From 798f033385aaf446215c6e8e2c93748255edbc25 Mon Sep 17 00:00:00 2001 From: Anno Knierim Date: Wed, 27 Sep 2023 15:03:58 +0200 Subject: [PATCH 1/2] Update matplotlib notebook --- python/matplotlib.ipynb | 489 ++++++++++++++++++++++++++++++++++------ 1 file changed, 422 insertions(+), 67 deletions(-) diff --git a/python/matplotlib.ipynb b/python/matplotlib.ipynb index ef66519f..bdafb4c5 100644 --- a/python/matplotlib.ipynb +++ b/python/matplotlib.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "tags": [] }, @@ -43,7 +43,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": { "tags": [] }, @@ -67,9 +67,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "t = np.linspace(0, 2 * np.pi)\n", "\n", @@ -106,11 +128,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig2, ax2 = plt.subplots()\n", "ax2.plot(t, np.sin(t), \"r--\");" @@ -118,11 +151,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ax.cla()\n", "ax.plot(t, np.sin(t), \"go\")\n", @@ -152,9 +197,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "fig" ] @@ -168,11 +225,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ax.set_xlim(0, 2 * np.pi)\n", "ax.set_ylim(-1.2, 1.2)\n", @@ -181,9 +250,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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PPSZt3Sq995505ZW206CwdO0qDR5s6oQEcz/aiRN2MwEAgCJBgwZ4moYNpc6dbadAYXv9den66019+HD6fncAAMCr0aAB7u7vv20ngA1BQdL//idVqGBG0F5/3XYiAABQBGjQAHf2++9S3brSkCFSXJztNChq1atLmzebRq1UKdtpAABAEaBBA9xVcrL0wAOS0yn997/S6NG2E8GGmjXZ4w4AAB9Cgwa4q9dfl9avN3V4uDRsmNU4cBOHD5v90eLjbScBAACFgN1tAXe0dav0wgum9vMz+2Gx3xnWrk1f0dHfX3rrLduJAABAAWMEDXA3MTFSz55SUpI5fvZZ6YYb7GaCewgLk86cMfXbb0sLF9rNAwAAChwNGuBunn1W+vVXUzdpIr34otU4cCNXXWUas1SPPSb9+ae9PAAAoMDRoAHu5IsvpKlTTR0SIs2fb5ZbB1L17m1GWCUpKkoaNMhqHAAAULBo0AB38c8/Uq9e6cfjx5tNqYF/mzhRKl/e1EuXSh9/bDMNAAAoQDRogLuIiTGrNUrS7beb6WtAVsqXlyZNSj8eONCMpgEAAI9Hgwa4i5o1pe++k8aNk+bMYe8rXFj37lK7dqb+809z7yIAAPB4DpfL5bIdwls5nU6FhYUpOjpaoSyRDqCgHT4sNWqUvrLjzz9Ll19uNxMAAMhSTnsDRtAAm5KTzdRGIC9q1jQjrpUrSx9+SHMGAIAXoEEDbHr9dbN0+qZNtpPAUw0cKO3eLd1zj+0kAACgANCgAbZs3Sq98IL022/SjTdKR4/aTgRP5OcnlS5tOwUAACggNGiADTExZi+rpCRz/PTTUtWqdjPBO7hc0uefp//ZAgAAHoUGDbBh5Ejp119N3aSJ9J//2M0D73D0qJnq2Lat2SsNAAB4HBo0oKht3y5NnmzqkBBp/nwpKMhuJniHQ4ek5ctN/cIL0v79dvMAAIBco0EDipLLJT3+uJSSYo5feEFq2NBuJniP6683f74kKTZW6tfP/JkDAAAewy0atM8++0ytW7dW2bJlVaJECTVp0kRTpkxRSuo3sTnkcDhy9Hj33XczvG/evHkXfc/nn39ekF8yfNWCBdK6daauV08aMsRuHnifMWOkGjVMvXq1NG+e1TgAACB3AmwHePXVVzV8+HBJUkREhEqWLKnt27dr0KBBWrVqlZYtWyY/v5z1kS1atMj2tVOnTmnXrl2SpGbNmmV5TsWKFVWvXr0sXytTpkyOMgDZcjqlZ55JP548WQoOtpcH3qlUKWn6dKldO3P89NPmnrTKle3mAgAAOWK1QduwYYNGjBghPz8/zZ8/X927d5ckbd++XbfffrtWrFihCRMmaOjQoTm63rrUkYksjBo1Srt27dJ1112nSy65JMtz2rZtq3n8tBmFZc0a6e+/TX3XXdIdd1iNAy/Wtq3Uo4e0cKF06pQ0aJD0v//ZTgUAAHLA6hTH0aNHy+VyqW/fvmnNmSQ1btxYEyZMkGRG2BITE/P1OS6XSwsWLJAkPfDAA/m6FpBnnTpJ27ZJt98unfvzDRSaiROlcuVMvWRJ+uIhAADArVlr0JxOp1atWiVJ6tOnT6bXO3furNDQUJ04cUJr1qzJ12d99913OnjwoAIDA9WtW7d8XQvIl8svN3tU1a5tOwm8XYUKGZfaHzhQio62FgcAAOSMtQZt27ZtSkhIUEhIiJo0aZLp9cDAQF177bWSpI0bN+brs+bPny9JuuOOO1S+fPlsz9u+fbt69OihW265RXfddZdeeukl7WeZagCeqmfP9Km0TZtKCQl28wAAgIuy1qDt3btXklSzZk0FBGR9K1xERESGc/MiPj5eS5YskXTx6Y0//fSTFi1apDVr1mj58uV68cUXdckll2jMmDE5/iyn05nhAR935oxZDIRvjGGDwyFNmyYtXSp99JEZVQMAAG7NWoN26tQpSRdeHTH1tdRz8+KTTz5RVFSUwsLCdOedd2Z5TunSpfXEE09o/fr1OnbsmOLi4rRt2zY98MADSk5O1qhRozR16tSLfta4ceMUFhaW9qiRutQ1fNeYMdLgwdIVV0ibNtlOA19Uq5Z07722UwAAgByy1qDFxcVJkoKCgrI9J/jcEuSxsbF5/pzU6Y2dO3dWSEhIlufcddddmjx5spo3b66KFSsqODhYV155pd577z09+eSTkswqkKdPn77gZw0fPlzR0dFpj8jIyDznhhfYs0d6801T//67xFYNcBf5XHgJAAAUHmsNWmqzlHCBqV/x8fGSpGLFiuXpM06cOKHPPvtMkvTggw/m6RovvfSSgoODFR0drdWrV1/w3ODgYIWGhmZ4wEe5XGZp89RvhJ95Rqpb124mQJI+/FCqU8f8AAEAALgdaw1aTqYv5mQa5IV88MEHSkxMVHh4uG644YY8XSM0NFSNGjWSJO3bty9P14AP+vhj6csvTV2zpjRihNU4gCRpwQLpvvukyEjp2WdtpwEAAFmw1qDVq1dPknT48GElJSVlec6BAwcynJtbqdMb77//fjkcjjxdQzIrSkrKNieQQUyMdG5qrCSz51nx4tbiAGnuukuqWtXUy5dL33xjNQ4AAMjMWoN21VVXKTAwUHFxcdq6dWum1xMTE7Xp3KIKTZs2zfX19+/frw0bNkgyDVpeJScna8+5qUDVq1fP83XgQ159VTp82NRt2kj33GM3D5CqRAlp9Oj04yFDpJQUe3kAAEAm1hq00NBQtW7dWpI0e/bsTK8vWbJETqdT5cqVU6tWrXJ9/ffff1+SdN111+mSSy7Jc87Zs2crKipK/v7+ecoBH7N/v/T666YODDRL7Odj9BYocA8+KDVubOqtW820RwAA4DasNWiSNHLkSDkcDs2aNUuLFi1Ke3779u0aMmSIJGnYsGEZVnqcOHGiwsPD1a1btwtee8G5bzoutveZ0+lU9+7d9eOPP2Z4Pjk5WTNnztTgwYMlSX369FG1atVy/sXBNz35pHRucRs99ZTUoIHVOEAm/v7pq4tK5v7IfKyUCwAACpbVBq1FixZ65ZVXlJKSoh49eqhOnTpq3LixmjRpomPHjql9+/Z6+umnM7wnKipKhw4d0l9//ZXtdTds2KB9+/YpMDDwoo1cSkqKFi9erKZNm6pMmTJq0qSJrrvuOpUvX179+vVTXFyc2rZtq0mTJhXI1wwvlpwsXXaZGTmrWlUaNcp2IiBrt94qtWtn6j/+kP77X7t5AABAGqsNmmRG0T755BPdcsstOnHihPbt26fLL79cEydO1PLly+Xv75/ra6ZOb7zjjjtUvnz5C55bokQJvf7667rrrrtUvnx57d+/Xz/99JNCQkLUvn17ffDBB1q5cmW2e6gBafz9pXHjpF9+kebPl0qVsp0IyN748ebPrGT+3B47ZjcPAACQJDlcLpfLdghv5XQ6FRYWpujoaPZEA+B+Hn1UmjYtvX77bbt5AADwYjntDayPoAEej59xwFO99JIUGip16yYNG2Y7DQAAkBRgOwDg8e6/X6pf33yDW6yY7TRAzlWsKO3da34FAABugQYNyI8vvpAWLkyv169nWX14FpozAADcClMcgbxKSJAGDUo/HjCA5gye7+xZsyIpAACwggYNyKtZs6TffjN1ixbSRfbcA9xacrI0d66Zrvvuu7bTAADgs1jFsRCxiqMXi4mR6tSRUvfj27hRuu46u5mA/PjhB+n6601dpYq5N61ECbuZAADwIqziCBSmKVPSm7O776Y5g+dr1kzq1MnUf/4pvfGG3TwAAPgoRtAKESNoXioqSoqIkE6dkvz8zMbUl15qOxWQf7/9JjVqJCUlScWLm1G0qlVtpwIAwCswggYUljfeMM2ZZO47ozmDt6hf3yx2I5lpvM8/bzcPAAA+iBG0QsQImhc6dszce3b2rBQYaEYcwsNtpwIKzj//SHXrStHRZlXSn36SrrjCdioAADweI2hAYShWTHrqKbN4Qv/+NGfwPuXLSyNHmtrlkoYONb8CAIAiwQhaIWIEzYsdPy75+0vlytlOAhS8uDipYUPp4EFz/NlnUtu2ViMBAODpGEEDClPFijRn8F4hIdK4cenHL71kLwsAAD6GBg0AkFnXrlLz5tIjj0gff2w7DQAAPiPAdgDAI/TqZZYbHzZMKl3adhqg8Dkc0tq1ZjEcAABQZGjQgIvZvFl6911Tf/yxtHOn+eYV8HY0ZwAAFDmmOAIXk7qinSQ99hjNGXxXVJT099+2UwAA4NVo0IALWbtW+vJLU9eube7HAXxNQoI0ebLZA/D8H1gAAIACR4MGZMflkoYPTz9+6SUpKMheHsCWs2el55+XTp6U5s6VDh2ynQgAAK9FgwZk59NPpR9+MHWjRlKPHnbzALaUKSM9+aSpk5KksWOtxgEAwJvRoAFZSUnJOJVr9GizMTXgq558UkrdVHPOHEbRAAAoJDRoQFYWLZJ++cXU110ndepkNw9gG6NoAAAUCRo04N8SE6UXXkg/HjuWlRsBiVE0AACKAA0a8G8pKVL//mbE4NZbzQMAo2gAABQBh8vlctkO4a2cTqfCwsIUHR2t0NSfOsNzREWZR3i45SCAGzl1yvw/4XRKAQHSvn1SrVq2UwEA4PZy2hswggZkp3RpmjPg38qUkQYPNnVSkvTaa3bzAADgZWjQAAC58+STUuXK0tCh0osv2k4DAIBXCbAdAHAbo0dLx4+b5fUrVbKdBnBfZctKBw9KwcG2kwAA4HVo0ADJNGavviqdPSu9/750+LBUqpTtVID7ojkDAKBQMMURkMxqdGfPmrpnT5ozILcSEmwnAADAK9CgAYcPS++8Y+pixcwURwA5Ex0tvfyyVKMG+6IBAFAAaNCAsWPTf/o/eLBUpYrdPIAnmTRJ+s9/zDRh9kUDACDf2AetELEPmgc4ckSKiDANWqlSZgSgTBnbqQDPcfKkVLs2+6IBAHAR7IMG5MSECemjZ489RnMG5FbZshn3RWMUDQCAfGEErRAxgubm/vnH/KQ/JkYKCTHLhrO8PpB7jKIBAHBRjKABFzN5smnOJKlvX5ozIK8YRQMAoMDQoMF3Va0qVa5sfuL/zDO20wCe7cknpdSfBs6Zw4qOAADkEQ0afNeAAdLvv0tffCHVrGk7DeDZGEUDAKBAcA9aIeIeNAA+hXvRAADIFvegAQCKVuooWmio2fC9dGnbiQAA8Dg0aPAtiYnSiBHcHwMUlqFDzYqoL74ohYXZTgMAgMehQYNvWbhQGjdOqlvXrOIIoGCFhrKfIAAA+UCDBt+RnGyaM8ksYnDNNXbzAAAAAP9CgwbfsWyZtGePqVu2lJo3t5sH8Hb//CMNHy49/bTtJAAAeIwA2wGAIuFyZVz2e+RIe1kAX5CYKDVuLB09alZ0HDSIFR0BAMgBRtDgGz7/XNq2zdTXXCO1bm03D+DtAgOl3r1NnZQkjRljNw8AAB6CBg2+4fzRsxEjJIfDXhbAVzz1lFSqlKnffdeMpgEAgAuiQYP3+/Zbad06U196qdSpk908gK8oW1YaONDUCQmsnAoAQA7QoMH7nT96Nny45Mcfe6DIDBokBQWZeto0yem0mwcAADfHd6rwbqdOSbt2mTo8XOrWzWocwOdUrSo98ICpo6OlmTPt5gEAwM3RoMG7lSkj7dsnzZkjvf66WU0OQNE6f5n9iRPNdEcAAJAlGjR4v6Ag6eGHpc6dbScBfFPDhlLHjqb+4w9p8WK7eQAAcGNu0aB99tlnat26tcqWLasSJUqoSZMmmjJlilJSUnJ1nRdffFEOh+OCj19//TXb9+/evVs9e/ZUlSpVFBISojp16mjo0KGKiorK51cIAD5u2DDza7lyUny83SwAALgx6/O9Xn31VQ0fPlySFBERoZIlS2r79u0aNGiQVq1apWXLlskvl4s61KhRQzVr1szyteLFi2f5/Jo1a9S+fXvFxsaqQoUKatSokX799Ve9+eabWrZsmb7//ntVqlQpd18c7Dl6VDp7VqpXz3YSAJLUooUZObvzTimbv4cBAIDlEbQNGzZoxIgR8vPz08KFC7V//35t375dW7duVaVKlbRixQpNmDAh19ft3bu31q1bl+Ujq8bt9OnT6tq1q2JjYzVo0CAdOXJEW7Zs0eHDh9WiRQsdOHBAffr0KYgvGUVl9GipQQOpe3fpyBHbaQBIUteuNGcAAFyE1QZt9OjRcrlc6tu3r7p37572fOPGjdMas1dffVWJiYmFmmPatGn6+++/1bBhQ02YMEGBgYGSpHLlymnhwoUKCAjQypUrtXXr1kLNgQLy559mUZCUFOnTT6VixWwnAgAAAHLEWoPmdDq1atUqScpydKpz584KDQ3ViRMntGbNmkLN8tFHH0mSevXqJX9//wyv1axZU61bt5YkLV26tFBzoIBMmJB+j8ujj5rNcgG4l6NHpffft50CAAC3Y61B27ZtmxISEhQSEqImTZpkej0wMFDXXnutJGnjxo25uvaaNWvUuXNn3XLLLbrvvvv0+uuv66+//sry3KSkJG3ZskWS1KJFiyzPSX0+tzlgwcmT0jvvmDo4WBoyxG4eAJk995zZl/Chh8w2GAAAII21Bm3v3r2SzAhVQDZ7U0VERGQ4N6e+/fZbLV26VGvWrNGHH36oZ599VhEREZo3b16mcw8ePJg2hTL18/KaIz4+Xk6nM8MDRWzKFLM4iCT16SNVrmw3D4DMwsKkxETJ5ZLefNN2GgAA3Iq1Bu3UqVOSpDJlymR7TuprqedeTJUqVTRixAht2rRJJ06cUExMjNavX6+2bdsqNjZWvXv31ieffJJljgtlyWmOcePGKSwsLO1Ro0aNHOVGATl9Wpo0ydT+/tIzz9jNAyBrAwZIJUqYet486fhxq3EAAHAn1hq0uLg4SVJQUFC25wQHB0uSYmNjc3TN/v37a8yYMbrmmmtUtmxZFStWTM2bN9fKlSt19913y+Vy6amnnpLL5cqU40JZcppj+PDhio6OTntERkbmKDcKyPTpUmoTff/9ZgoVAPdTpozUr5+p4+KkqVPt5gEAwI1Ya9BCQkIkSQkJCdmeE39uoYdi+VyFz+Fw6NVXX5Uk7d+/Xz///HOmHBfKktMcwcHBCg0NzfBAEUlIMIuDSJLDIT37rN08AC7sySel1Ontb72VPjUZAAAfZ61By8m0wZxMg8yp+vXrq+y51fz2nXdT+vnXzi5LQeZAIVm61CyvL0l33SU1bGg1DoCLqFlT6tbN1CdPmq0xAACAvQatXr16kqTDhw8rKSkpy3MOHDiQ4dz8St3f7PzPCw8PT3s+9fMKOwcKwX33SfPnS1ddJQ0dajsNgJw4/z7RN9+Usvm3AAAAX2KtQbvqqqsUGBiouLi4LDeATkxM1KZNmyRJTZs2zffn/fPPPzp+7kb06tWrpz0fEBCQtsz/+vXrs3xv6vMFkQOFJChI6tlT2rJFuv5622kA5MQVV0h33GHqQ4ekJUvs5gEAwA1Ya9BCQ0PTNoCePXt2pteXLFkip9OpcuXKqVWrVvn+vAkTJsjlciksLCxtf7VU99xzjyRp3rx5Sk5OzvDa4cOH0zbUvvfee/OdA4XM4TAPAJ7h/FG0uXPt5QAAwE1Ya9AkaeTIkXI4HJo1a5YWLVqU9vz27ds15NwGw8OGDcuwuuLEiRMVHh6ubqn3Lpyzc+dODRw4UDt37szwfFxcnMaOHavXXntNkvTss89mWq1xwIABKl++vHbv3q0hQ4ak7Yt24sQJ9ejRQ0lJSWrbtq2uvvrqgvviUTDOW5ETgAe6+WapSxdp2jRp+XLbaQAAsM7hctn9DnfMmDEaNWqUJLMhdMmSJbVjxw6lpKSoffv2Wr58ufz9/dPOf/HFF/XSSy+pZcuWWrt2bdrzP/30k6666ipJUoUKFVSzZk1J0u7duxUTEyNJ6tOnj2bOnClHFiMsX3/9tTp06KC4uLi096e+Nzw8XBs2bFDlXG567HQ6FRYWpujoaFZ0LCyPPy4dOyYNGcLURgAAALitnPYGVkfQJDOK9sknn+iWW27RiRMntG/fPl1++eWaOHFipubsQsLDw/XKK6+obdu2KlmypPbs2aNffvlFZcuW1X333afPP/9cs2bNyrI5k6Rbb71VmzdvVrdu3eRwOPTLL7+oUqVKGjJkiLZu3Zrr5gxF4J9/zMpvS5dKt91mNqoGAAAAPJj1ETRvxghaIRszRjo3+qrBg6WJE63GAVBAoqOlsDDbKQAAKFAeM4IG5El8vDR1qqn9/KRBg+zmAZB/O3dKvXpJVaqYVR0BAPBBNGjwTIsXS3/9Zeq775YiIuzmAZB/S5dK774rxcZK//2v7TQAAFhBgwbP43JJEyakH59b8ROAh3vsMalYMVPPnCmdPGk3DwAAFtCgwfOsWSP9/LOpmzZl9UbAW5QvL/XubeqYGOmdd+zmAQDAAho0eJ5/j56xMTXgPYYMMfeVStLkyWa6IwAAPoQGDZ7l11+llStNXbOmdM89dvMAKFgREVLnzqY+flx67z27eQAAKGI0aPAsUVHSuQ3JNWiQFBBgNQ6AQvDMM+n1m29Kycn2sgAAUMRo0OBZmjWTtmyR1q6V+va1nQZAYbj6aumWW0y9d6/0ySd28wAAUIRo0OB5HA6pZUs2sgW82dCh6fXkyfZyAABQxJgfBgBwP7ffLtWvL/n7S127mu01WBAIAOADaNDgGdaulYKDWVIf8BV+ftLq1VLVqjRmAACfwhRHuD+XSxo8WGre3DRoUVG2EwEoCtWq0ZwBAHwODRrc3/kbU7tc3HsGAAAAr0WDBvfHxtQAfvrJjKQnJtpOAgBAoaJBg3tjY2oAI0ea/Q8nT5aWLbOdBgCAQkWDBvc2cWJ6zcbUgG9K3RNNkiZNspcDAIAiQIMG9/XPP9K775q6ZEk2pgZ81S23SJddZurvv5c2b7abBwCAQkSDBvc1bZoUF2fqvn1ZHATwVQ6HGUFPxcbVAAAv5nC5XC7bIbyV0+lUWFiYoqOjFRoaajuOZ4mPl2rVko4dM/sh7dsn1a5tOxUAW2JipBo1pJMnpcBA6fBhqXJl26kAAMixnPYGjKDBPa1caZozySwMQnMG+LbixaVHHjF1YqI0fbrdPAAAFBIaNLinu++W1q6VOnaUnnrKdhoA7mDgQMnf39TvvGNG2gEA8DI0aHBPDofUsqW0fLnUvLntNADcQc2a5oc3khlhX7LEbh4AAAoBDRoAwHMMHpxer1hhLwcAAIWETaXgXhITzQIAAJCVFi2kJ56Q2raVbr/ddhoAAAocI2hwL08/bb4BW7RISkiwnQaAu3E4zDL7bduaFV4BAPAyjKDBfZw+Lc2bZ3796SfpjjukoCDbqQAAAIAiw48f4T7ef980Z5J0//1SmTJ28wDwDCdO2E4AAECBoUGDe3C5pKlT048fe8xeFgCe4dNPpVtukS65RIqNtZ0GAIACQYMG97B6tbR7t6lvukm64gq7eQC4v8WLpTVrzAjawoW20wAAUCBo0OAezh89e/xxezkAeI5Bg9LrSZPMSDwAAB6OBg32HTqUvp9R1arSXXdZjQPAQ1x3ndSsmal/+UX65hu7eQAAKAA0aLBv2jQpJcXUAwawDxqAnDt/4+pJk+zlAACggDhcLuaEFBan06mwsDBFR0crNDTUdhz3FBcnVa9u7iEJDJQOH5YqV7adCoCnSEyUwsOlo0fNvmj79km1a9tOBQBAJjntDRhBg10nTkjXX282n+3cmeYMQO4EBkoDB5o6JUV66y27eQAAyCdG0AoRI2i5cOCAucG/Th3bSQB4mr//lmrUkOLjpbAw6Y8/pJIlbacCACADRtDgWSIiaM4A5E2FClKPHqaOjjab3gMA4KFo0AAAni91yf3WraWGDe1mAQAgHwJsB4CPOn5cWrdO6thRCuCPIYB8uvJKaf9+MxoPAIAHYwQNdsyYId17r1ltbfVq22kAeAOaMwCAF6BBQ9FLTDR7n0nSkSN8UwUAAACcQ4OGord8uWnMJOnOO80eRgBQUFJSpJUrpenTbScBACDXuPkHRW/q1PT68cft5QDgfVJSpCZNpO3bpdBQqWdPltwHAHgURtBQtH75RfrmG1Nfcol066128wDwLn5+0jXXmNrplBYutJsHAIBcokFD0XrrrfT6scfMN1MAUJAGDkyv33pLcrnsZQEAIJf47hhFJyoqfQPZkiWlhx6yGgeAl2rSRGra1NQ//yxt2GA3DwAAuUCDhqIzb54UE2PqBx8094cAQGE4fxTt7bft5QAAIJdo0FA0XK6M3yQ99pi9LAC8X5cuUtmypl6yRDp+3G4eAAByiAYNRcPhkD75RBo0SLr7bunSS20nAuDNQkKkPn1MnZAgzZljNw8AADnkcLm4e7qwOJ1OhYWFKTo6WqFM5wOAorV/v1SvnhnBr1XLHPv7204FAPBROe0NGEEDAHinOnWkO+4w9aFD0vr1dvMAAJADbFQNAPBegwdLNWtKjz4qNW5sOw0AABfFCBoKV0yM2TT2jTekkydtpwHga26/XZo2jeYMAOAx3KJB++yzz9S6dWuVLVtWJUqUUJMmTTRlyhSlpKTk6jrbtm3TCy+8oJYtW6p8+fIKDAxUxYoV1bZtWy1btizb982bN08Oh+OCj88//zy/X6ZvWrhQ2rJFeuYZ8wAAAACQLetTHF999VUNHz5ckhQREaGSJUtq+/btGjRokFatWqVly5bJz+/ifeT+/fvVpEmTtOPatWsrPDxcBw4c0Oeff67PP/9cDz30kObMmZPt9SpWrKh69epl+VqZMmXy8NX5OJdLmjo1/fjRR+1lAQDJ/L2UksJiIQAAt2V1BG3Dhg0aMWKE/Pz8tHDhQu3fv1/bt2/X1q1bValSJa1YsUITJkzI0bVcLpeqVKmi1157TUePHtWBAwe0efNm/fPPP5oyZYocDofeffddvX2BDUvbtm2rdevWZflo2rRpQX3ZvmP9emn7dlM3bWqmOgKADdHR0pQpUqNGZmQfAAA3ZbVBGz16tFwul/r27avu3bunPd+4ceO0xuzVV19VYmLiRa9VvXp17du3T8OGDVOVKlXSnvfz89Pjjz+u/v37S5JmzpxZwF8FsnX+6Nnjj9vLAQA7d5p9GHfvlt56y3YaAACyZa1BczqdWrVqlSSpT+pmoufp3LmzQkNDdeLECa1Zs+ai1wsJCVHx4sWzff22226TJP322295TIxcOXpU+vBDU1eoIHXubDcPAN92/fXpC4Vs3GjujQUAwA1Za9C2bdumhIQEhYSEZLh3LFVgYKCuvfZaSdLGjRvz/XlxcXGSpGLFimV7zvbt29WjRw/dcsstuuuuu/TSSy9p//79+f5snzRjhpSUZOp+/aTgYLt5APg2h0MaODD9+J137GUBAOACrDVoe/fulSTVrFlTAQFZr1USERGR4dz8+N///idJatGiRbbn/PTTT1q0aJHWrFmj5cuX68UXX9Qll1yiMWPG5Ogz4uPj5XQ6Mzx8UmKiadAkcyP+uemlAGBVjx5SaKipFy6UTp2ymwcAgCxYa9BOnfuH8UKrI6a+diqf/4h++eWX+vjjjyVJz2Sx1Hvp0qX1xBNPaP369Tp27Jji4uK0bds2PfDAA0pOTtaoUaM09fz7qbIxbtw4hYWFpT1q1KiRr9we65NPpD//NHXHjpKv/ncA4F5KlpQeesjUsbHSu+/azQMAQBasNWipUw6DgoKyPSf43LS42NjYPH/O4cOH1bNnT0nSwIEDddNNN2U656677tLkyZPVvHlzVaxYUcHBwbryyiv13nvv6cknn5QkjRo1SqdPn77gZw0fPlzR0dFpj8jIyDzn9miRkVLqVNIBA+xmAYDznb/dx9tvmyX3AQBwI9YatJCQEElSQkJCtufEx8dLuvB9Yxdy8uRJtW3bVv/8849atWqV4yX7z/fSSy8pODhY0dHRWr169QXPDQ4OVmhoaIaHTxo82CwSMmuW1Lq17TQAkK5hQ+nmm029d690kb/XAQAoatYatJxMX8zJNMjsnDlzRu3atdOuXbt09dVXa8WKFWkjcrkRGhqqRo0aSZL27duX6/f7rNKlpT59pBxsMg4ARer8xUIusDcmAAA2WPvuuV69epLMFMSk1NX+/uXAgQMZzs2p+Ph4derUSRs3btSll16qzz//XKVKlcpz1sDAQEnKNicAwIN06iRVqWJWly1dmmmOAAC3Yq1Bu+qqqxQYGKi4uDht3bo10+uJiYnatGmTJKlp06Y5vm5SUpK6dOmi1atXKyIiQl999ZXKly+f55zJycnas2ePJLMZNi7gt98kX125EoDnCAyUliyR/vhDmjOHkX4AgFux9q9SaGioWp+7P2n27NmZXl+yZImcTqfKlSunVq1a5eiaLpdLvXr10ooVK1S1alWtWrVKVatWzVfO2bNnKyoqSv7+/jnO4bMefliqVs0sDBITYzsNAGSvRQspHz+8AwCgsFj9seHIkSPlcDg0a9YsLVq0KO357du3a8iQIZKkYcOGZVjpceLEiQoPD1e3bt0yXW/w4MFasGCBypcvr1WrVql27doXzeB0OtW9e3f9+OOPGZ5PTk7WzJkzNXjwYElSnz59VK1atTx9nT7h55+l77+XzpyR1q9PX8URAAAAQI5lvUN0EWnRooVeeeUVjRo1Sj169NCoUaNUsmRJ7dixQykpKWrfvr2efvrpDO+JiorSoUOHFB4enuH5DRs2aMqUKZLMqo+PPPJItp+7bt26tDolJUWLFy/W4sWLVbp0adWuXVsBAQHau3evoqKiJElt27bVpEmTCuaL9lbTpqXXAwZIDoe9LACQG2fPSqtWmXvTAACwzGqDJplRtMaNG+u///2vtmzZor/++kuXX365Hn74YT3++OPy9/fP0XVSl+SXpMjIyBzvQVaiRAm9/vrr+v7777Vjxw7t379fsbGxKleunNq3b68HH3xQnTt3loOGI3unT0vvv2/qEiWkBx6wmwcAcuqNN6TRo6XoaGnHDuncqr0AANjicLlcLtshvJXT6VRYWJiio6O9e0+06dPTN6R+5BFpxgy7eQAgpyZPNns3StJjj0lTp9rNAwDwWjntDVi6CvnjcknvvJN+/Oij9rIAQG49+KBUvLip33vPzAgAAMAiGjTkz48/Stu3m/q666SrrrKbBwByo3RpqWdPU58+LS1YYDUOAAA0aMgfRs8AeLqBA9Prt982MwMAALCEBg15d/Kk9MEHpi5dWurSxWocAMiTK6+Urr/e1L/8YrYKAQDAEho05J2/v/Sf/0jh4VKvXun3cQCAp/n3KBoAAJawimMh8plVHJOTpdhYqWRJ20kAIG/i4qQaNaR//pECA6U//pAqVrSdCgDgRVjFEUXH35/mDIBnCwmRevc2dWKiNHeu3TwAAJ9FgwYAgCT162dG0V58MX1lRwAAiliA7QDwQH/9Jb3xhtS/v1Svnu00AFAw6tSRDh6U/PjZJQDAHv4VQu7Nni29+aZUv740a5btNABQcGjOAACW8S8Rcic5WZoxw9QOh9Smjd08AAAAgBehQUPu/N//SYcPm7pdO6lWLbt5AKAw/P67NGKE9NZbtpMAAHwM96Ahd6ZNS68ffdReDgAoLH//baZwJyVJNWtKAwaY1WoBACgCjKAh5w4elD77zNS1akl33GE1DgAUigoVpNtuM/Xhw9Lnn9vNAwDwKTRoyLmZM6XUfc379eMnygC814AB6fX06fZyAAB8Dg0aciYhIX3FxoCA9A1dAcAbtW0rVa9u6pUrpchIu3kAAD6DBg058/HH0vHjpr77bqlyZatxAKBQBQRIffuaOiWFLUUAAEWGBg0588EH6TWLgwDwBX37pk/lnjXLLBoCAEAho0FDzixeLC1ZIvXqJbVqZTsNABS+atWkDh1MffSomeoIAEAho0FDzgQGSvfdJ82dazaoBgBfcP5iIedvMwIAQCGhQQMAIDu33SaFh5t6yxbp9GmrcQAA3o+NqnFhiYlm9AwAfJGfnzR2rNli5J57pJAQ24kAAF6OBg0X1rKlVLGimeZz++1MbwTge7p3t50AAOBDaNCQvW3bpA0bTH3woGnQAAAAABQa7kFD9qZPT68HDGD0DAAkKSrKdgIAgBejQUPWzpyRFiwwdYkSUo8edvMAgG0bNkhdukiVKkn79tlOAwDwUjRoyNqiRaZJk0xzFhpqNw8A2LZundkPMiFBmjHDdhoAgJeiQUPWzp/e2K+fvRwA4C569ZKCgkw9d64UH281DgDAO9GgIbMtW8xDkpo0ka65xm4eAHAHFSpI995r6n/+kT76yG4eAIBXokFDZudP3enf314OAHA35/+dOG2avRwAAK9Fg4aMTp+WFi40dcmS7P8DAOe76SapQQNTf/uttHu33TwAAK9Dg4aMjh6VGjUydc+eUqlSdvMAgDtxODKOop1/vy4AAAXA4XK5XLZDeCun06mwsDBFR0cr1NNWQfzpJ7NyY0SE7SQA4F5OnpSqVjWLhJQubX6wVayY7VQAADeX096AETRk7corac4AICtly0pdu5o6Kkr63/+sxgEAeBcaNAAAcit1muOVV5pRNAAACkiA7QBwE06n9PPPUosW5h4LAED2rr9e2rrVNGj8nQkAKECMoMFYsEC68Ubp8sulNWtspwEA9+ZwSFddRXMGAChwNGiQXK70lch27pTKlLGbBwAAAPBRNGiQNm2Stm839XXXmSk7AICccbmkH380+6IBAJBPNGjIuI/P+fv7AAAu7NQp6eqrpaZNpaeftp0GAOAFaNB8XXS0tHixqUND05eOBgBcXOnS6fehbd5sFg4BACAfaNB83YIFUkyMqe+/XypRwm4eAPAkDkfGmQczZtjLAgDwCjRovuz8xUEkpjcCQF507y6VLGnqBQuk06ft5gEAeDQaNF+2caPZ+0ySmjWTrrjCbh4A8ESlSkk9e5r6zBlp0SK7eQAAHo0GzZedPxWnXz97OQDA053/dyjTHAEA+UCD5sv69DE/9a1UicVBACA/mjSRrrnG1Fu2mAcAAHlAg+bLWrSQ5s+XDh2Sihe3nQYAPBujaACAAkCDBik42HYCAPB85y8WsnAhi4UAAPIkwHYAAAC8QsmSUq9e0rFjZlVcti0BAOQBDZovevVVqXJlqUsXpjYCQEGaPDl942oAAPKAKY6+5tQp6aWXpIcfli67TEpJsZ0IALwHzRkAIJ9o0HzN++9LcXGmvvNOyY8/AgAAAIC7cIvvzj/77DO1bt1aZcuWVYkSJdSkSRNNmTJFKXkc3dmwYYM6deqkChUqqFixYrr00kv1yiuvKC61McnG7t271bNnT1WpUkUhISGqU6eOhg4dqqioqDzlcDsulzR9evoxe58BQOGIizMLhdxxB4uFAAByxeFyuVw2A7z66qsaPny4JCkiIkIlS5bUjh07lJKSoo4dO2rZsmXyy8Uoz4IFC/TQQw8pOTlZ1apVU8WKFbVjxw4lJibq2muv1dq1a1U8i/uu1qxZo/bt2ys2NlYVKlRQjRo19OuvvyomJkYRERH6/vvvValSpVx9bU6nU2FhYYqOjlZoaGiu3lso1q+XbrjB1C1aSOvW2c0DAN7qySelSZNMPW2aWTQEAODTctobWB1B27Bhg0aMGCE/Pz8tXLhQ+/fv1/bt27V161ZVqlRJK1as0IQJE3J8vYMHD6pPnz5KTk7W66+/rsjISG3dulV79+7VJZdcok2bNmnYsGGZ3nf69Gl17dpVsbGxGjRokI4cOaItW7bo8OHDatGihQ4cOKA+ffoU5Jdux/mjZ3yzAACF56GH0mv2RAMA5ILVEbT27dvrs88+U79+/TT9/OZB0sKFC9WzZ0+VK1dOf/75pwIDAy96vccee0xvv/22brvtNn3xxRcZXvv+++/VokULBQYGKjIyMsNo2Pjx4zVs2DA1bNhQv/zyi/z9/dNeO3z4sOrUqaOkpCRt2bJFTZo0yfHX51YjaCdPSlWrSvHxUpky0pEjUrFidjMBgDe77jpp0yZTb9okXXON3TwAAKvcfgTN6XRq1apVkpTl6FTnzp0VGhqqEydOaM2aNRe9nsvl0rJly7K9XvPmzdWgQQMlJiZq+fLlGV776KOPJEm9evXK0JxJUs2aNdW6dWtJ0tKlS3Pwlbmp994zzZkkPfggzRkAFLbz7/P91w8hAQDIjrUGbdu2bUpISFBISEiWo1KBgYG69tprJUkbN2686PUOHz6sP//8U5LUokWLLM9Jff7866WOjOX2fR7F5co4xYbpjQBQ+Lp1k0qVMvWiRZLTaTcPAMAjWGvQ9u7dK8mMUAUEZL1fdkRERIZzc3K94OBgVa1aNcfXO3jwoBITEzO8ntcc8fHxcjqdGR5uYdcuac8eU994o9Swod08AOALSpaUevY09dmzZlVHAAAuwlqDdurUKUlSmTJlsj0n9bXUc3NyvdKlS8uRzUahWV3v/Dq7LDnNMW7cOIWFhaU9atSocdHcRaJRI+ngQek//5GGDrWdBgB8x/kzFqZPNzMaAAC4AGsNWuqeZEFBQdmeExwcLEmKjY0ttOudvzdadu/NaY7hw4crOjo67REZGXnR3EWmRg3pxReljh1tJwEA33HlldK56fr66Sdp82abaQAAHsBagxYSEiJJSkhIyPac+HOLWhTLwYIWeb1e6vsu9N6c5ggODlZoaGiGBwDAx6WOojkc7D8JALiorG/+KgI5mTaYk2mQ/75eVFSUXC5XltMcs7re+fWpU6dUpUqVfOUAACCDrl3NNPPevaXatW2nAQDv98svkr+/dOmltpPkibURtHr16kkyqy8mJSVlec6BAwcynJuT68XHx+vo0aM5vl54eHjaHmupr+cnBwAAGZQsKb3yCs0ZABSVESPMGgw33ihl0xe4M2sN2lVXXaXAwEDFxcVp69atmV5PTEzUpnMbfDZt2vSi16tZs6YqV64sSVq/fn2W56Q+f/71AgIC0pb5z837AAAAALiZyEjps89MffCgVKmS1Th5Ya1BCw0NTdsAevbs2ZleX7JkiZxOp8qVK6dWrVpd9HoOh0N33313ttf7/vvv9euvvyowMFAd/7VQxj333CNJmjdvnpKTkzO8dvjw4bQNte+9996Lf2EAAFxIcrIUFWU7BQB4p9mzpZQUU/fta6Y6ehhrDZokjRw5Ug6HQ7NmzdKiRYvSnt++fbuGDBkiSRo2bFiG1RUnTpyo8PBwdevWLdP1nnnmGQUFBenLL7/U+PHj5Tq3nPGhQ4fUu3dvSVLfvn3TRtpSDRgwQOXLl9fu3bs1ZMiQtH3RTpw4oR49eigpKUlt27bV1VdfXbD/AQAAviM6WnrpJSk8nC1PAKAwJCVJs2aZ2s9P6tPHbp48crhcdjdlGTNmjEaNGiXJbAhdsmRJ7dixQykpKWrfvr2WL18u//M63xdffFEvvfSSWrZsqbVr12a63nvvvaeHH35YKSkpqlatmipWrKgdO3YoMTFRV199tb755huVKFEi0/u+/vprdejQQXFxcapQoYJq1qyp3bt3KyYmRuHh4dqwYUOmxu5inE6nwsLCFB0dzYqOAODrzp6VqlSRTp+Wihc390WEhdlOBQDeY8UKqVMnU3fsKC1fbjfPv+S0N7A6giaZUbRPPvlEt9xyi06cOKF9+/bp8ssv18SJEzM1Zznx4IMP6rvvvlOHDh0UGxurXbt2KSIiQi+++KLWrVuXZXMmSbfeeqs2b96sbt26yeFw6JdfflGlSpU0ZMgQbd26NdfNGQAAGZQoId1/v6ljYqSFC+3mAQBvM316ep26xYkHsj6C5s0YQQMAZLB9u9m8WpIaN5a2bTP7owEA8ufwYTOF3OWSataUDhxwu/vPPGYEDQAAn9G4sZS6IvD27dK51YoBAPk0a5ZpziSPXRwkFQ0aAABFqV+/9Pr86TgAgLxJSjKrN0qmMfPQxUFS0aABAFCUunaVUqe2LF5sVncEAOSdwyG9/bbUtq1ZJKRqVduJ8oUGDQCAolSihPTAA6aOiZEWLLCbBwA8nb+/acw++0z64APbafKNBg0AgKL272mOrNcFAAUjIMB2gnyjQQMAoKhdcYXUrJmZ6njjjVJ8vO1EAAA34fktJgAAnuj9983G1dnszwkAuIjERKlXL6lLF6l9e68YPZMYQQMAwI66dWnOACA/PvlEWrhQuusuj96Y+t9o0AAAAAB4nhkz0usuXezlKGA0aAAA2HbihNnDh8VCACBnfv9d+vJLU9euLbVpYzdPAaJBAwDApnHjpGrVpL59pe+/t50GADzDzJnpP9R65BHJz3vaGu/5SgAA8ETVq6ev4jh9ut0sAOAJEhOlOXNMHRAgPfyw3TwFjAYNAACb7rtPKlPG1P/7n5nuCADI3ooV0rFjpu7USapc2W6eAkaDBgCATcWKSQ89ZOr4eOm99+zmAQB3d/5sAy9avTEVDRoAALad/w3G9OksFgIA2dm/X/rqK1NHREi33mo3TyGgQQMAwLYGDaSWLU29Z4/0zTd28wCAu/rii/TayxYHSeV9XxEAAJ5owID0msVCACBrAwdKO3ZIgwZ53eIgqRwuF/MoCovT6VRYWJiio6MVGhpqOw4AwJ3Fx5sVHf/5RwoMlP74Q6pY0XYqAEAByWlvwAgaAADuIDg4/afBiYnSvHlW4wAA7KBBAwDAXfTrJzVqJE2caO6tAAAYsbE+s4ASDRoAAO6ibl3pl1+kwYPT90YDAEgvvmgWVHrzTcnptJ2mUNGgAQDgThwO2wkAwL0kJEhz50q//SYNHy7FxdlOVKho0AAAAAC4r2XLpL//NvU993j9Ako0aAAAuKPt281y0hMn2k4CAHadv/VI//72chSRANsBAADAvxw9Kl11lbkhvmZN6YknJH9/26kAoOj99pu0Zo2p69eXWrWyGqcoMIIGAIC7qVpVuuMOUx8+LH3xhd08AGDLjBnpdb9+PnGfLg0aAADuaMCA9Pr86T0A4CtiY83iIJLZK/Khh+zmKSI0aAAAuKN27aRq1Uz96adSZKTdPABQ1JYulU6eNHXnzlL58nbzFBEaNAAA3FFAgNS3r6lTUqTZs+3mAYCi9s476fWjj9rLUcRo0AAAcFd9+0p+5/6pnjVLSkqymwcAikpCgtSwoVSsmHT55dL119tOVGRo0AAAcFfVq0sdOpj6yBFp5Uq7eQCgqAQFmZkDR45I8+f7xOIgqWjQAABwZywWAsCXlSkjXXGF7RRFigYNAAB3dtttUq1apt69W4qJsZsHAFCoaNAAAHBn/v7SG2+YlRz37ZOKF7edCAAKj8slLVoknTljO4k1NGgAALi7++6T2rc3zRoAeLMffpB69JCqVpX++1/baaygQQMAAADgHqZNM7+ePi2VLWs3iyU0aAAAeJo//7SdAAAK3okT0gcfmLpMGalLF7t5LKFBAwDAU3z1lVk0pHp1cz8aAHiTd9+V4uNN3auX2QPNB9GgAQDgKbZtM01aSoo0Y4btNABQcFyu9OmNktS/v70sltGgAQDgKR5+WAoMNPXcuek/aQYAT7d6tbR3r6lvuUW65BK7eSyiQQMAwFNUqCDde6+p//lHWrbMbh4AKCjnj54NGGAvhxugQQMAwJOcP+3n/G9oAMBT/fmn9PHHpq5cWbrrLptprKNBAwDAk7RsmT7155tvpN277eYBgPyaPVtKSjJ1nz7pU7l9FA0aAACexOHIOP2HUTQAnq5vX2nMGCkiQurXz3Ya6xwul8tlO4S3cjqdCgsLU3R0tEJDQ23HAQB4i1OnpGrVpNhYKTRUOnpUKlHCdioAyB+Xy/wQykvltDdgBA0AAE9TpozUo4epnU5p4UK7eQCgIHhxc5YbNGgAAHiigQPNrzffLNWubTcLAKDABNgOAAAA8qBJE2nfPqlOHdtJACBvXn9d+vtvszpt3bq207gN7kErRNyDBgAAAGQhIUGqXt00aEFB0rFjUunStlMVKu5BAwAAAOCeli0zzZkk3X231zdnuUGDBgCAp0tJkb780nzDAwCe4J130uvztw4B96ABAODRYmKkq66SfvtNCg+XOnaU/P1tpwKA7O3eLX3zjakbNJBatrSbx81YHUGLi4vTyy+/rEsvvVTFihVThQoV1KlTJ/3www95utZHH32kvn376rLLLlOJEiUUEhKiunXr6tFHH9W+ffuyfW+rVq3kcDiyfVSuXDk/XyYAAIWnePH0hUIOHpQ+/9xqHAC4qGnT0usBA1he/1+sLRJy9uxZtWzZUlu2bFFQUJAaNWqk48eP68iRI/L399f8+fPVrVu3HF/v+eef1+jRoyVJISEhqlevnpKTk7V3714lJiaqePHi+uCDD9ShQ4dM723VqpW++eYbXXbZZQoLC8v0erly5bR8+fJcf40sEgIAKBKffirdeaep27WTVq60mwcAshMTI1WtKkVHS8WKSUeOmL0dfYDbLxLy9NNPa8uWLWrQoIF+++03bd26VYcPH9Zrr72m5ORk9e7dW5GRkTm+nsvl0s0336yPP/5YUVFR+vnnn7Vz505FRkaqXbt2iomJUffu3fXXX39le40pU6Zo3bp1mR55ac4AACgybdtKtWqZ+v/+TzpwwG4eAMjO4sWmOZOkbt18pjnLDSsN2p9//qnZs2dLkubMmaNa5/5R8fPz07Bhw9SmTRvFxsbqjTfeyPE1n3rqKa1evVqdOnVScHBw2vOVKlXS4sWLVbFiRZ05c0aLFi0q2C8GAADb/P3Tb7J3uaTp0+3mAYDs/Ht6IzKx0qCtWLFCSUlJatiwoa6//vpMr/fp00eStHTp0hxfs1y5ctm+VqpUKTVr1kyS9Ntvv+UyLQAAHqB3b7OXkCTNni3FxdnNAwD/duyYdOiQqZs0ka691m4eN2WlQUtdBKRFixZZvp76/NGjR3M1zfFC4s79Q1WsWLFsz5k2bZo6dOig1q1b64EHHtCcOXPS3gcAgFurWFHq3NnUJ05I//uf3TwA8G+VKkmRkWaa48svszhINqw0aHv37pUkRUREZPl6tWrVFHTup4Cp5+bHsWPH9M25pTyzawol6YMPPtDKlSv19ddfa/78+erTp4/q16+vzZs35+hz4uPj5XQ6MzwAACgyAwem12+/bS8HAGQnKEjq2lVq3952ErdlpUE7deqUJKlMNjcFOhwOlT63m3jqufkxZMgQxcfHq379+urUqVOm16+44gpNnjxZu3bt0tmzZ3Xy5El99NFHatCggSIjI3X77bfrUOpw7AWMGzdOYWFhaY8aNWrkOzsAADl2/fVS48am3rhR2rXLbh4AQK5ZadBSpw2mjpJlJXWhj9jY2Hx91jvvvKOFCxfK399f8+bNU0BA5r25J0+erCeeeEINGzZU8eLFVaZMGd199936/vvvVbt2bZ08eVIvv/zyRT9r+PDhio6OTnsU1PRMAAByxOGQnnpK6ttX2rJFuvRS24kAwCxe9McftlN4jMzdykUMGzZMK1asyPUHzZ07N21BkJCQEElSQkJCtufHx8dLuvA9Yxfz6aefatCgQZKkt956K8sFSS6kTJkyeu6559S/f399/PHHmjVrlhwXmCsbHBycYQVJAACK3EMPmQcAuIvVq6XbbpM6dZJGjJCuucZ2IreW6wbt6NGj2rNnT64/6OzZs2l16tTG7KYvulwuRUVFZTg3t7799lt16dJFSUlJGjt2rPr375+n66Q2dSdPntTJkycvuFokAAAAgH+ZOlVKSZGWLZO6d6dBu4hcT3GcP3++XC5Xrh+tW7dOu0a9evUkSQey2UjzyJEjaaNrqefmxpYtW3TnnXcqNjZWw4YN0/Dhw3N9jVSBgYFpdVJSUp6vAwCAFS6XeQCADYcOSamz76pWle66y2ocT2DlHrSmTZtKktavX5/l66nPV61aNdcLbezevVt33HGHnE6n+vfvr9deey1fWXfu3CnJTMtk9AwA4DGcTrOS4xVXSF9/bTsNAF81bZoZPZPMxtTnDX4ga1YatI4dOyogIEC7d+/Whg0bMr0+e/ZsSdK9996bq+sePHhQbdq00T///KMePXro7XwuMZySkqKJEydKklq1apXlAiMAALilL7+UHntM2rGDJfcB2BEXJ82caerAQOmRR+zm8RBWGrSqVavq4YcfliT17t07bQl7l8ul8ePH66uvvlJISIiGDh2a6b033HCDwsPDtXTp0gzPHzt2TG3atNGRI0fUsWNHvfvuu/Lzu/iX9/777+u1117TsWPHMl2ve/fuWrdunfz8/DRy5Mi8frkAABS9Tp2kKlVMvXw5K6gBKHoffCCdOGHqzp2lypXt5vEQ1oaE3nzzTW3evFnbtm1T/fr11ahRIx0/flxHjhyRv7+/Zs2apZo1a2Z63x9//KFDhw7pzJkzGZ5/4YUXtG/fPklmIZNWrVpl+bnt2rXTiBEj0o5PnDih5557Ts8995zCw8NVsWJFxcTEaPfu3UpOTlZgYKDefvtt3XDDDQX3xQMAUNgCA6V+/aSXXjLTi2bMkHKwZQwAFAiXS5oyJf348cftZfEw1hq0UqVKaf369Xr99de1aNEi7dq1SyVLltSdd96p4cOH53pJ/NRl+SVp8+bN2Z5Xt27dDMe33Xabhg4dqh9++EEHDx7U9u3b5e/vr7p16+rmm2/WE088oUvZRwYA4IkeeUQaPVpKTjbTjEaNki6wBykAFJgffzT7MUpSkyZSs2Z283gQh8vF0k6Fxel0KiwsTNHR0QoNDbUdBwDgi+67T/rwQ1N/8IHUpYvdPAB8wwMPSPPnm3rOHOnc7U2+LKe9gZV70AAAQBEZODC9ZrEQAEWlXTuz31nZslK3brbTeBRG0AoRI2gAAOtcLqlhQ2nPHnO8Y4fUqJHdTAB8x9GjZv8zMIIGAAAkORwZR9HeecdeFgC+h+Ys12jQAADwdg8+KBUvbhYISU62nQYAcAE0aAAAeLvSpaWlS6XISEbQABSul1+W1q8306uRJzRoAAD4grZtpYoVbacA4M1++UX6z3+kG25gYZB8oEEDAAAAkH9vvZVe33ijvRwejgYNAABfExMjrVplOwUAbxIVJb3/vqlLljT3viJPaNAAAPAlr70mVa8u3XGH9McfttMA8Bbz5pkf/kjSQw9JbDGVZzRoAAD4krNnpVOnzGqObFwNoCCkpGSc3vjYY/ayeAEaNAAAfMmjj0oBAaaeMUOKjbWbB4Dn+/JLad8+U996q9Swod08Ho4GDQAAX1KlitSli6lPnJAWLrSbB4Dnmzo1vX78cXs5vAQNGgAAvmbw4PR68mT2KwKQd/v3S599ZuqaNaU777SbxwvQoAEA4Guuu05q1szUP/8sffON3TwAPNfSpek/5Bk4UPL3t5vHC9CgAQDgiwYNSq8nTbKXA4BnGzZM+vZbqXt3qU8f22m8gsPlYl5DYXE6nQoLC1N0dLRCWWoUAOBOEhOl8HDp6FHJz8/c4F+7tu1UAOC1ctobMIIGAIAvCgw0KzpKmZfIBgBYQ4MGAICv6t/f3NT//PPSkCG20wDwJGzRUWgCbAcAAACWVKgg/f67meIIALnx8MPm74/HH5e6dTOj8igQ/I0MAIAvozkDkFtHj0offij9+KM0dKiZJo0Cw9/KAAAAAHJuxgwpKcnU/fpJwcF283gZGjQAACD98Yc0cqT00EO2kwBwZwkJ0vTppvb3N/eyokBxDxoAAL7O5ZJatZL27zfHI0dK9etbjQTATX30kfTXX6a++26penW7ebwQI2gAAPg6hyPjT8GnTrWXBYB7O//vh8cft5fDi9GgAQAAqU8fqVgxU8+dK0VH280DwP1s2iStX2/qyy6TbrrJbh4vRYMGAACksmWlBx809ZkzpkkDgPP997/p9eDBZvQdBY4GDQAAGIMGpddTpkjJyfayAHAvkZHSkiWmrlBB6tnTbh4vRoMGAACMSy+VWrc29YED0mef2c0DwH3Ex0sdO5pRs0cfTZ8SjQJHgwYAANINHpxeT5pkLwcA91K3rtmcet++jKPtKHA0aAAAIF27dlKdOqb++mtp5067eQC4l4gIqVw52ym8Gg0aAABI5+cnPfGEqcuVMz8tBwAUGTaqBgAAGT38sFSqlNS9O/eZAL5u7Vrp6FGpc2cpMNB2Gp/ACBoAAMgoNFTq3ZvmDID0wgtmxcaICOnQIdtpfAINGgAAAIDMNm2SvvvO1KGhUs2advP4CBo0AABwYX/+Ke3YYTsFgKJ2/sbUTz3FxtRFhAYNAABkzemU7r9fqlVLGjjQdhoARSkyUvrf/0zNxtRFigYNAABkrVQpaetWKTHRTHPats12IgBFZcoUKTnZ1AMHck9qEaJBAwAAWXM40pfcl6TJk+1lAVB0zpyRZswwdVCQ9OijdvP4GBo0AACQvQcflEqXNvXChdLx41bjACgCc+dK0dGmvv9+qVIlu3l8DA0aAADIXokSUt++pk5IkKZPt5sHQOFKTpYmTkw/fuopa1F8FQ0aAAC4sMcek/zOfcvw9ttSfLzdPAAKz6ZN0sGDpr7tNumyy6zG8UU0aAAA4MLCw6W77jL1X39JCxbYTAOgMDVrJu3dKw0eLA0bZjuNT3K4XC6X7RDeyul0KiwsTNHR0QoNDbUdBwCAvPvhB+n6603doIG0c2f6qBoA4KJy2hvwNysAALi4Zs2kG2809a+/Sp99ZjcPAHgpGjQAAJAzw4ZJl1wizZoltWljOw2AgnT6tNnzENbRoAEAgJxp317atUvq00cKDradBkBBeuUVqXZt6fXXJafTdhqfRoMGAAByxuHgvjPAG50+bTamPnJEeuEFKTbWdiKfxt+yAAAg71hrDPB8bEztVmjQAABA7m3fbr6Re+wx20kA5EdysjRpUvoxG1NbF2A7AAAA8DAxMdJNN5n7VIKCzJSoypVtpwKQFytWSAcOmPr226VGjezmASNoAAAgl4oXl/r3N3VCgjRlit08APJuwoT0mtEzt0CDBgAAcm/wYCkw0NRvv20WGQDgWX78UVq3ztSXXirddpvdPJBkuUGLi4vTyy+/rEsvvVTFihVThQoV1KlTJ/3www95ul54eLgcDke2j2bNml3w/fPnz1fz5s0VFham0NBQNW/eXAsWLMhTFgAAvFq1alLPnqaOijJ7owHwLP/9b3o9ZIhZqRXWOVwuO8svnT17Vi1bttSWLVsUFBSkRo0a6fjx4zpy5Ij8/f01f/58devWLVfXDA8P16FDh3TNNdcoOIv9WRo1aqTp06dn+d4BAwakvdagQQM5HA7t3r1bkvTYY49p6tSpufwKJafTqbCwMEVHRys0NDTX7wcAwK3t3Clddpmpa9SQ9u9PH1UD4N4OH5YiIswiIRUqmOOQENupvFpOewNrI2hPP/20tmzZogYNGui3337T1q1bdfjwYb322mtKTk5W7969FRkZmadrL1myROvWrcv0yK45W7x4saZPn64SJUro66+/1u7du7Vr1y6tWrVKJUqU0FtvvaWlS5fm58sFAMD7NGokdehg6shI6YMP7OYBkHNBQdLjj0slS5rVWGnO3IaVBu3PP//U7NmzJUlz5sxRrVq1TBg/Pw0bNkxt2rRRbGys3njjjSLJM3r0aEnSyJEjdcstt6Q9f+utt2rEiBGSpFdeeaVIsgAA4FGeeSa9Hj+efdEAT1G5sjRxovnhypNP2k6D81hp0FasWKGkpCQ1bNhQ119/fabX+/TpI0lFMmq1Z88e7dy5U5LUu3fvTK+nPvfzzz/rt99+K/Q8AAB4lBtvlJo2NfXPP0tffmk3D4DcKV1aCguznQLnsdKgpS4C0qJFiyxfT33+6NGjeZrm+Morr6ht27Zq06aN+vTpow8++EDJyckXzFK3bl1VymLX9MqVK6tOnTqSpI0bN+Y6CwAAXs3hkIYNM3WjRiwyAAD5ZGWj6r1790qSIiIisny9WrVqCgoKUkJCgvbu3asaNWrk6vpz5szJdHzZZZfp448/Tmu2cpol9bX9+/ennZud+Ph4xcfHpx07nc5c5QYAwCN16iR98YXUpg0NGuDuFi6Ufv/d3HdWurTtNMiClRG0U6dOSZLKlCmT5esOh0Olz/2BST03J1q0aKG5c+dqz549io2N1fHjx/Xuu++qatWq2rFjh2677TZFR0fnKsv5r10sy7hx4xQWFpb2yG1jCQCAR/L3N/sn0ZwB7i0pSXr+eWnUKKlWLemvv2wnQhasNGhxcXGSpKCgoGzPSV0mPzY2NsfXXbBggXr16qX69esrJCREFSpU0IMPPqj169erdOnSOnDggCZPnlxoWYYPH67o6Oi0R15XoQQAAAAK3AcfSAcOmLppU7NQCNxOrqc4Dhs2TCtWrMj1B82dOzdtQZCQc8t4JiQkZHt+6lTBYsWK5fqz/i08PFyPPvqoxo0bp48++kjPP/982msFmSU4ODjL/dcAAPApW7ZIv/wi9eplOwmAVCkp0rhx6cfnViqH+8l1g3b06FHt2bMn1x909uzZtPpiUwZdLpeioqIynJtfqc3hvn37Mjyfk+mLOZkGCQCAz3O5pLvvlpYvl4oVM3uklS9vOxUASfrkE7O5vCQ1by61bGk3D7KV6ymO8+fPl8vlyvWjdevWadeoV6+eJOlA6hDrvxw5ciRtRCv13PwKDAyUJCUlJWV4/mJZzn+toLIAAOCVHA6pdm1Tx8ZKb71lNw8Aw+WSxoxJPx4xgntG3ZiVe9CantsvZf369Vm+nvp81apVC2yhjdS9zqpXr55lln379unYsWOZ3vfXX39p//79Gc4FAADZePJJs2iIJE2ZIsXEWI0DQNLXX0ubNpm6cWOpXTu7eXBBVhq0jh07KiAgQLt379aGDRsyvT579mxJ0r333lsgnxcTE6Np06ZJUoaRPElq0KCBGjZsKCnz8vznP3f55Zerfv36BZIHAACvVauW1K2bqU+ckObOtZsHgDR2bHrN6Jnbs9KgVa1aVQ8//LAkqXfv3jp06JAkc+/Z+PHj9dVXXykkJERDhw7N9N4bbrhB4eHhWrp0aYbn33zzTb3zzjtp966lOnDggNq3b699+/apePHiWV5z1KhRkqQxY8Zo9erVac+vXr1aY8/9gU49BwAAXMQzz6TXEyaYpb0B2LFhg7Rmjanr15cKaAAEhcfKRtWSaag2b96sbdu2qX79+mrUqJGOHz+uI0eOyN/fX7NmzVLNmjUzve+PP/7QoUOHdObMmQzPR0ZGatKkSXr88ccVERGhcuXKKSoqSr/99ptcLpdKliypRYsWZdqoWpJ69OihtWvXaubMmbr11lvTRtR2794tSRowYIC6dOlSCP8VAADwQo0bm33RvvzSLOn90UcS/44CduzfL4WGSk6n9Nxz6VOQ4basjKBJUqlSpbR+/Xq9+OKLql27tnbt2qW4uDjdeeed+u6779SzZ89cXa9bt2564okndM011+js2bPatm2bjhw5ossuu0xDhw7Vzp071aFDh2zfP2PGDL377rtq1qyZIiMjFRkZqWbNmum9997TO++8k98vFwAA3zJsWHr9+utmkQIARe/++6VDh6Q335Ry+f017HC4XPyNWVicTqfCwsIUHR2t0NBQ23EAACg6Lpd0zTXS1q3mePVq6eab7WYCAIty2htYG0EDAABezOHIeC/akiX2sgCAB6FBAwAAheO++8yUqs8/Z080oKh9/LH0zz+2UyAPaNAAAEDhCAiQ5s+Xbr+dZb2BohQZaRbmCQ+XXnrJdhrkkrVVHAEAAAAUgjfekBIT0x/wKIygAQCAouFySb/8YjsF4N2OH5dmzjR18eLS4MF28yDXaNAAAEDhW7dOatVKuuIK6eefbacBvNfEiVJsrKn79ZMqVLAaB7lHgwYAAArfli3St9+a+uWX7WYBvFVUVPqCPIGB0tNPW42DvKFBAwAAha9fP6lyZVN/+CGjaEBhePttyek0da9eUvXqVuMgb2jQAABA4StWTHruufRjRtGAghUTI/33v6b285OGDbObB3lGgwYAAIoGo2hA4Zk5M33fs65dpbp17eZBntGgAQCAosEoGlA4XC5p7tz04+HD7WVBvtGgAQCAosMoGlDwHA7pu++k8eOlRx6RLr/cdiLkAw0aAAAoOoyiAYWjVClp6FBpxgzbSZBPNGgAAKBo/XsUbe9eu3kAwI3QoAEAgKKVOop2883S2rVSvXq2EwGeKSVFOnbMdgoUMBo0AABQ9J54Qlq9WmrZ0nYSwHN9+qlUq5b02GPS4cO206CA0KABAICi58e3IEC+uFzSK69I8fFmg+rt220nQgHhb0cAAGCfyyWdPm07BeA5li2TNm82dePGUvv2dvOgwNCgAQAAe1wuaeVK6brrpN69bacBPENysjRqVPrxmDGMSnuRANsBAACAD4uLk/r2lf76y4wG/PILezgBFzN/vrR7t6mbN5fatbObBwWKVhsAANhTrJj07LPpx+yLBlxYfLz0n/+kH48bZzaqhtegQQMAAHb175++L9rSpWYUDUDWZsyQDh0y9R13SDfdZDcPChwNGgAAsItRNCBnzp6VRo9OPx4zxl4WFBoaNAAAYB+jaMDFzZolHT9u6s6dpSZN7OZBoaBBAwAA9jGKBlzco4+aPc+qVzd7oMErOVwul8t2CG/ldDoVFham6OhohYaG2o4DAIB7i42VIiLMio6S9PPPrOgIZCUpSQpgMXZPk9PegBE0AADgHv49ivbSS/ayAO6M5syr0aABAAD3kXovWocO0nPP2U4DuIe//7adAEWIBg0AALiPYsWknTulTz6RrrnGdhrAvgMHpJo1pYcfTl9eH16NBg0AALiXsmVtJwDcx4svSnFx0rx50uzZttOgCNCgAQAA95aUZDsBYMeOHdL8+aYuW1Z6+mm7eVAkaNAAAIB7crmkDz+UGjSQvvnGdhqg6D3/vPn/QDL3ZIaF2c2DIkGDBgAA3NOKFdJ990n795uRg5QU24mAorNxo/Txx6auWlV6/HGrcVB0aNAAAIB76tBBuuIKU2/ZIi1caDcPUJRGjEivn3/eLKADn0CDBgAA3JO/v/TGG+nHI0aYzawBb/f119Lq1aaOiJD69LGbB0WKBg0AALivNm2ktm1NHRkpTZxoNQ5Q6FyujKNnL78sBQbay4MiR4MGAADc2/jxkt+5b1nGjZOOH7ebByhMn38u/fijqS+/XOre3W4eFDkaNAAA4N4aNZL69jX16dNmXyjAW912m/Tee1J4uDRmTPoPJ+AzHC5X6tqdKGhOp1NhYWGKjo5WaGio7TgAAHiuY8ekunWlM2fMvWm//CI1bGg7FVB4EhLM1EaHw3YSFJCc9ga05AAAwP1VqmT2gZKk5OSM9+gA3igoiObMR9GgAQAAz/DUU1L16lLXrtKECbbTAAUrKsp2AriJANsBAAAAcqR4cTO1sXRp20mAgnX2rHTppVKLFtIrr0gNGthOBIto0AAAgOegOYM3mjxZ+vNPaelSc7xkid08sIopjgAAwHPFxLB5NTzbiRPS66+b2s/P7HsGn0aDBgAAPE9KijRvnlSvnvTGG7bTAHk3cmT6/WcPPsjqpGCZ/cLEMvsAABSSffvMfTrJyVKJEtLevVKVKrZTAbmzZYt07bWSyyWVLCnt2SNVrWo7FQoJy+wDAADvVbeuNGCAqc+elV54wW4eILdSUqTHHjPNmST95z80Z5BEgwYAADzVf/4jpf4Ues4cs8Ij4CnefVfauNHUDRtKgwfbzQO3QYMGAAA8U4UK5v4dyYxGDB1qNw+QU6dOSc8+m348ZYoUGGgvD9wKDRoAAPBcgwZJtWqZ+ssvpc8/t5sHyInFi6W//zZ1587SrbfazQO3QoMGAAA8V0iI9Oqr6cdDh0pJSfbyADkxYIC0YoV0+eXSm2/aTgM3Q4MGAAA8W9eu0nXXmXrnTmnuXLt5gItxOKQ775S2b5dq1LCdBm7GaoMWFxenl19+WZdeeqmKFSumChUqqFOnTvrhhx9yfa158+bJ4XDk6PFvrVq1uuD5lStXLogvFwAAFAaHQ5owIf34tdfM8vuAu8vi+1IgwNYHnz17Vi1bttSWLVsUFBSkRo0a6fjx41qxYoVWrlyp+fPnq1u3bjm+XqVKldSiRYtsX//111914sQJXX/99dmec9lllyksLCzT8+XKlctxDgAAYEGLFlKXLlKpUtLLL0v+/rYTARk5ndLatWbkjMYMF2CtQXv66ae1ZcsWNWjQQJ9//rlq1aqllJQUvfHGG3r22WfVu3dvtWjRQjVyOOzbtm1btW3bNsvXXC6XatWqpRMnTuiBBx7I9hpTpkxRq1at8vLlAAAA2xYupDGD+3rpJTPSe8cd0jvvSOHhthPBTVmZ4vjnn39q9uzZkqQ5c+ao1rnVl/z8/DRs2DC1adNGsbGxeuONNwrk89auXavIyEgFBQWpa9euBXJNAADgZmjO4K527pQmTTL12rVWo8D9WWnQVqxYoaSkJDVs2DDLKYd9+vSRJC1durRAPu/999+XJLVr105ly5YtkGsCAAA3d+wYm1fDPpdLeuKJ9Psihw9n9AwXZKVBS10EJLt7xlKfP3r0qCIjI/P1WXFxcfrwww8l6YLTGyVp2rRp6tChg1q3bq0HHnhAc+bMUVxcXL4+HwAAFDGXS3r3XalhQ7PHFP+Ww6b//U9as8bUtWtLzzxjNw/cnpV70Pbu3StJioiIyPL1atWqKSgoSAkJCdq7d2+O70PLyvLly+V0OlWmTBm1b9/+gud+8MEHGY7nz5+vF198UR999JGuueaai35WfHy84uPj046dTmfeQgMAgLxLSTH3+Jw6ZR5jxkivvGI7FXzRmTPS00+nH0+aJBUrZi8PPIKVEbRTp05JksqUKZPl6w6HQ6VLl85wbl6lTm/s0qWLgoODszzniiuu0OTJk7Vr1y6dPXtWJ0+e1EcffaQGDRooMjJSt99+uw4dOnTRzxo3bpzCwsLSHvlpLAEAQB75+0uzZkmBgeb41VeZ6gg7xoyRjhwxdbt2UocOdvPAI1hp0FKnDQYFBWV7TmozFRsbm+fP+fvvv/XFF19IuvD0xsmTJ+uJJ55Qw4YNVbx4cZUpU0Z33323vv/+e9WuXVsnT57Uyy+/fNHPGz58uKKjo9Me+Z2eCQAA8uiyy8y9PpKUlCT17cveaChae/ZIb75p6qAgM3rG8vrIgVxPcRw2bJhWrFiR6w+aO3du2oIgISEhkqSEhIRsz0+dKlgsH8PAixcvVlJSkiIiIi64R1p2ypQpo+eee079+/fXxx9/rFmzZmW50XWq4ODgbEfpAABAERsxQlqyRNq9W/rxR2nKFOnJJ22ngi9wuaRBg6TERHP8zDNS3bp2M8Fj5LpBO3r0qPbs2ZPrDzp79mxanTq1Mbvpiy6XS1FRURnOzYvU6Y0XWxzkQlKbypMnT+rkyZNsWg0AgKcIDjZTHW+4wXzDPHKk1KmTWagBKExxcWbTdEmqWdP8sADIoVxPcZw/f75cLleuH61bt067Rr169SRJBw4cyPIzjhw5kja6lnpubv3222/atGmTJOn+++/P0zUkKTB1/rqkpKSkPF8HAABY0Ly5NHCgqWNipAEDTLMGFKZixaSlS6Uvv5RmzJCKF7edCB7Eyj1oTZs2lSStX78+y9dTn69atWqeF9pIHT27/vrrVTcfQ8o7d+6UZKZlMnoGAIAHGjtWql7d1F9+KZ37HgEodG3aSLffbjsFPIyVBq1jx44KCAjQ7t27tWHDhkyvz549W5J077335un6LpdLCxYskJS/6Y0pKSmaOHGiJKlVq1YKCLCyKwEAAMiP0FCz7L4klS8vlShhNw8AXICVBq1q1ap6+OGHJUm9e/dOW8Le5XJp/Pjx+uqrrxQSEqKhQ4dmeu8NN9yg8PBwLV26NNvrr1+/Xr///ruCgoLUtWvXC2Z5//339dprr+nYsWMZnj927Ji6d++udevWyc/PTyNHjsztlwkAANxFhw7S22+bBUPy+ANg4KL69ZMWLWIaLfLF2pDQm2++qc2bN2vbtm2qX7++GjVqpOPHj+vIkSPy9/fXrFmzVLNmzUzv++OPP3To0CGdOXMm22unTm9s166dypYte8EcJ06c0HPPPafnnntO4eHhqlixomJiYrR7924lJycrMDBQb7/9tm644Yb8fcEAAMCuRx+1nQDebMUKaeZM8/j0U+ncbC4gt6yMoElSqVKltH79er344ouqXbu2du3apbi4ON1555367rvv1LNnzzxdNyEhQUuWLJGUs+mNt912m4YOHaobbrhBSUlJ2r59uw4cOKC6detqwIAB+umnn9S3b988ZQEAAG6OvdFQEI4flx55JP34zjvtZYHHc7hcjMEWFqfTqbCwMEVHRys0NNR2HAAAkOr4cWnwYKlcOWnqVNtp4MlcLumuu8wImiS1by998gmbUiOTnPYGrHoBAAB8S0KCdM01UmSk+Sa6e3epRQvbqeCpZs9Ob84qVDDHNGfIB2tTHAEAAKwICpKGDDG1y2WmpsXH280Ez7Rvn/Tkk+nHs2ZJlSpZiwPvQIMGAAB8zxNPSNddZ+rdu81eaUBuJCVJ998vnT1rjh95ROrY0W4meAUaNAAA4Hv8/c1oR+oep+PGSTt22M0EzzJ2rLRxo6nr1pUmTLCbB16DBg0AAPimyy+XnnvO1ImJUt++rOqInImJMQ2+ZJr999+XSpa0mwlegwYNAAD4rpEjpUsuMfXGjazoiJwpXlzats1sej5ypNSsme1E8CIss1+IWGYfAAAPsG6ddOONpi5Rwkx1DA+3GgkewuUyDz/GPHBxOe0N+NMEAAB82w03SI8+auqzZ6V337WbB57D4aA5Q4HjTxQAAMCrr0pXXSUtWCC98ILtNHBHx49LDz0kHTtmOwm8HA0aAABAaKi0ZYvUowebDCOz1P3y3ntPuuwy6fvvbSeCF6NBAwAAkGjMkL3Zs6UVK0ztcEh16tjNA69GgwYAAJCVRYukrl2llBTbSWDTvn3Sk0+mH8+eLVWqZC0OvF+A7QAAAABu54UXpFdeMfXll0ujRtnNAzuSkqT77zeLx0hmmuOdd9rNBK/HCBoAAMC/3XRT+pTHF16QvvrKbh7YMXas2R9PkurWlSZMsJsHPoEGDQAA4N9at5ZeftnULpfUvbt0+LDdTChaP/6Y/mfA31+aP18qWdJuJvgEGjQAAICsjBghtWtn6hMnpC5dpIQEu5lQNM6eNVMbk5PN8ahRUtOmdjPBZ9CgAQAAZMXPT3r/fSk83Bxv3Cg9/bTVSCgi//uftHevqa+7Tho50m4e+BQaNAAAgOyULSstXSoFB5vjqVOlhQvtZkLhe/hhafFiqXp1M7UxMNB2IvgQGjQAAIALufpq05ileuQRaedOe3lQNLp2lfbvl+rVs50EPoYGDQAA4GL69DGjKpJZKCIqymocFIKs9rsLCir6HPB5NGgAAAAX43BIb71lRs+2bZNatLCdCAUpNlZq2VKaOdN2EoCNqgEAAHKkWDFpxgzbKVDQUlKkBx6Q1q0zj1OnpGHDbKeCD2MEDQAAIK9SUtgfzdM9+6z04YemLllSuu02u3ng82jQAAAA8iIqSrr7bqlZM+nYMdtpkBfvvCO98Yap/f3N8vpXXmk1EkCDBgAAkBdPPSWtWCH9+afUrZuUlGQ7EXLjs8+kxx9PP37rLaltW3t5gHNo0AAAAPLi1VelqlVNvXatNGqU1TjIhW3bpC5d0ldufOYZqX9/u5mAc2jQAAAA8qJSJTMlLuDcmmuvvSYtW2Y3Ey4uMlLq0EE6e9Yc33efabYBN0GDBgAAkFctWkjjx6cfd+8uffGFvTy4MJfLTEc9etQcX3+99N57kh/fEsN98KcRAAAgPwYPlnr2NHV8vHTXXdKqVVYjIRsOhzR1qlSlilSnjrR8udk+AXAjNGgAAAD54XBIc+dK995rjuPipDvvlFavtpsLWbvqKmnjRun//k+qUMF2GiATGjQAAID8CgyUFi0yy+5LpkmbNs1uJmSvRg2pXj3bKYAsBdgOAAAA4BUCA6XFi9NXB3z/fduJIEkffCCtWyf997/pC7oAbow/pQAAAAUlKMis7Jhaw65166SHHjL3Bv7+u/Thh1JwsO1UwAUxxREAAKAgBQVlbs4OH5Z++MFOHl+1d6/UqZNpziSpcmWaZngEGjQAAIDCdPCg1LKl1KaNtGGD7TS+4dAhqV076eRJc9ymjfTOO2ZBF8DN0aABAAAUpldeMU3amTPS7bebFQRReDZvlpo1k/btM8eXXy4tWWLuEQQ8AA0aAABAYZo6VWrd2tSnT0u33Sb9+KPdTN5q+XLpppukv/4yx/XqSStXSmFhdnMBuUCDBgAAUJiKFTONwy23mGOn0zRpmzfbzeVNXC5p4kSzzUFsrHnuxhvNlNIaNaxGA3KLBg0AAKCwFS8uffKJ1KqVOY6ONvdFbd1qNZbXSEmRPv3UNGqS1KOH9NVXUrlydnMBeUCDBgAAUBSKFzdNxE03meOoKDP18aefbKbyDv7+0tKlUqNG0vPPS/Pns5w+PJbD5Ur9UQMKmtPpVFhYmKKjoxUaGmo7DgAAcAdnzkht25o9uiSpbFlp+3apenW7uTyNy5V5VcaYGNMIA24op70BI2gAAABFqWRJ6bPPpBYtzHHv3lK1anYzeZqff864GEgqmjN4ARo0AACAolaqlGnS3n5bev119ufKjS++kG64wYxA3nmndPas7URAgaJBAwAAsCE0VHr00czN2TvvsFdadqZPl9q3N9sVSJKfn5nWCHgRGjQAAAB38f330uOPm+mPo0dLycm2E7mHlBRp2DBpwID0/yb33COtWSNVqGA3G1DAaNAAAADcxZQpphlJTjarEbZqJR08aDuVXbGxUpcu0vjx6c8NHSotWcI9Z/BKNGgAAADu4r33pBdeMFP3JHOfVePG0sKFdnPZEhlpNvj+8ENz7Odn7tsbPz79vxHgZfiTDQAA4C4CA6WXXpK+/VYKDzfPOZ1Sz57mER1tNV6ROnvWNKc//GCOS5Y0+8g9+qjdXEAho0EDAABwNy1amA2sH3gg/bmFC03Dkrp/mrcrUcLccyaZbQjWrTP7xwFejgYNAADAHYWFmSmPCxeaWpIOHZKeeMLcp+ZNXC5p5Uqziff5nntOGjFC+uUX05wCPoAGDQAAwJ117y5t3242Zg4Olt5/37vuv9q6Vbr1VqlDh4wLgUhmK4IxY6QyZexkAyzwov+7AQAAvFStWtLq1Waa32WXZXxt+XLTwHmayEjpwQelq682y+VLpkH76y+7uQDLrDVoa9eu1bhx43T33XerWrVqcjgccjgc+uOPP/J13ZSUFE2ePFlXXXWVSpQoobJly6p169b6v//7v4u+d/78+WrevLnCwsIUGhqq5s2ba8GCBfnKAwAAUCD8/aVrrsn4XEKC1K+fdOWVUtOm0uzZmacJuhunUxo5Uqpf34wGpqpTxxxXqmQvG+AGHC6Xy2Xjg0uXLq3oLFYiioyMVPXq1fN0zeTkZHXq1EkrV66Un5+fLrvsMp0+fVq///67JGn8+PEaOnRolu8dMGCApk+fLklq0KCBHA6Hdu/eLUl67LHHNHXq1FzncTqdCgsLU3R0tEJDQ/P0NQEAAGRr6VKpc+eMz5UqZVZ87NdPuuoqO7mykpQkzZwp/ec/0t9/pz9fpozZWmDgQCkoyF4+oJDltDewNoLWqFEj9erVS2+//bY2b95cINccP368Vq5cqUqVKmnr1q3avn27Dhw4oAULFsjPz0/Dhg3Tpk2bMr1v8eLFmj59ukqUKKGvv/5au3fv1q5du7Rq1SqVKFFCb731lpYuXVogGQEAAApMmzZmX7DzF9A4fVqaNk1q0kS69lrTFJ0+bS+jZBYBadHCNGGpzVlQkPT009L+/dKTT9KcAedYG0H7N4fDISnvI2gJCQmqXLmyTp06pYULF6p79+4ZXu/Xr59mzpypjh07avny5Rleu+yyy7Rz506NHTtWw4cPz/Da2LFjNXLkSF1xxRXansv53YygAQCAIuFySZs3SzNmSIsWmT3Ezle7tmmEzn2/VWiSksz2AN9+K/Xvb5bKTzV2rJnaKEldu5rjiIjCzQO4kZz2Bl7ToH3xxRe64447FBoaqn/++UeBgYEZXt+4caOaNWum4OBg/f333ypVqpQkac+ePWrQoIEk6a+//lKlf817/uuvv1SlSpW0c+vXr5/jTDRoAACgyDmdpkmbPl3ats08N3RoxhUSo6NNw1a+vFShglSsWN4+KzZW+vFH6bvvTFO2YUP6PXCrVpnVGc8/98EHzahZs2Z5+zzAg+W0NwgowkyF6odzu8xfd911mZozSbr66qsVEhKiuLg4/fTTT7rxxhszvK9u3bqZmjNJqly5surUqaP9+/dr48aNuWrQAAAAilxoqBm96t9f2rLFjKo98kjGczZsyLjpc4kSpllLbdjO//W55zIu6//FF9I335iGbNMms1BJVr77LmODVqyYtGRJwX2dgJfymgZt7969kqSIbIbKAwICVKNGDe3du1d79+5Na9Au9r7U1/bv3592bnbi4+MVHx+fdux0OnP1NQAAABSoq682I2n/9s8/GY/PnjWPQ4cyPl+ihNko+nxDhki7dmX9eVWrSjfeaB633Zb33IAP85oG7dSpU5KkMhfYyDD1tdRz8/O+rIwbN04vvfRSzgIDAADYEhFhRtj+/ts0a6m/njghpaSkn1ehQub33nRTeoNWr156Q3bjjea6hX2fG+DlvKZBi4uLkyQFXWAFoODgYElSbGxsvt+XleHDh2vIkCFpx06nUzVq1LhIcgAAgCLWvLl5/FtKinTqVHrDlpiY+Zw+faRbbpFuuEE6d58+gIKT6wZt2LBhWrFiRa4/aO7cubr++utz/b6cCgkJkWRWc8xO6vTDYufdCJvX92UlODg4rZkDAADwOH5+Urly5pGda67JvGE2gAKT6wbt6NGj2rNnT64/6Oy/l3stYDmZhpjVdMa8vg8AAAAAClquN6qeP3++XC5Xrh+tW7cujPxp6tWrJ0k6cOBAlq8nJSXp8OHDGc7NyfvOf+389wEAAABAQct1g+aumjZtKkn68ccflZjFfOktW7YoPj5eQUFBuvLKKzO9b9++fTp27Fim9/3111/av39/hnMBAAAAoDB4TYN28803q0yZMnI6nVq6dGmm12fPni1Juv3229M2qZakBg0aqGHDhpKkOXPmZHpf6nOXX345e6ABAAAAKFQe16DdcMMNCg8Pz9SEBQcHa+jQoZKkIUOGaPv27WmvLVy4ULNnz5bD4dDIkSMzXXPUqFGSpDFjxmj16tVpz69evVpjx47NcA4AAAAAFBZry+w/8cQTWrRoUabnr7jiCvmd262+RYsWWr58eYbX//jjDx06dEhnzpzJ9N5hw4bpu+++0+eff64mTZrosssu05kzZ9LuIRs3blyW0xR79OihtWvXaubMmbr11lvTRtR2794tSRowYIC6dOmSvy8YAAAAAC7CWoN2+vRpnThxItPz56+mGB0dnatrBgQE6NNPP9XUqVM1d+5c7d27V4GBgbrllls0ZMgQtW/fPtv3zpgxQzfccIPeeecd7dixQ5LUrFkzDRw4UA888ECucgAAAABAXjhcLpfLdghv5XQ6FRYWpujoaIWGhtqOAwAAAMCSnPYGHncPGgAAAAB4Kxo0AAAAAHATNGgAAAAA4CZo0AAAAADATdCgAQAAAICboEEDAAAAADdBgwYAAAAAboIGDQAAAADcBA0aAAAAALgJGjQAAAAAcBM0aAAAAADgJmjQAAAAAMBN0KABAAAAgJugQQMAAAAAN0GDBgAAAABuggYNAAAAANxEgO0A3szlckmSnE6n5SQAAAAAbErtCVJ7hOzQoBWi06dPS5Jq1KhhOQkAAAAAd3D69GmFhYVl+7rDdbEWDnmWkpKio0ePqlSpUnI4HFazOJ1O1ahRQ5GRkQoNDbWaBbnH759n4/fPs/H759n4/fN8/B56Nn7/0rlcLp0+fVpVq1aVn1/2d5oxglaI/Pz8VL16ddsxMggNDfX5/zk8Gb9/no3fP8/G759n4/fP8/F76Nn4/TMuNHKWikVCAAAAAMBN0KABAAAAgJugQfMRwcHB+s9//qPg4GDbUZAH/P55Nn7/PBu/f56N3z/Px++hZ+P3L/dYJAQAAAAA3AQjaAAAAADgJmjQAAAAAMBN0KABAAAAgJugQQMAAAAAN0GDBgAAAABuggbNy3322Wdq3bq1ypYtqxIlSqhJkyaaMmWKUlJSbEfDBfz++++aOXOmHnnkETVu3FgBAQFyOBwaPXq07WjIAZfLpXXr1umZZ55Rs2bNVLp0aQUFBalq1aq69957tWbNGtsRcREff/yx+vfvr6uvvlpVqlRRUFCQSpcurebNm2vSpElKSEiwHRG5MGrUKDkcDv4e9RC9evVK+/3K7hEXF2c7Ji4iOTlZM2fOVMuWLVW+fHmFhISoVq1auuuuu7R8+XLb8dxagO0AKDyvvvqqhg8fLkmKiIhQyZIltX37dg0aNEirVq3SsmXL5OdHj+6OJk2apEmTJtmOgTxavXq1WrduLUny8/NT3bp1VaJECe3du1cfffSRPvroI40aNUqvvPKK5aTIzhtvvKH169crODhYVatWVePGjfXnn39qw4YN2rBhg95//32tWrVKpUuXth0VF7F7926NHz/edgzkQb169VSxYsUsX+P7F/d26tQptWvXTj/88IMcDofq16+v8PBwHT16VMuXL1dAQIA6depkO6bb4k+3l9qwYYNGjBghPz8/LVy4UPv379f27du1detWVapUSStWrNCECRNsx0Q2ypcvrw4dOujll1/W//3f/+nee++1HQm54HK5VLduXb399tv6559/tGfPHm3dulUnTpxI+6HJ6NGj9emnn1pOiuz07dtXa9as0enTp3XgwAFt2rRJf/zxhzZs2KDq1atry5YtGjlypO2YuAiXy6X+/fsrMDBQt9xyi+04yKURI0Zo3bp1WT6CgoJsx0M2UlJS1LFjR/3www+65557dPjwYf3666/avHmzjh49qsjISA0aNMh2TLdGg+alRo8eLZfLpb59+6p79+5pzzdu3DitMXv11VeVmJhoKyIuYNSoUfrkk0/0/PPP64477lDJkiVtR0IuXHfdddq9e7ceffRRlSlTJu35oKAgjR07Vm3btpUkzZw501ZEXESvXr3UqlUrBQYGZni+WbNmaX+HfvzxxxaSITdmz56t7777Ti+88IJq1KhhOw7gE2bMmKF169bp5ptv1pIlS1S9evUMr1evXl033XSTpXSegQbNCzmdTq1atUqS1KdPn0yvd+7cWaGhoTpx4gT3wgCFIDQ0VAEB2c8gb9OmjSTpt99+K6pIKEANGjSQJMXExFhOggv5+++/9eyzz+rSSy/VU089ZTsO4DNSb9F45ZVXmIqaR9yD5oW2bdumhIQEhfx/e3cX0mQbhwH8GuZHqQlqZpoaWkRITY0pJmKlRmlkEUaIlkEHZtIXUYmlQWlESXVUZEEemMlCtEhWtpIoVGyKoSLM1DzZOkjNlm7OufdAtldzmq+Uz+Pe6weD7XnugwsGz+7/7i8XF0REREy77+joCJlMBqVSicbGRuzYsUOAlET/X5bF7UuXLhU4Cc1HfX09ANh8vpJ4nD59Gv39/aisrJw2EkqLw9OnT1FVVYWhoSH4+PggJiYGhw4dgoeHh9DRaAZqtRqdnZ3w9PTEli1bUF1dDblcDo1GgxUrViAhIQEZGRlwdnYWOqqosUCzQ2q1GgAQGBg447/4wcHBUCqV1rZEtDDMZjPkcjkAICYmRuA0NFcmkwkajQbPnj3DhQsX4OrqimvXrgkdi2agVCpRVlaG9PR0xMXFCR2H5unFixdTPldUVKCgoACPHz/Gzp07BUpFs1GpVAAmZhpkZGSgrKxsyv2KigoUFxdDoVAgKChIiIiLAscd7dDAwAAATFn78ivLPUtbIloYJSUlaGlpgZOTE06dOiV0HPqN27dvQyKRYMmSJQgICMDx48cRHx+PhoYGREZGCh2PbNDr9cjKyoKHhwdu3rwpdByah5CQEBQVFaG1tRVDQ0P48eMHXr16haioKAwMDGDv3r34+PGj0DHJBo1GAwBoampCWVkZjh49it7eXuj1erx+/RrBwcHo7OzE/v37eeTTLFig2SHL9KnZdjiyDC2PjIwsSCYiApqbm3Hy5EkAExv5hISECJyIfsff3x8xMTGIjIzEypUrAQBv375FeXk5TCaTwOnIlqtXr6KrqwuFhYXW74wWl0uXLiE3NxebNm2Cu7s73NzckJiYiHfv3iEyMhIGgwHnz58XOibZ8PPnTwCA0WhEbGwsSkpKEBQUBGdnZ8THx6OyshISiQQqlWraCCn9iwWaHXJxcQGAWQ9SNRgMALgGhmih9PT0YPfu3dDr9UhLS8PZs2eFjkRzkJqaivfv36OxsRFarRYNDQ1Ys2YNioqKkJOTI3Q8+oXlzLOIiAgcO3ZM6Dj0hzk5OVnPj6yrq+MsIBGy9EEBWP+QnEwqlWLbtm0AAIVCsWC5FhsWaHZoLtMX5zINkoj+DK1Wi8TERGg0GiQnJ+PRo0eQSCRCx6J5iIqKQk1NDZydnXH//n18+fJF6Eg0SXZ2NsbGxnD37l3uHmenoqOjAUyctdXd3S1wGvrV5H6lZcfbX23YsAEA0NvbuxCRFiU+vezQunXrAAB9fX0YGxuz2cbyULO0JaK/o7+/H4mJifj8+TPi4uIgl8u5o9wi5+fnh7CwMIyPj6O1tVXoODRJS0sLJBIJ9uzZA19f3ymviooKAMD169fh6+sLmUwmcFqaj8nPz5n6OCSc9evXW9/PtFOj5Tqnic+MuzjaofDwcDg6OkKv16O5uXnaQnaj0YimpiYAE/8GE9HfodPpkJSUhLa2NshkMjx//pzTiu2EpWPIDqL4mEwmfP36dcb7Op0OOp1uylQsWjza29ut7389AJmEFx4eDhcXF+j1enR3d2Pt2rXT2lgGCfz9/Rc63qLBETQ7tHz5ciQkJAAAHj58OO2+XC7H0NAQvLy8sHXr1gVOR/T/YDAYkJKSgsbGRoSGhkKhUMDd3V3oWPQH9Pb2WkfOpFKpwGlossHBQZjNZpuvw4cPA5g4PNdsNnN61SJVXFwMYGL6HDv44uPq6oqkpCQAQGlp6bT7Wq0WL1++BABs3759QbMtJizQ7FReXh4kEgkePHiA8vJy6/XW1lacOXMGAHDu3LlZd3okovkxmUw4ePAg3rx5g5CQENTW1sLT01PoWDRHKpUKBQUFNte3KBQK7Nq1C2NjY0hKSuJOnER/WG1tLXJzc9HT0zPl+vfv33HixAlrnyY/P1+IeDQH+fn5cHBwwJMnT6YUaYODg8jMzMTIyAiCg4ORmpoqYEpxk5jNZrPQIejvKCwsxMWLFwFMHEzt5uaGtrY2jI+PIzk5GdXV1XBwcBA4Jdny4cMHpKSkWD/rdDoYDAYsW7ZsyhS5lpYWBAQECBGRZlFeXo60tDQAE+s8fXx8bLZbtWqV9dBqEo+6ujrrLmO+vr5YvXo1RkdH0dfXh8HBQQCATCZDTU0NvL29BUxK/0VmZiZKS0tx5coV628jiU9VVRX27dsHYGIKnJ+fH4xGIzo6OjA6OgqJRIL8/HxcvnxZ2KA0q3v37iE7OxtmsxmBgYHw8fFBR0cHhoeH4e3tjdraWoSFhQkdU7S4Bs2O5eXlQSqV4tatW1CpVNBqtdi4cSOOHDmCnJwcFmciZjQa8e3bt2nXh4eHMTw8bP3MBbbiZDnGAgDUajXUarXNdkFBQQsVif4DqVSKO3fuQKlUor29HZ2dnRgdHYWXlxeio6Nx4MABpKenY8kS/oQS/WmbN29GXl4e6uvr0dXVhba2NpjNZvj7+yM2NhbZ2dlcP78IZGVlITQ0FDdu3EB9fT0+ffoEPz8/JCcnIzc3l9NTf4MjaERERERERCLBNWhEREREREQiwQKNiIiIiIhIJFigERERERERiQQLNCIiIiIiIpFggUZERERERCQSLNCIiIiIiIhEggUaERERERGRSLBAIyIiIiIiEgkWaERERERERCLBAo2IiIiIiEgkWKARERERERGJBAs0IiIiIiIikWCBRkREREREJBL/AD4sXtjxrjJBAAAAAElFTkSuQmCC", 