diff --git a/.github/workflows/ci-pipeline.yml b/.github/workflows/ci-pipeline.yml
index ec5f2223..0413a251 100644
--- a/.github/workflows/ci-pipeline.yml
+++ b/.github/workflows/ci-pipeline.yml
@@ -9,7 +9,7 @@ jobs:
fail-fast: false
matrix:
os: [ubuntu-latest, windows-2022]
- python-version: ["3.7", "3.9", "3.11"]
+ python-version: ["3.8", "3.10", "3.11"]
steps:
- uses: actions/checkout@v3
- if: matrix.os == 'ubuntu-latest'
@@ -21,8 +21,8 @@ jobs:
python-version: ${{ matrix.python-version }}
- name: Install requirements
run: |
- pip install torch torchvision --index-url https://download.pytorch.org/whl/cpu
pip install -r test/requirements.txt
+ pip install -r test/torch_requirements.txt
pip install .
- name: Test with pytest
run: pytest test
@@ -42,8 +42,8 @@ jobs:
python-version: 3.9
- name: Generate coverage report
run: |
- pip install torch torchvision --index-url https://download.pytorch.org/whl/cpu
pip install -r test/requirements.txt
+ pip install -r test/torch_requirements.txt
pip install .
coverage run -m pytest test
coverage xml
@@ -63,8 +63,8 @@ jobs:
python-version: 3.9
- name: Install dependencies
run: |
- pip install torch torchvision --index-url https://download.pytorch.org/whl/cpu
pip install -r docs/requirements.txt
+ pip install -r test/torch_requirements.txt
pip install .
- name: Build documentation
run: cd docs && make clean && make html # Use SPHINXOPTS="-W" to fail on warning.
diff --git a/docs/requirements.txt b/docs/requirements.txt
index 4cc375ea..67a09d88 100644
--- a/docs/requirements.txt
+++ b/docs/requirements.txt
@@ -4,8 +4,6 @@ sphinx-book-theme
sphinx-gallery
myst_nb
pbr
-torchvision
ipywidgets
matplotlib
-torchdata
sphinx-autoapi
diff --git a/docs/tutorials/audio_transforms_tutorial.ipynb b/docs/tutorials/audio_transforms_tutorial.ipynb
new file mode 100644
index 00000000..93cdcd0a
--- /dev/null
+++ b/docs/tutorials/audio_transforms_tutorial.ipynb
@@ -0,0 +1,446 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Audio transforms and augmentations\n",
+ "- This tutorial demonstrates examples for audio tranformations in `tonic.audio_augmentations`\n",
+ "- A sample audio file is chosen from torch tutorials and all transforms are applied on that"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ " "
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import warnings\n",
+ "warnings.filterwarnings('ignore')\n",
+ "import IPython\n",
+ "import matplotlib.pyplot as plt\n",
+ "import numpy as np\n",
+ "import torch\n",
+ "import torchaudio\n",
+ "from torchaudio.utils import download_asset\n",
+ "\n",
+ "SAMPLE_WAV = download_asset(\"tutorial-assets/Lab41-SRI-VOiCES-src-sp0307-ch127535-sg0042.wav\")\n",
+ "sample_audio, sample_rate = torchaudio.load(SAMPLE_WAV)\n",
+ "sample_audio = sample_audio.numpy()\n",
+ "original_sample_length = int(np.ceil(np.shape(sample_audio)[1]/sample_rate))\n",
+ "IPython.display.display(IPython.display.Audio(sample_audio, rate = sample_rate))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "### RandomTimeStretch\n",
+ "- Slowing down\n",
+ "- Speeding up"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ " "
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ " "
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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XgwYN8Oqrr+LVV1/FmTNn0KZNG3z44Yf48ccfAZj/fEqHvIeEhKBXr16V7mvo2A0aNMD69etx69Ytq660ASUdRD8/PxQXFxuNp27dujh69CgEQdCK7dSpUyadq3S4+9atW1GnTh1NsdUuXbqgoKAAy5cvR0ZGBrp27VrpcWz5GgJKpjV4e3tj/fr1WtMMv/32W639GjRoALVajePHj6NNmzYGj2co/rp16+pty5MnT2rut9QDDzyAixcvGt1v+vTpeOeddwze36JFC7i7u2Pv3r144oknNNsLCwtx8OBBrW3mKJ0CYewHCxEROTb2A9kPZD/QcfuBpf788088++yzeOyxxzSrsBJJRWl8FyLH5uvrCwDIysqS/FxPPPEEiouLMWvWLJ37ioqKKo0hLy8P+fn5WtsaNGgAPz8/rWHWvr6+Zj2XPn36wN/fH++//z5UKpXO/devX9c6NqDbVoMGDYIgCJgxY4bO4829Subm5oZBgwZh1apVOHr0aKXxxMXF4erVq1pLXufl5Rkcnq9Ply5dsGvXLmzevFnTOQoKCkLTpk0xd+5czT6VseVrCChpI4VCoXUFLjU1FatXr9bab+DAgVAqlZg5c6bmymyp8n8XQ6+ZuLg47N69GykpKZptubm5WLJkCSIjIy0evg+U1KJITEw0+q/8imD6VKtWDb169cKPP/6InJwczfYffvgBd+/exeDBgzXb8vLycPLkSa36JuVfT6VycnKwYMECBAUFISoqyuLnSERE9o/9QPYD2Q903H4gAGzZsgVDhgxB165dsXz5cp36a0Ri40gycnqlP4LfeustDBkyBB4eHhgwYIDmC09M3bp1w3PPPYfZs2fj4MGDiI2NhYeHB86cOYNff/0Vn3zyiVbx0fJOnz6Nnj174oknnkCzZs3g7u6OP/74AxkZGRgyZIjW81m0aBHeffddNGzYECEhIQbrTAAltSYWLVqE4cOH4/7778eQIUMQHByMtLQ0rFmzBp06dcLnn3+uOTYATJw4EX369IGbmxuGDBmC7t27Y/jw4fj0009x5swZ9O3bF2q1Glu3bkX37t0xfvx4s9ppzpw52Lx5M6KjozF27Fg0a9YMt27dwv79+7Fx40bNFLixY8fi888/x4gRI7Bv3z6Eh4fjhx9+MGup6C5duuC9997DpUuXtDpBXbt2xZdffonIyEjUrl270mM0aNAAAQEBWLx4Mfz8/ODr64vo6GizajOYo3///vjoo4/Qt29fPPXUU8jMzMTChQvRsGFDrfoWDRs2xFtvvYVZs2ahS5cueOyxx+Dl5YU9e/agZs2amuXEDb1mJk+ejJ9++gn9+vXDxIkTUb16dXz33Xe4cOECVq1aZVUnRMxaFO+99x5iYmLQrVs3jBs3DpcvX8aHH36I2NhY9O3bV7Pf7t270b17d62rkgsXLsTq1asxYMAA1KlTB9euXcPSpUuRlpaGH374odLly4mIyPGxH8h+IPuBjtsPvHjxIh5++GEoFAo8/vjj+PXXX7Xub9WqlWjTc4k0bL2cJpEcZs2aJdSqVUtQKpVay4AbWvp7z549Wo+fPn26AEC4fv261vaRI0cKvr6+OudbsmSJEBUVJVSpUkXw8/MTWrZsKbz++uvC1atXDcZ448YN4aWXXhKaNGki+Pr6CtWqVROio6O1lr0WhJIlu/v37y/4+fkJADRLOhuKvdTmzZuFPn36CNWqVRO8vb2FBg0aCKNGjRL27t2r2aeoqEiYMGGCEBwcLCgUCq1lwIuKioR58+YJTZo0ETw9PYXg4GChX79+wr59+zT7ABBeeuklnXNXbGdBEISMjAzhpZdeEiIiIgQPDw8hLCxM6Nmzp7BkyRKt/S5evCg8/PDDgo+PjxAUFCRMmjRJs5S6saW/BUEQsrOzBTc3N8HPz09rSfQff/xRACAMHz5c5zEVl/4WBEH4888/hWbNmgnu7u5ay4AbWrp75MiRQt26dY3GZ+jx33zzjdCoUSPBy8tLaNKkifDtt99qXocVLV26VGjbtq3g5eUlBAYGCt26dRMSExM19xt6zQiCIJw7d054/PHHhYCAAMHb21to37698M8//2gdv3Tp719//dXo85HK1q1bhZiYGMHb21sIDg4WXnrpJSE7O1trn9I4yy8nvmHDBqF3795CWFiY4OHhIQQEBAixsbFCUlKSjZ8BERHJhf1A9gPZD3TMfmDpuQ39K9/nIxKLQhAsrChIRERERERERETkJDihl4iIiIiIiIiIXB6TZERERERERERE5PKYJCMiIiIiIiIiIpfHJBkREREREREREbk8JsmIiIiIiIiIiMjl2SRJtnDhQkRGRsLb2xvR0dHYvXt3pfsvWLAAjRs3RpUqVRAREYFXXnkF+fn5tgiViIiIiIiIiIhckLvUJ/j5558RHx+PxYsXIzo6GgsWLECfPn1w6tQphISE6Oy/YsUKTJ48GUuXLkVMTAxOnz6NUaNGQaFQ4KOPPjJ6PrVajatXr8LPzw8KhUKKp0REREROSBAE5OTkoGbNmlAqOdjeHrGfR0RERJYwtZ+nEARBkDKQ6OhoPPDAA/j8888BlHRuIiIiMGHCBEyePFln//Hjx+PEiRNISkrSbHv11Vexa9cubNu2zej5Ll++jIiICPGeABEREbmUS5cuoXbt2nKHQXqwn0dERETWMNbPk3QkWWFhIfbt24cpU6ZotimVSvTq1QspKSl6HxMTE4Mff/wRu3fvRvv27XH+/HkkJCRg+PDhJp3Tz88PQMkT9/f3t/5JVKBSqbBhwwbExsbCw8ND9OM7E7aV6dhW5mF7mY5tZTq2lemcta2ys7MRERGh6UuQ/WE/z76wvUzHtjId28p0bCvTsa1M56xtZWo/T9Ik2Y0bN1BcXIzQ0FCt7aGhoTh58qTexzz11FO4ceMGOnfuDEEQUFRUhOeffx5vvvmm3v0LCgpQUFCguZ2TkwMAqFKlCqpUqSLSMynj7u4OHx8fVKlSxaleMFJgW5mObWUetpfp2FamY1uZzlnbSqVSAQCn8dmx0r+Nv7+/ZEkyHx8f+Pv7O9VrWypsL9OxrUzHtjId28p0bCvTOXtbGevnSV6TzFzJycl4//338cUXXyA6Ohpnz57FpEmTMGvWLLz99ts6+8+ePRszZszQ2b5hwwb4+PhIFmdiYqJkx3Y2bCvTsa3Mw/YyHdvKdGwr0zlbW+Xl5ckdAhERERHJSNIkWVBQENzc3JCRkaG1PSMjA2FhYXof8/bbb2P48OF49tlnAQAtW7ZEbm4uxo0bh7feekunwNqUKVMQHx+vuV06hC42NlayK4yJiYno3bu3U2ZVxcS2Mh3byjxsL9OxrUzHtjKds7ZVdna23CEQERERkYwkTZJ5enoiKioKSUlJGDhwIICSwv1JSUkYP3683sfk5eXpJMLc3NwAlKxGUJGXlxe8vLx0tnt4eEjacZf6+M6EbWU6tpV52F6mY1uZjm1lOmdrK2d6LkRERERkPsmnW8bHx2PkyJFo164d2rdvjwULFiA3NxejR48GAIwYMQK1atXC7NmzAQADBgzARx99hLZt22qmW7799tsYMGCAJllGREREREREREQkJsmTZE8++SSuX7+OadOmIT09HW3atMG6des0xfzT0tK0Ro5NnToVCoUCU6dOxZUrVxAcHIwBAwbgvffekzpUIiIiIiIiIiJyUTYp3D9+/HiD0yuTk5O1bru7u2P69OmYPn26DSIjIiIiIiIiIiIClMZ3ISIiIiIiIiIicm5MkhERERERERERkctjkoyIiIiIiIiIiFwek2REREREREREROTymCQjIiIiIiIiIiKXxyQZERERERERERG5PCbJiIiIiIiIiIjI5TFJRnbtxt0C3LhbIHcYRERERESyOn/9LgqKiuUOg4jIqTFJRnZLVaxGu3c3ot27G1FYpJY7HCIiIiIiWWw+mYkeH/6LJxanyB0KEZFTY5KM7Nbd/CLN/+/cU8kYCRERERmycOFCREZGwtvbG9HR0di9e7dJj1u5ciUUCgUGDhwobYBETuDnPZcAAIcu35E5EiIi58YkGRERERFZ5Oeff0Z8fDymT5+O/fv3o3Xr1ujTpw8yMzMrfVxqair+97//oUuXLjaKlIiIiMg4JsmIiIiIyCIfffQRxo4di9GjR6NZs2ZYvHgxfHx8sHTpUoOPKS4uxrBhwzBjxgzUr1/fhtESERERVY5JMiIiIiIyW2FhIfbt24devXpptimVSvTq1QspKYbrJs2cORMhISEYM2aMLcIkIiIiMpm73AEQERERkeO5ceMGiouLERoaqrU9NDQUJ0+e1PuYbdu24ZtvvsHBgwdNOkdBQQEKCspWuc7OzgYAqFQqqFTi1ystPaYUx3ZGbC/TWdtWaqFsEStnb2++rkzHtjId28p0ztpWpj4fJsmIiIiISHI5OTkYPnw4vvrqKwQFBZn0mNmzZ2PGjBk62zds2AAfHx+xQ9RITEyU7NjOiO1lOkvbKj1didJJQAkJCSJGZL/4ujId28p0bCvTOVtb5eXlmbQfk2REREREZLagoCC4ubkhIyNDa3tGRgbCwsJ09j937hxSU1MxYMAAzTa1umR0jLu7O06dOoUGDRpoPWbKlCmIj4/X3M7OzkZERARiY2Ph7+8v5tMBUHKVOTExEb1794aHh4fox3c2bC/TWdtWa+4cxOFbJQtixMXFiR2eXeHrynRsK9OxrUznrG1VOhrdGCbJiIiIiMhsnp6eiIqKQlJSEgYOHAigJOmVlJSE8ePH6+zfpEkTHDlyRGvb1KlTkZOTg08++QQRERE6j/Hy8oKXl5fOdg8PD0k77lIf39mwvUxnaVspFWWlpF2lrfm6Mh3bynRsK9M5W1uZ+lyYJCMiIiIii8THx2PkyJFo164d2rdvjwULFiA3NxejR48GAIwYMQK1atXC7Nmz4e3tjRYtWmg9PiAgAAB0tpPruJp1D3mFxWgYUlXuUOyaAEHuEIiIXAKTZERERERkkSeffBLXr1/HtGnTkJ6ejjZt2mDdunWaYv5paWlQKrmYOhkWM2cTAGD/271R3ddT5miIiMjVMUlGDiG3oAjBfrrTLYiIiEhe48eP1zu9EgCSk5MrfeyyZcvED4gc0sWbuUySmWjBxtN48oEIhFerIncoREROh5f2yCF8knRG7hCIiIiIiGShgELz/wUbz+Dpr3fJGA0RkfNikowcwsWbuXKH4DT+PnQVX289L3cYRERERGSiijXJzl1n35iISAqcbknkYib8dAAA0PW+YNwX6idzNERERERERET2gSPJiFzU7dxCuUMgIiIiIiIishtMkhERERERERERkcvjdEsiIiIiIiI7JAgCFv17DsmnrssdChGRS2CSjBzC3YIiuUMgIiIiIhEVqwXjO7m4LWdu4IN1p+QOg4jIZXC6JTmE0xl3ETl5DT7ZeEbuUBxaYZFa7hCIiIiIUFikRtcPNssdht27mnVP7hCIiFwKk2Rkt2b8fUxn28cbT8sQifM4evWO3CEQERER4cS1bFxhAoiIiOwMk2Rkl9Ju5mH1watyh0FERERERERELoJJMrJLBUXFBu87fDnLdoEQERERERERkUtgkowczo27BXKHQEREREQiysxh/46IiOTHJBmRizp4KUvuEBxK/C8H0f/TrVAVc/EDIiIisT33wz65QyAiIrJNkmzhwoWIjIyEt7c3oqOjsXv37kr3z8rKwksvvYTw8HB4eXnhvvvuQ0JCgi1CJXIKyacy8efBK5XuM3vtSRtF4xx+338Fx65mY8e5m3KHQkRE5JR2nud3LBERyUvyJNnPP/+M+Ph4TJ8+Hfv370fr1q3Rp08fZGZm6t2/sLAQvXv3RmpqKn777TecOnUKX331FWrVqiV1qGRHBLkDcHCjvt2DSSsPctUoIiIishvF6sp7eEOW7LRRJERERPpJniT76KOPMHbsWIwePRrNmjXD4sWL4ePjg6VLl+rdf+nSpbh16xZWr16NTp06ITIyEt26dUPr1q2lDpXI6dzOLZQ7BCIiIiJk56sQ/f5GTFp5QO5QiIiIDHKX8uCFhYXYt28fpkyZotmmVCrRq1cvpKSk6H3MX3/9hY4dO+Kll17Cn3/+ieDgYDz11FN444034ObmprN/QUEBCgrKCn1mZ2cDAFQqFVQqlcjPCJpjSnFsZ2NNWxWpigzfV1TsdO0v1euqqKhI65hFRdrt6qjtKOf7sLhCm9o7fmaZjm1lOmdtK2d7PkT25O9DV3HjbiH+PHgVnwxpK3c4REREekmaJLtx4waKi4sRGhqqtT00NBQnT+qvh3T+/Hls2rQJw4YNQ0JCAs6ePYsXX3wRKpUK06dP19l/9uzZmDFjhs72DRs2wMfHR5wnokdiYqJkx3Y2lrTVtTzA0MszYete3DvnnBMyxXtdlbTdtm3bcLFq2dbUnLL7ADh8rT/bvg9L2m33nj3IOeN4rz9+ZpmObWU6Z2urvLw8uUMgcgkz/z6OujWk66cTERFZStIkmSXUajVCQkKwZMkSuLm5ISoqCleuXMG8efP0JsmmTJmC+Ph4ze3s7GxEREQgNjYW/v7+osenUqmQmJiI3r17w8PDQ/TjOxNr2up0Rg7mHNI/2vAyaiAurr0YIdoNsV9Xk1I2AAA6d+6M5jXL3gcHLmXh46NlC2fExcVZfS45yPE+LG3T9g88gC6NgmxyTjHwM8t0bCvTOWtblY5GJyJpLd1+Qe4Q7JogCJj1zwnUCqwCH0/dmTSl/j50FVW93NG9SYgNoyMicm6SJsmCgoLg5uaGjIwMre0ZGRkICwvT+5jw8HB4eHhoTa1s2rQp0tPTUVhYCE9PT639vby84OXlpXMcDw8PSTvuUh/fmVjSVu7uhvdXKBRO2/Ziv67c3d21jnfk6l2d8zkyOd6HbhXa1FHwM8t0bCvTOVtbOdNzISLHdeTKHU0icfZjLQ3uN+GnkvpuqXP62yQuIiJXIGnhfk9PT0RFRSEpKUmzTa1WIykpCR07dtT7mE6dOuHs2bNQq9WabadPn0Z4eLhOgoxckwIKuUNwGKv2X9a6Peuf4zJF4ti2nL4udwhEREQOTXC8SgWyuVtguDYvERFJS/LVLePj4/HVV1/hu+++w4kTJ/DCCy8gNzcXo0ePBgCMGDFCq7D/Cy+8gFu3bmHSpEk4ffo01qxZg/fffx8vvfSS1KESOZ1vt6di94Vbcofh8L5IPit3CEREROQieEGYiEg+ktcke/LJJ3H9+nVMmzYN6enpaNOmDdatW6cp5p+WlgalsixXFxERgfXr1+OVV15Bq1atUKtWLUyaNAlvvPGG1KESOaULN+6ifb3qcofhNAReCiciIjKbgnkfIiJyADYp3D9+/HiMHz9e733Jyck62zp27IidO3dKHBXZMwFMRFjqxDXtwtPbzt7Ekw/UkSkaIiIiIiIiIscg+XRLIktwsI7lnv9xn9btvw9dlSkSIiIiIjIXR90REcmHSTJyOBxlVrm7+Sz2SkRERPaFF0CJiMgRMElGREREREREVE6xWsCJa9lQq5nhJXIlTJKRw+GVSCIiIiJyVuzr2oeZfx9Dv0+24oP1p+QOhYhsiEkyskvsHBARERE5D9bZsgybTT7fpVwEACz+95zMkRCRLTFJRg6HnazKMb9IRERE9oYXQC3DZiMisi0mycjh7Em9LXcI5GLYsSciIiIiInJ+7nIHQETkSJgvIyIiIqnM+uc4Vu2/LHcYLutK1j0cTMtCvxZhcodCRDJhkoyIiIiIiMgOfLPtgtZtc6qMHLqUBV8vdzQMqSpuUC6k05xNAIC5g1rKHAkRyYVJMrJLAsfrWEzg3EAiIiKyM6wpaxlTe3WZOfl4ZOF2AEDqnP7SBeQidpy7KXcIRCQT1iQjIhJBUbFa7hCIiIjsFq/hSUcQBFy6dU/uMOxeZnY+5q47iUu38uQOhYjsGJNkRE6GfVDx3cot1Py/QKWbDDuTkYOm09Zh7rqTtgyLiIiInBwH4Iln3A/7sCj5HLp8sBnvrTmOgqJiuUMiIjvEJBkRkRFnMu9q/n87r1Dn/rnrTkFVLGBR8jlbhkVEROSU7hUWY93Ra7hbUCR3KOREDl7K0vz/q60XsHRbqsF9OfKRyHUxSUZ2hzW1bIdtbb73E07IHQIREZFTe/vPo3j+x/0Yv2K/3KGQE0vjtEubuFdYjM+SzuBkerbcoRCZhEkysiu/7L2E6PeTcOwKP0QtZU7e62y5EVJkmpx8XtUmIiKSyvM/7MNv+y4DAJJPXZc5GnJVXGhCPAs2nsaHiafRd8FWuUMhMgmTZGRXXv/tMDJzCvD6qsNyh+ISijmSzGKqYjULvxIREYls3bF0uUNwConHM7DlNJOMlqrYRf6XbWmxQ5ez5A6ByCxMkhERWWD4N7vQ5YPN2HwqU+5QiIiIyEkduXLH6D4lI+/Ksjprj1zD2O/3YsTS3VCreUFUDKsPXJE7BCKyESbJiJwM64zZxs7ztwAAy3emyRwJERGR/WPvxDLLdxnvZ7z222H8e/qG5vYLy8tqubHdiYjMwyQZERERERFJJjM7H2+vPip3GE7tTEaO3CEQETkFJsmInEhBUTGyWVieiIiI7MgXyefkDsFlcYZBZdg2UstXFWP3hVtyh0FkFibJiJxIpzmb5A6BiIiIiIgIE386AJbFI0fDJBmRE7lxt1DuEIiIiIiIHIACgGmj7RQAsvIKcTuXfW1zbDieIXcIRGZjkozIRey7yKHORERERHIRBOCdv0/gy385/dRe/HXoKu6flYhd529qba+YNlOpBbSZmYi2sxJRWKS2XYBEZHNMkhG5gJx8FQYtSpE7DKdxr7BY7hCIiIjsQq4K2HrmBoo5p8qoS7nA8t2XMHvtSdGPzdJjlpn40wHczlNh9LI9le53N1+l+X/WPY4mI3JmTJIRuYB9F2/LHYJTWbnH+HLsREREruDDI2545vv9WL7rotyh2L3y19geWbgdqw9ckfyczJ2ZpmKSUSFPGC7pbgEXHSP7wiQZuYR8VTHWHrmG7HJXgZxFvqoYv+69hMzsfLlDcRkFFYbZK9iTEt3563cx8+/jfF0TEdm5mwUlX4IJR67JHIljOXQpCy//fFC04607li7asYhs5bsdqWgxfT1+2s0L0GQ/3OUOgMgWZv1zHMt3paF9ver45bmOcocjqo8ST2PJlvOoWc1b7lCIRPPI59uRU1CEo1fu4Jfnnes9S0REVEqtFqBU8mqbHCpLzPx16KrW7fIDzRQcZyaa6X8dAwBM+f0IhravI3M0RCU4koxcQumX4O4Lzle8fuN/q8ZcvWP+iBt+yYtBQLoFbU+Vy/lv6P3BS1nyBkJERCaprCbW7TzWcDKkzcwNmu86U1ZZNBdrlYmjfDtyBgGRc2OSjFyCq9eSdfGnL7qKfaMjV+7IEgcREZE9Ky3m/+fBq0b2dF3Z+UWY8NN+ucNwefdUXJSJiEowSUYu5+LNXLlDICfGRRKIiIiAs5k5aD59HT7ccEqW85+/fhc9P0zG7/svy3J+c5SOUpJi1JfAS6Wi+Pf0dc3/OZCMyLkxSUYup9u8ZEROXoN7hbxiRJWbvfYEhn+zy6zHDFq0Q6JoiIiIHMectaeQr1Ljs01nZTn/G6sO49z1XMT/ckiW89uLfJXa+E5kFgXnWxI5NSbJyGUt+vec3CGQHbuVW4gv/z2PrWduyB0KERERmSnPAS+GXr1zT/RjLtwsT5LSmTFFRuTcbJIkW7hwISIjI+Ht7Y3o6Gjs3r3bpMetXLkSCoUCAwcOlDZAcknpEnRE7JaBkfYcgm/Y/bMSDd7HC4hERETaKvYo5P6udMSC9T3m/yv6MQ+ksQyEqaRYOIGIHI/kSbKff/4Z8fHxmD59Ovbv34/WrVujT58+yMzMrPRxqamp+N///ocuXbpIHSIREdmJe4XFOHEtW+4wiIjIASUez0CH95Ow8/xNuUOxSGExp0bKKfr9JLlDICI7IHmS7KOPPsLYsWMxevRoNGvWDIsXL4aPjw+WLl1q8DHFxcUYNmwYZsyYgfr160sdIklkQdJZfHzETZJjF7EToaHmVS9yIgM+34Z+n2yVOwwiMoM5Mwa++uordOnSBYGBgQgMDESvXr1MnmFAZMzY7/ciPTsfT39tXj1RZ6bg5ECTZeYUmLSf3KMkHdmp9Bx0n5+Mvw5xxVuyX+5SHrywsBD79u3DlClTNNuUSiV69eqFlJQUg4+bOXMmQkJCMGbMGGzdWvmPpYKCAhQUlH2gZWeXjEBQqVRQqVRWPgNdpceU4tjOZmHyeQAKLNt+AaM61RP12Ddz7qG6r6dVx1CrBbv5O1rzukq9mWd0n6LiIv3bVUV20wbmkPt9qFary/1fN0lpT20qd1uZ62zmXa3bAmz3PnW0tpKTs7aVsz0fWyidMbB48WJER0djwYIF6NOnD06dOoWQkBCd/ZOTkzF06FDExMTA29sbc+fORWxsLI4dO4ZatWrJ8AzIGRWpWVCCpMPEo+UmrTyACzdyMfGnA3i4dU25wyHSS9Ik2Y0bN1BcXIzQ0FCt7aGhoTh58qTex2zbtg3ffPMNDh48aNI5Zs+ejRkzZuhs37BhA3x8fMyO2VSJiYbrFVGpkpfX37tPIeTOCbMeY8x3fyahcYA53R/d4166dAkJCRfNOIb0LHtdGW+zPXv2AtAd1bd161ac87XglHYiMTERtwqAvCKgtujPw3C7njhxAqXteSg1ExVLuCYkJIgdjNUc5zNLu93VarXN29Nx2kp+ztZWeXnGLzqQtvIzBgBg8eLFWLNmDZYuXYrJkyfr7L98+XKt219//TVWrVqFpKQkjBgxwiYxk23YOo1QsZ4U60uVYLqQ7Em+yvEW1CDXI2mSzFw5OTkYPnw4vvrqKwQFBZn0mClTpiA+Pl5zOzs7GxEREYiNjYW/v7/oMapUKiQmJqJ3797w8PAQ/fjOZFLKBgBASEgI4uLuN+sxxpxBOF6Ja2N2LOVFREQgLq65yceQkjWvK1ParF27dlhy8oDO9i5duqBxmJ9Z57MH5dur2czNAIDN8V1QO7CKaOeorF2bNm2KPy+eBgDkC+4AtL/w4+LiRIvDWo72mVWx3ZVKJeLi+tjk3I7WVnJy1rYqHY1OprF0xkB5eXl5UKlUqF69ulRhkq1UyMXYckrat9sv4LNN2qs4nkzPsV0AVrp8+x66fLBJkmMzVygBDiQjcmqSJsmCgoLg5uaGjIwMre0ZGRkICwvT2f/cuXNITU3FgAEDNNtKpzW5u7vj1KlTaNCggdZjvLy84OXlpXMsDw8PSTvuUh/fmSgUStHbSqFQWH1MpdL6Y4hNqteVu7v+2nDuHu521wbmKB/7H4fSEd/7Ppuc101Z1p65epaYt8c2ddTPLAVs/z511LaSg7O1lTM9F1uwZMZARW+88QZq1qyJXr166b2fZTXsW/l2Ugtqze2sPBXWH8sw9DCLz2HIjL+PW30MqRmL4dItaVZdFwT7KS9iKnt/HxYXqWAvodl7W1WUnV8WZ8WYpX4OjtZWcnLWtjL1+UiaJPP09ERUVBSSkpIwcOBAACVJr6SkJIwfP15n/yZNmuDIkSNa26ZOnYqcnBx88skniIiIkDJcIqd1Kv2u8Z0c3KdJZ2yWJHOlgq3FagG/77+MqLqBqB9cVe5wiMiJzJkzBytXrkRycjK8vb317sOyGo6g5OfE7Vu3NdPjfz2vhFjrg81bvhbNA40Nh6r8J409lEE4ckuBnZmSr5mm4/bt25I//3v/lb6tIvIvSzHfh+l5gFg/fRM3JMLbruZj2fNnlnZD3cotS1KUvC7dK9yWnv22lf1xtrYytayG5G/v+Ph4jBw5Eu3atUP79u2xYMEC5ObmampXjBgxArVq1cLs2bPh7e2NFi1aaD0+ICAAAHS2k3NJPJ4BdzfTMw9X70hztc1ZzV2n/4p+voqrhDqromI1Bi1OQWT1Kuhhxe/I3/ZdwhurSi5epM7pL1J0ROQMzJ0xUN78+fMxZ84cbNy4Ea1atTK4H8tq2DeVSgWklJQ9CKweiLi49gCAhJ8OAhmZopxjyUk3nJkVW+k+xkpP2EMZhElvm1ZSRGzVy/1dpFBUrEbTdzYCAI6/0wsebtYnAqV4HzYSsf17x8bCz0ZZspz8Ivh6ukGp1P87yd4/syp7b9Zq1QlIKVuJVur3qb23lT1x1rYytayG5O/uJ598EtevX8e0adOQnp6ONm3aYN26dZqh+WlpaVAqbX9VhezHnTwVxn6/16zHHL2Sjdu5hQi0coVLVzd51WGse7mr3GGQBPZevI1Dl7Jw6FIWenS0/Dj7Lt4WLygicirmzhgo9cEHH+C9997D+vXr0a5du0rPwbIajkNZrryG2H17a/8Wrvy3tLZEiSAIyFepUcVTf+mOnMJCzf/zioAgb/Ha2tT3oVot4EzmXdwXWhUKGwz39/ivXElWXiH+OnQVD7WqieoS/Ca5eDMX3eYlI6ZBDawY28FITI73mfX4l7u0btsqfkdsK7k4W1uZ+lxskgIfP368wc5ScnJypY9dtmyZ+AGRXckpsGyu87nrd9HOl4V+reFIRW3JPGonqdRbWKzGvou3EVU3UO5QiEgPc2YMAMDcuXMxbdo0rFixApGRkUhPTwcAVK1aFVWrckq3Iyu/iqKTfAU5BWv/FhNXHsTfh64i6dVuaKCn7EL5AU5y9T3e+fsYvk+5iAk9GuLV2MY694u9omJpIm78igPYdvYG/jp4Fb+9ECPqOQDgt32XAQA7zt0U/dhEZBiHcJHTU6v1f2FzqiFZyhZXKanMoEU75A6BiAx48sknMX/+fEybNg1t2rTBwYMHdWYMXLt2TbP/okWLUFhYiMcffxzh4eGaf/Pnz5frKZAEhIpLXZJsrO2y/H3oKgBg2fZUA8cvO4GtcmQLN5/Fgo2nIQgCBEHA9ykXAQCfbTqLgqKyhNiFG7koKCrGr3sviXr+0me87ewNACWj96XA3iaRPOys5CA5I0Hmy4mGzv7Xoav4dGhbm8ZC5GhOcbQhERlhzoyB1NRU6QMiItEZSnwqbDySLK+wCPPWnwIArNx9CS1qadcm/HrrBbzUvSH+PX0dI5fuRqva1TCgVU3J4yIi58GRZEREFRQbGH1YSu7Ery0dunxH7hCIiIjs3q7zN5F0IsP4jk6mfJfISPfJbFvP3sDwb3bh0q2yFemKyp0kPTsfG09oLxBx/nouAOCX/0aPHb58R/RVye1hQsELP+7D4MU7DM6YISLLMUlGNpF8KhMXbuSKekx+JdiX5bsuYsyyPaLXfZDDltPXK71/zZFrld5vDxQOOEj/Vm6h8Z2IiMjuudC1JI0nl+zEmO/2IiM7X+5QbKt8kkzkhM0z3+3H1jM38L9fD4l6XGvZqo9VUFxWGmbk0t1a7bv2aDr2pN5G/893IJvdJyJRMUlGkjtw6Q5GfbsH3ecnyx2KjrOZd+UOwWm89cdRJJ3MxMilu+UOxWrGEn0H0rJsE4gV7qmK5A7BbLsv3JI7BCIislD5xJgL5sg0btwt0Lqdk6/CuqPpMkUjjbOZOZiz9iRu5xbaZMGGm+UuohUWyV9TWKEoq9UmlVX7LuPLf89rbv97+joOXykZ3V9+RsPZ67l4e587VyMnEhGTZCS5m3Y8OmTQoh12N3XuTp7+1T5PXMvW+QLc8V/BUHuyi4kOuzDtz2Nyh2C2pdsuGLwv/Y6LXZknInJQhy5lIfG4+NMO027m4e3VR5F2M8/4zjKqOMrohR/34/kf98kUjXiJq/LH6fXRFiz+9xzeWn2kwnRLafrU5VvUHvoD13MKMOGnA5Ke41U9o+cKKrmIO+TrPVKGQ+RSmCQjl3bnngrf7UiV/DyCIOD89btGE3KfbT6H1jM3aJZ8Lq/fJ1sxaNEO3Cx3hfJ0hnMUVf9uRyoeWbgdWXn2m1B1NJdv35M7BLPtTjWcYB2yJMWGkRARkblK6zQ9snC7JMcf9s1O/LDzIp7+ZpckxxdLxXpV2+zwgqZYDl++ozVqsFikJJlaLSC9XC5UKcMKmpXJMnBBWyw/7ryod3vhf9Mv7aENiJwZk2Tk8j7ffE7yc3yadBY9PvwX7d9Pqny/TSWxvPXHEYP7ZGQXGLzPXhQVmz4UXq0WMP2vYzh0KQtfJEv/t3AkR6/cwYvL9+HaHcdLeIkt1c5HDhARuTqpf7hfulXyXZhWroh7Tr60yQpL2ENR9/KkjOfy7XtaF4DFqkk2K+EkZh9y19w+lZGDWf8ct/h47645IUZYGuuOSVubdurqo3q3W9u8R6/cwZt/HMH1HPv/LUEkJybJiGzg442nAZQMz06/kw9BEJx61FTMnE0mF/DfUG5Kxr1Cxy/6L6aHPtuGhCPp6Dh7k9yhEBER2ZUfdl5Ey3c2YNl2w1P1baV8oqh0uqUgCJLXrTKF1MlLKQ7/465LOtu+2XYB568bryVcWiNNylzlQhtcYNdn5NLd2J92GxNXWjbV86HPtmHFrjRM+f2wyJERORd347sQkZje+esYalT1xPJdafhmZDv0bBoqd0iiy8wpwP6024hpEGTCvpbXljhTYeGFU+k5aBzmZ/Hx7MmKXWlyh0BERGQyW88Ae/u/0Tbv/G35CCMplI7cSj51XfK6Vba0fFcaFApg5sMttLaXr0Mm9Wtg29kb+OdQ5aO4cvKLcN/UtXZR4B8oSZa+9tthNAypiue7NbD6eI99scPqY5xyknItRFJhkowkcfS/1VfswbGrlcdi62Hx2fkqrDtWssrRhxtOO2WSzBzF6vKdKwG7zt/E5lPX8UrvRvByd6v0sW+t1i5Of+eeONMuyk/lkMublUy5JSIiIvtRfrRWabfy0OUsOUKR1I8701DFo0LfzIbZUVMWJZJi0Qhr7Dx/S1NrWIwkmSuY9udR1PD1wqRejeQOhVwUp1uSJAwVw88tKMKX/57DxZu5Novl4c+lKSArpYIitVbyaJWeQv7OYkaFK8BPLtmJxf+ew7fbU40+tqhCcQaxVir9wUDBVCIiItLPzkpx2VT53kfpxVd7Ka4u9sXgr7ZqT28t/zTt5Tnbi9QbuRj61U7N7Sm/HzG5HImUDP2dCovUyC0osm0wFZzNvIvvUy5qStUQyYFJMpLEEQMjyd5POIHZa0+iz4ItNolj30XDq+WVsnXxypTzNzX/P34tG08sTilZHajCF1b5lW3mrDup+X+xSEVR7V3qDdslUiuydmXI+J8PihOIC7Gn0adERGQ+AcCG/0bKi80eanuZ7r+aZDJHYSvl+6+Cyzxr04z/ab/W7Z92p6HLB5t1Fri6fDsPBUXyJ886z92E5tPX466MibLyScStZ67jgoy/B8h1MUlGNrXzvwRRvsr6OgGmXK06nWG8wKfUsiusvFQx7t2ptzDk6924ViEvs+lkpt7jDfh8W9mxRInQ9vJVxbh4M1enM62wg+vQN+9anzT9/cAVq67EnUrXrRVhzSi5pCvyt6sxD322zfhORERkt1TFaoz7YZ8kx7a2ttdpiWswaRXuV+huk5P0hfvt43nao2tZunV3r+cUaBXeP5B2G53nbkb/T23XDzL0msj8b+CAWBcu96YaH6xQmeHf7Eb3+cmixEJkDtYkI9nZSR9CMgs3nzW6j6pYwNxDpr8di9WC0Vpr9iq3oAjNp6/Xe5+1HS1jjy4qVsPdrfJrA7kF4lzJyy0ogq+XZR+xfxy4orNt38XbaBdZ3aLj/ZXmhsk5BahZ3cOsx/HqHRERmUptxx26rDwVBEGAQqJCtOWf+S97L+HRtrXspn+79+JtaZ+7oP//ZFjCkbKLxH8eLBkleTZT/gv7pcR6Lz++OMXsx/A1RPaAI8lIEoY+4PRttnQZY0dx826h6Mds8GYCHv58u049L3vy1Fe79G7/da/ust5iOXY12+B9k1YeQNtZibidW/nfw16viFbsaAiCgNUHruCMiVfH8y0Yxp+VJ/5rl4iIHJuhEVKVfQfL7d/TmWg7K1Gyou7lm+TLf8+j74KtdtWf2HxK/+wEMZRfRfLHnRex5fR1yc7lSDafysRNI31OsR0WabEItX0sDEokGybJSHYH0rLkDsEu2aprlXg8A5ckWs1R37RBKZdqn/WP4WP/efAqcvKLsPqg7iit8sS6giX13y/xeAZe/vkgen9sm/p+REREc9edRMycTXpLE9jzCJCFm88hK0+Fsd/vleT4+hJi9tQeV/RM+xPLkq3nNf9fvisNI5buluxcjmT0t3tM2m+ZgcXOLCHWYmUTVx7AwUtZohyLyBExSUaSMHj1zMYdBnvqoFhDyopSY7/fiy4fbJbk2FKvYmrPlbY2nrD8anXFgq6lyo+CO3zZMafbEhGRY7qVW4hFyedw7U6+zgqHrk5ff9NF1lnCil1pcofgsComoraesY9ReLdyCzFwoTgJN3MUFBXb1QhMcl1MkhGRw5Lia1SsY771x9FKR7ZV5utt+n98XMmybtVNc6mK2VEhIqKSBXfun5Wouc0fssZtOinN1E6LCAKu3bmHLh9swpf/npM7GoP+OnQVneZskjsMm6mYiPrfr4dscl57WVSiosZT12H3BeuK/ROJgUkyIgdgn19lxpkbt6qo7BE5Mi4/LZZvDCS7DJGy02LuoTOy8/HEl9p10A5x6D0RkUu6nmP9ys/OTF+hc3tYYb28jzacxqVb9zB77Um5QzFo4k8HbH5B0BUJKFmcqePsJHy73b5Ghb675oTcIRAxSUbOTaKFfGyi/NQ6O73gI7qfyxX1X3P4miTnMPaSkOvq2qSVBxD78RatArgVXb4tTe04fX7eo7vAQka2dDVNTJEsYeFhIiIiZ/X2n8dQ5CrzP2Vy6VaeWX3IzSd1+zQKGxUSUQCY+fcxXLuTb9eLgBHJhUkykoSrJHWkdOQKa04ZI0VXQq4+5J8Hr+JM5l1sO2u4HsXzP+7X/L/8VJdiF+n4jjKxCC4REYmL/brKOVr7ZGbn4+ut53EnT1Xpfjn5ld8vFkEQkH5H3gtx1urywWa8Z8YoqNHL5O3TlE+aXr6dhwk/HZAxGiL7wiQZScLQiBMH60PI7tz1kqH69j4iztDfW+qwjb2e8lXF+HrreZy/Xjbl4aJEK3lao7LRY6bYfvaGSJFUTiHiC/Hf09fRd8EWHDUzGXw6Q3fFVCIiIjnpm25pz4Z9vQvvrjmB+F8O6tx38WYudl+4hc+SzqDlOxtsEs/7CSfQYXaSTc4lJUM1ZW0p08RR/+VfsuNXHMDfh65KFBGR42GSjCSRnS99PSlThjQ7WJ9FR88P/0Vmdr7dFtgs9ddB/V+sFaM+fjXbrOPeuWfdFcxPks7g3TUn0OPDfzXbvt2eauRRtm/r71NSzX5M+ZdEkVqNRxZuR+TkNcgVqZbbR4mnRTmOISOX7sbJ9ByzR4eZuqQ6ERGJJ6fANiOKTLX2iDQlGSxl3720En8cuKL5/5nMkouHSXqm/HWbl4wnvkzBh1b0A/44cBmXbuVhT+otgyt2l8fVUsvsT7tt1eMz9dQPzFcVY+z3ezW3K75ey19MFsPl23l6E7DWmrr6CIZ9vdNlZlCQfJgkI1lZk/y5eNP+RgRJ4UzmXdy4W2h8Rwfw7HfmJTii39+IiZUM/zY2rmlvqmOskGPJa/nEtbKE46Vb9zRF9T/ffFassHRIMTLQ3KkcmTmOPR2DiMgRTfvzmNwhaHlh+X7jOxmRcu4mHv58G45ctr68hZ1fy7S5V34+hC4fbMbgxSmYv0Hai27OJD07H499sUP04/6y9xISj5ettnrtTj62STgLof+n2/D7/ivGdzTTjzvTsP3sTYfp35PjYpKMbKpiUmzjCcsLcU/544i14ZCN7Dh3A1ey7uG2kdoXFeWr1Pjr0FVk5dkuSXjplmOsqrT5VFntsnuqYs3/L9+WLn4ppv0WmDnVlD9EiIhsb99F60a32KOhX+3E4ct3MOzrndYfjN9NBi3+95zcIdhUZnY+3k+wrxUas43MzBDz5XvxZq7VM0EqOnEtW+s3ZDE7gyQxd7kDIOdT2RDY1AojZtLvWP6DnkNt7Z8gALvO38RTX+0CYHmSxdLvwj2p+jv1fx68gux7KgzvGKlz3/9+PWTZyURiTeJYTgVFxfByd5P8PFydi4iIxCRGiRDBQbNk9l7z1hE9/+M+7E/LkjsMLeev59rsXOWndYql3ydb8VZcU9GPS2QIR5KR6P46ZPrwWqm7FPzyN93B/6briW1PuSHR9nLhZ9LKg3j7z2O4pKeI/81ccUetmTuleMWuNAvOYfZDRLVw81k0nroOW88YXpmTiIicj9gjRhyV3N/DlnLUuO2Z3Akyfb99fj9Q+W8zQz+XCoqKsXDzWRy7avqU5As3pEnIudqIRJIXk2QkuitmTPfKzNYtLmmp0xk5SK3wwewMo81s1YFZdzRd9GNm22jpcEvZonNfvgaEIZtPWTd67Hq5Iq1yLPIwb/0pAMCU3zkFmojIVVy+nYd272+WOwzZCYKgt1g6kRwUIlaQXZx8HvPWn0L/T7fJcn45z0GujUkyks3mk5lWFxkftGgHzl+/i5x8FWI/3oIH5ydDXS4x9tXW89aGSVZ4/bfDcocgu+0mFEa1to7Y0u1lq0L9c/gaft5j/mi08m6JPJquopPp5q1ySkRE9mftEfEvrjmi1387jD4LtsgdhkVsNeNiT+otDFq0wylr2zkDQ1OOj5oxgozImTBJRrIZvcy8lQ712XfxNib8dEDrCl75cTSusgKmPVOI0ANz/PGAtvXGKt0RXea04ZsGRoQZW6HK1EFsy7anmhENERHZI1coabH5VCZiP/4Xhy9nGdzn132XbReQgxq8OAX7Lt7GoEXir9xI0jFlNoSt8LcA2RKTZOTwsvJUrKkgAmfr7IqxpLsYbtwVd1RWRnY+8sutZikFQ1cOT1zjCDAiIoLD/2LdYcIobwAY/e0enM64i2eWaRcjLypW40xGjiwlDpwN21BcUvXnN5/KxNErJvStnez3BLkmmyTJFi5ciMjISHh7eyM6Ohq7d+82uO9XX32FLl26IDAwEIGBgejVq1el+5P9kXv1udLP5uNXneMHva2SV7Y4jaXPxZKHDfjc9PoJUlpz5Jqox1MVq/HnQdMXx7ClK1mmTRtdueeSVeeRon4eERG5jvcSTpi1/427BVi6ray0wfgVB9D74y1Ysdu68gau7ubdAsTM2SR3GE7p5t0CUROQo7/dg4c+M963Zo6MnIHkSbKff/4Z8fHxmD59Ovbv34/WrVujT58+yMzUX6g6OTkZQ4cOxebNm5GSkoKIiAjExsbiyhX7/FFIun7cKW+HofTrIO7TrbLGIRZbXWCTKhn3TblOpaUMNcGZzLtWH9sRZd+zfrl6qZRfzVQqr/5yUPJzEBFRCX2L3Hy55TzeXWNeosmeKC3o9Mz857jmAuy6YyUXa5ZsYe1ba3y97QKu3cmXOwyncregCCnnbiLq3Y0Yv+KAzc9fUKSW5LgccUi2JHmS7KOPPsLYsWMxevRoNGvWDIsXL4aPjw+WLl2qd//ly5fjxRdfRJs2bdCkSRN8/fXXUKvVSEpKkjpUEsmNu7Zd4cfU0Sskj/JF4MX6fitdtfSeyrovYlt93y7cfFa0L/e0m3lmXwE3lzUJ04orzJriFytHlhERkTSOXrmD1jM2yB2G3bhxtwC/7i37znL03+2CULJCdr9PtuK7Hak2LatwJiMHF2+a32egyg1enIIJP+0HUDKb4Y8DtquZpyqWJkEGAEXFZW82ZysRQ/ZH0iRZYWEh9u3bh169epWdUKlEr169kJKSYtIx8vLyoFKpUL16danCJKfg4L2USqRn2+YKmzXLKW84btr0NzGmW777z3E8MHszbouQi7VVgnXe+lNIOqF/9Ky5nvp6lyjHqYxauj6OXq+vMm8V1NzCYq1VbImISBrf7UiVOwTRDVmSgiNGaisVqwW9I+E3nczEa+VW7hacoP+5YONpnLiWjel/HUO/T6SfhfHLnku4lVuI3h9vQQJXSJVE+Xq4r/x8SNRjv/PXMaTrGf0nCALiJHz95BSUzaLIsNFvI3Jd7lIe/MaNGyguLkZoaKjW9tDQUJw8edKkY7zxxhuoWbOmVqKtvIKCAhQUlP1azs4uuQKiUqmgUukOD7dW6TGlODZZ7kZ2WbKjsLAQ7m7m5X+l/Huqrcw4/O9Xcb/cDFGr1Ra3w55U05b0VsCydObNu/dQ1bMkVfb1f53WpKv6/8a3cvLg5+1h0nGz8wps9l4+fz0HKpVusv96jm1GXprzmahvak3541SmuLjYJm06b/0JxPdqJOox+fluOmdtK2d7PkTWcsYRGzvPGy8L8NPuNMz657jO9mUVkoaXbjn+bIblu2xbJuX1VYfx5MUIm56TxLNsRyoOX87C7y920tquFmxXBmXSyoOIaRCEYD8vm5yPXI+kSTJrzZkzBytXrkRycjK8vb317jN79mzMmDFDZ/uGDRvg4+MjWWyJiYmSHdvx2f5lNeTrPZr/r123Dm4K8+JISEgQP6j/nElVwhEWkj139iwSCk9b+GjT2rpkyqH5Pe7nv9mKCc1LV3QsOVeegbJcM3/ciPuDBJNiOnz4ELyuHaywVZrX7/Hjx5GQdUxn+0/nbPP62L5tO05XMW3foiI3GPo7/fF3Arzcym6XjH4va7Mjhw+jSrqxxK71bbzo3wtoUnjG6uPow8930zlbW+Xl5ckdApFdsWaUuSM75iSLP9mrHedNW12U7NPhy3dw8FIWwqt5I9S/5De6rWuGHb6chZ5NQ43vSGQBSbMZQUFBcHNzQ0ZGhtb2jIwMhIWFVfrY+fPnY86cOdi4cSNatWplcL8pU6YgPj5eczs7O1tT7N/f39+6J6CHSqVCYmIievfuDQ8P00aruJpJKfLWrujXty/c3ZRmxREXFydJLL/svYwjKbpXIu1Rw0YNEdezoUWPNbWtBQs722ezFZq/Uem59t3Qn1hq1qwZdl++A8D4EP42bdogrnW41japXr/NmjVDXExdne0bfj4MZEo/3aBz585oEGraZ+LUA5uQX6w/C3nZtzEm9GiguV2gKgZ2ltWMbN26NeLa1qz0+GK1cb9+/aAQcZgDP99N56xtVToanYhK6gvlFxUb35HITLYu60DiKlILGLhwOwAgdU5/ALYvfOPo9QDJvkmaJPP09ERUVBSSkpIwcOBAANAU4R8/frzBx33wwQd47733sH79erRr167Sc3h5ecHLS3eopYeHh6Qdd6mPT5Zz9/CAh5nTLS/eLkDDkKqix/LWn46RIAMANzc3u35NmxrboSvZWrUYKuNuw+esVCr1nkuhtM1VencPd5Ofa2URXc8t1DpOcYVRcO7utmvT2evPYPqA5qIfl5/vpnO2tnKm50JkjbsFReg4Owk5+fa7mrKYCovU8HS3/1H/zkLKAu9ke3L8PZkjIylJ/m0QHx+Pr776Ct999x1OnDiBF154Abm5uRg9ejQAYMSIEZgyZYpm/7lz5+Ltt9/G0qVLERkZifT0dKSnp+PuXdvMcSbXZKu6UPbMWTosaw5fw64LxuuNAMCrvx7CBQtWYxSTPS59LuboLCl9uz1V7hCIiJzSltPXXSZBBgBLtpyTOwSXouYwIKdxNesemk1bhzd+M28RJiJ7JnmS7Mknn8T8+fMxbdo0tGnTBgcPHsS6des0xfzT0tJw7do1zf6LFi1CYWEhHn/8cYSHh2v+zZ8/X+pQiVzaouRzyHSx1WKK1QKGfyP9apGV2XfRtEUPrGZGf9ScHFnFfm5GNhPORESOztVyGFvOaNfIcpBrRQ6LC1Q7j2U7UqEqFvD7gSs2Pe/aI9dw8y77nCQNm1RYHz9+vMHplcnJyVq3U1NTpQ+IqIK/D19FxwY15A5Ddr/uu4yXultWl8xRXb5tm5WpitUCjly+g+Y1/aG00RRLKRj74TR33Um88GCDynciIiKyI477reyYbuWaVhaD7J9c753fD1zB7weuIPl/DyIyyFemKMhZcfI9OR1Lrn6usPHy1/Zq3vpTcofgtGavPYkBn2/DxxstXUHUPl29Y16S0Vmm9RIROTPBxSr+7LpwC4Ig4AZHphCZR+YMc8LRa8Z3IjITk2TklDj81nZsueRzboHj10f5bNNZFBbZPlFkTm0Zc/o7PT/816w4Xv75oFn7ExER2cKctSfR7t2N+GXvJblDIXIY325LlfX8rjY1nGyDSTJySueuy1uMnaTxXUqqpMe/V2ibpe5X27huAwB88e95k/etrHB/+c7IHwcumx3HmsO84kdEZO9cqWh/qS+3lHxPvv7bYc4wIDJRIWcIkBNikoycjgDBpqObnI2htisqVmPzqUzcyVNV2N8WUZXIlziJdSUrT9Ljl8ortP2Pj8QTmcjKE7cGyJcGEm+2SjYSEZE0vt1+Qe4QiIiMWrYjVe4QyAkxSUZOJ6+gGFsrrFIkB7WDLt2z5oj+kT5fbb2A0d/uweAvd2htd8xnqS1y8hoM/2YXjly5I3cokpq6+qhJ+5ky3fKn3Wk4mZ6j9773E06YERUREdmbAhnKAhARmet6TgGOX82WOwxyMkySkdMZ98NefL75rNxhoMhBk2Tbz97Uu/3PgyVTBE9n3EXazTwUOdnw6q1nbuCVnw/Z9JwFRbYdcbXjnP6/bUU3TVh1asrvRwzet/lUpskxWWvfxds2OxcRERER2Ze4T7fKMkuDnBeTZOR09qTyR7M1fttXVrD26JU7+CJZt9B813mbMfLb3QBsW7jfMdOOhqltnGe8lVtodQLLlBXPLt82b8VLawxatMP4TkREZJaLN21TfoCISAzNpq3HyXSOKCNxMElGRFpUxYImKfbQZ9vwwbpTuG/qWp3aY6UjzpwtceXs5q07JXcIRERERESi6rtgq9whkJNgkozoP2KPiDJlxI29+nHnRZ1tpzJ060/lFhTZtHC/KbWySFr2uCbGE1+m4KiT15MjIiIiIiLpMUlG9J9z13NFPZ49JhNMZepKMS//fNCmycALTjb9wxETqQo7zFTuvnALQ5bslDsMIiIiIiJycO5yB0BkL9QWZrXuFhTBx8MNSmVJ9uDG3QIE+niKGZrNmZq8STyeYbNk4NnMu/j70FXbnMxGUkwspC8mY0muHWcrXxn2l72X7bJY/t2CIuSrirH+WDo6NQxCUFUvuUMiIiIiIiIHwyQZkRUu3cpDlw82I6ZBDcwb3Bov/rgPhy6XTPs6OqOPzNHZxn4bJUy2nbluk/PY0oKNZ2x+TmNJssMmTFsUe9SlWB75fDtOZeTAz9sdR95xjfcfEREREZW4nlOAtUevYWDbWvD39pA7HHJQTJIRWeG3fZcBADvO3cRzP+zF0Stlq6q0mL5errBs6qmvd9nkPEVqx5uaaIicz0ThxJXdSuvm5eRzGXAiIiIiV9NxdhKK1AJSzt3Eoqej5A6HHBRrkhFZoXyyo3yCzNH1bR4mdwg63