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@Ptolemu5
Created March 21, 2024 07:49
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UTS Data Sains Murrobi F
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Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 8,
"id": "daa85279",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"##1\n",
"#Piramida Data, Informasi, Pengetahuan, dan Kearifan\n",
"#Piramida yang menggambarkan tingkatan dan keberagaman antara data, informasi, pengetahuan, dan kearifan sebagai berikut :\n",
"#Tingkat Kearifan (Wisdom): Puncak piramida, merupakan pemahaman mendalam yang diperoleh dari pengalaman dan refleksi. Kearifan dapat digunakan untuk membuat keputusan yang tepat dan bijaksana.\n",
"#Pengetahuan (Knowledge): Berada di bawah kearifan, merupakan kumpulan informasi yang terstruktur dan dipahami. Pengetahuan dapat diperoleh melalui pendidikan, pelatihan, dan pengalaman.\n",
"\n",
"#Tingkat Informasi (Information): Berada di bawah pengetahuan, merupakan data yang telah diolah dan memiliki makna. Informasi dapat berupa fakta, statistik, berita, dan laporan.\n",
"#Data (Data): Dasar piramida, merupakan kumpulan fakta mentah yang belum diolah. Data dapat berupa angka, teks, gambar, dan video.Arah Waktu\n",
"\n",
"#Masa Lalu (Pengalaman): Berada di dasar piramida, merupakan sumber data dan informasi. Pengalaman dapat membantu kita untuk memahami masa kini dan membuat prediksi untuk masa depan.\n",
"#Masa Depan (Keterbaruan): Berada di puncak piramida, merupakan tujuan dari kearifan. Keterbaruan dapat dicapai dengan menggabungkan pengetahuan dan pengalaman untuk menciptakan solusi inovatif.\n",
"\n",
"#Keberagaman Data: Beragam dalam bentuk dan format, seperti angka, teks, gambar, dan video. \n",
"#Informasi: Beragam dalam makna dan interpretasi, tergantung pada konteks dan pengguna.\n",
"#Pengetahuan: Beragam dalam disiplin dan bidang, seperti ilmu pengetahuan alam, ilmu sosial, dan seni.\n",
"#Kearifan: Beragam dalam budaya dan nilai-nilai, mencerminkan pengalaman dan perspektif yang berbeda.\n",
"\n",
"#Kesimpulan\n",
"#Piramida data, informasi, pengetahuan, dan kearifan menunjukkan bagaimana data mentah diubah menjadi informasi yang bermakna, pengetahuan yang terstruktur, dan kearifan yang bijaksana. Arah waktu menunjukkan bagaimana pengalaman masa lalu dapat digunakan untuk menciptakan masa depan yang lebih baik. Keberagaman menunjukkan bahwa setiap tingkat piramida memiliki berbagai bentuk dan interpretasi.\n",
"#Piramida ini dapat digunakan untuk memahami bagaimana data dan informasi dapat digunakan untuk menciptakan pengetahuan dan kearifan. Hal ini dapat membantu kita untuk membuat keputusan yang lebih baik dan mencapai tujuan kita.\n",
"import matplotlib.pyplot as plt\n",
"\n",
"img = plt.imread(\"C:/Users/lanto/Pictures/Screenshots/Screenshot 2024-03-21 132658.png\")\n",
"plt.imshow(img)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "63fcc4b1",
"metadata": {},
"outputs": [],
"source": [
"##2\n",
"#Baik data maupun metadata memiliki nilai kemanfaatannya masing-masing, diantaranya :\n",
"#Analisis: Digunakan untuk menemukan pola, tren, dan wawasan.\n",
"#Pengambilan keputusan: Digunakan untuk membuat keputusan yang lebih baik berdasarkan informasi yang akurat.\n",
"#Pengembangan produk: Digunakan untuk mengembangkan produk dan layanan baru yang lebih sesuai dengan kebutuhan pengguna.\n",
"\n",
"#Metadata bermanfaat untuk:\n",
"#Memahami data: Memberikan informasi tentang konteks, struktur, dan makna data.\n",
"#Menemukan data: Membantu pengguna menemukan data yang mereka butuhkan dengan lebih mudah.\n",
"#Mengelola data: Membantu pengguna mengelola data dengan lebih efektif.\n",
"#Mengapa Perlu Ada Metadata?\n",
"\n",
"#Metadata penting karena:\n",
"#Membuat data lebih mudah dipahami: Metadata memberikan informasi tentang konteks data, seperti siapa yang membuatnya, kapan dibuat, dan apa yang diwakilinya.\n",
"#Membuat data lebih mudah ditemukan: Metadata dapat digunakan untuk menandai data dengan kata kunci dan kategori, sehingga pengguna dapat menemukan data yang mereka butuhkan dengan lebih mudah.\n",
"#Membuat data lebih mudah dikelola: Metadata dapat digunakan untuk melacak asal-usul data, riwayat perubahannya, dan siapa yang memiliki aksesnya.\n",
"\n",
"#Tiga Jenis Metadata dan Penjelasan Singkatnya\n",
"#Metadata deskriptif: Memberikan informasi tentang konteks data, seperti judul, penulis, tanggal pembuatan, dan subjek.\n",
"#Metadata struktural: Memberikan informasi tentang struktur data, seperti format file, skema database, dan hubungan antar tabel.\n",
"#Metadata administratif: Memberikan informasi tentang pengelolaan data, seperti hak akses, kebijakan penggunaan, dan riwayat perubahan.\n",
"\n",
"#Baik data maupun metadata memiliki nilai kemanfaatannya masing-masing. \n",
"#Data bermanfaat untuk analisis, pengambilan keputusan, dan pengembangan produk. \n",
"#Metadata bermanfaat untuk memahami data, menemukan data, dan mengelola data. \n",
"#Metadata penting karena membuat data lebih mudah dipahami, ditemukan, dan dikelola."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "aba21cc6",
"metadata": {},
"outputs": [],
"source": [
"##3\n",
"#Sebagai seorang Data Scientist, pekerjaan saya adalah mengubah data mentah menjadi informasi yang bermanfaat untuk membantu organisasi mencapai tujuan mereka. \n",
"#aya menggunakan berbagai teknik dan alat untuk membersihkan, menganalisis, dan memvisualisasi data, dan kemudian mengkomunikasikan hasil temuan saya kepada para pemangku kepentingan.\n",
"\n",
"#Tujuan ilmu data adalah untuk mendapatkan wawasan dari data yang dapat digunakan untuk meningkatkan \n",
"#efisiensi, efektivitas, dan profitabilitas organisasi. Ilmu data dapat digunakan dalam berbagai industri, termasuk keuangan, kesehatan, manufaktur, dan ritel.\n",
"\n",
"#Aspek Fundamental Data Science\n",
"#Berikut adalah beberapa aspek fundamental dari data science:\n",
"#Pemrograman: Data Scientist harus memiliki pengetahuan tentang bahasa pemrograman seperti Python, R, dan SQL.\n",
"#Statistik: Data Scientist harus memahami konsep statistik seperti probabilitas, inferensi statistik, dan regresi.\n",
"#Machine Learning: Data Scientist harus memiliki pengetahuan tentang algoritma machine learning seperti klasifikasi, regresi, dan clustering.\n",
"#Big Data: Data Scientist harus memiliki pengetahuan tentang teknologi big data seperti Hadoop, Spark, dan Hive.\n",
"#Komunikasi: Data Scientist harus mampu mengkomunikasikan hasil temuan mereka kepada para pemangku kepentingan dengan cara yang jelas dan ringkas."
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "01064165",
"metadata": {},
"outputs": [],
"source": [
"##4\n",
"#Reprodusibilitas dalam pemrograman mengacu pada kemampuan untuk menjalankan program dan mendapatkan hasil yang sama setiap kali program dijalankan. Hal ini penting untuk program yang kompleks dan menggunakan banyak library dan package, \n",
"#karena memastikan bahwa hasil yang diperoleh konsisten dan dapat diverifikasi.\n",
"\n",
"#Virtual environment di Python merupakan fitur yang memungkinkan Anda membuat lingkungan Python terisolasi yang berisi library \n",
"#dan package spesifik yang Anda perlukan untuk program Anda. Hal ini membantu memastikan reprodusibilitas program dengan cara:\n",
"#1. Mengisolasi dependensi: Virtual environment memisahkan dependensi program Anda dari dependensi sistem Anda. \n",
" #Ini berarti bahwa program Anda akan selalu menggunakan versi library dan package yang Anda tentukan, bahkan jika versi yang berbeda diinstal pada sistem Anda.\n",
"#2. Memastikan konsistensi: Virtual environment memastikan bahwa program Anda akan selalu berjalan dengan cara yang sama, \n",
" #terlepas dari di mana program dijalankan. Hal ini karena program Anda akan selalu memiliki akses ke versi library dan package yang sama, tanpa terpengaruh oleh perubahan pada sistem Anda.\n",
"#3. Mempermudah kolaborasi: Virtual environment memudahkan Anda untuk berbagi program Anda dengan orang lain.\n",
" #Anda dapat membagikan virtual environment Anda dengan orang lain, sehingga mereka dapat menjalankan program Anda dengan hasil yang sama.\n",
"\n",
"#Membuat Virtual Environment\n",
"#Untuk membuat virtual environment di Python, Anda dapat menggunakan perintah berikut:\n",
"#python -m venv venv\n",
"\n",
"#Perintah ini akan membuat folder baru bernama venv yang berisi virtual environment Anda. Anda dapat mengaktifkan virtual environment dengan perintah berikut:\n",
"#source venv/bin/activate\n",
"\n",
"#Setelah Anda mengaktifkan virtual environment, Anda dapat menginstal library dan package yang Anda perlukan untuk program Anda dengan perintah pip.\n",
"#Memastikan Reprodusibilitas\n",
"#Untuk memastikan reprodusibilitas program Anda, Anda harus:\n",
"#Menentukan versi library dan package yang Anda gunakan dalam program Anda.\n",
"#Menginstal library dan package tersebut di virtual environment Anda.\n",
"#Menyimpan file requirements.txt yang berisi daftar library dan package yang Anda gunakan.\n",
"#File requirements.txt dapat digunakan untuk menginstal library dan package yang sama di virtual environment lain, \n",
"#sehingga memastikan bahwa program Anda akan selalu berjalan dengan cara yang sama."
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "8b092926",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 1000x600 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<Figure size 1000x600 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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Giy++WOKcJUuWcPjwYbZu3UqvXr0YNmwYX3/9dannuhe4tx19AgtKcvdcvXqViIiIEv3tQDG3SEk+dCsrK3Jycsolw6RJkxg1ahQKhQInJycCAgLMb/qrV68CmF1VJZGSkoKtra35cXVntLi4uFg81mg02NjYFHPtaDQaMjIyih3v6elZ4tiJEycqLdONz4GVlRWAxXMwYsQIdu3axcyZM7n//vtxcHBAkiT69OlT4nNVnjVvxM/PDyhZOdq7dy8Gg4GjR4/y/PPPl/PKsFjP29vbYrxBgwZ88803SJKEtbU1AQEB2NjYlHvdG58LlUqFq6srycnJgElZ7Ny5M9bW1sybN49GjRphY2NDdHQ0gwcPNt+LovmlPbfXx8EcPnyYhx56iNDQUD7//HN8fX3RaDRs2bKF+fPnl/t9UxIVXftW37slURVrHj9+nJ49e9KwYUN+/vln82vv+nMU3fPrKYp3ufE9CpCamkrPnj25cuUKu3fvpn79+sXWzM3NRafTFXsNpaSkmBWXffv20a1bN4v9kZGRxWLv5s6dy7x585g/fz4vvPBCsXMBpV6DJEk4OTkV2/fbb78xePBgevbsyfr160tVjho2bGj+v3///jz88MNMnDiRYcOGFVP27hWE4iMwU9Ibx83NDa1WW2pAopubW5XK4OvrS5s2bW56riVLlpiDnm/Ew8PD4vHNfkXdSJGycmOdmJI+kKqK+Pj4Eseu/8Kwtra2iM8poqRYnPKQnp7OTz/9xOzZs5k2bZp5PC8vr8zgyIrg7e1NSEgIv//+O7m5uRbKYIsWLQCTMlFRfvzxR4BiAd/W1talvnbKQ3x8PD4+PubHBoOB5ORk83Oxe/duYmNj2bt3r9nKAxSrAVM0v7Tn9nq++eYb1Go1P/30k8X9KU/wbFlUx9rXv0euV0Aq+1osi+PHj9OjRw/q1avHjh07cHR0LDanadOmfP311xgMBos4n//++w+AJk2aWMxPTU2lR48eREZGsmvXrhJja4pie/777z/atWtnHo+PjycpKcm8ZuvWrfnnn38sjr1RIZ87dy5z5sxhzpw5zJgxo9i5GjRogFarNct7Pf/99x+BgYHFfkj99ttvDBw4kK5du/L999+j0WiKHVsabdu25ddffyUxMbHY5+W9wr2p7gnKzSOPPMKFCxdwdXWlTZs2xbaqKMZWXjp16oSTkxOnT58uUZY2bdqU6wOgNGuFh4cH1tbW/PvvvxbjW7durbqLuIGvv/7awnVz6dIl/vrrL4svdX9/f86dO2ehkCUnJ/PXX39V6pySJCHLcrFfzl988UWJxeFuhTfeeIOkpCSmTJlSJVlKv//+O1988QUdO3bkgQceqAIJr3Fj/ZtNmzZhMBjMz0WREn3jffvss88sHgcFBeHl5VXqc3s9kiShUqksXJM5OTl8+eWXt3w91bF20fv9xvfItm3bKr1maYSFhdGjRw98fX35/fffSw1QHzRoEFlZWcXcpWvXrsXb29tCcSlSei5evMiOHTtKrQ3Wu3dvrK2ti2V4FmWvDRw4EAB7e/ubfga9/fbbzJkzhzfffJPZs2eXeC6VSkW/fv3YvHkzmZmZ5vHLly+zZ88eBg8ebDF/x44dDBw4kAceeIAtW7YUez3eDFmW2bdvH05OTiVa4+4VhMVHcFNefvllvv/+e7p06cLkyZNp1qwZRqORy5cvs2PHDl555RWLD5bqxM7OjiVLljBmzBhSUlJ47LHHcHd3JzExkRMnTpCYmMiyZcvKXKfo19y7777Lww8/jFKppFmzZmg0GkaNGsWqVato0KABzZs35/Dhw2zYsKHarikhIYFBgwbxzDPPkJ6ezuzZs7G2tmb69OnmOaNHj+azzz5j1KhRPPPMMyQnJ/Pee+9ZpL5WBAcHB7p06cL777+Pm5sb/v7+7Nu3j5UrV5ZoUr8Vhg8fzqlTp5g/fz4nTpzgySefpGHDhhiNRqKjo81fwtfHhYEpE6UoBT8vL4/Lly/zyy+/sGnTJho3bsymTZuqVE6AzZs3o1Kp6NmzJ6dOnWLmzJk0b96coUOHAtCxY0ecnZ15/vnnmT17Nmq1mvXr1xdzSyoUCt5++23GjRtnfm7T0tKYM2dOMfdX3759+fDDDxkxYgTPPvssycnJLFq0qEJfZqVRHWv36dMHFxcXnn76ad566y1UKhVr1qyxSM+uCs6ePUuPHj0AUyHB8+fPc/78efP+Bg0amDM9H374YXr27Mn48ePJyMggMDCQr7/+ml9//ZWvvvrKrPjl5OTQq1cvjh8/zkcffYTBYLAo81CnTh0aNGgAmNxjb775JjNnzsTFxcVcwHDOnDmMGzeuXMVeP/jgA2bNmkXv3r3p27dvsZIS11ut586dy/33388jjzzCtGnTzAUM3dzcLDKwDhw4wMCBA/H09GTGjBmEhYVZrBkcHGz+XBgwYADNmzenRYsWuLq6Ehsby5o1a9i3bx+ffPLJvZ3SXnNx1YKaorSsrtIyQrKysuQ333xTDgoKkjUajezo6Cg3bdpUnjx5shwfH2+eB8gTJ04sdny9evXkMWPG3FSmihTf27dvn9y3b1/ZxcVFVqvVso+Pj9y3b1+LYoBF2SeJiYnFjs/Ly5PHjRsn16lTR5YkySIbJT09XR43bpzs4eEh29rayv369ZOjoqJKzeq6cf3SMpJuvL9FWV1ffvml/NJLL8l16tSRrays5M6dO1tkfBSxdu1auXHjxrK1tbUcHBwsb9y4sdSsrpLu4Y3yx8TEyI8++qjs7Ows29vby71795ZPnjxZ7Lkqyta5MauvSP49e/YUO1dJ7N+/Xx42bJjs6+srq9Vq2cbGRg4ODpbHjx9f7HrHjBljzkIBZK1WK9etW1fu16+fvGrVKjkvL6/Y+rdSvK/ouTx69Kjcr18/2c7OTra3t5eHDx9erAjdX3/9JXfo0EG2sbGR69SpI48bN04+duxYidmAX3zxhdywYUNZo9HIjRo1kletWlViAcNVq1bJQUFBspWVlVy/fn154cKF8sqVK4tlSZVFSfegvGuXVsCwpIzCw4cPyx07dpRtbW1lHx8fefbs2fIXX3xxS2veSNHrrrTtxnudmZkpv/TSS7Knp6es0WjkZs2aFcuSKnp/lLaV9Bn18ccfy40aNZI1Go1ct25defbs2eUuhlmUKVvadiNHjhyRH3zwQdnGxkZ2cHCQBw4cKEdERFjMKXqtlrZd/35899135fvvv192dnaWlUql7OrqKvfq1Uv+6aefyiX/3Ywky1VgfxYIBII7lDlz5jB37lwSExOrPGZNIBDUPkSMj0AgEAgEgnsGofgIBAKBQCC4ZxCuLoFAIBAIBPcMwuIjEAgEAoHgnkEoPgKBQCAQCO4ZhOIjEAgEAoHgnuEermBUMkajkdjYWOzt7SvU7kAgEAgEAkHNIcsymZmZeHt737QPmVB8biA2NtbcXFEgEAgEAsGdRXR0NL6+vqXuF4rPDRSVzo+Ojq50SwCBQCAQCAS3l4yMDPz8/Iq1wLkRofjcQJF7y8HBQSg+AoFAIBDcYZQVpiKCmwUCgUAgENwzCMVHIBAIBALBPYNQfAQCgUAgENwziBifSmA0GsnPz69pMQS1CLVajVKprGkxBAKBQFAGQvGpIPn5+URGRmI0GmtaFEEtw8nJCU9PT1H/SSAQCGoxQvGpALIsExcXh1KpxM/P76YFkgT3DrIso9PpSEhIAMDLy6uGJRIIBAJBaQjFpwIYDAZ0Oh3e3t7Y2NjUtDiCWoRWqwUgISEBd3d34fYSCASCWoowWVSAgoICADQaTQ1LIqiNFCnDer2+hiURCAQCQWkIxacSiBgOQUmI14VAIBDUfoTiIxAIBAKB4J5BKD4CgUAgEAjuGYTicw8RHx/PpEmTCAwMxNraGg8PDx544AGWL1+OTqcDwN/fH0mSkCQJrVaLv78/Q4cOZffu3RZrRUVFmedJkoSzszNdunRh3759FvNiYmLQaDTcd999JcokyzIrVqygXbt22NnZ4eTkRJs2bfjoo4/MMs2ZMwdJkujdu3ex49977z0kSSI0NNQ8VjRfkiRzBt64ceNITEw0y/70008TEBCAVqulQYMGzJ49u1htpsuXL9OvXz9sbW1xc3PjpZdeEvWbBAKB4A5HKD73CBcvXqRly5bs2LGDBQsWcPz4cXbu3MnkyZPZtm0bO3fuNM996623iIuL4+zZs6xbtw4nJyd69OjB/Pnzi627c+dO4uLi2LdvHw4ODvTp04fIyEjz/jVr1jB06FB0Oh1//vlnseNHjx7Nyy+/zIABA9izZw9hYWHMnDmTrVu3smPHDvM8Ly8v9uzZQ0xMjMXxq1evpm7dusXWDQkJIS4ujsuXL7Ns2TK2bdvGE088AUB4eDhGo5HPPvuMU6dOsXjxYpYvX86MGTPMxxcUFNC3b1+ys7M5cOAA33zzDd9//z2vvPJKBe66QCCoLeQYcmpaBEFtQb6D2Ldvn/zII4/IXl5eMiD/8MMPFvvHjBkjAxZbu3btKnSO9PR0GZDT09OL7cvJyZFPnz4t5+Tk3Mpl1Ai9evWSfX195aysrBL3G41GWZZluV69evLixYuL7Z81a5asUCjk8PBwWZZlOTIyUgbk48ePm+fExMTIgLx8+XLzmvXr15d//fVX+fXXX5efeuopizU3btwoA/KWLVtKlCctLU2WZVmePXu23Lx5c/mRRx6R582bZ57z559/ym5ubvL48ePlrl27mseL5l/PvHnzZIVCIet0uhKv/7333pMDAgLMj3/++WdZoVDIV65cMY99/fXXspWVVYmvDVm+s18fAsHdzOZzm+Vma5vJv0X+VtOiCMJ/keXzv8tybkaVL32z7+/ruaMsPtnZ2TRv3pylS5eWOqd3797ExcWZt59//rna5JFlGV2+oUY2WZbLLWdycjI7duxg4sSJ2NraljinrIykSZMmIcsyW7duLXXOjence/bsQafT0aNHD0aPHs2mTZvIzMw0z1+/fj1BQUEMGDCgRHkcHR0txsaOHcuaNWvMj1etWsXIkSPLVV5Aq9ViNBoxGAwl7k9PT8fFxcX8+ODBgzRp0gRvb2/zWK9evcjLy+Po0aNlnk8gENQe/o7/G6Ns5MjVIzUtimDLePjqUUiPKXtuNXFHFTB8+OGHefjhh286x8rKCk9Pz9siT46+gOBZv92Wc93I6bd6YaMp39MXERGBLMsEBQVZjLu5uZGbmwvAxIkTeffdd0tdw8XFBXd3d6Kiokrcn52dzfTp01EqlXTt2hWAlStX8vjjj6NUKgkJCSEwMJCNGzcybtw4AM6fP19MppvxyCOP8Pzzz7N//35at27Npk2bOHDgAKtWrbrpceHh4Sxbtoy2bdtib29fbP+FCxdYsmQJH3zwgXksPj4eDw8Pi3nOzs5oNBri4+PLLbNAIKh5EnSmquqJusQaluQeR5YhN930v7VTjYlxRyk+5WHv3r24u7vj5ORE165dmT9/Pu7u7qXOz8vLIy8vz/w4IyPjdohZI9xo1Tl8+DBGo5GRI0da3IPSkGW52BodO3ZEoVCg0+nw8vJizZo1NG3alLS0NDZv3syBAwfMc0eNGsWqVavMik9J690MtVrNqFGjWL16NRcvXqRRo0Y0a9asxLn//fcfdnZ2FBQUkJeXR2hoKCtWrCg2LzY2lt69ezNkyBCzXEWUJFtFZRYIBDVPkeKTkJNQw5Lc4+RlgmwqBIzWqcbEuKsUn4cffpghQ4ZQr149IiMjmTlzJt27d+fo0aNYWVmVeMzChQuZO3dupc6nVSs5/VavWxG50mjV5W+JEBgYiCRJhIeHW4zXr1/ftFZhu4WbkZycTGJiIgEBARbjGzduJDg4GCcnJ1xdXc3jGzZsIDc3l3bt2pnHZFnGaDRy+vRpgoODadSoEWfOnCn3dYDJ3dWuXTtOnjzJ2LFjS50XFBTEjz/+iFKpxNvbu8TnPzY2lm7dutGhQ4diSpGnpyd///23xVhqaip6vb6YJUggENReZFm+pvjohOJTo+Smmf4qrUBd9vdOdXFHxfiUxbBhw+jbty9NmjShX79+/PLLL5w7d47t27eXesz06dNJT083b9HR0eU+nyRJ2GhUNbJVxOrg6upKz549Wbp0KdnZ2eU+7no+/vhjFAoFAwcOtBj38/OjQYMGFkoPmNxcr7zyCmFhYebtxIkTdOvWzeyaGjFiBOfOnSsxbkiWZdLT04uNh4SEEBISwsmTJxkxYkSp8mo0GgIDAwkICChR6bly5QqhoaG0atWK1atXF2s426FDB06ePElcXJx5bMeOHVhZWdG6detSzysQCGoXmfpMc0ZXki4Jo2ysYYnuYXLSTH9r0NoDd5nicyNeXl7Uq1eP8+fPlzrHysoKBwcHi+1u5NNPP8VgMNCmTRs2btzImTNnOHv2LF999RXh4eEWTTUzMzOJj48nOjqa/fv38+yzzzJv3jzmz59PYGBgmecKCwvj2LFjjBs3jiZNmlhsw4cPZ926dej1eoYOHcqwYcMYPnw4Cxcu5MiRI1y6dImffvqJHj16sGfPnhLX3717N3FxcTg5OVXqXsTGxhIaGoqfnx+LFi0iMTGR+Ph4i9idhx56iODgYEaPHs3x48fZtWsXU6dO5ZlnnrlrXyMCwd1IQvY1K49BNpCam1qD0tzjFFl8rB1vOq26uatcXTeSnJxMdHQ0Xl5eNS1KjdOgQQOOHz/OggULmD59OjExMVhZWREcHMzUqVOZMGGCee6sWbOYNWsWGo0GT09P2rdvz65du+jWrVu5zrVy5UqCg4NLLFo4cOBAxo8fz7Zt2xg8eDAbNmxgxYoVrFq1innz5qFSqWjYsCFPPPEEvXqV7EYsLTOtvOzYsYOIiAgiIiLw9fW12FeULadUKtm+fTsTJkygU6dOaLVaRowYwaJFi27p3AKB4PZyo3srMScRV61rKbMF1UotCGwGkOSK5EXXMFlZWURERADQsmVLPvzwQ7p164aLiwsuLi7MmTOHRx99FC8vL6KiopgxYwaXL1/mzJkzJWbzlERGRgaOjo6kp6cX+2Wfm5tLZGQkAQEBWFtbV/n1Ce5sxOtDIKh9/HD+B2b9Ncv8+JMHP6GLb5calOge5tiX8OML0PAhGPltlS9/s+/v67mjLD5HjhyxsDpMmTIFgDFjxrBs2TL+++8/1q1bR1paGl5eXnTr1o2NGzeWW+kRCAQCwd1FMYuPSGmvOcyuLqealOLOUnxCQ0NvWrjvt99qpqaOQCAQCGonNyo+IqW9BhHBzQKBQCAQVC9Fio6Ltakyu7D41CC1xOIjFB+BQCAQ3LUUWXyauDUBhOJToxRZfGo4q0soPgKBQCC4azErPq4mxUe4umqQoqwu4eoSCAQCgaDq0Rv1JOckA8LiUysQri6BQCAQCKqP5JxkZGRUChVBLqaGyMm5yRiMhhqW7B5FBDcLBAKBQFB9XNVdBaCOtg6u1q4oJSVG2UhKbkoNS3aPIiw+AoFAIBBUH0XxPe427igVSnPFZuHuqgFkWVh8BAKBQCCoTq5XfADcte4W44LbiF4HRr3pf5HVJbhdxMfHM2nSJAIDA7G2tsbDw4MHHniA5cuXo9PpAPD390eSJCRJQqvV4u/vz9ChQ9m9e7fFWlFRUeZ5kiTh7OxMly5d2Ldvn8W8mJgYNBpNiX27wNQba8WKFbRr1w47OzucnJxo06YNH330kVmmOXPmIEkSvXv3Lnb8e++9hyRJhIaGmseK5kuShFKpxM/Pj3HjxpGYmGiW/emnnyYgIACtVkuDBg2YPXs2+fn5FmtPmjSJ1q1bY2VlRYsWLSp0rwUCQc1T5OoqUnzq2NQBTP26BLeZoowuSQkauxoVRSg+9wgXL16kZcuW7NixgwULFnD8+HF27tzJ5MmT2bZtGzt37jTPfeutt4iLi+Ps2bOsW7cOJycnevTowfz584utu3PnTuLi4ti3bx8ODg706dOHyMhI8/41a9YwdOhQdDodf/75Z7HjR48ezcsvv8yAAQPYs2cPYWFhzJw5k61bt7Jjxw7zPC8vL/bs2UNMTIzF8atXr6Zu3brF1g0JCSEuLo7Lly+zbNkytm3bxhNPPAFAeHg4RqORzz77jFOnTrF48WKWL1/OjBkzLNaQZZmxY8cybNiwct5lgUBQmyhm8bERFp8a43o3lyTVpCR3VssKQeWZMGECKpWKI0eOWHQ3b9q0KY8++qhFKxB7e3s8PT0BqFu3Ll26dMHLy4tZs2bx2GOPERQUZJ7r6uqKp6cnnp6efPbZZ/j6+rJjxw6ee+45ZFlm9erVfPrpp/j6+rJy5Uo6depkPnbTpk2sX7+eLVu2MGDAAPO4v78//fv3JyMjwzzm7u5O69atWbt2LW+88QYAf/31F0lJSQwZMoTTp09bXK9KpTJfg4+PDy+99BKzZs0iJyeH3r17W1iP6tevz9mzZ1m2bJlF9/X//e9/ACQmJvLvv/9W4q4LBIKapCiWx2zx0QqLT41RSwKbQVh8bg1Zhvzsmtlu0rPsRpKTk9mxYwcTJ060UHquRypDA580aRKyLLN169ZS59jY2ACg15v8uHv27EGn09GjRw9Gjx7Npk2byMzMNM9fv349QUFBFkrP9fI4Olr6gceOHcuaNWvMj1etWsXIkSPRaDQ3lR1Aq9ViNBoxGEpOY01PT8fFxaXMdQQCwZ1DkWXHw8YDuKYAFbnABLeRWhLYDMLic2vodbDAu2bOPSMWNCUrMTcSERGBLMsWlhoANzc3cnNzAZg4cSLvvvtuqWu4uLjg7u5OVFRUifuzs7OZPn06SqWSrl27ArBy5Uoef/xxlEolISEhBAYGsnHjRsaNGwfA+fPni8l0Mx555BGef/559u/fT+vWrdm0aRMHDhxg1apVNz0uPDycZcuW0bZtW+zt7Yvtv3DhAkuWLOGDDz4otywCgaB2I8ty6TE+Iqvr9lOLLD5C8bmHuNGqc/jwYYxGIyNHjiQvL6/M42VZLrZGx44dUSgU6HQ6vLy8WLNmDU2bNiUtLY3Nmzdz4MAB89xRo0axatUqs+JT0no3Q61WM2rUKFavXs3Fixdp1KgRzZo1K3Huf//9h52dHQUFBeTl5REaGsqKFSuKzYuNjaV3794MGTLELJdAILjzydJnkWPIAUpwdQnF5/ZTFNxcwxldIBSfW0NtY7K81NS5y0lgYCCSJBEeHm4xXr9+fcDkBiqL5ORkEhMTCQgIsBjfuHEjwcHBODk54erqah7fsGEDubm5tGvXzjwmyzJGo5HTp08THBxMo0aNOHPmTLmvA0zurnbt2nHy5EnGjh1b6rygoCB+/PFHlEol3t7eWFlZFZsTGxtLt27d6NChQ4lKkUAguHMpcnPZa+zRqkyfcUUKUGpeKvkF+WiUZbvJBVVELXJ1iRifW0GSTO6mmtgqYClxdXWlZ8+eLF26lOzs7Epd6scff4xCoWDgwIEW435+fjRo0MBC6QGTm+uVV14hLCzMvJ04cYJu3bqZXVMjRozg3LlzJcYNybJMenp6sfGQkBBCQkI4efIkI0aMKFVejUZDYGAgAQEBJSo9V65cITQ0lFatWrF69WoUCvFWEAjuJorcXEXxPQBOVk6oFKbf+0k5STUi1z1LLXJ1iU/7e4RPP/0Ug8FAmzZt2LhxI2fOnOHs2bN89dVXhIeHo1QqzXMzMzOJj48nOjqa/fv38+yzzzJv3jzmz59PYGBgmecKCwvj2LFjjBs3jiZNmlhsw4cPZ926dej1eoYOHcqwYcMYPnw4Cxcu5MiRI1y6dImffvqJHj16sGfPnhLX3717N3FxcTg5OVXqXsTGxhIaGoqfnx+LFi0iMTGR+Ph44uPjLeZFREQQFhZGfHw8OTk5ZgXuxno/AoGg9nFjKjuY3P2iiGENUYssPsLVdY/QoEEDjh8/zoIFC5g+fToxMTFYWVkRHBzM1KlTmTBhgnnurFmzmDVrFhqNBk9PT9q3b8+uXbvo1q1buc61cuVKgoODSyxaOHDgQMaPH8+2bdsYPHgwGzZsYMWKFaxatYp58+ahUqlo2LAhTzzxBL169Spx/dIy08rLjh07iIiIICIiAl9fX4t916f1jxs3zqIgY8uWLQGIjIzE39//lmQQCATVS0mKD5gCnGOzY0VK++2mFll8JFmuQF70PUBGRgaOjo6kp6fj4OBgsS83N5fIyEgCAgKwtrauIQkFtRXx+hAIag/zDs1j49mNPNvsWV5s+aJ5fMreKfx+6XemtZ3GyMYja1DCe4yVvSD6EAxZCyEDq+UUN/v+vh7h6hIIBALBXYc5lV17g8VHZHbVDEVZXbXA1SUUH4FAIBDcddxYtbkI0a+rhqhFri6h+AgEAoHgrsMc42NrqfgUZXmJ4ObbTC0KbhaKj0AgEAjuKgxGA8m5yYBlOjuI6s01giEPCotJCouPQCAQCARVTFJOEkbZiEpS4WJt2YPPnM6eIyw+t40iaw8SWJUedHy7EIqPQCAQCO4qitxYbjZuKCTLr7kii09mfqa5pYWgmjHH9zhALSgWW/MSCAQCgUBQhZRWwwfATm1nbmGRpBPVm28L5j5dTjUqRhFC8REIBALBXUVJ7SqKkCTJnNIu3F23iVoU2AxC8REIBALBXcbNLD4gApxvO7UolR2E4iMQCASCu4yyFB/Rr+s2Iyw+gpoiPj6eSZMmERgYiLW1NR4eHjzwwAMsX74cnU4HgL+/P5IkIUkSWq0Wf39/hg4dyu7duy3WioqKMs+TJAlnZ2e6dOli0dsKICYmBo1GU2LfLjD1xlqxYgXt2rXDzs4OJycn2rRpw0cffWSWac6cOUiSRO/evYsd/9577yFJEqGhoeaxovmSJKFUKvHz82PcuHEkJiaaZX/66acJCAhAq9XSoEEDZs+ebdF89MSJEwwfPhw/Pz+0Wi2NGzfm448/rvhNFwgEt51yW3xEEcPbg7D4CGqCixcv0rJlS3bs2MGCBQs4fvw4O3fuZPLkyWzbto2dO3ea57711lvExcVx9uxZ1q1bh5OTEz169GD+/PnF1t25cydxcXHs27cPBwcH+vTpQ2RkpHn/mjVrGDp0KDqdjj///LPY8aNHj+bll19mwIAB7Nmzh7CwMGbOnMnWrVvZsWOHeZ6Xlxd79uwhJibG4vjVq1dTt27dYuuGhIQQFxfH5cuXWbZsGdu2beOJJ54AIDw8HKPRyGeffcapU6dYvHgxy5cvZ8aMGebjjx49Sp06dfjqq684deoUb7zxBtOnT2fp0qUVuOsCgaAmMCs+2lIsPoUKUVEskKCaKbL4WDvWqBhFiO7s9wgTJkxApVJx5MgRi+7mTZs25dFHH7XoSm5vb4+npycAdevWpUuXLnh5eTFr1iwee+wxgoKCzHNdXV3x9PTE09OTzz77DF9fX3bs2MFzzz2HLMusXr2aTz/9FF9fX1auXEmnTp3Mx27atIn169ezZcsWBgwYYB739/enf//+ZGRkmMfc3d1p3bo1a9eu5Y033gDgr7/+IikpiSFDhnD69GmL61WpVOZr8PHx4aWXXmLWrFnk5OTQu3dvC+tR/fr1OXv2LMuWLWPRokUAjB071mK9+vXrc/DgQTZv3swLL7xQwbsvEAhuJ2VafES/rttLLerTBcLic0vIsoxOr6uR7XpFpSySk5PZsWMHEydOtFB6rkeSpJuuMWnSJGRZZuvWraXOsbGxAUCv1wOwZ88edDodPXr0YPTo0WzatInMzEzz/PXr1xMUFGSh9Fwvj6Oj5a+DsWPHsmbNGvPjVatWMXLkSDQazU1lB9BqtRiNRgwGQ4n709PTcXFxKXFfReYIBIKaJSs/C53B5CYXrq5aQi1zdQmLzy2QY8ih3YZ2NXLuv0f8jY3aplxzIyIikGXZwlID4ObmRm5uLgATJ07k3XffLXUNFxcX3N3diYqKKnF/dnY206dPR6lU0rVrVwBWrlzJ448/jlKpJCQkhMDAQDZu3Mi4ceMAOH/+fDGZbsYjjzzC888/z/79+2ndujWbNm3iwIEDrFq16qbHhYeHs2zZMtq2bYu9vX2x/RcuXGDJkiV88MEHpa5x8OBBNm3axPbt28str0AguP0UWXvs1falfkYWKUQJugRkWS7zh5/gFhHBzYKa4sY39+HDhwkLCyMkJIS8vLwyjy/pA6Jjx47Y2dlhb2/Ptm3bWLNmDU2bNiUtLY3NmzczatQo89xRo0ZZKCkV/cBRq9WMGjWK1atX8+2339KoUSOaNWtW4tz//vsPOzs7tFotwcHB+Pn5sX79+mLzYmNj6d27N0OGDDErZDdy6tQpBgwYwKxZs+jZs2e55RUIBLeforid6609umPHufTEGHLPnAGuubpyDDlk67Nvv5D3GsLic/egVWn5e8TfNXbu8hIYGIgkSYSHh1uM169f37SWtuy1kpOTSUxMJCAgwGJ848aNBAcH4+TkhKurq3l8w4YN5Obm0q7dNYuYLMsYjUZOnz5NcHAwjRo14kzhB1F5GTt2LO3atePkyZPF4nCuJygoiB9//BGlUom3tzdWVlbF5sTGxtKtWzc6dOjAihUrSlzn9OnTdO/enWeeeYY333yzQrIKBILbT0nxPanffI3u8GHSNv+A5xuNsVHbYKe2I0ufRUJOAnYau5oS995AWHzuHiRJwkZtUyNbRSwlrq6u9OzZk6VLl5KdXblfNx9//DEKhYKBAwdajPv5+dGgQQMLpQdMbq5XXnmFsLAw83bixAm6detmtvqMGDGCc+fOlRg3JMsy6enpxcZDQkIICQnh5MmTjBgxolR5NRoNgYGBBAQElKj0XLlyhdDQUFq1asXq1atRlNA/5tSpU3Tr1o0xY8aUmNEmEAhqHyUpPvkXLgKgv3zZPCaKGN5GapnFRyg+9wiffvopBoOBNm3asHHjRs6cOcPZs2f56quvCA8PR6lUmudmZmYSHx9PdHQ0+/fv59lnn2XevHnMnz+fwMDAMs8VFhbGsWPHGDduHE2aNLHYhg8fzrp169Dr9QwdOpRhw4YxfPhwFi5cyJEjR7h06RI//fQTPXr0YM+ePSWuv3v3buLi4nBycqrUvYiNjSU0NBQ/Pz8WLVpEYmIi8fHxxMfHm+cUKT09e/ZkypQp5v1FtYAEAkHt5EZXl2w0knfxAgD5kRfM866P8xFUIwUGyM8y/V9LFB/h6rpHaNCgAcePH2fBggVMnz6dmJgYrKysCA4OZurUqUyYMME8d9asWcyaNQuNRoOnpyft27dn165ddOvWrVznWrlyJcHBwSUWLRw4cCDjx49n27ZtDB48mA0bNrBixQpWrVrFvHnzUKlUNGzYkCeeeIJevXqVuH5pmWnlZceOHURERBAREYGvr6/FvqJsuW+//ZbExETWr19vERtUr169UgO8BQJBzVOkyBT16TLExyPnmJI49LGxyAUFSEqlucaPyOyqZnKvs9zXkjo+klyRvOh7gIyMDBwdHUlPT8fBwcFiX25uLpGRkQQEBGBtbV1DEgpqK+L1IRDUPI//9Dinkk/xv27/o1vdbmT9cYDoZ54x7w/ctRO1jw+Ljy5m1clVjGo8itfbvl6DEt/lJF+AJa1AYw8zYsqefwvc7Pv7eoSrSyAQCAR3DeYYH1uTRSf/4gWL/fnR0ab9wtV1e6hlgc0gFB+BQCAQ3CUYjAaSc5OBa+0q8iLOW8zJL3RVm6s3C1dX9ZKbavpbS+J7QCg+AoFAILhLSM5JxigbUUpKXKxNVdbzzplKZiitCgDIP38KEBaf20Yt69MFQvERCAQCwV1CkRLjpnVDqTBlquZHXgLAzttUpFUfabIAXZ/OLkJdq5Fa1qcLhOIjEAgEgruEYhldqakUZJhql9l5mTK78qOvANdcXfnGfDLyM25cSlBV1LIaPiAUH4FAIBDcJdxYwyf/gimwWW1jwMrJ1Dw5/2oqsiyjUWpwsnIChLurWhHBzQKBQCAQVA83Vm3OK6zYrHE0oG7QBCQZOb+AgqQkQFRvvi0Ii49AIBAIBNXDjYpPUSq7lYMBxX09UdsUBjgXtq4oyvxKyBEWn2pDWHwEAoFAIKgeilt8TIqPxsEADXuititUfCJNlqAii49wdVUjRcHNIqtLIBAIBIKqpSjGpyi4uaiGj5WjDD6t0RQW880/fxK4FuAsFJ9qRLi6BDVJfHw8kyZNIjAwEGtrazw8PHjggQdYvnw5Op0OAH9/fyRJQpIktFot/v7+DB06lN27d1usFRUVZZ4nSRLOzs506dKFffv2WcyLiYlBo9GU2LcLTL2xVqxYQbt27bCzs8PJyYk2bdrw0UcfmWWaM2cOkiTRu3fvYse/9957SJJEaGioeaxoviRJKJVK/Pz8GDdunLnBaFRUFE8//TQBAQFotVoaNGjA7Nmzyc/PN6+RnJxM79698fb2xsrKCj8/P1544QUyMkT2h0BQW7ne4mPMzsYQb3qsqesJSjUaT2cA9BfPm+eBiPGpVoSrS1BTXLx4kZYtW7Jjxw4WLFjA8ePH2blzJ5MnT2bbtm3s3LnTPPett94iLi6Os2fPsm7dOpycnOjRowfz588vtu7OnTuJi4tj3759ODg40KdPHyIjI83716xZw9ChQ9HpdPz555/Fjh89ejQvv/wyAwYMYM+ePYSFhTFz5ky2bt3Kjh07zPO8vLzYs2cPMTGWvV5Wr15N3bp1i60bEhJCXFwcly9fZtmyZWzbto0nnngCgPDwcIxGI5999hmnTp1i8eLFLF++nBkzZpiPVygUDBgwgB9//JFz586xZs0adu7cyfPPP1+Buy4QCG4X2fpsdAbTjyV3G3fyIqMAU+FClVd9ANQ+3gDkxxSmtNuI6s3VTi20+Iju7PcIEyZMQKVSceTIEYvu5k2bNuXRRx+1KOBlb2+Pp6cnAHXr1qVLly54eXkxa9YsHnvsMYKCgsxzXV1d8fT0xNPTk88++wxfX1927NjBc889hyzLrF69mk8//RRfX19WrlxJp06dzMdu2rSJ9evXs2XLFgYMGGAe9/f3p3///hbWFXd3d1q3bs3atWt54403APjrr79ISkpiyJAhnD592uJ6VSqV+Rp8fHx46aWXmDVrFjk5OfTu3dvCelS/fn3Onj3LsmXLWLRoEQDOzs6MHz/ePKdevXpMmDCB999/vxJ3XyAQVDdFbi47tR02ahvSrwtsxiUAAE39RkAE+fGmNgrm4Gbh6qoejEbILfwcFxafuwNZljHqdDWyVaTSaHJyMjt27GDixIkWSs/1SJJ00zUmTZqELMts3bq11Dk2NjYA6PWmehl79uxBp9PRo0cPRo8ezaZNm8jMzDTPX79+PUFBQRZKz/XyODpaBsONHTuWNWvWmB+vWrWKkSNHotFobio7gFarxWg0YjAYStyfnp6Oi4tLqcfHxsayefNmunbtWua5BALB7afUVHYHAzgXKj6NmgJgzNFTkJZmnpuUk4RRNt5uke9+8tKBwu+qWhTcLCw+t4Cck8PZVq1r5NxBx44iFSoaZREREYEsyxaWGgA3Nzdyc03VTCdOnMi7775b6houLi64u7sTVdjg70ays7OZPn06SqXSrBysXLmSxx9/HKVSSUhICIGBgWzcuJFx48YBcP78+WIy3YxHHnmE559/nv3799O6dWs2bdrEgQMHWLVq1U2PCw8PZ9myZbRt2xZ7e/ti+y9cuMCSJUv44IMPiu0bPnw4W7duJScnh379+vHFF1+UW16BQHD7uFkqe5HFR+ETjMq6AEOukvzoaFxDGiMhUSAXkJKbgpvWrWaEv1spyuhSaUFlVbOyXIew+NxD3GjVOXz4MGFhYYSEhJCXl1fm8bIsF1ujY8eO2NnZYW9vz7Zt21izZg1NmzYlLS2NzZs3M2rUKPPcUaNGWSgpJa13M9RqNaNGjWL16tV8++23NGrUiGbNmpU497///sPOzg6tVktwcDB+fn6sX7++2LzY2Fh69+7NkCFDzArZ9SxevJhjx46xZcsWLly4wJQpU8otr0AguH2Ux+KDSwPU9iarb/6F86gUKly1roAIcK4WamFgMwiLzy0habUEHTtaY+cuL4GBgUiSRHh4uMV4/fqmgD9tOdZKTk4mMTGRgIAAi/GNGzcSHByMk5MTrq6u5vENGzaQm5tLu3btzGOyLGM0Gjl9+jTBwcE0atSIM2fOlPs6wOTuateuHSdPnmTs2LGlzgsKCuLHH39EqVSaM7NuJDY2lm7dutGhQwdWrFhR4jpF8Uv33Xcfrq6udO7cmZkzZ+Ll5VUhuQUCQfVyNftaKrus15N/2dSc1MpBD87+pkk2LmgcleQkQv65f4HB1NHWISknicScRBrTuGaEv1uphYHNcIdZfPbv30+/fv3w9vZGkiS2bNlisV+WZebMmYO3tzdarZbQ0FBOnTpVbfJIkoTCxqZGtopYSlxdXenZsydLly4lOzu7Utf68ccfo1AoGDhwoMW4n58fDRo0sFB6wOTmeuWVVwgLCzNvJ06coFu3bmarz4gRIzh37lyJcUOyLJOenl5sPCQkhJCQEE6ePMmIESNKlVej0RAYGEhAQECJSs+VK1cIDQ2lVatWrF69GoWi7LdCUVxVeaxjAoHg9nK9xSf/8mUwFKBQGVG5u4OmMCxAktB4OAHXurQXWYhEgHM1UEstPneU4pOdnU3z5s1ZunRpifvfe+89PvzwQ5YuXco///yDp6cnPXv2tAiovVf59NNPMRgMtGnTho0bN3LmzBnOnj3LV199RXh4OEql0jw3MzOT+Ph4oqOj2b9/P88++yzz5s1j/vz5BAYGlnmusLAwjh07xrhx42jSpInFNnz4cNatW4der2fo0KEMGzaM4cOHs3DhQo4cOcKlS5f46aef6NGjB3v27Clx/d27dxMXF4eTk1Ol7kVsbCyhoaH4+fmxaNEiEhMTiY+PJz4+3jzn559/ZvXq1Zw8eZKoqCh+/vlnxo8fT6dOnfD396/UeQUCQfVxveJzfcVmydXSSq3x8wWu69Iu+nVVH7XU4nNHuboefvhhHn744RL3ybLMRx99xBtvvMHgwYMBWLt2LR4eHmzYsIHnnnvudopa62jQoAHHjx9nwYIFTJ8+nZiYGKysrAgODmbq1KlMmDDBPHfWrFnMmjULjUaDp6cn7du3Z9euXXTr1q1c51q5ciXBwcElFi0cOHAg48ePZ9u2bQwePJgNGzawYsUKVq1axbx581CpVDRs2JAnnniCXr16lbh+aZlp5WXHjh1EREQQERGBr6+vxb4iq45Wq+Xzzz9n8uTJ5OXl4efnx+DBg5k2bdotnVsgEFQPRYqPh40H+Rf/AAoDm50tFR91QCAQTv7VG1LaRb+uqqfI4lOLMroAJLkiedG1CEmS+OGHH8yul4sXL9KgQQOOHTtGy5YtzfMGDBiAk5MTa9euLXGdvLw8C9dFRkYGfn5+pKen4+DgYDE3NzeXyMhIAgICsLa2rvqLEtzRiNeHQFAzGIwGWn/VGqNsZPeQ3eTPfp+Mbduo0ywDt4mToOtr5rkFB7/k3FMLAAg6eoTNV35h7sG5dPXtytIHS/YmCCrJzrlw4ENo9zw8XHrWcFWRkZGBo6Njid/f13NHubpuRpGbwsPDw2Lcw8PDwoVxIwsXLsTR0dG8+fn5VaucAoFAIKhaUnJTMMpGlJISF2sX8i9cl8p+g8VHWa8JSk1hs9LoaBHjU53UUlfXXaP4FHFj0G9ZKdPTp08nPT3dvEVHR1e3iAKBQCCoQoqUFjetGwok8grb5mgc9OYaPmZcGlzr0n7hrLlRqWhbUQ2I4Obqpag9wY3WnYSEhGJWoOuxsrLCwcHBYhMIBALBnUNRuwp3G3cMcXHIOTmgkNHYFRSz+GDtgMbZFN6qP3vCHNycnJOMwVhyZXdBJREWn+olICAAT09Pfv/9d/NYfn4++/bto2PHjjUomUAgEAiqE4uMrouFhQvtDEhaB7Ap3opG427q0p5/4Twu1i4oJSUyMsk5ybdP6HuBWmrxuaOyurKysoiIiDA/joyMJCwsDBcXF+rWrcvLL7/MggULaNiwIQ0bNmTBggXY2NjctN5LZbhD48EF1Yx4XQgENYOF4nPmhlYVJYQ6qP284WA6+TFXUEgK3LRuXNVdJTEnEQ/b0j0EggpitvjUrqyuO0rxOXLkiEVKdVH7gDFjxrBmzRpee+01cnJymDBhAqmpqbRr144dO3aU2J+pMhTVusnPzy9XtWPBvYVOpwNMrTUEAsHtw6J4YUmtKm5AE9AQOEP+1RTzcVd1V7mqu0oTmtwWme8Jinp11TJX1x2l+ISGht70V7UkScyZM4c5c+ZUy/lVKhU2NjYkJiaiVqvLVe1XcPcjyzI6nY6EhAScnJwsikEKBILqpyjGx8PGg7yLewHL5qQ3oglqBvyIIS0PY37+tQBnUcSw6pBl4eq6G5AkCS8vLyIjI7l06VJNiyOoZTg5OZmD7AUCwe3D0uJT6Opy1Jdq8VHWb45CZcRoUKCPjjYHOIuU9iokPwtkU/acsPjc4Wg0Gho2bEh+fn5NiyKoRajVamHpEQhqiCKFpU6eFXlpaQBo7AtKtfhIrqaU9rw0BfnnTuHuY6rlI1Laq5Aia49SA+raFRoiFJ9KoFAoRGVegUAgqAVk67PJ1puaLzvFZXEVUNsWoFDJpVp8UGvROKvJSwP9uRO4N2wKCFdXlXJ9KnsFmmrfDkSQikAgEAjuWIqsPXZqO6RLpsajGge9ydLg4F3qcRqPwpT2i+dFv67qoJb26QKh+AgEAoHgDsayhs91qexO9UBRuvtZ7WdSivKjY0SH9uqgKKOrlgU2g1B8BAKBQHAHY47vsaljmcpeSnxPERr/QAD0V1PM/brS8tLILxDxm1VCLa3aDELxEQgEAsEdjGUqu0nxKak56Y1ogpoDkJ+ah73CBo1CA4gA5yqjlFT2eYfm8c7hd4jNir3tIhUhFB+BQCAQ3LEUWXy8FM4Y4uIAsCqpOekNqBq1QlLIYARDXJxwd1U1JVh8ZFnmxws/sv7M+hq1rAnFRyAQCAR3LEWKj2+KKXNIaSOhtLpJRlchkkvAtS7tZ0+Y3V2ilk8VUYLFJ0GXQI4hB6WkxMfep0bEAqH4CAQCgeAOxhzcnGCyIFjZ6007yrD4oNKgcTa5t/ThYdeqNwtXV9VQQp+uSxmmwr++9r6oFTXX2kcoPgKBQCC4YymK8XGMywRAY58HSKasrjLQeDgBkB95Xlh8qpoS+nRFZUQBUM+h7OemOhGKj0AgEAjuSAqMBSTnJANgFWOy1Fg5GEz1e9RlF5lV+5ncLSKlvRoowdVVZPERio9AIBAIBJUgOTeZArkApaSEqKLihWVndBVh6tIO+vhUs6tLFDGsIkoIbi5SfPwd/G+7ONcjFB+BQCAQ3JEUWWfc1S7oL18GypfRVYSmkalVRX5qLu7WbhZrCm4RYfERCAQCgaBqKYrvuU/nCAUFKKyUqLTGcis+6sb3gyQjG8Aty/R1KBSfKkCWiwU3G4wGYjJjAKH4CAQCgUBQKYoCkRukWQGgcVaa+mGW09UlufqjtjUC4HjJZDHK1Gei0+uqXth7CUMuFNXpKXR1xWbFYpANWCutzYHkNYVQfAQCgUBwR1Kk+PiY4puxsss1/VNOiw8KJRoXU0q7MiIcrUoLiJT2W6bIzSUpwcoeuJbRVdehLgqpZlUPofgIBAKB4I6kyNXlnpAHgMYmy7SjnBYfAI27qUu7PjJCpLRXFde7uSRTYcnaEt8DQvERCAQCwR1KkYJiH5cBFKaya50r1BFc7esFQP7lGLPiI+J8bpGbBDbXdEYXCMVHIBAIBHcoCboEJFnGKiYJAI2DvkLWHgBN/cKU9qsponpzVVFCKnttKV4IQvERCAQCwR1Kgi4Bt3SQ8vKRVAo0dgXlj+8pRNOoGQD5Kbm4F9XyEa6uW6PI4lNCuwqh+AgEAoFAUAl0eh1Z+ix8kmUANK42SAoqbPFRB7cDwJgPXvmFwc3C1XVrFLWrKHR15RhyiM+OB4SrSyAQCASCSlEU2ByQasrK0jgX7qigxUdRpx4qG1NKu2dcGiCqN98yN7i6ojOjAXC0csTpOvdXTSEUH4FAIBDccVyr4WNSfKxsC2vvVNDigySZU9pdYkzKlLD43CI3BDfXJjcXCMVHIBAIBHcg12r4FLq6NKmmHRW0+ACoC1Pa7YsUn5xEZFmuAinvUW6w+JgVH3uh+AgEAoFAUCkSdAkgy7hdNdXwsXLIA5U12HlWeC2NnzcA6liTpSfHkEOWPqvqhL3XuMHiE5UeBQiLj0AgEAgElSZBl4CDDqyy803uKnsDOPuDouJfa5qAQACM8SnYa0yVhoW76xa4oU+X2eLjKBQfgUAgEAgqRYIuwdyqQu3mgEJFxeN7CtEENQcgPyUPd21h9WYR4Fx5irK6bnB11YaMLhCKj0AgEAjuQBJ0CfgmFcb31LE2DbrUr9RaRSntBbngI5usFMLicwtc5+pKz0snNc8Uf1XXvm7NyXQdQvERCAQCwR3HVd1Vc2CzlWNhIHIlApsBlO5+KK1Na9RPNf0VRQxvgeuCm4usPe427tiobWpOpusQio9AIBAI7igKjAUk5SThY+pUgZVNpumfSrq6kCQ0zqaUdu+EHEC0rag0hnzQF5YW0DrVOjcXVFLxSUtL44svvmD69OmkpKQAcOzYMa5cuVKlwgkEAoFAcCMpuSkUyAX4FqWyqwqtM5W0+ABoPJwAqHPVpEQJi08lKbL2IIGVY62r4QOgqugB//77Lz169MDR0ZGoqCieeeYZXFxc+OGHH7h06RLr1q2rDjkFAoFAIABMSol1noxroaHHyjYLJAU4+lV6TbWvD4Ql4pRg6vQuYnwqSVF8j5UDKBS1UvGpsMVnypQpPPnkk5w/fx5ra2vz+MMPP8z+/furVDiBQCAQCG7EFN9j+l/p7IBSI4OjL6g0lV5TU9+U0q5NMNXvEa6uSmLu03VDKvudrPj8888/PPfcc8XGfXx8iI+PrxKhBAKBoLYQnRlN/y39+ezEZzUtiqCQRF3itcBmr8ImXZWN7ylEE2Tq0q5MyQdMViVRvbkSXBfYLMsyURlRwB2u+FhbW5ORkVFs/OzZs9SpU6dKhBIIBILawrKwZUSmR/LlmS8pMBbUtDgCLDO6NK5WpsFbiO+BayntcraEWi+jN+pJy0u7pTXvSa5LZU/MSSTHkINSUuJr51ujYl1PhRWfAQMG8NZbb6HX6wGQJInLly8zbdo0Hn300SoXUCAQCGqK6Ixofo78GYD0vHTCU8NrWCIBFNXwMf1v5Wj6LrpVi4/S0w+FxqRMNcqyNZ9HUEFKSGX3sfNBrVTXnEw3UGHFZ9GiRSQmJuLu7k5OTg5du3YlMDAQe3t75s+fXx0yCgQCQY3wxckvKJCvWXn+jvu7BqURFGGq2lzo6rIu9EDcosVHkiQ0zibrUWC6Ke9HxPlUgussPrXRzQWVyOpycHDgwIED7N69m2PHjmE0GmnVqhU9evSoDvkEAoGgRojNiuXHiB8BeNj/YX6J+oVDsYcY22RsDUsmSM64ikdhM3aNMtb0zy1afADUHk7kXk2gbooR/EVmV6W4rk/XpfTaF9gMlbD4rFu3jry8PLp3787UqVN57bXX6NGjB/n5+SKVXSAQ3DWsOrkKg2ygnWc7nmtuSug4lnCMvIK8GpZMIMXEo5QBGy0qCtO7btHiA6DxNXVp90y6FuAsqCAluLpqU/FCqITi89RTT5Genl5sPDMzk6eeeqpKhBIIBIKa5Gr2VTaf3wzAc82fo75jfepo65BXkMeJhBM1LF3p6I169AX6mhajWtHpdThdNaWca+p6IkmAjRtY2d/y2pqABgC4JJuUW+HqqgTXubouZdauruxFVFjxkWUZSZKKjcfExODo6FglQgkEAkFNsubUGvRGPa3cW9HGow2SJNHeqz0Ah+IO1bB0JZOUk8SgrYPot6Uf8dl3b2mR6wObtZ6FqexVYO2Ba13a7VIM5nMJKkhhHR+DlQPRmdEA1LOvXYpPuWN8WrZsiSRJSJLEgw8+iEp17dCCggIiIyPp3bt3tQgpEAgEt4uknCS+PfctAM81e878Q6+dVzu2XdxWKwOcjbKRGX/MMLsWXt33Kqt6r0KtqD2ZNFXF9YHNGtfC76EqiO8BUAe3Na2bCcoCWcT4VIZCi0+cZMRgNGCltMLD1qNmZbqBcis+AwcOBCAsLIxevXphZ2dn3qfRaPD39xfp7AKB4I5n3al15BXk0dStKR28O5jH23mZ6rycTD5JRn4GDhqHmhKxGF/89wUH4w5irbRGrVATlhjGh0c+5PW2r9e0aFWORVd2uzzIA1zqV8naKp+6SEqgQMItHRLshcWnwhTG+EQVmJq91nWoi0KqXf3Qy634zJ49GwB/f3+GDRtm0a5CIBAI7gZSc1P55uw3gKW1B8DT1hN/B3+iMqL4J/4fHqz7YE2JacGR+CN8EvYJADPazcDRypFJeybx1ZmvaOHegl7+varlvLIsEz9nLrqjR/D93/+wql81ykdZJGYn0KowntnKOrVQ8akai48kSWhcNOQl5uOZKnPSNZkCYwFKhbJK1r8nKLT4XNKb/ta2wGaoRIzPmDFjhNIjEAjuSr48/SU5hhwauzSmi2+XYvuL4nxqi7srJTeF1/e/jlE20r9BfwYGDqR73e48FWJKNJn15ywi0yOr59xr15K2cSP5EReImfgCBZmZ1XKeG8mKvoiVAYwqBWrjFdNgFbm6wJTSDuCdCgVyAal5qVW29l1PgQHyTa+DqDyTdlrbUtmhEopPQUEBixYtom3btnh6euLi4mKxCQQCwZ1IRn4GX4d/DcCzzZ4tMYmjvXftCXA2ykZmHJhBQk4CAY4BvNHuDbPML7V6idYerdEZdEzZOwWdXlel5875918SPvgQAMnGhvzISGJffQ3ZaKzS85REwUVTHFOetytSVqHiU0UWHwCNjymlvV6a6V6KAOcKkHetndWlwgD7u0LxmTt3Lh9++CFDhw4lPT2dKVOmMHjwYBQKBXPmzKkGEQUCgaD6WX9mPVn6LAKdAulet3uJc+73vB+FpCAyPZKr2Vdvs4SWrD65mj+v/ImV0opFXRdho7Yx71MpVLzf5X1crV2JSItg3qF5VdZwsyAjgyuTp4Bej32vXtRbuxZJoyFr716Sli6tknPcDGV0YcaajyvIRlDbgm3V9YnUBJi6tPukmO6XCHCuADlFVSXtuJR5GbhLXF3r16/n888/Z+rUqahUKoYPH84XX3zBrFmzOHSo5n8FCQQCQUXJys/iq9NfASZrT2nBmA4aB0JcQwD4O77m3F3HE46z5PgSAKa3nU4j50bF5tSxqcP7Xd9HISnYdnGbOVPtVpBlmbg33kB/5QpqPz+85r2NtmkTPN+aC0DSp8vI2LHjls9zM+yumL5crTydTAMuAVCCda6yFHVpd08xtSpJyBEWn3JTGNica+1EXHYccJdYfOLj42natCkAdnZ25mKGjzzyCNu3b69a6QQCgeA28M3Zb8jIz8DfwZ+H6j1007lF2V2HYmvmh15abhqv7nuVArmAPgF9GNxwcKlz7/e8n5davgTAO4ff4VTSqVs6d+pX68n8fSeo1fh8+CFKe1PRQKeBA3EZ8wQAsdOmk3vu3C2dpzSMshGXq6ZsIfs6WtOgs3+VnkPduDUADukgGUVKe4UoDGyO1pqyvu019jhZOdWcPKVQYcXH19eXuDiTJhcYGMiOQu3+n3/+wcrKqmqlEwgEgiqkJHePTq9j3SlTu51nmj1TZgbP9QHOVeU+Ki+yLPPmn29yVXcVfwd/ZnWYVWIs0vWMbTKWUL9Q9EY9U/ZOIT2veOX98pDz30kS3nsPAI9XX0XbtInFfvdXX8WmfXtknY6YF16koIQK/7dKck4yPkmme+5qX9g8tgrjewDUvnVBAUqjhEumiPGpEIXFCy9Zm5RSfwf/Ml+fNUGFFZ9Bgwaxa9cuACZNmsTMmTNp2LAhTzzxBGPHiuZ9AoGgdpK+bRvnO3QkefUai/Hvzn1Hal4qvna+9AnoU+Y6LdxbYKW0IiEnodoypkpj3el17IvZh0ahYVHXRdiqbcs8RpIk5j8wH187X2KzY5lxYAZGuWJByAWZmVyZMgVZr8e+Zw+cR48qfh6VCp/FH6L29kZ/+TJXXpmKXFBQwmqVJ+HKOexywSiBVpNiGqzCjC4wXYfGSQOAZ5os2lZUhKIaPmpTpZza6OaCSig+77zzDjNmzADgscce48CBA4wfP55vv/2Wd955p8oFFAgEtZwCPSRfqGkpSkWWZZKWLyf21dcoSEsj9ZuvzfvyCvJYc2oNAOOajkOlKLu0mZXSipbuLQE4GHewWmQuiROJJ/jo6EcAvN72dYJcgsp9rIPGgQ9DP0Sj0LA/Zj8r/1tZ7mNlWSbuzZnoo6NR+/jgNW9eqb/iVc7O+H6yFMnamuwDB0j86ONyn6c8pIWfNP110aAo7ANV1RYfuJbS7pkqLD4VoqiGT6FmcdcoPjfSrl07pkyZQv/+/fnnn3+qQiaBQHAn8ctrsKQVnPimpiUphqzXEz9rlsUXsP7SZfSxsQBsPr+ZxJxEvGy96N+gf7nXvd31fNLz0nlt32sYZAO9/HsxpNGQCq/R2LUxb7R/A4ClYUvLnZKf+vXXZP72G6hU+Hz4AcoyejJaN26M1/x5ACR//jkZv/xSYVlLQxdxHoAMLwdIjTINVrHFB67r0p4qV0rxuZB2gc///fy2WwRrnEKLzyVM3e1rY0YXVELxycrKIicnx2IsLCyMfv360b59+yoTTCAQVAyjbCQqPYpfIn/h6/Cv2R+zn4tpF8kryKu+k6ZfgWOm+Bh2zwNDNZ6rghRkZRM9fgJp334HCgUeM99E29zUhDL74CH0BXpWnVwFmOJg1Mry97UqUnz+if8Hg9FQ9cJfR1FcT2x2LH72fszpMKfScRODAgcxoMEAjLKR1/e/XmZKfu7p0yQsNFny3V95xXz/ysKxb19cxz0NQOyMN8gND6+UvNdjSE3F+uC/AOR7O0FBHihU4Oh3y2vfiMbf1KXdI9VUJFJvLLvjvd6oZ0fUDsb+NpaBWwfyv+P/Y/zO8WTlZ1W5fLWWIotPgaluVG21+JS7ZUVMTAzDhg3j0KFDKJVKXnjhBebNm8fzzz/P119/zYABAzhw4EB1yioQCArRG/VcTLvImZQzhKeEcybZ9FdnKF6oTkLC3cYdP3s/8+Zr72v+39Hq5r/gb8rfy6Doiz892qQEtX2m8utVEfqrCUQ//zx5Z84gWVvj8+EH2HfvjiEpiZwTJ8g+eJCdTY3EZ8dTR1uHQQ0HVWj9+1zuw0HjQEZ+BqeTT9OsTrNquhL46sxX7I3ei1qhZlHXRdhp7Mo8pjQkSeKN9m9wJuUM51LP8er+V1nZa2WJzUwLsrKImTwZWa/Hrls3XJ4cU6Fz1Zk8mdwz4WT/+ScxE1/A/7tvUTk7lzi3wFhASm4KiTmJJOUkkagr/JuTSHpKPA1+O027vfG45ZkCm/OCPSEek9KjLPfXWLlRBzUDvscz1XS+5JxkPG09S5ybqEvku/Pf8d3Z78yp7wpJgYNkw5WsK7z3z3u81emtKpexVpKbRrpCIsVo+gF0xys+06ZNIysri48//pjvv/+ejz/+mH379tG8eXPOnTtHQEDVmxsFAoEpDuV86nlOJ5/mTMoZziSf4XzqefKN+cXmWiutaeTcCFetK7FZsURnRqMz6Liqu8pV3VWOXD1S7Bh7jb1JGbLzpa5DXQIcA/B38CfAMQB7jX3pguWmw5E1pv+D+sLZ7fDHB9ByNKiLt7XJyM/gXMo5zqae5WzKWc6mniU+O55mbs0I9Quli28X6tjceiG63HPniH7ueQxxcShdXfFbvgxtYQkO2/YdSF62nOyDB/mivcl68GTIk1gpK5aRqlQoaefVjt8v/c6huEPVpvicTDrJh0dNFZKntplKsGvwLa+pVWlZHLqYYT8N43jCcT46+hGv3v+qxRxZlomfNRv9pcuovLzwXrigwlYmSanE54NFRA4dZgp2njKFup9/jqRSsevSLjZHbCZBl0BSThIpuSnFAq7Veplex2QeO2jEodDJcNEDNnfXMqlJoEnxqYb4HgBN41YAeKUCssnddb3iI8syR68eZePZjey8tBODbFL+XaxdeDRwMP0Pg+7TL/gnoIClj2wm1C+01KKYNc3vl37HycqJ+z3vv/XFctO5rDIp0e5ad4uimrWJcis+e/bsYdOmTXTq1InHHnsMb29vhgwZwrRp06pTvgoxZ84c5s6dazHm4eFBfHx8DUkkKAl9gZ7EnEQSdAlc1V0lMz+Tzj6d8bD1qGnRqg1Zlsv84sgryONSxiUi0yPN2/m081xMu0iBXDw7xk5tx30u93Gfy30EuwbT2KUx/o7+FgG6siyTkptCdGY0MVkxpr+Z1/4m5iSSmZ/J6eTTnE4+Xewcblo3AhwDCHAIwN/RpAwFOAbgZeuF4shqU1+eOo3hsVWwpDVkxGA8soorTfqZlZuzKaYtNju2xOveG7OXvTF7AWji2oSufl0J9QslyDmowl+22QcPEvPiSxizstAEBOD3+Qo0vr7m/dqWLZCsrSlITkYRlYaLnytDgioeLwPQzvOa4vNss2crtcbNyMjPYOq+qRiMBnrU7cHw+4ZX2dp1Heoyr9M8Xt77MutOr6OFewt61utp3p+26Vsyfv75WlyPk1OlzqN0csJ36RKiHh+O7uAhrr6/iG8esmblyeLB1QpJgYu1Cx4aNzqH6Wn/22VsUk0aj97XHZ4ZTvOH+9LT1gPN3sJEmmqI7wFQ+9UFwEoPjrpr1Zt1eh0/XfyJb85+w/nU8+b5Ld1b8njQ4zzo0ZmkuW+T8eM2JKDtOZi3roBPCmbR/MnmuGpdq0VeQ2IiiUuWYkhIQNJao7DWIllbobDWotBaI1lrUVhbm/cVjV0xJLLk7zdJ9LBm18j9t66o5KRdy+hyLNnak33wIMbcXOy7dbu1c90C5VZ84uPjadDA5Pf09PREq9UyYMCAahOssoSEhLBz507zY6VSdNW9nWTlZ5kVmhv/Xs02/Z+Sm4KMZf0TF2sXPn3wU0LcQmpI8uoh99w5Yl+fhj46Gm3z5mhbtULfpAGxdW2J1MdZKDmxWbHF7ksRzlbONHZtTGOXxua/vva+pVYYLkKSJFy1rrhqXWnh3qLYfp1ex5WsK0RnRhOdGc3ljMtEZUQRlR5FQo7p13hSThL/xFsmLlgprfDPy8W/jisB9VvgcuEHLgS25FxcPufCPyX73LIS5fGy9SLIOYhGLo0Icg6ijk0d/o77m33R+ziZfNK8fRL2CZ62nnT17UpX36609WpbplUmbcsW4t6cCQYD2jat8Vu6tNgXtkKjQdu6Fbo//6JJlExQryfQqrQ3Xbc0ivp2hSWEkWPIqfQ6JSHLMrP/nM2VrCv42Pkwt9PcKq+H8mC9B3ky5EnWnFrDzD9n0tCpIf6O/uSePcvVBQsAcJ/8MjYtW97SeawbNcJ74UKuTJpE6tq1nEtRQBMFIxuPpKN3R+po61DHpg5Oakeyf/mNxCVL0F82tTtQeXtRZ+ILOA7oj6S67usqpTBo2KV6OsIrNBrUjhr06fl4psKxhGMcjj/Mjxd+JEtvitnRqrT0CejD4/c9zn0u96G/epWYMWPJPXkSlEpcn36atM2bqZuUxGsrklkhTWLac19W+fOY9ccBYqdNoyA5uVLHvwvEOWdzsOWvPNi89GKY5SI3jctqk8Wnrn3dYrv1V65wZfIUCtLS8P30E+y714wVrELO0euVCIVCUSu7tKtUKjw9S/bFCqqHbH02q0+uZuPZjaTlpZXrGJVChYeNB36SC3VOxrLfLYmnfnuKD0M/5AGfB6pX4NtExq+/EjtjBrLO9Ks1+88/yf7zTwCsJbD2BIWvhN5XIstXQraTsFfbE+B0zdXUwLEBjV0b42HjUS2FwGzUNjR0bkhD54bF9mXlZxGVEWVWzIr+v5RxibyCPCIkSJBtCP/vANqjB0i1hRQHK/QKCY2kpIFzI4JcgghyDiLIJYhGzo1KjCdq6d6S55s/T6Iukf0x+9kbs5dDsYeIz45n49mNbDy7Ea1KSwevDoT6hdLZtzNuWjfz8bIsk/TppyQtMfWJcujTB6+FC1CUUlA1JsgFlz+h1WUl/e57vNL3rq59XTxtPYnPjuf41eN09OlY6bVu5Ovwr9l5eScqhYpFXRfhoHGosrWv56VWL/Fv4r8cSzjGy3teZlHbeUgvv4acl4dt1y64PPVUlZwnpX0jdnVz5sE9qTz3i5FBPV6iZ9vnANPzl7VnL5c/+oi8worPSldX3J57DqfHh6HQaIovmFqk+FRfiIXawxF9eiKeKTLrTq8zj9dzqMewoGEMCBxgfl50x48T89JLFCQmoXRywuejj7Bt3w7nEcOJeH4cDuEXeOR/R9mjn0H3FxdWiXxyfj4JH31MyipTgL5Vo0Y4jxyJnJ+PMTcHOScXY24ucm4Oxpxcy7GcHIy5uUQnXcA+04BXKsTPWoz8/Q0KZkXJSeOSven4GzO6jHl5xLw0iYK0NKxDQrDt1Kny57lFyn2Fsizz4IMPoiq8KTk5OfTr1w/NDS/KY8eOVa2EFeT8+fN4e3tjZWVFu3btWLBgAfXrV8+vgttB/uXL6I4ewy60a6mBgTWFwWjgh4gf+OT4JyTnXvu1Yae2w8PGA3cbd9xt3PGw9TA/LvqrvRBL2jcbydj+M3JODoPt1bw7QMeLBS8yp+McBgTWMmtifjas7Q+2bjBs/U0DKuWCAhIXLyb5C5M5/19/iY2dFdS/KnNftExQjIxbJgTGQWCcTN9/TFYehZ8Pdq3vx6Z1K2yCWqGpX79UZUc2GpFzLT/EjDnXPuRkgx5JpUZSq5CUSlCprj1WmTZueCypVMiyTEFyMobkFOSUZHySkvFISeb+5AwMyTIFyfbokzzRx0VCbik3wNqIlR1oWtRB7WOLysuA2isVtfdlDF5eKF1dS7yuOjZ1eLTRozza6FFyDbkcjj/M3ui97IveR0JOArujd7M7ejcSEk3dmtKsTjOCHAIJ+nw3bN8NgOsz46gzeTKSomRLmFE2ssHuJC8AIdESNpTwpVpOJEmivVd7tkRs4VD8oSpTfGIyY1h0ZBEAU1pPoYlbkzKOqDxqhZr3u77P0G1DuZAWwe6XhtE50ojSwx3vd94p9T5WhANXDvDavtfIapuBxxUrmpzLw/+djRjaPEbe+QgSFy8m58QJABT29rg+/TQuo0ehsL1JccYii081ubrAlNKuO5eIR5qMQlLQxbcLw4OG0967vYWlNe37zcTPmYOs12PVqBG+n35idq+qPT0J+uY7/pw4HLc/w/H6ZAsRiTINZr6NpC5/FuGN5F+6xJUpr5B7ytSCxHnECNxfexVFBYwRJ5NO8sL24fgmqZi/1oDn2STi338fr+nTKyeU0Qi56US5mEIWrg9slmWZ+LfeIvfUKZP7838fl/rD5HZQbsVn9uzZFo9ro5urXbt2rFu3jkaNGnH16lXmzZtHx44dOXXqFK6uJftW8/LyyMu7loKbkZFxu8Qtk/RtPxE3ezayTgdqNfahoTgOHoRd5863ppXfIrIs88eVP/jgyAdcTL8ImH79Tmo1iQd8HijVT2zMySHj559J/WY2Cf/9Zx6XbGywzdQx52uJ1Q/m86bxDRJ0CYxrOq72lDs/vh6uFAYGH/4MOkwscZohNZUrr0xF99dfAGxtJ7H5QS3DQ0YR7BpMgGMAde3rokxIQXf0GDnHj6E7eoy8c+cwRl8hI/oKGVu2AKb4CE29ehjz883KjflvXi1JG1cqUbo4o9DaYEhIQM7NhVwFebmQt3N3iYdIGg0qL0/UXt6ovbxQ+/qgqVsXjZ8f6rp1UTo7Y62ypotvF7r4dkFuL3Mm5Qz7ovexN2Yvp5NP82/Sv5y/coIpm40QJWOUYNtAT9LbJhF0ep3ZlXZjTMWuy7v4wyaaJ7USdjn55Px3EptWlXflmBWf2EPQutLLWLDi3xXojXraerZlVOPiFZKrGncbd9b3Xc+WxS/S+eQZCiT4uB8Mywyjm3Pl4zBkWWbtqbUsPrYYo2ykhUdLun7xFplPTCA/KoqLfR+hIC0NAMnaGpfRo3F9emzZ8UQ5qeZ6MVXdp+t6TF3aT9A3UeLpwb/gbedtsV82GLj63nukrvsSAPuePfB+551iCpvC2poOK77li1cfpuvPMeg3beXy5av4frS4UrFT6T/+SPycuRh1OpSOjngtmI/9gw9WeJ1fIk31lYJbP8S6jAM8tzGDtLXrsGnWDMe+fSu8HnkZyMhcKiHGJ23Tt6R/vxkUCnw+/AC1j0/F169CJPl2N5u5jWRnZ9OgQQNee+01pkyZUuKckgKiAdLT03FwqB7zclkY8/K4umAhaRs3AqB0c6MgKcm8X1nHDcf+/XEaPBirwrir28Xp5NN8cOQDDscfBsDRypHxzccztNHQUuug5EVEkLpxE+lbtmDMzARAUqux79UL58eHYR0cTNybM03BlMDephKf91IwuMnjTG87vczeSdWOscBUoK+oYJraBiYcAmfL4L3cM2e4NHECxth4ctWwrI+CnK6teLvT2/g7+t/0FAUZGeScOIHu6FFyjh0n599/TUpEOZCsrQsDF7UorKyQtFqT9abAAHoDsuH6TV9sDINlHRrJxgaVqysqFxeUbm6mv64uqFzdULm6oPxnEaq0Eyg7j0U58F2zVUCWZQrS0jDsW4v+p4Xo9Xbog55Cn5iMIS4efVwchoQEKOMjR2Fri9rPr1AR8kPjVxe1ny+aunVRe3mRkJfMP//9itvMz3CMTiVPDYsHKDjWsLh1oo62jlkJus/lPlb+t5KzqWdZsrseHn9fwO2lF6kzYUK57nNJJOUk0W1TNyQk9g/bj5O1U6XXAriccZn+W/pTIBfwVZ+vaF6nfHVzbpW88+eJHDIUOTeXbT0d+bJNNgChfqFMbzu92Jd+WeQacpl7cC4/XfwJgMENB/NGuzfQKDXkXbhA1NBhGLOzQa3GecgQXJ9/DrW7e/kWv3IMPu8Gdp4w9Wz55NEXcDgyhY4NXFEpy2fFyti6kSuvz8HaVU/AvtOgumYdNKSmcmXKFHQHTUUg3V54AbcJ429qIYvJjGH+e/15dksO1npQ16uL36eflvszvCArm6tvv0X61h8BsGnTBu9F76OuRGiHUTbS87ueJOgS+Ljbx+yP2Y/Vik0MPCQjabX4f/M11kHlrwwOQOolEpe2oHtdU+zhkZFHUCvV5Jw4QdSo0aDXU2fKFNyerb5yFxkZGTg6Opb5/V1zZoPbgK2tLU2bNuX8+fOlzpk+fbqFUpSRkYGfX9UXxCov+ZcuEfPyZPLOnAFJwm38eNwmTiAvIoL0zT+Qvm0bBYlJpKxcRcrKVVg3b4bToME49HkYZTUqanFZcSw5voRtF7cBoFFoGBk8knFNx5UYf2DMzyfz999J+/obdEeupVCr/fxwHjYUx8GDUbm4mMe9P1iEdZMmJCxaROh/RvwSjSwa/A1JOUm80/kdrFU1GE8W/pNJ6dE6g1sQRB+C7VNg5HdQaJFK27aNK2+8gSJfT7wTfDxUy6BekxjVeFS5FDelgwN2nTtj17kzYPLf5545gyEx0ZSRobU2KTha7TUlx9oaycrqlt0RsixDkRIkSTc3l185CoePgrMKHnwZrju3JEmonJ1R9X8R65j1kHQOOqohdPG1c+n16K8mYIiLRR8Xhz42lvzoaPSXo8mPjsYQH48xO5u88HDySip6p1Kh9vamUWYmBampKN3caLTsU94JcLNIkz+Xeo7LGZdJzEkk8Uoif17507yEjcqGhj0Gk/H3+6YvrltQfNy0bgQ6BRKRFsHh+MM85H/zzu5lsfzEcgrkAjrbN6B5cgzcBsUn++/DxE6bhpybi+0DDzBx0WLUJz9n3al17I02xVs91/w5xgSPKVeRx6vZV3l5z8ucTD6JUlLy2v2vMfy+4WbrrVWDBtRdtZLMvXtxevRRi6y7clGJ+J5ley/w8a7zvNm3MeM6ly/0QRNkuvf6TCWkXQI3Uxxc3vnzRE+YiD46GsnGBu93FuLwUNnPu6+9Lz2feJM3HWbx+ndG6ly6TNSwx/H5YBF2Xbve9Nick6e48soU9Jcug0KB2wsTcXvuOZMbuxIcTzhOgi4Be7U9D/g8gEqh4oWu3xGUqKLxhRxiXniRgO++LbNKtwW5aUQVuu987HxQK9UYkpOJeWkSFPZ4c31mXKXkrWruasUnLy+PM2fO0Lnwy6QkrKysak1X+YzfdhD3xhsYs7JQOjvj9f67/OWr49y/n9LRuyMtp72G+ytTyNq/n7TNP5C1bx+5J/4l/sS/XF24EPsePXAcPAjbDh2qxDcPkJmfycr/VvLl6S/NdWP61u/LSy1fKvFXYH5MDGkbN5L2/WYKUgqbCCoU2HXvhvOwx7Ht1LFE2SRJwnXsU1g3vo8rk6fQID6Nd9cUsHjg7zybm8KS7kturdDerfDXEtPf+8dBs2GwrBNE7IST3yM3Hkjkwrnkrf8OBXC8vsSup5qy+KF3CHCsfPyBpNGUu0rurSJJEqjV5Ys5+PN/pr9Nh4BjKeZqhRJCp8F3Y+HgJ9DuWZPSiMnSp/H1QeNb8rHGvDz0MTEWypD+8mXyY2LQR0cj5+ebM340DRrg99lnaHx9sAG87LwI9Qs1r6XT6ziXeo5zqefMClF0ZjTPNH2GOradyZj/PrqwMIw6HQqbyqfxtvdqT0RaBIfiDt2S4nMx/SLbI7cDMDH8T/h3Dwz9EoLL30qjIhhzckhYvNjsqlHXrYv3u++gsrJjcuvJ9Kvfj3l/z+Po1aN8fOxjtl3Yxpvt37xpvZcTiSeYvGcyiTmJOFo58kHXD2jn1a7YPG3z5pV/faeY3OsVie/5J8r0WfR3ZEr5FZ+6pqykgnwFBZf