i7LnLa7yz5rl8NSf4LcPweQZAIysW0wi74EMnye/RbMlsFsdWSQI1z3idZdDvL8xyXBVsOTP7NntdwP6B3InO5PUjVgQZToHMnup5ipGUksT37KPZGKEFUXeWHh7PBQ8LYKm+A6OVYkUL52h5wD3Cx1U/UFw2kVq0ZgC9RWBAZxKC0NmRzNNUaJ0MdHA6QzD/4S/MjeXsTo1h1PS6VNdwUavAaS/Qsyjyp8HTTXiu1WXAK114jtXQVJB/5+JLMTq+Z77q/fA4U0w9efLIAHhu6fGV9zUGLxby2BqI2fULjLPB8PP7oPyCdQ1HaY0Jc2zkKtrTu1QYTD2Qm7Z6zYtkgDWfABPrhKZjN27hSmiv6hT4/kIf0ExVxTvdmebvFEatAtHTuVGItc2uXGdsFoby7lJkjkeE09GXS2mxkbiW5sxtopZfAxIQf7tJPdqETU8x/cVJ7fMcfDQKIhxZW+U8s9Tf4KVm6H5t2D/CmLSKO1zLQZgs3Ze0OppOIzJ4jMRJZAGPJ+dbETgO4lcJuE3UNqUBdOfO4lH5rVfRQcVqsnApdfqkk6/KFGiBBANnM5A4tFTjxC3VLimuAN810f4T0hOuFCV4xNkHSoI3el84cOuTjqgz/mejJOy/PaCmYyf+oq7rBYK74c0NIIEhgTXvdVFxNuamFKyh+r4BCpNSe7SXqtTAymD4btN8FERXDEEzkmBj3bDN2VioU8+CZz7ptWK9nzge8tarilaSbpVCK/9LQ4kYHLxbjaNHRD6CSgoVgxtzS6tkQRNR5DtjWgBLWCwHkcC+rh+K/h3HkZkzH5sq+eklzPVN3tj2Q+/GA1N1TBjoCjnWRsYdXM57x75E4e+yWr/+fjhdBJc5/QTQmi6RIAY6XOtcAn+FfZS3b7j96nCW5sV7L5olilKlG4jGjidgVxHHm/ynbstHlwn5FYV8g9GuGME3+01wT1Q+jlUFgqvvGDEZXiCJoB1f/R9XGMA803j4OgSIvbE0cSAySyOKvdKoYH5y6dIk2JIzJK5rnAj7+SdT2WiKHFdWloFNXvhze9hy2E4Ug+94mFUHzD2ENmX99/33Ud+Pjz7rLtMl7brE/pYPXP66vUGEl1dht6v0RT/zIE/lv20bXkOta3WvU4wurwnJ1hbu2U/FDwJvVrAK4tFSTXqN77nWtsXHNAM4Mu2x6hEvA4TH4FzLoNlt0JVUfBdtdTCy+fDpc/+9AKo7Uth+Rwx9xbg0Ca4tzSydT/F84JJ0LWDpKNEifKTIRo4nYGI1vjzeJUNOFw5DRnIvuIS9q50dbUBXz8qhNr+qLSiVGdMgeuXee6vKAT8dDJJOa6T65eJ4owbCWqtrzbjL/8PPlwOVWak304ivugQNzz5OBU3X4Cx1U7G698gj8pAKnMFPsdcImmAN96Ao8A554hynSwLPyK/OWYp9XU+t+P8giaADbnDmO2VhfMek5FusYjgpbUBla2WBr2eVqOJZDmW5tZa9LYIn3tnObIFEsyuqfcfQdnnQnT/w2GPWFzRTC0rgi2HUQNm9vELYwVLEnfws7+ILrqKQug1DHRxotSaPRX2femrgTpcIMqy4YxEz0TWPOwJmgBqyyJb7198zRE87f9XMOyEdHBRokT56RINnM5Q0jFxOUP5lF204mAUfRj9mDhpKpoX2SnMiJu9NDBqA1z+L1GO8y9jFCwO3E+C230+TLZJUot5WWqdKCXlXu37+KAYWKlD3lwO/7sCYnXEbKsgu6YO5+F6OFYPWw5BfYsQVt8yRtye6dJqLF4nPIeuuy6oCLm2/EsSHb4pNf+MUKtaTaupDxVY3CfEAsrYhfBbuqpss8j4JA+iOX0km805JJsG8yY/Mnv1MvShn33EhNU7Oe1CEH90O+z9REQ5tioRJCnlSiXrNHOIyMzVC11VsqOY+ys9mypYLJoBzBfB0OvF++z9uVDYu1JkaIa3owU/k5j8KCzz6icY9cvI1vMOmjJIPH1LdFGiRDnlRAOnU8kJtnEPJ9P3Cz5PZBBWzxcdcYZEIfj+/kXY+oqonl39jgiWgp0s8+dB2TrR7BWTCr1HifUBEQwVvx9cKCU7hGO5wy4G8PrrK1YWiqAIoLgKx+g+qCeYkepbUB+rg9Q4sHmJvpWg6fxJIgMzb5S4328MRwUW3m4s5ZYfVriDkjpDPDaNRFpDnfs+J7Bq8Ghky37aytaD+VowZblLMfmYwSwE9ZinEmPKYgrwJpuw0MzWjL5MKv0hMqG3H6H0TyG3Vbrc9/bMIb6/QWSeBqSI4Akg0/ckrwi/ld8Fi6HvBCheFri7z+79aQVOynNZ87AIojrz3C5lSPsLRYkS5axFkuWuGJnePXTldOzTDr3eI3aeNevMaef+pJ1L+LgMGH6bEKoqguc7n4LvSoV7eVIsn/73Aa6wHUT1Y5WnDHXQAm9tQUoyijJdzyRYvjJkQLm7vBTrof+wfWAmcmUbtx7YiN7pwKnWITlakFx+SI6ZQ3j1lv+h0pTEtVu3kFt5EKn3mIjGY7zCehy1ZczavJ7YIJ163oSa3dfhwClSviqF59aD3SFsGj4PXnP74Abh3QRB7AoASQMPR6dPsILtbOUwI8ngcoaf6sOJwk/8+z/KGU0043Sq8O4QO5GBpiebnBmeUhK4HK+9yngNh2HX28K8Txkv8uvLQbOSowY9y/8ym8q8AWRuhzxZdpefGs5NJ+6iHBE0/Xk1HDkOf/o9fLjKZ/dVlp3Yyj5Ftto5r3E/zh+cXOO4kV7nDGPqgaXE2FwlF1eJy67Tc+z/JZNGDMnmmUhsDDse45PiYkwH/0u2+jjX2RuRZCdGRwhlvRcyIKldk+n97bw7gOzeWDvB1ZZD4HBCv36ekS5ByJ/n8u8qD/546rmdPtSfFJczPBowRYkSJSKiGadThZJx0umgpfMn2lNG+QYoWQYZ42HfSl9Frjf6RMi7F0xZvOk1zuLWb9eS6dUF51CpUTsdIlhQ3LOvHQ+/XupepgILli3PkHvkICVJPYlxtBLXaGOpcSZ9L0zmuGU3NxV8g85hh5Jq2j4upuGhR0iafF27T6fQ0sbcogYWWP/FNH5sd/kWlRq906HEOADUG+OJsdUH6KuCB0ASslcOyp2x8vtvlEJFTyXVsGwXPP1O0KzcdspZQwmTGUBqYSYFi6G1SejOAVBB2iC44tWfXmddlJ8GP+nv/yhnNNGM06niTAyWvFEMGwEs+4SIOxjGFLcJn2IFcBgLpuYmn8VaNAZiW13O4QNSRCYqzXe4bwFlVJv7Y9i2nx5//RjDzFzi+8dzQ9NK7DxEgQnq8oeRWvwFpEhob/k7SREaAC4us2G37mcoHpW1d1Dkj8UYi97ZhsnmeR7xtvqA5SItzylBk9MpoVKJtRxtKjRaZ5gsVOA1z3OsoQbPMa1kDw/kZQZ3CY8SJUqUKB0m2DzYKFE6Ru6VkD42+GMag/tPYaMwlgGksTp3CE6vMMDgDCLAqdoudFJA1cb9THr3fW7d+DVpb24ide1OtB8VU63uQb15BumYuIqRpJqGCiuEsfMidk0utLRR0yrzgPQNPWmgxZUzOm6M9XdnAES4ktJUT6KtKaiuyZtgwZIM2FuDXLNIgCS26HRIqDVOkDQ4HWrPigpKt93ixVRg4WW+5U985hM0na5UFArtVUVh8PuCPX66sXYhLFTBQgn+NfpUH02UKFFOJtGM00+EzjgldxmKY3HtPtFCr6CNhdyrAhbPx8yyTCsVB/fRx+Iq1zk9OiklwyI7nRwoXIIj3oBxt530nkfACdorBoIhDuNvH8I4eQapJ3j4i8tsfFVjZ0DCZM5tbSBdrkTdaiOmtTmg7KZkodSyKLS1IaFtN3zyjXmcQI0ujp5yLbJfFklyXcqoNa415DbQxIJTOLG7tzNzCDLw7bzLqKaMwwR2O0rANLpfxOT92QP4dC4cL4EeA4TJZtVuT5cbwCe/FqbsINYpWAzH9wlvqaJ3XZI5WdxnSBTLDZ0V3ELjZPPOlYHdiUe2nJJDiRIlyikiGjid4VQUwktjcdss7f4AsiYKG4GTfoIZdSes97Ie7zk6IOtTgYXVFFNFI80ar0nDzlb81XZOSUVbvJ3+NYdpTDW6ZttJ1A+fTcJvruiSQy60tLHD2oYKWOfI4DeJEj2OiJJhmybw30Py+zuSoMl7PQcizRujb+KQLhm1FEdsy1ESWppxShIq2WNoKiPRqtXT2m88CeWbkL2sIOQBKRx7ZAY/5DgZSwpHsFJFo88+EzB2uR+REiRlT4Odb0PdYagtFYHQD8vA1N/jWH64Bl7O9/QRePsrgVh/59u+9/mbdCrsX+txvz+VZUe3RsybE26RjBIlyplEtFR3hlOwGB9vSkcz7F0V3Myy2zFlQZLXSJPKAp+HK7DwHlvYK1eDDGvOGURpck/qMaIKIgZqbjTwTeM4ypKz2bnvCvaXjOXV387ny5e6Lmia/p2VokYnrTLsbHDytvoi6nWivKhuC1ao8+BABDcdoUlvwGqMIa6lhWa9huNxMlZDjHhQlrGrPP+SEjJ6ezOG/Wtp85rKbEdib0pPUpvqyS8rZQ0lPuN3FCYTwVy+DlBRCG9OF8HOsptFBqiqyJM9sjcFjnkJZoHQGRwtgCwE7n9NFyNjTkUpLzfIR2/igsD7okSJ8tMlmnE6w8mfBzvfwR08xWdA2hBP2aQzVBQKE82WOtAndDB7Ne4BKP4IZ+nn7NkynaQUz7qra8qw9rC5F600JfH2tmsZ9p9GLv31UnQG18lfBodDYtW/rmf6k+NIz/s5OWPFcfX4/sSemzeLy2zUeMUbQ+NUjMvuj7FSWEW0l01SKwcbAceNMRhRUzzgPGzxKfQo20B8q4PsynIqEsTAYxWA04ldUqGVne6yoLatFfDYV9i1WtbkDsJWpmNjVg5W2RaQ9UhE32XZJiXLdHxfoPv4yUR2espkDZWw9GJIOddj9HoyMqyxXnVhlRZmvPzTMhCNEiVK+0QDpzOc9DxYcAJX9duXCvfo1kbQxUOLhYBYYO9KxFndCUnZMOwmKPwn6GKh2SL0343HECdvJyT2u4JmyxXYaiD7a695aIvN8McK341fW8mopt2eoAmoq8vgvUdvo9eFWT4nw/S8ri3TTEvR8u+KVvfTHZqgYX/8doYY4+jZWBd23UhxSBLVsfEsHz6aSlMSMxnGGDJh5FS3QWif1kZkhNZLBahkJxZDDAmuzsNWYxKaljrULgF9TUwclaYkPhgxxr0f/7yXlc53bXprlqp2C02S/TTUnLdYPeW8stXdH8T8a7SvnsmYHA2aokQ5G4mW6s5SlM6lT+8WJyC5zTXDN1QCxZXRqt0L6x6BxiPib1sN1B8Wo9acrUKHotzvz5SZpsCRd/EO0gdZkCSQJAlpwAwSZz3Kr37I4vIXA7fRkefWXinnba+gSSfBPLOR4zSxIXtAhHkkX6SAHwlJljmWkEhKfR33rv6cveUrPCsoovr0sUhqnXufMlCakkqdUZTwypISWD5kBDatjiatji39+tPbUstV2zaTbqkNWiw8kX/s1fNFOe7lfFGSOx2DJn+cdnGs25e2v2xnWLswUAT+s790z76iRIlyehPNOJ2FVBTCa5PA3tjuohERn+GfcYLYNE+ZTyE9DyaSwzpK3fdN2LsbjeMwiiRaajp6QseydiGsW4i7K+v2jeGWFnvVq+DFIbHkmTRsI4ac6mPtKpecBAYnss/fwtKyzhhDgTmH/9myCZOtict2bWN1/OcMNOW7hw3XVOzE5LDTrE5A62hAi5PcqiO8nzeeC8v2U2wezE6TljEVR+hTfZhRB/YR39pMostD6sORY3wOQOWAGZph7b1UAVQUio64is2uzXWRPulksvx2SB0k/u7KLtN1f/S9PfP1aLYpSpSzlWjgdBZRUQgf3QbHdra/bEyqyBrF9haluPpDEN9HiM8bKkETA21NMPKXdCgzNIlcNrAPO056W2qZXPqD+7EWrQFDmHEooVgxB7a8TEC27HABPJkC0xYFP8k9lhtLss7GPLORPJP4V7iUIXxqPsA5RyoCnMEVZKDWGEuyTUSektf9AA5UfDRsJAOqj1GQlUOlKYk1A87lsl3b0DgcpJYVUDCyJ1cxkopCWLDjAiant/JvzUTe0C4hsbkOSaXnNtMNMBJisNBAsXv/vestqJ1OrK6gzGfnGxIx//EChgcfXRcURdO278szM1jyxmmHVydArxFQ6co4nmh5d+1C8Db0Sh0SDZqiRDmbiQZOZxGfzm0naJJg1O0iE9WdfjnKOT6/rNTn/vrz7sQQoWmlwoo5sOWl0I/bauCTu4Kf6PJMGt4aGe9zXzomxpguRM1aIHinuQQkNtuCPCLY1msyRX0S2dmnn9hmbS051cf4ZPAIcqqPUWQezCTMgMiKqL/PZckfHfwvnxFLAwAxbaL3Xhk+a8LAZ7nncF19DXEtzbSpVKwZcC6VpiTPjmXgn/04ukMEQ5G+f/+5Dix7I1v2TMDRLIJmSQ09zjmxbW1fKkrT3sxccmLbjBIlyplNVON0FlEZxqgvthf86juRPbrqre7tUBpPfwBPtsRFqmloh7azdmH4oEnB3ujKGnixtLyZ3l8eZ9x6C4UW3yG+6RYLdXqDO8Dzl2UBaLwGG8v4JrtUtQcwSR7H9MnFuxlaUc7EihpKR17BJNPPSLdYYOuLxFxeyud3N/CH+I+Zxo9oXH7qarsYLLeVw8jIWLChdf27SoDW6WRyyR56W2o9O5ZAc2U1jccis6PYvlS09v+UgiZvZIco23bWumDtQlh2i9+dUnS2X5QoZzvRwOksYftSId72RlKLGbwqrRB7vzQG/p7T/f44k8jlV4wnCeMJbefrx9pfRmHdI77P6+ESG0daZDZaHIzfYGVpebP7MVvZp/SwNbmzTZH+kyjB07CWfcwsb0Lt0HHEGkelNQ4Z2Gc10NcigsODZe8iV24mMeM/2EdYiY8J7IKTS1eQWVOPLIOp1URe2Y/EtjTTrNYgAyZbE5OLd4uFXYr08SNSGHKtyLT8LStQLK14Mf09R4ipGyr5aSOL7NOb08VPRz7b3/yJgPLvzNe68uCiRIlyJhINnM4CKgqFaNYbSQ1XvArnXCZ0IQqWvaJ00xX7DNfZlo6J/yk+4NWB1rGP4valohOwI/x7hud4Hh3gCdpaZbhtR6M789RsnkhpSk/apMjNLR14ynpqnKQXfUxa/VESqupobFNTQF+q7U5eL/qBvx7/ke9TErDqDdjSNLyneZMl9tFsi+9Di0rvtVWZ0Qf3AHBcY6EkJU102gUM+/VwvH81V70F25aA9YAYdaJQUQhvXy7sJX6qWaZQ2GrE837/usjn4EmqwNtRbVOUKFGiGqezgGW3+gZHAIlZ4iSQOgiaaqBii2fMnLWsc/v5W5Y4WXsTsrOt+COoVrIlGhh6c5CFgrN2YaDuJBIaKoXO6/aNMDvTwF1FjTS6Km4OYH5xI5+PTeQ7k8TeseMZWn6AK3d877MNq96A0d6Kzm+2nnKOdWepnG0M2nOQCy11DKSKZpUGg7ON3g1NlBWaGKk/SkJzE3nlZcS2tFIna9htS8EmqcjnII1SLEeS4yjIyiHdUkv+/lLS6qyYbE3YXXuRgXIvjZMaiXyXdmryo77z4UCU7xqPdPx1+ylRu9f1Uwa/3BB+WYdfhvacGd13XFGiRDlziGaczgJqSwPvs+4XV95VuyEmGdJHeR7TGCMvaWxfCn+KEVPi/YMmCHKfZT+sfRhKl+OugyTnQua4yHYIrH8i4kUDqPze89wMat+8TV2bOJ4WROapOj4Bh1/Wqc4Qg1Pl+28jIf6RJACVDnJmYEk5j5XqKxggC2NLvbMNGegn1XC5fTfJrfVIgMUYS1HvPiQYWrlO2o5O5eQI8eyT43C6Xp78/aUMrignrUGYciqO5hKQVy6iXDUqLmeo2+Jg+Gz4f/t9MyTZ0zrxgv1Eqfi+nccLCSjT6WI6sZ9CURZ9VH1yyuBRokTpfqIZp7OA7OmBE91lh5hEf3C9MLDsnSf0Ti11Qky9er6X43cY1jwMbSEazNQ6uFgJcso3QNEbQYRWKsi9KuLnsmKOZzZaZ3DaPc9t0bkx3LzDY2ZVb1fcpMTv/LJSVLKMQ5JQu4bvmpqb0Dp8e/Z9QqteIyH3CpKBu7Bw5Kt4MpotHDfEUtGjBxv1WUxoPEJxrwSyq45RYBZ2BRf/WExbmYpUbQO9muvpTT3UgFQMBocdp0qFxi/LJQFNWlHau43z3UFTMLYvheW/6uyr9tPD/2Poz0e3+d7uc37nRv18OtdTFrXsFVYJt30TFZhHiXImEw2czgKObA1+v8EkSjl7V4rSRYvV89ihguAt7YrnT7NVzAgbcSt8/aiYI6YQkwa9R/rNDwsWNCHB0FuFg3YEVBRG1kUXKbMzDdy6o9HdNVfeLP4yoAVE15+pqZFedRZUsowsSRRmimOdVPqDj3+TBGIGh5cPVQFlVI8aSf7+UgqycvjRmIqlyUCZrj85cSp29BEv+NBDB8gv3YUKyHBYOGTqgSSL7fastxLf2oyEKCcqmS0nYlZeq1qDHnXYoAngywfbDxbOKqTwlg01JZ6/Vdr2y3qhOLLd97ajOfKLkihRopyeRAOns4DJj4oOKn9sNSJgOrheyIy8abHCe1eLdTe/INykg5kjNluh/888gVTIYav+Z21tHJx7bcQlOsXt/ESR1DB0luf2L/voeOmQODZFaz6FXPZRTaUpCZOtEa1TDNxFlklpaqQgK4ec6mNkWo77bnzATJ8gMB8z/0yo4IMRY5BlUNtl+iQ1IAFHavUosc7UPTvdNXM1UKPpgXXsVfTd9AYJ1uPUq/XIaohrbaFBp0cty8TYxTG3aLUMpnfY51xRKDKJUbyQheYrmDlmRaEwfXW4Mpv6BM/9q+eLvyMdKuwIkh2NvhdRopzZRAOns4Dhs4MHThCYLXJNCgGXZinUegoVhaK7LSYNfhtuWkraSDi2VVy+D5kdEDB5D5YNluV6c3rXjIiRHSLDpmh/Gr2eu80h/J1mZ5q4gmHsLV9BTKtQ1UuAXa2mRaXi1oJ1PmUzz4Fuoql6CwXmHAaa8n0ekiQw6hw4nBKJRckk1FUyw7mO5MZ6VLJSIoRGtZ6l1jxusGRTU63DDFjiYvl88HCu3rKJxGYbjXpRnmtTqdiZ3oeDBBkM6EXB4q4br/NTQZ8YuvRWsNg17NrFeXPF79XzXQOvERcK4cb5KJ9nfaLvtgBaGzp71FGiRDkdiIrDzxZC9K/L/ud/GVQaQg/7daGLcy3uStM0HQu+3PalLj+hPffAZa/AJf8MmmVaPR92/ttzRe//WLChwZ3F+4Q5z2wkP1GNClH+unVHI+d/a8Fu6c3kkj2oXS+QDGgcDkYcLvcJmhQ7BZDA3oShchupZQW8TSH/phA/HTkqSWZw02guaNtNz4Y6NLKMCmhVq6k1xhDnaOEPqnXYNy2iH1XIQLNGS4UpicX9L+Ij7WDKM4ciqzRonE5GVhxmMgNCPteKQvjx06541X5azP4ydMbIP6A6/qP47Z0pOlYUfvsFi4WG0D9oUtZduzByW4QoUaKcXkQDp7OEmBSvG6pAjxpv5DBBk94Ev9oMN68RJS+9SdxvTA2+/Md3iszVx3eG3mZFIRzdEfyxd670XOV3Fd4nzDyTho0XmFgyLBa1JIKnAquD+cWNfJs91B0/SgCS5BaOu+9DEip4AG0Mzb1HsNM8mEa5hXq5BUmG4w2+Rp/7sv+LNqbBvSUZeH3shWhcovO41mPktxWTQhN2lZpDSUlcsaWQwgM9+YV9Nj2sdiSniFjNJDOczIDnqGTpXpsU/OR9slEb2l/GG0ndtcv5rhQ6aNq+1LckrDZ4Ainv/wt7g2/Q4+9blj2N0Bcfssj0Fr0bmcN7lChRTi+ipbqzBHuT1w1n8O90fSI4HeKk4I9KB79c73vCueot3xJbMJSOuzabOCkFMxAsWAyNxyCxr9COKGxfGtgNeKKEChhnZ4oz+692NtIqQ0Wzk4eOTKctw8bPK4qQZBlJllF52RPIQGOf84jrNxXKVlFlPp9vTG0MJoU9bUWo1U5kCXrGuwwOXCXQCYf30L/mGMfiEkiyNfJt1gA204fm+Mu4rn4VVaY4zqk6hiTLaJ0ORh4+SEKzjflJq9mhSeedXv252n6QFFszxvT8YE+HT+cKx+zTAZUGEjKEfxLgKQeHIdJhw50aShxm32se9i1rGpNCB1kf3SayUEqDxa73xP358+DTu4Nkc70PwRm+XBglSpTTl2jgdJbgb4AZDO+uOgWNEXoOh0ufDX4CSc8LP30+PkPYHQCsvM83cFoxB7a+CudcDkOuDdQ3ebtedxWpg0M/NjvTwNsVrayqtlNtl6lsiOXNEWPZNiyHDKvLhNJqpWdjHU1aHW+dNx57bA776o9xSc4vKNMf4LBcSanzOBq1091t1+aKVJXzdUGWmNG3MSuHcms/PjmcxbzYVAYN1DBh9xC+s/zFPQvPYoxha0ZfRh4+yNE+SUxSV5KWlI21ZjMZ1lqaqrcQE0QvdjqVgJxtYC0Ps4ArkFJpxd/uz2o7wVVniQmRHQXhJuHtPXaxl2eYIdF3WWVg9mf3itJfUw0c2QFLJkRmmREViUeJcmYSLdWdJVzw+w6uIMHM1+GhJiGC7azvzCgv7yB7k285Y+srImPw4/Lgg4V7jezcPkPOIwFam8IHFY/lxnB9uo4ncmPorZcoKOuNtVlHhSmJD0aMYfnw0exMz+StMePZq8mkpNFBrKmKz+x7+fzHNOpbtDSpxFkz3VrLlds209tS6ynLybA/vgev50whW3MJj2VNYOv4TGZnGsgzaahpiOeoVrRxNWl1/GfkWFKaGklotpFddYz/3969R0dVn/0C/+6ZyWVyIYGQQAbkFspFElEINhQKFlsBOQrtUQSqKIhoPUvPoXgs9aUiSt9ldVWs9K2vFRWoILZW8VqxPVwqLQEilYsolHANwx1yv87MPn88s2f23PdMJskEvp+1spLM7NmzZzPMfvL7Pb/nOXg+G0MO/QnX2k/Cpao4mhb4t0/p8ujb0bQ1z6JKEwBVZjfztJ7O7pPjapFirAFdk+Msf0To+w775YPpA/0Jy4JPSTfXSCFZexlwfn8UdcZUYO0Ug9sSUcJg4HSVuGkJkBSq8rEiI0PWHCC7AMjIl2amrenLtWcN8Kvu0p1e42gAPt3pwOR3avDgYAeS0uX27P7B93HksxifPMxFt7I8fF5JcbYFa2/IxOxrUvFBcRcUJWXj5JFrPfktWgC1T+mD57cWYnd5Hxw52x37T+TjfJP3iVVIAc1hpytQcvSwVAmvysb+A8Pxo9pb8OvMcfh+Zk7A838rzYT/jan4KtsGexdpp3KwWx6qU604k5qJ12vWYUTFMSiQ0gVDTn4TsA/tvCYk9ykyJQPV9sAcpdpWtoTJK5IpMD399Kw1x3c6WO+Vkb5tVoKdR60tkZ6qyuhoLAsYQi2qIKLExam6q8h3Hpd2JV0HAmP+r+RlBFv+Hw9//RnQqLuQnBroQOm0BtRnqDh6QwtUJ2D7dSaKZoXO87CNAo5vjf+x1V8MX/xQU5xtwaffzgKQhbUNNfh3SjkUBWioy8SWL4ugwoVtZ9KgnhkIBcCMEYeRkeItX1DaX6bkdvQfiGnKdRiefY2ndlOo8gsrCjOw+OAwNKhbMPRSOarKU2G51Izslnr84OiBgME0s6VLwHHvWR3LWQlkTgGcTfHZFyBBUnpPoPaU5BH55NJpeU/Bgl59pdEwLOnSuHrTYqD8M8DaTUa26s7KHwM9rgtff+nMbt/nnPI73/tDBdzWHKCpFsjsDdRUhD9GfyH/mCGihMXA6Spy0xL50rRFp3ctIDD5jSSUTmvAV99tRv8vLRj2eTJKNlhhTgmfH3ViW/yPD5CA8exeYOYHxoPGH1uHwI6e+M8Lh/DeNz1Q1+gtU2AGkJ2k4IujPVGQdxFmkwoowOnsrth7w2RMwWDYkO0TLJUu9yYT689BcbYFOckKllTdhJ9nq3iu7nt4peVtAN74walYYIEq85xWb5Nfj1hWmgURz6AJkJEZZ6Mki7v8pxLd03dOB4AwSdXhOOq8RVs1RbOM/4FgSgFc7tec0kUaYOuVLAAOfeyXC2iWKcamKqAphvH7gPNARAmPgRPFjb1MLlzVQf7qLnnfim4FwLV/smLgZYv0xxsdfn8xrZgKxW8lV+3p6Ftf2JCNw+WDcbrKgS664EQFcLFFxcXLGXA4TLAky4HnIQN349ue7fTBkjbKFmy0bUF/K8aXDsJf6gYBAH6GyViDP+peikuiEGsOMPiHAY+3JAPOEP0DO5Qr+HSWySLTac4WILkL0FwN39El/5EmreiWH3OKvPfKN0qu1Fd/lO/hgnONvcy3uH1TVfD3R7N/IVGnN5BSXfI6wq2m86c11GbvOqLOgzlO1CqeApdrgA1zZEWS6gwMeiYMs+B/LM3EyEwLbv5PGQmY/FKEnYdJ8gbkguufzxJ8w+D7K98ohQijsWxwOmbaknFtpjdycgGwZdXixyMOo9DVDxlKCnohC1Mx3OexJQuAYdO9ox/BEuIB4ECNA0m6w30TxfA5nSoA243AiIeD9vnrPjS61xRJTLWSjO7bJKMuWm5RcxUiJ4YHCUyS0oGxPwe69