analisi-dati-covid19-campania/notebooks/05-analisi-3-mesi.ipynb

288 lines
238 KiB
Plaintext

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Analisi ultimi 3 mesi - analisi-dati-covid19-campania\n",
"Dataset:\n",
"[Link dataset - COVID-19 Monitoraggio situazione: Dati di dettaglio relativi alla Regione Campania](https://dati.regione.campania.it/catalogo/datasetdetail/covid-19-monitoraggio-situazione-dati-di-dettaglio-relativi-alla-regione-campania) \n",
"\n",
"**Grafici presenti**: \n",
"- Andamento positivi\n",
"- Andamento nuovi positivi giornalieri\n",
"- Andamento % Positivi/Tamponi\n",
"- Andamento tamponi giornalieri\n",
"- Andamento ospedalizzati e terapia intensiva\n",
"- Andamento % letalità"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Caricamento dati da notebook di pre-elaborazione dati\n",
"%run pre_elaborazione_dati.ipynb\n",
"analisi_giorni = dati_selezionati.tail(90)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Andamento positivi"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'Andamento positivi (ultimi 3 mesi)'}, xlabel='Data aggiornamento'>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"analisi_giorni.plot(kind='line', x='Data aggiornamento', y=[\"Totale positivi\"], grid=True, title='Andamento positivi (ultimi 3 mesi)', figsize=(12,6))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Andamento nuovi positivi giornalieri"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'Andamento nuovi positivi giornalieri (ultimi 3 mesi)'}, xlabel='Data aggiornamento'>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"analisi_giorni.plot(kind='line', x='Data aggiornamento', y=[\"Nuovi positivi\"], grid=True, title='Andamento nuovi positivi giornalieri (ultimi 3 mesi)', figsize=(12,6))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Andamento % Positivi/Tamponi"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'Andamento % Positivi/Tamponi (ultimi 3 mesi)'}, xlabel='Data aggiornamento'>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"analisi_giorni.plot(kind='line', x='Data aggiornamento', y=\"% Positivi/Tamponi\", grid=True, title='Andamento % Positivi/Tamponi (ultimi 3 mesi)', figsize=(12,6))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Andamento tamponi giornalieri"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'Andamento tamponi giornalieri (ultimi 3 mesi)'}, xlabel='Data aggiornamento'>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAtIAAAGDCAYAAAAGUPdlAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAACdkUlEQVR4nOzdeXxcZ3X4/88zizTad8mSvO9bYsdxNrI5ZCUFAoSdklBaKEtLoUCBFspW+NHSwreUQhvWUPYECEkIhCTEWZ3FTmzHa2zLi2RJtnbNotmf3x/3Xnksj0Yzo1mupPN+vfyyPHNn5tHoenTmzHnOUVprhBBCCCGEEJlxFHsBQgghhBBCzEQSSAshhBBCCJEFCaSFEEIIIYTIggTSQgghhBBCZEECaSGEEEIIIbIggbQQQgghhBBZkEBaCHEOpdRWpdRfFXsdwqCU+r1S6vYsb7tXKbUltytK63HfpZR6MuHfPqXU0izv60ql1MEpjvmZUup1ad5fyvNbKfU/SqnPZLhM67b/qJT6bja3LYaJz61S6jml1LpirkmImUQCaSFmETNAGFJKlRZ7LbmmlFqslNJKKVeWt9+ilOrK9boKQWv9Kq31nVnedp3WemuOl5TNOiq11h1Z3vYJrfWqya5XSp0PbAB+m+l9Twz4zcd7n9b6i5mvFLTWX9ZaJw3SlVJrlVLbzf+jQ0qph5VSa7N5nFxJ8tz+O/CFYq1HiJlGAmkhZgml1GLgSkADry3uasRMl+0bllxLcx1/DfxE23/CWDfwRqAeaATuBX5e1BWd617gGqXUvGIvRIiZQAJpIWaP24BngB8CZ5UBKKV+qJT6b6XU75RSXqXUs0qpZQnXX6+UOqCUGlFKfRNQCdctU0r9SSk1oJTqV0r9RClVm3D9MaXUx5VSu5VSfqXU95RSLWY5gtfMutUlHH+pUupppdSwUmpXYtmBmVH/olLqKfO2f1RKNZpXP27+PWyWCVymlHIopT6tlDqulDqtlPqRUqpm4hOjlKoAfg+0mbf1KaXalFIXK6W2mWvpUUp9UylVknA7rZT6gFLqkLmeL5rPx9NKqVGl1C+t462Mt/nRfr/5vLwj4b5qzPX1mev9tFLKYV73LqXUk0qpfzczlUeVUq+a8LxMluUsU0rdad5uv1LqHxIz7+Y6rjO/LlVK/T+lVLf55/9Zn14krP8TSqle4AdKqc+Z3+OPzO9/r1Jqc8J9f1IpdcS8bp9S6vXJ1pjwXC5PWMe/K6VOKKVOKaOUoizFOqb6NOFVwGMJj/U5pdSPE/6d9NMMpdQa4H+Ay8xzYti8/IdKqX+ZsJ5/MM+xHqXU65RSNyulXlZKDSql/nGyx06ktR7WWh8zA34FxIDlKZ6zrUqpfzHPN59S6j6lVIMy/g+OKqWeV8YbaOv41Uqph8w1HVRKvTnhupvNn5FXKXVSKfWxxO8vYY1BYAdwY4rnWwhhkkBaiNnjNuAn5p8blVItE65/K/B5oA44DHwJQBmB6q+BT2NkyY4AlyfcTgH/H9AGrAEWAJ+bcN+3AtcDK4HXYASt/wg0YbzOfMh8rHbgd8C/YGTlPgb8SinVlHBfbwf+AmgGSsxjAK4y/641ywS2Ae8y/1wDLAUqgW9OfGK01n6MYKvbvG2l1robI5D5iPl9XwZcC3xgws1vBC4ELgX+AbgD+HPzeVgPvC3h2HnmfbVjvJm5QyllfWz+X0CNuc6rMX5ef5Fw20uAg+bt/w34nlJKMbXPAovN+73eXNtk/sn8PjZilEJcjPFzT1x/PbAIeK952Wsxsqa1GNnKxOf3CManIDUY59aPlVKtaaz5KxjnykaMQLId+Ocp1pGUMt4kLcF47jKitd4PvA/YZp4TtZMcOg/wJKzzOxjP84UY3/9nlFJL0n1cM2APYpwTX57i8LcC7zQfexmwDfgBxvOzH+Pnbz0PDwE/xfi/81bgW+pM6cj3gL/WWldhnLd/SvGY+zHODyHEFCSQFmIWUEpdgRF0/FJrvQMjwHn7hMN+o7V+TmsdxQi2N5qX3wzs1VrfrbWOAP8P6LVupLU+rLV+SGsd0lr3AV/DCAQT/ZfW+pTW+iTwBPCs1vpFM7v1G+AC87g/Bx7QWj+gtY5rrR8CtptrsPxAa/2y1noM+GXCOpN5B/A1rXWH1toHfAp468TM42S01ju01s9oraNa62PA/yb53v5Naz2qtd4L7AH+aD7eCMYbhgsmHP8Z87l6DONNw5uVUk6MwOZTWmuv+Vj/gREgWY5rrb+jtY4BdwKtwMQ3Q8m8Gfiy1npIa90FfCPFse8AvqC1Pm3+LD8/YQ1x4LPm+sfMy540f14x4P9ICLC01ndprbvNn+UvgEMYwfmkzDcH7wU+orUe1Fp7MYLJt06xjsnUmn97pzhuOiLAl8z/Hz/HeLPzn+bPci+wjwwCTzNgrwH+BnhxisN/oLU+knC+HdFaP2z+P76LM+ffq4FjWusfmOfzi8CvgDclfA9rlVLV5rnyQorH9HLmeRVCpCCBtBCzw+0YAV6/+e+fMqG8g4TgGAhgZG/ByDR3WleYHzuP/1sZZRo/Nz8OHgV+jBFIJDqV8PVYkn9bj7UIeJMySimGzczcFRhB41TrTKYNOJ7w7+OAi/QCUJRSK5VS9yules3v7ctk/70BDJnZ78T1tJn36U6y1vaEfye+eQmYX6b63i1n/fwmfJ3s2IlraEv4d5/55ifRxJ+Hx3qjopS6TSm1M+FnuZ5zn7+JmoByYEfC7f5gXp5qHZMZNv+uSvP4bAyYbyTA+JlD6vNgSuZ58j/Aj5RSzSkOzeT/1iUT/m+9AyObDsanRjcDx5VSjymlLkvxmFWceV6FEClIIC3EDGfWlr4ZuNoMCHsxyhU2KKXSyZL1YJQpWPenEv+NEVxq4DytdTVGVjmdkoNkOoH/01rXJvyp0Fp/JY3bJttI1o0RQFgWAlHODjZS3f7bwAFghfm9/SPZf28AdeZH7Inr6Qb6MTKCE9d6chqPZekB5if8e8FkB5L8+epO+Hfam/WUUoswShz+Bmgws6x7mPr568cIANclnAM1WuvEQDTtdZgB6RGMUhGLHyNYt6TaOFfMDYoOjHW2T3VgGjqBxyb836rUWr8fQGv9vNb6Foyyj3swPu2ZzBpgVw7WJMSsJ4G0EDPf6zBqfddilEFsxPhF+ARGHe5UfgesU0q9wcw0foizA48qwAeMmDXOH5/GWn8MvEYpdaNSyqmU8pibneZPeUvow/jIP7EX8c+AjyilliilKjGC/l+YH3tPdApoUGdvRqwCRgGfUmo18P5svqkJPq+UKlFKXYnxcftdZjbzl8CXlFJVZhD69xjPx3T9EviUUqrO/Pn8TYpjfwZ8WinVZNbG//M01lCBEYT2ASil/gIjI52S1jqOEYB/3crEKqXalVLT2dz2AGeX5OwErlJKLTR/3p9KcdtTwHyVsMk0X5SxqfcC89yvxiiTGsKoSZ6u+4GVSql3KqXc5p+LlFJrzPPxHUqpGrM8ZRTj/1KyNXowar8fysGahJj1JJAWYua7HaOO8oTWutf6g7Ep7B1T1Qub5SBvwtgANgCsAJ5KOOTzwCZgBCPo/nW2C9VadwK3YGR++zCyaB8njdcis9zhS8BT5kfXlwLfx6jbfRw4irGB628nuf0BjECyw7x9G8ZGxrdj1IR+B/hFtt+bqRcjMOrGqEN/n/m4mOvyAx3AkxjlN9+f5uOB0fO3C+P7fxi4GwhNcuy/YNSk7wZeAl4wL8uY1nofRp33Noxg9DzOPm9S+QTGhtdnzJKah4FJ+0Sn4Q6Mc12Za3sI42e5G6MDxf0pbvsnYC/Qq5TqT3FcLtRinIMjGFn0ZcBNGZSxTMqsNb8Bo9a8G+Nc/FfA6in/TuCY+Xy/D6PsI5nXAFvNzbhCiCkobfu2m0IIYX/KaOP3Y611Otn1fK7j/cBbtdYTN03Oakqpn2Jstr2n2GuZyZRSzwJ/qbXeU+y1CDET2KLhvhBCiOyY7eaWYmSGVwAfJUkLwNlOaz2xS43Igtb6kmKvQYiZRAJpIYSY2Uow2vYtwei08HPgW8VckBBCzBVS2iGEEEIIIUQWZLOhEEIIIYQQWZBAWgghhBBCiCzM2BrpxsZGvXjx4oI/rt/vp6KiYuoDxZwl54iYipwjYipyjohU5PworB07dvRrrZuSXTdjA+nFixezffv2gj/u1q1b2bJlS8EfV8wcco6Iqcg5IqYi54hIRc6PwlJKHZ/sOintEEIIIYQQIgsSSAshhBBCCJEFCaSFEEIIIYTIwoytkRZCCCGEyIVIJEJXVxfBYLDYS0lLTU0N+/fvL/YyZh2Px8P8+fNxu91p30YCaSGEEELMaV1dXVRVVbF48WKUUsVezpS8Xi9VVVXFXsasorVmYGCArq4ulixZkvbtpLRDCCGEEHNaMBikoaFhRgTRIj+UUjQ0NGT8qYQE0kIIIYSY8ySIFtmcAxJICyGEEEIU0cDAABs3bmTjxo3MmzeP9vb28X+Hw+Girm379u186EMfyug2N998M8PDw/lZkOlzn/sc//7v/w7AP//zP/Pwww9ndPv/+Z//4Uc/+tG01yE10kIIIYQQRdTQ0MDOnTsBI0CsrKzkYx/7WHEXZdq8eTObN2/O6DYPPPBA2sdqrdFa43Bkn9v9whe+kNHx0WiU973vfVk/XiLJSAshhBBC2Mx3vvMdLrroIjZs2MCtt95KIBAA4F3vehcf+chHuPTSS1m6dClbt27l3e9+N2vWrOFd73rX+O0rKyv5yEc+wrp167j22mvp6+sDYOfOnVx66aWcf/75vP71r2doaAiALVu28IlPfIKLL76YlStX8sQTTwDGFMVXv/rV56wvEAjw5je/mbVr1/L617+eSy65ZHzi9OLFi+nv7wfga1/7GuvXr2f9+vX8v//3/wA4duwYq1at4rbbbmP9+vU88cQTrFmzhve85z2sW7eOG264gbGxsZTPQ6J3vetd3H333QDs2LGDq6++mgsvvJAbb7yRnp6e8e/vwx/+MJs3b+Y///M/z8poT4dkpIUQQgghTJ+/by/7ukdzep9r26r57GvWZXSbN7zhDbznPe8B4NOf/jTf+973+Nu//VsAhoaG2LZtG/feey+vfe1reeqpp/jud7/LRRddxM6dO9m4cSN+v5/Nmzfz9a9/nS984Qt8/vOf55vf/Ca33XYb//Vf/8XVV1/NP//zP/P5z39+PMCNRqM899xzPPDAA3z+859PWS7xrW99i7q6Ovbt28eePXvYuHHjOcfs2LGDH/zgBzz77LNorbnkkku4+uqrqaur49ChQ9x5551ceumlHDt2jEOHDvGzn/2M73znO7z5zW/mV7/6FX/+53+e8nmYKBKJ8Ld/+7f89re/pampiV/84hf80z/9E9///vcBCIfD48H+5z73uYx+HpORQFoIIYSYxQb9YaLxOM1VnmIvRWRgz549fPrTn2Z4eBifz8eNN944ft2rXvUqlFKcd955tLS0cN555wGwbt06jh07xsaNG3E4HLzlLW8BGA9IR0ZGGB4e5uqrrwbg9ttv501vetP4/b7hDW8A4MILL+TYsWMp1/fkk0/yd3/3dwCsX7+e888/P+kxr3/966moqBi//yeeeILXvva1LFq0iEsvvXT82CVLlowH44mPn+p5mOjgwYPs2bOH66+/HoBYLEZra+v49dbzkUsSSAshhBCz2D/cvYtBf5hff+DyYi9lRsg0c5wv73rXu7jnnnvYsGEDP/zhD9m6dev4daWlpQA4HI7xr61/R6PRpPeXTkcK676cTuek95MrVnA98bGtx7dKO1I9DxNprVm3bh3btm1L6zFzQWqkhRBCiFns4Ckve06OEonFi70UkQGv10trayuRSISf/OQnGd8+Ho+P1w3/9Kc/5YorrqCmpoa6urrx+uf/+7//G89OZ+ryyy/nl7/8JQD79u3jpZdeOueYK6+8knvuuYdAIIDf7+c3v/kNV155ZUaPk8nzsGrVKvr6+sYD6Ugkwt69ezN6vExJRloIIYSYpSKxON3DQWJxzeHTPta0Vhd7SSJNX/ziF7nkkktoamrikksuwev1ZnT7iooKnnvuOf7lX/6F5uZmfvGLXwBw55138r73vY9AIMDSpUv5wQ9+kNX6PvCBD3D77bezdu1aVq9ezbp166ipqTnrmE2bNvGud72Liy++GIC/+qu/4oILLpiybCRRJs9DSUkJd999Nx/60IcYGRkhGo3y4Q9/mHXr8vcpg9Ja5+3O82nz5s3aKhgvpK1bt7Jly5aCP66YOeQcEVORc0RMJVfnyPEBP1d/dSsA//GmDdx64fxp3+dstH//ftasWVPsZaQtnRHhlZWV+Hy+vK0hFosRiUTweDwcOXKE6667joMHD1JSUpK3xyyEZOeCUmqH1jppD0DJSAshhBCz1InBM63C9naPcuuFRVyMmFUCgQDXXHMNkUgErTXf+ta3ZnwQnQ0JpIUQQohZ6viAEUjPq/awr2ekyKsRhZTPbDRAVVUVxagMsBvZbCiEEELMUp2DAUpcDq5Z3cS+7lFmajmnEHYlgbQQQggxSx0fCLCgroz17TWMBqN0DY0Ve0m2JW8yRDbngATSQgghxCx1YjDAwvpy1prdOvbmeGLfbOHxeBgYGJBgeg7TWjMwMIDHk9ngIqmRFkIIIWYhrTUnBgNcvKSe1fOqcSjY1zPKTevnFXtptjN//ny6urro6+sr9lLSEgwGMw74xNQ8Hg/z52fW2UYCaSGEEGIWGgpE8IWiLKgvp6zEydKmSvZJRjopt9vNkiVLir2MtG3dupULLrig2MsQSGmHEEIIMStZre8W1ZcDsLa1mn3d0rlDiFySQFoIIYSYhY4P+AFY2GAE0uvaqukeCTLkDxdzWULMKhJICyGEELNQp5mRXlBnZqTbjA2H+3qkvEOIXJFAWgghhJiFjg8EaK4qpazECTDeuUPqpIXIHQmkhRBCiFnoxGCARWZZB0BDZSnzqj3slTppIXJGAmkhhBBiFjoxGGBBfflZl61rq5bSDiFySAJpIYQQYpYJRmL0jgZZOCGQXttWzZE+P8FIrEgrE2J2kUBaCCGEmGW6hsbQmrNKO8Cok47FNQd7vUVamRCziwTSQgghxCxjdeyYmJFe11YDSOcOIXJFAmkhhBBilhnvIV1fcdbl8+vKqCp1yYZDIXJEAmkhhBBiljkxOEZ5iZPGypKzLnc4FGvaqqUFnhA5IoG0EEIIW/q/bcf47c6TxV7GjHRi0M/C+nKUUudct7a1mv09XmJxXYSVCTG7SCAthBDClr756GF+ub2z2MuYkZK1vrOsa6tmLBLjmFn+IYTIngTSQgghbGfQH+bUaAhvMFrspcw4WmtjGMskgfT4qHAp7xBi2iSQFkIIYTsHzK4SPhsE0rG4JhyNF3sZaevzhghG4ixsSB5Ir2iuwu1U7JVAWohpk0BaCCGE7ew3+xx7Q8UPpL/y+/285r+eLPYy0nZ8ktZ3lhKXgxXNVdICT4gckEBaCCGE7dglIx2NxfnVCyd5+bR3xmSlTwykDqTBKO/Y1z2C1rLhUIjpkEBaCCGE7RwwM9JjkRiRWPEC2Gc6Bhn0h9EaTo0Gi7aOTJwYDKAUzK+bPJBe11ZNvy9MnzdUwJUJMftMGUgrpRYopR5VSu1TSu1VSv2defnnlFInlVI7zT83J9zmU0qpw0qpg0qpGxMuv8m87LBS6pMJly9RSj1rXv4LpdTZjS+FEELMGdFYnJdPefG4jV9R/iKWd/zupe7xr7uHx4q2jkycGAzQVlNGiWvyX/FrW40Nh3ulvEOIaUknIx0FPqq1XgtcCnxQKbXWvO7rWuuN5p8HAMzr3gqsA24CvqWUciqlnMB/A68C1gJvS7iffzXvazkwBPxljr4/IYQQM8yxgQChaJyNC2oBita5IxqL84c9vawzu1x0j+QmkI7FNR19PqJ5yrQbre/KUh6zRjp3CJETUwbSWuserfUL5tdeYD/QnuImtwA/11qHtNZHgcPAxeafw1rrDq11GPg5cIsyusW/ErjbvP2dwOuy/H6EEELMcAd6jeDuosX1QPEC6W0dAwwFIrznyqUAdA9nX9oxHAjz250n+cgvdnLRlx7mlf/xGPfs7J76hlk4PhBg0YTR4BNVe9wsrC+XQFqIaXJlcrBSajFwAfAscDnwN0qp24DtGFnrIYwg+5mEm3VxJvDunHD5JUADMKy1jiY5XgghxBxzoMeL06G4YGEtAL4ilXb8bncPFSVOblo/j9r73BmXdhzt9/PASz386cBpXjwxRFxDXbmbq1c2cc/ObnryUCoSCEfp94UmbX2XaG1rNXu7R3K+BiHmkrQDaaVUJfAr4MNa61Gl1LeBLwLa/Ps/gHfnZZVn1vBe4L0ALS0tbN26NZ8Pl5TP5yvK44qZQ84RMRU5R1J7ck+QlnI4dnAPAE8//wKB4xnlfaYtGtfcvzPAeY1OnnnqCaqdMfZ0nGTr1oG07+PDjwYYDmmWVDt4zVI35zc5WVLjwKFG+L0T9h7qYKsz+Qj0bM+RTq9RLuLrPcbWrV0pjy0Phzk2EOH3Dz9KmevcUeLCvuQ1xD7SemVSSrkxguifaK1/DaC1PpVw/XeA+81/ngQWJNx8vnkZk1w+ANQqpVxmVjrx+LNore8A7gDYvHmz3rJlSzrLz6mtW7dSjMcVM4ecI2Iqco6k9k/P/IkLl9Vx9StWwLbHWLJyDVs2FvaDysdf7sMXeY53X7eRLevmsfL483QNjbFly1Vp3X40GGH4D3/k4zeu4oPXLD/n+rqnH6GmsYktW85Pevtsz5E/7u2Fp3Zw0xWb2WDWmE8m1nKKXx/aTuPyDeNlNGJmkNcQ+0ina4cCvgfs11p/LeHy1oTDXg/sMb++F3irUqpUKbUEWAE8BzwPrDA7dJRgbEi8VxtNLB8F3mje/nbgt9P7toQQQsxEo8EIJ4fHWD2viqpSI9dTjBrp3+3uobLUxVUrmwBoqy3LqLSj0xyKsqQxea1ydZmL0WBk+gud4IT5uIvSKO1Y11YDyIbDXDg5PMZp78xojyhyK52uHZcD7wReOaHV3b8ppV5SSu0GrgE+AqC13gv8EtgH/AH4oNY6Zmab/wZ4EGPD4i/NYwE+Afy9UuowRs3093L3LQohhJgpDpr9o9e0VlHpMQLpQtdIR2JxHtzXy3VrmvG4nQC01pQxGoymvZbOQSPoXjBJL+dqjztvgXSVx0VNmXvKY1uqS2mqKuUHTx1lx/GhnK9lLvnAT17gn+/ZO/WBYtaZsrRDa/0kkKx46oEUt/kS8KUklz+Q7HZa6w6Mrh5CCCHmMGui4ep51ZS5nTgdquDTDZ8+MsBwIMKfnd82fllbrQeAnuExVrRUTXkfVkZ6sjZ01WXuvAxDOT4QYFFDOcaHyakppfjPt27k43ft5o3/8zS3X7aYj924isrSwtajzwZH+3zE4jNj8qXILZlsKIQQwjb293qp9rhorfGglKKy1IU3D5nbVH63u5uqUhdXrmgcv6y91giIT6ZZ3tE5lDozXO3JT2lH52Ag5WjwiV6xrJEHP3IVt1+2mDu3HePGrz/OowdP53xds5k/FGU0GJUpkXOUBNJCCCFs40DPKKtbq8czqpWlLrwFLO2IxOI8uPcU169tGS/rAGg1A+mekfTqYDsHAyyomzwzXF3mZnQst4F0LK7pHAqwcIoe0hNVlrr43GvXcff7LqOsxMlf/OB5PvzzFxn0h3O6vtnKOif6fWHicV3k1YhCk0BaCCGELcTjmoO9XtbMO1M6UeVxFbS046nD/YyMRbj5vNazLm+pKsWh0h8TfmKKzLBRIx3F2G+fG72jQSIxnVFGOtGFi+r53Yeu4EPXruB3L/Vw3dcek42IaegxJ17G4pqhgLz5mGskkBZCCGELXUNj+MMxVrdWj19W5XEVtGvH73b3GGUdKxvPutzldNBS7UmrtCMe13QNjaUc011d5iIW1wTCsWmv2XJ8wA+k17FjMqUuJ39//Uru+9srGPSHeWjfqalvNMf1JEy87PNJecdcI4G0EEIIW9hvjgZfkxBIV5a6Cta1IxyN8+DeXq5f10Kpy3nO9W21ZWcFTZPp84UIReMsmCIjDeS0Ttra4JhtRjrR6nnVVJQ4Gclx+cls1D1y5s2V1EnPPRJICyGEsIUDPV6UgpUtleOXVXrcBQuknzrcz2gwyp9NKOuwtNZ4zgqaJnOmY0eKQNrchDg6lrvv7fhAAJdD0Vrjycn91ZS5JZBOQ89wEKsUXgLpuUcCaSGEELZwoHeUxQ0VlJecab9WyNKO373UQ5XHxRUrGpNe315bRs9IcMoNZZ1DZiA9SQ9pyE9G+sRggPa6MlzO3Pxqry7LT6/r2aZ7ZIyl5uAdCaTnHgmkhRBC5NXIWIRnOwamPO5Ar5fV887u0VxVoPZ3VlnHDWvnJS3rACMjHY7GGZiim8WJASNrPb8udY00kNPOHZm2vptKtWSk09IzEmR5cyVlbqcE0nOQBNJCCCHy6v+2HeMtdzzD/p7JO0AEwlGODfhZPa/6rMsrS12EonHC0fwOu3jqcD/eYJQ/O3/epMe0jbfAS13e0TkUoKW69Kz2eRPlIyN9PMeBdE0eWvTNNlpreobHaK0po6mqVDYbzkESSAshhMirjn6jm8T/PnZk0mNePuVDa1jdOiEjbY4J9+e5TvqlkyOAMaBkMlYgPVULPKuHdCq5rpEeGYswHIjM2ED6l8938oOnjhbksXJpNBjFH47RVusxAmnJSM85EkgLIYTIq65BI/C8b3fP+Ea8iaxs9ZqJGWkzc5vvOulTo0Hqyt0ps8hnAunUnTvSKbGw3iDkqnTCel6n0/puompPYUo7frWji3/41W6+/MB+BmZYRtf6dKK1poymSgmk5yIJpIUQQuRV51CAVyxrwKHge08mzzoe6BmlosR5Tl1xZakRcHpD+Q3oTo0GaalO3e2irtxNqcuRMiMdjsbpGQ0yf4pA2u10UF7izFnG90QanUIyVVPmxh+OEYnlr6zm8Zf7+MSvdrO+vZpITHPPzu68PVY+WO0QrYx0/wx7IyCmzzX1IUIIIUR2QtEYvaNB3rx5AW21Zfz8+RN86NoV1FeUnHXc/l4vq+ZV4XCcPVK72szc5nu64anREPOmaBunlBrv3DGZk8NjaJ1eL2djumH6gXQ4GueZjgH8oSjhWJxQJE4oGiNkXg656SFtqTE3RHqD0XN+Xrmw5+QI7//xDpY3V/LT91zKbd97jru2d/LuyxdPOlrdbroTM9JVpQwFIoSjcUpckqecKySQFkIIkTfdw0G0NjKlr9nQyt07urjz6WN85PqV48dorTnQM8qrN7Sdc/tKz5lgLp96R4Osba2e8rjW2tTTDcd7SKfo2GGpLnNlVCN9765uPnbXrkmvX9dWTZVZCpMLVh33yFgk54F052CAv/jh89SUubnz3RdT7XHz5s0L+MffvMTurhE2LKjN6ePlS89wEIeC5qpSmqpKARjwh2itmfrnL2YHCaSFEELkTWJguby5iuvWtHDntmP89dVLx/tF94wEGQ1GWTOh9R2cKe3I51CWSCxOvy9ESxqDTNpqynj8UN+k11s9pBemUaucaUa618x+3vc3V1BR6qTE5aDU5aTU7aDU5aAkR/2jLTUJgXQuDQfCvOsHzxGKxPjJ+18xXlLz6g2tfOH+vfxye+fMCaRHjJIgl9NBU6URSPd5JZCeS+SzByGEEHkzsXb3/VuWMhyI8PPnOsePOWCOBl+dJCM8npHOYyDd7wuhNbRUl055bGttGae9oUnb8Z0YDFDidNBSNXVQnunAk0F/hIoSJ+fNr2FpUyXz68ppqiql2uOm1OXMeTlEzXhnkdwF0sFIjL+6czudg2PccdtmVracefNU7XFz8/pW7t3ZzVg4lrPHzKeekbHxSZJWRlo2HM4tEkgLIYTIm86hAG6nGs86XrionosX1/O9J4+Ob2Lb3+MFYFWSjLTVbzmfNdK9Zs3zvCk2GwK013rQ2ticmEzX4BjtdWXn1HonU+3JrLRjOBCmLg+1ypOpznFGOhbXfOQXO9l+fIivvWUDly5tOOeYN21egDcU5cG9vTl5zHzrGQnSanZzkUB6bpJAWgghRN50DY7RXluGMyGwfN+WpZwcHuO+XUaHhgO9Xtpry8aD5kSlLgcuh8rrdMNTo0bgM1XXDpi6l/SJwUDanTMyzkgHwtSVFy6QznVpx0+fO8Hv9/Ty6T9bw6vPP7ceHuCSJfUsrC/nl9s7k15vJ1pruofHaDMz0g2Vxs9GAum5RQJpIYQQedM5dG5gec2qZla1VPG/j3WMbzRc03puNhqMThmVHldea6St7HI6gbRV+9o9yXTDzqFAWhsNwayRHougtU7r+CF/YTPS46UdOXoTc+S0jyqPi7+6cumkxzgcijddOJ+njwxM2nPcLoYCEULR+Pg5UepyUlvulumGc4wE0kIIIfKmM0mGVinFX1+9lIOnvPxhTy8d/eeOBk9U5XHltbTj1GgQl0PRkEaQ2lZrBNvJhrKMBjObLlhd5iKuwZ9mPfBQIEJdee66ckzF2sCYq4z0aDCS9FOHiW69cD5KwV07unLyuPlifSphnROADGWZgySQFkIIkRe+UJShQCTpuOzXbGijvbaMz923l1hcnzMaPFFlqZvRfNZIjwZpripNq665vMRFbbk7aWlHZ4ZDUaygMt3NfEP+wpZ2KKWM8pMcBdLeYHR8omMqbbVlXLmiibu3dxKLp5etLwarn3hihw4ZEz73SCAthBAiL84ElueWOridDv7qyiXj9ckpM9KlLnx5nGx4ejREcxplHZa2muRDWTrNUejJ3jgkU51B6UQkFscbys9glFRqMux1nYo3zYw0wJs3z6d7JMhTh/tz8tj5cGY8eEJGuqpUSjvmGAmkhRBC5MWZHtLJA8u3XLRgfOz24hR9l/NdI907GkyrY4elrdaTNCPdZfWQzjgjPfX3NhQIAxS0tAOMYD9XpR3pZqQBrl/bQm2529abDruHg7idisbKM20TG6W0Y86RQFoIIURedA6ZGdpJAsvyEhef/rO1vOfKpbhSDBOp8rjyOtnw1GgwrR7SlrbasqSB9InBAFUeFzVpBrvV5gjudEonhvzGMYXcbAjGhsNc1kinG0iXupy8bmM7f9x7imHzTYTd9IyM0VLtOaskqKmqlEA4hj+Pb/yEvUggLYQQIi86BwNUlDhTZlFvvXA+H7txVcr7qSzN32bDQDiKNxhNa6qhpbWmjNFg9JwseedgIO1sNCRkpNMo7TiTkS58IJ2rrh3eYHS8nCUdb9o8n3Aszm93dufk8XOtZzhI24QJhonTDcXcIIG0EEKIvOgyW99Nd+JepceVt8mGmQxjsVhdGnomZKVPDAbSro+GhBrptDLSxQmkqz25yUhrrTMq7QBY11bD+vZq25Z3dI+M0Vp79nkzPpRF6qTnDAmkhRBC5MWJwQDzMwgsJ1PtcROOxglFcz82OpNhLBZrKMvJhEBaa03X0FjSjZWTsYLKdDqSDAWMYLbwmw2Nrh3xaXbPGIvEiMU1VWluNrS8efMC9naPsufkyLQeP9ficc2p0eBZHTtAphvORRJICyGEyDmtNZ2DmQWWk6ksNQLOfJR3ZDKMxWIF0omdO/q8IULReEalHW6ng/ISZ3oZabO0o7bAmw1rytxmr+vpPffWhspMMtIAr93QRonLwRfv38fh075prSGX+n0hIjF9Vg9pkEB6LpJAWgghRM4N+MOMRWIZlTpMZjyQzkN5x5lAOv3Nhi1VpTjU2WPCT5gdSuZnEEiDOd0wjRrkQX+Y8hInHrczo/ufLmtD5HTLO6wR7+m2v7PUlpfwmVevZc/JEW74+mN8/K5dZ30SUCzdSXpIg1F643QoCaTnEAmkhRBC5Fymw0lSqTSzmPno3NE7GqSixJlRyYHL6aCl2nPWdMPODFvfWarT7NM8FCjsMBaLNSZ8uoG0Vb6SaUYa4J2XLuLxf7iGv7h8Cb/d1c01X93K5+/bS38R65B7k/SQBnCaEzIlkJ47JJAWQgiRc2da302/tKMqj4H06dFQRmUdltaas3tJnxgwvm6vzez7TbcrxpA/TF1FYcs6IHFD5PSeeysjnWmNtKWhspTPvHotWz+2hTdsaudH245z1b89yn/88SBjaY5YzyXrTVRbkp+3DGWZWySQFkIIkXNTDWPJRFWpEXzlo7SjdzSYVSDdVls2PtkOjIx0S3VpxqUX6ZZ2DAUiRclIW6UYucpIV2eRkU7UVlvGV249nz9+5CpeubqZ//rTYe54vGNa95mNnpExSl2OpK0dZUz43CKBtBBCiJzrGgrQUFFCRen0Aic4U9qRjzHhmQ5jsbTVltE9EhzvZpFpD2lLdZl7RpR2pLMhMpXxGukM+kinsqypkm++fROr51XxYudQTu4zE90jQdpqy5K2dmyqLC1q2YkoLAmkhRBilnru6CAP7TtVlMfuHBzLeOPdZKzSjlx37dBaG6UdGQxjsbTVeAhH4wyY/Z07M+whban2uNLebFjo1nfA+JTG6Q5l8U6jRjqVtW3V7Osezel9pqNneOyc+mhLU5URSE+3ZaCYGSSQFkKIWWjIH+av/287//K7fTm9312dw8TSCBA6hwIsqJt+fTSc6dqRTr/lTAwFIoRjcVqqsivtAOMj/nA0Ts9oMKuNldVmn2atJ39OI7E43mC0KBnpyhIXSuWma4fToSjLcdeRta3VnPaGCl5K0TNybg9pS1NVKZGYztlodWFvEkgLIcQs9G8PHmQoEMlpgNE5GOCW/36KX+3oSnlcLK7pHh7LSccOgFKXA7dT5bxGenyqYTYZaTOQ7h4eo3t4DK2z61BS7bH6NE++YW7YHMZSjM2GDofKyXTD0TFjquF0p1xOtK6tBoC93YUb2BKNxc1hLJNnpEGmG84VEkgLIcQss7NzmJ8/f4LacjeBcAx/jgJQq+fyY4f6Uh7XOxokEtM52WgIoJSiyuPOeWlHNsNYLGcC6eB4D+lsMvBWn+ZUNcjDgeKMB7dY0w2nwxuMZNxDOh1r26oB2NdTuPKO094Qcc0548EtTZUylGUukUBaCCFmkVhc85l79tBUWcrfXbsCIGcbn6zM6LYjAynrP8/0kM5NaQcY5R3eadbpTpTNMBZLXbmbUpeD7uGxMz2kG7LLSEPqGuRBf3ED6eoyVw5KO6I5r48GI8ifX1fG3gLWSVvdWtpSlHaABNJzhQTSQggxi/z0uRO8dHKEf/qzNSxurAByGEibwdSgP8z+3skDlxM5bH1nqSx15b60wwykm7OokVZK0V5bRs+IkZEucTqyqrVOp0+zNR68GKUdYASrdg2kAdYVeMOh1UN60oy0BNJzigTSQggxS/T7Qnz1Dwe4bGkDr93QlvARczgn92+VGAA8dbh/0uO6BgMolXxYRbYqPa6cD2Q5NRqioaKEEld2vwpbaz2cHB6ja3CM+XVlOByZ1/+OZ6RTBKpD5icBxejaAdbQmOk996PBSNbDWKayrq2GYwP+vPQZT6ZnfKph8vO7stSFx+2QGuk5QgJpIYSYJf719wcYi8T44uvWoZQaz4zlsrTD6VAsa6rgqcMDkx7XOTRGa7Un6wA1meq8BNLZDWOxtNUYQ1k6hwJZt/qzaqRTZXyLXtqRg82G3mA0LzXSYHTu0BoOFKhOunvYGCs/2XAZ6/+eZKTnBgmkhRBiFth+bJC7dnTxl1csZXlzFXAmg5mrX+jDY2FqytxcsbyR544OEoom7zTROZh9YDmZfJR2ZDuMxdJaW8Zpb4ij/X4WZlkPnk6N9HAgTJnbmfHUxFzJRWmHkZHOU2lHe2E3HPaMjNE6yTAWS1OlBNJzhQTSQggxw0VjcT59zx5aazz87SuXj1/udhojjHOZka4tc3P58kbGIjFePDGc9Dijh3SOA2lPfgLpbFrfWdprPWhtZFuz/X6t4DJVjfSgP5J0FHWhVJe5CUfjBCOTt+hLJR7X+ELRaY8Hn8y8ag915W72nixUID156zuLZKTnDgmkhRBihvvRtuMc6PXyz69ee85I7sYcjiseGYtQU+7m0mUNOBQ8naROOhiJcWo0lNOOHUDO299FYnH6feGsNhpaEmtks+2Z7XI6qChxpsxIDwXC1BWpPhoSN0Rml5X2haNoTd5qpJVSrGurYW9PYXpJ94wEJ+3YYWmqKpUa6TlCAmkhhJjBTo8G+dpDL3PVyiZuWj/vnOuNccW52mwYoa68hGqPmw0LankySSB9ctjYiJXzjHSpi3As+6zoRKfNbOF0MtKJmykXTqOUpXqKPs1DgeKMB7fUmIF0tuUdVm27VQ+eD+vaqnm510ckFs/bYwCEo3H6faFJO3ZYmio9DPrDeV+PKD4JpIUQYgb7wdPHCEZifP6165LWbDbmsFZzKBCm1gyqLl/WyK6ukXN6O5/pIZ3bQNoqgchVecd0ekhb2hKCqem8caj2uFNnpP1haou00RDOBNKp1piKdY7kKyMNxmCWcCzO4dO+vD0GGOeN1pP3kLZYG30HcvQmVtiXBNJCCDGDPXW4nwsW1rLE7Bk9UU5LOwJGaQfA5csbicU1z3YMnnVM55CZkc5xaUelWbKSq/KOUyPZTzW0lJe4qC13U+1xjT8v2aguc01RIx2mvpg10p6pO4ukYmWk87XZEIyMNJD3wSzd5icuU2akpZf0nCGBtBBCzFCjwQh7To5w2dKGSY9prCrJyZjwSCyONxSltszIjG5aVIvH7TinvKNrGsNJUrGymblqgdc7jfHgiVpryqadfU+VkY7G4owGo7bISGcbSFtlK/lqfwewpLESj9uR98EsPeYbsMl6SFvGA2lfMK/rEcWXv7eHQggh8uq5jkHiGi5dNnkgbQ1l6feFztmImAkrGKo1M6OlLicXLa4/ZzBL51Ag6+EkqVgZaW8oN2PCT42GcDsV9dMMUD/0yuWk6IKWluoyNy+f9ia9zpomaYca6VRZ81QKkZF2OhSr51Wztzu/Gw67rfHgU2SkGytz23pS2JdkpIUQYoba1jFAicvBpoV1kx7TmKOhLMMTAmmAK5Y3cui0j9OjZ7JunYNjOe8hDQk10rkq7RgN0lzlmXbA/6rzWrlpfeu07qPaM3lpx/D4ePDid+3IvrQj/zXSYI4K7xlFa523x+gZDlJT5qa8JPWbgsZKKe2YKySQFkKIGWrbkQE2LaxNOagjV2PChwNWIH0moLt8eSMATx05k5U+MRhgQV1u66MhP5sNp7PRMJeqy9x4gxHi8XMDwEG/8bwXs4+02+mgvMSZfWlHATLSYGw49AajdJl1+vnQMzI2ZQ9pAI/bmHwogfTsJ4G0EELMQMOBMPt7R7lsaWPK43I1JtzKjFpdO8AYzVxX7h4fFz4ajDAyFsl5xw5IKO3IYY30dFrf5VK1x01cgz987vdW7PHglpopWvSlMhqMUOJy5H0y47q2GoC8lnd0D089jMUivaTnBgmkhRBiBnqmYxCt4bIU9dGQuzHhZzLSZwJph0PximWNPHW4H631mdZ3Oe4hDcZkQ8hdRvr0aGhaw1hyyeqvPJrkTYL1BqaYNdJgBPvT6dqRr6mGiVbPq8KhyOuGQ2s8eDpkuuHcMGUgrZRaoJR6VCm1Tym1Vyn1d+bl9Uqph5RSh8y/68zLlVLqG0qpw0qp3UqpTQn3dbt5/CGl1O0Jl1+olHrJvM03VKoB9kIIIXimYwCP28GGBTUpj8vVmPDxGumyswO6y5c30jMSpKPfT+dgflrfgbG5scTpyElG2heK4gtFbZWRhuSTAwcD9slITyeQznd9NBjlFMuaKvPWAm8sHGMoEKEt7Yy0RwLpOSCdjHQU+KjWei1wKfBBpdRa4JPAI1rrFcAj5r8BXgWsMP+8F/g2GIE38FngEuBi4LNW8G0e856E2900/W9NCCFmr2c6Bti8qJ5S19Qfl+eil/RIIIxS59a5Xr7cyIg/fbifrqH8ZaTBeOyJA2CykYthLLmUagT3cCCCx+2grCS/ZRFTqS5zJ82Yp8MbjOS9Ptqyrq06b4F0j9mxY6rWd5amytxNFRX2NWUgrbXu0Vq/YH7tBfYD7cAtwJ3mYXcCrzO/vgX4kTY8A9QqpVqBG4GHtNaDWush4CHgJvO6aq31M9rYavujhPsSQggxwYAvxIFe75RlHZZcjAkfHotQU+Y+p8vFwvpy5teV8eThfjoHA1SWus4q/8ilSo8rJ6UduRjGkkvjGekkgeqgP1z0bDRYQ2Oy7yOdzx7Sida11dA7GmQgD7XJ4z2kp2h9Z2mqKsUXihJIUvsuZo+M3iIqpRYDFwDPAi1a6x7zql6gxfy6HehMuFmXeVmqy7uSXJ7s8d+LkeWmpaWFrVu3ZrL8nPD5fEV5XDFzyDkipjLdc+T5XuMXc+nwcbZu7ZriaIgHgpwYjk/rMV8+FqSU5PextCLCEwdPsazWSV2J5rHHHsv6cVKKBDl28tS0/389ddIICI/v3024s/hbhU4H4gA89+Ju3KeNgNM6Rw6dCOKO66K/pngHQgx4o1mto3cwQFuFoyDfQ2QgBsDP/vAk6xtzm8V/oss4bzoP7GZrGufNgHme3f/w4zSX5/Y8k98z9pF2IK2UqgR+BXxYaz2aWMastdZKqfw1bjzzOHcAdwBs3rxZb9myJd8PeY6tW7dSjMcVM4ecI2Iq0z1HHrlnD+UlXdz+2mtwO6f+Bf24dx+7nz8xrcf83pFnaXVF2bLl8nOuG63r5vGfvcjBYc3VK5vYsmVz1o+TSuvL24jHYcuWy6Z1P/u3HoGXDvCa668a7wZSTEP+MDz+EG2Ll7Pl8iXAmXPkG/ueYmGNiy1bLinqGndGX+ah44e44sqrcKVxziWKP/0ISxc0smXLhjyt7owN/jD/9vxDuJsWs+XqZTm9792PHII9L3PLDVen1YFEvdzHd196jmXrNnLhovqcrkV+z9hHWv8blFJujCD6J1rrX5sXnzLLMjD/Pm1efhJYkHDz+eZlqS6fn+RyIYQQSWzrGOCixfVpBdFwZkz4dD5iHhmLTFqy8QqzxCQcjeetPhqgstSNNxelHaNBKktdtgii4UzdebKhLEOByZ/3Qqqexoh2o0a6MN9DXUUJbTWevNRJ94wEaagoSbuNX5MMZZkT0unaoYDvAfu11l9LuOpewOq8cTvw24TLbzO7d1wKjJglIA8CNyil6sxNhjcAD5rXjSqlLjUf67aE+xJCCJHgtDfI4dO+tOujIWFM+DSGsgwHImf1kE7UWFnKmtZqID