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@Antara000
Created March 21, 2024 07:29
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{
"cells": [
{
"cell_type": "markdown",
"id": "acece28d",
"metadata": {},
"source": [
"<h2>Jawaban No 1</h2>\n",
"\n",
"Struktur Piramida yaitu data, informasi, pengetahuan, dan kearifan menunjukkan bahwa ada hubungan hierarkis di antara mereka. Data bertindak sebagai fondasi untuk pembentukan informasi, yang kemudian menjadi landasan bagi pengetahuan. Sementara itu, pengetahuan menjadi dasar untuk mencapai kearifan. Pengalaman masa lalu menjadi sumber untuk memperoleh data dan informasi, sedangkan pengetahuan dan kearifan digunakan sebagai pedoman untuk merencanakan masa depan yang lebih baik."
]
},
{
"attachments": {
"DIKW%20DIagram-2.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "7b88ccf7",
"metadata": {},
"source": [
"![DIKW%20DIagram-2.png](attachment:DIKW%20DIagram-2.png)"
]
},
{
"cell_type": "markdown",
"id": "7304f41e",
"metadata": {},
"source": [
"<h2>Jawaban No 2</h2>\n",
"\n",
"Menurut saya Metadata dan Data sama sama penting karena :\n",
"* Data sendiri merupakan suatu informasi yang diperlukan untuk membentuk suatu produk\n",
"* Didalam Data terdapat Metadata yang juga tidak kalah penting untuk memastikan keaslian suatu data atau membantu dalam membuat analysis sehingga dapat menggambil suatu keputusan yang lebih akurat\n",
"* Bila data diibaratkan sebagai foto makan terdapat metadata seperti Lokasi foto diambil,waktu foto diambil, serta berapa size dari foto tersebut, dll.\n",
"\n",
"Manfaat Metadata:\n",
"\n",
"* Penemuan data: penemuan data yang diinginkan menjadi mudah dan cepat.\n",
"* Pemahaman data: memahami konteks dan makna di balik data.\n",
"* Pengelolaan data: pengaturan dan pengelolaan data menjadi lebih efisien.\n",
"* Ketahanan data: memastikan keakuratan dan keaslian data.\n",
"\n",
"Berikut ini Tiga Jenis Meta Data :\n",
"\n",
"**Metadata Deskriptif (Descriptive Metadata):**\n",
"\n",
"Berperan dalam mengidentifikasi dan menjelaskan sumber informasi.\n",
"\n",
"Ini membantu pengguna dalam memahami esensi dan isi dari suatu data.\n",
"\n",
"Contoh dari metadata deskriptif mencakup judul, penulis, tanggal penerbitan, kata kunci, ringkasan, dan subjek.\n",
"\n",
"**Metadata Struktural (Structural Metadata):**\n",
"\n",
"Fokus pada informasi tentang manajemen data itu sendiri.\n",
"\n",
"Ini terkait dengan bagaimana data dibuat, dijaga, dan diakses.\n",
"\n",
"Contoh dari metadata administratif mencakup informasi tentang pemilik data, tanggal pembuatan, hak akses, dan riwayat perubahan data.\n",
"\n",
"**Metadata Administratif (Administrative Metadata):**\n",
"\n",
"Menjelaskan bagaimana data disusun dan diatur.\n",
"\n",
"Informasi ini penting untuk memahami hubungan antara data dan cara penggunaannya.\n",
"\n",
"Contoh metadata struktural mencakup informasi tentang format file, ukuran data, dan struktur database."
]
},
{
"cell_type": "markdown",
"id": "463c8aee",
"metadata": {},
"source": [
"<h2>Jawban No 3</h2>\n",
"\n",
"Data science merupakan profesi yang menggunakan data untuk menghasilkan pengetahuan yang berharga. Seorang data scientist berperan sebagai pengolah antara data mentah mejadi informasi yang bermanfaat bagi organisasi maupun institusi.\n",
"\n",
"terdapat tiga aspek fundamental dalam data science yaitu :\n",
"\n",
"* Keahlian Kuantitatif: Matematika, statistik, dan pemrograman menjadi kunci untuk mengolah data dan membangun model.\n",
"\n",
"* Pemahaman Domain: Memahami konteks dan istilah dalam bidang yang ditekuni membantu data scientist dalam menginterpretasi data dengan tepat.\n",
"\n",
"* Keterampilan Komunikasi dan Visualisasi Data: Kemampuan untuk menyampaikan hasil analisis secara efektif kepada pemangku kepentingan, baik yang berbasis teknis maupun non-teknis, menjadi bagian penting dari peran seorang data scientist.\n",
"\n",
"Ketiga aspek ini adalah dasar yang sangat penting bagi seorang data scientist untuk beroperasi secara efektif dan memberikan kontribusi yang berarti bagi organisasi. Seorang data scientist harus memiliki keseimbangan antara keahlian teknis dan non-teknis agar bisa berhasil dalam pekerjaannya."
]
},
{
"cell_type": "markdown",
"id": "072294e5",
"metadata": {},
"source": [
"<h2>Jawaban No 4</h2>\n",
"\n",
"Dengan menggunakan Virtual Environment user dapat dengan mudah membuat list library dan package requirement yang terdapat pada device awal sehingga pada saat di gunanakan pada device baru tidak terjadi perbedaan dan dipastikan hasil akan sama persis sepeti yang dimaksudkan.\n",
"\n",
"Hal ini berkaitan dengan Reproduktivitas serta konsistensi yang mejadi unggulan pada penggunaan fitur Virtual Environment pada Python."
]
},
{
"cell_type": "markdown",
"id": "654b6f00",
"metadata": {},
"source": [
"<h2>Jawaban No 5</h2>"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "5f1a74e1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 1000x600 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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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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",
"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",
"data = pd.read_csv(\"C:\\\\Users\\\\shakt\\\\Downloads\\\\data11.csv\")\n",
"\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",
"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",
"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",
"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",
"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()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ff4c906f",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "16354e99",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "39f07bdc",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "da2ec263",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "811e3bee",
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.11.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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