JYaSgUTJW+vYKKx49i02Pu8ihk+7xWtRtOGOZGT7rXgyaimKqm3lUirIIkoPAZOFDN7GfDRg97WLOdDVFPuPVoaDdedASq2S8ASKmjwESFwMlwHxwUkWYPftfWp6C5aWvL4S8MyfG4v6X8a3+p5AVZrAxbi+5iHsd7Gu5XHgH/9Hkktxzzb6wNOf4sO1qPKKdfxkTiJT7DSZ/bNDBdww/yQzZFvXSGtAOMlriN//vvWB0GtWEnnaJD3VdVJ4OOfSH/FmlOxFU9VnUBeoTeJXBspvPB16Mfog6VoRpwAGYVjIUyizoOBE8VEq0xtqF5NDdBYKSNEeUWtL/qnWCQfZuiPgLL/NvaYlK6BeVeaV0dFP/JUnG1Buu5/T+nRfOy156AEQZYIHv0MOL0LDbs/w/63ZTrzQ3fA+dHDgZv3TZUdmwA8g42YhENRHZutGLhvsyREBzAFGUGKEKAapjsfljBJz/4NpeNBdQEVOwCoUvai6rh3dM8I/5V25w54A/uSBUD/m8MHkNEGS/7O7uOoE1FnwcCJorZnDfD6d40tv1bMwOXDMiXhcgA9iqLI5whxMVIdkg9z6CMZxQolIx+eoKD2lPfiplhkObzetmcRtd8Veter26sy8O6X34K90neox14GbHr9FtSnjIJ1xC3o0lvycJzugNMRpPnuisIMzLIlI9MvwPH2xYvMVizJ7wFcQQKAONVMSskELO7WKo760Nu1WY0pFzyvxZIW3YrRgO2c3ppjtmJ3fak2dG5f8D6NRJR4GDiRYVqux8afei/8kSiKjEopJiC30PgIwIfzI2ygwjd3Sf9OVoBeJRI4JOtW66su6T029TVg2B2+u8sJ3Sc3pNnXpOKpgb5N2JYf9c3KLl0O/OO/++GtX8zH2pn9UHBL+MrVgHc6sNYJ/AITcRZ+BYVMSYaOz1bsLkCqSAA7eJoEk10LDO9CGMxxaqoCMnpFsd82VFkefSDi/++yb513HyULEL+ROSLq1Bg4kWFax/doCv25HN5k257XGR8B2L0y8jb159x1cFT4jk6pUieodDkwegGQ1dddpVoB+o2XMgwlCyRBfdpq+T71deOvSW/J4HSoU3Kwa0wWZtmSsaC/bzKVlqR8+l8yfbR7ZeAoWbBpwjUnG+EE8AWuQT6WYILpESBrgCR2FRqvI3Hb74ElLuBJh+QB1Z6RqazbV0pwaSSAMrun1iwh8sT0Kssjb9Neom1pEqyieKN7xdz5A8aTvmNNpi+aFdvjiKh9KaqqxmmgPv6qq6uRlZWFqqoqdOkSWOiP2pe9DFhZYjxZuGuBLN8ufgi4dCi6qZOl7tYckYx4QKbsWup96+uYkiRoK7hFlpSHKjjZlvTlGVTdNJI/SyrwH37lA/ptuozjDd5ocNeYLBRnty456M1J3mTpollSCFRfKLL2tAQHisXdLy5hPxmMKZgYXbkJexnw1u1yHjSWdAn47WXG+j0CEts210U/JRnt8V7p+PlPiYojTmSIvUymLaJZYeVyALM+lKKbhlbR6Z7L6EW7/DNgoV2arOqTodN7+G5nK/YWnmzrJFxtSnPTYgmauvSWUadQXK7AY3r6W1ZkmGR26IHeya0OmgBJgNaW6hdMBE65z3PDRQAmGYHq9W33yIp2/jvp9FRSeujWKqEEywtz1MlK0LBBk+J9TkuqBPCJ1iuQiOKHI04UljZSU7EDuBzFNIxiAqAAhXcZK0Co2bMG+GCe8b/uuxZIboqiyOq9CwdkdCe9JzBgggQIWuVobVn5sOnRHVO0Vo4GTpW6fzEDXfsBVSfcTWxzgfog/c4yewE/jbJdR6y0kbCq4763Z+S7e8Ul7CdCZKYkIH+klGSIdWTxpYEG3+u6oqrpPaU6hOffPQYP7GIhTD1+/lOi4ogThVW6HNi3PrqgCQDGPSlBU7SlB/62yHjQBMhxnSqVUYHz+yVoSkoDfvArCY7KN0qwpE3T9b8ZuHwU+F0R8Gw28Fz34LWUYrVnDWDfqbvBKcfoapFyDCb3wJF/vkzNqfgeRzjvzw0MmgAZIbSktM8xtJX+E4B52+VnbVVctO5YL0XZAVlM4F8Q00MXYHbtD6QaKcYaQlougyaizoKBE4VkLwPO7EVAWYBIdXiS0oFBU6KbntNk9Y1ue8/xKN6fzbokZi1YunTEu0KqolSCrKYqmabauDD65wzGXibFF0PV9HE5vfkzwbbZ/GR8jiMcexlwLkSh0vrz3hWQnXWKTqONLsZSWNJWLLlGRbNkMUG4/DSNqrYuubslTPkGIkosDJwopE8eCV4NPFL+hraiLRa3roi+Y7zqgOfCpjqAxosycgV4a/Cc2iH5UIAkjOcWwhMcOFtiH53Q2MuAdbdFuACGufgmZ/g2p20rnzwS/jgAY4FCmwsTuJl0o2KKydt2x5zizWvSt7eJhdYSZ8Iyeb8UTPQdJTT7VqFA/Xng/TmxPRdgrJAsESUGBk4U0qV/x/Y4a/fWXbCmvBzbY/UaLgHLUmWpf8kC98XvFrkQ3v0p8PA+YPwSCdJSMqVmj75nmJbgHS6Y0m9TujxEMU6TBEXhWHOAn9dImYS2Fq5tSKIwJwMZNgQET2Z30dL+N7nLS0CCPEej3NdNV4srXC/AaGijT3d/CmTpisKrDgm+rTnSUqjyWOuqh5sijOISUeJg4EQB9qwBnsuV4CNaZitw919ad8HKvRbILoj98QDgbJKvrUuB18cA1ackaNIf16VD0lxWS9ZuuOgNnrSaVX+8I3TwpJ8OKpjovbDrJVmB7CBdWPQmvhDba4zWnjXR1zZqTylZch77fU8qvfuPeqXlysq/pmqZDvaMGDbJv+P5r9q251vOQO/PLodUxG+4KPl1re3n5+IqPKJOg4ET+dizRrrAN1xATNM1/ca1/q/8TYvjWEhRdV9U97unqeAdKeo2SFazDZzs3bzhIvCnGXIBt6RI09hNi4OPPumng8o3ypQf4C4q6b6ot9QBNfbwh9geI00A8Nefof2m4KLIkdKKcHa5RoKiE9sgn0x++6g5BZwuk0DlVCm87VWsElAV3NL6PojhTFjmOzIUz+k1/6k/IkpcHCAmH5ufRMgecZEopuhr5wRTfar1+wjmVCmw/odA+ady0bOkAo6mwBVmleXArpeBlgYpDnl2L1B3TgpGpuV4i2hq00GA