8dOyxVHhe+HIwIt9MwFgCX00FFiZPRJBsphwLhore+gzNjwjPt3BGNxfGHYwWrkQZY21aTl17SQ/7MfhZWD/fZGkj7Q1G+9seD+HPUknKmSiedcTnwTuCVSqmd5p+bga8A1yulDgHXmf8GeADoAA4D3wE+AKC1HgS+CDxv/vmCeRnmMd81b3ME+H0OvjchhJh1nukwXjYvW5p+IG2NCe/zBac4cnLDgfBZUw0nutwM7POZka7yuHIyIrx3NGibjYaW6iQDT6KxuPlJgH0C6WTBfirW5tBCde0Ao3NHR78/55v8/OHoeD/zdNRXlOBQszeQ/vULXXzjT4d5cG9vsZdSVFOeEVrrJ4HJ+jpfm+R4DXxwkvv6PvD9JJdvB9ZPtRYhhJjrth0ZoKrUxbq26rRvM90x4bG4ZjQYHQ+mkrn5/Fbu2tHFuvb015WpylIX3mAUrTXTGTdwejTEJUtyW7M6XdUe9zlB6shYBK2h3g6lHVlmpL0FGg+eaG1bNVrDgV4vmxbWTX2DNBn9sNP/PpwORUPl7J1ueN9uo9/E88cGecOm+VMcPXsVf7uyEEKItD3TMcDFS+oz2vDVWDm9MeFWpjRVre6mhXXs+uwNaffYzUalx0U0rglF41nfRzyujdIOmwxjsRjt5c7OoA6Z0yTrZnBph/XmoFA10sD4m8xc10n7QpkF0mC8iZ2NGenekSDPHxtEKXju6ODUN5jFJJAWQogZonckyNF+f0b10QANldMbEz5kk+l6VebmwOlMNxwMhInGNS1V9qmRhuQZabs875BQ2pFkQ2Qq1vHWGPRCaK8to6bMnfNR4f5QlIqSDAPpLMeER2Nxth8bxPiQ335+91IPWsMbN83nSJ8/L327ZwoJpIUQYobY1tEPwKUZ1EfD9MeEW+PBa4pcYlA13jki+w2HveZQDbuMB7fUlCUJpP1GIG2HzYZWIJx5aYdxfCE3GyqlWNtazb4cbzj0BTOrkYbsA+kv3L+PN/7PNvaczM+Uxum6f3c3a1ureevFRjO2548NFXlFxSOBtBBCzBDbjgxQ7XGNd8jIxHTGhI+YJQaTde0oFKtd3XSmG572GoF0sy03G04s7TACaTu0vytzO3E71YyokQajvONAr5doLPsyoERaa3zhaMYtE5uqjBrpTDLLP37mOD/adhwwNsbaTddQgBdPDPPqDa2c115LqcvB88fmbnmHBNJCCDFDPNMxyCVLG3A6Mt9oN50x4cNjVkBX3MyolQ2cTueO3hHjzcQ8uwXSHhfeYIR4/EzANeg3glY7ZKSVUkmz5lPxFqFGGowNh6FonI5+f07uLxCOoTWZB9KVpURiOu03INuODPC5e/dy/vwaAAb99iuZ+J25yfDV57VR4nKwcUGtBNJCCCHs7eTwGCcGAxm1vUvUOI1NT8M2yUiPDy6ZTiA9GkSpMz1+7aK6zE1cGy3WLMOBMKUuB2VpDgDJt2qPO4vNhsXJSFuf2hzo9ebk/qxPQbIp7YD09iecGAjw/p/sYHFjBd+9zZgOar2ZspP7dnezYUEtCxuMVpcXL6lnb/fotD4pmskkkBZCiBlg25EBgIw3GlqmU9oxHIig1JkWaMVSVWo8/rRKO0aDNFSUpj0VslCsGuLENwmD/jB15SXTavWXS8l6XU/FG4yYZSGFfb4X1BtB3smhsZzc33ggnUVpB0wdSHuDEf7qR8+jNXz3ts00V3vwuB22y0gf6/ez5+Qorzm/dfyyixbXE4trXjg+N+uk7fVKIoQQIqltRwaoK3ezqqUqq9tPZ0z4cCBMtcedVUlJLp0p7ZjGZkObTTW0WJv5EgPVoUDEFq3vLDVZBdKZt4zLhcpSFzVlbrqHcxRIB6cZSKd4ExuLaz78850c6fPz7XdsYnFjBQD15SW2y0jfv7sbgJvPOxNIb1pUh0MxZ8s7JJAWQgib01rzTMcAly5twJFlMDudMeHDYxFbbHjLxWbDU6Mh29VHQ0JG+qxAOkx9RfGfd0t1WealHcUKpAHaastyF0ib51xFloH0sf7AWfXvib764EEeOXCaz71mLa9Y3jh+eX1lie0y0vft6uGixXW01Z7pF19Z6mJdW82c7SddnLNbCCFE2joHxzg5PMZfX7006/tIHBNu1TamazgQKXp9NECJy0GpyzGtPtKnRoNsXFCbu0XlSLLJgUP+MGsymGCZbzVlrqwGshSrJKi91kNXkUs7qkpdVHtcfP3hl/nfx4+woqWK1S1VrJxXxaqWKo4P+vmfx47wjksW8s7LFp9127ryEgYD9slIHzrl5eApL59/7bpzrrtocT0/efY4oWiMUpc9avoLRQJpIYSwubt2dAJweUK2KlPTGRM+PBahxgZDQcDYtObNMiMdisYY9IftnZFOeJMwFAhTb5PnHaxe15mNaJ9qtHw+tdWW5SxL6sty06RSit988HKeOzrIwV4vB3u9PLT/FL/Y3jl+zKVL6/lckuC0oaKEYwO56TqSC/ft7sGh4FXnzTvnuouX1PH9p46y5+QIFy6qL8LqikcCaSGEsLGj/X7+97EOXrexjWVNlVnfz3TGhI8EwiyqzyyLnS+Vpa6s29+dHjVb39XYv0Y6rjXDYxHqbFBSY6n2uInFNf5wLO3MrDcYYX5d/sbGp9JWW8ZoMIo3GJl2+z2rm0qmpR0Ay5oqz/m/2+8L8XKvl56RINeva0m6GbOuooQhm9RIa625f1c3ly5toLnq3DeimxcbwfNzR4fmXCAtNdJCCGFTWms+e+9eSl0O/vHP1kzrvqwx4dkE0napkQajH3G2kw3tOowFzpQMWH2aAxHQGtttNoTMpht6g1Gqi1gjDdAzMv2hJt4sNxtOprGylFcsb+TWC+dPOvWxoaIEXyhKKBrLyWNOx76eUTr6/bz6/Lak1zdWlrKsqWJObjiUQFoIIWzq93t6efzlPj56w8qkWaBMWGPCM+0lHYsbwySKPYzFUlnqynqzoVUv21ZTnAxpKi6ng8pS1/h0Q2/Y2Jhmh2EsFiuQzqRzx+hYpKDjwRO11xr/Z07mYMOhLxTF5VCUugoXNllvouyQlb5/dw9Oh+Km9eeWdVguXlLP9mODk26qnK0kkBZCCBvyhaJ84b59rG2t5s8vXZST+8yml7Q3GEHr4g9jsVR6XFlvNjwxEABgoU3KVCaq9rjGM9K+iBGM2OUNDCTfEJlKOBonFI0XtWsHQM/w9DPS/lCUSo+roD29G8xAeqDInTu01ty/u5srljemfGN30eJ6RoNRDp7KzRCcmUICaSGEsKFvPHKI3tEg//L69bhyNMzCCKQz22w4PtXQLqUd08hInxgM0FxVSlmJPbsKJA48sQJpu202hPQD6WKNB7c0V3lwOlROWuD5gtGclXWkq67cHhnpXV0jdA6O8eqEISzJXGTWSc+18g4JpIUQwmYO9nr5/pNHeetFC9i0sC5n99tUlfmY8OExmwXS08hIHx8M2DYbDcZmPisjbZV22OV5h8xLO7xFGg9ucToU86o9uQmkQ4UPpK19DcXOSN+/q5sSp4Mb1k1e1gEwv66M1hrPnOsnLYG0EELYiNaaz/x2D5UeF/9w0+qc3nc2pR3DASODXVNmj8xopcfISGudeR1m52Ag4x7ahVRddqZGejwjbaMaaavWOd2MtPWmoFg10gDttWU5q5EuXkY685aVuRKPa373Ug9XrWycso2hUoqLFtfz3NHBrP5/zlQSSAshhI385sWTPHd0kE/etDrnQVQ2Y8JHbJaRriw1WrAFI/GMbheMxOgdDc6YjLQvbAygKbdRGUqVx4VSMycjDdBa66F7JEeBdIG/j9ryEpSCwSIG0icGA/SMBLl2TUtax1+0pJ7T3hAnBgN5Xpl9SCAthBA2MTIW4csP7OeChbW8efOCnN9/NmPCrWyYXTYbWkFZpi3wuobG0Nq+Gw3h7Bppb1hTV+4u6Oa2qTgciqpS11lDY1Ipdo00GBsOe0eCxKbZScIXimbVQ3o6nA5FbZmbwUDxAmlrIMzy5vR62F883k967pR3SCAthBA28R9/PMigP8wXb1mPw5H7ACpxTHi6rBrpYk2nm2g8kM5ww2GnmSFbZOfSDnNqYzyu8UX0+Ef7dlJd5s6gtKP4Gem22jIiMZ1V//REvmCUqgIH0mCU9hQzI32s3wik0/1/s6K5kpoy95zacCiBtBBC2MCJgQA/fuY4t122mPXtNXl5jGzGhA8HIlR5XDnrHDJdVp1qptMNj5uZtQU2z0hrDb5wFF/YnoF0TSaBtHlcdRHfhOWql7S/CBlpsEEgPRCgosQ5/toxFYdDcdHiOp4/NpTnldmHPV4ZhRBijnvu2CBxDe+4ZGHeHiObMeEjNppqCGfKBDLt3HFicIwyd/oBQTFYm/JGxyJ4I9pWGw0tNQnlJ1PJ9TTAbFi9pKfTuSPTsei5VPxA2s+ihoqMSowuWlzP0X7/+CTR2U4CaSGEsIHdXcNUlDhZ2pReLWI2shkTPhwIU2uTjh2QkJEOZVYjfWLQz8L6clvVHE9UXWaOCR+L4g9r6irs8wbGUu1JPyPtNXsvO/NQppSuXATS/nDxSlSMQLp4faSP9ftZ0liR0W0uWmLUSW+fI1lpCaSFEMIGdneNsL69Jq9BRzZjwodtl5G2NhtmmpG2d+s7OJORHh4L44sw40s7vMFIUeujwXhOq0pddE9juqHfrMcvVmnHUCBclLHbkVicrqGxjPcVrG+rweN2zJkNhxJICyFEkYWjcfb1jHL+/PzURifKtJf0cCBim42GkJiRTj+Q1lobgbSN66PhTC1x19AYGpsG0uVnWvRNZTQYKWoPaUvbNHtJ+4pYolJXXkIsrrMeQjQdJ4fGiMY1izPMSJe4HFywoG7ObDiUQFoIIYrs5VNewtE458+vzftjZTomfDgQtlVAV5lFRrrPGyIYidu6YwecyUhbGyPtWCNd7XERjMQJRWNTHusNRouekQZoq53edEPrTVsxAuliTje0Wt9lWtoBcPGSevb3jKb96cVMJoG0EEIU2a6uYQA2FCCQbqpKPyMdj2vbbTZ0Ox143I6MMtLHzdZ3du7YAWdqpI8NGOu10/NusT6dSCdAsk8gXZabQLoI38v4dMMi9JLOtPVdoitXNBLX8PjLfblelu1IIC2EEEW2u3OEunI3C+rL8v5YjZWladdIe0NR4to+PaQtlaXujDLSJ8zAdJHNA2kr42mt15YZ6TKrs8jUz/9oMFLUYSyWttoyhgKRjCZ6JipmaUdDhdFlZiCDT5FyJdPWd4kuWFhHfUUJj+w/lYeV2YsE0kIIUWS7uoY5b35tQTpKZDImfCRgjQe3V0BX7XFlNNnwxGAApaC9Lv9vVKbD5XRQWeoa/0jdTiU1luoMM9JWlr2Y2sc7d2S34bCYpR1W55aiZKSzaH1ncToU16xq5tGDfURj8Tyszj4kkBZCiCIaC8c4dNrHhgJsNISEXtJpDGUZHrPXeHBLpceVUWnHicEAbTVllLqceVxVbhhvEozvrc6GGemasjO9rlPRWptdO4p/7ky3BV5Ra6StjHQRekkfHwhkVR9tuW5NMyNjEbYfn91t8CSQFkKISfxudw9/89MX8voYe7tHiMV1QTYaglEjDemNCR8az0gXPxhKVFnqymiy4YnBQEHKZnLByvi6FFSU2C/wHw+kp/hEIBSNE4lpm9RIG9MNsw2ki9n+rqzEicftYKjAgXQ0FqdzMDCtDbpXrmyixOng4X2zu7xDAmkhhJjEQ/t6uX93T1odCrK1q2sEoGAZ6UzGhA+bHyfbrbSjsjSzjPTxAfu3vrNYnTsqS5Qth8dY65uqtMPKWNshI91S7cGhsg+kvaEoJS4HJa7ihEwNFaUFz0h3Zdn6LlFlqYtLlzXw8P5TaF34PtiFIoG0EEJMonPI+MV7ejR/rad2dw0zr9pDc7Unb4+RKJMx4VawZLeMdJUn/c2GgXCUfl+IRQ3ZBwSFZNUUV9rrKR833rUjMEUgbf58qm2QkXY7HbRUeziZbY10MEpVEcec11W4C56Rtur0F0/z/831a5o5NhDgSJ8/F8uyJQmkhRBiEp1m27Te0eynok1ld9dIQQaxWDIZEz5sBkt269pRlcFmwxMzpPWdJTEjbUclLgdlbueUpR3Wz8cOA1lgei3w/KFoUco6LPUVpQwWOpA2W98tbpze/5tXrmkBmNXdOySQFkKIJIKRGKfNNnG9I/kJpEfGIhzt97NhQW1e7j+ZTMaEDwciVJa6cDvt9avCKu1I5+PimdL6zmLVSFe67RlIg5E1n6q0w/rEwA410mAG0iPZbzYsxkZDS325m8ECd+2YTuu7RO21ZaxtreZhCaSFEGJuSRwpfCpPGemXzProQmakIf0x4cNjYdtlo8EIzuIaAuGpa9etjPTMqZE2ArYqm2akwfiEYsoa6aB9aqTB2HDYMxwkHs+8VrfogXRFKYMF7iM9ndZ3E123ppkdx4cKnlUvFAmkhRAiCausA/IXSO8+OQzA+e21ebn/yaQ7Jnw4YK+phhZrwlw6Gw5PDAao8rhs+X0kMxMy0jVl7ikHslgZaTv0kQYjMxqOxenPYtS2LxQtylRDS32FG384RjCSv03PE0239V2i69a2ENfw6IHTObk/u5FAWgghkugyNxqWlzjpzdNmw92dIyxqKKemwEFeumPChwNhWw4FsbKD6Ww4PDFodOywYweMZMYDaRtnpKs9U2ekvXbLSNdkP5TFFyx+RhoKN5QlF63vEq1vq6G5qpRHDszO8g4JpIUQIonOoQAlTgfr2qo5laca6d1dwwXrH50o3THhw2ORggf56bDqbtPZcHhiIHcBQSGMbza039M+Lp3SDm8wisNGvbCnM5TFF4oVebOhcTIUqjTi5PD0W98lcjgU165p4bGDfXltJVosEkgLIUQSXYNjtNeV0VpTlpeuHX3eEN0jwYL1j06U7pjwkUDEdlMN4UyWc6rSjlhc0zU0NmM6dsCZVoPVds5Il7mn7NoxOmZsVLXLJwHt0wqkI0XdNGllpAsVSB/tz03ru0TXrWnGH47xbMdgzu7TLiSQFkKIJLqGAsyvK2NejYfe0WDOBwrs7hoGKFpGGlKPCddaMzxm0xppMzs41XTD3tEg4VicRfUzo4c0wEWL6/nXW89jbYM9MrnJVJcZfbxjKTbueYPR8TIVO6guc1FR4jxrE3E6orE4wUicipK5k5HOVeu7RJcvb8TjdszK7h0SSAshRBKdQ2PMryunuaqUcDQ+5UfZmdrVNYJDwfr26pzebzrOjAmfvLzDFzICpdoyG9dIT5GRtlrfzZSOHQBOh+ItFy3E6bBHJjcZq5NLqtKa0WDUNvXRAEqprHpJ+0NGKUJxNxsWNiOdq9Z3iTxuJ1csb+KR/adn3ZRDCaSFEGICfyjKoD/MgnojIw25H8qyu2uYFc1VlBch03VmTPjkgfT4MBYbZqStOuKpNhueGDQyazOpRnomsALpVJ07vMHilkMkYwTSmf0/9obMTZNFrJGuKXOjFNOebjjkDzOcxobFXLa+S3T92mZODo+xv8eb0/stNgmkhRCzntaaJw/1p91D1urYMb+unHnm6O5cDmXRWhd8omGidMaEW4G0HWukK0qNsoepSjtODAZwOhStNYUZvz5XWL2uU31KMxqM2mI8eKLpZKSLudnQ6VDUlZcwMM1A+oM/fYH3/t+OKY/LZeu7RNesbgZm35RDCaSFELPe88eG+PPvPctjL/eldbzVQ3pBXRktZiCdy17S/WOaQX+Y8ws40TBROmPCh8eMX9p1FfYr7XA5HdSUuceHrUzm+ECA9toyXDabzDjTWRnpVIG0NxixzXhwS3uthwF/OKN+zD4zI13M0g6AunL3tNrfaa3Zc3KE544OcjrFa1muW98laq7ysHFB7ayrk5ZXFyHErHfotPFR4r6e0bSO7xwyA+n68vFAunckd72kj47GAYrSsQPSGxNu54w0wPVrW3hwby9jKaYb5isgmOvmmzXnB09N/hG9Nxi1ZWkHZNa5wyofqiwt7ubPhopSBqYx3bDPF2LU/F7+uG/yQDbXre8mum5NM7u6RlIG8zONBNJCiFnvaJ9RK/tyil/8iToHxyhzO2moKKHE5aChoiSnNdJHR+KUOB2snlf4jYaWeTVlHBvwT3r98Jh9a6QBbt00H18oyh/39U56zInBwIxqfTdTtNeWsbSxgscn+YRHa23WSNvr3DkTSKf/f3l8s2Fpcb+XuorpZaQPn/YB4FDw4N7J/8/ko/VdouvWtgDwyCyaciiBtBBi1rN+ORzsTS+QtlrfWZttmqs9Oc2gHB2Jsaa1ihJX8V6Cr1zRyHNHByftvDBi/tKusWlG+pIl9bTXlnH3jq6k148GIwwFIiySQDovrlrZxDMdA0nLJPzhGHGN/TLSNZlnpO1S2lFfUTqtrh1HzED6NRva2HZkYNKynONmp5tctr5LtKqlivbasllVJy2BtBBi1rMC6Y4+P5FYfMrjOycM8ZhXXZqzjHQ8rjk2Ei9K/+hE169tIRLTPP5yf9LrhwMRykuclLrs2c/Y4VDceuF8njzcT8/IuYHRTGx9N5NcvaqJUDTOs0fPHbBhvTmzUx9pgJaaUpQio17SPisjXcQ+0mD0kh4KRNLeMD3R4dM+Kktd3HbZIqJxzaOTZISP9vtz3voukVKKq1Y2zarBLBJICyFmtWgszonBAK01HsKxOMdTlDOA8bF012CABXVl45fNq/HkbLNhR7+fYIyideywbFpYR125m4cmKY0YsulUw0S3bmpHa/jNiyfPuc7aiLhQaqTz4tIlDZS4HDx28NzyDquu2G4Z6VKXESBmlJE2v5eKItdI11eUEovrKSdKTuZIn59lTRVcsKCO5qrSScs7juep9V2ithoP3lB01owLl0BaCDGrdQ0Zm2duXDcPgIO9vpTHj45F8YaiZ2WkW6o99PvChKNTZ7OnUsyJhomcDsUrV7fwpwOnk2bpR8bC1Jbbr2NHokUNFVy0uI5f7eg6Z8jDeCAtGem8KCtxcsmSeh4/lCyQNnsv26xGGow66Z4MWln6QhHK3M6id36Z7nTDw6d9LGuuxOFQXL+2ha0H+5KW5RzLU+u7RFYnoCF/bodcFcuUZ4ZS6vtKqdNKqT0Jl31OKXVSKbXT/HNzwnWfUkodVkodVErdmHD5TeZlh5VSn0y4fIlS6lnz8l8opez9yi2EmFGsso7r1rTgUFNvOLQ6dsxPzEibnTtOe6efld7dNUKpE5Y3V077vqbr+rXNjAajbD82dM51wwF7jgef6NZN8znS52dX18hZlx8fCFBfUWLLYG62uHplE4dP++gaOrsNoTWoxW4ZaTA2SmZWIx0rag9py3SmG3qDEXpHg+OvOTeum8dYJMYTh84u68pn67tEDWYgXahJjfmWzlusHwI3Jbn861rrjeafBwCUUmuBtwLrzNt8SynlVEo5gf8GXgWsBd5mHgvwr+Z9LQeGgL+czjckhBCJrEB6TWsVixoqpg6kB61AOiEjXZO7XtK7uoZZVO2wxQjoK1c0UeJyJO3rOjw2MwLpm89vxeN2cPeOzrMu75SOHXl39comgHPq7K3yA7v1kQZoq/Vwcngs7THVvpA92vjVl2cffB4xuxYtazIC6UuXNlDlcfGHPWeXd+S79Z2lbq4F0lrrx4F0q8JvAX6utQ5prY8Ch4GLzT+HtdYdWusw8HPgFmUU4bwSuNu8/Z3A6zL7FoQQYnJH+/1UeVzUV5SwsqUyZe9bODPV8KzSjiorkM6+l/SQP8w3/3SIPSdHWFJjj6q6ilIXly9r4OH9p84JLIYDEWrK7P8BYbXHzY3r5nHfrp6zai6PD/qlY0eeLW+upK3Gw2Mvn71xzaqRtttkQzBKO0LReNpBnD8ULXp9NEB95TQCabNjh5WRLnE5uHZ1M48cOEU0oawr363vLOMZ6Wm087OT6Zzlf6OUug3YDnxUaz0EtAPPJBzTZV4G0Dnh8kuABmBYax1Ncvw5lFLvBd4L0NLSwtatW6ex/Oz4fL6iPK6YOeQcsZcXDo3RWAqPPfYYpcEwR/si/PGRRylxJs8IP7MvRJkLXnz2qfHLvGEjyHxyxx7KBw5m9Pg9vjh/PB7hqZNRwnFY3+jkiqaIbc6Rhc4Ijw6E+en9j9JeZQT4WmuG/CFG+3rYunWgyCuc2gpXlN+ORfjG3Y9y0TwX0bjm5NAYG2ujtnmeMzVTXkdWVEV5/OApHv7To7jMT1l2dRgB0ovPb6N0kv9nxTJ4ygg37nvkSRbXTB0gd50aw6Eo+s8iFDNeg7bvOcC8QEdG58efDoZxKjj20vN0mj+jdqIMByLccc+jrG0wnoeHjxufJHS/vJOtx/P3Zn80ZHwvz+3cS/XQy3l7nELJNpD+NvBFQJt//wfw7lwtajJa6zuAOwA2b96st2zZku+HPMfWrVspxuOKmUPOEXv5p2f+xEVL6tiy5QJ89d3ce+RF2tdsYl1b8q4Zdx59jiVNIbZsuXL8Mq01H338D1Q1z2fLljVTPqbWmm0dA3zviaM8cuA0JS4Hb7hwAe++YgkrW6psdY6sHgly575HGK5cyDu2LAeMj7NjDz7I+auXseXqZUVe4dSujGt+/PKfOBCs5uNbLuLEQID4Hx/lyk1r2LJ5QbGXlxU7nSOpjDX08NhPXqB6yQYuXlIPwLPBA7iPdHDDK7fktftDNhpPjvBfLz7JvGXr2LJ+3pTH/+uuJ2ivLWPLls0FWF1qZVv/QG3zfLZsWZvR+fGTE9tZ2uTn2ldePX7ZxeEo393zEKdcLXxgy3oAtt67l4qSTm654Zq8/tyisTgfevT31LctYsuWlXl7nELJ6i2H1vqU1jqmtY4D38Eo3QA4CSS+as03L5vs8gGgVinlmnC5EEJMWzASo3tkbLzmb2VLFQCHTk3euaNraIwF9WVnXaaUoiWDXtIf/sVO3v6dZ9nZOcyHr1vB0598JV+59fzxx7eTeTUezp9fc1ad9LD5kWudzbt2WJwOxes3tbP15T76vCGODxofUUvHjvx7xfJGnA51VnmHNdXQbkE0ZD4m3B+KFn08uKW+oiSrcogjp33nbG4uL3Fx1com/rjvTFlXIVrfAbicDmrL3QxlWKbypd/t467tnVMfWGBZBdJKqdaEf74esDp63Au8VSlVqpRaAqwAngOeB1aYHTpKMDYk3quNn96jwBvN298O/DabNQkhiuM3L3Zx+Vf+xK8mmTBXTMcHAmjNeDunxQ0VuJ1q0jpprbURSNedG4DNq/bQm0bbrEgszgMv9fD6C9p56pOv5MPXraQxT8MNcuW6NS3s7Bwe70oyHLD3ePBkbt00n1hc89udJ6X1XQHVlLnZtLCWxxLGhXuD9tigl0xduRuP25F2IO0LRYs+1dBSX1GScY10OBrn+GBgfKNhohvXzaNnJMhus+PNsYFA3iYaTlRfnvmbgrt2dI2v1U7SaX/3M2AbsEop1aWU+kvg35RSLymldgPXAB8B0FrvBX4J7AP+AHzQzFxHgb8BHgT2A780jwX4BPD3SqnDGDXT38vpdyiEyAutNV9/6GU+8otdeIMRPnrXLj5/3960JgcWirV5ZmnjmU02SxsreXmSUeH9vjBjkdhZre8sLdUeTnun3mx4tN9PJKbZsqoJj9semaypXL+2Ba0Zn3ZmjQ+2+0CWRMubK9mwoJa7d3RxYiBAidMx3rZQ5NfVK5vYc3KUfp/x/8POgbRSirbaMrqTTMNMxheK2qL9HRjdLjLN4h4f8BOL66TtNq9b04zToXhwb+9467t8bzS01FWUMOhL/3uJxOIMByI0VNrvU7J0una8TWvdqrV2a63na62/p7V+p9b6PK31+Vrr12qtexKO/5LWepnWepXW+vcJlz+gtV5pXvelhMs7tNYXa62Xa63fpLXOflu8EKIgQtEYH/3lLv7zkUPcumk+z/7jdbz78iX84KljvPN7zzLgs8d/4/Fd6AlZlpXzqibNSFs9pJO1TWsxM9JTtc06YAbpdizjmMzqeVW015bx0D4jkLYy0nYfyDLRGze1c6DXy0P7TjG/vgyHDVoMzgVXmW3wnjCHs4yORWzZ+s7SXlvGyeGpP10KRWOEo3GqbBJIN1SUMJBhIH14QseORLXlJVyypJ4H9/YWrPWdpb6ihKEMMtJWJt6On+7ZoweTEGLGGA6Eue17z/HrF0/y0etX8u9vOp+yEif//Jq1fO3NG3jxxDCv/eZT7DlZ/I/gjvb7aKwsPWsox6qWSrqGxvCHouccn6z1nWVetYexSIzR4Lm3S3SwdxSXQyX9KNWulDKmnT15uI+xcIzhMeOX1kzoI53oNRvaKHE66OiX1neFtL6thvqKkvFx4XbOSAO01aQ3lMUfMtopVtokkK4rzzwjbQXSS5uSB8g3rpvHkT4/D+833kQXKiNdX55ZmUqf+WmgBNJCiBnt+ICfN3z7aV48Mcx/vnUjf3vtirM2prxh03zuft8r0Fpz67ef5jcvFrdu+lh/gKUTMiwrrA2Hp8/dcHhmGEuS0o40h7Ic7PWxpLGCEtfMenm9bk0LwUicJw/3n6mRnkGlHWBk2K5b2wxIfXQhORyKq1Y08vihfuJxPb7Z0K7aasvo84bO6juejPVm2y6lHQ2VJfjDsaSjvSdzuM9He20Z5SXJv4cb1rUA8P0njwIUrEa6zsxIpzsYZ2A8I22/T8lm1iu9EKJodhwf4vXfeppBf5gf/9Ul3LIxecv38+bXcO/fXsHGBbV85Be7+PID+9N+scy1jn7/Ob8YVpmBdLI66a6hAA0VJUl/6Vj1tlNtODx4apRV82ZOWYfl4iX1VJW6eHjfKYYDYcrczhlT453o1k3zAVhYoMyaMFy9qolBf5g93SP2z0jXGv+Xe6Yo77AGy9jle7G66GRSEnGkz8eyJGUdltaaMjbMr+Hk8BgVJU6aCpTxbagoIRLTeJN8MphMv2SkhRAz2V3bO3nbd56h2uPi1+9/xXi/2Mk0Vpby47+6hLddvIA7Hu8oyk5rbzBCvy/Eksazf4ksqC/H43YkrZPuGhpj/iSZzPFAOkVG2h+K0jk4xuoZGEiXuBxsMaedDfpnxnjwZLasauYTN63mNRtapz5Y5MyVK4w66UcP9OENRW1dI221wOuZ4k2xP2yvjHS9ORFwIM1NevG45shpP8unKDO7YZ3RT7sQre8s1pjwdEtVrI2sjVUSSAshZpBwNM6n73mJj9+9m82L6vj1By5naZq1v26ng0++ag0lTgf37Cx8e/hj/UaZxpIJpR1Oh2JFcxUvJwmkOwcDLEhS1gHQXG28gJ9OEUhb9zmTNhomum5NM/2+ME8c6ptxZR0Wp0Px/i3LaK6Sjh2F1FhZyvr2ah54yeg9YJcsbjLzzDKtnik6d/jMjLRdaqStQDrdjHT3yBhjkVjSjYaJbjQD6UKVdcCZMeHpbp4c8IcpdTmoKLHfp2QSSAshkjo1GuStd2zjx8+c4K+vWsqP3n3x+At5umrK3Fy7ppn7dnUTLXBbvI5+owZ6YiANsKKl8pxAOhbXnBweY36SHtIAHreT2nJ3yoy0dZ+r51Vnu+yi2rKyGZdDcdobmrEZaVE8V69sGv+kx84Z6dbxQHqK0o6QvUo7rNffdDfpWRsNl02y0dCyvLmSN104nz87r216C8xAxhlpb4jGylJbDvmRQFoIcY7njg7yZ994kgO9Xv777Zv41M1rcDmze7m4ZWM7/b4wTx7uz/EqUzva70cpWNRwbmC8qqWKU6Oh8Ql+AKe9QSIxfc5Uw0TGUJbJW/sd6PVSXuJMullxJqgpd4+X7dSW2W9Tj7C3q1c2j39tl+AzmfISFzVl7in3O9hts2GmgfSRPqP951QZaYCvvmkDf3Z+4cqh6ssz+176fCFblnWABNJCiARaa3741FHe/p1nqPK4uOeDl0/7xfWa1U1Ue1z8dmd3Ttb4qV/vTmuK4rF+P201ZUk3zK00a5hfThgV3jlotr6bJCMNRi/pVF07DvZ6WdFSNaP7F1+3xtjFLxlpkakLFtaOl0FU27w0qLXGM+NKO2rK3DhUZhnpunI3DTbcoFdfmVkgPeAL05jhJ6KFIoG0EGLcZ367h8/dt48tq5q454OX56TWt9Tl5M/Ob+MPe3qT9m7ORCga4xfPd/I9s1VTKkf7/UnLOuBM547EDYdW67tkPaQt86o9U5Z2rGqZOf2jk7l+rRFIz6Tx4MIe3E4Hly9vAOydkQYrkE6dkfZZGelJWscVmtOhqM2g//KR0760stHFUFHipMTpSHtMeL8vZMuOHSCBtBDCNBwI8+NnTvCWzQu4452bc7rZ7HUb2xiLxHho36lp3c+JgQBxDft6RlNmk7TWdKQIpFtrPFSVus5qgdc5FECpM62xkmmp8dDvCyWt9+73hej3hVk1Q+ujLQvqy/nXW8/jbRctLPZSxAx03ZoWlIImm34Mb5lXUzZlaYcvFKWixGmrT5jqK9IPpA/3+Ww7GEopRV2FO60a6XhcM+AP01glGWkhhI3tOD4EwBs2tef8F8dFi+tpry2bdvcOq+YP4E8HTk963KA/jDcYnTSQVkqds+Gwa2iMlioPpa7Jd4W3VJeitVGvN5EVlK+aoR07Er3looUFGxUsZpc3Xjifhz5yNa019t4n0FbjYcAfTjncxBeMUmmzzHq6EwEH/WEG/WHbZqQB6itK0/peRsYixOJaMtJCCHt7/tgQbqdiw4LanN+3w6G4ZWMbTxzqHx/1mg2rE0dzVSmP7J88kD7abwTcS1LsVl81z2iBZw2L6RwMpNxoCKmHshywAukZ2ENaiFxRStk6eLPMS2NSqS8ctc1GQ0u6GekjfWbHDhv/LOor3Gl9L1YPaTvWeoME0kII0/Zjg5zXXpO3aXavu6CdWFxz/+7sNx129Plpqirl5vNaeepwP2Ph5NmkDiuQTjHdbmVLFUOByHh2uWto8tZ3lpbqyX/5Huz10lBRYvuPtIUQjGfMu1NMN/QFo1TZLJC2RmtPxWp9N9UwlmJKNyNtvUbbcTw4SCAthACCkRi7u0a4aHHqiYXTsbKlirWt1dzzYvblHR19PpY2VnDtmmZC0ThPH0neUu9ovx+XQ6VsQ3dmVLiPSCxOz8jYpMNYLFYWK1lG+uAp74wdxCLEXNNaa00qnXyvhT9kv4x0Q0UJQ4EIcfOTtMkcPu3D43bQXmvfEpv68vQy0tYkx0KNL8+UBNJCCF46OUI4FmdzHgNpgNdf0M6urhE6+nxTH5xER7+fpU2VXLyknooSJ49MUid9rN/PwobylL2vrRZ4B0956RkOEtdMOh7cUl9egtup6B09uzwlHtdGxw4p6xBiRrDKtFJ17vCForZpfWepqyghFtcEIqmPO3zax9LGSlttlJyorqKE0WCUyBTDuqS0Qwhhe88fGwTgwkV1eX2c12xoQym4J4ue0oP+MMOBCMuaKih1OblqZRN/2n96vMY50dF+f8qyDjBGGtdXlHDolJfOIbP13RSlHQ6HornKc86Y8JPDYwTCMQmkhZghKkpdVHtc9KQo7fDacLOhNVrbG06dkT7SZ9/Wd5aGNEee9/tCRus/m/Yml0BaCMH2Y0Msb67MeAR4pubVeHjFsgbuefFk0gA4FSuLvdTcQPjK1c30jgbZ2z161nHxuE7ZQzrRypZKDp7y0mUG0ulMJGypLj2nl7RsNBRi5mmrLUuZkfaH7ZmRBvBFJn/9HAvHODk8ZvtA+syY8NTp9QFfmIaKEttm1yWQFmKOi8c1248NctHi/GajLa/b2M6JwQAvnBjO6HYdZuu7pY3GL4drVjej1Llt8HpHg4Si8ZQdOyyrWqp4udfLicEAToeitWbyHtKWeTXnDmWx2uhJjbQQM8e8FNMNtdZG+zubBdJWFnc0RUb6SJ8PrbFtD2lLumPC+30h25Z1gATSQsx5h077GA1G2bwov/XRlpvWz6PU5eC3GfaUPtLvw+08s4GwsbKUjQtqz6mTPppGxw7LynlV+MMxnu0YpK3Wk7Km2tJS7eHUyLkZ6fl1Zbb7pSuEmFxriqEsoWicaFzbrrRjPCM9RSAN2D4jne6Y8D5f2LYdO0ACaSHmPKs+Op8dOxJVedxct7aF+3Z1T7nJJFFHn59FDRVnBbvXrm5mV+cwp71nfhl2pNFD2mJlkF84MTRlfbRlXrUHfziGN3jm48iDvaOslrIOIWaU1hRDWazx4HZ7c2xlcVPVSB8+7cOhYHFjeq9pxTKekZ6iRnrAF7Jtxw6QQFqIOW/7sUGaq0qnHEaSS6/f2M5QIMLjL/elfRur9V2iV65uAWDrgTP3c6zfT5nbSUvV1GUaK5uN4Deu06uPhsRBDsZO8nA0TkefX8o6hJhhUg1l8QXtGUiXlTgpczvxpqiRPtLnY1FDRcoprXZwpkZ68kBaa22WdkhGWghhU88fG+KixfUoVbiNHFetbKKu3J12945oLM6JwQBLJ9T8rWmtoq3GwyMHTo1fdrTfz6KG8rQ2ptSUu8fbYKWbkZ44lKWj30c0rmWjoRAzTJs5lCXZhkMrI223PtJgTDf0pkjiHj7tY1kan8gVm9vpoMrjSlna4Q/HCEbith0PDhJICzGndQ+PcXJ4jM0F2mhoKXE5uGl9K4/sP0U0jfKOzqExIjE93rHDopTilWuaeeJQP6Go8fHs0X7/OcelYvWTXjBFD2lLy4Qx4QelY4cQM1KqAUtWIG23yYZgBNKT1UhHY3GO9vttPRo80VQjzwfGpxpKIC2EsKFC10cnunRpPYFwbLx1XCpW67tkWZZrV7cQCMd4pmOQSCxO52AgrdZ3llUtxi+ctEs7rEB69Ewg7XKo8W4iQoiZwerS052kc4ffqpG22WZDsDLSyQPpE4MBIjFt69HgieqnGHl+ZhiLlHYIIWxo+7EhKktdRdkot2mhkQV/8cTQlMdObH2X6LJlDXjcDv60/xRdQ2NE45rFaXTssFy8pIHyEmfaraLKSpxUe1zjpR0He70sbaqgxCUvp0LMJNZQllQZaduWdkxSI33EfK20e8cOS315yfgI8GT6zBoWyUgLIWzp+WODXLCwNq22b7k2v66MpqpSdhxPI5Du91FX7h7fnJLI43ZyxfJGHjlwmqP9Zw9tScf1a1t44TPXJ73vycyr8Zwp7TjlZdW86rRvK4Swj9aaMrqTTDf0Bu1d2uENa+JxjS8UpXckyOHTPnZ2Do9v4J4ppR11U2SkB/xGRrqpyr6BtP3OECFEQYyMRTh4ysvN57UW5fGVUly4sC6twSxH+vznbDRMdO2aFh7ef5o/7jU2HS7JsMzC485sd3tLtYdT3hC+UJSuoTHedvHCjG4vhLCH1loPvaOTl3bYNSMdisGyf3qAZANiF9aXU+2x5zjtiRrMGmmtddIN7/1mRjrfU3enw35niBCiIF44MYTWFHyjYaJNi2r5w95e+ryhlBmHjj4/16xqmvT6a1Y1A/DrF09S7XFRV57fXyLzqj0cOtUvEw2FmOFaazzsOTlyzuW+UBSloLzEfi3kXndBO3te7mDFkkVUelxUlrqpKHVSZX6dyR6RYqurKCEUjRMIx5K+aen3hagtd+Muwqem6ZJAWog5avuxQVwOxcYFtUVbw4WLjCD+hRND3LhuXtJjRoMR+n2hlBnpeTUe1rdXs+fkKGtaq/Peyq+l2kOfL8S+7lEAGcYixAw1r7qMfl+YUDR2Vt9lX8gYD17ItqDpaq8t4y2rStiyZVWxlzJtiWPCkwXSA/6QreujQWqkhZiznj82xLr2GspLivd+el1bDW6n4oUUddLjGw2nqHu2hrNMHNqSDy01HmJxzdNH+ikvcdJeW7hhNkKI3GmtNfvCj4TOutwXjNpuGMtsZJVsTNYCr98bpsHGZR0ggbQQc1IoGmNX5zAXLSpeWQcYtcnr22t4IUXnjlSt7xJdt8Yo78ikY0e2rBZ4Tx7qZ2VLVVrDX4QQ9mO1wOuZ0ALPykiL/LI2eU82JrzfF6LRxhsNQQJpIeakPSdHCUXjbC5C/+iJNi2sY1fXCOFo8sEsHX1+nA7FwvrUAfJ57TV85tVredPm+flY5lmsQHo0GGWV1EcLMWO1TjLd0BeK2nKj4WzTMMWY8D5fiCYp7RBC2M12cxBLMTcaWi5cVEc4Gmdfz2jS64/2+1lQVzZln2alFH95xRLaClBm0VJz5oVdJhoKMXPNG89InxtIV9lwGMtsU5eitCMUjeENRqW0QwhhP88fG2JpY4UtNnFYg1km6yd9pM+XcqNhMTRUlOI0yzkkkBZi5qosdVHlcZ1b2iE10gVR7XHhcqikgbQ1qEVKO4QQthKPa3YcH7RFNhqMjFB7bVnSOul4XHNswF+QDYSZcDoUzeaLuwTSQsxsbTVl52Sk/VLaURBKqUmHsljjwe2Q8ElFzhIh5piOfh9DgYgt6qMtFyysTZqR7h4ZIxiJ2y4jDUYLvEgsbvsXeSFEaomTSi1e2WxYMJONCbcua6iU0g4hhI08f8wIWC+yUSB94aI6ekaCdA+f/fFquq3viuHV57fylosWFHsZQohpaq3xnFXaobXGL4F0wdRVuJNmpPvMjLTdNxvKWSLEHPP8sUEaK0tY3FBe7KWMs+qkXzgxdNZmQav1nR0D6b+6cmmxlyCEyIHWmrOHsoxFYsQ1VMpmw4JoqCjlQO+5m82t0g7JSAshbOWlrhE2Lqi11cSutW3VeNwOXjg+fNblHf1+qkpdts9ICCFmLquXtDWUxReMAkhGukDqKtyTbjYsL3EWdWhYOiSQFmIOicU1xwcCLGu2V82x2+ng/PZadkzYcNjR52dpU4Wtgn4hxOxiTTe0yjt8IQmkC6m+opThsQixuD7r8n6f/ceDgwTSQswpXUMBwrE4yxrtFUgDbFpUx77uEYKR2PhlHTZsfSeEmF2sjHTvqLHhUALpwqovd6M1jIxFzrrcCKTtXdYBEkgLMafYefPepoW1RGKal06OABAIR+keCdqu9Z0QYnaZZ0437B4+O5CW9neFcWYoS+isywd8YRokIy2EsJMj45v37Jfl3bTI3HBotsE72m8F/fZbqxBi9rCGsvRapR1mjbRMNiyMhgojWB70J8tISyAthLCRjn4/teVu6m04crWxspRFDeXj/aTtnD0XQswuRgs8Ke0ohroKN3D2mPBYXDPoD9MkpR1CCDvp6PPZulTiwoV1vHBiGK01HX1+lIIlNl6vEGJ2aE2YbuiX0o6Cqh8v7TgTSA8FwsQ1UtohhLAXowuGfUslLlhUR78vROfgGB39PtpqyvC4ncVelhBilkvMSHtDUtpRSHXlRiCdOJRlpowHBwmkhZgzvMEIp70hW5dKXJgwmMVqfSeEEPk2r8ZDvy9EKBrDH4ridChKXRIiFYLH7aSixHnWmPB+r/G1dO0QQtjG+OY9G7a+s6yaV0VFiZMdx4fo6POxzMbZcyHE7NFmdu44PRrCFzTGg0v/+sKpryw5KyM94LemGkpGWghhE9bmvWU2zvI6HYqNC2v5475e/OGYZKSFEAUxr8YayhLEG4rKRsMCqy8vOatGus9rBNIzYaqtBNJCzBEdfT4cChY2lBd7KSlduLCOU6PGi6ids+dCiNmjtebMdEO/BNIFV1dxdiDd7wvjdiqqy+z/c5BAWog54ki/nwX15ZS67L157wKznzRI6zshRGG01hqlHT0jQXyhKJWy0bCg6icE0gO+EA0VpTOivEYCaSHmiI4+v61b31k2LTAC6TK3k3nVniKvRggxF1SWuqgqddE7EsQXiklGusDqy0vO6drRWGX/jYaQRiCtlPq+Uuq0UmpPwmX1SqmHlFKHzL/rzMuVUuobSqnDSqndSqlNCbe53Tz+kFLq9oTLL1RKvWTe5htqJrz9EGKGicc1R/t9tm59Z6kpd7O8uZIljRU4HPJyIIQojNZaD93DY/iCEQmkC6yuooRAOEYwEgOM0o6Z0PoO0stI/xC4acJlnwQe0VqvAB4x/w3wKmCF+ee9wLfBCLyBzwKXABcDn7WCb/OY9yTcbuJjCSGmqWc0SDASnzGlEl+8ZT2fefXaYi9DCDGHzKspo3fULO2QQLqgGiYMZbFKO2aCKQNprfXjwOCEi28B7jS/vhN4XcLlP9KGZ4BapVQrcCPwkNZ6UGs9BDwE3GReV621fkZrrYEfJdyXECJHOvp8wMzZvHfZsgYuW9ZQ7GUIIeaQ1moP3cNB/KGYTDUssLqEQFprbWSkZ0hpR7ZnSovWusf8uhdoMb9uBzoTjusyL0t1eVeSy5NSSr0XI9NNS0sLW7duzXL52fP5fEV5XDEz7B+IERgbA5udIw8fjwBw6tAutnbK1ohik9cRMRU5RwovNBym32e8Vg70drF16+kir2hys+38OD5klHRs3fY8x2uchGNxRnq72Lr1VJFXNrVpv+XSWmullM7FYtJ4rDuAOwA2b96st2zZUoiHPcvWrVspxuMK+9Na8/EvP0KfV/Gm0jo+85q1VHvcxV4WAI/+dg+VpSe55cZrZsQu6NlOXkfEVOQcKbxTFSe45/BLAKxftZwtVy0t8oomN9vOjwV9Pr787GMsWL6GNe018MhjXLJxDVsumF/spU0p29TUKbMsA/Nv623bSWBBwnHzzctSXT4/yeVCzDgnBgP0eUMsr3Xwqxe6uPHrj/P4y33FXhYAHf3GuG0JooUQIrl55nRDQEo7Cqy+/ExpR7/PGg8+S2qkJ3EvYHXeuB34bcLlt5ndOy4FRswSkAeBG5RSdeYmwxuAB83rRpVSl5rdOm5LuC8hZpTtx4YAuH1dKb/+wOWUlzi57fvP8alfv4QvFC3q2jr6/CyZAa3vhBCiWNpqzrTblD7ShVVT5sahrEDaGMg1awJppdTPgG3AKqVUl1LqL4GvANcrpQ4B15n/BngA6AAOA98BPgCgtR4Evgg8b/75gnkZ5jHfNW9zBPh9br41IQpr+/Ehqjwu2isVGxfU8rsPXclfX7WUnz9/ghu//jhPH+4vyrqCkRjdI2MzZqOhEEIUw7zEQLrU3oOrZhuHQ1FnjgkfMAPphspZstlQa/22Sa66NsmxGvjgJPfzfeD7SS7fDqyfah1C2N2O44NcuKgOhwoA4HE7+dTNa7hhXQsfu2s3b//us3zolcv5yPUrC1picbTfj9YyJVAIIVKp8ripKnXhDUWpLLXH/pa5pK7CGMrS5wuj1JlyD7uT7ftC5MBIIMLLp3xsThhvbblwUT0PfOhK3nThfL7xp8N85rd7iMULsj8XMMo6QAJpIYSYipWVlj7ShVdfUcKAzyjtqC8vweWcGSHqzFilEDb3wgmjPvrCRfVJry8rcfJvbzyfv756KT9+5gR/9/MXCUfjBVmb1UNaaqSFECI1CaSLxxoTPuALzZiyDpBAWoiceP7YIC6HURs9GaUUn3rVGj75qtXcv7uH9/xoO2PhWN7X1tHvp63GQ3mJ/GIQQohU2szOHbLZsPDqKkoY9Edm1HhwkEBaiJzYfnyIdW3VlJVMvUHlfVcv4ytvOI8nDvXx5997lpFA5JxjRsYi/Py5E7zlf7ex/rMPcqzfn/XaOvp8LG2SjYZCCDGVRY3llLgckpEuggarRtobkkBaiLkkHI2zq3N40rKOZN568UK++fZNvNQ1wlvu2Mbp0SChaIwH9/by/h/v4KIvPcwnf/0Sfd4QvlCU373UM/WdJqG1pqPPL/XRQgiRhtsvW8xvPvAKSlwSHhVaXUUJsbimaygwo0o75C2XENO0t3uEUDTO5sXnbjRM5ebzWqn2uHnv/23ntd98irFIjJGxCI2VJbzjkoW8/oJ2zmuv4XX//RQP7z/FB69ZnvHa+nwhvKEoS6U+WgghplRR6mJdW02xlzEnNVQYwXNcz5we0iCBtBDTtuO4sdEwWceOqVyxopGf/NUlfPzu3VyytJ7XXdDOlcsbz9qtfN2aFr728Muc9gZprvKkuLdznenYIaUdQggh7Kuu4kwWumkGBdLy2YUQ07T92BAL68tprs4syLVcsLCOh//+av7zrRdwzarmc1r+XLe2Ba3hT/tPZ3zf0vpOCCHETJDYN3omlXZIIC3ENGit2X58KKtsdLpWz6tifl0ZD+8/lfFtO/p8eNyO8Z3oQgghhB3VJwTPM6m0QwJpIabhxGCAfl+ICzOsj86EUorr1rTwxKF+AuFoRrft6PezuKECh6NwkxSFEEKITCVmpBurJJAWYk54/phVH51+x45sXL+2hVA0zpOH+jO6XUefj2VSHy2EEMLmykqceNxGWNpQIaUdQswJO44PUu1xsaI5v8HqxUvqqfK4MirvCEfjdA6NSX20EEKIGaGhopSqUhce99QzGexCunYIW9Nac/CUl4f3neLRg33cuK6F9161rNjLGrf92BCbFtXlvXTC7XRwzapmHtl/mlhc40zj8U4M+onFtQTSQgghZoS6CveM6+EtgbSwnUgszvNHB3lo/yke3n+KzsExABorS/j3B1/mpnWtLGwoL/IqYTgQ5tBpH7dsbCvI4123toV7d3Wzs3MoreEvR6yOHY1S2iGEEML+VjZX4c9wL1CxSSAtbOXuHV184b69jAajlLocXLG8kQ9sWc61q5vRwJavbuX/+/1+vv3nFxZ7qbxwwqiPzmSi4XRsWdWEy6H4475TaT2mtL4TQggxk/zbG89HF3sRGZJAWtjKdx7voKXaw1fftIorVzRSXnL2Kfr+Lcv42kMv80zHAJcubSjSKg3bjw3hcig2LqgtyONVe9xcurSBh/ed4lOvWjPl8Uf7fTRVlVLlcRdgdUIIIcT0TJyjMBPMvBWLWSsQjnLotJebz2vlxnXzzgmiAd5z5VLaajx88f59xOLFfd+6/fgQ69prKCsp3KaI69e2cKTPT0efb8pjO/r8MhpcCCGEyCMJpIVt7O0eJa7h/Pk1kx5TVuLkE69azd7uUX71QlcBV3e2cDTOrs7hvA5iSebaNc0AaXXv6Oj3y2hwIYQQIo8kkBa2satzGIDzUgTSAK/d0MYFC2v56oMH8YeKsylhT/cIoWi84IH0/Lpy1rRW8/C+1OPChwNhBv1hlkl9tBBCCJE3EkgL23jp5AitNR6aqzwpj1NK8ZlXr6XPG+LbW48UaHVn22EOYsnnRMPJXL+2he3HBxn0hyc9xurYsURKO4QQQoi8kUBa2MburpGUZR2JNi2s45aNbXzniQ66hgJ5Xtm5th8fZGF9+ZRBfz5cv6aFuIY/HZg8K23VUEtphxBCCJE/EkgLWxgZi3C038/582vTvs0/3LQagH/9w8E8rSo5rTU7jg8VvKzDsr69mnnVHh7el7xOWmvNrq5h3E7FgrqyAq9OCCGEmDskkC6AJw/1FyVrOpPsOTkCpN5oOFF7bRl/fdVS7tvVzY7jg/la2jmODwTo94XZvLgw/aMnUkpx3dpmHj/URzASO+u6PSdHeNt3nuHHz5zgyhVNM7KVkBBCCDFTyG/ZPPOHovzFD5/jW0Wq5bXE4pqv/P4A39p6uKjrmMzuLiOQPq89/UAa4K+vXkZLdSlfuH8/8QK1w9t+3KiP3lyE+mjLdWtaCIRjbDsyAMCp0SAfu2sXr/nmk7x8yscXb1nH/76z+ENrhBBCiNlMBrJkYM/JEZ7tibIlg9s8d2yQSExzYqB4GelYXPPxu3fx6xdOUuJy8I6LF1FTbq8hHbu7hlnUUE5teUlGt6sodfHxG1fzsbt28Y+/eYkPbFme9/Hh248NUu1xsbyI9ceXLWugosTJfbu62dU1zP8+1kEsrnnvlUv5wDXLqSmz189XCCGEmI0kkM7Aj7Yd4/69IT4ai6f9kflTh/oBODFYnEA6Govzsbt2cc/Obt5wQTu/fvEk9+46yTsvW1yU9Uxmd9cIFyyszeq2b7ignRdPDPGL5zv55fZOblg7j7+8cgmbF9WhlMrtQoEdx4fYtKgOhyP3952uUpeTq1c18esXTwJw83nz+MRNq1nUIF06hBBCiEKR0o4MbFnVTCAKL5r9jtPx5GEjkD45PEY0Fs/TypKLxuJ85JdGEP3xG1fxH2/ewOp5Vdy1o3iDTJIZ8IU4OTzGhgw2GiZyOBRfev15PPmJV/K+q5fxzNEB3vQ/23jdfz/Fb3eeJJLD5304EObQaV/RNhomevflS7huTQt3ve8yvvWOCyWIFkIIIQpMAukMXLGiEYeCR1O0HUvU7wtxoNfL4oZyYnFNz0gwzys8IxKL83c/38l9u7r5xE2r+eA1y1FK8abNC9jdNcLBXm/B1jKV3eZGw6kGsUxlXo2Hf7hpNds+eS3/8rr1eINR/u7nO9ny1a105ugTgRdOmP2jFxVno2GizYvr+e7tm7moSJsehRBCiLlOAukMVHvcrKh18OjBvrSOf9rcCPbWixcChSvviMTifOhnL/K7l3r4p5vX8P4ty8ave93GNtxOxV3bOwuylnTs7hxBKVif4UbDyZSVOPnzSxfx8N9fzR3vvJCTw2Pct7s7J/e94/gQLodi44LanNyfEEIIIWYuCaQzdH6Tk/09o/SmkV1++nA/VR4XN69vBQoTSIejcT74kxf4/Z5ePvPqtbznqqVnXd9QWcq1q1u4J8clD9Px0slhljVVUlma25J9h0Nxw7p5LGuqYLs5iXC6th8bYl1bNWUlzpzcnxBCCCFmLgmkM3R+kxHsPfZy6vIOrTVPHOrnFcsaaK8rw+VQOSsvSOW/Hz3MH/ed4nOvWctfXrEk6TFv2jyffl847RKVfDKGh6Q/0TAbFy+pZ/uxwWm3x4vE4uzqGmaTDeqjhRBCCFF8EkhnaH6lorXGw6MHUpd3nBgMcHJ4jMuXN+J0KObXlRUkI739+CDnz6/hXZcnD6IBrl7ZRFNVqS02HZ4aDdHnDXF+jso6ktm8qJ7RYJRDp33Tup993aMEI3E226A+WgghhBDFJ4F0hpRSbFnVxJOH+1OWRjx12KiPvnx5IwAL6svznpHWWrO/x8uaedUpj3M5HbzhgnYePXCafl8or2uayq6uYQDOz2PNsbUZ7/lj05t+aIdBLEIIIYSwDwmks7BlVTO+UDRl3e1Th/tprfGwtNFoSbawvjzvGek+X4hBf5jVrVVTHvumzfOJxjX3mH2Ii+WlrhFcDsXa1tTB/3QsqC+juaqU7dMMpHccH6S9toyWak+OViaEEEKImUwC6SxcvrwRt1OxdZI66Xhc8/SRfl6xrHF8IMjC+nKGAhFGg5G8retAj9HSbvUUGWmA5c1VbFxQy13bu9C6MKO1k9nVNczKlio87vxt3lNKcdHiep6fxoZDrTXbjw1JNloIIYQQ4ySQzkJlqYuLFtezdZI66X09owwFIlyxomH8sgX1xtjqfJZ3HOgdBWD1vKkz0mBkpQ+e8vKS2ce50LTWvHQyvxsNLZsX13FyeIzu4bGsbt81NMZpb8gWg1iEEEIIYQ8SSGfpmlXNHDzlTRqYPWVOM3zFssbxyxYWJJD20lJdSl1FSVrHv2ZDG6UuB78sUk/pzsExhgMRzs9yomEmplsnvcOsj5aOHUIIIYSwSCCdpS2rmgDYmmQ4y1NHBljRXHlWLe2ZjHR2GdF0HOjxplXWYan2uLlp/Tzu3dlNMBLL27oms/vkMEBBMtKr51VRUeLMup/09uODVJa6Mnp+hRBCCDG7SSCdpeXNlbTXlvHowbPrpEPRGM8dHRjv1mGpKXNTU+bO24bDSCzO4dO+tDYaJnrThQsYDUb5475TOV1P11CA/370MKHo5AH67q4RSlwOVrZktuZsuJwONi2qm0ZGepgLFtbidKgcr0wIIYQQM5UE0lmy2uA9dbj/rGDxhePDBCPxcwJpyG/njqP9fsKx+JSt7yZ6xbIG2mvLcjoyPBiJ8Z4f7eCrDx7ky7/bP+lxu7uGWdNaTYmrMKfh5kX1HDzlZWQssw2f3mCEg72jbFooZR1CCCGEOEMC6Wm4ZlUzgXDsrHKBp4/043QoLll67tCOhXnsJb2/x9houCrNjYYWh0Nx66Z2njzcn/VGvIm+cP8+9veMcsXyRu7cdpzfv9RzzjHxuGbPyVE2FKCsw3LR4jq0hhdOZFbe8eKJYeJa+kcLIYQQ4mwSSE/DK5Y3UOJ0nDVq+8nD/WyYX0O1x33O8Qvqy+kaGiM2zVHVyRzs9eJyKJY1VWZ82zdeuACt4YdPH5v2On678yQ/ffYE77t6Gd9/10VsmF/DP/xq9zlvIDr6/fhCUc7L40TDiTaapRmZ9pPecXwIh4KNeRwaI4QQQoiZRwLpaSgvcXHJ0nq2vmxsOBwNRtjVOZy0rAOMwSDhWJxTo8Gcr+VAr5flzZVZlUksbCjn1k3zuePxDr77REfWazjS5+Mff/0SmxfV8dEbVlLicvDNt28C4G9++gLh6JlJkLvNiYYbChiclpe4WN9WnXE/6R3Hh1g1r5qqJG+OhBBCCDF3SSA9TVtWNXP4tI/OwQDPdgwS10waSFst8PJRJ32gZzTt/tHJfOXW87j5vHn8y+/28/0nj2Z8+2Akxgd/8gIlLgf/9fYLcDuNU2tBfTlffeP57Ooa4d/+cGD8+N1dI5SXOLPKoE/HRYvr2dU5nHITZKJoLM6LJ4akf7QQQgghziGB9DSdaYN3mqcO91PmdnLBwtqkx+YrkB4JROgeCbJ6GmO23U4H//nWC7hp3Ty+cP8+7sywzONz9+7lQK+Xr71lI601ZWddd9P6Vm6/bBHfffIoD5vdQXZ3DbO+rabgXTA2L64nFI2z5+RoWscf6PXiD8ekPloIIYQQ55BAepqWNlawsL6crQf7eOpwPxctqafUlXzcdVttGQ4FXTkOpK2JhpluNJzI7XTwjbddwPVrW/jsvXv5v23H0rrdb17s4ufPd/KBLcu4ZlVz0mM+dfMa1rVV89G7dnFiIMDe7lHOK+BGQ4sVEKdbJ21tTJSOHUIIIYSYSALpaVJKcc2qJp441M+h0z6uWN4w6bFup4O22rKcZ6QPnvICZNz6LpkSl4P/fvsmrlvTzGd+u5efPHs85fGHT/v4p9/s4eLF9fz99SsnPc7jdvLfb99ELK55x/eeIRSNF2QQy0SNlaUsbaxIu056+7EhWqpLmV9XNvXBQgghhJhTJJDOgS2rmgnHjI10k9VHW/LRS3p/j5facjct1aU5ub8Sl4P/fscmXrm6mX/6zR5+9twJtNZ4gxE6+nw82zHA/bu7+cFTR3nfj3dQ5nbyjbddgMuZ+nRa3FjBl99w3vh0x0KMBk9m8+I6dhwfJJ5G95Qdx4fYvKgepWQQixBCCCHO5ir2AmaDS5c2UOpyUFHqmjIrvLC+nIf3n055TKYO9BobDXMZ7JW6nHz7zzfxvv/bwad+/RJfuG8fY0nGiFeVuvjWn29iXo0nyb2c67Ub2thxbJA/HTzNIrNmvNA2L67nl9u76Oj3sbx58nKYnpExTg6P8e4rlhRwdUIIIYSYKSSQzoGyEifvuGQRFaVOHFNsnltQX06/L0QgHKW8ZPpPfzyuOdjr5c2bF0z7viYygukL+dajhwmEYzRVldJcXUpTpcf4uqqUmjL3lN/zRJ977To+E1+b8e1y5aLFxrCc548NpQykdxw3yj+kY4cQQgghkpFAOkf++TVr0zpugZmF7Rwcm/bmQIDOoQCBcGxare9S8bid/P0Nq3J6n0opXM7ilUosbiinsbKE548O8raLF0563PZjQ3jcDta2Tb/2XAghhBCzj9RIF1iuW+Ad6DU2Gk6n9d1co5Ri86J6nj+eunPHCyeG2DC/drwnthBCCCFEomlFCEqpY0qpl5RSO5VS283L6pVSDymlDpl/15mXK6XUN5RSh5VSu5VSmxLu53bz+ENKqdun9y3Z28LxjHSOAukeL0rBypbCDjaZ6TYvrqNzcIzekeRTJgPhKHu7R6V/tBBCCCEmlYtU2zVa641a683mvz8JPKK1XgE8Yv4b4FXACvPPe4FvgxF4A58FLgEuBj5rBd+zUV25m8pSVw4z0qMsbqjISb31XGLVSW+fJCu9s3OYWFyzeVF9IZclhBBCiBkkH59Z3wLcaX59J/C6hMt/pA3PALVKqVbgRuAhrfWg1noIeAi4KQ/rsgWlFAvqy3OXke715q0+ejZb21ZNmdvJ9gn9pDv6fHz9oZf5xK9241AyiEUIIYQQk5tuGlMDf1RKaeB/tdZ3AC1a6x7z+l6gxfy6HehMuG2Xedlkl59DKfVejGw2LS0tbN26dZrLz5zP55v245bHg+zv8k77fkJRzbH+ABtqw0V5Lma6xVWaR/ecYGPJKZ7tjfFMd5Sjo3EUsLrewd9sLOXF557K+H5zcY6I2U3OETEVOUdEKnJ+2Md0A+krtNYnlVLNwENKqQOJV2qttRlk54QZqN8BsHnzZr1ly5Zc3XXatm7dynQf9yn/Pn607ThXX331tHo/7+ocRj/8FDddej5b1s+b1prmohciL/ONRw7xkcfG0BrOa6/h01e28erz29Lui51MLs4RMbvJOSKmIueISEXOD/uYViCttT5p/n1aKfUbjBrnU0qpVq11j1m6YU0fOQkkNjueb152Etgy4fKt01mX3S2oLycUjdPnDdFcnX3AdqB3FIA1rVLakY3XnN/KtiP9XLaskVs2trGsSTZsCiGEECJ9WddIK6UqlFJV1tfADcAe4F7A6rxxO/Bb8+t7gdvM7h2XAiNmCciDwA1KqTpzk+EN5mWz1oIctcDb3+OlvMTJgrriTAic6Va0VHHX+17B31+/UoJoIYQQQmRsOhnpFuA3ZmmCC/ip1voPSqnngV8qpf4SOA682Tz+AeBm4DAQAP4CQGs9qJT6IvC8edwXtNapG/zOcOMt8IYCbF6cfVeIA72jrJpXVbQJgUIIIYQQc1nWgbTWugPYkOTyAeDaJJdr4IOT3Nf3ge9nu5aZpr22DKXgxMBY1vehteZAr5dXSW20EEIIIURRyMi2IvC4ncyr9kyrtOO0N8RwIMLqeTLRUAghhBCiGCSQLpLp9pLe32NsNJQe0kIIIYQQxSGBdJEsrC9PmZE+0ufjbXc8w58OnEp6/YFeL4BkpIUQQgghikQC6SJZUFdO72iQYCR2znVaaz71q5fY1jHAu3+4nS/ct49Q9OzjDvSM0lbjoabcXaglCyGEEEKIBBJIF8nChjIAuobO3XB4944unjs2yOdfu47bL1vE9586yq3ffpqOPt/4MQd6vaySsg4hhBBCiKKRQLpIElvgJRryh/nyA/u5cFEd77x0EZ+/ZT13vPNCuobGePV/PcmvdnQRjsY5fNrH6lYp6xBCCCGEKJbpjggXWbKGskzccPiV3x/AG4zypdevH+8PfcO6eaxvr+HDP9/JR+/axW9ePEk0rmWjoRBCCCFEEUlGukiaKkvxuB2cGDgTSD93dJBfbO/kL69ccs4mwrbaMn76nkv4u2tX8PSRfgDWSEZaCCGEEKJoJCNdJEqpszp3hKNxPn3PS7TXlvF3165IehuX08FHrl/JK5Y18EzHIMtlrLUQQgghRNFIIF1EiYH09548ysunfHz3ts2Ul6T+sVyytIFLljYUYolCCCGEEGISUtpRRPPrjKEsnYMB/vORl7lhbQvXrW0p9rKEEEIIIUQaJJAuooX15fjDMT7yi504lOJzr11X7CUJIYQQQog0SSBdRFYLvO3Hh/j761fSVltW5BUJIYQQQoh0SSBdRAsbjEB6TWs173rF4uIuRgghhBBCZEQ2GxbR0sYK3n7JQt556SJcTnlPI4QQQggxk0ggXUQup4Mvv/68Yi9DCCGEEEJkQdKgQgghhBBCZEECaSGEEEIIIbIggbQQQgghhBBZkEBaCCGEEEKILEggLYQQQgghRBYkkBZCCCGEECILEkgLIYQQQgiRBQmkhRBCCCGEyIIE0kIIIYQQQmRBAmkhhBBCCCGyIIG0EEIIIYQQWZBAWgghhBBCiCxIIC2EEEIIIUQWlNa62GvIilKqDzhehIduBPqL8Lhi5pBzRExFzhExFTlHRCpyfhTWIq11U7IrZmwgXSxKqe1a683FXoewLzlHxFTkHBFTkXNEpCLnh31IaYcQQgghhBBZkEBaCCGEEEKILEggnbk7ir0AYXtyjoipyDkipiLniEhFzg+bkBppIYQQQgghsiAZaSGEEEIIIbIwKwJppdT3lVKnlVJ7Ei7bqJR6Rim1Uym1XSl1ccJ1bqXUC+bXNymlDiqlDiulPplwzCuVUi8opfYope5USrkm3l4ptUAp9ahSap9Saq9S6u8SjqlXSj2klDpk/l1nXv4OpdRupdRLSqmnlVIbEm6TdC1i+pI9t0qpa82f406l1JNKqeUJx7cqpf5ofv0HpdSwUur+Cfe5RCn1rHmfv1BKlUy8vXkebjPPj91KqbdMdXul1N+b59RupdQjSqlFCbe53TynDimlbs/fMza3TPZ/OYPXkXNeg8zLk74OJN5eXkdmhkl+z/zCPDd2KqWOKaV2TrjNDqVUqVLqS0qpTqWUb8L1V5nnQFQp9cYkj/l7pdR8pdRPzJ/pHnMdbvN6pZT6hvmz3q2U2mRenvHrjpi+SX7PPJFwjnQrpe5JOD6d15CvKqUOmD/H3yilaidcv0MpVaOU+p153F6l1FcSri81f86HzZ/7YvPy683bvmT+/cqE21xoXn7YPL9UHp6u2UNrPeP/AFcBm4A9CZf9EXiV+fXNwNaE664B/gtwAkeApUAJsAtYi/EGoxNYaR7/BeAvk9y+FdhkXlYFvAysNf/9b8Anza8/Cfyr+fUrgDrz61cBz5pfJ11LsZ/b2fAnxc/5ZWCNecwHgB8m3OYvgI+aX18LvAa4f8L9/hJ4q/n1/wDvn3h7YCWwwrysDegBalPd3jy/ys2v3w/8wvy6Hugw/64zv64r9vM7G/5M9n85ndcR8+tzXoPMy5O+DiTeXl5HZsafyX7GCdf/B/DPCf9eAtxrfn2p+XP2TbjNYuB84EfAGydcVwY8l3DuKfPPzxJeK24Gfm9efmnCeZDx6478mfb5MeX/PeBXwG0J/07nNeQGwGV+/a8TXkOWAPcC5cA15mUlwBMJr1sfAP7H/PqtnPl9cgHQZn69HjiZcL/PmeeTMs+vVxX7+bXzn1mRkdZaPw4MTrwYqDa/rgG6E667CePkuBg4rLXu0FqHgZ8DtwANQFhr/bJ5/EPArRNvr7Xu0Vq/YK7BC+wH2s1jbgHuNL++E3idedzTWush8/JngPnm15OtRUzfZM9tOucIWutHAG/iHZrv0F8J3G1eNP4zTry91vplrfUh8366gdNAU6rba60f1VoHzMsTz5EbgYe01oPmOfSQ+ThimlL8X073HEn2GgSTvA4k3l5eR2aGFD9j6/XgzRhBruUm4A/mbZ/RWvckuc9jWuvdQDzJ3W4BtprHPaBNGEGO9fO+BfiRedUzQK1SqjWb1x0xbSn/7ymlqjGe+3sSbjPla4jW+o9a66j5z8T/69bt/6C1DmitHzWPDwMvcPY5Yr2G3A1cq5RSWusXzXMDYC9QZmavW4Fq85zVGG/yXpfxszGHzIpAehIfBr6qlOoE/h34VMJ112C8QLVjZJ4tXeZl/YBLKWU1O3/j/9/e3cfIVZVxHP/+FKE1KCJSEmixVgpEAhRasAQKolCBqKg0QoVCKQQhGtLia1IVTIgQSERIQZC3EkVDQIo1GKgUgdpQaGlLyzsFUXmxEF7Ki9BA+/jHeaa9nc7L7uzSXba/T3KzM2fOc+fcueeePXPuuXOBYQ3i18nTJfsA92XSDpWG87/ADg3KeAp5ELUoi/Vcs8/2VOCvkp4FJgHnA0j6MLBbRDzSYp3bAa9VGrh1+6tZvMq0gC0poxZN4+u4jmxidcfyVNq3I620agfcjgwc44CVtc5rWteR7tCR9fE5pWNSJb3t/u6w3bHua7cvvg7MjYjXK2ldaUOqprD+WIcGdSynfnwVmFtfrtzvqyj1oOoYYHFErM78z7bYDqszkDvSZwDTImIYMA24GkDSTsArlRG/jeS3sOOAiyTdTxmNXNMsXtLWlFM2U+sOkur6Nvh5FEmHUv4B/rgnG2k9Mg04KiKGAtcCv8r0z7O+I9OJjeLzW/7vgJMjotHo00YknQCMAS7sQVmsGxocyx23I/Wq7YDbkQFnIpXR6Jx3PDQinu7BOg8E/lGXdhlwT0TM68oKOml37H1TX0e61YZImg68B1yfzzeqYyrXcv0RuKSrdU/SHpQpI9/p4nZYnYHckT4JuDkf30g57QLlG9zt+fg5NhxpHpppRMS9ETEuIvYH7qHMW6yPr40Q/Am4PiJurqxrZTZitcbsxUrMXsBVwNER8XK7sliPNfpsVwJ7R0Stw3sDZd4pNBgJauBlymnU2kWo1f21QXye0rsVmJ6nX9vFI+kwYDrwtRwlaLYdriO9pMmx3JV2pJVm7YDbkQEij+FvUtqQmnFs3AnuzjpHAP/J0/S1tLOB7YGzKlmb7u9O2h3rkVb74lOUtuPWyutdbUOQNBn4CnB8fqGGxnXst8CTEfHrRuXK/b4NpR4gaSgwizJv+6lK/ur0EdeRNgZyR/p54JB8/EWgdspt3ZwkYCEwMq9i3pIyCj0bQNKQ/LsVZbTn8vr4nG92NfBoRNRGM2tmU/4Jk3//nDE7U/4xT6rMwW5ZFuuxZp/tNpJ2zTyHU+amQrm48I5WK8zG7O+UaT9Q2cfV+Hy/WZR5jDd1JV7SPsAVlE70uo4TpdEdL2lblV9vGE8XG2JrrcWx3JV2pJWG7QBuRwaSw4DHIqJ6Oryr9aOZ+i/jp1KukZhYN7I8GzhRxVhgVUS80Em7Yz3W6tibQLlY/Z1K/i7VEUlHAD+i/D+ojl5vEC/pXEoneWrdKqptyATgzoiInAJyK+Vi5vm1zDmV7HVJY7NtOhHXkdaiH1zx2NOFcirjBeBdynyeU4CDgAcoV87eB4ymXFW7pC72KMpo81OUb+619AspHavHKadaqY/P9whgGbA0l6Pyte0oc5SepHSqPpnpVwGvVvIvalcWL71SRzb6bIFvAMuzjtxFudp6e0pDU42dB7wEvJ3168uZPoJy4c8KymjlVvXxwAlZL5dWllHN4jP9DsqIeS3/7Mr6pmT+FZTTtX3+2Q6Epdmx3I12ZKM2KNM3agfcjnwwlxb7eCZwel3ehcDgyvMLMmZt/j0n0/fL529RRgkfzvS/AMMr8e/l/qzt759nuoBL87XlwJhM73a746VX6kiz/sRdwBGV591pQ1ZQ5jjX9mPtFzjW1THKqHFQ+iy1fKfma4NyP6/I/T4i03+a9a5aR4bka2OAh3I7ZpA37/PSeNms7mwo6SDghIg4vS/irf/LeclDI+L8tpnfh3jr/9yOWCt5uvzKiDiyw/itgPkRMaZtZvtA6oU2pEd1zHrXZtWRNjMzMzPrLQN5jrSZmZmZ2fvGHWkzMzMzsw64I21mZmZm1gF3pM3MzMzMOuCOtJlZG5LWSFoq6WFJD0r6vqSW7aek4ZK+vanK2OD9d5R0U/uc/ZOkyZJ27OtymJm14o60mVl7b0fEqIjYg3LzniOBs9vEDAf6rCMdEc9HxIT2OYvK3e76i8mAO9Jm1q+5I21m1g1R7jZ5GvC9vKPccEnzJC3OpXar+fOBcTmSPa1Fvg1IukXSAzn6fVol/RRJT0i6X9KVkmZk+mclLZC0XNK5kt7M9OGSHsrHgyRdm3mWSDo00ydLmi3pTmBuPr9Z0m2SnpR0QeX9fyNpUZbrF5X0ZySdl9u5SNK+km6X9JSk0yv5fihpoaRltfgs46O5PQ9LmiNpsKQJlJtCXJ/rHSzpS1n25ZKuyd9bNjPrU+5Im5l1U0Q8Tbk72RDgReDwiNgXOBa4JLP9BJiXI9kXtchXb0pEjKZ0JM+UtF1OcfgZMBY4ENi9kv9i4OKI2JNyR7RGvluKHXsCE4HrJA3K1/YFJkRE7Vboo7J8ewLHShqW6dPzJiF7AYdI2quy/n9HxCjKXUBnUm5FPBaodZjHAyOB/XP9oyUdnLEjgUtztP814Jgot7VeBByf641c77G5DVsAZzTZVjOzTcYdaTOznvkIcKWk5ZRb8X6uh/nOlPQgsAAYxvoO6N0R8UpEvJvxNQdUnv+hyToPAn4PEBGPAf8Cds3X/hYRr1Tyzo2IVRHxDvAI8OlM/5akxcASYI+68s/Ov8uB+yLijYh4CVgt6RPA+FyWAIspXwRGZsw/I2JpPn6AMiWm3m6Z74l8fh1wcIN8ZmabVH+bE2dm1u9JGgGsoYwynw2sBPamDE680yRsWrt8kr4AHAYcEBH/k3QXMKg+Xy97q+756srjNcAWkj4D/ADYLyJelTSzrly1mLV18Wsp/2cEnBcRV1TfSNLwBu83uLPNMDPb9DwibWbWDZK2By4HZkREANsAL0TEWmASZcoHwBvAxyqhzfJRl+fV7ETvTpkeAbCQMp1i27wo8JhKzILK8+OaFHsecHyWf1dgZ+DxLm4ywMcpHe5VknagXGzZHbcDUyRtnWXYSdKQNjHVz+9xYLikXfL5JODubpbBzKzXuSNtZtbe4NrP3wF3AHPI+b/AZcBJOR1jd9aP8C4D1uTP5U1rka/qNsoI8KOUixUXAETEc8AvgfuB+cAzwKqMmQqcJWkZsEslveoy4EM5reQGYHJErG6Qr6GIeJAyLeMxyvSR+V2Nzfg5GXdvluEmNvyS0chM4HJJSykj2icDN2b8WsqXGTOzPqUyoGJmZv2ZpK0j4s0ckZ4FXBMRsyR9lPLzfCHpOGBiRBzdt6U1M9s8eI60mdkHwzmSDqPMTZ4D3JLpo4EZkkT51YspfVI6M7PNkEekzczMzMw64DnSZmZmZmYdcEfazMzMzKwD7kibmZmZmXXAHWkzMzMzsw64I21mZmZm1gF3pM3MzMzMOvB/ntTIrQaLnFUAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"analisi_giorni.plot(kind='line', x='Data aggiornamento', y=[\"Tamponi giornalieri\"], grid=True, title='Andamento tamponi giornalieri (ultimi 3 mesi)', figsize=(12,6))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Andamento ospedalizzati e terapia intensiva"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'Andamento ospedalizzati e terapia intensiva (ultimi 3 mesi)'}, xlabel='Data aggiornamento'>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"analisi_giorni.plot(kind='line', x='Data aggiornamento', y=[\"Totale ospedalizzati\", \"Terapia Intensiva\"], grid=True, title='Andamento ospedalizzati e terapia intensiva (ultimi 3 mesi)', figsize=(12,6))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Andamento % letalità"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'Andamento % letalità (ultimi 3 mesi)'}, xlabel='Data aggiornamento'>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"analisi_giorni.plot(kind='line', x='Data aggiornamento', y=[\"% Letalità\"], grid=True, title='Andamento % letalità (ultimi 3 mesi)', figsize=(12,6))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.8.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}