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" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "fig2" ] @@ -197,9 +278,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# https://imgs.xkcd.com/comics/convincing.png\n", "Image(filename=\"images/xkcd-convincing.png\")" @@ -207,12 +300,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": { "scrolled": true, "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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HALjqqquaPGd2rX3nnXea7UfDMHjxxRe54447Wh3lcvTo0TQ0NLQ6cml1dTVHH310s1E6v/vuOzZt2uTT50dExDa2DskiIiK2KykpsUYiHDt27EGXv/32263lP/vssybPmfPNnXnmmUZ9fb31+KZNm6x5zN59990Wt3vllVdao1y+9957xqpVq4xXX33VuPjii6356O6///4m69TW1hoRERFGt27djDVr1hi7d+82XnjhBSM2NtYICwszFi9e7PV+qKurM+Lj443ExEQjOjraiI2NNbKysoz09HQjLi7OePfdd42kpCQjLCysxXnXXn31VWsusxtuuMGIjY01PvrooybLlJaWGmFhYUa/fv2MvLw8Y9WqVcaDDz5ofPDBBy3WZM6pt2TJkmbPVVRUWHPb1dbWev0+TStXrjQA45prrjFyc3NbXOaZZ54xAGPy5MnGvHnzjKefftqap23MmDFGRUWF8frrrxuAccoppxgVFRVN1j/33HOtz8qMGTOML774wli5cqXx6quvGkOHDjUA47TTTmv2umVlZdacdVdccYXx1VdfGYsWLTL++c9/WqNXAk1Gzdzf559/bgDGr3/96wPOdVddXW2EhYUZPXr0MNauXWvs3r3beP75542YmBgjLCzMWLp0qfc7VETEJgp0IiKdXHV1tREdHW0AxgMPPHDQ5WfNmmUdUP/73/9u8tz1119vnHLKKUZZWVmz9datW2eEh4cbMTExzQ78DcMwKisrjfHjx7c4TUJsbKxx2223GeXl5c3WM0NH4/+6du3a4uToB2NOnQAYL730kmEYhjFz5swm23700UdbXHf37t1GaGhok2WffvrpZstdc801zeo9++yzW9zmJZdcYiQlJRmFhYUtPm9OCTFv3jyf36vL5TK6dOnSapAvLi5uNhk4YFx44YVGaWmpYRieUN23b18DMB577LEm65uT1TeeELzxfyNGjDjge1uzZo2RnJzc4np9+vQx/vOf/7Q61UBlZaURFRVlAMbUqVMPuNyTTz7ZbPvp6enG119/fZA9KCLiHxyG0UKfEBER6VT27NnDtm3bOP744w/a5bKuro4bb7yR2tpaHnroIatbInhGFgQOuI1Zs2ZRUVHB9ddf3+JgHC6Xi7feeov//ve/uFwu+vTpwwknnMDJJ5/c6kAiH3zwAV9++SX5+fkcc8wx/OpXvyI2Ntabt97s9T/44APS09OtCcQNw2DmzJl88cUXTJ06lYsuuuiAA4l8++23PPvssyQlJXHZZZdZXUkbq62t5bHHHmPr1q2kpqZywgknMGHChAMO/W8YxgFfb+HChSxdupTbb7/d64FWGluwYAEvvvgiV155JaeffnqLy5SUlPD444+zbds2+vfvz5QpUxg2bFiTZbZs2cKTTz7JL3/5S4YPH249XlZWxuuvv87pp5/OkiVL+OabbyguLiY5OZmxY8dy4YUXttpdtKioiGeffZYffviByMhIBg4cyKmnnsro0aO9GhBm9uzZvP/++1x//fXW37Ml7733Hl9//TX5+fmMGTOGX/7yl61O5yAi4k8U6ERERERERAKUBkUREREREREJUAp0IiIiIiIiAUqBTkREREREJEAp0ImIiIiIiAQop90FiIBnFDeXy0VDQ4M1Sh5gjWIWHBxMSEhIi5PTSvtzu900NDTgdrsxDMOaXBg8EwSHhoYedCREac4wDOrq6mhoaLAeczgcOJ1OQkJCvBq1T5pyu93U1dU1+4w6nU6Cg4O1T9uJYRg0NDRQX19vTfQdHBys/XyI3G43LpcLl8vV7LNr7lft0/Zjfn7N3zXw7OugoCAdWxwGbreb+vp66xii8fiL+t44PBTo/IRhGJSVlREeHk5oaGhAfMgNw6CmpoaysjKKiorYs2cPubm5FBQUUFZWRmVlJSUlJRQVFVFUVER5eTm1tbXU1dVRX19PXV0dVVVVVFZWUlNT0+RH7UDML1/zADgkJITIyEgSEhKIi4sjJiaG+Ph4oqKiiI2NJSEhgfDwcMLDw4mKimqyTHJyMlFRUURFRREWFhYQ+9xUX19PeXm5tf/Ky8vJycmhoKCAyspK67GKigqqq6upqamhurqaiooKaz3zv7q6Ompra6mtraW+vr7JAVtrnE5nk30bFhZGaGiotZ/N/2JiYoiLiyM2NpbU1FTS0tJISUkhNTWVpKQkQkNDj8AeOzQul4u8vDyKioooLCxkz549FBcXW/u4oqKCqqoqysvLrf1t7uPy8nJqamqor6+npqaG2trag37GQ0JCiIiIICYmhtjYWKKjo4mNjSU+Pp7Y2Fji4uKs2/Hx8SQmJhIXF0d0dDQxMTGkpKSQkJAQEJ/lyspKCgoKyMvLIzs7m927d1NcXExhYSF5eXmUlZVRVVVFTU2N9Tmvra2lsrKS6upq6uvrmwTjljgcDkJCQggNDSU0NBSn00lERATR0dFERUURERFBeHg4cXFxJCQkEBsbS2xsLImJiXTp0sXat+a+jo6OJjw8PCD2b2OGYVBfX09BQQHFxcVUV1dTWlpqfU9XVlaSn59PTk4O+fn51n+lpaXW57q1fe1wOAgNDSUkJITo6Ghrv8XFxZGYmEhkZCRRUVEkJiYSHx9PfHw8mZmZpKSkEBcXR1JSEnFxcQFxUF1dXU1RURHFxcXs2bOH7Oxs8vLyKC0tpaqqyvqeraqqorS0lKKiImsfV1ZWWr99jU9cHkhwcDBhYWHWf/t/P5j7NiwsjNjYWNLS0qx9aX4nJCcnk5SURHR0dMD9zrlcLvLz89m1axeFhYVNftdqamqsz21hYSEVFRVUVlZa38dVVVXU1tZaf5OD/a6ZxxKNvx/Cw8OJjo4mMjKS2NhYUlJSrO8B8zs4Li6OtLQ0MjIyAua71+R2u63Pa1lZGSUlJZSXlzfZr8XFxdZn2/wurq6upry8nLKyMmpqaqirq6Ours76nTODnDeCgoIIDw8nIiLCOn6IjIwkMjKyyXeI+Xk2jynM47jGx3RdunTB6QzMWFNVVUVhYSHl5eXk5+db3xtVVVXWZ/v3v/99q58vTVvgJ2prawkPDwc8P47mh9j8AJtfMuaPYWxsLElJSSQmJloHJuaXfkREhHWAbf4ImGeizJYw80elvr7eOgg1D5rMf6zmP+zGP+q5ubnk5eWxd+9eioqKDnpAFSgiIiJISUkhOjqahIQEK2yYwdD84jB/KM0fR/OAsHHADA4OJjg42NrngHUW1tzvNTU11hdhZWWldRBrBt+KigoKCwutHzHzS7ekpITS0lKqq6tt3mPtw+FwkJycTFpaGmlpaURFRREfH09SUhIJCQkkJydbn3cznJsHjiEhIYSHhxMWFmbtb4fDgcPhsD7ndXV1VFdXW59pc1+aYdY8yDIPvgoLC8nJySEnJ4c9e/aQn5/vVbj1J06n09p/kZGRpKSkkJKSQlRUlHUgYgbBpKQk4uPjiYyMtIJPeHi4tX/Ns6iA1ZrQ0NBgnQCorq6mpKSkyQGWeXBghgfzvnkAYB7klpWV2bynDk14eDhpaWnWd7R5UN34O9vc1+aJjMjISOvgsPFnuPFnFmjSIm62hpknBMwTM2VlZdaBlPnjbx7QVldXU1xcTFFRkfUZLy0tpbS01O+/q51OJ+np6aSmploHdOZ+TUpKIjY2lrCwMKKiooiJibGCTOMDcPP3LjQ0tMlvn7l/ze8F80C/srLSOiFpfkbN37zi4mLr9y43N5f8/HzrpGSgio6OpkuXLtbn0PwtM3/3zO+MmJgY6wSHeTxhfi80Pvh2Op1N9q/b7bZaHhsaGqzfOvN4ory83AoJ5ue1trbWerygoIDS0lLrRHCgfUcEBwcTFRVFUlISXbt2tb4nzO8D83iu8X3z+yIiIqLJ8YR5/LD/94O5bxt/P9TX11NdXW19/5r7tqSkhOLiYiusmZ/x/Px860SEt8ErEAQFBZGQkGCdgGv8W2f+DprHFbGxsdbn2jyOMH/zzH2//zGF+V/j/W82UjQ+fjb3tXnsvP9JCPN7pqKiwvquKS0tPej7q6qqanWuUQU6P1FaWkp8fLzdZRwSh8NBbGwsXbt2JT093TpINMOQedATGxtrnSk3/zPP3Db+gdi/Gd48kDQP0Bt/idXX11NVVWUFofLyckpLS6msrLT+kZjhqaqqyjoDZZ5hDeQfZ9h3VtFsnUlNTbUObswvLPNHwjzwMQ+GzLOR5kF84y808z/zb2F+sZkHm+YPiLlvzdYTM6CaP8rm38P8cmt8gFRYWBgQYcn8kUhISCA9PZ3k5GTrc2uevTV/mBv/SJsHTSEhIU1OrpjdVc2wbx68m2c2G59QMUO8eRBvfqbN2+Z9s1XQmx8FfxIWFkZycjKZmZlkZGRY3x1m65gZhMz9bR7Q7x86zc9qUFCQdVBpHlCaJ1HM2zU1NdYZT/MzbO5Hcx8WFBSQm5tLWVkZFRUV1kFRoDM/yxEREdaJqsatZ+np6daBT0pKCvHx8dZn2fx+NkNS427yjfdv4wBfXFxMSUmJdbBTWFhonTgxW2TNEwKBJDg42PqcZmZmkpaWZu1X83vWbNUxTwya/zVuMTY/s+b/zX3a+Peutra2ScuHGZDMk3tmy0lJSQl5eXkUFhZaLa9lZWXk5+cH9Gc3KCiILl26WL9tZgAye4YkJSVZJ2PN1p3Ggd/8nTO/h80DdqDJd4V5os88eWr2HGrc2pqXl0dJSYl1fGGeDMjNzaWoqMjmPXXoHA6HdQLKDJwJCQlWAIqPj7c+2+axg/k7Z56g2v84ovHnu3EwahxKzc+5ecLKPH5o/HcwvyPM30Tz+8L8rjafKykp8fuTVgcTEhJCTEwMSUlJVg8ys6UyOjqaxx57jKioqAOur0DnJ8wuMWZrQlFRUZMDOfMgz/wSMX8Uze5f5pku86y5eYDd2gfcvC7N/LA0DleNzxyZ3ZCio6NJSUmxvlxTU1Ot0BAIXWVaYgbC/Px8a9+aZ2bNfWseQBcVFVlfJBUVFda+NrvVedvNwOyqaHZRjI6OJjExkdTUVCv4mmdMzR8q82xq4xbamJgYQkJCjsBeOjzcbjf5+fnk5uayd+9eCgoKrHBu/tf4jK3576DxwaM33RjNH/XG3ezMHyXzIKvxwVdaWhrp6enW/5OSkgKmG0dNTQ0FBQVWd7nKykrrs2wepJSUlFhnbs3vGbMrmHnAWF9f3+rrmAdHZguK+Rlt3AqYlJRkdfUyP6+Nu42aoS1QuFwu67vC3L/md7DZMtZ4Pzc+mWEedJtnab3pbgf7upibZ5HDw8Ot7kXmd0JKSgrJyclER0cTERFhtXA3buEyD9JiYmL88rNcW1tLXl4eu3fvbtLVyDyQLigosFrHzH1rdqlrfADeuEv/wfax2fJktv6bXbfMz6v5/dulSxfrZJm5L2NjYwOqa11DQ4P1XZCXl9esRd08yWkGxLKysiatvma4adxa7G23/MbHEzExMdYJXvPzGhYWZh3Emid0zNbuhIQEEhMT/fIzuz/zuM3srrh3716r63jj1hizdcYM3I17jpi/b94wu5Ob/5mfZ/N4LiIiwtqPjT+35r5OT08nPT3dCr+BegxncrvdVi8n83et8X95eXkUFBRYxxXmfjdPSh/seLklQUFB1sla83jCPJYwj9PMfd64C6+5zxt/15gnhdpCgc5PrFy5kqqqKgYPHkxSUlK7bddsTWn846YBRg6fxl1OzO5TsO/i68ZnB6XtGrcSmK2HGkinfZhdShoPIGC2hgXSwaw/2n/AgMYcDoc1aIA+u4fOvLSg8T42962+F9rG7Ha2/++cuX/N7wp9T/hu/wHJGg8o0njAHH1+2595PGEew+0/mIvZyngk/wZPPfUUq1at4qqrrmL8+PGtLqtA5yeOO+44vv32W2bPns3UqVPtLkdERERERGziSzZQxPcTNTU1ANbAKCIiIiIi0jn5kg0U6PxEZWUlQKsXPIqIiIiISMfnSzZQoPMT5ihf0dHRNlciIiIiIiJ28iUbKND5CXNesdbmmBARERERkY7Pl2ygQOcnqqqqAIiMjLS5EhERERERsZMv2UCBzg+YwyuDWuhERERERDozX7OBAp0faDyZYSBMoCkiIiIiIoeHr9lAgc4PmBP3AposUkRERESkE/M1Gyg9+AEFOhERERERAQU6ERERERGRTkOBzg80Tt6NE7mIiIiIiHQuvmYDBTo/0Phix8YXQYqIiIiISOfiazZQoPMDTqcTh8MBQG1trc3ViIiIiIiIXXzNBgp0fsDhcBASEgJgzTkhIiIiIiKdj6/ZQIHOT5iTBlZXV9tciYiIiIiI2MmXbKBA5yciIyMBqKqqsrkSERERERGxky/Z4OBTjweYDz74gOTkZE488cRWl9u7dy9ffPEFWVlZ1NXVMWDAACZPnkx8fPwB11mzZg2LFy8mJyeH0NBQjjnmGE466SRCQ0PbXHdYWBiga+hERERERDo7X7JBhwp0W7du5bzzziMuLo78/Hyr7+n+nnvuOW699Vbq6uqaPB4eHs4rr7zChRde2OTx+vp6rr76al577bVm2+rRowdz5sxhwIABbapdLXQiIiIiIgK+ZYMO1eVy06ZNAJSWlpKdnd3iMl988QU33ngjdXV1REVFMW3aNI455hiCg4Opqanh8ssvZ/Xq1U3Wuffee60w16NHD6ZNm0a/fv0A2LlzJ9OmTWvztW8xMTEAlJeXt2k7IiIiIiIS2HzJBh0q0DVWWVnZ7DG3280tt9yCYRh069aNjRs38uGHH/Ldd9+Rl5fHKaecQl1dHbfffru1ztatW/nHP/4BwLRp06x1Nm3axLp160hKSmLDhg088cQTbapXLXQiIiIiIgKduIXOTLLQdEI+0+LFi9mwYQMAr776KhkZGdZziYmJPProowAsXLiQ9evXAzBz5kzcbjepqanMnDnT6s8KMGTIEO666y4AnnnmGQzDOOTao6KigJaDqIiIiIiIdB6+ZIMOdQ2d+caBFgcqMbtNTpw4kZNOOqnZ80cddRQZGRlkZ2ezevVqBg4caK1z1113tThgyjnnnMNvf/tbsrKyKCkpISEhodky9957L+AZfjQ2Npbw8HBCQkKIiopi8ODBDB06lOjoaAAqKip8ft8igaqm3kVOaQ2RocEkRoXiDO5Q55hEREREDokv2aBDBbqamhrrduNwZ1q+fDkA06dPb3F9h8PBwIEDyc7OprS0lIKCAnbu3NnqOv3797dul5aWthjoHnnkEdxud4vrn3feebz33nskJSUBkJ+f3+JyIoGu3uVmw95yfthdwupdJazLLmVzXgUut6dl2+GApKhQkqPD6BoXTnp8BOnxEaTFhtM1LpyeyVF0iQ0nOMhh8zsRERERObx8yQYdKtCVlpZat/cPVoZhWIOmjBkz5oDbCA4OBiAoKIiNGzcCnu6Yffr0OeDyDocDwzAICmreumAYxgHDHEBOTg4AKSkpABQWFh5wWZFAUl5Tz/dZJazYUcR3O4r4YVcJNfUH/rdgGFBQUUdBRR0bclq+ADgk2EFGfASZCZH0TY2mW2Ik3RIiGNc3maiwDvV1JiIiIp2YL9mgQx0Bma1pUVFRzaYsKCkpsfqgdu3a9YDbKCoqAiA+Pp7du3dbyzscLbcKlJSUWNfOtdQl0+VytVqzWZOuoZNAV1HbwIodRSzdWsjirQX8tKcMdyuXlQYHOeiXGk2f1Ghq613kl9eSX15LQUUdda6Wg1+9y2BHYRU7CqtYtKXAejwqNJhzR2byi3E96ZMS3d5vTUREROSI6rTX0JktcGYTZWONpxU40OAldXV11qApPXr04Mcff2x1eYC1a9cCnjAXGxvb4jIzZsygoaGBqqoqysvLqampoaGhgdLSUmud8PBwoGm3URF/ty2/gtnfZ7N4ayE/7Cqxuk+2JCM+gpE9Eji6WzxHdY9ncNdYwkOCmy3ndhsUVNayp6SGvSXV5JbVsKe0hm35lWSXVJNVWEllXdMTJZV1LmYt28msZTs5eUAKlx/fg5MHpB7wRIyIiIiIP/MlG3SoQGd2kWwp0Jk7BSAvL4/MzMxmyyxdupSKigqcTicDBw5k69at1vIHMmfOHACGDx/e4vNOp5NZs2YdtHbzwke10EkgyCur4Z/zNvHOit0thjiHAwakxXBMz0RG90zg2F6JdI2L8GrbQUEOUmPCSY0J56hu8c2eNwyD4qp6NueWs6e0mu+2F/HRD3uo+jnkLdyYz8KN+QzsEsPV43ox5aj0FoOjiIiIiL/yJRt0qEBnttC11PUxLi4Op9NJQ0MDCxYsYOTIkc2Wef311wE45ZRTiI2NtYJhQUEBa9asaRba3G43b7zxBgBTp05tU+2aWFwCQYPLzUuLt/OveZutAGXqkxLF2D7JjOmdyNg+ySRGNR9ptj04HA4So0IZ09vz73P60Zn85qxBvPVdFq8u3Ul2iac1fkNOOXe/v4a/fr6BK47vycXHdiMtNry1TYuIiIj4BV+yQYcKdNnZ2YBneoD9BQcHM3jwYNasWcNzzz3HzTff3GROuT179vDmm28CcM011wAwbNgw6/knnniCF154ock2P/zwQ3bu3El4eDgzZsxoU+1mP1lNWyD+asnWAh785KcmA5bEhDm59sTenD860+sWuMMhLiKE6yb04VfjezN/fS7PfLmVH3aVAFBYWcc/523iiQWbOXNoF351Qi+O6hav7pgiIiLit3zJBh1m0qfa2lprJnWze6Xb7WbOnDnW4Ca33XYbAFu3buXSSy+1Em9NTQ0zZsygoqKCYcOGWVMUdO3alYsuugiAF198kccee8wasXLbtm1cd911ANx4442kpqa2qX6zNbC17p0idiitquee99Zw6X++tcKcwwEzjuvOV3efzM0T+9ka5hoLDnJw+pAuzL5pHB/eOJZzRqRjznLgchv8d81epj+zhClPLeat77KorG2wt2ARERGRFviSDRxGayN+BBCXy0VYWBgul4tf/OIXzJw5kz/+8Y888MADHH300axatQrDMLjtttt44oknAE/XzGOOOYbNmzezY8cOwsLC+Prrrzn22GOt7ZaVlTFx4kRWrFgBQO/evenduzfLly+ntLSU/v37s3z58gMOiOKtnJwcunbtSlBQELW1tTidHarxVAKQYRjM/iGbP/9vA/nltdbjwzPj+OOUIRzdvfmci/4ou6Sat7/L4o3vsiioqGvyXHSYkwtGZ/LrMwYQGap/cyIiIuIffMkGHaaFLjg4mBNOOAGACRMmAPsm/TZ3gMPh4F//+hf//ve/SUpKoqSkhC+++IIdO3aQkZHB//73vyZhDiA2Npavv/6aG2+8EafTybZt25g3bx6lpaWceOKJzJs3r81hDvbNNeF2u62pE0Tssr2gkite+o7b315thbnoMCd/mjaU2TeOC5gwB57RNe84fQCL7jmFv50/nKEZ+/69VtQ2MHPxDqY8tZif9pTZWKWIiIjIPr5kgw7TQgeQm5vL1q1bOf74463rY7KysujatWuzeelqa2uZM2cOO3fuJC0tjcmTJ1t9VQ8kPz+fOXPmUFRUxPDhwznxxBNbnEz8UMXFxVFWVsaGDRsYMGBAu21XxFvlNfU8tXALLy3aTr1r31fDaYPT+OOUIaTH+0fXyrYwDIM1u0t5a3kWH36fbU12HhLs4I7TBnDtib0JDtL1dSIiImIvb7NBhwp0ga5Xr17s2LGDJUuWcPzxx9tdjnQiLrfBeyt38fc5G5t0S+waF85D04YycVCajdUdPlvzK/i/N75n/d59rXPH9U7k7+ePoFtipI2ViYiISGfnbTboMF0uOwJzuoXS0lJ7C5FO5dtthZzz5CLueX+tFeZCnUHcdHIf5t0xocOGOYA+KdHMvmks10/ogzno5bJtRZz5r69587ssdL5LRERE7OJtNlCg8yNxcXEAlJSU2FuIdBrvrNjFJf9Zxk+NWqjOGtqF+XdM4NdnDCQqrOMPFBLmDOY3Zw3kzWuOIz3OM0JuZZ2L336wlstf/I5dRVU2VygiIiKdkbfZQIHOjyQnJwNQWFhocyXS0RmGwRPzN3P3e2tw/9wINbhrLG9ecxzPzhjVKbsbHtc7iTm3n8iFozOtxxZtKeD0f37NS4u243KrtU5ERESOHG+zgQKdHzHnm1Cgk8OprsHNr99bw2NfbLIe+8XYnnx68wkc3yfJxsrsFxMewt/OH8HMq46xWuuq6108+OlPnPfsEjbkaCRMEREROTK8zQYKdH4kJiYGwJrwXKS9FVXWMePFb3lv5W7rsd+eNZA/nDOYII3saDl5QCpzbj+Ry4/rYT32w64Szn5iEX+fs4GaepeN1YmIiEhn4G02UKDzI2FhYYBnSgWR9pZVWMW5zyzmu+2euUzCnEE8felIrpvQx5rmQ/aJCQ/hT9OG8s51x9M7xTOlSYPb4OmFWzn9n1/z1aZ8mysUERGRjszbbKBA50ciIjxzfFVXV9tciXQ0y3cUMf2Zxewo9AzwkRITxtvXHc/k4V1trsz/Hdsrkf/dMp5bJvYjJPjn+S2Lqrjype+45c3vKajQCRgRERFpf95mAwU6PxIdHQ1ARUWFzZVIR/Luil1c+p9lFFZ6piTomxrN7JvGcVS3eHsLCyDhIcHccVp/Prt1PGN6JVqPf7x6D1OeXKRr60RERKTdeZsNFOj8SEJCAgBFRUU2VyIdQb3LzQMf/8iv31tDvcszQuO4vkm8f/1YMuIjbK4uMPVNjeGta4/jb+cPJz4yBIA9pTWc/+xSdcEUERGRduVtNlCg8yPmSDYKdNJWBRW1XP7it7y8ZIf12BXH9+CVq44l7ucgIofG4XBw4ehuzL39REZkeuaHqaht4KqZ3/H811s1GbmIiIi0C2+zgQKdH9Eol9IeVmUVc86Ti1i2zfOPPyTYwV/OHcaDU4fiDNY/+faSGhPOW9cezxlD0gBwG/Dn/23gdx+uo97ltrk6ERERCXQa5TIAKdBJWxiGwQvfbOPC55ayt7QGgNSYMN669jguOba7zdV1TBGhwTx72ShundjPeuzN77K47D/fkldWY2NlIiIiEugU6AKQAp0cqpKqOq6dtZKH/rueBreny9+xPRP59OYTGNUj8SBrS1sEBTm4/bT+PH7xUYT+3AL63Y4iJj+5iO+zim2uTkRERAKVAl0ACg8PBzRtgfhmXXYpZz3+DV/8lGs9dv2EPrxxzRhSY8NtrKxzmXpUBm9ddxxd4zz7PL+8loufX8Z/1+y1uTIREREJRN5mA4ehK/j9Rm5uLl26dAHA7XZrsmc5qPV7y7j4+WWUVtcDEB8ZwmMXjuCUgWk2V9Z5FVbUcsPrq6wJ3AGum9Cbu88YSHCQ/k2LiIiId7zNBmqh8yNOp9O63dDQYGMlEgjW7y3jshe+tcLcyO7xfHbreIU5myVFh/HaL8dw3shM67F/f7WN62atoLJW/65FRETEO95mAwU6PxIcHGzddrs1Sp4c2MqdRVz076UU/TxZ+NHd43n1l2PoGqf55fxBqDOIRy8Yzh/OGWy1ys1bn8f5zy1lV1GVzdWJiIhIIPA2GyjQ+ZGgoH1/DpfLZWMl4s8WbMjlshe+pazGc6bmqG7xvHL1sUSHOQ+yphxJDoeDq8b14tWrjyUm3PO3Wb+3jKlPL27SHVNERESkJd5mAwU6P9L4j6ZLG6UlH/2QzbWvrqSm3nOW5oS+ybz+qzHEhmuycH81rm8yH944lp5JkQAUVdZx2QvLeG3ZTv07FxERkQPyNhso0IkEiFnLdnLrWz9Y0xKcPbwrL/5iNFFqmfN7fVNj+Oj/TmB8v2QA6l0Gv5+9jt99uI4GTUIuIiIibaBA50caJ2+NcCmNPf/1Vu6bvc66f+mY7jx+8dGEOYNbWUv8SVxECDN/cQy/GNvTeuzN77L41asrqK5TF2sRERFpyttsoEDnRxpf7Ni4iVU6L7fb4C//W8+f/7fBeuyGk/rw8LShGgI/ADmDg3hgypAmk5B/uTGfX726nJp6hToRERHZx9tsoNTgRxoPR9p4VBvpnFxug1+/t4Z/f73NeuzO0/pz9xkD1IIb4KYelcGsXx5LzM/dZRdvKeTWt75X90sRERGxeJsNFOj8SF2dZwh6h8PRZN4J6Xxq6l383xureH/VbgCCgxz8aeoQbp7YT2GugxjTO4lXfnksESGeL+g5P+by2w/W4nJroBQRERHxPhso0PmR6upqACIiInTQ3omVVtVz5Uvf8dm6HABCgh08fenRXH58T3sLk3Y3snsC/758FCHBnn/v767czZ3v/KCWOhEREfE6GyjQ+ZGamhoAwsPDba5E7LK3tJrznlvCtz/PUxYZGszzV4zmzKFdba5MDpcT+6fw+MVH4/z5msjZP+zhzndXq6VORESkk/M2G6hfnx+pr68HICREc4p1RruKqrj0hWXsKvKcjUmKCuXFXxzDUd3i7S1MDrtJw7oSEhzEja+vpN5l8NEPezAMeOzCETiDdd5NRESkM/I2G+hIwY+oha7z2pRbzvnPLbHCXI+kSD68cZzCXCdy2uA0nrlsX/fLj1fv4Z731+JWS52IiEin5G02UKDzI5WVlQBERUXZXIkcSSt3FnPBc0vJLasFoG9qNO9cdzzdkyJtrkyOtNMGp/Fso1D3/qrdPPjpT03moREREZHOwdtsoEDnRxpf+Cidww+7Srj8xW8prfY0qQ/PjOOd644nLVattJ3VqYPTePKSozGnGXx5yQ6eWrDF3qJERETkiPM2GyjQ+ZGysjIAoqOjba5EjoTcshqufXUFVXWeCaVP6JvMG9ccR2JUqM2Vid3OHNqVv58/wrr/jy828d7K3TZWJCIiIkeat9lAgc6PFBcXA5CUlGRzJXK4VdQ2cNXM5eSVe7pZHtsrkReuHE10mMYpEo/zRmXym7MGWvd/8/4aFm8psLEiEREROZK8zQYKdH6kvLwcgNjYWJsrkcOpweXm5jdW8dNez1mXjPgInr1sJOE/TzAtYrruxN5ccXwPABrcBte/tpIteeU2VyUiIiJHgrfZQIHOj1RVVQEQGanBMDoqwzB44JMfWbgxH4DYcCevXH0sSdFhNlcm/sjhcPCHc4Zw6qBUAMprGvjlKysoqaqzuTIRERE53LzNBgp0fsRsVo2Li7O5EjlcXvhmO68tywIgJNjBvy8fTd9UXTMpBxYc5ODxi49mcFfP2bmdhVXc9MYqGlxumysTERGRw8nbbKBA50fMP1piYqLNlcjh8Pm6HP782Xrr/t/OH87xfXS9pBxcVJiT/1w5muRoz4A5i7cU8vD/1h9kLREREQlk3mYDBTo/UlFRAUBMTIzNlUh7W7O7hNvf/gFzOrFbJ/Zj+tGZ9hYlASUjPoLnZuybo27m4h28s2KXzVWJiIjI4eJtNlCg8yPmH03TFnQseeU1XPPqCqrrPdMTTDsqndtO7WdzVRKIRvdM5I9Thlr3f//hOtZll9pYkYiIiBwu3mYDBTo/Yv7RDjYbvASO2gYX189aSW6ZZ3qCY3om8Nfzh+NwOGyuTALVpWO6c/lxnpEv61xubnh9pQZJERER6YC8zQYKdH6kpqYGgPDwcJsrkfbyx09+YlVWCQBd48J55rJRhDk1PYG0ze/PHsSITM8F0ruKqvn97HU2VyQiIiLtzdtsoEDnR9TlsmN5Z8Uu3vjWM6JlmDOI5y8fTUqMpieQtgtzBvPMjFHER4YA8OmavXy1Kd/mqkRERKQ9qctlgDEMg5ycHABSU1Ntrkba6qc9ZdzXqNXk4enDGJap6Sik/WTER3Df5MHW/ftmr6O6zmVjRSIiItJefMkGCnR+ora21krhaWlpNlcjbVFeU8+Nr6+ktsEzT9hlY7pz/iiNaCnt79yRGRzb0zOUcVZRFY99sdHmikRERKQ9+JINFOj8hPkHA3W5DGSGYfC7D9exo7AKgGEZcdx/zuCDrCVyaBwOB385bxihTs9X+YuLtvPjHo16KSIiEuh8yQYKdH6isLAQgNjYWIKDNWhGoHp7+S4+Wb0HgJgwJ09fOlKDoMhh1SclmlsneqbBcBuerpcut2FzVSIiItIWvmQDBTo/UVBQAEBKSorNlcih2pJXwQOf/Gjdf+S84XRPirSxIuksrhnfm97JniGNV2WV8NbyLJsrEhERkbbwJRso0PmJ8vJywJPCJfDU1Lv4vzdWUVO/77q5ycO72lyVdBahziD+fO4w6/4/v9hERW2DjRWJiIhIW/iSDRTo/IQmFQ9sf/7fejbkeP7h9UuN5veTdd2cHFnH9U5i0rAuABRU1PHoHA2QIiIiEqh8yQYKdH6itNQzkIFa6ALPwo15vLp0JwDhIUE8fdlIIkJ13Zwceb85cxDhIZ6v9VeX7tAAKSIiIgHKl2ygQOcnzAsfk5KSbK5EfFFcWcfd762x7t87aRD902JsrEg6s+5Jkdw6sT/gGSDl/o9+xDA0QIqIiEig8SUbKND5idzcXECTigeah/67nvzyWgAm9E9hxnE9bK5IOrtfntCL3ime7hkrdxbz6Zq9NlckIiIivvIlGyjQ+YmysjIA4uPj7S1EvLZsWyHvr9oNQEy4k7+dPxyHw2FzVdLZhTqDuO/sfddwPvLZBio1QIqIiEhA8SUbOA9zLUfE3r17+eKLL8jKyqKuro6BAwcyadIkr3ZAdXU1OTk5FBUVUVpaSmFhIXv37iU+Pp7zzz+fyMhIqqurmT17NiUlJYSFhREZGUlsbCwhISHU1dURHh5OREQEo0aNIiws7JDeQ22tp5UnPDz8kNaXI6vB5eb+j9ZZ9+8+cyBpsfrbiX84qX8KJ/RNZtGWArJLqvn7nI08MGWI3WWJiIiIl3zJBgEf6J577jluvfVW6urqmjweHh7OK6+8woUXXthsHcMwuO+++3jjjTfYvn37Abe9ZMkSnnvuOb7//nsuvfTSg9by/fffc9RRR/n8HgCqqqoAiIzUvGWB4I3vstiU6xl9aERmHJce293mikT2cTgcPDRtKGf862tqG9y8snQH54zoyqgeiXaXJiIiIl7wJRsEdJfLuXPncuONN1JXV0dUVBTTpk3jmGOOITg4mJqaGi6//HLWrFnTbL28vDwefvjhVsMc7BsmtKamBvDs0Lvuuov/+7//Y/r06QwdOtRKzUlJSQwZcuhnwIuKigCIi4s75G3IkVFQUdtkSPj7zxlCcJC6Wop/6ZkcxZ2newZIMQy45/211DW4ba5KREREvOFLNgjYFjq3280tt9yCYRh069aNpUuXkpGRAXh2wPnnn8/ChQu5/fbbmT9/fpN109LSWLx4MStWrMAwDBITE0lLSyM9PZ1XX32Vv//97zgcDq699loAgoI8uXfcuHH8/e9/b7ItwzAoKCggKCiIkJCQQ34/uoYucPz9842U1XiuSTpvZCajeiTYXJFIy355Qm/+u2Yvq3eXsiWvghcXbeeGk/rYXZaIiIgcRKe4hm7x4sVs3OhpJZk1a5YV5gASExN59NFHGTVqFAsWLGDDhg0MHDiwyfpjx45l7Nixzbb77bffAnDuuecyYMAAYN/Efl27dm22vMPhICUlpc3vx5wNPiZGQ977s1VZxby9YhcAMWFOfnPWwIOsIWKf4CAHD08fxpSnFuE24In5mzl7eFe6Japrt4iIiD/zJRsEbKB77bXXADj11FOZMGFCs+ePPvpoMjIyyM7OZvXq1c0CXUtWrFjB119/DcBvfvMb63Ez0JkXJ7pcLtavX09MTAzdu3c/6MiG9957LwARERHExsYSHh5OSEgIUVFRjB07lszMTKqrqwENiuLP3G6DP3z0o3X/ttP6kxJzaIPgiBwpQzPimHFcD15dupPqehd3v7eG1381hiB1ExYREfFbvmSDgA10y5cvB2D69OktPu9wOBgwYADZ2dnWTOsH86c//QmAM888k9GjR1uPu92e604+++wzLr74YhYsWEB+fj4Axx13HH/+8585+eSTD7jdRx55xNrG/l599VUuv/xy6uvrAdrUbVMOr/+t28vabM9naWCXGK48XnPOSWD49RkDmL8+j+ySapZuK+Tdlbu46BgN5CMiIuKvfMkGATkoimEYbNq0CYAxY8YccLng4GBg3zVwrVmxYgUff/wxAPfcc0+T58yulmVlZbzzzjv07duX8ePH43Q6WbZsGRMnTmTRokUHrPVAYQ6wpjkwW/8OddoDObzqGtw8NneTdf+3kwbhDA7Ifz7SCcWEh/CXc4dZ9x/+73ryymtsrEhERERa40s2CMgj0uLiYiorK4GWr2trvBx4dzHhH/7wBwBGjRrVrAvniSeeyCOPPMJTTz1FVlYWS5Ys4euvv2bLli0MHz4cwzCs1r39uVyuVl93/0CnLpf+adaynWwr8Hzmju2ZyIn9km2uSMQ3J/ZPYdpR6QCU1TRw74frMAzD5qpERESkJR1+HjpzGgHggAckdXV1bNiwAYAePVrvGvftt9/yv//9D4A777yz2TVxwcHBzVrtzO2+9NJLjB49mh9++OGA258xYwYNDQ1UVVVRXl5OTU0NDQ0NlJaWWkORqoXOf5XX1PPMwi0AOBxw/zmDD3rdpIg/uv+cISzaUkBBRR1f/JTLx6v3MPWojIOvKCIiIkeUL9kgIANd4zeWm5vbZIRL09KlS6moqCAkJMQarfJAHnroIQAyMzM5//zzfapl1KhRZGRkkJeXh2EYzQ70nU4ns2bNanUbbrfbaskLDQ316fXl8Htp0Q4KKz0T1589PJ2hGZorUAJTYlQof5o6lBteXwXAHz7+kRP7pZAQpe8dERERf+FrNgjILpdxcXHW9XELFixocRlzFMyTTz6Z2NjYA25r48aNfPrppwDceOONhzQoSVBQEC6X66DdKw+k8Xrm+xL/UFhRywvfbAM8Q8DfeVp/mysSaZuzhnVl8nBPV/WSqnqe+rn1WURERPyDr9kgIAOd0+lk8ODBADz33HNWk6Rpz549vPXWWwBcc801rW7rqaeeAjw766qrrmr2vNvtZvLkydZ0BvvLyspi165d9OrVC6fz0Bo8Fej813NfbaW81jOJ+IWjM+mZHGVzRSJt9/vJgwhzer7+X1myg635FTZXJCIiIqZOEegAbrvtNgC2bt3KZZddZk2+V1NTw2WXXUZFRQXDhg2zpjUwDIO33nqL1atXW9swDIPZs2cDMGnSJLp06dLsderq6vj888+ZMmUKS5cubfKc2+3m/vvvB2DcuHGH/F4aj4KpQOc/dhdX8crSnQCEOoO47VS1zknH0DUugutO7A1Ag9vgwU9+0gApIiIifsLXbBCwge6qq67illtuAeD999+nR48enH766QwaNIgvv/ySsLAwXnzxRWsnPPnkk1xyySWMHDnS2kZOTg67d+8G4KyzzmrxdcLDw7n33nspLS1l/PjxXHjhhdx1111ceumldOvWjVdeeYWoqChrlMy20mAb/uPvczZS1+D5B3XV2J6kxWoEUuk4rj+pD13jPJ/przbls3Bjns0ViYiIyP68yQYBOSgKeN7cv/71LwYPHszvfvc7ioqK+OKLLwDIyMjg1Vdf5ZhjjrGWN1vfYmJirMeKiooASE1N5eKLLz7gaz3wwAOEhoby0EMP8e677zZ5buDAgTz33HP07t27Xd5Xa3PWyZGzbFshH/2wB4D4yBBuPLmvzRWJtK/IUCe/nTSIW978HoCHPl3PCX1TCHUG7Hk+ERGRDsebbOAwOkA/m9raWubMmcPOnTtJS0tj8uTJREU1v9Zpz549JCYmWvM5uN1uZs+ezQknnEBqaupBX2fPnj189tlnlJeXk5iYyLHHHkv//v29mri8NTU1NURERACeufO8mTdPDp96l5uzn1jExlxPN94/Tx/GpWO621yVSPszDIML/72U5Ts8c3bec+ZAbjipj81ViYiIdG6+ZoMOEegCXX19vTUkaWFhIYmJiTZX1Lm9uGg7f/r0JwCGZcQx+6ZxBAepK6x0TD/uKeWcJxfhNiAiJJh5d04gIz7C7rJEREQ6LV+zgfrW+IHGFzse6tQH0j7yymr41xebrPsPTRuqMCcd2pD0OGYc1wOA6noXf/z4R5srEhER6dx8zQYKdH4gKCjI+sPV1dXZXE3n9pfPNljTFFw0uhsjusXbW5DIEXDn6QNIjg4DYO5PuXzxU67NFYmIiHRevmYDBTo/YTarKtDZZ+nWQj78PhuAuIgQ7jlroM0ViRwZcREh3Hf2IOv+/R+to7ym3saKREREOjdfsoECnZ8ICQkBPH1m5chrcLn54yf7uprdc+ZAEqNCbaxI5MiaMiKd8f2SAdhbWsNfPttgc0UiIiKdly/ZQIHOT5ijclZWVtpcSef06tKdbMjxjGo5NCOWi4/pZnNFIkeWw+Hgz9OHERnq6eLxxrdZfL0p3+aqREREOidfsoECnZ9QoLNPcWUd/5y3byCUB6cOJUgDoUgn1C0xkt9O2tf18u731lBSpW7gIiIiR5oCXQBSoLPPEws2U17jGQjlglGZjOyeYHNFIvaZMaY7J/T1dL3MKavh3g/XodltREREjiwFugBkzi9RWFhocyWdy/aCSmYt3QlAeEgQd54+wOaKROzlcDh49IIRxEV4+u7/d+1ePvphj81ViYiIdC6+ZAMFOj8RFxcHQFlZmc2VdC4P//cnGtye1odrT+xDl7hwmysSsV+XuHD+cu4w6/79H60jp7TGxopEREQ6F1+ygQKdn4iMjASgqqrK5ko6jy835jFvfR4AabFhXD+ht80VifiPScO6MvWodADKahq4+/01uN3qeikiInIk+JINFOj8RHR0NAAVFRU2V9I51DW4efDTn6z7vzlrIJGhThsrEvE/D04ZSmqMZ8Lxrzfl8/KSHfYWJCIi0kn4kg0U6PxEREQEANXV1TZX0jnMXLydbfmei0xH9Uhg2lEZNlck4n/iIkN49IIR1v1HPtvA6l0l9hUkIiLSSfiSDRTo/ITZrKpAd/jtKanmifmbAXA44I9ThuBwaJoCkZac2D+FX53QC4A6l5tb3/qe8pqDT3IqIiIih86XbKBA5yfMCx+Li4ttrqTje+DjH6mscwFw6bHdGZoRZ3NFIv7tnrMGclS3eAB2FFbx2w/WaioDERGRw8iXbKBA5ydSU1MByM3NtbmSjm3hhjzm/uTZx8nRYdx9xkCbKxLxfyHBQTxx8dHEhnuuM/10jaYyEBEROZx8yQYKdH4iI8NzDdfu3bttrqTjqql38YePf7Tu3zt5IHGRITZWJBI4uidF8udGUxnc99E6dhdrVF4REZHDwZdsoEDnJ9LTPcOD5+Tk2FxJx/XMwi1kFXkOQI/rnaiBUER8dPbwdGsqg/KaBu54ezUuTWUgIiLS7nzJBgp0fiIhIQGAkpISXZtyGGzIKePZr7YC4Axy8NC0oRoIReQQ/GnaUDLiPSNvfbejiOe/3mZzRSIiIh2PL9lAgc5PJCYmAuByubyaEV681+Byc+c7q6l3ef4xXDehN31TY2yuSiQwxYaH8NiFIzDPh/xj7kbWZZfaW5SIiEgH40s2UKDzExEREYSFeSbwLS3VwVF7+vfX2/hxj+cfQv+0aG6Z2M/mikQC25jeSVw/oQ8ADW6DO975gdoGl81ViYiIdBy+ZAMFOj8SE+NpNVKgaz/rskv517xNAAQ54G/njyDMGWxzVSKB7/ZT+zMkPRaATbkVPPvlVpsrEhER6Vi8zQYKdH4kJSUFgLy8PJsr6RjqGtz8+r01jbpa9rHm0hKRtgl1BvHoBSNwBnn6Xj7z5VayCjXqpYiISHvxNhso0PmRtLQ0APLz822upGN4fP4m1u/1dLUc2CWG20/tb3NFIh3LoK6xXH1CL8BzAuXBT388yBoiIiLiLW+zgQKdHzEnENTUBW23fm8Z//7KM/peSLCDRy8YQahTH3eR9nbzKX1JjfH08Z+3Po+5P+r7S0REpD14mw10hOtH1ELXPmrqXdzxzmoafp4f68aT+jI0I87mqkQ6ppjwEH5/9mDr/oOf/kRVXYONFYmIiHQMaqELQOZ8E8XFxTZXEtgenbPR6mrZPy2aG0/uY3NFIh3bOcO7Mq5vEgC7i6v5+5yNNlckIiIS+LzNBgp0fiQuztOKpHnoDt3CjXm8sGg74Bm04YlLjtaoliKHmcPh4KFpwwj7uVvzy0t2aG46ERGRNvI2GyjQ+ZGoqCgAKioqbK4kMBVX1vGb99dY9+85cyADu8TaWJFI59ErOYpbT/XM8WgY8PvZ63D93O1ZREREfOdtNlCg8yPmXBPl5eU2VxJ4DMPg3tlryS2rBWB8v2SuHtfT3qJEOplfndCb3imeH58fdpXw3spdNlckIiISuLzNBgp0fiQ21tOapInFfffBqmz+t9YzAlB8ZAh/P38EDofD5qpEOpdQZxAPTRtq3f/7nI2U1dTbWJGIiEjg8jYbKND5kcTERECDovhqd3EVf/h43/xXD08bRpe4cBsrEum8xvZJ5qyhXQAoqKjjyfmbba5IREQkMHmbDRTo/IiZwjUoim/+8NGPVNR6hkk/f1Qmk4d3tbkikc7td5MGNRkgZXtBpc0ViYiIBB5vs4ECnR8xL3ysrNTBj7cWbshj/oY8AFJjwrj/nMEHWUNEDrduiZFce2JvAOpdBo98tt7mikRERAKPt9lAgc6PREZGAlBdXY1haHS4g6l3ufnTf3+y7t87eRCx4SE2ViQipusn9CElJgyAOT/msmxboc0ViYiIBBZvs4ECnR8JCwuzbtfV1dlYSWB4ZckOtuV7zliM7pHAlBHpNlckIqaoMCe/Pn2Adf/h/67HrWkMREREvOZtNlCg8yPBwfsmwHa5XDZW4v9ySmv45xebAHA44L6zB2tUSxE/c96oTAZ28Qy5vDa7lE/W7LG5IhERkcDhbTZQoPMjjQOJuly27qH//kRlneeDfemx3RnRLd7egkSkmeAgB7+dNMi6/9gXm6h3uW2sSEREJHB4mw0U6CTgrNhRxKdr9gKQGBXKXY26dYmIf5nQP4VxfZMA2FlYxVvfZdlckYiISMeiQOdHGidvdR9smdtt8NB/942Yd9fpA0iICrWxIhE5mF+fMdC6/fj8LVTXqUu5iIjIwXibDRTo/Ijbva8rUlCQ/jQt+Wh1Nj/sKgGgX2o0F47OtLcgETmoo7rFN5psvJZXl+6wtyAREZEA4G02UGrwI/X19dbtkBANv7+/6joXf/1so3X/92cPxhmsj7BIILjjtP6YJxef+2orFbUN9hYkIiLi57zNBjoa9iO1tbWAZ0SbxqPaiMe/v95KTlkNABMHpjKhf4rNFYmIt/qlxTDtqAwAiqvqeWnRdpsrEhER8W/eZgMFOj9izi+h1rnm9pZW89xXWwFw7jdynogEhlsm9iM4yNNM95+vt1Fcqfk2RUREDsTbbKBA50fMZtXQUA3ysb/H5m6ipt7Tj/jy43vQNzXa5opExFe9kqO4YJTnutfy2gZeWqxWOhERkQPxNhso0PkRs1m18azwAptzy3l/1W4AYsOd3Dqxn80VicihunliP0KCPa10Ly/eQWl1/UHWEBER6Zy8zQYKdH6ksrISgKioKJsr8S//mLsJ98+jtl5/Uh/iI9WCKRKoMuIjOG/kvla6mWqlExERaZG32UCBzo9UVFQAEB2t7oSmNbtL+PzHHABSYsK4amwvmysSkba68aS+OH++lu7FRds14qWIiEgLvM0GCnR+pLq6GoCIiAibK/Ef/5i7ybp98yl9iQjV6J8iga57UiTTj/aMeFle08Dby3fZXJGIiIj/8TYbKND5EV1D19SKHUV8tSkf8HTTuviY7jZXJCLt5ZoTe1u3X/hmG3UN7laWFhER6Xx0DV0AqqqqAiAyMtLmSvzDY1/sa5279dR+hDr1cRXpKPqnxXDqoFQA9pbW8Nm6vTZXJCIi4l+8zQY6QvYj5eXlAMTExNhcif2+3VbIkq2FAPRMiuTcn7tniUjH8avx+1rp3vg2y8ZKRERE/I+32UCBzo9olMt9GrfO3XxKP5zB+qiKdDRjeiXSJ8Xzffft9iI25ZbbXJGIiIj/8DYbOI9EMYdLUVERc+fOZfv27VRVVdGrVy8mT55MWlpaq+t9+umn7N69m5CQECIiIoiJiSEiIoLa2lpCQ0OJjIxk4MCBJCUlNVlv7dq1LFq0iJycHEJDQxk9ejQnn3xyu00ErmvoPJZuLeTb7UUA9E6OYupR6TZXJCKHg8PhYMZxPfjjJz8B8NKi7Txy3nCbqxIREfEP3maDgA10s2fP5sorr6SsrKzJ48HBwTz66KPcdtttLa5XX1/POeecc9DtP//881xzzTUANDQ08Mtf/pJXX3212XLdu3dnzpw5DBw40Pc3sR/zvXT2LpdPLdxs3b55Yl+1zol0YOePyuSxuZsor23gg++zufP0AaTEdO6TWiIiIuB9NgjII+W1a9dy6aWXUlZWhtPp5Oyzz2bcuHGEhYXhcrm4/fbbmTNnTovr1tTUWLevu+46brvtNi6++GJGjx5NbGws4DlrPH78eGu5++67zwpz3bt3Z9q0afTr1w+ArKwspk6dal202BaFhZ5rxpKTk9u8rUC1YkcRi7d49kOPpEjOGa7WOZGOLCY8hEvGeEawrWtw61o6ERGRn3mbDQKyhe6uu+6iurqa2NhYFi9ezNChQwFPP9Nrr72WN954g5tvvpn169cTHNx03rKgIE+GjY+P59lnn8XhcDR5vrS0lMrKStLTPUFix44d/O1vfwNgypQpvPPOO1az5/r165kwYQKbNm3i8ccf57e//W2b3ldpaSkAcXFxbdpOIHtiwRbr9v+drNY5kc7gyrE9eeGbbbgNeHt5Fjed3Ef/9kVEpNPzNhsE3C/mzp07mTt3LgBPPPGEFebAc8HgY489htPpZPPmzXzxxRfN1jdnXO/atWuzMAeeHWaGOYCZM2fidrtJSUnh5ZdfbtKHddCgQdx1110APP300xiG0ab31tmnLViXXcrXP8871y0xgmka2VKkU8iIj+CkAZ4pDPaU1jDnx1ybKxIREbGft9kg4Fro3njjDQD69evHFVdc0ez5tLQ0xowZw+LFi1m9ejVnnnlmk+fNQGdeZGgYBlu2eFqFevbsSUhISJPlX3vtNQDuuOMOEhISmr3elClTuOeee8jOzqaoqKjZQCoA9957L+CZ5T02Npbw8HBCQkKIiooiNjaWIUOG0K1bt04f6J5euK917trxvQnRGXqRTuPqcb1YsCEPgJmLtzN5eFebKxIREbFXhw10y5cvB2DatGkttrABDBgwgMWLF1vNlI253W4Atm3bxsUXX8zKlSutQNerVy/++Mc/ctlllxEUFERRURHbtm0DYPr06S2+Vr9+/XA4HBiGQWlpaYuB7pFHHrFetyWPPPII99xzj/VH64zTFmzLr+DzH3MASI0J44LR3WyuSESOpHF9k+iXGs3mvApW7Cxma34FfVKi7S5LRETENt5mg4BrAtm4cSMAY8aMOeAy5nVz5vVyjaWkpFiPv/3224SHhzNx4kRiYmLYvn07V1xxBU899VST14qPj6d///4tvlZQUJAVLFt6PcMwWg1zgDXNQl6e5+x0YmJiq8t3RM9/vQ2zx+rVJ/QiPCS49RVEpENxOBxc2OhEzszF222sRkRExH7eZoOAC3S7du0CPNfAHUhxcTHgCWL7i4+PZ+bMmfz1r39l7dq1rF27lnnz5rF7927OPfdcAB5++GHq6+ubvNaBWgPLysqswNbS67lcroO+p/T0dNxuN3v27AEgMzPzoOt0JHtKqnl/1W4AYsKcXHJsd5srEhE7XDi6G5GhnpM5767YTUFFrc0ViYiI2MOXbBBwXS7NaQdaG4Bk7dq1APTo0aPF51u69i42NpaXXnqJ+fPnk5eXR05Ojk+vFRsbe8ARaGbMmEFDQwNVVVWUl5dTU1NDQ0ODNaJmamoqpaWlNDQ0AJCamnrA1+uI/v3VVupdnn185diexEWEHGQNEemI4iJDuPTY7rywaDu1DW5eXbqTO05ruXeEiIhIR+ZLNgi4QBcWFkZ9fT25uS2PgrZjxw6rq+SwYcN82nZcXBwnn3wys2fPpqioiPDwcIADvhZgzXc3bNiwFlvxnE4ns2bNavV1DcNg69atAERHRx90NviOpKCilreWe1pCI0KCufqEXjZXJCJ2uvqEXsxcsgOX2+C1ZTu58aQ+6oItIiKdjjkHnTfZIOC6XJoT6y1YsKDF519//XUA+vfvz4ABA3zevnkdXG1trTXASXFxMT/88EOzZd1ut/V6U6dO9fm1TA6HwxrApaVumx3ZK0t2UNvg6bJ66ZjuJEaF2lyRiNgpPT6CycM8XeqLKuv4YFW2zRWJiIgceb5kg4ALdGar22uvvWYlV1NFRQXPP/88ANdcc02LLWa33norL7zwQovbdrlcLFmyBPCMXtl4jrsnnnii2fIff/wx27dvJzQ0lMsvv/zQ3tDP8vM986+1NDVCR1VT7+KNb7MAcAY5+KVa50QEuGZ8b+v2rGU72zzHp4iISKDxJRsEXKC79dZbAU9qnTp1qjX6i8vl4rrrriMrK4u0tDSuv/56a53ly5ezevVqAL766iuuvfZaXn755WbbfuaZZ8jJyWHQoEEkJCSQlpbGJZdcAngmGH/00UetAVB27NjBtddeC8ANN9xAly5d2vS+du/2DArSmQZE+WT1Hgor6wA4c2gX0uMjbK5IRPzBsMw4juoWD8D6vWUs3VrY+goiIiIdjC/ZIOAC3cSJE3n00UcBWLx4Mb169eLUU09l2LBh1qTj//73v4mO9sxfNHfuXI499liOOeYYysvLeeCBBzAMg6uuuorTTjuN22+/nV/+8pcMHjyYW265BcDavrmtY489FoBf//rX9OvXj9NOO42jjjqK/Px8+vbtyx//+Mc2v6+SkhKAFuex64gMw+ClxTus+1eNU+uciOzT+Hra57/ZZmMlIiIiR54v2SDgAh3AnXfeyQcffEBmZiZVVVXMnz+f9evXEx8fz9tvv93kerakpCQcDgddunQhODiYadOm8dZbb5GSksK8efP417/+xUsvvcT69etJSUnhpZdeYtKkSdb6MTExfPnll9x0002EhISwbds25s2bR2lpKePHj2f+/PkHHN3SF+YfrT22FQhWZZWwfm8ZACMy4xjZPd7egkTEr0wa2oWMn1vtv9yYz7b8CpsrEhEROXJ8yQYBN8qlafr06ZxzzjksXLiQTZs2ERsby9lnn92sn+moUaPIy8sjIiKCyMhIAC666CImTZrEp59+Sm5uLpGRkYwaNYrhw4cTEtJ8yPyIiAieeuop/vCHPzBnzhyKiooYNmwYEyZMaHEy8UNRVFQEdJ4WuvdW7rZuzziuxwHn+RORzskZHMQVx/fgL59tAODVpTt5YMoQm6sSERE5MnzJBgEb6MAzJcBpp53Gaaed1upy5siYjcXExFjXx3krJSWFGTNm+LSOtyorKwGIioo6LNv3J6VV9cz+3jNyXVRoMGcNO/Ak8SLSeV04uhv/nLeJmno3by/fxa0T+5GgkXBFRKQT8CUbBGSXy46oqqoKwGpF7MjeWp5Fdb0LgPNGZRIdFtDnFUTkMEmICuXiY7oDUF3v4rVlO22uSERE5MjwJRso0PkJs1m1o89DV+9y88qSHdb9X4ztaVstIuL/fnlCL4J+7pH98pIdVNe57C1IRETkCPAlGyjQ+Qlz8sCOPg/dvJ9y2VNaA8DEgan0Tom2uSIR8WfdEiOZ9HO37MLKOt78LsvmikRERA4/X7KBAp2fqKjwjOAWExNjcyWH1ytLd1i3r1TrnIh44aaT+1q3X1y0nXqX28ZqREREDj9fsoECnZ8wU3hsbKzNlRw+m3PLWbbN03zcOzmKE/o2H6xGRGR/g7rGcvKAFACyS6r5dM0emysSERE5vHzJBgp0fsJM4eaE6B3RrEYDGsw4rgdBQZqqQES8c92EPtbtZxZuxe02bKxGRETk8PIlGyjQ+Yn6+nqAFufB6whKq+p5d4Vn7rmIkGDOG5Vpc0UiEkjG9EpkdA/PdQSb8yr4bF2OzRWJiIgcPr5kAwU6P2AYBnV1dQCEhnbMOZbe+G7fVAUXjM4kLqJjBlcROTwcDgc3T+xn3X9i/ma10omISIfkazZQoPMDLpcLw/AcmHTEQOd2G9b8UQ4HXD2ul80ViUggOrFfMkd3jwdgY245n/+oVjoREel4fM0GCnR+oKGhwbrtdHa8SbYXby0gu6QagBP7pdAz+eAz3ouI7M/hcHDbqf2t+08t2GL94ImIiHQUvmYDBTo/4HLtmyg3ODjYxkoOj5mLd1i3Lzqmm32FiEjAO7FfMsMz4wD4aW8ZCzbk2VyRiIhI+/I1GyjQ+RmHo2ON/LizsJKFGz0HXOlx4Zw+OM3mikQkkDkcDv6v0bx0T6iVTkREOjBvsoECnR9o/IdyuzvWhLlvfJeFeaw14/geOIP1kRORtjltcBoDu3gmWl29q4SvNxfYXJGIiEj78TUb6OjaDzQejtQcorQjqHe5eX9lNgDOIAcXjVZ3SxFpO4fDwS2NRrx8bO5GtdKJiEiH4Ws2UKDzA40vdmx8EWSg++KnXAoqagE4fUgaSdFhNlckIh3FmUO67Gul213K3J9yba5IRESkffiaDRTo/IDD4bD+cOacEx3Bi4u2W7cvPbaHjZWISEcTFOTgztMHWPf/+vkGGlwdq8u6iIh0Tr5mAwU6PxEdHQ1ARUWFzZW0j5U7i1i5sxiA/mnRjOubZHNFItLRnDoolWN6JgCwLb+Sd1futrkiERGR9uFLNlCg8xMxMZ6uQ+Xl5TZX0j7+8/W+1rlrT+zT4UbvFBH7ORwO7jlzoHX/H3M3UV7Tca5DFhGRzsuXbKBA5yfi4jzzKpWUlNhbSDvYXlDJnJ9yAEiNCWPKiHSbKxKRjmp0z0TOGOKZDqWgopZ/f7XN5opERETazpdsoEDnJ1JSUgDIz8+3uZK2e/7rbdZUBb8Y15NQpz5mInL43DtpMCHBnl4ALy7aTl55jc0ViYiItI0v2UBH2n6iowS63LIa3v/5OpboMCeXjdFgKCJyeHVPirS+a6rrXTz75VabKxIREWkbBboA1FEC3X++3kbdzyPNXX58D+IiQg6yhohI2910cl8iQoIBeP3bLPaUVNtckYiIyKFToAtAXbp0AWDPnj02V3LoCipqef3bLADCnEFcPa6XzRWJSGeREhPGlWN7AlDX4ObvczbaW5CIiEgb+JINFOj8hJnCi4qKbK7k0P3nm21U17sAuOTY7qTEaCJxETlybpjQh/hIT6+AD7/PZlVWsc0ViYiIHBpfsoECnZ+IiooCoLKy0uZKDk1hRS2vLtkJQKgziOsn9LG5IhHpbOIiQ7j91P7W/Yf/ux7DHKFJREQkgPiSDRTo/IT5R6uqqrK5kkMzc/GOfa1zx3SjS1y4zRWJSGd02Zju9EnxfJ+u3FnM5+tybK5IRETEd75kAwU6PxEbGwsE5jx0ZTX1vLJ0BwAhwQ6uP0mtcyJiD2dwUJPJxv/y2QbqGtw2ViQiIuI7X7KBAp2fMCcPLCsrs7kS381aupPymgYAph+dQde4CJsrEpHO7LTBaYztkwRAVlEVr/58wklERCRQ+JINFOj8RESEJwRVVwfWUNuVtQ3855ttAAQ54IaT+tpckYh0dg6Hg99NGoTDM9c4/5q3mdwyTTYuIiKBw5dsoEDnJxISEgAoLi6moaHB5mq89/q3Oympqgdgyoh0eiVH2VyRiAgMzYjjotHdAKiobeBPn/5kc0UiIiLe8yUbKND5ieTkZADcbjfl5eU2V+OdytoGnvvK0zrncMD/naLWORHxH785ayBJUaEAfLpmL+uyS22uSERExDu+ZAMFOj8REhKC0+kEAmfqgleX7qSosg6Ac4an0zc1xuaKRET2iY8M5eZGJ5r++vkGTWMgIiIBwZdsoEDnJxwOh3XxY2mp/59FLq+pb3Lt3C0T+9lckYhIc5eM6U5mguc6hG82F7B4S6HNFYmIiBycL9lAgc6PBFKg+8832/e1zo1Ip29qtM0ViYg0F+YM5tdnDLDu/+OLjWqlExGRgKBAF4AiIyMB/59cvKCilpcWbQfAGeTgztMGHGQNERH7nDM8nQFpni7h32eVMOfHXJsrEhEROThvs4ECnR8JlED35PzNVNR6Rtu56JhudE+KtLkiEZEDCwpycOfp/a37D/33J2rqXTZWJCIicnAKdAEoMTERgMJC/73GY0dBJa9/mwVAZGgwt53a/yBriIjYr/Fk47uLq5m1dKfNFYmIiLTO22ygQOdHzPkmSkpK7C2kFf+ct4kGt+f6k1+d0IuUmDCbKxIROTiHw8F9Zw+2Jht/+sstlNXU21uUiIhIK7zNBgp0fsSXGeHtsCGnjI9X7wEgMSqUayf0sbkiERHvDeoay7SjMgAoqarnhW+221yRiIjIgXmbDRTo/Eh0tGekyIqKCpsrac4wDP748U+Yg8NdP6E30WFOe4sSEfHR7af2xxnkaaZ74ZttFFbU2lyRiIhIy7zNBgp0fiQpyXN9R0FBgc2VNLdgQx5Lt3n673ZPjOSK43vaW5CIyCHonhTJxcd2A6CqzsW/v95mc0UiIiIt8zYbKND5kZSUFADy8/NtrqQpt9vgb59vtO7/5qyBhIcE21iRiMihu/mUfoQ5PT9/s5buVCudiIj4JW+zgQKdH4mJ8cyT5G9dLt9duYuNueUAjOgWz1lDu9hckYjIoUuLDeeSY7sDUF3v4j+6lk5ERPyQt9lAgc6PhIeHA1BTU2NzJftU17l4dO4m6/49Zw7AYQ4TJyISoK6b0JvQYM9P4CtLdlCgVjoREfEz3mYDBTo/EhsbC/jXtAWzlu0gv9xzoHPGkDTG9km2uSIRkbbrGhfBJT9fS1dd72LmYrXSiYiIf/E2GyjQ+RHzj1ZeXm5zJR6l1fU88+VWABwOuOO0ATZXJCLSfq4/qQ8hwZ4eB68s2UlplealExER/+FtNlCg8yP+1uXyyfmbKfn5AGfqiHQGdImxuSIRkfbTNS6C80d5Wukqaht4ZekOewsSERFpRF0uA5A5eaA/BLq9pdW8umwnAGHOIH595kCbKxIRaX83ntSH4J/npXt5yQ6q61w2VyQiIuLhbTZQoPMj/tRC988vNlHX4AbgyrE9yYiPsLkiEZH21y0xksnDugJQVFnHe6t221yRiIiIh1roAlBISAgA9fX2XsexNb+C91Z6Dmpiwp3ceFIfW+sRETmcrj2xt3X7pUXbcbsNG6sRERHx8DYbKND5EfOP5na7cbvdttXx5PzNmMcz10/oQ3xkqG21iIgcbkMz4ji+dxIA2wsqmb8hz+aKREREvM8GCnR+xOl0WrcbGhpsqWFLXgUfr94DQEJkCFeO7WlLHSIiR9I1J/aybmsKAxER8QfeZgPnAZ8JENu2bWPhwoXs3u3pIjh8+HDOOOMMIiMjvV7/448/xuVykZaWxvDhwxk4cCChoftapcrLy/n4448pKysjPDycyMhIYmNjCQ4Opr6+noiICCIiIjjmmGOa7HhfBQXty9culz0X5j/y2Qarde6aE3sTHRbwHxERkYM6qX8qPZMi2VFYxZKthWzLr6B3SrTdZYmISCfmbTYI2KN1wzC4//77efjhhzGMptc7JCQkMHv2bE488cQDru92u3n44Yd58MEHmyXehIQE7rnnHu6++24cDgfffPMNM2bMOGhN27dvp2fPnof0fgAcDod1e//3dCSsyipm3vpcANJiw7jy+J5HvAYRETsEBTm4bEwPHv7fegBeW5bF/ecMtrkqERHpzLzNBgHb5fKll17ioYcewjAMkpKSmD59OsOHD8fhcFBcXMz06dPZs2dPi+sahsF1113H/fffT0NDA5mZmUyZMoXJkyeTmJhIcXExv/nNb/jf//4H7BtZJj4+nrvvvpubbrqJqVOnMmjQIKslr0ePHvTo0aNN76lxCj/SDMPgb59vsO7fdmp/otQ6JyKdyAWjMwlzer6H31u5S1MYiIiIrbzNBgF5xF5ZWcmvf/1rAEaOHMmCBQuIi4sDYPfu3Zx55pn8+OOP3Hfffbz44ovN1v/ss8944YUXALjssst46aWXrGBWUFDA4MGDyc/P56OPPmLy5MnWzjzttNP461//2mRbhmGQl5dHaGhokxQdaL7clM+ybUUA9EyK5PxRmTZXJCJyZMVHhjJ5eFc+WJVNWU0Dn63by7kj9V0oIiL+LSBb6D744AOKi4sJDQ3lzTfftMIcQGZmJg8++CAAs2bNorS0tNn6W7ZsAeDss89m5syZTa6XS05Opnv37gDWdXiVlZUAdO3atdm2HA4HaWlpJCQktPl92dHNEsDtNnh0zkbr/q/PGEhIcEB+NERE2uSSY7tbt19ZutPGSkREpLPzNhsEZAvda6+9BsAVV1xB//79mz1/5pln4nQ6qa+vZ8OGDYwZM6bJ89OnTyc+Pp5LLrnEGg7UtHfvXtauXQvA6NGjAc+gKAC1tbUA1nbj4+PJzMw8aMvcvffeC3hme4+NjSU8PJyQkBCioqKIjY0lPj6ekSNHNvmjHcnWvo9WZ/PjnjIABneN5ayhXY7Ya4uI+JPRPRIY2CWGDTnlrN5VwrrsUoZmxB18RRERkXbmbTYIuEBnGAbLly8HPMGsJZGRkXTv3p1t27a12ELXrVs3rrjiimaP19TU8Itf/IK6ujoyMjI477zzAKx5H95//32KioqYP38+RUWe7oknnXQSf/7znzn++OMPWPMjjzxy0HnlVqxYQZ8++ybwPlLX07ncBk/M32Ld/92kQQQFBW7XURGRtnA4HFx+fA/u/XAdAG9+l8XD04fZXJWIiHRGjfNDa9kg4PrVFRQUUFxcDNCs5a2x4OBgwPtgtGvXLk455RTmzp1LcHAwM2fOJCIiAoD09HTrtd9//30GDx7MuHHjCA4O5ssvv+TEE0/khx9+aHG7hmF4NUl4SEhIk1ng9285PFzm/pjD9gJPl9LjeydxQr/kI/K6IiL+asqIdCJDPb8hH36fTVWdPfOCiohI5+ZtNgi4QLdr1y7A86YSExMPuJwZ+uLj4w+6zcWLF3PUUUexdOlSIiIieO+99zjttNOs5ydNmsSf/vQnnnvuObKzs/nmm29YtGgRP/30E/369aOhoYG//OUvLW7b2/nkQkJCqKurAzxh9Ei00BmGwTNfbrXuX39Sn1aWFhHpHGLCQ5h6lOdEXlWdi7k/5tpckYiIdEbeZoOA63JpTiHQ2kWCe/fupaCgAOCgUwnMmzePqVOnUlVVRWJiIp9++mmz7pOhoaH8/ve/b7Zu//79efbZZzn11FMP2EIHMGPGDBoaGqiqqqK8vJyamhoaGhooLS2lsrKS3NxcIiIirPcWHh7eas3tZfGWQtZme7qkDkmP5US1zomIADDtqAze/M5zAvH9VbuZdnSGzRWJiEhn4202CLhAFxYWBkBDQwPFxcUtttLNnTsXgC5dupCcfOCQ8tVXXzFlyhSqq6tJSUlh/vz5DBvm27USp5xyCtHR0dY1dftzOp3MmjWr1W00NDQQFBRkDcYSHR3tUw2H6umF+66du+GkPgE97YKISHs6pmci3RMjySqq4pvNBewsrKRHUpTdZYmISCdSUVEBHDwbBFyXy8YBbcGCBS0uY46COWXKlAOGlJUrV3L22WdTXV1NRkYG33zzjc9hDjwthcHBwdYImIfC6XQSFBR0RFvoVmUVs3RbIQC9kqM4a2jzKRlERDqroCBHkykM3lu528ZqRESkM/I2GwRcoOvWrRuxsbEAPPnkk80GHFm9ejXz588H4JprrmlxG1u3buWss86ioqKCtLQ0Fi5cyIABA1pctq6ujtNOO40VK1a0+PyPP/5IaWlpi9Mn+KqqqgrYN//d4fRc42vnJvQmWCNbiog0cd7IDMyvxvdW7qbBdfABrkRERNqLt9kg4AJdUFAQt956KwBff/01t956q3XBYFFREZdccgmGYTB58mRrHjmXy8Xnn3/O3r17MQyDCy+8kPz8fCIjI5kzZw79+vU74OuVlpYyb948Jk2a1Ow6OZfLxf333w/AuHHj2vzeyso8c8GZgfVw2ZJXwRfrPRf5p8WGMf3ozMP6eiIigSg1NpxTBqYCsLe0hiVbC22uSEREOhNvs0HABTqA+++/35qD7qmnnqJnz56cccYZDB48mPXr15OYmMhTTz1lLX/NNddw1llnce6555KXl8eqVasATyC78847mTx5MqeeeiqjRo0iIyODqKgoevXqxfz580lJSeHmm28mPz+fMWPGcOmll3LXXXdx0UUXkZ6ezuzZs0lMTOS3v/1tm9+XOWdeXNzhncT2hW+2YY4pc/W4XoQ6A/JjICJy2J03ct8Jr49+2GNjJSIi0tl4mw0CblAU8Fxz9u677/LnP/+Zv/71r+zdu5e9e/cCMHjwYN544w169uxpLd+9u+c6iIyMDBITEznnnHP45JNPqK2ttbpn7m/Hjh3897//ZeLEiTz22GNERUXx6KOP8uabbzZZbsSIETz//PN06dKlze/LvPAxJiamzds6kIKKWj74PtvzOmFOLh3T/SBriIh0XicPTCUmzEl5bQNf/JRDXcMwnQQTEZEjwttsEJCBDjzzMdx3333cdtttVnfKXr16ccYZZxAaGtpk2QceeIAbb7yRxMREnE4nH3/8Mdu2beOnn34iJycH8MwDZ84FV1tbS1paGmeccQbgCZB/+ctfuOGGG/j888+prq4mOTmZMWPG0KdP+40OWVnpmeA7KurwjaQ2a+lO6ho814FcfGw3YsKPzATmIiKBKDwkmFMGpfLRD3soq2lgzo85nDMi3e6yRESkE/A2GwRsoDPFxMRwwQUXHHS51NTUJvd79+5N7969fXqt7t27c+211/q0ji/Ky8uBwzdtQU29i9eW7QQgOMjBL8b1OiyvIyLSkVx0TDeru+Vby7MU6ERE5IjwNhuo34gfMeeyS0hIOCzb/2T1HgorPQPInDW0CxnxEYfldUREOpLjeyfRM8kzwtjSrYXkldfYXJGIiHQG3mYDBTo/Yl74eDgCnWEYvLJ0h3X/KrXOiYh4xeFwcPZwT6uc24D/rdlrc0UiItIZeJsNFOj8iDnXRERE+7ecrdldyrpsz9CnwzPjGNk9vt1fQ0Sko5py1L5ulu+t2o1hDhUsIiJymHibDRTo/Mjh7HL5+rc7rduXjenebgO5iIh0Bv3TYhiW4Rk2el12Gat3l9pckYiIdHTqchmAzD9aUlJSu263rKaeT1Z7ugjFhDl1Qb+IyCG4rNE0L29+m2VjJSIi0hl4mw0U6PzI4ZpY/P2Vu6mudwEw9eh0IkMDfnBTEZEj7pwR6USHeb4/P169h4raBpsrEhGRjszbbKBA5ycMwyA3NxeAlJSUdtuu223w6tJ93S2vOL5nu21bRKQziQpzMvXna+mq6118unqPzRWJiEhH5Us2UKDzEzU1NdTUeIbCbs9A9/XmfLYXeCYlHNsnif5prc80LyIiB3bRMd2s228u32VjJSIi0pH5kg0U6PxERUWFdTsyMrLdtmtOJA5wxfE92m27IiKd0fDMeAZ3jQVg9a4SNuSU2VyRiIh0RL5kAwU6P2Fe9BgbG0twcHC7bDO/vJaFG/MB6BIbzqmD0tpluyIindnFx+5rpXtbrXQiInIY+JINFOj8RElJCdC+UxZ89EM2LrdnrqRzR2bgDNafW0SkraYelUGo0/N9Ovv7bGp+HnRKRESkvfiSDXSE7yfMZtXo6Oh22+b7q7Kt2+eOzGy37YqIdGZxESGcOaQLAMVV9XzxU67NFYmISEfjSzZQoPMT5rCksbGx7bK9tbtLWb/Xc23HiG7x9E1tv6AoItLZXdxocJTXv93ZypIiIiK+8yUbKND5iZycHADS0trnOrc3vts36W3jAw8REWm743on0TslCoBl24rYml9xkDVERES850s2UKDzE+aFj8nJyW3eVm2Di/+u8cyPFBkazJQR6W3epoiI7BMU5ODSY7tb9xuPKCwiItJWvmQDBTo/UVbm6R55sJngvbFwQz5lNQ0AnDGkC1FhzjZvU0REmjp/VCZhPw+O8u6K3VTUNthckYiIdBS+ZAMFOj9h/tFiYto+8fdn6/Zat6ccpdY5EZHDIT4ylOlHZwBQUdvAuys0hYGIiLQPX7KBAp2fKC4uBtreQldR22CNuBYb7mRcn7Z34RQRkZZdNa6XdfvlJTusqWJERETawpdsoEDnJ8yRbNo6D92nq/dQVeeZE+nsEenWXEkiItL+BnSJ4YS+nhNnOwurmL9eUxiIiEjb+ZINdLTvJ2pqagAIDw9v03beadTl56LRGt1SRORw++UJ+1rpXli03cZKRESko/AlGyjQ+Ynq6moAIiIiDnkbOwoqWZVVAsDALjEMz2z7ACsiItK6Cf1T6PPzFAbfbS9i9a4SewsSEZGA50s2UKDzE5WVlQBERUUd8jY+/XmqAoBpR2fgcDjaXJeIiLQuKMjBr8b3tu7/++utNlYjIiIdgS/ZQIHOT1RUeCaljY6OPuRtfLJ63+iWZw/v2uaaRETEO9OPziA5OgyAz9flsKOg0