l1zQu4QRCdHfS9j53TeFBoREZnikc+3yR0CEZFFSi+qrz2aLnMk5MiYJCP6z2k9qzca5cjV+SsRXq2K3CE4tV3nbwGQ5+VjLAkmVkg37hbobEu/ky/S0Y3Lyiu02bmIyHlcvn0Pk1Lc8covh+UOxeYysvORcOSapmwEEZEjO5VuwW87IjBJRqQxfsUBsx/jnCkyYNPJTMz657jcYTitdcfSUVikdsjVLU3V7t2NOts6zE6y2flf+fkgomYlot6UNRCcNJlNROLr/tFWAMA/R8QbhaBWCziQdtvuP4ui30/Ci8v3yx0GEZEo+izYgsIiNSInr0HXDzbb/Wcw2Q/WJCMqJydfBT8Tizzm5Kvw2aazEkckj21nb2CbkVUOyTpFajXyVWrbn9jIfEtn6T9sPlW20MPRK9loWbuajNEQkaPo0TgYm/77/Nh38Tai6gZafcz6byZo/h/f+z5M7NnI6mOKQRAEKBQKfL7pDJJOZsodDhGR6F755SAAIO1WHq5kac9oKP0MNIcgCJjw0wH8c/iaZps9fa6TODiSjKic138zfXrF9ykXJYyEnJ1SocDZzLs2P68r1hy7c08ldwhETm3hwoWIjIyEt7c3oqOjsXv37kr3//XXX9GkSRN4e3ujZcuWSEhIqHR/W1o8rI3m/8evWVdrVBAEnL+u/Tn/UeJpJBy5hnxVsVXHttbuC7dQb0oCIievwfwNp3EgLUvWeIiIpLCmXDLrbkERlp1WYsLKQ7hzT4Xu85Mx7c+jRo+ReiMX/xy+isjJa1BvSoJWggwo+Vw/me48tamJSTIiLeYUeSyQuYNLji3tVp4s563sgpmqWI25606Kdq7MbNvVIKuMHAskELmKn3/+GfHx8Zg+fTr279+P1q1bo0+fPsjM1D8yaceOHRg6dCjGjBmDAwcOYODAgRg4cCCOHjX+Q8UWFAoFWlcvGeV7PUe3tqI56k1JQI8P/9XZ/uLy/Wjy9jrsOCfuiG21WsDt3LJ6jOl38nGuXJJu3vqTiJy8Bit3p+GJL1NEPTcRkb0bsDAFB24qse5YBoZ9vROpN/PwfcpF3C0wvCp67Mf/4sH5yUbL8vRdsBXvJ5zglE4nwemWJCp+MBCZJvbjLbKct7J80d+Hrop6rvcTTmDBkLaiHtMSTJIRSeejjz7C2LFjMXr0aADA4sWLsWbNGixduhSTJ0/W2f+TTz5B37598dprrwEAZs2ahcTERHz++edYvHixTWM3JLeo5EPj06Qz+DTpDAAgdU5/3Cssxq28QtQK0L+4TWGRGseu3sGjX+zQe7+/tzuy88t+jD311S6kzulvclyRk9do3V73chdU9XLH9D+PaU2XHNO5HrLyVFi1/7Le40z+/YjJ5yQickZHr5SN/Hrt10NY9HSUzj538lQ4naF/1oevpxsCfDxxJeueZtuSLeexZMt5bIzvhoYhVcUPmmyGSTISVdIJx69p8efBK+jVNBS+Xnx7kPM5mZ6DzzedwbNd6sPbw03rvmyRpyXm5Bu+MmdLCpecZEokvcLCQuzbtw9TpkzRbFMqlejVqxdSUvSPVEpJSUF8fLzWtj59+mD16tVShmqWu3o+CssnqN57tAWGRdfVuv9OngqtZ24weMyvR7RDo9Cq6DYvWee4e6f2QlGxgLBq3vofu/U83l1zQmd73wVb9e7/zbYLBuMgIiJtqTfzcK+wGJ7uSrgpy/qM+j7TH4gMxK/Px2huH0i7rXNhpNdHJSOIL8yOw+mMu6hT3QeFRWq4uSlwO7cQxWr7H1RSVFSE6/eAizfz4O5u29/EbkoFIqr72PScFTELQKK6euee8Z3s3KSVBzGgdU18NlT+ETBEYssrLMb8Dafxy97LSHq1Gzzcymbd2/9XtmWUzJERSeLGjRsoLi5GaGio1vbQ0FCcPKl/6nZ6erre/dPT9Zc7KCgoQEFB2bTH7OySq/8qlQoqlfj1BlUqFV5oWozp+w13kd/64yiahPii1X8LgjR623BybHRMXQxpVxv1g30BAIufaoMrd/Ixa01Z+5SuBrxizAN4IFJ7oYBitaA3QUZEROI4cS0bTaetAwD8PLY97q8TgJx87e+XPVO6Q1WsRrCfl9Z3T4vwqjgzK1bv90C9KfZTb9My7nj34Dabn7V2gDc2v9pVkmOb2m9gkoxEdeJajtwhiOLvQ1eNJsnusSYZObC0W3n4dvsFjOvaQLNN7NnS9rJamrkrFxGR/Zg9ezZmzJihs33Dhg3w8ZHmSnOAl/F9Bn25CzPuL0JGvgKAm879b7YpQmgVAMI5nNxzDuVThkEAnm2swNentB/31Dd78EnHshG4k1Ks76aPvq8Y357WjY+IiHQ9+ZXuwjMvNi3GjuTESh/3SUfgyxNKHM8yreS7t5uzXpq2XnHhPckW9MnLM60mNJNkJKqKqzg5s92pt+UOgcgq/56+rpUkc1ZHr9zBA5GBTJYRiSwoKAhubm7IyMjQ2p6RkYGwsDC9jwkLCzNr/ylTpmhNz8zOzkZERARiY2Ph7+9v5TPQpVKpkJiYiPcfaYI3/zyJLf/riq7z9deQ1DfabMfr3RDo4wF3t8p/KMUBiDl7A898t19r+/qcWlAqFPjniO7Iul2TH0R1X0+tbU8s2YUDl+7g9MzeUCgUEAQBOflF8K/iodnnTQMxfLbpHD7dfK7SOImIXN0rT/Uzab+4uJIFVEZ/vw87zt0yuN8zMXUxpV9jscKTROl3Ye/eveHh4WH8AQ6idDS6MUySkah2XTD8geBsDl3KkjsEIqtsP3sTAJCTr4KPp3RfB4VFahxIky+pPPOf43B3U2BEx0jZYiByRp6enoiKikJSUhIGDhwIAFCr1UhKSsL48eP1PqZjx45ISkrCyy+/rNmWmJiIjh076t3fy8sLXl66Q7s8PDwk7bgPblcHT3UsuYhwYXYclu9KQ1Uvd7SJCMCD85N19g/z98bON3uadY4eTcMRVTcQ+y6WfT4mHM3Qu2/PJiEIDfDV2f7HS511ttXw9NTZps+LPRoxSUZEZIS53zUrxpZ8n2Xnq+DppsTIpbuRV1iMR9rUxJjO9Rzqoq3U37W2ZupzYZKMyICiYrXRK8FEju5q1j3EzNkEAHi9r/hXtfJVxXjnr2NYueeS6Mc2x7Q/j6Fj/RpIz85Hl0bBssZC5Ezi4+MxcuRItGvXDu3bt8eCBQuQm5urWe1yxIgRqFWrFmbPng0AmDRpErp164YPP/wQ/fv3x8qVK7F3714sWbJEzqdRKYVCgac7lBXqPz6zD5pNW6+1T/JrD1p07FUvlBSAXrj5LOatP2Vwvy+H6668Zi1vDzdM6NEQn206K/qxiYicgTkrEFfk712SkPn5Of0Xgch+MUlGZMBLK/bjy+Ht5A6DSDJd7wvGhxtOa25/sM7wDzRLrdiVJnuCrFTvj0umTK2Z2BnNa1aTORoi5/Dkk0/i+vXrmDZtGtLT09GmTRusW7dOU5w/LS0NSmXZBaeYmBisWLECU6dOxZtvvolGjRph9erVaNGihVxPwWw+nu6Y81hLTP79CFY8G42YhkFWH/Ol7g2RdjMPP+8t+byc2r8pnu1S3+rjGvNqbGO8GtsYPT5MxvnruZKfj4jIEeyd2gtBVU0oUElOiUkyIgPWH8vAdztSMTImUu5QiCRxMO02svOLjO9ohZn/HJf0+JY4lZ7DJBmRiMaPH29wemVycrLOtsGDB2Pw4MESRyWtIe3rYEj7OqIec+7jraBSq5F9r8gmCbLyNr7SDfXfdPSV2IiILPN638Z48cGGcodBdoJJMqJKTP/rGJNk5LSkTpDZq8u37xndRxAEvLX6KGr4euLVWPsurkpEzuOjJ9rIcl6l0nFq5BARiaFnkxBcybqHrDwVxtn4wgTZNybJSDRpN01bUtXRXLqVh1oBVaBUlqwa5UjFFolI10eJpzGxZ6NK99l+9iZW7EoDAEzq2Yj1CYnI6b3Wp3GlddGIiJzBzje6YdfFO+jbIgweSiXUgsB+Hmnhq4Gstif1FtYcvoau8zbLHYokunywGfXfTEDazTx0nbcZ89afxL3CYrnDIiIrCIKA2Qkn8MeBy5ptx65m42RWSRL86W92abZ/mnTG5vEREdnaE+0i5A6BiEgS9YLKVgeuUdULj7SpBS93NyiVCibISAdHkplpxj8n8OMud+SHX8GT7SOtOtaBtNt49IsdGNo+ArMfayVOgDIYvDhF7hBsojQJuHDzOQxsU0vmaIjIGvWmlNXeebRtbSzdduG/+mluGJBxV2vfTzedRXwlUy6z8grRZmYiAODC7Did0aZqtYD6bybAx9MNx2f2Fe9JEBGJyNfLTe4QiIhE8WS7COxOvYULN0oWJNnwSles2psGtyuHZI6MHIFN0qYLFy5EZGQkvL29ER0djd27d1e6/6+//oomTZrA29sbLVu2REKC/RQS/XFXyapDb/x+zOpjPfrFDgDAT7svoVgtaN2XlVcIQRD0PQyCICAzO9/g/dYYv2I/IievwUeJp/XeX1BUNoIqcvIaRE5eI3oMjqB0lTwicnw/7LyotcBA3Oc7zHp8aYIMAJJOZGrdFzl5jaYYdl5hMQ6k3dbcl3wqE/su3gYRkT3w8XTHJ0PaaI24cDVBVT1x7v04bHmtu9yhEJGFzr8fh7mPt0LCxC64v04AXureAB5uSgy6vxY8eS2ATCB5kuznn39GfHw8pk+fjv3796N169bo06cPMjMz9e6/Y8cODB06FGPGjMGBAwcwcOBADBw4EEePHpU6VIudTM9Gu3cTcTWr8mLQt3MLNYmligmujxLLakBETl6DNjMTUW9KApJOZOgcp96UBLR/Pwn1piRg+9kbKCxSa+5TqwV8+e855OSrTI7/zj0Vjl65AwD45/A1ACXTi05cy0bk5DVo9c56AMCU3w+j8dR1aPr2Ory4fJ/Jxycismdvrzb/++XCjVz8uPOizoWCZ7/fq/n/8avZOo8rvThy7c49jPp2DwYt2oH7pq7Fb/su6+xLRGRrj7Spha9GtJM7DNm4KRVwUypQp4aP3KEQkYVKFyKp4umG31/shNf6NJE5InI0kk+3/OijjzB27FiMHj0aALB48WKsWbMGS5cuxeTJk3X2/+STT9C3b1+89tprAIBZs2YhMTERn3/+ORYvXix1uEZN7NEAn246BwC4knUPnm5K9F2wFQAQM2cTPhnSBo/8NxWv/I+n1Dn90XZW2WiDxxZpj1TYeDwT/VvWRNynW7W2j/luL3a/2RMh/t4AgC+Sz2rdP+zrXZrj5xYUofn0koTW7LUntfZ7qXsDLNxcEvfoTpHYfDITqRUK7f/6fEet2/0+KYklO79I67ncUxUj4Ui6ntYhInJOarWg6XSdzshBbCWjSa9m3UPNgCoYvFj/iDRBEHDtTr7mdmGRGv/79RBqBngjpkGQuIETEZmpQbDrjiQL9PGUOwQissLIjnXlDoGcgKRJssLCQuzbtw9TpkzRbFMqlejVqxdSUvTXsUpJSUF8fLzWtj59+mD16tVShmqyiMAqmv93mrNJ5/5JKw9i0sqDOtsrjjY4kJaldbtRaFWdBFmp9u8n4anoOnj/0Zb4YJ3+VYeK1YImQaZPaYIMAL7dnqp3H1epLUZEZK6NJzIQ6OuJa3fyMfGnA5Xu+2nSGcwZ1Aq5Bhb4WHs0HS8u36+z/amvSi56fDq0Lerb+XSnoqIiXLpbstiBu7tty5t6e7ihYUhVm56TyJW48ireQx7g4gVEjqx2IEeBkvUk7dneuHEDxcXFCA0N1doeGhqKkydP6n1Menq63v3T0/WPXCooKEBBQYHmdnZ2yfQWlUoFlcr0KYemKlQViX5MoGyaoyErdqVhxa40g/c3eNN+6rYRETmbcT9UPsV8Uo8G+OS/UcYr91zCxO71te7f+UY3dJj7LwDoTZCVZywJZz/cMf/ITpuftXXtavjtuWhJji1Fv4HIEX0wqBVeX3VY7jBsqlZAFQyNriN3GERkoZrVvDEihiPJyHoOv7rl7NmzMWPGDJ3tGzZsgI+P+JnkwxkKANJX/Hs0shjVvYBvTuk/19MNi3EzH1h7mdUHiYjkVN9PQP17p1D+KzXmg381/3+zTRF2bUmCOV+51TzFX5jFWRTl3pZsQZ+8vDzjOxG5gCceiHC5JNm2N7q79Cg6IkfVPrI6fnw2Gp7uNlmTkFyApEmyoKAguLm5ISNDu/h8RkYGwsLC9D4mLCzMrP2nTJmiNT0zOzsbERERiI2Nhb+/v5XPQFePgkL8/G6yzvZTM3rjkUU7cTI9R2v7tte6ovO8sto1y0ZFYdSyshEJT0TVwi/7rmg9Zu+b3VGtigcAQLH+NL7elqpzvjef7gMPNyUavb1B5755g1rgtVUlhajPzIpF4vFMvPjTQQDAnindMe7H/Thw6Y7B57hmfEf0/5xTL4mIKnNmVqzW7aTcI/hLz6jg0YPiAACTUnQ/rwFg6Yj70aWRY9UiU6lUSExMRO/eveHh4SF3OKIpHY1ORK5lVEwkE2REDmpYhzpMkJGoJE2SeXp6IioqCklJSRg4cCAAQK1WIykpCePHj9f7mI4dOyIpKQkvv/yyZltiYiI6duyod38vLy94eXnpbPfw8JCs4/5xhyK8srOs6Ta92g1eXp5Y93JXzPj7GL7dnop/JnRGi1rVAACfP9UW41eUTJ/p0CBY61hv9W+ukyQL8i8bATf1oeZwc1Piy3/Pa7Z9NrQtfLxLnvOhabFoPVP7h9egqDoY/EDZUNO41rWQ2rqW5vYfL3UGUFI356PE0zrPr3nt6gaf+6dD2zrQVCAiImn8MKa9znfMp0/dj78Or9HZt3S/JmF+OhdSouoGokezcOkClZiU37VycKbnQkSmc7QLFURU5uHWNeUOgZyM5NMt4+PjMXLkSLRr1w7t27fHggULkJubq1ntcsSIEahVqxZmz54NAJg0aRK6deuGDz/8EP3798fKlSuxd+9eLFmyROpQTaZUAEen90KLGRvh4+mG+sFlBYSnD2iO6QOaa+3/UKuaeKhV2Zv3s6FtMeG/RFM1Hw88EBmIPam3AQD/vvagzvmm9GuK/8U2xlNf7USLWtUwoNwHQTUfD5yc1ReebkoUFqvhplRoVmAzZmLPRpjYsxEA4M49FVrP2ICn/qvFcGF2HM5m3kXDkKrIzClA9PtJWDupC5qG+yMisArclUq0qOWPelNYC42InFNkDR/8MCYaXT7YjHmPt8LgdhE4d/0uIgJ9DF6xfLX3ffiw3MWHQ9PLRputndQFv+27jNd+K5nCdHJWX3h7cMo8EZE9eqNvE8xdp7+GMhHZD44CJbFJniR78skncf36dUybNg3p6elo06YN1q1bpynOn5aWBqWy7MdGTEwMVqxYgalTp+LNN99Eo0aNsHr1arRo0ULqUM3i5a5E6pz+Fj12QOuaWomuX5+Pwax/jqNRSFXUraF/RTMPNyV+fT5G732lP7K8lZb/2KpWxUPr+SgUCjQK9QMAhPp7a93Xtk6gxedxJC882ACta1fDmYy7mh+9UXUDse/ibZkjIyJb+PjJNoio7qP1+dcguPJVFSf0bISxXesj/U4+Iqr7wK3cRQuFQoHB7SIwuB1XTyMisncvPNgA7koF3ks4IXcoRGRA69rV5A6BnJBNCvePHz/e4PTK5ORknW2DBw/G4MGDJY7Kvrz9UDO5Q7DI0Rl90GL6ernDkIS7UoG+LcLRtwUwvkdDqAXATanAlax76DRnk9zhEZGFnoquU+lqwQAwfUAziy8IeHu4ITJI/wUPIiKyP4KBtVJiGtawbSBEZJbPht4vdwjkhFjhjqxS1csdqXP6Wzyqzp6VH7irUCg0I0JqBVTB4Xdi9T+IiOxeh/o1sODJNgBKRgpM7d9Uc19oFQFnZsVidKd6MkVHRET2onnNalj3che5wyAiA6pX9ZQ7BHJCTJKRaNZOcq5ORP9WhotA+nuzuDM5n5Ed6xrfyUz2OAy+qpcbBrathf1v98YbfZvg2S71NffV9jUwnICIyMV4uLHODwA0CfOXOwSn9XKvRpj9WEu5wyAH4eelOwmOn1IkBSbJSDRNw52nE7FzSk80DvOTOwwim3rs/tqiH3PF2A5ImdJD9ONaw/2/OpjVfcuuPr7WpzFC/bzwUB21XGEREdmVcV3rG9+JyAov97oPNXw5EsjR1Q6sYpPzTH2oqU6ijDX7SQpMkhHpEVbNW+4QiGyuqrf4ZSp9vdwRXq2KXSXR9a1M+VL3htj6WldU95IhICIiO9S6doDcIZATe6hVOACuTOjIfD3dcHBab/z6fEebnE8Bhc7QMSVfPyQBJsmIiAiA8ZUbrfHPhM6SHdtcbSIC9G5nR52IiFyZu9I234O/vxiDD59oDQCw0SlJAo/dXxsBPp4Ir2abkWRNwv1Qv0Jf1Y0vIJIAk2REFnqGhb3JiTzYOFjS49tTJ4ZXHYmIjLOnEcBkG8WGlvkU2f11AuHl7gaA0+UcmQDbvF6+HtEOX49oh1a1A/D50LaoW8NHcx/7dCQFJsmIKujVNNSk/d4qtyJeRSF+nLNF9s/Trewr4JuRD4h+/Fd63Sf6MYmIyDYiqvtgzUT7GQUspw8Ht4aXnqn6ziTEzws2ypFpcaZR3M91c606frZ6vTQO80OvZiW/zyKq++CTIW0199nRNVhyIs79aU9kgU+HtjFpv8pGxozt4lpfkuSYagaU1d6TYqRX6wj7W9kSYIeKiMhUzWva5+e4rQ2Kqo39b/eWOwyn5ExfyUMfqCN3CDZVPke2c0pPvNS9AQ5I8D6pmEdVl8vOOVOSlewHk2Qkqq73STtlyxZ8PK0vXj68Y10RIiGSTrCfF74e2Q4d69fAynEdJDmHDBekDZo+oBmWjmqHH8dEw92NX31ERGQeZ/8tLtd3tjMlOVx56l9YNW+81qcJAm2wWqlabU89THJG/KVAonqkdU25Q7CpwVG19W739nCzcSRE5ln1fAwahvjhp3Ed0KF+DbnDkdQPY9pjdKd66NEkFJ0bBckdDhERWWlMZ9vXhXX2BIgcUy0B5xrd7cwvkfBq3pj1SHOtbbZ6zVRMpIZV8zawJ5E4mCQjUQ1sW0vuEGxqbFdOqyTHVKdc0VOp2ENfsWY1b3Rp5PgjXImI7MHW17vLHQIAoFaAbVbTI+kp7KK3QMZ0bFADfVqEyR0GAKB2oA++HfUAfn8xRu5QyEkxSUaisqcV7GzB2a8qknPy87J+SrElAn08bH7OYR049ZmIyBqxzcoWNIqoLv0FFlPIMejJ2bt8D0QGynJeZ2pXZ3ouFQ1opW+2kG3eiVX0zNDp3iQE99eR5zVLzo9JMiKRydXJIDLVVyPb2eQ8FYfH15Thyv/TTJIREVmlW2OOxgWc/8KoLUqFuCkVWDI8SmtbMFeEl0yzcH9RjrNmYmc82DgYNXy1/1a2mm5Z3QZ1zojKY5KMyCq63w5LRz0gQxzycHexkYPOIrpedZucx8NN3tfHmff6oVoV249eIyIi58Mej/WGRddBbHPtKXv3hfrp1Loi6zQN98eHg1vj29EP4DETSuG8O7BFpfc3r1kNCoVCZ8aQXHXsiKTGJBmRFfz1/AD383aOH+Uv92pkdB9+N1omXOaCo5WtJOXrKd6V5A715F0QwIOrWBIRWS2mQcmCJ57uup+pr/RsaOtwJGHKKCpnWoVRn1d63Ycn20VIeg5DLTi8YyQah/pJem5bsJfXyNpJXTAoqjZC/b0xvofx92g7C2fBCPwlQE6KvyCIrBDi57yrq3RvHGJ0H4GXkCzy4eDWcodgUBVP8eqVKWW84ji1f1PbnYyIyInVC/LFlte6Y9/UXnKHomFN/+P5bg20bj/UKhwxDYxf1HH2wfN1avgg+XSmbOe3k/yS0zElcXf48h0bRELkOJgkI7LSjsk95A5BEkx/SWPQ/bURGeQrdxiVMP6Xt/fVhPq3DMezXbjyLBGRWOrU8NE7Ut4RExuT+zXR/N/LXYnPn7pf56KOPvYySkhKGdkFcodADoTXyslZMUlGZCU5ipFLbcGTbUy6StvRhCuvpK1WYBW7Lv5r7M8eUb2KSasJLXzqfp1tHnqm6ohp9UudMLxDXbz3aOW1NYiIyLHJ9T06y0jtJrKcKyQh5WBKqwZX5eIJROUxSUZUjinFLU3lyEVIuzQKMmkk2SdD2koeS0UVi4Y6GgWAUH/77YwY+7u/0bfkCryx1aj6twrX2Tbv8VaWhmWSNhEBmDWwBQJ8uAoSEZFUPhnSBgAw+7GWssUgVlfA3IEww7lislUeu7+2afu1rSlxJK7Dx4Rasw1Dqlp07F7NQi16HJG9Y5KMqJzpD1uW2NK3yqO+ov7OpGWtagiS4cqTY6fISq5+KxQKPKQniWQLb8Y1qfT+9x+t/EeP+r9fFM1rmr+s+H2hfnZdj42IiIx7pE0tnJzVF0Pb15HtO9meRh298GAD4zsRACDAx3Df+OkOdQAAnRsGYe5jHLEnlhB/b7wVZ3md1qCq+i88vtS9AWKNJMnqB9tzeREiw5gkIyqnmoiJLUeep+/hrkSzcPOTIFJ7/9GWDln/pLxH/xutKEcHf/vkHhjXtfLOfN8WYZXeXzoN19LoHfhtQURE/yldDbK3TCNJRBtULsKXUukIa6pc/5bhqFPdx+D9Qx+og1UvxOCrEe1sGJW47LWLOrar+XVah0XXwTcj22Hdy10N3F/XaF/WnsuLEFWGSTIiEUzq2QgA8EQ704aR2zt/bw94e7jh+2faG9zH1ss+b4zviqei6yAi0HAHy1q1bFBfrk6NkvjlWBlUjOdnbdhSPe+h7etIclwiIjKsgUwjReQcSbZyXAfZzi0FX083PNg4WNJzNAqpioXD7q/076ZUKhBVNxBV/pseqOBlNVl5uCnRs2mozqyRnVN6Yv3LXU2qyezGJBk5KCbJiEQwvkdDrH+5K2Y/Jm3NJVvwLFdcPaZBDbSrq79Ie93qtu0YNwzxAwB8OTxKsnNInbia6cB16kqp/2ujDvUtW7TBU6Li/ZZM/yQiIsfUq6l1I9hKvzP6tax89LQ+ln7/2auD02Px7agHAACBlUyHtLVXWhSjXd0AucNwWYbyW2HVvNE4zM+kY9xn4n5E9oZJMiIRKBQKNA7z0yoqb+uRVmIp/53o7qbEby/EoGmFqZePtq2FGTIlfCKDHK++wdMd6mDH5B4Y0TFSs80xXx1lNcme6VzPoscbm85pKY4kIyJyDUmvdkNYNW+rjvH9M+0xd1BLvGekDqez+3J4FDzclJoRXk9FS/Ndakmfp64f8NOzhmc0OJqlo+x3Gqm+a8TWTJVcO6kLvh7RTpQLmDMsrBdNZA0mychpdW4YJHcITuvjJ9vIUrRfarHNpUngKKDQGZY+KiZSknNJrXQkmYebEkssGNXn5e6GxU+LOxowxM/L4Vc9JSIi0zQItmwlPqCscHyNql548oE6qOrlLlZYDifQxwN9KvR73JT8aSgVe1pswhRdGln+O6ppuD96NQu1ukRHrYAqGOmg/WVybPwkJIdnqB7G6E6Rtg3ESTjYd7gowqt5Y1RMJCb3k6b4brtI3SmrD0RWx563eklyPimVn5LazcIaJpYuNU5ERGSNjk42VdIaXu5uJu8bZ8G0VCnUDpS+dqw1wvy9Df4uEbN7LfXo+Z/GdsCDjUMkPYcpXPE3CdkHJsnI4TWrWU3vEsNS1T4ylaOubmnvRTbdlQrENKiOCF/xGjhlSk+883BzzWpdYnu4dU2924P9HG80Xr2gsgSXOR1sKdn5S5aIiOyEo/bNpODrpfsdbmgBKnupwzb7MfueHqtUKrDhlW567xNzJJnY7VBc4Y3RsYF9/L2J5MIkGTmFja90w8QeDeUOwyksq2RFS32mD2gmUSRlJpT72yoUCiwbGYVXWxZLfl6xVNYxOjQtFr8819GG0Vinfb3qIhxF3F8pY7uYv7Q5ERG5HrHqxcY4aBIh2sh3eO1AH5yY2Vf084q1MJIjJDkNlX+QY1VzU127c0/uEIjsCpNk5BSUSgXiYxtbdYwWtbg6Xv0gXzwQqduB6ltJrS5fT+nreTSvWU3rtkKhEG300KoX5E1QVfPxECnx5DjyCsVJcNYL8sWaiZ0xxsJFBIiIyLW0qyvO923FhQOWjX4ALWtVM7C3/BqFVMXCp+7Hz+UuyhlK2VTxtHyU+Cu97rP4saaQe5aINey5JlmIA85sIJKS437SkN3q1NC2V9fEujLz9/jOohzHGYX4y/3lKd3VtyiROsyuwNQCx8Y6sWL9kHBXKtC8ZjW77ngSEZE0Phva1uR9m4T54b1HW2CUSPVqFRUqTD3YOATv2PEqfF8Oj0L/VuFWHcOU1RkNjdQTqxfXXs+F3MoYKndhK34uvDCEGNrW0a3pS2QLTJKR6GwxssgU5ubO+EPbMmJNXZBDkzA/uUPQWDTsfgxtHyF3GJX6/CnjP0j6NA9FwsTKE858rxERkbUGmJEAqRfki2HRdeHhJuVPH8fqD5n7TdyjSajRfdTqsjYwJ4lpKqUZK1k3CqkKP2/7+E1iz+oH+SKyhq8kIyGt+Y0woUdDvPtICxGjITIdk2Tk8Mp//H44uDUAYOYj9ns1z64Z6Hu0qCn3FALnT6r0axmO2Y+1Qp3qPnKHYlCjUONJxan9m6FhiP0kH4mIiEiXFBes1h/L0Py/Z9NyqyPKkD+0xfW4Xk1D8UBkIPy83bFyXAc9QYh3rqbhppWFCfTxMOu4ifHd4O6mxNcj2yHM31uyld7N9WpsY1Qz87kQiYVJMnIqg6Jq48TMvhjRMVL263l2XJ/TMAMxt6wtb5KsUWhV4zs5Cak6dZ880crkfef/l2y2hC1f9zPseGoLERGRvSifEKtbo+RiXL8WhuvNWurCjVzN/5UKBV7q3gAAMM0Gizzp83SHupIeP8DHA78+H4Mj7/TRWgG0dJTj890aiHauxqFVsfzZaCS9qrt65rONy2q9mtoN83RXYuFT92sWGgj198bON3uKGjORo5I0SXbr1i0MGzYM/v7+CAgIwJgxY3D37t1K958wYQIaN26MKlWqoE6dOpg4cSLu3LkjZZgkstYRATY9X1wL7RoL1hQcJcPkWthg5bgOaBDsOkkyqZJMcS1N7ww/HlUbcwfpLi9uTyszvRXXFDENg+QOg4iIHIAtRhXZ0VekjvLf37+/EIPPn2qLCT0aiX6e4gqN8FqfJjg+sw8ebBxi4BGmC7BgVFHTcH8cmhZr9bnN9dETrfHPhM548UHxEk4KhQKdGgbp9IlD/LzQsrr5L75D02KtrlNH5KwkTZINGzYMx44dQ2JiIv755x9s2bIF48aNM7j/1atXcfXqVcyfPx9Hjx7FsmXLsG7dOowZM0bKMElkVTxsm6Qy9OM/uKrcxeadi1