+Q+nWkMxdu4h99TWMOh1qX198P/kE66BG5ZZjUOAg9rTawzS7Pcz80Qr/yCyinx+P+9SpuIx9qphrXzYaSVmzloTFi0GvR+Xlhc+i97FpfWt+1SI3V/e63dEoNbTzaoe1xob3H9GxcpM7+uhorrz6Kn7LlpVfucpJu+bmcqiHbDBwZfIUDFevogkIwGvhwloTunBXKT5Tp06lX79+1K1bl4SEBObNm0dGRgZjxlSs4ujtRs7P5+qiReYPIG3rVlyYPIDXr3xIxIUIwOT397b1pm/9vvRt05cGPT7BkJRE+o/bSP9hM3nnI8jYvp2M7dtReXnhOHAAToMGmd+8FUVv1PPt2W9ZfmI5qXmpALTxaMPUNlOLpZzLRiPZBw6Q8uVXZB84YHZlqNzdcRoyBKchj5XbHGvboQP+331HzEsv4nD6DG9+beSrq0d5Inc0y3t+hpedV6Wup9Jc/hti/gGlBu5/Buw9oMursGce+s2vc+K/L7A9aWqWuLWjCo9JL7Oi6ZM1756rDlIi4YzJzE7HF28+N3gQuC+ChNMm5af7m+U6hcLKCqsGDUo0/8tGI4aEBPIvX8aYmYlNu/Yo7UoPgLVR29DCvUWJafyyLKPy9sIQG2dKHuhc+UzC9l7t+erMV7fct2t52HKMspFuCgdC8k3KHZufNSmYPlUUQFRITlgYsdOmkx8VBYDTsGG4v/qqxf0MdA5kda/VbLu4zRzPN/a3sfSr348pbaZYZNYBbI3YytyDc9Eb9QQ6BfK/7v/Dz74arOcpJpkrYvE5G29ysZ+JK38Mp8LGBqWdmoIsPfnhx8n6O56k/5l+BNm0a4fPR4srnHAiSRKzO87m0aR/mT4kmfcO34ff3nAS3n+fvPPn8XxrrjmLzZCUROz0GWT/8QcA9j174jXv7YpZYUrAYDTw+6XfAXg44GHAVJ7iAZ8H+N3wO4df7Er7uT+Svf8PEpcuxX3SpPItnJvGpcLihf4O/iR88CG6w4dR2Njgu3QJSrvKVxyvaqrGLFBLiImJYfjw4QQFBTF48GA0Gg2HDh2iXr3aWTYbTHUNokaNNis9mUN68OpjObx86m0i0iKwV9vTo24PbNW2xGbH8vl/nzNw60CGbhvKhqs/Y3z8EQJ+/BH/bzfhNPxxFA4OGOLiSF62nAsP9eLSk0+R8fPPGPOLV/ktUR6jnl2XdjFo6yAWHl5Ial4q/g7+/K/b/1jVa5WF0mPU6UjZsIGLffoS/exzpjeoLGPbsSM+S/5H4K6d1HnxhQr7oDW+Pvhv2IBD/34oZRizy0jfLyN4assIzqWeq9BaJWFITaUgq5z9c/4qtHA0G2ZSegA6TSKWQI5vU2N78hI5Gvh2TABDP9zKU82fvjuVHjApMLIRAnuCRxn1lhQKCC3MDjm0DHQpt3x6SaFA7emJbdu22D/44E2VnjLXkiRsO3QATAXVboU2nm1QSkouZ17mStaVSq1xPvU8v0b9CsDE6MLXuG9bMOTA18MhLfqWZCzCmJ9PwoeLiRoxkvyoKFTu7vh9vgKvuXNKvJ+SJNG/QX9+HPgjQxsNRUJi28Vt9N/Sn43hGykwFmAwGnj38Lu8+eeb6I16uvt156s+X1WP0gPXXF3ltPgkZuaRnG36/ItJzSE9p+y+W0VoCru0X/lok1npcR45krpffF7pLFs3rRuzOsyiQCkxtX0E+S+OBoWC9C1buPzEGAyJiWT9+ScXBw4i+48/kKys8JwzB5//fXzLSg/A4fjDpOSm4GzlTFuvtubxbn6mQPatyv/wetvUYiN52XIyd+0q38LXFS9s9m8mKatXA+C1YMFtj0Uti7vK4vPNN7WvO/TNyNyzh9hp0zGmp2O0t2HDY2786LkXMkwp4aOCRzE6eDQOGgdyDbnsjdnL9gvbOXDlgKl1QcoZPjj6Ae292vNI/Ud4cMareEybRtauXaRt/oHsP/9Ed+gQukOHUDo74zhoEE5DHsOqsL1Iel66hRvgbMpZItIizA35XKxdmNB8AoMbDbbo5aOPjSVl/XrSvv0OY2EWnMLWFqfHHsV5xAg0VaBoKqyt8X73XbRNmnL13XfofNqIb3I8r6SPYtajn1SovLqcn4/ueBjZB/4g648D5tgRlaenyboQ2ABNgwZYBTbEqkH9ax8uyRcg3OR6oMMLprVkmb0r5+P6rQ77Aok4Z4h/qQczhi22qJh815GdDMe/Mv3f6aXyHdO4H3g2g/h/4c+PoWfxJIJKUWAwZdh5tSixNUZ5sW3fgfTvN5N96NYUH1u1LU3dmhKWGMbfcX8zuGHFi8AtO7EMGZmeGneC8i9Dw17w2EpY2QsSTsGGYfD0b2B1kxYiZZAbHk7s69PIO2sKCHbo3w/PN94o15epo5UjMzvMZEDgAOYdmseZlDPM+3seWyK2YKuxNVu7nm/+POObjy+zsOYtkVKxGJ8ia08R4XEZtKtfvgrKmvtakHPhd/SZClDIeHYw4PygI2AAKp+O/mDdBxnQYABbL2zldc/9fLXsfyS/OoOcsDAu9utvznazahiIz4cfYtWweJ2tyvJb1G8A9KjXw+JzvYtvF5SSkoi0CNIHtcB59GhSv/yS2Ndex//bb7GqX8b9Lixe6JsoU+8rU1C7y9Njcejdq8pkryoqldW1a9cudu3aRUJCAkajZX+VVYXFlO5UyhsVfivIej2JH39srvMS46dlQb98khwlbNW2jGw8kieCnyg1piU1N5UdUTv46eJPhCWGmce1Ki3d/LrxSP1H6ODdATnuKmnfbybt++8xXL3WhflKQ2d2tZD4zT8dvaq4z9Vebc/j9z3O2CZjzQ0RZVkm53gYKevWkfn771BgaqGgrlsXl1GjcBw8qNpMmdmHDxMz6WWMqalkWsPSQRpGjHmX3v69Sz0mP+aKWdHRHTyIUVe8eWdpqOrUQRPYACtVPFY5YViFtETz/HoSpWz2v/4UzfbFAHC2oZqQVnE0dPGBCQdBXXWVe2sde9+BvQtNysaze81B3WVy9hf4+nFTJtykf8HuFntx5WXBt2NMMVadX4EHZ1V6KUNSEucfMMX/NTz41y3Vyfok7BOWn1jOwwEP816X9yp0bHhKOEO2DUFCYnNcEvVScoi92BmjUot9h9bYJ36BRnUVqdFD8PjXFW7KKRsMJH/xBYmffAp6PUoXFzznzC5XQG5JFBgL2Hh2I0uOL7GoYjz/gfkWbS+qBX0OzC+0IL96EWzLVmC++OMi87afMT+e0y+YJzuVT2lKXrWahPfeQ+loi++DBdhoCuOL7L2h62vQchSUI+C7JLLys3j0x0eJzY7l0YaPMt1rDDETJpIfaVLsnIY/jsfrr1eoNk9Z6Av0dN3Ulcz8TFb1WlXsB+S4HeP4O+5vpraZyhONRnDpqafIOXIUTYMG+G/ceFMra8HOuXSO2MTba414p4JN+/bU/eLz21p6pbzf3xVWfObOnctbb71FmzZt8PLyKhas9MMPP1RO4lpCdSs++qtXuTJlCjlHTYUet7eR+Kq7Ao2VDSMbj2RM8JgKpcRGZ0SzPXI7P138iUsZl8zjLtYutPNqR2xWLBeSzxF0NpseYTItL8goCp/xTGs42tqeuO5N8Ahpbaqw6xyEj72P+RebnJ9Pxm+/kbLuS3Kvq71j0749Lk88gV3XLpXOLKgI+rg4ol94gbxTpzFK8HWogvtemMaokNEAGHNz0f3zD1l//EH2HwfMHx5FKF1dsXugE7YPdDYFWKtU5EVcIO9CBPkRF8i9cJ6c8+eRryaWKkOuGqwLreSXh3Sg++vvof6sM2TGwgOTocec6rr8miVfBx81AV2yqSdXk0fLf6wsw+fdIfaYyWrWa37l5chOhg1DTJllAPVD4YmtlV8PuNivP3nnz+Pz0WIcepeuSJfFkfgjPPXbU7hYu7Bn6J4KWTxe3P0ie6P38rCtP2//9ReX//DEkHlDw077Aux9crDv2Qvt85+V+z2Xd+ECsdOmm9+79j174jlnNqpS6ppVhERdIh8d+4iojChmtZ9FkEsF058rQ0I4fNoOrBxg2uVyKeBTvz3Bd0djsFYryNUbGdbGj3cfK19TWWN2Nuk//4xdl66o3Vzg329MPwLSC12PzgHQ7Q3Te6ISCSX/xP/D0789jYzMku5L6OzYiuTVq9E2b459aGiF1yuLfdH7eGH3C9TR1uH3x34v5pbfcGYDCw8vpJV7K9Y+vBZDYiKRjz6GISEB+5498fnfx6UGKF/+4Tn2rvqD+8/LqLw8Cfj+e4vM3dtBtSk+Xl5evPfee4wePfqWhayNVKfik3XgAJdemYwiPQudlanOy79NbBl+33CeDHkSZ+vK/+KUZZlTyaf46eJP/BL5Cym5ljEVGoWGhs4NaYkfbY5k4Ln7FIqEa9WWtW1a4zx0KPYPPYTC2hpDaippGzeSun4DhkSTMiBpNDj0ewSXJ56oeI2HKsCYl0fcnDlk/LAFgIP3SVxt4EJwRC4BF3SoDddeykaFRGIDF6429SKxmR85AZ5o1FZolBrUCjUZeRnEZccRlx1HfHY8iTmJGGUj2jwZnyTwS5LxTTL975ss455uWjfXWoHNW9MJ6l9YWC58O3wzAiQlPLcPPJve5rtyG/jnC9j+CjjVgxePVdjiwPmdsP5RUFnDpBNgX4mWMqmX4KvBkBwBCjUY9eDoB5NPVnyt67i6cCEpa9fhNGwYXnPnVHodfYGeTt90IseQw3f9viu3EnAy6STDtw9HISnYfEpHwS8SBflKNP7+OI8aRdYf+9H9dRBZfy0uRWmvxe6hh7F/sAe2HTuUaBGQjUZS1q4jcfFi5Px8FA4OeM58E4dHHqk1mTWVosiC6NkMnv+jXIf0W3KA/66k07+5Nz+eiKWpjyPbXryFtjiGPDi6Bva/D9mFP5TcQ0wB/EEPl98aWsj7/7zPutPrcLF24YcBP+BiXX3KwrQ/prH94nZGNR7F621fL7Y/Pjuent/1RCEp2D1kN65aV3LCwoga/YSpDs/kybg9V3JD3qMTumCzOxGDEgK/2YS26e3/LKy2Oj75+fl07Fh1PWnuBYwGA2HvzsD6q20oZIj0gE8etaF7xxG8G/JklXTslSSJJm5NaOLWhFfavMKh2EOcTD5JPft6BLkEUc+h3rUYlEdAnllA9oEDpG76lqy9e8k5cpScI0dRzJuPTZs2ZP/5p7k6sLKOG87Dh+M8bFiV/FKsLAorK7wXLEDbtBlx8+fRIdwI4deUtyR7OFFfIqy+xH/+EjrrdCAd8sKhhJIwN6JWqHF19cDZzwP7S3+jrZuNVbORqIIeQY0Drkn5OPgHWsZE3NcXGvc3ZTv9+BKM22lK575bMBbAX6YeWHR4oeJKD0Dgg+DXDqL/hj8+hD4VcwURfxK+ehSy4k3KzuAVsPph069ufc4tuRht2rcnZe26Ww5wVivVtPZozYErB/g77u9yKz6fhH0CwDNXfdBvv4BsUGAdEoLf5ytQubjgMmokBVnZZB84QObXS8k6do6CzBzSv99M+vebkbRa7B7ohN2DD2LX1dTWJj86mrjpM8z1s2w7d8Zr3tuoPTxu6RprBRWM7ykwypy7aorxGdTKhx9PxHL2aiaGAmO5CxkWQ2UF7Z6DFiPh7+WmEg8Jp+Cb4eB7v8n9GtCl3Mu91Ool/or9i4i0CN46+BaLQxdXi3KaY8hhz+U9APQOKNm66WnrSbBrMKeTT7M/Zj+DGg5C26IFnm++Sfzs2SR+9BHWISHYPWDZZyvrjwNod5uUwL8GeNG0BpSeilDhT7Fx48axYcMGZs6cWR3y3JVkpyeR/eN2tDLsaqUib+II1rZ6plg6aFWhVqjp7NuZzr6l1y+SlErsunbFrmtX9Fevkr55M6nffoshNo6s3aZWA9bBwbg8OQaH3r2RSmoUWANIkoTLiOFY3xdE9OyZ5Ntbk39/E3StG6Hzc6WeUY9XQT4PGvPJLzBteQV55N/w2EHjgKetJ162XqbNzgsXaxeTi+LoWvj7B3Dwha5vXfPhl1Zlvc/7cHGfyZ1zeAW0H3/b7ke1c2abKYtG6wwtR1ZuDUmCbjNg3QA4uho6TSq9BtCNRP5hsqjlZYB7MIz6Huy9wNoRctNNNV3KyjC7CTb33w9KZWGtoCul1hcqD+292nPgygEOxR3iiZAnypwflhDGgSsHeOA0PLgtEtmowDbYF5+1ay1iKZR2tjj07oVDr4eQf5iAbsd3ZMbbk5nijSEhmczfd5L5+05QKtG2bEHu6TPIhbWJ3Ke9jtOQIXeulUefayqEmXgWEsOvJRuUM6PrUnI2eQYj1moFDwS6YatRkp1fQGRSNg09Kh8oDoCVHXSZCvc/bVJ+/l5uKn2xtp/JDdt9FviWXYbASmnFggcWMOLnEey6vIsfL/xYLb0K/4j5A51Bh7etN83cSnf1dffrzunk0+y+vJtBDQcB4DxsKLkn/yPt2++48sorBHz/nbnwZH7MFWKnTkUCdjWXMIRW/v14uyiX4nN9ZWOj0ciKFSvYuXMnzZo1Q31D0bMPP/ywaiW8C7B39SRu2gguXbrE488tqDaFp7KoPTxwGz8e12efJfuvv8g5fhzbTp3QtmpVaz8wbVq1Imjb9qpf2GiEg4UWjvbjyxe4aO9pylj66WXY9bbJCuRUufpJtQpZvpbOf/8zoKl8+jgBXaHeA3DpAPyxCB5ZXPYxp7fC9+OgIB/qdYLHN4DWybTPNdAU65MccUuKj9LODm2zZuQcP47u0EE0jz1W6bXae7UH4MjVI+iNeouMmZL4JOwTeh8x8tROI8jg4K/He+03SKUFkEoSUv+Psc2IxjbqDzzsrcnr+jmZfx0nc9cu8s6eJeeIKf7J5v778Vq4oOJVkWuKfN11Cs6Za4pOapSphMKN+LQq17JFGV0N3e1RKxXc5+XA0UupnI7LuHXFpwitM/SYDe2eN722j6yGi3tN24OzTEH4ZdDYtTETmk/gf8f/x8LDC7nf8/4Ktwkpi6JyCb0Det/0c7173e4sDVvKX7F/odPrzL0XPWbOJPfsOXL//ZeYF17E/+sNIEnEvPQiBenpxHtIrHpIwUyH2v/ZVy7F5/jx4xaPW7RoAcDJk7fmX7+XGDrojZoWoUwkpdKibcI9ScTvpg9gKwdoVfavdjOtxsC/m+DyX6Z4mBGbKuzrr3Vc+sukXKisoW3Jfv1yU2T1WdMHjn0JnV4u1uvMgn++gO1TARnuewQeXWmZun694nOL2HZoT87x42QfPITTLSg+DZ0b4mzlTGpeKv8l/kcrj9K/nI/E/UPdjX/y2J+muDTnhll4TByDZF+GK1mlgWFfwhc9kZLPY31sJtbPb6fOSy+SHxND1r59qJydse/du8qqt1cLqZfgyCqTcpMYbnpMKeGm1k7g3hjq3GfavFuYXKflILxQ8bnP06TkNPayNys+A1pUcaNMew+T9bfDC6YMyBNfw54FENQX3O8r8/CnmjzFvph9nEg8wey/ZrOi54oq++GZlZ/F/pj9wLWihaUR6BSIn70f0ZnR/BX7Fz3q9QBAodHg+7+PiXz0MfLCw4mbNduUJHL6DEpnZ5YPSkOvkqjnVL7K2DVJuRSfPXv2VLccAkHtoKg9ResxYF2B4HaFAvp9DMs7wfkdcGpzxbKfaiNF1p7mw289DR3Av5PJBXBxrykwdMDS4nNk2fRlsb8wDqj1U9D3g+JxU66Bpr/JF25ZLNsOHUj6dBnZhw4hy3Klv2wUkoJ2Xu34NepXDsUdKlXxMRoMnJ8xlccOmr7o3Zpk4NY0F6lDOV2kWmcYsRG+6GFyr/7wHAxZi8bXF5eRlXRH3k50KaYYrYwbij3auEKdxlAnqFDJCTIpPLZ1Kv0josjiE2RWfEzv6TNxmaUec8s414NBy02u2LM/w89TYcy2Mq9BpVCx4IEFDNo6iENxh/j90u+33PutiD3Re8gryMPfwZ8g55vHn0mSRHe/7qw9vZbdl3ebFR8AtacnPos/5PJTY8nYZurbiEJBnfcWcOaCqdZZPZeylbyapsI/CcaOHUtmZvEXTXZ2NmPHjq0SoQSCGiH2OET9AQqVyWxdUeo0gs5TTf//8nqVVCuuMRLC4dyvgFR2e4qK0K3Q8hm2objSUmCAbZOuKT2hM0wusZKCxV0LK8FWgcVH27w5klZLQXIyeedKb2hcHorcXaW1rzDm5XFy/JO0OJiAEbDpV5c6TbKQmj5a/rgnMF3/4+tNrVTO/Ai7374luW8bsmxyCWdcAWd/6LMIntwOr16A1y7CU9v5f3v3Hd5k2f0B/PskadKR7r1bKC0tlLKhIFMFQRCcgIoogi8qLlyACuirggtREfXnAn0RQXDL3iCzjFJGS4GW7r3TNmmS5/fH3aS7TdqkWedzXbna7JvwNDm573OfgymrWX+3HmMAqU+XZk5T8jUzPizgiakPfC7n6N66otPuWAWIHNh7StJWne4S4hKCubHsc/SDhA9QXad7/bH2aJa5JoVP0imwHxfCqjgfyjqkLWir4TR0KHxfeVl73mfRCyiKdAfPcXBWqeHhar6dEjT0Dnw2bNiAmpqaFpfX1NTghx9+MMigCDEJze6lPvcArp3MjbjlBfZtVVYI7DHRBgC1mu3G6grNzFf0lIYgwxCCh7KWF7yKzfpo1NUAW2YDZzcAnIAFPGNfbftDTzvj0/XAhxOL4Th4MABAdvxYlx5L05DzQuGFFh9aqqoqZM5/AnZHzqBOCCT8ZyhCpafZlfWVwfUSOgK4q/6YPbq6obK2OTv3P5a7JRCxmlBD5wNhtwBOhs97rFGokF4sA9Aw4xPl5wyOA4qq5CislBv8OZtwDwVG1+f37FrKZoB08HjfxxEoDUSeLA/fJH3T5WGUy8txLIcd1+0VfW2sv3d/uEvcUaGowNn8sy2ud3/kEfguXQqfl1+Gx+OPI6OEbZsNVSrBdSUXsJvoHPhUVFSgvLwcPM+jsrISFRUV2lNpaSm2b98OHx8fY46VmCu1mjXzPPwhcOprVmsjLwmoKdU2LDV7ZRnApfrimyM68SGkIRKzJS+AvcmnHe762NqjkAGZp1m+xN8vAN/cDqwKBt4NBH57kv2/6Pt/UJELXNjMfh+hY4NCfYxbyn5e2AwUXmUzYz9MZ8sCQgnrSD64g9ljj/pgrLqYHWdd5DSczdRUHz/RpccJcg5CkDQISl6JhPwE7eXKoiLcfOQRVJ86hWox8MEse0yO9GQBYPgYwF+3gnotxM0ARr/Cfv/rOeMfb11RfJ3NhAJs5s/AjVebSy2oBM8Dnk5ieDtLAACOYhHCPdkHsz4NSzttxLMsSJcVsCVcHdiL7PHyEDajsv7S+iaFaTtjX8Y+KNVKRLpHooeO+TdCgRBjg8cCAPZn7G9xPcdx8HhkNjwfnwuO45BeymZvQ9UCi8ht1Hk7u5ubGziOA8dxiIyMbHE9x3F4800D9eIh5k+tZnVZLv8OXP6TVS9ujZ0Tmz3RnoKbnncJYHUxTO3El40+hOK69lghw4HBjwMJ37IPoyePdb2dBc+z5YG8i0B+EvuZl8S2c7eVFJr4Ezt5RwODHmUfkg46FMk8+SUrEBgSDwTr3hNNZ4EDgajJLNDZtRQoz2I7eexdgVk/s5mMjkikbFt7ZS5QfEOnbcPtcRrBGpZWnz4Nvq4OnJ0Ou/naMMx/GLJSs3Ai9wRGB42GIjMTGY/PQ11GBqqkIrx1P4/Ro++F94Ev2B1G6Nj7rC3jlgIl14GL24DNs1ktKS/D9XYyCKUC2PY4UCcDwkaxkgZGltwsv0cjOsAFN4pkuJxbgdGRBshda49IwpbzfpzOSl30f0inIHd88HiMDByJf7P/xapTq7Du1nWdzj3bkbYDQBtJzTwPnN8ISP2AXrc1uWp8yHj8du03HMg8gMVDF7f7/DcrWXAWypnBe7kOdA58Dhw4AJ7nMX78eGzbtg0ejUpRi8VihIaGIiDAsNvviJlRq4CM42yq+vKfrKCchtgZiBjPblOexU7VReyNriiFndoi9WNLIFGTgF4TjDLt3a6aMrbEAhgun+W25eyDveQGW9LRtadUbQULcMqzWIG+olQW4ORfbHtmQ+oL+PZlVaP9Ytnv8krg7Hrg4q8sqNj5KrB3ORAznSVuh8S3/s1MXsm24wJd/0Buz9gl7PW5toedd/YHHv4V8I3R/TE8I+oDn2tdDnwkUVEQurtDVVqKmqQkOA7Ubbt0a4YHDMe21G04kXsCtcnJyJg/H6rCIij9PLFkWhkqfBwxVy4EFFWsNlHErV0aOzgOmLaOdXDPOgV8MYJ9oXAJZK+ri3+j3wPZealvp3tMdcqBd1gOnb0bcPdX3VLks3lis0aMvwv+uZDbPTM+ANBzHNDnbjaj/M+LwNxdHba34DgOi4csxt25d+No9lEczDyozbvRR1FNEU7lnQIATAxr1iyU54Hdr7PyHSIH4NW0Jl/QhvsPh4PIAbmyXCSXJCPaM7rN57kpY198w0Tmv8wF6BH4jBkzBgCQlpaGkJAQs63vQgxMpWRbtC/9zorZyQoarpO4Ar0nAzHTgJ7jW87c1NUA5dnsA7w8q/4DPbMhMCrPApS1LIC68ic7gWNbVaPuACInsZ0dxj7Wzm5gH0LevYGI2zq+vS7sXdk3vc0Psc7kfe5h/5bK3Kb//uYneTt5AJyQPYZvX8CvPtDxjW17x1XwEGDiu0DSL0DCejZTdOFndvKKrJ8FmgU4NiqRf2YDG4NXJBDZ+d5VHfLvx46by3+w53p4m/61jzx7ssRRQ+T5CARwHDYMlTt3Qnb8eJcCn2F+LM+nLO0q0t+aDb6qCpKoSLz/AId8ZTnmRj4Az8OsQTHinzbM8W1nz+oc/XAXUHCZ1b8pTW/nDhwLflz8WcNNlwBWdbjfA4b/e0s7zP4GAOCuz/RL4u6ClGZb2TWi/dn5bgt8APZ3mLqHBabnNwIDO275FOYahjkxc/DtxW/x3un3EB8QD3uRfg1L99zcAzWvRqxXLIKdg5teuf/thpplyhpWfLFRxWl7kT1GBozE3oy92J+5v93AJ72GfS6Eit30Gp+p6F25+cEHH8SYMWMwduxYjBw5Ek5OlhHhET2olOwD5fIfLNipLmq4zt6V1VWJmc52XbS3TGXnAHhFsFNreJ7laBRfZ9/8U3ayD+fME+y0dwXb+RE5iQVCoSMN/y1VqWDLXABLMDXkm370FPZaJf/Nth6r5K0XY2vO3q1hSdA9jAU5vn1ZYGan3xsf7F2BIfPY0lvOWdZjKGkbq1W0ayl7jWOmsSAoaChwYh2734hnOtV0US/T1rElr8iJui3BNWfABGeAbWvXBD7eTz/d6cdxt3dHb4/emLr1EviqKtj364cbyx9CQsJrcLJzwmMCD7Y0LPUFYu83yNgBsAB4wVH25aIil33RqMxt+XtlDqBWsi8cVXkA6uu0nf6a/d1PWdO51iStqS4Bfv0PAJ7VxYq5yzCPq4PkPBbYRPk1LUsR489azlwvlKG2TgV7u25oMeMSAIxdzGZY9i5nRU4bf+FowxP9nsDfN/5GdlU2vr/4PZ7sr19V+J1p9UULmyc1H3qfFVsEWIX6iiwg/d8WrTbGh4xngU/Gfjzdv/W/iQpFBUqULJE/1N7IS4cGovfRPWXKFBw6dAhr165FbW0tBg0apA2EbrnlFkilUmOMk3QWz7Ny/zVlbKmktv5nTVnT37XXlbFE39qyhsdwcG8IdsJHswReQ+A4tqzl5AWEDGNN/soy2TbqqzvZN8XSdODkF+wkcWHLApGTgF636/TG0aFLv7EPAicf9m3X0CZ/CKQfbXg9hWK23NAk70mT7xTEvg1LDFRRtjGOY8mkgYOACe8AF7eyJa28C2xGKOkX9hrICtgHcr8Zhh9DcxIpEDez8/c3eODDEpxrEi9ALZNB0IUvdVPzAzEk9SLUQg5+776NRZdYAvLD0Q/D7UT9bM+w/xg+v00gZMGye1jbt1Gr2ZeZihx2qsxhS6qn/g849yMgK2I7rsSOXRsLzwN/Pcse3zOCbe/uJkVVchRVKcBxQKRv088kXxcJ3B3tUFpdh9T8KsQGubbxKAY2bAFwbiNbet73FjB1TYd3cbRzxEtDXsLLh17Gtxe/xdSeUxHkrNuO0zxZHs4WnAUHruky19E1bOkRYO8FYidWYiD9aIvHGB00GkJOiKulV5FZmdly1ghARkUGAMBLqYKTo+l6OepD78BnyZIlWLJkCVQqFU6fPo2DBw/i4MGDWL16NTiOg1xu5C2CpGN1NcDBVWxKtbpYt1mG5hw9WbDTZzpLRuyufAC3YLbFdeh8QF4F3DjAZoJSd7Et4pd+YydOAAQPB/rPAvrN7FwwxvMN27aN8SEEsKWEp06wDxjXIFaMzdQVde1d2K6pwXNZ3sWZ9azOiGYZ01ivhaFpdnYVX2f/l12crbMLDoZdYCDqsrNRfeYMpKN1bzTZmFoux8Cf2BbgA/FSZAiv4VrZNTjbOWO2YzjL17JzZMUZTUEgYPVxpD6sCrJG2CiWgHx1B0vGnfVz175cnP2BzRgL7IB7v+layxM9aZa5Qjwc4Shu+jHHcRyi/V1w7HoxruRWdF/gI7RjxTjXT2Z/cwNn67SzbWLoRGz124qTeSfx/un38en4T3V6ul3puwAAA30HwtepvkHt8XVsxglgeYcjFrKgF2BLXXW1TWaVXSWuGOw7GCfzTuJAxoFWe9ClV6QDAELr6tgMswXo9HxmamoqEhMTkZiYiAsXLsDFxQWjbLnVgbnIOAn88TRQ3KwQm1DCZm4c3NhPe7e2zzt6An79DDfd3VkSKRA9lZ3Uatai4OoOFggVXGK5RxnHgIPvAbc8DwyYrd9S0I2DbGnNzrHj7dNd4VKfYGqOAgaw04S32a6g8mxgeOeXebqVexgLgOtkQGVel19jjuPgGD8c5Vu3QXb8RKcDn5LvvoMwpxAlUmDD0Go4n2b1ih7p8whcT9XP9gyYbZgZS0OKngLM/h3YNIPt2PzuDmD2r52raVWUCuxczH4f/zo7xrqRdkdXG/24YuoDn8vdmecDsOrl/WayPLu/FwHz93eY6M1xHJYMW4L7/rwPBzIP4EjWkXYbUGtod3OF1e/mOv0NsGsJ+33M4oYeYp4RbJa3Kh/ITmB1lRoZFzIOJ/NOYn/m/lYDH812+zClkn2OWAC9P9lmzJiBw4cPQ61WY/To0Rg9ejSWLFmCfv06WYeCGIaimlVvPfEFAJ7tlJr0HksUdnDr+nZqUxMIWLJu8BD2TaX0JmsLcXwdW5/e/hLbPTXiWWDwY7p9u9Qk9g142Pw+hLqbxJnl+VgSkRhwC2Xd44uvGSS4dIqPrw98jnfq/oqsbBR9+RUA4Og9EaiVpKO2phCuElc87DUIuP4qC9aG65er0W1C44HHdgL/u5ftxPx2Aks892k7sbUFpYI1l62rZkvjxtwd2IaU+vye5onNGprWFd0e+ADAhP+yWme554Ez37McvA70dOuJh6IfwobLG/De6fcwzH8YxMK2Z7kzKjJwqfgSBJyAtZw4+yPbUQawPnljFzfcmONYsHNxG1vuah74BI/DqlOrcK7gHEpqS+Bh3/S9UhP4hNbVNTQRNnN6z7n/8ssvUKlUmDNnDubOnYvHHnuMgh5TSz/KtrCeWAeAB+IeBJ4+wZapXPwtP+hpjXsoq5L8/AWWR+MSxL6x7H4NWBMLHPmIbQ1vS/5l4Npe8/4QIh0zdJ5PfSFDeXIylCX6txzJX7USvFwOx2HD4Dp5svbyR/s8Cunp+jIB0VMBj3CDjNcofGOAx3cDXlEsKfq7iUCGHoUdD7zNPtQd3Ou3rnf/0m7DVvbW++019OyqAN/dRValPmwWDGC5PlWFOt1tQdwCeDl44WbFTfxwuf0uCZoWFcP8hsHz6l7gz/oyHcOfAm5b0XJZWBPstJLnEyANQLRHNNS8GocyD7W4viHwsZwZH72PyJKSEnzzzTdQKpV4/fXX4eXlhWHDhuHVV1/Fjh07jDFG0hZ5Fetgvf5O9q3XJRB4aCtw9xed2yVjiewcWD7Qs+eAqZ+y5Y/qYvaGsqYvcGBl6z2zNLM9vacAHubfTZi0wcCBj8jTE5L6Aq3VJ1vvt9WWqsOHUbV3HyASwe/11zAqiC2Vedh74MHA8cCFLeyGJpgB0ZtbMDB3J9vpV1sO/DANSN7e8f1uHAL+rc9BuWst283UzdRqHlfzqwAAvf1bn/GJ8JHCTsihslaJrNKWLZiMbsjjLJ2gthzYo1uNL6lYikWDFgEA/u/C/yFPltfmbbW9ucQ+wO8LAPBsZ+fEd1vPhQutD3w0eT7NaGoI7c9sWsWZ5/mGpS5rnvFxc3PDXXfdhdWrV+PMmTO4dOkSYmJisHr1akyZMsUYYyStuXEQ+CKebUEFgIFzgKeOs91OtkgkZoX5Fp4B7v4/Vhumthw4tIrNAO1Z3vDNqjLPsj6ESNs8GyU4G4hTPKviLDum+3KXWqFA3jtsp4zH7NmQ9OqFPl598Pmtn+P7id/D8ewPrBp28HAgaLDBxmpUjh7AI3+wek7KWlaT6syGtm9fXcI6xYNny6bRpvk8yCipRk2dChKRAGGerS95i0UCRPiYoJ6PhkAI3Lma/Z74E3BTt2NtSo8pGOgzEDXKGnyY8GGrt7lWeg2ppakQcUKMP/IF29wyYDabGW9rA4BXL7arU1nLcimbGR88HgBwPOd4kx50xbXFkNXJIOB5BFn7jM9vv/2G5557DnFxcYiKisI///yDadOm4dNPdcs2t0lX/mLfmMqzu9a/qraCtUH4YRrbdu4awhIS7/rUYjLqjUooYq0ZnjoB3L+e1b9RVAH/rmEB0M4lbMeb5kPIGC0ZSPcx8IwPADjWb2uXndB9eafku+9QdzMDIm9veDWqATQ6aDR6OPiwXmqAYTvddwexIzBjI8uD49Vse/qhD1q+h/E8W06pzAU8e7GZBRPRJDb38pVCKGh7p19DIcPKbhlXC8FDWG0jgOXfqJQd3oXjOCwdthQCToBd6btwIrflMaqZ7blFJoOrSsmSqad+0v6SoybPB2h1uSvSPRKB0kDIVXIcz20I0tLL0wEAAUoVxIDFfAbpHfh4e3tjwYIFyM7Oxvz583H+/HkUFBRg69ateLoLRb+s3oF3gZ9nAR/HAB9EAD/ezYrHXfqNfVtV67Dl/NpeYF082woJsKS4p46xkuikKYGQlYlfcJRtyw0YyKqTnljHEgqBrjUjJeZBE/iUpun0waELx8FDAJEIdZmZUGRldXj7uuyGhGafV16BUNpsluHc/9jso0dP1pbF0ghFbNlq1Evs/IG32WYCtarhNmfWs0KdAjvgvm+7det6c9r8Ht/W83s0YrQJzrp1TTeKW1ewtISCS8Cpr3S6S5RHFGZGsfpXK0+uRJ26Tnsdz/PYefVXAMAdVVXsPXDa57q1CAkbyX7ebBn4cByH8SFs1qdx09Imic2AxSx16b2rKzExEX379jXGWKwXz7N6DZwAKLjCiodd389OGhIXtubr3481yfSPY9+chCJWVHDXa8D5/7Hbuoex0u/NqmySVnAc+7CJvIPVBDr0AdsC7xPDqgYTy+YSCIjs2RR92c2Gpa8uEEqd4NCvH2rOnoXs+HGI72+/unL+qlXga2vhOGQIXKbc2fRKlRI48Tn7Pf6pbulRZRQcB9z6Btv2vOMVtjW6qgC452s287yzfpv0rcu63uS3i1Ly29/RpRGjTXA20YwPADh5smTjv55j+Yh97tFpd+LTA57GzvSduFF+Az9d+Qlz+swBAFy5uAk3awthr1ZjXNAY9v+ja1mSsPot8pmnAKW8RS2v8cHj8ePlH3Eo6xCUaiVEAlHTxGZOwHo2WgC9Ax9N0FNYWIiUlBRtt3Zvb8soVW0SHAdMq0+mrathvXRyE+tPF4D8S6y68s2jTaNtkT1bqtGUmwfHqn/e+oZJv1FZJI5j/cR6jgcKU+oLCVrohxBpIBCwmZSCS6whrAECH4Dl+dScPYvq48fh3k7gU3XkKCr37AWEQvi+8XrLHobJf7HAwMGD7ba0dMOeYJXWf/sP6633vxL23qWsAXqMZW1fTKytruzNaXZ2ZZRUo7K2Ds723di0tbEBj7Dt5tkJbFfqfd91eBcXsQueH/g8lh1bhi8Sv8Dk8MnwLrqOnYeWAc4OGC10heP9G/QrPOsVyd4XZYUszyd0RJOr+/v0h7vEHaXyUpwrOIchfkNaFi80dXFWHek9SplMhrlz58Lf3x+jR4/GqFGjEBAQgMcffxzV1dUdP4Cts3Ngsz+D57J11ycOAEuzgQX/st5Fwxawztl2TvWJZgks6PHoCTy2A5i0ioKervKOoro91kSb4Gy4PB8nbZ7PSfBtLEOrFQrkv/02AMDj4YdhX78bDACb5S3LZO0BALbzsKstIMxF33tYbR+xM/uilneBBXbTvzT5B19tnQrpRTIAHc/4uDuJ4e/KCp5qgiWTEAhYRWdOwGrp3DjY/u0V1UDOeUyTydHPzgOyOhlWb7wV6u8nYacDC3Qm3fK6/tXXOY71QwRY365mRAIRxgSzZuWa5S5LLF4IdGLGZ9GiRTh06BD++usvjBzJXqSjR4/i2WefxYsvvogvvvjC4IO0ekK7+m7bfQE8xC5Tq4GS62xWSClnbzbWWI+HkK4yQoKzQ79+4BwdoSopgTw1FfZRUS1uU/Ld91DcvAmhtxe85j/CPrCyEti35ewzrK4UwKqmD5lvsLGZhfDRwGPbgY33sSWvaWvNojr5tYIqqHnA3dEO3s4df/BH+7sgt7wWV3IrMCTMhF+GAvqz7eanvwa2v8y+CKsUrJlwYQrr71WYAhQms+Kt4CEAsFQsxqwAX/wtBiJcnJArEsFR5Ihb6vNx9BZ2C3D5d9asdszLLa4eHzwev1/7Hfsz9uPFwS8iszITQP2Mj7tbJ//x3U/vwGfbtm3YunUrxo4dq71s8uTJcHBwwAMPPECBj6EIBGyLoVcvU4+EEPNmhMCHE4vhOHgQZIePQHbseNPAR1WHuqTDKFrHlq99+1dBuDYGQLOdTpwQ8O3Dep9JrTAVwL8fsPA0KxPhFWHq0QBo2Joe5efcctmxFTH+LtifXGCaLe3NjX+dBR1FV4HV0SwXtC0OHoBPNPp4R+E+VR5+KbuINR6sdtv4kPGwF+nRuqexJnk+ihY9EOMD4uEgckCOLAeHMg+hTl0HMSeEn1Kl846ut/66DHs7AR4aHopAN9N8mdc78Kmuroavr2+Ly318fGipixDS/bSBj+Fq+QCA0/B4FvgcPw7PkQFA2iE2o5ObiPyD9uAVDnD0lsPFI4fdwS2ELWMHDma1evz6Wc/yVlvsXc1qC7NmR1fvNio2N6dtXZFjBoGPgxvrlv7bEw1Bj5MPW5r37s1++kSz3528tHd7trYMu3+fgnI52502KbwLOwe9owBHL/b8OWeBkOFNrrYX2SPePx77M/fju0ssFynEzhVCQKelLplciY0nb0KuVGNKvwDLCXzi4+OxfPly/PDDD7C3Z1FlTU0N3nzzTcTXF/4ihJBuowl8yjPZ5gEDLQk7jWDvZ9WnToL/8Wdw9bnwVbkSVGY5ABzg+8Td4IbeDgQOZK0IiEml5OuW2KyhqeWTkl8JlZpvt+5Pt4ibAbgGsnwf79465SK62bvh2QHP4r8n/gtXiSvi/bvwOcxxbFv75T/YclezwAdgM0r7M/fjQuEFAECosD7nVIet7AdSCiBXqhHq6ah97U1B78BnzZo1mDRpEoKCghAXFweO43D+/HnY29tj165dxhgjIYS0zdGDfdusLWM7u3z7GORhJZGRELq7Q1VaipoSMRz7xUA9cB7yl24AkA332bNhP3upQZ6LGIauO7o0Qj2d4CgWolqhQlqRDBE+UmMOTzfNmoTq4r7I+6DiVYhwi4CdPju5Wn3+UfWBz1FgdMs8nzFBYyDgBFDzLOk/lKtfDtNhxmdHEmuzMamvv05Lkcaidwp+bGwsUlNTsXLlSvTv3x/9+vXDqlWrkJqaij59DPOGQwghOuM4o+zs4gSCht1deRJgwMMoOVcLRWY2hF5e8H7GwqowW7kSmQKFlXIAQKSvboGPUMBpgySTdGo3EAEnwKzeszDEzwCV6DU7uzR5Ps242bthkO+ghpur6wOYDmZ8ahQqHEgpAABMjvXr+ji7QK8Zn7q6OkRFReHvv//G/PlWtkuBEGK5PCPYTioDBj4A4DhsGCq274AsXww3cTiKvngFAOD78ksQOltGsTZbkZzHApdgDwdIJbp/tEX7u+BcRhmu5Fbgrrjub6pqdrx7A46erNlzzjkgZFiLm4wPHo/TeacBAKHK+greHcz4HLpaiGqFCoFuDogNNG1emF4zPnZ2dpDL5SadoiKEkBaMleAczT4Ia4rFyF23BXxNDRwGDYLLXXcZ9HlI1+mb2KzRUMHZcmd8DEogaFTP50irN9F0aweAMHl9N/cOktx3XMwFAEzq62fyGELvpa5nnnkG7733HpRKw/TFIYSQLjPCUhcAiNVZsHNSAjwH2eEjgFAIv2VvmPyNm7TUEPjoNxNnVju7zIUmz+hmy0KGABAoDcSy+GV4Y/gb8KytYhe2s9QlV6qw7wpb5poUa/p6T3onN588eRL79u3D7t27ERsbCyenplWEf/31V4MNjhBCdGKEWj4AgKzTcPKVo+wGe6t0f/DBVosZEtPTN7FZo7efMzgOKKiUo7hKDk+pnhWPrZEm8Mk4AajqWm19cX9kfSuXf1awn+0sdR1NLUKVXAlfFwkGBLd9u+6id+Dj5uaGe++91xhjIYSQzvGon/GpLgaqSwzXkiQ7AU7+cpTdcILQ0xPez5i+FxVpSa3mcTW/czM+ThIRwjydkFYkw5XcStzSiwIfeEezIok1JSzPJ3ho27etKWM/25nx2d5oN5fA1CUD0InA5/vvvzfGOAghpPMkUsDZn/W1K7lhmMBHUQ3kX4JzkBK+LzwJx9G3Q+iiX/4I6R5ZpTWoVqggFgkQ5ql/L8Nof2ekFclwObcct/Ty6vgO1k4gYE1Kk/9m29rbCnxUdUAd643W1oyPQqnGnsuawMe0u7k0LKOVKiGEdMTQCc65iYBaCc7ZFx5PPAP76GjDPC4xOM2OrghvKURC/T/Wov00Cc4mbFZqbjTtK9KPtn0bzWwP0GZy8/EbxaioVcJLKsFgU/ZDa0TnI+T69euYO3eu9nxISAg8PDy0J29vb6SkpBhlkIQQ0iFDJzhnJ7CfQUNYrSBitjqb2KwRE0A7u1ponufTmtoy9lPiAgiErd5kRxLbzTWxj6/pK2PX03mp67PPPoOfX8M0VWlpKZYtWwYfH1amffPmzfj444/x5ZdfGn6UhBDSEUMnOGexOiUIHNT+7YjJJevZqqI5zc6uawVVkCtVkIha/xC3KT4xgIM7UFPKZj+DBre8TS3rD9bWMpdSpcauS2yZa7IZ7ObS0Dnw2bt3Lz777LMml917773o0aMHACAsLAzz5s0z7OgIIURXBg98zrCfQQaohkuMKrlRV/bO8He1h6uDHcpr6pCaX4W+Ji6wZxY09XyS/2b1fFoLfLSJza2/XqfSSlBaXQd3RzsMCzePZS5Aj6WumzdvIjw8XHt+3rx5cHVt+MeGhYUhKyvLsKMjhBBdNc7x4fmuPVZFLlCRxZpFBgzo+tiI0dTWqZBeXA1A/+KFGhzHUSHD1miWu9rK89EsdbUx47O9vmjhhBi/TuVeGYvOIxEIBCgoKNCe//jjj+Hp6ak9n5+fDzu7LjZHI4SQznILBTgh22VSmde1x9Lk93hHsx1jxGxdK6iCSs3D1cEOvi6d34quLWRIgU+DJnk+rRQtrillP1vZyq5S89h5MR8AMMnEvbma0znw6dOnD/bu3dvm9bt27ULfvn0NMihCCNGbSAy4h7Lfu7rclaVJbG5lep+YlZRGhQu7UlE72p8tk9GMTyM+fdhsjqKK5fk0p53xabnUlZBegqIqOVzsRRjR07xKBOgc+Dz22GN455138M8//7S47q+//sKqVavw2GOPGXRwhBCiF0Pl+VDgYzFSOlm4sLmGnV2V4Lu6VGotOurb1U5y846LbNb19hg/iEXms8wF6JHcPH/+fOzfvx9Tp05F7969ERUVBY7jkJycjJSUFNx7773UsZ0QYloeBtjSrlaxarUAEEiBj7nrbKuK5iJ8pBAJOJTX1CGnvBaBbg6GGJ7lC7sFSPmH9e265fmm17VRtVmt5rHzonkVLWxMrzBs06ZN+OmnnxAZGYmUlBQkJyejV69e2LhxI7Zs2WKsMRJCiG60tXy6UMSw4ArLExI7A97Ul8vcpdQXL+xsYrOGRCREhA/L57pCDUsbhNXP+Nw83jLPp43k5nOZZcirqIVUIjLLSth6t6yYOXMmZs6caYyxEEJI1xhiqUtbv2dAm0XZiHkoq1Ygv0IOoOszPgAQ4++C5LxKXMmtwG0xvl1+PKvg25fl8NSWA3mJTetaaWd83JvcZWf9bq5bo31gb2d+f0PmtfBGCCFdoQl8StNa34Wii8YVm4lZ0yxzBbk7QCrR+3t8C7SzqxUCYaM8n2bb2luZ8eF5vlFTUvNb5gIo8CGEWBOXQEBkD6iVQNnNzj2GJrGZ8nvMXldbVTQXTbV8WqcNfP5tenmNJrm5YVdXUnY5sstq4GAnxJhIn24aoH4o8CGEWA+BoFGCcyfyfGorgML6noO0o8vsGSqxWUOzpf1mSTWq5J2cMbRG2no+zfJ8NLu6GiU3a2Z7xvf2gYPY/Ja5AAp8CCHWpivNSnPOAuABtxBAap7fVkkDTWJzVBcTmzU8pRL4ukjA8w2PTQD4xQISV0BeAeRdYJepVYC86XZ2nue1+T3mVrSwMb0Cn5s3b+Lrr7/GunXrcOnSJWONiRBCOk+T51PSiRkfbWIzzfaYO57ncTW/CoDhlrqAxnk+lQZ7TIsnEAKh8ez3m/XLXZrZHkA743MltxLpxdWQiAQYF2W+Xxx0DnwOHz6MPn364D//+Q8WLlyIAQMGYNOmTcYcGyGE6K8rO7uoManFyCqtQZVcCTshh3AvJ4M9LvXsakPzvl2axGY7J0DI2lXtqJ/tGRPpDScDJJsbi86BzxtvvIFx48YhKysLxcXFmDt3Ll555RVjjo0QQvTXuFmpPni+YcaH8nvMniaxuae3FHYGbICpnfGhWj5NaQKfm8fYMlcrxQs11Zonx/p379j0pPPRkpSUhJUrVyIgIADu7u746KOPkJOTg9LSUmOOjxBC9KMJfMozgboa3e9XdhOoLgIEdoBfP+OMjRhMsrZwoeGWuYCGwCclrxIqNbWu0PLrB0hc6vN8klr06UrNr8S1girYCTmMjzbfZS5Aj8CnrKwMPj4N/xgnJyc4OjqirKzMGOPqknXr1iE8PBz29vYYNGgQjhxppccIIcQ6OXo01BUpuaH7/TTb2P1iATt7gw+LGFbDji7DJDZrhHs5wd5OgJo6FW4Wywz62BZNIARC6vN80o+26NOl2c01qpc3XOztTDBA3ek1P3j58mVcuHBBe+J5HleuXGlymalt3rwZzz//PF577TWcO3cOo0aNwqRJk5CRkWHqoRFCugPHdS7PhxqTWhRD1/DREAo4bTBFhQybaZzn02ypS5PfY65FCxvTK/vo1ltvbdG1dsqUKeA4DjzPg+M4qFQqgw5QX6tXr8bjjz+OefPmAQDWrFmDXbt24YsvvsDKlStNOjZCSDfxjGAVmPUJfKhis8WQK1W4UcRmYwxVw6exGH8XJGaW4UpuBab0CzD441ssTd+ujGNAcP3fib0bbhRWITmvEiIBh9stoNWHzoFPWlqaMcdhEAqFAmfOnMHixYubXD5hwgQcO3as1fvI5XLI5XLt+YoKivDNiUrNo7RagaIqOYqr2M+iKgWKq+Qoq6nDlH7+GNHT/JrgERPTN8FZKQdyE9nvjXsREbN0vUAGlZqHs70I/q6GX5aMqS9keKWbt7TnV9Ri48kMjI3yxsAQ947v0N384ljz3tryht1dDm7apOb4np5wcxSbcIC60TnwCQ0NNeY4DKKoqAgqlQq+vk0jTl9fX+Tl5bV6n5UrV+LNN9/sjuGRVpTX1GF/cj5yymqbBDfFVQoUy+QokSnQXn7h34k52PviGPg4U04GaUTfIoZ5FwGVAnDwADx6GG9cxCBS8tkX1Gg/F3AcZ/DH7+6dXUqVGhuO38THe66iSq7Ez6cycPTV8RCLzKzGsFDE6vmk7gbS6nNn7d2wI4ktc5n7bi4NvTfap6am4o8//kB6ejo4jkN4eDimT5+OHj3M582i+R+CZhmuNUuWLMGiRYu05ysqKhAcHGzU8dk6nudx4kYJtiRkYntSLuRKdYf3cXe0g5dUAk+pGJ5SCbylEvx7rQipBVX4799X8NmsAd0wcmIx9A18shvl9xjhg5QYlqFbVTTXuz7wyauoRalMAXcn481inLlZitd/v9ikblBBpRx/X8jBPQODjPa8nRY6kgU+6joAQKnaARezKyDggAkWsMwF6Bn4rFy5EsuWLYNarYaPjw94nkdhYSEWL16Md999Fy+99JKxxqkTLy8vCIXCFrM7BQUFLWaBNCQSCSQSSXcMz+blV9Ri65ksbEnIxM3iau3lkb5SxAW5wVMqgZdUrA1wND89HMUQtVKn42J2Oe5aexR/Jebg3oGBGGvGlUJJN9P066ouBqpL2E6v9lDFZouSYuTARyoRIdTTETeLq3EltwIjIgy/nF4qU+D9XcnYdCoTAODqYIdX7+iNEpkcH+6+im+PpuHuAYFGmdHqkrBRTc6eL2RT8sPCPeEptYzPUp0DnwMHDuD111/HG2+8geeeew7u7mz9saSkBGvWrMHixYsxdOhQjB492miD7YhYLMagQYOwZ88e3H333drL9+zZg2nTpplsXABQo1BBIAAkIvNs2mYsdSo1DiQXYEtCJg6kFGrrYkglIkyNC8CMIcGIC3Lt1B9330BXPDYyHN8eTcPrv1/E7hdGw1FsvtVCSTeSSAFnf6Ayl21p7zDwoR1dlsRYO7oai/Zzwc3ialw2cOCjVvPYejYLq3Yko0SmAADcNygISyb1hqdUgrJqBdYeuIZLORU4caME8T09DfbcBuEfB4ilgIK1C/k3m21ommzGvbma0/lT4ssvv8S8efOwYsWKJpd7eHjgrbfeQl5eHr744guTBj4AsGjRIsyePRuDBw9GfHw8/u///g8ZGRlYsGCBScf1zvbLOJ1Wio8eiEPfQFeTjqU7pBXJsPl0JradzUJhZUPy+OBQd8wYEow7+/kbJEhZdHskdiTlIqu0Bp/sS8WSSdFdfkxiJTwjWOBTfK39gEZWBJTWb96gxGazV15dh9zyWgBApBEDn5gAF+y8lGfQLe0peZV4/fcknE5nhX8jfaV4e3oshoY3BOZujmLcNygI/zuRgW+P3jC/wEcoYvV8ru0BAJwrZKvDE/tYYeBz6tQp/Pjjj21eP3v2bDzyyCMGGVRXzJgxA8XFxXjrrbeQm5uLvn37Yvv27SZNzi6rVmDnxXwUVckx/fN/8cz4XnhqXE+Dllk3BzUKFbYn5WJzQiZOpZVoL/eSinHvwCDcPzgYET5Sgz6nk0SEt6b1xbwfEvDNkTRMiwtETIBhC5oRC+XZE0g/0nGeT3Z9fy7PXk3K7xPzlJLPZnsC3RyMWigvWtuzq+s7u2RyJT7Zl4pvj6ZBpebhKBbi+dt64bGR4a1+DswdGY7/ncjAvuQC3CisQg9vw75vdlnYSG3gUw4nDA51h4+L5Www0Tnwyc/PR1hYWJvXh4eHt7lzqrs99dRTeOqpp0w9DC03RzF2PT8Kr/9+ETsu5uHjvVex90o+Vj8Qh16+xvvG0l0USjW++zcNnx+4hspaJQBAwLFGdTOGhODWaB+jBnm3xfhiUl8/7LiYhyW/JeHXJ0dAKDCzdXHS/XTd0p5F9XssSUp9qwpj5fdoRNdvab9WUAmFUt2pHVY8z2PXpTy8+ddl7SzVxD6+WD61DwLcHNq8Xw9vKW7t7YN9yQX4/t90/Hd63879I4ylUZ5POe+EB/taxm4uDZ3/J2trayEWt53ZbmdnB4VCYZBBWSNPqQTrHhqIT2b2h4u9CEnZ5bjzs6P4v8PXLbofzLFrRZj0yWGs2pGMylolgj0c8OLtkfh38Xh8/9hQ3NHXr1tmtlbc1QfOEhESM8vwvxM3jf58xALoWr1Z25i07WWuAykFOJhSgFIZvceZmrF3dGmwGSUR6lQ8rhVU6X3/jOJqzF1/Ggv+dxa55bUI9nDAd48OxlezB7cb9Gg8PiocALD1TBbKqs3suPOPg8o1FNm8F0rggjssoFpzY3olWXzzzTeQSlufcqus7N5CT5aI4zhM6x+I4T088eq2CziYUoh3tydj96V8fHh/HMK8nEw9RJ3lldfine1X8FdiDgDA00mMJZOjcc+AQAhMMNvi62KPV+6Iwht/XMIHu1IwsY8f/IxQ2IxYkMYzPjzf+jZ1tRrIPst+b2PG53R6CR77/rT2fJinI/oHu6F/sBvigt0QE+Bic5sWTKk7EpsB9n4d7e+Ck2kl2HExFzllNaiU16GyVonKWiUqaht+r9T+3nBZlZzNftsJOfxndE88PS4CDmLdj5P4Hp6I8XfB5dwK/HQqA0+NjTDWP1V/Qjv8POQXvP33RfQL8dQpkDMnOgc+ISEh+Prrrzu8DemYr4s9vn90CLYkZOKtvy4j4WYpJn1yBEsn98ZDw0JNEjjoqk6lxvp/07Fm71XIFCoIOGD28FAsmhAFVwfTNqZ7aFgofj2XjXMZZVjx5yV8OZsSVW2aWyjACYE6GVCZB7i0Mh1fnArIywGRA+DTp9WH0cwwiIUCKFRqpBdXI724Gr+fz9FeHh3ggv5Brugf4ob+we4I83Q0v23IVoDneaNvZW9ME/h8tl+P1ieNjIzwxFvT+qJnJ3J0OI7D47eE48VfErHhWDrm3dLD5AUN61RqZJZUI61Ihp/OFqAG9hbRm6s5nQOf9PR0Iw7D9nAchxlDQjCipxde3pqIEzdK8MYfl7DrUj7ev6+fWUbQx68XY9kfF5FaP+07IMQN/53W12x2qQkEHFbeE4spnx7Fzkt52HM53yL6xhAjEYkB91C2nb34WuuBjya/J6A/263SipyyGgDAg8NC8PxtvZCYVY7zGWU4n1mK85llKK2uQ2JmGRIzy7DhOFtmdXWwQ1z9rNC0/gGd+uAjLWWX1aBSroRIwKGHl/Ff0/sGBeHotSKo69tjONvb1f9s/Dv76dLsMlcHO3h0sfDh1LgAvLczGfkVcvyTlIO7Bxi/oKFKzSOnrAY3imRIL5Ihrf6UXixDVmlNi9SMSRaW3wN0onIzMaxgD0f8NG84NhxPx3s7k3H0WhEmfnwYy6bG4L5BQWbxrbGggi1r/VH/DdfDSYzFd/TGfYOCzG52qrefC+aN6oEvD13Hsj8uIr6nJ6QSOsxtlmdEQ+ATPqrl9dkd1+/RBD4BbvZwcxRjTKQ3xkR6A2AzEJklNThXHwSdzyzDpZwKlNfU4fDVQhy+WohvjtzAt3OGmN+2ZAukme3p6S3tltmPvoGu2LtojNGfpy1ikQBzRoThg10p+PZoGqb3N3xBw3+vFeFgSgHSiqqRVlSFzJIaKFRtV9N3sBMizMsJ4V6OGBflg2APR4OOpzvo/IlQU1ODffv2YcqUKQBYq4fGzT2FQiH++9//wt6e8ir0JRBweGxkOMZEeuPFXxJxLqMML2+9gF2X8vDuPbEm60OlVKmx/lg61uxNRZVcCY4DHhoWgpcmRJl1I7rnbu2Ff5JykFlSg9W7r2LZ1BhTD4mYimcEK6/fVoKzDhWbNYFPoFvLN3iO4xDi6YgQT0dM6x8IgO1yTM6rwPnMMvxxPgdnbpbi0e9P4cuHB2Fcb6ouri91faPigko5DqQUAOieZS5z8eDQEHy2PxUXsytwMq0Ew3sYLoDedyUfj29IaHG5WCRAqIcjwryc0MPLCWFeTgjzdEK4lxN8XSRm8YW8K3QOfH744Qf8/fff2sBn7dq16NOnDxwc2JJMcnIyAgIC8MILLxhnpDagh7cUWxeMwP8dvoGP91zF3isFSPj4MP47rS+m9PPv1oPtVFoJlv1xUZvfEBfshren9UVskHksa7XHQSzEO9Nj8ch3p7D+GCv7bgnjJkag7dnVypZ2hQzIv8x+b2cre3Zpw4yPLsQiAfoFuaFfkBseGByMhT+dw94r+XjixwR8OnMAJllII0djq1OpUVgpR0GlvP5nLQoqNOdrUVApR0GFHEVVciibLa/09redwMfdidVB23gyA98cSTNY4FNQUYuXt14AANza2wdjo7zrZ3Kc4O/qYNUlQXQOfDZu3NgiqPnpp5+0zUn/97//4fPPP6fAp4uEAg5Pju2Jcb29sWhzIi7nVuCZTefww/F0vDyxd5MKn8aQXVaDj3al4Ndz2QBYc9BX7+iNBwYHm92yVntGR3pjWv8A/HE+B4t/vYA/nh7Zar8vYuXa29Kecx7gVay1hWtgq3dXqtTIq2D1VwI7kXdnbyfEFw8PxKItifgrMQdP/3QW798Xh/sGmWHzyW70wa5krDt4HbwelTw8ncTwdpYgzNMJ95lj804jmntLODaezMC+5HykFckQ3sUdwGo1j0VbElEiUyDG3wXrHh5oUzsTdQ58rl69isjISO15e3t7CAQNHyRDhw7F008/bdjR2bDefi74/emR+PzANXx56DpOp5figa+OY2yUN16aEGXwhOKUvEp8deg6/kzMgVLNg+OAWUND8PKEKKN2JjamN6bE4GBKIS7lVGD9sXTMG9XD1EMi3U0T+JSmASpl0wRmTX5PO20q8ivlUPNsS7JXJxsw2gkFWDOjPxzthNickImXfklEjUKJ2fFhnXo8S3cltwJf1Ac9IgEHb2cJfJwl8Ha2h48L+93H2V57uY+LBF5SidVVutdHT28pxvf2wf7kAnz/bxremta1gobfHL2Bo9eK4GAnxKezBthU0APoEfiUl5dDJGq4eWFhYZPr1Wp1k5wf0nVikQAv3B6JWUND8On+VGw5nYmDKYU4mFKIO2P98cLtkV1uAXE6vQRfHryOfckF2stG9PTEK3f0Rv9gty7+C0zLSyrBkkm9sfjXJHy0+yru6OuHIHfLS8QjXeAcwLaqK2uAspsNS1+AThWbNfk9/q4OXZrxFNbvOHQQC7H+WDre+OMSZAoVFozp2fGdrQjP83j7n8tQ86yp5dpZAy1qJtmU5t0Sjv3JBfglIQuLbo/sdJ5lUlY5PtiVAgBYPjXG4G2ELIHOIXRQUBAuXrzY5vUXLlxAUJBtTT92Fz9Xe7x7dyz2LhqD6f0DwHHAP0m5mPDxIbyyNRFZpdV6PZ5azWPv5Xzc98Ux3P/lcexLLgDHsTeiP54eiZ/mD7f4oEfjgcHBGBrmgZo6FZb9cQm8PnPrxPIJBIBH/Uxf8zwfHTqya/J7OrPM1XIoHJZPjcHCcWwWatWOZKzenWJTx+TeKwX491oxxCIBlkyKpqBHD/E9PRHt74KaOhU2ncrs1GPI5Eo8+/M51Kl4TOrrhxlDgg08Ssugc+AzefJkLFu2DLW1tS2uq6mpwZtvvok777zToIMjTYV5OWHNzAHY8dwo3B7jCzUPbEnIwvgPD2HFn5eadEFvTZ1Kja1nsjBxzWHM+yEBCTdLIRYKMGtoMPYtGoN1Dw1CnJUEPBoCAYd37+kLOyGH/ckF2HHRPPrJkW6kTXBulOdTng1U5gCcAAgY0OZds7Vb2Q1TV4vjOLw0MQqv3BEFAPh0/zW8/c8VgwQ/eeW1+OrQdaw7eE07U2VOFEo13vmHJZPPuyXcIrdBm5KmoCEArD+WBoWy7S3nbXnzr0tIK5LB39UeK++JtfjdWZ2l81LX0qVLsWXLFkRFRWHhwoWIjIwEx3FITk7G2rVroVQqsXTpUmOOldTr7eeCrx8ZjLMZpfhgZwqO3yjG+mPp2JKQibkjwzF/dI8mVZRlciV+Pp2Jb4/cQE59ozxniQgPDQ/F3JFhFtVVtzMifJzx5NgIfLovFSv+vIRbenkZtaszMTOtJThr8nt8+gDithNFG7ayG/Zv5KmxEXASi7D8z0v49mgaqhVKvD09Vu+dNCo1j0NXC/DTyUwcSCnQFpf7cFcKxkb5YNbQEIyL8jaLxP4fjqcjvbgaXlIJnhpnRu0XLMjUOH9tQcPtSbmYPqD1pPzW/H0hB1sSssBxwJoZ/c26JImx6Rz4+Pr64tixY3jyySexePFi7TcUjuNw++23Y926dfD1pSq53WlgiDs2PTEc/14rwvu7UpCYWYa1B67hh+PpWDC2J+6KC8CW05nYcPwmymvqAADezhLMHRmOh4aH2NSH/1Nje+LvxBzcKJLh/Z3JeHt6rKmHRLqLJvApabTUpV3mar+tSY6BZ3wamzMiDI5iIV7ddgGbTmWiWqHCh/fH6ZTEm1NWgy0JmdhyOlP7ZQYAhoZ5gOOAk2kl2J9cgP3JBfB1kWDG4GA8MCTYZDluJTIFPtmXCgB4eWIkFRXtJIlIiDnxofhw91V8c/QGpvUP0GnWJqu0Gkt+TQIALBwXgWEGrAVkifQ6+sLDw7Fz506UlJTg2jX27SkiIgIeHsbdYk3aNzLCC7/39MTuy/n4aHcKruZX4f2dKXh/Z4r2NmGejvjPmJ64e0Ag7O1sK4MfYNuK37k7FrO+PoGNJzNw94AgDAp1N/WwSHdo3KxUI/sM+9lOYjPQsNQV6G6cFjL3Dw6Go1iE534+hz/O56BaocLaB1vfZaNUqXEwpRCbTmXgQEoBNKVt3BztcO/AIMwaGowIH1bf5nphFTafzsTWM1nIr5Dj0/3X8NmBaxgT6Y1ZQ0MwvrdPt+6S+njPVVTWKhHj74L7BtlmXomhPDgsFJ/tv4aL2RU4lVbSYRCjVKnx/M/nUVmrxIAQNzx7a69uGqn54nhbyqzTQUVFBVxdXVFeXg4XFxdTD0dvKjWPP85n4+O9V5FZUoPYQFc8ObYnJvbxs+qCVLp66ZdEbD2TBS+pGG9MicFdcbp9YyIWTFYMfFCf4PxaHiCwA1YFA3XVwFMnAZ/erd6N53n0Xb4LMoUK+14cY9R+W/uT87Hgf2ehUKoxqpcXvpo9CI5i9r00u6wGm0+z2R1NTSEAGBbugQeHhWBiH782v8zIlSrsvpSPTacycOx6sfZyH2cJHhgcjBlDgo2ea3M1vxKTPjkClZrHpvnDqXWHASz9LQk/nczA7TG++PqRtpPzAWDN3qtYszcVUokIO54bZdW5Vbp+flPg04ylBz4adSo1SmUKeDtbfnlxQyqVKTDj/47jaj5rtNqV7snEQvA88F4YUFsGPHkMUKuAr0YBEhfg1Zts51crymvqEPfmbgDAlbfugIPYuDOlx64VYd4PCahWqDAkzB2PjQzHLwmZOHi1UFvoz93RDvcNCsLMoSF6H7PpRTL8fDoTW89koqhKAQDgOGBUL2/MGhKM22J8DT4LxPM8HvnuFI6kFmFiH198Nbv9D2mim2sFVbht9SFwHHDgxbEIa6OgYUJ6CR746jjUPPDJzP7atirWStfPb9NnvBGjsBMK4ONiT0FPM+5OYvz1zC14aUIkJCIB/r1WjElrjuCj3SmorVOZenjEGDiuaYKztj/XwDaDHqAhv8fDSWz0oAcARkR44cfHh8HZXoTT6aV4auNZHEhhQc+Inp74dNYAnFh6K167M6ZTgXqYlxMWT+qNY4tvxbqHBmJULy/wPHD4aiGe3HgW4z86iIxi/UpjdORgSiGOpBbBTshh6eRogz62LYvwkWJclDd4Hvj+37RWb1NeU4fnfj4PNQ/cMyDQ6oMefVDgQ2yORCTEwvG9sOeFMRgX5Q2FSo3P9l/D7R8fwoFGhRyJFWkc+Gjye9ppTAoYtoaPrgaFumPT/OHwcZbA00mM/4zpgQMvjcVP84fjrrgAg1TYFYsEmBzrjx8fH4bDL4/DU2N7wksqRmZJDR785oTBtsLXqdR4u377+mMjwxHq2bU2C6QpTSX6LQlZKK+ua3Idz/NY+lsSsstqEOLhiLemd63Ss7WhwIfYrBBPR3z36BB8+fAg+LvaI7OkBo+tP43//JhglnVQSBc0TnDWoWIzAOSU69ec1FD6Brri38Xjceq127BkUnSX+zK1J8TTEa/c0RvbnxuFcC8nZJXW4OFvTnZYE0wXG0/cxPVCGTydxFg4nravG9qInp7o7efMChqezmhy3S9nsvDPhVyIBBw+nTWAdtE1Q4EPsWkcx+GOvn7Yu2gM/jO6B0QCDrsu5eO21Yfw1aHrqFPpXySMmCFNEcPsM0BR/W7Hdio2A4YvXqgPO6GgWzcj+DjbY+O8YQh0c8CNIhlmf3sSZdWKTj9eWbUCH+9l29dfuD3SpkpndJcmBQ3/Tde+V90orMKKPy8BABZNiLSaKvyGRIEPIQCcJCIsmRyNf54dhSFh7qhWqLByRzKmfHoUp9NLTD080lWaGZ/CZPbTLRRw8mr3Ljllne/KbokC3Bywcd4w+DhLkJxXiTnfnUJlbV3Hd2zFJ/tSUV5ThyhfZ8y00bYI3eGu/gHwkkqQV1GL7Um5UCjVeO7n86hWqBDfwxP/GW1bveB0RYEPIY1E+Tlj8xPx+OC+fvBwEiMlvxL3f3kcL/2SiOIqasJrsTT9ujQ6WOYCgOz6Hni2EvgALAF647xhcHe0Q2JWOR5fn4AahX5J/9cKqvDj8ZsAgNenRJtF1WhrJREJ8Uh8KADg26Np+Gh3CpKyy+HmaIePZ/SnEiZtoCOSkGYEAg73D2b9y2YNZd9Wt57JwviPDuGP89kmHh3pFImUdWrX6GCZC2iY8THFUpcp9fJ11u4uO5Vegid+TIBcqXvw8+72K1Cqedza2wejenkbcaQEAB4aFgKJSIALWeX46vANAMB79/aDn6t1tyLqCgp8CGmDu5MYK+/ph1+fGoFofxeU19Thhc3ncTajtFuev7K2DtcLq/T+xm3u8spr8f2/aXjgy+OIfmMnfjxxs3ue2LPRtH8HMz51KjXyK20z8AFYgvX6x4bCUSzEkdQiLPzpnE75boevFmJ/cgFEAg5L76Tt693BUyrBPQODtOcfqi9qSdpGqd6EdGBgiDv+WjgSL2xJxF+JOXhpSyL+eXaUUWu7lNfUYepnR5FRwpZbvKRiBLk7IsjdAUHujgj2cNCeD3RzMPs2JDllNdielIsdF/Nw5mbTwPGN3y9CyHF4cFiIcQfh2RNIPwIIxYBf+73a8sprwfNs67enk202cxwU6o5v5gzGY9+fxp7L+XhxS2K7yyfKRtvXH4kPo6Kg3WjeqHD8di4LYZ5OeP3OGFMPx+xR4EOIDkRCAd6e1hen00pwo0iG93YmY8VdfYzyXDzPY8mvF5BRUg2OY4WHi6oUKKpS4HxmWav38XGWtBoUBbs7wt/N3iD1X/SVWVKNnRfz8E9SbotxDw51x6RYf2SWVGP9sXS89nsSxCIB7hsU1PqDGYImwdkvFhBJ2r2ptkeXmwMENpwnMaKnF758eBCe+DEBfybmwMFOiJX3xLb6mmw6nYmr+VVwc7TDc9QPqlv19Jbi31fHw1Es6pZim5aOAh9CdOTqaIf37uuHOd+dwvpj6ZgQ44sREe3vDOqMTacysT0pDyIBh21PjkCYlxMyS6qRVVqDrNKmPzNLqiFTqFBQKUdBpRxnM8paPB7HAb7O9iwQ8tDMGtUHSfWBkaFaFWQUV2P7xVzsSMpFYlZ5kzEMCfXA5Fg/3NHXX5t/oOmYs/5YOl7Zmgg7IWe8CrP9ZgI3DgFDn+jwpg1d2SlPYlxvH3wycwAW/nQWmxMy4SAWYvnUmCZV4ctr6vDxnqsAgBdui4SrI21f726e0vaDedKAAh9C9DAm0hsPDgvBTycz8PLWC9jx/CiD1ii5ml+JN/9iNTheuSMKcfU1OFwDXdE30LXF7XmeR1l1HQuCSqubBEQsQKpBTZ0KeRW1yKuoRcLNlvlJAg7wc7FHkIcjfF3sIRYKYCfkIBJyEAk0vwtgJ2A/hQKOXdbouhKZAjsu5uJidkWTxx0a7oHJsf64o48ffFxaBhEcx2H51BjIlWpsOpWBRVsSIRYKMCnW30CvaCNSb+DhrTrdVBv4uNpefk9rJsf644P74vDiL4lYfywdUokIL02M0l6/dn8qSmQKRPhIjb9kSUgXUeBDiJ5emxyNo6lFyCipxtt/X8b798UZ5HFr61RY+NNZyJVqjI70xrxbenR4H47j4O4khruTGLFBrQdGxTJFi1mixuflSjVyymuRU17byjPoR8ABw3t4YnKsPyb28YO3c8ffQjmOwzvT+0KhVGPb2Sw8s+kcvhQKcFuMb5fH01nZNrqjqz33DgpCdZ0Kb/x+EWsPXIODWIinx0UgrUiG9cfSAQCv3Rlt8EanhBgaBT6E6MlJIsKH98dhxv8dx5aELEyI8TPIh/R//76Mq/lV8JJK8NH9cQbJLeE4Dl5SCbykklYruPI8j8IquXZ2qKCiFko1D6VKjToVD6VaDaWK1/5ep2LXKdU86lTsOqVaDTuhAKN6eWNiH99OTbkLBBzev68f6lRq/JmYg6c2nsXXcwZjTKRptkM3zvEhDWYPD0WNQol3tyfjg10pcBQLcfx6MepUPMZEemNclI+ph0hIhyjwIaQThoZ7YN4t4fj6SBoW/5qE3aHu8OjC7p8dSbnYeJL12/l4RpxOMyWGwHEcfJzt4eNsj4Eh7t3ynG0RCjisfiAOdSo1dlzMwxM/JOD7R4cYJY+qI5qlrkB3Cnyae2J0T1QrVFizNxVv/sV2cQkFHF6n7evEQtCcJCGd9OKEKPTykaKoSo43/rjY6cfJKq3Gq9suAAAWjOlp00XfREIBPpk5ALdF+0CuVOPxDQk4lda9LUN4nm+U3EyBT2ueu7UXnhjdsBT70LAQ9PJ1NuGICNEdBT6EdJK9nRCrH2B1Tf65kIs/E3P0fgylSo3nfz6Pilol+ge74cUJkUYYqWURiwT4/KGBGB3pjZo6FR77/lS3FY0E2A6l6vqikf5U/bZVHMdhyaTeWHR7JCb28cWi2+m4JZaDAh9CuiA2yBULx7H6MG/8fhH5FfolCH+yLxUJN0vhLBHhs1kDKDG0nkQkxP/NHoQRPT0hU6gw57tTSGq0Pd6YskrZbI+XVGz2hSFNieM4PHtrL3w1ezDcHG2zyCOxTPQuS0gXLRwfgb6BrKXF4m0XtLVpOnLsehHWHrgGAHj3nlgEezgac5gWx95OiG/mDMbQMA9U1iox+7uTuJxT0fEduyiHEpsJsWoU+BDSRXZCAVY/0B9ikQAHUgqx+XRmh/cpkSnwwubz4HlgxuBgTI0L6PA+tshRLMJ3jw3BgBA3lFXX4eFvTyI1v9Koz0n5PYRYNwp8CDGASF9nvFSfn/Pfvy8js77HVmt4nsfLvyQiv0KOnt5OWH4X9dZpj1QiwvrHhiI20BUlMgUe/OYkbhRWGe35NPWMKPAhxDpR4EOIgTx+Sw8MCXOHTKHCS78kQq1ufcnr+3/TsS+5AGKRAJ/NGghHMVWV6Iirgx1+fHwoevs5o7BSjge/PtlucNkV2aU040OINaPAhxADEQo4fHh/HBzFQpxMK8H39dVsG7uYXY5VO5IBsArQMQEu3TxKy+XmKMbGecPQy0eKvIparDt43SjPQ8ULCbFuFPgQYkChnk5YOpkVcnt/ZzKuFTQsycjkSjyz6RwUKjVuj/HFI/GhphqmxfKUSvBC/dbpyznG2eVFyc2EWDcKfAgxsIeGhWBULy/IlWq8uOU8lCo1AGDZH5eQViSDv6s93r+3X5Pu1kR3kfWF8q7mV7W5nNhZciXrdA9QZ3ZCrBUFPoQYGMexvlPO9iIkZpXji4PX8fu5bGw7mwUBB6yZ0R/uXWhvYevCPB0hFglQU6fS1twxlLz6xGZ7O0GXWpAQQswXBT6EGIG/qwPemtYHACtS+NpvSQCAZ8b3wrAenqYcmsUTCQWI8JYCAJLzDFvXJ7vRVnaakSPEOlHgQ4iRTO8fiIl9fKFU85ApVBga5oFnxkeYelhWIcpPs9xl2Jo+OWVsxofyewixXhT4EGIkHMfh3btj4e9qDy+pBGtm9oeIWlIYhCbPJyXfsPV8tMULXSnwIcRaUQERQozIUyrB3kVjwIMV4iOG0bt+xifFwEtdVLWZEOtH78SEGJkTBTwGF1kf+NwolEGhVEMsMsxMmraGjzsFPoRYK5p3J4RYnABXezhLRFCqeaQVyQz2uA3JzbSVnRBrRYEPIcTicBynnfUx1M4unuepeCEhNoACH0KIRWooZGiYnV2l1XWorWPFJv1cacaHEGtFgQ8hxCJF+bJaPil5htnZpWlO6u0sgUQkNMhjEkLMDwU+hBCLFOXHGrym5BtmqYuakxJiGyjwIYRYpMj6GZ/MkhrI5MouPx7l9xBiGyjwIYRYJE+pBF5SCQAgtaDry105tKOLEJtAgQ8hxGJF+bFZn6t5XU9wzqbihYTYBAp8CCEWK8qX5fkkGyDwoaUuQmyDVQU+YWFh4DiuyWnx4sWmHhYhxEi0Mz4G2NKeXd+glGZ8CLFuVldL/6233sL8+fO156VSqQlHQwgxpoZmpV0LfGrrVCiqkgOgGR9CrJ3VBT7Ozs7w8/Mz9TAIId1AE/gUVspRIlPAw0ncqcfJLWezPQ52Qrg52hlsfIQQ82NVS10A8N5778HT0xP9+/fHO++8A4VCYeohEUKMxEkiQrAHm6FJ6UKeT06j5qQcxxlkbIQQ82RVMz7PPfccBg4cCHd3d5w6dQpLlixBWloavvnmmzbvI5fLIZfLtecrKgxTDI0Q0j2ifJ2RWVKDq/mViO/p2anHoB1dhNgOs5/xWbFiRYuE5eanhIQEAMALL7yAMWPGoF+/fpg3bx6+/PJLfPvttyguLm7z8VeuXAlXV1ftKTg4uLv+aYQQA4jSNis1wIwP1fAhxOqZ/YzPwoULMXPmzHZvExYW1urlw4cPBwBcu3YNnp6tfxNcsmQJFi1apD1fUVFBwQ8hFsQQzUo1fboCXGnGhxBrZ/aBj5eXF7y8vDp133PnzgEA/P3927yNRCKBRCLp1OMTQkxPM+NzNa8SPM93Kkcnp7whx4cQYt3MPvDR1fHjx3HixAmMGzcOrq6uOH36NF544QXcddddCAkJMfXwCCFG0sNLCpGAQ6VciZzy2k5tR8+hGj6E2Ayzz/HRlUQiwebNmzF27FjExMRg2bJlmD9/PjZt2mTqoRFCjEgsEqCHtxOAzrWu4HmeOrMTYkOsZsZn4MCBOHHihKmHQQgxgUhfZ1zNr0JKfiXG9fbR675FVQoolGpwHODrQsnNhFg7q5nxIYTYrt6N8nz0pdnR5etsD7GI3hIJsXb0V04IsXianV2d2dKeo63hQ7M9hNgCCnwIIRZPs7PrWmEVlCq1Xvel4oWE2BYKfAghFi/Y3REOdkIolGrcLKnW676U2EyIbaHAhxBi8QQCDpG+UgD69+xq3KeLEGL9KPAhhFgFTZ6P/oFPfQ0fqtpMiE2gwIcQYhW0FZz1bF2RQzk+hNgUCnwIIVZBE/joM+NTo1ChWKYAQDk+hNgKCnwIIVYhqn6pK71Yhto6lU730fTochIL4eJgNfVcCSHtoMCHEGIVvJ0lcHO0g5oHrhVU6XSfxonNnWluSgixPBT4EEKsAsdx2lkfXfN8KL+HENtDgQ8hxGrom+eTXUqBDyG2hgIfQojV0G5p13HGJ7t+KzslNhNiOyjwIYRYDX2bleZQ1WZCbA4FPoQQq9GrfsYnp7wW5TV1Hd5es6uLlroIsR0U+BBCrIargx38XVmX9dQOlrvUah65mqrN1JmdEJtBgQ8hxKromudTVCWHQqWGgAN8XSjwIcRWUOBDCLEqvXXc2aXpyu7nYg87Ib0VEmIr6K+dEGJVdG1Wqm1OSvk9hNgUCnwIIValcbNSnufbvB0VLyTENlHgQwixKhE+Ugg4oLS6DoWV8jZvl02BDyE2iQIfQohVsbcTIszTCUD7Cc7Zjfp0EUJsBwU+hBCro0ueT0PxQtrRRYgtocCHEGJ1Guf5tIVyfAixTRT4EEKsTkfNSqsVSpRWs8rOFPgQYlso8CGEWB3NUtfV/Cqo1S13dmlme5ztRXCxt+vWsRFCTIsCH0KI1QnzdIRYJEBNnQpZpTUtrqeu7ITYLgp8CCFWRyQUIMJbCgBIzqtocT3l9xBiuyjwIYRYpfYSnLNLNYEP7egixNZQ4EMIsUraBOf8qhbX0YwPIbaLAh9CiFWK0tbyabnUpS1eSIEPITaHAh9CiFWKrJ/xuVEog0KpbnJdTjkFPoTYKgp8CCFWKcDVHs4SEZRqHmlFMu3lKjWPXOrMTojNosCHEGKVOI7Tzvo03tlVWCmHUs1DKODg4ywx1fAIISZCgQ8hxGo1FDJs2Nmlye/xc7GHSEhvgYTYGvqrJ4RYrShfVssnJa9hZ1cOJTYTYtMo8CGEWK0oPxcArc/4UA0fQmwTBT6EEKsVWT/jk1FSDZlcCYBq+BBi6yjwIYRYLU+pBF5SlsCcWsCWu7RLXe4U+BBiiyjwIYRYtd6a1hV5bLkrm7ayE2LTKPAhhFg1zc6uZE3gU1oNgJKbCbFVFPgQQqxalB/L87maX4nK2jpU1LJcH5rxIcQ2UeBDCLFqmp1dKfmVyC1ny1yuDnaQSkSmHBYhxEQo8CGEWLVePmzGp7BSjovZ5QBotocQW0aBDyHEqjlJRAj2YIHO/uQCAEAg1fAhxGZR4EMIsXpRvmy56/DVQgA040OILaPAhxBi9TQJzprEZtrRRYjtosCHEGL1NFvaNWjGhxDbRYEPIcTqRflR4EMIYSjwIYRYvR5eUogEnPY8LXURYrso8CGEWD2xSIAe3k4AAJGAg7ezxMQjIoSYCgU+hBCboMnz8Xezh7DR7A8hxLZQ4EMIsQmaZqUBrrTMRYgto8CHEGIT7ujrhxAPR0wfEGjqoRBCTIia1RBCbEKEjzMOvzLO1MMghJgYzfgQQgghxGZQ4EMIIYQQm0GBDyGEEEJshsUEPu+88w5GjBgBR0dHuLm5tXqbjIwMTJ06FU5OTvDy8sKzzz4LhULRvQMlhBBCiNmymORmhUKB+++/H/Hx8fj2229bXK9SqXDnnXfC29sbR48eRXFxMebMmQOe5/HZZ5+ZYMSEEEIIMTcWE/i8+eabAID169e3ev3u3btx+fJlZGZmIiAgAADw0Ucf4dFHH8U777wDFxeX7hoqIYQQQsyUxSx1deT48ePo27evNugBgIkTJ0Iul+PMmTNt3k8ul6OioqLJiRBCCCHWyWoCn7y8PPj6+ja5zN3dHWKxGHl5eW3eb+XKlXB1ddWegoODjT1UQgghhJiISQOfFStWgOO4dk8JCQk6Px7Htey/w/N8q5drLFmyBOXl5dpTZmZmp/4thBBCCDF/Js3xWbhwIWbOnNnubcLCwnR6LD8/P5w8ebLJZaWlpairq2sxE9SYRCKBREKdmgkhhBBbYNLAx8vLC15eXgZ5rPj4eLzzzjvIzc2Fv78/AJbwLJFIMGjQIIM8ByGEEEIsm8Xs6srIyEBJSQkyMjKgUqlw/vx5AEBERASkUikmTJiAmJgYzJ49Gx988AFKSkrw0ksvYf78+bSjixBCCCEALCjwWbZsGTZs2KA9P2DAAADAgQMHMHbsWAiFQvzzzz946qmnMHLkSDg4OODBBx/Ehx9+aKohE0IIIcTMcDzP86YehDmpqKiAq6srysvLaaaIEEIIsRC6fn5bzIxPd9HEgVTPhxBCCLEcms/tjuZzKPBpprKyEgCong8hhBBigSorK+Hq6trm9bTU1YxarUZOTg6cnZ3brf+jr4qKCgQHByMzM5OW0Jqh16Z19Lq0jV6b1tHr0jp6XdpmTa8Nz/OorKxEQEAABIK2yxTSjE8zAoEAQUFBRnt8FxcXiz+4jIVem9bR69I2em1aR69L6+h1aZu1vDbtzfRoWE3LCkIIIYSQjlDgQwghhBCbQYFPN5FIJFi+fDm1x2gFvTato9elbfTatI5el9bR69I2W3xtKLmZEEIIITaDZnwIIYQQYjMo8CGEEEKIzaDAhxBCCCE2gwIfQgghhNgMCny6ybp16xAeHg57e3sMGjQIR44cMfWQTGrFihXgOK7Jyc/Pz9TDMonDhw9j6tSpCAgIAMdx+P3335tcz/M8VqxYgYCAADg4OGDs2LG4dOmSaQbbjTp6XR599NEWx9Dw4cNNM9hutHLlSgwZMgTOzs7w8fHB9OnTkZKS0uQ2tnrM6PLa2OJx88UXX6Bfv37aIoXx8fHYsWOH9npbO14o8OkGmzdvxvPPP4/XXnsN586dw6hRozBp0iRkZGSYemgm1adPH+Tm5mpPSUlJph6SSchkMsTFxWHt2rWtXv/+++9j9erVWLt2LU6fPg0/Pz/cfvvt2r5y1qqj1wUA7rjjjibH0Pbt27txhKZx6NAhPP300zhx4gT27NkDpVKJCRMmQCaTaW9jq8eMLq8NYHvHTVBQEFatWoWEhAQkJCRg/PjxmDZtmja4sbnjhSdGN3ToUH7BggVNLuvduze/ePFiE43I9JYvX87HxcWZehhmBwD/22+/ac+r1Wrez8+PX7Vqlfay2tpa3tXVlf/yyy9NMELTaP668DzPz5kzh582bZpJxmNOCgoKeAD8oUOHeJ6nY6ax5q8Nz9Nxo+Hu7s5/8803Nnm80IyPkSkUCpw5cwYTJkxocvmECRNw7NgxE43KPKSmpiIgIADh4eGYOXMmbty4YeohmZ20tDTk5eU1OX4kEgnGjBlj88cPABw8eBA+Pj6IjIzE/PnzUVBQYOohdbvy8nIAgIeHBwA6Zhpr/tpo2PJxo1Kp8PPPP0MmkyE+Pt4mjxcKfIysqKgIKpUKvr6+TS739fVFXl6eiUZlesOGDcMPP/yAXbt24euvv0ZeXh5GjBiB4uJiUw/NrGiOETp+Wpo0aRI2btyI/fv346OPPsLp06cxfvx4yOVyUw+t2/A8j0WLFuGWW25B3759AdAxo9HaawPY7nGTlJQEqVQKiUSCBQsW4LfffkNMTIxNHi/Unb2bcBzX5DzP8y0usyWTJk3S/h4bG4v4+Hj07NkTGzZswKJFi0w4MvNEx09LM2bM0P7et29fDB48GKGhofjnn39wzz33mHBk3WfhwoW4cOECjh492uI6Wz9m2nptbPW4iYqKwvnz51FWVoZt27Zhzpw5OHTokPZ6WzpeaMbHyLy8vCAUCltEzgUFBS0ibFvm5OSE2NhYpKammnooZkWz042On475+/sjNDTUZo6hZ555Bn/++ScOHDiAoKAg7eV0zLT92rTGVo4bsViMiIgIDB48GCtXrkRcXBw++eQTmzxeKPAxMrFYjEGDBmHPnj1NLt+zZw9GjBhholGZH7lcjitXrsDf39/UQzEr4eHh8PPza3L8KBQKHDp0iI6fZoqLi5GZmWn1xxDP81i4cCF+/fVX7N+/H+Hh4U2ut+VjpqPXpjW2ctw0x/M85HK5bR4vJkurtiE///wzb2dnx3/77bf85cuX+eeff553cnLi09PTTT00k3nxxRf5gwcP8jdu3OBPnDjBT5kyhXd2drbJ16SyspI/d+4cf+7cOR4Av3r1av7cuXP8zZs3eZ7n+VWrVvGurq78r7/+yiclJfGzZs3i/f39+YqKChOP3Ljae10qKyv5F198kT927BiflpbGHzhwgI+Pj+cDAwOt/nV58skneVdXV/7gwYN8bm6u9lRdXa29ja0eMx29NrZ63CxZsoQ/fPgwn5aWxl+4cIFfunQpLxAI+N27d/M8b3vHCwU+3eTzzz/nQ0NDebFYzA8cOLDJ9kpbNGPGDN7f35+3s7PjAwIC+HvuuYe/dOmSqYdlEgcOHOABtDjNmTOH53m2PXn58uW8n58fL5FI+NGjR/NJSUmmHXQ3aO91qa6u5idMmMB7e3vzdnZ2fEhICD9nzhw+IyPD1MM2utZeEwD8999/r72NrR4zHb02tnrczJ07V/v54+3tzd96663aoIfnbe944Xie57tvfokQQgghxHQox4cQQgghNoMCH0IIIYTYDAp8CCGEEGIzKPAhhBBCiM2gwIcQQgghNoMCH0IIIYTYDAp8CCGEEGIzKPAhhFitsWPH4vnnnzf1MAghZoQCH0KI2eI4rt3To48+auohEkIsjMjUAyCEkLbk5uZqf9+8eTOWLVuGlJQU7WUODg6mGBYhxILRjA8hxGz5+flpT66uruA4Tnvezs4OCxYsQFBQEBwdHREbG4tNmza1eAy1Wo1XXnkFHh4e8PPzw4oVK7TXpaeng+M4nD9/XntZWVkZOI7DwYMHAQAHDx4Ex3HYt28fBg8eDEdHR4wYMaJJAEYIsRwU+BBCLFJtbS0GDRqEv//+GxcvXsQTTzyB2bNn4+TJk01ut2HDBjg5OeHkyZN4//338dZbb2HPnj16P99rr72Gjz76CAkJCRCJRJg7d66h/imEkG5ES12EEIsUGBiIl156SXv+mWeewc6dO/HLL79g2LBh2sv79euH5cuXAwB69eqFtWvXYt++fbj99tv1er533nkHY8aMAQAsXrwYd955J2pra2Fvb2+Afw0hpLtQ4EMIsUgqlQqrVq3C5s2bkZ2dDblcDrlcDicnpya369evX5Pz/v7+KCgo0Pv5Gj+Ov78/AKCgoAAhISGdGD0hxFQo8CGEWKSPPvoIH3/8MdasWYPY2Fg4OTnh+eefh0KhaHI7Ozu7Juc5joNarQYACARstZ/nee31dXV1rT5f48fhOA4AtI9DCLEclONDCLFIR44cwbRp0/Dwww8jLi4OPXr0QGpqql6P4e3tDaDp7rHGic6EEOtDMz6EEIsUERGBbdu24dixY3B3d8fq1auRl5eH6OhonR/DwcEBw4cPx6pVqxAWFoaioiK8/vrrRhw1IcTUaMaHEGKR3njjDQwcOBATJ07E2LFj4efnh+nTp+v9ON999x3q6uowePBgPPfcc3j77bcNP1hCiNng+MaL24QQQgghVoxmfAghhBBiMyjwIYQQQojNoMCHEEIIITaDAh9CCCGE2AwKfAghhBBiMyjwIYQQQojNoMCHEEIIITaDAh9CCCGE2AwKfAghhBBiMyjwIYQQQojNoMCHEEIIITaDAh9CCCGE2Iz/B0hRLraP3VktAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<Figure size 1000x600 