3FbvrqheNAvY8rQ3+GupB5KzgOYqdKj03PC9/eLJZJESEU4Hwr6fFBOQnidB0cWDkVdUBhuZUUytKz9glK0YyC9uXcmBUHpeF/99ElHb4IgT+eh5Q+yPHfdkfC5elUdbv49QDm7wjhQ4GhFyBObsl/AUh6w9Lfkr1ad8V2rpc5z0uTDlG4HKI959ORqA7D4hDqgdV69l2sLfH69RD8UkAZCzOXLujuoCGivl54CgyeCnU0udTMe2RzmHW1cYb1VjlLU7MPml+O2PiNoWAyfycfiT2B43eJpUCI+HaOo4tVZmL8lNsljh0zQ4YBpGlcTq/jfLNN6bk6Q9x/63ffNq7GXA2X1yYTW5c54US+jpOiWKwMleJs+rT2KPRqTRwJ7XBwkIzO58ohC0vmzmZCA1B4AC2G70rkBzNQd7kG8+WEtdiJ1HMfLpbG6fcg62YqkTdf8/o1/96U8xSfmN1uYEElH74lQd+bBY5SIUreRWXkT0xj4BbH0qfvsLx+UE5v5D8pjKN8rFTFsdZUr2vfCrTtnmyN/cycCKtHapvyijHfvWSUCjNUHWAifVIVW5m+sBp19POiN1+/esAT58EHBqwZwiU4bRVj+3FUsCdlOIKcPULOAXzcALvWXqDADglHMEBUhxF292NEpCNiCBnwogZ7B3RKv3aCn/EIpiiu09Fo45uX3KOeh1LQAu/lv37xKF7ALgmm+3b+9EIooPBk7kYS+TWjjRSsmKb1LuTUukEvP7c1q3xNuIujOSNK5VfVZd3uApJdMbBOmpTtnGdqM87uj/A06WBslhUt2BSjXQpZfksexb57vJiHnhj2/PGmDDvb63WbvFfr5LFgQGpak5QK9iyc1698dAVh8JnCxWCZJcDndLm2q5T58T5nLIqImqSlCZWwh8/kuETUJv7Qo0f+ZUYO7n7RuAlC4Hzu2L7bFJ6cCd6xkwEXVWDJzIo3Q5UH8u+sdZrPG/CGgrzTbch7isBFPMUhqguTbwPvtOIDlTLsDOJm+w5goTtKkuGW2Y9ILkPgUrFOpqkWDDmiNByWW/3C1rDnDb78Mf98afBt6mJabH4tIh3S/uXmtdbJIAX1Eqo1FdC2TKzuEeHdMXPO15A1BzWkbitJIA1RXeYCjYeWhLSenAlN+1fxBSsgA4utlbCT4allQGTUSdGXOcyKNkAQwlK+sTfk1J0heuLQyfDUxbZeyYIlGdMvpjSQ1sGaO6JGBw+iWLN10Ov8/Gi8AHD0j9oNBPLKUdyjcCX77he9fQH0U+bp9Azyz5Va1ZuViywJtflNJFArqqExIAaFN4l4+EzjM7uEHuS0oDMnoCLbXxH0EyovdoaYr7RG37lXPQsxUDMz/wVi2Phr5QJxF1PgycyMNWjIhBiiXVuyQ8I1+SZNvywjV8ttTniYeaU8Fr71hzYTw489vO1YyII2KmJAl4rvdryaG1gAnHkwukAEscsmqvtaMVyZnu47JIIBWwxD/I6/Gpfq5KiYXKY607jpiYgPFPyfuuo0dtbMXuRQVRMCfLyjwi6rwYOJGvMNNT5mSgx/Xyc0a+/MXdHheveNSG0vPvtRdVYnukacMg/6NcDmDr04G5ReGSmfesAV7sB/QdJ9OMkXKhjCpdLsv/TUmSv7X21jCr2tzyioB7N8t3cwqQki23t9dIkzlFpjWnrQaWOOO3ejMefvAr78rCSMwpwG2vdnzAR0Stwxwn8mVCyOCp5whg1E+AbgPadzWQrVgu1k2V8d93ao6MBFVsl9+PbgFcTREe5M4NCiZvmJQeaLgowYmrBYAJuOxXCV0xBx+p27IU2PasBHcuh7SDmVfqPdf2MuAvjwKndnkDQMUsz6E65OLcpRfQXCcXdf1z2MuAo1sl4NGCHq3dTCjWHFktd/4A0KMIGPo/22/FozkZyB8pNY4SNdgYPltaBJUul/8T5w/I9K1/GYbeoxP7dRCRcYqqGlkQ3TGqq6uRlZWFqqoqdOnSpaMP56rwbHbw5eqKWVZWDZse/TL4eLCXAe/PjX0lUzhJ6ZLvM/JB6W0XaVQpZ7AU6Qy2pD63UAIXACj/K4IHoYo0GA42cvJMkt/UmQIUzfSe8zcnSb5UVBQge4CMrEVz/pLSgB7DgYod7lixjVc46mX1BboPkRWLHfWeaw17mazWrDoOfP/ZjsnD6uz4+U+JiiNO5GPyS4HL3wEZoRgwsW17gYVjK5YRj7YInFrq5MvoSMqlw0GmqdyjUBcOyMqyvCIZMfGv8RNpitM/3yirj+85P/EPY8foQ42u959iBsxJ0nLm/AEArvZrcQdIIJtpk8R1rcVNZ6MVyiSiKw9znMhH7rWh70vL6diphpIFkmQd9zYlBnNUNH3GBt6WPUAS57VRmQvfBAZNyRmhg6Y9a4Bf+7VEMacC09+R7bX7W4KUU2iVIOdSdUkPP3NK6GKZ8WZOlmAzI1+C2IrtUvPqR2s5vUVEiYWBE/nQtw/Ry8jv+L/8tX5w4+OdHBwsyTlMcFZ5zHu/lhhcWQ50HSh9x8ypgcv5U7IkwTpUEPDxw4E1gSwpMuKzZ43UswpWMygp3dsmJS1PEqiLZsnKM2t3b/XyUBRF8ph8Wq2ocrslhmKoUTHJeelVIknT9RfkNZqT0a49/IiIosEcJ/JhLwNeHeV7W0oWMPtvifWX/1IT2nf+SKfveMC+C/jO4zIyouUc5RUBdeelGrlepMRg/3NuTg7TkkQBcocBtWeAbgNlabuRfxct5+bMv7ztUvyZUyQXZ+8fgpdtiIkiZQ9C9h9UpDBpRr43gb73aKkcz3YkVzd+/lOiYo4T+dBq0zh0PdWS0hLvAjZ+Sfut7vJ3fKt83/qU9BxLSpfpJZ/8KwUwmYHvLg6/fN5eBrxa4v09OSN4dXNtn6GSykP5cD6w+zU5Fighmu669btJvsctaAIAVYImrVCko8kduKne+1vqpegmIMEbV58RUSLjVB0F8B/I+f6zHXIYYSVKLZ/K8uB1kB7YCfyiJfJxli6Hz1Thrf8VetuCW6J73et/COx+FYBLgpegQZP7EyApXVrH7H7V+P6jkdYdWFQJ9BuPoCOF2QNkJd1tv2fQRESJjYETBfLL+UnUpdRKPN69bZBLM3ia8Yt/yQJ4/hea0+Rc++QbATBbJQ/IaCFQexnwfA9pjxKKOdX9PFpfPmfb9pmrOimlFCpKA+9LyZKmt//nWOK+14iINAycKMDYJ7xByeBpHXooYY17svX7MCcF3paSFVgN2j+YCSUtD5jxnvHntxUDD+yQhO657inA7/4HPP8zB08DFtfL0najwdjqCUGaNesCRMUEWLv65h35rwAMKsYgUzEB3QdLi5n2WqVHRNRWmBxOndorI4Ezu+O7T2uOVP7WmFJC96RTLN4K3l0LgDvWd+xUU7DkfgAB1c5NSTLKFK7FTrz0KpEk9nW3BSbOa4pmdb4il9S2+PlPiYrJ4dSp5Q6Jf+CUmu0OnBSg6wB34nKIPy9umCM5TomyAsy/nIQ5FRi7CLh0SPKY9qyROk0hV7m1gdQsOTezPgRWlvgWD1XMgG1Ux5e6ICIyioETdWolC4Cv/mygv1wUKo9KwOFsBC4fQ9iyBy11iTVSogUgwQI5exlwcjtw8RuE7bcXT3lFUl7g1zZJ/vaXnscK20TUuTBwok7NVgzcvw14Z0ZgI91YqS5dzk+w4pgAMnsBeYWJN1JiKw4eyO1ZA3z0YPBSA4o5SAuZeFCkTc6Xb0hhy9rTUm7A6ZT7rN0Sc8UmEVE4DJyo07MVA48elhGV0uXA+W9aP32njThpQUVGvlzkyzcmzrScEVuWAn9/xm96zARY0oGWGvndZHYHM3GU2QtovAx0GyRtcv62CLCkeXvmmZOBxy/E9zmJiNoDAye6YuhHW/asATbMgeHk564FQEOlJHp3HwqM+okESQUTfYOlzrRcfv0PA0sS6BO1W2okiHI5EDB1Z06REaFgbV4AyKq/EOc2sxfQ0iiFLXeuAHIGSSV0T8K9Aoz9eWteGRFRx+GqOrpi2cuATYuBS4fduUpOoOcIyfHJHiDf+98szYs70yiSEcFW1414ABg5X0blug2SKbTr50ji+Nl9vpXPM3oBad38qqG7ZfaSgEr1C5ysOd5RpNe+I+1oUrJ8SxCYk6UvXWcKQKlj8POfEhVHnOiKpTUFDkab1rvSAibNW9MCb+szVl7zV38Ehk2XgpP2MqD0EPCdx4DNTwJVx2Xb2lPyFUxNsNsVYOIL3l8nvyRB60m/gpfOZuDENgZORNR5ccSJ6Aq0NEixyvSeQHY/4NK/JWerSy+gsQo4tQNI7wEUPxRb/7+kDGDKfwUGQ+/+GNj3FgJW7ylm4ElH9M9DVxd+/lOi4ogT0RUoo5fviJFiktpNp3YAUCXf6PxXMr0GVQpT7lwR3XOYLMD9YSqalywA6i9KU2T9ar4b5kb7aoiIEgdbrhBdgWZukBEmTXZ/oLESyOgpCeK9SqRpcLeBABRZRaivlh6WSfZ9+2vhpzm1qdIxiwBLKpBbCDywSxr5EhF1VgyciK5AWqVurede7Rmg8C4pqdBtgKysu/tTYOAkab9iqFedW8EPgMdOG89TqtgOOJqAmtOS92Qvi/71EBElCk7VEV2hbMWAokiKUUu9TJ1pyeEA0FwfWK4gHFMy0P97wIRlMRyMCjRelNIONXbgJ3tj2AcRUQJg4ER0BbOkA81VAFTgk0ekb1xWX2DfutCPScsFRv0v4ItXJOBqqpKpvNteiW013IRlwLHNsqIOAM59FdNLISJKCAyciK5Q9jIgdyhw+gt3YvhOhC0ImlfkOxJ005L4lG2wFUsw5iljYLAoKRFRImKOE9EVqnS5BEuuFvcNoQIWRZLFp74eeJdWjb01ta7sZYEVyJnnRESdFQMnoitUyQIgKTX8NooZmLYKmBemrEBrbVocWGV80+K2eS4iorbGwInoCmUrBqa8DCghJuRzC4F5pW1fxbvG3rb7JyJqT8xxIrqCDZ/tDYzsZdL4+PJhqa1005L2OYZLRwJvi2llHhFRAmDgRHSVsBUDDwdp2tvWHA2+v6d2vTL7AxLR1YFTdUTUtvx61d3zWcccBhFRPDBwIqI2lT3A+/OIBzjaRESdG6fqiKhN3bm+9bWgiIgSBQMnImpTWi0oIqIrAafqiIiIiAxi4ERERERkEAMnIiIiIoMYOBEREREZxMCJiIiIyCAGTkREREQGMXAiIiIiMoiBExEREZFBDJyIiIiIDGLgRERERGQQAyciIiIigxg4ERERERnEwImIiIjIIEtHH0A4qqoCAKqrqzv4SIiIqD1pn/vadYAoUSR04FRTUwMAuOaaazr4SIiIqCPU1NQgKyurow+DyENREzicd7lcsNvtyMzMhKIoHX04RETUTlRVRU1NDWw2G0wmZpVQ4kjowImIiIgokTCMJyIiIjKIgRMRERGRQQyciIiIiAxi4ERERERkEAMnIiIiIoMYOBEREREZxMCJiIiIyCAGTkRux44dg6IoUBQFx44dC7ttv379oCgKVq1a5bntvvvu8zz++uuvD/v4Xbt2ebZVFAXbtm0Lu/0LL7zg2XbFihVht92yZYvPvrWvzMxMDB8+HIsWLcK5c+cCHnfw4EGsWLEC9913H4qKimCxWKAoCpYtWxb2+YiIriYJ3XKFqLPas2cPvvjiC4wcOTLo/a+99lpU+9Nv//rrr+ORRx4x9Lh7770XgFRhPn78OEpLS7F3716sWrUKW7ZswZAhQzzbvvzyy/jNb34T1XEREV1tOOJEFGfFxcUAJMAJpqGhAevXr0d+fj569+4dcX+lpaU4cOAAsrOzkZ6eji+//BK7d+82dCyrVq3CqlWrsHr1amzZsgV79+5F7969cfbsWcyfP99n28LCQjz22GNYu3Ytvv76a9xzzz2GnoOI6GrCwIkozqZMmYIePXrgrbfeQmNjY8D977zzDqqqqjB79myYzeaI+9NGm2bOnIk777zT57ZoDRo0CM888wwA4PPPP8fp06c9982bNw/PP/88Zs2ahSFDhrA/GBFREPxkJIozi8WCe+65B5cvX8Z7770XcL82EjV37tyI+6qrq8Pbb78NALj//vtx//33AwDWrVsXNCgzQj99ePz48Zj2QUR0tWLgRNQGtKDIf7quvLwcW7duxZgxYzBo0KCI+3n77bdRU1OD6667DiNHjsTYsWMxaNAgVFZW4t13343p2Kqrqz0/p6SkxLQPIqKrFQMnojYwdOhQjB49Gps2bcKJEyc8t7/xxhtQVdUzchSJNiWnH52aM2eOz33R2rBhAwAgNTXVJzmciIgiY+BE1Ebmzp0Ll8uFN954AwDgcrmwevVqZGRkYPr06REf/8033+Cf//wnkpOTcffdd3tuv/fee2E2m7F582YcPXrU0LGoqooTJ07gl7/8JV588UUAwPz582G1WqN/YUREVzEGTkRt5K677kJ6ejpWrVoFVVWxceNGVFRUYPr06UhPT4/4+JUrVwIApk6dipycHM/t+fn5mDx5MlRVDblyT6PVcDKZTOjbty8WL14Mh8OBWbNm4bnnnmvdCyQiugqxjhORm6Ionp9VVQ27rXa//jH+MjMzcccdd2D16tXYtGlTVEnhLS0t+MMf/hBy+7lz5+Kjjz7C6tWrsXTp0pAr4LQ6ToqiIC0tDf3798ekSZNQWFgY8RiIiCgQAyciN/0oUF1dXdhta2trAQAZGRlht5s7dy5Wr16N559/Hps3b8bgwYMxZsyYiMfy4Ycfeqp7P/300wHVux0OBwDg5MmT+OyzzzBp0qSg+9FXNiciotZj4ETk1q1bN2RkZKC2thaHDx8OOSpz6dIlXLp0CQDQp0+fsPscN24cBg4ciI0bNwLwJnZHok/83r59e8RtQwVOREQUX8xxInIzmUwYP348AODPf/5zyO3eeecdAEDXrl0j9qQDgIceegg5OTnIy8vD7NmzI25fUVHhCbS+/vprqKoa9OvAgQMAgA8++AAXLlyIuF8iImo9Bk5EOo8//jgURcHatWuDLvffvn07nnjiCQDAwoULkZSUFHGfCxcuxIULF3D27Fnk5+dH3H7VqlVwOp248cYbw5YLGDp0KIqLi9Hc3Iw333wz4n6JiKj1GDgR6YwbNw4vvvgiTCYT5s2bh4KCAtx5552YOXMmRo0ahTFjxuDixYuYMWMGFi1aFPfnV1XVU75AS+wORxvBirWmk97u3btRUlLi+fr4448BAK+88orP7fo2LUREVxvmOBH5efTRRzFu3Dj89re/xd///nd88skncDgcyM3NxdSpUzFnzhzcfvvtbfLcmzdvxpEjR5CcnIwZM2ZE3H7mzJlYuHAh9u/fj507d+LGG2+M+bmrq6uxY8eOgNsrKipQUVHh+b2pqSnm5yAi6uwUNdK6ayIiIiICwKk6IiIiIsMYOBEREREZxMCJiIiIyCAGTkREREQGMXAiIiIiMoiBExEREZFBDJyIiIiIDGLgRERERGQQAyciIiIigxg4ERERERnEwImIiIjIIAZORERERAYxcCIiIiIy6P8D8LR1LiczUf4AAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from transmorph.utils.plotting import reduce_dimension, scatter_plot\n", "\n", "reduce_dimension(datasets, reducer=\"umap\", output_obsm=\"raw_umap\")\n", "\n", "scatter_plot(datasets, use_rep=\"raw_umap\")\n", "scatter_plot(datasets, use_rep=\"raw_umap\", color_by=\"class_type\")" ] }, { "cell_type": "code", "execution_count": 17, "id": "8b6c1a3e", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CUSTOM_MODEL > Transmorph model is initializing.\n", "CUSTOM_MODEL > Ready to start the integration of 5 datasets, 93167 total samples.\n", "CUSTOM_MODEL > Running layer LAYER_INPUT#12.\n", "CUSTOM_MODEL > Running layer LAYER_TRANSFORMATION#11.\n", "CUSTOM_MODEL > Running layer LAYER_MATCHING#8.\n", "LAYER_MATCHING#8 > Calling matching MATCHING_MNN.\n", "CUSTOM_MODEL > Running layer LAYER_MERGING#9.\n", "LAYER_MERGING#9 > Running merging MERGING_GRAPH_EMBEDDING...\n", "CUSTOM_MODEL > Running layer LAYER_OUTPUT#10.\n", "CUSTOM_MODEL > Terminated. Total embedding shape: (93167, 2)\n", "CUSTOM_MODEL > Results have been written in AnnData.obsm['X_transmorph'].\n", "CPU times: total: 17min 15s\n", "Wall time: 4min 27s\n" ] } ], "source": [ "%%time\n", "my_model.fit(datasets, output_representation=\"X_my_model\")" ] }, { "cell_type": "code", "execution_count": 24, "id": "f62d4280", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scatter_plot(datasets, use_rep=\"transmorph\")\n", "scatter_plot(datasets, use_rep=\"transmorph\", color_by=\"class_type\")" ] }, { "cell_type": "markdown", "id": "e3e9d3f2", "metadata": {}, "source": [ "As we can see, out model did a good job at integrating datasets together while preserving cell type clustering. In the next tutorial, we will present in more details the different algorithmic modules that can be used to build models and provide a reasoning on their use cases." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 5 }