grQpmr/JU5cywb/YDIkdjGG33tY5j7kw/UMWm/Fx5soFUXJthGKyRpTeMgIiIik9So6oWHWtWUZKXIh8olXbz+O76PSLWKLc1zyjFlz8NNiRa17GthoW9HPQDPcjX57Cg0HR5udhwcuQTJqhmeOHEC69atw549e9CuXclqKJ999hni4uIwf/581KypW2yzRYsWWLVqleZ2gwYN8N577+Hpp59GUVER3N1ZfJF0GfoCalZTnpFPjmxs1/oG73utT2OE+HuhT3PtpGSgj6dk8bz3qGUFO0d3ihTlqqUc7HkJeX3vtdKk3rSHmqFYLdhsJGd9FxpdSEREJKfm/9WmnfZQM7yfcAJFav0jl3o3C8WfB68C4CI9pZQKQC0ALST6XWJqK3dvEoKD03uj2bT1ACDxIhbWiazhK3cI5OIkyzqlpKQgICBAkyADgF69ekGpVGLXrl149NFHTTrOnTt34O/vbzBBVlBQgIKCAs3t7OxsAIBKpYJKpbLiGehXekwpju0sitXFxncSkVh/C7H/pkXFRaIezxYGtQkz2A6eSmBsp5LaDuX36dawOvo0C8H645kWnbNJaFWczNA/DbvHfTX0xmPsb/Vm3/tM+3sKgk3ey+acIys3X/YYKjuGSqX/szjAW2nReZqE+eFkeo5FsYiNn++mc9a2crbnQ+QqShMRcvJyt99yH5YmrLzclVg8PApRdQMBAM90rofY5qHoPHdzheMDi4ZFQW1Hc04VdrLo05F3+iC3sAg1JJrhUrHFK/sT+Hi6Y9Or3eCuVGpqkRGRLsmSZOnp6QgJ0R7J4e7ujurVqyM9Pd2kY9y4cQOzZs2qdIrm7NmzMWPGDJ3tGzZsgI+PdKvEJSYmSnZsR3f8mgKA7ToKCQkJldxr+ku88uOY73CmbdtBDGvXrrXocXHVgPUWfpyEKLJx0sDM740bk+BvwUC1sr9l5TFl5+To+buL/7FozmvrZr40MVjymTW0gQI/nSt7DW/evBnVRevjlTxH78I7sGTmv9jv1/L4+W46Z2urvLw8uUMgIguM6BiJZTtSZY2hRS1/DLq/NlbtvyxrHPpYWlN0UFRtdK8wMr/8oV7v2xhPd6iLKh5u8HBTYu2Ra9aE6ZR8vdzh62V9v06sgXn2NBK/bg0fPNQqHAs3n9PazkGIJDez37GTJ0/G3LlzK93nxIkTFgdUKjs7G/3790ezZs3wzjvvGNxvypQpiI+P13pcREQEYmNj4e8v/rBWlUqFxMRE9O7dGx4eXJZWn8yUi/gj9ZTNzhcXF2fwvkkpG0Q5jiXyD1zB8nPHRD2mlHw93RAXZ3lxU3Paury6kZFAepre+3r16okgPVfeSt+H+vRpFoK4uDYAgBMeZ7B4ywWD546+rybi4rQL1Fv6PCpjzmvr2p18zDywRdTzV/MQLPrMigPw09tl7dG9e3fUCqgiSkyl7Vyvbm2cvpuBvELTR6A2C/dDXFxHUeIoj5/vpnPWtiodjU5EzkXsUUX6aiYpFAp8+ERr3MwtQPKp66Kez9aSXu2GtUeuYVSnepXuNyomUqvmmBRTLJvX9Mexq9la9U/thS0HzrkbGPnlaPmkTg1rYPvZmwBKYn+tTxN8v+MicgocbwYOOS+zk2SvvvoqRo0aVek+9evXR1hYGDIztadfFRUV4datWwgLq3yVtZycHPTt2xd+fn74448/Ku2Ae3l5wctL90e0h4eHpB13qY/vyLrcFwIk2C5JJtbfQey/p5ubY9XQWz62gyyvaTel4VFElrzPlEql5jEv926MQF8vzF57Uu++betW1zn+G32bYO46/ftbypzn4O4ufiehS7halM8sd3d30V4jcx5rieW70jClX1NsOJZh1mP7tgjn57udcLa2cqbnQkTSebnXfdh+7gaGtjdtkRu5mZu8ahBcFeMtWP1SihFAP46JxtazNxDbLFT8g9uRxU/fj+d/3G/w/sr6y46kioduUrVirtFepsqS6zL7V3xwcDCCg4ON7texY0dkZWVh3759iIqKAgBs2rQJarUa0dHRBh+XnZ2NPn36wMvLC3/99Re8vb3NDZFk1iSMBfMdkZsdjm2u4WvdogDeHm54rlsDg0kyfZ7pHCl6kswcITZaHVJuQ9rXwZD/flwozXztPdfN8AITREREUgur5o2tr/eQOwzZVUxmSNGTDPT1xMN2OIpMTO8ObIGu95X9vvZ0V6KwSK21T8U6+7MeaY4Zfx/Hh4Nb4uaJnZrtlk6tlUPp68WRYibXIFlKumnTpujbty/Gjh2L3bt3Y/v27Rg/fjyGDBmiWdnyypUraNKkCXbv3g2gJEEWGxuL3NxcfPPNN8jOzkZ6ejrS09NRXGzbYvBE1nK0D3y5cmR1qhuuHWjJsP3qZiTWavjqJqTELrw7LNq8q8zubkrsfrOnqDHYO6WZxWPtuTgyERGRvbFVn9QWK1qO7hQp+TlsLdDHU+uC4ZfDo9AwRLt2WMWL2cM7RuLkrL6IrlfdJjFKqVPDIK3bdnjdnlyMpOM2ly9fjiZNmqBnz56Ii4tD586dsWTJEs39KpUKp06d0hTK3b9/P3bt2oUjR46gYcOGCA8P1/y7dOmSlKGSDCb2aGj1Mfq3DBchEpKTfxXt6U3d/ruS1qNJiL7djfpfbGOdbe3+W5Wp1DsDmmFUTCT6tah86rcYQv3NHw1rz8tyExEROZpmNTnLQSzlL0ZWrM1mi9zGW3FN8ceLMTY4k+1UfH02CKqKxFe6olfTsimm+qZbujtgf1ErAfbf/z94vBVe66PbfyeSi6RFk6pXr44VK1YYvD8yMlLrysaDDz7ocKNvyHIVkyOW+OjJ1iJEQrbSr0UY1h7VXd3W002JwmI1ejcLxaJh92PfxdtoHRFg0TkC9Ywk+35MezSbtl5z21ghWrItXjEkIiIpPdvFdt/79vhTRswRXr5e7tgY3w3uSoVOksYWZbPc3ZRoWyfQ+I52TqEAfn8hBjfuFqJekC/yVcUV7lfg65Ht0HnuJly+fQ/9W0l/YddW3nu0BeatP4UFT7YBAAT4eOKl7g0xb31JTetgFyk9QvbL8dLPROWINe1KjFFtZFyH+jV0ttUP9kVifFe8GdcEC55sA3c3JaLr14C3h3hT6sqvvGRrZs4kBMCkERE5hlu3bmHYsGHw9/dHQEAAxowZg7t371a6/4QJE9C4cWNUqVIFderUwcSJE3Hnzh0bRk2uyNWn6Ys9CKFhSFVEBvnqbHeW4vK24KZQoG2dQPTWsyCBUK6U/YZXuiLp1W6Iquv40ypLDYuuiwNv90ar2gFa278d/QA6NwzC7Mda6n8gkY3wk4xk4e9tZys/SpCVEKs70qmhbmLJUVXspH02tC3urxOIujV8Ma5rA/h62dnrQgQRldRcoxLMCRI5pmHDhuHYsWNITEzEP//8gy1btmDcuHEG97969SquXr2K+fPn4+jRo1i2bBnWrVuHMWPG2DBqImnZ4UAym4lpUAOtalfD4KjaNj3v/rd7W/X4VrWriRSJ6SouWmTop4iPpzsaBFfVf6cDKn2a+kY3dm8cgh+fjUbtQPadSV7O94uUyAJxLZ1nCLNcPnqiNeJ/OWTWYwY4+WpFRETO6sSJE1i3bh327NmDdu3aAQA+++wzxMXFYf78+ZpFmspr0aIFVq1apbndoEEDvPfee3j66adRVFQEd3d2Sx3Zk+0ikFOgQsKRdAxoXRN/H7oqd0j0H1sU1AdKaqr+Nb6zTc5Vnr5Fmyb0LJsl8vlTbbE39TaW7UjV+3g5LtZ5umuPVXEvNwpPX+kQU7lykpZILOyNkGxs8YX93TPtMXLp7kr36dM8FE3CxC/oGiBCzTXAPmtb6KNv2D3ZrmMqFW8PJfJVJcuQB/hY3mmrjKO3EZErSklJQUBAgCZBBgC9evWCUqnErl278Oijj5p0nDt37sDf399ggqygoAAFBQWa29nZ2QBKFn9SqVRWPAP9So8pxbGdUfl26tM8GO3qBOLhVmGIqV9DsiSZvr+Nh5G5Mbb8ewpqtc3OZaqiImneL1Ix931Ycb+tr3VFmL+3ZnufpsHo0zTYYJLM0umoanWxxe369fC2Oo9dM74jVMUCqrhZ/twNbZODulj3vSAIgmzx8fPddM7aVqY+HybJSDa2WKShdKXEyliy+qAp6jFppKN7kxC88/dxucOwKUdfjKR+UFUcv1byo7SqRNNhmSIjcjzp6ekICdFehdjd3R3Vq1dHerruAi363LhxA7Nmzap0iubs2bMxY8YMne0bNmyAj490U3ISExMlO7bzKflu2LN7D3JOl3znbT5ftl1sCQkJOudWZZzD/TUUCPQCkq7qZsy0HyOt69eVsLeKNsnJ/yKkitxRmK/y92HZ66vk71t2e/+2TUYfU15W1h1Y0hu5fOUKEhIumfGIkvMPrleMjGMpSDimf6+LB80ORaNIpbLp670yp64oAGjXA7x7M132+Pj5bjpna6u8vDyT9mOSjEgiSksqtjswQ8+2d7NQJB7PAADUreGLJmF+OJmeI8pSz5E1fJB607QPO2cS7OeF6zkFxnd0EBxIRmQ/Jk+ejLlz51a6z4kTJ6w+T3Z2Nvr3749mzZrhnXfeMbjflClTEB8fr/W4iIgIxMbGwt9f/FHgKpUKiYmJ6N27Nzw8xBkR7sxUKhWQshkA8PSAHggptyrdpJQNkpwzLi5O5xz3398Wb7UoKZ3R6G3d85Z/jNR+vb4PuHPTZuczRbdu3Rzq4q0p78Pyr6+4uDid28YeU6pFTX8oFUBabrbZcdauVQtxcaYXmS89f4sWLRDXPsLs8+lT2lal3D08EBfXR5RjW+vSlgv4O+0MAOCzIa3x274r+GBQC73TY22Bn++mc9a2Kh2NbgyTZOTypBroU9+BOiNScq+QLPz5uY44kHYbnRsGWX3sz4e0xkMLU6w+jr1RGLma2blhEP44cMUmsdhmHByzZET24tVXX8WoUaMq3ad+/foICwtDZmam1vaioiLcunULYWGV1/nMyclB37594efnhz/++KPSDriXlxe8vLx0tnt4eEjacZf6+M5kZlQRojt1Q63qtikuru/v4uHuXunfy5Z/S3ssIeCor2dT4lYodP++hh7TsX4NpJzXTmB2ahiEnRdumRTPz+M6IDLIF9HvJ5WcW6m0qF3d3Nyk+3sItn29V0bpVjaickCb2hjQxrYLOhjiqO8HOThbW5n6XJgkI1nUqWE/q5YIEqUBxOok2WFfS686elZxHBxVG3cLirS2VavigQcbh+jsa4kaVeW5EiW1isVcy2tZq5rWlXoiIjEFBwcjONh4qYKOHTsiKysL+/btQ1RUFABg06ZNUKvViI6ONvi47Oxs9OnTB15eXvjrr7/g7S1NyQOynWqeQP1geS8M2lNf6eVejbD1zA25w3B6P43tgHf+Oob3Hm1h8mO+H9Mejd5aa/E5o+trrzhfK8AB57ASkVH2NWGeXMYXT0XJHYKGvZeMsvf4StWoqpu4eaX3fZJ2XB2lbcxVxdPN4H3d7gvG+B4NDd4vNjv63UFEdqRp06bo27cvxo4di927d2P79u0YP348hgwZolnZ8sqVK2jSpAl27y5ZQCc7OxuxsbHIzc3FN998g+zsbKSnpyM9PR3FxcVyPh1ycOUvTA5tX0fz/9a1q2HH5B42jSWqbnUcnWEf092cWccGNbD+la5oF1nd5Md4uCkRUd36xNZ3z7THkAci8MKDDSx6vBR94xe71QcAzHikufgHJ3IxHElGsrDlSLIxnevhm20XbHY+KqNUKJw2kSUXhQLw8zZv2HOzAPv+I9jTCAAiMt3y5csxfvx49OzZE0qlEoMGDcKnn36quV+lUuHUqVOaQrn79+/Hrl27AAANG2on+y9cuIDIyEibxU7OpfzXyJtxTfDT7jQAQJuIANSUYbSPVAvdkH3odl+wSYuD2dIrvRpiXLcGkq1ETuRK+AlOTs/Y1DT7Th/Yzn2hfnKHYDZnTq64KRUoVovz6qxl5+XxnPjPSOTUqlevjhUrVhi8PzIyUmuF3wcffNDhV/wl+1R+JJm5F5LItRir+2oLbSMCJTkuE2RE4uB0SyIJLRp2P2KbhaJfi8qLGNuDyupgWcOZE1lS8q1kyqU+cS3t/zVmCF8jRERkDRdbUJz0KK2LVzuw8pGDPZro1sW11ctn55Se+OPFGDSrKf7KvEQkHibJyOkZ+wHepnaAZOfu1zIcS0a0w6RejSQ7hyuzpFMTVVeaq3e24mtgCkfHCsVkHYk9XNUlIiLH5QgXW9xkzOS5woI/341uj5Ed62LFsx0q3e+Nvk0w57GWWtv0jW99sl2EiNGVCKvmjbZ1HLsfag7278hRMUlGLu/xKOmXI24SZvkVo2pVpJ824CXBKLJ6Qb6Sd8osmbTzcOuaosdRmQfvE2clz1IjO0bq3c4JTERE5KrEWlFcSh8PbolW1dU2PefDrWtiy2vdDV5gcyYR1X0w45EWRuseV/F0w5ByizsYMvuxltj8vwdFio6IHAmTZOTylHY8Rr9+sC+mD5B2lZqJPRth3ctdRT1ml0ZB2PRqNyiVCozpXLLaTmyzUFHP4Siq+Yib5DS08qVUZX7q2nCRDSIiIkvYb09O25D6arzQrZ7Nzhdezdumi2U5E6VSgXpBdl7UlYgk4fyXFcjuvDOgmdwhOIxfnuuIoKrSjsaK732f6MdUKhSaq7pRdQNx4O3eCBA5WQQ4TqfYEoG+nsjOLzJ4f62AKriSdU9zW6pi2DMfaQEvdyWeiq4ryfEBIDzAG+nZ+ZIdn4iInFvFkWRD29fBz3vS8GyX+jJFpEsQAF8PIL5XIyz6l6uuExHZK44kI5ta9UJHjOpkuytojs5ZFgEL9PWUfSpEbLNQeLkrMcDG0y0t9eXwqErv//HZaK3b7m7SfJwH+3lhwZC2aF+vuiTHB4C5g1pJdmwiInJ+QVW1V/Wb/VhLnHq3HyKqcxQVGefMF12JyHwcSUY2VSuAnRWxPRAZiD2pt+UOw+59OTwKRWoBHhIlk8Smr47dd8+01/y/RoUfBIPur42pq49KHpcUwqt5yx0CERE5oEXD7seVrHtoXrOazn2O8n0vJSe51kpEZFP89iCbquKhv54S6Weo/lR5K8d1xFtxTW0QjWNTKBQO12H+akQ7rdvd7gvW/L/8Vc96Qb6o4umG/8WKP3WWiIhICk9FGy+eXlHFQen9Wobb1ZTKylSWsFr+bDQiWTvMrtXw9TS+ExE5Bcf6xUgOT+wi5qaw1ymLPiYkwKqasBqRm1IB/yocFAoAdrwGg0V6NwvFp0PbAgCe7qD9Y8LPu+y9FOzgS7vLPRWXiIgcw7pJ4i40JJf7Qqtq3Zaq/iy/XcUjx28YIpIHf1kT2Uh1X0/cyi3U3P71+Y7o/+k2GSNyAhWSK1vf6CFTINJ5uHVNdKxfQ6feSnmlrcBkExERObPGYX5yh2Cx8t/Qvz4Xg70XbyFfpcaNuwUO/byIiJwNR5KR07OXvEGTCh2g5jWrYf7g1jJF45xqBVSROwRJBPt5OXUCzHmfGRERka5qPh7o2TQU/VuFY2RMpNzhuDQ7nXBCRDJikoxIRo+1rYWZjzS3+jjVfR17up2l/L05GBYA6geXTNsQ7HVusRHm5P+2T3a+0YJERGRc/1bhcofgcByzV0DO4qH/3rMtaukuRkVkz5gkI0kMbW9+MVZXpFQqMKJjpNXH6dkkxPpgHJCjFeIX26oXYjCiY11M7tdE7lCsYuqCHq1qV3Pa0YJERFS5uYNayR2CVZx4QDiRXhHVfXBoWixWv9hJ7lCIzOLavzBJMm/0bYx+zUMxrkmxyY+pH+QrYUTyk6Jz9EynegBKkm0jO9YV/wQu6v1HW8odgkmi6gZi5iMtUK2KYxeTVSgUXKGViIgMiq5X3aTFjFzB890ayB0Ckcmq+XjA3cUvapPj4SuWJBHg44lPh7RG80DDA72tnRm24RXTVjhSVFLx6AM7vir51/iyqy6GapfVDuSoGik0DWcBXSIiIilxYJU2UxMJXu6m/3xjG5uGo/yIqDwmycghLRkehftCrU9kPPFAhAjRiG9UTCRa1Q7Q3G5bJ8Dgvtbo0ihIkuM6Omcukk9ERGQPWC9L24In2yDM39vsx12YHSdBNK7FQUu6EpFEmCQj2VTMQ0TXr27yY2s54Aiqyka0mcPTjCuIRo/F4c9kJ5iXJCIiV9aiVjXsfLOn2Y+r7MIecz9ERObjL2SyC1P6NcFb/ZuZvD+v+FCpeY+XTJld8GQbeQMhq9jrqE4iIpKGsWsjHm5le/BCCtnKh4NbY8tr3XW28yVI5DpYAZNkUz7R9ZwMRUhLi97bSng104fQsyir6Qa3i8DDbWrCy920FRJNITALa3P+3o69+AAREYnD39sdG+O7wdfLHW//eRS/77+CCT0ayR2W1RQKhSgju5gwlNagqNpyh0BEMuNIMnJZY7rYNkn2pomr960c1wFhlSTUSkdOAUC94LIVQV25jpaYCTJrje4UiWc72/a1RURE5ExC/L3h6+WODwe3xsFpvdGpoePXUPVQitNPM+c6nuv2DM3jwl1oItKDSTJyWbUCbFvXLNDX0+B9q56L1vy/Q/0alR4nrmU4Vr0Qg3cHtsCD9wVbFRM7BfqZknAcFl3HBpEQERG5LoVCgQAfw/0nR9GpYQ10u8/xE33OqEGwLyICfeQOg4jsiKRJslu3bmHYsGHw9/dHQEAAxowZg7t375r0WEEQ0K9fPygUCqxevVrKMEkm1iRonG02XKva1fBaqyIkvtxJ7/2h5VY7clMoEFU3EE93qOvSo8fk1rJWNb3buzcOwWP3lwzVb1Vb/z5kns7/jSAYwxF6RETkYBoE+2L5sx3gLsNiSU7WXRbVqhdi8Fqfxng8KgLTBzTDI21qYsXYaJ396v83ayOuZbitQyQimUhak2zYsGG4du0aEhMToVKpMHr0aIwbNw4rVqww+tgFCxYwAeDk9CW6pvRrgtlrT4p6Hkd5GdX2BSJr+Oq9r6qXO5L/9yA83JVQijRcn6TR9b/Rfbvf6olAJ7j6bQ+WjX4Al2/fQ2SQ/vcHERERkTmi6gYiqm4gAKBGVS98MqSt3v1+ez4Gu87fRM+mobYMj4hkJFmS7MSJE1i3bh327NmDdu3aAQA+++wzxMXFYf78+ahZs6bBxx48eBAffvgh9u7di/BwZu1dSY2qXqIf01lGnTlSgqBGJVNLnYWxl1WIn+kLNVDl3N2UDvX6JyIiKiV2N9RJurUOo7qvJ/pxFBmRS5EsSZaSkoKAgABNggwAevXqBaVSiV27duHRRx/V+7i8vDw89dRTWLhwIcLCwoyep6CgAAUFBZrb2dnZAACVSgWVSmXls9BVekwpju1s9LVR+W3F6mKd7cXFRaYdu8j0v2/58xiLz5bKn1+M15VarbbgMYKo7fDF0Db4ee9lvB7bUNL2lfp9WFRk/HVYXGx/r6vODapjvoH75H69W8NWsfPz3XTO2lbO9nyIiIiIyDySJcnS09MREhKifTJ3d1SvXh3p6ekGH/fKK68gJiYGjzzyiEnnmT17NmbMmKGzfcOGDfDxka4IY2JiomTHdmYJCQma/5+4qgDgprX9cGbZtsps374dl6qads7y5zEUi+2UvOWGNyzWe35rXlepqUqYW2YwMzND9HZ4LAjYtcXwe1xMUr0PL+YAxj4ejxw5Avt5XZWnP27H+MzSH7ut29Qx2so+OFtb5eXlyR0CkctztnIrcj4b52pJIiLbMDtJNnnyZMydO7fSfU6cOGFRMH/99Rc2bdqEAwcOmPyYKVOmID4+XnM7OzsbERERiI2Nhb+/v0VxVEalUiExMRG9e/eGh4eH6Md3JqVtVV5cXJzm/xk7LuLPi6e0tkdey8byL3YaPXanTp0MFk6v6Nr2VPx58bTO9vKx2MqklA0AgAHdO6JtnQDNdjFeV/vWnMSW9DSzHhMSEoq4OP01GOyZ1O/Dw5fv4KOjuyrd59EeHfDz+T062+V4XZVX+hor9VibcACXHOIzq2LspWzVpvx8N52ztlXpaHQist5zXevjyy3n5Q7D6ZiT+OLUTCIi85mdJHv11VcxatSoSvepX78+wsLCkJmZqbW9qKgIt27dMjiNctOmTTh37hwCAgK0tg8aNAhdunRBcnKyzmO8vLzg5aVbx8rDw0PSjrvUx3cmrWtXw6HLdxBU1UurzYZG18XKPZfRo0mIZnvrOjVMOqa7u7vJ7d+xQTAA3SSZnH8/NwPxW/O6UirNXzVJqVQ49OtYqvehu7vxj8YODUP0bren9vzluY5oHuaLjRsuOfRnlq3jduS2sjVnaytnei5EcpsS1xTX7uTjr0NX9d7PBI5l2G5ERNIyO0kWHByM4OBgo/t17NgRWVlZ2LdvH6KiogCUJMHUajWio3WX1wVKRqk9++yzWttatmyJjz/+GAMGDDA3VLITnw9tjWUplzC8Q12t7X7eHtj0vwctOmajED+T9w32E38xACJH0L5edYeqsRTXMgwJR2wzVZeIiKTnZDMnLRJerYrcIRARkRkkq0nWtGlT9O3bF2PHjsXixYuhUqkwfvx4DBkyRLOy5ZUrV9CzZ098//33aN++PcLCwvSOMqtTpw7q1asnVagksTB/b7z9UDNRj1nF03jdMnvmI0H8lnVE2Xsl+/FMp3pMkhERubgwf+dYHXrFs9FYuv0CZj7SQvJzrXqhI5JPXUfnhkG4pyrGqG91y0EQEZFpJEuSAcDy5csxfvx49OzZE0qlEoMGDcKnn36quV+lUuHUqVMslEsu4+2HmiH9zj00DRe/Xh6Jx9fLsZOwRERE9k4wMG9w0dP32zYQicQ0DEJMwyCbnCuqbnVE1a1uk3MRETk7SZNk1atXx4oVKwzeHxkZCcHQN+R/jN1P5EjGdOaISEfQ0Mh03vmDW9soEiIiItcxfUAz1A82cflyIiIiCZhf6ZuIyMXVDmR9ESIiImtUq6K9UEaDYF+M7BgpTzAOwM+rZGxDjyb6Fw4iIiJxMElG5ALGda0vdwhkIw82LllYZcgDETJHQkREZNiL3Rto3Y6uXwNKJWulGrJ9Sg9seKUr2kQEyB0KEZFTk3S6JRHZh//FNsa6o+lIu8X6f85u4VP3Y/vZG+h6n/FViO1NnRo+codAREQ24u/tYXwn0vD39mCbERHZAEeSEbkALsEuDS937Y/Qb0a2kymSMr5e7ohtHgZvD8dbfCDEzxtvxTWVOwwiIiKn4CwrhRIR2RKTZEQujMkz4yomwspb/HSU5v/1g33Rs2moLUJyamM5NZiIiMgqS0e1w8iOdfF0h7pyh0JE5HCYJCOnp2991AAf1xuu/krvRjrbpvbnqB1rRAb5yh2CU6ofzHYlIiKyVI8moZjxSAt4VnKhj4iI9OMnJ7mcT4e2xfqXu8odhugej6pt8D4FgEfb6t5ftwaTEYb0blYyKmxUTKTOfS1rVbNxNERERERERCQ1JsnI5TzcuiZCnbBGQ/Oa1dCxfg25w3Aanw1ti5XjOuC1Po0RWaGgvK+XnjVP9A1ZJKsxIUlERK5kzmMtEervJXcYREQui0kycnquVHYrvJr+5J+CxcfM5u3hhg71a8DdTWmwCH75Vg3yY4dWCl/bwWIIREREtjKkfR3snNJT7jCIiFwWk2RETuS1vo3lDsFlzR3USu4QnJIzjvokIiKqDC9uEhHJh0kyIicSXq0KUuf019nOrpb0DI3iIyIiIhLTkAciAAAD29SUORIiIuejp7AOERGZokZVT83//9/e3YdHVd/5/39lMsmQgEMISUgi4SYQCTfhvqRBRK8mQghftcqvgKYKloJaUbkpGqqs2r3cYBe3K9Tiur2sZYulaqu1FJHIrbBpAhSUQAwCqbhoTGs2BBrAgfn8/nAzMubuBDLM3fNxXVxXcs7nnHmf13Vgzrw5cz52G61IAADge0/eMlT/b3iqxvbr4e9SACDk0CQDgEt0VZcorX9gguyREbJHcmMuAAAXi2rlvfGBbw28wpWEFoc9UhMyEvxdBgCEJD7VAWGAR1v4zrCruysz2envMgAACDg/nDRI6QldvZZdl5GgxZN4hioAIDDRJAMAAADQ6ZK7d9GWH97g7zIAALCMJhkQBpglCQAABDJj/F0BAAA0yQAAAWZiRqIkqWfX6HZGAgAAAEDn4cH9AICA8kh+pjJ6ddO3MpP8XQoAAH7x2NTBOvRJgyZek6jusVH+LgcAwgZNMgBAQImJjlRhdl9/lwEA8IHWHgHBkyG8ff+6dH+XAABhia9bAgAAAAAAIOzRJEPIi4rkNAcAAAgE3DAGAAhkdA8Q8hKvcsjGFRkAAIDfjUiL83cJAAC0iiYZwsKPCgb7uwS/WZh3jb9LCHq9e8T4uwQAAIJWWvyX76Pfn9BfP7hhQItjjLmSFQEA0DIe3A+EuPxhyf4uIejdPPJqvVNZ6+8yAAAISpsX3aDGL84rLjba36UAANAmmmQA0A6+rgsAwKWLttsUbadBBgAIfHzdEghxTKkOAAAAAED7aJIBAACgw+rq6lRYWCin06m4uDjNmTNHp0+ftrStMUZTpkxRRESE3njjDd8WiqDAf+oBAAIBTTKEBR4GCwBA5yosLNTBgwdVUlKi9evXa8eOHZo3b56lbf/93/9dEXRFAABAgOGZZECI4yMIAKCzVVZWauPGjdq9e7fGjh0rSVq1apUKCgq0YsUKpaamtrrt/v379cwzz2jPnj1KSUm5UiUDAAC0iyYZALQj2dnF3yUAQEApLS1VXFycp0EmSXl5ebLZbCorK9Ott97a4naNjY2644479Nxzzyk5uf3Zl8+dO6dz5855fm9oaJAkuVwuuVyuyzyK5pr26Yt9h6LOzOvCBXdI5865ZR1ZWUdW1pGVdaGaldXjoUkGAO0Y2y/e3yUAQECpqalRUlKS1zK73a74+HjV1NS0ut3ChQs1fvx43XLLLZZep7i4WE8++WSz5Zs2bVJsbGzHiu6AkpISn+07FF16Xl99FPn4+HFt2PDXTqknkHFuWUdW1pGVdWRlXahl1djYaGkcTTIgxPHIFwCAVUVFRXr66afbHFNZWXlJ+37zzTe1ZcsW7du3z/I2S5cu1aJFizy/NzQ0KC0tTZMmTZLT6bykOtricrlUUlKiG2+8UVFRUZ2+/1BzuXk9VLrJ83Nanz4qKBjSmeUFFM4t68jKOrKyjqysC9Wsmu5Gb4/PmmR1dXV64IEH9Mc//lE2m03Tpk3Ts88+q27durW5XWlpqR599FGVlZUpMjJSI0eO1Ntvv62YmBhflYowcO3ABEmSjYYRAACtWrx4sWbPnt3mmPT0dCU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