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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QHh4e4u3bt9K2xMRE4eTkpFQd7+XlJbp06SI9lldBN23aVGG/33//XQAQx44dE0JkNvmYm5uLL774QmE/+esXEhKi8vry6hpVkTcH//DDD+LVq1fCxsZGLFiwQAghxJAhQ4SPj4/IyMiQmqWyCgkJUciz/FhBQUEiLS1N2n7ixAkBQKxbt07apqqZw8vLS1haWop///1X2nbmzBkBQBQtWlTh/d+yZYsAILZt26Y2P3JdunQRXl5eSvmsUKGCSE9Pl7bPnTtXABAtWrRQSP/9998LAOLly5eqXkKlvMqbCU+dOiUAiCtXrgghhHBzc5Ne2wMHDggAYuHChSqPpe79/uuvvwQAsWjRIoX9p02bJgCIcePGSdsaN24sihcvrpTvb7/9VlhYWIhnz55pvJ6s0tPTRWpqqli1apUwNjZWSCsv08ePH1dIU6ZMGYXm8dw0B6elpYnXr18La2trMW/ePGm7/H7UuXNnrY7x7t07UbJkSTFgwAAtrlLR2bNnhaWlpWjdurXC9oYNG4qAgACVaczMzMTXX3+t9piJiYmidOnSwtPTU7x69Urj+Xfv3i2MjIy0yvuwYcPU3juhoTk4IyNDpKamirt37woAYuvWrdJz8jI6c+ZMhTTffPONsLCwyHUTvLprnzJligAgHj58qJSmUaNGolSpUhqP26FDB2FiYiJOnjyp8nlzc3MBQAAQpUqVEpcuXdIqvwCEpaWlePTokbQtLS1NBAYGCn9/f2lbr169hI2Njbh7965C+lmzZgkA4uLFi0KI/913/Pz8lJr+c/P9k5W6cnny5EkBQGzZskWra9V0LCFy/t6OiIgQb968EZ999pmwt7cX//zzj8Zzye9vn3zyiUL5ys13iCry7+INGzaI1NRU8ebNG3Hw4EHh7+8vjI2NxdmzZ4UQ//tsjx07ViH9rl27VH7mN2zYIACIJUuWCCGESE1NFW5ubqJ9+/YK+w0dOlSYmZmJp0+fKrw+usQL2r6H2Y+vDZ2ag4ODg2FqagpbW1s0a9YM7u7u2LlzJ9zc3LBjxw7IZDJ07NgRaWlp0p+7uzsqVKig1Azm6Oio9ldb2bJlUaFCBYVt7du3R2JiIk6fPi1t27hxI2rXrg0bGxuYmJjA1NQUy5YtUzkCKCwsDLa2ttJjNzc3uLq6SlXDSUlJiI2NxaeffgoLCwtpP1tbWzRv3lzr16hFixYKj+W/bOXniYmJQUpKCtq2bauwX3BwsEJz5fu4Rm3Y2Njg888/x/Lly5GWloZVq1ZJTXe5ERERIdV8AsqvgyYVK1ZU6LhbunRpAJnNEVZWVkrbc3N92TVt2lTh16z8mPJaquzb4+PjNR6vfPnycHZ2lj7v0dHRcHd3l2qg6tWrJzX9yPfJOihEm/f7wIEDAKD0GWrXrp3C4+TkZOzbtw+tW7eGlZWVQrls2rQpkpOTc2xeiYuLQ4sWLeDs7AxjY2OYmpqic+fOSE9Px7Vr1xT2dXd3l5ous74e2r4/r1+/xrBhw+Dv7w8TExOYmJjAxsYGSUlJKj/vn332mdK2tLQ0TJ06FWXKlIGZmRlMTExgZmaG69ev53pk4J07d9CsWTN4enpi6dKlSs9rKhPqnktOTsann36Ku3fvYuPGjbCxsVF7jNOnT6Nt27YIDg7GtGnTcsxvVFSU2ntndo8fP0bv3r3h6ekpfc68vLwAQOXrpOq+lpycnGMXiay0uXZ1r5um13rMmDFYu3Yt5syZgypVqqjc5+jRozh27BjWrFkDW1tbhIWFaT1C+JNPPlFoxTI2NsYXX3yBGzduSE1yO3bsQFhYGDw8PBTKWZMmTQD8r8zKtWjRQqG2NbffP9qUS39/fzg6OmLYsGFYvHgxLl26pPL6clPGNX1vJyQkoH79+jhx4gQOHz6MTz75RGmfxYsXo3LlyrCwsJA+d/v27VP5mdPnOwQAvvjiC5iamsLKygr16tVDeno6/vjjD6Xa5uz3EXnNf/bm1c8//xzW1tbYt28fgMzuBB07dsSmTZukrhHp6elYvXo1WrZsCWdn5xzzmFO8oO17qAudgsBVq1YhNjYWcXFxePDgAc6dO4fatWsDyGyKEELAzc0NpqamCn8xMTFKfU2KFi2q9jzZm1iybktISAAAbNq0CW3btkWxYsWwZs0aHDt2DLGxsejevbvK6RxUvSHm5uZ4+/YtAOD58+fIyMjQeG5tZD+Pubk5AEjnkec/601FLvu2vL5GbfXo0QOnT5/GlClT8OTJE52Gtuf0Omji5OSk8NjMzEzjdlWvhbby+lwymQwhISE4cuQIUlNTERUVhZCQEOn5kJAQHDhwAEIIREVFwd3dHYGBgQC0f78TEhJgYmKilMfsn5+EhASkpaXhp59+UiqTTZs2BQClcplVfHw86tati/v372PevHk4dOgQYmNjpf6E2d9LfT9/7du3x4IFC9CzZ0/s3r0bJ06cQGxsLIoUKaLyGKruIQMHDsSYMWPQqlUrbN++HcePH0dsbCwqVKiQq3Jw9+5dhIWFwcTEBPv27VN6rZ2dnaWynFVSUhLevXuntD+Q2b2jdevWOHz4MLZt26Ywgjy7uLg4NGzYECVLlsTff/8tlR9NEhIStLp/ZWRkoFGjRti0aROGDh2Kffv24cSJE9IPAlWvkz7lGcj52uXHV/WaPnv2TOXrCQATJkzA5MmTMWXKFI1TuVSuXBnBwcHo0KEDoqKiIIRQGMGtiTbfR//99x+2b9+uVM7kTd45ff/l5vtH23Jpb2+PAwcOoGLFihg5ciTKli0LDw8PjBs3Turvl9syrul7+9q1azh+/DiaNGmCcuXKKT3/448/ok+fPqhRowb+/PNPxMTEIDY2FuHh4e/lMzdjxgzExsbi9OnTiI+Px61bt9CqVSul/bJfk/z+mr3ZWCaTwd3dXeEzKr83y/uI7t69W2XfVnVyukZt3kNd6dQnsHTp0qhatarK51xcXCCTyXDo0CGVN6zs2zT9snv06JHabfIXbc2aNfDx8cGGDRsUjpWSkpLzhajg6OgImUym8dx5QZ5/Vf08Hj16pFAbmNfXqK3atWsjICAAEydORMOGDeHp6flez5eXLCwsVHZY1xTs5LWwsDBs2rQJx48fx6FDhxRqcUJCQvD06VOcOnUKMTExaN26tfSctu+3s7Mz0tLSlL4cs39OHR0dYWxsjE6dOqFv374q8+rj46P2OrZs2YKkpCRs2rRJqiUC8F7m+Hv58iV27NiBcePGYfjw4dJ2eT9JVVTdQ9asWYPOnTtj6tSpCtufPn0KBwcHrfJy9+5dhIaGQgiB6Ohoqc9iVkFBQVi/fj0ePXqk8CUtH4CS/UswJSUFrVq1QlRUFLZu3aqylkQuLi4ODRo0gJeXF/bs2aN1/ydnZ2et7l8XLlzA2bNnERkZiS5dukjb5X2m8po21x4UFAQg8/UrU6aMtD0tLQ1XrlxRquUGMgPA8ePHY/z48VoHdEBm7VpgYKBSLZc62nwfubi4oHz58pgyZYrKY3h4eCg8zv7Zzc33T27KpfxzKoTAuXPnEBkZiYkTJ8LS0hLDhw/PdRnX9L1ds2ZNfP755+jRoweAzKl8srayrFmzBqGhoVi0aJFCOr37tqnh6+urNl7JKvs1ye+vT548UQgEhRB49OiRNLgNAMqUKYPq1atjxYoV6NWrF1asWAEPDw80atQoz64jp/dQV3m+YkizZs0ghMD9+/dRtWpVpT95IdfGxYsXcfbsWYVtv/32G2xtbaURNzKZDGZmZgpv4KNHj1SOpNSGfLTppk2bFGpdXr16he3bt+t0TFVq1KgBc3NzbNiwQWF7TEyMUjV3Xl9jbowePRrNmzfHoEGD3vu58pK3tzeuXbumEDglJCTg6NGjHywP8ubdOXPm4OXLlwodnsuWLQtnZ2dMmzYNycnJCk3B2r7f8prF7J+h7CMWraysEBYWhri4OJQvX15ludTUZCHPR9YfcEII/Prrr9q8DCqp+zUvk8kghFD6sbh06dJcTZQsk8mUjvHXX39pPal9fHw8QkNDkZ6ejv379yt8MWbVsmVLyGQyrFy5UmF7ZGQkLC0tFQbpyGvB9u/fjz///BONGzdWe/4zZ86gQYMGKF68OPbu3QtHR0et8g1AauJUde/MStX7CmSOgM1r2l57jRo1ULRoUURGRips/+OPP/D69WulydQnTZqE8ePHY/To0TkObsru6dOnOH/+PPz9/bXaf9++fQo/2tPT07Fhwwb4+flJPxCaNWuGCxcuwM/PT2U5yx4EZpeb7x9dyqVMJkOFChUwZ84cODg4SN2q8rqMd+nSBevXr5cGsmUtu6rK5rlz53Ds2DGdzvW+yH+krFmzRmH7n3/+iaSkJKUfMd26dcPx48dx+PBhbN++HV26dFFoxs4r6t5DXeXJ6OCsateuja+//hrdunXDyZMnUa9ePVhbW+Phw4c4fPgwgoKC0KdPH62O5eHhgRYtWmD8+PEoWrQo1qxZg71792LGjBlSn7BmzZph06ZN+Oabb9CmTRvcu3cPkyZNQtGiRXH9+nWdrmHSpEkIDw9Hw4YNMWjQIKSnp2PGjBmwtrZWWxuRW05OThg4cCCmTZsGR0dHtG7dGv/++y8mTJiAokWLKvxyeh/XqK2OHTuiY8eO7/Uc70OnTp3wyy+/oGPHjvjqq6+QkJCAmTNnftCJvcuWLQtXV1ds3rwZRYoUkfoTApkFuV69etKUF1mDQG3f7/DwcNSuXRuDBg1CYmIiqlSpgmPHjmHVqlUAoPAZmjdvHurUqYO6deuiT58+8Pb2xqtXr3Djxg1s375d6v+iSsOGDWFmZoZ27dph6NChSE5OxqJFi/D8+XOdXxs/Pz9YWlpi7dq1KF26NGxsbODh4QEPDw/Uq1cPP/zwA1xcXODt7Y0DBw5g2bJlWtfgAZmvYWRkJAIDA1G+fHmcOnUKP/zwg8ravOweP36MsLAwPHz4EMuWLcPjx48V+rwVL15cOk7ZsmXRo0cPjBs3DsbGxqhWrRr27NmDJUuWYPLkyQo1tG3atMHOnTsxatQoODs7K/TDtLOzk2q+rl69Ko0ynDJlCq5fv67wvvv5+Sk1UWX1/fffY/ny5YiIiMDkyZOl0cFXrlxR2C8wMBB+fn4YPnw4hBBwcnLC9u3bsXfv3hxfo9zS9tqNjY0xc+ZMdOrUCb169UK7du1w/fp1DB06FA0bNlQIqmfPno2xY8ciPDwcERERSv1a5VOBvHz5Eg0bNkT79u1RsmRJWFpa4tq1a5g3bx5SUlK0Dh5dXFxQv359jBkzRhodfOXKFYUfXRMnTsTevXtRq1Yt9OvXDwEBAUhOTsadO3fw999/Y/HixTl+BrX9/tG2XO7YsQMLFy5Eq1at4OvrCyEENm3ahBcvXqBhw4a5OlZutGnTBlZWVmjTpg3evn2LdevWwczMDM2aNcOkSZMwbtw4hISE4OrVq5g4cSJ8fHwUptHJbw0bNkTjxo0xbNgwJCYmonbt2tLo4EqVKqFTp04K+7dr1w4DBw5Eu3btkJKSkqcrg2jzHuosN6NI1E0Wrcry5ctFjRo1hLW1tbC0tBR+fn6ic+fOCqO2QkJCRNmyZVWml48y+uOPP0TZsmWFmZmZ8Pb2Fj/++KPSvtOnTxfe3t7C3NxclC5dWvz6668qR5xCzYSfqkbUbNu2TZQvX16YmZmJEiVKiOnTp6sdxapqtE/2CSrlI52yjobMyMgQkydPFsWLFxdmZmaifPnyYseOHaJChQpKoxDfxzVml3V0sCa5GR2s6ljINnJV3euqatJRVden7lwrV64UpUuXFhYWFqJMmTJiw4YNakcHZ0+r7n3MTRkQQoi2bdsKAKJNmzZKz8lHIBcrVkzpOW3f72fPnolu3boJBwcHYWVlJRo2bChiYmIEAIWRtPJr7d69uyhWrJgwNTUVRYoUEbVq1dI4aarc9u3bRYUKFYSFhYUoVqyYGDJkiNi5c6fSaFN1ZTr76y6EEOvWrROBgYHC1NRU4TPx77//is8++0w4OjoKW1tbER4eLi5cuKD0Gdb0Xjx//lz06NFDuLq6CisrK1GnTh1x6NAhtaPGs5K/9+r+sn52hRDi3bt3Yty4caJEiRLCzMxMlCpVSsyfP1/puJqOmTVP8utS96fNiOpLly6Jhg0bCgsLC+Hk5CR69Oghtm7dqvR+yfeztbUVjo6O4vPPPxfx8fFqy+iTJ08UziPP6+3btzXmR9trl/vtt9+k+6+7u7vo16+f0ghq+ShVdX9yycnJomfPnqJ06dLCxsZGmJiYiOLFi4uOHTtKo3VzIr/vLFy4UPj5+QlTU1MRGBgo1q5dq7TvkydPRL9+/YSPj48wNTUVTk5OokqVKmLUqFHSJOQ53Wu1/f7RplxeuXJFtGvXTvj5+QlLS0thb28vqlevLiIjI3N9LPnrntP3dlZRUVHCxsZGhIeHizdv3oiUlBQxePBgUaxYMWFhYSEqV64stmzZovW9Wf5+ZC+H2am7h2en7rMthBBv374Vw4YNE15eXsLU1FQULVpU9OnTRzx//lzlsdq3by8AiNq1a6t8Xtd4Qdv3UJfRwTIhhNAtfKT34fbt2wgMDMS4ceNy1b+FSO63335Dhw4dcOTIEdSqVSu/s0NERAUUg8B8dPbsWaxbtw61atWCnZ0drl69ipkzZyIxMREXLlxQOXKYKKt169bh/v37CAoKgpGREWJiYvDDDz+gUqVKStNREBERZZXnfQJJe9bW1jh58iSWLVuGFy9ewN7eHqGhoZgyZQoDQNKKra0t1q9fj8mTJyMpKQlFixZF165dMXny5PzOGhERFXCsCSQiIiIyQHk+RQwRERERFXwMAomIiIgMEINAIiIiIgPEIJCIiIjIADEIJCIiIjJADAK1dPDgQTRv3hweHh6QyWTYsmVLro8hhMCsWbNQqlQpmJubw9PTU2mBeyIiIqIPgfMEaikpKQkVKlRAt27d8Nlnn+l0jP79+2PPnj2YNWsWgoKC8PLlSzx9+jSPc0pERESUM84TqAOZTIbNmzejVatW0rZ3795h9OjRWLt2LV68eIFy5cphxowZCA0NBQBcvnwZ5cuXx4ULFxAQEJA/GSciIiL6f2wOziPdunXDkSNHsH79epw7dw6ff/45wsPDcf36dQDA9u3b4evrix07dsDHxwfe3t7o2bMnnj17ls85JyIiIkPEIDAP3Lx5E+vWrcPGjRtRt25d+Pn5YfDgwahTpw5WrFgBALh16xbu3r2LjRs3YtWqVYiMjMSpU6fQpk2bfM49ERERGSL2CcwDp0+fhhACpUqVUtiekpICZ2dnAEBGRgZSUlKwatUqab9ly5ahSpUquHr1KpuIiYiI6INiEJgHMjIyYGxsjFOnTsHY2FjhORsbGwBA0aJFYWJiohAoli5dGgAQHx/PIJCIiIg+KAaBeaBSpUpIT0/H48ePUbduXZX71K5dG2lpabh58yb8/PwAANeuXQMAeHl5fbC8EhEREQEcHay1169f48aNGwAyg74ff/wRYWFhcHJyQokSJdCxY0ccOXIEs2fPRqVKlfD06VPs378fQUFBaNq0KTIyMlCtWjXY2Nhg7ty5yMjIQN++fWFnZ4c9e/bk89URERGRoWEQqKXo6GiEhYUpbe/SpQsiIyORmpqKyZMnY9WqVbh//z6cnZ1Rs2ZNTJgwAUFBQQCABw8e4LvvvsOePXtgbW2NJk2aYPbs2XBycvrQl0NEREQGjkEgERERkQHiFDFEREREBohBIBEREZEB4ujgHGRkZODBgwewtbWFTCbL7+wQERGRFoQQePXqFTw8PGBkxDovVRgE5uDBgwfw9PTM72wQERGRDu7du4fixYvndzYKJAaBObC1tQWQ+SGys7PL59wQERGRNhITE+Hp6Sl9j5MyBoE5kDcB29nZMQgkIiL6yLArl3psJCciIiIyQAwCiYiIiAwQg0AiIiIiA8Q+gURERHkoPT0dqamp+Z2NQs/U1BTGxsb5nY2PWqEOAsePH48JEyYobHNzc8OjR4/yKUdERFRYCSHw6NEjvHjxIr+zYjAcHBzg7u7OwR86KtRBIACULVsW//zzj/SYvxqIiOh9kAeArq6usLKyYmDyHgkh8ObNGzx+/BgAULRo0XzO0cep0AeBJiYmcHd3z+9sEBFRIZaeni4FgM7OzvmdHYNgaWkJAHj8+DFcXV1ZyaODQj8w5Pr16/Dw8ICPjw++/PJL3Lp1S+P+KSkpSExMVPgjIiLSRN4H0MrKKp9zYljkrzf7YOqmUAeBNWrUwKpVq7B79278+uuvePToEWrVqoWEhAS1aaZNmwZ7e3vpj0vGERGRttgE/GHx9daPTAgh8jsTH0pSUhL8/PwwdOhQDBw4UOU+KSkpSElJkR7Ll515+fIlVwwhIiKVkpOTcfv2bfj4+MDCwiK/s2MwNL3uiYmJsLe35/e3BoW+T2BW1tbWCAoKwvXr19XuY25uDnNz8w+YKyIiIqIPz6CCwJSUFFy+fBl169bN76wQEZGB8B7+1wc9353pEbnav2vXrli5ciV69eqFxYsXKzz3zTffYNGiRejSpQuCg4MxZMgQPH/+HCYmmeHD69ev4ejoiODgYBw6dEhKd+jQIdSrVw9Xr16Fi4sLxo0bhz179uDevXtwcXFBq1atMGnSJNjb22fm+c4dTJo0Cfv378ejR4/g4eGBjh07YtSoUTAzM9PzFSF1CnWfwMGDB+PAgQO4ffs2jh8/jjZt2iAxMRFdunTJ76wREREVGJ6enli/fj3evn0rbUtOTsa6detQokQJAEBYWBhev36NkydPSvscOnQI7u7uiI2NxZs3b6Tt0dHR8PDwQKlSpfDgwQM8ePAAs2bNwvnz5xEZGYldu3ahR48e0v5XrlxBRkYGfvnlF1y8eBFz5szB4sWLMXLkyA9w9YarUNcE/vvvv2jXrh2ePn2KIkWKIDg4GDExMfDy8srvrBERERUYlStXxq1bt7Bp0yZ06NABALBp0yZ4enrC19cXABAQEAAPDw9ER0cjODgYQGaw17JlS0RFReHo0aNo0KCBtD0sLAwAUK5cOfz555/Sufz8/DBlyhR07NgRaWlpMDExQXh4OMLDw6V9fH19cfXqVSxatAizZs36IK+BISrUNYHr16/HgwcP8O7dO9y/fx9//vknypQpk9/ZIiIiKnC6deuGFStWSI+XL1+O7t27K+wTGhqKqKgo6XFUVBRCQ0MREhIibX/37h2OHTsmBYGqyAdryJuV1e3j5OSk6+WQFgp1EEj00Rpvr/hHRPSederUCYcPH8adO3dw9+5dHDlyBB07dlTYJzQ0FEeOHEFaWhpevXqFuLg41KtXDyEhIYiOjgYAxMTE4O3bt2qDwISEBEyaNAm9evVSm5ebN2/ip59+Qu/evfPs+khZoW4OJiIiIu24uLggIiICK1euhBACERERcHFxUdgnLCwMSUlJiI2NxfPnz1GqVCm4uroiJCQEnTp1QlJSEqKjo1GiRAmpGTmrxMREREREoEyZMhg3bpzKfDx48ADh4eH4/PPP0bNnz/dyrZSJQSAREREBALp3745vv/0WAPDzzz8rPe/v74/ixYsjKioKz58/R0hICADA3d0dPj4+OHLkCKKiolC/fn2ltK9evUJ4eDhsbGywefNmmJqaKu3z4MEDhIWFoWbNmliyZEkeXx1lx+ZgIiIiAgCEh4fj3bt3ePfuHRo3bqxyn7CwMERHRyM6OhqhoaHS9pCQEOzevRsxMTFKTcGJiYlo1KgRzMzMsG3bNpUTat+/fx+hoaGoXLkyVqxYASMjhijvG2sCiYiICABgbGyMy5cvS/+rEhYWhr59+yI1NVWqCQQyg8A+ffogOTlZIQh89eoVGjVqhDdv3mDNmjVITExEYmIiAKBIkSIwNjbGgwcPEBoaihIlSmDWrFl48uSJlN7d3f19XCqBQSARERFlkdMSa2FhYXj79i0CAwPh5uYmbQ8JCcGrV6/g5+cHT09PafupU6dw/PhxAJnNyVndvn0b3t7e2LNnD27cuIEbN26gePHiCvsY0Oq2H5xBrR2sC649SPki+4jg8S/zJx9EpBWuHZw/uHawftjgTkRERGSAGAQSERERGSAGgUREREQGiEEgERERkQFiEEhERERkgBgEEhERERkgBoFEREREBohBIBEREZEBYhBIREREZIAYBBIREREZIK4dTERE9D5lXwbyvZ8vd8tMdu3aFStXrkSvXr2wePFihee++eYbLFq0CF26dEFwcDCGDBmC58+fw8QkM3x4/fo1HB0dERwcjEOHDknpDh06hHr16uHq1atwcXHBuHHjsGfPHty7dw8uLi5o1aoVJk2aBHv7/702LVq0wJkzZ/D48WM4OjqiQYMGmDFjBjw8PPR4MUgT1gQSEREZOE9PT6xfvx5v376VtiUnJ2PdunUoUaIEACAsLAyvX7/GyZMnpX0OHToEd3d3xMbG4s2bN9L26OhoeHh4oFSpUnjw4AEePHiAWbNm4fz584iMjMSuXbvQo0cPhTyEhYXh999/x9WrV/Hnn3/i5s2baNOmzXu+csPGmkCiAsJ7+F/S/3e4/jwRfUCVK1fGrVu3sGnTJnTo0AEAsGnTJnh6esLX1xcAEBAQAA8PD0RHRyM4OBhAZrDXsmVLREVF4ejRo2jQoIG0PSwsDABQrlw5/Pnnn9K5/Pz8MGXKFHTs2BFpaWlSreKAAQOkfby8vDB8+HC0atUKqampMDU1ff8vggFiTSARERGhW7duWLFihfR4+fLl6N69u8I+oaGhiIqKkh5HRUUhNDQUISEh0vZ3797h2LFjUhCoysuXL2FnZycFgNk9e/YMa9euRa1atRgAvkcMAomIiAidOnXC4cOHcefOHdy9exdHjhxBx44dFfYJDQ3FkSNHkJaWhlevXiEuLg716tVDSEgIoqOjAQAxMTF4+/at2iAwISEBkyZNQq9evZSeGzZsGKytreHs7Iz4+Hhs3bo1z6+T/odBIBEREcHFxQURERFYuXIlVqxYgYiICLi4uCjsExYWhqSkJMTGxuLQoUMoVaoUXF1dERISgtjYWCQlJSE6OholSpSQmpGzSkxMREREBMqUKYNx48YpPT9kyBDExcVhz549MDY2RufOnSGEeG/XbOjYJ5CIiIgAAN27d8e3334LAPj555+Vnvf390fx4sURFRWF58+fIyQkBADg7u4OHx8fHDlyBFFRUahfv75S2levXiE8PBw2NjbYvHmzymZeFxcXuLi4oFSpUihdujQ8PT0RExODmjVr5vGVEsCaQCIiIvp/4eHhePfuHd69e4fGjRur3CcsLAzR0dGIjo5GaGiotD0kJAS7d+9GTEyMUlNwYmIiGjVqBDMzM2zbtg0WFjmPfpPXAKakpOh+QaQRawKJiIgIAGBsbIzLly9L/6sSFhaGvn37IjU1VaoJBDKDwD59+iA5OVkhCHz16hUaNWqEN2/eYM2aNUhMTERiYiIAoEiRIjA2NsaJEydw4sQJ1KlTB46Ojrh16xbGjh0LPz8/1gK+RwwCiYiISGJnZ6fx+bCwMLx9+xaBgYFwc3OTtoeEhODVq1fw8/ODp6entP3UqVM4fvw4gMzm5Kxu374Nb29vWFpaYtOmTRg3bhySkpJQtGhRhIeHY/369TA3N8/Dq6OsZII9LjVKTEyEvb29NJyd6H1RnCewveKTuVwBgIg+rOTkZNy+fRs+Pj5aNXVS3tD0uvP7O2fsE0hERERkgBgEEhERERkgBoFEREREBohBIBEREZEBYhBIREREZIAYBBIREeWRjIyM/M6CQeHrrR/OE0hERKQnMzMzGBkZ4cGDByhSpAjMzMwgk8nyO1uFlhAC7969w5MnT2BkZAQzM7P8ztJHiUEgERGRnoyMjODj44OHDx/iwYMH+Z0dg2FlZYUSJUrAyIgNm7pgEEhERJQHzMzMUKJECaSlpSE9PT2/s1PoGRsbw8TEhDWuemAQSERElEdkMhlMTU1hamqa31khyhHrT4mIiIgMEINAIiIiIgPEIJCIiIjIADEIJCIiIjJADAKJiIiIDBCDQCIiIiIDxCCQiIiIyAAxCCQiIiIyQAwCiYiIiAwQg0AiIiIiA8QgkIiIiMgAMQgkIiIiMkAMAomIiIgMEINAIiIiIgPEIJCIiIjIADEIJCIiIjJADAKJiIiIDBCDQCIiIiIDxCCQiIiIyAAxCCQiIiIyQAwCiYiIiAwQg0AiIiIiA2RQQeC0adMgk8nw/fff53dWiIiIiPKVwQSBsbGxWLJkCcqXL5/fWSEiIiLKdwYRBL5+/RodOnTAr7/+CkdHx/zODhEREVG+M4ggsG/fvoiIiECDBg3yOytEREREBYJJfmfgfVu/fj1Onz6N2NhYrfZPSUlBSkqK9DgxMfF9ZY2IiIgo3xTqmsB79+6hf//+WLNmDSwsLLRKM23aNNjb20t/np6e7zmXRERERB+eTAgh8jsT78uWLVvQunVrGBsbS9vS09Mhk8lgZGSElJQUhecA1TWBnp6eePnyJezs7D5Y3snweA//S/r/jkV7xSfHv/zAuSEi+rglJibC3t6e398aFOrm4E8++QTnz59X2NatWzcEBgZi2LBhSgEgAJibm8Pc3PxDZZGIiIgoXxTqINDW1hblypVT2GZtbQ1nZ2el7URERESGpFD3CSQiIiIi1Qp1TaAq0dHR+Z0FIiIionzHmkAiIiIiA8QgkIiIiMgAMQgkIiIiMkAMAomIiIgMkMENDCEiIqJCYrx9tsecWD83WBNIREREZIAYBBIREREZIAaBRERERAaIQSARERGRAWIQSERERGSAGAQSERERGSAGgUREREQGiEEgERERkQFiEEhERERkgBgEEhERERkgBoFEREREBohBIBEREZEBYhBIREREZIAYBBIREREZIAaBRERERAaIQSARERGRAWIQSERERGSAGAQSERERGSAGgUREREQGiEEgERERkQEyye8MEBEREWnDe/hfCo/vWORTRgoJ1gQSERERGSAGgUREREQGiEEgERERkQFiEEhERERkgDgwhEiT8fbZHr/Mn3wQERHlMQaBRERUePGHHJFabA4mIiIiMkAMAomIiIgMEINAIiIiIgPEIJCIiIjIAHFgiL7Y6ZiIiIg+QgwC6cNhwExERFRgMAgkIiLKa/zRSx8B9gkkIiIiMkAMAomIiIgMEINAIiIiIgPEIJCIiIjIAHFgCBERFRrew/9SeHzHIp8yQvQRKJA1gYcOHULHjh1Rs2ZN3L9/HwCwevVqHD58OJ9zRkRERFQ4FLgg8M8//0Tjxo1haWmJuLg4pKSkAABevXqFqVOn5nPuiIiIKE+Nt1f8ow+mwAWBkydPxuLFi/Hrr7/C1NRU2l6rVi2cPn06H3NGlEu8sRERUQFW4PoEXr16FfXq1VPabmdnhxcvXnz4DJHBydqniP2JiIiosCpwQWDRokVx48YNeHt7K2w/fPgwfH198ydTRESUf7j6BtF7UeCag3v16oX+/fvj+PHjkMlkePDgAdauXYvBgwfjm2++ye/sERERERUKBa4mcOjQoXj58iXCwsKQnJyMevXqwdzcHIMHD8a3336b39kjIiIiKhQKXBAIAFOmTMGoUaNw6dIlZGRkoEyZMrCxscnvbBERka7YpEv/j3M5FhwFMggEACsrK1StWjW/s1E48WZMRERk8ApcENi6dWvIZDKl7TKZDBYWFvD390f79u0REBCQD7kjIvrI8UcgEf2/AhcE2tvbY8uWLXBwcECVKlUghEBcXBxevHiBRo0aYcOGDZgxYwb27duH2rVrf/D8sRqbiIiy43cDfYwKXBDo7u6O9u3bY8GCBTAyyhy8nJGRgf79+8PW1hbr169H7969MWzYMC4j9xHgnHtEhQhrEYkKlQI3RcyyZcvw/fffSwEgABgZGeG7777DkiVLIJPJ8O233+LChQv5mEsiIiKij1uBCwLT0tJw5coVpe1XrlxBeno6AMDCwkJlv0EiIiIi0k6Baw7u1KkTevTogZEjR6JatWqQyWQ4ceIEpk6dis6dOwMADhw4gLJly+ZzTomIiIg+XgUuCJwzZw7c3Nwwc+ZM/PfffwAANzc3DBgwAMOGDQMANGrUCOHh4fmZTSIiIqKPWoELAo2NjTFq1CiMGjUKiYmJAAA7OzuFfUqUKJEfWSMiIiIqNApcn8Cs7OzslALA3Fi0aBHKly8vHadmzZrYuXNnHuaQiIiI6ONU4GoCAeCPP/7A77//jvj4eLx7907hudOnT2t9nOLFi2P69Onw9/cHAKxcuRItW7ZEXFwc+xTSe8EpcYiI6GNR4GoC58+fj27dusHV1RVxcXGoXr06nJ2dcevWLTRp0iRXx2revDmaNm2KUqVKoVSpUpgyZQpsbGwQExPznnJPRERE9HEocDWBCxcuxJIlS9CuXTusXLkSQ4cOha+vL8aOHYtnz57pfNz09HRs3LgRSUlJqFmzZh7mmIiI8hJX3yD6MApcEBgfH49atWoBACwtLfHq1SsAmVPHBAcHY8GCBbk63vnz51GzZk0kJyfDxsYGmzdvRpkyZdTun5KSgpSUFOmxfHAKERFpj4EcUcFX4JqD3d3dkZCQAADw8vKSmm5v374NIUSujxcQEIAzZ84gJiYGffr0QZcuXXDp0iW1+0+bNg329vbSn6enp24XQkRE9KGNt1f8I9KgwAWB9evXx/bt2wEAPXr0wIABA9CwYUN88cUXaN26da6PZ2ZmBn9/f1StWhXTpk1DhQoVMG/ePLX7jxgxAi9fvpT+7t27p/O1EBERERVUBa45eMmSJcjIyAAA9O7dG05OTjh8+DCaN2+O3r176318IYRCc2925ubmMDc31/s8RERERAVZgQkC69Spg/r16yMsLAw1a9aEiUlm1tq2bYu2bdvqdMyRI0eiSZMm8PT0xKtXr7B+/XpER0dj165deZl1IiIioo9OgQkCAwIC8Ntvv2Hy5MkwNzdHjRo1UL9+fdSvXx81atSAqalpro/533//oVOnTnj48CHs7e1Rvnx57Nq1Cw0bNnwPV1Bw5WkH7ex9TMa/1ONgRERElF8KTBC4bNkyAMC///6L/fv348CBA1i5ciXGjx8PS0tL1KpVC/Xr18eIESNyfUwiIkPFUbpEpE6BCQLlihcvjs6dO6Nz584AgHv37uGXX37BTz/9hP379+cqCCQiIt0xgCQq3ApcEAgAN2/eRHR0tPT34sUL1KxZEyEhIfmdNSIiIqJCocAEgStWrEBUVBSio6Px8uVL1K5dGyEhIejbty+qVq0qDRQhIiIiIv0VmMiqR48eKFGiBEaNGoXu3bvrNBCEiIiIdMSBfwanwEwW/fPPPyM4OBjjx4+Hq6srmjdvjtmzZ+PkyZM6rRRCREREROoVmCCwT58+WL9+PR4+fIgjR46gadOmOHHiBJo1awZHR0dERERg1qxZ+Z1NIiIiokKhwASBWZUpUwZ9+vTBhg0bcPr0aXz77bc4fPgwhg0blt9ZIyIiIioUCkyfQLn//vtPYWTwtWvXYGZmhho1aiAsLCy/s0dERETZsT/hR6nABIF9+/ZFVFQUrl69ChMTE1SrVg1t2rRBWFgYatWqBQsLTlBFRESUFedyJH0UmCDw9OnTaNWqFcLCwlC7dm1YWVnld5aIiIiICq0CEwQeO3Ysv7NAREREZDAKTBBIREREYP86+mAYBH6seJMgIiIiPRTIKWKIiIiI6P1iTWB+Ym0eUf7LWg5ZBonIgBToIPD169fIyMhQ2GZnZ5dPuSEiIiIqPApcc/Dt27cREREBa2tr2Nvbw9HREY6OjnBwcICjo2N+Z4+IiIioUChwNYEdOnQAACxfvhxubm6QyWT5nCMiIqLChxNNU4ELAs+dO4dTp04hICAgv7NC9HFiX1MiItJCgQsCq1Wrhnv37jEILECy/lrkL0UiIqLCocAFgUuXLkXv3r1x//59lCtXDqampgrPly9fPp9yRh8t1owREREpKXBB4JMnT3Dz5k1069ZN2iaTySCEgEwmQ3p6ej7mjoiIiNifsHAocEFg9+7dUalSJaxbt44DQ4iIVOHchh8GWxGokCtwQeDdu3exbds2+Pv753dWiIiIiAqtAhcE1q9fH2fPnmUQSEREBoFNq5RfClwQ2Lx5cwwYMADnz59HUFCQ0sCQFi1a5FPOiIiIiAqPAhcE9u7dGwAwceJEpec4MISIiIgobxS4IDD7WsFERERElPcKXBBYmLHfB1H+YzkkIspU4IJAVc3AWY0dO/YD5aRg4RcXacJVXYiIKLcKXBC4efNmhcepqam4ffs2TExM4OfnZ7BBIBEREVFeKnBBYFxcnNK2xMREdO3aFa1bt86HHBEREREVPkb5nQFt2NnZYeLEiRgzZkx+Z4WIiIioUPgogkAAePHiBV6+5JI9RERERHmhwDUHz58/X+GxEAIPHz7E6tWrER4enk+5oo8NB0pQYcKBYUT0PhS4IHDOnDkKj42MjFCkSBF06dIFI0aMyKdcUb7jQu5ERER5qsAFgbdv387vLBAREREVegUuCCQiIsoPbHYnQ1PggsDk5GT89NNPiIqKwuPHj5WWkTt9+nQ+5YyIiIio8ChwQWD37t2xd+9etGnTBtWrV4dMJsvvLBERqZa1ryr7qRLRR6bABYF//fUX/v77b9SuXTu/s0JERERUaBW4eQKLFSsGW1vb/M4GERERUaFW4ILA2bNnY9iwYbh7925+Z4WIiIio0CpwzcFVq1ZFcnIyfH19YWVlBVNTU4Xnnz17lk85IyIiIio8ClwQ2K5dO9y/fx9Tp06Fm5sbB4YQERERvQcFLgg8evQojh07hgoVKuR3VoiIiIgKrQLXJzAwMBBv377N72wQERERFWoFLgicPn06Bg0ahOjoaCQkJCAxMVHhj4iIiIj0V+Cag8PDwwEAn3zyicJ2IQRkMhnS09PzI1uUD7Iu4cTlm4iIiPJWgQsCo6Ki8jsLRERERIVegQsCQ0JC8jsLRERERIVegQgCz507h3LlysHIyAjnzp3TuG/58uU/UK6IiBRl7aIAsJsCEX3cCkQQWLFiRTx69Aiurq6oWLEiZDIZhBBK+7FPIBEREVHeKBBB4O3bt1GkSBHpfyIiIiJ6vwpEEOjl5aXyfyIiIiJ6PwpEEJjdtWvXEB0djcePHyMjI0PhubFjx+ZTroiIiIgKjwIXBP7666/o06cPXFxc4O7urrB2sEwmYxBIRERElAcKXBA4efJkTJkyBcOGDcvvrBARvT/j7bP8/zL/8kFEBqvALRv3/PlzfP755/mdDSIiIqJCrcAFgZ9//jn27NmT39kgIiIiKtQKXHOwv78/xowZg5iYGAQFBcHU1FTh+X79+uVTzoiIiIgKjwIXBC5ZsgQ2NjY4cOAADhw4oPCcTCbLVRA4bdo0bNq0CVeuXIGlpSVq1aqFGTNmICAgIK+zTURERPRRKXBBYF5OFn3gwAH07dsX1apVQ1paGkaNGoVGjRrh0qVLsLa2zrPzEBEREX1sClwQmJd27dql8HjFihVwdXXFqVOnUK9evXzKFRHlOY60JSLKtQIRBA4cOBCTJk2CtbU1Bg4cqHHfH3/8UefzvHyZ+eXg5OSkdp+UlBSkpKRIjxMTE3U+HxEREVFBVSCCwLi4OKSmpkr/q5N14ujcEkJg4MCBqFOnDsqVK6d2v2nTpmHChAk6n4eIiIjoY1AggsCoqCiV/+elb7/9FufOncPhw4c17jdixAiF2sjExER4enq+lzwRFUhsWiUiMggFIgh837777jts27YNBw8eRPHixTXua25uDnNz8w+UMyKSFPLg03v4XwqP71jkU0aIiP5fgQkCu3fvrtV+y5cv1/qYQgh899132Lx5M6Kjo+Hj46Nr9ohIG4U8kCMiKkwKTBAYGRkJLy8vVKpUCUKIPDlm37598dtvv2Hr1q2wtbXFo0ePAAD29vawtLTMk3MQERERfYwKTBDYu3dvrF+/Hrdu3UL37t3RsWNHjaN4tbFo0SIAQGhoqML2FStWoGvXrnodm4iIiOhjVmDWDl64cCEePnyIYcOGYfv27fD09ETbtm2xe/dunWsGhRAq/xgAEhERkaErMEEgkDkoo127dti7dy8uXbqEsmXL4ptvvoGXlxdev36d39kjIiIiKjQKTHNwdjKZDDKZDEIIZGRk5Hd2iKgA4UhbIiL9FaiawJSUFKxbtw4NGzZEQEAAzp8/jwULFiA+Ph42Njb5nT0iIiKiQqPA1AR+8803WL9+PUqUKIFu3bph/fr1cHZ2zu9sERERERVKBSYIXLx4MUqUKAEfHx8cOHAABw4cULnfpk2bPnDOiIiIiAqfAhMEdu7cWa+1gYlIN/nVv479+oiI8leBCQIjIyPzOwtEREREBqPABIFE9PFhbR4R0cerQI0OJiIiIqIPg0EgERERkQFiEEhERERkgBgEEhERERkgBoFEREREBohBIBEREZEBYhBIREREZIAYBBIREREZIAaBRERERAaIQSARERGRAWIQSERERGSAGAQSERERGSAGgUREREQGiEEgERERkQFiEEhERERkgBgEEhERERkgBoFEREREBohBIBEREZEBYhBIREREZIAYBBIREREZIAaBRERERAaIQSARERGRAWIQSERERGSAGAQSERERGSAGgUREREQGiEEgERERkQFiEEhERERkgBgEEhERERkgBoFEREREBohBIBEREZEBYhBIREREZIAYBBIREREZIAaBRERERAaIQSARERGRAWIQSERERGSAGAQSERERGSAGgUREREQGiEEgERERkQFiEEhERERkgBgEEhERERkgBoFEREREBohBIBEREZEBYhBIREREZIAYBBIREREZIAaBRERERAaIQSARERGRAWIQSERERGSAGAQSERERGSAGgUREREQGiEEgERERkQFiEEhERERkgBgEEhERERkgBoFEREREBqjQB4EHDx5E8+bN4eHhAZlMhi1btuR3loiIiIjyXaEPApOSklChQgUsWLAgv7NCREREVGCY5HcG3rcmTZqgSZMm+Z0NIiIiogKl0AeBuZWSkoKUlBTpcWJiYj7mhoiIiOj9KPTNwbk1bdo02NvbS3+enp75nSUiIiKiPMcgMJsRI0bg5cuX0t+9e/fyO0tEREREeY7NwdmYm5vD3Nw8v7NBRERE9F6xJpCIiIjIABX6msDXr1/jxo0b0uPbt2/jzJkzcHJyQokSJfIxZ0RERET5p9AHgSdPnkRYWJj0eODAgQCALl26IDIyMp9yRURERJS/Cn0QGBoaCiFEfmeDiIiIqEBhn0AiIiIiA8QgkIiIiMgAMQgkIiIiMkAMAomIiIgMEINAIiIiIgPEIJCIiIjIADEIJCIiIjJADAKJiIiIDBCDQCIiIiIDxCCQiIiIyAAxCCQiIiIyQAwCiYiIiAwQg0AiIiIiA8QgkIiIiMgAMQgkIiIiMkAMAomIiIgMEINAIiIiIgPEIJCIiIjIADEIJCIiIjJADAKJiIiIDBCDQCIiIiIDxCCQiIiIyAAxCCQiIiIyQAwCiYiIiAwQg0AiIiIiA8QgkIiIiMgAMQgkIiIiMkAMAomIiIgMEINAIiIiIgPEIJCIiIjIADEIJCIiIjJADAKJiIiIDBCDQCIiIiIDxCCQiIiIyAAxCCQiIiIyQAwCiYiIiAwQg0AiIiIiA8QgkIiIiMgAMQgkIiIiMkAMAomIiIgMEINAIiIiIgPEIJCIiIjIADEIJCIiIjJADAKJiIiIDBCDQCIiIiIDxCCQiIiIyAAxCCQiIiIyQAwCiYiIiAwQg0AiIiIiA8QgkIiIiMgAMQgkIiIiMkAMAomIiIgMEINAIiIiIgPEIJCIiIjIADEIJCIiIjJADAKJiIiIDBCDQCIiIiIDxCCQiIiIyAAxCCQiIiIyQAwCiYiIiAwQg0AiIiIiA2QQQeDChQvh4+MDCwsLVKlSBYcOHcrvLBERERHlq0IfBG7YsAHff/89Ro0ahbi4ONStWxdNmjRBfHx8fmeNiIiIKN8U+iDwxx9/RI8ePdCzZ0+ULl0ac+fOhaenJxYtWpTfWSMiIiLKNyb5nYH36d27dzh16hSGDx+usL1Ro0Y4evSoyjQpKSlISUmRHr98+RIAkJiYCADISHmjsH+iTCge4P/3U+VjTJs9PdMW7rRK6Zm2cKfNIT3TMu3HnFb+vS1Etn1IIhOF+NV58OABihUrhiNHjqBWrVrS9qlTp2LlypW4evWqUprx48djwoQJHzKbRERE9J7cu3cPxYsXz+9sFEiFuiZQTiaTKTwWQihtkxsxYgQGDhwoPc7IyMCzZ8/g7OyslCYxMRGenp64d+8e7OzscpUnpmXagpY2P8/NtEzLtEyb12mFEHj16hU8PDxydVxDUqiDQBcXFxgbG+PRo0cK2x8/fgw3NzeVaczNzWFubq6wzcHBQeN57OzsdPrCZVqmLYhp8/PcTMu0TMu0eZnW3t5ep2MaikI9MMTMzAxVqlTB3r17Fbbv3btXoXmYiIiIyNAU6ppAABg4cCA6deqEqlWrombNmliyZAni4+PRu3fv/M4aERERUb4p9EHgF198gYSEBEycOBEPHz5EuXLl8Pfff8PLy0vvY5ubm2PcuHFKzcdMy7QfY9r8PDfTMi3TMu2HTEuZCvXoYCIiIiJSrVD3CSQiIiIi1RgEEhERERkgBoFEREREBohB4EcgPj5e5bI3QgjEx8fnQ46IdCOEwN27d/H27dv8zspH42Mr/2lpaZgwYQLu3buX31khohxwYMhHwNjYGA8fPoSrq6vC9oSEBLi6uiI9PT2fckZyBw8e1Ph8vXr1cjzGpUuXEB8fj3fv3ilsb9Gihdo09evXx6ZNm5QmNE9MTESrVq2wf//+HM+bF96+fYvU1FSFbaomb83IyICFhQUuXryIkiVLfpC85ZXu3btj3rx5sLW1VdielJSE7777DsuXL1eZLi0tDRYWFjhz5gzKlSuX6/N+jOXfxsYGFy5cgLe3d35n5aPx5s0bleW/fPny7+V8+fW58vX1RWxsLJydnRW2v3jxApUrV8atW7fey3lJtUI/RUxB8scff+D3339XWdBPnz6tNp26Ze5ev34NCwuLPM3jwIEDMWnSJFhbWyssn6fKjz/+qPa5pKQkTJ8+Hfv27cPjx4+RkZGh8HxBLOitW7dW+TrLZDJYWFjA398f7du3R0BAgNI+oaGhKtPJabqh3rp1C61bt8b58+chk8mkWh95ek1po6OjlT5LAJCcnIxDhw6pTSe3b98+te+RuqBG7s2bNxg6dCh+//13JCQkKD2vKt9GRkYoWbIkEhISProgcOXKlZg+fbpSEPj27VusWrVK7etlYmICLy8vnb9U9Sn///33HwYPHiy9x9l/82vKkz5luEGDBoiOjkbXrl015k8dXe+VABAbG4uNGzeqTLtp0ya16fS53vT0dERGRqpNq+nH2JMnT9CtWzfs3LlT7bFz8uLFCyxbtgyXL1+GTCZD6dKl0aNHD42rZair/0lJSYGZmVmO59TVnTt3VF5TSkoK7t+//97OS6oxCMwFfW6o8+fPx6hRo9ClSxds3boV3bp1w82bNxEbG4u+ffuqTCMPwmQyGcaMGQMrKyuFcx0/fhwVK1bU/8KyiIuLk2p04uLi1O6nbu1luZ49e+LAgQPo1KkTihYtmuP+BYG9vT22bNkCBwcHVKlSBUIIxMXF4cWLF2jUqBE2bNiAGTNmYN++fahdu7ZC2ufPnys8Tk1NRVxcHMaMGYMpU6ZoPG///v3h4+ODf/75B76+vjhx4gQSEhIwaNAgzJo1S2Wac+fOSf9funRJYWnE9PR07Nq1C8WKFdN43gkTJmDixImoWrWqTu/RkCFDEBUVhYULF6Jz5874+eefcf/+ffzyyy+YPn262nQzZ87EkCFDsGjRIp1qxj60xMRECCGkdUizBl7p6en4+++/lWpTshs9ejRGjBiBNWvWwMnJSavz5kX579q1K+Lj4zFmzJhcv8f6lOEmTZpgxIgRuHDhAqpUqQJra2uF5zXVbutyr5Rbv349OnfujEaNGmHv3r1o1KgRrl+/jkePHqF169bv7Xr79++PyMhIREREoFy5crlK+/333+P58+eIiYlBWFgYNm/ejP/++w+TJ0/G7Nmzc0x/8uRJNG7cGJaWlqhevTqEEJgzZw6mTp2KPXv2oHLlygr7z58/H0Dm52rp0qWwsbGRnktPT8fBgwcRGBiodf61tW3bNun/3bt3KwSo6enp2LdvH2uO8wGbg3OhSZMmiI+Px7fffqvyJtGyZUu1aQMDAzFu3Di0a9cOtra2OHv2LHx9fTF27Fg8e/YMCxYsUEoTFhYGADhw4ABq1qyp8OvMzMwM3t7eGDx4sFY1KmFhYRpvTHndbOjg4IC//vpLKVjKje7du2t8XlNNVaVKlXKs1evatav0GgPA8OHDkZiYiAULFsDIKLO7bEZGBvr37w9bW1tMmTIFvXv3xsWLF3H48GGtruHgwYMYMGAATp06pXYfFxcX7N+/H+XLl4e9vT1OnDiBgIAA7N+/H4MGDVIZjBsZGUnXp6oIW1pa4qefftL4GhYtWhQzZ85Ep06dtLqW7EqUKIFVq1YhNDQUdnZ2OH36NPz9/bF69WqsW7cOf//9t8p0jo6OePPmDdLS0mBmZgZLS0uF5589e6bV+XNTi/npp58iMjISdnZ2+PTTTzUeN3ttUdbXWhWZTIYJEyZg1KhRavepVKkSbty4gdTUVHh5eSkFRapqt/Ki/Nva2uLQoUM6/VjUpwzLy48qMplM4w9mXe6VcuXLl0evXr3Qt29fKa2Pjw969eqFokWLYsKECWrT6nO9Li4uWLVqFZo2bZrrtEWLFsXWrVtRvXp12NnZ4eTJkyhVqhS2bduGmTNn5nivqVu3Lvz9/fHrr7/CxCSzXictLQ09e/bErVu3lLqq+Pj4AADu3r2L4sWLw9jYWHpO/rmaOHEiatSoofG8EydO1Pj82LFjFR7LPxNZWzvkTE1N4e3tjdmzZ6NZs2Yajwtk1toeOHBAZW1vv379ckxP/8OawFw4fPiwzjfU+Ph4ab1iS0tLvHr1CgDQqVMnBAcHq7yxRUVFAQC6deuGefPm6by4NgClPKempuLMmTO4cOECunTpkmP6e/fuQSaToXjx4lqdz9HRUesaD3VU1a5duHABL168QP369TWmDQ8Px6JFixAUFCT9Oj558iTOnTuHrl274tKlS2jQoAE2bdokBe/Lli3DkSNHFL7AjIyM8N1336FWrVqYOnUqvv32W9StW1frayhSpAiuXr2qcZ/09HTp17iLiwsePHiAgIAAeHl5qU17+/ZtCCGkmsMiRYpIz5mZmcHV1VXh5q7Ku3fv9FpD+9mzZ9IXip2dnRS81alTB3369FGbbu7cuTqfUy63tZj29vbSPrldUD4qKgpCCNSvXx9//vmnwufazMwMXl5e8PDw0HiMVq1a5eqc8vMC+pV/T09Ptc1+OdGnDGcPynNDl3ul3M2bNxEREQEgczWJpKQkyGQyDBgwAPXr19cYBOpzvWZmZvD399cpbVJSklST7OTkhCdPnqBUqVIICgrKsekbyKwJzBoAApldEIYOHYqqVasq7X/79m0AmT8yNm3aBEdHR53yvXnzZoXHqampuH37NkxMTODn56cUBMo/Ez4+PoiNjYWLi4tO542Li0PTpk3x5s0bJCUlwcnJCU+fPoWVlRVcXV0ZBOaWIK2VLl1anD59Wqe0Pj4+4tSpU0IIIapWrSoWL14shBBi9+7dwtHRMc/ymFvjxo0TgwYNUvlcamqqGD16tLCzsxNGRkbCyMhI2NnZiVGjRol3795pPO7q1atFmzZtRFJSUp7mNz09XfTq1UvMmDFD4349e/YUEydOVNo+adIk0bNnTyGEEGPHjhVVqlSRnnNwcBBbt25VSrN161bh4OAghBDi2rVr0v9ZnT17VuHvzJkzYufOnSIkJETUqlVLY17r1KkjNm/eLIQQol27diI8PFwcPnxYdO7cWZQtW1ZjWn0MHTpU5WukraCgIBEdHS2EEKJhw4bS52jevHmiWLFieZJHddzd3cWqVave6zmyu3PnjkhPT/+g59TX7t27RaNGjcTt27dznfZ9leGc6HOvLF68uDh37pwQQojy5cuL3377TQghxNGjR4WdnZ3GtPpc76xZs8Q333wjMjIycp22atWqYteuXUIIIVq2bCk6deok/v33XzF06FDh6+ubY3pXV1exe/dupe27du0Srq6uuc6PPl6+fClat279XstmSEiI+Oqrr0RaWpqwsbERN2/eFPHx8aJevXrizz//fG/nLazYHJwLe/bswezZs/HLL7/kuu9Cz5494enpiXHjxmHx4sUYOHAgateujZMnT+LTTz/FsmXLNKbXtbNzTm7cuIHq1aurbILr3bs3Nm/ejIkTJ6JmzZoAgGPHjmH8+PFo2bIlFi9erPa4lSpVws2bNyGEgLe3N0xNTRWe1+YXrjpXr15FaGgoHj58qHYfe3t7nDp1SunX+Y0bN1ClShW8fPkSV65cQbVq1aSahn79+mHdunUYOXIkqlWrBplMhhMnTmDq1Klo37495s2bh6VLlyIyMlKpiUbeZJi9OAUHB2P58uUa+9js3r0bSUlJ+PTTT3Hr1i00a9YMV65cgbOzM9avX49PPvkkx9dE25HFWQf7ZGRkYOXKlShfvjzKly+v9B5pGvgDAHPmzIGxsTH69euHqKgoREREID09HWlpafjxxx/Rv39/lelymtakRIkSGp8HAGdnZ5w4cQJ+fn457pvXPvQoTiB35d/R0VGhZjQpKQlpaWmwsrJSeo81Nb3rU4Zz21SYlT73yvbt26Nq1aoYOHAgpkyZgnnz5qFly5bYu3cvKleurPRaZe82cuPGDZ2ut3Xr1oiKioKTkxPKli2rlFbTPXrt2rVITU1F165dERcXh8aNGyMhIQFmZmaIjIzEF198oTYtkHnf2rx5M2bNmoVatWpBJpPh8OHDGDJkCD777DONNe///vsvtm3bpvJzlVP5V+fChQto1qwZ7ty5o3YffZpzHRwccPz4cQQEBMDBwQHHjh1D6dKlcfz4cXTp0gVXrlzRKd+Gis3BOVB1Q/Xz88v1DXXJkiVSdXjv3r3h5OSEw4cPo3nz5ujdu7fGPOjT2Tknx44dUzvCcN26dVi/fj2aNGkibStfvjxKlCiBL7/8UmMQqEvzl7Zu3ryJtLQ0jftYWFjg6NGjSkHg0aNHpevNyMhQWHh8zpw5cHNzw8yZM/Hff/8BANzc3DBgwAAMGzYMANCoUSOEh4crnU/exCJnZGSEIkWKaDV6u3HjxtL/vr6+uHTpEp49e6b02VMltyOLs/cvlHcTuHDhgsJ2bTq2DxgwQPo/LCwMV65cwcmTJ+Hn54cKFSqoTeft7a3x+NqMhuzZsyd+++03jBkzJsd9AfV9RFVR92WvzyjOnPoVakqb2/KfF83tgH5lOLdNhVnpc69csGABkpOTAQAjRoyAqakpDh8+jE8//VTlZyWv7lMODg4634s7dOgg/V+pUiXcuXMHV65cQYkSJbRqMp01axZkMhk6d+4s3RdNTU3Rp08fjQO09u3bhxYtWsDHxwdXr15FuXLlcOfOHQghlAaT5MaLFy/w8uVLtc/r25xramoqlSU3NzfEx8ejdOnSsLe3L5DzZhZ0rAnMwcqVK7XeV13furS0NEyZMgXdu3eHp6dnrvOgT2dnueyd4YUQePjwIU6ePIkxY8Zg3LhxSmnc3NwQHR2N0qVLK2y/fPky6tWrhydPnuT6WnIj+xQ18jz/9ddf6NKli8a+QZMnT8bUqVPx1VdfKdTqLV26FCNHjsSoUaMwZ84c/P3339i7d69S+sTERACq57rLa7rOPwcAzZs3h7GxMX799VeVI4tz038xt1atWoUvvvhCIZAGMvsaygMXVc6ePavwWD6S+scff8SUKVNyHLgBZI7GXLVqlda1mNqUETlVZQHI/LK+c+cO5s6dq3IUp7wvmipbt25VeCy/5pUrV2LChAno0aOH2rR5Uf4LgsTERHTt2hWtW7dWOxhJn3tlWloa1q5di8aNG8Pd3T0vsvzepaamIiAgADt27ECZMmX0OtabN2+kmlt/f3+F0eSqVK9eHeHh4Zg4caL0uXJ1dUWHDh0QHh6usV8v8L9RxnLy+/Pq1atRr149rFu3TmW60NBQlCpVCosWLYKDgwPOnj0LU1NTdOzYEf3798+x/Ddq1Ahdu3ZF+/bt0bt3b8TFxaFfv35YvXo1nj9/juPHj2tMT4oYBH4g+kyeam1tjYsXL8Lb2xsuLi6IiopCUFAQLl++jPr162tsFpXr1q2bwmN5TVX9+vXRqFEjlWkmTpyIK1euYMWKFdIXfUpKCnr06IGSJUuq/bLMK1lH7mbPc/fu3RU6Qquydu1aLFiwQBpcERAQgO+++w7t27cHkDm/m3y0cF7QtYlD3aStT58+hbu7u8ZaT11GFueVvJ5s9q+//sIPP/yA6OjoHPfN/tnISiaTvZdJsvUdxanKb7/9hg0bNigFiVnlRfkHtJ/Q+33SpqlQn3ullZUVLl++DC8vL90z+YEVK1YM//zzj9KP7ffN1tYWZ86cgZ+fHxwdHXH48GGULVsWZ8+eRcuWLTW+R8D/RhnLZb0/jxgxQulHrZy+zbknT57Eq1evEBYWhidPnqBLly44fPgw/P39sWLFCo2tEKSMzcG5dPPmTaxYsQI3b97EvHnz4Orqil27dsHT0xNly5ZVm06fyVOdnJykfmvFihXDhQsXEBQUhBcvXuDNmzdaHWPFihVa7Zf9V9g///yD4sWLSwXr7NmzePfuXY791NLT0zFnzhy1E75qMw2IfHSkrjp06KDQ1JJd9qlJ9JkHUpcmjryYf06XkcVZ6dPXVKiZxPjff//N9QhcAChVqhRiY2O12lffz4Yu9B3FqUqNGjXw1VdfadxHn/KflJSEYcOG5WpC76zP6VuGs8upqRDQ715Zo0YNxMXF6RQE6nu9uk5w/d1332HGjBlYunRpjj9s5bSpLZdTV46tra2RkpICAPDw8MDNmzel77CnT5/meNxbt26p7eKgaVlIfZtzs454LlKkiNqpqEg7DAJz4cCBA2jSpAlq166NgwcPYsqUKXB1dcW5c+ewdOlS/PHHH2rT6jN5at26dbF3714EBQWhbdu26N+/P/bv34+9e/dqNWggN7J/eX/22WcKj7VtopkwYQKWLl2KgQMHYsyYMRg1ahTu3LmDLVu2aOwPlNfevXunch45VYMP9JlYd8CAAWjevLnUxBETE6PQxKGKg4MDZDIZZDIZSpUqpfS8fP45TcqVK4dz587B19cXNWrUwMyZM2FmZoYlS5bA19dXY1pd+5rK+9fJZDJ88sknCl9c6enpuH37tsp+k3LypnY5eTPS+PHjc72KyI0bN3Dz5k3Uq1cPlpaWagPTrHT9sg8ICMDVq1fh7e2NihUrSgPEFi9ejKJFi+Yq30DmF+VPP/2U47RL+pT/oUOH6jShN6BfGdbUVKjpswHod6/85ptvMGjQIPz7778q02oavKPv9eo6wfXx48exb98+7NmzB0FBQUp5VhXE6fIjK7vg4GAcOXIEZcqUQUREBAYNGoTz589j06ZNCA4OzjH9t99+i59//llpe1JSEiIiItTW6FeqVEmqRQ8LC8PYsWPx9OlTrF69GkFBQfpeFuXWBxyJ/NELDg4Ws2fPFkIIaWi6EEKcOHFCeHh4aEwrk8nU/hkZGWlMm5CQIO7fvy+EyJwiZcaMGaJ58+ZiwIAB4tmzZ1rlPS0tTfzwww+iWrVqws3NTTg6Oir85TVfX1+xY8cOIUTma3Xjxg0hROb0Ie3atVObrmLFiqJSpUpa/Wly7do1UadOHWlqG/mfptfbxsZGxMXF6XS99vb24sqVK9L/ly5dEkIIERMTIwICAlSmiY6OFlFRUUImk4lNmzaJ6Oho6e/o0aPSe67Jrl27pGkRbt68KUqXLi1kMplwcXER+/bt05g2KChILFiwQAjxv89zRkaG+Oqrr8TYsWPVphs/frwYP368kMlkYvDgwdLj8ePHi6lTp4rffvtNpKSkqE0vfw+yvy8lSpQQR48ezfGahRDi6dOnon79+tKx5GWxe/fuYuDAgRrTjhkzRhQtWlT88MMPwsLCQkyaNEn06NFDODs7i3nz5qlNt2bNGrFixQohhBCnT58WRYoUEUZGRsLCwkKsX79e4zkdHBwUypuDg4MwNjYWtra2Kqclykqf8u/p6SmioqKEEELY2tqK69evCyGEWLVqlWjSpInGtLqWYSGE8Pb2Vvjz9fUVNWrUECNGjBCJiYka0+pzr1SXRpu0+lxvQECANB1N1u+GMWPGiL59+2pM27VrV41/78vNmzfF2bNnhRBCJCUliT59+oigoCDRunVrcefOnRzT+/v7i1GjRilse/XqlahTp46oU6eO2nSxsbFi//79QgghHj9+LJo0aSJsbW1FpUqVxJkzZ3I8r7e3t/Dx8VH7R7nDPoG5YGNjg/Pnz8PHx0dhJvs7d+4gMDBQGpWWl/Kqs/PYsWM1/srN6wk2ra2tcfnyZZQoUQJFixbFX3/9JS0OXqlSJbVNQnnRgR8AateuDRMTEwwfPlxlrZ6qfiNlypTB2rVrUalSJa3zIFekSBEcOXIEpUqVQkBAAObPn4/GjRvjypUrqFy5stpmO/nM/pMmTdJp0JAq2o4s1qevWXp6OlavXo3GjRvnuhbswIEDCo/lfYn8/f21bg7r3LkzHj9+jKVLl6J06dJSWdyzZw8GDBiAixcvqk3r5+eH+fPnIyIiQqFf1Pz58xETE4PffvtNqzy8efNG61Gc2QeYya+5Ro0aGifr1bf829jY4OLFi/Dy8kLx4sWxadMmVK9eHbdv30ZQUBBev36tNq2uZTg/3b17V+PzmpqJ9bnerH0RXV1dsXfvXlSoUAHXr19HcHCwyqb4/JSeno7Dhw+jfPnyOk8Wffv2bdSpUweDBw/GgAED8OrVKzRu3BgmJibYuXOnUo0mkFkjHB8fD1dXV6XuONqaN2+ewmP5IKtdu3ZhyJAhGD58uE7HNVj5HIR+VIoVKyaOHDkihFD8tbdp0yatJvXUlaWlpVa/zDTR5Vfu06dPxTfffCNKly4tnJ2dc1V7WKpUKRETEyOEyJwMedq0aUIIIdavXy+KFCmi17Vow8rKSly+fDlXafSZWLdhw4Zi7dq1QgghevXqJapXry7WrFkjGjduLKpXr64xrY2NjU7nTE1NFcbGxuL8+fO5TiuEfhPrCiGEubm5uHXrlk7n1pebm5tUa5C1LN66dUtYW1trTGtlZSXu3r0rhMicdFo+MfHNmzfVXve7d++Ej4+PuHjxYl5dgtb0Kf/6TOid32X4Q9PnevN7MYCNGzeKzz//XNSoUUPrFpO8KL/nz58Xzs7OYu7cuSI4OFiEhISI169fq90/PT1dmJqaimvXrul1XlUWLFjwXmtOCyv2CcyF9u3bY9iwYdi4cSNkMhkyMjJw5MgRDB48WO10GFnpOnpUn87Oco8ePZL6W9jY2Ei/aps1a6Z2rrWOHTvi5s2b6NGjB9zc3HLVR65169bYt28fatSogf79+6Ndu3ZYtmwZ4uPjFeaXe1/KlCmjVefmrL744gu8efNGp3kgp06dKnXenzRpErp06YI+ffpII9Y0+eSTT3TqCG9iYgIvL69cj8KV07evaVBQEG7duqU0SlAb9+/fx5EjR1T219SmVjopKUnlFBhPnz5VmrImu+LFi+Phw4coUaIE/P39sWfPHlSuXBmxsbFq05qamiIlJSVXZSC75ORknDt3TuU1a+rnpk/579atG86ePYuQkBCMGDECERER+Omnn6QJvTXRpwwnJyfjp59+QlRUlMrrzWkgjb5rw2o7eXpW+lxv/fr1sX37dlSuXBk9evTAgAED8Mcff0gTXOdE10ElgO79EfUpv3LlypXDjh070KBBA9SoUQM7duzQWMNnZGSEkiVLIiEhIdf9f3Mi70uq7SBI+n/5HYV+TN69eyfat28v9TExNTUVRkZGomPHjiItLU1j2tOnTwt3d3dhZ2cnjI2NRZEiRYRMJhPW1tY59mP4/fffha+vr/jpp5/E0aNHlZYo04Yuv3JtbGy06qOhjZiYGDF79uwc+z9lparvWNY/Tfbt2ydq1qwpoqKixNOnT8XLly8V/lSJjIzU+Pe+LF68WLi7u4tBgwaJ3377TWzdulXhT5Ply5eLJk2aiISEhFyfV9++prt37xYVK1YU27dvFw8ePNDqNZbn2czMTNjY2AgvLy+FvmPa9ulp2rSpGD16tBAi83N669YtkZ6eLj7//HPx2WefaUw7bNgwMWXKFCFEZg2KiYmJ8Pf3F2ZmZmLYsGFq002bNk106dJFpKamapXHrHbu3ClcXFx06ueWF+Vf7u7du+LPP//UqVznpgy3a9dOuLi4iN69e4tx48Yp9BsdP368xrT63Ctv3rwpypcvr9AXMOt9JDeOHTum9fWmp6crfC42bNggvvvuOzFv3jyN/WOFyKyVtbGxEX379hVmZmaiV69eokGDBsLe3l6MHDkyx3Pr2h9Rl/Krrs+2k5OTCAwM1KoGcseOHaJOnTo6t2CoM2PGDOHl5ZWnxzQE7BOog1u3buH06dPIyMhApUqVtPpFo88EmUZGRkrb5KtDyGQyrWqChg8fDjs7O4wcORJ//PEH2rVrB29vb+lXrqqRgtWqVcNPP/2k1Uix7A4ePIhatWop9fFKS0vD0aNHUa9evRyPoc8Eu/LXLHvNTW5esw9F1fsrl1NeK1WqhBs3biA1NRVeXl5K/XD0WZ4vJ1nznfV1zuk19vT0RO/evTFixAiN167JpUuXEBoaiipVqmD//v1o0aIFLl68iGfPnuHIkSO5Wk7u+PHjOHLkCPz9/bWqKbKxsdF6FKecv78/GjdujLFjx8LNzU3rvAF5U/51oU8Ztre3x99//43atWvn+rz63Cvza/L0+Ph4eHp6qrzf3Lt3T+NSiIGBgRg3bhzatWun0Nd87NixePbsmcZJ8QHd+yPqUn7zos+2o6Mj3rx5g7S0NJiZmSnVHOY0FU/21X+EEHj06BGePHmChQsX4uuvv9Y6j8QpYnTi6+ub4/Qb2Z05cwa//PILjI2NYWxsjJSUFPj6+mLmzJno0qWLxhtb9iXJdJE1yGvTpg2KFy8uLaum7otv4cKFGD58OMaOHYty5copNY9qmmg2LCxM5UTCL1++RFhYmFZfXC1btlTa1qZNG5QtWxYbNmzQGATqMo9cbte0rVy5Mvbt2wdHR8cclyXTFIxlbyrLDX2Wvco+VYucTCaDubk5zMzMNKbXda6+N2/e4Msvv9Q5AAQym/vPnTuHRYsWwdjYWFp7uW/fvjkOVElISICzszMA4N69e/jrr7/w9u1bhfnHVHFwcFCaMklbjx8/xsCBA3MdAAL6lf/sU7XIySdJ9/f3R7169WBsbKy0jz5luFixYmonC86JPvfKY8eOYf/+/ShSpAiMjIxgZGSEOnXqYNq0aejXr5/GydO3bdumcnvW10pd06mPj4/K1+rZs2fw8fHR+FrFx8ejVq1aADLnLpV3K+nUqROCg4NzDALd3d2RkJAALy8veHl5ISYmBhUqVMDt27eV5jrNSpfymxcLBOi7rGH2e558kFVoaKjGNdpJjfyqgvwYffbZZ1IzalYzZ84Ubdq00ZjWxcVFXL16VQiR2TS7a9cuIYQQly9fFpaWlnmf2Txw7do1UaVKlVxNsyInk8nE48ePlbZfvXpV2Nra6pWvGzduCCsrK72OoUpum5/Hjx8vkpKSpP81/RVEOV1viRIlxNixY0V6enqennfIkCEqy1Fu3L17V2RkZKh9TpVz584JLy8vYWRkJAICAkRcXJxwc3MTNjY2UtPj5s2b9cqXOt26dRNLly59L8fWxNvbW1hbWwuZTCacnJyEo6Oj1LTq5uYmZDKZ8PPzE/Hx8Upp9SnDf//9twgPD9dpQIs+90oHBwepOdTX11eaiuTGjRs5ps3ehKxqipl69eqp7Cqh7rW6c+dOjvcqfQeV9OjRQ7rHLFq0SFhaWooGDRoIBwcH0b179xzTk2FjTWAuHDhwQOUvofDwcMyaNUtj2ryYIDO3nZ23bduGJk2awNTUVO2vXE3H6NChA8zMzPDbb79pPTBE/itdJpOha9euCh3t09PTce7cOelXry60nWD34MGDGp9X1ZSVvZYg+5q22WX9LOj7C1nfjvC6iIyMxKhRo9C1a1dUr14dQgjExsZi5cqVGD16NJ48eYJZs2bB3NwcI0eOVHucN2/eqMy3uol5p02bhmbNmmHXrl0ICgrKcd1fVdTVvCQkJKiteRk6dCiCgoKwZs0arFmzBs2aNUPTpk2xdOlSAJkrN0yfPl2v2lV1FixYgM8//xyHDh1Sec3va7DD1KlTsWTJEixdulRqIr9x4wZ69eqFr7/+GrVr18aXX34pDWQA8qYMV61aFcnJyfD19c31ICt97pX6TJ6+d+9ejBo1ClOmTEH16tUBACdOnMDo0aMxZswY2Nvbo1evXhg8eDCWLVsG4H/rm8tkMowZM0ZhsFJ6ejqOHz+OihUrajyvvoNKlixZIrUm9O7dG05OTjh8+DCaN2+O3r1755g+t+VXzsjISON3gjatPbouZZieno7Nmzfj8uXLkMlkKF26NFq2bKn1FFOURX5HoR8TCwsLaULgrC5fviwsLCw0ptU0QWZOExTr2tlZJpOJ//77T/o/txOwWlpaqrxeTeQTnMpkMvHFF18oTHr69ddfi6lTp4onT55odSx9JthVd526dBDfsWOHCAkJyVUauQcPHuQ4Waw+HeH1mQS8fv36YsOGDUrbN2zYIOrXry+EyJxUWN1k148fPxYRERG5HrgzceJEIZPJRGBgoAgJCRGhoaHSX1hYmMY8y+lS8+Ls7CwNpHj16pWQyWQiNjZWev7y5cvC3t5e43l1mYpDCCF+/fVXYWxsrNNgGH0GO/j6+qq8v5w+fVo675EjR4S7u7v0XF6U4U8++USULFlSTJ8+XaxYsSJXg6z0uVdqmjz9n3/+0Zi2bNmy0hRgWR0+fFiUKVNGCCHE3r17haenp/Sc/HMrk8lErVq1FD7LjRo1El9//XWO06HoM6hECPW14hkZGWprxYXQvfzKbdmyReFv48aNYuTIkaJYsWIaa71fv34t+vbtK022ntvznj9/Xvj6+gorKyup7FlbWwtvb29pyivSHoPAXKhataqYMGGC0vZx48aJypUrv7fzNmvWTLRs2VI8fvxY2NjYiEuXLolDhw6J6tWri4MHD+p9/Hv37qncXrduXbF3716djjl+/HiN80VpI/sXx6pVq8TOnTu1Grn64sULhb8nT56IPXv2iBo1auT4ZZDdtWvXNDbpXLx4USxYsED88ssv4vnz50IIIZ48eSK+//57YWFhIUqXLq3x+CEhIeKrr74SaWlp0ui++Ph4Ua9ePekLTR1dV78QIjPIV/UFde3aNanp7NatW2qb0dq3by9q1aolTpw4IaytrcWePXvE6tWrRUBAgDQnpSoODg7Syhu5NWDAADFgwABhZGQkevXqJT0eMGCA6Nevn6hRo4aoVauWyrRZfxQJoTiSUgghHj16pPFLSJ9RnG5ubmLKlCk6Na3rU/4tLS0VAl25EydOSO/r7du3Vc6tqE8ZtrS0zLOZBfSVkJCgtutAVhYWFipHrJ47d076kX/nzh2V5aFr164aR8S/T0ZGRgqfa7mnT59q/DzrWn5zsnbtWtGiRQu1z8vnnt24caOwtLQUy5cvF5MmTRLFixcXa9asyfH4NWrUEM2bN1f4Hnj27Jlo0aKFCA4O1jnfhopBYC5s3bpVmJiYiM6dO0uBSadOnbTqSxQWFiYFCFm9fPkyx9qPrDUYdnZ2Uu3cvn37RMWKFXW6FiGEePjwofjuu+/U1mL+/vvvokyZMmLFihXi5MmTek1NoQtN59C179aBAwfUBuzZp0h48eKFuHz5svjiiy9EhQoVVKbZvn27MDMzk2pn/Pz8xP79+4WLi4sIDQ0V27dvzzFPuiw5J6fPUlclS5ZUOSXKsGHDRKlSpYQQmbUy6pZEdHd3F8ePHxdCZC5JJu/HtXXrVlG7dm2153Vzc9N5slh9al6y1x7Kp5aRyykI1GdpMEdHR+m9yS19yn/Tpk1F5cqVxenTp6Vtp0+fFlWqVBERERFCCCG2bdsmypUrp1Pe1KlUqZI4duyYTmn1uVd269ZN5bJ0r1+/Ft26ddOYtnbt2iI8PFzhM/L48WMRHh4u6tatK4TIrAksWbKkFlehvez3VfnfuXPnxLVr10RycrLG9Lr2R9S1/OYkpz7b+ixlKERmsH7hwgWl7efPn8+xRY6UMQjMpR07dohatWoJKysr4ezsLOrXry8OHDiQYzNF9loIuf/++0+YmJhoTKtPZ+fnz5+L9u3bCxcXF1G0aFExb948kZ6eLsaMGSMsLS1F1apVpS82VXnWdR1OIXRvOpNzd3dXqKmR++OPP3QeGHLp0iW1K0rosqZtcHCw6Nevn3j16pWYPXu2kMlkolSpUuLAgQNa50mfjvC6rH4ht3XrVmFmZibKly8vevToIXr27CkqVKggzM3NpeB14cKFYsCAASrT29raSiudeHl5icOHDwshNNceCiHE1KlTxXfffacxbznRpeZFJpOJpk2bitatW4vWrVsLExMT0ahRI+lx06ZNNX6us67cUaRIEamm69q1a8LJyUnjub///ntpbsLc0qf8P3z4UDRo0EDIZDJhZmYmzMzMhJGRkWjYsKF49OiREEKI/fv3i927d6tMr2sZ3r17t6hVq1au5umU0+deqa5W7MmTJ8LY2Fhj2itXroiAgABhZmYm/Pz8pLkjAwMDpfK5efNmsWrVKpXpT5w4IYYMGSK++OIL6TMl/9MkpwFa5ubmonPnzuLt27cK6fSpFRdC9/KryZs3b0T//v2lH5GqWFtbS+WoWLFiUiCqzWo/QghRoUIFleui79u3L89/zBgC9qLMpYiICERERAAAXrx4gbVr1+L777/H2bNnVXaEPXfunPT/pUuX8OjRI+lxeno6du3ahWLFimk8pz6dnUeOHImDBw+iS5cu2LVrFwYMGIBdu3YhOTkZO3fuREhIiNq0+k5Nocss9ln16dMHn3zyCY4ePSpN+7FhwwZ0794dkZGRGtNmfd2BzLmkHj58iOnTp6tcNxhQnjJBmzVtL1++jJUrV8LGxgb9+vXD0KFDMXfuXK3mQZTTpyO8LqtfyLVo0QJXr17F4sWLce3aNQgh0KRJE2zZsgXe3t4AMt8DdQICAnD16lV4e3ujYsWK+OWXX+Dt7Y3FixdrnKblxIkT2L9/P3bs2IGyZcsqDRrQNN+enC6rAnTp0kXhcceOHZX20bTyj65TcQCZZX3mzJnYvXs3ypcvn6vBMPqUf3d3d+zduxdXrlyR3uPAwEAEBARI+4SFhalMq08ZDg8PBwCllWeEhjno9LlXJiYmQmRWauDVq1ewsLBQSPv3338rDSLKLiAgAJcvX8bu3bsVXquGDRtK0xmpGzS0fv16dO7cGY0aNcLevXvRqFEjXL9+HY8ePULr1q01nnfz5s0YNmwYhgwZojBAa/bs2Rg3bhzS0tIwfPhwjB49WmEAonwgmxAC58+fV5jSyczMDBUqVMDgwYM1Xq8u5Vcu+/rk8tfeysoKa9asUZvO19cXd+7cgZeXF8qUKYPff/8d1atXx/bt2+Hg4JDjeadOnYp+/fph/Pjx0hy2MTExmDhxImbMmKEw9ZU2g0wMXj4Fnx+1ffv2iQ4dOghLS0sRGBgoRo0apdDcklXWX3mqatasrKzEsmXLNJ5PU2dnVb+IsipRooTUr+/mzZtCJpOJ/v375/6ic0mfprOs+vXrJ8qUKSMSEhLE2rVrhaWlpfjjjz9yTKduuoeaNWuqXVP4wIEDKleDSE1NVVuzp6qfWW6b/fTpCK/r6hd5Yc2aNVLfvtOnT0sdvS0sLMT69evVpss60EDVnzZev34tRo8eLWrWrCn8/PyEj4+Pwt/7oM9UHFmbrbP/5dTEqU/514c+ZTg6Olrjnyr63Ctzqk0zNjYWkydP1uPV0CwoKEgsWLBACPG/1yojI0N89dVXYuzYsRrTVqtWTar9z2rXrl2iWrVqQojMGkh169Pr2h9R1/Irl33Aj7Z9tn/88Uepv/L+/fuFpaWlVEM9d+7cHM+rarCfqse5HQBoqLhiiJb+/fdfREZGYvny5UhKSkLbtm2xePFinD17FmXKlFGb7u7duxBCSLPXFylSRHrOzMwMrq6uKidqzcmzZ8+UfompYmpqirt378LDwwNA5uzyJ06cQLly5bQ+ly5TU+g6i70qnTp1wvHjx3H//n389ttvKieRzu7u3bsKj+W1ellrCLIzNjZWO+2Iq6urytoLIyMj7N+/H05OTgCAWrVq4ffff1eawian6RbUefv2rca1OLOLiYnJcRLwrF68eIETJ06oXN9Vm/Wws3rz5g2uXLmCEiVKwMXFJVdpc6tdu3Y4cOAAOnXqhKJFiyqVg/79++f5OTMyMpCRkSHVCv/+++84fPgw/P390bt37xwn185L2pb/9PR0REZGYt++fSrf4/3796tNm5dlWBv63CsPHDgAIQTq16+PP//8UyqP8rReXl7SPVCTffv2qX2tli9frjadtbU1Ll68CG9vb7i4uCAqKgpBQUG4fPky6tevj4cPH6pNa2lpibi4OKWJjq9cuYJKlSrh7du3uHPnDsqUKYM3b97keA26+pDlN6v4+HicPHkSfn5+altpsjpw4IDWx9bU0kWZ2ByshaZNm+Lw4cNo1qwZfvrpJ4SHh8PY2BiLFy/OMa180Xd9VoVQJetNTpOMjAyFpidjY2Ol5a7UuXXrFlq3bo3z589Ly1QB/1tiSNM8ULo2namaz7BVq1Y4cOAA2rVrB5lMJu2jKciRv+65If6/qSq7hIQEja/ZJ598onBNzZo1A6D90l59+/bFzz//rLQ9KSkJERERiI6O1voagoODtV7mb/v27ejQoQOSkpJga2urcO0ymSzHIHDNmjUKTapWVlaoXLkyAGDIkCH44YcftM53bu3cuRN//fWXTsuS6Uq+AoVc27Zt0bZt2w92/qy0Lf/9+/dHZGQkIiIiUK5cOa3m+pTLbRk+d+4cypUrByMjI6XuGNmp+lGkz71S/mV/+/ZtlChRIlfXKTdhwgRMnDgRVatWVfnDQhMnJydppY9ixYrhwoULCAoKwosXL3IM3AIDAzF9+nQsWbJE+iGRmpqK6dOnS4Hh/fv31a42k5SUhOnTp6sNXm/duqXVNWQtv+rk9L5mpe0P3xIlSmhcVi87BnZ5i0GgFvbs2YN+/fqhT58+Wq0TnNWqVatUbre3t0dAQECOy9xERUXh9OnTCA4ORu3atfHLL79gypQpePv2LVq1aoX58+drrCkSQihM+JqcnIzevXtrte5p//794ePjg3/++UflOpya6DoBqqaJepcvXy79GtdmzdR9+/Zhzpw50oSigYGB+P7779GgQQOF/fSZHDcvlvTbs2cPRo8ejcmTJ0vbXr9+jSZNmuSYNvsSaL/++ivevn2LFi1a5LhO6qBBg9C9e3dMnTpVYZJbbX377bdwcHCQgl65AQMGYP369QpBYF4tsSfn6OiodSD0PiQlJWHDhg14+/YtGjVqpPK+8OmnnyIyMhJ2dnY5Tvqrrh+kvuV//fr1+P3339G0adPcXSByX4YrVqyIR48ewdXVFRUrVlT44ZiVurKrz70y6+TwWVsB7O3t4e/vr9UP38WLFyMyMhKdOnXKcd/s6tati7179yIoKAht27ZF//79sX//fuzdu1epX2R2P//8M1q0aIHixYujfPnykMlkOHfuHNLT07Fjxw4AmYHcN998ozJ9z549NdaKq3L9+nWcO3cOlStXho+PD/766y/MmDFD+lyNHDlS5XE0va9ZqXuPX716hWvXriEgIAA2NjY4ffo05s6dK523Q4cOOeZdTtdJrkkRg0AtHDp0CMuXL0fVqlURGBiITp064YsvvtAqrbpmqdevXyMjIwNNmzbFb7/9pnKdzV9//RV9+vSBt7c3Ro0ahXHjxmHKlCno1KkTjIyMsGbNGjg7OyusC5ydNp3h1dFnHU5dZ7HPqxrTBQsWYMCAAWjTpo30HsTExKBp06b48ccf8e2330r72tvbA8gMmG1tbRW+VM3MzBAcHIyvvvpK5Xl0qXHMbs+ePahTpw6cnZ0xYMAAvHr1Co0bN4aJiQl27typMs358+fRvHlz3Lt3DyVLlsT69esRHh6OpKQkGBkZYc6cOfjjjz80BtX3799Hv379dAoAgcwA48svv8S2bdukgTDfffcdNm3apDTIpmXLllJwnRcrckyaNAljx47FypUrdc6/tuLj49GpUycpGFu2bBkaNmyI69evA8hsztu5c6fSYCB7e3vpi1T+GcuNvCj/ZmZm8Pf3z/W5gdyX4du3b0tNuLr8ONLnXhkaGqr2uMbGxujTpw9mz56tNCAnq3fv3um8mtGCBQuQnJwMABgxYgRMTU1x+PBhfPrppxgzZozGtLVq1cKdO3ewZs0aaUBKmzZt0L59e+laNQWmua0V37x5M9q2bSut+LFkyRJ8/fXXCAsLg52dHcaPHw8TExMMGzZMKa0+P3oPHjyIZs2a4fXr13B0dMS6devQpk0bFCtWDMbGxti0aRPevHmj9l4r9+TJE3Tr1k3tvVGblUooiw/fDfHjlZSUJJYtWyZq164tTE1NpY6squalykl6ero4ceKEKF++vBg0aJDKfcqWLSvmz58vhBBi586dwsTERGG2/d9//134+fnpdjFa0Gdqivzm4eEhfvrpJ6XtCxYsEEWLFlWZJi8muNbV+fPnhbOzs5g7d64IDg4WISEhGvMSHh4umjVrJg4dOiR69eolihUrJrp16ybS09NFenq6+Oabb0SNGjU0nrN169YqVwzJjXXr1glHR0cRGxsr+vTpIzw8PKTpNLJTN4ebLipWrChsbW2FjY2NKFeunE5TEGnr888/F8HBwWL16tWiRYsWIjAwUERERIhHjx6Jx48fizZt2qgd3DFhwgRpfencyovyP2vWLPHNN99oNVlyXlA3RYs+tLlXZp8cXv53584d8fvvvwsvL68cp+gZOnSomDhxYp7m/UPw9vaW5hbVRpUqVcTIkSNFRkaGWL58ubC0tBRz5syRnv/ll19EYGBgnuezbt26onv37uLevXti4sSJwsHBQYwYMUJ6ftKkSWrnY83qfU1ybag4MERHV69exbJly7B69Wq8ePECDRs2zHF9XlX++ecf9O3bF1evXlV6LmvHbCDzV/3Zs2dRunRpAJk1FCVLlkRKSop+F6NG3bp1MWjQILRq1Qrt27fH8+fPMXr0aCxZsgSnTp3ChQsXFPbP6/4i8+fPV7ldJpPBwsIC/v7+qFevnsrO4ra2toiLi1OqBbl+/ToqVaqE169fa53XDyUmJgYNGjRAjRo1sGPHDo3NfC4uLti/fz/Kly+P169fw87ODidOnEDVqlUBZHYqDw4OxosXL9QeY9myZZg4cSK6deumcj1bbQaWAMCiRYswYMAAFClSBFFRUWprntQNvNHFhAkTND6v71rOWbm7u2Pbtm2oXr06nj17BhcXFxw5cgQ1a9YEAJw9exaffPIJnj59qpRWn2vOi/LfunVrREVFwcnJSavpePQtw0ZGRlKTcF7TdK/MydatWzFy5EhcvHhR7T79+/fHqlWrUL58ea2m8ck6FUlONE1Vou57I+t9zsfHR236NWvWYOvWrVrXitva2uLMmTPw8/NDRkYGzMzMcObMGWmwYG4HoWg7cNDBwQExMTEIDAzEu3fvYGlpidOnT0uDQW7cuIFKlSpJfSvVKVq0KLZu3Yrq1avDzs5Oml5r27ZtmDlzJg4fPqxVvikTm4N1FBAQgJkzZ2LatGnYvn27xpFjmvj7++Pff/9V+VxycrJCIGBubq7QX83c3BxpaWk6nVcbo0ePRlJSEoDM5rfmzZujbt26cHZ2xvr165X217e/SHZz5szBkydP8ObNGzg6OkIIgRcvXsDKygo2NjZ4/PgxfH19ERUVBU9PT4W0LVq0wObNmzFkyBCF7Vu3bkXz5s2lx3ndV01b6s5lbm6OBw8eKDTtqDrvs2fP4O7uDgCwsbGBtbW1Qh85R0fHHG+m8maXiRMnKj2n7j0aOHCgymO5urqiUqVKWLhwobQt+5dmXv7ezMsgLydPnjyRAjEnJydYWVkpdNJ3d3fH8+fPVabV55rzovw7ODjkOE9dVnldhvOSpntlTipUqKA0Y0B2586dQ8WKFQFA6QeuqrLq4OCQY/87ocXAsFatWql8zbMOLKtTpw62bNkCR0dHpfSzZ8/GzZs34ebmBm9vb6XgNfv9Qz4QDMgM2i0tLRWCR0tLS60qFnI7cDAxMVG6R5mZmcHKykqhad/W1larwDMpKUn6keHk5IQnT56gVKlSCAoKytN7tKFgEKgnY2NjtGrVSud+Tjdv3lSaTkROJpNJE5/KbwavX7+WfoHm5peoLho3biz97+fnh0uXLmmcmiIvBklkNXXqVCxZsgRLly6Fn58fgMxfi7169cLXX3+N2rVr48svv5Q6rGdVunRpTJkyBdHR0VKNTUxMDI4cOYJBgwZJtYxubm552ldNW3lxruzvQW5HROrS/1JdP1A/Pz8kJiZKz6vLiy6jNvObyDZqPLfXoOs150X5z+2k2nlRhnfv3p1jH0hta5mz0nSvzMmDBw9yrJ3M3o81J7ndX529e/di1KhRmDJlCqpXrw4gc0L10aNHY8yYMbC3t0evXr0wePBgLFu2TCl9bu8lMplM6fOsy2c0twMH8+q8+k5yTYrYHJxPhBCIi4tD9+7d0aBBA5WFRt5xN2saVY/z+hd5TiMZAcDExATu7u5o2LChQs1aXvLz88Off/4p/TqXi4uLw2effYZbt27h6NGj+Oyzz5Tm4dLUfJKVTCbTegqFgsTIyAhNmjSRAtjt27ejfv360ijIlJQU7Nq1S+vPRnJyssY5FPOCkZGRwmAJdZ49e5bjsdLT0zFnzhz8/vvvKpuitDmGtoyMjPD1119LtSU///wzOnbsKAU6b968wa+//qp2Hsly5cqpXXFGTlUNRl6V/7S0NERHR+PmzZvSYIMHDx7Azs4ONjY2GtPmVtYpdNTJ7T1Lm3ulJo8fP8aXX34JX19fLF26NMf9b9y4gZs3b6JevXqwtLRUO3VUXilXrhyWLFmiNCjlyJEj+Prrr3Hx4kX8888/6N69O+Lj4/U+X/Zy+OLFC9jZ2UnvnRACiYmJOb5HWbuk2Nvb48SJEwgICMD+/fsxaNAgpR+M2cvCuXPnEBgYKE2Lk5aWhosXL+Z43rVr1yI1NRVdu3ZFXFwcGjdujISEBJiZmSEyMlLrQZuUiTWB75m6WrPXr18jPT0d4eHhGD9+vMq0efVLM7e0GcmYkZGB69evY+nSpRg8eLDKJsXVq1dj8eLFuH37No4dOwYvLy/MnTsXPj4+Wk34/PDhQ5XNXWlpadKSUh4eHiqbPfO6VjIn//33HwYPHizN1ZX9t1VeB+r6LoEmz9PUqVOxePFi/Pfff7h27Rp8fX0xZswYeHt7o0ePHnmaZyCzL58uI2VVHWfp0qUYOHAgxowZg1GjRuHOnTvYsmULxo4dmwc5/Z969eop9EOrVauW0g8HTcsENm7cWKdgKy/K/927dxEeHo74+HikpKSgYcOGsLW1xcyZM5GcnJzjXKe6lGFd+wTqc69U173i5cuX+Pfff1G6dGmVXViySkhIQNu2bREVFQWZTIbr16/D19cXPXv2hIODA2bPnq0x/aFDh/DLL7/g1q1b2LhxI4oVK4bVq1fDx8cHderUUZvu5s2bKvsM2tnZSZ+zkiVLquxzmtWpU6ek6bDKlCmDSpUqqdxPlyUXVUlPT5c+1y4uLnjw4AECAgLg5eWlst9m9i4cqj4/n332mdrzvXnzBkOGDMGWLVuQmpqKPXv2YP78+bhz506+THJdWDAIfM/mzp2rcrudnR0CAwOlTt6q5NekmLm5Sfz111/o06ePUhC4aNEijB07Ft9//z2mTJkiBUEODg6YO3euVkFgWFgYevXqhaVLl0o3tLi4OPTp0wf169cHkDlVira1fqpos+qCnKbapa5duyI+Ph5jxozJ9USzutRq5cWNfMqUKVi5ciVmzpypMC1DUFAQ5syZo1UQGBsbi40bN6rMt6q577788ss8GTSwdu1a/Prrr4iIiMCECRPQrl07+Pn5oXz58oiJiUG/fv30PodcbibrVmXIkCE6XXNelP/+/fujatWqOHv2rDSfJJA5YKRnz54a0+pShvWpMdPnXqmuSVSetlGjRjmuzDRgwACYmpoiPj5e4VxffPEFBgwYoDEI/PPPP9GpUyd06NABp0+flvrUvXr1ClOnTsXff/+tNm2VKlUwZMgQrFq1Sppi58mTJxg6dCiqVasGIHNAm7qmcHlNZ3R0NBwcHCCEwMuXLxEWFob169crrLwCKP+A1FVu17TWtx/vuHHjEBkZiQ4dOsDS0hK//fYb+vTpg40bN+Y4yTVp8KGGIVPh9Pz5c9G6dWul7aVLlxabN28WQiiuOyqfCkUbDx8+FA0aNBAymUyYmZlJ60s2bNhQPHr0SAiRufbk7t27ldJmZGSI33//XfTp00d89tlnonXr1gp/clnXvszpTxMbG5sc1/lVZ8yYMaJo0aLihx9+EBYWFmLSpEmiR48ewtnZWVpj833w8/MT//zzjxBC8T26fPmycHBwyDH9unXrhKmpqYiIiBBmZmaiWbNmIiAgQNjb26tcAzgvpw+xsrISd+/eFUII4e7uLk6dOiWEyFxb187OLk/OkRfex5QpueHs7CyuXLkihFB8j2/fvp3jNE+6lOHsa2l/TNzc3MSZM2eEEIrXe+vWLWFtba0xbcWKFcXKlSuV0sbFxQk3NzeNaa9cuSICAgKEmZmZ8PPzk9b+DgwMlKZb2rx5s1i1apXK9G3bthVVqlRRmCbm4sWLomrVquLLL7/U4sp1o2lNa/l9JS/5+vqKdevWSY+PHz8uTExMRFpaWp6fy5CwJpD04uDgoLLG5/bt2yqbI8zNzaURxzlxd3fH3r17ceXKFWkS1cDAQAQEBEj7hIWFqUzbv39/LFmyBGFhYXBzc1NbQ5FXv4o9PT11Hgn6IWu1srp//77K6VwyMjKQmpqaY/qpU6dizpw56Nu3L2xtbTFv3jz4+PigV69eKjto6/r6qFK8eHE8fPgQJUqUgL+/P/bs2YPKlSsjNjZWYQRtfsvLa9ZFRkaGyq4I//77r8pJl7PSpQx36dIlV2tdFyRJSUkqp1h5+vRpjp+pq1evquwSYGdnp3GaJiBzoMPly5exe/duhftcw4YNpX56mgZ/7Nq1C//8849C7WWZMmXw888/o1GjRhrPrY+sAwd9fX1zHDior3v37imsglS9enWYmJjgwYMHSrNDkPYYBNJ74ePjgzNnziitqLFz506UKVMmV8cKDAzMcXm97NasWYNNmzblermsmzdvYsWKFbh58ybmzZsHV1dX7Nq1C56enihbtqzadHPnzsXw4cOlkWq58ejRIwQFBQHInO7l5cuXADLXIM5ptQF9lC1bFocOHVJ6jzZu3Ki2P1FWN2/eREREBID/BQYymQwDBgxA/fr1lebyy8v1s1u3bo19+/ahRo0a6N+/P9q1a4dly5YhPj4eAwYMyLPz6CvrKhr5oWHDhpg7dy6WLFkCANII43HjxuVYNnQpw3nV3yw/1KtXD6tWrcKkSZMAZL5WGRkZ+OGH/2vvzuNizv84gL+mi06FKKJzRZTkvsuRbO61rhy5bwkbdjd23efSupdFYnNtwrqiUiS3yn2kZMlV1FaO1Pv3R/r+mpr7O9OUPs/HYx4PzcxnPp9JM/Oez/F+rxT7ZbOQubk5Hj16VOK1f/78eZFLo8UJBAJ4eHjAw8ND7nEXrw9fSFtbW+k16wFg1KhRMt1P0bRp4uTl5XGHSAppaWmpNE1aRcCCQEYlfvjhB0yePBkfPnwAEeHy5csIDg7G0qVLZTqhBxS86Hfu3Cm2MHpERITYtlWqVJHpzbeoqKgodO/eHW3btkV0dDQWL16MGjVqICEhAdu2bSuRhqaogQMHIicnB7a2ttDT0yvxpixpP2Fpz2qNGjUKAQEBmD9/PoYNG4Znz54hPz8fISEhuH//Pnbt2sXVLJWkatWq3KGc2rVr49atW3B0dMS7d+9kTjSrqKKl0vr37486deogJiYGdnZ2CqUfURVllBVURGGS6jVr1sDNzQ0ODg748OEDhgwZgocPH6J69eoIDg6W+BjKeA2XBzY2Nrhy5QpWrlwJV1dXXL16FZ8+fYKfnx9u376N9PR0xMTESHyM8ePHw8fHB9u3b4dAIMDz588RGxuLWbNmyXRQKTw8XOz7nLRgqlOnTvDx8UFwcDBq1aoFoGCW39fXV2rdYkXs3LkTlpaWaNKkSanOdBNRidruHz58wIQJE4RqQ4urw82IxlLEMCqzdetWLFq0CE+fPgVQECj88ssvMp86nTJlCnbu3AlPT0+Rhy3WrFkjtm1gYCBOnjyJ7du3y7w81bp1a3z//feYMWMGDA0NER8fz31A9OnTB8+ePZPYnySSlp3nzJkDIyMj/Pjjjzh48CAGDx4MKysrblZLUm1YRRStYnHq1CksWbIE165dQ35+PlxcXDBv3jyZlpGGDBmCZs2aYcaMGVi8eDECAgLQu3dvnD59Gi4uLip9M05LS+MOOjx9+hRbt27F+/fv0bNnT4kndSuKopU73r9/j+DgYFy/fp37Py7cXC8N39dweVD0d/XixQts2rRJ6PUwefJkmfLP/fTTT1izZg1XQ7hSpUqYNWsWN7Mozq+//ooFCxagWbNmIt/nDh06JLH906dP0bt3b9y6dQt16tSBQCBASkoKHB0dcfjwYYVzK4ozadIk7N27F3Xr1sWoUaMwdOhQoUT1qjJy5EiZ7leeZ6PVgQWB5YS8pzDLkjdv3iA/P1/uE5LVq1fHrl275F7SBQrSCfTr1w8xMTEyZdEHCpZiC08bFw0Ck5OTUb9+fe7NXdUuXryICxcuyDWrJWvpJkB5pb3S09Px4cMH1KpVC/n5+Vi1ahXOnz8POzs7+Pv7i6xuwNfNmzfRs2dPPH36FN988w327t0LDw8PZGdnQ0NDA9nZ2Th48KBKE3/n5OSI/F3LUgpREdnZ2Vi2bJnYmSJReS6VXb5N0ddweaDM31VOTg7u3LmD/Px8ODg4yJQayNzcHCtWrMCwYcN49V24f5qI4ODggC5dupS4z4wZM7Bw4ULo6+uLrf5TqHjFn6I+fvyIkJAQbN++HRcuXICnpydGjx4Nd3d3mfYDZmdnIyoqSuTrSFV7oBnRWBBYihQN5Pbu3Yvhw4fD3d0dp0+fhru7Ox4+fIgXL16gb9++5eKbT1RUFHJyctCqVSuZg4NatWrh7NmzqFevntz9Feb76t+/v8iDIaLSFVhYWGD//v1o06aNUBB46NAhzJo1C4mJiTL1/f79+xIHKyTVDuVD3tJNQMGH3suXL9W6V01R3bt3h5aWFmbPno3du3fjn3/+gbu7O7c8OXXqVFy7dg0XL15Uet+vX7/GyJEjceLECZG3q6qM2uDBgxEVFYVhw4aJnCny8fEp0UZDQwOBgYFKrdyhyGtYEfIGvXwDGw0NDUREREidzZInyH/y5Amys7NRv359qQm0q1WrhsuXL3NVkeTx+fNnVK5cWaj2ryRubm44dOgQjI2NJe5zFAgEErfbFPXkyRPs3LkTu3btQm5uLu7cuSMx+L1x4wa+/fZb5OTkIDs7G1WrVsWbN2+gp6eHGjVqlMvk/eUZ2xNYSqQFcpLIewpTnVauXImsrCzuUAARoXv37ggLCwNQUGM2PDxc4iGLQjNnzkRAQADWr18v92mzY8eO4dSpUxKTtBY3ZMgQzJ49GwcOHOA2hcfExGDWrFlSEy9nZ2dj9uzZ2L9/P9LS0krcLipAEFc4vqjCyiyNGjUqsSkakL90U6F69erxrtzh6uqKUaNG4fvvv1foRKg8s5eFrly5wlUpcHZ2xh9//IFJkyZxH7RTp05Fq1at5B6LLKZPn463b9/i4sWL3Ifpy5cvsWjRIqmJhAspMot44sQJHDt2TKietCyknXwXV7lDGa9hRWYvC40ZM0Zi0FvcjRs3uC9d4soaApJzGHbu3Fni/jZxv6vAwEC8ffsW06dP564bN24cV97N3t4ep06dknh6dcyYMfjrr78UOgSmpaUFS0tLmb+AFE1ArqxiBIXl34hIpoMovr6+6NmzJzZt2gRjY2NcvHgR2traGDp0qMgvNIyKlWpCmgrM0dGR1q9fT0T/zyOVn59PY8eOpXnz5klsq6enR0lJSURUkPcrISGBiIju3LlDZmZmKh23vJo0aUJ79+7lft6/fz/p6urS+fPnKS0tjTw9Pen777+X6bH69OlDVapUIWtra+rRo4fYXH+i2NvbU3x8vFxj//TpEw0ZMoQ0NDRIIBCQtrY2aWho0NChQ6Xmopo0aRI1aNCADhw4QLq6urR9+3ZauHAhWVhY0O7du0W2EQgEMl/Mzc0pOjq6xGNUq1aNe55GRkZcTrjw8HBydnYW229AQACvvIhERDNmzKCaNWuSkZERjRkzhmJjY6W2ISrIKebk5EQCgYD7XRf+W0NDQ2Lb4nnoiuZkIyJ68eKF1MdQlJmZGV26dImIiAwNDbkcbocPH6a2bdtKbPvq1Svy9PTknmPxiyRWVlZCOeBkwSdfnzJew4MGDSJzc3Py8/OjNWvW0Nq1a4UuklSpUoXOnz+v0NgVIRAI6MqVK5ScnCzxIkqrVq1o+/bt3M8nTpwgLS0t2r17N127do1at25No0ePltj/tGnTyNjYmDp06EBTpkwhX19foYs027dvp+7du1NaWpp8T7yYjIwMOnToEN29e1fqfT98+EB//fUXdenShSpXrkz9+/enY8eOUV5entS2VapU4d6nqlSpwv1tX7x4kezt7Xk9B0Z+LAgsJXwCOQsLC+7+Tk5O9NdffxER0YULF8pUYlwiImNjY6EPLG9vbxo6dCj3c2xsLFlYWMj0WN7e3hIvkvzzzz/UrVs37ncuj8TERDpw4ADt27ePHjx4IFObOnXqUGRkJBEVBAgPHz4kIqJdu3ZR9+7d5R5Dofz8fEpNTaXJkydTkyZNStxubGzMBUE2NjYUERFBRESPHj0SmwxYmQl9P3/+TKGhodS7d2/S1tamBg0a0MqVK7lk3qL06NGDevfuTa9evSIDAwO6c+cOnTt3jlq0aCEy0C0+9levXnE/GxgY0OPHj7mfVRkEGhoacn9PlpaWXKDy+PFjqYmXhwwZQm3atKHLly+Tvr4+hYWFUVBQENnb29M///wjsW1QUBD179+fsrOzZR4rnyTVyngN8wnkFAl6xZElsOHzeqhatSr33kxENGHCBOrXrx/3c2RkJFlZWUl8DFdXV7EXNzc3qWNwdnYmAwMDqlSpEtWrV4+aNGkidBHn+++/p3Xr1hERUU5ODn3zzTekra1NWlpadPDgQbHtJk6cSCYmJtS4cWNau3YtvXnzRuoYi6pevTr3BapevXp08uRJIipIUi/tdcQoH1sOLiV80mm0b98ep0+fhqOjIwYMGAAfHx9ERETg9OnTKkkBwEdubq7QEf7Y2FihKf5atWpJrYFZiM9ex6FDhyqcssXGxkbu9DLp6elc+TojIyPu8du1a4eJEyfKOfr/EwgEMDMzw6xZs0TmSpS3dFPhYyqLpqYmevfujd69e+P169fYsmUL/P398eOPP+Lbb7/FtGnTuBJ/hWJjYxEREQFTU1NoaGhAQ0MD7dq1w9KlSzFt2jSJS3oAhNJEFE8RUViuSxXs7e1x//59WFlZwdnZmcsJuXnzZqnbMiIiInD48GE0b94cGhoasLS0RNeuXWFkZISlS5dy+RZFWb16NRITE1GzZk2ZDzkRj63eyngNm5iYKHxidOHChZg3bx4CAwNFJm+WZMCAAejQoQOmTJmC9+/fo1mzZkhOTgYRYe/evRJr0yri/fv3Qvt9L1y4IJRHz8bGhqtzLg7fZVlFD0FFR0fjp59+AlBwApmI8O7dOwQGBmLRokVif1ebN29G3bp1YW1tjaioKERFRYm8n7h97k2aNMHVq1dRr149uLm5Yd68eXjz5g2CgoK4fKlM6WFBYCnhE8itX7+eO5k6d+5caGtr4/z58+jXr59Kkwkrws7ODtHR0bCxsUFKSgoePHggVAP133//FaphKs3nz59x9uxZJCYmYsiQITA0NMTz589hZGQkcfOxuDqk4jx8+BAJCQlwcXGBtbU1jh07huXLl+P9+/fo06cPfvzxR4nBU+EpYktLSzg4OGD//v1o0aIFjh49CmNjY7nGIoqVlRVevnxZ4vqff/6Zq96waNEi9OjRA+3bt0e1atWwb98+kY/FJ0AQ5/Lly9ixYweCg4NRo0YNeHt7IzU1FT179sTEiROF9ifKW3i+qOL73IYOHVriPtL2bypq+vTpSE1NBVBwsKhbt27Ys2cPdHR0sHPnTolts7OzudOnVatWxevXr1GvXj04OjqKDOKKUuRDnk/lDmW8hvkEcooEvYUUCWw6duwocr+tLCwtLXHt2jVYWlrizZs3uH37ttA+5BcvXkg9nFPo0aNHSExMRIcOHaCrqwsikukLm6I1eTMyMrhA/eTJk/juu++gp6cHT09P/PDDD2LbDR8+nNcXySVLlnATIgsXLsSIESMwceJE2NnZlYtDjl8ddU5DViRpaWn07NkzIiLKy8uj5cuXU8+ePcnX15fS09PFtsvNzaWdO3dSampqaQ2Vl82bN5O+vj6NGjWKHBwcqE2bNkK3L1y4kHr06CHTYyUnJ1P9+vVJT0+PNDU1uWVPHx8fGj9+vNLGHBISQlpaWqSjo0OVKlWiwMBAqlSpEnl4eJCnpydpaWnRsmXLJD7Gb7/9xtX5jYiIIF1dXa7WsbQ9UMqWlpZG+fn5Ku/n5cuXtGrVKmrYsCHp6OjQd999RydOnBDq+/Tp0yXqrrZr146rSTt48GDy8PCg8+fP0/Dhw6lhw4YqH7eyZGdn07Vr1+j169dS79usWTNu2at37940bNgw+vfff8nPz49sbGxUPVS5KOM17OzsTIaGhmRgYECNGjWSeYmSiOiXX36ReJGkcuXKlJKSQkREw4YNo9mzZxMR0ZMnT6TW/1XEkiVLyMzMjBYsWECurq4l/n7XrFlDnTt3lvgYb968oU6dOnH7Ygvf50aNGkUzZsyQeSxXr16loKAg2r17N12/fl3q/b/55hvat28fZWVlkampKYWHhxMRUVxcnMz13ZnyjwWBpYBvIKerqyt2Y3JZtG3bNurTpw9NmDChxHOeOHEihYSEyPQ4vXv3pqFDh9LHjx+FDgCcPXuW7OzsZB5PTk4OZWRkCF2Katq0Kf3444+Un59P27dvJ11dXVqzZg13+5YtW6h+/foy90dU8KHz999/cwXpVSUsLEyuvWLKpK2tTfXr16cVK1YI7dMrKiMjg1xdXYWuk1R4vvCDqKz59OkTWVtb0+3btxVqv3v3btqxYwcREV2/fp1MTU1JQ0ODKleuLHQIo6zg+xrmE8jxUdqBTV5eHv3888/k7OxMHh4eJfYy9u/fn7Zt2ybxMYYNG0bdunWjp0+fCr3PnTp1ihwcHKSO4eXLl+Tm5kYCgYBMTEzI2NiYBAIBderUSezrkohow4YNpKWlRcbGxuTk5MQd6vj9999LvGaZrxcLAksJn0DO1dWVmzmpSKpVq8adIiv65piUlCR1A3FWVhZNnjyZ+7CVdBrTwMCAHj16REQFb+qampp08+ZN7nZZ+lMXQ0ND0tHRodatW9OcOXPo5MmT9N9//5VK39IOccijtGYv+ahVq5bSDizIM4v4+fNnWrlyJTVv3pxq1qxJJiYmQhfm/8pjYFOzZk3uy2LR97nHjx/LNHs5YMAAatq0qdDf5u3bt6lZs2Y0aNAgiW2vXLlCISEhQu8Z//zzj0pPZ1tZWZG1tbXYC1O62J7AUtKyZUvcuHFDoVqikyZNwsyZM/Hvv/+iadOmQnUSAdVVKlC3/Px8kfmv/v33XxgaGkps6+fnh8jISGzcuBHDhw/Hhg0b8OzZM2zZsqVEGbbs7Gzu8TQ0NKCrqyu0j0lXV1fqgYMFCxZIvF2W+qGKePv2LS5fvoyoqCicPXsWGzZswIcPH+Di4gJXV1ell5wrqn379gq1O336NNq2bSv0Oy6NslN8TZ06FcuXL8e2bdugpSX7W2dubi7s7e3xzz//wMHBAQCgp6cHFxcXmdr/+uuv2LZtG2bMmAF/f3/89NNPSE5ORmhoqMr+rtQpLy8Pa9aswf79+0XmVJR0qGvSpElo0aIFnj59iq5du3L5I21sbLBo0SKVjltR2dnZIvdNvnnzRqba4SdPnsSZM2fQoEED7joHBwds2LBBavnHZs2awcnJCUlJSbC1tYWWlpbEQ0rKUDSnIlDw+rhx4wZOnjwpcS8ioyLqjkIriv3795ONjQ2tW7eOLly4QPHx8UIXSUTljSvMr6aqdBhlwYABA2js2LFE9P9UIP/99x916tRJaooYeVK2aGhoCC2bGBoayp12xNnZWejSsGFD0tPTIyMjI6l7oJQ503Pz5k0aMWIEaWlpqfxvw9nZucReryZNmpCLiwu1adOGhg8fzqWsKUqds5d89OnThwwNDcnc3Jzc3d3lylvJZxbRxsaGSyNTdNY6ICCABg8erNBjqhqfv2l/f38yNzenlStXUuXKlWnhwoU0evRoqlatGrfvVpqPHz/SvXv3KDc3VxlPR6W+/fZb+vnnn4no/+9zeXl59P3339N3330ntb2BgQHduHGjxPXXr18nQ0NDse2ys7Np1KhRpKmpKbTneurUqbR06VLFngwP69evl/q+zigfKxtXSkSVDirMsi4uG32hJ0+eSHxsRWYXy4Pnz5/Dzc0NmpqaePjwIZo1a4aHDx+iWrVqOHfunMRanwYGBrh9+zYsLS1hYWGBkJAQtGjRAklJSXB0dERWVhZ3Xw0NDVSpUoU78fbu3TsYGRlx/2dEhMzMTLnLgmVmZsLb2xt9+/aVWBd03rx5Emd6JNXSvHv3LjcLGBUVhby8PLRr1w6urq7o2LEjGjduLHWcilTuAApOqm/atAmOjo5o0aIFiAhXr15FQkICvL29cefOHYSHhyMkJAS9e/fm2uXl5QnNXl64cKHUZi/5kFbAXtLJxmXLluHevXtyzyICgL6+Pu7evYu6devC3Nwcx44dg4uLCx4/fowmTZogIyNDbFs+lTv44PM3bWtri99//x2enp4wNDREXFwcd93Fixfx119/iW2bk5ODqVOnIjAwEADw4MED2NjYYNq0aahVqxbmzJkjdH9l1dJVhI2NDa5cuYKXL1/C1dUVTZs2RUREBHr16oXbt28jPT0dMTExUsvJ9e7dG+/evUNwcDBq1aoFAHj27Bm8vLxgYmKCQ4cOiWzn4+ODmJgYrF27Fh4eHlyqqSNHjmD+/PlSUzUp2+PHj+Hs7IzMzMxS7beiY8vBpSQpKUnhtl9rkCdNrVq1EBcXh+DgYFy/fh35+fkYPXo0vLy8pKa/kJSypXjKBlWlJTAyMsKCBQvQo0cPiUHgnj17sHXrVnh6euLXX3/F4MGDYWtrCycnJ1y8eFHiB2bDhg1hamqK6dOnw9/fX6ZyfIUUqTtc1Js3bzBz5swSaYoWLVqEJ0+eICwsDPPnz8fChQuFgkBNTU20bt0arVu3xpw5c3Dr1i2sWrUKe/bswZUrV8psEMjn7+TSpUsIDw9HWFgYHB0dS2zpkFQ73MLCAqmpqahbty7s7OwQFhYGFxcXXLlyRepyobwl2JSFz9/0ixcvuHxxBgYGXJDbo0cPqSmx5s6di/j4eJw9exYeHh7c9V26dMH8+fNLBIHKKDmnqOTkZOTl5cHBwQEJCQnYtGkTNDU1kZ2djX79+mHy5MkylQVdv349evfuDSsrK9SpUwcCgQBPnjyBk5MTdu/eLbZdaGgo9u3bh1atWgk9PwcHB5nrpCvTwYMHy8W2kK+OOqchGdnt2rWL2rRpQ+bm5twBkzVr1lBoaKiaR6Y6RTPRP3nyhPz9/WnWrFkyHUgoKylbzp07R8bGxhLvo6enR0+ePCGigtJk165dI6KCk7PSKsL4+PhQkyZNSEdHh1q0aEF+fn50/PhxmZZX+VTuICooU1e4zF7Uw4cPuXHfvXuXDAwMhG6/c+cObdq0iQYOHEhmZmZkampKffv2pYCAAJWfplYXPtVvZs+eTYsXLyYiogMHDpCWlhbZ2dmRjo4OlwJFnNIuwVaIz990vXr16OLFi0RUkE6ocGly7969ZGpqKrFt3bp1ufKFRQ9ZPHz4UOLSqDoos3IPUUE6pt9//50CAgLo9OnTUu+vq6vL/X6K/q7i4uJUWomq+DYSZ2dnMjMzI01NTdqyZYvK+mVEYzOBpSgoKAibN29GUlISYmNjYWlpibVr18La2lpopqS4TZs2Yd68eZg+fToWL17MzdAYGxtj7dq1Etuq05UrV3DgwAGRS42SZj5u3ryJnj174unTp/jmm2+wd+9eeHh4IDs7GxoaGlizZg0OHjwoMYmur68v9283Nzfcu3cPV69ehampqUpm/n7//Xehn4kIqampCAoKEpqREIXPTE9hUux3797h3LlziIqKwrx583Dz5k04Ozvj4sWLYtvyrdxRuXJlXLhwAXZ2dkLXX7hwAZUrVwZQcLin+HPgM3upbgcPHhR7YEFSEmM+f3NFZ0b79++POnXqICYmBnZ2dlKX7PlU7uCzlMznb7pv374IDw9Hy5Yt4ePjg8GDB+PPP/9ESkqK0OtalNevX4vcJpKdnS33bF5mZiYiIiJQv359kdV6lLGUfOfOHakVRcQd/Hv//j3Cw8PRo0cPAEB4eDh3gC05ORlhYWFYsGAB91osrnnz5jh27BimTp0K4P+znVu3bkXr1q0ljomP4u/bGhoaMDU1haurq8jfM6Ni6o5CK4qNGzdS9erVadGiRULfwHbs2CE1dUGDBg24FDFFv7HdvHmzzCb1DA4OJm1tbfL09CQdHR3q0aMH2dvbU5UqVaTOfHh4eFCPHj3o3LlzNH78eKpduzaNHDmS8vLyKC8vjyZNmkQtW7ZUaFxxcXEqOTBhZWUldLGxsaGWLVvS3LlzKTMzU2JbPjM9hdLS0igkJISmTp1Kjo6OpKGhQTVr1pTYRpG6w0UtXLiQdHV1adq0aVyS2mnTppGenh4tWrSIiApmZLt06SLUjs/spToFBASQgYEBTZ48mXR0dGj8+PHUpUsXqlKlCv34448q6zcqKkrkAYfc3FyKioqS2FaRusOFBg0aRObm5uTn50dr1qyhtWvXCl0kUcbfdKGLFy/S6tWr6fDhw1Lv26FDB/r999+JSLiu9OTJk6lbt24S28pbS9fV1ZXevn3L/Vve+r9FD/iJu0h6r9q8ebNQ0m4DAwNq2bIl16+ZmRn99ttvYtvHxMSQoaEhTZgwgSpXrkw+Pj7UpUsX0tfXp6tXr0r8XTFfDxYElhI+gVzlypW5JeCibR88eECVK1dW3aB5cHR0pPXr1xPR/8ecn59PY8eOpXnz5klsW61aNe7E9H///UcCgYCuXLnC3X737l2qUqWKQuNSVRCoTPJ86E2bNo2cnJxIU1OTTE1N6bvvvqN169YJ5TkURxmVO3bv3k2tWrXiTn22atWK9uzZw92ek5ND79+/F9n27du3dOTIEZo5cyY1a9aMKlWqpHBwXxrs7e3pr7/+IiLh16G/vz9NnjxZavsDBw7Q999/Ty1btpSrgoaGhobIZcM3b97IdGpd0codylxKludvmk/QyyewKZqvb8+ePWRnZ0fZ2dm0ceNGcnZ2ljpueRW+ryUnJ0u8iNO+fXuhpN1F/yaJCr4AtGrVSuIYEhISuNd7gwYNyMvLixISEvg/OSk+f/5MBw4coAULFtDChQvp4MGD5eIk99eIBYGlhE8g16BBA27vX9G2AQEB5OLiosJRK05PT4+SkpKIqCCoK3xjuXPnDpmZmUlsW3yvTPE3N1lStohTFoNAPh968gR9xam7cocis5fqVDThu6mpKRcwPHjwgKpWrSqxLZ9ZRIFAILLyw/3796Xuc+NTucPKykrhtDZ8/qb5BL1Eigc2yiw5l5GRQYcOHaK7d++KvQ/fPYE1a9akW7ducT9Xr16de88lKvj7UOXePkXdvHmTbGxsSE9Pj/syoq+vT1ZWVqUSgDLC2J7AUmJtbY24uLgSJ31PnDjBJZAV54cffsDkyZPx4cMHEBEuX76M4OBgLF26FNu2bVPlsBVWtWpVrkh47dq1cevWLTg6OuLdu3fIycmR2r74/p3SOtXIh6J7IN3c3JCamlpiL1NGRgbc3NwkntI9ePCgwuPt1q0b928bGxvcuXMH6enpMDExkev3fe3aNdy9excCgQAODg5o0qSJxPv7+Pjg7NmzuH37NqpWrYoOHTpg3LhxcHV1RaNGjRR+PqpmZmaGtLQ0WFpawtLSEhcvXkTjxo2RlJTEnawWZ+PGjfjjjz8wePBgBAYGws/PDzY2Npg3b57Y5Mf9+vUDUPC37+3tLbSXLi8vDwkJCWjTpo3EfufPny/ns/y/hQsXYt68eQgMDBSZzFgSPn/T9CVtVnFpaWklTlWL4ujoyKWIkUedOnUQGxuLqlWr4uTJk9i7dy+AgoTs4vbVFRowYAA6dOiAKVOm4P3792jWrBmSk5NBRNi7dy++++47uccjTUZGhlC6odevXwvdnp+fLzHJvZeXF1xdXeHq6opvvvlG6eMTZ8yYMWjYsCGuXr0KExMTAAW/Y29vb4wbNw6xsbGlNhaGpYgpNXwCuZEjR+Lz58/w8/NDTk4OhgwZgtq1ayMgIACDBg0qpWcgn/bt2+P06dNwdHTEgAED4OPjg4iICJw+fRqdO3eW2r7oh96HDx8wYcIE7gNA0htb4QenOO/evZN4+7///osjR46IDOQk5Qnbu3cvhg8fDnd3d5w+fRru7u54+PAhXrx4gb59+0rsk++HHqBYrj++lTtevXqFQYMG4ezZszA2NgYRcR/ye/fuhampqch2z549w9ixY8t80Fdcp06dcPToUbi4uGD06NHw9fXFwYMHcfXqVal/dykpKVzApqury31BGjZsGFq1aoX169eXaFOYyoiIYGhoKJQWSUdHB61atcLYsWOV9fRKWL16NRITE1GzZk1YWVlBW1tb6HZJB2EU+ZtWRtDLJ7CZPn06vLy8YGBggLp168LV1RUAEB0dzaWsESc6Oho//fQTAODQoUMgIrx79w6BgYFYtGiRyCCwY8eO0NHRkWuMRVlYWODWrVuwt7cXeXtCQgIsLCzEtjcwMMDq1asxfvx4mJmZoWPHjujYsaPKD2jEx8cLBYBAwQGmxYsXo3nz5irrlxGNBYGlhG8gN3bsWIwdOxZv3rxBfn6+xETJZcH69evx4cMHAAW5u7S1tXH+/Hn069dPaq6vESNGCP08dOjQEvcZPny4yLbFcwCKul1c2/DwcPTq1QvW1ta4f/8+GjVqxH2bl1bia8mSJVizZg0mT54MQ0NDBAQEwNraGuPHjxeb60sZH3p8cv199913+PjxI5o2bcq9+bdt2xYGBgYS+yw0depUZGZm4vbt21zJqjt37mDEiBGYNm0agoODRbbjM3upTn/88Qd3QnbChAmoWrUqzp8/j549e2LChAkS2yoyi1h4otjKygqzZs2S+QtBUXxKsEk6fS8On79pZQS9fAIbPiXnMjIyuC9QJ0+exHfffQc9PT14enqKLYUWGRkp8TGl+fbbbzFv3jx4enqWmKl8//49fv31V4kl4LZs2QKgIC/j2bNncfbsWQQEBGDy5MmoUaMGUlNTeY1PHHt7e7x8+bJEVoBXr16VyDTAlAJ1rEFXdK9fv5ZrL4ibmxt3Cq2ojIwMsSfP1Ck3N5d27txJqamp6h6KXJo3b07+/v5E9P99iP/99x/16tWLNm7cKLGtInsgC3PECQQCGjhwoFDeuHHjxtGSJUvo9evXEvvlk+vv8+fPdOHCBVq6dCl169aNDA0NSVtbm1q2bCnTCU4jIyO6fPlyiesvXbok08Gd27dv04kTJ+jw4cNCl6/R6NGjuT14mzZtIl1dXerSpQsZGxvTqFGjVNavMkqwyUMZf9O//PILZWVl8RpHamoqBQcH0/jx46l+/fqkoaEhdS9yIUVKzn3zzTe0b98+ysrKIlNTU25PbVxcnMoyOLx48YLMzMyobt26tGLFCgoNDaXDhw/T8uXLqU6dOmRubk4vXryQ+jhZWVl08uRJmjNnDrVq1Yp0dHRUchCm0LFjx6hhw4Z04MABevr0KT19+pQOHDhAjo6OdOzYMcrIyOAujOqxILCU8AnkxG0gfvnyJWlpaSlriEpVdBN9eVG0LquxsTG36TouLo4sLS0ltrWwsOACPycnJ+4U6YULF6RuzubzoVf0JLWRkRHdu3ePiIjCw8PlfiOXt+6wojVLExMTycnJqUSKDA0NjTJ3aKeo4vW+Cy8JCQn04MED+vDhg9i2eXl5QkHFvn37aOrUqRQQEEAfP36U2O+LFy9o6NChZG5uTpqamtzvSZbfl7rqDisjkONDkcCGTy3dDRs2kJaWFhkbG5OTkxPl5eUREdHvv/8uNQUYH48fP6Zu3bqVeB1169ZN6DCdKH5+ftSyZUuqXLkyNWvWjGbMmEGHDx8W+TmlTMVT4Ih6D5CWHodRHrYcXErOnj1bYikGKNjvdu7cOZFtEhISuH8XTyqal5eHkydPonbt2sofrBK0bNkSN27cKFcl7/T19bn9hrVq1UJiYiK3ZPHmzRuJbfnsgSzcvP/69Wvcv38fAoEA9erVE7unrqi8vDxu+bZ69ep4/vw57O3tYWlpifv370tsK67u8OrVq9GxY0epfXfq1Ak+Pj4lapb6+vpKfM4+Pj6wtrbGmTNnYGNjg8uXLyMtLQ0zZ87EqlWrpParLs7OzhIPzGhra2PgwIHYsmVLieW5wmTchQYMGIABAwbI1K+3tzdSUlLg7+8vd+k3PiXY+Cwl8zmQ8vLlS8yaNYtLUk3FlsslbXGYPXs2oqKiEB8fj0aNGqFDhw6YO3cuOnToAGNjY4n9yltyrig+S8l8WFtb4+TJk0hPT8ejR48AAHZ2djLt7V25ciVMTU0xf/589O7dm9vSoWp8l8EZJVN3FPq1K5wtEAgEFBkZKTSDcP36dVqyZInYWSZR35SKXvT09OjPP/8s3Scko/3795ONjQ2tW7eOLly4UGL2pCzq3bs3/fHHH0RE9MMPP5CdnR0tWrSIXFxcqHPnzhLbpqWl0bNnz4ioYNZn+fLl1LNnT/L19aX09HSJbbOzs2nkyJGkqanJ/d9qaWnRqFGjpCb55ZPrTyAQUI0aNWjJkiVCqSakOXLkCBERpaSkUJMmTUhbW5tsbGzI1taWtLW1ycXFhZ4+fSq2vTJnL0tTaGgo2dvb07Zt2yghIYHi4+Np27Zt1KBBA9q7dy/t3r2bLCwsaObMmSXa8plFFDfjKgs+Jdj4LCXzmb308PAgBwcH2rhxIx06dIhCQ0OFLpIU/k0vXbpU7vQ2yig5p8hSsrrExcVRQEAA9e3bl6pXr041a9akAQMG0MaNGxVODcSUPywIVDE+gVxycjIlJSWJTCr6/Plz+vz5cyk/G9mJy35flqf5ExMTueAkOzubJk6cSI6OjtS3b1+VLm2PGzeObGxs6Pjx49xemGPHjpGtrS1NmDBBYtuiuf4ePXoklOvvzJkzEtsqWrlDR0eHRo0axd0vLCxMrpqlfCuVqEvz5s3p5MmTJa4/efIkNW/enIiIDh06RDY2NiXuU/R9QNSlUqVKNHz4cJGJtRs0aEDXr19XaMx8KnfwWUrmE8jxCXr5BDZ8aunKu5Ts6+vLLZf7+vpKvJSWuLg48vb2lnk7CF/Z2dl09+7dcjFB8DVjQaCKledAjg9Fs+Crk6S9WaI2sxfdwCztIkm1atUoMjKyxPURERFUvXp1uZ9HWloa5efny3x/eSt3xMXFUZMmTcjKyorOnj0r9/iUUalEHSpXriwy+e/du3e5hO9JSUkiA1k+s4inTp0id3d3oUTAipKncoeenh49efKEiIjMzMzo2rVrRFTwZUlaUMQnkOMT9BYnT2DDp+TctGnTqGnTpnTu3DnS19fngsDDhw+LnN3mW3JOWa5fv06//fYb9erVi0xMTEhTU5OaNm1Ks2bNUlmfr169Ik9PT7FfiJjSxfYEqljhnrjixdcVoUguOHUpT3sBCw0YMAAhISFCe7eAgj1KnTt3xq1bt4SuNzY2lro/i77kS5O0jyknJwc1a9YscX2NGjXEJtaWlpcOALS0tGBmZoauXbuiZ8+eYu+Xn5+Pz58/49OnT/j48SNyc3ORnJws9v6NGzfG5cuXsWjRInTr1g2TJ0/Gzz//DE1NTaH7GRkZiWz/888/Izs7G0BBQuKePXuiffv2qFatGpegtyyqX78+li1bhj/++IPL75abm4tly5Zx6UeePXsm8v9y8eLFCAgIEErQ7eTkBAsLC/j7++Py5cvQ19cXuS9y4MCByMnJga2tLfT09Erk65O0Ny86Ohpt2rThkgq3bNkSLVu2xOfPnxEdHY0OHTqIbWthYYHU1FTUrVsXdnZ2CAsLg4uLC65cuSKU+kWUOnXqSE2gLc7atWsxZ84cbNmyBVZWVnK3v3HjBpfy5Ny5c8jMzISzszPc3Nwktlu6dCk8PDxw584dfP78GQEBAbh9+zZiY2MRFRUlsW1oaCj27duHVq1aCb0nODg4IDExscT9i+6LU9ceORMTE2RlZaFx48ZwdXXF2LFj0aFDB7GvW2WZPn063r59i4sXL8LNzQ2HDh3Cy5cvsWjRIqxevVqlfTMlCUjRVyqjEEUCOT654NQpKCgImzdvRlJSEmJjY2FpaYm1a9fC2toavXv3VvfwSmjZsiUcHBy4/GwAkJqaik6dOqFhw4Yl8ttJ+2AoStJBi86dO6NatWrYtWsXd6Dg/fv3GDFiBNLT03HmzJkSbUaOHCm1z/z8fLx69QpRUVGYNWsWFixYIHS7qModhYl2ZU3iHBYWhm+//VboA1+WwLc4RSqVlLYLFy6gV69e0NDQgJOTEwQCARISEpCXl4d//vkHrVq1QlBQEF68eFEiN5yuri5u3LhRIlfdvXv30KRJE7x//x7JyclwcHAoEfhLq35RPK9mUZqamiIrd6SlpaFGjRoS/4/mzJkDIyMj/Pjjjzh48CAGDx4MKysrpKSkwNfXF8uWLRPbNiwsDKtXr1YokDMxMUFOTg4+f/4sd9BbPLBxdXWVK7C5efMmVq1ahWvXriE/Px8uLi6YPXu21GTRenp6uHXrFmxsbGBoaIj4+HjY2NggPj4eHTp04A7kyCIzMxMRERGoX7++SpM2//PPP6US9BVnbm6Ow4cPo0WLFjAyMsLVq1dRr149HDlyBCtWrMD58+dLdTwVHQsCSwmfQK5nz57Q1NTE1q1bRZ6mbN++fak8B3ls2rQJ8+bNw/Tp07F48WLuDXLnzp0IDAwskyfE0tLS0KFDB7i7u2PNmjV49uwZOnXqhMaNG2Pv3r0lZgiV5ebNm+jevTs+fPiAxo0bQyAQIC4uDpUrV8apU6dKJFWV17FjxzBx4kSkpKQIXd+/f3+5g76iQkJCMHHiRDRs2BA//fSTUAkroGTgq8zZS3XJysrC7t278eDBAxAR6tevjyFDhsDQ0FBiuyZNmqBx48YlZhHHjh2L+Ph43LhxAzExMRg6dCiSkpKUNl4NDQ28fPmyxEnzBw8eoFmzZsjMzJT5sS5duoSYmBjY2dlJXX3gE8jxCXrVFdh07NgR/fv3x9SpU2FoaIiEhARYW1tjypQpePToEU6ePCm2bfGSc40bN1Z5yTl1MjIyQkJCAqysrGBlZYU9e/agbdu2SEpKQsOGDWUqK8ooD1sOLiV80mLExsYiIiICpqamXKqJdu3aYenSpZg2bRpu3LhRSs9CduvWrcPWrVvRp08foRmDZs2aYdasWWocmXjVqlXDqVOn0K5dOwAFwZOLiwv27NkjNQCMjo6WeLukZTdHR0c8fPgQu3fvxr1790BEGDRoELy8vISqJiiqbdu2aNasWYnrFa3c8e7dO0yaNAlHjhzB4sWL4ePjI1M7adVcgILZy4cPH2Lbtm0iZy/VzcDAQGp1EFE2bNiAXr16wcLCQuQsIlDwRXHSpEkSH+f9+/fIzc0Vuk5UwKOMajR8lpLXrl0r8bElkRTkSdOjRw+F2/IpOcdnKVmRknPKomi9cz7s7e1x//59WFlZwdnZmZst3rx5s9jqSozqsJnAUlK9enVERETAyckJVapUweXLl2Fvb4+IiAjMnDlTYiBnYmKCa9euwcbGBra2tti2bRvc3NyQmJgIR0fHMvnNSVdXF/fu3YOlpaXQ8sjDhw/h5OSE9+/fq3uIYj18+BDt2rVD165dERQUJNMSpaggsWg7STO9u3fvFlkaDyioOb1y5UoZRq04ebco1KpVC3Xr1kVgYKDYuqV8iZu9VKcjR46IvF4gEKBy5cqws7ODtbW12PaKziJmZ2dj9uzZ2L9/P9LS0krcLupvq3C7QGBgIAYMGFCiBJuVlRXGjh2L6tWri+2Xz1Kyssga9BalaGAzfvx4REVF4cGDBwrV0lV0KVlXVxcPHjxAnTp1MHz4cNSqVQvLli1DSkoKHBwckJWVJbVvRUird150W4wy7dmzB58+fcLIkSNx48YNdOvWDWlpadDR0cHOnTsxcOBAlfTLiFHqR1EqKD5pMcrjacoGDRpwqSCKplsICAggFxcXdQ5NiLGxMZmYmJS4VKpUiYyMjISuk+Tdu3dCl9evX1NYWBi1bNlSaqqWKlWq0NGjR0tcP336dJlLXSlC0codCxcuVPmp9rdv31Lfvn1V2oe8iv+eRKU+6tChg9S8kPKaNGkSNWjQgA4cOEC6urq0fft2WrhwIVlYWNDu3bsltuVTuUMgENCrV69KXH///n2Z8+YREeXk5Mh1Wj4rK4smT55Mpqamcp8eDQ4OJm1tbfL09CQdHR3q0aMH2dvbU5UqVcjb21um8fIpOacIdZScIyJydHSk9evXE9H/36Pz8/Np7NixNG/ePJX1W1x2djZdu3ZNajlBRjVYEFhK+ARyRXPBJSYmCuWCK3zDKGu2b99OtWvXpr1795K+vj4FBwfTokWLuH+XFTt37pT5ooioqCipQe+JEyeoSpUqFBUVxV03ZcoUqlWrlsiUJMrCp+5wRXTmzBkuqM/MzKTMzEw6c+YMtWrVio4dO0bnz5+nhg0biqwFXLw+cuHlyJEjFBYWxqUjEaVOnTpcCiFDQ0N6+PAhERHt2rWLunfvrvTn2bdvX+rbty9paGjQt99+y/3ct29f6tWrF1lZWUlNmcInkOMT9CojsFGk5NyQIUPojz/+oAcPHsjUR1HqKjmnSL1zPrKzs2nSpElUq1YtMjU1pcGDB7PArwxgQWApUXYgJ28uOHX4448/qG7dutyMiYWFBW3btk3dwypVd+7cIX19fan3Cw4OJhMTE7py5QpNnDiRatWqRffv31fp2Mpr5Q51adiwIcXExJS4/vz58+Tg4EBERKdPn6Y6deqUuA+fWUR9fX0ut2bt2rXp0qVLRFRQN1ba35YilTu8vb3J29ubBAIBDRw4kPvZ29ubxo0bR0uWLJH64c0nkOMT9PIJbPjU0h03bhzZ29uTQCAgc3NzGjRoEG3atEnmL3FXrlyhkJAQoUTt//zzD50/f16m9orgU+9cEbNmzSI9PT0aO3YsTZ06lapXr079+/dXej+MfFgQqEblIZBThtevX9PLly/VPQypxCV6zszMlJhImqhkWbC4uDg6ceIEdezYkdq0aSNT/xs3bqRKlSqRhYUF98GnSuW1coe6VK5cmW7evFni+oSEBC5ZdHJyssjfHZ9ZREdHRy4pd9euXbmE0gEBAVS7dm2JY+ZTuYPPUjKfQI5P0MsnsOFTcq4Qn6Xk0i45N3jwYFq9ejURES1atIhMTU1pzJgxZGlpqZKtGDY2NkKrQJcuXSItLa2vtmBCecFOB6uRLEW+AeDDhw9Yt24dIiMj8erVqxKJp69fv66K4fHSqVMnhISEwNjYWGjzeWZmJvr06YOIiAg1jk40acmfLSws4O3tjfnz55c4COLs7CyU+qdQq1atsH379hKPNWPGDJF91KhRA02aNMHGjRu563777Td5nobMGjVqhISEBNjY2KBly5ZYsWIFdHR08Mcff8DGxkYlfZZnTZs2xQ8//IBdu3ZxKVdev34NPz8/NG/eHEDBoSILC4sSbX18fPDHH38Incjt3LkzKleujHHjxuH27dtYu3YtRo0aVaLtyJEjER8fj44dO2Lu3Lnw9PTEunXr8PnzZ6l/G+fPn8e5c+fg7Ows9/OdP3++3G0Kpaenc4dkjIyMuJQw7dq1w8SJEyW2tbGxQXJyMiwtLeHg4ID9+/ejRYsWOHr0KIyNjSW2bd++PU6fPg1HR0cMGDAAPj4+iIiIwOnTp9G5c2eJbW/cuIGoqCicPXsWq1evhqamJncwxNXVFQ0aNJD6vA0NDWFiYgITExMYGxtzKY8kycnJwdSpU7nUOA8ePICNjQ2mTZuGWrVqYc6cOVL7VcT69evx4cMHAMDcuXOhra2N8+fPo1+/fvD391d6f0+fPhVKZ9aiRQtoaWnh+fPnqFOnjtL7Y2TDgsBSwieQGzVqFE6fPo3+/fujRYsWZTqhbqGzZ8+WOJkHFPwezp07p4YRSbdz50789NNP8Pb2RosWLUBEuHLlCgIDA/Hzzz/j9evXWLVqFSpVqoQff/xRqG3x3G4aGhowNTXlkj8XJ+40uK2tLTIzM7nbVfl/XV4rd6jLn3/+id69e8PCwgJ16tSBQCBASkoKbGxscPjwYQAFJ4BFfYAmJiaKPNVqZGSEx48fAwC++eYbvHnzpsR9fH19uX+7ubnh3r17uHr1KmxtbdG4cWOJY+ZTuePly5eYNWsWwsPD8erVqxKPI+l0MJ9Ajk/Qyyewady4MRo3boxp06YBAOLj47F27VpMmzYN+fn5Ep/v7NmzERUVhfj4eDRq1AgdOnTA3Llz0aFDB6nPd+7cuYiPj8fZs2fh4eHBXd+lSxfMnz9fZUFg0UkIDQ0N+Pn5wc/PTyV9AQV/L4U5MgtpaWnh8+fPKuuTkY6liCklQ4YM4QK5mjVrlvhwl/Stu0qVKjh+/Djatm2r6mHylpCQAKBgZiwiIkLojSYvLw8nT57Eli1bJJYlU5fOnTtj/PjxGDBggND1+/fvx5YtWxAeHo6goCAsXrwY9+7dU9MoVUveyh3//vsvjhw5IjIdh6pmMNWJiHDq1CmhNC9du3aVmkeyXbt2MDQ0LDGLOHz4cGRnZyM6OhpnzpzBpEmT8ODBA6WNl0/lju7duyMlJQVTpkyBubl5ib8JSVV/1qxZA01NTUybNg2RkZHw9PREXl4eF8jJmlsSAFJSUmQOevmSVHJOUqqmwi99vr6+6N27t0yzhoUsLS25knNF02k9evQILi4uciX0lkaex1J2wm0NDQ10795dKGfl0aNH0alTJ+jr63PXqSo/ISMaCwJLCZ9AzsHBAXv37oWTk5MKRqZcGhoa3IeFqD8tXV1drFu3TuSyl7rp6ekhPj6+RKLYhw8fonHjxsjJyZGY1T48PBxr1qzB3bt3IRAIUL9+fUyfPh1dunQpracgE2VV7ggPD0evXr1gbW2N+/fvo1GjRlylAxcXlzK55K8u9+/fR+/evZGUlCRyFrFevXoIDQ3Ff//9h2HDhpVof/nyZZw9e1bkKoKkYJtP5Q5DQ0OFl5KLU2Ugp6zAhk/Jufj4eG4p+dy5c3ItJSuz5Jw0Rd+fxSEFyj7KQpZSlwBUlp+QEY0tB5eS2rVrS00KK87q1asxe/ZsbN68GZaWlkoemXIlJSWBiLiqKEXLVeno6KBGjRrQ1NRU4wjFs7CwwJ9//lmiJuqff/7J7VlJS0uDiYlJibbr16+Hr68v+vfvz81yXLx4Ed9++y1+++03TJkyRWy/bm5uEt+YlR1MKatyx9y5czFz5kwsWLAAhoaG+Pvvv1GjRg14eXkJLWt9TcLDw7nl0eLBmKi9n4Xs7e1x9+5dibOIffr0Edl2yZIl+Pnnn2Fvb19iFUHaBzqfyh18lpKLq1u3LurWrSvz/eUJeqXt5QVkC2yCgoIULjnHZym5efPmOHbsGKZOnQrg//+nW7duRevWreUeiyTqLNfJgruyic0ElpITJ07g999/VyiQe/36NQYMGIDo6Gi5v80zsjty5Ai+//571K9fH82bN4dAIMCVK1dw7949HDx4ED169MCmTZvw8OHDEh9EtWvXxty5c0sEexs2bMDixYvx/Plzsf0W3fMFFNSUjYuLw61btzBixAgEBAQo70nKSVLlDkNDQ8TFxcHW1hYmJiY4f/48GjZsiPj4ePTu3btMLvnz8euvv2LBggVo1qyZyOXRQ4cOqaTfmjVrYvny5fD29lbJ44vDZykZUHz2UlrQW/xLkbSybEUVr2etTIouJV+4cAEeHh7w8vLCzp07MX78eKGSc02bNlXZmBmGzQSWkmbNmuHDhw+wsbGRO5AbPHgwnj17hiVLlojcT1iWyVuSTJ169eqF+/fvY/PmzdxsTffu3REaGsp9CIo72ZiZmSly9svd3R2zZ8+W2O+aNWtEXv/LL7+orGSUrMTVHQYAfX19fPz4EUBBKbnExEQ0bNgQAEQecCjvNm/ejJ07d4pcrpWForOIGhoaStkPLG8JtoEDByInJwe2trZyv2fxmb0MCAjA9u3bZQ56lRnYKVpyrvhS8tixY2WeVWzTpg1iYmKwatUq2NraIiwsDC4uLoiNjZVaco4PPvXOma8HmwksJV26dEFKSgpGjx4tMpCTVDRdT08PsbGxKt8UrUyPHz9G3759cfPmTaHUKYXPuzTqjpYmLy8vODs744cffhC6vrCWaHBwsNyP+ejRI7Ro0aLMzvT26dMHnp6eGDt2LPz8/HDo0CF4e3sjJCQEJiYmOHPmjLqHqFTVqlXD5cuXYWtrK3dbPrOIK1aswPPnzxVa2lWk7nChwpQl4kh6z+Ize2lubo7o6OgSe3NlwSew4VNL959//lF4KVld+NQ7Z74eLAgsJXwCORcXF2zcuBGtWrVSwchUo2fPntDU1MTWrVu5/YFpaWmYOXMmVq1aJZQvqix59+4dLl++LHK2Zvjw4WLbLVq0CKtWrULbtm25fTwXL15ETEwMZs6cKfThULhvSJqgoCDMnj1b4lKyOj1+/BhZWVlwcnJCTk4OZs2ahfPnz8POzg5r1qwp8/tX5TV79mwYGBgolEPN3NwcK1asUGgWMT8/H56ennjw4AEcHBxKzMhJmqGaPHkyIiMjsWDBAgwfPhwbNmzAs2fPsGXLFixbtgxeXl5yj0cWfAI5PkEvn8DGyckJ48ePx+TJk7kDGtbW1hg/fjzMzc3x66+/yj0eWXh5eXEHSBT5fSmq+IGT3Nxc3LhxA/7+/li8eLHUvIrM14EFgaWETyAXFhaGX3/9FYsXL4ajo2OJD4Gy+O2zevXqiIiIgJOTE6pUqYLLly/D3t4eERERmDlzptg8eep09OhReHl5ITs7G4aGhiWWsCTNyBUmxpVGIBBweeEKFT+tS0RITU3F1atX4e/vzytpL6M8Pj4+2LVrF5ycnODk5FTidShpnxufWcTJkyfjzz//hJubm8hVBEkzVHXr1sWuXbvg6uoKIyMjXL9+HXZ2dggKCkJwcDCOHz8u0xjkXUrmE8jxCXr5BDb6+vq4ffs2rKysUL16dURGRsLR0RF3795Fp06dkJqaKnHcii4ljx8/HlFRUXjw4AHMzMzQsWNH7mRx/fr1JfapCtHR0fD19cW1a9dKvW+m9LE9gaVk2bJlmDlzpkKBXOFes+JvYKo6yq8MeXl5MDAwAFAQED5//hz29vawtLTE/fv31Tw60WbOnIlRo0ZhyZIl0NPTk6tt8WTR8ih+WldDQwP29vZYsGAB3N3dFX5cVfvpp5/g6uqKtm3byv37Ko8SEhK4dCm3bt0Suk3aPrcxY8bgr7/+UmgWcdeuXfj777/h6ekpd1s+lTv4LCXPmjULnp6esLW1lTuQmzp1KiIjI+Hm5oZq1arJtQda1Mn3rl27olKlSlIDm6pVq+K///4DUHDQ69atW3B0dMS7d+9EpoQqStpSsiRbtmwBALx48YI7WBIQEIDJkyejRo0aUoNPZTM1NS2z79GM8rEgsJTwCeTUeaxfUeWxJNmzZ88wbdo0XgHNp0+fkJSUBFtbW2hpyfbyKq+pE65du4Z169bh48ePcHFxgaurKzp27Ih27dpxXwC+Jnxehx8+fMAff/yBM2fOyD2LWLVqVYVmEAF+lTv8/PwQGRmJjRs3ilxKloRPIMcn6BVHlsCGT8m5JUuWYM2aNdxSckBAgNBSsiwUKTnHR2Fi/0KFKxDLli0rV/vPGX7YcnApkZbGQJWpC9Th1KlTyM7ORr9+/fD48WP06NED9+7dQ7Vq1bBv3z506tRJ3UMsoV+/fhg0aFCJiiGyUEb9z6tXr3KJphs0aFAuUkPk5eXh8uXLXKLc2NhYvH//Hi4uLrh48aK6h6cSjx49QmJiIjp06ABdXV3ui5wkbm5uYm8TlfakqB07duDkyZPYsWOH3F9Q+FTu4LOUbGhoiL179yoUyFlaWuLUqVMKLYVKCmxyc3MRExMjtm16ejo+fPiAWrVqIT8/H6tWreL2uPr7+4vMD1qIz1KyqJJzHTt2lKnkHB+FiaPF1TtXx1I0U/pYEFgOfC1H+eUtSVba/vzzTyxYsAAjR44UuWQvKa2Nj48PYmJisHbtWnh4eHCzoEeOHMH8+fMl7oH8999/MXjwYMTExHBv+u/evUObNm0QHBxcLoqr379/H2fPnsWZM2cQGhoKY2NjvH79Wt3DUqq0tDQMGDAAkZGREAgEePjwIWxsbDB69GgYGxtj9erVKum3SZMmSExMBBHBysqqxN+lpLrjxclTucPAwAC3b9+GpaUlLCwsEBISghYtWiApKQmOjo4S0xfxCeT4BL3qCmzq1KmD48ePw9HREY0bN8acOXMwePBgxMbGwsPDQ2LVDz4l5/h48uSJyHGIq3fOfJ3YcnAp4RPIubq6lriuPB7lL1pHuCwaO3YsAIisjiFtyT40NJSr/1n0/8bBwQGJiYkS+x01ahRyc3Nx9+5d2NvbAygIqkaNGoXRo0cjLCxMkaejcps2bUJUVBSioqKQl5eH9u3bo2PHjvD39y8XJQ7l5evrC21tbaSkpAh9UA8cOBC+vr4yBYGKzCKKqySiCHkqd/BZSv7ll18wf/58hQK533//HYmJiahZs6bcQW/xvbnSAhtllZzjs5R848YNbiZ99erVcpWc4+NrO73PKIbNBJYSPqkLyuNR/g8fPmDdunWIjIwUmW5FntmL8oBP/U9dXV1cuHABTZo0Ebr++vXraNu2Ld6/f6/q4Suk8AN25syZmDBhQpk8pa5MZmZmOHXqFBo3biz0fyzLzJi6ZhEBxSt38FlK5jN7KS0VizJPyyurli6fpeTiCkvO7d69W2rJOUVcunQJ6enp6N69O3fdrl27MH/+fGRnZ6NPnz5Yt24dKlWqpNR+mbKJzQSWkrdv3wr9XDyQk4TPiTd1GTVqFE6fPo3+/fujRYsWZXYJWFn41P+sW7duifQbAPD582fUrl1b+YNVkpCQEERHR2Pv3r2YN28eVy3B1dUV7du3/+oOh2RnZ4uc1Xrz5o3UD0xlzCIqgk/ljqLlDN3c3HDv3j2Zl5L5zF4qEuQpGtgo69Bd0VUODQ0N+Pn5wc/PT+b2kkrOKdsvv/wCV1dX7nd18+ZNjB49Gt7e3mjQoAFWrlyJWrVq4ZdfflF630wZRIxaRUVFkYuLi0Jt79y5Q/r6+koekXIYGRnR+fPn1T0MuWVlZdGxY8do06ZNFBAQIHSRJCYmhgwNDWnChAlUuXJl8vHxoS5dupC+vj5dvXpVYtvQ0FBq0aIFXblyhfLz84mI6MqVK9SqVSs6dOiQsp6aSr17946OHj1KI0aMIG1tbdLR0VH3kJTu22+/pZ9//pmIiAwMDOjx48eUl5dH33//PX333XcS29asWZPi4uK4tomJiURE9PjxY5GvYRMTE3r9+jURERkbG5OJiYnYiyQ1atSgHTt2yPtUyx0PDw9atmwZ93NCQgJpaWnRmDFjaPXq1WRmZkbz589Xap8ZGRkyXyQxNjYmLS0tatq0Kc2cOZOOHj0qtQ0fZmZmdOXKFe7nH3/8kdq2bcv9vH//fmrQoIHK+mfKFjYTqGaypC4oj0f5a9euDUNDQ3UPQy43btzAt99+i5ycHGRnZ6Nq1ap48+YN9PT0UKNGDYmVPiTV/xS196b4AZns7Gy0bNmSSyvz+fNnaGlpYdSoUUrdE6Zs6enp3H6ms2fP4tatW6hWrdpXddrdxsYGV65cwcqVK+Hq6oqrV6/i06dP8PPzw+3bt5Geni7x1Ckg/yzimjVruNePIgmXC/GtO6zoUrK8qlatigcPHqB69epSD4+JStoeFxeHhQsXcj/v3bsXLVu2xNatWwEUHNyYP3++xNktefdtGxsbK2UpOSgoqFRLzr19+xY1a9bkfo6KihKqe968eXM8ffq0VMbCqB8LAksJn0DO2dlZ4om3smj16tWYPXs2Nm/eXG42IPv6+qJnz57YtGkTjI2NcfHiRWhra2Po0KFi9z+tWrUKs2bNAgA4OjqWqLeamZkJd3f3EulS+HywlxVOTk64c+cOqlatig4dOmDs2LFwdXVFo0aN1D00pUpOTkZeXh4cHByQkJCATZs2QVNTk0uBNHnyZKm54Dp06IBdu3ZxgYpAIEB+fj5WrlwpcsmvaF1eSTV6pfH19cWGDRsU+nuTdymZTyDHN+hVRmAj7wE8ZS0l9+jRQymPI6uaNWsiKSkJderUwadPn3D9+nWhfZj//fdfiT2czNeLHQwpJXxSF5THo/yvX7/GgAEDEB0dDT09vRJvKpJKsKmLsbExLl26BHt7exgbGyM2NhYNGjTApUuXMGLECNy7d69EG11dXWzcuBEjR44scVtWVha6du2KjIwM3LlzpzSeQqlav379Vxn0FaehoYEXL16gRo0acrctnEV8+fIlXF1d0bRpU0RERKBXr15Cs4jFk0Er69QqnxJsNWvWxPLly+Ht7S3TOAIDAzFo0CBUqlSpxJeh4vgEtqJYWlpyM2qfPn2CsbExjh49yh2au3nzJjp27CjxfUedB/AULTmniPHjx+PmzZtYvnw5QkNDERgYiOfPn0NHRwcAsGfPHqxduxZXrlxRar9M2cRmAkuJvKkLiiovM2lFDR48GM+ePcOSJUtE1jsti7S1tblx1qxZk9vEX6VKFaSkpIhsExQUhGHDhsHExERo2TYrKwvu7u5IT08Xu8wk6wd9WT11O2XKFACKVUkpb+7cuYMXL15IvI+otDiKziIqa6mRT+UOeZeS+cxe8g16PTw8MGfOHC6w0dPTQ/v27bnbExISpFZd4XMAj08KMD4l5xSxaNEi9OvXDx07doSBgQECAwO5ABAAtm/fXqbLVTLKxWYCy7DyfJRfT08PsbGxZXbPoiju7u7w9vbGkCFDMGHCBNy4cQPTpk1DUFAQ3r59i0uXLolst23bNkybNg3Hjh2Dm5sbsrKy4OHhgVevXiEqKkrsUqG09BSyfMir0/v37zFlyhReVVLKA3Gz+EWJ+39SdBZRWoWhoiTtv+RTuWPFihV4/vy5zMuzfAI5vqlaXr9+jX79+iEmJoYLbIoGUJ07d0arVq2kZmIQ5e7du2jevLnEFEB8UoA5OTlh/PjxXMm5+Ph4oZJz0lLmKCojIwMGBgbQ1NQUuj49PR0GBgZCgSHz9fo6v7aXIXwCufJ8lL9+/fplNr+dOEuWLOEKyC9cuBAjRozAxIkTYWdnJ7G+75gxY5Ceno4+ffrg8OHD8Pf3x4sXLyQGgED5rAld1Jw5cxAfH4+zZ88K7b/q0qUL5s+f/9UEgUDB69jU1FShtorMIirrYA2fusOzZs2Cp6cnbG1tZVpK5jN7yfe1YGpqinPnzokNbA4cOCA1ZRGffdt8UoAlJiZyQXqlSpWQnZ0NgUAAX19fdOrUSWVBoKiZT6DsJ/VnlIsFgSrGJ5BTxok3dVm2bBlmzpyJxYsXiyzBVhaXOJs1a8b929TUVGJt1OL8/Pzw9u1bdO7cGVZWVoiKipKa46+8n6DlUyWlvKlbt65CewKBglkoRWYRi8vJyRG5Z0xSdRY+lTvkXUrmE8gp67XAJ7DhcwCPz1Jy1apVuS+ftWvXxq1bt+Do6Ih3794hJydH6rgZhg8WBKoYn0CuPB/lLxxn8c3UZX2Js6hPnz7h06dPEmcQ+vXrJ/SztrY2qlevXiKdjLI3d5cFr1+/FhkYFc5kMAX4zCICBb/nkSNH4sSJEyJvl/Ra4lOCbdeuXfj7779lXkpW9pcaRYJePvjs2xZHlhRgfErOMQxfLAhUMT6BXHk+yl/eljp37NiB69evo1WrVvDy8sLcuXPx22+/4fPnz+jUqRP27t2LatWqlWhXfAZg8ODBpTVkteNTJaU86dixI6/9UXxmEQFg+vTpePv2LS5evAg3NzccOnQIL1++xKJFi6RWGuGTY5LPUnIhRQI5PkEvH3wO4PFZSl6/fj0+fPgAAJg7dy60tbVx/vx59OvXD/7+/gqPiWFkUsrJqSucunXrUlRUFBERffz4kXR1denMmTPc7QkJCWKz/o8bN45at25N0dHRNGPGDKpWrRp9/PiRu3337t3UrFkz1T6BCmDRokWkq6tLnTt3pqpVq9KECRPIzMyMli1bRitWrCALCwuaMGGCuodZ5vCpklJRCAQCevnyJa/HMDMzo0uXLhERkaGhId2/f5+IiA4fPixU6UHZtm/fTgMGDKDs7Gy527569Yo8PT1JQ0ND5EWSIUOGUJs2bejy5cukr69PYWFhFBQURPb29vTPP/8o+nTEunjxIh0/flzousDAQLKysiJTU1MaO3YsffjwQeJjCAQC0tDQIIFAIHRp3bo13b17V+ljZhhlYTOBKsYndUF5PsrPJ2VCadu5cyf+/PNPDB48GFevXkXLli2xb98+9O/fHwDQqFEjTJgwQc2jLHskVUlxdHRU9/DKBL6ziEDB8nrhTGLVqlXx+vVr1KtXD46OjhKXc/nis5TMZ/YyIiIChw8fRvPmzaGhoQFLS0t07doVRkZGWLp0qUInnSVRxgE8eZeSlZUHkmH4YkGgivEJ5JRx4k1d5M2+r04pKSlo164dgILDIVpaWkJBjJOTE1JTU0ttPJmZmYiIiIC9vT0aNGhQav0qQlSVFOb/lLEtwt7eHvfv34eVlRWcnZ2xZcsWWFlZYfPmzSJPn/MtwVaIz1Iyn0CutINeZRzAk3cpWVl5IBmGLxYEqpgyArnyeJSfT8qE0pabmyuUokdHR0do1kNLS0ulb8QDBgxAhw4dMGXKFLx//x7NmjVDcnIyiAh79+7Fd999p7K+leHVq1cia8uqagN/RTN9+nTuS8j8+fPRrVs37NmzBzo6Oti5c2eJ+yur7vD8+fMVbssnkJM36OWLz75tRVOAlbc908xXTN3r0UzFEhUVRS4uLuoehhCBQECRkZEUHx9P8fHxpK+vT8eOHeN+Dg8Pl7qPiY+aNWtSXFwcERHt2bOH7OzsKDs7mzZu3EjOzs4q65evq1evUsOGDUXuhVLl76uiy87OpmvXrtHr168pIyND3cMRqVmzZnTy5EkiIurduzcNGzaM/v33X/Lz8yMbGxuJbXfv3k07duwgIqLr16+TqakpaWhoUOXKlWnv3r1KHyuffdseHh60bNkyoftqaWnRmDFjaPXq1WRmZkbz589X+pgZRllYxRCmVMmSfb+0SaoIUXi9KpdldHV18eDBA9SpUwfDhw9HrVq1sGzZMqSkpMDBwaFM/a6KcnJygp2dHWbPni2yNGB5LHcozb///osjR46IPPH622+/KbWvVatWYdasWWJvz8zMhLu7Oy5evFjielkV32+mrKXkPXv2IDc3F97e3rhx4wa6deuGtLQ0bvZy4MCBMo8xJycH9+7dQ926daGjo6P0PXJ8aumam5vj6NGjXI7Rn376CVFRUTh//jyAgpWe+fPnS6wdXp72TzNfH7YczKgEn5QJpa34pu7SVqdOHcTGxqJq1ao4efIk9u7dC6BgmYpPjjJVS0pKQkhICOzs7NQ9lFIRHh6OXr16wdraGvfv30ejRo24ZXsXFxel9+fv749q1aph5MiRJW7LyspCt27dRAZ8fPabKWsp2cvLi/t3kyZNkJycLBTIiSIu6NXT04OLi4vYoJcvPvu2lZHLtTztn2a+PiwIZFSCT/b90qbuGavp06fDy8sLBgYGsLS05D4UoqOjy/Qp286dOyM+Pr7CBIFz587FzJkzsWDBAhgaGuLvv/9GjRo14OXlJfTBL468s4hBQUEYNmwYTExMhA5pZGVlwd3dHenp6SJnkfjsNxsxYoTIf8uKTyCnaNDLF59928rI5Vqe9k8zXx+2HMyoxJMnT4R+Vkb2/a/Z1atX8fTpU3Tt2pX7wDl27BiMjY3Rtm1bNY9OtDdv3mDEiBFo0aIFGjVqVOLDrlevXmoamWoYGhoiLi4Otra2MDExwfnz59GwYUPEx8ejd+/eSE5OFttW2ixiRESEyHbbtm3DtGnTcOzYMbi5uSErKwseHh549eqV1NrUiuCbukRXVxcbN24UG8h17doVGRkZIpdHDx48iGHDhiE4OFhk0JuWlobo6GihmTd147OULE10dLTUknMMw5ua9iIyDFPOHT58mIyMjEocCvlaD4bUrFmTbt++TUREDg4OdPjwYSIiiouLI319fYltmzdvTv7+/kREZGBgQImJifTff/9Rr169aOPGjRLbLl++nIyMjCgyMpLatWtHtra29O+//8o19uzsbLp79y532KnwUlzh/52ki6T/3wMHDlDlypXp0KFDQtf/999/1Lp1a6pXrx69ePFC7Di3bt1Kurq6FBERwbVr27YtffPNN/T8+XO5nnNpePXqFbVr144EAgEZGhpSSEiI0O2dOnWiH3/8UaHHvnPnjtS/K4bhiy0HM0qlaMqEimzUqFESby9ry+eFpk2bhmHDhsHf379Mzc6oSqtWrRATEwMHBwd4enpi5syZuHnzJkJCQtCqVSuJbe/evYvg4GAABSmH3r9/DwMDAyxYsAC9e/fGxIkTxbb18/PD27dv0blzZ1hZWSEqKgq1a9eWaczylmDjm7qkf//+ePfuHYYMGVJi9vLNmzeIioqS+LcyZswYpKeno0+fPjh8+DD8/f3x4sULlcx6KoMyUoCVp/3TzNeHBYGMUikj+35FI2pP0K1bt/Du3Tt06tRJTaOSLi0tDb6+vhUiAAQK9u0VntT+5ZdfkJWVhX379sHOzg5r1qyR2FZfXx8fP34EANSqVQuJiYlo2LAhgIJldVH69esn9LO2tjaqV6+OadOmCV0fEhIitl95K3d07NhR4vOQBd9Ajk/Qqy58crmWp/3TzNeHBYGMUikj+35Fc+jQoRLX5efnY9KkSbCxsVHDiGTTr18/REZGii17+LUp+n+hp6eHjRs3ytxWkVnE4oHF4MGD5R6zMkqw5eTkiDzMIikZuCKBnDKC3vJI3pJzDKNMLAhklEoZKRPU5eXLl5g1axbCw8Px6tWrEt/MSzNVg4aGBnx9feHq6go/P79S61ce9erVw9y5c3H+/Hk4OjqWOBhS/MO7vHv69CkEAgEsLCwAAJcvX8Zff/0FBwcHjBs3TmJbRWYRd+zYwXvMfCp3yLuUDPAL5JQR9JZH6s5OwFRsLAhklEoZKRPUxdvbGykpKfD394e5ubnUXGuqlpiYiM+fP6t1DJJs27YNBgYGiIqKQlRUlNBtAoHgqwsChwwZgnHjxmHYsGF48eIFunTpgkaNGmH37t148eIF5s2bJ7Ytn1lEPviUYJN3KRngF8gpI+gtT9j+aaYsYEEgo1QeHh6YM2cOlzJBT08P7du3525PSEgos8uH58+fx7lz5+Ds7Fyq/c6YMUPo58KN4ceOHVMoV1tpUXeS7dJ269YttGjRAgCwf/9+ODo6IiYmBmFhYZgwYYLEIJDPLCIf8tYdLkqRpeSKFsjxwfZPM2UBCwIZpeKTfV/d6tSpI7J0nKrduHFD6OfCPUGrV6+WenKYKT25ubncrMyZM2e4PIj169fnAi1x+Mwi8qFI5Y5CfJaSGenY/mmmLGBBIKNUykiZoC5r167FnDlzuCWz0sI3LUdpmjFjBhYuXAh9ff0SM5jFKbuWrro1bNgQmzdvhqenJ06fPs19gD9//hzVqlWT2JbPLKIilFGCjc9SMiNded4/zXw9WBDIqASflAnqMnDgQOTk5MDW1hZ6enol9i6mp6erpN/379+DiKCnpwegoNrKoUOH4ODgUOZmTW/cuIHc3Fzu3xXJ8uXL0bdvX6xcuRIjRozgcrgdOXKEC/DE4TOLqAhllGDjs5TMSFee908zXw9WNo5hvggMDJR4u6r257m7u6Nfv36YMGEC3r17B3t7e+jo6ODNmzf47bffJCYSZkpXXl4eMjMzYWJiwl2XnJwMPT09bulUlJYtW8LNzQ2enp7cDFzjxo1x8eJF9O/fH//++69Sx6mKEmw5OTlCS8miysYxslNlyTmGkZn6ipUwDENEVK1aNbp16xYRFZTNcnJyory8PNq/fz/Vr19fzaMTb+TIkZSZmVni+qysLBo5cqQaRlR2RUZGkrGxMWloaAj9bubOnUt9+/ZVSZ+KlmBbuXKlxMfNyMigli1bKnWsFZEqS84xjKzYTCDDiPD+/Xtu2bOQqmY+9PT0uBmWAQMGoGHDhpg/fz6ePn0Ke3t75OTkqKRfvjQ1NZGamlpiBuzNmzcwMzMr0+ltFGFtbS0xbdDjx48ltld0FpGPFStWYPHixVzljtTUVKmJm3V1dbFx40axS8ldu3ZFRkYG7ty5o5IxVzTi9k+np6fDwMBA6gEehuGD7QlkmC+ys7Mxe/Zs7N+/H2lpaSVuV1WyaDs7O4SGhqJv3744deoUfH19AQCvXr0qk0tumZmZICIQEf777z+hygZ5eXk4fvy4yoIadZo+fbrQz7m5ubhx4wZOnjyJH374QWp7TU1NoQAQgMoPIClSuSMoKAjDhg2DiYmJyKXk9PR0REdHq3TcFUl53D/NfD1YEMgwX/j5+SEyMhIbN27E8OHDsWHDBjx79gxbtmzBsmXLVNbvvHnzMGTIEPj6+qJz585o3bo1ACAsLAxNmjRRWb+KMjY2hkAggEAgQL169UrcLhAIhDa4fy18fHxEXr9hwwZcvXpVYlu+s4jy4lO5o3///nj37h2GDBmCY8eOwc3NDVlZWfDw8MCbN28QFRVVYepFM8zXji0HM8wXdevWxa5du+Dq6gojIyNcv34ddnZ2CAoKQnBwMI4fP66yvl+8eIHU1FQ0btwYGhoaAAoSChsZGaF+/foq61cRUVFRICJ06tQJf//9t9CMhY6ODiwtLVGrVi01jrB0PX78GM7OzhJP2wYEBAj9XHwWcc6cOUodk6ilXFEkJXdWZCmZYZjyhc0EMswX6enpsLa2BlCw/68wJUy7du1UfkLXzMwMZmZmQtdJSzuiLh07dgRQUDGkbt26ai+vp24HDx6UunTHZxZREcqo3KHIUjLDMOULCwIZ5gsbGxskJyfD0tISDg4O2L9/P1q0aIGjR4/C2NhYZf26ublJDKQiIiJU1jcfd+/exdOnT9GuXTsABQHN1q1b4eDggA0bNpTY/1beNWnSROj/iYjw4sULvH79WuFawN27d8fcuXPLVLk1PkvJDMOULywIZJgvRo4cifj4eHTs2BFz586Fp6cn1q1bh8+fP6u0+kXxWsW5ubmIi4vDrVu3ynTt4B9++AHLly8HUFD3dMaMGZg5cyYiIiIwY8aMMhXYKEPRQxLA/8v7ubq6KrxkL8ssYmkrflBh8ODBahoJwzCqxvYEMowYKSkpuHr1KmxtbbnqEKXpl19+QVZWFlatWlXqfcvCwMAAt27dgpWVFX755RfcunULBw8exPXr1/Htt9/ixYsX6h5imSFtFnHcuHFqHB3DMBUVmwlkGDHq1q2LunXrqq3/oUOHokWLFmU2CNTR0eFyGJ45cwbDhw8HUJDaQlpJsopGFbOIDMMwfLEgkGG+WLBggcTb582bV0ojKRAbGyuUg6+sadeuHWbMmIG2bdvi8uXL2LdvHwDgwYMHsLCwUPPolEdDQ0Pq4ReBQCAxOfb8+fOVPSyGYRjeWBDIMF8cOnRI6Ofc3FwkJSVBS0sLtra2KgsCi2/EJyKkpqbi6tWr8Pf3V0mfyrB+/XpMmjQJBw8exKZNm7iToydOnICHh4eaR6c8xf8uirpw4QLWrVsHtquGYZjyiO0JZBgJMjMz4e3tjb59+2LYsGEq6aN4TrfCpcJOnTrB3d1dJX0y/Ny7dw9z587F0aNH4eXlhYULF4rcOqCMWUSGYRhVYUEgw0hx69Yt9OjRA8nJyeoeSpkg636/sljyjq/nz59j/vz5CAwMRLdu3bB06VI0atRI7P0PHz4s9rais4jv379XxXAZhmEkYsvBDCPFu3fvkJGRofJ+Pn36hFevXiE/P1/oenUeThGlsGycOEQEgUCgslrL6pCRkYElS5Zg3bp1cHZ2Rnh4ONq3by+1Xe/evUtcJ2oWkWEYRh1YEMgwX/z+++9CPxfuzQsKClLpHrcHDx5g9OjRuHDhQon+y2IwFRkZqe4hlKoVK1Zg+fLlMDMzQ3BwsMjAThbFZxHj4uIkziIyDMOoGlsOZpgvCkvGFSq6N2/u3LkwNDRUSb9t27aFlpYW5syZA3Nz8xKzbOrIUcj8n4aGBnR1ddGlSxdoamqKvZ+4ChrFZxGXL18u0ywiwzCMqrGZQIb5IikpSS39xsXF4dq1ayxfXBk1fPhwhesjK2sWkWEYRhXYTCDDqFnz5s2xZs0argYv8/XgO4vIMAyjSmwmkGGKuHLlCg4cOICUlBR8+vRJ6DZlflAXPWG7fPly+Pn5YcmSJXB0dIS2trbQfb/GU7YVBZ9ZRIZhGFVjM4EM88XevXsxfPhwuLu74/Tp03B3d8fDhw/x4sUL9O3bFzt27FBaX8XzxxUeAimqrB4MYRiGYb4ObCaQYb5YsmQJ1qxZg8mTJ8PQ0BABAQGwtrbG+PHjYW5urtS+KtoJW4ZhGKbsYTOBDPOFvr4+bt++DSsrK1SvXh2RkZFwdHTE3bt30alTJ6Smpiq1v8zMTKlLvREREejUqZNS+1WW7OxsLFu2DOHh4SLzGz5+/FhNI2MYhmFkwWYCGeaLqlWr4r///gMA1K5dG7du3YKjoyPevXuHnJwcpffXo0cPhIWFoXLlyiJvj4yMRK9evZCVlaX0vpVhzJgxiIqKwrBhw0SmtmEYhmHKNhYEMswX7du3x+nTp+Ho6IgBAwbAx8cHEREROH36NDp37qz0/tLT0/H9998jNDS0xMnRqKgo9OzZE2PGjFF6v8py4sQJHDt2DG3btlX3UBiGYRgFsOVghvkiPT0dHz58QK1atZCfn49Vq1bh/PnzsLOzg7+/P0xMTJTa3/Pnz9G+fXu0bt0au3fv5q6Pjo6Gp6cnvL29sW7dOqX2qUzW1tY4fvw4GjRooO6hMAzDMApgQSDDqFFiYiLat2+P/v374/fff8f58+fRvXt3DBs2DBs3blT38CTavXs3Dh8+jMDAQOjp6al7OAzDMIycWBDIVGhF8/VJo6p8fQkJCXB1dUWvXr1w6NAhDBo0CFu2bFFJX3w1adJEaO/fo0ePQESwsrIqkd/w+vXrpT08hmEYRg5sTyBToRkbG0s90KCqfH2FAaiVlRX27NmDvn37ok+fPlixYoVQcFqWkkX36dNH3UNgGIZhlITNBDIVWlRUlMz37dixo1L7FpUwGgB3HUsWzTAMw6gSCwIZRk1kDUCVHXwyDMMwDMCCQIbhREdHS7y9Q4cOpTSS8iEvLw9r1qzB/v37RdZaTk9PV9PIGIZhGFmwPYEM84Wrq2uJ64ou17JlWWG//vortm3bhhkzZsDf3x8//fQTkpOTERoainnz5ql7eAzDMIwUbCaQYb7IyMgQ+jk3Nxc3btyAv78/Fi9erJKE0eWZra0tfv/9d3h6esLQ0BBxcXHcdRcvXsRff/2l7iEyDMMwErCZQIb5okqVKiWu69q1KypVqgRfX19cu3ZNDaMqu168eAFHR0cAgIGBARdE9+jRA/7+/uocGsMwDCMDDXUPgGHKOlNTU9y/f1/dwyhzLCwskJqaCgCws7NDWFgYAODKlSuoVKmSOofGMAzDyIDNBDLMFwkJCUI/ExFSU1OxbNkyNG7cWE2jKrv69u2L8PBwtGzZEj4+Phg8eDD+/PNPpKSkwNfXV93DYxiGYaRgewIZ5ovCvH3FXxKtWrXC9u3bUb9+fZX0m52djWXLliE8PByvXr1Cfn6+0O2PHz9WSb/KdunSJcTExMDOzg69evVS93AYhmEYKVgQyDBfPHnyROhnDQ0NmJqaonLlyirtd/DgwYiKisKwYcNgbm5eooKJj4+PSvtXRG5uLsaNGwd/f3/Y2NioezgMwzCMAlgQyDBqZmxsjGPHjqFt27bqHopcjI2Ncf36dRYEMgzDlFPsYAjDFBEeHo4ePXrA1tYWdnZ26NGjB86cOaPSPk1MTFC1alWV9qEKffv2RWhoqLqHwTAMwyiIzQQyzBfr16+Hr68v+vfvj9atWwMALl68iIMHD+K3337DlClTVNLv7t27cfjwYQQGBkJPT08lfajC4sWLsWrVKnTu3BlNmzaFvr6+0O3Tpk1T08gYhmEYWbAgkGG+qF27NubOnVsi2NuwYQMWL16M58+fK62vJk2aCO39e/ToEYgIVlZW0NbWFrrv9evXldavMllbW4u9TSAQlJsDLQzDMBUVSxHDMF9kZmbCw8OjxPXu7u6YPXu2Uvvq06ePUh9PHZKSktQ9BIZhGIYHNhPIMF94eXnB2dkZP/zwg9D1q1atwrVr1xAcHKymkZVtnz59QlJSEmxtbaGlxb5XMgzDlBcsCGSYLxYtWoRVq1ahbdu2QnsCY2JiMHPmTBgZGXH3ZfvdgJycHEydOhWBgYEAgAcPHsDGxgbTpk1DrVq1MGfOHDWPkGEYhpGEBYEM84WkPW5FKXu/W15eHtasWYP9+/cjJSUFnz59Ero9PT1daX0pk4+PD2JiYrB27Vp4eHggISEBNjY2OHLkCObPn48bN26oe4gMwzCMBGzthmG+UNcet19//RXbtm3DjBkz4O/vj59++gnJyckIDQ3FvHnz1DImWYSGhmLfvn1o1aqV0CEXBwcHJCYmqnFkDMMwjCxYnkCGKebTp0+4f/8+Pn/+XCr97dmzB1u3bsWsWbOgpaWFwYMHY9u2bZg3bx4uXrxYKmNQxOvXr1GjRo0S12dnZ5eoesIwDMOUPSwIZJgvcnJyMHr0aOjp6aFhw4ZISUkBULD/b9myZSrr98WLF3B0dAQAGBgYICMjAwDQo0cPHDt2TGX98tW8eXOh8RUGflu3buX2VDIMwzBlFwsCGeaLuXPnIj4+HmfPnhWqF9ylSxfs27dPZf1aWFggNTUVAGBnZ4ewsDAAwJUrV1CpUiWV9cvX0qVL8dNPP2HixIn4/PkzAgIC0LVrV+zcuROLFy9W9/AYhmEYKVgQyDBfhIaGYv369WjXrl2p7nHr27cvwsPDARQctvD398c333yD4cOHY9SoUSrrl682bdogJiYGOTk5sLW1RVhYGGrWrInY2Fg0bdpU3cNjGIZhpGCngxnmCz09Pdy6dQs2NjYwNDREfHw8bGxsEB8fjw4dOnDLtKp26dIlxMTEwM7ODr169SqVPhmGYZiKh80EMswX6tjjlpubi5EjRwqlnGnZsiVmzJhRrgLA9+/fIzMzU+jCMAzDlG0sRQzDfLF06VJ4eHjgzp073B6327dvIzY2FlFRUSrpU1tbG4cOHYK/v79KHl+VcnJy4Ofnh/379yMtLa3E7Xl5eWoYFcMwDCMrNhPIMF9I2uP2zTffqKzfvn37IjQ0VGWPryo//PADIiIisHHjRlSqVAnbtm3Dr7/+ilq1amHXrl3qHh7DMAwjBdsTyFR4q1atwqxZs8TenpmZCXd3d5Xl7Fu8eDFWrVqFzp07o2nTptDX1xe6vayWqKtbty527doFV1dXGBkZ4fr167Czs0NQUBCCg4Nx/PhxdQ+RYRiGkYAFgUyFp6uri40bN2LkyJElbsvKykLXrl2RkZGBO3fuqKR/SeXqlF2iTpkMDAxw+/ZtWFpawsLCAiEhIWjRogWSkpLg6OiIrKwsdQ+RYRiGkYDtCWQqvKCgIAwbNgwmJibo06cPd31WVhbc3d2Rnp6O6OholfWvrnJ1fNnY2CA5ORmWlpZwcHDA/v370aJFCxw9ehTGxsbqHh7DMAwjBdsTyFR4/fv3x7p16zBkyBBERkYCKAgAPTw88ObNG5w9exY1a9ZU+ThKu1wdXyNHjkR8fDyAgkTbhXsDfX198cMPP6h5dAzDMIw0bDmYYb5YsWIFFi9ejMOHD8Pf3x+pqamIiopC7dq1VdpvTk4Opk6disDAQADAgwcPYGNjg2nTpqFWrVqYM2eOSvtXlpSUFFy9ehW2trZo3LixuofDMAzDSMFmAhnmCz8/P0yaNAmdO3fG8+fPcfbsWZUHgID6ytUpW926ddGvXz8WADIMw5QTbE8gU+H169dP6GdtbW1Ur169xKnckJAQlfQfGhqKffv2oVWrVqVaro6P/Px87Ny5EyEhIUhOToZAIIC1tTX69++PYcOGCT0PhmEYpmxiQSBT4VWpUkXo58GDB5dq/69fv0aNGjVKXJ+dnV0mgykiQq9evXD8+HE0btwYjo6OICLcvXsX3t7eCAkJKZd5DxmGYSoaFgQyFd6OHTvU2n9hubqpU6cCKJ1ydXzs3LkT0dHRCA8Ph5ubm9BtERER6NOnD3bt2oXhw4eraYQMwzCMLNjBEIZRswsXLsDDwwNeXl7YuXMnxo8fL1SurmnTpuoeohB3d3d06tRJ7IGVJUuWICoqCqdOnSrlkTEMwzDyYAdDGEbNJJWrK2sBIAAkJCTAw8ND7O3du3fnUscwDMMwZRebCWQYRi46Ojp48uQJzM3NRd7+/PlzWFtb4+PHj6U8MoZhGEYebE8gw5Qh79+/R25urtB1RkZGahqNaHl5edDSEv/WoampWW4SXjMMw1RkLAhkGDXLycmBn58f9u/fj7S0tBK35+XlqWFU4hERvL29UalSJZG3sxlAhmGY8oEFgQyjZj/88AMiIyOxceNGDB8+HBs2bMCzZ8+wZcsWLFu2TN3DK2HEiBFS78NOBjMMw5R9bE8gw6hZ3bp1sWvXLri6usLIyAjXr1+HnZ0dgoKCEBwcjOPHj6t7iAzDMMxXiJ0OZhg1S09Ph7W1NYCC/X/p6ekAgHbt2iE6OlqdQ2MYhmG+YiwIZBg1s7GxQXJyMoCCUnH79+8HABw9ehTGxsbqGxjDMAzzVWPLwQyjZmvWrIGmpiamTZuGyMhIeHp6Ii8vD58/f8Zvv/0GHx8fdQ+RYRiG+QqxIJBhypiUlBRcvXoVtra2aNy4sbqHwzAMw3ylWBDIMAzDMAxTAbEUMQyjRvn5+di5cydCQkKQnJwMgUAAa2tr9O/fH8OGDYNAIFD3EBmGYZivFJsJZBg1ISL07NkTx48fR+PGjVG/fn0QEe7evYubN2+iV69eCA0NVfcwGYZhmK8UmwlkGDXZuXMnoqOjER4eDjc3N6HbIiIi0KdPH+zatYslXmYYhmFUgs0EMoyauLu7o1OnTpgzZ47I25csWYKoqCicOnWqlEfGMAzDVAQsTyDDqElCQgI8PDzE3t69e3fEx8eX4ogYhmGYioQFgQyjJunp6ahZs6bY22vWrIm3b9+W4ogYhmGYioQFgQyjJnl5edDSEr8tV1NTE58/fy7FETEMwzAVCTsYwjBqQkTw9vZGpUqVRN7+8ePHUh4RwzAMU5GwIJBh1GTEiBFS78NOBjMMwzCqwk4HMwzDMAzDVEBsTyDDMAzDMEwFxIJAhmEYhmGYCogFgQzDMAzDMBUQCwIZhmEYhmEqIBYEMgzDMAzDVEAsCGQYhvni7NmzEAgEePfunVIe75dffoGzs7NSHothGEbZWIoYhmHKJG9vbwQGBgIAtLS0UKdOHfTr1w+//vor9PX1VdLnp0+fuHJ+AoGA9+NlZWXh48ePqFatmhJGxzAMo1wsWTTDMGWWh4cHduzYgdzcXJw7dw5jxoxBdnY2Nm3aJHS/3NxcaGtr8+5PR0cHZmZmvB+nkIGBAQwMDJT21YhdoAAAA/5JREFUeAzDMMrEloMZhimzKlWqBDMzM9SpUwdDhgyBl5cXQkNDuWXW7du3w8bGBpUqVQIRISUlBb1794aBgQGMjIwwYMAAvHz5EgBw//59CAQC3Lt3T6iP3377DVZWViCiEsvBO3fuhLGxMU6dOoUGDRrAwMAAHh4eSE1N5dqfPXsWLVq0gL6+PoyNjdG2bVs8efIEAFsOZhimbGNBIMMw5Yauri5yc3MBAI8ePcL+/fvx999/Iy4uDgDQp08fpKenIyoqCqdPn0ZiYiIGDhwIALC3t0fTpk2xZ88eocf866+/MGTIELHLvzk5OVi1ahWCgoIQHR2NlJQUzJo1CwDw+fNn9OnTBx07dkRCQgJiY2Mxbtw4pSwlMwzDqBpbDmYYply4fPky/vrrL3Tu3BlAwf69oKAgmJqaAgBOnz6NhIQEJCUloU6dOgCAoKAgNGzYEFeuXEHz5s3h5eWF9evXY+HChQCABw8e4Nq1a9i1a5fYfnNzc7F582bY2toCAKZMmYIFCxYAADIzM5GRkYEePXpwtzdo0EA1vwCGYRglYzOBDMOUWf/88w8MDAxQuXJltG7dGh06dMC6desAAJaWllwACAB3795FnTp1uAAQABwcHGBsbIy7d+8CAAYNGoQnT57g4sWLAIA9e/bA2dkZDg4OYsegp6fHBXgAYG5ujlevXgEAqlatCm9vb3Tr1g09e/ZEQECA0FIxwzBMWcaCQIZhyiw3NzfExcXh/v37+PDhA0JCQlCjRg0AKHFCmIhELsMWvd7c3Bxubm7466+/AADBwcEYOnSoxDEUP3AiEAhQNKnCjh07EBsbizZt2mDfvn2oV68eF2QyDMOUZSwIZBimzNLX14ednR0sLS2lnv51cHBASkoKnj59yl13584dZGRkCC3Renl5Yd++fYiNjUViYiIGDRrEe5xNmjTB3LlzceHCBTRq1IgLMhmGYcoyFgQyDPNV6NKlC5ycnODl5YXr16/j8uXLGD58ODp27IhmzZpx9+vXrx8yMzMxceJEuLm5oXbt2gr3mZSUhLlz5yI2NhZPnjxBWFgYHjx4wPYFMgxTLrAgkGGYr4JAIEBoaChMTEzQoUMHdOnSBTY2Nti3b5/Q/YyMjNCzZ0/Ex8fDy8uLV596enq4d+8evvvuO9SrVw/jxo3DlClTMH78eF6PyzAMUxpYxRCGYRiGYZgKiM0EMgzDMAzDVEAsCGQYhmEYhqmAWBDIMAzDMAxTAbEgkGEYhmEYpgJiQSDDMAzDMEwFxIJAhmEYhmGYCogFgQzDMAzDMBUQCwIZhmEYhmEqIBYEMgzDMAzDVEAsCGQYhmEYhqmAWBDIMAzDMAxTAbEgkGEYhmEYpgL6H/tXbUzbx3wQAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Membaca file CSV\n",
"data = pd.read_csv(\"E://Kuliah TK.3//Semester 6//Data Sains//Materi//data15.csv\")\n",
"\n",
"# 1. Perbandingan Populasi antara 2010 dan 2020 berdasarkan Provinsi\n",
"plt.figure(figsize=(10, 6))\n",
"data[['PROVINCE', 'POP10', 'POP20']].set_index('PROVINCE').plot(kind='bar')\n",
"plt.xlabel('Provinsi')\n",
"plt.ylabel('Populasi')\n",
"plt.title('Perbandingan Populasi antara 2010 dan 2020 berdasarkan Provinsi')\n",
"plt.show()\n",
"\n",
"# 2. Hubungan antara Koordinat Geografis (Latitude dan Longitude) dengan Edukasi Index (EI) pada Tahun 2018\n",
"plt.figure(figsize=(10, 6))\n",
"plt.scatter(data['LONG'], data['LAT'], c=data['EI18'], cmap='viridis')\n",
"plt.xlabel('Longitude')\n",
"plt.ylabel('Latitude')\n",
"plt.title('Hubungan Koordinat Geografis dengan Edukasi Index pada Tahun 2018')\n",
"plt.colorbar(label='EI 2018')\n",
"plt.show()\n",
"\n",
"# 3. Distribusi Unemployment Rate (UR) pada Tahun 2020-2023\n",
"plt.figure(figsize=(10, 6))\n",
"data[['UR20', 'UR21', 'UR22', 'UR23']].boxplot()\n",
"plt.ylabel('Unemployment Rate')\n",
"plt.title('Distribusi Unemployment Rate pada Tahun 2020-2023')\n",
"plt.show()\n",
"\n",
"# 4. Tren Pertumbuhan Gross Domestic Product (GDP) pada Tahun 2020-2023\n",
"plt.figure(figsize=(10, 6))\n",
"data[['GDPACMP20', 'GDPACMP21', 'GDPACMP22', 'GDPACMP23']].plot()\n",
"plt.xlabel('Tahun')\n",
"plt.ylabel('GDP Growth Rate')\n",
"plt.title('Tren Pertumbuhan GDP pada Tahun 2020-2023')\n",
"plt.legend(loc='upper left')\n",
"plt.show()\n",
"\n",
"# 5. Perbandingan Minimum Wage (MW) antara 2022 dan 2023 berdasarkan Provinsi\n",
"plt.figure(figsize=(10, 6))\n",
"data[['PROVINCE', 'MW22', 'MW23']].set_index('PROVINCE').plot(kind='bar')\n",
"plt.xlabel('Provinsi')\n",
"plt.ylabel('Minimum Wage')\n",
"plt.title('Perbandingan Minimum Wage antara 2022 dan 2023 berdasarkan Provinsi')\n",
"plt.show()"
]
}
],
"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": "3.11.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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