uaKREQkkPmSDRTo/ITZrHqo19BtyCljY245ACO7x5OZENlutYmISOvCQ4K5alxPANwG/OebbfYWJCIiAc2XbKBA5ycaGjwT0oaEhBzS+m99t28wlGk/z4skIiJHzozjehAVGgzAuyt3k1deY3NFIiISqHzJBgp0fqKurg6A0NBQ39dtcPPh99kAhIcEMfUoBToRkSMtLiKEy47rAXi+l19atMPegkREJGD5kg0U6PxEWwLdFz/lUlpdD8AZQ7oQF3ForXwiItI2vzyhF6HBnp/W15ftpLSq3uaKREQkECnQBRjDMKiv9/zoH0qXy7eWZ1m3L9TccyIitkmLDefckZ5eEuW1Dby4SNfSiYiIb3zNBgp0fsDlcmEYBuB7C93e0moWbSkAoFtiBMf3Tmr3+kRExHs3ndwXZ5Bn2piZS3ZQUlVnc0UiIhJIfM0GCnR+wLzoEcDpdPq07tvLd/Hz35vzRmYSFKS550RE7NQtMZLzR2UCUF7TwEuLtttckYiIBBJfs4ECnR9wu93W7aAg7/8kLrfBuyt2e9ZzqLuliIi/+L9TmrbSmdc5i4iIHIyv2UCBzs/4Eui+3pxPdolnjooJ/VNIj484XGWJiIgPMhMi911LV9PAv7/aanNFIiISiBToAlDjRH4wbzeae+7iY7sfjnJEROQQ3XxKP2vEy5mLd5BfXmtzRSIiEmi8yQYKdH6gcfJ2uVxerVNYUcv8DbkApMSEMXFg6mGpTUREDk23xEguHeM52VZd7+I5tdKJiIgXfM0GCnR+oPFwpI0vgmzN2yt2Ue/yjIZy7tEZOIP1pxQR8Tc3ntSH8BDP9/OspTvZW1ptc0UiIuLvfM0GSgF+IDg42LrtzR/N5TZ4fZln7jmHAy5Rd0sREb+UGhvOlWN7AlDncvPsl2qlExGR1vmaDRTo/IQ5JKk5iWBrFm7IazIYSs/kqMNam4iIHLprx/cmMtTz4/zGt1nsKKi0uSIREfF3vmQDBTo/YTatevNHe3nJDuv25cf1OFwliYhIO0iKDuNXJ/QCoMFt8NB/f7K5IhER8Xe+ZAOfAl15eTllZWWHVpW0KiLCM+VATU1Nq8ttzCln0ZYCAHomRXLyAA2GIiLi766d0Ie02DAA5q3PY9m2QpsrEhERf+ZtNgAfAl12djbdunUjLi6O4cOHc+eddzJv3jzq6uoOvVKxREV5uk1WVrbeFeeFb7ZZt68c25OgnyeuFRER/xUd5uSu0wdY9x+ft9nGakRExN95mw3Ah0AXERFBTEwMAGvXruWxxx7jtNNOIzk5mQsvvJDXX3+d4uLiQyxZwsI8Z25raw88T1FuWQ2zf8gGIDbcyQWjux2R2kREpO2mH51Br5+veV66rZCVO4tsrkhERPyVN9nA5HWgS0xMZN26dTz11FNMmTKFHj08126Vl5fz7rvvMmPGDFJTUzn11FN54oknWLdunddzqol3KfzFRdutqQouO64H0WHOI1KbiIi0nTM4iBtO6mPdf3LBFhurERERf3ZYWugA4uLiuOmmm/joo4/YsWMH2dnZvPzyy1x00UXEx8fT0NDA/PnzufXWWxk2bBhdu3blhhtuYMsW/WgdTGRkJABVVVUtPl9cWcdry3YCEOoM4qpxPY9UaSIi0k6mH51BRrznuogvN+azKks9W0REpLmDZYPG2jTKZXp6OldeeSVvvfUW+fn5LF++nEcffZRTTz0VgPz8fJ577jlGjBjB4sWL2/JSHV54eDhw4AsfZy7eTlWdp8XzotHdSI0JP2K1iYhI+wgJDuKmk/ta9/8xd6ON1YiIiL86WDZorN2mLXA6nRx11FH07t2b7t27Exoaaj1XVVXFV1991V4v1SG1lsLLauqZuXgHAM4gB9ee2PtIliYiIu3ogtGZ9EjyfOcv3qJr6UREpLkj1kJn2rFjB48++ii9e/fm3HPP5aWXXrJGv3Q4HEybNo2bbrqpPV6qw4qNjQWgtLS02XOvLdtJea1nlvjzR2XSLTHyiNYmIiLtJyQ4iBsbXUv31882YhiGjRWJiIi/aS0b7O+QRtXYsWMHCxcu5KuvvmLx4sXNrpFzOp1MmDCBadOmMXXqVLp102iMB5Oa6plPLicnp8njNfUuXlq0HYAgB1w3oU+zdUVEJLCcOzKT577axvaCSr7bUcSXG/M5eaDmFRUREY8DZYOWeB3o3G43jz/+OC+99BLr1q1r9nx0dDSTJk1i6tSpnHXWWSQkJPhQsiQlJQFQUlLS5PE3vs2ioMLT2nnWsK7WkNciIhK4QoKDuPuMAdzw+ioA/j5nIxP6p2huURERAQ6cDVridaD77rvvuOOOO5o8lpqaytlnn8306dOZOHGiNaO5+M4MwIWFhdZj1XUunvtqq3X//xpdSC8iIoHtjCFdGJYRx9rsUn7aW8bcn3I5c2gXu8sSERE/0FI2OBCvA12/fv0YP348ZWVlTJo0icmTJ3PccccRHBx86JWKJTMzE4Ds7GzrsZlLtpNX7plM8IwhaQzqGmtLbSIi0v6Cghzcflo/rn55BQBPL9zCGUPScDjUSici0tm1lA0OxOtAl5SUxNdff33oVUmrMjIyANi9ezcAdS43//5qG+C5du7O0wfYVpuIiBweJw9IZUh6LD/uKWNtdilfbcrnpAG6lk5EpLPbPxu0pt2mLZC2MS98LCgoACC7uJrS6noAph+dSf+0GNtqExGRw8PhcDTpTv/kgi0a8VJERJplg9Yc0iiX/mDbtm0sXLjQSq3Dhw/njDPOsOZsOJjs7GzmzZtHVlYWDQ0NDBw4kEmTJhEXF3fAdX744QeWLFlCTk4O4eHhHHvssUyYMIGQkJA2v5/k5GQAamtrKS0tpabe0+XGGeTglom6dk5EpKM6Y0gX+qdFsym3gpU7i1m8pZAT+iXbXZaIiNho/2zQWkYJuEBnGAb3338/Dz/8cLOzmAkJCcyePZsTTzyx1W08+eST3HnnndTX1zd5PDIyklmzZnHuuec2ebyuro4rrriCt99+u9m2evfuzdy5c+nTp23TCURFRREbG0tZWRk5OTkkdOkBwIXHdKNHkka2FBHpqIKCHNx0cl9ufesHAB77YiPj+ibpWjoRkU5s/2zQWqDzqctlRUVFm4trq5deeomHHnoIwzBISkpi+vTpDB8+HIfDQXFxMdOnT2fPnj0HXP+///0vt9xyC/X19URHRzNt2jRGjx5NcHAwVVVVXHbZZfz0009N1rn77rutMNezZ0+mTZtG376eVrNt27Yxbdo0amtr2/zeEhMTAc/wpLERTkKCHRrZUkSkEzhneDr906IBWJVVwrJtRTZXJCIidmucDVrjdaB79tlniYmJ4eijj2b27Nm29PGvrKzk17/+NQAjR45k69atfPDBB6xevZqsrCyGDBlCUVER9913X4vru1wubrnlFgB69erF5s2b+fDDD1m+fDk5OTmMHz+empqaJtMzbNiwgccffxyACy64gI0bN/Lhhx+yefNmVq9eTUJCAuvWreOZZ55p8/szk3dpaSmRoU4uHN2N9HhNBSEi0tGZrXSmZxtNWSMiIp1T42zQGq8DXc+ePYmJieGHH35g+vTpTJ48mR9//LFtVfrogw8+oLi4mNDQUN58880mTY+ZmZk8+OCDAMyaNavFN/7ll1+ybZtn5MjXXnuNLl32zfeTnJzM3/72NwDmzJnD1q2eH9OXXnoJgPT0dF588UVCQ0OtdYYPH86tt94K0C6BLjbWMy1BWVkZADee3LZunCIiEjgmD+tKt0TPSbyvN+WzLrv1H3AREenY9s8GB+J1oDvrrLPYunUrt99+O6GhoXz22WcMHz6cK6+80gpJh9trr70GwBVXXEH//v2bPX/mmWfidDqpr69nw4YNB1z/rLPOYuzYsc2eHzNmDCkpKQCsWbMGwzB4/fXXAU+3y5iY5iNNTpkyBYAtW7ZQWVnZYt333nsv9957Lw899BBPPPEEzz//PDNnzuSdd97h888/Z+fOnQDW9svLywHIiPdugBcREQl8zuAgrh3f27r/9MItNlYjIiJ22z8bHIhPg6KkpKTw2GOPcdttt/Hggw/y8ssv8+qrr/LGG29w1VVXce+999KjR49Dr7oVhmGwfPlyAKZPn97iMpGRkXTv3p1t27a12EJ3sPUdDgcDBgwgPz+f0tJS9uzZY12PN23atBbXGTBg3/xwZWVlREU1H8DkkUcewe12H/C9/fKXv+SFF17wOoWLiEjHdMHobjyxYAv55bV8/mMO2/Ir6J0SbXdZIiJig3ZvoWuse/fuvPDCC2zevJlrrrkGgP/85z/069eP6667zmpxak8FBQUUFxcDnpa0AwkODgYgKKjpW3O5XGzZssWn9Tdu3AhAly5dDhhUzeVbek3wBNHWwhxgtexFR3t+tP1h8BkRETnywkOCuXpcLwAMA57/+sj0gBEREf/jbTZo08TivXr14vnnn2fLli1cd911ADz//PP07duXq6++mk2bNrVl803s2rULgJCQEGvEl5aYoS8+Pr7J4/n5+dZIlF27dvVqffM1vVkeaHE4UZfLdcB1TebINQkJCQAUFhYedB0REemYLjuuOzFhng40H6zKJq+8xuaKRETEDt5mgzYFOlOPHj147rnn2LJlCzfccANBQUHMnDmTQYMGcfnll5OTk9Pm16ip8fygtTa65t69e63Z1PdvUTPXP9hrbN682Vrfm3XWrl0LQFpaGuHh4S0uM2PGDC6++GKmTJnCySefzPHHH88xxxxD//79ycjIsEKhOYGgAp2ISOcVGx7Cpcd1B6DO5ebVJe3f60VERPyft9mgXQKdqXv37jzzzDNs2bKFq6++GvAMRDJmzBjy8/PbtO2wsDAAGhoamrSKNTZ37lzA00XS3AGmxmErNze3xfW/+eYbqqurCQsLo1+/ftY6B1oePCNiAgwbNqzF551OJ7NmzeLNN9/ko48+YsGCBSxZsoTvvvuOjRs3snv3bhYtWgR4309WREQ6tqvG9iIk2DOx+Gvf7qSqrsHmikRE5Egpr6kHDvM1dAfTrVs3XnzxRVavXs0555xDVlYW33zzTZu22TigLViwoMVlzFEsp0yZgsPhaPJcfHy89diB1jdHtDzttNOIjIwkKSkJgD179rQ4aqbL5eLNN98EYOrUqb68nSacTk/XGl1DJyIiAF3iwjlneDoAJVX1vL9yt80ViYjIkfLOcs9lX0fkGrqDGTp0KB9//DGbNm1i8uTJbdpWt27drJT65JNPNhtoZPXq1cyfPx/AGqilsfDwcGuqg2effZa6uromz+/atYt33323yfqNW92efPLJZtt855132LNnD5GRkVxyySWH+tYs5giZB5r+QEREOo+rT+hl3Z65eAdu94EvORARkY6hsraBmYu3A95ng8Ma6Ez9+vWzukweqqCgIGsS76+//ppbb73VCmVFRUVccsklGIbB5MmTGT16NOBpQfvkk0/Yu3cvALfddhsAGzZs4IorrrDSblVVFZdeeilVVVWMHDmSs88+G/BcR2dOV/DMM8/w1FNPWdfwbd68mZtuugmAW265xWrNawuzi6c31+6JiEjHNjQjjuN6ewYB21ZQyVeb2nbpgoiI+L/Xlu0kt9wzkKO32eCIBLr2cv/991tzyD311FP07NmTM844g8GDB7N+/XoSExN56qmnrOWvueYapkyZYq1z3XXXcf311wPw9ttv06NHD8444wwGDRrEokWLiIiI4IUXXmgy/cDMmTM5+uijAbj55pvp378/p512GqNHj6a4uJjBgwdz7733tsv7U5dLERFpzJzCAOCVpTvsK0RERA67itoG/vPNNupdBnUNbv/octnenE4n7777Lg8++CBRUVHs3buXuXPnkpuby+DBg1mwYAE9e/a0lu/e3TNKWEhICOCZOPyZZ57h6aefJiEhgaKiIubOnUtWVhbdu3fn888/t8KbKT4+nm+++YZrr72W4OBgtmzZwrx58ygrK+OUU05h7ty51s5uK3OqhZYmRRcRkc5n4qA0MuIjAPhyYz7bC9QlX0Sko3plyQ4KKjw9EGsbXF5nA4fR2jwAfqy8vJzPP/+cvXv30qtXL8444wxCQ0ObLbdz507S09OtUGeqqalhzpw5ZGVl0bVrVyZNmkRkZGSrr5mbm8vcuXMpLi5mxIgRjB8/vsXJxA/Vli1b6NevH9HR0ZSXl7fbdkVEJHA999VWHvnMMzDXL8b25IEpQ2yuSERE2lt5TT3j/7aQkqp6ghyw8aGz2Ll9m1fZoE2BzjAMysrKqKmpISEhocVAJd7btWsX3bt3JyQkpNmgLSIi0jmVVNVx3F/mU1PvJjrMybe/m0jUzxOPi4hIx/D0wi38fc5GAM49OoPHLjrK62zgU/NSfX0977zzDpdccgkDBgwgIiKC+Ph4unTpQlhYGJmZmZx11lk8/PDDrFy5stVJwKU5c+CY+vp67TsREQEgPjKUqSMyAM/1Ff9du9fmikREpD0VVNTy7JdbAQhywM0T+wHeZwOvA11ZWRljx47loosu4q233mLTpk3U1tY2WSY7O5vPP/+c3//+94wePZoRI0bw3nvv+fymOitzPjrwTKAuIiICcNGx3azbry/baWMlIiLS3p5euIWKWs+x/0XHdKNXsme6Am+zgdd9Nr7//ntWrFgBQHBwMBMnTmTatGlkZmZSVVVFfn4+e/bsYf369XzzzTcUFhaydu1aLrjgAv7whz/wwAMPHMr761SCg4Ot2w0NDc2u+xMRkc7p6G7xDO4ay097y1i9u5R12aUMzYizuywREWmjnNIa3vg2C4DwkCBuP62/9Zy32cDrQDd+/HgWLVqEw+Ggf//+JCcnH3DZ+vp63nvvPa6//nrKysp45JFHuOWWW0hMTPT25Tqlxn+0/SdOFxGRzsvhcHDpmO78fvY6AN5ZsUuBTkSkA/jXvE3UNniO+2eM6UFqTLj1nLfZwOsul0FBQYwbN46xY8e2GubAM03AJZdcwmuvvQZAbW0tCxcu9PalREREZD/njEgnIsTz4/7hqmyq61w2VyQiIm2xvaCS91buBiAmzMlNJ/c9pO0c1nnoJk2aZA3rv2HDhsP5Uh2Cy7Xvx7k9p0MQEZHAFxcRwtnDuwJQXtvAZ+s0OIqISCD7x9yNNLg9g538anxvEqKazhjgbTY4rKnB7XZbzYMKKAfX+GJHXT8nIiL7u+iYfYOjvLtit42ViIhIW2zMKefTNZ4Tc0lRofxqfK9my3ibDQ5ryvrwww+t2yNHjjycL9Uh1NfXW7cbj2ojIiICMKpHgjX62bLthewurrK5IhERORT/mLvRun3DSX1anF/U22zgU6D73e9+x7BhwzjhhBO44447mDNnDlVVzX9MGhoa+N///sddd90FQP/+/Zk4caIvL9UpmX80tc6JiEhLHA4H5430zElnGGqlExEJRD/tKWPuT7kApMaEcdmYHi0u52028KkZaPPmzaxb5xlha/Hixfzzn/8kKCiIzMxMunTpQlRUFDU1Naxdu5aKigoAunTpwgcffKAWJy/U1NQAEB4efpAlRUSkszpvVCaPfbEJtwHvrdzNrRP7ERTksLssERHx0pMLNlu3bzypDxGhwS0u52028Cllvf3228ybN4+PPvqI5cuXs2HDBsrLy8nKyiIrK6vJsnFxcVxyySU89NBDJCUl+fIynVZdXR2gFjoRETmwrnERTOifwsKN+WSXVLN0WyHj+rY++rSIiPiH9XvL+GxdDgApMWFcfGz3Ay7rbTbwKdAFBQVx+umnc/rpp1uPVVZWkpOTw549e8jNzSU0NJSkpCSOPfZYBRMfqculiIh447xRmSzcmA/A28t3KdCJiASIv32+b+T/a8f3Jjyk5dY5OExdLlsSFRVFnz596NOnz/+3d9/xbdT3H8dfkrzkve04zjbZCwIZEBJ2gAAJe4XSMtvSAh3AD2ihpdBCoWWWkjJbwl6FshISRkI2ZJO97Tjee8i2xu8PcRebLCmxc5L9fj4ePJCs4Y/vlNO977sO9626PGM8YlxcnMWViIhIKDt9cBYpsZFUNrTw6XdFVDe2kOTUxUARkVD27Y5K82Jc92QnV43b99g5Q6DZQGsJhJCqqioAkpOTLa1DRERCW3SEgykj/ZOjNLu9/G9locUViYjIgfh8Pv788Trz/s9P7nfA1jkIPBso0IWQ8vJyAFJTUy2uREREQt3Fx+aat9/+VrNdioiEsrmbyvh2RyUAeZnxXHpsj4O8IvBsoEAXQqqrqwFISUmxuBIREQl1Q3KSGJidAMCK/Co2FNVaXJGIiOyL1+vj4Zl7xs79+vT+RDgOHsMCzQYKdCGkoqICUJdLEREJzKXH7bnC++EqdbsUEQlFc9aXsGZXDQCDuyVy5pDsgF4XaDZQoAshNTX+Ha1AJyIigZg8vBu275eg+2j1bnw+n7UFiYhIGz6fj6e/3Gze//Xp/QNeOzTQbKBAF0KMxdg1y6WIiAQiMyGG43r7x1ZsLa1neX6VtQWJiEgbi7ZWsHxnFQADsxM4dVBmwK8NNBso0IWQ+vp6AOLj4y2uREREwsVFo/ZMjvLBCnW7FBEJJU/M2WTe/tlJ/bDZAmudg8CzgQJdCCkt9a9LoUlRREQkUJOGZBMd4f86f2/5LprcHosrEhERgGU7K1m41T9TZZ/0OCYP6xbU6wPNBgp0IcTYaVlZWRZXIiIi4SLJGclZQ/0D7KsbW/hifanFFYmICMAzX24xb/90Yt+AZrZsLdBsoEAXQgJdDV5ERKS1qUd3N29rTToREettLqll1tpiALISo9scpwMVaDZQoAshlZX+xQaTkpIsrkRERMLJiUdlkJUYDcCXG0qobmixuCIRka7tma+2mrevG9+X6AhH0O8RaDZQoAsRPp/PXA0+IyPD4mpERCScOOw2zh2eA4Db6+PjNbstrkhEpOsqqnbx/opdACTGRHD5mJ5Bv0cw2UCBLkRUVlbidrsBSE9Pt7gaEREJN1NG7unO896yXRZWIiLStb20YDstHv+6oFeN60V8dETQ7xFMNlCgCxHGoMekpCRiYmIsrkZERMLN0O6J5GX6p7Zesr2CgsoGiysSEel66prcvLJ4BwBRDjtXH9/7kN4nmGygQBciamtrAUhISLC4EhERCUc2m42pI3PM+299o8lRRESOtLe+yafW5W9ZmzIyh8yEQ2uoCSYbKNCFCGMleC0qLiIih+rCUbnYv1+z9s1v8vF4fdYWJCLShXi9Pv69YLt5/7oT+x7yewWTDRToQkR1dTWgGS5FROTQdUtyctKATAB2V7v4fH2JxRWJiHQdX20sZXu5v7v78f3SGJB96D3vgskGCnQhoqKiAjj4SvAiIiIHMm3sntnUjHEcIiLS8V5s1Tp3qGPnDMFkAwW6EFFVVQUo0ImIyOGZ2D+T7slOwH+1eEd5vcUViYh0ftvL6pm70T+RSW6Kk9MGZR3W+wWTDRToQkRNTQ0AiYmJFlciIiLhzGG3ceX3rXQ+H7y8UK10IiIdbcaiPcfaaWN74TAGNB+iYLKBAl2IMFK4xtCJiMjhuuy4nkRF+L/i3/gmn/omt8UViYh0Xq4WD29+kw9AVISdS47tcdjvGUw2UKALEcbAR3W5FBGRw5UaF8WUEf4lDGpdbt5ZpiUMREQ6yqdriqj5fqmCc4Z3IzUu6rDfM5hsoEAXItTlUkRE2tNPTuhj3n5p/na8WsJARKRDvNyqu+Vlx/U8wDMDpy6XYchoVlWgExGR9jA4J5GxfVMB2FpWz1ffD9YXEZH2s2ZXNd/uqARgQFYCx/Vun952wWQDBboQYaTw5ORkawsREZFO45pWrXTPfb3VwkpERDqn1svDXDWuFzbb4U2GYggmGyjQhYhgVoMXEREJxKmDsuidFgvA/M3lrC2ssbgiEZHOo7qxhf8uLwQgPjqCqUd3b7f3DiYbKNCFCCOFJyQc+oryIiIirTnsNq4Zv6eV7vmvt1lYjYhI5/LusgIaWzwAXHBMd+KjI9rtvYPJBgp0IaK2thZQoBMRkfZ10ahckpyRAHywchdF1S6LKxIRCX8+n6/NZCjTxvZq1/cPJhso0IWIxsZGAJxOp8WViIhIZxIbFcGVY/yzrrV4fLwwX610IiKHa+HWcraW1gMwpk8q/bPat1EmmGygQBcCfD4fLS0tAERGRlpcjYiIdDY/PqG3udD4q4t3UuNqsbgiEZHw9s63u8zbV7Zz61yw2UCBLgQYOwwgOjrawkpERKQzykyI4cJj/IP165rcvLp4p8UViYiEr7omN5+u2Q34J0M5Y3BWu75/sNlAgS4EuN1u83ZERPsNphQRETFcO74vxmzaz83biuv7gfwiIhKcD1YUUt/sP4aeO6IbMZGOdn3/YLOBAl0I8Pl85m27XbtERETaX15mPGcP7QZAWV2zWulERA7RW9/mm7evGN2+3S0h+Gyg9CAiItJF/OKUPPP2P7/aQmOzWulERIKRX9HA8p1VAAzISmBo90RrC0KBLuR4vV6rSxARkU5qULdEzhySDUBpbROvLN5xkFeIiEhrb31bYN4+b2QONqMvewcJJBso0IWA1n1jPR5dLRURkY7zq9P7m7ef+WorDc3uAzxbREQMbo+XN5b6u6vbbf7FxDtCsNlAgS4EREVFmbebm5strERERDq7AdkJTB5mjKVr4vl5WpdORCQQX2wopbimCYBTB2XRLalj1o8ONhso0IUAm81mDnhsPU2piIhIR/j1Gf1x2P3dhP41bytVDbqYKCJyMB+v3m3evnx0jw77PcFmAwW6EGGsMdHU1GRxJSIi0tn1y4g316Wrdbn551dbLK5IRCS01Te5mfldEQCJMRGMz8vo0N8XTDYI+0XPNm3axJdffklhYSE2m40RI0Zwxhln4HQG1gS6adMmPvzwQ7xeL9nZ2YwYMYIBAwa0WZW9urqa//3vf9TV1REdHU1sbCxJSUnY7XZaWlpwOp04nU5Gjx6Nw3Fo61DExMTQ2NioQCciIkfEraf1578rCml2e/nPgh1cO74PmQkxVpclIhKSZq0touH7mYEnD88hKqJj28WCyQZhG+h8Ph+33347jzzyyF6Ppaen87///Y+xY8fu9/Uej4d7772XBx98cK/Bhmlpadx999386le/AmD27NlcddVVB62pqKiIrKxDWyneCJDqcikiIkdCTrKTK0b35KUF22ls8fDPL7dw77lDrC5LRCQkvb+i0Lx9/tEdMxlKa8Fkg7DtcvmPf/zDDHMZGRmcf/75DB06FICysjKmTp1KaWnpPl/r8/m4+uqreeCBB/B4PPTs2ZMpU6Zw9tlnk5ycTHl5Ob/+9a/5/PPPAXC5XIA/KN5+++38/Oc/57zzzmPgwIHmoMUBAwYccpgDfwpv/btEREQ62k0n5xET6T8VeHXxTkpq9B0kIvJDu6sb+WqjP1d0T3ZybK+UDv+dwWSDsGyhq66u5s477wRg3LhxzJo1i/j4eAB27NjBaaedxubNm/njH//IU089tdfr3333XV555RUArrnmGqZPn25OD7p7924GDx5MVVUV77//Pqeccoo5KPHss8/moYceavNeXq+XkpISc6MfqoSEBADq6uoO631EREQClZEQzbQxvXju6200ub08/eUW/nCeWulERFr7YEUhPp//9sXH5mK3d+zacxBcNgjLFro33niDuro6nE4nr732mhnmAHr16sUf/vAHAF544QUaGhr2ev2mTZsAuPDCC/nXv/7VZq2Hbt260a2bfzrn2NhYYM+GNH7emt1uJzs7m+Tk5MP6m4ydVltbe1jvIyIiEowbJ/bDGekf//3q4p0UVjVaXJGISGh5b/ku8/bUkR3f3RKCywZh2UI3Y8YMAK677jp69eq11+OTJ0/GZrPR2NjI5s2bGT58eJvHL730UnJzc7nsssv2msRkx44dbNy4EYBjjz0W2BPojEGJzc3NrF+/ntTUVHJzcw9a79133w2A0+kkMTGRmJgYIiMjiYuLMydhMUKpAp2IiBxJGQnR/PiE3vzzyy00e7w89cVm/nz+MKvLEhEJCet217C+yH9+PrJHMr3T447I7w0mG4RdoPN6vXzzzTcAnH/++ft8TnJyMtnZ2ezevZvq6uq9Hu/Tpw99+vTZ6+cNDQ1cffXVeDwe+vTpw7nnnmv+ToDXXnuNgoICZs+eTVVVFQCnn346f/7zn83wty8PPvig+R4/dNNNN/HUU0+ZO01dLkVE5Ei74cS+vLxwB3VNbt5cms9PJ/SjZ1qs1WWJiFjujaX55m1juZcjIZhsEHZdLgsKCmhs9HcHGT169H6fZ7S8GePfDmbbtm1MmDCBr776isjISF566SVzwhOjq2VxcTHvvfcew4YNY9y4cdjtdj777DPGjx/PunXr9vm+Pp9vv2EO9uwkdbkUERGrpMRFcc14/4VOt9fHI7M2WFyRiIj1XC0es7tldISd80YcuUAXTDYI2UC3YMECRo4cSWZmJqmpqQwYMIAnnniC/Hx/Sk5MTCQubv9NnpWVlQABjW374osvGDlyJN9++y1xcXH897//ZcKECebj559/Pn/84x/517/+xe7du5k7dy4LFixg1apV9O7dm6ampr0mSzH8cEmEHzJaEBXoRETEStef2IfUOP+FzA9WFrJsZ6XFFYmIWOvj1bupbvQvGzB5WDeSYiMP8or20ynG0Hm9XhISEkhPT8ftdgP+cGRM3ekzpprZh23btlFfXw+wzzF2rX344YdcdNFFNDU1kZmZyccff8yoUaPaPMfpdHLPPffs9dohQ4bw5JNPcu6557JixYr9/o5p06bhdrtpaGigtrYWl8uF2+2murraDKXGBCz7msRFRESkoyXERHLzKXn84X9rAfjTh2t592fHY7N1/GxuIiKhaMaiHebtK8b0PKK/O5hsELKBbvz48cybN2+vn3/99deAP602NjbidDr3es6nn34KQO/evdvMgPlDs2bN4sILL6S5uZlu3brx+eefM3DgwKDqPPPMM4mMjDRbBH8oIiKCl19++aDvozF0IiJitWlje/HK4p1sKqlj+c4qPl9fwqmDDn2NVRGRcLVmVzXLdlYBMDA7gVFHYO251jr1GLr09HTztrHw9w8Za8xNmTJlv++zcOFCpk6dSnNzM7169eLrr78OOswZHA6HOQPmoTJa6oyWRRERkSMtwmHnN2f0N+8/8PE6Wjz7HwcuItJZvTh/u3l72theR7y3QjDZIOwCXb9+/cxFvJ944om9ul4uWbKE+fPnA/5lDfZl/fr1TJ48mcbGRnJzc/nyyy/p27fvPp/b0NDAqaeeysqVK/f5+LfffovL5eKoo4461D8J2LPT1OVSRESsNGlItnklemtpPe8uK7C4IhGRI6u0ton/rSwEIMkZyQVHcHZLQzDZIOwCXWRkJL/4xS8Af5fJ22+/nZYW/2DF0tJSrrzySgAuvvhihg4dCoDb7ebjjz+muLgYn8/HhRdeSGVlJYmJicyaNYvevXvv9/eVlZXx+eefc9ZZZ/Hdd9+1ecztdpuLmJ9wwgmH9XelpKSYv09ERMQqNpuNu84eZN5/Ys5mXC0HnuBLRKQzeXnRDpq/751w2egexEYd+VFqwWQDm+9As4uEqObmZqZOnconn3wCQPfu3RkyZAjLly+ntLSUzMxMli1bRvfu/jR90UUX8c4773DKKafw/PPPm2vQOZ1Ojj/+eKKjo2lqaqKiooKioiKqq6vp1q0bL774IieeeCLXX389zz33HDExMVx44YVkZ2ezc+dOvvjiC8rKysjMzOS7775r0x00WHPnzmXixInk5eWxadOmw99IIiIih+FHLyxh7sZSAO46eyA3TOhncUUiIh3P1eLh+Ac/p6K+GYfdxtzbT6Z78t5zdnS0YLJByE6KciBRUVF88MEH/PGPf+Rvf/sbu3btYtcu/xoRw4cP59VXXzXDHGC2wHXv3p3s7GwmTZrEzJkzaWxsZM6cOfv8HVu2bOHTTz/lxBNP5B//+AeJiYk8/vjj5vg8w6hRo3j22WcPK8wBpKWlAex3chUREZEj6f/OHMi8TaX4fPD0l1u49LieJDmP3JTdIiJW+GBlIRX1zQCcPaybJWEOgssGYdlC11p1dTWffvopxcXF5OXlcfrppxMZufcXTnFxMenp6eaC45s3b2bdunUUFRVhs9mIiooiIiKC5uZmmpqayM7O5swzzyQ6Otp8j23btjFr1ixcLhcZGRmMHTuWPn36tMsgyd27d5OTk4PdbqepqYmIiLDM2iIi0on86o0V5qK6vzg5j99OGmBxRSIiHcfn83H2E1+zbncNAO/+/HiO6XlkZ7c0BJMNwj7QdRYej4fIyEh8Ph9FRUVkZWmaaBERsVZ+RQOn/O1LWjw+YqMczL39ZNLjow/+QhGRMLRgSxlXPLsYgBE9knn/psObI+NwBJMNwm5SlM7K4XCQkZEBQGFhocXViIiIQI/UWC4f7V9Mt6HZw9NfbLG4IhGRjvOvuVvN29eO72NhJcFlAwW6EJKTkwP4u4eKiIiEgl+cnEdMpP904ZXFOyipcVlckYhI+9tQVMuXG/wTQXVPdnL20GyLKwo8GyjQhZDsbP8HRy10IiISKjITY7hqbC8Amtxenvpis8UViYi0v+lf7emBcO34PkQ4rI9JgWYD6ysVk7HT1EInIiKh5MaJ/YiN8k8q9tqSneyqarS4IhGR9lNQ2cAHrRYSv/S4HhZX5BdoNlCgCyHG9KTl5eUWVyIiIrJHenw0PzmhNwAtHh9Pq5VORDqRZ+duxe31zxN59bhexEWHxmzzgWYDBboQkpSUBEBNTY3FlYiIiLR1/Yl9if/+JOetbwooqtZYOhEJf8U1Ll5bmg+AM9LBj0+wdjKU1gLNBgp0ISQ2NhaAhoYGiysRERFpKzk2iqvG+cfSNXu8PPOVZrwUkfD37NytNLu9AFw1rhepcVEWV7RHoNlAgS6ExMXFAVBfX29xJSIiInu7bnwfnJF7xtKV1KqVTkTCV1ldE68s3glAdISd60/sa3FFbQWaDRToQogCnYiIhLK0+GimjfWvS9fk9vKvr7Ye5BUiIqHrX3O30tjiAeDy0T3JSIi2uKK2FOjCkLpciohIqLt+Ql+iI4x16XZSXtdkcUUiIsErqXHxn4XbAYiKsPOzk/pZW9A+qMtlGFKgExGRUJeZEMPlo/2tdI0tHl6Yv83iikREgvfk55txtfjHzk0b04usxBiLK9qbAl0YcjqdADQ2an0fEREJXTdO7EukwwbAfxbsoLqxxeKKREQCt6uqkTe+n9kyNsrBTSeHXuscBJ4NFOhCiMbQiYhIOOiW5OSiUbkA1Da5mbFoh8UViYgE7tHPNtLs8bfO/Whcb9LiQ2vsnEFj6MJQQkICAHV1dRZXIiIicmA3TuiH3d9Ixwtfb8P1/cQCIiKhbHNJHe8sKwAgMSaCn04MrZktWws0GyjQhRCjWVVj6EREJNT1To9j8vAcAMrrm3nr2wKLKxIRObhHZ2/E5/Pf/tlJeSTHhs66cz8UaDZQoAshxk5ramrC6/VaXI2IiMiB3Thhz5Xt5+ZtxeP1WViNiMiBrdlVzUerdgOQHh/Fj8b1sriiAws0GyjQhZCoqD1XCFpaNMBcRERC29DuSYzPSwdgR3kDM78rsrgiEZH9e+jT9ebtn5+UR1x0hIXVHFyg2UCBLoQ4HA7ztsejsQgiIhL6bmjVSvfsPC00LiKhacHmMuZtKgMgN8XJlWN7WlzRwQWaDRToQojNZrO6BBERkaCceFQ6A7P9A/eX76xi2c5KiysSEWnL6/XxYKvWud+c0Z/oCMcBXhEaAs0GCnQhxOfz7fO2iIhIqLLZbFwzvo95/8X5260rRkRkH97+toBVBdUADMxO4LwR3S2uKDCBZgMFuhDSekfZ7do1IiISHqaMzCE1zj/W49M1uymucVlckYiIX3VjS5vWuXvOGYzDHh694gLNBkoNIaT17DXqfikiIuEiOsLBZcf1AKDF4+P1JfkWVyQi4vfknE1U1DcDcM7wbhz//URO4SDQbKBAF0JaD3aMiAjtWXdERERamza2l7nQ+OtLd+L2aPkdEbHW7upG/rNoBwAxkXbuPHuQxRUFJ9BsoEAXQpqamgB/k2rrWW1ERERCXU6yk1MGZgGwu9rFrLXFFlckIl3dU59vptntv7h09fG96Z7stLii4ASaDRToQojL5R9zEB0drS6XIiISdq4+fs8ivS8v3GFhJSLS1W0vq+eNpf7u33FRDm6c0M/iioIXaDZQoAshxoKBkZGRFlciIiISvBP6pdMnPQ6AhVvLya9osLgiEemqHp61AbfXP6nIdSf2NSduCieBZgMFuhBi7LTWq8KLiIiEC7vdxoXH7JkO/P0VuyysRkS6qhX5VXy0ajcA6fFRXD+hr8UVHZpAs4ECXQhpbvbPwKNAJyIi4Wrq0d0xega9tiRfk6OIyBHl8fq49/015v1bTj2K+OjwnGww0GygQBdCjH6yTmd4DdgUEREx5KbEclL/DAB2VTUye50mRxGRI+edZQWs/H4R8aMy47lsdE+LKzp0gWYDBboQUllZCUBiYqLFlYiIiBy6H5/Qx7z98iJNjiIiR4arxcPfZ2007983ZSiRjvCNO4Fmg/D9CzuhmpoaAJKTk60tRERE5DCcmJdO77RYAOZvLmdzSZ3FFYlIV/Di/O0U1fhbtU4dmMm4fmkWV3R4As0GCnQhpKqqCoCkpCRrCxERETkMdruNaWP3LGHwymK10olIx6pqaObpLzcDYLfBHWcNtLiiwxdoNlCgCyFlZWUApKenW1yJiIjI4bnwmFxiIv2nGW9/U0Bjs8fiikSkM3tizmZqXW4ALh7Vg/5ZCRZXdPgCzQYKdCHE6CebmppqcSUiIiKHJyUuinOH5wBQ2+Tmw1WFFlckIp3VltI6/r1wOwDREXZuOe0oawtqJ4FmAwW6EFJeXg4o0ImISOdw+Zg9s8v9Z+EOfD6fhdWISGf18Kcb8Hy/iPjPT8ojJ7lzzBgfaDZQoAshRj9ZBToREekMju6RzNDu/tnZVu+qZtnOSosrEpHO5tsdFXz6XREAGQnRXHdin4O8InwEmg0U6EJIfX09ALGxsRZXIiIicvhsNhs/Pn7PydVLCzQ5ioi0H5/Px/0frTPv/+q0/sSF6SLi+xJoNlCgCyHFxf7FVzUpioiIdBbnjuhGWlwUAJ+s3k3J91OKi4gcrpnfFbN8ZxXgX0T8kmNzrS2onQWaDRToQoix07p162ZxJSIiIu0jOsLBpcf1AMDt9fHmN/kWVyQinYHH6+NvszaY9+84cyARYbyI+L4Emg06118dxpqbm82pSbOysiyuRkREpP1cPronNpv/9pvfFOD1anIUETk8H6zcxaaSOgCO6ZnMqYMyLa6ofQWTDRToQkR5eTk+nw+bzUZGRobV5YiIiLSbHqmxjM/zdxnaWdHA7HXFFlckIuHM7fHyxJzN5v3bJg3EZlw16iSCyQYKdCGipKQEgLS0NOx27RYREelcrjlhz+Qoz329zcJKRCTcvb+ikG1l/glDxvZNZVy/NIsran/BZAMlhxBRWloKqLuliIh0ThP7Z9AvIw6AJdsqWFVQZW1BIhKW3B4vT36+ybz/q9P6W1hNxwkmGyjQhQhj0GNmZufq/ysiIgJgt9u4dnxf8/6L87dbV4yIhK0PVhayvbwBgOP7pTGmb+drnYPgsoECXYgwmlXVQiciIp3VBcd0J8kZCcCHqwop1hIGIhIEr9fHP77YM3bu5lOPsrCajhVMNlCgCxE1NTUAJCUlWVyJiIhIx4iJdHDFmJ4AtHh8vLZkp8UViUg4mbW2mC2l/rFzo3unMraTts5BcNlAgS5EVFdXA5CYmGhxJSIiIh3nqrG9sH8/Gd0ri3fS5PZYW5CIhAWfz8f0uVvM+z8/uZ+F1XS8YLKBAl2IqK2tBdRCJyIinVtOspNJQ7IBKK1t4oMVhRZXJCLhYPG2CpbvrAJgQFYCE/t37mW+gskGCnQhwkjhCQkJFlciIiLSsa47se3kKD6fFhoXkQP755d7Wud+elLfTrfu3A8Fkw0U6EKEsdOSk5OtLURERKSDHdMzmRG5/qvOa3fX8PXmMosrEpFQ9l1hNV9t9E/jn5vi5NzhORZX1PGCyQYKdCHC2GnqcikiIp2dzWbjhgl7xr88N08LjYvI/j3/9Z5jxA0T+hLh6PwRJphs0Pm3Rpior/fP2BMXF2dxJSIiIh1v0pAsclOcAHy1sZTVBdUWVyQioaik1sWHK3cDkOSM5OJRPSyu6MgIJhtEdHQxHamsrIxZs2axfft2Ghsb6devH5MnTyYjY/+DJH0+Hx988AGFhYVERUXhdDpJSEjA6XTS1NREVFQUsbGxDB48mJSUlDavXbFiBQsWLKCoqIiYmBhGjx7NxIkTiYyMPOy/pbm5GYCoqKjDfi8REZFQF+Gw89OJ/fjdf9cA8NQXm5h+1bEWVyUioWbGwh00e7wAXHZcD5xRDosrOjKCyQZhG+jefPNNrrnmGjO9GiIiInjyySf56U9/us/X1dbWMnXq1IO+/8svv8y0adMA/wb90Y9+xBtvvLHX8/r27cusWbPo1+/wpk5tamoCIDo6+rDeR0REJFxcNCqXJ+ZsoqS2iZnfFbOxuJb+WZocTET8XC0eZiz2r1cZYbfx4xN6W1vQERRMNgjLLpfffPMNV111FfX19URFRXHuuecybtw4oqKicLvd/PznP+fLL7/c52tdLpd5+6abbuKWW27hkksu4ZhjjjFnkXE4HJxwwgnm826//XYzzPXu3ZupU6eaAW7r1q1MnTrV3OiHSl0uRUSkq4mJdHDDhD0zXj71+WYLqxGRUPPf5buoqPe3VJ01rBvdkpwWV3TkBJMNbL4wnCt4woQJzJs3j9TUVBYuXEj//v0Bf+vbT37yE9555x2GDh3KypUrsdvbZtaysjIyMjLo1q0bhYV7r31TVVVFY2Mj3bp1A2D9+vUMGjQIgIsvvpgZM2aYTZ+rVq1i4sSJVFVV8eijj3Lrrbce8t+UkJBAXV0dmzZtIi8v75DfR0REJJw0NLs58aEvKK9vxmaDz341gbxMtdKJdHU+n4+zHp/H+iL/emzv33QCI3okW1vUERRMNgi7FroNGzYwb948AJ555hkzzIH/D//73/+OzWZjzZo15vNaq6urAyAnZ9/TnSYnJ5thDuCFF14wn//888+36cc6fPhwM8T94x//OKy/y2g5jImJOaz3ERERCSexURFmK53PB4/PUSudiMDCLeVmmDu6Z3KXCnMQXDYIuzF0r7zyCgDDhg3joosu2uvxnj17cvTRR7Ns2TJWrlzJxIkT2zxuBDqji6TP52PTpk3Y7XZ69+5NRMSeTeLz+czfd8cdd+xzYb/zzjuPP/zhD2zevJn6+vp9NovefffdADidThITE4mJiSEyMpK4uDhOO+00EhMTcbvd5nNERES6kqvG9eJfc7dSXt/Mh6sK+eUpeRpLJ9KF+Xw+Hpuzybz/kxP6WFjNked2u4PKBmEX6JYuXQrA+eefv98V4gcMGMCyZcvM9Rta83r9s+SsXbuWyy+/nMWLF7Ntm39ti6OOOor77ruPSy+9FJvNRmFhodktc38TqQwYMMC8XVNTs89A9+CDD5q/94fmz5/P0Ucfbd5vjxkzRUREwklsVAQ3TuzLnz9ej88Hf5+1kWeuGmV1WSJikW92VLJkWwUAfTPimDys20Fe0bm0tLSYtwPJBmHZ5RJgzJgx+32Ow+GfzvSH4+cAsrKyAH+we/3110lMTOTUU08lLi6OTZs2cfnll/Pcc8+1+V3dunWjZ8+eB/xd+/t9Pp9vv2EO/Iurtn58X+8hIiLS2V01tjcZCf7Z3D79rogV+VXWFiQilvn3gu3m7ZtOysNh33cjTmcVbDYIyfRQWVnJxIkTycnJITk5md69e3P11Vfj8/nIz88HaDPObV+vB/94uB/Kysriueee4+GHH2bt2rWsWLGC2bNnk5+fz+TJkwH405/+hMfjCep3wb5Xcvd4PAf/g1vZX6ujiIhIZ+aMcnDzqUeZ9//66XoLqxERq+RXNPDJmiIA0uKimDy8a7XO/VAg2SAku1x6vV6ioqLIyMigvr4eh8NBS0sLXq/X7E+6v8k5fT4fq1evBqBXr177fM611167189SUlL497//Tc+ePcnPz6eystIcjHigiUCN35WVlbXfQYvTpk3D7XbT0NBAbW0tLpcLt9tNdXX1XosFhuGkoyIiIu3isuN68Ny8rewob2DBlnLmbixlQv8Mq8sSkSPohfnb8Hj958NXH9+bmMiusZD4/gSSDUIy0KWlpfHZZ5/t9XOfz0dERARut5vi4uJ9vnb9+vXs3OlfgHDYsGFB/97x48cza9YsKioqzIX89ve7AGbOnHnA3xUREcHLL798wN/b2Nho3j5Q90wREZHOLNJh59en9+eW11cA8OeP1zE+Lx17F+tuJdJV1Te5efubAgCiI+xcNXbfjTOdXetuloFkg5Dscrk/NpuNtLQ0AD7//PN9PseYlXLEiBH7baE7EGNMXFNTE+np6QAUFhayfv3eXT/cbjevvfYaAFOmTAn6dxlaN6WqhU5ERLqyc4fnMKy7fwjD+qJa/rtil8UViciR8sbSfGqb/L3xpo7sTkpc1EFe0TkFmw3CKtDBnpawl156iZqamjaPVVVV8fzzzwNw/fXX7/P1P/3pT/fbYtbS0sKiRYuw2Wz069evTavbk08+udfz33zzTQoLC4mNjeXyyy8/pL8H2qbwYMfciYiIdCZ2u43/O2ugef+RmRtoaHZbWJGIHAker4+XWk2Gcs34rrVUQWvBZoOwC3S33HILAGVlZZx//vmUl5cD/tay6667jqKiInr06NFmnNyiRYtYs2YNAF988QU//vGPzZY1g8/n49FHH6WyspKjjz6a2NhYevXqZS5X8PTTT/PUU0+ZKXnjxo3cdNNNZk1Gy+GhaL32nTFGUEREpKs6IS+dkwb4x84VVrt45qutFlckIh3ts7VF7KxoAODEo9IZkN1116IMNhvYfGHYx++BBx7gd7/7HQBxcXGMGzeOnTt3snHjRux2Ox9//DGTJk0C4P3332fq1Kk4nU4qKir473//a7amTZo0icGDB1NZWcnChQvNZQrmzJnDKaecAvhb/U4++WRWrFgBQF5eHr1792bJkiXU1NQwePBgFi9eTHx8/GH9TXa7HZ/Px65du8jJyTms9xIREQl3W0vrOOPRubi9PmKjHHz525PITNz35GMiEv4ueWYhS7b715576SfHcdKATIsrslYw2SDsWugA7r77bl5//XW6detGfX09s2fPZuPGjaSlpfHOO++YYQ4gPT0dm81GdnY2DoeDyy67jP/85z+kpqYyc+ZMHn30UV566SU2bNhAdnY2M2bMMMMc+Jc++Prrr7n++utxOBxs3ryZ2bNnU1NTwymnnMKsWbMOO8zBnkUD1UInIiICfTPiuXKMfw3YhmYPj87eZHFFItJRlu+sNMNcv4w4Jmp226CyQVi20BlaWlqYM2cOmzdvJiUlhXPOOWefa8GVlpYSFxdHbGys+bPq6mo+/PBDSktLiY+PZ9SoUQwdOvSAq7EXFxcza9YsKisrGTlyJOPHj2+3hcDj4+Opr69n8+bN9OvXr13eU0REJJyV1zUx8eEvqWtyY7fBB78Yz9Due3/Pi0h4u+E/3zBrrX9W+QcvGMZlo3taXJH1gskGYR3oOpO0tDQqKir47rvvGDx4sNXliIiIhIR/frmFh75fZPzYXim89dNxAS20KyLhYUtpHaf9/St8PshKjGbu7ScTHdG1156D4LJBWHa57IyMNe+MxcxFREQErh3fh77pcQB8s6OSd5dpGQORzuSl+dsxmpeuOaGPwtz3gskGCnQhIirKv85Gc3OzxZWIiIiEjqgIO384b4h5/6FP11Pd2GJhRSLSXqobW3hvuf8ijTPSweVj1NXSEEw2UKALEcb4vsbGRosrERERCS0T+mdw2qAsAEpqm/jTh2strkhE2sNb3+RT9/1C4ucf053EmP3PZdHVBJMNFOhChLHTGhoaLK5EREQk9PxxyhDio/1rM739bQFz1hVbXJGIHA6v18eMRTvM+9d24YXE9yWYbKBAFyIU6ERERPave7KTe87dMzHA/727msp6DVMQCVczvytie7n/vPeEvDT6ZRz+MmCdiQJdGEpISACgtrbW4kpERERC08Wjcjl5gH99qtLaJu794DuLKxKRQ+Hz+Xjy883m/etP7GthNaEpmGygQBcijMXJ6+rqLK5EREQkNNlsNh68cDjJsf5xNh+sLGT+5jKLqxKRYH21sZS1u2sAGJ6bpIXE9yGYbKBAFyKcTiegSVFEREQOJCsxhrvOGmTe//37a2h2ey2sSESC9ey8rebtn5+Up7Ul9yGYbKBAFyJiYmIArUMnIiJyMBeNyuWYnskAbC2t5/mvt1lbkIgEbNnOSuZvLgegV1ospw/Osrii0BRMNlCgCxFqoRMREQmM3W7jvilDsX9/Uf+JOZvYVaXvT5Fw8PjsTebtn03sh8Ou1rl9UQtdGDL6ydbX11tciYiISOgb2j2JaWN7AdDY4uH2t1fi8/ksrkpEDmTZzkq+2lgKQG6KkwuOybW4otAVTDZQoAsRxkw2NTU1FlciIiISHn5zxgC6Jfm7Jc3fXM6b3+RbXJGIHEjr1rlfnJxHVISiyP4Ekw20FUNEXFwcoBY6ERGRQCU5I/nzBcPM+/f9by35FVrPVSQUrcyvMlvnuic7uXCUWucOJJhsoEAXIoydpmULREREAnfygEwu/v7EsL7Zw+/fX2NxRSKyL4/N3mje/vnJ/Yh0KIYcSDDZQFsyRKSnpwNQUlJicSUiIiLh5Z5zB5tdL7/cUMqcdcUWVyQirX27o5IvNuxpnbtIrXMHFUw2UKALEdnZ2QCUlpZaXImIiEh4SYiJ5K6z96xN96cP1+Jq8VhYkYi09uhne1rnfnFKHtERDgurCQ/BZAMFuhBhDHysra21uBIREZHwc87wbozukwrA9vIGnvp8s8UViQjAwi3lfL25DICeqbFqnQtQMNlAgS5EGP1kGxo0mFtERCRYNpuN+6cOJdLhX9Nq+twtbC3VuHQRK3m9Ph78ZJ15/9bTjtLYuQAFkw20RUNEbGwsAC0tLbS0tFhcjYiISPjpn5XA9Sf2BaDF4+O+D9daXJFI1/bu8l2sLKgGoH9WPFNGdre4ovARTDZQoAsRRrMqqNuliIjIofrFKXmaIEUkBNS4Wnjwk/Xm/XvOGYLDbrOwovASTDZQoAsRkZGROJ1OQIuLi4iIHKrYqAju/MEEKc1ur4UViXRNj322ibK6JgAmDcli/FHpFlcUXoLJBgp0ISQpKQmAqqoqawsREREJY+cO78bo3nsmSJmxaIfFFYl0LeuLavj3wu0AREfY+d3kwdYWFKYCzQYKdCEkOTkZUKATERE5HDabjd+fs+cE8vE5m6hqaLawIpGuw+P1cde7q/F4fQDcdHIePVJjLa4qPAWaDRToQkh8fDwQ2IrwIiIisn/DcpO44Bj/BAzVjS08MUfLGIgcCf9esJ1lO6sA6Jsex40T+1pbUBgLNBso0IUQo5+sy+WyuBIREZHwd9ukAcRE+k91/rNwO9vK6i2uSKRzK6p28bdZG8z7f7lgmBYRPwyBZgMFuhBirDehFjoREZHD1y3JyQ0T+gHg9vr466frD/IKETkc97y/hvpmDwBXjOnJmL5pFlcU3gLNBgp0ISQtzf+hLy0ttbgSERGRzuHGCX1Jj48G4JM1RSzbWWlxRSKd06drdjNrrX+ZkPT4aO6YNNDiisJfoNlAgS6EGDutslJfNiIiIu0hLjqCW087yrz/4Mfr8fl8FlYk0vlU1jdz93trzPu/P2cQSbGRFlbUOQSaDRToQogmRREREWl/lx7Xg77p/q5LS7ZX8MWGEosrEulcHvh4HeX1/plkJw3J4rwRORZX1DloUpQwZKwIr4XFRURE2k+kw85vJw0w7//10w3mlOoicngWbCnj7W8LAEiIjuBPU4Zis9ksrqpzCDQbKNCFkNRU/yKoFRUVFlciIiLSuZw5JJvhuf5FetcX1fLusgKLKxIJf64WD3e9u9q8f/tZA8lMjLGwos4l0GygQBdCMjMzASgpUVcQERGR9mS327jzrEHm/b/O3ECtq8XCikTC32OzN7G9vAGAY3ulcOXonhZX1LkEmg0U6EKIMfBRLXQiIiLtb1y/NCYNyQKgtLaJJz/XYuMih2pDUS3PzdsKQJTDzoMXDsNuV1fL9hRoNlCgCyFah05ERKRj/W7yYKIi/Kc/L87fxtZSfeeKBKvZ7eU3b63A/f1Y1J+d1I+8zASLq+p8tA5dGIqKigKgubnZ4kpEREQ6px6psdw4oS8ALR4fj8zaYHFFIuHniTmbWLPLP1FHXmY8Pz+5n8UVdU6BZgMFuhASE+MfRNrU1GRxJSIiIp3XTyf2Mxcb/3h1Ecu12LhIwFYXVPP0l/7uypEOG49dOpLoCIfFVXVOgWYDBboQYuw0l8tlcSUiIiKdV1x0BLe0Wmz8oU+12LhIIFwtHm57eyXGqh+/POUohnZPsraoTizQbKBAF0KMZlW3243X67W4GhERkc7rsuN60CstFoBFWyuYvU4zTIsczCMzN7C+qBaAgdkJ/OwkdbXsSIFmAwW6EBIZGWnedrvdFlYiIiLSuUU67PzfmQPN+3/9dD1ujy6miuzP4q3lPD9/GwDREXYev+xoIh2KEh0p0GygvRBC7PY9u0MtdCIiIh3rzKHZHNMzGYBNJXW8/a0WGxfZl1pXC795ayVGz+TfnNGfAdma1bKjBZoNFOhCiMOxZ0CpAp2IiEjHstls3HX2nsXGH529kcZmj4UViYSmBz5aR0FlIwCje6dy7fi+FlfUNQSaDRToREREpMs6tncqpw/2LzZeXNPEy4u2W1uQSIiZu7GU15fmAxAX5eBvl4zAoQXEQ4oCXQhpnbxtNv1DERERORJunzQA42v3ma+2UutqsbYgkRBRWd/MbW+vNO/fNXkQPVJjLayoawk0GyjQhZDWO611n1kRERHpOEdlJXDeiBwAKuqbeXbuVosrEgkNf/poLcU1/jXQTjwqnStG97S4oq4l0Gyg1BBCPJ49/fZb95kVERGRjvXr0/sT6fBfAX9pwXZq1EonXdxna4t5d9kuABJjIvjbxSPUg+wICzQbKNCFkNY7TS10IiIiR06vtDimjuwOQI3LzfPztllckYh1yuqauPPdVeb9300eTGZijIUVdU2BZgOlhhDS0uK/Gmi32xXoREREjrBfnJJHxPeTPTw3bytldU0WVyRy5Pl8Pv7vndWU1TUDcOrATC4+NtfiqrqmQLOBUkMIMXZa60UERURE5MjolRbHpcf1AKC+2cMzX26xuCKRI+/1pfnMXlcMQFpcFA9eOFxdLS0SaDZQoAshxgrwCnQiIiLWuOW0o4iO8J8evbJ4J8U1LosrEjlyNpfU8sf/fWfef+jC4WQkRFtYUdcWaDZQoAshLpf/SyMmRn2URURErJCZEMPl38/k19ji4W+zNlhckciR4WrxcPNrK3C1+GdWvGJMT077fo1GsUag2UCBLoQ0NjYC4HQ6La5ERESk67r51KNIiIkA4K1vC1hbWGNxRSId7+GZG1i72/9Zz8uM5/eTB1tckQSaDRToQkhTk3/wdXS0mrZFRESskhoXxS9PyQPA54M/f7zO4opEOtZXG0t5/mv/zK5REXaeuuJonFFaQstqgWaDiCNRTEcrKChg9uzZ5Ofn43a7GTRoEGeffTaJiYkHfW1DQwNFRUVUVFRQXV1NeXk5u3fvJj09nQsvvJCYmBjq6+t5//33qa6uJiYmBqfTSVJSEhERETQ3N+N0OnE6nYwaNYqoqKhD/jvq6uoAiI+PP+T3EBERkcN39fG9eXnRDvIrGvl6cxlfbypj/FHpVpcl0u4q6pv57Vsrzft3nDmQgdkHP4eWjhdoNgj7QPf444/z29/+1hw0aIiLi+OVV15hypQpe73G5/Nxxx138Oabb7Jjx479vve3337L3//+dxYtWsSVV1550FrWr1/PgAEDgv8jvmfstISEhEN+DxERETl80REOfn16f371hv9E9y+frOPDvPGa7U86FZ/Px93vraa01t8SNLF/Btec0NvaosQUaDYI6y6XH3zwAbfeeitut5uEhASmTp3KqFGjsNvt1NfXc/nll7N+/fq9Xrdz504efvjhA4Y58IdC2DMgMSEhgdtuu42bbrqJKVOmMHjwYLMJtFu3bhx11FGH9fdUV1cDaqETEREJBVNGdGdIjr+l4rvCGmavK7G4IpH29b9Vu/lkTREAKbGRPHyRligIJYFmg7BtofN4PNxyyy0A9OvXj/nz55OV5Z+Jp7S0lKlTp7JgwQJ++9vf8uGHH7Z5ba9evZg7dy7Lli0DIC0tjaysLHJycpg+fTpPPvkkDoeDa6+9FtizMvvJJ5/MX//61zbv5fP5KC0tJSIi4rAXAzd2Wmpq6mG9j4iIiBw+u93Graf15/r/fAPAIzM3cMrATBx2nfBK+CutbeLe99eY9/80dSiZiZppPZQEmg3CNtDNmTOH7du3A/DKK6+YYQ4gIyODv/71r4wfP56PPvqI7du307t37zavP/HEEznxxBP3et+FCxcCcPnll5uvMZo7u3XrttfzbTYbmZmZ7fAXQVVVFUBAY/9ERESk4502KJORPZJZkV/FhuJa/rt8FxeOyrW6LJHDdu8Ha6hs8C9cPXlYN84ZnmNxRfJDgWaDsA10M2bMAODcc89lzJgxez0+btw40tLSKC8vZ9WqVXsFun2ZN28e33zjvwr3f//3f+bPjUBnzDTjdrtZt24dSUlJ9OjR46BN03fffTfgn3I0MTGRmJgYIiMjiYuLIzExkd69ezNw4EBqavxTxSYlJR20VhEREel4NpuN288cwBXPLgb8Y+lOGZhJStyhT4ImYrVP1+zm49X+rpapcVHcN2WIxRXJvgSaDcI20C1duhSA888/f5+P2+12+vfvz8KFC83myoP505/+BMAFF1zAkCF7Pther3+Bxffff59LL72UOXPmUF5eDvhb+v785z8zfvz4/b7vgw8+aL7Hvlx66aW8/vrr1NfXA3vG7omIiIj1ju+XzhmDs5i1tpiyumbu/eA7nrj8aKvLEjkkVQ3N/O6/35n37z13MGnxWjIrFAWaDcJyUhS3282WLVsA9tk6Z3A4/OtnBDK2bd68eXz22WcA3H777W0eM7paVlZW8vbbbzNw4EDGjx+Pw+Fg3rx5nHTSSWbL3g/5fL4DhjnwdxEFzJCYkpJy0HpFRETkyLl/6lCSnJEAfLCykDnrii2uSOTQ/PnjdZTV+XudnTYok/NGqKtlqAo0G4R0oNu8eTOjR48mOzublJQU8vLyuPPOOykuLqalxd/nd1/j2gyVlZUAJCcnH/R33XvvvQCMHz9+r5B4xhln8MADD/D0009TUFDA119/zbx581i/fj2DBg3C4/HwwAMP7PN9PR7PQX93erp/XZuSEv/sWa3HA4qIiIj1MhNj+P05g837d723murGFgsrEgne4q3lvPlNAQAJ0RHcP3WYZrUMYYFmg5DucunxeIiNjSUjI4OGhgYcDgctLS3mMgLgbwHbl4aGBjZv3gz4Z7U8kC+//JIvvvgCgN/85jd7PR4REcFdd92118/z8vKYPn06EyZMYMWKFft9/2nTpuF2u2loaKC2thaXy4Xb7aa6upr6+nrS0tKAPQFULXQiIiKh58JjuvPBykLmbiyluKaJ+/63lr9dMsLqskQC0uz2cvd/98xqefuZA8hO0qyWoSzQbBDSgW7AgAF8+eWXe/28oKDAvF1cXLzPqTy/+uormpqacDqd9OvX74C/5/777wf8yx+ce+65QdU4fvx4UlNTqaio2OfjERERvPzyywd8D6NLpjH5ima5FBERCT02m42/XDCMSY/Opa7JzTvLCpg0JIszhmRbXZrIQf1r7hY2l/jPNUf0SObKMQdu8BDrBZoNQrrL5f60DnCff/75Pp/zyiuvAP7ukk6nc7/vtWLFCubMmQPAL37xC3PcXTAcDgdNTU37bS08GLvdbq5nB2qhExERCVXdk53cc27brpcV9c0WViRycDvK63nic3/PNYfdxgNTh2LXeoohLZhsEJaBLjY2lry8PACefvppczydYceOHbzzzjsAXH/99Qd8ryeffBKA6OhofvSjH+31uNvtZtKkSSxatGifr9+4cSOlpaUcddRRh9UHuampicbGRmDPJCkiIiISei4elctpg/xjWsrqmrn7vdWHfFFXpKP5fD7+8MF3NLv9PcKuOaE3Q7triaxQF0w2CMtAB3DrrbcCsHbtWn784x+b03rW19dz+eWX43K5OO644zj77LMB/4f55Zdf5rvv9kzT6vV6+eCDDwCYMmXKPrtu1tfXM2vWLCZPnrzXTJZer5d77rkHgBNOOOGw/h6jftCyBSIiIqHMZrPx5wuGkhLrn/XykzVFvLNsl8VViezbx6uL+GKDv6UnOzGGW0/rb3FFEohgsoHNF6aXlHw+HzfeeCPPPvssAGlpaYwaNYp169aRn5+P0+lk4cKFjBjhH6x8//338/vf/56IiAizRW/r1q3m+LoXX3yRH//4x/v8Xb/97W/529/+RmRkJBdccAG5ubkUFBTw1VdfUVRURFJSEmvWrCE3N/eQ/56dO3fSq1cvoqOj20z6IiIiIqHpk9W7+dkrywCIj47gk1tOpEdqrMVViezR0Ozm5Ee+pLjGv0zBP688hrOG7X+GeAkdwWSDkJ4U5UBsNhvTp09n2LBh3HPPPZSXlzNr1izAP6vljBkzzDAHkJPjX2OjdR9UYyKT7t27c+GFF+73dz300EPExsby0EMP8cYbb7R5bOjQoUyfPv2wwhxAWVnZXvWJiIhI6DprWDcuOKY77y7bRV2Tm1+/uYLXbxiHQ2OTJERM/2qrGeZOGZjJmUM1gU+4CCYbhG0LXWuNjY3MnDmT/Px8cnJyOPvss/c5EUpBQQEZGRlER0cD/mUR/vvf/3LSSSeZSwccSEFBAZ988om51MCYMWMOe+yc4fPPP+fUU09l8ODBbbqFioiISOiqdbVw1uPzKKj0j3X5zen9+eWpR1lclQiszK/iwn8uwO31EWG3MfNXE+iXEW91WRKgYLJB2LbQteZ0Opk6depBn/fDVjSHw3HAlrl9vf5gk6wcqtraWgASEhI65P1FRESk/SXERPLYpSO5ZPpCvD54bM4mTjgqnWN6qseNWKeuyc0vX1uO2+tvt7lhQl+FuTATTDYI20lROpvq6moAkpOTrS1EREREgnJs71R+eYq/Vc7j9fHLV5dT3dBykFeJdJwHP1nHzooGAI7umcyvTtdEKOEmmGygQBcijJlsYmM1mFpERCTc/PKUPI7t5W+V21XVyJ3vrdJSBmKJBZvLmLFoJwCxUQ4ev/RoIh065Q83wWQD7d0QYcxeExMTY3ElIiIiEqwIh53HLz+aJKd/KYOPVxfx0oLt1hYlXU6Nq4XfvLXSvP/bMwbQM02NBeEomGygQBciFOhERETCW/dkJ3+9aLh5/4GP1rFsZ6WFFUlX85eP17G72n9OeXy/NH58fG9rC5JDpkAXhior/Qf8pKQkiysRERGRQzVpSDY3TugLgNvr4+czllFSq/VlpeN9saGE15bkA/6ulg9fPAK7ltAIW8FkAwW6EFFTUwNoHToREZFw99tJAziut//7vKjGxS9eXU6Lx2txVdKZldY2cVurrpZ3nj2I7sl7L+El4SOYbKBAFyKMgY9xcXEWVyIiIiKHI9Jh5x9XHkN2or+r1JJtFdzz/hpNkiId5k8frqWsrhnwLyA+bUxPiyuSwxVMNlCgCxFVVVWAulyKiIh0BpkJMTw97RiiIvynWq8tyec/C3dYXJV0Rp+s3s0HKwsBSImN5K8XDcdmU1fLcBdMNlCgCxFaWFxERKRzOaZnCg+3miTlTx+uZfHWcgsrks6mqNrF/7272rx/9+TBpMdHW1iRtBctLB6GjMUDFehEREQ6jykju3NDq0lSrv/PN6zZVW1xVdIZ+Hw+7npvNdWN/kXsJw/rxoXHdLe4KmkvwWQDBboQYcxkk5qaanElIiIi0p5unzSACf0zAKhxubni2UUKdXLYZn5XxOfrSwDISozmgfOHqqtlJxJMNlCgCxENDQ1AYKvBi4iISPiIcNj555XHMLq3/8SsxuXmRy8sYXNJrcWVSbiqcbXwhw/Wmvf/cO4QkmOjLKxI2lsw2UCBLkS0tPibyyMjIy2uRERERNpbXHQEL/7kOHM5g4r6ZqY9t4T8igaLK5Nw9MjMDRTV+Nc3nNg/gzOHZltckbS3YLKBAl2IUKATERHp3OKiI3j+x8cxJCcR8K9Rd9Xziymq1sLjErgFW8rMGVOdkQ51teykFOjCkNvtBhToREREOrPEmEj+c81o+mX415baXt7AFc8toqyuyeLKJBxUN7Rw21urzPu/nTSA3BQN1+mMgskGCnQhQi10IiIiXUNafDQzrhtDz1T/ifjW0nqufmEJNa4WiyuTUObz+fi/d1exq6oRgLF9U/nJ8b2tLUo6jFrowozH48Hr9QIQFaUBrSIiIp1dtyQnr14/hm5JMQB8V1jDj55fQnWDQp3s2+tL8/lkTREASc5I/n7JSOx2dbXsjILNBgp0IcBoUgVwOBwWViIiIiJHSm5KLC9fO5rUOP8J24r8Kq5+cQl1Te6DvFK6mvyKBu7/cM+sln+9aDg5yU4LK5KOFGw2UKALAR6Px7ytQCciItJ15GUm8Mp1Y0hrFep+8uISGpoV6sTP4/Xx6zdXUN/sP1+87LgeTBqiWS07s2CzgQJdiFGgExER6VoGdUtkxnVjSI71j5VZur2SG1/+lma31+LKJBQ8PHMDS7f7F5nOTXFy9+RBFlckR5ICXZjw+XxWlyAiIiIWGtQtkRnXjiEhJgKAeZvK+M1bK/F4dY7QlT03byvPfLUFAJsN/nbxCBJiNIFeZxdsNlCgExEREQkBQ7sn8cKPjyM6wn969r+Vhdz7wRpd+O2i3l+xi/s/Wmfev2/KUMb0TbOwIglVCnQhRgdtERGRruu43qk8feUxOL6fvXDGop08NnuTxVXJkfblhhJ+8+ZK8/6tpx3FVWN7WViRWCWQbKBAFwJa941tPQhSREREup5TB2XxyMXDzfuPz9nES/O3WViRHEnfbK/gpzO+xf19d9srxvTkllOPsrgqOZKCzQYKdCEgIiLCvN16mlIRERHpms4/OpfftZr84g//W8u7ywosrEiOhDW7qvnJS0txtfgnxDl7WDZ/mjIUm03rzXUlwWYDBboQ4HA4zH+ozc3NFlcjIiIioeC6E/vyy1PyzPu3vb2Kz9cXW1iRdKRNxbVc9fxial3+E/gTj0rn0UtHmt1vpesINhso0IUAm82G0+lfHLKxsdHiakRERCRU/Pr0/vxonH/slMfr4+evLGPR1nKLq5L2trW0jiueW0xlQwsAx/ZKYfpVo4iO0HJWXVGw2UCBLkTExcUBUF9fb3ElIiIiEipsNht/OHcIk4d3A8DV4uVHzy/hfysLLa5M2suO8nqueHYxpbVNAAzrnsQLPzmO2KiIg7xSOrNgsoECXYiIjY0FoKGhweJKREREJJTY7TYevWQkJw/IAKDZ4+WXry3nX3O3aHbsMFdQ2cAVzy6mqMYFwMDsBP5zzWgStdZclxdMNlCgCxFRUVGAxtCJiIjI3qIi7PzrR8dy6bE9zJ/9+eP1/PF/a7X4eJjaXd3I5c8uYleVv0td/6x4XrluDClxURZXJqEgmGygQBciIiP9V2IU6ERERGRfIh12HrxwGL86rb/5s5cWbOeW15fT7PZaWJkEa1dVI5f9axH5Ff4w1zcjjleuG0tafLTFlUmoCCYbKNCFCLXQiYiIyMHYbDZuOe0oHrl4hDn74YerdnPtv5fS0Kylj8LBtrJ6LnlmITvK/V3peqfF8tr1Y8lIUJiTPdRCF4aio/3/iBXoRERE5GAuGpXLsz8aRXSE/1Ru3qYyrn5hCbWuFosrkwPZXFLLxc8sNLtZ9kmP4/UbxpGVGGNxZRJqgskGCnQhIiEhAYCamhqLKxEREZFwcMrALGZcN4aEGP9siEu3V/KjF5ZQ3ahQF4rW7a7hsn8tpqzOP5vlwOwE3rhxLNlJCnOyt2CygQJdiEhNTQWgoqLC4kpEREQkXBzXO5XXrh9LSqx/vM3ynVVc8ewiKurV4yeULNlWwaXTF5phbkhOIq/fMJbMBIU52bdgsoECXYhQoBMREZFDMbR7Eq9eP5a072dH/K6whmnPLaZSoc5yPp+P15fsZNpzi6lx+cc4juyRzKvXjSU5VrNZyv4p0IWh5ORkQF0uRUREJHiDuiXyxo3jyEr0j7tZu7uGy59dZC5WLUdeZX0zN778Lf/37mqaPf5ZSCf0z+CV68aQFKt15uTAgskGCnQhIpjV4EVERER+KC8znleuG0vm97Mlri+q5QqFOkvM21TKmY/PZdbaYvNnV43txfNXH0tcdISFlUm4CCYbKNCFiMTERACqqqqsLURERETCVl5mPG/cOI6c7yfa2FRSx2X/WkhJrcviyrqGuiY3v/vvaq56fgnFNf4gnRoXxfSrRvGnqUOJdOjUWwITTDbQpypEpKenA1BeXm5xJSIiIhLO+qTH8doNY81Qt6W0nqueW6IxdR3s601lnPX4XGYs2mn+bHxeOp/cciKThmRbWJmEo2CygQJdiMjKygKgsLDQ4kpEREQk3PVKi+ONG8fRPdkJwIbiWo2p6yC1rhbufm81055fTH6Ff305Z6SDP543hP9cM1przMkhCSYbKNCFiJycHAB2795tcSUiIiLSGfRIjeWV68a0GVN3yfSFrNlVbXFlncfireWc+dg8Xlm8p1VudJ9UPr31RK4+vjd2u83C6iScBZMNbD6fz9fRBcnBFRcXk52djc1mw+12Y7cra4uIiMjh21ZWz5XPLqKw2j+OLirCzp+mDOHS43paXFn4crV4eHjmBp7/epv5M2ekg7vOHsiVY3opyMlhCyYbKNCFiMbGRmJjYwH/9KTG6vAiIiIih6ugsoEbX/6W7wr3TIF+6bE9+OOUIcREOiysLPws31nJb95cydayPbMPju6dyt8uGUGP1FgLK5POJJhsoEAXInw+H1FRUbjdbgoKCujevbvVJYmIiEgn0uz28sBHa/n3wh3mz0b2SOYfVx5jjrWT/XN7vDw+ZxP/+GIz3u/PnqMi7Nw+aQA/OaEPDrXKSTsKJhuoX1+IsNls5orwJSUlFlcjIiIinU1UhJ0/ThnK3y8ZQUyk/xRwRX4V5z75NQu2lFlcXWjbUV7PRc8s5MnP94S5ET2S+fjm8Vx3Yl+FOWl3wWQDBboQ0q1bN0CBTkRERDrOBcfk8vZPjyc3xd8qV1HfzFXPL+HF+dtQx6223B4vb36TzzlPfM2K/CoAHHYbvzm9P+/8dBx5mRoiIx0n0GygpepDSGZmJgBFRUUWVyIiIiKd2dDuSXz0yxO5+fXlfLWxFI/Xxx//t5YV+VU8cP4w4qO79iliXZObd74t4IX529hR3mD+vHdaLI9eOpKje6ZYWJ10FYFmg679rzXEGOtNlJaWWlyJiIiIdHZJsZG88OPj+OvM9Uz/aisA768oZFVBNU9efjRDuydZXOGRV1Lj4vn523h18U5qXe42j00dmcP9CrtyBAWaDfSJDCHx8fEA1NXVWVyJiIiIdAUOu407zxrEiNxkbn97FXVNbraV1XP+0/P59ekDuHFC3y4xBf+O8nr++eUW3l22i2aPt81j4/PSuenkPMb1S7OoOumqAs0GCnQhxJiOtKam5iDPFBEREWk/Zw/rxuBuifzyteWs3lVNi8fHQ5+uZ8GWMh65eARZiTFWl9ghNpfU8Y8vNvP+il3mZCcAUQ47U0bmcM34PgzqlmhdgdKlBZoNFOhCSFKSv2uDAp2IiIgcab3T43jnZ8fz6OyNPPPVFnw+mLepjLMfn8fDFw/nlIFZVpfYbraU1vHknE18sLKwTZBLiI7girE9ufaEPmR20hAr4SPQbNDpAt1bb71F9+7dOf744w/4vIKCAubMmcPOnTtxu90MGjSIs88+m8TE/V+FWb58OQsXLqSoqIiYmBjGjBnDxIkTiYhon80YFxcHQH19/UGeKSIiItL+oiLs3HHmQMbnpXPrGysorW2ivL6Za176hikjc7hxQj8G54Rvi9X2snoen7Nprxa5lNhIrh3fh6vG9SbJGWldgSKtBJoNOlWgW7NmDZdccgmZmZns3r0bu33fqzI8/vjj3HbbbbS0tLT5eWxsLK+++ipTpkxp8/Ompiauuuoq3nrrrb3eKy8vj5kzZ9K3b9/Drt9oVq2trT3s9xIRERE5VCfkpTPr1gn85q2VfL7eP2X6+ysKeX9FISNyk7j0uJ6cNzInbCYI2VXVyBOzN/H2sgI8rZJcSmwkN0zox4/G9SIuTP4W6ToCzQad6pO7YcMGwL9WQ2lpqTkzTGsffPABt956K+DfSKeeeir5+fksX76choYGLr/8cpYtW8bAgQPN1/z2t781w1yfPn0YPnw4a9asYcuWLWzevJnzzz+fpUuXEhUVdVj1K9CJiIhIqEiJi+L5q4/lzW/yuf+jdeasjysLqllZsJr7P1rLucNzuOS4XI7pmYLNFjqTp7g9XlbvqmbxtgqWbqtg3uYymt17JjtJjo3khgl9uXpcbwU5CVldMtC1tq+mSY/Hwy233AJAv379mD9/vhn6ysrKmDp1KvPnz+c3v/kNH330EQBr167lqaeeAuCyyy7jP//5D5GR/qb4lStXMnHiRFatWsUzzzzDzTfffFg1O53+BT4bGxsP631ERERE2oPNZuPS43oyeXgO7y0r4PWl+XxX6B/P09Ds4Y1v8nnjm3z6psdxwTHdmXp0d3JTYo94nT6fj43FdczbVMrXm8v4ZnsldU3uvZ6XEBPB9Sf25ZrxfcKmdVG6rkCzQaf6JBspFtjnuLY5c+awfft2AGbMmNGmBS89PZ2//vWvnHDCCXz88cds376d3r178/zzzwOQm5vLs88+a4Y5gBEjRnDLLbdw33338fTTTx92oNMYOhEREQlF8dERXDWuN1eN683qgmpeW7qT95fvor7ZA8DWsnoembWRR2ZtZHTvVKYcncPZQ7uREnd4vZcOpKHZzfzN5czfXMZna4vZVbX/k96U2EguPrYHN52UR1KsxshJeOiSY+iMtRqAfXZ/nDFjBgDnnHMOY8eO3evxsWPHkpaWRnl5OatWraJnz5688sorANxxxx1t3t9w7rnnct9997FhwwZcLhcxMXvPiHT33XcD/pSdmJhITEwMkZGRxMXFkZiYSHJyMqNHjyY21n9Fq6Gh4RD+ehEREZGONyw3iWG5w/jd5EF8srqIt77NZ9HWCvPxJdsrWLK9gnvf/45x/dI4Z3g3Jg3JJjn28MPd9rJ65m0u44v1JczfXEaT27vP56XHRzOuXxrj+qYxuk8K/TLiQ6pLqEggAs0GnSrQuVwu87aRaFtbunQpAOeff/4+X2+32+nfvz8LFy6kurqagoICiouLAZg6deo+XzNgwADzdk1NzT4D3YMPPojXu+8DjqGoqEgLi4uIiEjYiI2K4MJRuVw4KpeCygbeX1HIu8sK2FLqb01we33M21TGvE1l3P3eGgZkJ5AYE4kzyoEzykFMhIOoCP8Edl6vD4/PP1lJhN2GzWbD4/XS0OzB+/3P1+2uZVvZvlsqIh02xvZN46QBmUw4Kp28TAU4CX9dcmHx6upqABwOx16taW63my1btgAwZsyY/b6H0VXTbrebk6x0796d3NzcAz7feM0P+Xy+g4Y58O8oBToREREJR7kpsdx0ch4/P6kf3xXW8P6KXXy8usjsBun2+syxd+0lKzGaUwdlMbF/BuP6pZEYo66U0rl02kC3YMECfv7zn1NYWEhLSwuZmZncdNNN3Hzzzeb4uJSUvWdaKi4uNpcp6Nat237fv6LC32UgKSmJ/Pz8gJ8P7HMNO4/HE9Df1dLSYrbu/XA5BREREZFwYLPZGNo9iaHdk7jr7EGsLKjmo1WFfLa2mILKRtytF38LUoTdxjG9UjhpQAYn5mUwtHuiWuGkUzPm7jhYNgi7QOf1eklISCA9PZ3m5mZgT2jatGkTAGlpaXu9rnV3zP1paGhg8+bNAPTq1YudO3ce9DWrV68GICcnZ7/LFkybNg23201DQwO1tbW4XC7cbjfV1dXU19dTXFxMc3Oz+XqPx4PX693vOnoiIiIioc5mszGyRzIjeyRz9+TB+Hw+Gls8NDZ7aGzx4Grx0Oz24cNHhN2O4/vTHrfXh9cLDruN2CgHDrsNj9dHalyUlhiQLiXQbBB2/yrGjx/PvHnz9vmY0UVyX4Gu9di24uJiUlNT93rO3LlzaWpqwul0kpeXZ465M8bR7cvMmTMBGDZs2D4fj4iI4OWXX97v68HfHdRms7VZY6KlpYXo6OgDvk5EREQkXNhsNmKjIoiNCrvTTxFLtJ5d/0DZoFM1ARmBLjk5ea/HUlJSzNuff/75Pl9vzGh5xhln4HQ6zWCYn5/Pxo0b93q+2+3m9ddfB2DKlCmHXHdERAQOhwOHw2H+LNCumiIiIiIi0vkEmg06TaDzer3s3r0b2DPFZ2uxsbHk5eUB8PTTT+/VF3XHjh28/fbbAFx//fVA21a3J598cq/3fP311ykqKiIuLo7LLrvssP8G9QMXEREREREIPBt0mkBXU1NjziZpdK/0eDx88sknFBUVAfCrX/0KgLVr13L11Vebi/Q1NDRwxRVX4HK5OPbYYzn77LMB6Nu3L+eddx4ATz31FE8//TS+76fO3bBhA7/4xS8AuPXWW9u0AB6qQGbDFBERERGRzi/QbNBpAl3rPqUJCQkA3HXXXZx99tlcdNFFAPzsZz8zW99ee+01evXqxaRJkxg0aBALFizA6XTy7LPPtknDL730EiNGjADgpptuYsCAAZx++ukcd9xxVFdXM3ToUO688852+Rta77TWTawiIiIiItK1BJoNOk2gczqdjB49GoCJEycCexb9NgYU2mw2pk+fzpNPPklycjLl5eXMmjWLnTt30qtXL2bNmsXIkSPbvG9KSgpff/011113HQ6Hg02bNjF79mxqa2s57bTTmDlz5j4XMT8UrbuBth4EKSIiIiIiXUug2cDmM/oQdgKFhYXk5+czevRos5Vt+/bt5ObmtlkAHKCxsZGZM2eSn59Pt27dmDx5Mk6n84DvX1xczMyZM6mqqmLkyJGceOKJ7TruraCggB49ehAREaG16EREREREurBAs0GnCnThbsuWLeTl5REXF3fQFeFFRERERKTzCjQbdJoul52BMUlLe3XhFBERERGR8BRoNlCgCyGNjY0AB+36KSIiIiIinVug2UCBLoQ0NTUB7HcVeBERERER6RoCzQYKdCFEgU5ERERERECBLiypy6WIiIiIiIC6XIYlTYoiIiIiIiKgSVHCUkVFBeBfzFxERERERLquQLOBAl0IKS8vByAtLc3iSkRERERExEqBZgMFuhBSU1MDQFJSksWViIiIiIiIlQLNBgp0IaSqqgqAxMREawsRERERERFLBZoNFOhCiLHTNIZORERERKRrCzQbKNCFkLq6OgASEhIsrkRERERERKwUaDZQoAshWodORERERERA69CFperqakBj6EREREREurpAs0HEkShGAlNbWwso0ImIiIiIdHU5OTnExsbSo0ePAz7P5vP5fEeoJjmI5cuXU19fz8iRI4mPj7e6nCPK5/Ph8Xhwu914PB7z5zabDQCHw0FkZCR2uxqVjwSv14vb7cbr9eLz+fB6veZjdrudqKgoHA6HhRWGJ5/PR3NzM2632/yZzWYjIiKCyMhI8/MugfN6vTQ3N+/1GY2IiMDhcGibthOfz4fb7aalpQXjtMHhcGg7HyKv14vH48Hj8ez12TW2q7Zp+zE+v8b3Gvi3td1u17lFB/B6vbS0tJjnEK2jho4bHUOBLkT4fD5qamqIiYkhKioqLD7kPp8Pl8tFTU0NFRUVFBYWUlxcTFlZGTU1NdTX11NVVUVFRQUVFRXU1tbS1NREc3MzLS0tNDc309DQQH19PS6Xq82X2v4YB1/jBDgyMpLY2FhSUlJISkoiISGB5ORk4uLiSExMJCUlhZiYGGJiYoiLi2vznPT0dOLi4oiLiyM6OjostrmhpaWF2tpac/vV1tZSVFREWVkZ9fX15s/q6upobGzE5XLR2NhIXV2d+Trjv+bmZpqammhqaqKlpaXNCduBREREtNm20dHRREVFmdvZ+C8hIYGkpCQSExPJzMwkKyuLjIwMMjMzSUtLIyoq6ghssUPj8XgoKSmhoqKC8vJyCgsLqaysNLdxXV0dDQ0N1NbWmtvb2Ma1tbW4XC5aWlpwuVw0NTUd9DMeGRmJ0+kkISGBxMRE4uPjSUxMJDk5mcTERJKSkszbycnJpKamkpSURHx8PAkJCWRkZJCSkhIWn+X6+nrKysooKSlh165dFBQUUFlZSXl5OSUlJdTU1NDQ0IDL5TI/501NTdTX19PY2EhLS0ubYLwvNpuNyMhIoqKiiIqKIiIiAqfTSXx8PHFxcTidTmJiYkhKSiIlJYXExEQSExNJTU0lOzvb3LbGto6PjycmJiYstm9rPp+PlpYWysrKqKyspLGxkerqavM4XV9fT2lpKUVFRZSWlpr/VVdXm5/rA21rm81GVFQUkZGRxMfHm9stKSmJ1NRUYmNjiYuLIzU1leTkZJKTk8nNzSUjI4OkpCTS0tJISkoKi5PqxsZGKioqqKyspLCwkF27dlFSUkJ1dTUNDQ3mcbahoYHq6moqKirMbVxfX29+97W+cLk/DoeD6Oho878fHh+MbRsdHU1iYiJZWVnmtjSOCenp6aSlpREfHx9233Mej4fS0lLy8/MpLy9v873mcrnMz215eTl1dXXU19ebx+OGhgaamprMfXKw7zXjXKL18SEmJob4+HhiY2NJTEwkIyPDPA4Yx+CkpCSysrLo3r172Bx7DV6v1/y81tTUUFVVRW1tbZvtWllZaX62jWNxY2MjtbW11NTU4HK5aG5uprm52fyeM4JcIOx2OzExMTidTvP8ITY2ltjY2DbHEOPzbJxTGOdxrc/psrOziYgIz46HDQ0NlJeXU1tbS2lpqXncaGhoMD/bv/vd7w74+VKgCwHGVfuYmBjA/+VofIiND7BxkDG+DBMTE0lLSyM1NdU8MTEO+k6n0zzBNr4EjCtRRkuY8aXS0tJinoQaJ03GP1bjH3brL/Xi4mJKSkrYvXs3FRUVBz2hChdOp5OMjAzi4+NJSUkxw4YRDI0Dh/FFaXw5GieErQOmw+HA4XCY2xwwr8Ia293lcpkHwvr6evMk1gi+dXV1lJeXm19ixkG3qqqK6upqc5BsuLPZbKSnp5OVlUVWVhZxcXEkJyeTlpZGSkoK6enp5ufdCOfGiWNkZCQxMTFER0eb29tms2Gz2czPeXNzM42NjeZn2tiWRpg1TrKMk6/y8nKKioooKiqisLCQ0tLSgMJtKImIiDC3X2xsLBkZGWRkZBAXF2eeiBhBMC0tjeTkZGJjY83gExMTY25f4yoqYLYmuN1u8wJAY2MjVVVVbU6wjJMDIzwY940TAOMk11gsNdzExMSQlZVlHqONk+rWx2xjWxsXMmJjY82Tw9af4dafWaBNi7jRGmZcEDAuzNTU1JgnUsaXv3FC29jYSGVlJRUVFeZnvLq6murq6pA/VkdERJCTk0NmZqZ5Qmds17S0NBITE4mOjiYuLo6EhAQzyLQ+ATe+76Kiotp89xnb1zguGCf69fX15gVJ4zNqfOdVVlaa33fFxcWUlpaaFyXDVXx8PNnZ2ebn0PguM773jGNGQkKCeYHDOJ8wjgutT74jIiLabF+v12u2PLrdbvO7zjifqK2tNUOC8Xltamoyf15WVkZ1dbV5ITjcjhEOh4O4uDjS0tLo1q2beZwwjgfG+Vzr+8bxwul0tjmfMM4ffnh8MLZt6+NDS0sLjY2N5vHX2LZVVVVUVlaaYc34jJeWlpoXIgINXuHAbreTkpJiXoBr/V1nfA8a5xWJiYnm59o4jzC+84xt/8NzCuO/1tvfaKRoff5sbGvj3PmHFyGM40xdXZ15rDHGyR1IQ0PDASdGUaALAV6vl9raWpKTk60u5ZDYbDYSExPp1q0bOTk55kmiEYaMk57ExETzSrnxn3HltvUXxA+b4Y0TSeMEvfVBrKWlhYaGBjMI1dbWUl1dTX19vfmPxAhPDQ0N5hUo4wprOH85w56rikbrTGZmpnlyYxywjC8J48THOBkyrkYaJ/GtD2jGf8a+MA5sxsmm8QVibFuj9cQIqMaXsrE/jINb6xOk8vLysAhLxpdESkoKOTk5pKenm59b4+qt8cXc+kvaOGmKjIxsc3HF6K5qhH3j5N24stn6gooR4o2TeOMzbdw27hutgoF8KYSS6Oho0tPTyc3NpXv37uaxw2gdM4KQsb2NE/ofhk7js2q3282TSuOE0riIYtx2uVzmFU/jM2xsR2MblpWVUVxcTE1NDXV1deZJUbgzPstOp9O8UNW69SwnJ8c88cnIyCA5Odn8LBvHZyMkte4m33r7tg7wlZWVVFVVmSc75eXl5oUTo0XWuCAQThwOh/k5zc3NJSsry9yuxnHWaNUxLgwa/7VuMTY+s8b/jW3a+vuuqampTcuHEZCMi3tGy0lVVRUlJSWUl5ebLa81NTWUlpaG9WfXbreTnZ1tfrcZAcjoGZKWlmZejDVad1oHfuN7zjgOGyfsQJtjhXGhz7h4avQcat3aWlJSQlVVlXl+YVwMKC4upqKiwuItdehsNpt5AcoInCkpKWYASk5ONj/bxrmD8T1nXKD64XlE689362DUOpQan3PjgpVx/tB6PxjHCOM70TheGMdq47GqqqqQv2h1MJGRkSQkJJCWlmb2IDNaKuPj4/n73/9OXFzcfl+vQBcCjF1gnMwZXTpan8gZJ3nGQcT4UjS6fxlXuoyr5sYJ9oE+4Ma4NOPD0jpctb5yZHRDio+PJyMjwzy4ZmZmmqEhHLrK7IsRCEtLS81ta1yZNbatcQJdUVFhHkjq6urMbW10qwu0m4HRVdHoohgfH09qaiqZmZlm8DWumBpfVMbV1NYttAkJCURGRh6BrdQxvF4vpaWlFBcXs3v3bsrKysxwbvzX+oqt8e+g9cljIN0YjS/11t3sjC8l4ySr9clXVlYWOTk55v/T0tIOqRuH1+ulrKwMt9ttnpD179+/Q8ceulwuysrKzO5y9fX15mfZOEmpqqoyr9waxxmjK5hxwtjS0nLA32OcHBktKMZntHUrYFpamtnVy/i8tu42aoS2cOHxeMxjhbF9jWOw0TLWeju3vphhnHQbV2kD6W4He7qYG1eRY2JizO5FxjEhIyOD9PR04uPjcTqdZgt36xYu4yQtISEhJLskNTU1UVJSQkFBQZuuRsaJdFlZmdk6Zmxbo0td6xPw1l36D7aNjZYno/Xf6LplfF6N4292drZ5sczYlomJiWHVtc7tdpvHgpKSkr1a1I2LnEZArKmpadPqa4Sb1q3FgXbLb30+kZCQYF7gNT6v0dHR5kmscUHHaO1OSUkhNTU1JD+zP2SctxndFXfv3m12HW/dGmO0zhiBu3XPEeP7LRBGd3LjP+PzbJzPOZ1Oczu2/twa2zonJ4ecnBwz/IbrOZzB6/WavZyM77XW/5WUlFBWVmaeVxjb3bgofbDz5X2x2+3mxVrjfMI4lzDO04xt3roLr7HNWx9rjItCh0OBLgQYVyNaX2lur77uRmtK6y83TTDScVp3OTG6T8Gewdetrw7K4WvdSmC0HobKRDqLFi1i3Lhx5v2IiAjz33k4MLqUtJ5AwDhGhdPJbCj64YQBrdlsNnPSAB0rDp0xtKD1Nja27eEeF6qqqpg1a5YZQktKSnj22We7zERRRrezH37PGdvXOFZ0huPEt99+y0UXXWQG/LS0NF5++eUO29c/nJCs9YQirSfM0bGh/RnnE8Y53A8nczFaGUN1H4THmUUnN3fuXM466yzzfvfu3SkoKGiX9zauIMiR0Tq47Ut5eTlLly41rwpFRERw0UUXHeEqOw9jhshQDElVVVVt7mdlZYVknfsTqts1VC1ZsoQHH3zQbAnOzc3l7rvv3udzdVzueMZY5o6waNEiLr30UvN+9+7du0yYg7atQ51daWkp27dvZ/v27UDH72tjFmk58mw2GzU1NXz33XfmuVxUVBSjRo2yurSA6Ns6BPywf/uB+shKeJszZ06bE4H+/fsr0HVS+nfdtWzfvp333nvPvN+/f//9BjoJb/q33XVoX3cts2fP3uscbcOGDRZWFLjQai/sourr69vcD6dxJRIc7euuQ/u6a9H+7jq0r7sO7euuJZz3twJdCPjhBATq5tR5aV93HdrXXYv2d9ehfd11aF93LeG8vxXoQoDL5Wpz31iPTjof7euuQ/u6a9H+7jq0r7sO7euuJZz3twJdCPhhH+2EhASLKpGOpn3ddWhfdy3a312H9nXXoX3dtYTz/lagCwGNjY1t7sfGxlpUiXQ07euuQ/u6a9H+7jq0r7sO7euuJZz3twJdiGg9DW449dmV4Glfdx3a112L9nfXoX3ddWhfdy3hur+1sHgIMRZG9vl8YfUhkuBpX3cd2tddi/Z316F93XVoX3ct4bi/FehERERERETClLpcioiIiIiIhCkFOhERERERkTClQCciIiIiIhKmwmOkXyfncrlYsGAB27Zto7GxkX79+nHyySeH1YKGEpyqqirmzp3LKaecQnx8vNXlSAdpbGzkk08+oa6ujpSUFIYNG0avXr2w2WxWlybtpLCwkPXr11NZWYndbicqKoqYmBhsNhsVFRXEx8dz5plnWl2mtJPPPvuMwsJCfvSjH+nfcSe3ceNG1q5di81mw+l0Eh8fT0JCAs3NzTgcDmJjY0lPTyc1NdXqUqUd+Xw+li1bRnFxMaeffjqRkZFWlxQYn1jqs88+82VnZ/uANv8lJCT4Xn/9davLkw5y2223+QDfH//4R6tLkQ4yc+ZMX48ePfb6t52RkeG77777fM3NzVaXKIehoKDAN2rUqL327w//y8nJsbpUaSeNjY2+2NhYH+BbtWpVm8cqKyt9L774om/nzp0WVSft7dhjjz3ov++f/OQnVpcp7WjVqlW+QYMGmfv30UcftbqkgKmFzkIbNmzg/PPPp66uDoDRo0dTXl7Oli1bqK2tZdq0afTt25fjjjvO4kqlva1evRqAZcuWWVyJdITXXnuNadOm4fV6iYqKYvDgwcTFxbFq1SpKS0u55557SEpK4uabb7a6VDlEpaWleDwe+vXrR1paGpmZmXTv3p2EhAQWLFjAggULALj88sstrlTay/z582loaAAgIyOjzWOPPPIIDzzwACNGjGDFihUWVCftzVhk+oQTTqBPnz6UlpaydetWtm7disfjAWDMmDFWlijtqLS0lDPPPJPCwkIcDgeTJk3inHPOsbqsgCnQWejXv/41dXV1xMbGMnv2bMaNGwdAfn4+1157LZ999hk33XQTixcvVteOTsbr9QKYYV46j127dnHNNdfg9XoZNGgQM2fOpEePHgDU19czduxY1qxZw6uvvqpAF8ZGjhzJ8uXL9/p5SUkJEydOBCAvL48777zzSJcmHWTRokUAHH/88WRnZ7d5zDimb9u27YjXJR3DOO+aPn06Q4YMMX/e0tJCYWEhxcXFHHPMMVaVJ+3sF7/4BYWFhaSmpjJ37tw2+zwcaFIUi+zYsYOPP/4YgEcffdQMcwA9evTg6aefBmDp0qUsXLjQkhql4yQkJADgcDgsrkTa26ZNm3C5XPTq1YtZs2aZYQ4gLi6O0aNHAxAVFWVVidJBNm/ezPjx41m/fj0DBw7kiy++IC0tzeqypJ2sW7cOgPPOO2+vx4yA19TUdERrko5jtMbm5ua2+XlkZCS9evVi9OjRYbPotBzYqlWrePPNNwF/a3u4hTlQoLPMq6++CkC/fv247rrr9no8Ly+P4cOHA/DNN98c0dqk4xkToeikvvM55phjuO+++5g/f/5eJwIej8e8yj9y5EgLqpOOsm7dOo4//ng2bdpEXl4eX3755V77X8Lbli1bAPY5DMLonme367Sqs6itrQUwu1c2NDRQXl6Oz+ezsizpANOnTwcgJyeHadOmWVzNodGRxyJGq9sFF1yw3y8A4wpBVVXVkSpLjpDm5mYAYmNjLa5E2ltiYiK///3v6d69+16P/eUvf2Ht2rXY7XZuuOEGC6qTjlBWVsYZZ5xBaWkpABdffDElJSVs2rRJJ3+dSH5+PgA9e/bc72M6pnceRpD75S9/ybnnnktqairp6en06tWL559/HrfbbXGF0l5mz54N+I/dYTOr5Q+ordgiGzduBPx98fdHrTedV3V1NQApKSkWVyJHQnNzM7fddhtPPPEEAHfffTdDhw61uCppLx9//DEFBQXm/b/85S/85S9/AWDw4ME8/fTT5rg6CV9lZWWA/2r+qFGjqKioYOvWrZSVlfHBBx8A/m7V0jmkp6dTUVHBq6++SkJCAgMHDmTz5s3k5+dz3XXXsWTJErNlR8KXy+Vi06ZNAEyYMMHiag6dAp1FduzYAbDPq/gGo2UuKSnpSJQkR9DOnTsBBbquoKSkhHPPPZclS5YA8Ktf/Yo//OEP1hYl7erMM8/knHPOYc2aNXg8HmJiYqitraWoqIi1a9dy1llnsWHDhjbjKSW8eDwec3zcI488st/naV3RzuOhhx7is88+Y+LEiZxzzjnExsZSV1fHHXfcwdNPP82zzz7LnXfeSe/eva0uVQ7D5s2bzZ4UxxxzDIWFhXz66acUFxfj8XgYNmwYp59+esi3vivQWcDn8+FyuYAD97c3BmD36tXriNQlR4bX6zXHYmjChM5t165dnHrqqWzYsAGbzcbf//53br31VqvLknaWmZnJ//73v71+PmfOHCZPnkxjYyOPP/74AYOAhDa73c4tt9zCzJkzqaioIDExkeHDh5Obm0thYSHvvPMOPp9Pga4TmTp1KlOnTm3zs/j4eJ566inmz5/PypUr+eabbxTowlzr3hW///3vee2118zutoYBAwbw5Zdf7jW7bShRoLNIREQEbrfbHHPxQ9u3bze7ZQ4ePPhIliYdrKCgwBxAr0DXeRUVFbUJcy+++CJXX3211WXJEXTqqady44038sQTTzBr1iyry5HDYLPZeOyxx/b7+GmnncacOXPUo6YLsNlsXHLJJaxcuZKKigqry5HDVFNTY96eMWMGdrudk046iZ49e1JVVcVnn33Ghg0buPXWW3n99dctrPTANCmKBWw2G6mpqQB8/fXX+3zOa6+9BsBRRx3FUUcddcRqk463fv1687a6XHZOVVVVTJo0iQ0bNuBwOHjttdcU5jqp++67j6uuumq/09UPGjQI2DNjnnROxvT1CnRdQ0xMDLBnaQMJX62Xj0pISOCbb77hiy++4N///jfvv/8+8+bNA+Cdd94xe9eFIgU6ixgzWL7wwgtma42hsbGRZ599FoBrr71Wi4p3Mrt27TJvh3qfbAmey+ViypQprFq1Crvdzmuvvcall15qdVnSQf7yl78wY8YM/v3vf+/1WEtLCy+88AKAuf6gdE6VlZWAel10Fm+++SZ/+ctf9jtL7eLFiwH/0lMS3vr372/e7t27N0cffXSbx42xzx6PZ6+umKFEgc4ixpTlu3fv5sorrzSv8vh8Pm655Ra2bdtGeno6P/vZz6wsUzqAMVMa7LnKJ53HHXfcwdy5cwH45z//ycUXX2xxRdKRjjnmGAD++te/tulCX1JSwuWXX87SpUux2WzccccdVpUoR4DR9S46OtriSqQ9fPbZZ9x111386U9/2ivUrV27lv/+97+ALtR0BkOHDuXYY48FYM2aNcycOdN8rLa2lp/85CcAjBkzJqRnsdUYOotcdtllLF68mMcee4z33nuPfv36ceqpp7J9+3bmz58PwBNPPEFiYqLFlUp7a73GSSgfHOTQvPXWW+btWbNmsWjRIlpaWqiqqqK0tJTS0lLi4uL4/e9/r7DXCTz22GOcdNJJbNmyhX79+jFx4kRcLhfz5883e1889NBDZvCTzslooVOg6xxuuukmZsyYwb333stXX33FSSedBMC3337LZ599RnNzMzfffDNZWVnWFiqHzWaz8e9//5sJEyZQXl7OmWeeyaRJk8jJyeHDDz+ktLQUh8PBgw8+aHWpB+YTy3i9Xt+TTz7pi4+P9wHmf06n0zd9+nSry5MOsnDhQh/gS0hI8DU0NFhdjrSzq6++us2/5/39N2HCBKtLlXaybNky39ixY/faxwkJCb7nn3/e6vLkCEhNTfUBvjvuuMPqUqSdzJo1y5ebm7vXv2ubzea75pprfPX19VaXKO1o06ZNvnPOOWev/d2vXz/frFmzrC7voGw+3346CMsRU1tby3vvvcfmzZtJSkrikksu0XpFndxHH31Er169tLh0J7VmzRqWL19OQUEBHo+HqKgoIiMj8Xg81NfXk5yczJQpUzTddSfi8/lYunQpCxcupKamhu7duzN16lRzAizp3J599lkWL17M//3f/5GXl2d1OdJO6uvreeutt9iwYQNRUVEMGTKE448/ntzcXKtLkw5SUlLC0qVLaWhooE+fPowaNSos5rJQoBMREREREQlTmhRFREREREQkTCnQiYiIiIiIhCkFOhERERERkTClQCciIiIiIhKmFOhERERERETClAKdiIiIiIhImFKgExERERERCVMKdCIiIiIiImFKgU5ERERERCRMKdCJiIiEuLq6OiZPnsxLL71kdSkiIhJiFOhERERC3KOPPsrHH3/Mu+++a3UpIiISYhToREREQlh5eTmPPPIIABdccIHF1YiISKhRoBMREWlnLS0tXH/99RQXFx/2ez344IPU1NQwbNgwpk2b1g7ViYhIZ2Lz+Xw+q4sQERHpTBYtWsS4ceNYvHgxo0ePPuT32b17N3379sXlcjF37lxOPPHEdqxSREQ6A7XQiYiItLM1a9YAkJmZeVjv89BDD+FyuTjvvPMU5kREZJ8U6ERERNrZli1biIuLo0ePHof8Hrt372b69OnYbDbuv//+gF6zevVqpk2bxlVXXcXbb7+N2+0+5N8vIiLhQYFORESknQwcOJDc3Fwef/xxGhsbGThwICNHjmTGjBlBv9fDDz+My+Xi0ksvZdiwYQd9/sKFCznuuOOYO3cuy5Yt4+KLL+a22247lD9DRETCSITVBYiIiHQWv/zlL9m5cyePPfYYI0eO5Pjjj6esrAyn0xnU+xQXF/PMM89gt9u59957A3rNjTfeyJgxY5g1axbR0dG89dZbZGdnH8qfISIiYUSBTkREpJ3cdNNNtLS08PDDD3P++efzu9/97pDe5+GHH6axsZErrriCgQMHHvT5VVVVrF69mldeeYXo6Gg2bdpEc3MzOTk5h/T7RUQkfGiWSxERkXZUUlJCVlYW//znP/npT396SK/v3bs3LpeLtWvXBhToPB4Pqamp9O/fn8zMTD7++GMAUlJSWLduHVlZWUHXISIi4UFj6ERERNqRy+UCID4+/pBeb7TOXXrppQGFOQCHw8H06dOpr6+nqqqKf/zjH8yZM4fKyko+++yzQ6pDRETCg7pcioiItKPIyEgAGhsbg35tfn4+Tz75JAB33XVXUK+dOnUql112mXnfmOGypqYm6DpERCR8qIVORESkHaWmpgL+ZQeCdc8999DU1MSUKVMCmtnSsGXLFjIzM9m4caP5s6effhogqPcREZHwozF0IiIi7WzMmDFUVlZyww038PXXX9Pc3GyOa9ufNWvWMHz4cGw2G8uWLWPEiBEB/76Kigr69evHoEGDOPfcc/n222955513uPnmm3nsscew2WyH+yeJiEiIUgudiIhIO3v88cdxu93cf//97N69m1NOOeWgr3n77bcBeOKJJ4IKc+BvFXzzzTepqqri3nvvZc2aNbz88ssKcyIiXYBa6EREREKAy+XC5XKRnJxsdSkiIhJGFOhERERERETClLpcioiIiIiIhCkFOhERERERkTClQCci+ve+JgAAAGxJREFUIiIiIhKmFOhERERERETClAKdiIiIiIhImFKgExERERERCVMKdCIiIiIiImFKgU5ERERERCRMKdCJiIiIiIiEKQU6ERERERGRMKVAJyIiIiIiEqYU6ERERERERMKUAp2IiIiIiEiY+n8Kdj2pwBEyHgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "with plt.xkcd():\n", " fig, ax = plt.subplots()\n", @@ -236,11 +340,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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AerF8R7Je/u6A7fZrt/VS/+jmBiZyXgPbNte8uwfI291aGK7el6a/LqIwBAAAlaMoBFBnm49l6JHPd9puP3ptZ13fM9zARBgcE6y5d/eXl7v11/wPe1N1/+JYFZVQGAIAgIooCgHUyZFT5/SnT7aqsLTYmDgwSvcOjzE4FSRpaLsQzb1rgDzdrL/qv9uTqr8t2U5hCAAAKqAoBFBr6ecKNPXDLcrMLZIkDe/YQs+M6yaTicH09mJY+xB9cFd/eZQWht/uOqlHPo+TxWIxOBkAALAXFIUAaiW/qEQzPt6qhIxcSVLnlv7696Q+cnPl14q9ubxDC71/5/nC8KsdKfpw/XFjQwEAALvBpzcANWY2WzTzsx3anpApSQoL8NSHUwfI38vd2GCo0vCOLfTmhD622//6dp+2Hs8wMBEAALAXFIUAauzFVfv17a6TkiRfD1fNu3uAWgUyi9DeXdu9pe4pPd+z2GzRXxfF6vS5AoNTAQAAo1EUAqiRBb/F67+/HJUkubqY9O/JfdUtPNDgVKiuR67upEFtraNCUrMLdP+i7Sqm8QwAAE6NohBAta3Zn6Z/LN9tu/30uG66slOogYlQU26uLnprUh+F+ntKkjYeTddrPxw0OBUAADASRSGAatmdnKW/LoqVubRp5T1XxGjyoDbGhkKthPp76e3JfeXqYu0S+5+1R/TD3lSDUwEAAKNQFAK4pBNZeZr+0RblFpZIkq7r0VKPXtvZ4FSoiwHRzTV7zPn/hzM/26H49BwDEwEAAKNQFAK4qLP5RZr64RalZlsbkvSNCtJrt/WWiwuzCJu66Ze11XU9WkqSzuYX688LYpVfVGJwKgAA0NgoCgFUyWKx6MFPd2j/ybOSpKjmPnr/zv7ycnc1OBnqg8lk0ovjeyomxFeStPdEdoVzRgEAgHOgKARQpYWbErR6X5okKcjHXfOnDlCwn6fBqVCf/L3c9c4d/eRdWuh/tjVJn25JMDgVAABoTBSFACp19NQ5Pbdyn+32a7f1UkwLPwMToaF0aumv52/pYbv9/5bv0e7kLAMTAQCAxkRRCOACRSVmPfjpDuWVnl82eVCURnYOMzgVGtJNfSJ05xBrN9nCYrP+vHCbsnKLDE4FAAAaA0UhgAu89dNhxSVZV4rahvhqztguBidCY5gztot6RwZJkhIz8jTzsx0yl80gAQAADouiEEAF2+LP6O01hyVJri4mvX57b/l4uBmcCo3B081Vb0/uq2Y+7pKkH/en6Z2fjxicCgAANDSKQgA2OQXFmvnZDpWUrg797aoO6lW6cgTnEBHkrTcm9JGpdOLIq98f0PrDp40NBQAAGhRFIQCbZ77Zq/j0XElSn6gg/WVEO4MTwQhXdGyhB0d1lCSZLdIDi7frRFaewakAAEBDoSgEIEn6YW+qlmxJlCT5eLjq9dt7y82VXxHO6r4r22tEpxaSpPScQv11YawKi80GpwIAAA2BT3wAlHY2X49+sdN2+583dFWbYF8DE8FoLqXnk0YEeUuSYhMy9a9v913iWQAAoCmiKAScnMVi0aNLdyojp1CSdHXXMN3WP9LgVLAHQT4eeveOfvIoXTGev+G4ftyXanAqAABQ3ygKASe3cFOC1hw4JUkK8fPU87f0kKmsywicXo/WgfrnjV1tt5/4arfO5jO/EAAAR0JRCDixo6fO6bmV5w8JfOkPPRTs52lgItijSQOjdHmHEEnSiax8vfzdAYMTAQCA+kRRCDipohKzHvx0h/KKSiRJkwdFaWTnMINTwR6ZTCb96+Ye8nZ3lSR98lu8th7PMDgVAACoLxSFgJN666fDikvKkiTFhPhqztguBieCPYts7qOHr+kkSbJYpEe/2KmC4hKDUwEAgPpAUQg4oW3xZ/Tvnw5JktxcTPq/23vLx8PN4FSwd3cPjVavyCBJ0pFTOXr7p8PGBgIAAPWCohBwMjkFxZr52Q6ZLdbbD1zVwfZBH7gYVxeTXhzfQ24u1kZE/1l7RPtPZhucCgAA1BVFIeBknvlmr+LTcyVJfaKC9JcR7QxOhKakc8sA29+ZYrNFj32xSyVl3zAAAIAmiaIQcCLf7zmpJVsSJUk+Hq56/fbecnPl1wBq5q8j26tdC19J0o7ETH204bixgQAAQJ3waRBwEmln8/XYl7tst/95Q1e1CfY1MBGaKk83V70wvqft9ivfH1BiRq6BiQAAQF1QFAJOwGKxHuaXkVMoSbq6a5hu6x9pcCo0ZQOim2vK4DaSpNzCEs35arcsFg4jBQCgKaIoBJzAirgU/bQ/TZIU4uep52/pIZPJZHAqNHWzru2kVoFekqRfDp7SVzuSDU4EAABqg6IQcHDnCor1r2/32W4/f0sPBft5GpgIjsLfy13P3tTddvvpr/cq/VyBgYkAAEBtOG1R+O2332rUqFFq3ry5fH191bdvX7311lsym8012o/JZKrW5aOPPqrwvPnz51/yOatWrarPtwwn9daPh5Sabf2gPqpLqEZ3DTM4ERzJVV3CdH3PVpKkM7lFevqbvQYnAgAANeWU06pfeOEFzZ49W5IUExMjPz8/xcXF6YEHHtDq1au1bNkyubhUr14eNmxYlY+dOXNGe/daPyANHjy40m1CQ0PVoUOHSh9r1qxZtTIAVTmcdlZz1x2TJHm4uegf13czOBEc0ZM3dtO6w6eVmVuk5TtSNK53uEZ25ssHAACaCqcrCjdu3KjHH39cLi4uWrBggSZOnChJiouL0zXXXKMVK1botdde08MPP1yt/a1bt67Kx5544gnt3btXAwcOVKdOnSrdZsyYMZo/f36N3wdwKRaLRU+u2Kvi0hly9w5vp6hgH4NTwRGF+HnqibFd9fDncZKkJ5bt1vczg+Xn6XT/xAAA0CQ53eGjzz77rCwWi2bMmGErCCWpV69eeu211yRZVxKLiorq9DoWi0ULFy6UJE2ZMqVO+wJq43+7T2rd4dOSpIggb/15OEPq0XDG943Q5R1CJEkpWfl65bsDBicCAADV5VRFYXZ2tlavXi1Jmj59+gWP33rrrQoICFB6errWrFlTp9f69ddfdfz4cbm7u2vChAl12hdQU7mFxXq23Lld/7ihq7w9XA1MBEdnMpn0r5t7yNvd+vfso43HtS3+jMGpAABAdThVUbh9+3YVFhbKy8tLffv2veBxd3d3DRgwQJK0adOmOr3WggULJEnXXnutQkJCqtwuLi5OkyZN0siRI3XTTTfpqaee0pEjR+r02sDbaw4rJStfknRFxxa6muYyaASRzX300NUdJUkWi/ToFztVUFxicCoAAHApTlUUHjp0SJIUFRUlN7fKz3WJiYmpsG1tFBQU6PPPP5d06UNHd+zYocWLF2vNmjVavny5nnzySXXq1EnPPfdcrV8fzu3Y6Ry9/4u1uYy7q0lP3tCVmYRoNFOHtVWv1oGSpMNp5/SfNXzJBQCAvXOqovDMGeuhTBfr6ln2WNm2tfH1118rMzNTgYGBuuGGGyrdJigoSPfff7/Wr1+v1NRU5efna/v27ZoyZYpKSkr0xBNP6N///vdFX6egoEDZ2dkVLnBuFotFT329R4Ul1tEqMy6PUUwLP4NTwZm4upj0wviecnOxfhHxn7WHdTD1rMGpAADAxThVUZifbz2czsPDo8ptPD2tQ73z8vJq/Tplh47eeuut8vLyqnSbm266SW+++aaGDh2q0NBQeXp6qnfv3vr444/197//XZK1e+nZs1V/mHr++ecVGBhou0RGRtY6MxzD6n1pWnvglCSpVaCX7h/Z3uBEcEZdWgXo3tLGRkUlFj36xU6VlHbBBQAA9sepisKyAq2wsLDKbQoKrEO+vb29a/Ua6enp+vbbbyVJd955Z6328dRTT8nT01NZWVn66aefqtxu9uzZysrKsl0SExNr9XpwDPlFJXrq6z2223PGdpGPByMBYIz7RrZXTAtfSdL2hEwt+C3e4EQAAKAqTlUUVufQ0OocYnoxn376qYqKihQdHa3LLrusVvsICAhQt27WIeOHDx+ucjtPT08FBARUuMB5vfvzESWdsa5wD20XrLE9WhmcCM7My91VL9zS03b7tR8OKjO36i/kAACAcZyqKOzQoYMkKSEhQcXFxZVuc/To0Qrb1lTZoaN33HFHnZp7uLu7S1KVOYHyEjNy9c5aa0MPNxeTnrqxG81lYLiBbZvrlr4RkqSsvCK99VPVX3IBAADjOFVR2KdPH7m7uys/P1+xsbEXPF5UVKQtW7ZIkgYNGlTj/R85ckQbN26UZC0Ka6ukpEQHDlgHP7du3brW+4HzePqbvSootjaXmTosWh3C/A1OBFg9ck0neblb/6n5eONxxafnGJwIAAD8nlMVhQEBARo1apQkae7cuRc8/vnnnys7O1vBwcEaMWJEjff/ySefSJIGDhyoTp061Trn3LlzlZmZKVdX11rlgHNZcyBNP+xNlSS18PfUA1fVbpUbaAitAr31x8uto36KSix6cdV+gxMBAIDfc6qiUJLmzJkjk8mkDz74QIsXL7bdHxcXp5kzZ0qSZs2aVaFD6euvv67o6GhNmDDhovteuHChpEvPJszOztbEiRO1efPmCveXlJTo/fff19/+9jdJ0vTp0xUREVH9NwenU1BcoqdWlGsuc10X+Xu5G5gIuNA9w9spxM/a2fnbXSe19XiGwYkAAEB5TlcUDhs2TM8884zMZrMmTZqkdu3aqVevXurbt69SU1M1duxYPfTQQxWek5mZqfj4eJ08ebLK/W7cuFGHDx+Wu7v7JYtHs9msJUuWaNCgQWrWrJn69u2rgQMHKiQkRH/605+Un5+vMWPG6I033qiX9wzH9cGvx3Q8PVeSNDC6ucb1Djc4EXAhP083zRzd0Xb72ZX7ZLEwogIAAHvhdEWhZF0t/PrrrzVy5Eilp6fr8OHD6tGjh15//XUtX75crq6uNd5n2aGj1157rUJCQi66ra+vr1566SXddNNNCgkJ0ZEjR7Rjxw55eXlp7Nix+vTTT7Vy5coqZxwCkpScmae3fjokSXIxSU+No7kM7Ndt/VurY5ifJGlHYqa+2XnC4EQAAKCMycLXtQ4jOztbgYGBysrKYjyFE/jLwm36dpd19fruodF68sZuBicCLm7tgTTd/aG1mVfrZt5aPXO4vNxr/iUcAAC4tJrUBk65Ugg0desOnbYVhMG+Hnqw3KF5gL0a0SlUl3ewHkmRdCZPH204bmwgAAAgiaIQaHIKi83654rdttuPjumsQG+ay6BpePy6Lio7yvnfaw4rI4eB9gAAGI2iEGhiPlx/TEdOWWe99YkK0h/6MssSTUeXVgG6rV+kJOlsfrHeWH3Q4EQAAICiEGhCTmbl680frc1lTCbp6Ru7y8WF5jJoWh66uqN8PKznEi7clKAjp84ZnAgAAOdGUQg0Ia98f0A5hSWSpEkDo9SjdaDBiYCaCw3w0j1XtJMkFZsteuF/DLQHAMBIFIVAE3Eo9ay+jE2SJAV4uenhqzsZnAiovT9e0VZhAdaB9j/sTdVvR9MNTgQAgPOiKASaiFe/Pyhz6QCZe0e0UzNfD2MDAXXg4+Gmh8p9sfHsyr0ym5mQBACAESgKgSYgLjFTq/ZYR1C08PfU1KFtDU4E1N34vq3VpZV1btLu5Gwtj0s2OBEAAM6JohBoAl75/oDt+gMj28vbg4HfaPpcXUx6YmwX2+2XVx1QflGJgYkAAHBOFIWAndtw5LR+PXRakhTZ3Fu3D4gyOBFQf4a1D9GVnVpIklKy8jV33TGDEwEA4HwoCgE7ZrFY9PJ351cJHxzVUR5u/NjCsTx+XRe5lo5W+c+awzp1tsDgRAAAOBc+XQJ2bPW+NG1PyJQkdQzz07jeEcYGAhpAhzB/TRhgHWifU1ii/2OgPQAAjYqiELBTJWaLXim3SvjQ1Z1sqymAo3lwdEf5ebpJkpZsTtCh1LMGJwIAwHlQFAJ26uu4FB0o/WDcKzJIV3cNMzgR0HBC/Dz15xHWgfZmi/Svb/cZnAgAAOdBUQjYocJis1774fwhdLOu6SSTiVVCOLbpl7VVeKCXJGnNgVNaV9pgCQAANCyKQsAOfbo1UQkZuZKkYe2DNax9iMGJgIbn5e6qR66tONC+hIH2AAA0OIpCwM7kFZborR8P2W4/ck1nA9MAjWtcrwj1iAiUJO0/eVZfxCYZnAgAAMdHUQjYmY82HldaaUv+q7uGqXdkkLGBgEbk4mLSnHID7V/5joH2AAA0NIpCwI5k5RXpnbVHJEkmk/TwNZ0u8QzA8QyOCdbo0sZKaWcLtGhTgsGJAABwbBSFgB354NejysorkiTd3CdCHcP8DU4EGGPm6I626+/8fITVQgAAGhBFIWAnTp0t0Nx1xyRJ7q4mPTiq4yWeATiuLq0CNKZ7S0nWnw1WCwEAaDgUhYCdeHvNYeUWWldDJg6MUmRzH4MTAcZ64KoOtuusFgIA0HAoCgE7kHQm17YS4uXuovtGtjc4EWA8VgsBAGgcFIWAHXhj9SEVlpglSVOHtVWov5fBiQD7wGohAAANj6IQMNjhtPOz2AK83HTvFe0MTgTYD1YLAQBoeBSFgMFe++GgzBbr9XuGt1Ogj7uxgQA7w2ohAAANi6IQMNCupCx9u+ukJCnEz1NTh0UbGwiwQ6wWAgDQsCgKAQO9/P0B2/X7R7aXj4ebgWkA+8VqIQAADYeiEDDIb0fT9cvBU5Kk1s28NXFglMGJAPvFaiEAAA2HohAwgMVi0Uur9ttu/31UR3m48eMIXAyrhQAANAw+hQIG+Gl/mmITMiVJHUL9dHOfCGMDAU1Al1YBurYbq4UAANQ3ikKgkZnNFr3y/UHb7Yeu7iRXF5OBiYCmg9VCAADqH0Uh0Mh+3J+mfSeyJUk9Wwfqmm5hBicCmo6u4awWAgBQ3ygKgUZksVj07zWHbbcfGNlBJhOrhEBNsFoIAED9oigEGtHGI+mKS8yUJHVu6a+ruoQaGwhoglgtBACgflEUAo2o/CrhX65szyohUEusFgIAUH8oCoFGEptwRhuOpEuSooN9NLZHK4MTAU0Xq4UAANQfikKgkfyn3Crhn0e0o+MoUEflVwvfZbUQAIBaoygEGsG+E9lavS9NktQq0Es392ltcCKg6Su/Wph2tkCLN7NaCABAbVAUAo3gnbVHbNf/eHmMPNz40QPqQ4VzC9eyWggAQG3wyRRoYMdP5+ibnSmSpOa+Hpo4MMrgRIDjYLUQAIC6oygEGti7Px+R2WK9Pv2ytvL2cDU2EOBgWC0EAKBuKAqBBnQiK09fxCZJkvw93TRlSBuDEwGOp2t4gK7pFiaJ1UIAAGqDohBoQO/9clRFJdZlwjuHtlGAl7vBiQDHxGohAAC1R1EINJD0c+dXLLzcXTRtWFuDEwGOq1t4IKuFAADUEkUh0EA+XH9c+UVmSdLEgVEK9vM0OBHg2FgtBACgdigKgQaQnV+kjzYelyS5u5r0x8tjjA0EOIHfrxZ+uiXR4EQAADQNFIVAA/hkY7zO5hdLkm7p01rhQd4GJwKcQ/nVwvd/PariErOBaQAAaBooCoF6lldYonnrjkmSXEzSvSPaGZwIcB7dwgN1eYcQSVLSmTz9b/dJgxMBAGD/KAqBerZkS4LScwolSWN7hqttiK/BiQDncu/w81/E/PeXI7JYLAamAQDA/lEUAvWosNis9345arv9F1YJgUY3tF2wukcESJJ2J2drw5F0gxMBAGDfKAqBerRse5JOZOVLkkZ1CVWXVgEGJwKcj8lk0j1XlF8tPHqRrQEAgNMWhd9++61GjRql5s2by9fXV3379tVbb70ls7lmTQmefPJJmUymi172799f5fP37dunyZMnq1WrVvLy8lK7du308MMPKzMzs47vEI2txGzRO2uP2G7/5cr2BqYBnNuY7i3Vupm1wdMvB09pb0q2wYkAALBfbkYHMMILL7yg2bNnS5JiYmLk5+enuLg4PfDAA1q9erWWLVsmF5ea1cuRkZGKioqq9DEfH59K71+zZo3Gjh2rvLw8tWjRQt26ddP+/fv16quvatmyZdqwYYPCwsJq9uZgmG93ndDx9FxJ0pCYYPWNamZwIsB5ubm66I+Xx+ifK/ZIkt775Yhen9DH4FQAANgnp1sp3Lhxox5//HG5uLho0aJFOnLkiOLi4hQbG6uwsDCtWLFCr732Wo33O23aNK1bt67SS2XF4tmzZ3X77bcrLy9PDzzwgJKTk7Vt2zYlJCRo2LBhOnr0qKZPn14fbxmNwGKx6O01h2237xvJKiFgtFv7t1YzH3dJ0tc7TyjpTK7BiQAAsE9OVxQ+++yzslgsmjFjhiZOnGi7v1evXrZi8IUXXlBRUVGD5nj33Xd16tQpdenSRa+99prc3a0fXIKDg7Vo0SK5ublp5cqVio2NbdAcqB8/7U/T/pNnJUm9IoM0tF2wwYkA+Hi4acqQaEnWw7vnrTtuaB4AAOyVUxWF2dnZWr16tSRVugp36623KiAgQOnp6VqzZk2DZvnyyy8lSXfffbdcXV0rPBYVFaVRo0ZJkpYuXdqgOVB3FotF/y6/Snhle5lMJgMTAShz15A28nSz/lO3ZEuCMnMLDU4EAID9caqicPv27SosLJSXl5f69u17wePu7u4aMGCAJGnTpk012veaNWt06623auTIkfrDH/6gl156SSdPVj40ubi4WNu2bZMkDRs2rNJtyu6vaQ40vo1H07U9IVOS1CnMX1d1DjU2EACbYD9P3dY/UpKUW1iiBb/FG5wIAAD741RF4aFDhyRZV+Lc3CrvsRMTE1Nh2+r65ZdftHTpUq1Zs0ZffPGFHn30UcXExGj+/PkXbHv8+HHb4allr1dfOdD4/rOmfMfRdnJxYZUQsCczLm+rsh/L+RuOK7+oxNhAAADYGacqCs+cOSNJatas6q6QZY+VbXsprVq10uOPP64tW7YoPT1dubm5Wr9+vcaMGaO8vDxNmzZNX3/9daU5LpalOjkKCgqUnZ1d4YLGtSMxU+sOn5YktQn20dgerQxOBOD32gT7akx368/m6XOF+jI22eBEAADYF6cqCvPzrUPFPTw8qtzG09NTkpSXl1etfd5zzz167rnn1L9/fzVv3lze3t4aOnSoVq5cqZtvvlkWi0UPPvigLBbLBTkulqU6OZ5//nkFBgbaLpGRkdXKjPpTvuPovcPbyc3VqX6kgCbjT1ecPyrj/V+PqsRsucjWAAA4F6f6BOvl5SVJKiysutFAQUGBJMnb27tOr2UymfTCCy9Iko4cOaKdO3dekONiWaqTY/bs2crKyrJdEhMT65QZNXMw9ax+2JsqSWoZ4KVb+kYYnAhAVXpFBmlIjLUr8LHTObafXQAA4GRFYXUOyazOIabV1bFjRzVv3lySdPjw+RWl8vuuKkt1cnh6eiogIKDCBY3ng1+P2q7PuLytPN1cL7I1AKP9afj51cJ3fz5S4QgOAACcmVMVhR06dJAkJSQkqLi4uNJtjh49WmHbuiqbP1j+9aKjo233l71eQ+dA/Tp1tkBfbU+RJPl7uWniwCiDEwG4lBEdW6hTmL8k6/nAW45X79xxAAAcnVMVhX369JG7u7vy8/MrHQpfVFSkLVu2SJIGDRpU59c7ffq00tLSJEmtW7e23e/m5mYbibF+/fpKn1t2f33kQP375Ld4FZaYJUmTBkbJ17PybrYA7IfJZNI95VYL3/vlyEW2BgDAeThVURgQEGAbCj937twLHv/888+VnZ2t4OBgjRgxos6v99prr8lisSgwMNA2/7DMLbfcIkmaP3++SkoqtkdPSEjQ6tWrJUnjx4+vcw7Ur/yi87POXF1MumtotLGBAFTbDb3C1SrQel736n1pOpR61uBEAAAYz6mKQkmaM2eOTCaTPvjgAy1evNh2f1xcnGbOnClJmjVrVoWuoK+//rqio6M1YcKECvvas2eP/vKXv2jPnj0V7s/Pz9e//vUvvfjii5KkRx999IIuo/fee69CQkK0b98+zZw50za3MD09XZMmTVJxcbHGjBmjfv361d+bR734anuyMnKsDYLG9mil8KC6NSUC0HjcXV00/bK2ttvv/VL5IfwAADgTpysKhw0bpmeeeUZms1mTJk1Su3bt1KtXL/Xt21epqakaO3asHnrooQrPyczMVHx8vE6ePFnh/qKiIr3zzjvq3r27QkND1b9/f/Xv31/BwcGaM2eOzGazpk+frscee+yCHAEBAVqyZIm8vLz05ptvKiIiQv3791dUVJTWr1+v6OhozZs3r0H/LFBzFotFH6w7Zrs94/K2F9kagD2aMDBK/l7WQ76/2pGs1Oz8SzwDAADH5nRFoWRdLfz66681cuRIpaen6/Dhw+rRo4def/11LV++XK6u1esiGR0drWeeeUZjxoyRn5+fDhw4oF27dql58+b6wx/+oFWrVumDDz6QyWSq9PlXXXWVtm7dqgkTJshkMmnXrl0KCwvTzJkzFRsbq5YtW9bn20Y9+PngKR1OOydJGhjdXD1bBxkbCECN+Xm66Y7BbSRJRSUWzVt/7BLPAADAsZks9OR2GNnZ2QoMDFRWVhbjKRrIlLmb9Ouh05Kkd+/op2u7U7gDTVFadr4ue3GNCkvM8vd004bZI+Xv5W50LAAA6k1NagOnXCkEamP/yWxbQRjV3Eeju4YZnAhAbYUGeOmWvhGSpLMFxVq8OcHgRAAAGIeiEKimeeXOJZw2LFquLpUfFgygaZhx+fnxFHPXHVNhsdnANAAAGIeiEKiG3w+rv7V/pMGJANRV+1A/24p/anaBlu9INjgRAADGoCgEqqHCsPpBDKsHHMW9FYbZH5XZzGn2AADnQ1EIXEL5YfVuLibdzbB6wGH0a9Nc/ds0kyQdSjuntQfTDE4EAEDjoygELmFZuWH11/VopVaBDKsHHMmfrji/WvjuzwyzBwA4H4pC4CIsFovmMqwecGijuoQppoWvJGnzsQxtTzhjcCIAABoXRSFwEQyrBxyfi4tJ91xR8dxCAACcCUUhcBHlVwmns0oIOKyb+kSohb+nJOm7PSeVmJFrcCIAABoPRSFQhfLD6tsE+2hUF4bVA47K081VdwxqI0kyW2RrLgUAgDOgKASqMPfX86uEU4cyrB5wdJMGRcnD1frP4uLNCcotLDY4EQAAjYOiEKjEqbMFWr6DYfWAM2nh76kbeoVLkrLzi/VlLMPsAQDOgaIQqATD6gHnNHVYtO36/A3HZbEwzB4A4PgoCoHfYVg94Ly6RwRqQLR1mP3htHNad/i0wYkAAGh4FIXA75QfVj+2J8PqAWczddj5TsPz1x83LggAAI2EohAo5/fD6qdfxhgKwNlc3TVM4YFekqSfDqTp+OkcgxMBANCwKAqBchhWD8DN1UVThkRLkiwW67mFAAA4MopCoByG1QOQpAkDIuXlbv0ncum2JJ3NLzI4EQAADYeiECjFsHoAZZr5eujmPhGSpHMFxVq6LcngRAAANByKQqBU+WH104a1ZVg94OTuHnr+aIGPNhyX2cx4CgCAY6IoBFRxWH2Al5v+0K+1wYkAGK1TS38NbRcsSTqenqu1B9MMTgQAQMOgKAT0+2H1bRhWD0BSxfEUHzKeAgDgoCgK4fR+P6z+rqFtDE4EwF6M7ByqyObWWaW/HjqtQ6lnDU4EAED9oyiE02NYPYCquLqYdFfpeAqJ8RQAAMdEUQinZrFY9OF6htUDqNptAyLl4+EqSfoyNllZuYynAAA4FopCOLXfjmboYKp1WH3/Ns0YVg/gAgFe7rbmU3lFJfp0a4LBiQAAqF8UhXBqH288brt+19Bow3IAsG/lfz98tCFeJYynAAA4EIpCOK2UzDx9vzdVkhTq76lrurU0OBEAe9WuhZ9GdGohSUrOzNMPpb87AABwBBSFcFqLNiXYvu2fNChKHm78OACo2t3lVgvLn4sMAEBTx6dgOKWC4hIt3mw9L8jNxaRJA6MMTgTA3l3RoYViWvhKkjYdy9DelGyDEwEAUD8oCuGUvt11QumlYyjG9Gil0AAvgxMBsHcuLqYKq4XzN7BaCABwDBSFcEofbYi3Xb9rCMPqAVTP+L6t5e/lJkn6akeKbcYpAABNGUUhnE5cYqZ2JGZKkrq2ClC/Ns2MDQSgyfD1dNPt/SMlSYXFZtth6AAANGUUhXA6H28st0o4tI1MJpOBaQA0NXcOiVbZr41PNsarqMRsbCAAAOqIohBOJf1cgb7emSJJCvR21429IgxOBKCpiQr20aguYZKkk9n5WrX7pMGJAACoG4pCOJVPtyaqsNj6rf7tAyLl7eFqcCIATdFUxlMAABwIRSGcRnGJWQtKDx01maQ7BtFgBkDtDGkXrE5h/pKk2IRMxZWepwwAQFNEUQinsXpfmlKy8iVJIzuFKirYx+BEAJoqk8mkqcOibbfnbzhuWBYAAOqKohBO4+ONx23X7yx36BcA1Ma43hEK8nGXJH2zM0Vp2fkGJwIAoHYoCuEUDqWe1YYj6ZKkmBBfXd4+xOBEAJo6bw9XTRwYJUkqKrFo4SbGUwAAmiaKQjiF8mMopgxpIxcXxlAAqLspg9vItfT3ycJN8SooLjE4EQAANUdRCIeXnV+kL2KTJEk+Hq4a36+1wYkAOIrwIG9d262lJOn0uULGUwAAmiSKQji8L7clKbfQ+u39LX0jFODlbnAiAI7krnLnKH9S7qgEAACaCopCODSz2VLh0NE7h0QbFwaAQxoQ3cw2nmJr/BntTck2OBEAADVDUQiHtv7IaR09nSNJGhITrI6lH9wAoL6YTCbdMeT83NNPfmO1EADQtFAUwqF9tOH8h7O7hjKsHkDDuLlPhHw9XCVJX21PVnZ+kcGJAACoPopCOKzEjFz9uD9VktQq0EujuoQZnAiAo/LzdNMtfa1NrPKKSvTltiSDEwEAUH0UhXBYCzbFy2KxXr9jcBu5ufLXHUDDuWNwxUNILWW/gAAAsHN8SoZDyi8q0adbEiVJHq4uun1ApMGJADi6Ti39NbBtc0nSkVM52ng03eBEAABUD0UhHNKKuBRl5lrP6bm+ZyuF+HkanAiAM5hSbrVwAQ1nAABNBEUhHI7FYtFHG47bbt9ZboYYADSka7q1tH0J9d2eVKVm5xucCACAS6MohMOJTcjUntI5Yb1aB6p3ZJCxgQA4DQ83F00caD1cvcRs0eLNCQYnAgDg0py2KPz22281atQoNW/eXL6+vurbt6/eeustmc3mGu1n+/bt+sc//qHhw4crJCRE7u7uCg0N1ZgxY7Rs2bIqnzd//nyZTKaLXlatWlXXt+mUPt543HadYfUAGtvEgVFyMVmvL96coKKSmv27AgBAY3MzOoARXnjhBc2ePVuSFBMTIz8/P8XFxemBBx7Q6tWrtWzZMrm4XLpePnLkiPr27Wu73bZtW0VHR+vo0aNatWqVVq1apbvuukvz5s2rcn+hoaHq0KFDpY81a9asFu/OuaWdzde3u05Ikpr7emhsz1YGJwLgbMKDvDWqS5i+35uq1OwCrd6bqjE9+F0EALBfTrdSuHHjRj3++ONycXHRokWLdOTIEcXFxSk2NlZhYWFasWKFXnvttWrty2KxqFWrVnrxxReVkpKio0ePauvWrTp9+rTeeustmUwmffTRR/rPf/5T5T7GjBmjdevWVXoZNGhQfb1tp7Fkc6KKSqxt4CcMiJSXu6vBiQA4oylDKo6nAADAnjldUfjss8/KYrFoxowZmjhxou3+Xr162YrBF154QUVFRZfcV+vWrXX48GHNmjVLrVqd/xbYxcVF9913n+655x5J0vvvv1/P7wKVKSoxa+Em64cvF5M0uVwXQABoTMPahahtiK8kacORdB1OO2twIgAAquZURWF2drZWr14tSZo+ffoFj996660KCAhQenq61qxZc8n9eXl5ycfHp8rHr776aknSwYMHa5kYNfHdnpNKzS6QJI3uGqaIIG+DEwFwVi4uJk0eFGW7veA3Gs4AAOyXUxWF27dvV2Fhoby8vCqcC1jG3d1dAwYMkCRt2rSpzq+Xn29tRe7tXXVxEhcXp0mTJmnkyJG66aab9NRTT+nIkSN1fm1n9PGG84do3UWDGQAGu7VfpLzcrf/MfrEtSbmFxQYnAgCgck5VFB46dEiSFBUVJTe3ynvsxMTEVNi2Lj777DNJ0rBhw6rcZseOHVq8eLHWrFmj5cuX68knn1SnTp303HPP1fn1ncn+k9nafDxDktQ+1E9D2gUbnAiAswv0cdeNvcIlSWcLirV8R4rBiQAAqJxTFYVnzpyRdPGunmWPlW1bW99//72++uorSdIjjzxyweNBQUG6//77tX79eqWmpio/P1/bt2/XlClTVFJSoieeeEL//ve/L/oaBQUFys7OrnBxVgvLHZp155A2MplMBqYBAKspg6Nt1z/ZGC+LxWJcGAAAquBURWHZ4ZweHh5VbuPp6SlJysvLq/XrJCQkaPLkyZKkv/zlL7riiisu2Oamm27Sm2++qaFDhyo0NFSenp7q3bu3Pv74Y/3973+XJD3xxBM6e7bq5gTPP/+8AgMDbZfIyMhaZ27KcgqKtWx7siTJx8NVN/eJMDgRAFj1aB2oXpFBkqS9J7IVm5BpaB4AACrjVEWhl5eXJKmwsLDKbQoKrI1KLnYe4MVkZGRozJgxOn36tEaMGFHt8RblPfXUU/L09FRWVpZ++umnKrebPXu2srKybJfExMRaZW7qlu9I0bkC67k643qHy9/L3eBEAHDelHKdkBcwngIAYIecqiiszqGh1TnEtCrnzp3Tddddp71796pfv35asWKFbeWxJgICAtStWzdJ0uHDh6vcztPTUwEBARUuzsZisdjGUEjS5EGMoQBgX67v2UpBPtYvq1buPKH0cwUGJwIAoCKnKgo7dOggyXp4Z3Fx5V3gjh49WmHb6iooKNC4ceO0adMmde3aVatWrZK/v3+ts7q7Wz9AVJUTVjsSM7UnxXouZa/IIHWPCDQ4EQBU5OXuqtv6Ww/vLywx67OtSQYnAgCgIqcqCvv06SN3d3fl5+crNjb2gseLioq0ZcsWSdKgQYOqvd/i4mLddttt+umnnxQTE6MffvhBISEhtc5ZUlKiAwcOSJJat25d6/04g4WbzjeYKT8TDADsSfnfTws3xavETMMZAID9cKqiMCAgQKNGjZIkzZ0794LHP//8c2VnZys4OFgjRoyo1j4tFovuvvturVixQuHh4Vq9erXCw8PrlHPu3LnKzMyUq6trtXM4o8zcQn0dZ23xHuDlpht61u3PHQAaSptgXw3v2EKSlHQmTz8fTDM4EQAA5zlVUShJc+bMkclk0gcffKDFixfb7o+Li9PMmTMlSbNmzarQofT1119XdHS0JkyYcMH+/va3v2nhwoUKCQnR6tWr1bZt20tmyM7O1sSJE7V58+YK95eUlOj999/X3/72N0nS9OnTFRFBJ82qfBGbrIJisyRpfL/W8vZwNTgRAFStfMOZTzbScAYAYD8qn+DuwIYNG6ZnnnlGTzzxhCZNmqQnnnhCfn5+2r17t8xms8aOHauHHnqownMyMzMVHx+v6OjoCvdv3LhRb731liRrt9I//vGPVb7uunXrbNfNZrOWLFmiJUuWKCgoSG3btpWbm5sOHTqkzMxMSdKYMWP0xhtv1M+bdkA0mAHQ1FzZOVQRQd5KzszT2oOnlJCeq6hgH6NjAQDgfEWhZF0t7NWrl/7v//5P27Zt08mTJ9WjRw9NnTpV9913n1xdq7fiVDa+QpISExOrPRLC19dXL730kjZs2KDdu3fryJEjysvLU3BwsMaOHas777xTt956KwPYL2Lj0XQdPZUjSRoc01ztQ/0MTgQAF+fqYtLkwVF6adUBWSzSws3xmj2mi9GxAACQyWKxcLa7g8jOzlZgYKCysrIcfjzFXxfFauXOE5Kkf0/qo+s5nxBAE3D6XIGGPv+TCkvMaubjro2zr5KXO4e+AwDqX01qA6c7pxBNX9rZfH23+6QkKcTPQ1d3bWlwIgConhA/T13Xw/o760xukb7ddcLgRAAAUBSiCfp8a5KKS9u539Y/Uh5u/DUG0HRMGVKu4cxvNJwBABiPT9NoUkrMFi0qnU1oMkkTBzKbEEDT0jeqmbq0sh7Gsz0hU7uTswxOBABwdhSFaFJ+Ppim5Mw8SdKIji0U2ZzOfQCaFpPJVGE8xQJWCwEABqMoRJOy4LcE2/U7BjOGAkDTNK53uPw9rQ3Av9qRrKy8IoMTAQCcGUUhmoykM7lacyBNkhQR5K0RnUINTgQAtePr6abx/VpLkvKLzFq6LcngRAAAZ0ZRiCZj8eYElQ1QmTgwUq4uzHEE0HTdMfj8OdGLNsWLCVEAAKNQFKJJKCw269Mt1m/S3VxMum1ApMGJAKBu2of6a2Db5pKkI6dytOlYhsGJAADOiqIQTcL3e0/q9LkCSdI13Voq1N/L4EQAUHeTB5VfLUy4yJYAADQcikI0CQvLNZgp/yEKAJqya7u3VHNfD0nSqt0nlV765RcAAI2JohB273DaOW08mi5Jignx1ZB2wQYnAoD64enmqltLG84UltBwBgBgDIpC2L3yh1RNGhQlk4kGMwAcx8SB549+WLw5QWYzDWcAAI2LohB2Lb+oREu3JUqSPN1c9IfSb9QBwFFEh/hqWHvrERDH03O14Ui6wYkAAM6GohB27eu4FGXnF0uSru8ZriAfD4MTAUD9mzyoje36os3xBiYBADgjikLYtYXlDh2dPJgGMwAc0+iuYQrx85Qkfb8nVWln8w1OBABwJhSFsFu7k7O0IzFTktS1VYD6RAYZmgcAGoq7q4tu6289PL7YbNHnW2k4AwBoPBSFsFu/XyWkwQwARzZxYJTKfs0t3pygEhrOAAAaCUUh7NLZ/CIt35EsSfLzdNO43hEGJwKAhhXZ3EdXdGghSUo6k6dfDp0yOBEAwFlQFMIufbU9WbmFJZKkm/qEy8/TzeBEANDwJg86f+50+XE8AAA0JIpC2B2LxaIFv5U7dLRcVz4AcGQjO4eqZYCXJOmn/Wk6kZVncCIAgDOgKITd2RZ/RgdSz0qS+rVppi6tAgxOBACNw83VRbcNiJQklZgt+nRLosGJAADOgKIQdqdCg5lBjKEA4FwmDIiUS2nDmU+3JKq4xGxsIACAw6MohF3JyCnUyp0nJElBPu66rkcrgxMBQOMKD/LWyM6hkqQTWflac4CGMwCAhkVRCLuydFuiCku/Fb+1X2t5ubsanAgAGt+kCg1n4g1MAgBwBhSFsBsWi0WLN58/f2YSDWYAOKnhHUMVEeQtSVp78JSSzuQanAgA4MgoCmE3Nh5J17HTOZKkoe2C1TbE1+BEAGAMVxeTJpQ2nLFYpCWbaTgDAGg4FIWwGws3n28wM4kGMwCc3O0DIuVa2nHm062JKqLhDACggVAUwi6cPleg7/eclCSF+Hno6q4tDU4EAMYKDfDS6C5hkqRTZwu0em+qwYkAAI6KohB2Yem2JBWVWCRJf+gXKQ83/moCQIWGM+WOpgAAoD7xyRuGM5stWlzuw07ZeTQA4Owuax+iqOY+kqRfD51WfHqOwYkAAI6IohCG23AkXfHp1s56l7UPUTQNZgBAkuTiYtLEgawWAgAaFkUhDLeYBjMAUKVb+7eWu6u14czSrUkqKC4xOBEAwNFQFMJQp84W6DtbgxlPje4aZnAiALAvIX6euqabtflWek6hvttDwxkAQP2iKIShPt+WqGKztcGM9dtw/koCwO9VaDizKd7AJAAAR8QncBjGbLZUGMg8cQCHjgJAZYbEBCum9Hzr345m6HDaOYMTAQAcCUUhDLPu8GklZFgbzFzeIURRwT4GJwIA+2QymSqsFi6m4QwAoB5RFMIw5T/UTKbBDABc1Pi+rW0zXL+ITVJ+EQ1nAAD1g6IQhkg7m68f9lqbJbTw99RVXWgwAwAX08zXQ2N7tJIkZeYW6dtdJwxOBABwFBSFMMTnW5NsDWZuo8EMAFRLxYYzHEIKAKgffBJHozObLbZDR00maQINZgCgWvq3aaYOoX6SpK3xZ3Tg5FmDEwEAHAFFIRrdr4dPK+lMniTpig4tFNmcBjMAUB0mk6nCOdiMpwAA1AeKQjS68h9iJg5klRAAauLmvq3l5W795/vL2GTlFhYbnAgA0NRVuyjs0aOHXn75ZSUnJzdkHji41Ox8rd6XJkkK9ffUVV1CDU4EAE1LoLe7ru8ZLkk6W1CslTtpOAMAqJtqF4V79uzRY489pjZt2mj06NH6+OOPde4cw3NRM59tSVRJaYOZ2wdE0mAGAGqhQsMZZhYCAOqo2p/IX3nlFfXu3Vtms1k//vijpk6dqpYtW+qOO+7QqlWrZDabGzInHECJ2aIlWxIlWRvM3D4g0uBEANA09YkMUueW/pKk7QmZ2nci2+BEAICmrNpF4cyZM7Vt2zbt3btXjz32mKKiopSbm6tFixZp7NixioiI0EMPPaTt27c3ZF40Yb8cOqXkTGuDmeEdW6h1MxrMAEBtmEymCquFi1ktBADUQY2P3evcubP+9a9/6dixY/r55581Y8YMBQUFKTU1Va+//rr69++v7t2766WXXlJSUlJDZEYTVX6m1iQazABAndzUJ8LWcGYZDWcAAHVQpxO6Lr/8cr333ns6efKkvvjiC40bN04eHh7au3evZs+erejoaF111VX66KOPOP/QyZ3MytdP+60NZloGeGlkZxrMAEBdBHi564ZyDWe+oeEMAKCW6qXLh7u7u26++WZ9+eWXOnnypN59910NGzZMFotFa9eu1bRp09SyZcv6eCk0UZ9tPd9g5rYBkXKjwQwA1FmFhjObOIQUAFA79f7JPDAwUH/605/0008/6c0335Snp6csFovy8vLq+6XQRJSYLVpSer6LCw1mAKDe9C7XcGZHYqb2ptBwBgBQc/VeFP7222+67777FB4ergceeED5+fmSrHMO4Zx+PpimlCzr34MRnUIVEeRtcCIAcAwmk0mTaTgDAKijeikKDx06pH/+85/q0KGDhg0bpnfeeUenT59WWFiYZs6cqe3bt2vHjh318VJogmgwAwANZ1yfCHm7u0qSvtpOwxkAQM3Vuig8deqU3nzzTQ0aNEidO3fWs88+qyNHjsjb21sTJ07UqlWrlJSUpFdeeUW9evWqz8z14ttvv9WoUaPUvHlz+fr6qm/fvnrrrbdqPW9x48aNGjdunFq0aCFvb2917dpVzzzzjG2ltCr79u3T5MmT1apVK3l5ealdu3Z6+OGHlZmZWasc9iYlM8/WYKZVoJdGdGphcCIAcCwBXu66oVcrSaUNZ+JoOAMAqBmTxWKxVHfj3NxcLVu2TAsXLtTq1atVUlIii8UiFxcXXXnllZoyZYrGjx8vX1/fhsxcZy+88IJmz54tSYqJiZGfn592794ts9msG2+8UcuWLZOLS/Xr5YULF+quu+5SSUmJIiIiFBoaqt27d6uoqEgDBgzQ2rVr5eNz4Uy+NWvWaOzYscrLy1OLFi0UGRmp/fv3Kzc3VzExMdqwYYPCwsKqnSM7O1uBgYHKyspSQEBAtZ/XkF5ffVCvrz4kSfrbVR304OiOBicCAMezIzFTN729XpL1PMOv/jrM4EQAAKPVpDaoduUzZcoUhYWF6c4779SqVatUXFysbt266cUXX1RCQoJ++OEH3XnnnXZfEG7cuFGPP/64XFxctGjRIh05ckRxcXGKjY1VWFiYVqxYoddee63a+zt+/LimT5+ukpISvfTSS0pMTFRsbKwOHTqkTp06acuWLZo1a9YFzzt79qxuv/125eXl6YEHHlBycrK2bdumhIQEDRs2TEePHtX06dPr8603uuISsz7dkijJ2mBmwkAazABAQ+jVOlBdWln/wafhDACgpqpdFC5cuFA5OTkKCwvTgw8+qNjYWO3cuVOPPPKIwsPDGzJjvXr22WdlsVg0Y8YMTZw40XZ/r169bMXgCy+8oKKiomrt7+WXX1ZBQYGuvvpqPfLIIzKZTJKkNm3aaN68eZKk9957T6mpqRWe9+677+rUqVPq0qWLXnvtNbm7u0uSgoODtWjRIrm5uWnlypWKjY2t83s2ytoDp3SitMHMyM6hahVIgxkAaAgmk6nCeAoazgAAaqLaRaGXl5dWrFihpKQkvfrqq+rdu3cDxmoY2dnZWr16tSRVugp36623KiAgQOnp6VqzZs0l92exWLRs2bIq9zd06FB17txZRUVFWr58eYXHvvzyS0nS3XffLVdX1wqPRUVFadSoUZKkpUuXVuOd2adF5T6UlP+wAgCof+N6h9NwBgBQK9UuCvPz8/WHP/xB1157rd58800dOXKkIXM1iO3bt6uwsFBeXl7q27fvBY+7u7trwIABkqRNmzZdcn8JCQk6ccJ6Qv+wYZWfv1F2f/n9FRcXa9u2bTV+XlOSnJmntQesDWbCA700vGOowYkAwLEFeLnrxl7WI3doOAMAxigxV7tdi12pdlE4Z84cde3aVatXr9bf//53dezYUV26dNGsWbP0888/q6SkpCFz1otDh6wNT6KiouTm5lbpNjExMRW2rc7+PD09qzyEtrL9HT9+3HZ4atnjdclhjz7dkqiyn4nbB0TJ1cVkbCAAcAITyx2VsZBDSAGgUeUXleiKl9Zo9pe7tDs5y+g4NVLtovCZZ55RbGyskpKS9M477+i6665TYmKiXnnlFY0cOVItWrTQpEmTtHDhQmVkZDRk5lo7c+aMJKlZs2ZVblP2WNm21dlfUFCQ7VzC6uyv/PWqslQnR0FBgbKzsytc7IG1wYz1w4iri0m3D6DBDAA0hl6tA9W1tOFMXGKm9qQ0rQ8lANCUfbvrhJIz87R4c4LmrTtmdJwaqfGcwvDwcN1zzz36+uuvlZ6erm+++UZ/+tOfFBAQoCVLlujOO+9UWFiYrrjiCr300kvas2dPQ+SulbKZgR4eHlVu4+npKUnKy8trsP2Vn11Y1XOrk+P5559XYGCg7RIZaR/F18nsfDX3teYf2TlULQO9DE4EAM7BZDJVWC2k4QwANJ5Fm87/zp3YxPpp1Hp4vWQtXK677jq98847On78uHbs2KGnn35a/fv314YNG/TYY4+pZ8+eatu2rR544AF99913KiwsrK/sNeblZS1OLpahoKBAkuTtfelOmbXdX9nzLvbc6uSYPXu2srKybJfExMRLZm4MrZv56NsHLtOyvwzV30d1MDoOADiVmyo0nEmh4QwANIKDqWe1Nd56hF+HUD/1b1P1kYn2qE5F4e/17NlTc+bM0caNG5WamqoPP/xQt9xyi86cOaN///vfuu666xQSElKfL1kj1TkkszqHmP5+f5mZmbJYKj+ptLL9lb9eVZbq5PD09FRAQECFi70wmUzqE9VM3cIDjY4CAE7Fv1zDmXMFxfo6LsXgRADg+MqvEk4aFFXlqWX2ql6LwvKCg4N111136fPPP9fp06e1evVqPfDAA2rVqlVDveQldehgXbVKSEhQcXHl35wePXq0wrbV2V9BQYFSUir/R7ey/UVHR9vmEpY9XpccAACUV34M0KLN9nEUCQA4qvyiEn0ZmyRJ8nRz0S19WhucqOaqXRReddVVmjlzpj7++GPt3LmzyqKqMm5ubho5cqT+7//+TwcOHKhV0PrQp08fubu7Kz8/v9Kh8EVFRdqyZYskadCgQZfcX1RUlFq2bClJWr9+faXblN1ffn9ubm62kRg1eR4AANXRs3WguoXTcAYAGsM3O08oO99aG43t2UqBPu4GJ6q5aheFa9as0RtvvKGpU6eqT58+8vPzU9++fTVt2jS9+eab+uWXX+ym+2VVAgICbEPh586de8Hjn3/+ubKzsxUcHKwRI0Zccn8mk0k333xzlfvbsGGD9u/fL3d3d914440VHrvlllskSfPnz79gnEdCQoJWr14tSRo/fvyl3xgAAOWYTCZNHEjDGQBoDOV/x05uYg1mylS7KHzxxRc1ceJEdenSRS4uLiosLNSOHTs0f/58Pfjgg7ryyivVrFkzdejQQTNmzND//ve/hsxda3PmzJHJZNIHH3ygxYsX2+6Pi4vTzJkzJUmzZs2q0BX09ddfV3R0tCZMmHDB/h555BF5eHjo+++/18svv2w7tzA+Pl7Tpk2TJM2YMcO2oljm3nvvVUhIiPbt26eZM2fa5hamp6dr0qRJKi4u1pgxY9SvX7/6/QMAADiFcb3D5eNxvuFMTgENZwCgvh04eVbbShvMdArzV9+optVgpozJUlWHlIsoKCjQrl27tGPHDm3fvl07duzQrl27dO7cufM7NpnUpUsX/fe//9WwYcPqNXRdPffcc3riiSckWYfE+/n5affu3TKbzRo7dqyWL18uV1dX2/ZPPvmknnrqKQ0fPlxr1669YH8ff/yxpk6dKrPZrIiICIWGhmr37t0qKipSv3799PPPP8vX1/eC5/3444+6/vrrlZ+frxYtWigqKkr79u1Tbm6uoqOjtXHjxguKyYvJzs5WYGCgsrKy7KrpDADAGI99sVNLtljPKXxxfA/dPqBpfoMNAPbqn8t366ON8ZKkp27spruGRhsbqJya1Aa1ajTj6emp/v37a8aMGXr77be1fv16ZWdn68CBA1q4cKGmTZumgIAA7d27V1dddZVWrFhRqzfSUObMmaOvv/5aI0eOVHp6ug4fPqwePXro9ddfv6AgrI4777xTv/76q66//nrl5eVp7969iomJ0ZNPPql169ZVWhBK1vM0t27dqgkTJshkMmnXrl0KCwvTzJkzFRsbW6OCEACA36vQcGYTh5ACQH3KKyzRl9uTJUle7i66qU+EwYlqr1YrhdVx9uxZPf7443r77bcVGBioffv2UeQ0MFYKAQDlWSwWXf/WOu1JsZ7z/839l6l7BKOCAKA+fL41UY8s3SlJ+kO/1nrl1l4GJ6qowVcKq8Pf319vvfWWpk+fruzsbL3zzjsN9VIAAKASJpOpwmohDWcAoP4s2lxxNmFT1mBFYZn/9//+nywWi1atWtXQLwUAAH7nxl7nG84s30HDGQCoD/tOZGt7QqYkqXNLf/WJDDI0T101eFEYFRWl0NBQHTp0qKFfCgAA/I6/l7vG9Q6XJJ0rKNbXcSkGJwKApq/8edqTBkXJZDIZmKbuGrwolCQXFxfl5OQ0xksBAIDfmTSwje06h5ACQN3kFhbrq9IGM97urk26wUyZaheFjz76qBYvXqx9+/apJr1pMjIydPLkSTVr1jRndgAA0NT1aB2o7hHWJgNxSVnanZxlcCIAaLq+iTuhs6WH4t/Qq5UCvNwNTlR3btXd8OWXX7Yti3p5eal79+7q06ePevfurd69e6tnz57y8fGp8ByLxaJHH31UkjRo0KB6jA0AAGpi0sA2enzZLknW1cLnbu5hcCIAaJoWljviYuLApt1gpky1i8LbbrtNO3fu1KFDh5SXl6ctW7Zoy5YttkLRZDKpffv26tGjh9q2bavc3Fz9+uuv2r17t0wmk+67774GexMAAODibuwdrudW7lVOYYmW70jR49d1ka9ntT8GAAAk7UnJUlxipiSpS6sA9W7iDWbKVPtfgyVLlkiS8vPztXv3bu3YsUNxcXGKi4vTzp07lZ2drYMHD+rgwYO2QrHsMNN//OMfGj16dAPEBwAA1eHn6aYbe0do8eYEnSso1oq4FIf5hhsAGsvizY7VYKZMjb8i9PLyUv/+/dW/f/8K9x8/flw7duzQzp07dfDgQeXl5SkqKkoTJkzg0FEAAOzApIFRtg80izYlUBQCQA3kFBTrq+3WDs7e7q66qbSzsyOot+NGoqOjFR0drZtuuqm+dgkAAOpRj9aB6tk6UDuTsrQrOUs7kzLVs3WQ0bEAoEn4Oi5F50obzNzYK1z+DtBgpkyjjKQAAAD2YVK51cHyc7YAABe36HeHjjoSikIAAJzIDb3C5V/aYGZFXIqy84sMTgQA9m93cpZ2JlnH+XQLD1DP1oEGJ6pfFIUAADgRX08326Dl3MISLS8dwAwAqNqi342hcJQGM2UoCgEAcDLlD3tauCnB1i0cAHChcwXFti/QfDxcNc6BGsyUoSgEAMDJdGkVoL5RQZKk/SfPKjYh09A8AGDPVuxIUU5hiSRpXG/HajBThqIQAAAnNGlQG9t1Gs4AQNUqzCYc2OYiWzZdFIUAADih63u2UoCXteHMNztTlJVLwxkA+L1dpSN8JKl7RIB6OFiDmTIUhQAAOCEvd1eN79daklRQbNYXsUkGJwIA+7Noc7ztuqOuEkoUhQAAOK3J5RrOLNpMwxkAKO9sfpGW70iRJPl6uOpGB2wwU4aiEAAAJ9U+1F8Do5tLkg6nndPmYxkGJwIA+7EiLkW5ZQ1m+kTIr3TGqyOiKAQAwIlNHlxxtRAAIFkslgpNuCYNjLrI1k0fRSEAAE7s2u4t1czH2l79f7tOKiOn0OBEAGC8nUlZ2pOSLUnq2TpQ3SMcs8FMGYpCAACcmKebq27tHylJKiwxa+m2RIMTAYDxnGmVUKIoBADA6U0s94Fn8eZEmc00nAHgvM7mF2lFnLXBjJ+nm27o5bgNZspQFAIA4OTahvhqaLtgSdKx0znaeDTd4EQAYJyvdqQor6i0wUzvcPk6cIOZMhSFAABAkwedn79V/rApAHAmFzSYGeT4h45KFIUAAEDS6K5hCvHzkCR9t+ekTp0tMDgRADS+2IRM7TthbTDTKzJI3cIdu8FMGYpCAAAgDzcXW8OZYrNFn22l4QwA57NwU7zt+h1OskooURQCAIBSEwdEyWSyXl+8OYGGMwCcypmcQn2z84QkKcDLTdf3dPwGM2UoCgEAgCQpKthHl3doIUlKOpOnXw6dMjgRADSeL2KTVFhsliT9oV+kvD1cDU7UeCgKAQCATfl5XDScAeAszGaLFjphg5kyFIUAAMDmqi6hCgvwlCT9uD9NJ7PyDU4EAA1v49F0HTudI0kaEhOs9qF+BidqXBSFAADAxt3VRbeXNpwpMVv06RYazgBwfAt+O99gZvJg51ollCgKAQDA79w+MEoupQ1nlmxJUHGJ2dhAANCAUrPz9f3eVElSiJ+nru7a0uBEjY+iEAAAVBAR5K0rO4VKkk5k5WvtARrOAHBcn21JVElpt+XbB7SWh5vzlUjO944BAMAllW+ysGgzDWcAOKYSs0WLS3/HmUzSxIHOd+ioRFEIAAAqMaJTqMIDvSRJaw6kKelMrsGJAKD+rdmfppTShlpXdgpV62Y+BicyBkUhAAC4gKuLSRNKvzG3WETDGQAOacGm8w1m7nDCBjNlKAoBAEClbh8QKdfSjjOfbklUEQ1nADiQxIxc/XzQes50RJC3hncMNTiRcSgKAQBApcICvDSqi/VDUtrZAv24L9XgRABQfxZtTpDF2l9GkwZF2b4Ec0YUhQAAoEqTBrWxXV+4iYYzABxDYbFZn5UeFu/mYtKt/VsbnMhYFIUAAKBKl7cPUWRzb0nSr4dOKz49x+BEAFB3q/acVHpOoSTpmu4tFervZXAiY1EUAgCAKrm4mCq0aF+8mYYzAJq+hb+dbzAzeZDzNpgpQ1EIAAAu6tZ+kXJ3tZ5r89nWRBUUlxicCABq73DaWW06liFJimnhqyExwQYnMh5FIQAAuKgW/p66tnsrSVJGTqH+t+ukwYkAoPYW/Hb+/OjJg9rIZHLeBjNlKAoBAMAlTRl8vuHMJ+UOuwKApiSvsERfxCZJkjzdXDS+b4TBiewDRSEAALikAdHN1CnMX5K0Lf6M9qRkGZwIAGru67gUnc0vliTd0CtcQT4eBieyDxSFAADgkkwmk+4Ycn61sPzhVwDQVCzcRIOZylAUAgCAarm5T4R8PVwlSV9tT1Z2fpHBiQCg+nYlZSkuyXqUQ7fwAPWODDI2kB2hKAQAANXi5+mmW/paBzznFZXoy21JBicCgOqruEpIg5nyKAoBAEC13fG7hjMWi8XANABQPdn5RVq+I0WS9Quucb3DDU5kXygKAQBAtXVq6a+BbZtLko6cytHGo+kGJwKAS1sWm6y8IuuM1Zv7RMjX083gRPbF6YrC/Px8Pf300+ratau8vb3VokULjRs3Tr/99lut9vXll19qxowZ6t69u3x9feXl5aX27dvrz3/+sw4fPlzlc0eMGCGTyVTlpWXLlnV5mwAANJjy4ykWMJ4CgJ2zWCwVDx0dTIOZ33OqEjknJ0fDhw/Xtm3b5OHhoW7duiktLU0rVqzQypUrtWDBAk2YMKHa+3vuuef07LPPSpK8vLzUoUMHlZSU6NChQ3r33Xf18ccf69NPP9X1119f5T66d++uwMDAC+4PDg6u+RsEAKARXNOtpUL8PHX6XIG+25Oq1Ox8hQV4GR0LACq15fgZHUw9J0nq36aZOrcMMDiR/XGqlcKHHnpI27ZtU+fOnXXw4EHFxsYqISFBL774okpKSjRt2jQlJiZWe38Wi0VXXnmlvvrqK2VmZmrnzp3as2ePEhMTdd111yk3N1cTJ07UyZMnq9zHW2+9pXXr1l1wWb58eX28ZQAA6p2Hm4smDoyUJJWYLVq8mfEUAOxX+VXC8udF4zynKQpPnDihuXPnSpLmzZunNm2sfyFcXFw0a9YsjR49Wnl5eXrllVeqvc8HH3xQP/30k8aNGydPT0/b/WFhYVqyZIlCQ0N17tw5LV68uH7fDAAABps4MEoupY37Fm9OUFGJ2dhAAFCJ9HMF+t8u6wJNMx93XdudU7Qq4zRF4YoVK1RcXKwuXbpoyJAhFzw+ffp0SdLSpUurvc+LHeLp7++vwYMHS5IOHjxYw7QAANi38CBvjeoSJklKzS7Q6r2pBicCgAt9vi1JhaVfWt3WP1Je7q4GJ7JPTlMUljWSGTZsWKWPl92fkpJSo0NILyY/P1+S5O3tXeU27777rq6//nqNGjVKU6ZM0bx582zPAwDAnk0ZUnE8BQDYE7PZokWbzh/ePnEgDWaq4jRF4aFDhyRJMTExlT4eEREhDw+PCtvWRWpqqn7++WdJVReikvTpp59q5cqV+vHHH7VgwQJNnz5dHTt21NatW+ucAQCAhjSsXYjahvhKkjYcSdfhtLMGJwKA8349fFoJGbmSpMs7hCi69PcVLuQ0ReGZM2ckSc2aNav0cZPJpKCgoArb1sXMmTNVUFCgjh07aty4cRc83rNnT7355pvau3evcnJylJGRoS+//FKdO3dWYmKirrnmGsXHX/xb14KCAmVnZ1e4AADQWFxcTJo86Pw37wt+o+EMAPuxsNwRDJMH0WDmYpymKCw7JLNsNbAyZc1i8vLy6vRa77zzjhYtWiRXV1fNnz9fbm4XTv548803df/996tLly7y8fFRs2bNdPPNN2vDhg1q27atMjIy9PTTT1/0dZ5//nkFBgbaLpGRkXXKDQBATd3aL1Je7taPE19sS1JuYbHBiQBASsnM04/70yRJYQGeGtUl1OBE9q1JFIWzZs1S586da3zZuHGjbR9eXtb5SYWFhVW+TkFBgaSLnwN4Kd98840eeOABSdLbb79daVObi2nWrJkee+wxSdJXX30li8VS5bazZ89WVlaW7VJf50ICAFBdgT7uurFXuCTpbEGxlu9IMTgRAFjHUJSYrZ+jJwyIkptrkyh7DNMkhtenpKTowIEDNX5eTk6O7XrZYaNVHRpqsViUmZlZYdua+uWXX3TbbbepuLhY//rXv3TPPffUaj9lhWRGRoYyMjKq7HLq6elZYRQGAABGmDI4Wp9tTZIkfbIxXhMGRMpkMhmcCoCzyi8q0eLN1sUSt98d5o7KNYmSecGCBbJYLDW+jBo1yraPDh06SJKOHj1a6WskJyfbVhHLtq2Jbdu26YYbblBeXp5mzZql2bNn1+KdWrm7u9uuFxdzGA4AwL71aB2oXpFBkqS9J7IVm5BpaB4Azu3bXSeUkWP9XD+mRyuFBngZnMj+NYmisD4MGjRIkrR+/fpKHy+7Pzw8vMbn5u3bt0/XXnutsrOzdc899+jFF1+sU9Y9e/ZIsh7yerFZiAAA2Ispg883cVjAeAoABvpo4/nfQXcNocFMdThNUXjjjTfKzc1N+/btq3CuYZm5c+dKksaPH1+j/R4/flyjR4/W6dOnNWnSJP3nP/+pU06z2azXX39dkjRixIhKm9QAAGBvru/ZSkE+1iNdVu48ofRzBQYnAuCMdiRmKi4xU5LUtVWA+rWp3WlhzsZpisLw8HBNnTpVkjRt2jTbuAeLxaKXX35ZP/zwg7y8vPTwww9f8NzLLrtM0dHRWrp0aYX7U1NTNXr0aCUnJ+vGG2/URx99JBeXS/+RfvLJJ3rxxReVmpp6wf4mTpyodevWycXFRXPmzKnt2wUAoFF5ubvqtv7WI20KS8y2cwwBoDF9vPG47fpdQ9twfnM1OdUy1KuvvqqtW7dq+/bt6tixo7p166a0tDQlJyfL1dVVH3zwgaKiLjwRNSkpSfHx8Tp37lyF+//xj3/o8OHDkqzNcEaMGFHp61533XV6/PHHbbfT09P12GOP6bHHHlN0dLRCQ0OVm5urffv2qaSkRO7u7vrPf/6jyy67rP7ePAAADWzyoCi994v13P2Fm+L1pyti5OrCBzIAjSP9XIG+iTshSQr0dteNvSIMTtR0OFVR6O/vr/Xr1+ull17S4sWLtXfvXvn5+emGG27Q7Nmzazw+omyEhSRt3bq1yu3at29f4fbVV1+thx9+WL/99puOHz+uuLg4ubq6qn379rryyit1//33q2vXrjV7cwAAGKxNsK+Gd2yhnw+eUtKZPP18ME0jO4cZHQuAk1iyJVGFJWZJ0u0DIuXt4WpwoqbDZLnYIDw0KdnZ2QoMDFRWVpYCAgKMjgMAcEKr96ZqxsfWL0qv7NRCH04daHAiAM6guMSsK15ao5SsfJlM0s8PX6moYB+jYxmqJrWB05xTCAAAGt6VnUMVEeQtSVp78JQS0nMNTgTAGazel6aUrHxJ0shOoU5fENYURSEAAKg3ri4mTSodFG2xSAs3M54CQMMr32DmzqHRhuVoqigKAQBAvbp9QKTcXa0NZj7bkqj8ohKDEwFwZIdSz2rDkXRJUtsQX13ePsTgRE0PRSEAAKhXIX6euq5HK0nSmdwifbvrhMGJADiyj8sNq58yuI1c6HpcYxSFAACg3k0Z3MZ2/ZPfOIQUQMPIzi/SF7HWuag+Hq4a36+1wYmaJopCAABQ7/q1aabOLf0lSdsTMrU7OcvgRAAc0ZfbkpRbaD1E/eY+EQr0djc4UdNEUQgAAOqdyWTSlCHnVwsXsFoIoJ6ZzZYKh47eOSTauDBNHEUhAABoEDf1jpCfp5sk6asdycrKLTI4EQBHsu7waR09nSNJGhzTXJ1Kj05AzVEUAgCABuHr6abxfSMkSflFZn26NcHgRAAcSfkxFHexSlgnFIUAAKDBlJ8X9tGGeBWXmI0LA8BhJGbk6sf9aZKkVoFeGt01zOBETRtFIQAAaDDtWvhpRKcWkqTkzDyt3pdmcCIAjmDBb/GyWKzXJw+KkpsrZU1d8KcHAAAa1NRhbW3XP1x/zMAkABxBXmGJlmxJlCR5uLpowsAogxM1fRSFAACgQV3ePkQxLXwlSZuOZWhPCuMpANTe13EpysqzNq66vmcrhfh5Gpyo6aMoBAAADcrFxaSpFc4tPG5YFgBNm8Vi0fxyv0PKn7eM2qMoBAAADe6Wvq3l71U2niJF6ecKDE4EoCmKTTijvSeyJUm9Wgeqd2SQsYEcBEUhAABocL6ebrq9f6QkqbDYbDsfCABq4qMNDKtvCBSFAACgUdw1NFomk/X6JxvjVcR4CgA1kJadr293nZAkNff10NierQxO5DgoCgEAQKOIbO6jUV2ss8ROZufrf7tPGpwIQFOyeHOiis3WORQTBkTKy93V4ESOg6IQAAA0mqnDom3X5zOeAkA1FZWYtXCT9dBRF5M0eXAbgxM5FopCAADQaIbEBKtzS39JUmxCpuISM40NBKBJ+G7PSaWdtTaoGt01TBFB3gYnciwUhQAAoNGYTCbdXa6FPMPsAVTHx+UazNxFg5l6R1EIAAAa1U19IhTk4y5JWrnrhNKy8w1OBMCe7U3J1ubjGZKk9qF+GtIu2OBEjoeiEAAANCovd1dNHBglSSoqsWjBpgSDEwGwZ5/8dtx2/a4hbWQqa2OMekNRCAAAGt2UwW3k6mL9YLdoU7wKiksMTgTAHmXlFmnZ9mRJkp+nm27u29rgRI6JohAAADS68CBvXdu9pSTp9LlCfRN3wuBEAOzRp1sTlF9knWn6h36t5efpZnAix0RRCAAADDG1fMOZDcdksViMCwPA7hSXmDV//XHb7SlDGEPRUCgKAQCAIfq1aaYeEYGSpN3J2doWf8bgRADsyf92n1RKlrUR1cjOoWrXws/gRI6LohAAABjiwvEUxw3LAsC+WCwWffDrUdvtGZe1NTCN46MoBAAAhrm+VyuF+HlKklbtOamUzDyDEwGwB9vizyguKUuS1KVVAGMoGhhFIQAAMIynm6smD7KOpygxW/TJb/GXeAYAZ/DBr8ds12dc1pYxFA2MohAAABhq8uAoubtaP/At3pygvELGUwDOLCE9V9/tPSlJCvX31A29wg1O5PgoCgEAgKFC/b10fU/rh77M3CIt35FscCIARrJ2I7Zev3NIG3m4UbI0NP6EAQCA4X7fcIbxFIBzysor0mdbEiVJXu4umjSIMRSNgaIQAAAYrldkkPpGBUmSDqSe1cYj6cYGAmCIT7ckKKf0EPLxfVurua+HwYmcA0UhAACwC1OHnW85/+GG48YFAWCIot8Nq5/GGIpGQ1EIAADswrXdW6plgJckafW+VCWk5xqcCEBjKj+s/iqG1TcqikIAAGAX3F1dNGWI9fwhi0X6eONxYwMBaDQWi0Vzyw2rn345q4SNiaIQAADYjYkDo2ydBj/dmqicgmKDEwFoDBcMq49hWH1joigEAAB2o7mvh27qbR1PcTa/WF/EJhmcCEBjYFi9sSgKAQCAXbl76PnDxuZvOC6zmfEUgCOLT89hWL3BKAoBAIBd6RoeoEFtm0uSjp7K0c+HThmcCEBDss4mtV6/a2g0w+oNwJ84AACwO+XHU3xQrvkEAMeSlVekz7aWG1Y/MMrgRM6JohAAANid0V3DFB3sI0lafzhdu5OzDE4EoCF8uiVBuaXD6v/Qr7WaMazeEBSFAADA7ri6mDTj8hjb7f/+wmoh4Gh+P6y+/BECaFwUhQAAwC79oV9rBZeuGqzcmaLEDIbZA46EYfX2g6IQAADYJS93V901NFqSZLZwbiHgSCwWS4WfaYbVG4uiEAAA2K0pg9vI291VknWYfUZOocGJANSHrfFntLN0WH1XhtUbjqIQAADYrWa+Hrp9QKQkKb/IrE82xhucCEB9mFt+WP3lDKs3GkUhAACwa9MvaytXF+sHxo82HldeaadCAE3T74fVX9+TYfVGoygEAAB2LbK5j8b2aCVJysgp1NJtiQYnAlAXDKu3P/wfAAAAdu9PV5wfT/H+r8dUYrYYmAZAbTGs3j5RFAIAALvXPSJQl3cIkSQlZORq1e6TBicCUBtLNjOs3h45XVGYn5+vp59+Wl27dpW3t7datGihcePG6bfffqvV/qKjo2Uymaq8DB48+KLPX7BggYYOHarAwEAFBARo6NChWrhwYa2yAADgyMqvFv73lyOyWFgtBJqSohKzPtpw3HZ7GsPq7Yab0QEaU05OjoYPH65t27bJw8ND3bp1U1pamlasWKGVK1dqwYIFmjBhQq323b9/f3l6el5wf7du3ap8zr333qv//ve/kqTOnTvLZDJp48aNtsu///3vWmUBAMARXdY+RF1bBWjviWztTMrSb0czNKQdbeyBpqL8sPpRXUIVw7B6u+FUK4UPPfSQtm3bps6dO+vgwYOKjY1VQkKCXnzxRZWUlGjatGlKTKzdyeuff/651q1bd8GlrOj7vSVLlui///2vfH199eOPP2rfvn3au3evVq9eLV9fX7399ttaunRpXd4uAAAOxWQy6Z7hFVcLATQNvx9WP+0yVgntidMUhSdOnNDcuXMlSfPmzVObNm0kSS4uLpo1a5ZGjx6tvLw8vfLKK42S59lnn5UkzZkzRyNHjrTdf9VVV+nxxx+XJD3zzDONkgUAgKZibI9WigjyliStPXBK+09mG5wIQHUwrN6+OU1RuGLFChUXF6tLly4aMmTIBY9Pnz5dkhplde7AgQPas2ePJGnatGkXPF52386dO3Xw4MEGzwMAQFPh5uqiGZefX2F475ejF9kagL14v9zPKsPq7Y/TFIVljWSGDRtW6eNl96ekpNTqENJnnnlGY8aM0ejRozV9+nR9+umnKimpfLhuWZb27dsrLCzsgsdbtmypdu3aSZI2bdpU4ywAADiy2wdEKsjHXZK0YkeKUjLzDE4E4GIOpZ7V93tTJTGs3l45TVF46NAhSVJMTEylj0dERMjDw6PCtjUxb948rVq1SqtXr9a8efM0YcIE9e7dW0eOXHi+w6WylH+sNlkAAHBkPh5umjLYehpIsdmieeuOGZwIwMW88/P5z8N/vDyGYfV2yGn+j5w5c0aS1KxZs0ofN5lMCgoKqrBtdQwbNkwffvihDhw4oLy8PKWlpemjjz5SeHi4du/erauvvlpZWVk1ylL+sYtlKSgoUHZ2doULAADO4K6h0bYPlos3Jygrr8jgRAAqk5iRq+U7UiRJgd7umjSIYfX2yGmKwvx8a/vbstXAypSNlMjLq/5hKAsXLtTdd9+tjh07ysvLSy1atNCdd96p9evXKygoSEePHtWbb77ZIFmef/55BQYG2i6RkZHVzg0AQFMW4uepW/u1liTlFJZo4aZ4gxMBqMx/fzmiErN1pujUYdHy9XSqiXhNRpMoCmfNmqXOnTvX+LJx40bbPry8vCRJhYWFVb5OQUGBJMnb27vOmaOjo/XnP/9ZkvTll19WeKy+ssyePVtZWVm2S23HaQAA0BTNuDxGZb0qPlx/XPlFlZ/LD8AYadn5+mxrkiTJ18NVdw+NNjYQqtQkSvWUlBQdOHCgxs/LycmxXb/U4ZgWi0WZmZkVtq2rsi6nhw8frnB/dQ4Nrc4hpp6enrYVRQAAnE3bEF9d262l/rf7pE6dLdBX25M1YSCHpgH24oN1x1RYbJYk3TG4jYJ8qj5KDsZqEiuFCxYskMViqfFl1KhRtn106NBBknT0aOWtq5OTk20rd2Xb1pW7u7UzWnFxcYX7L5Wl/GP1lQUAAEf0pyvON21779ejMpcepgbAWJm5hVrwm/Wwbg83F02/nGH19qxJFIX1YdCgQZKk9evXV/p42f3h4eH1dm5e2SzC1q1bV5rl8OHDSk1NveB5J0+etHUtLdsWAABcqE9UMw1s21ySdPRUjlbvu/DfVQCNb/6G48ottB7SfXv/SIX6exmcCBfjNEXhjTfeKDc3N+3bt6/CuYZl5s6dK0kaP358vbxebm6u3n33XUmqsGIpSZ07d1aXLl0kWUdZ/F7ZfT169FDHjh3rJQ8AAI7q3uHnVwv/yzB7wHDnCor14frjkiRXF1OFFX3YJ6cpCsPDwzV16lRJ0rRp0xQfb13Otlgsevnll/XDDz/Iy8tLDz/88AXPveyyyxQdHa2lS5dWuP/VV1/VO++8YzsXsczRo0c1duxYHT58WD4+PpXu84knnpAkPffcc/rpp59s9//000/617/+VWEbAABQtREdQ9UxzE+StC3+jLYezzA4EeDcFm2Kt42Jual3hCKb+xicCJfSJBrN1JdXX31VW7du1fbt29WxY0d169ZNaWlpSk5Olqurqz744ANFRV14gnpSUpLi4+N17ty5CvcnJibqjTfe0H333aeYmBgFBwcrMzNTBw8elMVikZ+fnxYvXqx27dpdsM9JkyZp7dq1ev/993XVVVfZVg737dsnSbr33nt12223NcCfAgAAjsXFxaQ/Xh6jR5bulGRdLewf3dzgVIBzyi8q0fu/HpMkmUzSn0ewStgUOM1KoST5+/tr/fr1evLJJ9W2bVvt3btX+fn5uuGGG/Trr79q8uTJNdrfhAkTdP/996t///7KycnR9u3blZycrO7du+vhhx/Wnj17dP3111f5/Pfee08fffSRBg8erMTERCUmJmrw4MH6+OOP9c4779T17QIA4DTG9Y5QWIC1I/cPe1N1OO3cJZ4BoCF8vi1Jp85aR6td262l2of6G5wI1WGyWCy06XIQ2dnZCgwMVFZWlgICAoyOAwBAo3rvlyP617f7JUkTBkTqhfE9DU4EOJeiErOufGWtks7kSZK+uf8ydY8INDiV86pJbeBUK4UAAMBxTRwYJX9P65kxX8YmKy073+BEgHP5Oi7FVhAO79iCgrAJoSgEAAAOwd/LXZMGW3sDFJaY9eGG48YGApyI2WzRf9Yesd3+65XtDUyDmqIoBAAADmPasLZydzVJkhZsjFdmbqHBiQDn8P3ek7ZzeQdGN7fND0XTQFEIAAAcRliAl/7Qr7Uk6WxBseatO2ZwIsDxWSwWvb3m/CrhX668sPM+7BtFIQAAcCh/GdFebi7W1cIP1x9ntRBoYL8cOq1dyVmSpO4RARresYXBiVBTFIUAAMChRDb30a39WS0EGsvbaw7brv91RHuZTCYD06A2KAoBAIDDYbUQaBxbjmdo87EMSVK7Fr66pltLgxOhNigKAQCAw2G1EGgc5VcJ/zKivVxcWCVsiigKAQCAQ/r9amFWbpHBiQDHsjs5S2sPnJIkRQR568be4QYnQm1RFAIAAIf0+9XCuetZLQTq0zvl5hLeOzxG7q6UFk0V/+cAAIDDqrBauO4Yq4VAPTmcdk7f7j4hSQrx89St/SMNToS6oCgEAAAOi9VCoGG8+/MRWSzW63+8vK283F2NDYQ6oSgEAAAOjdVCoH4lncnVV9uTJUmB3u6aPLiNwYlQVxSFAADAobFaCNSv9345qmKzdZnw7qHR8vN0MzgR6oqiEAAAODxWC4H6kXY2X0u2JEqSfDxcdffQaGMDoV5QFAIAAIfHaiFQP+atO67CYrMkafKgKDXz9TA4EeoDRSEAAHAKrBYCdZOZW6gFv8VLkjxcXfTHy2MMToT6QlEIAACcAquFQN3895ejOldQLEm6tX9rhQZ4GZwI9YWiEAAAOA1WC4HaScvO14elX6R4uLror1e2NzgR6hNFIQAAcBqsFgK189ZPh5VfZD2X8I7BbRQe5G1wItQnikIAAOBUKqwWrj+mrDxWC4GLSUjP1eLNCZIkXw9X/fXKdgYnQn2jKAQAAE6lwmphfrHmrWO1ELiY11cftM0lnH55jIL9PA1OhPpGUQgAAJxO+dXCeawWAlU6cPKslu1IliQF+bhrxuVtDU6EhkBRCAAAnA6rhUD1vPL9AVmsi4T6y4h2CvByNzYQGgRFIQAAcEqsFgIXtz3hjH7YmypJCgvw1J1Doo0NhAZDUQgAAJwSq4XAxb383QHb9Qeu6iAvd1cD06AhURQCAACnxWohULl1h05rw5F0SVKbYB/d1j/S4ERoSBSFAADAabFaCFzIYrHo5e/2227PHN1R7q6UDY6M/7sAAMCpsVoIVPTdnlTFJWVJkjq39NcNPcMNToSGRlEIAACcGquFwHklZote/f78uYSPXNNJLqVfmsBxURQCAACnd8FqYS6rhXBOX21P1qG0c5KkvlFBGtk51OBEaAwUhQAAwOn9frXw32sOGZwIaHyFxWb93+qDttuzru0sk4lVQmdAUQgAACDp/pEd5Olm/Wj00YZ4JaTnGpwIaFyLNyco6UyeJOmKji00OCbY4ERoLBSFAAAAksKDvPXHy2MkSYUlZr24av8lngE4jtzCYr3102Hb7Ueu7mRgGjQ2ikIAAIBS945opxA/D0nSyl0ntC3+jMGJgMbx4frjOn2uQJJ0XY+W6tE60OBEaEwUhQAAAKX8PN304OiOttvPrtwri8ViYCKg4WXlFum/Px+RJLmYpJmjWSV0NhSFAAAA5dzeP1IdQv0kSdsTMrVy1wmDEwEN691fjig7v1iSNL5va7Uv/fsP50FRCAAAUI6bq4seH9vFdvvFVftVUFxiYCKg4aSdzdeH662zOT1cXfT3civlcB4UhQAAAL8zomMLXdY+RJKUmJGnjzYcNzYQ0ED+/dNh5ReZJUmTB0cpIsjb4EQwAkUhAADA75hMJj1+XReVjWh766fDOpNTaGwooJ4lZuRq8eYESZKPh6v+emV7gxPBKBSFAAAAlegaHqBb+50faP/Gjwy0h2P5v9UHVVRibaQ0/bK2CvHzNDgRjEJRCAAAUIWHru4kb3dXSdKC3+J19NQ5gxMB9eNg6lkt254sSQr0dteM0hmdcE4UhQAAAFUIC/DSn66wflguNlv0wv8YaA/H8Mp3B1Q2beXPI9op0Nvd2EAwFEUhAADARdwzPEah/tbD6r7fm6pNR9MNTgTUzY7ETH2/N1WSFOrvqbuGRBsbCIajKAQAALgIHw83PXz1+WHez327T2YzA+3RNJnNFj399R7b7fuv6iBvD1cDE8EeUBQCAABcwvh+rdW5pb8kaWdSllbEpRicCKidL7cnKzYhU5IUE+Kr2/tHGhsIdoGiEAAA4BJcXUyaU26g/Uur9iu/iIH2aFqy84v0wv/22W4/eWM3ebhRDoCiEAAAoFou79BCIzq1kCSlZOVr7rpjBicCaub/fjio0+es8zav7dZSV3RsYXAi2AuKQgAAgGp6/LoucikdaP/O2iM6fa7A2EBANe0/ma2PN8ZLkrzcXfTE9V0u8Qw4E4pCAACAauoY5q8JA6MkSecKivX66oMGJwIuzWKx6B/L96iktEHSX0e0V+tmPgangj2hKAQAAKiBB0d1lG9pt8bFmxN1OO2swYmAi1sRl6LNxzIkSW2CffTHKxhUj4ooCgEAAGqghb+n/jyinSSpxGzRv75loD3s17mCYv3r2/PNZf55Q1d5uTOCAhU5XVGYn5+vp59+Wl27dpW3t7datGihcePG6bfffqvxvubPny+TyVSty++NGDHiotu3bNmyPt4uAABoANMvi1GrQC9J0k/707T+8GmDEwGVe+vHQ0rNtp77OqpLqEZ2DjM4EeyRm9EBGlNOTo6GDx+ubdu2ycPDQ926dVNaWppWrFihlStXasGCBZowYUK19xcWFqZhw4ZV+fj+/fuVnp6uIUOGVLlN9+7dFRgYeMH9wcHB1c4BAAAal7eHqx6+upMe+jxOkvTcyn36+v7L5Opy4RfBgFEOp521dcn1cHPRP67vZnAi2CunKgofeughbdu2TZ07d9aqVavUpk0bmc1mvfLKK3r00Uc1bdo0DRs2TJGR1RviOWbMGI0ZM6bSxywWi9q0aaP09HRNmTKlyn289dZbGjFiRG3eDgAAMNDNfSL04YZj2p2crb0nsvVlbJJuZRA47ITFYtGTK/aquLS5zL3D2ykqmOYyqJzTHD564sQJzZ07V5I0b948tWnTRpLk4uKiWbNmafTo0crLy9Mrr7xSL6+3du1aJSYmysPDQ7fffnu97BMAANgPFxeT5lzX1Xb7le8PKLew2MBEwHn/231S60oPa44I8tafh7czOBHsmdMUhStWrFBxcbG6dOlS6eGc06dPlyQtXbq0Xl7vk08+kSRdd911at68eb3sEwAA2Jch7YI1qov1HK3U7AK9u/aIwYkAKbewWM9+s9d2+x83dJW3B81lUDWnKQrLGslUdQ5g2f0pKSlKTEys02vl5+friy++kKSLHjoqSe+++66uv/56jRo1SlOmTNG8efOUn59fp9cHAACNZ/Z1neVWei7hOz8f0cFURlTAWG+vOayULOvnySs6ttDVXWkug4tzmqLw0KFDkqSYmMrnskRERMjDw6PCtrW1fPlyZWdnq1mzZho7duxFt/3000+1cuVK/fjjj1qwYIGmT5+ujh07auvWrXXKAAAAGke7Fn66Z7j180VRiUWPfrHTNiQcaGzHTufo/V+szWXcXU168oaulXbCB8pzmqLwzJkzkqRmzZpV+rjJZFJQUFCFbWur7NDR2267TZ6enpVu07NnT7355pvau3evcnJylJGRoS+//FKdO3dWYmKirrnmGsXHx1/0dQoKCpSdnV3hAgAAGt/9IzsoJsRXkrQ9IVOfbDxubCA4JYvFoqe+3qPCErMkacblMYpp4WdwKjQFTlMUlh2SWbYaWJmyAi4vL6/Wr3Pq1Cl99913ki5+6Oibb76p+++/X126dJGPj4+aNWumm2++WRs2bFDbtm2VkZGhp59++qKv9fzzzyswMNB2qW7XVAAAUL+83F31/C09bLdf+u6Aks7kGpgIzmj1vjStPXBKktQq0Ev3j2xvcCI0FU2iKJw1a5Y6d+5c48vGjRtt+/Dysg6YLSwsrPJ1Cgqsgz29vb1rnXXJkiUqLi5WTEzMRWcYVqVZs2Z67LHHJElfffWVLJaqDz+ZPXu2srKybJe6ngsJAABqb1BMsCYNipIk5RaW6Imvdl/033GgPuUXleipr/fYbs8Z20U+Hk41fQ510CT+pqSkpOjAgQM1fl5OTo7tetlho1UdGmqxWJSZmVlh29ooO3T0Ug1mLqasO2pGRoYyMjKqHGTv6elZ5eGpAACg8T02prN+3Jeq1OwCrT1wSiviUjSud4TRseAE3v35iJLOWI92G9ouWGN7tDI4EZqSJrFSuGDBAlkslhpfRo0aZdtHhw4dJElHjx6t9DWSk5Ntq4hl29bUwYMHtWXLFknSHXfcUat9SJK7u7vtenEx844AAGgqArzc9cy47rbbT329Vxk5VR+lBNSHxIxcvVM6DsXNxaSnbuxGcxnUSJMoCuvDoEGDJEnr16+v9PGy+8PDw2t9bl7ZKuGQIUPUvn3tj+Hes8e69O/l5VXlKiEAALBPV3draVulycgp1DPl5sUBDeHpb/aqoNjaXGbqsGh1CPM3OBGaGqcpCm+88Ua5ublp3759Fc41LDN37lxJ0vjx42u1f4vFooULF0qq26GjZrNZr7/+uiRpxIgRcnNrEkf4AgCAcv55Y1cFeluP/Fm2PVlrD6QZnAiOas2BNP2wN1WS1MLfUw9cVbsj3uDcnKYoDA8P19SpUyVJ06ZNs417sFgsevnll/XDDz/Iy8tLDz/88AXPveyyyxQdHa2lS5dWuf/169fr2LFj8vDw0O23337RLJ988olefPFFpaamVrg/NTVVEydO1Lp16+Ti4qI5c+bU9G0CAAA7EOrvpTlju9huz1m2WzkFnBKC+lVQXKKnVpRrLnNdF/l7uV/kGUDlnKYolKRXX31Vffr00f79+9WxY0f17dtXkZGRmjVrllxdXfXBBx8oKirqguclJSUpPj5e586dq3LfZYeOXnfddWrevPlFc6Snp+uxxx5Ty5Yt1bZtWw0aNEg9evRQRESEPvvsM7m7u+u///2vLrvssrq9YQAAYJhb+7XWsPbW00CSM/P08nc1b5oHXMwHvx7T8XTr6JOB0c01rne4wYnQVDlVUejv76/169fr/7d339FRlYkbx5+ZVEglIC0JJVSlJICEbkGQKgguKgrKrqwguLqwLIoURZq76iq7/HSVtaASYMMqXVSaKIYiJUoPkBAgCZoAKYTUmd8fIYMhARJIcmcy3885OTi35Dw5F+I8c9/7vq+88ooaN26sgwcPKisrSw888IC+++47Pf744zf1fXNychQZGSmpdENH77//fk2aNEndu3dXXl6eoqOjdeLECTVt2lRjx47Vvn37NHr06JvKAgAA7IPJZNLcIW3k6VbwdmtRVJz2xJc8CzpQVjFn0/XPjTGSJBezSTMHM7kMbp7JygI6VUZaWpr8/PyUmpoqX19fo+MAAABJ7289rrnrDkuSmtfx1po/9ZC7q1N9Lo9ylpNn0ZB3tulAQpok6Q/dGmvGA3cYnAr2pizdgN9IAAAAFegP3RqrTaCfJOno2Qzb0gHAzXp7w1FbIWxa21uT+7YwOBEcHaUQAACgArm6mPXaQ23kYi4Y2rdgc4xizqYbnAqOamfsOb37bcEHC24uJr39SJg83VwMTgVHRykEAACoYK3q++npu0IkSbn5Vr3wv59ksfAED8omPStXE5btU+HDXxN6N1fry3ehgVtBKQQAAKgEz9/XTI1reUmS9sRf0KfbTxqcCI7mlVUHdebCJUkFs42OuauJwYlQVVAKAQAAKoGnm4vmDW1je/339Ydtb/CBG1n3c6L+t+e0JMnbw1VvPhxqG5IM3CpKIQAAQCXpHFJTw8ML1kS+mJOvaV/8LCaCx42cTcvSS1/8bHs9c1ArBQdUNzARqhpKIQAAQCV6sV9L1fbxkCRtPvKrVkUnGJwI9sxisWpSZLQuZOZKkvq3qauh7QMNToWqhlIIAABQifyquWnWg61tr2euPqhzF3MMTAR79klUnL6LSZYk1fbx0JwH27BIPcodpRAAAKCS9WlVV/1a15UknbuYo1dXHzA4EexRzNl0zfvysO31G8NCVcPL3cBEqKoohQAAAAaYObiVfD1dJUkr9iXov7tOGZwI9iQnz6I/L9un7DyLJGlU10a6q/ltBqdCVUUpBAAAMEBtH0+9OvjKMNLpK/dr/5lUAxPBnry14agOJKRJkprV9taL/VoanAhVGaUQAADAIA+2C9SIzgWzkWbnWTRu8R6lXp5QBM5rZ+w5/fvb45IkNxeT3nokTJ5uLganQlVGKQQAADDQ9IF3KDTIT5IUfy5Tf4ncJ4uFZSqcVXpWriYs26fClUom9G6u1oF+xoZClUcpBAAAMJCHq4v+7/H28q/uJknacOgXvXv5LhGczyurDurMhUuSpPBGARpzVxODE8EZUAoBAAAMFlSjut5+JEyFKw28+fUR/XAs2dhQqHTrfk7U//acliR5e7jqzYdD5WJm+QlUPEohAACAHbinRW09f18zSZLFKv1pyV4lpWYZnAqV5Wxall764mfb65mDWik4oLqBieBMKIUAAAB24rmezXT35WUHUi7maNzi3cq5vCQBqi6LxapJkdG6cHmSof5t6mpo+0CDU8GZUAoBAADshNls0tuPhCnQv5okaU/8Bc378pDBqVDRPomK03cxBcOFa/t4aM6DbWQyMWwUlYdSCAAAYEdqeLnrncfby92l4G3aR9vitDo6weBUqCj7z6Rq3peHba/fGBaqGl7uBiaCM6IUAgAA2JnQYH/NeOAO2+sX//eTjv2SbmAiVISEC5f01KJdyr48RHhU10a66/LwYaAyUQoBAADs0OOdGmhou4Lnyi7m5GvsZ3t0MTvP4FQoL+lZufrDx7t0Ni1bktSugb9e7NfS4FRwVpRCAAAAO2QymTRnSBu1rOsjSTr2S4Ze/PxnWa0sbO/ocvMtGh+xV4eTCu7+Ngiorv88cac83VwMTgZnRSkEAACwU9XcXfTuiA7y8XCVJK2OTtCiH+KMDYVbYrVaNX3Ffm09+qskya+amz76fUfV9PYwOBmcGaUQAADAjjWu5aXXh7W1vZ699pB2nzxvYCLcine/Pa6lu05JktxdzHp/ZAc1uc3b4FRwdpRCAAAAO9e3dT09fVeIJCnPYtX4xXuUnJFtcCqU1eroBP19/RHb69eHtVWnkJoGJgIKUAoBAAAcwOQ+LRTeOECSlJSWpeeX7lW+hecLHcWuuHP6S2S07fVf+7TQ4DAWqId9oBQCAAA4AFcXsxYMb6fbfAqePdt2LEVvfXPU4FQojdjki/rjJz8q5/LSE4/cGaxx9zQxOBVwBaUQAADAQdT29dSC4e3kYjZJkhZsPqblu08bnArXc+5ijn7/0U5dyMyVJHVvWkuzh7SWyWQyOBlwBaUQAADAgXQKqakX+rawvf7r8mh9sZdiaI+ycvP1x09+VFxKpiSpRR0fvTOivdxceAsO+8LfSAAAAAfzxx4hGtW1kSTJapX+8t9ordx3xthQKMJiseovkdG2mWJv8/HQh7/vKF9PN4OTAcVRCgEAAByMyWTSyw/coZGdG0qSLFZpwrJ9WhWdYHAyFPr7V0e09qdESVJ1dxd9NKqjAv2rGZwKKBmlEAAAwAGZTCbNHNRKj3dqIOlKMSwsIjBOxI54/fvb45Iks0n61/B2ah3oZ3Aq4NoohQAAAA7KbDZp1uDWGh4eLEnKt1j13NK9+vJniqFRthz5RdNX7re9njmole67vY6BiYAboxQCAAA4MLPZpDkPttEjd14phn9aslfr9ycZnMz5HExI0/jFe2zrR47u3lgjuzQyNhRQCpRCAAAAB2c2mzRvaBv9rkOQJCnPYtWzEXv09QGKYWVJTL2kP3y8Sxdz8iVJfVvV1Uv9bzc4FVA6lEIAAIAqwGw26W8PtdXQ9oGSCorh+Ig92nDwrMHJqr6Ys+n63btRSkrLkiSFBfvrrUfCZDazFiEcA6UQAACginAxm/T670I1pF1BMczNt+qZxbu16TDFsKJsO5asoe/+oDMXLkmSGgRU13+evFPV3F0MTgaUHqUQAACgCnExm/TGsFANDqsvqaAYjv10jzYf+cXgZFXPf388pSc/3Kn0rDxJUqv6vooc20W1vD0MTgaUDaUQAACginExm/TmsFA9EFpQDHPyLRrz6W59e/RXg5NVDVarVW98dUSTl/+kvMuTyvS6vbb+O6aL6vh6GpwOKDtKIQAAQBXk6mLWWw+HakCbepKknDyLnv7kR30XQzG8FVm5+Xp+6T4t2HzMtm1U10Z6b+Sd8vJwNTAZcPMohQAAAFWUq4tZbz8apn6t60qSsvMsGr3oR207lmxwMsd07mKORn6wQ6uiEyRJJpM0Y+AdemVQK7kwqQwcGKUQAACgCnNzMeufw9upT6uCBdSz8yx6atEuJp8po9jkixr6zjbtijsvSarm5qL3RnTQH7o3NjgZcOsohQAAAFWcm4tZ/xreXr3vKCiGWbkW/eHjH/XKqgPKys03OJ392xV3TkPe2aa4lExJ0m0+Hlo2prPub1XX4GRA+aAUAgAAOAF3V7P+77H26vubIvPxD3EavGCbDielGZjMvq3cd0aPL9yhC5m5kqTmdbz1xbiuahvkb2wwoBxRCgEAAJyEu6tZ745or5mDWsndteBt4JGz6Rq0YJs+/D5WlsszaaJghtEFm2L0/NJ9ysm3SJJ6NKul5c90VVCN6ganA8oXpRAAAMCJmEwmPdm1kdb8qbta1vWRVDAz6atrDmrUx7v0S1qWwQmNl5Nn0eTlP+mNr4/atj3aMVgfjuooX083A5MBFYNSCAAA4ISa1/HRivHd9NRvJkrZevRX9Z3/nb4+kGRgMmOlXsrVqI92KnL3adu2yX1baN7QNnJz4a0zqiaT1WplnEAVkZaWJj8/P6WmpsrX19foOAAAwEFsPfqrJkVG65f0bNu2xzo10LQBt6u6u3OsvWe1WrV+f5LmfnlIp85dklQw3PYfD4dqYNv6BqcDyq4s3YBSWIVQCgEAwM06dzFHL/zvJ31z8MpSFSG3eWn+I+3UJsjPwGQVb0/8ec1Ze0i7T563bQvwctfCJzqoQ8MAA5MBN49S6KQohQAA4FZYrVYt3XVKr64+qEuXl6pwNZv0l/tb6Om7QqrcAu3xKZn621eHtfanxCLbO4cE6G8PtVXDml4GJQNuHaXQSVEKAQBAeTj+a4b+vHSffj6TatvWOSRA/3g4TPX9qxmYrHykZuZqweYYLfrhpG1mUUlqcpuXXup/u3q2rC2TqWoVYDgfSqGTohQCAIDykpNn0Vsbjurf3x5X4btFX09XTR1wuwaHBcrTzcXYgDchJ8+iT7ef1D83xij1Uq5te00vd/25d3MN7xgsVyaTQRVRlm7gVH/rt2zZonnz5mnIkCEKDAyUyWSSyWTS6dOnb3zydVgsFv3zn/9Uu3bt5OXlpYCAAPXq1UtffvnlDc/97LPP1LVrV/n5+cnX11ddu3bV4sWLbykPAADArXJ3NeuFvi0VMbqz6vt5SpLSsvL0wv9+Vqe5G/Xq6oOKOZtucMrSsVqt+vLnRPV+61vNWnPQVgg9XM0af28TbfnrPRrZuSGFEE7Lqe4U+vv7KzU1tdj2U6dOKSgo6Ka+Z35+vgYPHqy1a9fKbDardevWSk9PV2xsrCTp9ddf16RJk0o8d+zYsXrvvfckSS1btpTJZNKhQ4ckSePHj9eCBQvKlIU7hQAAoCKkZubqpRU/F3v2TpI6Nqqh4eEN1L9NPbu8e1jSJDKSNLRdoP7Sp4UCq8BwWKAkDB+9hm7duql58+YKDw9XeHi47rzzTkm3Vgpfe+01TZkyRXXq1NFXX32l0NBQSVJERIRGjhwpq9WqHTt2qGPHjkXOW7p0qYYPHy4vLy+tWrVKPXv2lCRt3LhRgwcP1sWLFxUZGanf/e53pc5CKQQAABXFarXqx5PntWRHvNb8nKicPEuR/b6erhraPkjDwxuoRV0fg1JeEZ+Sqb9/dVhrSphEZtqAO9Q6sGrPqApQCkup8AHimy2FOTk5qlu3rs6fP6+IiAgNHz68yP6nn35aCxcu1KBBg7Ry5coi+1q3bq0DBw5o7ty5mjJlSpF9c+fO1dSpU9W2bVtFR0eXOg+lEAAAVIYLmTn6Yu8ZReyIV8wvGcX2d2hYcPdwQJt6quZeOXcPk1KztDPunHbGpmhX7HkduWpoK5PIwNlQCkvpVkvhV199pb59+8rX11fJyclyc3Mrsn/Hjh3q3LmzPDw89Ouvv8rHp+BTsyNHjqhly5aSpKSkJNWpU6fIeUlJSapXr57t2ObNm5cqD6UQAABUJqvVqt0nzytiZ7zW/pSo7KvuHvp4umpou0AN79RALeuW33sTq9WquJRM7YxN0c7Y89oZl2JbcP5qTCIDZ1WWbuBaSZmqpO3bt0uSwsPDixVCSerQoYM8PT2VlZWlffv2qUePHkXOa9q0abFCKEl169ZVkyZNdPz4ce3YsaPUpRAAAKAymUwm3dkoQHc2CtDLA1vpi72ntWTnKdtduvSsPC2KOqlFUSfVvI636vlVU4CXe5GvGtXdVdP78p9e7vKr5ibzVesh5lusOpyUpl2x5y7fDTyv5Izsa+Yym6TWgX7q2bK2nureWD6exd+nAbiCUngLYmJiJEkhISEl7nd1dVVwcLBiYmIUExNjK4U3Oq9w3/Hjx23HAgAA2DO/6m4a1a2xnuzaSHviL2jJznit+SlBWbkFdw+Pns3Q0bPFh5pezWySalR3V43LpdHdxazo0xeUnpV3zXPcXc0KC/ZXeKMAhTcOUPuGNeTtwdtcoLT413ILzp8vmMWqRo0a1zymcF/hsbdy3tWys7OVnX3lU7K0tLRSpAYAAKg4JpNJHRrWUIeGNTR94B1aue+Mlu06pUOJabKU4qEli1VKuZijlIs51zzG28NVHRrWUHjjghLYNshPHq72N/Mp4CgohbcgKytLkuTu7n7NYzw8PCRJly5dGed+s+ddbd68eZo5c2bpAwMAAFQiv2pueqJLIz3RpZHyLValXcpVysUcnc/M0bmLRb/OXy6C5zNzlJJR8GdmTr6kgucCwxsHqOPlO4G31/OVi5nJYoDy4hClcPLkyVq1alWZz/voo4/UpUuXCkhUwNOzYCHXnJxrf5JVeCevWrUra+Dc7HlXmzJliiZOnGh7nZaWpuDg4FIkBwAAqFwuZpNqeBUMCy2trNx8ZWTnqaaXOzOGAhXIIUphQkKCjhw5UubzLl68WAFprijNEM+Shore7HlX8/DwsN1RBAAAqGo83Vzk6cawUKCiOcS8vJ999pmsVmuZv3r16lWhuZo1ayZJOnHiRIn78/LyFB8fX+TY0pz3232/PQ8AAAAAyptDlEJ71alTJ0nSzp07lZubW2z/7t27lZ2dLXd3d4WFhRU779ixYzp79myx85KSknT8+PEixwIAAABARaAU3oJ7771XNWrUUFpampYvX15s/wcffCBJ6tOnj23heklq2bKlbr/9dknShx9+WOy8wm1t2rRhjUIAAAAAFYpSWArdu3dXo0aNihU/Dw8PTZo0SZI0ceJERUdH2/ZFRETogw8+kMlk0tSpU4t9z2nTpkmS5syZo02bNtm2b9q0SXPnzi1yDAAAAABUFIeYaKa8/OlPf9KSJUuKbW/btq3M5oJ+3K1bN61cubLI/tOnT+vkyZPKyCi+4OrkyZP13Xffaf369Wrfvr1at26tjIwM2zOB8+bNK3EI6GOPPaYtW7Zo4cKFuu+++2x3Dg8dOiRJGjt2rB5++OFb+4EBAAAA4AacqhSmp6crJSWl2PbfzgKamppapu/p6uqqNWvWaMGCBfroo48UExMjNzc39ezZUxMnTtSAAQOuee7777+v7t27691339X+/fslSZ07d9a4ceM0cuTIMuUAAAAAgJthslqtVqNDoHykpaXJz89Pqamp8vX1NToOAAAAAIOUpRvwTCEAAAAAODFKIQAAAAA4MUohAAAAADgxSiEAAAAAODFKIQAAAAA4MUohAAAAADgxSiEAAAAAODFKIQAAAAA4MUohAAAAADgxSiEAAAAAODFKIQAAAAA4MUohAAAAADgxSiEAAAAAODFKIQAAAAA4MUohAAAAADgxSiEAAAAAODFKIQAAAAA4MVejA6D8WK1WSVJaWprBSQAAAAAYqbATFHaE66EUViHp6emSpODgYIOTAAAAALAH6enp8vPzu+4xJmtpqiMcgsViUUJCgnx8fGQymYyOo7S0NAUHB+vUqVPy9fU1Og7KiOvn2Lh+jo3r59i4fo6N6+fYuH5XWK1Wpaenq379+jKbr//UIHcKqxCz2aygoCCjYxTj6+vr9P8oHRnXz7Fx/Rwb18+xcf0cG9fPsXH9CtzoDmEhJpoBAAAAACdGKQQAAAAAJ0YpRIXx8PDQyy+/LA8PD6Oj4CZw/Rwb18+xcf0cG9fPsXH9HBvX7+Yw0QwAAAAAODHuFAIAAACAE6MUAgAAAIAToxQCAAAAgBOjFAIAAACAE6MUotytW7dOvXr1UkBAgLy8vNS+fXv961//ksViMToariM2NlYLFy7UH//4R4WGhsrV1VUmk0mzZ882OhpuwGq16vvvv9df//pXde7cWf7+/nJ3d1f9+vX10EMPafPmzUZHRCmsWLFCY8aMUYcOHVSvXj25u7vL399fXbt21fz585WTk2N0RJTBtGnTZDKZ+D3qIEaNGmW7Xtf6ysrKMjombiA/P18LFy7U3XffrVq1asnT01MNGzbUgw8+qJUrVxodz665Gh0AVctrr72mKVOmSJJCQkLk7e2t6OhoPffcc9qwYYO++OILmc18FmGP5s+fr/nz5xsdAzdh06ZN6tWrlyTJbDaradOm8vLyUkxMjD7//HN9/vnnmjZtmmbNmmVwUlzPG2+8oW3btsnDw0P169dXaGioEhMTFRUVpaioKH366afasGGD/P39jY6KGzh06JBef/11o2PgJjRr1ky1a9cucR/vX+zb+fPn1b9/f23fvl0mk0nNmzdXo0aNlJCQoJUrV8rV1VWDBw82Oqbd4m83yk1UVJReeuklmc1mRURE6Pjx44qOjtaePXtUp04drVq1Sv/4xz+MjolrqFWrlgYOHKhXX31VX375pR566CGjI6GUrFarmjZtqnfeeUfJyck6cuSI9uzZo5SUFNuHNLNnz9aaNWsMTorrGT16tDZv3qz09HSdOHFCu3bt0unTpxUVFaWgoCDt3r1bU6dONTombsBqtWrMmDFyc3NTz549jY6DMnrppZf0/fffl/jl7u5udDxcg8Vi0aBBg7R9+3YNHTpU8fHxOnz4sH788UclJCTo1KlTeu6554yOadcohSg3s2fPltVq1ejRozV8+HDb9tDQUFsZfO2115Sbm2tURFzHtGnTtHr1ak2fPl19+/aVt7e30ZFQSuHh4Tp06JCeeeYZ1ahRw7bd3d1dc+fOVb9+/SRJCxcuNCoiSmHUqFG655575ObmVmR7586dbb9DV6xYYUAylMUHH3yg7777TjNmzFBwcLDRcQCn8P777+v777/Xvffeq8jISAUFBRXZHxQUpLvuusugdI6BUohykZaWpg0bNkiSnnrqqWL7hw0bJl9fX6WkpPB8E1DOfH195ep67acBevfuLUk6evRoZUVCOWvZsqUkKTMz0+AkuJ5ff/1VL7zwgu644w5NmDDB6DiA0yh8/GXWrFkM871JPFOIcrF3717l5OTI09NT7du3L7bfzc1NHTt21MaNG7Vjxw7df//9BqQEnFPh5AjVqlUzOAluVlRUlCSV+PsV9mPChAk6d+6cPv/882J3fOEYli9frhUrVigtLU21a9dWt27d9MQTT8jPz8/oaLiGmJgYHT58WAEBAeratatWrlypyMhIJSYm6rbbblOvXr00cuRIeXh4GB3VrlEKUS5iYmIkSQ0aNLjmHYuQkBBt3LjRdiyAime1WhUZGSlJ6tatm8FpUBb5+flKTEzUqlWr9OKLL8rLy0vz5s0zOhauYePGjVq8eLFGjBihu+++2+g4uElr164t8nrZsmV6+eWXFRERob59+xqUCteze/duSQUjKkaOHKnFixcX2b9s2TK9+eabWr9+vRo2bGhERIfA/VWUi/Pnz0tSkeeZrla4r/BYABVv4cKF2rt3r9zd3fXnP//Z6Dgohbffflsmk0murq4KDg7W+PHjdd9992n79u0KDw83Oh5KkJWVpbFjx8rPz09vvPGG0XFwE5o0aaK5c+cqOjpaaWlpSk9P19dff61OnTrp/PnzevDBB/Xjjz8aHRMlSExMlCTt2rVLixcv1ujRoxUXF6esrCxt2LBBISEhOnz4sB566CGWR7sOSiHKReHwtOvNzFV42/7SpUuVkglwdnv27NHzzz8vqWAiqCZNmhicCKURGBiobt26KTw8XHXq1JEkbd68WUuWLFF+fr7B6VCS2bNn69ixY5ozZ47tmsGxTJ8+XVOmTFHbtm3l4+Mjb29v9e7dW1u3blV4eLiys7P1wgsvGB0TJbh48aIkKTc3Vz169NDChQvVsGFDeXh46L777tPnn38uk8mk3bt3F7sTjCsohSgXnp6eknTdxZWzs7Ml8VwTUBliY2M1cOBAZWVl6bHHHtOkSZOMjoRSGjZsmL7//nvt2LFDSUlJ2r59uxo1aqS5c+fq2WefNToerlK4JmH79u31zDPPGB0H5czd3d22xuuWLVsY7WSHCt+DSrJ9EPpboaGhuvfeeyVJ69evr7RcjoZSiHJRmqGhpRliCuDWJSUlqXfv3kpMTNSAAQP08ccfy2QyGR0LN6lTp05at26dPDw89P777+vkyZNGR8JvjBs3Tnl5eXr33XeZ9bCK6tKli6SCtfBOnDhhcBpc7bfvKwtnar7a7bffLkmKi4urjEgOid9eKBfNmjWTJMXHxysvL6/EYwp/kRYeC6D8nTt3Tr1799bx48d19913KzIyklkQq4D69esrLCxMFotF0dHRRsfBb+zdu1cmk0mDBg1S3bp1i3wtW7ZMkvS3v/1NdevWVceOHQ1Oi5vx29+h13qPA+O0aNHC9t/XmmG0cDtD8K+N2UdRLtq1ayc3NzdlZWVpz549xSZDyM3N1a5duyQVfOoNoPxlZGSof//+2r9/vzp27KjVq1czXLsKKXwzyptS+5Ofn6+zZ89ec39GRoYyMjKKDHOD4zhw4IDtv69eFB3Ga9eunTw9PZWVlaUTJ06oadOmxY4pvDERGBhY2fEcBncKUS58fX3Vq1cvSdIHH3xQbH9kZKTS0tJUs2ZN3XPPPZWcDqj6srOzNXjwYO3YsUOtWrXS+vXr5ePjY3QslJO4uDjbHcLQ0FCD0+C3Lly4IKvVWuLXk08+KalgQW2r1crQNQf15ptvSioYmkipsD9eXl7q37+/JGnRokXF9iclJemrr76SJPXs2bNSszkSSiHKzdSpU2UymfSf//xHS5YssW2Pjo7WxIkTJUmTJ0++7gylAMouPz9fjz76qDZt2qQmTZrom2++UUBAgNGxUAa7d+/Wyy+/XOLzSuvXr1e/fv2Ul5en/v37M4ssUM6++eYbTZkyRbGxsUW2p6am6rnnnrO9p5kxY4YR8VAKM2bMkIuLi5YuXVqkGF64cEGjRo3SpUuXFBISomHDhhmY0r6ZrFar1egQqDrmzJmjadOmSSpYrN7b21v79++XxWLRgAEDtHLlSrm4uBicEiXZtm2bBg8ebHudkZGh7OxsVa9evcgQxL179yo4ONiIiLiGJUuW6LHHHpNU8Mxu7dq1SzyuXr16toXsYV+2bNlimx2vbt26CgoKUk5OjuLj43XhwgVJUseOHbVu3TrVqlXLwKQoi1GjRmnRokWaNWuW7f+NsD8rVqzQkCFDJBUML6xfv75yc3N18OBB5eTkyGQyacaMGXrllVeMDYrr+ve//61x48bJarWqQYMGql27tg4ePKjMzEzVqlVL33zzjcLCwoyOabd4phDlaurUqQoNDdVbb72l3bt3KykpSW3atNHvf/97PfvssxRCO5abm6uUlJRi2zMzM5WZmWl7zUPa9qdwuRdJiomJUUxMTInHNWzYsLIioYxCQ0M1f/58bdy4UQcOHNDhw4eVk5OjmjVrqkuXLnr44Yc1YsQIubryv22gvHXo0EFTp05VVFSUjh07pv3798tqtSowMFA9evTQuHHjmA/BAYwdO1atWrXS66+/rqioKP3000+qX7++BgwYoClTpjD09wa4UwgAAAAAToxnCgEAAADAiVEKAQAAAMCJUQoBAAAAwIlRCgEAAADAiVEKAQAAAMCJUQoBAAAAwIlRCgEAAADAiVEKAQAAAMCJUQoBAAAAwIlRCgEAAADAiVEKAQBwILNmzdLMmTNlsViuecz06dNlMpkUGRlZickAAI7KZLVarUaHAAAANxYbG6uQkBA1atRIsbGx1zyuXbt2OnDggJKTk+Xr61uJCQEAjog7hQAAOIi9e/dKksLCwq55zJkzZ7Rv3z716NGDQggAKBVKIQAADqI0pXDNmjWSpIEDB1ZGJABAFUApBADAzi1evFgmk0mzZ8+WJL3yyisymUy2r9WrV9uOvVYpPHnypMaMGaOQkBB5eHjIx8dHISEhGjJkiJYuXVp5PwwAwO64Gh0AAABc36VLl9StWzft3LlTubm5Cg8Pl5ubm21/aGioJCkrK0ubNm1S8+bN1axZM9v+uLg4dezYUcnJyapevbpatGghFxcXxcfHa8WKFYqNjdWjjz5a6T8XAMA+UAoBALBzo0eP1uOPPy5vb29Vq1ZNP/zwg1xcXIodt3HjRmVmZha7S/jmm28qOTlZTz75pBYsWCBvb2/bvsOHD2vr1q0V/jMAAOwXpRAAAAewf/9+WSwWtW7dusRCKF176GhMTIwkaeLEiUUKoSS1bNlSLVu2rIDEAABHwTOFAAA4gOjoaElXhoqWZN26dfLz81P37t2LbA8ODpYkLV++XKxEBQC4GqUQAAAHcKNSGB0drfj4ePXp06fI84aSNH78eLm5uWnWrFlq3Lixxo4dq8WLFyshIaHCcwMA7B+lEAAAB3CjUni9pSjCwsK0detW3X///Tpz5ozee+89jRgxQkFBQerTp48OHTpUccEBAHbPZGUcCQAAds/f31+pqam6cOGC/Pz8iu3v0qWLdu7cqbNnz6pWrVrX/D4ZGRnatm2bNm/erIiICJ06dUqBgYHav3+//P39K/AnAADYK0ohAAB2Li4uTo0bN1bDhg0VFxdXbH9ycrLq1Kmjzp07a9u2baX+vpmZmWrbtq2OHz+uiIgIDR8+vBxTAwAcBcNHAQCwc0ePHpUktWjRosT9a9eulcViKXHo6PVUr15dbdq0kSSeLwQAJ0YpBADAzlWvXl2SFBsbq+zs7GL7r/c8oSQ988wzWrZsmTIzM4ts37p1qzZu3ChJat++fXlGBgA4EIaPAgBg5zIyMtS8eXMlJibqtttuU9OmTWU2m/Xiiy+qT58+qlWrlvz9/XXy5MkSzw8LC1N0dLRcXV3VrFkz+fj46OzZs7bjR4wYoU8//bQyfyQAgB3hTiEAAHbO29tb69atU79+/WS1WhUVFaVt27apVq1a2rp1q9LS0q47dPStt97S888/r7Zt2yo5OVn79u2TJPXp00erVq3SJ598Ukk/CQDAHnGnEAAABzZhwgS9/fbbttIIAEBZUQoBAHBgzZs315kzZ5SSkiJPT0+j4wAAHBClEAAAAACcGM8UAgAAAIAToxQCAAAAgBOjFAIAAACAE6MUAgAAAIAToxQCAAAAgBOjFAIAAACAE6MUAgAAAIAToxQCAAAAgBOjFAIAAACAE6MUAgAAAIAToxQCAAAAgBOjFAIAAACAE/t/NKrSg/cRND8AAAAASUVORK5CYII=", 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", 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" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ax.set(\n", " xlim=(0, 2 * np.pi),\n", @@ -295,11 +422,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ax.plot(t, np.sin(t), label=r\"$\\sin(t)$\")\n", "ax.legend()\n", @@ -335,11 +474,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ax.grid()\n", "# ax.grid(visible=None)\n", @@ -359,11 +510,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "x, y = np.genfromtxt(\"data/example_data_linear.txt\", unpack=True)\n", "\n", @@ -388,11 +550,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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JkiRJxeC//4XbbguXYzGYPBlq1Yo2kwrHciRJkiTtpawsuPBCyMwMxzfeCCecEGkkFYHlSJIkSdpLQ4fCwoXh8u9+B3ffHWUaFZXlSJIkSdoLs2fDvfeGyykp8NRTUKVKtJlUNJYjSZIkqYg2b4aLLgpnqQP461/h97+PNJL2wl6Vo+nTp9OlSxfq1q1L9erVad++PWPHjiUn9+wohE2bNnHXXXfRrl07atSoQeXKlWnatCm9e/dm/vz5exNTkiRJKhEDB8LSpeHy0UfD4MHR5tHeiQVBEBTlC0eOHMmtt94KQPPmzalRowaff/45OTk5dOvWjVdeeYWkpIJ1r7Vr13Lsscfy1VdfkZSUxIEHHkiNGjX45ptv2Lx5M5UqVeLJJ5+kV69eBc6Xnp5OrVq12LhxI2lpaUX5FiVJkqR8vf46nHFGuFy9OixaBAcdFG0m7VpBu0GRrhzNmTOH2267jaSkJKZMmcI333zDokWLmD9/Pg0aNGDatGmMHj26wMe77bbb+Oqrrzj00EP573//y9dff83ChQtZvXo1/fr1Y/v27fTv35/03LdpSZIkSRH68Ufo2zc+vv9+i1F5UKRyNHz4cIIgoG/fvnmu5rRt23ZHKRo5ciTZ2dkFOt4bb7wBwKhRo2jZsuWO9dWrV+cf//gH9evXJz09nVmzZhUlriRJklRsggCuuALWrAnHp5+etyip7Cp0OUpPT2fGjBkA9OnTZ6ftPXr0IC0tjXXr1vHBBx8U6Jhbt24Fwtvzfis5OZlmzZoBsG3btsLGlSRJkorVhAkwdWq4XL8+PPpo+NJXlX2FLkcLFiwgKyuLKlWq0L59+522p6Sk0LFjRwDmzp1boGO2adMGgNmzZ++07eeff2bx4sUkJyfze6f+kCRJUoS++gpuuCE+njQJGjaMLI6KWaHL0ZIlSwBo2rQpycnJu9wn9wpQ7r57MnToUFJSUhg0aBCPPfYYa9asYcuWLcyaNYvTTz+dLVu28Oc//5kmTZrke4zMzEzS09PzfCRJkqTikpUFF1wAv/wSjq+8Mj4hg8qHQpej9evXA1CnTp1898ndlrvvnnTu3Jl3332XNm3acPnll9OwYUNq1KjBMcccw6pVq3jqqacYNmzYbo8xYsQIatWqteOzuyIlSZIkFdbQofDpp+HyoYfC3/8eaRyVgEKXo4yMDAAqV66c7z6pqalA/Fmigvj2229Zu3YtsViMZs2a0bp1a6pWrcqyZcuYMGECy5Yt2+3X33rrrWzcuHHHZ8WKFQX+vSVJkqTd+fe/YeTIcDk5GZ5+Opy+W+VLoctRlSpVAMjKysp3n8zMTACqVq1aoGOOGDGCyy67jFgsxsKFC1m2bBmfffYZa9eupU+fPnz44Yd06tSJjRs35nuM1NRU0tLS8nwkSZKkvbVhA1x0UThLHcDw4dChQ6SRVEIKXY4KcstcQW69y7V27VruuusuAB5//PEdkzMA1KhRg4cffphWrVqxcuVKxo0bV9i4kiRJ0l65+mpYvjxcPv54uPnmaPOo5BS6HLVo0QKA5cuX5zu19tKlS/PsuzuffPIJGRkZ1KhRgyOOOGKn7cnJyZxwwgk79pUkSZJKy9NPwzPPhMu1asETT0ClStFmUskpdDlq164dKSkpZGRkMH/+/J22Z2dnM2/ePACOPPLIPR5v06ZNe9wn+L9rmLnPO0mSJEklbdmy8KpRrvHjoWnTyOKoFBS6HKWlpdGlSxcAJk6cuNP2F154gfT0dOrVq7fjis/u5F5d2rx5Mx9//PFO27dt28a//vUvAA455JDCxpUkSZIKbds2uPBCyH07zEUXwfnnR5tJJa/Q5QhgyJAhxGIxJkyYwDO51xmBRYsWMXDgQAAGDx6cZ0a7MWPGcMABB9CzZ888x2rXrh2tWrUC4NJLL+Wzzz7bsW3Tpk3079+fL774AoALL7ywKHElSZKkQhk5EmbNCpcPPBAeeijaPCodRSpHnTp1YtiwYeTk5HDBBRdw0EEH0bZtW9q3b8+aNWvo2rUrN910U56v2bBhA9999x2rV6/Osz4Wi/Hkk09Sp04dFi9ezO9//3sOPPBA2rZtS4MGDXZcnRo+fDgdnBZEkiRJJezjj8N3GgEkJcGTT4ITIVcMRSpHEF49eu211+jcuTPr1q3j66+/pnXr1owZM4apU6dSqRBPqrVv357PP/+cgQMHcthhh7FmzRq+/PJL6tSpQ/fu3Xn//fcZMmRIUaNKkiRJBbJ5M/TuDdu3h+Pbb4dOnaLNpNITC3JnOyhn0tPTqVWrFhs3bvSdR5IkSSqQvn0h97H6I4+EmTPDl76qbCtoNyjylSNJkiSpPHn55Xgxql4dnnrKYlTRWI4kSZJU4f3wA1xxRXw8diwcfHB0eRQNy5EkSZIqtJwcuPRS+PnncNy9ezhWxWM5kiRJUoU2ZgzMmBEuN24MjzwCsVikkRQRy5EkSZIqrEWL4NZb4+PJk6Fu3ejyKFqWI0mSJFVIv/wCF1wAWVnh+Oab4cQTo82kaFmOJEmSVCHddBN88UW43LYtDB8ebR5Fz3IkSZKkCufll+Hhh8PlqlXhmWcgNTXaTIqe5UiSJEkVyooV4ctecz34IBx2WHR5lDgsR5IkSaowtm+H3r1h/fpw3KMH9OkTbSYlDsuRJEmSKoy774aPPgqXmzZ12m7lZTmSJElShTBrFvz1r+FyUhJMmQK1a0caSQnGciRJkqRyb/36cNrunJxwPHQodOoUaSQlIMuRJEmSyrUggH79YPnycHzccXDbbdFmUmKyHEmSJKlcmzgRXnwxXK5TB556CipVijaTEpPlSJIkSeXWl1/CddfFxxMnQpMm0eVRYrMcSZIkqVzKyICePWHr1nDcvz+cfXa0mZTYLEeSJEkql265BT77LFz+3e9g9Oho8yjxWY4kSZJU7rz2Gjz4YLicmgrPPANVq0abSYnPciRJkqRyZeVKuOyy+Hj0aGjdOro8KjssR5IkSSo3tm+Hiy6CdevC8ZlnwlVXRZtJZYflSJIkSeXGqFHw/vvhcuPG4ex0sVi0mVR2WI4kSZJULsydC7ffHi7HYuH7jOrVizaTyhbLkSRJksq8jRuhV6/wtjqAIUPghBMijaQyyHIkSZKkMi0I4Oqr4dtvw/H/+39w553RZlLZZDmSJElSmTZ5MkyZEi6npYXLycnRZlLZZDmSJElSmfXFFzBgQHz8yCNwwAGRxVEZZzmSJElSmfTLL3DeeeGvAP36wfnnR5tJZZvlSJIkSWXS9dfDf/8bLh9+OIwZE2kclQOWI0mSJJU5U6bAhAnhcrVq8PzzULVqtJlU9lmOJEmSVKYsWQJXXhkfjxsHhx0WXR6VH5YjSZIklRkZGeFzRps3h+OLL4ZLLok2k8oPy5EkSZLKjJtvhoULw+WWLeEf/4g0jsoZy5EkSZLKhJdeipehKlXgueegRo1oM6l8sRxJkiQp4X37LfTpEx8/8AC0aRNdHpVPliNJkiQltKws6NkTNm4Mx+efD1dcEW0mlU+WI0mSJCW0226Djz8Olw86CB55BGKxaDOpfLIcSZIkKWG9/jr8/e/hckpK+JxRWlq0mVR+WY4kSZKUkL7/Pu803X/7G3ToEF0elX+WI0mSJCWcbdugVy/4+edwfNZZcO21kUZSBWA5kiRJUsK5806YOTNcbtYMJk3yOSOVPMuRJEmSEso778CIEeFycjI8+yzUqRNtJlUMliNJkiQljFWr4KKLIAjC8T33wFFHRZtJFYflSJIkSQlh+3a48EJYuzYcn3oq3HRTtJlUsViOJEmSlBDuvhvefz9cbtQIJk+GJH9aVSnydJMkSVLkZsyAoUPD5aQkmDIF9tkn0kiqgCxHkiRJitQPP8AFF8SfM7rrLjj++GgzqWKyHEmSJCky2dnQsyf8+GM4PvVUuPXWaDOp4rIcSZIkKTJDhsTfZ9SkCTz5pM8ZKTqeepIkSYrEtGkwalS4nJICzz8P9epFm0kVm+VIkiRJpe7bb+GSS+LjUaN8n5GiZzmSJElSqcrMhPPOgw0bwnH37nDddZFGkgDLkSRJkkrZwIHwySfh8sEHw8SJEItFm0kCy5EkSZJK0bPPwrhx4XJqKrzwAtSqFW0mKZflSJIkSaVi8WLo2zc+fugh+P3vI4sj7cRyJEmSpBL3yy/Qowds2RKOL74Y+vSJNpP0W5YjSZIklagggKuvhs8/D8e/+114a53PGSnRWI4kSZJUoiZNgsmTw+Xq1eHFF8NfpURjOZIkSVKJWbQIrrkmPn70UWjZMro80u5YjiRJklQiNm6Ec8+FjIxwfNVV0KtXtJmk3bEcSZIkqdgFQTgz3ddfh+MOHeD++6PNJO2J5UiSJEnFbuzY8NkigNq1w/cZpaZGGknaI8uRJEmSitXcuXDzzfHx5Mlw4IHR5ZEKynIkSZKkYvPTT+H7jLKzw/GgQdCtW7SZpIKyHEmSJKlYbN8eTriwYkU4PuYYuPvuaDNJhWE5kiRJUrG4806YMSNcbtAAnnsOUlKizSQVhuVIkiRJe23atPhVokqVwmLUqFG0maTCshxJkiRpryxZAhddFB/fdx8cf3x0eaSishxJkiSpyLZsge7dIT09HPfoATfeGG0mqagsR5IkSSqSIID+/eE//wnHLVvCxIkQi0WbSyoqy5EkSZKKZNw4eOqpcLlGDXj5ZahZM9pM0t6wHEmSJKnQZs+GG26Ijx97DA47LLI4UrGwHEmSJKlQ1qwJny3ati0c33wznHtutJmk4mA5kiRJUoFt2wY9e8LKleH4+ONhxIhoM0nFxXIkSZKkArvtNvjww3C5UaPwfUbJyZFGkoqN5UiSJEkF8tJLMGpUuJycDC+8AA0aRJtJKk6WI0mSJO3R4sVw6aXx8f33w9FHRxZHKhGWI0mSJO3W5s1wzjnhrwAXXAADBkSbSSoJliNJkiTlKwigTx/48stwfPjh8MgjvuhV5ZPlSJIkSfkaMwaefz5cTksLX/RavXqkkaQSYzmSJEnSLv373zBoUHz8xBPQokV0eaSSZjmSJEnSTlauhPPOg+3bw/Gtt8KZZ0abSSppliNJkiTlkZkJ3bvDmjXhuEsXGDYs2kxSabAcSZIkKY9rr4X/7/8Ll5s2hSlToFKlaDNJpcFyJEmSpB3Gj4dHHw2Xq1SBV16BffaJNpNUWixHkiRJAmDWrPCqUa5HH4X27aPLI5U2y5EkSZJYuRLOPReys8PxDTfAhRdGGkkqdZYjSZKkCi53AobVq8PxH/8Io0ZFm0mKguVIkiSpAgsCuOaavBMwPPccJCdHm0uKguVIkiSpAhs/HiZMCJedgEEVneVIkiSpgpo1C667Lj6eMMEJGFSxWY4kSZIqoB9+CJ8zyp2A4cYboXfvaDNJUbMcSZIkVTC5EzCsWROOO3eG++6LNpOUCCxHkiRJFUgQwIABMHduOG7WzAkYpFx7VY6mT59Oly5dqFu3LtWrV6d9+/aMHTuWnJycIh/z+eef55RTTqFBgwakpqbSuHFjTjnlFCZNmrQ3USVJkgQ8/DBMnBguV60aTsBQv360maREEQuCICjKF44cOZJbb70VgObNm1OjRg0+//xzcnJy6NatG6+88gpJSQXvXpmZmZx33nlMmzZtxzHr1avH6tWr+eGHH2jXrh2ffPJJgY+Xnp5OrVq12LhxI2lpaYX75iRJksqhmTPDdxht2xaOn34aLrgg2kxSaShoNyjSlaM5c+Zw2223kZSUxJQpU/jmm29YtGgR8+fPp0GDBkybNo3Ro0cX6piXXXYZ06ZN47jjjmPx4sV88803fPzxxyxfvpzVq1dzzz33FCWqJEmSgO+/h3PPjRejgQMtRtJvFenKUdeuXZk+fTr9+vVj/PjxebZNmTKF3r17U69ePVatWkVKSsoej/fWW29x6qmn0rJlS+bPn0/VqlULG2knXjmSJEkKZWTA8cfDxx+H4xNPhLfe8jkjVRwlduUoPT2dGTNmANCnT5+dtvfo0YO0tDTWrVvHBx98UKBjjhkzBoDbb7+9WIqRJEmSQrkTMOQWo2bN4NlnLUbSrhS6HC1YsICsrCyqVKlC+128JSwlJYWOHTsCMDd3GpTd2Lp1K++99x6xWIyuXbvy4Ycf0qdPH0488US6d+/OmDFj2LRpU2FjSpIkCfjnPyF3XquqVeHVV52AQcpPof/NYMmSJQA0bdqU5Hz+yaF58+a89957O/bdnUWLFrFt2zYaN27Mvffey8iRI/Nsf/nllxk1ahRvvPEGv//97/M9TmZmJpmZmTvG6enpBfhuJEmSyq8PPoDrr4+PJ06E3fw4JVV4hb5ytH79egDq1KmT7z6523L33Z1Vq1YBsHbtWkaOHMkZZ5zB4sWLyczM5OOPP6Z9+/asXLmSM888k82bN+d7nBEjRlCrVq0dnyZNmhTm25IkSSpXli7NOwHDzTdDr17RZpISXaHLUUZGBgCVK1fOd5/U1FQgvGVuT7Zs2QJAdnY2zZs356WXXuLQQw+lcuXKdOzYkTfeeINq1aqxfPlyHnvssXyPc+utt7Jx48YdnxUrVhTm25IkSSo3Nm2Cbt3g55/D8amnwm9uzpG0C4UuR1WqVAEgKysr331yb28ryOQKuccDuPrqq3ea3a5hw4b07NkTCGe1y09qaippaWl5PpIkSRVNTg5ceCH897/h+NBD4ZlnoFKlaHNJZUGhy1FBbpkryK13vz0eQMuWLXe5z2GHHQbAsmXLChpTkiSpQvrLX2DatHC5dm147TWoVSvSSFKZUehy1KJFCwCWL1/OttybWH9j6dKlefbdnUMPPXTHcu7teL+Vu3779u2FyipJklSRPPMM3HNPuJyUBM8/DwX4cUzS/yl0OWrXrh0pKSlkZGQwf/78nbZnZ2czb948AI488sg9Hm///fffMXlCbqn6rdz1jRs3LmxcSZKkCuGTT+Dyy+Pj0aPhT3+KLo9UFhW6HKWlpdGlSxcAJk6cuNP2F154gfT0dOrVq8cJJ5xQoGP26NEDgCeeeGKnbRkZGTz33HMAdO7cubBxJUmSyr1Vq+Css+D/5s3i8svhuusijSSVSYUuRwBDhgwhFosxYcIEnnnmmR3rFy1axMCBAwEYPHhwnhntxowZwwEHHLBjcoVfGzRoEDVq1GDWrFncfffd5OTkAOFsd/3792fVqlXUqVOHfv36FSWuJElSuZWRAWefDT/8EI47dYJx4yAWizaXVBYVqRx16tSJYcOGkZOTwwUXXMBBBx1E27Ztad++PWvWrKFr167cdNNNeb5mw4YNfPfdd6xevXqn4zVs2JApU6ZQuXJlbr/9dho1asQRRxzBfvvtx+TJk6lWrRrPPvss++yzT9G+S0mSpHIoCODKK2Hu3HDcpAm89BLk8xi3pD0oUjmC8OrRa6+9RufOnVm3bh1ff/01rVu3ZsyYMUydOpVKhZwv8owzzuCTTz6hZ8+exGIxFi5cSPXq1bn44ov59NNPOemkk4oaVZIkqVwaPRpyn0qoVi2cpa5Bg2gzSWVZLAiCIOoQJSE9PZ1atWqxceNG33kkSZLKnTffhNNPD99rBPDCC3DuudFmkhJVQbtBka8cSZIkKRqLF0PPnvFidOedFiOpOFiOJEmSypD166FbN0hPD8fnnAN33BFtJqm8sBxJkiSVEdu2wfnnw5Il4bhNG5g8OXzhq6S9539KkiRJZcSgQfDuu+HyPvuEEzDUqBFtJqk8sRxJkiSVAZMmwZgx4XJKSjhld7NmkUaSyh3LkSRJUoL76CPo3z8+HjcOjj02ujxSeWU5kiRJSmDffANnnw3Z2eH42muhb99oM0nlleVIkiQpQW3YEL7LaN26cHzSSeGLXyWVDMuRJElSAsrOhh49wncaAbRqBc8/D8nJ0eaSyjPLkSRJUoIJgvD2uRkzwnH9+vD661CrVrS5pPLOciRJkpRgHnwQxo8PlytXhldfhQMPjDSSVCFYjiRJkhLIG2/AwIHx8cSJ0KlTdHmkisRyJEmSlCA++wx69oScnHB8++1w4YXRZpIqEsuRJElSAli9Gs44AzZvDsc9esBf/xptJqmisRxJkiRFbOtWOOssWL48HB9xBEyeDEn+pCaVKv+TkyRJilAQwGWXwdy54bhJE5g6FapWjTaXVBFZjiRJkiI0dCg891y4XL06vPYaNGwYaSSpwrIcSZIkReTpp+Guu8LlWAyeeQbato02k1SRWY4kSZIiMHs2XH55fPz3v4cTMkiKjuVIkiSplC1bFk7AkJUVjvv1gxtuiDCQJMByJEmSVKrS0+H00+HHH8Nx587w0EPhbXWSomU5kiRJKiXbtsH558N//xuODzkEXnwRUlKizSUpZDmSJEkqBUEQ3jr31lvhuG5deOMNqFMn0liSfsVyJEmSVApGj4Z//CNcTkmBl1+Ggw+ONpOkvCxHkiRJJezFF+Hmm+PjCRPg+OOjyyNp1yxHkiRJJWjOHLjoovj4r3+Fiy+OLo+k/FmOJEmSSsjXX0O3bpCREY4vuQT+8pdoM0nKn+VIkiSpBKxbB6edBj/9FI47d4ZHHnHKbimRWY4kSZKKWUZG+JLXJUvC8e9+By+9BJUrRxpL0h5YjiRJkopRTg5ceinMnBmOGzYMp+yuXTvKVJIKwnIkSZJUjIYMgeeeC5erVYPXX4dmzaLNJKlgLEeSJEnF5JFHYOTIcDkpKSxJHTpEm0lSwVmOJEmSisGbb8LVV8fHY8fC6adHl0dS4VmOJEmS9tLChXDeebB9ezi+6aa8RUlS2WA5kiRJ2gvffw9du8LmzeG4e3e4775oM0kqGsuRJElSEaWnh8Vo5cpwfNRR8OST4fNGksoe/9OVJEkqguxs6NEDPvssHDdvDtOmQdWq0eaSVHSWI0mSpEIKgvCZonfeCcd164YTMuyzT7S5JO0dy5EkSVIhjRgBEyaEy5Urw6uvwiGHRBpJUjGwHEmSJBXC5Mnhi15/PT722OjySCo+liNJkqQCeust6Ns3Ph4xAnr2jC6PpOJlOZIkSSqATz6Bc8+FbdvC8YABcMst0WaSVLwsR5IkSXvwzTfhlN1btoTj7t3hgQcgFos2l6TiZTmSJEnajbVr4eSTw18hfL7oqaegUqVoc0kqfpYjSZKkfGzeDKefHl45AmjVCqZOhSpVos0lqWRYjiRJknYhOxvOOw/mzQvHjRuHEzLUqRNtLkklx3IkSZL0G0EAV14ZvtgVoFatcLlJk2hzSSpZliNJkqTfuOMOeOyxcDn3Ja+tW0caSVIpsBxJkiT9ysMPw/Dh4XIsFk6+cMIJkUaSVEosR5IkSf/n1VfD9xflGjMGevSIKo2k0mY5kiRJAmbNgl69ICcnHA8aBNddF20mSaXLciRJkiq8L7+EM86AjIxw3Ls3jBwZbSZJpc9yJEmSKrSVK+GUU2D9+nD8pz/BpEmQ5E9JUoXjf/aSJKnC2rgRTj0Vli8Px+3awUsvhTPUSap4LEeSJKlCysyEc86Bzz4LxwccANOnQ82akcaSFCHLkSRJqnC2bw+fK3r//XBcrx68/TY0bBhtLknRshxJkqQKJQjg6qvD2+cAqlaF11+HQw6JNpek6FmOJElShXL77fDII+FycjK8/DIcdVS0mSQlBsuRJEmqMO6/H+65J1yOxeCJJ8KZ6iQJLEeSJKmCeOIJGDgwPn7wwfClr5KUy3IkSZLKvddeg8svj4+HDoVrroksjqQEZTmSJEnl2kcfwXnnhTPUQViK7rgj2kySEpPlSJIklVuLFsEZZ0BGRjju1QseeCB83kiSfstyJEmSyqVvvoGTT4aNG8PxySfD449Dkj/9SMqHfzxIkqRyZ9UqOOkkWLMmHB91VPheo8qVo80lKbFZjiRJUrmyYUM4PffSpeH4d7+DN96A6tUjjSWpDLAcSZKkcuOXX8JnjD77LBw3awZvvw1160abS1LZYDmSJEnlQnZ2OCvdzJnheJ994N13oXHjaHNJKjssR5IkqczLyQnfY/TGG+G4Zs3wilGLFtHmklS2WI4kSVKZFgRw003w1FPhODUVpk2Ddu2izSWp7LEcSZKkMu3uu2HMmHA5KQmeew5OOCHKRJLKKsuRJEkqs8aMgb/8JT6eMAHOPDOyOJLKOMuRJEkqkyZOhBtvjI//9je47LLo8kgq+yxHkiSpzHnuObjiivj4zjvD544kaW9YjiRJUpny2mtw4YXhRAwAAweG5UiS9pblSJIklRnvvQc9esC2beG4X7/wdrpYLNpcksoHy5EkSSoT5swJJ1vIzAzHF1wA48ZZjCQVH8uRJElKeAsWwKmnwpYt4fjMM+Hxx6FSpUhjSSpnLEeSJCmhffklnHQSbNwYjrt0gWefhZSUaHNJKn8sR5IkKWEtXRqWoZ9+CsedOsGrr0KVKpHGklROWY4kSVJC+uGHsBitXBmO27eHN96A6tWjzSWp/LIcSZKkhPPjj2Ex+vbbcHzYYfDWW1CrVrS5JJVvliNJkpRQNmwInzFavDgcN28OM2bAPvtEGktSBWA5kiRJCWPzZjjtNFi4MBw3bhy+26hRo0hjSaogLEeSJCkhZGSEU3TPmROO99knvGJ0wAGRxpJUgViOJElS5LKy4Lzz4P33w3Ht2vDOO9CyZaSxJFUwliNJkhSp7Gzo2RNeey0cV68Ob74Jv/99pLEkVUCWI0mSFJlt2+Cii+CVV8JxlSowbRocdVS0uSRVTJYjSZIUie3b4dJL4bnnwnFqKkydCp07RxpLUgVmOZIkSaUuJwf69oWnnw7HKSnw8svhFN6SFBXLkSRJKlU5OdC/Pzz+eDhOToYXXwyn8JakKFmOJElSqQkCuPZaePTRcFypEjz7LHTrFm0uSQLLkSRJKiVBADfeCOPGheOkpPC2uu7do80lSbksR5IkqcQFAdxyCzzwQDiOxWDyZDj//GhzSdKv7VU5mj59Ol26dKFu3bpUr16d9u3bM3bsWHJycvY62IQJE4jFYsRiMfr27bvXx5MkSdEIArj9dhg1Kr5u4kS48MLoMknSrhS5HI0cOZKuXbvy3nvvUadOHQ4++GAWLVrEddddx9lnn71XBenHH3/klltuKfLXS5KkxHHXXXDPPfHx+PFw2WXR5ZGk/BSpHM2ZM4fbbruNpKQkpkyZwjfffMOiRYuYP38+DRo0YNq0aYwePbrIoW688UY2bNhA165di3wMSZIUvXvugaFD4+OHHoJ+/SKLI0m7VaRyNHz4cIIgoG/fvvTq1WvH+rZt2+4oRSNHjiQ7O7vQx54xYwZPP/00V155JX/4wx+KEk+SJCWAv/0NhgyJj++/HwYMiC6PJO1JoctReno6M2bMAKBPnz47be/RowdpaWmsW7eODz74oFDHzsjI4KqrrmLfffflnl9ff5ckSWXKAw/AoEHx8X33wQ03RBZHkgqk0OVowYIFZGVlUaVKFdq3b7/T9pSUFDp27AjA3LlzC3Xs4cOH8/XXXzNq1Chq165d2GiSJCkBjBuXtwjdfXfeoiRJiarQ5WjJkiUANG3alOTk5F3u07x58zz7FsSXX37JqFGjOPbYY7n44osLG4vMzEzS09PzfCRJUukaPz7vrXN33gm33RZdHkkqjEKXo/Xr1wNQp06dfPfJ3Za7754EQcCVV15JTk4O43LfDFdII0aMoFatWjs+TZo0KdJxJElS0fzjH9C/f3x8221hOZKksqLQ5SgjIwOAypUr57tPamoqAFu3bi3QMSdOnMhHH33EDTfcwOGHH17YSADceuutbNy4ccdnxYoVRTqOJEkqvLFj4Zpr4uNbboHhw8OXvUpSWbHr++J2o0qVKgBkZWXlu09mZiYAVatW3ePxct9ptP/++3PnXvzzUmpq6o5SJkmSSs8DD+R9xmjIEBg2zGIkqewpdDkqyC1zBbn1LtfgwYP5+eefGT9+PDVq1ChsHEmSFKHRo+Gmm+Ljv/wF/vpXi5GksqnQ5ahFixYALF++nG3btu1yUoalS5fm2Xd3FixYAMA111zDNb++Hg9s3rwZgClTpvD6668DsHr16sJGliRJJWDUKBg8OD4eOtRnjCSVbYUuR+3atSMlJYWMjAzmz5/PEUcckWd7dnY28+bNA+DII48s8HHXrFmT77atW7cW+PklSZJU8u69F/785/j4rrvCq0aSVJYVekKGtLQ0unTpAoQTKfzWCy+8QHp6OvXq1eOEE07Y4/EWLlxIEAS7/OQ+g9SnT58d6yRJUrTuuSdvMbr7bouRpPKh0OUIYMiQIcRiMSZMmMAzzzyzY/2iRYsYOHAgED5L9OsZ7caMGcMBBxxAz5499zKyJEmKyrBh4YQLuUaM8D1GksqPIpWjTp06MWzYMHJycrjgggs46KCDaNu2Le3bt2fNmjV07dqVm379dCawYcMGvvvuO58ZkiSpjPrrX+GOO+Lj++7LewVJksq6IpUjCK8evfbaa3Tu3Jl169bx9ddf07p1a8aMGcPUqVOpVKlSceaUJEkRCYJwooWhQ+Pr/v53GDQoskiSVCJiQTl9kCc9PZ1atWqxceNG0tLSoo4jSVKZFATh80R33x1fd//9ed9rJEmJrqDdoNCz1UmSpIohCMLniUaOjK978EG49troMklSSbIcSZKknQRB+DzRfffF1z30EAwYEF0mSSppliNJkpRHEMDNN8Po0fF1//wn9O8fXSZJKg2WI0mStENOTnh16OGH4+vGj4d+/aLLJEmlxXIkSZIA2LYNLr8cnnwyHMdiMGFCuE6SKgLLkSRJIisLeveGF18Mx5UqhSWpV69oc0lSabIcSZJUwWVkwLnnwhtvhOPKleG55+CssyKNJUmlznIkSVIFtnkznHkmvP9+OK5SBV59FU4+OdJYkhQJy5EkSRXUxo1w2mkwe3Y4rlEDXn8djj8+2lySFBXLkSRJFdC6deHVoU8/Dce1a8Obb8JRR0UaS5IiZTmSJKmCWb0a/vQn+PzzcFy/PrzzDrRrF20uSYqa5UiSpApkxQro0gW++ioc77cfzJgBrVpFm0uSEoHlSJKkCmLpUujcGb77Lhw3bQrvvQcHHxxtLklKFElRB5AkSSVv8WI49th4MTr4YPjoI4uRJP2a5UiSpHJu0SI47jhYuTIct2oF//53eOVIkhRnOZIkqRz7+GM44QT48cdw3K4d/Otf4bNGkqS8LEeSJJVTH3wAJ54IGzaE46OOCl/2Wr9+pLEkKWFZjiRJKodefRVOOQU2bw7HJ5wQTtddu3aEoSQpwVmOJEkqZx57DLp3h6yscHz66TB9OtSsGW0uSUp0liNJksqRv/8dLr8ccnLC8YUXwssvQ9Wq0eaSpLLAciRJUjkQBHDbbXDzzfF1110HkydDSkp0uSSpLPElsJIklXHbt8PVV8Mjj8TX3XUX3H47xGLR5ZKkssZyJElSGZaZCRddBC+8EI5jMRg7FgYMiDaXJJVFliNJksqozZvhnHPg3XfDcXIyPPEE9OoVbS5JKqssR5IklUHr1kHXrjB3bjiuWhVeeglOPTXaXJJUllmOJEkqY374AU46Cb74IhzXrg2vvw6dOkUaS5LKPMuRJEllyJIl8Kc/wXffheOGDeHtt6FNm2hzSVJ54FTekiSVEQsXwjHHxIvRgQfCzJkWI0kqLpYjSZLKgI8+guOPh7Vrw/Hhh4fF6KCDos0lSeWJ5UiSpAT32mvhM0bp6eH4//0/+Pe/oVGjaHNJUnljOZIkKYE98gicdRZkZITjU04Jp+6uUyfSWJJULlmOJElKQEEAd94JV14JOTnhul69YOpUqF492mySVF45W50kSQlm2zbo3x8mToyvu/lmuPdeSPKfNSWpxFiOJElKIFu2wHnnwfTp4TgWg9Gj4YYbIo0lSRWC5UiSpATx44/QtSvMmxeOK1eGJ58My5IkqeRZjiRJSgDffBNOtvD11+G4Vi149VU44YQoU0lSxWI5kiQpYp98El4xyn2HUePG8Oab0Lp1tLkkqaLxsU5JkiL01lvh1aHcYtSqFcyZYzGSpChYjiRJisjkyXDGGeEkDADHHAMffQRNmkSbS5IqKsuRJEmlLAhgxAi49NJw2m6Ac84JX+5at26k0SSpQrMcSZJUirZvh2uugdtui68bMACefx6qVIkulyTJCRkkSSo1W7dC797wyivxdSNHwuDB4fuMJEnRshxJklQKfvwRzjoLZs8Ox8nJMGkSXHRRpLEkSb9iOZIkqYT973/hVN3ffBOOa9SAl16Ck06KNpckKS/LkSRJJehf/4Kzz4b168PxfvvB669D+/bR5pIk7cwJGSRJKiFPPgl/+lO8GLVpA3PnWowkKVFZjiRJKmZBAEOHwsUXQ3Z2uO7UU2HmTN9hJEmJzNvqJEkqRpmZ0LcvPPVUfN1VV8GDD4aTMEiSEpd/TEuSVEzWrQufL/roo3Aci8Hf/gY33uhU3ZJUFliOJEkqBl9/DaedBkuWhOOqVeHpp8OyJEkqGyxHkiTtpVmz4MwzwytHAA0awGuvQceO0eaSJBWOEzJIkrQXnnkGOneOF6Pf/S6ckc5iJEllj+VIkqQiCAK4+2644ALIygrX/elP4VWkZs2izSZJKhpvq5MkqZCysuDKK+Hxx+Pr+vaFceMgJSWyWJKkvWQ5kiSpEH7+Gc49Fz74IL7u3nth0CBnpJOkss5yJElSAX35JXTrFs5MB5CaCk8+CT16RJtLklQ8LEeSJBXAm29Cz56Qnh6O99kHpk6F//f/os0lSSo+TsggSdJuBAHcfz+cfnq8GLVtC/PmWYwkqbyxHEmSlI/MTOjTBwYOhJyccN3ZZ8PMmc5IJ0nlkeVIkqRdWLsWTjwRHnssvu4vf4EXX4QaNaLLJUkqOT5zJEnSb3z2GZxxBixfHo6rVAlLUs+e0eaSJJUsy5EkSb/y6qtw4YWwZUs4btQonHjhD3+INJYkqRR4W50kSYQTL9xzT/hMUW4x6tgxnHjBYiRJFYNXjiRJFd7WreHEC888E1/XqxdMnAhVq0aXS5JUurxyJEmq0FauhOOOy1uM7rkHnn7aYiRJFY1XjiRJFda8eXDWWWFBAqheHZ56KlwnSap4vHIkSaqQpkwJrxjlFqNmzWD2bIuRJFVkliNJUoWSnQ033gi9e0NGRrjumGPg44+hTZtos0mSouVtdZKkCmPtWjjvPPjXv+Lr+vSBf/wDUlOjyyVJSgyWI0lShTBvHpxzDnz/fThOSYEHH4Qrr4RYLNpskqTEYDmSJJV7jz0GV10FmZnhuGFDeOklOProaHNJkhKLzxxJksqtrCwYMAAuvzxejI4+GubPtxhJknZmOZIklUurVkHnzjBuXHzdVVfBBx/AfvtFl0uSlLi8rU6SVO7MmQPdu4cFCaByZfjnP8MrSJIk5ccrR5KkciMIYPx4OP74eDHaf3/46COLkSRpzyxHkqRyISMDrrgC+vcP32UEYUn69FM44ohos0mSygbLkSSpzPv++7AITZwYX3f99fDuu7DvvtHlkiSVLT5zJEkq0/79b+jRI3zBK0CVKvDoo3DhhdHmkiSVPV45kiSVSUEA990XzkiXW4yaNYPZsy1GkqSi8cqRJKnMWb8eLr0Upk2Lr+vSBZ55BurXjyyWJKmM88qRJKlM+fRTaN8+bzEaMgTefNNiJEnaO145kiSVCUEADz8MN9wAWVnhurp14amn4NRTI40mSSonLEeSpIS3eTP06xfeNpfryCPh+eehadPockmSyhdvq5MkJbQvvgjfU/TrYnT99eEsdRYjSVJx8sqRJClhPfUUXHkl/PJLOK5ZEyZNgnPPjTaXJKl8shxJkhJORkZ4deiRR+Lr2rSBF16AQw6JLpckqXyzHEmSEso334QvdV2wIL7u8svhoYegatXockmSyj+fOZIkJYxXX4UOHeLFqGpVeOwxmDjRYiRJKnmWI0lS5LKz4eab4eyzYePGcN0hh8DcueHLXiVJKg3eVidJitTSpdCrF3z8cXzdeefBo49CWlp0uSRJFY9XjiRJkXn2WWjXLl6MUlJg7NhwvcVIklTavHIkSSp1W7bAddeF03LnOuigsBT94Q/R5ZIkVWyWI0lSqVq4EHr2hP/9L76ud28YN86rRZKkaHlbnSSpVARBOB33kUfGi1H16jB5cviyV4uRJClqe1WOpk+fTpcuXahbty7Vq1enffv2jB07lpycnEIdZ8GCBdxxxx0cf/zx1K9fn5SUFPbdd19OPfVUXnnllb2JKElKAOvWwVlnwbXXQlZWuK5dO5g/Hy6+ONJokiTtEAuCICjKF44cOZJbb70VgObNm1OjRg0+//xzcnJy6NatG6+88gpJSXvuXt988w0HH3zwjvGBBx5I3bp1Wbp0KevXrwfgkksuYdKkSQU6Xq709HRq1arFxo0bSfOfIyUpMv/6V3jb3A8/xNfdcAOMHAmpqZHFkiRVIAXtBkW6cjRnzhxuu+02kpKSmDJlCt988w2LFi1i/vz5NGjQgGnTpjF69OgCHSsIAvbbbz/uvfdeVq5cydKlS/nkk0/46aefGDt2LLFYjMmTJzNu3LiiRJUkRWTbNrjzTujcOV6M6teH11+H+++3GEmSEk+Rrhx17dqV6dOn069fP8aPH59n25QpU+jduzf16tVj1apVpKSk7PZYGRkZ5OTkUK1atV1uv+qqq3j44Ydp06YNixYtKnBGrxxJUnRWrAivFn30UXzdH/8YPlvUqFF0uSRJFVOJXTlKT09nxowZAPTp02en7T169CAtLY1169bxwQcf7PF4VapUybcYAZx00kkAfPXVV4WNKkmKwCuvQNu28WJUqRLcfTe8+67FSJKU2ApdjhYsWEBWVhZVqlShffv2O21PSUmhY8eOAMydO3evA2ZkZABQtWrVvT6WJKnkbNkCV10F55wD//fIKE2bwr//DbfdFpYkSZISWaHL0ZIlSwBo2rQpycm7fk1S8+bN8+y7N55//nkAOnXqtNv9MjMzSU9Pz/ORJJWOjz8OZ597+OH4uu7dw3caHX10ZLEkSSqUQpej3Bnk6tSpk+8+udty9y2qd955h1dffRWAQYMG7XbfESNGUKtWrR2fJk2a7NXvLUnas23b4K9/DQtQ7r+HVasG48fDCy/Abv6qkCQp4RS6HOXe5la5cuV890n9vymItm7dWsRYsHz5cnr37g3A1VdfzXHHHbfb/W+99VY2bty447NixYoi/96SpD1bsgQ6dYKhQ2H79nDdEUfAggXQrx/EYpHGkySp0HZ9X9xuVKlSBYCs3Lf47UJmZiZQ9OeEfv75Z0499VR++uknTjjhhAJNC56amrqjlEmSSk4QwCOPwMCB8Msv4bpKleAvfwmfLdrDJKWSJCWsQpejgtwyV5Bb7/KzefNmTjvtNL744gs6dOjAtGnTLD2SlCBWr4a+feGNN+LrWrSAJ5+EI4+MLpckScWh0LfVtWjRAghve9u2bdsu91m6dGmefQsqMzOTM888k7lz59KqVSveeustatasWdiIkqQS8Oqr0Lp13mLUv394G53FSJJUHhS6HLVr146UlBQyMjKYP3/+Ttuzs7OZN28eAEcW4m/Lbdu2cd555/H+++/TvHlz3n33XerXr1/YeJKkYrZpE/TpA2efDT/9FK5r0ABefx3++U+oXj3afJIkFZdCl6O0tDS6dOkCwMSJE3fa/sILL5Cenk69evU44YQTCnTMIAi49NJLmTZtGo0aNWLGjBk08k2BkhS5WbPCF7pOmhRfd9ZZ8J//QNeukcWSJKlEFLocAQwZMoRYLMaECRN45plndqxftGgRAwcOBGDw4MF5ZrQbM2YMBxxwAD179tzpeNdffz1PP/009evXZ8aMGRx44IFFiSVJKiZZWTBkCBx3HHz7bbiuRo2wJL38MuyzT7T5JEkqCYWekAHCF7IOGzaM22+/nQsuuIDbb7+dGjVq8Pnnn5OTk0PXrl256aab8nzNhg0b+O677zjggAPyrJ8zZw5jx44Fwtntrrjiinx/35kzZxYlriSpED77DC69NHyWKFenTvDEE/B/7/iWJKlcKlI5gvDqUdu2bbn//vv59NNPWb16Na1bt+ayyy7jmmuuoVKlSgU6Tu603wArVqzw/USSFJHsbBg5EoYNC5cBkpPhrrtg8OBwum5JksqzWBAEQdQhSkJ6ejq1atVi48aNpKWlRR1HkhLaokVw2WV5rxa1ahVO0d2+fXS5JEkqDgXtBkV65kiSVD5kZcFf/wp/+EO8GFWqFL7Mdf58i5EkqWIp8m11kqSybeHC8NmiRYvi6w4/HB57LCxLkiRVNF45kqQKJisLhg6Fjh3jxahSJbj9dvjkE4uRJKni8sqRJFUgCxaEV4s++yy+rnXr8GpRhw6RxZIkKSF45UiSKoCsLLjjDjjiiHgxqlQJ/vKX8GqRxUiSJK8cSVK5N39+eLXoP/+Jr2vTJrxa5IQLkiTFeeVIksqpzMzwytARR8SLUXJyeAVp3jyLkSRJv+WVI0kqhz76CPr1g8WL4+vatg2vFrVrF10uSZISmVeOJKkc2bABrrwSjjsuXoySk8PZ6T7+2GIkSdLueOVIksqBIIAXX4TrroPVq+PrjzgCHnkkvGokSZJ2zytHklTGLV8O3brBeefFi1GNGvDggzB7tsVIkqSC8sqRJJVR27fDQw/BkCGwZUt8/RlnwD/+AU2aRJdNkqSyyHIkSWXQwoXhhAvz5sXX7bcfjB0L55wDsVhk0SRJKrO8rU6SypBffoFbboE//CFvMerfH774Arp3txhJklRUXjmSpDLinXfCEvTtt/F1hx0WTrhwzDHR5ZIkqbzwypEkJbgff4SLLoKTT44Xo8qV4a67YMECi5EkScXFK0eSlKC2bw+vCg0ZAuvXx9cfd1y4/tBDo8smSVJ5ZDmSpAQ0dy5cfTXMnx9fV7s2/O1vcNllkOR1f0mSip1/vUpSAvnxR+jbF446Km8xuugiWLwY+vSxGEmSVFK8ciRJCSC/W+hatw7fWXTssdFlkySporAcSVLEdnULXVpaOOHCgAGQ7J/UkiSVCm/OkKSI7O4Wuv/9D66/3mIkSVJp8q9dSSpl3kInSVJishxJUinyFjpJkhKXt9VJUilYs8Zb6CRJSnT+VSxJJSgjAx54AO6+GzZtiq9v3Roeeih8oaskSUoMliNJKgFBAC++CIMHw7Jl8fU1a8KwYd5CJ0lSIvKvZkkqZp98AjfeCDNnxtclJYW31d11FzRoEF02SZKUP8uRJBWTH36A226DJ57Iu75LFxg9OryVTpIkJS7LkSTtpV9+gb/9De69N1zOdcgh8Pe/Q9euEItFl0+SJBWM5UiSiignB555Bv78Z/j++/j62rVh6FC46iqoXDmqdJIkqbAsR5JUBHPmwA03wMcfx9dVqhS+w+jOO6FevciiSZKkIrIcSVIhLFsGt94Kzz6bd/1pp4W31h12WCSxJElSMbAcSVIB/Phj+K6iceMgOzu+vlWrcLKFk0+OLpskSSoeliNJ2o3Nm8Py87e/5X2Ja/364bTcV1zh+4okSSov/CtdknYhKwseeSR8YevatfH1VauG7zAaNCiceEGSJJUfliNJ+pWcnPB5or/8BZYuja+vVCm8SnTHHbDfftHlkyRJJcdyJElAEMDbb4eTLSxcmHfbeefB8OHQokUk0SRJUimxHEmq8ObODd9V9OGHedd36QIjR0KHDpHEkiRJpSwp6gCSFJXFi6F7dzjqqLzFqEMHePfd8GMxkiSp4vDKkaQK59tvw2m5H3ssfMYo18EHh+vPPReS/KcjSZIqHMuRpApj2bKw/Dz+OGzbFl/fsCHceSf06QMpKVGlkyRJUbMcSSr3vvsO7rkHJk3KW4pq1YLBg+H666F69ejySZKkxGA5klRuLV8eL0XZ2fH1aWnhu4puuMF3FUmSpDjLkaRyZ8UKGDECJkzIW4pq1gwL0Y03Qp06kcWTJEkJynIkqdz4/vt4KcrKiq+vWTO8de7GG6Fu3ejySZKkxGY5klTm/fBD+D6iRx7JW4pq1IDrroOBA6FevejySZKkssFyJKnMWrECRo0KS1FmZnx99ephKbrpJkuRJEkqOMuRpDJn8WK491546qm8s89Vrw7XXhuWovr1o8snSZLKJsuRpDLj44/D2+defRWCIL6+WjW45hq4+WbYZ5/I4kmSpDLOciQpoQUBzJgRlqL338+7rXbt8ErRtddaiiRJ0t6zHElKSNu3wyuvhKXo00/zbmvUKJxkoV+/cCY6SZKk4mA5kpRQMjPDZ4nuuw+++irvthYtYPBguOgiSE2NJp8kSSq/LEeSEsKmTeGsc6NHw8qVebe1awe33grnnAOVKkWTT5IklX+WI0mR+uEHGDcO/vlPWL8+77Y//hH+/Gf4058gFosmnyRJqjgsR5IiMW8ejBkDzz+fdzpugLPOgltugaOOiiKZJEmqqCxHkkrNtm3hNNz33w+zZ+fdlpwMF1wQlqJWrSKJJ0mSKjjLkaQSt2EDTJgAY8fC8uV5t9WrB/37w9VXh7PQSZIkRcVyJKnEfPUVPPggPP44bNmSd9vvfgc33AC9e0PVqlGkkyRJystyJKlYBUH4stYxY+D113fe3rVrWIpOPNFJFiRJUmKxHEkqFlu2wJQp4ZWizz/Pu61aNbj0UrjuOjj00EjiSZIk7ZHlSNJe+c9/YPx4ePJJSE/Pu61JE7j2WujbF+rUiSafJElSQVmOJBVaRga88EJYimbN2nn70UeHt86dfXY4C50kSVJZ4I8tkgrsq6/CQvT44/Dzz3m3VasGvXqFM8/94Q+RxJMkSdorliNJu5WVBVOnwsMPhxMt/Nbhh4eF6MILoVat0s8nSZJUXCxHknbp22/h0Udh4kRYuzbvttRU6NEjLEVHH+2sc5IkqXywHEnaISMDXnsNHnsM3nornJb711q0CAvRJZeEL2+VJEkqTyxHUgUXBDBvXvgc0bPPwvr1ebcnJ4cTK/TvD3/8o1eJJElS+WU5kiqoH36Ap54KS9HixTtvb9YMrrwSLrsMGjYs9XiSJEmlznIkVSBbt8Krr4aFaMYMyMnJu71qVTj33PC2uT/+EZKSokgpSZIUDcuRVM4FAcyeDZMnw3PP7fyiVoDjjoNLLw2LUc2apR5RkiQpIViOpHJq2bLwtrknnoAlS3befuCBcPHF4ad581KPJ0mSlHAsR1I58v338MIL4RWiuXN33l69Opx3Xnjb3LHHetucJEnSr1mOpDJuzRp48cVwprmZM3e9T+fO4W1z55wTFiRJkiTtzHIklUE//QQvvxxeIfrww50nVgBo0wbOPx969w5nnpMkSdLuWY6kMmLDhnCmueeeg3ffhe3bd96nZUvo2TMsRS1blnZCSZKkss1yJCWw9eth+nR4/nl46y3Iytp5n4MOCsvQ+edD69a+pFWSJKmoLEdSglm2DKZNg6lT4d//hm3bdt6nadNwYoXzz4cOHSxEkiRJxcFyJEUsCGD+/LAMTZ0Kn3226/322w969AhvmzvySGeakyRJKm6WIykCWVnhRApTp4ZXib7/ftf7HXggnHkmnHUWHHMMVKpUmiklSZIqFsuRVEo2bIA33wwL0ZtvQnr6rvfr2DEsRN26weGHe8ucJElSabEcSSUkJye8Xe7tt+Gdd2D27F0/P1S5cvgeojPPhDPOgMaNSz+rJEmSLEdSsVq5MixCb78dTre9bt2u96tdG7p2DQvRKadAzZqlGlOSJEm7YDmS9sLWrTBzZliG3n4bPv88/30PPjheiI45BlJSSi+nJEmS9sxyJBVCEMAXX8RvlfvXvyAjY9f7pqXBiSfCSSeFn+bNSzerJEmSCsdyJO1GTk5Yhv7977AI/fvfsHr1rveNxcLJFE4+OSxDRx7p1SFJkqSyxHIk/cq2bbBoUbwMffQR/Pxz/vs3bhyWoZNPDq8S1atXelklSZJUvCxHqtCysuCTT8Iy9O9/h88PbdqU//41a4bPC/3pT2EhOuwwp9qWJEkqLyxHqlB++gnmzYO5c8OrQnPmhJMq5KduXTjuuPinbVtI9r8aSZKkcskf81Ru/fJL+J6hefPg44/Dz9Klu/+ahg3DEnT88eGvrVpBUlLp5JUkSVK0LEcqF7ZtCydOyC1BH38cTqu9ffvuv65Zs7xl6OCDvU1OkiSporIcqczJyoLFi+Gzz2DhwrAIffppeKVod6pWhQ4d4Igjws9RR4XlSJIkSQLLkRJYEMAPP4Ql6LPP4D//CX9dvDi8UrQ7SUlw+OHxInTEEfC73/m8kCRJkvLnj4pKCJs3h7fB/boEffYZbNhQsK8/4IC8Rah9e6hevSQTS5IkqbzZq3I0ffp0Ro8ezfz588nMzOTQQw/lsssuY8CAASQV4Sn2OXPmMHLkSGbPns3mzZs58MAD6dWrF4MGDaJKlSp7E1UJIDsbli2DJUvgq6/y/vrddwU7RnJyOH1269bQpk346x/+APvuW6LRJUmSVAHEgiAIivKFI0eO5NZbbwWgefPm1KhRg88//5ycnBy6devGK6+8UqiC9PTTT3PJJZewfft2GjduzL777svnn39OdnY2HTt25MMPP6RatWoFPl56ejq1atVi48aNpKWlFfr7U9Hk5MCKFfHS8+sC9O23e74d7tcaN44XoDZtws+hh0LlyiWXX5IkSeVPQbtBkcrRnDlz6NSpE7FYjKeeeopevXoBsGjRIk4++WTWrFnDqFGjuPnmmwt0vGXLltGyZUsyMzO57777uPnmm4nFYnz33XecfPLJ/O9//2PAgAE89NBDBc5oOSoZv/wC338Py5eHJejXn+XLw6myMzMLd8zatcPS8+si1Lp1+I4hSZIkaW+VaDnq2rUr06dPp1+/fowfPz7PtilTptC7d2/q1avHqlWrSElJ2ePxBgwYwLhx4zjppJN4++2382ybPXs2nTp1IiUlhRUrVtCgQYMCZbQcFU5OTvh8z08/werVOxef3M+6dUU7frVqcMgh0KJF+Pn1cv36Tp8tSZKkklNi5Sg9PZ199tmHrKws5s6dyxFHHJFne3Z2NvXr1yc9PZ23336bk046abfHC4KAxo0bs2rVKp577jnOO++8nfY57LDDWLx4MePHj6dfv34FzllRy1EQhNNd//wz/PhjWHh+/DH+2dX4p5/2/E6gPalSBZo3z1t+cn/dbz8LkCRJkqJR0G5Q6AkZFixYQFZWFlWqVKF9+/Y7bU9JSaFjx4689957zJ07d4/laPny5axatQqATp067XKfTp06sXjxYubOnVvgcpQosrPDApKdHT5vs6vPnrZt3hx+Nm0q+K+FebanIJKTw2eAmjTZ9adpU6hXzwIkSZKksqvQ5WjJkiUANG3alOR8XhrTvHlz3nvvvR37FuR4qampNGrUKN/j/XrfXcnMzCTzVw+7pKen7/H3Lg2LFkHHjlGnyF+VKrDPPuGnfv3w1333hf33z1t8GjSASpWiTitJkiSVnEKXo/Xr1wNQp06dfPfJ3Za7b0GOV7t2bWL5XHYoyPFGjBjBX//61z3+fqWttF46WqNG/FOzZvhr7drx4vPr8vPrcfXqXu2RJEmSoAjlKCMjA4DKu5lPOTU1FYCtW7eW2vFuvfVWBg4cuGOcnp5OkyZN9vj7l7Q6deCcc8KSlJwMKSnx5fw+v92nevV44dnVr9WqQRFeKyVJkiTpVwpdjnJfxpqVlZXvPrm3t1WtWrXUjpeamrqjRCWSZs3gpZeiTiFJkiRpTwp9vaEgt7gV5Na73x5vw4YN5DdxXmGOJ0mSJElFUehy1KJFCyCcZW5bPlOiLV26NM++BTleZmYmK1eu3OvjSZIkSVJRFLoctWvXjpSUFDIyMpg/f/5O27Ozs5k3bx4ARx555B6P17RpUxo2bAjArFmzdrlP7vqCHE+SJEmSiqLQ5SgtLY0uXboAMHHixJ22v/DCC6Snp1OvXj1OOOGEPR4vFotx9tln53u82bNns3jxYlJSUujWrVth40qSJElSgRRpjrMhQ4YQi8WYMGECzzzzzI71ixYt2jFj3ODBg/PMQDdmzBgOOOAAevbsudPxBg0aROXKlXnnnXcYNWrUjmePvvvuOy6//HIA+vbtu+MKkyRJkiQVtyKVo06dOjFs2DBycnK44IILOOigg2jbti3t27dnzZo1dO3alZtuuinP12zYsIHvvvuO1atX73S8Aw88kEcffZSkpCQGDx5MkyZNaN++PS1atOB///sfHTp0YNSoUUX7DiVJkiSpAIr8dpwhQ4bw2muv0blzZ9atW8fXX39N69atGTNmDFOnTqVSpUqFOt7FF1/MRx99xOmnn87WrVv54osvaN68OUOHDmXmzJlUr169qFElSZIkaY9iQX7zZ5dx6enp1KpVi40bN5KWlhZ1HEmSJEkRKWg3KPKVI0mSJEkqTyxHkiRJkoTlSJIkSZIAy5EkSZIkAZYjSZIkSQIsR5IkSZIEWI4kSZIkCbAcSZIkSRJgOZIkSZIkwHIkSZIkSYDlSJIkSZIAy5EkSZIkAZYjSZIkSQIsR5IkSZIEWI4kSZIkCbAcSZIkSRIAyVEHKClBEACQnp4ecRJJkiRJUcrtBLkdIT/lthxt2rQJgCZNmkScRJIkSVIi2LRpE7Vq1cp3eyzYU30qo3Jycli5ciU1a9YkFotFmiU9PZ0mTZqwYsUK0tLSIs2issFzRoXlOaPC8pxRYXnOqLAS6ZwJgoBNmzbRqFEjkpLyf7Ko3F45SkpKYv/99486Rh5paWmRnxgqWzxnVFieMyoszxkVlueMCitRzpndXTHK5YQMkiRJkoTlSJIkSZIAy1GpSE1N5c477yQ1NTXqKCojPGdUWJ4zKizPGRWW54wKqyyeM+V2QgZJkiRJKgyvHEmSJEkSliNJkiRJAixHkiRJkgRYjiRJkiQJsBxJkiRJEmA5KpLp06fTpUsX6tatS/Xq1Wnfvj1jx44lJyenSMebM2cOZ555Jvvssw9Vq1alVatWDBs2jIyMjGJOrqgU1zmzYMEC7rjjDo4//njq169PSkoK++67L6eeeiqvvPJKCaVXFIr7z5lfmzBhArFYjFgsRt++fYshrRJBSZwzzz//PKeccgoNGjQgNTWVxo0bc8oppzBp0qRiTK6oFOc5s2nTJu666y7atWtHjRo1qFy5Mk2bNqV3797Mnz+/BNKrNH377bc8+uijXHHFFbRt25bk5GRisRjDhw/fq+Mm5M/AgQplxIgRARAAQfPmzYM2bdoESUlJARB069Yt2L59e6GO99RTTwWVKlUKgKBx48ZBu3btgpSUlAAIOnbsGGzZsqWEvhOVluI6Z77++usdxwGCAw88MOjQoUNQp06dHesuueSSQp+DSjzF/efMr61duzaoW7fujuP36dOnGJMrKsV9zmRkZATdunXLc8yOHTsGTZo0CZKSkoIOHTqU0Hei0lKc58yaNWuCQw45JACCpKSk4KCDDgratm0b1KhRIwCCSpUqBVOmTCnB70Yl7frrr8/zM0juZ9iwYUU+ZqL+DGw5KoTZs2cHsVgsSEpKyvMf+cKFC4MGDRoEQDBq1KgCH+/bb78NUlNTAyC47777gpycnCAIgmDZsmXBoYceGgDBgAEDiv37UOkpznNmyZIlwX777Rfce++9wcqVK3es3759ezB27NggFosFQDB27Nhi/z5Ueor7z5nf6t27d5CUlBR07drVclROlMQ506tXrwAIjjvuuGDx4sV5tq1duzZ4++23iyW7olHc50yfPn0CIDj00EODL7/8csf6zZs3B/369QuAIC0tLdi4cWOxfh8qPcOGDQtOP/304K677grefPPNoHv37ntVjhL5Z2DLUSGcdtppARD069dvp21PP/10AAT16tULsrKyCnS8q6++OgCCk046aadts2bNCoAgJSUlWL169V5nVzSK85zZunXrbv8VpX///gEQtGnTZq8yK1rF/efMr7377rsBEFx11VXBnXfeaTkqJ4r7nHnzzTcDIGjZsmXwyy+/FHdcJYDiPmcaNmwYAMG0adN22padnR3Ur18/AILp06fvdXYlhksuuWSvylEi/wzsM0cFlJ6ezowZMwDo06fPTtt79OhBWloa69at44MPPtjj8YIg2PGMyK6Od/TRR9OyZUuys7OZOnXqXqZXFIr7nKlSpQrVqlXLd/tJJ50EwFdffVXExIpacZ8zv5aRkcFVV13Fvvvuyz333FMseRW9kjhnxowZA8Dtt99O1apViy2rEkNJnDNbt24FoHnz5jttS05OplmzZgBs27atqLFVjiT6z8CWowJasGABWVlZVKlShfbt2++0PSUlhY4dOwIwd+7cPR5v+fLlrFq1CoBOnTrtcp/c9QU5nhJPcZ8ze5L78KI/zJRdJXnODB8+nK+//ppRo0ZRu3bt4oirBFDc58zWrVt57733iMVidO3alQ8//JA+ffpw4okn0r17d8aMGcOmTZuK/ftQ6SmJP2fatGkDwOzZs3fa9vPPP7N48WKSk5P5/e9/X/TgKjcS/Wdgy1EBLVmyBICmTZuSnJy8y31y/8Ukd9+CHC81NZVGjRrt9fGUeIr7nNmT559/Hsj/DxolvpI6Z7788ktGjRrFsccey8UXX7z3QZUwivucWbRoEdu2baNRo0bce++9/PGPf2TSpEm8//77vPzyy9x44420bNmShQsXFtv3oNJVEn/ODB06lJSUFAYNGsRjjz3GmjVr2LJlC7NmzeL0009ny5Yt/PnPf6ZJkybF802oTEv0n4EtRwW0fv16AOrUqZPvPrnbcvctyPFq165NLBbb6+Mp8RT3ObM777zzDq+++ioAgwYN2qtjKTolcc4EQcCVV15JTk4O48aN2/uQSijFfc7k/mvu2rVrGTlyJGeccQaLFy8mMzOTjz/+mPbt27Ny5UrOPPNMNm/eXAzfgUpbSfw507lzZ959913atGnD5ZdfTsOGDalRowbHHHMMq1at4qmnnmLYsGF7H17lQqL/DGw5KqDcW5YqV66c7z6pqalA/N7b0jyeEk9p/X+8fPlyevfuDcDVV1/NcccdV+RjKVolcc5MnDiRjz76iBtuuIHDDz9870MqoRT3ObNlyxYAsrOzad68OS+99BKHHnoolStXpmPHjrzxxhtUq1aN5cuX89hjjxXDd6DSVlJ/N3377besXbuWWCxGs2bNaN26NVWrVmXZsmVMmDCBZcuW7VVulR+J/jOw5aiAqlSpAkBWVla++2RmZgIFe+ajuI+nxFMa/x///PPPnHrqqfz000+ccMIJjB49ukjHUWIo7nPmxx9/5JZbbmH//ffnzjvvLJ6QSigl9XcThP/YkpKSkmd7w4YN6dmzJwBvvfVWofMqeiXxd9OIESO47LLLiMViLFy4kGXLlvHZZ5+xdu1a+vTpw4cffkinTp3YuHHj3n8DKvMS/Wdgy1EBFeTyXkEuVf/2eBs2bCAIgr0+nhJPcZ8zv7V582ZOO+00vvjiCzp06MC0adN2/EuLyqbiPmcGDx7Mzz//zP3330+NGjWKJ6QSSkn93QTQsmXLXe5z2GGHAXgloIwq7nNm7dq13HXXXQA8/vjjOyZnAKhRowYPP/wwrVq1YuXKld7aKyDxfwa2HBVQixYtgPAWpvymoly6dGmefQtyvMzMTFauXLnXx1PiKe5z5tcyMzM588wzmTt3Lq1ateKtt96iZs2aexdYkSvuc2bBggUAXHPNNTRs2DDP529/+xsAU6ZM2bFOZU9xnzOHHnrojuX8/rEld/327dsLlVWJobjPmU8++YSMjAxq1KjBEUccsdP25ORkTjjhhB37Son+M7DlqIDatWtHSkoKGRkZzJ8/f6ft2dnZzJs3D4Ajjzxyj8dr2rTpjh9GZs2atct9ctcX5HhKPMV9zuTatm0b5513Hu+//z7Nmzfn3XffpX79+sWWW9EpqXNmzZo1O31yny3ZunXrjnUqe4r7nNl///13zCiW+8PJb+Wub9y4cVFjK0LFfc4UZGr33KsDuc+aqGJL9J+BLUcFlJaWRpcuXYDwAeffeuGFF0hPT6devXo7/oVkd2KxGGeffXa+x5s9ezaLFy8mJSWFbt267V14RaK4zxkI/4K59NJLmTZtGo0aNWLGjBn5ToOpsqe4z5mFCxcSBMEuP7nPIPXp02fHOpU9JfHnTI8ePQB44okndtqWkZHBc889B4QzlKnsKe5zJvdf9jdv3szHH3+80/Zt27bxr3/9C4BDDjlkL5KrvEj4n4EDFdjMmTODWCwWJCUlBVOmTNmxfuHChUGDBg0CILj33nvzfM39998fNGvWLDj//PN3Ot7SpUuDypUrB0Bw3333BTk5OUEQBMGyZcuCQw89NACCq666qmS/KZWo4j5nrr322gAI6tevH3zxxRclnl+lr7jPmfzceeedARD06dOn2LIrGsV9zqxatSqoUaNGAATDhw8Ptm/fHgRBEPzyyy/BJZdcEgBBnTp1grVr15bsN6YSU5znTE5OTtCqVasACFq2bBksWrRox7b09PSgT58+ARAAwSeffFKy35hKTe6fBcOGDct3n7L6M7DlqJCGDx++4z/y5s2bB23atAmSkpICIOjatWuwbdu2PPvn/gBy/PHH7/J4kydP3vH1jRs3Dtq1axekpKQEQNChQ4dg8+bNpfBdqSQV1zkze/bsHcdp0qRJ0KlTp3w/KtuK+8+ZXbEclS/Ffc5MmzZtxw8uDRo0CDp27BjUqlUrAIJq1aoFb7/9dil8VypJxXnOfPrpp0GdOnUCIIjFYsEBBxwQtGnTJqhateqO32P48OGl9J2pJMycOTOoV6/ejk9qauqOPw9+vX758uU7vqas/gzsbXWFNGTIEF577TU6d+7MunXr+Prrr2ndujVjxoxh6tSpVKpUqVDHu/jii/noo484/fTT2bp1K1988QXNmzdn6NChzJw5k+rVq5fQd6LSUlznTO60lgArVqxg1qxZ+X5UthX3nzMq/4r7nDnjjDP45JNP6Nmz547pmatXr87FF1/Mp59+ykknnVRC34lKS3GeM+3bt+fzzz9n4MCBHHbYYaxZs4Yvv/ySOnXq0L17d95//32GDBlSgt+NSlp2djbr1q3b8cn9meSXX37Js74wE7Uk6s/AsSDwRnNJkiRJ8sqRJEmSJGE5kiRJkiTAciRJkiRJgOVIkiRJkgDLkSRJkiQBliNJkiRJAixHkiRJkgRYjiRJkiQJsBxJkiRJEmA5kiRJkiTAciRJkiRJgOVIkiRJkgDLkSRJkiQB8P8DTl0BXiuidaAAAAAASUVORK5CYII=", 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", 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", 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", 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", 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" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "x = np.linspace(0, 1)\n", "\n", @@ -521,11 +738,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "x = np.linspace(0, 2 * np.pi)\n", "\n", @@ -549,9 +777,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# https://matplotlib.org/stable/_images/sphx_glr_tight_layout_guide_003.png\n", "Image(filename=\"images/tight_layout_guide.png\")" @@ -566,11 +806,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "x = np.linspace(0, 2 * np.pi)\n", "\n", @@ -595,12 +846,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": { - "scrolled": false, "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "x = np.linspace(0, 10)\n", "\n", @@ -624,13 +885,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "x = np.linspace(0, 2 * np.pi, 10)\n", - "errX = 0.4 * abs(np.random.standard_normal(len(x)))\n", - "errY = 0.4 * abs(np.random.standard_normal(len(x)))\n", + "\n", + "rng = np.random.default_rng(42)\n", + "\n", + "errX = 0.4 * abs(rng.standard_normal(len(x)))\n", + "errY = 0.4 * abs(rng.standard_normal(len(x)))\n", "\n", "fig, ax = plt.subplots()\n", "\n", @@ -647,11 +922,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "x = np.linspace(0, 10)\n", "\n", @@ -673,9 +960,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# r = np.linspace(0, 10, 1000)\n", "r = np.linspace(0, 10, 50)\n", @@ -696,9 +994,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "x = np.linspace(0, 2 * np.pi)\n", "\n", @@ -722,11 +1031,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "months = [\n", " \"Januar\",\n", @@ -763,18 +1084,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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qSrTBA266nVgsFsX2TkQhecjJJApJ+ljqe1wMx4/BOMwwEchgZIHM/ovH4wCyO38AN63fenp6AACXL19WrPs3F2gWgQCLBCqFwWBAeXk5ysvL0dzcDJ7nsbOzA6/Xi/X1dfT09MBkMiVZ3NlsNtVFYTweRywWE3+eWlPIRCGDoT1MBDIYGZCOfgGQ9SYltX5raWnB5OSkYo4QuUK7CGSog8FggNPpRFlZGWZmZtDZ2YlQKAS/34/V1VWMjY3BYrEkWdzZbDbF1s9HFJI5hSR9zGAw1IWJQAYjhXSz//K1fpuamtJckNEsAmneOy2Q42s0GkXBB9wsddja2oLf78fi4iJGRkZgtVrF33G73bBarYrtI1dRmOpmwkQhg6E8TAQyGBJybf4gZLJ+I6NhtIQJKe04SMfZaDTC4/GIvtXE+tDv92N+fh5DQ0MoLS1NajQpxOIwlUyiMBaLid7HW1tbaGxsZKKQwVAYJgIZjF+RbfZfKoIgYGpqClNTU2mt38jAaC1hIpCRjVxHxJhMJlRUVKCiogIAEIvFRFE4OzuLwcFB2O32pJpCJUsfUkXhzs4OZmdnUVNTg2g0yiKFDIaCMBHIOPTkMvtPSi7Wb3oIskLWzOZ1rAVMwKqP3ONrNptRWVmJyspKADdFIZlROD09jYGBAZSVlSXVFCrphgNAHDcDJJdrxGIxANgjCkn3MYPByA4TgYxDTb7p31yt32gTgYzDQ6HiyGw2o7q6Whx9FI1GxRmFExMTCIVCcDgcoih0Op0FicLUBxTSRCL9ORGFJFJIPLxTu48ZDEYyTAQyDi35zv7Lx/rNYDCwmsA8oPUGTdO+1To3LBYLampqUFNTAwCIRCKiKBwdHUUkEtkjCqUiLpd9ZzvO+YhCafcxTZ8dg6EWTAQyDh3S2X+CIOwrAOVYv7FIYP7QvHeaUFv8WK1W1NbWora2FsDN4dQkfTw8PIxoNAqn0ynWEzqdzqz1fPmWKuQqClNrCpkoZBxGmAhkHCp4nkc8Hs85/bu0tITBwcG8rd9oEYF+vx8DAwMwmUzweDw53ZQZdCLXO7hQbDYbbDYb6uvrIQiCKAr9fj+WlpYQj8fhdDrFSKHD4Ug6/wqtV5WKQnIMeJ4XO4+ZKGQcZpgIZBwKpNEAclPJdpGPx+MYHh7G2tqaLOu3Yk8HS7ubW1tbYTQasbm5Kd6UpeNAHA6H6jdE2qOYNFAMx5fjOJSWlqK0tBQNDQ0QBEEcXE1G0vA8nyQKeZ5X1M0EABOFDMavYCKQceBJtX7bTwBub2+jt7cXFosF165dQ0lJSd5rFnMkMBqNoq+vD8FgEFeuXIHNZgPP8+JNORgMijflmZkZcByXNDi4tLT00N8Qi0FQyaHYPjeO42C322G329HY2Ljn/JudnRVrdufm5uB2u1FWVqaqKCT/RCIRRKNRAGCikHFgYSKQcaDJd/YfsX5rbW1Fe3u77At9sQ6L9vv96OnpgcvlQldXF8xmszhmg7xGWVkZysrK0NTUBJ7nEQgE4PP5sL6+jomJiaTUsdvtliWS0+2doS56jwHKhdTzTxAETE9PY3V1FX6/H9PT0+JDCYlW2+12xX2PgZvCMFUUSiOFZrNZFIX7XVsYjGKFiUDGgYTM/puamkJZWRk8Hk/e1m+FUGzDosnNdHJyMu1w60wYDAaUl5ejvLwcLS0tSCQS2N7ehs/nEy3GSkpKRFHocrlku0nQGl2jBRqPL8dxsFqtsNlsOHfuHHiex87ODvx+PzY2NjA5OZlkg+dyuRSNVGcTheFwWPwdJgoZtMJEIOPAIZ39t76+Do7jRPeDdGSyfiuEYkoHp6Z/nU6n7DVSfWfj8Tg2NzfFKE0wGBQHB3s8noJnxDGUhUZhIo1gGgwGOJ1OOJ1OtLS0gOd5bG9vw+/3Y3V1FePj4zCZTEnlCyUlJZqLwtQZhUwUMooVdnVmHChIgTepI8oWkdvP+q0QiiUdnC79qyQmkynJTUI6OJjMiCsvL0+aEZeu85jdINWHxkggkD2NbTAY4HK54HK50NraKkaq/X4/lpeXMTo6CovFskcUKkUmUcjzPMLhMMbGxnDkyBGUlZUxUcgoSpgIZBwISPqXdP+Si2ymLt1crN8KQe90sNz0b6GkDg5ONw4kU+cxrSKFJmgUHuT7nAupkepEIoHNzU1sbm4mlS9Iz0Gr1arYXlNFod/vR0NDA3ieRyQSQTgcFh9OmShkFANMBDKoJ5v1W7roWK7Wb4WgZzo4Go2iv78fgUAgp/Svmjef1BlxmTqPzWYzeJ6nonmBQMs+CTQdWymF7NtoNKKiokIsB5GWL8zPz2NoaAilpaVJNYVKlIMQeJ4Xu4nJeyEPrIlEYk+jidT3mMbPikEfTAQyqEYa/Ut34ZRGAvO1fisEveYEBoNBPPXUU3A6nTmnf7USq9k6j9fW1hAKhfDUU0+plrpj0ImS4jW1fCEWi+2pabXb7UmisJASitQoJrlGkf8nFYXxeFz8eTrfYyYKGWrARCCDSnKd/UfEmBzrt0LQOhJIhu6ur6/j+PHjaG5uLvqbhrTzuKysDBMTE+jo6IDf7xdTdzabLUkUKl3TeJg4jJHA/TCbzaiqqkJVVRWAmzWtRBROTk4iFArB4XCI6WOXy5VX5oDUJmcikyiMx+OIxWJJolDqe8wcfRhKwUQggzrI7D8SadvvIru9vY3Z2dm8rd8KQUsRSNK/u7u7aGpqQktLiybrKgm52Xk8HnE8D0nd+Xw+TE9PY2BggHUeFwCtNZdaileLxYLq6mrRISgSiYi+x+Pj4wiHw3tEodSnOHXfcnyPmShkaAm7gjKoQWr9Rp6w97N+8/l8CIVCuPXWW/O2fisErbqDpeNtKisrqU6fpoqUTJ3HPp8vr85jLfZKCzRGApW0jcsXq9WK2tpa1NbWArjZUEZqWkdGRhCNRsVz0OVywel07rGkK+Sc3E8UktdPdTNhopCRK0wEMqggW/NHOoj1WyKRQE1NjaYCEFC/O1gQBMzMzGBiYgLHjh1Dc3Mz+vv7qRUnuZBP57HH41HUXuwgQOu5UUxp7JKSEtTV1aGurk6cDZh6DhJRSCYOKLn3TKIwFoshGo2KP2eikJErTAQyip5CrN+kQ1y1RM10MEn/7uzs4PLly3C5XKqvqTZybpS5dh4zz+ObFJOYyodi3TfHcXvOQemDycLCAgBgYGAgaSSSkoIsnSgk10sSKUwVhaT7mMEAmAhkFDGZZv9lIp312+TkpC7CSK108ObmJnp6elBeXo5r164lNUrQLAKBwiJV6TqPib0Y8Tw2m82HvvOYxpt/PnMC9YTjOJSWlqK0tBQNDQ0Ih8N46qmnUFlZic3NTczNzUEQhKR6QumcTKX2IK1RlIrCdJFCafcx43DCRCCjKMk3/ZvJ+k2PUS1kXSUFWbr0b+rxkCsCi+EGoPQeUu3FEokEtra2DnXnMa0PCMUaCdwPcrybmprQ1NQEQRAQCATERpPp6WlwHJc0uNput2suCg0Gw55GExqPN0MeTAQyig4S/cul+WM/6ze9RKCSkUBphFOa/k23Jq03ekBdkWI0GnPqPPZ4PGKTyUHsPKbx5k6zCEydEehwOOBwOHDkyBFxTqbf74fX68XU1JRog6dWCUOuojC1ppDG48/IjYN3lWNQS+rsv/0EYC7Wb3oJI4PBINbkFII0/SuNcKaDdhGoJfl0Hns8HpSXl+9JSdJ2YzwoYooW9psRKJ2T2dzcnLaEwWQyJYlCm82mmigk1w7iv37jxg20trbC4XAwUXiAYSKQURSkzv7bb0J+rtZvekYCCxFkgiBgdnYW4+PjOHr0KFpaWnK68NKcDtZTwGbrPO7v70cikUjqPKZRlND6gECreM13tE1qCQPP82IJw+rqKsbGxmCxWMR6QiIKlULqeQwAOzs7SVaUUos7JgoPDkwEMnQl39l/+Vq/0SgCY7EY+vv7sb29jUuXLsHtduf0dwaDQayhZBRGLp3HPM9jYWGBqs5jGvaYCq0isNAIpsFgECOAAJLqWpeXlzE6Ogqr1ZpU12q1WpXafkbfY0EQEIlEEI1GxX0yUUgvTAQydCPf5g851m96NobIWZekfx0Ox77p31T0jqYVQjHfNNJ1Hq+vr2NoaIiqzmNazw1aRaDSQ67T1bUSUTg/P4+hoaE9zU75XD9SSU1nS7MzRqNxjyiURgpJk4nJZNr3us7QFyYCGbqQz+w/AFhaWsLg4GDe1m96CaN815Wb/i1kTenaxSAQimEPuWAwGMRB1OfPn6eq85jGmzGtIlDtWkaTyYSKigpUVFQAeKHZye/3Y3Z2FoODg7Db7Uk1hbmehzzP77v/bKKQzGaVikISKWSisLhgIpChKWT2Xzwez9n6bXh4GGtrazh37lzezh80dAfLTf+mW5MWIXWQyLfzOJvfrJrQem7oaRtXCPs1hihNarNTLBYTRWGq97bL5YLL5cooCnPxZU8lV1FIIoRMFBYHTAQyNEOu9ZvFYsG1a9dkpdiKvSZwa2sLPT09KCsryzv9K3fNYuQg3QTSdR77fD74/f6cO4/VgsbjTGskUG/xajabUVVVhaqqKgAvdMBvbm5icnISoVAIDocjyXubNNjJEYGpZBKFPM8zUVhEMBHI0IR8Z/9Jrd/a29tlXxTUcu7Yj/2GRSuR/k2FZhEI0Bup2g+LxYLa2lrU1tYCeKHz2OfzYXFxETzPw+l0qu55TKuYonnfxdRFntoBH4lExGYn8nBCRCGpt1bD4g7YKwojkQjC4TAMBsOeRhMmCtWFiUCGqpDxApOTk2hqaoLZbM7b+q0QlHbuyJVs4jMWi2FgYABbW1sFpX/TrUmrkDpMF3m9PI9pPTdoFYF6RwL3w2q17nk4Ienj5eVlAMCNGzfE87C8vFzRMobUMWBEFCYSCSQSiYwjaZgoVBYmAhmqwfM84vE4YrEYxsfH0dDQIMv6rRCKzTZOyfRvKjSLQIBekVIIWnse03jzLLaIWq5oXRNYKOThpK6uDjs7O7hx4wZqa2uxubmJpaUlxONxOJ1OsdFE6TIGIgrJa0pFYTweF3+emj7eb6YsIztMBDIURzr7TxCEPRPp0/1+Nuu3QiiWmkBpiru9vR2tra2qpfwY2qDG56em5zGt5watkUBaxSsA8brd0NCAhoYGCIKAUCgkRqwXFhaSBqi73W6UlZVpIgpJYIGJQmVgIpChKKnWb+QLmSk9mov1WyEUw4gYkv7d3NxUNP2bitzUdzFcMIthD8VIus5jciMmHZ/S4v5sncc0iyka913s6eBskNFdBI7jYLfbYbfb0djYuKeMYXZ2FoIg7BGFSlvc5SoKyZxCkj5mZIaJQIZiZJv9ly4il6v1WyGQdbW+kZB1SfrXbrfj2rVriqZ/00FrtAege+9aYTKZ9nR8pus8JuNoUlN2NIoSmkUgrQJkv72nljEIgoBAIJD0gMJxXJIotNvtmolCksI+fvz4HjcTWj8TtWAikFEwucz+MxqNogjM1/qtEKQXCK1vJNFoFM8++6yq6V8pejXBMPQjW+fxwsKC2Hns8XjE8gzaoFUE0rpv4AXLuFzhOA4OhwMOhwNHjhxJqm31er2YnJyE0WhM8j1W2mpRKgoTiQS2t7fBcRxisVhWi7vDLgqZCGQURK6z/0hkTI71WyGQvWh584vFYpiamkI0GsWVK1cK7nDOB5YO1oZiFVPZOo99Ph8EQUB/f784jsZmsxX9sac1rXqQI4H7Ia1tJa+3vb0Nv9+PtbU1TExMwGQyJZUxKHkuEhFLRs4AybXqsVgMwM3rzmEXhUwEMmTD8zyi0WhOs/8MBgPW19cxOzubt/VbIZA18n2ylQtJ/1osFlitVk0FIO2RQJr3Xoykpuzm5+extrYGh8ORtvPY4/HAarXqve090BpRo7kxRGkBazAYRJeS1tZWMVJHxtGMjo7CYrEo1gWfWtMIvDCYmpCLKDSZTFSee/nARCAjb0j6l6SXcrF+i0ajmJ2dlWX9VghSEagmgiBgfn4eo6OjaGtrg8fjQU9Pj6prplJIE4zeFzq91z8McBwHs9mMlpaWtJ3Hw8PDKC0tLTrPY1pFIK0RTED9KCZJDZMmuXRd8FarNelczOcBJZFI7PvQn00URqNRMbWc2mhC62eaCSYCGXkh1/pNEAScOHFCUwEIaJMOjsfjGBgYgN/vFwdcb21taT6ahs0JZGQjVUwp2Xms9r5pjKhJx2PRhtap7Ez+25ubm5ifn8fQ0JD4gEJqCrM12cnJ/OQqClPTx7SLQiYCGTmROvtvv1lMqdZv6+vrulwQs42nUYLt7W309PTAZrOhq6tLfFrVIzVLuwhkqMt+50Zq53E6W7Fsncdq7pvGGy3NNYHp0qlakuq/HYvFRDeT2dlZDA4Owm63Jz2gSKPWSuxfKgrJd4eUQGVyM6FRFDIRyNiXTLP/MpHO+s3n8+kytBlQZ2B0avq3ra0t6ZjoIchoFoG0XThpJZ/jnM5WjIyjSe08VmMuHIFmEUjjvoHiE7Bms3nPaCQiCicnJxEKhVBWViaKwlgsprjFHYCcROHPf/5zGI1GvPzlL1dsfTVhIpCRFRL9IyJqvwtDJus3vZw71Fg7Xfo3FTWjj5mgWQQC9KWDabvBF3p8bTZbkoOEtPOYzIWTNpko1e1JqwikNY0NaNdIJxeLxYLq6mqxvCgSiYiicHx8HLu7u7BYLJiYmIDb7YbT6VR0Dm02Ufjtb38bdrudiUAG3UjTv7l0/+5n/aanCFRSHGVK/6aiV6cubUKKQONNnjaUFFPZPI/JCBClOo9pFYHFFk3LB9r2brVaUVNTg5qaGgDA4OCg2LwoLWUg9YROp1O1SGEwGNS89r0QmAhk7CHf5o9crN9ojwTul/5NRdqQotUNTK7wXFlZwcbGhpjW07MjlNYbPi2odWz38zyW23lMXCBoPCdo3TdwUwSq4eCkJeXl5WhpaQHwwhB1v9+P4eFhRKNROJ1OsZ7Q6XQqJnqDwSDKysoUeS0toPtTZihONuu3dORq/UazCJSmfy9cuICKioqc1gS0T6vkIwJ5nsfIyAiWlpZQXV29pyPU4/Eo/sScCVpvljShZZQ4tdtTWtifT+cx2TON5wdt0TQpNO8d2HvdTR2iLhWFCwsLSCQSoih0u91wOByy3z8TgQwqyXf2X77Wb7SKwFzTv6no4VSSTyRwd3cXPT09EAQBV69ehclkgsFgEDtCfT4fhoeHEYvFxOJ/j8ejWvE/Qxv0+uxSC/tz7TymXQTSuG9A/+7gQsk2J5DjOJSWlqK0tFSsbw2FQuL5ODc3B0EQ9ojCXD/LUCikuhOWkjARyMg7/SvH+k3qHaw1cmoCBUHAwsICRkZG0Nraivb29rwu6HqIwFzX29jYQG9vL2pqanDy5ElwHCd6a0o7QqUXR5/Ph5mZGRgMhj3F/0rvn4YbJ421l8W051w7j4ntGI3Q3hhC696B/EQsx3Gw2+2w2+1obGyEIAgIBAJJI2kAiI4n+3XCs0gggypI9C+X5g8AWFpawuDgYN7Wb8TUWw/yjQTG43EMDg7C5/PlnP5NtyagvlNJ6prZbvSCIGBychLT09M4efIkGhsbAWTeY+rFkRT/+3w+rKysYGxsTLTGK7SekAbhRzvFLLAzdR57vV4AwNNPP61K57Ga0CykaN47UFgZDsdxcDgccDgcaGpqgiAIYtMTKWcgNniklMFut4vBBrVE4MzMDFpbW3P63SeeeAJ33nlnTr/LROAhJXX2Xy7Wb8PDw1hbW5Nl/WYwGER/Rq3JRwTu7Oygu7s77/RvKsUWCYxGo+jr60MoFMrYvLMf0uL/1tZWcap/ap0XEYRy6gmLKVp1ECl24QQkdx7X1NTgySefxJkzZ7C9vY21tTWMj48n+cwWq+cxzelg2kVgLrZxucJxHMrLy1FeXo7m5uakTnjiwf3JT34SJSUluP3227G5uamKCCwpKcG1a9cy/nx5eRlTU1MoKSnBrbfemvPrMhF4CEmd/bff8Gdi/WaxWHDt2jVZxt7FPiKm0PRvujWB4ogEbm5uoqenB06nE52dnYp1/6ZO9ZfWEw4NDSEej7N6wiKCRoFN9kzEHm2ex7QKqWKfE7gfatY0pnbCk/vpT37yE3zrW9/CxsYGXve61+Hee+/FXXfdhbvuuivnCF42amtr8eSTT2b8+f3334+pqSn8xm/8Rl5lFEwEHiLkzP6TWr8VIoyKuTGEpH+9Xq/s9G+mdbW88aaKXennd/ToUbS0tKgqwtLVE5I6L2k9IYkUSusJmTjUBtqOc7rvj1Kdx2pDczSN5r0D2opYg8GAe+65B/fccw94nofH48GnPvUpjI+P41//9V/x1re+FQ0NDbjnnnvwxS9+UZXvYCAQwCOPPAIA+L3f+728/paJwENCvs0f6azfCqFYReDOzg56enpgtVpx7do1RdNKejh4kPVycTVRE2k9oXSYsM/nw/LyMkZHR1FSUpJkOSbdP0N5aDy2ufiU59J5LO301MrzmOZ08EHuDlaTcDgMnudx77334vd///cB3GwU+cUvfoGxsTHVzoeHH34YwWAQVVVVeNnLXpbX3zIReAjgeR7b29vo7+/H5cuX9z0RM1m/FYKejSHpxJg0/dvS0oKjR48q/gXVWgSSyGMgEEB3dzesVmtBdY1K7y1dPaHP58P09DSCwSAAYHp6GhUVFXC5XEV/E6LxBk/bnuU0s6RGpMPh8J7OY1LUr7bncbGfw5mgORJIMl567D8UCgFA0sQMu92Oe++9F/fee69q6/77v/87AOC+++7Le8g3E4EHGDL7Lx6PI5FIwOfz7fv72azfCqGYIoHxeBxDQ0PY2NhQNP2737paIAgCrl+/jubmZhw9erRoL+Sp9YTBYBDPPPMMIpGIWE9IbtSsnlAZaBQlhXY0cxyXsfOYPICQTk9pmYIS5xrNkUCaRSAJNugRCQwEAuIcQq1YXl7Go48+CiD/VDDAROCBJTX9S54OMl1Uc7F+K4RiEYHS9G9XV5esJpdc0TISyPM8JicnAQC33HKL6KFJCyRaefz4cZhMJrGeMHU+Ybp6QkZu0JgOVlpIZfI89vl8WF1dxdjYmGKdxzSKbgLNIpBc6/UQgWQ8jJbi/z/+4z/A8zyOHz+Oy5cv5/33TAQeQNLN/iMiMF2tx/r6Ovr6+va1fisEvbuDE4kEFhYWMDw8rFr6N926Wtx4ifsHEfykNoompJ9FunrC7e3tjPWExdINSgO0RabUnm2YWqYg7Twm14tCPI9pFFJ6plOVIJFI7FtHqhbBYFCcGagVJBUsJwoIMBF4oJDO/ku1fks3vDhf67dC0FMEAjeF7uLiIs6fPy+mINVGi/dMBHxNTQ3a29vx05/+VNX11CadaCbpOpfLBQB76gkHBgZQXl6e5Hes9g2MxqgarXvW8oYq7Txub2+X3XksHb9FG+Q8oXVETK6+92oQDAY1TQX39/ejt7cXHMfh/vvvl/UaTAQeEHieF2v/gL3dv+S/yc/lWL8Vgl4icGdnB6urqzAYDKqnf1NRMxIoCAImJiYwMzMjCnhi/UbzU3wupJtPSAr/BwcHxXpCaecxjTdjpSlmx5BM6L1nuZ3H5HtP4/eQXKdp3Dug74zDQCCgaSTwy1/+MgDgRS96EZqbm2W9BhOBlCOd/bffOAUixORavxWCHiKQpHMcDgfKyso0FYDATRGoxnuORqPo7e3F7u4url69CofDAeCFi7Yc4am3OChkfavVirq6OtTV1WUs/CeC0OPxaH4eFBN6f875orcITCW183h3d1cUhdLOY/KdpBHaRaCe42209A3meR5f/epXAchPBQNMBFJNavPHfnUQBoMBo6Oj2NzclGX9VghGo1EzESjt/j1//jz8fj8ikYgma0tRY1h0Lu4fctYkf6P3DbfQ45Wu8D+1ntBms4mC0OVyHZp6QlrTwcUqRkgXaGlpaVLnsc/nEz2Pr1+/rkrnsZpI7yc0oteMQOCFmkAtePzxx7GwsICSkhK87nWvk/06TARSCon+5Vr/sL29jXg8jnA4LNv6rRC0igSS7l+LxSKmf7e2tnRJRSuZDs7F/aOQSKDeqHXDSVdPSCI3k5OT2N3dFWu8tKon1BPabuzFFgnMhvQBpKqqCtevX8ctt9yiSuexmuTiJlXM6JkO1lIEklRwvjZxqTARSBnS2X/5Wr+ZTCZ0dHTokg7TQgQuLi5iaGhoz4w8veoRlUoHS90/Ll26BLfbnfX3aRSBWmEymZJqvMLhsJg6Tq0n9Hg8mnf6qQmN5wVNIlAKuTar0Xms1d5p5TCkg3d3d/Hwww8DKCwVDDARSBWFWr8NDw/rdiMgqVE1LurxeBzDw8NYW1vDrbfeumdEih72bYAy6eB83D/IcaXxZk/Qeu8lJSWy6wlpFCe07ZlWEZguja1U57HaHAQRqGdjiBYi8JFHHsHOzo4sm7hUmAikBJ7nEY1Gcw7Vp7N+09O6TTqiRskvaCAQQE9PD8xmc8Y0t56RwEJEDWngydX9g9SE0igCi+FGn62ecGlpKamesKSkhLrjTKOgonHPQG5CKlvn8cjICKLRqG6ex7SOhwH03X8oFCooNZsrJBUsxyYuFSYCixyS/iXdv7mkfzNZv2nZnJEKuXgp+ZSWKf2bbm093rfcdXmex8jICJaWlmQ18OQrTorpJltMwkpaT9jW1pZUT7i4uIhYLIbnnntOjBQWez1hMR3bXKHVek0Jz+NMncdqex4fhEigXvsPhUKqztslfO9731PstZgILGLyTf/uZ/1WLJHAQkkkEhgaGsqY/k23Ni2RQOL+IQgCurq68h48KjcFXQw32mLYQzak9YS1tbXo7e1FQ0ODGCmMx+NJRf/FWE9YbPvZj4McCcxGts5jkj4mVorkHyU9j2kXgXrPCaQJJgKLkHxm/xFysX7TMxJI9l/o+rmkf9OtrUcUJN91pe4fJ0+elH0hozHiQ6Bl7+R7mVpPSG7SU1NTMJlMSX7Hes8npOXYSqFZBKrleXzkyJGsnsfkfJPbeaxnJE0J9E4HazUnUCmYCCwypNZvwP6z//KxftMzEshxXMEROZL+PXLkCI4dO5bzharYu4PTuX/IheaLN82ku0mTTtDFxUWMjIzAZrMl+R2r4dGdyz5popjnBGZD7X1n6zyen5/H0NCQ2Hmc7zzMgxAJ1OO7BWg7IkYpmAgsIqSz/4hoyka+1m96RgIB+WIs3/SvUusWSi6p2UzuH4Wg52dcCLQJlGxIU3VtbW1iJ6jP50uaT0i6RbUo+qcxqkbjngHthVS2zuOpqSkEg8GcO48PggjUc04giwQy8ibf2X8AZFm/6RkJBOSJUJL+NZlMsodcq2Xflsu62URgLu4f+aKGS4mW0Lz3bKR2gobDYTF13N/fLxb9k0ihGvWENB5bmkVgsXoe79d5zLqD5UFKQmizDGQiUGfybf6QzsTLt3PUaDTqKgLzFWNE6Oab/k1FL2GU6f3m4v5RCDTe7IGDFQncj5KSEtTX16O+vn6P3djk5GRSPaGSzhK0HWNaRWCxpbHz6Tze3d2l8pgT9B4WzdLBjJyRY/3W29sLi8UiKypmMBgQi8UK2XJB5BoJTCQSGB4exurqqqz0byrFlA7O1/0jX2idE0igee9yyVRP6PP5sLi4KDpLFFpPSOOx1TuiJpdiTqmm6zwOBAKiKPT5fOA4DgMDA4p3HmsBSwfnBxOBOiBn9h+JHLW2tqK9vV3WF1LvSGAuYkya/u3q6oLNZtNkXTVIjQTm4/5RyJo03uxpRE2/Y3LzBZC2nrC8vFyMFOZaT0hjVI3GPQN0iVeO4+BwOOBwOHDkyBGMj48jHA7Dbrcr3nmsBXqng5kIZGRFrvXb1tYWLl68CI/HI3ttvcRQrusrlf5NRU/bOPI55+v+IReaRSAtN02tSa3vIqk8EinUop5QL2gVgcWWDs4HQRBgs9nQ2tqa1Hns8/kK7jzWAr0igaFQCIIgsJpARmZI9E+O9du1a9dgsVgKWl/vxpBMIlCa/pXjkCF3XbUhkcChoSHZ7h/5whpDDj42mw02m02sJySpPGk9odTvmERtaBRUNO4ZoCsSmErqiBVp5zGApM7jyclJhEKhovA8JuhVExgKhQCA1QQy9iIIAiKRCKanp3HkyBEYjUbZ1m+FUIwjYgKBAHp7e2E0GhVL/+ayrhbE43Gsrq7CZrPJcv+QCxNSh4fUVF66ekK73Q632y0+gNIErSKQ5kjgfvWM+XQeezweOBwOTY+FXungQCAAo9Go+1D4fGEiUGVI80csFsPY2BgaGxuzFnXvZ/1WCMVWE6hW+jcVchPR8oayvr6OhYUFlJSU4LbbbtPsoiT3GBZDGpmmm73exyoT6eoJyQ06HA5jZGQEy8vLYqRQi/mEhUCrCCzmxpD9yFdEFYvnMUGvdDDpDKbtc2ciUCWk1m/SL1W2J/FcrN8KoRhqAhOJBBKJBEZGRrCysqJZihTQ5glR6v5RXV0NjuM0vyDRFu2RUqziilbMZjOqq6tRXV2NnZ0d1NbWwmAwwOfziTdoqd9xaWlpUYkuWiNqNKeDCxGw+3Ueq+l5TPau1zlDY1MIwESgKmRq/uA4Lm0kLh/rt0IohprAcDiMp59+GgaDQbX0b7p1AfVFYKr7x8bGBra2tlRbLx203ngAuvdOA4IgwGq1oqqqKqmeMHU+Ybp6Qj33TON5Qat4BZSNYqYrV1DL85jsHYBukUCtSn6UhIlAhck2+y9dTV6+1m+FoHdNYDgcxsrKCpqbm9HR0aHZRZKso2aUKZ37h9fr1fx46+WOohQsEqgeqcdWeoNubm5O8p9dWFhIqickXaBae7LSKgJpdt1QM5WdyfM4tfOYCMJ8O4+lgRetIelg2s5XJgIVIhfrt9SaPDnWb4WgVySQpH+3trZQVVWFEydOaLo++RzUEEfZ3D/06NSl7QLE0JZs50c6/1mSxiOz48rLy8Xf0aLgn2YRSGskUMvu2nw6jz0eD5xOZ1ZxnUgkwHGcLsc+EAiwdPBhJdfZf0QEFmL9Vgh6RAKDwSB6enpgMBhQV1eneSQBgJiKV/q97+f+oUdUjuZIII03e5rI94FEWk8IJM8n1KqekFYRyNLB8sjUeezz+TA8PLxv57GeEdhQKETdeBiAicCCyWf2n9FoxM7ODoaGhmRbvxUCiQRqdWFdXl4WI50dHR0YHx9HPB5Xfd10KN0Uk4v7h16RQJpTqjTtnUZxUsie080n9Pl82NjYwOTkJMxms+KuErQ2WNC6b6C4opj5dh7raRkXCASYCDxMCIKAeDyOeDyes/VbPB7H2NgY2traZFu/FQL5cqgtAkn6d3l5GWfPnkVNTY24fjQaVW3dbCgpjqTuH8eOHct4LPUQZHLW9Hq9GBwcRElJCSoqKuDxeKisbWFkR8nvfbZ6QlLbZbfbk2q75Pod03ge0h4JLMZ6xlw6jwmLi4uaex6z7uBDBM/ziMfjeVu/RSIR0TZMD6RdsmpdoEijC8dxewYk6zmiRom1eZ4XxW0uaXy90sG5ikBBEDA9PY3JyUm0t7dDEATxYmo0GsWojlZdojRFMWnZpxQ195ypntDn82FsbAyRSERWPSGtIpBFAtUnXefx3NwcFhYWkjqPyYOI2p7HoVCIicCDjnT2H7k45WP95vF4dJ0mTp7uUm2BlGJlZQUDAwNoaGhI2+hCswjc3d1FT08PBEFAZ2dnTqMAijkdHI/H0d/fj62tLVy+fBmlpaUQBAFNTU1JrhOkS7SsrEy8ge9XnM0oXrQSJunqCX0+nxgpFAQhKXWcqZ6QZhFIg5BKB617NxgMYsnChQsXkEgkxCYTJTqP9yMQCKCiokKx19MKJgJzJLX5Yz8BmM76rbe3V9eifbJfpTuEE4kERkdHsbS0lJT+TYVWEUiGeNfU1ODkyZM5C6BiTQeTesaSkhJ0dXXBbDYnPdhIh7mSqI7P5xOLs2OxGJxOp+KpYxpv9jShZ/TSZrOhoaEhKY3n8/mwvr6OiYmJpHpCj8cj+qTTKgJpTQeTQAeNeweSO5uNRiMqKipEYUY6j30+n6zO4/0IBoNobm5W5H1oCROBOZBt9l86Mlm/GY1G3RojAIjuFUoKsVAohJ6enrTp31T0FIFyBJnU/UPOEG+90sHZWFlZQX9/f1I9437HxWw2o6amBjU1NRAEAaFQSBSFJHVMbt6FplxoTLPSQrEIqkz1hNJZcaSeMBqNUnlO0JoOJtcrmkVgJiFXaOfxfpA5gbTBRGAWcpn9l0o26ze9hzUDygqx/dK/aq6dL/muner+4XA4ZK2pRyQw3fvkeR7j4+OYn5/HLbfckjFam8vr2+122O32PaljcgOXmzqm8aZJG8V4jFNnxUWjUTFiEwqFMDY2hrW1Ndk3Zz2gNRJIuwjMp6lFac9jNiLmgJHr7D9CLtZvqcOi9UCJPZAGiaWlJZw5cwa1tbU5/Z2etnX5iECp+0dXV5fs+km90sGpEEEbDodx9epVRYuXc0kdu1wu8Sa/X+qYxqgPLdBybC0Wi1hPGAwGUV1dLfodz8/PA4B4TmWrJ9QTWlOqtItAuYOulfA8Vrs7OJFI4F//9V/x7//+7xgcHEQgEEBNTQ3Onz+PN7/5zfjN3/xNWa/LRGAaeJ5HNBrNOfqXq/WbniNSCIVG40j6F8C+6V+l1y6EXASZ1P3j2LFjaG5uLujmUgzDore2ttDd3S3a2ak9rDuf1LG09ouhDcUmlvaD+B1XV1eLN2fiPSutJ5T6HRfDOUVzOlgvxw0lUGpOYLrO4+3tbfj9/qTO46effhoOhwO/9mu/pqoI9Pv9eMUrXoGnn34aHMeho6MDLS0tWFpawre+9S2YTCYmApWApH9JkXwuAnBpaQlDQ0M5pUSLIRJYSDQu3/RvurWLNR28n/uH3DX1jASSzt5UOzst95JP6pihLrREAqWk1jFyHIfy8nKUl5ejpaUlbT1hWVlZkt+xHp3sNKeDadw3ged5VR50DQYDXC4XXC6X6Hm8ubmJn/zkJ/ja176Gv/zLv4TBYMCDDz4IAHjxi1+syD0EuPmefuM3fgNPP/00fuu3fguf/exn0djYKP58YWEBU1NTsl+ficBfke/sP6n12y233JKT9VsxiEA5dYk8z2N0dBSLi4t5pX9TKVYRuLOzg56enqzuH3LQKx2cSCQwMDCA1dVVXLhwoWjGFqSmjqPRaFJhdiQSweTkJILBIBtYrRK0Hc/9Imrp6glJCm90dBSRSAROp1OMFGpVT0irmKJ134REIqFJJJh0Hn/oQx/Chz70IaytrYk9AO973/swOjqKCxcu4CUveQle+tKX4u6775Z9XL/4xS/iySefxF133YVvfOMbe16nsbExSRTmy6EXgXJm/21vb6O3tzdv6zc9a+Lk7qGQ9G8qejbGZBJkubp/yF1T6/ebSCSwuroKm82Grq4u2Gy2ff8ml3NeDSwWS1Lq+Omnn0Z5eTn8fj+mpqZgMpmKOnVMm6Aqlu7gfMh3z6nnlNTveG5uDgCS/I7VcpSgOR1MuwjUI/JbVVWFRCKBD33oQzh79iyWlpbw2GOP4dFHH8WHPvQh3HPPPbJf+7Of/SwA4CMf+Ygqn82hFoFS6zcgt9l/pGastbU1b+s32iKBJP1bX1+PEydOFHwCFlMkMF/3D7lrahkJ9Hq9WFlZQWlpKa5cuULVQGcyvqiyshKVlZWKdh2rAa2pVdooRLimK/aX1hOOj4+LjhIkUqjUgwat6WC5jRXFgl6WdzzPJ9UE1tfX4/7778f9999f0OuOj49jZGQEHo8HXV1d+Na3voVvfOMbWF5eRlVVFe6++2783u/9XkHZq0MrAqWz/3IphCXWb1tbW7h48aKsGqZiGRGznxBVKv2bih6RMYJUBMpx/5CDVulgQRAwMzODiYkJuN1u2O12qgSgFHK89ksd59t1zLgJbcdIab/j1HpC4igxOzuLwcFB8UGDOErI/R6xSKA+6CViQ6EQAMgaJZaN559/HgBw4sQJ/N7v/R7+4z/+I+nnDz30EP7u7/4OP/jBD2QPqj50IlDO7D+p9du1a9dkPy3SEAkMhULo7e2FIAgFp38zra1HWooIUDLHsba2FidOnFBVLJFIoJrvlzS0bG5u4vLly1hdXdX9HJNLtmOUmuaTdh3TkDouBmiNBKp1U091lJA+aIyMjIjDg6V+x7l8j6UPMrRxEESgHg/AwWAQABSfE7i8vAwA+OUvf4mnnnoKf/RHf4T3v//9qK2txZNPPom3vOUtGBkZwWtf+1o8++yzsj67QyUC8539l876rZCbeTGIwGyRwNXVVfT396O+vh7Hjx9X/MtETlC9RKDX68X09LQs9w+5awLqvd9AIICenh5YLBZ0dXXBYrFgbW1N92hzIeQiVNQcWH3QoS06peW1Il09IfE7zqeekOZZe7SLQL3SwcFgEGazWbGmQunrAjct7+644w586UtfEn/20pe+FA8//DDOnz+P559/Ht/97nfx67/+63mvcWhEYL6z/zJZvxVCMYjAdJFAtdK/qZCLi9YXmmg0Cq/Xi3g8Ltv9Qw5SEag0RLA3NTXh2LFj4vEspH6KVljqODcOQ2OIUkjrCRsbG5PqCdfW1jA+Pg6r1SoKQmk9Ibm+0nasAf1ElFLolQ4OBAKqXFekTafvete79vz83LlzuOuuu/DYY4/hBz/4AROB6SDp37GxMVRVVeUU0s9m/VYIxSACUyOBJP3L8zw6OztVtb2RikCtIKl8g8GAuro6zQQgkPx+lbqwCoKA8fFxzM7O4uzZs3sEu9y6y2JIFSp1AWWp44NDsQjXfOoJyTWGxoga7ZFAPdPBatSWS2cNnjhxIu3vnDx5Eo899hhmZmZkrXGgRaA0/bu8vAyHw5E1opeL9VshkBoxPb9oRqNR7IYm0aS6ujrV6+MAbUWgIAiYnZ3F+Pg4jh07hnA4rIt7B9mLEkj9jDs7O9NOpy+GG2YhKC1G06WOyc07XerY5XLl/N2k7VgXi6DKh2Ldc7Z6wvHxcQBAT09P3vWEekO7CNQzHbyft7Acjh8/Lv57plQz+f9yA0wHVgQS5w9yUu8XhcvV+q0QSERRzy8aiQQODw9jcXERp0+fRl1dnSZrkxE8aouxdO4f4+PjovjVCnJBUOL9bm1toaenB+Xl5Vn9jPXswKYBg8Eg3phJ6phECYeGhhCPx8UUn8fjKUpfWjkUQ6RXDsUqAlORRp+DwSCeeeYZVFdX76knJKljteYTFgrNI2JI1k+P/QeDQVU0w/nz51FSUoJwOIypqSkcPXp0z+8QtxC5QasDJwJTZ/+R+j+TyZRRBOZj/VYI5HXj8bjqHq6Z4HkeGxsbKCkpUT39mw61B2Zncv/QY0ahUpHAxcVFDA0Nob29Ha2trVlvHsV4Y8kVPRxWLBYLamtrUVtbC0EQEAwGRVE4OTkJs9mcJAppTx3Tdn7QIgJTMRqNopMDz/PY2dlJ8p3NVE+oNzRHAsn1Xc9IoNLY7Xa84hWvwMMPP4wHH3wQ9957b9LPV1ZW8MMf/hAA8JKXvETWGgdKBJLZf9LCXHIBkaZBCXKs3wqBCFK9IjVra2uYnp6GxWLB1atXdfmyqCnGsrl/6CUCCxE2PM9jeHgYKysrOH/+PCorK3Nak9aoj95wHIeysjKUlZXhyJEjSb60c3NzGBoagsPhgMfjgclkouo4k73SJKjUHq+kFqkzAg0GA5xOJ5xOZ1I9oc/n21NPqHc3OxOB8lCrJhAAPvjBD+Jb3/oWvva1r+Hee+/FH/zBHwAANjc38aY3vQm7u7toa2vD61//elmvfyBEoNT6LVP3b2o6WK71W6Ho0RwirXWsr69HKBTS7SKjhhjLxf1DL3EkV/SHw2H09PSA5/mc7d/IejSJEynFdrNP50tLooSLi4uIx+Po7e2lInVM4zlBo3AF9p9tmK6ekIyiId3sTqdTjBRqWU/I87xuWapCkY5+05pAIKBKJBC42QH8+c9/Hm9/+9vxpje9CR/84AdRXV2NoaEhhEIhVFZW4pvf/KbsaDKdn7aEXGf/EfFVqPVboWgtAok7BhET29vbCAQCmq2fitIiMFf3D70s6+RYx/l8PvT09KCqqgqnTp3KS7DTLAKB4hYr0tTxxsYGxsbG4Ha74fV6xdSxGhZkSkKToKJVBObrFpJakkDmE5JIIcdxSSUJuT4Qyt07rZFAUg+ox/miVjqY8Cd/8ic4ffo0PvWpT+H69evo6+tDfX09XvnKV+Kv/uqvCmpipVoESq3f9vvwTSYTotEouru7C7J+KxQtReDa2hr6+/uT3DGCwaCuY2qUtM7Lx/1DLxGYjyiTdjQfP34cTU1NeV/Q5EYeabvR6g2xmjxy5Mie1DFJ8ZHUMUnx6XlzLWZxnQlanTcKEVKp8wlJPaHP50uqJ5Q+bJjN5qLYu97oOeMwFAqplg4m3HHHHbjjjjsUf10qRaAc67doNIrV1VVUVFQUZP1WKFqIQGn69/Tp06ivrxd/ppcYUnJ9QRAwMTGBmZmZnEf56FWLmasIlHY0X758GS6XS/Z6tEJzFDNb6nhwcLBouo5pOj9ojQQqaXUnrSdsbW1FPB4XHzamp6cxMDAAh8MhnluF1hPSLAL1mhEI3IwEVlVV6bJ2oVAnAuVavy0vL6OsrAznz5/X9aKidnfs7u4uent7kUgk0s6S03tgdaEiUDorLx/3DzlpWSXI5f0Gg0F0d3fDbDYndTTLgY2IKQ4ydR3rlTqmUVDRuGcg/3RwPphMpqR6wkgksscdh/gdu93uvOsJaReBeu09EAigra1Nl7ULhSoRWIj1W0tLCwKBgO4XFDVFGEn/1tTU4OTJk2mfimiOBBL3D6fTmXVWntLrFsJ+0a21tTX09fWhsbERHR0dBV/EDqNtXLGTretYq9QxjRFWWkWgkpHA/bBarUkPG6FQSBSFMzMzSZaKudQT0jwnUO90sNbj1pSCKhEIvPAFy9f6bXV1FZubm9psMgtK1sQReJ7H+Pg45ubm9qR/U1E7ErkfcsRYqvtHc3OzZrVyhZJpXWlK+8yZM4oN7KY5EkhbOliuONkvdZxIJJK8jpVMHdMkqGj14NUrmiZ1x5FbT0h7JFDPdDATgRpgMBj2PUEzWb/pnQYlKL0Pkv6Nx+MZrcRS16cpEpjO/UPuunqlg1PXjUaj6OvrQygUyiulnQu03TAZ2qSOaRLXBBpnBALqpoPzIV09IbFMlNYTkvPK6XTqGk0rFD2jmMFgUFNfeiWhSgTuRzbrt4MoAkm0M1v6NxW9/YvzEYHE/aOkpKTgWrliSQdvb2+ju7sbDocDnZ2dinb2pVsvV8hgXj0phhun3qidOqbpGNMqArVMB+eDyWRCZWWlOHReWk9ILBOBm/cVq9WqiheumugpYFkkUEMy3eT2s37LZhunJUqIwHzSv+nWJ69RzCKQuH+0tLTg6NGjBV+M9BSBZF3yntra2tDW1qbKBZa2lGoqNO9dDVJTx9Ibdz6pYxqPK60ikJaUarp6wueffx6hUAg3btzIu55Qb/RKB5NjxyKBOpGr9dtBiQQSJ4lc07+pkIuTXinh/WoSpVZpt956q2Jt93qJI/J+h4aGsLy8rOh7SgfNIpCmG75exzj1xp0tdezxeMRIM41NFrSKQBr3TeoJDQYDjh07hrKyMrGecGVlBWNjYygpKRFTx0rPJ1QCvdPBLBKoA/lYv6XzDtYDg8GAaDQq62/lpH/TrQ9AN0GcLSKXq/uH0uuqiSAImJychNFoVPw9pYNmEQjQGbHSi3xSxzTeoGgUUwA9kcB0ECGVqZ4wdT6htJ5Q71pCvRtD1HQMURPqRCBJr+Vr/UYM3/X+gspJS0vTv7kOR84EcTooNhGYj/uHkuuqid/vx/b2NpxOJy5fvqzJBYp2EciQT7bU8dLSEgBQ43UMFG9t3X4US2OIHDLdH9PVExK/Y1JP6HK5xNSxHvWEPM/rYgKRSCSwu7vLRKBWkM7KfK3fyA1Y7zlI+YqRcDiM3t5exGIxWenfdOjZIWwwGJIisnLcP+SgpTiS+lOXlpaivr5esydU2kfEMJRDmjoOBoN49tln4Xa7sbGxkZQ6rqioKMr0Hq2RQFrFK2kOy+VaZbVaUVdXh7q6OrEmjohC6XxCEinUop5Qr3t7MBgEACYCtaKnpwcGgyFv6zdyYsfjcV0vdvnUBJLoWHV1NU6dOqWYkNBzYLRUgMp1/5AD6YpW+8aSSCQwMDAAn8+HS5cuYWpqSrW10kHjTVMKi2KqR6rXMUnvzczMJKX3isHrGKBXBOqdbZILuS7nu3fpfMKmpibwPI/t7W34/X4sLy9jdHRUk3pCvdLBTARqzK233gqj0ShrWHAxNIfksgee5zExMYHZ2VlVomN6HgciQP1+P3p6euByufJ2/5C7LqDuGIFQKITu7m6YTCZxpI3WgltuxJPGmy0jd1LPCaPRuMd+jAysHhgYAM/zSV7HNptN83OEZhGod32cHOSKwFQMBgNcLhdcLlfGesLy8vIkv2MlRLNexz0YDMJqtRZdJD1XqBOBVqtVtoChQQSqkf5NRW/ruEAggOeee062+4ccyEVGrUjT+vo6ent794wo0rpGj+aaQBpv+DSR7fimpvcCgQB8Ph/W19cxMTEBi8WS1WlCDWgVgbSmg5USgalkqyccHBwU6wnJuSW3nlDPdLDdbqfyXAUoFIGFUAwdwtlEoNTq7uLFi6pFx/QSw/F4HMvLywiFQrh8+bJs9w85kC+o0uKXdP9OT0+nndnIRGB+0LR3mi76+RxXjuPgcDjgcDjQ3NyclDqWRnKIKCwvL1fl5ktrgwXt+1Z776kPHMFgUGxgmp6eTqon9Hg8Wad+SNErHRwIBFSf+qAmh04EFmMkUJr+PXnyJBobG1Xdgx6RQOL+AUBMBWiJGvMRY7EY+vr6EAwGM9Y0at2oIUcECoKA+fl5bG5uoqKiImm+nJbQeOOkiUK8jjOljvv7+1VLHdMaCaS1JlCPSJp0zJG0ntDn8+2pJ/R4PHC5XBmvTXqmg2lzV5FCnQgs5EAXowgk6d9oNKp6cwRB6xExUvcPu92Oubk5zdYmkCdcpQTZzs4Ouru7Ybfbs9q/ae1ZnK8IlDayVFZWYmZmBoODg2Kkp6KiAuXl5Zpd4GiKBNKEkoJKq9QxrSKQ5nSw3vuW1hMCSKonnJycxO7uLhwOR9p6Qj0bQ2icw0mgTgQWQjFYx0kF2MbGBvr6+lBZWalq+jcVrUbEpHP/WF1d1a0eUSkRSERtLjMqizkSuLu7i+7ubhgMBly9elWcIRmJROD1euHz+bCwsAAA4k29oqKiIA9nhj6oJa7VTB3TKgJpTgfrLQJTyVRPSGwTpfWE8Xhcl+NO86Bo4JCJwGKpCRQEAWNjY5qlf1PRIhKYyf1Dz6aUQqNyPM9jdHQUi4uLOdu/FWsk0Ov1oqenB7W1tTh58iQAiE42VqsV9fX1qK+vhyAIYnpmaWkJo6OjKC0tFQWhkk4BNNUz0rJPKVrcIJVMHdMsAotNTOUCDV3N2eoJE4mEOAydnGO51hMWQjAYZDWBWkJ7OpiI0JWVFc3Sv6moHQmUun+cPHky6YKotwiUu3YkEhE9m7u6unL+0uvVGJLpBioIAmZnZzE+Po4TJ06gqakJQOZaSY7jkuyjYrEY/H4/vF4vhoeHEYvFkm7qxe5CcVjR0+s4U+p4fHwcVqs1Y+qYVhFI675pE6/SesLGxkY8/vjjOH78OAKBgPjAarPZxOtTtnrCQmCRQIrQOx1M0r8AcPHiRd3qCNSKBErdP9J1yqq5di7IFYFkpqHH48GZM2fyelrWIx2ciUQigcHBQXi9Xly6dElWc47ZbEZ1dTWqq6vFJ3Gfzye6UJB6MOJCoVWJA2N/9BYm+6WOpV7HHo+HOlFCYPvWHnJPcbvdqK6uRltbG+LxOPx+P/x+f1I9odTvWIn3GwgEmAikBb3SwVJxdPLkSQwMDOh6QVYjEkjcP8LhcNYIp56RwHyjcqRrdnR0FB0dHThy5Ejen5vBYEAsFst3q7Ih+0uNRoTDYXR3dwMAOjs7FUmTSJ/EpS4UXq9XvOiWl5eLHccOh2Pf+kka06w0UIzHdb/UcSKRgMlkwsLCgm4Dq+VAa2OI3paqhUDuKdIHdJPJhKqqKrFsJxwOJ3lpx+Nx0cHE4/HInvUXCoVYOlhLCk0Ha3lDBm6eeH19fYhEIqI4GhkZ0TUiaTAYxPovJSCRMrfbjfPnz2eN/tCSDlYiagbokw4Gkm/6fr8f3d3dqKqqwunTp1W70Kfe1Hd3d8Wb+uzsLAwGQ1KDiR5m74cVGlKUqanjiYmJnFPHxQRrDNGeRCKx74zDkpKSPfWEZGj19PQ0jEZjkt9xrg/KwWAQdXV1Sr0VzaFOBBaC1ulgr9eL3t5eVFRU4MKFC6I40rs2UalIoLS+LFf3DxpEYCgUEj2qC42a6SkCpZHM48ePo6mpSdObk81mQ0NDAxoaGpLmfy0sLGB4eBhlZWVilNDpdFJ546QJmo4vx3GwWq2w2+04c+bMvqljtQZWy4HWSCDtItBgMOR8jqdmMXiex9bWFvx+PxYXFzEyMgKbzZbkd5wpuMFqAilCK/GVmv5taGhIOjn1rItTav14PI6BgQH4/f68ImWkO1qPyEQugow0tdTV1eHEiROK+GjqUROYSCQwMjKCtbU1XLx4ER6PR7M9pEM6/6utrQ3RaDRp1EMikYDZbEZpaSl2d3dhs9l03W8u0CSqlHwQ2Q7H8UjvCi42OXGyrgwGlY6DNKKWb9exnuk5WsUUrfsGCu9sJi4lbrc7qZ4wdT5hunrCUCikigh805vehAcffDDr7+zu7hZc2kOdCCw0Hax2TWAkEtm3Nk6rOX2ZKHR94v5RUlKCrq6uvObGSZ07tB5HkE2QCYKAqakpTE1N4dSpU2hoaFBkTb0igc8//zyAm/V/xSioLBYLamtrUVtbK3aNjo6OIhgM4umnn0ZJSYkYJXS5XKzBRAGUEK0Lm7v47w8NYmojBABwl5pxW4sLXa1udLW5UVOu3AzJbA+KhXQdqw1LB2uP0vWM6eoJSep4cXERDz74IObm5nDnnXdiaWlJ1YeOY8eOobq6Ou3PlHjPh+rKqnYkMFP6V+t97Ech0Smp+8fRo0dlNUoAxSUCY7EY+vv7sbOzg9tuuw3l5eWKral1d/DW1haAm6nYW265pejnfgHJXaMulwstLS3iU/jY2BgikYg4ELaiooJqs3a9UCLy3ru4jXd+YxC+4At11f5QDD8YWscPhtYBAO2Vpehsc+NamxuXjjhRYpZ//uW653y6jisqKuBwOFQVOzSng2m4XqRDbbeQkpKSpNmpZWVl+M53voMnnngCfX19eM973oOf//znuPvuu3H33XcrFkQAgL/+67/Gm970JsVeLxUqRaDc6IpaNYGCIGBychLT09M4ceIEGhsbs1689BaBctZP5/4hBzU8fHMlnSAj9m+lpaXo7OxUvFlBy2HR8/PzGBkZAQCcOHGC2gt66lN4KBSCz+eD1+vFzMwMjEajeEPXy+eYNgo9B380vI6//vYoIvHs39vJjRAmN0L492cXYTFyON/kRNevRGFHdX7iXa6YSk0dS7tC+/r6VE8ds0ig9mgpYDmOw/nz53H+/HkAN8e9vfnNb0YwGMQDDzyAP/zDP8Tx48dx991349Of/nTRN8BRKQLloob4ikQi6Ovrw+7ubs5RJL1FYL6RQKn7R1dXV0HpRXJx1EMEpgqy5eVlDAwMyI5q5oIW6WCpQL9w4QJ++ctfqrqeWmQ6/qWlpSgtLUVjY6NYwO31ejE7O5vkc6xlg0AxjlzZD7nn9788NY/PPj6NfN9xNCHgmZlNPDOzib9/bBqVdguutrrQ1eZGZ6sblWXZb45K1Q2ndoUGAgF4vV6sra2JqWNp6UGhDxU0RwJpLbvQa7yNIAhi6dddd92Fj370o9jc3MTjjz+O5557rugFIHAIRaCSNYFerxd9fX05jUZJ3YfeIjDX9bO5f8iB+NPqJQJ5ngfP8xgbG8PCwgLOnTuXsd5CCdROB0udTIg9H83z9vbbt7SAG9jbICAIAtxut3hT18I2igbknA9xXsBHvz+Ob/asKLKHjWAU3xlYw3cG1sAB6Ki2o6vtZi3hhSYnLKbka4sazWPS1HFLSwsSiYQYJZyamkIoFCoodSwIArURtUQiQYVoSYfa6eBsBIPBJOMHl8uF17zmNXjNa16jyOv/53/+Jx555BFsb2+juroa165dw+///u/D6XQq8vpUikC908H5pn9T0VsE5tIYkov7h1z0EoEcxyEajeK5555DNBpFZ2en6q4taqaDt7a2cOPGjT1OJjSLwHxJbRDY2dmB1+vF8vKyaBsljfLQmiJXgnyuUYFIHH/+zSFcn95UZS8CgNG1IEbXgvh/Ty/AZjbgQpMT19rd6Gp1o73KrklEzWg0orKyEpWVlQBeaADw+XxYXFwEz/NilJkMrM76vn71vWPpYG3Rs54xGAyqav/63e9+N+m/H3roIXzoQx/CV77yFbzsZS8r6LUFQaBTBMqFjCcp5GSXk/5Ntw+9RWC29XN1/5CLXiIwHo9jbm4OlZWVWRt3lEQtQba4uIihoSEcPXoULS0tSTcdWkVgoTdOjuNQXl6O8vLyJJ9jn8+HkZERxGKxpAaTg+ZzHI4l8MHvjGE7HBfr8Nqrbj7k5HM+LG+F8faHBjCxHlJrq3vYjfH4xZQfv5jyAwBqHBacqjDgYr0NlfUxuEq1qftMbQDY2dmBz+fD6uoqxsbGUFJSktR1nHoNIceZRjFFswjUKxIYj8cRiURUGRHT3t6Oj33sY3jlK1+J1tZWcByH69ev4wMf+ACeeeYZvPrVr8aTTz6JS5cuyV6D47jDJwKBmx+cnLC33PRvKsUwJzCTCMvH/aOQ9bV8/2Rostfrhcfjwblz5zS7+SsdCeR5HqOjo1haWsL58+fFCIYUWkUgoGytXarPsbTBZGpqCmazWYwS6uVAEUvw+JvvjqF7YftXws2DK81O2K35fe82AlH86dcHMbC8AwD4xZQfn8JNMdXV5sZpjwG1OZzyg0s7eMfXB7ERVM5RSA6rO1Gs7gCPz4TxmevXcbK2TEwdn2soh9movliRPlS0tLQgHo+LXcdSW0QiCh0Oh3hdpVFM0d4drMcxDwQCAKCKCPzABz6w5//dc889uPPOO3HHHXfg2WefxXve8x48+uijBa1DpQiUewMnJ3i+AkQ6Q04J5wW9PIwJ6USYHPePQtbXKhKYSCQwNDSE9fV1VFVVaT5eRMmawGg0ip6eHjGVnamrkVYRqOa+OY6D3W6H3W5HU1NT2jEi5IZOasHUPk82QzG86z8HcWN+GwDw0PPLeOj5ZZgMHM41luPar0TPqdqyrHsZWwviHQ8NYHk7sudnqztR/FfvKv4LAAfg7Ei3KKZuaSiH0fDC6z46uoG/+tYIdmP6zTBNBy8Ag8sBDC4H8KVfzMNuMeJysxNdbR50tbnR7NFmDqbJZMqYOl5YWIAgCGKdVjgcVr3URGlojgTqJWCDwSAAdURgJiwWCz7ykY/g137t1/DEE0/A7/fLtjUFKBWBcuE4Lu9UrBLp31SKIR0sde2Q6/4hF61E4O7uLrq7u8FxHLq6ujA9Pa15GlopYbO9vY0bN27A6XTum8qmVQQC2nXdphsjQqKE8/Pz4DguqcEk3UD0QkTi1EYI7/j6AOb94T0/i/MCnp/bwvNzW/jcEzPwlJpxtdWFa78SPdKu2p9P+PA//2sYwej+1xMBQN/SDvqWdvDPT87BYTXitpabgnBlO4z/+9Q8eApOm2A0gSfGfXhi3AcAaKmw4f+88Szqndo2AaVLHa+trcHr9eLZZ5/dN3VcbNAsAonjkNYEg0HYbDbNBWhnZyeAm5/Z1NQULl68KPu1ivusVIF8BJjP50Nvb6/iqVG9RSD5oicSCXH8S0lJCa5du6ZJd5gWInBjYwO9vb1JXc16pOGViASSAd1tbW1oa2vbV3zQLAL1QnpD53lebDBZXFwUfY7JDd3lchW01tPTfvz5w8PYCeeWDfCFYvje4Dq+N7j+QldtuxvROI+vPbeEhMyPeieSwE9GN/CT0Q15L1AEOKxGvP9lRzUXgKmQ1LHJZMLCwgJuv/32fVPHxSa4aBeBeuyddAZrXVssFbyFZhWpFIFqp2KVTv+m24PekUDgprgYHR1VdU5epvXVEoGCIGB6ehqTk5M4efIkGhsbxZ8ZDAbEYrEsf608hdQESkfZ5DOgm1YRWCxNGgaDAU6nE06nE21tbYjFYmKUcGhoCIlEAqWlpYjFYgiFQnkNG/7GjWV87IcTiMsMuUm7ag87NQ4LHrjvLI5VF0/alQyKzpY6np+fB4CkgdXFYO1IswjUKx0cCAR08akeHBwU/116j8uXQ9cdDOwvwNRI/+a7B60YGxsryP1DLmpFAuPxOPr7+7G1tYUrV67smaOkR1eyXEEm7dDOd5QNrSIQKM4hzGazGTU1NaipqYEgCAgGg5idncXGxgaeeeaZpGHDmdJ+vCDg0z+ZwpefXdThHRw8Oqrt+KffPqOoV7ESZBprU2jXsRboFU1TAr26g4PBIMrKstfsqsHf/d3fAbjpDFWIRd2h6w4Gss8KlKZ/b731VtVqDPQUgaFQCD09PQCA8+fPizVRWqKGGAsEAuju7kZJSQm6urrSprX1EEdy0sE7Ozu4ceMGHA4HOjs7874hyH2fekfi9F4/FziOQ1lZGSorK7G7u4tbb71VTPtNTEwgHA7D6XSKDSZlZWXYjfF4zyPDYg0bozCutrrw9689hbI8O6i1IBfLODldx1qIM5ojgXqng5Xmxz/+MR577DG85S1vQWtrq/j/t7a28IEPfABf/epXAQAf/OAHC16r+L5FOVBoOjhdZ6ya6d9U9BoRI3X/CAaDuk2HV1oErqysoL+/H83NzTh27FjGz06PSGC+6WDyXlpbW9He3i7rPJQrAoth0G0xRgKzkZr2293dhdfrhc/nw+zsLLZiBnxxxIDZLf0j/weB3zhbjb95ZYcmI2LkIGfAdbGkjmkfEaNXJFANERgMBvGJT3wCn/jEJ9DQ0ID6+nrEYjEMDQ0hGo2C4zh88IMfxBvf+MaC16JSBBZCak1gNBpFX18fgsFg2hSiWnvQUowIgoDx8XHMzs6K7h9ra2u6RSOVEmM8z2N8fBzz8/O45ZZbUFNTo8m6+ZCrIBMEAWNjY5ifny/Yyo7mdDDt2Gw2NDY2orGxEX0LW/jgNwbhC+k3Duog8ZZrR/CnL27RextZUSKaplfqmOZIoJ4jYtQQgRcvXsT73vc+XL9+HRMTExgYGIAgCGhoaMAdd9yBt7/97bjtttsUWevQiUBpOpikf10uF7q6ujRrMdcyHZzJ/UPPgdVKiDHpzLyrV6/mNKdJbR/fdOTyXmOxGHp7exEKhXJ+L9mgVQTSkA7OlR8Nr+N93x5FOF5cM/doxGTg8L6XHcXrztfpvZV9ySUdnA/5po7Ly8tlrc/zvCY2fWqhZzpYjRmBTU1N+OhHP6r466aSSCQOnwgkkcCpqSlMTk6io6MDR44c0fQGpJUIzOb+oXU0UkqhInBrawvd3d05zcxLXVePmsBsa+7s7KC7uxt2ux2dnZ2KPIjQKgIB+tLB6fjSL+bwj0/MgP53oj8lJg6fee1p3HHUo/dWckJtIZWu/IBYIxaSOqbZ7g7QLx0cCoU0HRStNJFIhE4RWKhgW15eBsdxmqV/UyECjAxrVppc3D/08u8la8sVwfPz8xgZGUnrmZvLunqkgwGk/axXV1fR19en+IgemkUgzRALuG/3r+m9lQOB1Qi85846agQgoHwkcD9sNhtsNlvBqWNyPaZVBB62ETFKcegigX6/H0tLSzCbzZqmf1OR2tcpPQqAuH9sbm5mdf/Qs0NZjgjkeR5DQ0NYXV3FhQsXZHU165UOBpIvUoIgYGJiAjMzMzh79ixqa2sVXVOOCCyGVCxt4lV6zFIt4BiFE0kA/+vRJXzpOS86W286m1xtdaO8pHhvW3rW1eWTOk61RqTd81gQBN1qAj0eeh5SUjGZTIdDBEoHCFdUVIDjON0EIKCeCCSpRZvNlnFMCkHvSGA0mrtBPXE1AYCuri7Z3XF6pYOBF9ItsVhMbESS1mgqvSaNI2JoJZsFHKNwlrYi+GbPCr7ZswIjB5yud/zKV9mDs/WOJP9jvVEruyOHdKljn88Hv9+/J3VcWloKg8FQNHvPBz2jmGrVBGpFSUkJnSIwnxM1Go2iv78fgUAAV65cwdbWFtbX11Xc3f5wHAeO4xSNxBFrsVxTi7Q0hni9XvT09KCmpganTp0q6IuudzqYzDK02WyK1f9lWpOmiBqBphsQOb7Xp/34H3lYwDEKIyEAfYs76FvcwQM/n4OjxISrLS50tblxrc2NOp3t44q5w9Zms6GhoQENDQ1i6tjr9WJlZQXb29vihAJijVjsXscEck1nNYH5c+CHRfv9fvT29sLpdIrp30AgULDXXqFwHKeYCEskEhgZGcHKykpe7h/F3hgiCAJmZmYwMTGxx/5NzXWVhtwQ1tbWMDw8jKamJnR0dKgqeGgVgQBdjSGPz8XwHz8akG0BxyicnXAcPx7ZwI9Hbvoft1bY8PevPYX2Kn2s5GjpsJWmjltbW+H3+9Hf3w8AmJiYyJo6LjZIZ7Ae+1NrRIyWUCsCs93oSPp3YmICHR0dSY0R2RxDtEQJEUbcPziOyztNqmckcL/3vp/9m1z0FEeDg4M4e/Ys6urUH3NBqwgs1ptMKrwg4J+fXsM3h3IvaWCoj8nA4Y+vHdFNAALaN4YoBfE77ujoAPBC6ljadUwaTDweD0pK9I24StHT7i4QCKhS0qMl1IrATKSmf10uV9LPi8W3t9B9EPePuro6nDhxIu8vQbFGAnOxf1NjXTUgYhYAbr311oIGQOcDrSKQBkLRxK8s4Db13gpDQpnViM+89hQ6W9M3wmlFMaeDs5G679TU8fb2Nnw+H5aXlzE6OgqbzSYKQr1Tx3o6nbBIYJFB0r/l5eUZu39THUP0Qq4ITOf+IYdirAlcXV1Ff38/mpqacOzYMcUvplqKwGAwiO7ublitVnAcp+mFgmYRWMz7XtkO4x0PDWJ0Laj3VhgSqsss+Kf7zuB4jf61WbSkg1PJFk3jOA5OpxNOpxOtra2Ix+PibMLx8fEkv2zidaxlNFSvGYGCIFBfEwhQLAKlNzpSPzY+Pr4n/ZtKMaWD891HJBJBX1/fHvcPuevHYjHZf18IqWJMKmzVGJlC0Eocra+vo7e3F42Njejo6MCjjz6qqbihVQQWcxptYGkHf/r1QWwEWQq4mGirLMU/33dG94YQAq3p4HwimCaTCVVVVWL9uTR1PDc3B0Db1LGe6WAWCSwCSPp3Z2cnbfo3FSK+9G7lz1cEZnP/kEOxRAKltnadnZ2qPlWpHQmUjiKSRmm1FmW0ikCgOCOBzAKuOLnQVI7Pvf40nDb9xn2lQmsksJA0tjR1zPO8OLBaq9SxXpFA4KYIpLkmsL+/n24RuLm5iZ6eHjH9m0v9mNFohCAI1IhAqfuHkhZ3xVATKLV/6+zsVL2uhMwJVOOzlw7pTm1m0boWUa4I1Ps7UYx88ck5fP6nzAKu2LjnRCU+8ZsnYDEVl+DieZ6a0SpSlKqrMxgMmqeO9arDjEajiMViVIvA73//+/SKwJmZGYyOjma0RcsEOdHj8biiTQf5kkskTtolm839Q6311YIMi3722WfR3t6O1tZWTcRHOvcOJQiFQrhx4wbMZjM6OzthtVqTfk5DJHBhYQEjIyMoKytDRUUFKioqUFZWpqkoLCYByizgipf7Lzfgf97TBkMRnS+Ew5AOzof9UsccxyV5HctJHesVCQwGb9YG05wOHhkZoVcEWq1WXL58ed/0bypStw492S8Sl4/7hxrrqwXP85iZmUEsFsOlS5fEafZakOreoQQbGxvo7e3N2qWttV1dPiKQ53mMjo5iaWkJJ0+eRCwWg9frxezsLIxGozgnzOPxaOKyUwzpYGYBV5xwAP7HS9vwB1cLnxmqFocxHZwPaqSO9RKBgUAAAN0iMBqN0isC6+vrZQk5juOKYkxMtj3k6/4hBz0GJ4fDYXR3dyMej4uWRloijQQWSj7DrLW2q8tVBMZiMfT09CASieDq1aswm80QBEG8QG9tbcHr9WJmZgZDQ0OqD48thggKs4ArTsxGDn/768fx8tPajFmSC62RQD2aK5RKHeuVDiZNITSKfkJ9fT29IrCQL1qxikC57h9Kra8mXq8Xvb29qKqqQnNzM5555hnN1iYoJQITiQQGBgbg8/lyikYXYzo4EAjgxo0bKCsrw9WrV/d0ixsMBrjdbrjdbhw9ehThcBg+nw9erxdzc3O6RAnVhlnAFScOqxGfff1pXG526b2VfWGRQPnITR3rmQ4uLS2lUvQTXv/619MrAguhGGYFGo1GRCIR8b8Lcf+Qg1aRQGnE7MSJE2hsbMTu7q4uIpx8WQt537u7u+ju7obBYEBXV9ee+r9M6xZTOpiMsDly5AiOHTuWk2gsKSlBfX096uvrxSihz+fD7OwshoaG4HA4xFrCQqKEeqWDv35jCR//4SSzgCsyahwWPHDfWRyrpiPlVgxiSg7FuO9cU8e7u7soLS3VfH8HYTzM5cuXD6cILIZZgdJI3NraGvr7+2W7f8hBi8YQ0jHr9/uTImbSiJweKQi5QsPr9aKnpwe1tbU4efJkznsvlnSwVJCfOXNGtoWdNErY3t6OSCQCr9cLr9eL+fl5cByXFCXMtZ5VjydqXhDw6Z9M4cvPLmq+NiM7dTYB/+/+s2jw0HOjpTUdzPN8UUfzs6WONzc34fV6sbOzo+nA6kAgALvdTuXnLYVaEUh7OthgMCAej2NsbKxg9w85qN0YQhwzLBbLnoiZ3iIw3/ctHdNz4sQJNDU15fX3xZAOTiQSGBwchNfrVdSPGbjZpCWNEm5vb4tpY1JLmGuUUMvjFIom8Jf/NYyfTvg0W5ORG+cb7Pjt+i3UFskQ6Fxh6WBtkKaOo9EoSktLUVJSImYnyIOqmgOrD4JbCECxCCyEYkgHAzfnHIZCIdWHJKdDTSG8traGvr4+0TEj9eJC6jf06E7OVwRKxZPcMT16pIOl65GGHADo7OxUdYK/wWCAy+WCy+USo4SklrCQKKHSMAu44uW2OhN+u2kbRg4YGxsTzxUa5u/RJqYIevrvFgrP8ygpKcm569jtdivyXgOBgC5paKUp/m+VCuidDvb7/ZicnAQATYYkp0ONmkBBEDAxMYGZmZms6UYlu3TzJZ+onFLiSc908NbWFm7cuIGKigqcPn1a8wu91WpFXV0d6urqkqKE8/Pze2oJAW0igcwCrnj5g9sa8T9e2ord3V08/fTTMBqNmJqawuDgoOrd6UpAczqYRvEK7G0MSU0dx2IxbG5uwufzYWxsDJFIROw6LmQeajAYZJFAPaExHSxNK9bV1WFra0u3p1siApVyiYhGo+jr60MoFNrX15jjOM2jY4Rcxa/f70d3dzeqqqpw+vTpgi6QeqWDyaiho0ePoqWlRfebU7Yo4cLCgphKW15eRkVFhSpRQmYBV5wYOOB/3t2O+680AHjh+t7R0QHg5gOZ1+sVO0UNBkOSP20uDVpaQGs6WE//3ULZb+9mszmp6zgUColdx4WkjpkIpBg90sFS94/Lly+Lha16IU3JFhod2t7eRnd3NxwOBzo7O3MqMNZjTmEu6wqCgPn5eYyOjuL48eNoamoqWDzp8V43Nzc1GTVUCKlRwpmZGSwvL2NhYQHDw8NJUcLy8vKCPwdmAVecWIwcPv6bJ3DvyRfO09SH09R03/b2Nnw+n3iulJWViZEdp9Opm6BhkUDtyfceVlpaitLSUjQ2NoqpY6/Xi6WlJYyOjqK0tDRpYHWm12Y1gRSjdSQwnfuH3+/XNSVNvvCFzlhaXFzE0NAQ2tra0NbWlvMFUC8RmC0qx/M8hoaGsLa2hosXL8Lj8ai+ptLE43EsLy8jEonoUmsqF4PBIBZ3X7x4EdFoFAsr61hev3mjByDe5PONEjILuOKlvMSEz73+NC4eSW5UypahkEaU29raEI1GxcjO4OAgEolEUmRHy7otWsUUrfsGCruHSVPHbW1tiMViYtfx6OgoIpEIXC4X3G73ntQx6Q7Wgve///3427/9WwDARz7yEbz//e9X5HWHh4cPpwg0mUzY3d3VZC0iklLdP/TuUC60OYPneYyMjGB5eVlWtKnYIoGk/k8QBHR2dio6p1ErERgMBnHjxg0AQGVlpSwBqFR5QKFs7PL4ix+uYGItiOM1dlxutOOUVUAwNC9GCYkoLC8vz3gDYxZwxUtduRUP3HcG7VV7b6T5pFUtFgtqa2tRW1sLQRAQCATg8/mwtraG8fFxlJSUiOdKrlZkcqE1HUy7CFRq72azGdXV1aiuvulMk5o6fvLJJ9HX14eXvOQlWF9fF39PTYaHh/GpT31K8dfd2dnB3/7t39IrAou9JnA/9w+9RSCpy5Ozh3A4jJ6eHvA8j87OTllP2sUkAv1+P3p6elRrntCi/pHMMGxoaIDFYsH2Nn2ih3ynexa28K7/HIIveNPBZGQ1iJHVm128jhITbmuuxjmTGUc3Q1haWoIgCGLUp6KiQqwPYxZwxcvxajv+6b4zqHakr+WT+zDCcRwcDgccDgeam5sRj8fFOXJSKzLScSy3KSATNKeDae4OVmvvqaljq9WK9fV1fOlLX8LY2BieeeYZxGIx3HPPPbj99tsVn7wgCALe+ta3wmw24/bbb8djjz2m2GsvLy/ja1/7Gr0iEJAfYVG7JjAX9w8yp0/PyIucWYE+nw89PT2orKwsSDBpMaw6HamCbH5+HiMjIzh27Biam5tV82lWKxIoCALm5uYwNjYmehjPzMzo5rxRKL9YjOHBH/chmki//51wHD8Z9eEnozf/+3i1HZebSJRwESMjIygrK8NCzI5PXd9EIKLvPFDGXq62uvD3rz2FMmvm249S10XiUU58yqWRnZmZGdH+kPxTaDMSiwRqiyAImtnGGQwGXL16FVevXgUAvOpVr0JbWxs2Njbw5je/GRsbG7jzzjtx77334q1vfasiqeJ/+Zd/wc9//nN88pOfxNDQUMGvJ8Xr9YLnebpFoFzUHBGTq/uHtCZP7w7hXJB2NivRMKH12JTUdXmex/DwMFZWVnDhwgVxRIkaqBUJlNYwSmcYat2NrASCIOBfn9vAV/rzG9syuhYUZ/05rEZcaa4G1mJ4fMoL5gBXfLzqTDU+/KoOmI3ZBYdaD8epkZ2tra2kweakGcnj8WQtM8gEzZFAGkUgua7qsfd4PI4XvehFePOb3wxBEDAyMoIf/ehHeOKJJ/COd7yj4NdfX1/He97zHpw6dQrvfve78cd//McK7PoFSCDsUIpANVKxgiBgfHw8Z/cPPQcmS/eQy3GIx+MYHByEz+eTPTA5Fb0igQaDAdFoFL/85S8Rj8dlp7PzQQ1RFolE0NPTg0Qiga6urqQ0BG0icDeWwPu+PYofj3gLep2dSAKPjjH3j2LlDzub8Gd35TaqSAsxJbU/BCCOLPL5fOjv74cgCGKDSUVFxb6pPkEQWCRQY8g9RI9UtnREDMdxOHnyJE6ePIl3vetdirz+u9/9bvh8Pjz88MOqWPq53W60tbXRLQKLJR0ciUTQ29ubV0emNBKoF7kIMWL/Zjab99i/Fbq2HgI4kUhgamoKVVVVOHPmjGZpBCVF2fb2Nm7cuAGXy4WzZ8/ueQ80icDV7Qje+Y1BDK0E9N4KQyUMHPBX9x7FfZdyt8XUo0xGOrJIEARxdMjKygrGxsZgs9nEKGG60SHkO0ejmKJVBOoVCRQEQdURMY8++ij+4z/+A/fffz/uvPNOVdY4c+YM/uiP/ohuESgXJSOBpKnA7XbjwoULOad2OY7TvTlkv5pAYv/W0NCA48ePK/pF00MELi4uwu/3o7KyErfccotmNxkl08ErKyvo7+/POpKHFhE4uLyDd359EGsB5txxULGaDPjkb57AS09U5vV3enepcxyH8vJylJeXo7W1FfF4XIwSjoyMIBaLweVyiVHC0tJS8TtOWzqY1KbTKAJJZ7AexzwQCKgiAsPhMP7kT/4ETqcTn/70pxV/fSlvectbDqcIVKImUFoj19HRgSNHjuR9IuotAjMJMUEQMDk5ienp6ZxS23KQ05QiF57nMTo6iqWlJbjdbrhcLk0vGkqkvqWWfLfccgtqamoy/q4cEUi6xbXixyM3nTt2Y8y546BiMXJ4x53N6GrPv3xEbxGYislkEkeHkCgQcbuZmpqC2WwW08p6lvjIQc+6ukLRqikkHcFgUJU5gR/96EcxMTGBz3/+81mv84VCpiocShFIxJfcC02q+4fL5SpoH3qRbv1YLIa+vj4Eg8F97d8KQatIYDQaRU9PD6LRKDo7OzE1NaX5RbrQyBw537a3t3P6TIo9EsicOw4H0YSAv3t0Gv/4xAwuHHHi9jYPrrW7cTTNXMBUik0ESuE4Dna7HXa7HU1NTUgkEtjc3MT6+joA4KmnnqLC55hAroc0jojRa7SNIAgIBoOK3x/JTMALFy7gbW97m6KvnQq5T1AtAuV+sYxGo1jEm+9rpHP/kIveIjBViO3s7ODGjRsoKyvL2f5NqbXVgNTOOZ1OMVWvRxq6EFEWCoXEmszOzs6czrdiFYHROI8PfncM3x1gzh2HiWhCwNPTm3h6ehOffhSoLbfiWpsb19rduNrihqNk722omEVgKkajUUwJLy0tobOzU4wSzs/PA3jB7aaYfI4JtKaxAf0igZFIBIlEQvF08Nvf/nbE43E88MADmkRmOY6jWwTKhZw08Xg8LxGXyf1DLnp1yKZbf2lpCYODg2htbUV7e7smnXlqijHyflJr5/QQSHLfq8/nQ3d3977jhlJR8j0OrwTw0PNLuNrqRlebG+Vpbti54A1G8a5vDKF3kb4h1gxlWdmO4Js9K/hmzwpMBg63NDhw7VdRwlO1ZeL5S5soIXV1JSUlqK+vR319fZI37eLiYpLPMWkw0TsNS5pCaDvegLJuIfkQDN4cS6W0COzu7gbHcfiN3/iNPT/b2toCAHzyk5/E5z//eTQ1NeGXv/xlQesd2jmBRATmKsD2c/8oZB/FMCJmeHgYS0tLir63/VBLBPI8j7GxMSwsLKR9P3oIbzmijAyxPn78OI4cOaL6eun4ycgG/vrbI9iN8Uk37DvaPbjjqAfHa3K7AI6tBfGnXx/A0lak4D0xDhZxXsCN+W3cmN/GP/50Bh67GW+5dgQvbTLqLo7yJd1Ym3TetKTBZGhoCIlEAi6XS4wSaulzLN03bceaoFc6OBAIgOM4VT6vRCKB1dXVrGsHAoGC3UlIFJVqESj3ySWfztxc3D/korZzyX4IgoCFhQUx1ajlBUgNERiNRtHb24twOIzOzs60RbsGgwGxWEzRdfcjn+5gqSfzxYsX4fF4ZK0nRwRKv0//58lZfOGns0l1e9Ib9mefmEG1w4Lb224Kws5WF+xpHCB+Ou7Fex4ZQTDKnDsY+3O2zoHfurUWmxtr1EWmcumwNZvNqKmpQU1NjVhX5vV6sb6+jvHxcVitVlEQut1uTYwEaBaBeqWDyYxApc/Rzc3NjD9705vehAcffBAf+chH8P73v7+gdQRBgNFoxI9//GO6RWAh5CLAcnX/KGQPekUC/X4/1tbWUFJSgqtXr2r+RVJajJF6RofDgc7OzowXT73SwbmsmdrEIleUy32PgiAgEufxoe+N4vuD6/v+/tpOFA/3ruDh3ptRwgtN5bj9V1HCo1V2PPj0Aj7z2BRz7mDkxG+dq8UHX3EMRgMHP4Xp4HzFFMdxKCsrQ1lZGZqbm5FIJOD3++Hz+TAxMSH6HJN6QjVEB6BfSlUJ9EwHl5aWUneOEjiOw+zsLN7//vcfXhGYbUxMvu4fctGjMUTqNetyuWCz2XR5klIyLUtm5+VSz1isjSGk4cjhcOQ1b1LueulY34ngT78+gIHl/Ac3x3kBz85u4dnZLXzmsWmUmg0IsfEvjBz5k9uP4L/f2SL+N432a4Xu2Wg0Jvkc7+7uig0ms7OzivscS/dNY2cwoN/e1RoPoyX/8i//gl/+8pd0i8BCv3DpRIgc9w+l96AWiUQCg4OD8Hq9uHTpErxeL3Z3dzVbX4oSYkwQBIyNjWF+fh7nzp1DdXW1Juvmy37pYDKUu7m5WZGGIzkicHBpG2/7Si9Wd5Sp22MCkJELRg5438uO4fUX6pL+P82NIUphs9nQ0NCAhoYG0efY5/Nhfn5e9DkmUUI5PscElg7On0AgALvdTt05KuXHP/4xgEPqHQykTwfLdf8oZA9aiUAyasRoNKKzsxMlJSXw+/26dScXaqUWi8XQ29uLUCiEq1ev5izWlXTvyJVM71UQBExPT2NychJnzpxBXV1dmr/On3xF4A8GV/He/xpkg5sZmlJiMuCTrz6Blxzf6yZCowhUU0xJfY7b29sRjUbFKGF/fz94nk+KEuZTu067CNRj72paxmXi3/7t3/Bv//Zvir3e9PQ0mpqaDrcIJAJICfcPuXuIRNTvmFxfX0dfX9+e2kY9axILSQeT1Kndbs97nqHSPr65kE6UJRIJDAwMwO/347bbbkN5ebmq62XiC09M4R+fmEIRjhVkHGCcNhM+/4bTuLXRmfbntIpArfZssVhQW1uL2tpaCIKAQCAAr9eL1dVV0eeYRAnT+Ryn7ptmEajH3MVAIKBLJ7eSCIJA/4iYQr5wpCZQKfcPOag9rkQQBExNTWFqaiptbaOecwrlpmVXV1fR19cne1ZjMaSDw+Ewbty4AYPBgM7OTsUvYrmIwEgsgb96ZAjfHcg8ioDBUIN6pxUP3HcWbZWZb6I0ikC9/Hc5joPD4YDD4UBLSwvi8bjYYDI6OopoNAqn0yl2HaemMWkWgXrtnXQH00xjYyOGh4fpFoGFYDQaEQqF8NRTTyni/iF3D2oJEmL/FggEMkaa9I4E5rO21Dv37NmzqK2tlbWu3ungzc1NdHd3o7KyEqdPn1blArafCFzbieDtX+1FPxvczNCY49V2PHDfGVQ5sj/40CgCi6WZxWQyoaqqClVVVRAEAbu7u/B6vfD5fKLPsTR1THt3sJ4jYmhFEAS85jWvQXd39+EVgeFwGH6/H21tbYoU48tBrZpAki4tLS1FV1dXxnSpnpHAfASokn7GeqaDiePMsWPH0NzcrNo5l00EDixt4+1f7cXqNhvczNCWK81OfPb1p1GWZp5kKrSKwGITU2SgcWlpqehzTBpMZmZmMDQ0BIvFApPJhK2tLZSXl1N13PUUgTR3B3Mchze96U346le/SrcIlHOyEoeMzc1NVFZW4tixYyrsLDfUEIHLy8sYGBjIKV1KQyQwEAiIXs1K+BnrkQ4Gbj50DA8P4/z58+IICLXIJAK/P7iKv2INIAwdeNmpKnzsN47DbMxNJOmVWi0EGvYsHTNz9OhRRCIRjIyMIBgMore3FwDEn1dUVBSdz3EqeqaDnc709ay00NjYiP/3//4f3SIwX6TuH01NTbq6dQDKikCe5zE6OorFxcWiHpeSz9pkdEpTUxM6OjoUeULV+j3HYjFMTk4iHo/j9ttv1+TpMZ0I/PwTU/g8awBh6MDvXWnA/7y7La/vL62RQNr2bLVaYbfbYbPZcOzYMWxvb8Pn82FpaQmjo6MoLS0VawmdTmfRzRPUKxIYCoXQ0NCg+bpKc+XKFfpFYK6dkKnuH7Ozs1ktWrRAKREYiUTQ09ODWCyW0S4tHcXaGCIIAiYnJzE9Pa3o6BRAW8eQYDCIGzduwGQyiRfbXJnaCOLHQ2t40bFKnKzLL/0tfY/hXzWAfI81gDA0hgPwP17ahj+42pj339IoAmmIBKaDRNM4jhN9jltbWxGLxeD3++H1ejE8PIxYLAa32y1GCW02m+6fERsWXRiCINAvAvdD6v4hFRR6uHWkosQeSKOBx+PBxYsX85ptWIzpYNKtvb29rfjolGzrKs3GxgZ6enrQ1NSEqqoqMdWSCz+f8OLd3+jHTjiOzzw6iWqHFXceq8CLOyrR2eZJ69ErhYjA1e0I/vvXWAMIQ3vMRg4fedVxvPLM/hmJdNAoqGiMBAI3953uvmE2m1FdXY3q6mrR59jn82FjYwOTk5OwWCyiINTK5zgVVhNYGBzHHWwRmM39I5ttnFYUEokTBAHz8/MYHR2V3WhQbJHAYDCI7u5uWK1WdHZ2qtKtrbYIlM6cJGN5tra2co4+/ttTs/jfP55AQmK4u7YTwTduLOEbN5ZgNnK43OzGnR2VuPNYBVor916IOI7D3I6Aj37xWawp5ADCYOSK3WLEP7zuFK62umW/Bo1WZsXYGJILuXQHS32Ojxw5gkQigc3NTXi9XkxOTmJ3dxfl5eVi6tjhcGgiiPX0Dqa5Oxh4IdpOvQjMlN7bz/2jWCKBcgRJIpHA0NAQ1tfXcfHiRXg8noLW1yP1kirG1tfX0dvbi8bGRnR0dKg6eV+tdDDP8xgcHMTGxkbSzMlcUtDROI+/+c4Ivtm9lPX3YgkBT0358NSUDx//AdDsseFFxyrx4o5KXGlxw2Iy4McjXnx20IgYzwQgQ1sq7RY8cN8ZnKgt7AbJ0sHaIUe8Go1GVFRUoKKiAsALPsc+nw+zs7MwGAxJDSZqjV/TMx1Mswgkn/nOzg79IjAVQRAwMzODiYmJrO4f6WzjtIYI0XwueNLmlq6uLpSUlBS0PqDPF4mIQJ7nMTMzg8nJybQDrZVGrTmBkUgE3d3d4HletOUj7Bd99AWjeMfX+vD83Gbe6876dvHlZ+bx5WfmYTMbUFtegmlvCDcrshgM7Wjx2PDPbzyLBpf8axKBRhFIczq4UPGa6nO8vb0Nr9eLhYUFDA8Po6ysLKnBRAmxTBwvtL53CYKgi22cUpCHleHhYfzVX/3VwRKB+bh/FEskEMhdhG1sbKC3t3eP/ZtcyN/rJQIBoLe3F1tbW7hy5YomLfdqpIO3trbQ3d0Nt9uNM2fO7DmW2SKBIys7ePtXe7G4GS54H7sx/lcCkMHQlpPVJfin+86g0lG4AAToFIGCIFCXwgaUT2MbDAa4XC64XK4kn2Ofz4fBwUEkEok9DSZyIPdvPaKvgUCAWhHIcRy8Xi8+8YlP4Nvf/jb9IpBcKFIHJO8Xfi6GmkBywdivuFVq/3bq1CnFWtPJlyeRSBQ8fy9fiGcyqdfUah4VSQcrdZMhcxnb29vR2tqa9jUzicCfDK/hfz48iFBU3/OQwSiES/VWvPk4j/7nnhbrwioqKlBWVib7O0ZjavUwRwKzkcnneG1tDePj4ygpKRGjhG63O2chTR7mWTo4fx5//HF8+ctfxitf+Ur6RSAA0YmhtbUV7e3tOX0R5aRilUYqwjIRj8fR19eHnZ0dxbtlyVgArTuESUQTAM6dO6fpQFLyWRf6uRMbu9nZ2X3nMqYTnv/00yl87nE2t49BN6+9tRYfePkxGA2cWBfm9XoxOzsr1o2R2rB8HjRpjATS2hiiZSYom8/x2NgYIpEIXC6XGCVM9TmWkkgkwHGc5secdErTLALJ/ff++++nXwSOjY1hZmYGt956K6qqqnL+O6PRqFtNAYHjuKxp6UAggBs3bqC0tFTVblmtIqLSes2TJ09iYGBAk3WlSFPgci8eRJgHAgFcvXp134uBVHhG4jz++pEhfJfN7WNQztvuOIK3v6hF/O/UurCtrS14vV7RniyfKCGNIpDG6CWgr3iV+hwDN2veyYPEzMyM6HBCHiakDxJ6dQbv7u5CEASqRaDP5wNw0x2GehFYW1uL+vr6vOsKSLewXnOGCJlE4MrKCvr7+9Hc3Ixjx46pdkHUalZgIpHAwMAAfD6fWK85NDSkeRRSKgLlEAqFcOPGDVitVly9ejUnYU4+u5WtMP706wMYWGJz+xj0YuSA973sGF5/IfMQd4PBALfbDbfbjaNHjyIcDsPr9Yrdo9lu7gCdIpDWdLBeYiodxOe4sbERPM9jc3NTPGcGBwdRXl4unjeAfqlgAFSLQFJ/v7CwQL8IdDqdsrp8c0nFakFqJI7neYyNjWFhYQG33HILampqNF1fDXZ3d9Hd3Q2DwYCuri4x/auHbR25SMtZ1+v1oqenJ+/GHIPBgNkd4KP/9zmsB6J5r8tgFAslJgP+92tO4q6Oivz+rqRk3yghubk7HA4qBRWLBCqLdMwMcLN+nEQJFxcXxfFmS0tL8Hg8BU3KyIdAIACj0ajZempw5coVlJeX45Of/CT9IlAuJBVbLGNigBeGW0ej0bzs3wpdX00hRoRTbW0tTp48mXSx0VME5jsrcG5uDqOjozhx4gSampry+tvvDKziHweNiAlMADLoxWUz4R/fcAa3NhZWl5waJYxEIvB6vfB6vZibmxOvETabDVVVVZo3rcmlWMXUftCyb6vVirq6OtTV1YlmCbOzs1heXhZ9jolodLlcqkUJQ6EQ7HY7FccsE69+9atxzz334Jvf/ObhFYFA8XQIk7B3T08PXC5X2uHWaqGWEJM6Z2QSTnqJwP3WnfeF8OSkD3ceq0RtuQXDw8NYXV3NezC3IAj4zE8m8cUnZ8Dm9jFopt5pxT+/8SxaK0oVf22r1Yr6+nrU19eLUcKhoSF4vV4sLy/D4XCItYRaOVHIgcboJUCPCJTCcRysVitsNhsuXrwo+hz7fD6MjIwgFovB5XKJ5QalpaWKfTaBQOBAWMZ98pOfhMPhoF8EFvLBFsuswLW1NaysrODo0aNoaWnR9EKixjFIJBIYHByE1+vFpUuX4Hant4/SQwTut+71KR/+7Ov92NyNAQAaHQbcUmnA67tOw+nK3QYrGInjL745gMdGNxTZM4OhF8er7XjgvjOocqjfxU+ihFarFU1NTXC5XGKUcH5+HhzHJdUSquVEIQca08F6N0cWgnTfqT7HoVBIPG8mJydhNpuTOtULCbIcBN9gQRDQ1taGv/3bv6VfBBaC3iIwkUggFAphe3sbFy5cEItdtUTpmsBwOIzu7m4A2OOckW5tPURgprl9X356Dp/44TjiEt/ehR0eCzs8vjfdD5fNjNuPVuDFHZW442gFXKXp01Tz/l28/Ss9GFsLqvYeGAwtuK3FhX943SmUWbW9VZDGkNQoIXGimJub21NLWF5ermskjsaIGrkO0rZvIHNDC8dxsNvtsNvtST7HPp8PU1NTexpM8o0uExFIY9SXQO6BdXV1TATqVRNImiUSiQRaWlp0EYCAsjWBfr8f3d3dqKqqwunTp/e9sBRLJDAa5/Hh747gGzey+/Zu7sbwnf4VfKd/BUYDh1sbnXhxRyXu7KjE8ZqbnWK/nPHjTx/qgz8UU/U9MBhq8/LTVfjbXz8Os1F7gZCuOzjViULaKLCwsKB7lJDGdDC5DtIqAnOJYEp9jo8dO4ZwOCyeN9LoMvlnv7m1ByESCLyQRaVeBNKYDpY2S+hdYKqEECNFuqOjozh+/Diamppy+ly0nFGYui55z95AFH/6UP6+vQlewPNzm3h+bhN/95MJ1DtL0OAuwY25LSR4NgGaQTe/f1sD/uKlbbqJmlxSq9JGAWmUcH5+HkNDQ0m1hFpECWlMB9MsAuWmsUtKSvZEl30+HxYXF0WfY/Iwkc7nmPZB0alQLwILQevGEEEQMD09jcnJSZw8eRKNjY0YGBjQNSVdqBDmeR5DQ0NYW1vLu3FC73Tw8PJN396lrcJ9e5e2woq8DoOhJxyA/3F3G/7gtkZd95HvnMB0frWkJmxhYQEAxBt7RUWFKlFCGiOB5NpP274BZeYbSs+btrY2RKNR+P1+eL3eJJ9ji8WCRCKB06dPq9YY8sgjj+D73/8+nnvuOSwtLcHr9aK0tBSnTp3Cb//2b+Ntb3ubKuftoRaBWkYC4/E4+vv7sbW1hStXrojDGvWuSyxEiJH6P0EQ0NnZmffAbj3TwT8Z8+Hjj85jN6b9+gxGMWI2cvjorx/HK05ntkDUikKHRVsslqRxIiRKuLCwgOHh4T0dx0pEwmisCSR7plUEKt3QYrFYUFNTg5qaGtEezuv14oc//CHe+973oqqqCm63G1VVVdjZ2YHD4VBs7U9/+tP4xS9+IdbBnjt3DsvLy7h+/TquX7+OL3/5y/jJT34Cl8ul2JoAQNcZm4ZC08Fa1AQGAgFcv34d8XgcXV1dogAke9BDCBHkpmT9fj+uX78Ou92O2267LW8BCOjz3gVBwCOTcXzwB7NMADIYv6LMasQD950pCgEIKBtV4zgOTqcTbW1tuHz5Mm6//XY0NTVhd3cXfX19ePLJJzEwMIDl5WVEIhHZ69CaDqZtzwS1u5o5jkNZWRmam5vxlre8BVNTU/jwhz+MRCKBnp4eVFRU4K677sInPvEJ9PT05D17NpU/+qM/wuOPP46dnR1MTU3hl7/8JRYWFnD9+nU0Njbi+eefx/ve9z6F3t0L0PnpK4QW6eCVlRU8/fTTqK6uxqVLl/aEc/WOBMoRYvPz83juuefQ2tqKs2fPyv4ichynqQgMRuJ4x9f68P9N6TsgnMEoJsxGDq+9tRZVZeqPgMkVNW3jLBYLamtrcfr0adx+++04d+4cSktLsbi4iF/84hd49tlnMTk5ic3NzbyuTzSmg2kdDwNob/nqcrnw27/92+jq6sIf//EfY2RkBG94wxvw9NNP44477kBdXR3Gx8dlv/6b3vQmvPjFL94zHP3q1av4zGc+A+BmylhpDkQ6ONPIj/0wGo2IRtVxcRAEAWNjY5ibm8PZs2dRW1ubcQ96p4NzPQY8z2N4eBgrKyuKjLTRMhLIxrYwGOmJJQQ8+MwiHnxmEQ2uEtze7saL2j243OKCzayPQNDKO5hECUmkMBqNip2j/f39EAQBbrdbTB1n6xxlkUBt0cvzOBgMorm5GW1tbXjb296Gt73tbYhGo7h+/TpaWlpUWfPEiRMAbrqVKM2BEIFyUSsdHI1G0dvbi3A4jM7OzqydRHqLwFyFWCQSQU9PD+LxODo7O1FaWrhzgFY1gc9M+/DOr/djk41tYTCysrgZxkPPL+Oh55dhNRlw6YgTdxz14I52D4548i/5kItWIjAVEiWsra2FIAjY2dmB1+vF0tISRkZGUFZWJo6gkXaOCoLARKDG6BXFDIVCe+5/FosFd955p2prXr9+HQBw4cIFRV+X53kmApUWYFtbW+ju7obT6URnZ+e+k8n1FoG51ARubW3hxo0b8Hg8OHPmjGJfPC1E4H88O4+PfX8saQA0g8HYn0icxy+m/PjFlB+fwCSOuEtwe7sHdxz14HKzC1aTeuJBLxEoheM4lJeXo7y8HK2trYjFYvB6vfD5fBgYGADP82LHMSnW13vP+UKzCNQ6HUzQakRMIpHA8vIyvv3tb+O9730v7HY7Pv7xjyu6hsFgOBgiUG46WOmaQNJ51t7ejtbW1pwuCHqLwP0igYuLixgaGlLF0k7NOYGxBI+PfG8UDz23qMrrMxiHjTl/GF95bglfeW4JNrMBLzleiY+8qkOVYdLFIAJTMZvNWaOEADAzM4Oqqqq08+WKEb1SqkqgZzpYTRH4D//wD3j3u9+d9P9e/epX4yMf+QjOnDlT8OuT71Y4HMZXvvKVgyEC5aKUACOz8lZXV/OuldNrTIp0/XTHgOd5jI6OYmlpCefPn0dlZaUqa8diyqdofcEo3vlQH345u6n4azMYDMBRYsIfdTWp5iZSjCJQSmqUMBgM4plnnkEsFhPnyxEHioqKiqz2mXrCIoH5o7YIbGhowLVr1xCLxTA7O4vV1VU8/vjj+OpXv4oPf/jDBb9njuMwNzeHD3zgA/j617/ORGChNYG7u7tie3hXV1feo1L0tK4j66eK0Gg0ip6eHkSjUcXq/9KhhgAeWbk5AHpxkw1uZjDUoK2yFP983xnUOdURNqS+rphFYCqk7OfUqVMAbo4F83q9WFlZwdjYGEpLS8VaQpfLVTTCi+buYD32LggCQqGQqiLw9a9/PV7/+teL//3MM8/grW99Kz72sY/B5/PhgQceKOj1d3d38YUvfAFf/vKX4XQ6D4YIlHuxKDQd7PV60dvbi+rqapw8eVLWCVlscwK3t7dx48YNOJ1OXLhwYd+axkLXVvK9/2hoDe/5r0GEovql1xmMg8y5hnJ84bdPw2kz7//LBVIsQikXyHgYci9yOBxwOBxoaWlBLBYTO46HhoZEFwrScaxnlJD2SOBBTAenctttt+F73/se2tra8MUvfhHvfe970dzcLPv1nn76aTz44INoamrCxz72sYMhAuUiNx0sCAJmZmYwMTGBEydOoKmpSfM9KIVUhC4tLWFwcDCvmsZCmPBFcWMmhNrWMGoLiCoIgoDPPzGFL/x0GgXO62QwGBl48TEPPvWakyhReWwMqe+mKRKYbUag2WxOcqFIFyWUNphoKWxoFYGCIOgWxdTDO7i+vh633nornnnmGfT29hYkAvv7+7G2toa/+Zu/we/+7u8yERiPx/NKPcTjcQwMDGBzcxOXL18u2MKFiEC90h8kEjgyMoKFhQXceuutqKqqUn3db/Uu4/3fXUA0IeBf+57EydoyvLijCi85XomzDbmbvYeiCbzn4QH8aHhd5R0zGIeX15yrwYde0QGjQf1rFI0iMNfxMBzH7YkSEq9aaZSQiEI5Tkz5QLMIFARBcxHI87zq6eBMkLKxQsvHZmdnAQC33norgAMyJ7CQdDCQe21BMBhEd3c3LBYLOjs7sw4OzRWyrl5PNTzPIxqNYn19HZ2dnaoYY0tJ8AI+/eNx/OtTc0n/f3glgOGVAB742TQqyyy481gl7jpeiWvtFSi1pD8ui5u7eNtXejG6GlB1zwzGYeaPu5rwzrtaNVuPZCZoEoFy3ULMZjOqq6tRXV2dFCVcW1vD+Pg4bDabmDZWI0pIqwgk2TOt9x4KhSAIguYicGZmBr29vQCAc+fOFfRapBmTOJMcCBEoFyK6cukyWl1dRX9/P5qamnDs2DHFTr589qA0Ozs76OvrgyAIWWcaKhWl3N6N4d3/OYAnJ7xZf28jEMU3u5fwze4lWEwGXGlx4yUdlbjreBXqXTfTxr+c8eOdX++DL8gGQDMYamDggPfc047fudyg6boHORKYjdQoYTweF2sJh4eHEYvFkmoJlYgS6tVhWyjkQUHrvQeDNx2nlBaBzz//PL797W/jD/7gD9DW1pb0sx/84Ad497vfjXg8jle84hVob28vaK3q6pv+4H6/H8AhF4HkSxuPx/d4+hIEQcD4+DhmZ2ez2r8Vuget6wJXVlbQ39+PxsZGzM7Opv0yReM8PvT/DeOn417c2VGBlxyvQlebB3Zr/qfN5HoQb/9qL2a8+dneROM8npzw4skJLz78vVF01JSh1mHFL6Z8SLAB0AyGKliMHD72myfwayfVLw1JhUYRqEZEzWQyJUUJg8HgniihtJZQjiDieX6PVy0NkKYQrc+RYDAIs9msSBZQys7ODj784Q/jwx/+MGpra9HY2IhoNIq5uTlsbm4CAC5fvowHH3yw4LWOHj0Km82G559/Hq973esOtwjkOC5rY0Y0GkVfXx9CodC+9m+F7EHNocmpEE/j+fl5nDt3Dk6nE7Ozs3uifavbYbzja33oW9wGADzcvYyHu5czRuay8fjoOv7imwMIRAp/j2OrAYyx9C+DoRplViM+9/rTuNzs0mV9WkWgmvvlOA5lZWUoKytDc3Mz4vG4WEs4MjKSFCX0eDw5j/WiOR2sV2dwaWmp4p/1uXPn8NnPfhaPPvooBgcHMTIygmg0ioqKCnR2duINb3gD7r//fkWmddx1112w2+34+7//e7zhDW84GCKwkA8k05iYra0t9PT0wOFwoLOzU9WnJa3GxMRiMfT29iIUCuHq1asoKysTi0ylX6obc5t450N9WA9E97xGamTueE0Z7jpeiZccr8ItaRo6HvjpND73+CRY0I7BKH6qyix44L4zOF6jfeE7gTyQ0iQCtfYNNplMqKqqQlVVlRgl9Pl8WF9fx/j4OEpKSpJqCTNFCWmdE6jXvgOBgCp18263G+985zvxzne+U/HXTqWmpgYPPfQQhoeH0dTUdDBEYCGkiwQSq7S2tja0tbWpcjHajSbw8R+MwWIyoCLM4ZaougOjd3Z20N3dDbvdniRqyYWLiNCHnlvAR743ilgiN9U2uhrA6GoA//yzGbGh4yXHK3H+iAsf+e4ovj+4qs4bYjAYitLiseGf33gWDTlE99WEtkHRgPqRwGxIo4RHjhxJGyV0uVyiKJRGCWmOBB6W8TBqcNddd+Guu+4CcMhrAoFkEcjzPIaHh7GysqKaVRoAzPt38Y6v9WJk5YW05peGe/CiY1V4yYlK3HmsUtFhrKurq+jr60NLSwuOHj2adLEi/x6OxvCxH03hawV47UobOjgALPjHYNDB2XoHvvDbZ+Au1b8+jFYRWCxiKjVKGAqF4PV6sbGxgYmJCTFK6PF4qPUO1mvfoVAIdruduvMzFRL0MRgMB0MEFvKBkFmB4XAYPT094HleVau0n0948Rf/OYDN3eSu1mCUx/cHV/H9wVWYDBwuHHHiro4qvOREFVoq5O1FEARMTExgZmYmY1MLx3EIJYx469cG0b2wI2udtGsr9koMBkNNrrW58ZnXnso4iklraBSBWqeDc4XjONjtdtjtdjFKuLm5Ca/Xi7GxMYTDYcTjccTjcbGWkIZjr1ckUK10sNZIz9UDIQILwWQyYXt7GyMjI6iqqsKpU6dUO7n+z8+m8Q+P7V8fF+cFPDuziWdnNvHJH42jtbIULzl+c5Dy+SZXTgNbY7EY+vr6EAwGcfXqVTgcjrS/N7C0jU/2cNiMKicAGQwGHfz62Wp8+FXHYdJgCHSu0CgC9UwH54PJZEJlZSUqKyshCAKeeeYZOBwOMUpotVrFtLHb7S7aekE93UIOggiUcqhFoCAICIfD8Hq9OHnyJJqamlT5Igcjcbz3vwZlu1pMb4TwLxuz+JdfzMJdahYHKd9xtCLtuJZAIIDu7m7YbLasTS3f6l3GB749jIi65YgMBqMI+YPbGvDuu1o0cQHJBxpFYLFGArNBjnF1dTUqKiqQSCTEWsKxsTFEo1E4nc6kWsJi+Vz0SgcHAoEDURMo5UCIQDknJrF/C4VCaGhowJEjR1TYGTC9EcR//1ofJteDiryePxTDI73LeKQ3eVzLS05Uoc5ZgrW1NfT19aGpqQkdHR1pj02CF/C/fzSOf7s+l2YFBoNxkOEAvPuuZvzupTokEgnxhkr+0RtaompSiqkmMB+k+zYajUlRwt3dXXi9Xni9XkxNTcFisYi1hG63W5FxJXLRKx2sl2WcmhwIEZgvxP7NbDajrq5OtfEvj46s4y8fVmY+XjpSx7W0us04XhbFqy+3o6OjNe2FdDMUw599ox/Xp3yq7InBYBQvZiOHj/3mSbz81M2mAeJbzvN8UrE4GdGih7ChMRJIo3AFMqdVOY5DaWkpSktL0dTUhEQiIdYSTkxMIBwO7+k41vL965kOVqtfQC8OjAjkOE4cMpoNEilrbGxER0cHxsfHVRnU/G9PzeITPxpHDltSjGl/DNN+Dj+Yn0LVjxduNpYcr0RXmwdWsxGjqwG8/au9WPDvarcpBoNRFJRajPjc68+gq90j/j+pd3k6QUiEoJaCkEYRSGM6GMg9gmk0GkXBB0DsOPb5fJiamoLZbE6qJVQ7SqjnsOiqKu1ddNQgHo+D47iDIwL3Q9ope+bMGdTV1QG4eXJHIhHF17v/tiYcr3XgsdF1PDa6obnwWt+J4uvPL+Lrzy/CZjagvcqOsdUAojnO/2MwGAeHCrsZ//zGczhdn75BTJoK5nlejBIScSj9PbWjhDSKwIOQDs6H/aKE0lpCNUaqJBIJXezuAoHAHm9fWiFC/VCIQKn9W2qnbDbbuEIwGQ3obPOgs82D9738OMZWA78ShOvoW9zWNEK4G+MxsMS6fxmMw0iT24Yv/e45HPHYcvp9aY0Y8EKUkIhDtaOEtIpA2vZMPstCP7t0UUKfzwev14vp6WlVooR6pYN3d3cPRDp4YWEBn/nMZ1BfX39wRGCmdPD29ja6u7tRVlaWtlM2k22c0nTUlKGjpgx/8qJWrO9E8MTYBh4dXcf1KR/CMfUt4xgMxuHjVF0Z/vmN51BZZpH9GvlECZVoLqExtUrjnqU1oEpCooSNjY1ilNDn82FychK7u7uKRAlZd7A8iOjv7+/HP/zDPwA44JHApaUlDA4OZrV/UysSmI0qhxWvv9iA119sQDiWwH9dH8FPJ3zo3eDhC8b2fwEGg8HYh85WNz73hjNpx0jJRRolJCJCGiUkXuSFRAlpjQQW60y9TKglAqVIo4THjh0TO459Pp8YJfR4PGLXca5RQj1t4zLN3KUB8lmfP38eDzzwAARBOJgikOd5jIyMYHl5GbfeemvWQk7iGKIXJWYjrrU4cKx0F+fPX8A3bizh4Z4lDC3v5Ozfy2AwGFJaK0rxh9eOwGpW7wZPbijSKKH0H7lRQhpTqzTWBGohAlOx2WxobGxEY2MjeJ4XawmnpqYwODgIp9MpisKysrKM54FeopvYxtFObW0t3vrWtwI4QJFA0QP3V/ZviUQiJ/s3rdLB2SDRSKPRgPsuN+K+y40AgOuTXvz/npnHL2c3sRNmE50ZDEZuTHtD+ON/74XDakJnmxt3HqvAHUcrCkoL70e6tDERhPlECWmMBNK4ZyK29RKvBoMBHo8HHo9HjBKSWsLZ2dmkKKLb7U4q5dIjHSwIAoLBINXpYClE9xwYEQgAfr8fPT09qKiowOnTp3N6UtAjHZxuD+SpTEpnewWutnkwMzODpwcmcCPowrOLYaxsK9/NzGAwDh47kTh+NLyOHw2vgwNwpt6BFx2rwJ3HKnC6zqGacMnUXEKEYbYoIa2CisZIYDHt2WazoaGhAQ0NDWKUkKSNBwcHUV5eLorCeDyuWzr4oIhAcvwOjAicm5vD0NAQOjo6cOTIkZwvInqng8ke0gnRRCKBgYEB+Hw+vPyOy3ijywUACEXj+Pdn5vGd/lVMrAXAssYMBmM/BAD9SzvoX9rBF346gwq7BXcc9eDOYxW41u5BmYK1g6lkay5JHVSd7oG42KG1MaRY9yyNEh49elS0dyVRwkQigfn5ecTjcXg8Hs3GxRwkEUg4MCLQbrfj0qVLcLvdef0dEWB6Pn2mE4G7u7vo7u6GwWBAV1cXrFar+LNSiwlvuaMVb7mjFcDNwdRffmYei1thTUfPMBgMevEGo3ikdwWP9K7AZOBw8YgT956sxhsvN6i67n4jaAKBADiOQywW03xQtVxYHaO6lJSUJEUJf/7zn8NisWBmZgZDQ0MoLy8XawkdDnUi3IlEAru7uweiJlDKgRGBlZWVsiJ6pBtJz+6uVBHo9XrR09OD2tpanDx5ct8v6pu6mvGmrmYAwM/HN/DZxyYxshpgjSUMBiMn4ryA4ZUA3vHiVs3XJlFCMtB/fX0dZ8+eBYC0aWPy78UETYKKoNeYlUIh50pzczPsdjvC4bBYSzg3Nwej0ZjUcaxUlDAYDAIA1d3B6TgwIlAuRPjp1XJO9kCikbOzsxgfH8eJEyfQ1NSU92vdcawSdxyrBAAs+nbx8R+O4akpH4JRfeseGQxG8VLtsOBLv3sOx6r1SXUJgoDh4WF4vV5cvnxZjLakRgmVGEGjBiwdrB2krpTcr0tKSlBfX4/6+nrwPI+trS0xbTw0NASHwyHWEhYSJSQikKWDixS5Hyz5EsTjcVgs6nXO7beHRCKB/v5+eL1eWWntdDR4bPj8G88BAOIJHl9/fhH/1bOM4RU2fobBYNyktaIUX/zdc2hwleiyPs/zGBgYQCAQwOXLl1FS8sI+UmsJlRhBowYsHawdpGY0XdDGYDDA7XaL989IJCLWEs7NzYm1hiRKmM89PxgMwmq16mJXpxYHdk5gPnAcp3uHMHm6DQaD6OzsTLoIKoXJaMDvXGnC71y5GV18atKLT/xwDBNrISRYISGDcSjpqLDg82/oQL3Tuv8vq0A8HkdfXx9isRguXbqU9aas1AgaNaA1EkjbgGvghRKBXI631WpNihJub2+LgpDUEuYaJQwGgygtLaVO7KeD9EBwHMdEIKDvrEC/34/u7m4AwIULF5IaQNSkq70C3357JwDgyYEZfPrRSUxvcwjH6evMYzAY+XOh3ob/fs6C0b4bmLZYUFVVhcrKSrjdbk3EQSwWQ3d3N4xGIy5evJiXp2y65hI9o4QsEqgd+YhAKQaDAS6XCy6XC+3t7WKU0OfzYX5+HhzHZY0SBgKBA9MUwnEcpqensb29zUQgoM+sQEEQMD8/j9HRUXR0dGB4eDit97EWnKgtw5+fN+NFL3oRtnaj+OQPxvHo6AY2d5mFHYNxEHnF6Wp8/NUnYTbeLEUhhfXDw8OIRqPweDyorKxEZWUlbDab4uuHw2HcuHEDpaWlOHv2bMGiM9MIGkEQNIkS0iioaNwz8EIEs1DRvV+U0OFwwOPxYGVlBVevXhXHwygp9gVBwC9+8Qt861vfws9//nOMjIwgFAqhsrISnZ2deMc73oG77rpLsfUAYHJyEp/4xCcwMDCASCRycERgIR+M1rMCeZ7H0NAQ1tbWcPHiRXg8HoyOjuoWjZQOq3baLPjYa06LP3ukewkP9yyjd3EL4RiLEjIYtHP/lUb81a8dFa+ZRqMRVVVVqKqqwvHjxxEMBrGxsYGVlRWMjo7CbreLgtDpdBYsHILBIG7cuAGPx5PT9IN8KWRQtVxoTQfTtmdAna7mdFFCn8+HoaEh/M7v/A6sVitaW1vFTmSPx6PIuo899hjuvvtucQ9Hjx6F3W7H+Pg4Hn74YTz88MN4//vfj4985COKrBcIBPDf/tt/w89+9jMAuOnXrMgrU46W6eBwOIzu7m4IgoDOzk7xKVvPukTSmJKOV5+vx6vP1wMABha38MWfz+CxsQ3WWMJgUMi77mrFW+9oyfhzjuNQVlaGsrIytLS0IBaLwev1YmNjA729vRAEQRSEFRUVeTfT7ezs4MaNG6irq8OxY8c0SaHmM6ia1EnlKzJoTAfTOiJGi0keVqsVdXV1qKurw9zcHB5//HF87nOfw9jYGKqrq3HlyhW8/OUvx8tf/nJcuHBB9nEUBAFHjx7Fn//5n+O+++4TG1qi0Sj+5m/+Bh//+Mfx0Y9+FLfddhte9apXFfy+vvCFL+BnP/sZrly5gr/8y7+E2+1mIhDQToBls7XTUwRmsq1L5UyDE5+772a38fDcGv7mW30Y2QSYrTGDUdwYOQ4femUHXnehPq+/M5vNqK2tRW1tLQRBwNbWFjY2NjA7OytaeZFawv1SZeT619LSgtZW7ecRAvsPqibXwXzTxiwSqB1aN7RYrVa87GUvw8zMDBwOB/7v//2/+MEPfoDvf//7+Lu/+ztYLBZ885vfxB133JH3a1+5cgXDw8N76mEtFgs+9rGPoaenB9///vfxpS99SRER+NBDD8FoNOLzn/88Ll26BICNiAGgTTp4fn4eIyMjOHbsGJqbm/fsV+9IYD5WTSsrK1gY7cfHX9mO1tZWRBM8/v7RSXynbwXrgaiKO2UwGPliNRnwqd86hbtPVBX0OhzHiSkzYuW1sbGBjY0NTE9Pw2QyJUUJpTfq9fV19Pf3o6OjA42NjYW+JcXIFiXMJ21Mo6CiuTtYj2NNagLr6+vxh3/4h/jDP/xDxONxPP300zh16pSs1ywvL8/683vuuQff//73MTY2Juv1pZAytLa2Nly6dAmJROLgdQdzHCeruUJNAcbzPIaHh7GysoILFy6goqJC8z3sB5nAvt+FjEz0n52dxblz51BdXQ0AsJqMeO+vdeC9v9YBAPhm9yK+07eC/sUd7ERYmJDB0AuH1YQv3HcWl5pdir92SUkJGhsb0djYCJ7n4ff7sbGxgbGxMUQiEbjdblRWVorXjTNnzqCmpkbxfSjFflHCbM0lNKaDeZ7PqyO7WNDL2CEYDO7pDjaZTLj99ttVWzMcDgOAIs1Zu7u7iEajqK+/mQ0gx5C+M0AF1KoJjEQi6OnpQTweR2dnJ0pLSzP+bra6PLWRXvQyicB4PI7+/n5sb2/jtttuy2qd89rzDXjt+Zv+o3O+EP7lF7P4ycg6NliUkMHQjKoyC774u+dwvEZ9hwODwSDOW5M2l8zPzyMUCsFqtWJrawtmsxkul4uKqFmug6qJ+KPhPUmhMXoJ6BfBTCcC1UQQBHzjG98AAFy7dq3g14tEIrDZbAiFQuLrH7hIoFzUiMJtbW2JHXBnzpzZ96TNtS5PDaTWeemeDEOhELq7u2E2m9HZ2ZlXMfgRTyn+16+fxP/69ZPwB6P45I/G8djoOrZ2WYSQwVCLZo8NX/rdc2h0Kz/eJRdKS0sRj8cRi8Vw8eJFxGIxbGxsoL+/HzzPw+PxoKqqChUVFZrNRi2EbIOqNzc3Ady8fsZisaKys8sGrSJQz3RwXV2dZut96UtfQnd3NywWC/7sz/6s4NcTBAF1dXXi+Uo4UCKwkHRwJBJRbB+Li4sYGhrC0aNH0dLSklOaQM90MNlfOhHq8/nQ3d2Nuro6nDhxoqAvn9tuwSck42f+z8+m8ZVnZrEaiIP1GjMYytDoKsEXdRSAgiBgdHQUa2truHTpkui1WlNTA0EQsLOzg/X1dczPz4vz2EgtYXl5edGnVaVpY6/Xi8HBQXR0dMBqtRadnV02aBaBekQCQ6GQZr7BN27cwLve9S4AwEc/+lG0t7cX/JpGoxFtbW149NFH0d3djfPnzwM4YCJQLkqlg3mex+joKJaWlnD+/HlUVlbm/Ld6i8B06WjSzHLixAk0NTUpvu5bX9SK3+ywYWpqCrGKY/jc41OY8+9im7UbMxiyWdgM41X/9AwuHXHhxR0VuPNYJY54tBGEPM9jcHAQ29vbuHz58p5aJo7jUF5ejvLycrS3tyMajYrNJcTbVdpcUsw1a2tra+jv78epU6fECFHqoGrpCBo97OyyQeuImIOeDp6ensarXvUqhMNh/M7v/A7+4i/+QpHXLSsrw1/8xV/gRS96UVI2r3i/YRqihACLRqPo6elBNBrdt/5PrT0UgjQdzfM8RkZGsLy8LA6zVgvSmXzn8Srcefxm9+JGIIJ/fWoOPx5a+/+zd97hbZV3+79lW95blvd2vOLYlldCEggEQnZih00LJYzyEmgpZXbQvu0PWlqggxYCbYEChbZAbJKQkEkSAklIsC3vvbc1vLTXOb8//D4HyZEd2dY4kvW5rl5trfUoR+ec+/mO+4u+cZXNPtuNG1dFZ6BxoXscF7rH8cKxDqTw/LEunYfr0nkoTAwB19P6N3+DwYDa2lpotVqUlJRYVDbi7e1tMrVhYmICEokEnZ2dqK+vZ5pLIiIiWDW3dXh4GE1NTcjNzWUa5ADLjaqN/QgdJcScORLoiHXL5XKbRwJHRkZw4403Ynh4GNu2bcM777xjtd+8l5cXbrzxRlx33XUmItotArF4i5ipqSlUV1cjJCQEhYWFC9q9OloEkkggEbM6nW5BYna+mKuFjAj0wdMb0/H0xnRodAb84fMOHK4fdTeWuHGzQLqlSnRLlXj3634E+XhhTVoYrkuPwDXLwhEeMD/DZ3PodDrU1NQAAIqKisDlcuf9Hh4eHggPD0d4eDgyMjKgUqkgFoshkUjQ0dEBHx8fREREgM/nIywszGECZmBgAG1tbcjPz79itsceRtULxZktYhxRR6pQKOZsiFwsY2NjuPHGG9HZ2Ylrr70WH3/88YLOo7ngcDiXbc5cSgQuVDEvJh08NDSExsZGpKVNe+YtdA0eHh52HV03E09PTygUCtTV1SE4OHjBYna+XMmj0IfriZ9tzsTPNmcCAPZVDeKt873olSrhHlrixs38kWn0ONYkxrEmMTw4QG5sMK5N52FzTiSSefPf9Gk0GlRXV8PX1xd5eXlWExZ+fn5ITExEYmIiM99YLBajsbERer3eZL6xr6+vVT7zSvT29qKrqwsFBQXMdAdLsZVR9UJx1kigo8SrUqm0WVBELpdj69ataGhoQElJCT799FObzOw2h0uJwIWykCgcRVFoa2vDwMAABAIB+PzFGbFauzllvhAjyZSUFCxbtsxuaZf5GlXfUhSHW4qm7WfqBibx0ol21A5MQaN3zzV242a+UDRQOziFCZUOO/Lm7+GnVCpRXV2N0NBQLF++3Gaiwni+MU3TkMvlkEgkGB4eRktLCwIDA03mG1v7+kXTNLq7u9HX14fCwkKEhIQs+j2tZVS9UJxVBDoiHUzTtM0igRqNBqWlpbh48SJycnJw9OhRm0YcZ+IWgZi/CNRqtaitrYVarcbq1autUizqKIsYmqbR1dUFtVqN5ORkpKen2/Xz5ysCjcmLD8G/7p0efSNT6fDu1734rEGEbqkSlDtK6MaNRSyPCcTfvpMP3jzTwmQOcHR0NDIyMuy2ceRwOAgKCkJQUND0xCKtlplvTFLSxs0li02p0TSN9vZ2DA8Pm3Q7WxPjKCFN0yaC8EpG1QvFmUWgqzSGGAwG3HHHHTh16hTS0tJw4sQJm9bgm8OlROBCL0LzqQkkF76goCCsXr3aailTR9QEGgwG1NfXY2Jigrmo2pvFiEACTdPw43Lw4NpEPHTNtCXP2+d78e9vBjE8qXHbz7hxMwsrk0Lx6h25CPSZ33VsYmICQqEQSUlJiyqDsQbe3t6IiYlBTEwMM99YLBaju7sbDQ0NCAkJYWoJAwIC5rVWmqbR0tICiUSC4uJiu3SHzqwNnMuoejFRQmcVgY7sDrb2PfKjjz7C/v37AUwfy1tvvdXs82JiYhjj6IViXHJgjEuJwIVCBBhx0J6NkZER1NfXIyUlBWlpaVa98NlbBKrValRXV8PDwwOrV69mTFztDRGBV/q3nw3jiyPZIQPAfWuScN+aJADAF20SvPpFD1pH5dC7Q4Ru3AAANmRF4OWbcuDtNT8hIJFIUFdXh/T0dJtYRy0G4/nG6enpzHxjsViMrq4ueHt7M1HC8PDwOcUEKZGZmJhAcXGx3Wq0ZjKXUfViooTOahHjiHXr9XpoNBqrbwKMS8Da29vR3t5u9nlJSUmL/iwOh2P29+4WgQATzZtth0HTNNra2tDf328yM9ea2FMETkxMoLq6GpGRkUwdj6PG1pGTeb4i0DhlQt5nttdfmxGBazOmu/j6xpT4/fEOXOwZh1LrriN0szS5pSAG/7stE54e89t4jYyMoLGxETk5OYiOjrbR6qyH8Xxjg8HAzDdubW2FRqMxaS4xFnkURaG+vh4KhQIlJSWsmWpiqQUNee5cUUJnjQQ6Ih0sl8sBwOqRwN27d2P37t1Wfc/ZePXVV3HmzBkkJCQgICAAgYGBCAgIcC0RuJh0MGD+x6XT6VBbWwulUomrrrrKZj5B9hKBZJpJRkYGEhMTTeZeOioSCMzvgmRsxmr8HpaQGO6P1+7IAwDoDBQ+qhrCgdoRtLijhG6WCA+sTcTjN8x/AkF/fz/a29stskZhI56enozgI4X+EokEo6OjaG1thb+/P2M/09vbC51Oh+Li4nmNybQ3C7WgIZtoZ7SIcUQ6WKFQAIDdJobYguPHj+PQoUOX/d2lROBCISeRXq83OeFlMhmEQiECAgKwevVqq3v2GGNrEUhGOQ0ODpqdZuIon0LjC5glGKdC5or+WQLX0wPfXRmP766MBwB82SHBX8/0oGlY5m4sceNycAA8dWMadq9OnNfrSGdsb28vCgsLERoaapP12RMOh4PAwEAEBgYiOTkZOp0OY2NjEIlEJs0lEokEERERrBaChPlY0CxkA80WHJEOViqV8PPzc0rRTCDH/KabbkJ6ejrkcjmUSqVbBALTJ8VMr8DR0VHU1dUhOTnZLpYptuwOJtFMlUqFq666ymxdg6O6k+cjAo13uYsVgOa4ZlkErlk2LY5r+ifwx8+7UDc0Ba3erQjdODdeHhw8tyMLpfnzS+GSUpiRkREUFxc7pHnMHnC5XISHh6OnpwehoaFIS0vD2NgY+vr60NTUhODgYCaKGBQUxJrJJXMxV5RwamoKwHTgw7iG0BlEoaPSwWyaWLMQSP1ucXExHn30UXh5eUGv17uWCFzMATJuDuno6EBPTw9yc3PtVvdiK7NouVyO6upqBAQE4Kqrrpo1mumodDBJUVzps2drALEVgoRQvLe7EMD0GLsXj3fibIfUPdfYjdPh6+WBP9ycg/WZ80vhGjdGlJSU2Hx6kCMhhtd+fn7Iy8uDh4cHwsLCkJaWBo1Gw8w37unpgZeXl0lzCZvnGxOMo4STk5NoampCWloauFyuzSxobAERs44QgfboDLclmZmZ8PHxQWdnJ4Dprnpvb2/XEoGLwdPTE2q1Gp2dnVAoFLjqqqvsuuslkbiFdsmaQywWo7a2FgkJCVf08XKkWfVcTSnzaQCxFRGBPnjxpuUApi9Cf/uqF+c7x9EwLHObVLthNUE+XnjtjlwUJ4XO63UGgwF1dXVQq9WsaoywBWq1GlVVVQgODkZOTs5l4sfHxwdxcXGIi4sDRVFMc0l7eztUKhXCwsLA5/OZ+cZshlj7pKWlITFxuizAVhY0tsC4xtGeKBQKBAYGOnUkMDs7GxqNBp999hl++9vfwt/fHzRNu0UggcPhoLm5mfH/s2X9nzmMTUIX+0OjaRq9vb1ob29HTk4OYmNjr/gaR0UC5/rsmQ0gJGroSDw8PLBnXQr2rEsBANQOTOLdrwfwZYcECne3sRsWERHojX98Nx+ZUfMrZjeeA1xcXGz3a6E9USqVqKqqAo/HQ3Z29hWvLx4eHuDxeODxeMjMzIRSqWQsaNra2uDn58dECR0539gc4+PjEAqFl1n72MqCxhYQgWrvSKAtR8bZi1WrVuHvf/87tFotM/GGw+G4RSAAiEQiKBQK8Pl8FBYWOkRoGHcoL+YEoygKjY2NkEgkKCkpsbiI21EWMYD5ekRb1/9Zi/z4EPzxlukTqkeiwK8ONqBmSAEtxc71ulkaJIT54c278pEQNj9vO61Wi+rqavj4+Fh1DjAbkcvlqKqqWtTEE39/f2a+sV6vx9jYGCQSCTPfmMfjMaLQkdHUsbEx1NTUIDMzE3FxcbM+z1xzCZuihBRFOUSEyuVyp+4MBoCQkBA88MADl/3dpUTgfE9imqbR2dmJ7u5uBAUFgc/nO0xsGIvAhe68NRoNhEIhaJrG6tWr5zVU3VGNIcDlkUBnEYDG0DQNtaQfu1NVENxUCB//IPzp8y4caRqFVKFz9PLcLCEyowLx9+/mgR84P9GhUqlQXV09a1rUlZiamkJ1dTUSEhKQmppqlWuMl5cXIiMjERkZCZqmIZPJIJFIMDg4iObmZgQGBjJp4+DgYLtd16RSKWpra5GVlWVRVsiY2ZpLSNbK3lFCVxoZxxZcSgQCpu3vc6HX61FfX4+pqSmsWrUKnZ2dDouEAd+eRAtdw+TkJIRCIcLDw5GTkzPvE8WRkUBjEWjvBhBrQH5LKpUKK1euZNIGP9uSjp9tmZ7F/GHVAN79egCjUxqodO60sRvbUJQQjL135iPId36XdtJAFhkZiczMTKc47xYKqYtLSUlBcnKyTT6Dw+EgODgYwcHBSE1NhVarZZpL+vr6mLQyn89HeHi4zVLuYrEY9fX1yM7ORkxMzKLey5pG1QvFUVNOlEql00cCZ8PlRKAlKBQKCIVC+Pj4YPXq1dMdMjMsYhzBQr36hoeH0dDQgLS0tAXP8XR0JJBE/hzZALIQ1Go1ampqwOVyUVJSMuvF/PaieNxeNO1H2C1R4J8X+nG2XQqRXGvP5bpxYfIjPPCduHG0NdbOq1GBbCCtGRVjKyQqZu+Rd97e3oiNjUVsbCwoisLk5CQkEgk6OztRX1+P0NBQJm083/nGsyESiVBfX48VK1YgKirKCt/ClIUaVS8GR84NdkcCXQTSMRsfH4+MjAyT3Y2jReB8o3E0TaO9vR19fX2LHmfn6EigwWBgPp8NDSCWMDU1hZqaGqao3NILXEpEAP7fjiwAwJhci98fb8cXHWNu+xk3C6YsPxr/b0cmtP83K1cikaCtrQ3+/v6MuAgNDb3sN0pE0bJly5huUVeFiKLs7Ox5p0WtCbGfCQsLQ3p6OlQqFXPMOjs74ePjY9JcshDRMzo6ioaGBuTm5tpkzOlM5mNUvZi0saPSwa5gETMbLicCZ0sHE9f7zs5Osx2zbBCB84nG6fV61NXVQS6XW2WcnaMigaQbenh4GF5eXggPD3cKASgSidDQ0MCklBa65vBAb/z+phzm/79xthsfVw9jZEoDt0W1G0u4d3UCntyQNt3pN6NRQSqVQiKRoL6+HhRFMeIiIiICY2NjaGhowPLlyxedKmQ7ZOaxraJii8HPzw8JCQlISEiAwWBgmkuam5uh1WoRHh7ORHYtqfMeGRlBU1MT8vLywOfz7fANLmeuKKG5tDH531fCUelghUKB8PBwu3+uPXA5EWgOvV6PhoYGTExMYOXKlUx7tDFeXl4O88kjWCpElUol08F31VVXWWWkkSMigeTCkJaWhuHhYTQ2NjI3KnLRY5sRK03T6OvrYzYT1r6hPLQuBQ/9n/3M5y1ivH62B20ihXuusRuzPHFDKu5fm2T2MS8vL0RFRSEqKgo0TWNqagpisRi9vb1oaGgAAMTGxiIoKMiq/qRsY3BwEK2trU4x89jT0xN8Ph98Pp+ZbywWizE8PIyWlhYEBAQw18eQkJDLjtnw8DCam5uRl5fHmu96pSjhfJpLHBUJdNcEOjFEMHG5XKxevXrWNn22RAKvtAapVIqamhrExsYiMzPTarsie0cCjXeGoaGhCAsLY25UIpEIXV1daGhoYHbBfD5/Xt3OtoCiKLS2tkIkEqGoqMjsZsKa3JDFxw1Z0zt50ZQa//y6H5+3SDA4oXZHCZc4nhwOfrU9EzcXWBbB43A4CAkJQXBwMDw9PaFUKhEfHw+FQoGLFy8yKUg+n886f7vF0NfXh46ODggEAqeL5BjPN05JSYFOp2Miu8TH0diCRiQSMWKXx+M5dvFzMDNKOB8LGkfWBLpFoJNgvDOSSCSora21SDA5gwjs6+tDa2srsrOzER8fb9XPtlckkFgLkF2gcQMIuVGFhIQgPT0dSqUSYrEYIyMjaG1tRWBgICIjI8Hn8+3u3k7S72q1GitXroSf3/z81xZLZLAvntmYjmc2pkOrp/D2+V588M2g235mCeLj5YGXblqODVnzS/WRGuLh4WGUlJQwE5FIClIsFpv425FovDUyDfaGlP/09vbaZcNmD7hcLqKjoxEdHQ2appnmkpmRXW9vb6eJ7M7XqFqv1zssHeyuCXQiaJpGT08POjo6LBZMnp6eNpndOx9mE4EURaG5uRmjo6MoLi5GWFiYTT7b1pFA4xMcuHIDiL+/P5KSkpCUlMRYLIjFYvT09IDL5YLP5yMyMtJswbs1UalUqKmpgY+Pz5wdwPbC28vDJG38YeUg3rvYj94xFdxZY9cm0McTr92ei5Lk+V0DyDVkbGzssjnAM1OQcrkcYrEY/f39aGpqQnBwMBMldIbRWWT++9DQEIqLi+06/tNecDgchIaGIjQ0FD4+Pmhvb0dCQgIUCgW++eYbcLlcEwsaZzD9tsSChpRsETFoL0GoUChc8ncEuKAIJDMvycXO0okZbLWI0Wq1EAqF0Ov1WL16tc0iUB4eHszJZosTa+YIuPl+hrHFgnHkwrjg3RZ1hJOTk6ipqQGfz0dWVhYr02S3F8fh9uLpKQA1/ZP44+edqB+cgsbgVoSuBC+Ai799Jx/LY+Z3MzIYDKivr4dSqURJScmcZRUcDgdBQUEICgpCamoqNBoN07na09MDLy8v5jxjo7igaZop2SguLnbZ6A2ht7cXXV1dKCwsZO51ZL6xWCxGa2srNBoNwsLCmGukvbMYC2VmlHB0dBTDw8PIycmxu1G1QqFw+rFxs+FyIrC1tRVqtRpr1qyZ15geNqaDZTIZ4+BfVFRk0yYJ492XtU8ka08AmRm5sFUd4ejoKBobG5lh62yPgACAICEE7+0uBABI5Vq8c6EPp9ul6JEq3VFCJ8aX64HvrUpAdPD8poDo9XrU1NSAoqgFRbF9fHwQFxeHuLg4E3HR0tKyoM5VW0JRFJqamjAxMYGSkhKnETsLpaenB93d3SgsLDRJdxvPN6ZpmimrEYlEFtkGsRGxWMw0vPD5fLsaVZMGHVeNBHJoS8ZrOBFqtZqpNZsPxEV+/fr1NlrZlWlqaoKHhweysrIwOjqKuro6pKSkIC0tzeYCxGAw4MSJE7j++uutWgNk7xFwxhe8ycnJBdUR0jTN7LBXrFhhF58tW0PTNA7WjeCj6iHUDky5BaGT4sEBcmODcV0GD+szIpARNXuxOskicLlc5OfnWzVqZ9y5KpFImHPNEWPRgGkBWF9fD4VCgaKiIofO6bUHXV1d6OvrQ1FR0bzEibFtkEQiAUVRJs0lbKz/JHZcubm5Zi1vZlrQGEsaaxhV0zSNpKQknDhxAsXFxQv+HmzF5USgwWBYUG2fTCbD119/jRtvvNEGq7KM1tZW6PV6+Pr6oqurC3l5eXbztKJpGseOHcO1115rlR20cQOIo0bAGdcRSqVSi+oIKYpCS0sLxGIxCgoKEBwcbNc124vjTSK8/mUPOkQKGGgaAPujnG4uJzbEF9dl8HBdOg8rk8Pg7TX9m1ar1aiqqkJQUBBWrFhh82iPVquFVCplzjUPDw8m/RgeHm7TLIbBYEBtbS20Wi0KCwtZKWSsBU3T6OrqwsDAAIqKihbVsUqyKEQQymQyBAUFMcctKCjI4dkPYvA9H8/DmRY0ROIsNG1M0zT4fD7q6uqQmZm5oO/BZtwi8P9QqVT44osvsGnTJof98Nva2jA8PAyapue9w7MGx48fx9q1axddRzPfBhB7YFxHKBaLzdYR6nQ61NXVQavVoqCgwOHpLVtCOkWHhoYQkpCJNy6KUNk74Z5r7MT4e3tiTWoYVicFIVjeh5SYCGRnZ9v93KMoChMTE8wGTKVSmaSNrZmmJelumqYhEAgc3rRlS4wbXhYrAM2h0WhMhLynpycTIeTxeHb3bCUCcDFTT64UJbQkbazRaMDn8zEwMIC4uLgFrYPNuJwIpCgKOt38bTO0Wi1OnTqFG2+80SHFziqVCl9//TUoisI111zjkN3s559/jpKSkkVFvxbbAGIPjOsIxWIxlEolQkJCoFQqERAQAIFAwDqTamtiMBjQ2NiIqakpFBQUmIh+hVaPP5zsxOlWKaQKrduk2knhAMiNC8J16RHYkReNuFDHbWgUCgUTbRofH7+i4bGl6HQ6CIVCeHp6QiAQsK5JxZqQTdvIyAiKiops3vBChDxJ96tUKqa5hMw3tiWk6c/a5TgLiRKOjY0hOTkZExMTLmE1NBO3CPw/SE3c+vXr7V5PMj4+DqFQCH9/f3h5eTms7uD06dMoKCiwuKN6Jvau/7MWZKQUl8uFVqt1qB+hrdHpdCaRkyttNk61ivHfykFU909BqXVs45Sb+VOYEILX78xDkC87NjU6nY6JyEskEgAwiTZZGsnTarWoqqqCn58fcnNzXV4Atra2QiwWo6ioyCFdqkqlkhHyY2Nj8PX1ZSK71jYXF4vFqKurs/nc45lG1bNFCfv6+rBixQrodDqXDA643jdaIES02LtDeGBgAM3NzYyZ9dDQkF0/35jFGEY7swBsampCeno6EhMTHepHaGtUKhWqq6sREBBg8Y3z+kw+rs+crsWp6h3HH091oXFIBq3bfob1rFsWjj/fugK+XPYIJC6XazLKbnJyEmKxGN3d3WhoaEBoaCgjLmaLNpF6x+DgYOTk5Dj1OXklaJpGS0sLJBIJiouLHdbx7D9jJjWZb0zMxcPDwxkxv5gyGltFAM1hqVG1TCaDr6+vy/7OXE4ELlR8cDgcu9rEkBFkQ0NDKCwsBI/Hw8jIiENtahZqGG28m3IWAUgMxbu7u026zizxI4yMjHRIjcxiIH6HUVFRyMzMXNAxKkoKwwf3FgEAxHINfn+sA192jkGmdqzJupvL2bYiCr8tzQLXk703LmPD4/T0dKhUKmYD1t7eDj8/PyZtTDZgSqUSVVVV4PF4Dql3tCc0TaOpqQnj4+NX9He0J15eXoiMjERkZKSJufjQ0BBaWloQGBjICML5pPslEgnq6+ttMpP9SsxlVP3mm29Cq9VCp9O5ZNe589zF7IC9poaQlJxGo8Hq1auZ8L69RrfNxnw/f2YDiLMIQDI9QSqVmozPmslsfoSdnZ2or69n1VzjuSAi1pp+h/xAH7x8cw6A6VKK18/2oqJ2BKNTGvdcYwfznZI4/HxzulOci8b4+fkhISEBCQkJTLTJeAMWEhKCyclJREVFLQkB2NjYiMnJSRQXF7P2+jLTXNy4S1woFILD4ViU7pdIJKirq3OIADQHuZf95S9/QUVFBS5cuOCSAhBwwZpAmqah1WoX9NqzZ89i+fLliIiIsPKqvkUulzMpufz8fJNoklQqRWNjI9atW2ezz5+LixcvIiEhAbGxsVd8rjM0gJhDp9OhtrYWer0eAoFgwRdXpVLJNJYs1I/QHgwMDKCtrc2uF9fqvkm8e7Efl7rHMemOEtqVPeuS8cPrUhy9DKtC0zSGh4fR3NzMdPGHhIQwUcKAgADWnG/WgKIoNDY2QiaTObXnIUVRzHxjiUQChUKBkJAQk3Q/h8NhBODy5csRHR3t6GUDmP7Nvf766/jNb36Do0ePYtWqVY5ekk2gKMr1IoGLuRjYenScWCxGbW0tEhMTkZ5++U7d0VNLLI0EOtr/b6EolUoIhUKrdAD7+/sjOTkZycnJJnWE3d3d8Pb2dngdIbGTGBwcREFBgU3mTc9GYWIIChOnu+hGptT4w8kOHGuSuDuNbQgHwE82pePuVVeek+5sTE5OorW1FWlpaUhOToZarWaERVdXF3O+kVF2zrIhNQcxvVYqlSguLnZqz0MPDw+EhYUhLCzMJN0vkUjQ2dkJb29vBAYGYmxsDNnZ2awSgG+99Raee+45fPbZZy4rAIH/i3i6WiQQADNker7MJxI2H0j9WUdHB3JycmZ9f5lMhosXL2LDhg1W/XxLqa6uBo/HQ1JS0qzPcdYGkPHxcdTW1iImJgYZGRk2W/dsfoT2rCMkkYTJycnLLGAcSYdYjj+f6sLX3RPuTmMr4uXBwfM7s7Azjx03UWsyNjaGmpoapKenIyEh4bLHyflGxIVOpzOZgOFMUTSKolBXVwe1Wu3yptcGg4GZykSCL8bNJY5qgKFpGu+99x6eeeYZHDx4ENddd51D1mEvPvzwQ9eLBALT0cCFaFtb1AQSTzapVIqVK1fO6TPEhkjgXI0hztgAAgDDw8NoampCRkaG2RuJNZlZR0i6H+1VR0jS3QaDASUlJay6CS7jB+LV2/MAAFNqHd4424tDDaOQyBdWvuEG8PHywB9vzsH6TNuVsDgKUg+YlZU168Z55vlGmhQGBwfR3NyMoKAgJkrIhgkYs2EwGBij+qKiIpc2vQamx7T29PQgJycH0dHRjJfkyMgIWltbGS9J0lxij+guTdP4z3/+g6eeegoHDhxwaQFI0zSefPJJ/OlPf3LNSKBWq12QCKypqUFISAhSUqxTU6NWqyEUCgHAogkUGo0Gp0+fxsaNGx2S0qivr4efnx+WLVtm8ndiqkkEKhsmgFgCGbHU19eH3Nxcm9Z6WsLMOkJyg7JWHaFKpYJQKISfnx/y8vKcxjtNZ6BwsG4EFTXDaB6WQ613Ty2xhEAfT+y9Iw/FSaGOXorVId6dK1asWHAt68yxkV5eXiaj7NhyfpCxd3q9HgUFBS4vAEl0Nzs7GzExMZc9rtPpTOYb0zRt0lxiqwjpvn378PDDD+Pjjz/Gli1bbPIZbOGf//wn7r//fixfvtwtAo2ZTQQthMnJSSa9mpOTY9EFR6/X4+TJk7jhhhscciFobGyEl5eXyXzEmQ0gziIAKYpi7BUEAoHdR/BdCeMblEQigbe3N9NYspA6wqmpKQiFQkRGRiIrK8spjtFs1A9N4v2Lg/iqQ4pxlbuxxBy8AC7+9p18LI9h1+/aGgwODqK1tRV5eXlW27hRFIXx8XHmnNNoNEz60ZHd/QaDATU1NaAoCgUFBU5lO7UQiACcK7prDMmmEEEol8sRHBzMHDdrNeEdOHAADzzwAP7zn/9g586di34/NqNSqbBy5Ur09vbixIkTrikCdTrdgvzumpqa4Onpuegh0UNDQ2hsbMSyZcuQnJxs8Y+UoigcP34c1113nUMuSs3NzQCA7OxsAN82gBgMBqdK/2q1WtTW1oKiKAgEAlalRM2x2DpC0l2XmpqKpKQkpzlOljA6pca7X/fjUL0IEoU7bQwAsSG+ePOufCTz7D85wtb09fWho6MDAoEA4eHhNvkMmqahVCqZ84109xNhERwcbJdzSK/XMzYqrj6qEpi/ADSHcVPQ2NgYE90lUcKFRHcPHz6M3bt347333sPNN9+8oHU5E2KxGFFRUbj66qtx9uxZ16wJXCiLrQmkaRptbW3o7++HQCBgDIgthQithQhYa+Dp6cmM3HPWBhCFQgGhUIigoCCsWLGCNSmfuVhMHeHAwABaW1uZ2hpXIyrYF09vTMfTG9MhU2nxxpEqHOtSY1iJJelHmBrhjzfvykd0MDt94xZDd3c3enp6UFRUZNMZrRwOBwEBAQgICEBycjJ0Oh0jLKqrq+Hh4WEiLGwhzvR6Paqrq5fE3GNgujGvpqYGmZmZi2q89PX1RXx8POLj402iu21tbVCr1SbNJZaM1ztx4gTuvfdevPXWW0tCAALT90gAzCbLLQKN8PLyWnBnsV6vR21tLRQKBa666ioEBgYu6H0c2Rzi6ekJtVrttA0gY2NjqK2tRXx8PJYtW+Y06zZm5hQFhUIBsVjMFEwbF7qPjo5iYGAAhYWFdrWAcQRarRbN9TW4LsELj+24Gp5eXvi6awz/ONeHmoEpaJZAHWFubBD+9p18hPq7Vs2YsZ1RcXGx3Us3uFwuYmJiEBMTw3jbGW/CwsLCmHPOGnN7dTodqqurweVykZ+fvyQEoFAoRGZmJuLi4qz2vh4eHuDxeODxeMjMzGSaS8RiMdra2uDv788IQnMlNmfOnMF3v/td7N27F7fffrvV1sV2KIqCt7c3RkdHAbioCFzozX+hAkyhUKC6uhp+fn5YvXr1our5HCkCyexk8vnOJACHhoaYGczx8a7jlWYcsSB1hCKRCF1dXQDAzGAlgt0VIQ0vAQEBJtHdNWk8rEnjAQB6pEp81jCKQ/Wj6BlTOXK5NuGqlDD89fYVCPB2rUs2TdNobW2FSCRCSUmJw+2MjL3tMjIyoFQqLxMWRBAupGtVp9OhqqoKPj4+yM/Pd9lzlkAEYEZGhlUFoDnItTIpKQl6vZ5pLiETZ9555x0IBAKUlZVhYGAAt99+O1555RXcfffdTnOfswYhISG48cYbceLECezfv981awL1ev2ChFR/fz9GRkZQUlJi8WukUilqamoQFxeHjIyMRZ/UZ8+eRU5ODng83qLeZ77QNM34NiUkJCAyMnLB0Ux7QtM0Ojs70d/fj7y8PLv/u9kbnU7HWEkkJSVhYmLCYX6E9kAmk0EoFILP51vc8DKh0uFY4yjevzSILonS6dPGG7Ii8PJNOfD2ci3BYDwbt6ioyGHecJZiLCzEYjHTtcrn8+cciUbQarWoqqqCv78/cnNzXV4ATkxMoLq6GhkZGQ7dmJMSm9///vc4deoUmpqaAAAbN27EL37xC6xatcrlo7Ez2b9/P2666abpGnK3CPyWoaEh9PX14aqrrrric2maRl9fH9ra2pCdnW21H/m5c+eQnp6OyMhIq7yfJZD6P51Ox1iYjI2Nwc/Pj5l8Ya9i6flAPBiJKbIziNbFQCyHfH19kZubywg94zpCsVgMpVLpNHON54Kk95OSkpCSkrKg35/WQOFi1xj+eaEfVX2T0Dnh1JL8+GCsz4jA+owIpEeyw/h7sVAUhYaGBsjlchQWFjrdb9S4a1UsFkOhUCA0NJQRhf7+/ia/V41Gw4wLXbFixZIQgEKhEOnp6azKzFRWVmLbtm1MB/DRo0fB4XCwefNmbNu2DZs3b3b50hpg+vf4l7/8BT//+c/dItAYkUiE9vZ2rF27ds7nEfsRkUhk9ZFcX3/9NZKSksz6J9mC2RpAyK6XCAsPDw/GwoQNo5m0Wi1qamoAAAKBwKXd9YFvI2IRERHIysqa89+f1BHayo/QHoyOjqKxsdHqUYSmYRn+/c0ATrRIIHPCucbxob64LiMC6zN4KE4KBdfT+cQEMUbWaDQuMxnDeCTa2NgYfHx8TOoISbNaTk6Ow6+dtoYIwGXLltncnH8+1NTUYNu2bfjZz36GJ598kil/+vrrr3H48GEcPnwYDz74IB555BFHL9Wm0DQNDocDvV6P8vJy1xSBBoNhQV2+UqkUjY2NWLdu3azP0Wg0qKmpgcFgQEFBgdVTGN988w1iYmLssnuytAOYdGGJxWKIRCIYDAZmxxsREWH31KNcLkdNTQ2Cg4Mt9mB0ZqRSKerq6phZxfMRcTP9CMnNaaF+hPagv78f7e3tyM3NnXeH/XwYndJgeFKNY80ifN4iweCE2qlSx0E+XlibFo7rMnhYl85DqB/7G0b0er2JL54rGiPPtHzSarXw9fVFamoq+Hy+S4je2SD+uGwTgA0NDdi6dSt+/OMf42c/+9ms11AikFwd4+/pFoFGkBqG66+/3uzjU1NTqK6uRmhoKHJzc20iPqqqqhARETHn/N7FspgJIDRNQyaTMWljhUKB8PBwJkpoa08+IogSEhKQlpbm8ifs4OAgWlpasHz58kVHh9kw13guSH3nwMAABAIBQkND7fr5Wj2F/1YO4K9neqBwstnGnhwOChKCcV1GBK7PjGClh6BOp4NQKISnpyfy8/Md/nuzNSqVCpWVlQgKCkJQUBAkEglkMhmCg4OZDbSzROYtgQjAtLQ0JCYmOno5DM3NzdiyZQseeugh/PrXv3aZf29rQFGUWwQaI5fLceHCBdx4442XPTYyMoL6+nqkpqYiNTXVZj8ka4+umwnpJCVehIudADIz9RgcHMwIQmt3+hFBlJ2dvSivKWfAeORdfn6+1Y1z2VZHSFEUmpubMTY25vD6ToqmIeyfxHtf9+OrzjGodM5nP5PM80NpXjT+55pkRy8FwHREurq6Gj4+Pk410nChKJVKZkNv3NCk0WiYyPzY2Bi4XC6TVQkLC3Pafxe2CsD29nZs3rwZ3/ve9/DCCy+wMvPhaFxSBFIUxZgezweVSoUvvvgCmzZtYk5a4mHV09ODvLy8Bc+xtBRrjq6biXH6l8PhWP2E0Gg0jKggjSVEEC6msYQcg4GBAZsIIrbhCEHkyDpCUiOmVqstmrFtb3qkSuyrHsLBuhFIFPO/rjiCMD9PvH7bcuQlOXZeNjDd0FRdXY3AwMAl0RShVCpRWVmJqKgoZGRkzHruGAwGk1F2Wq0WPB6PEYVsn3REYKsA7OrqwpYtW3DLLbfgD3/4g8v/7uZiLpnnFoFGaLVanDp1Chs2bICXlxf0ej3q6+sxNTWFwsJCu5iYWmt03UzsPQGENJaIRCJIJBJmKkZkZCTCwsIsPiENBgMaGhogk8lQUFDgcB8xW0NMx3U6HQQCgUMEkbEfoVQqtWkdIWnwIaOz2F4jNqHU4ViTCO9/M4BeqQp6FnYbRwV64ekSX3A1k4yvHZ/PR0hIiN1TYSqVClVVVQgLC5seVu/iqTiFQoHKykrExMQgPT19XmU2ZCMmkUiYUXbk2AUFBbHy325qagpVVVXMyEq20Nvbi82bN2P79u3461//uqQF4JVwi8AZrzt+/DjWr18PiqIYV3d7dp+2trbCYDBg+fLlVntPR4+AI40lpI6QNJZcqRaNNOF4eHggPz/fpQuqgW8tYEjKjA01U+bqCMmNabF1hCqVyiRC5GypMK2ewsWecZQLh3Guc4wVdYSpEf546y4BooJ9TDr8JRIJAJj42tn696VQKFBVVYXIyEhkZmayUsRYE7lcjqqqKsTFxS26XplsxCQSCaRSKTw8PJg6woXOyLU2bBWAg4OD2LRpEzZs2IA33nhjyQvAM2fOYGhoCCEhIfD29oaPjw/z31wu1zVFIE3T0GrnP2yepmkcP34ceXl5aG5uRnR09BXtOKxNR0cHVCoVcnNzF/1epAGETSPgaJrG1NQU02msUqlMatFICkQul0MoFCI0NHRJ2CoQCxgej4fs7GxWfl9r1hEuxASa7Zxpk+BvX/aicVjmkAhhUrgf3rtHAH7Q5ceBpmlMTEwwqUfjYxcREWF1lwOZTIaqqirEx8cviQYu8n1Jw5o1oSiKMYUXi8XQaDQmo+wcYbJNmiSJYwFbGBkZwebNm7FmzRq89dZbrBDLjmb79u04ffo0kwnw9vY2EYNuETiD48ePAwCysrIcUt/Q3d2NyclJCASCRb2PtRtAbAVJgYhEIkxNTSEkJAQBAQEYGRlBUlKSTZtw2ALpeF6MKbIjWGgdoTVMoNlO/dAk3vyqD+e7xu0aIQz08cTatHCsz4iY0zbGeM7qxMQEAgICmGO3WGN44hOXnJxsswY3NkEEEfk925rZjh0ZZWfr84kIXrYJQJFIhK1bt0IgEOC9995jRSaFDRQWFqKmpgbp6enw9vaGWq2GTqdj/uMWgf8HRVFoaWlBX18fsrOzHRbe7u3thUQiQVFR0YLfg6R/yaFlY1TJHBqNBm1tbRgZGQGHw2EubpGRkaytiVksZOaxs3c8W1pHSEygrT1Mnq1IJBJ8+U0dqhSh+KpPBZF8YZvThWCpbYxOp2NEhXHqkRjDzyeaMjY2hpqaGixbtoxVTQK2gjRFpKSkOEQQ6XQ6ZpSdPVL+RADaS/BailQqxbZt25CRkYH//Oc/rK8ttic7duzA4cOH8fLLL2Pr1q3QarVQqVTQaDRQq9VwSak8X7Gg1WpRW1sLjUYDX19fhzYfeHp6MtG7heDo+r+FQmYXS6VSFBcXM75aYrEYVVVV8PT0ZDqN59NYwlZomkZ3dzd6e3shEAicfuaxt7c3YmNjERsba1JHSIa38/l8cDgcjIyMIC8vz6Ym0GxheHgYTU1NWF2Qg13R0QAAnYHCR1VDOFA7gpZRuU3TxgaaRmXfJCr7JvHyyU4k8/yY8XMFCSHw9Ji+NnC5XMTExCAmJsYk9dja2gqNRmNxxyo53llZWU69obEUEvF0ZFcsl8tFdHQ0oqOjTco1Ojs7UV9fj7CwMJNRdouBrQJwfHwcpaWlSElJwb///W+3AJxBVlYWDh8+DLVajaysrMsed8lIIDAdVbIEuVzOFKfn5eXh0qVLSEtLs7kVzGwMDw+jt7fXovnFM6FpmvFHZGv61xwGgwH19fVQKBQoKCi47GJFURQjKkQikUlzQkREhNPVfZCos0QiQUFBgV26zh0FqUVrb2/H5OQkOByOS8w1vhJk6kleXh4iIma3afmyQ4IPLg3iYs84NHr7XYpD/LywbhkP6zMjcHVaOAJ9Lo8HGHesisViTE1NzZryHx0dRUNDA1asWOGwa6c9GR8fZ2bjsmkyhjEqlYppCjKeBR8RETHvLn+5XI7KykrWCcDJyUns3LkTfD4fn3zyidPY6tiTd955B/fddx+uv/56HDhwAAEBASaBJpcVgVqtdk5vHGC6hoDUYi1btgwcDgcXL15EQkKCw3ayls4vNoaNDSCWolarUVNTAy8vL+Tn519xF0caS0inMWksIVFCtncQ6/V6Zm4qGz3xrM1Mz0MOh+P0c43nwtjku6CgYF5TT7olCvz5VJfd6wgTwvzw0QNFCLnC2DmtVsuIColEAm9vb/D5fHh4eKC/v3/JRHhJytuZShr0ej2zkZZIJKAoCjwejxGFc113iQBMTExEamqqHVc9NzKZDLt27YK/vz8+/fRThzTIOAOtra145plnEB4ejn/84x+XBU2WpAgkqbjOzk6sWLHCZBxXZWUlIiMjHRbet2R+sTHO0gBiDtIhGh4ejuXLly8oxatQKBhBSBpLiCBcbPrD2hDBy+Vyl8TYrCuZQNvTj9Ae0DSN1tZWjI6OoqioaFEm33K1Hm982YtP60cgtmEdoR/XAw+vS0GZIBq8AMs3UMTouLu7GxMTE/Dw8DCZJ872zdhCkUqlqK2tdeqUt7FDg0QigVwuR0hICHPsAgICmHsIsb0hXd5sQaFQ4Oabb4aHhwcOHz7s8v6xi0Wr1YKiKLNBhyUnAon58Pj4OAoLCxEcHGzyuK3Htl0JUmeyfv36Kz7XWRtAgG/rh0gHoTWEq1qtNplYEhAQwAhCRzeWEMub8PBw1lrAWJP5mkDb0o/QHlAUhaamJkxMTKCoqMiqUQmaplFRM4x3L/RjcFJtkzF2HhwgNzYY6zMjsD6Dh/TIKwvY7u5u9PT0QCAQwNPTkzl2xqLCFuMjHQW5ZmVnZy96jjebUKvVJqPsfHx8mLnGHR0dNrG9WQwqlQq33nortFotjhw54tLlNPbAZUWgTqe7rMGCjC/y8PBAQUGB2foBW45tswSZTIaLFy9iw4YNcz6PRAANBoNTpX8BoK+vD+3t7cjJyUH0/xXMWxvSNUcmlnC5XKbT2N5RJmKJQtIpznSsFsJiTaDZNtf4ShhHPAsLC21elzQ0ocK/vxnE8WYxBibUNvmMhDBfXJcRgevSeShJDoWX0flC0zQ6OzsxMDCAoqKiy27CM0WFr6/vgmvR2IJIJEJDQwNycnJcuuaRbMaGh4cxOjoKDodjUn/t6AivWq3GnXfeicnJSRw7dgwhISEOXY8rsGREIImwRUREzGk+3NTUBA8PD7NdNPZAqVTiyy+/xKZNm2Z9jjN3ALe2tmJkZAQCgWBe9VKLgTSWkLQxTdMmE0ts2VhCOkSzsrKcpn5oMchkMlRXVyMyMtJqJtCOnGt8JXQ6HWpqagDAIWPvFBo9DtSNYH/tCFpGbNNtHOTjhauXTXsPXrMsDMO9XRCJRCgqKrpilM9gMJhMLaEoysTCxBk6OUnTS25uLiIjIx29HJtDRt/FxsYiKiqKqQGdmppCcHAwc/zsfe5ptVrcddddGB4exsmTJxEWFma3z3ZlloQIHBwcRFNTE9LT05GUlDTnD7e1tRV6vR45OTn2WqoJarUaZ86cwcaNG80KVVL/52wCkMxhVqlUEAgEDqvXM44yiUQiqNVq8Hg8REZGWnWnS9M0enp60NPTg7y8PKe3gLEEe5hAs6mOUKPRoLq6Gr6+vsjLy3N4l7qBovFVpxT/+WYQlX2TUNqgucSTA6SFcLBNkICteXGIC7U8Kmt87kkkEigUCmbyBZ/PZ2Vh/8jICJqampCbm7skml6IADQ3+k6j0TCCXiqVwsvLi4kQztdPcr7odDrs3r0bXV1d+Pzzz+fsuJ+L7u5unDx5EpcuXcKlS5fQ2NgIg8GA5557Ds8++6zZ1wiFQnzyySf44osv0NjYiMnJSYSFhaGoqAgPPvggdu3aNednNjc34/nnn8epU6cwPj6OuLg47Nq1C88++6zdAiFz4bIiUK/XQ6/Xo62tDf39/RAIBBb9cDo7O6FQKJCXl2eHVV6OTqfD559/jg0bNpjUQZEOYINh+sLuTA0gZCaut7c38vLyWLP7N7bAEIlEkMlkCA0NZdLGC70pLSULGAKJltgz4klSVyTlb886QpVKhaqqKoSEhLB2rGHbqAzvXxrEF+1SqzeXRAZ54627BEjjL7zej1iYiMVijI+PIyAggIky2WPyxZUYHh5Gc3PzFW1+XAXjCCBxy5gNMg+eCHqNRmMyhtCaJRt6vR4PPPAAGhsbcfr06UVFYx977DG88sorl/19NhHY2dlpUhqWkpKC8PBwdHV1YXx8HABwzz334O233zZ7DTh9+jS2bdsGlUoFPp+PhIQEtLS0QKlUIjU1FefPn3d4eQG7q60XgU6nQ3V1NVQqFVavXm1xcbKnpycjtBwB2U0ZDAbmJubMDSBTU1Ooqalh5UxcDoeDwMBABAYGIiUlhWksITY9pLEkMjLS4tQHiXiq1WqsXLmSdfVrtsDYE8+e0RJPT09G9JkzyrVVHSHxFo2MjERmZqbDxcpsZEQF4f/tmC5rGVdqMTKlwRftUpxulaBhSIaF7v7jQn3x9t0CJIQtLnLn5+eHxMREJCYmMjW8YrEYQqHQpNvY1iUb5hgcHERrayvy8/OXRBRfoVCgqqrKIgEITN+DeDweeDwes5mWSCQYHh5GS0sLAgMDmeO3mDGEBoMBDz/8MGpra3HmzJlFp+MjIiKwfft2rFy5EiUlJXjzzTdRXl4+6/NpmkZMTAwee+wx3H333UxDEEVR2Lt3Lx599FG8++67KC4uxg9+8AOT18pkMtx+++1QqVR49NFH8fLLL4PL5UIqlaK0tBTnzp3D/fffj0OHDi3qOy0Wl40ECoVCKJVKi7znjOnv78fIyAhKSkpsuLq5OXbsGK655hr4+/s7dQMIKaZOTU29YhqebRiP0iKNJaTTeLa0o0ajgVAoBJfLZVXE01YYNwjYs8bTEmarI4yMjDSxwJgvExMTqKmpQUJCglM3+YjlGpxpmxaEX3ePQ623rOM4heePt+7OR3Sw7TY3ZGoJOf/UarXNokzmGBgYQFtbGwQCAcLDw236WWxAqVSisrIS0dHRSE9PX/Rv2twYQiIIw8PDLY7QUxSFH/7wh/jyyy9x+vRpm5hy7969G+++++6skUC1Wg2KomYtX9qzZw/eeOMN5OXloba21uSxl156CU8//TSys7NRX19vspHp6+tDWloa9Ho9qqqqUFhYaN0vNg9cNhK4fPly0DQ97x+0l5eXQyOBwLfRSGduAOnr60NnZ6fTdtMZj9KaOQaNpmmTtKOnpydjARMWFrZgz0NnwtgEuqSkhHU2IAEBAQgICEBycjJjciwWi9Hd3b3gOkLiEecKc3H5gT64tTAWtxbGQqUz4HzXGE63SvFFuwRShc7sazKjAvDmXYJ5+QkuBA8PD4SHhyM8PBwZGRmMoDeOMpHjZ23rp/7+fnR0dKCwsJBVmxpbYW0BCJgfQyiRSNDR0cF0+hNROFvJDUVReOKJJ3DmzBmbCUBLuNKGY+PGjXjjjTfQ1tZ22WMVFRUApoXmzEh2YmIiNmzYgKNHj2Lfvn1uEWgLvLy8mBFq88HR6WCyBp1O55QCkKIotLa2Mt2DrtDCby7tKBKJ0NbWBo1Gg+DgYExNTSE+Ph4ZGRlOc6wWirElSklJCetT3t7e3oiLi0NcXJxJHSER9MZpx9miFKTmcfny5S7lEQcAflxP3JDJxw2ZfFA0jbqBKZxsHsXR+iEMKaYTRbmxQfj7d/OvOFXEFswU9KRbtbe3l2lOIDPFF5M27u3tRVdX17wnvTgrSqUSVVVViIqKspoAnMlMQa9UKpkNWVtbG/z9/cHn86FUKpGdnQ1vb29QFIWf/vSnOHLkCE6fPo3k5GSrr8taqNXTFk0zxSyJ8AGYdfrX2rVrcfToUVy8eNG2i7wCLisCF4qnp+eCxKO1oGkaHh4eUCqVCAoKcioBSEaikXo4Nnb7LRYOh4PQ0FCEhoYiPT0dvb296OjogI+PD/r7+yGTyZi0sSt+f2IC7eHhgeLiYqdLeVtSR0g6xYm4JenBpTAWzYPDQRbfB8p+CTbeGI7g2DR83TOBHblRCDAzX9jeeHt7IzY2FrGxsSbNCc3NzdDpdODxeIyon0+nf09PD7q7u1FYWOgSG9crQRqbIiMj7bpx9ff3R1JSEpKSkqDT6ZgMywMPPIDe3l6sXr0aNE2joaEBZ8+eZZVJtTk++ugjAJcLvZ6eHuh00xH12Ubtkb+3t7fbcIVXxvFntY1Y6I/akelgkv6NjIxEU1MTuru7mcYER0+8uBIqlQo1NTXw8fFBSUmJ04mD+ULTNBM5IJ3narWa8SJsa2tj0lbzaSxhM4s1gWYbMwX9zLRjUFAQvLy8MDk5uWTqw4g4IGUNHA4HyRHsSvUTjJsTMjMzIZfLIRaLMTAwgObmZgQHB5tMLZnt/COznouLi5dEJ79KpUJlZSX4fL5DMxdcLhdRUVGIiorC119/jS+//BK//OUvGd/N++67Dzt27MD27duZ3yKbOH78OPbv3w8AeOqpp0weI53DAGb1MyR/N36uI3BZEbhQHJUONq7/S09PR2pqKqRSKUZHR1FZWWnSmBAWFsaqE2JychI1NTVMt+RSqIcjKe/i4mJm9KCvr69JtyPxs+vp6WHq0MjEEjYdP0sgJtBRUVGs7ohdDMZpR41Gg8bGRoyNjYHD4aCpqcmp5xpbAukQZXvXszk4HA6CgoIQFBSE1NRUaDQapqmrq6vLbB0oTdPo6upCf3+/2cknroixAGTTMfbw8MClS5fQ09OD6upq8Hg8fPbZZzh06BB+/etfIyoqCj/60Y/w2GOPOXqpAKYbO7773e8CAB5++GGsW7fO5HGSJgYwa0SaTBZSqVQ2WqVluEXgDIybMux1gphrAPHy8mJ2SRRFMfYJdXV1AMAIQh6P59Ab0ujoKBobG5GWlobExETWXFRsBamHU6lUc6a8zTWWiEQipoOMCEJbm6xaA2ICnZycjOTkZJc/xhRFoaOjAwqFAmvWrIGPj8+C6gidCSLyLbUIYTs+Pj6Ij49HfHz8ZY1dFEWBx+PBYDBgcnISxcXFCAy88qxkZ4etApCmabzyyiv4y1/+ghMnTjAevd///vfx/e9/HyqVCmfOnHHsIo0YGxvDli1bIJFIcN111+GPf/zjZc8xrpPWarVm66Y1Gg2Ay+sJ7Y3zX72sjDmfPltiyQQQDw8PZhebnZ2NiYkJiEQitLS0QKfTISIiAlFRUXa9IRmnQ1esWLEkxilpNBrU1NTA09NzXinvmXVo5Pi1trZCo9EwgoLP57MujU5EfmZm5pIYe2cwGJjJNsZNL/OtI3QmJicnUV1djeTkZKSkpDh6OVbHXB1oW1sbpqamAAAtLS3M446aZGRr1Go1qqqqEBERwToBuHfvXrz00ks4duwYioqKLnuOn58ftmzZ4oDVXY5cLsfWrVvR1NSEoqIiHDx40OyscOMU8Pj4uNlmMpIGdvT4O5cVgYupCQRsLwJnTgCxtAGEw+EgLCwMYWFhyMjIgEwmg0gkQmdnJxoaGpgb0nwLo+cDmYghFotN0qGujEKhgFAoXPSEiJnHj9Qx9fX1oampiRmjFRkZ6XBB0dfXh46OjiUzMkuv16OmpgYURc3a9GJJHaE1/AjtxdjYGGpqalzC9sZSRkZGoNFosGbNGnA4HMbTrr29nelWjYiIcMqyDXOo1WpUVlaCx+NZbZ63NaBpGm+++Saef/55fPbZZ1i5cqWjlzQnGo0GpaWluHjxIpYvX46jR4/OWkKQnJwMLpcLnU6Hrq4usyKwq6sLAJCenm7TdV8JlxWBC4WMY7NlXSAxgCazjRc6Ao7D4SA4OBjBwcFYtmwZFAoFRCIRUxgdGhrKNJZYS1DodDrU1dVBq9Vi1apVDhcq9mB8fBy1tbWIi4uzaqpsZh0TGaNF7GcCAwOZ42dPQWFsAr1U/NK0Wi2qq6vh7e2NgoICi1P0tvAjtBcSiQR1dXVLJspL0zQzzrG4uJhJwyUkJCAhIQF6vZ4puyFlG86e9icCMDw8nHUC8L333sMvfvELfPrpp7PaqLAFvV6P2267DadOnUJqaipOnDgx5yhBLy8vFBYW4uLFizh37pzZ73fu3DkAwKpVq2y2bktwvl+1jeFwODZtDjGu/+NwOFa9MQQEBCAlJYUZgSYSiRhBERQUZCIoFoJKpYJQKISfnx9KSkqc8qI4X0g6NCMjA/Hx8Tb9LOMxWsQPzVhQkONny7mqbDeBtgWk6zkoKAgrVqxY8DlpDT9Ce0F8D3NychAdHe3QtdgDmqbR1NSE8fFxEwFojHEd9lxjCCMiIhxex2UJxgIwOzubVQLw3//+N55++mns378f1157raOXNCc0TWP37t04ePAgYmNjcfLkScTGxl7xdTfddBMuXryId955B0888cRlE0NOnjwJALj55ptttnZLcNm7+GJ+8LbyCrTnBBDjTlUSoSBpY39//3lbz5BxWdHR0cjIyGBdVMPaGNc8OiIdauyHZjAYmAhFTU0NOBwOE2GyZmOJs5lAWwMyB5jP51s1UrIQP0J7MTQ0hJaWliXhewhMn8uNjY1ME4gl/94z0/7E5Hh0dBStra0ICAhgju9iZuPaClIDGBYWxioBCAD79u3Dj3/8Y+zbtw833HCDo5dzRX70ox/hgw8+QEREBE6ePGlx3exDDz2El156Cc3NzXj88cdNZgd/5zvfgV6vx5YtW8zWQdoTl50dDEyneBby9b788ktkZ2fPGe6dL2wZAafX6xnrEuOZuHNZl4yMjKCpqWnJ1A3RNI3W1laMjo5CIBCwyjyWoihmYolIJGIMcomgWGhjibEJ9HznbTsrk5OTEAqFiI+PR1pamt3OSVvNNbaE/v5+tLe3Iz8/Hzwez2afwxYoikJjYyNkMhmKiorMFvHPF3OzcW2xKVsoRACGhoayzl9v//79+P73v4///Oc/2Llzp90//9y5cygtLWX+v1wuh0ajgb+/v0l0VygUIiEhARcuXMCaNWsATJcNzHX/++qrry772+eff47t27dDrVaDz+cjMTERzc3NUCqVSE5OxoULFxweiXeLQDOcP38eaWlpVpl5SxpAKIpibGfYclIap6zEYjETYSLWJRwOh3HSXyrNAaQ7VKlUoqCggNVpH5qmIZfLmeMnl8sRFhbGNAZZGmFyNRNoSyBzgNPS0pCUlOSwdRjXEUqlUpvWEZJzeamMRaMoijmXi4qKbNIoR2bjkmOo0WiYtDGfz7eK6JwPGo0GlZWVrBSAhw4dwr333ov33nvPYSnQM2fOYP369Vd8Xnd3N5KTky1+PoBZtUZjYyOef/55nDp1ChMTE4iLi8OuXbvw7LPPOrwzGHCLQLNcvHgR8fHxiy6WtlYDiD0gFzMiKHQ6Hby9vaHT6ZbMTYNEwzgcDgQCgdNFw4wbSyYmJpg60LkmJiwFE+iZiEQiNDQ0ICsry6LaHnthnPaXSCRWqyOc2eizFLr5KYpiShsKCwtt5pRgDE3TJlHeqakpJsrL5/NtPjVIo9GgqqoKwcHByMnJYdW5fOzYMdx999148803cccddzh6OW6McItAM1RVVTGh24VC0r/k852pho50Smo0Gnh6ekKj0ZikHO1xQbU3xAKGXECdPRpGGktEIhGkUil8fX2ZKC9pLFlqJtAAMDg4iNbWVtZ7WxrXEYpEIqjV6gVFmGiaRltbG0ZHR1FYWLgkTJFJbatWq0VhYaHDNnPGzV1SqRRcLpc5fmFhYVa9J7BZAJ4+fRq333479u7di7vvvptVa3Pj4iJQp9MxUbj5UFNTg5CQkAUbp7Kl/m8hKJVKCIVCBAQEIDc3F56enoyX3ejo6IJTjmyGNL1Y2wKGLZAIE6kD5XA4CAwMxPj4ODIzM5GQkODoJdoFkg7Nz893ujnA5uoIrxTlpWkazc3NkEqlKCoqclkjZGMMBgNqa2uh1+tRUFDAmmi+wWDA+Pg4cwz1ej14PB7TbbyYjTURgKS7nU3Xry+//BK33HIL/vznP+O+++5j1drcTOMWgWaor6+Hr6/vgkwcnVkAEj+8mJiYWQeLz0w5kiHti7GecSTEAiY9PX1JiCGKotDW1oaBgQF4eXmBoigm5biYxhI2Q9M0Ojo6MDg46BLpUEvqCElDxNTUFIqKilxis3YlDAYDY/ZdUFDgcBue2aBpGjKZjDmGcrkcISEhJlNLLL1vaLVaVFZWslIAXrhwAbt27cLvfvc77Nmzh1Vrc/MtbhFohqamJnh4eCArK8vi1xg3gDijABweHkZTUxMyMjIsFkPG1jNSqXRB1jOOhEzEYHtq0FoY14aRrmdyMxKJRFAoFCYpR1cQDsbRsMLCQqfcqMyFcR2hWCwGAPB4PCiVShgMBhQXF7tk+cZM9Ho9hEIhU8/LVgFoDrVazaSNx8bG4Ovry2zM5moO0mq1qKqqQkBAwKL8LW1BZWUldu7ciV//+td49NFHWX8vWMq4tAjU6/ULMn1ua2uDTqdDTk6ORc93pgaQmdA0ja6uLvT19SE3N3fBtjgLsZ5xFKROanh4GAUFBayygLEVxibQs4kh4oUmEokwOTnp9FFe0h2qUChQWFjoEqJ2Lmiaxvj4OBobG5l6aJJydESnqr3Q6/Worq6Gp6cnBAKBU9fzzmwOMo7U83g8JlLPZgFYU1ODbdu24Wc/+xmefPJJVl373VyOWwSaobOzEwqFAnl5eVd8rjM3gFAUxbjoFxQUWK1o/ErWM478NzIYDGhoaIBcLkdBQcGSqZMinZIFBQUWiSHjKC+JTpAaNFtOLLEWer3epDZsKUTDdDqdSXe7RqOZdx2hs6HT6VBdXQ0ul4v8/HynFoAzIc1BJEqoUCiYuePDw8OLnnBjCxoaGrBlyxY8/vjj+NnPfuYSvzFXxy0CzdDT08MIo7lw5vo/rVaL2tpaUBQFgUBgsyiBsfWMSCSCwWBAREQE02lsz4s2sYABAIFAsCSEgTVMoI1nqorFYnh4eDBiwtGi3hxarRZCoRBeXl7Iz893qtTgQjGefWxODNnTj9Be6HQ6VFVVwcfHB/n5+U75HeaDSqXC8PAwenp6YDAYTKaWsGFj1tzcjC1btmDPnj341a9+5fD1uLEMlxaBBoNhQePfBgYGMDw8jJKSklmf48wCkNihkJ2kvYQYTdOYmppiBKFarWasZ/h8vk2bEkjX81IyRLaFCfRMP0nS5UhEvaMFl1qtRnV1NdPd7urCAPi2O9TS72yujpBNc40tgaRD/f39l8xxJqLXz88P2dnZGBsbY6KEHh4eJsfQ3te3trY2bNmyBffccw9eeOEFp7ofLnXcItAMw8PD6O3txVVXXWX2cVL/54wCkHjDxcfHO9QOhRirEkFoS+sZMh5srq5nV8MeJtCky5EIQtJYQo6hvWvQFAoFqqurwePxWDcv1VaoVCqTEWHzFUPW8iO0JxqNhhH6bEuH2gpjAThT9JJRkkTUk2NIRKGta2G7urqwefNm3HrrrfjDH/6wqOPR3d2NkydP4tKlS7h06RIaGxthMBjw3HPP4dlnn53ztRcuXMDvfvc7nD9/HnK5HCkpKbjzzjvx1FNPzflv0NzczEz0GB8fN5nosRSGJLhFoBlEIhHa29uxdu1ak787cwMIMD04vrm5GZmZmYiPj3f0ckxQqVSMICRNCaSxZDF1e2Q6xFKZewzAYSbQSqWSEYTGx5DUoNmSqakpVFdXu6zXozkUCgVjbJ+VlWWV77wQP0J7YuyJl5OTs6QEoK+vL/Ly8q74nWcew8DAQEbUW9u1obe3F5s3b8b27dvx17/+ddHH47HHHsMrr7xy2d+vJAI/+OAD3HPPPTAYDIiLi0NkZCQaGhqg0+lQUlKCM2fOmL2PnD59Gtu2bYNKpQKfz0dCQgJaWlqgVCqRmpqK8+fPW2V8LJtxaRFIURR0Ot28XyeVStHQ0IBrr72W+ZszN4AQa5D+/n7k5eWxfnC8VqtlBOHY2BgCAgIYQTif0UtLzQIGmPY9JCPRFjv2cDFoNBqmW3xsbAx+fn5Mc1BwcLBVb0RE9KakpCA5Odlq78tmSKQ3NjbWZqKXbXWEarXaJOrpaEFqD+YrAGdCppaQ/3h5eZlMLVlM2nhwcBCbNm3Chg0b8MYbb1jl9/D888/j4sWLWLlyJUpKSvDmm2+ivLx8ThHY09ODrKwsaDQavPjii0xHcm9vLzZt2oTW1lY88sgjePXVV01eJ5PJkJaWBrFYjEcffRQvv/wyuFwupFIpSktLce7cOWzbtg2HDh1a9PdiM24RaIbJyUlUVVXh+uuvB/BtBNBgMDhd+tdgMDCmsQKBwOnGRul0OqbuRSKRwNvbmxGEsxVD0zSN9vZ2DA0NQSAQLImQPvCt6M3NzQWfz3f0chhIYwmxD/L09GQE4WLHZ5FIb2ZmpkNFrz0h5Q2JiYlISUmxy/XI0XWEJO0dHh6+ZFL9pPOZNPssVmRRFGUytUSn04HH4zHHcT6NciMjI9i0aRPWrl2Lt956y2Y1iLt378a77747pwh85JFHsHfvXmzcuBHHjh0zeez8+fNYu3YtuFwu+vv7TaJ6L730Ep5++mlkZ2ejvr7e5Dv09fUhLS0Ner0eVVVVKCwstMn3YwPsrwB2AJ6enkxXsTM3gBh3w65cudIpu2G5XC5iYmIQExNjYj1DrDD4fD6ioqIYMWEseleuXLkkLGBmTsRgm+j18vJCVFQUoqKiTG5EpN6HdIvPV0wMDQ2hpaVlSUV6x8fHUVNTg7S0NLuWN3h6ejKbL+M6wo6ODjQ0NNi0jlClUqGyshIRERFWS3uzHWsLQGA6e8Xj8cDj8ZCZmcmMAx0YGEBzczPjC3ql1L9IJMK2bduwcuVKvPnmmw5tsqNpGp988gkA4P7777/s8TVr1iArKwstLS04cOAAHnzwQeaxiooKANNCc+Z3SExMxIYNG3D06FHs27fPLQKdlYVeLIgIJOlfZxSAcrkcNTU1zEBxV+iGJREkPp9v0qVKxER4eDjkcjm8vLycVvTOF2MT6JKSEtabOs+8EU1NTUEsFqOzsxP19fUWmxv39vais7MTAoHA6eYALxSJRIK6ujqHRz05HA5CQ0MRGhqK9PR0pgaNiHJr1hEqlUpUVlYiKipqyTR16XQ6CIVCqwrAmXA4HAQFBSEoKAipqamMp6REIkFXVxeT+g8JCUFYWBhzLkokEuzYsQMrVqzAO++84/BO8r6+PgwPDwPAZTX8hLVr16KlpQUXL15kRCCJ8F3pdUePHsXFixdtsHL24NIicKGQk06r1cLLy8vpBKBUKkVdXR0SEhKQlpbmVGu3FA8PD4SHhyM8PByZmZkQiURoamoCTdNQq9Voamqyi/WMIzE2gS4pKXG6iRgcDgchISEICQnBsmXLLhMTZJ6qcXOQ8ei7oqKiJTHtBfi21jMnJwfR0dGOXo4JAQEBCAgIQHJyskkdobGYWEgdoUKhQGVlJWJiYpCenu6S17GZkPF3Xl5eC6oBXCg+Pj6Ij49HfHw8k3ERi8X45z//iT/96U9YvXo1rrvuOvznP/9BWloaPvjgA1ZcV9vb2wFMrz82Ntbsc1JTU02eC0zXEZJSMfK4Ja9zRdwicAY0TYPD4cDf3x/nzp1j0o08Hs8pmkEGBwfR0tKC7OzsWU8KV2NqagotLS2MBQzpUu3r60NTUxNjPRMZGclKy4uFQAyRPT09UVxczIoL8mIxFhPG0y46Ojrg7+8PPp8PpVKJiYkJFBcXO11960Ihc71zc3NZn/b29vZGXFwc4uLiTOoI6+rqAFheRyiXy1FVVYW4uDiX3cjOhIy/IybnjsreGGdcMjMzsXbtWnz44Yd47rnnoNVqwePx8Oqrr2Lnzp1YtmyZQ9ZIGB8fB4A5R5OGhYWZPHfm/yaPW/I6V8QtAo0gqV8AWL16NaampjA6OoqWlhbo9XqHTbqwBFIXNjAwgIKCgiWTIhOLxaivr0daWhqSkpIAAIGBgQgMDERqaipjPTMyMoLW1larWc84EluYQLMN48iEXq9nxKBarYa3tzcGBgaYDkdn2JwtlP7+frS3t0MgELC+q38mC60jlMlkqKqqQkJCAlJTU90C0IF4enqioKAAv/71r3HNNdfgtddew8mTJ3Hw4EH89Kc/RWpqKnbu3IlHH33UISUKarUaAOYs/SG/LZVKddnr5nqtude5Ii4tAudz8TDXAELqXjIyMphJF+QCRgQhn893eF0EmYcrk8mwcuVK1teFWQtyg8zJyZnVy8nPzw9JSUlISkpiokvkOC7UesaR2MMEmm1wOBwMDw+Dy+WipKSEMRlvaGgARVGMkHCWaReW0tPTg+7ublY2+8yXK9URkqYEPz8/NDc3Izk5GSkpKY5etl0gKWBPT09WCUBgOiV/6623wsfHB/v370dAQAAyMjLw8MMPQyaT4fjx4/j0008XNJ7VGpASGK1WO+tzNBoNgOl7wczXkdeaK6Ux9zpXxHWumLPA4XBwJRecK00AmVm7JJfLIRKJ0NPTg8bGRvB4PERFRTmk/kyj0TCzYZdKM8RCu2GNo0vEeoYcRx8fnytazzgaR5lAOxJSJO/h4YHi4mJ4eXnB19cXPB4PWVlZzOass7OTiS6RzZmzngs0TaOrqwv9/f0oKipCcHCwo5dkdWam/iUSCYaGhjAxMQEulwutVovx8XGEhIS4dKSXCEAPDw8IBAJWCUCVSoXbb78dFEXh8OHDlwUXgoKCcPPNN+Pmm2920Aq/TdlOTEwwpVwzIelc47Sv8f8eHx9HTEyMRa9zRVxeBM4FTdNMBBCARQ0gxl1VaWlpTFSiv7+fqT8jgtDW9WdyuRxCoRChoaFLxj2foig0NDRgampqUd2wM61niI8duSATQciWdOPIyAgaGxuXVK2nWq2GUChkRmXNvEEab85IdEkkEmFwcBDNzc0ICQlhBKGzpP5pmkZbWxtGRkaWTN2jj48PAgICIJfLkZ6eDn9/f4jFYtTW1gJwvrnGlmIwGFgrANVqNb7zne9AqVTi2LFjCAoKcvSSzJKeng5gOhgyNDRkNiXd1dVl8lwASE5OBpfLhU6nQ1dXl1kRaO51rojrnFHzZOYEkIWOgAsICEBKSgpSUlKY+rPh4WGmuzEqBmiZwwAAXVhJREFUKgqRkZFW79yUSCSor69HYmLikqmb0el0qKmpAUVRVo16GtcuER87Y+sZ0qHqiMHswLcm0Hl5eawygbYlSqUS1dXVCAsLQ3Z2tkVC3PhcNE79t7e3IyAggDmO1h6dZS1omkZzczOkUilKSkqcRrgulvHxcQiFQqSnpyMhIQEATOoIjctw2D7X2FKIAORwOKwTgFqtFt/73vcgkUhw8uRJVnfgJyYmIjo6GiMjIzh37hxuu+22y55z7tw5AMCqVauYv3l5eaGwsBAXL17EuXPnzNrEmHudK+LyItBcOti4/o/D4Vgt0jOz/oyMPmtra0NQUBAjCBd7ce/v70dbWxuWL19udgfjiqhUKgiFQvj7+5uNClkLYx+7rKwsppi9ra0NGo3GpDnI1ql/47T3UrJDIXWP0dHRC/aGm5n6J5HeyspKcLlcRhA6YvyZOSiKYkzOndHuZ6GMjY2hpqYGGRkZl80zn1mXPVsdIVvmGlsKEYAAUFBQwCoBqNPpsHv3bvT39+PUqVOsT4VyOBzs2rULr7/+Ot56663LROD58+fR0tICLpeLnTt3mjx200034eLFi3jnnXfwxBNPXDYx5OTJkwDg0HS3PXDpsXHA9I+adPwCjpkAQryzRkdHMTY2hsDAQJOGBEshqaLh4WHk5+ez/gS1FlNTUxAKhQ5thqBpGgqFAqOjoxCLxZDL5Sb1Z9aOSlAUhaamJoyPj6OwsHDJNPuQiRi2qnukKIqZOiMWi5nGEkdGeimKQl1dHVQqFQoLC506wjUfpFIpamtrkZWVNe8SB1JHOHOuManpZYOwN4fBYEBNTQ1ommadANTr9bj//vvR1NSE06dPs8KOyJKxcd3d3cjKyoJWq511dvCePXuwd+9ek9dNTU0hLS0NEolk1tnBW7ZswWeffWaPr+owlpQIZMMIONKQMDo6CqlUCj8/P0YQzpWmMhgMqK+vh0KhQEFBwZJJFRELmNTUVCQlJbFmt69UKpl04+TkpFlj44ViMBhQW1sLjUaDgoKCJRMVIsfaXFTIFhjblohEIqjVapOJJfZoLCHHWqfTobCw0CX8Hi2BTD/Jzs5edDbD0XONLYUIQIqiUFhYyCoBaDAYsGfPHlRWVuLMmTMOMyQ/d+4cSktLmf8vl8uh0Wjg7+9v0qUrFAqZ0gEAeO+993DvvfeCoijExcUhMjISDQ0N0Ol0KCoqwhdffGF2I/35559j+/btUKvV4PP5SExMRHNzM5RKJZKTk3HhwgXWmbNbmyUhAkntH2kAWWj9n7XR6/WQSqUYHR2FRCKBt7e32Q5VtVqNmpoaxkNqqdwoBgYG0NraysopCcYY15+NjY0tynrG2AR6KR1rYoi8YsWKWe1+bA2ZpSoSiSCTyZjGksjISJvYRJAaV2A6LcgWsWJriL3PXNZOC8W4jlAsFkOtVrOijtBYALLtWBsMBvzwhz/EuXPncObMGYeOJDxz5gzWr19/xed1d3cjOTnZ5G/nz5/HCy+8gPPnz0OhUCA5ORl33nknnnnmmTk30o2NjXj++edx6tQpTExMIC4uDrt27cKzzz67JLJtS0IEGkcD2SIAZ2LcoSoWi5lmhaCgIHR0dIDH42H58uWsTXNYEzIarL+/HwKBwKlORGPrGYlEMi/rGWICHRQUhBUrViyJYw182/iSn5/PGkNktVrNRJYWK+zNodVqUV1dzcyHZVNUyJaQ8Xf2mn5C6ghFIhGmpqYcUkfIZgFIURQef/xxnDhxAmfOnGEM990sHVxaBNI0jd/85jfYsGEDli9fzqqTby5I3VJfXx+kUik8PT0RHR2NqKgo1liW2ApSID8xMeH0tXDmhD1JGc88jkvRBNrYD08gELDWEJkIe7FYDIlEAi6Xy9SCLqSxRKPRoLq6mmlycuXz2Rhic+SoLndH1BGSdL9er0dhYSGr7kEUReEnP/kJDh48iNOnTyMtLc3RS3LjAFxaBE5MTODee+/FsWPHEBcXh9LSUuzatQv5+fmsv/CS6Eh2djZ8fHyYTmNiWRIVFYXw8HCXiiDodDrU1tbCYDBAIBC4VIG8sfWMSCQyaUjw8PBAfX39kjKBpmkara2tEIlEKCwsdBo/PIPBgLGxMSZKSNM00zFuSWOJSqVCVVUVQkNDl0xkH5hO9zc3NyMvLw8RERGOXo5d6gjZLgB/+ctf4sMPP8Tp06eRkZHh6CW5cRAuLQIJMpkMn332GcrLy3HkyBFERERg586dKCsrQ0lJCasuxOTmODIycll0xLjeZXR0FDqdDhEREYiKimLlPOP5QCxg/Pz8kJeX59Tf5UoYH8fh4WFotVoEBwcjMTHRLtYzjoZEeycnJ1FUVOS0Y5mMj6NIJIJGowGPx2MshGY2ligUClRXVyMiIgJZWVlLQuwDYCxd2JTuN8YWdYQURaGmpoaVApCmaTz//PN4++23cfr0aSxfvtzRS3LjQJaECDRGqVTi6NGjqKiowKFDhxAUFISdO3eitLQUq1evdqj40Ov1qK+vh0qlQkFBwZw3R5qmIZPJGEGoVqvt6mFnTUgqNDIyEpmZmawS5bakr68P7e3tSE9Ph06ng0gkgkKhsKn1jKMxGAyoq6uDWq12KTsUYiFEhIRMJkNoaChzHA0GA6qqqhATE4P09PQlIwAHBgbQ1tYGgUCA8PBwRy/HIoyP40LqCCmKQm1tLbRaLes6vmmaxosvvoi9e/fi1KlTyM3NdfSS3DiYJScCjVGr1Thx4gQqKipw8OBBeHt7Y/v27di1axfWrl1r15OXjMjy9vZGXl7evD+bzDMeHR2FQqFgIhJsn6FKrCJSUlKWVCqUmEAXFBSYmEArlUomsjQ1NWXzDlV7YtwNKxAIWHVztDaksUQkEmF8fBw0TSMsLAwZGRmsnVhibfr7+9HR0YGCggLW1nteCVJHSDr/r1RHyHYB+Oc//xl/+MMfcPLkSRQWFjp6SW5YwJIWgcbodDqcPn0a+/btw4EDB0BRFLZt24Zdu3bh2muvtamQImbIfD4fWVlZi46EESExOjoKmUyGsLAwRkiwKfIyODiIlpaWJTX5ZD4m0GTqDOlQNTYZd6YJCcC3zRC+vr4un+43hoxE4/P5oCgKUqkU3t7eJhNLnOk4Wkpvby+6urqcWgDOZLY6QlIPyuFwWC0AX3vtNbzwwgs4duwYVq5c6egluWEJbhFoBr1ejy+//BIff/wxDhw4AKVSiW3btqG0tBQ33HCDVc17iWeWrcyQ1Wo1IwiJqbGjI0vGFjD5+flOkyZaLMYm0PNNhc60nvH19WWOY3BwMKuFxFJthiATMYzNr0ljCRH3AJhUo6Mmllibnp4edHd3o7Cw0GVHHdI0jYmJCUYQqtVqeHl5gcPhsK7RiaZp/OMf/8D//u//4siRI1izZo2jl+SGRbhF4BUwGAw4f/48ysvL8cknn2BiYgKbN29GWVkZbrzxxgVPh6BpGn19fejs7LSJaao5jOcZj4+PIygoyCSyZA+MI2EFBQWsuljaEmuaQM/mKcmmWbgEuVyOqqqqJWV9A0xv7urr6+eMchsLCdJYQjpU+Xw+qyJJltLV1YW+vj4UFhYiODjY0cuxCxRFobq6GgqFAr6+vpDJZKyZa0zTNN5991385Cc/waeffoprr73WIetww17cInAeUBSFS5cuMYJwZGQEGzduRGlpKTZv3oygoCCL34fYYwgEAofslsk8Y5FIBKlUypjhRkVF2eyipdPpUFdXB51Oh4KCAlalpm2JLU2gZ1rP0DTNmsjSxMQEhEIhkpKSkJKSsmQEIJl+Mh9DZOPGEpFIBLlcjrCwMOZYsr0e1NjzsaioyOJrobNDURTTzFdUVAQul2u2jtDYV9Je5wFN0/j3v/+Nxx9/HAcOHMD1119vs88SiUR48cUXceTIEXR3dzPj22644QY8/fTTWLZsmdnXXbhwAb/73e9w/vx5yOVypKSk4M4778RTTz21ZMZlOhq3CFwgFEVBKBSivLwcFRUV6O3txYYNG1BaWoqtW7fOOh1Cr9ejrq4OGo0GAoGAFRd3vV7PCELjVGNUVJTVithJ44uPjw/y8vJYZZlgS+xpAj3TskSr1ZpYltgzskQaftLT001mfLo6pBt2sXYoKpWKSTWOj4+zuh6UNDoNDQ2hqKhoyUT3zQnAmVypjtCWm7SPP/4YjzzyCPbt24fNmzfb7HNaW1uxbt06iEQicLlcpKamgsvloqOjA2q1Gv7+/vjss88ui0J+8MEHuOeee2AwGC6b91tSUoIzZ84seg67myvjFoFWgKZpNDQ0YN++faioqEBbWxvWr1+PsrIybNu2DeHh4eBwOGhtbcXu3bvxy1/+EjfeeCMrhZDBYGB2sWKxmJmOEBUVdcWxZ7Mhk8kgFAoZfzQ2pSttydjYGGprax1iAk3TNNMxPtN6JjIy0qaNTmQyxFJq+AG+bYaw9qhDnU7HiAjjUYT2jiyZg6ZptLe3Y2RkBEVFRU494Wc+EAGoVCpRVFRk0flkro7QVnON9+/fj+9///v473//ix07dljtfc2xYcMGfP7551i7di3++9//MvWvUqkU9913Hw4ePIiUlBR0dnYyv9Wenh5kZWVBo9HgxRdfxJNPPgkOh4Pe3l5s2rQJra2teOSRR/Dqq6/adO1u3CLQ6hCzZxIhrK+vxzXXXIPly5fjvffew6ZNm/D3v/+d1bYtBOMidpFItKDaM6lUirq6uiU1DQP4VghlZ2cjNjbW0cuxm/VMf38/2tvbWTMZwh4Yp0JtXQs3W2NJZGSk3ScIkWudWCxGUVHRkonaUBSFhoYGKBQKiwWgORbrRzgbhw4dwr333ot//etfuOmmmxb0HpaiVCoRFBQEiqJQV1d3me/g+Pg4eDweaJpGU1MTsrOzAQCPPPII9u7di40bN+LYsWMmrzl//jxj0dbf32+XevmljFsE2hByc/jf//1f/Oc//wEArFmzBrt27cLOnTsRExPjNKKI1J6Njo4y47KIiAgPDzcrCIeGhtDc3LzkIkJk5B9bhdBMDztrpBppmkZ3dzd6e3tdyhbkSpBI2PDwsN1ToRRFmaT/dTqd3dL/NE2jpaUFEokExcXFrChrsQfWEoAzsVYd4bFjx3DXXXfh7bffxu23326Vtc3FxMQEE/WWy+VmI8ERERFMMCA3Nxc0TSMuLg7Dw8P48MMPcdttt132muzsbLS0tOBvf/sbHnzwQZt/j6WMWwTaEOLO/vzzz+ODDz5Afn4+KioqUFFRgQsXLmDlypUoLS1FaWkpEhISnEYQkrTG6OioyTxjUufi4eHBdAkuJQuYuUyg2QpJNZIGoYVYz9A0jba2NoyMjKCwsHDJNAUYCyFHR8KM0/9isZhpLCFCwppF9iSqMz4+7tRj/+YLGXcol8utKgBnstA6wtOnT+P222/H66+/jrvuustu95PExET09/fj+PHjuPHGG00ea21tRVZWFkJDQzE8PAxfX1/09vYiOTkZwHQNbVxc3GXv+cADD+Ctt97Cfffdh7feesseX2PJ4haBNkKn02HPnj04cuQIDh06hIKCAuYxmqYxNDSETz75BOXl5fjqq68gEAgYQZiamupUgnBqaorxItRqteByuczMTGcQQtZgPibQbMW4HlQikViU/iffe2JiAoWFhUsqJdjU1ITJyUkUFhayTgiRxhKRSISJiQkEBQUxG7XFpBppmjaZ+7xUOjhJ3bdMJkNxcbHdynlmqyM0GAwIDw9HamoqAODLL7/ELbfcgj//+c+477777Hr/eO+993DPPfcgPj4ef/7zn3HdddfBy8sLX3/9NR577DG0trbib3/7G77//e8DAE6ePIkbb7wRPj4+UKlUZtf629/+Fj//+c9xzTXX4OzZs3b7LksRtwi0EefPn8ejjz6K/fv3M4Wy5qBpGiKRCPv370d5eTnOnDmD5cuXo7S0FGVlZcjIyHAaQajT6SAUCqFUKsHlcqFWq03G1zmj75klGHd8u8o8XIqiTGrPiPWMce2ZwWBguiNd5XtbgnFTgDN8b61Wy4h7Eu01Hn1m6fWFRMJkMhmKiopY/72tBRG+U1NTDv/epI7wb3/7G1577TWkpaUhNzcXR48exUsvvYQ9e/Y45H5RUVGB5557jhkLScjLy8Pvf/97k+7kjz/+GLfddhuioqIwMjJi9v1ef/11PPzww1ixYgXq6+ttufQlj1sE2hCKoubVCUvTNMbGxnDgwAGUl5fj888/R1paGkpLS7Fr1y5kZ2eztrPWnAWMQqFgUsZyudxu3an2xJom0GyFWM+QelBiPaNQKODp6cm6EVm2hEx9IV6XzvY7nplq5HA4TDPCXI0lC+mGdQXYJABnMjw8jD//+c94/fXX4enpiZiYGOzcuROlpaVYt26d3c5Jmqbxhz/8AX/5y18wNDSElJQUeHt7o6OjA3q9HqWlpXjzzTeZsqB//etf+N73voeEhAT09fWZfc+3334b999/P9LS0tDR0WGX77FUcYtAFjMxMYFPP/0UFRUVOHbsGOLj45kIYX5+PmsEoVwuh1AoRHh4+KxCdWZ3amhoKCMInTWlZEsTaLZC0zTGx8dRX18Pg8EAiqJMor2uLA70ej2EQiEAoKCggJUWT/OBoiiTiSU6nY6ZWGLcWEI6P9VqNQoLC136GBvDZgEIAEKhENu3b8fPf/5zPPLIIzh9+jQOHDiAgwcPQqVSYevWrfjjH/+I6Ohom67jf/7nf/D3v/8da9aswQcffMDU+4lEItx///04dOgQ8vLyUF1dDU9PT3ckkGW4RaCTIJPJcPjwYVRUVODIkSOIiIjAzp07sWvXLhQXFztMgBAvvMTERItrGck8Y1KvFBwczHgRsq22ajampqYgFAqX3Di0mcLXuPbMWNw7w5SL+aDT6VBdXQ0ul4v8/HyXmPFrzGy+kjweD2KxGAaDYUlFfEnzy8TEBIqLi1knAOvr67F161Y88cQT+OlPf2py/aEoCpWVlfj000/x7LPP2nTttbW1zIaos7PzMmP4qakppKWlQSKR4N///jfuvPNOd00gy3DurewSIigoCHfccQfuuOMOKJVKHD16FOXl5SgrK0NwcDB27NiBsrIyXHXVVXa7QZHxWPP1wvP19UViYiISExOh1WqZG09HRwcCAwMRFRVl13nG88WRJtCORC6Xo7q6Gnw+H1lZWeBwOAgICEBAQACSk5NNrGfa2tqYY8nn8516ioRGo0F1dTX8/f2Rm5vrkhFfDoeDoKAgBAUFIS0tDSqVCiMjI+jq6oJer0dQUBAGBgac/lhagrEAZGMEsLm5GTt27MAPfvCDywQgAHh4eGDlypVYuXKlzddy7tw50DSNjIwMs5OBgoODsXLlSnz22WeorKzEnXfeifT0dADT59XQ0JDZ7uCuri4AYJ7rxna4RaAT4u/vj5tuugk33XQT1Go1Tpw4gfLyctx+++3w8fHBjh07sGvXLqxdu9YmKStjTziBQLCo8Vje3t6Ij49HfHw8Y1cyOjqKrq4u+Pn5MYIwMDCQFWKLbSbQ9mJychJCoRDx8fFIS0szeyx8fX2RkJCAhIQEk2YEcixJM4Kl1jNsgEQ+Q0JCsHz5cpcUgObw9vbG2NgYAgMDkZOTg/HxcYjFYnR1dTE2Qnw+f8FThNjKTAHItlKVtrY2bN++Hffddx9+9atfOfzfXiaTXfE5JNmoVqsBTFvKREdHY2RkBOfOnTPrE3ju3DkAwKpVq6y4WjfmcKeDXQitVovTp09j3759OHDgAABg27Zt2LVrF9atW2eVWh6KohhvtIKCApt5wun1ekgkEoyOjjKjsoggdJSIYLsJtK2QSqWora3FsmXLkJiYOO/X6/V6SKVSxnrGy8uLEYSWTp5xBEqlElVVVeDxeMjOznb4DddekNpHDocDgUBgspEkjSWka9zDw8Oka5ytx9ISaJpGc3MzxsbGUFxczDoB2NXVhc2bN+O2227Dyy+/zIp/64qKCtx8883gcrlXTAf/+c9/xo9+9CMAwMMPP4zXX3/9ihND+vr6bF7TuNRxi0AXRa/X4+zZs9i3bx/2798PtVqNbdu2oaysDOvXr1/QBc7YCqWgoMBuF0ly4yGC0MvLy8S/ztY3Z2c0gbYWo6OjaGhosFrk0xLrGTYgl8tRVVWFmJgYpKenLykBSAr4BQLBnMeDNJaQY0kaS8jEEmdqnGG7AOzt7cXmzZuxY8cO/OUvf2GFAASmz5OUlBRIJJI5G0N8fX3R0dHBpH67u7uRlZUFrVY76+zgPXv2YO/evQ78dksDtwhcAhgMBpw7dw7l5eX45JNPMDk5iS1btqC0tBQ33nijRQa/Go0GQqEQXC4XeXl5DisQpyjKJBLB4XAYQRgWFmb1i6MrmEAvlIGBAbS1tSE3Nxd8Pt/q70+McI3HnrFBRExNTaG6uhoJCQlOZdy+WIjPp5eX17ybX2iahkwmY85L0lhC0sZsq6szhkx+kUqlrBSAg4OD2LhxIzZu3IjXX3+dNQKQcOTIEaY0ydPTE6mpqeByuejo6IBWq4WXlxfefPNN3HPPPSave++993DvvfeCoijExcUhMjISDQ0N0Ol0KCoqwhdffLGkrreOwi0ClxgUReHixYuMIBwdHcXGjRtRVlaGzZs3my367urqwuDgIMLCwlhVF0UiEcSL0DiqRMbXLQZXNIG2lJ6eHnR3d0MgEDCzQW2JsYgQiURQqVQmIsJetiTj4+OoqalBSkoKE9FYCuh0OlRVVcHHx8cq9lNKpZJpEpqcnERwcLDJxBK2YCwA2TgCb2RkBJs2bcLVV1+NN998kzWR8pm0tbXhD3/4A06dOoX+/n7QNI2YmBisW7cOjz32GAoLC82+7vz583jhhRdw/vx5KBQKJCcn484778QzzzzDOjHuqrhF4BKGoigIhULs27cPFRUV6O/vxw033ICysjJs3boVwcHBOHz4MDO/cfv27ayNihgbGotEIuj1ekRERCAqKmrOeZuzQUygvby8HBr5tDc0TaO9vR3Dw8MoKChAcHCwQ9ZBJiOIRCLIZDK7+EqS2seMjIw5p/y4GlqtFlVVVTbrftZqtYwgHBsbY02TEE3TaG1thVgsRnFxMesEoEgkwpYtW1BYWIh3333XqdLrbpwHtwh0A+Db2Zgff/wxPvnkE7S1tSE9PR2tra342c9+hqeffpq1AnAmxvOMRSIR1Go1IwgtSTMqlUoIhcIlZQINTG8KSF0Um1LfxFdSLBZjfHwcQUFBjCC01hpFIhFT+xgTE2OV93QGiP1NQECAXX7rpEmITCzx9PRkBKEtyjlmg+0CUCKRYNu2bcjKysK///3vJbMJdWN/3CLQzWVQFIXHH38cb7zxBmJjYzEwMIB169ahrKwM27dvB5/PdypBaGyCq1QqER4ezvjXzby4LlUTaIPBgIaGBigUChQWFrI2FUOsZ0ZHR5moEhGEQUFBCzpexO8yNzcXkZGRNlg1O9FoNKiqqkJQUBBycnLsvtmhKIqxnhGJRDAYDCYTS2wV+aJpGm1tbRCJRKwUgOPj49i+fTuSkpLw0UcfLZkJLW4cg1sEujFBr9fjkUcewaFDh3D48GHk5+ejs7MT5eXlqKioQHV1NdasWYPS0lLs3LkTMTExTiWUSJpxdHQUcrkcYWFhjCCUy+Woq6tbcibQer0etbW10Ov1TjUP19h6RiwWg8vlMjWEYWFhFh0/0vyy1Gx/1Go1qqqqEBISgpycHIf/1kn0nghCpVIJHo/HzDW2Vj0u2wXg5OQkduzYgaioKFRUVCypOmQ3jsEtAt0wyOVy3H777ejt7cWRI0cu83yiaRp9fX2MILx48SJWrlzJDC1PSEhw+M1kPqhUKkYQTk5OAgCio6ORnp7O2kiYtTGufczPz3fauiNj6xmRSAQAjCCcrUmot7cXXV1ddmt+YQsqlQpVVVXMrG82nrMKhYJJGZPGEnI8F1oCQATg6OgoiouLLXJFsCcymQylpaUIDg7GwYMHl8w1yI1jcYtANwxjY2N45pln8NJLLyE0NHTO59I0jaGhIVRUVKCiogJfffUVBAIBysrKUFpaipSUFFbeXMzR19eH9vZ2xMbGQqFQmMwzjoyMZN3Nwlqo1WqmHsyVxqHNZj1j3CTU3d2Nvr6+Jef7qFKpUFlZiYiICGb0H9vRaDSMIJRKpfD392cEoaWNJaThaWRkhJUCUKFQ4Oabb4anpycOHTrEmnpcN66PWwS6WTQ0TWN0dBT79+9HRUUFzpw5g+XLlzOCMCMjg5U3m9lMoI3nGZPRWUQQusrcVIVCgerqapefhmHOesbHxwdarRYCgQDh4eGOXqLdUCqVqKysRFRUFGvPySsxc/qMp6enSQmAuY0M2wWgSqXCLbfcAp1OhyNHjthsCpMbN+Zwi0A3VoWmaYyNjTGC8OTJk0hPT0dpaSnKysqQnZ3NioiTpSbQZJ6xSCSCVCplGhGioqJYM894vhAz5Li4OCxbtswpv8NCoGka9fX1kEql8PX1hUKhsIv1DBtQKBSorKx0qQkopLGE1ISSxhLiE+rl5cVs9IaHh1FUVMS6CJtarcYdd9yBqakpHDt2bElFpd2wA7cIdGMziHffwYMHUVFRgePHjyMhIQE7d+7Erl27kJeX5xBBSEygtVotCgoKLC6+JvOMSRTC29ubEYSO9DubD2NjY6itrV1yZshE9E9MTDCmwMR6RiQSYWJiwibWM2yAjMCLi4tDWlqaU/xO54uxLZRYLGbMxsnfS0pKWHdMNRoN7rrrLoyOjuLEiRNLqi7VDXtwi0A3dkMmk+Hw4cMoLy/HkSNHEBkZyQjCoqIiuwhCazVCkHnG5KZD0lJRUVF2mWe8EIgXXmZmJjPDcylAURTq6+uhUChQVFRkVvSbMzRerPUMG5DJZKiqqlpyI/DkcjlaWlowMTEBmqYRGhrK+BGyIR2s0+nwve99Dz09PTh16hR4PJ6jl+RmieIWgVZELpdj7969uHjxIhoaGiASiaBQKMDn87F69Wr88Ic/xLXXXuvoZbIChUKBo0ePory8HIcPH0ZISAh27tyJsrIyrFq1yibjkZRKJaqrqxEcHGxVY9yZnakcDgd8Ph9RUVF2NcCdi6GhITQ3Ny85LzyDwYDa2lpotVoUFhZaZH8zM+JLrGciIyNZK/DNQdL+SUlJSElJcfRy7AZN0+js7MTg4CCKi4vh5eVlIvADAgIYQegIga/X63H//fejubkZp06dsvn5aDAY8Pbbb+P9999HY2Mj5HI5oqKiUFBQgHvvvRelpaWXvebChQv43e9+h/Pnz0MulyMlJQV33nknnnrqKZcum1iKuEWgFeno6EB6ejoAICwsDLGxsUwnokwmAwD8+te/xi9/+UtHLpN1qFQqnDhxAhUVFYw1wo4dO7Br1y6sWbPGKrYlxAQ6OjrapkXxZJ4xEYQGg4EREOHh4Q6Z/UmsUPLz85dUI4Rer0dNTQ1omoZAIFjQ1AWDwcAIfLFYDAAmx5MNAt8ck5OTqK6uXnJpfwDo7OzEwMAAioqKLmvkMifwiSAMDQ21+fE0GAx46KGHUF1djdOnTyM6Otqmnzc+Po6tW7fi66+/BofDQUZGBgIDAzE0NITh4WHcfPPN2Ldvn8lrPvjgA9xzzz0wGAyIi4tDZGQkGhoaoNPpUFJSgjNnzrAimurGOrhFoBWRSCT473//i02bNjFiEJhONb3yyivM6LWLFy+ipKTEgStlL1qtFqdOnUJ5eTn2798PDoeD7du3o6ysDOvWrVuQkbFUKkVdXR1SUlKQlJRkt50/qYkkXoTGViURERE2F4QkIjIwMLDkrFB0Oh2qq6vh5eUFgUBglX9rY4EvFouZ+dTGjQhsYGJiAkKhEGlpaUhMTHT0cuzKXAJwJiSCT6KEFEUx5tS2OD8NBgN++MMf4ty5czhz5ozNSzIoisK1116Lr776CjfddBNeeeUVk5nYAwMD6Orqwrp165i/9fT0ICsrCxqNBi+++CKefPJJcDgc9Pb2YtOmTWhtbcUjjzyCV1991aZrd2M/3CLQjmzbtg2fffYZfvazn+E3v/mNo5fDevR6Pc6ePYuPP/4Y+/fvh0ajwfbt21FaWorrr7/eooaOkZERNDY2Ijs7G7GxsXZYtXmMrUpGR0eZecaRkZGIiIiw+mxQmqbR3NwMqVTKqjnA9oDMw/Xz87NZ89HMCRcqlQo8Ho85no6aujI+Pg6hUIj09PTLzN5dnc7OTvT396O4uHjeVk5kw0aOp1qtRnh4OGM/s9jjSVEUfvzjH+Pzzz/H6dOnkZSUtKj3s4Q33ngDe/bswfr163Hy5EmLzoNHHnkEe/fuxcaNG3Hs2DGTx86fP4+1a9eCy+Wiv78fUVFRtlq6GzviFoF25IknnsAf//hHPPbYY/jTn/7k6OU4FQaDAefOncO+ffvwySefQCaTYfPmzSgrK8OGDRvMpie++uoraLVa1o0Eo2kaCoUCo6OjTN0oERDWuuE0NDRAJpOhsLCQdaOxbAkZhxYcHGzXebhyuZwREDKZDGFhYczxtFcN1djYGGpqapCRkWES8VkKdHV1oa+vb0EC0BxkvKRYLMbU1BRCQkKY4znfVChFUXjmmWfw6aef4syZM0hNTV30+iwhOzsbLS0t+Oqrr7B27dorPp+macTFxWF4eBgffvghbrvttlnf829/+xsefPBBWyzbjZ1xi0A7QdM0rr76apw/fx7vvfce7r77bkcvyWmhKAoXL15kBKFYLMbGjRtRVlaGTZs2wd/fHz/60Y9w8OBBXLp0ifU7VqVSyQhCYwERGRk579mhxP5Gp9M51Rxga6BUKlFVVeVwA2yVSsUIQjJ9htSd2SoiK5VKUVtbi6ysLIdGvB0BEYBFRUU2MVpWq9XMxBLSWEIE4ZUaSyiKwi9+8Qt89NFHOH36NDIyMqy+PnO0t7cjIyMD4eHhkEgkOHjwID7++GMMDw+Dz+djw4YNuPvuu02uL729vUz96MDAgNl09QMPPIC33noL9913H9566y27fBc3tsUtAm2MUqlER0cHXnrpJbz//vtYvXo1zp49y5r6IWeHoihUV1dj3759qKioQH9/P8LCwqBQKLBv3z6sWbPGabo5gW/nGYtEIkxOTjIRiMjIyCtG9HQ6HYRCITw8PCAQCJbUb4x44dm68We+GFvPGI88s2ZnqkQiQV1dHbKzsxETE2OFVTsP3d3d6O3ttZkAnIlOp4NEIoFYLL5iYwlN03juuefwzjvv4NSpU1i+fLnN10f473//izvvvBNr1qxBSkoKPvjgg8uek5WVhaNHjzKp6ZMnT+LGG2+Ej48PVCqV2d/mb3/7W/z85z/HNddcg7Nnz9r8e7ixPW4RaCMEAgFqa2uZ/x8YGIgnn3wSTz/99JJKz9kTmUyGbdu2obW1FSEhIejt7cUNN9yA0tJSbNu2DWFhYawRB5ag0WgYQTg+Ps6YGUdFRV2WkiJzgP39/ZGbm+uQLmRHQaxQ2O6FZwvrGZFIhPr6euTk5Ni805Rt2FsAzsTYGkosFqOxsREnTpzAjh07UFZWhr///e94/fXXcerUKeTm5tp1bX/605/w+OOPg8vlQqfT4YEHHsCzzz6L6OhofPXVV3jwwQfR1dWFoqIiXLp0CR4eHvj4449x2223ISoqCiMjI2bf9/XXX8fDDz+MFStWoL6+3q7fyY1tWDqhAjtTUFCAwMBATE1NoaurC3K5HB9//DGuvvpq3HDDDY5ensshkUiwfft2+Pn5oa2tDcHBwWhpacG+ffvwxhtvMB6NpaWl2LFjByIiIlgrFgg+Pj5ISEhAQkKCSUSps7OTSUlFRUWBw+Gguroa4eHhrBnLZy9IJ6wzWKF4eXkhOjoa0dHRJtYztbW1jLfkfKxnRkdH0dDQsOS8H4HpLlZHCkAA8PDwQEREBCIiIkDTNMLCwtDS0oKXXnoJP/rRj+Dh4YFnnnkGfD7f7mtTKBQApiOX11xzDf7xj38wj91www2oqKhAQUEBqqqqcPjwYezYsQNqtRoA5iwhIeljlUplw9W7sSfuSOD/8fTTT+PgwYPzft0///lPrF69es7n6HQ6/OMf/8ATTzwBvV6P06dP4+qrr17oUt3MoKenB5s3b0Zubi7+9a9/XVaIT6xSSMpYKBRi7dq1KC0txc6dOxEdHc16QWgMSUmRiBJFUQgODkZWVpbTjK+zBqQOztk7Yc15Sxp3jpuL6o6MjKCpqQm5ubkOERmOpKenB93d3SgqKkJwcLCjl2MCTdN47bXX8Nxzz2H37t2orq7GxYsXsWrVKpSVlaGsrMzEPsxWvPzyy3jqqacAAPv27cPNN9982XNuuOEGnDp1Cg8//DBee+01dyRwieKOBP4fQ0NDaG1tnffryI5rLrhcLh5++GGoVCo8+eST+NWvfoWTJ08uZJluzDA1NYWdO3fihRdeMHvD5HA4WLZsGX7yk5/gmWeeQW9vL8rLy1FeXo6nn34aK1euRGlpKUpLSxEfH896EcXlchETEwNfX19IpVJER0eDpmlUVVWBy+UiKioKkZGRCAkJYf13WShisRj19fUu0Qjh4eGB8PBwhIeHIzMzk5mB29HRgYaGBpPOcS6Xi+HhYTQ3N7Ou690e9Pb2sloA/uMf/8BvfvMbHDt2DGvWrAEwLdg//fRT7N+/H88++yz+9a9/me28tSbGc4izsrLMPic7OxunTp1CT0+PyWvIqD1z147x8fHL3t+Nc+OOBNqRlpYWZGdnIywsDGNjY45ezpKHpmkMDg6ioqICFRUVOHfuHAoKClBWVobS0lIkJyezVkQREWRsB2KcYhSJRMw8Y3tNQ7AXxPtxxYoVrO/8XixyuZw5nnK5HP7+/lAqlcjJyVlyTSBk8g1bBeC7776Ln/zkJzh06JCJAbMxMpkMnp6eNp+48dVXX+Gaa64BMN0pvGzZssueQyzLNm3ahKNHj7q7g5cornFXcBL0er3Jf7txLBwOB/Hx8Xj00Udx+vRp9Pf3495778Xp06chEAhw9dVX48UXX0RbWxvYtFcaHh5GXV0dcnJyTPzgPD09wefzkZOTg2uvvRY5OTmgKAr19fU4e/YsmpqamPSxszI4OIimpibk5+e7vAAEphvKUlNTcdVVVyEtLQ1KpRIBAQFobGzEpUuX0NPTA6VS6ehl2py+vj50dXWhsLCQlQLwgw8+wDPPPIP9+/fPKgABICgoyC4j1woKCpiymK6uLrPPIX8nYi8xMZFpLjp37pzZ15C/r1q1yqrrdeM43CLQjuzfvx/AdOewG3bB4XAQHR2NPXv24Pjx4xgeHsYPfvADXLp0CatWrcJVV12F3/zmN2hqanKoIOzr60NzczMEAsGcIsjDwwM8Hg/Lly/HunXrkJ+fDw8PDzQ1NeGLL75AQ0MDU3/mLPT19aG1tRUCgWDJpUH7+/vR09ODoqIirF69GuvWrUNsbCzGxsZw/vx5XLhwAZ2dnZDJZKzasFiDvr4+dHZ2orCwkHWjD2maxscff4zHH38cH3/8Ma6//npHLwkAEBAQgK1btwIA3n333cseHxkZYSaCkDVzOBzs2rULAMxG+c6fP4+WlhZwuVzs3LnTVkt3Y2fc6WAr8sc//hExMTHYuXOniSmsTCbD3r178Ytf/AI6nQ4fffQRbr31Vgeu1I2lkHFSBw8eRHl5OY4fP46kpCTs3LkTu3btQm5url3SrDRNo6urC/39/YuaA0zGnRFzaq1Wa9KEwFZvwe7ubvT09LBSCNgakgYtKChAaGjoZY/P9K7z9vYGn89HVFSU09eF9vf3o6Ojg7XH/ZNPPsGDDz6IDz/8ENu3b3f0ckyora1FUVERaJrG22+/jXvuuQfAdM3fHXfcgWPHjiE1NRXNzc1MR3B3dzeysrKg1WpnnR28Z88e7N2715FfzY0VcYtAK7J79268++678PT0RFpaGkJDQyGVStHf3w+tVgsOh4Nf/OIX+PWvf+3opZogk8lw4MABHD16FJcuXUJ/fz84HA5SUlKwdetWPP7440uu/mg2pqamcPjwYZSXl+Po0aOIiopiBGFhYaHN5tS2trZCJBKhsLDQKmOxyPvK5XJGEBrPvyVNCI6Gpml0dHRgaGgIhYWFDrMDcRSkE9ZSEWRcFyoWixnrmaioKISFhTlVXSgRgLOJX0dz6NAh3HvvvXj//feZCBrbeOONN/Dwww+DpmkkJiYiMjISTU1NUCqViIiIwIkTJy7LTL333nu49957QVEU4uLiEBkZiYaGBuh0OhQVFeGLL75YUrPIXR23CLQi1dXV+Pjjj/HFF1+gt7cXYrEY3t7eSEhIwNVXX43/+Z//QXFxsaOXeRl333033n//fQDTNStpaWlQKBTo6uqCwWAAj8fDkSNHUFJS4uCVsguFQoEjR46goqIChw8fRmhoKHbu3InS0lKsWrXKKobNFEWhsbERU1NTNp8DPLMJITw8nGksccT4OWPxW1RUtORuPGQc2kLr4MxZz/D5fPD5/FmtZ9gC2wXg0aNHcffdd+Ptt9/G7bff7ujlzMmXX36Jl156CRcuXMDU1BRiY2Oxbds2/PSnPzXb/AFMp35feOEFnD9/HgqFAsnJybjzzjvxzDPP2G0Wthv74BaBbnD33XdDLpfjBz/4Aa699lomJdjZ2YnvfOc7uHTpEhISEtDa2uqedjILKpUKJ06cQHl5OT799FP4+vpi586dKCsrw5o1axaUZjUYDKitrYVWq0VBQcG85wgvBqVSyYiHqakphIaGIioqCnw+3y43AYqi0NzcjPHxcRQVFS2p351x6t9aZsikDIAcU7VazbqoL2FgYABtbW0oLCxkpQA8deoU7rjjDrz++uu46667nDrd7saNWwS6wdjYGMLDw80+1t/fj2XLlkGr1aKiooK1aQ82odVq8fnnn6O8vBwHDhwAh8PB9u3bsWvXLqxbt86iG65Op0NNTQ2A6UYiR96k1Wo1Ix4mJiYQHBzMeBHaQpxRFIWGhgbI5XIUFRXZVfw6GuP0d1FRkdVS/zM/Q6FQmER9w8LCmKivI/+92S4Az549i1tvvRWvvPIK7r33XrcAdOP0uEWgmyuSn5+Puro6/O53v8Mzzzzj6OU4FXq9Hl988QU+/vhjHDhwAFqtFtu2bUNZWRnWr19v9oYrFovR3t4OPz8/5OXlsSptp9FomPF1Y2NjCAwMZAShNdK1BoMBdXV10Gg0KCwsdEga2lHQNI329naMjIzYNf2tUqkYQTg5OYng4GBGENrDzoRABGBBQQErzYgvXLiAXbt24fe//z0eeughtwB04xK4RaCbK5KZmYm2tja88sorePTRRx29HKfFYDDgq6++wr59+7B//37IZDJs2bIFZWVl2LBhA/z8/NDU1ISdO3fi8ccfx0MPPcTqQn6dTgexWIzR0VGMjY3B39+fEQ+BgYHzvknq9XrU1NSApmmHRz/tDal/FIvFKCoqsqv4MmamyCczqhd6TC1lcHAQra2trBWA33zzDUpLS/H//t//ww9/+EO3AHTjMrhFoJs5qa2tZbrHKisrUVRU5NgFuQgUReHrr79mBKFYLMbKlStx8eJFbNu2DW+++SarIoBXQq/XQyKRYHR0FBKJBL6+vox4sGSesU6ng1AohKenJwQCgVN998VC0zRaWlogkUhQXFzMmvrHmTOqfXx8mGNqTesZIgAFAsGsZSmORCgUYvv27fj5z3+OJ554wi0A3bgUbhHoZlYMBgPWr1+PL7/8Etdffz0+//xzRy/JJaEoCv/85z/xyCOPwN/fHyqVChs3bkRpaSm2bt2KoKAgp7rxGAwGSKVSRhB6eXmZjK+b+V20Wi2qqqrg5+eH3NzcJScAm5qaWN8AQ44pEYQcDoc5pouxnhkaGkJLSwtrBWB9fT22bt2KJ554Aj/96U+d6jx048YS3CLQzaw888wzePHFFxEUFAShUIi0tDRHL8klOXr0KG699Va8+OKL+J//+R/U19dj3759qKioQGdnJ2644Qbs3LkT27dvNyui2AxFUYx4IL51xuJBq9WiuroagYGBWLFiBavT39aGpmk0NjZicnISRUVFTmO9QVEUxsfHmbQxsZ6JjIwEj8ezWMSzXQA2NTVhy5YteOSRR/C///u/TnXeuXFjKW4R6OQ8/fTTOHjw4Lxf989//hOrV6+e9fE33ngDe/bsgZeXF/bv349t27YtZpluZuG///0v7r//frz11lu44447TB6jaRrNzc3Yt28fPvnkEzQ2NuLaa69FWVkZtm/fjoiICKe6MRHxQJoQKIoCTdMIDQ1Ffn7+kooAEv9HmUzm1B3QxtYzo6Oj0Gg0JhNoZqvrHB4eRnNzM/Lz88Hj8ey86ivT2tqKLVu24N5778Vvf/tbpzrP3LiZD24R6OTcdddd+OCDD+b9uhMnTmDDhg1mH/vwww/xne98BzRN41//+he++93vLnaZbsxgMBiwYcMGPPPMM9i8efOczyXWIUQQCoVCrF27FmVlZdi5cyeioqKc6kYlk8lQVVUFX19f6HQ66PV6REREICoqal7RJGeEWOAoFAoUFRW5TAe0OeuZ8PBwJkpIhC7bBWBnZyc2b96M22+/HS+//PKSik67WXq4RaAbEz777DOUlZVBp9Phtddew8MPP+zoJbk0NE3PW7zRNI3e3l6Ul5ejoqICFy9exFVXXYXS0lKUlpYiLi6O1YJwamoK1dXViI+PZ0oMzEWToqKiWD3PeCFQFIW6ujqo1WqXt8AxZz3j5+cHkUgEgUDASgHY09ODLVu2YMeOHfjLX/7iFoBuXB63CHTDcPbsWWzevBkqlQovvPACfvKTnzh6SW6uAE3TGBwcREVFBcrLy3H+/HkUFhYygjA5OZlVgnBiYgJCoRApKSlITk6+7HEyz5gIQpVKhfDwcGZaiTPbxhh7IBYVFTn1d5kvGo0GnZ2dGBwcBIfDsZv1zHwYGBjApk2bsHHjRrz++utuAehmSeAWgW4AAFVVVbj++usxNTWFn/70p/jtb3/r6CW5mSc0TWNkZAT79+9HeXk5vvjiC+Tm5qK0tBRlZWVYtmyZQ2+2Y2NjqKmpQXp6OhISEix6DUkvjo6OsmKe8UIhIwD1ej0KCgqWlAAEgJGRETQ1NSEvLw8hISF2sZ6ZD8PDw9i8eTOuvvpqu9szPfvss/jNb34DAHjuuefw7LPPmn3ehQsX8Lvf/Q7nz5+HXC5HSkoK7rzzTjz11FNO01Tkhn24RaAbtLa24uqrr4ZEIsHDDz+M1157zdFLcrNIaJqGVCrFgQMHsG/fPpw6dQqZmZnMPOPs7Gy73mzFYjHq6+uRlZWF2NjYBb0HSS+Ojo4y84yJeGDzTdBgMKCmpgYURaGgoMCl0tuWMDo6ioaGBuTn5yMiIsLkMWPrGbFYDA8PD6tYz8x3fVu3bkVhYSHee+89uwrA5uZmCAQCaLVaALOLwA8++AD33HMPDAYD4uLiEBkZiYaGBuh0OpSUlODMmTMOMxh349y4RaAbbNq0CcePHweHw8Hq1atnFQf33Xcf7rvvPjuvbnbOnDmDCxcu4NKlS7h06RKGhoYATM87jo+Pd/Dq2ANN05iYmMDBgwdRUVGB48ePIykpCaWlpdi1a5fNrVlGRkbQ2NiIFStWICoqyirvqVarmWklZJ5xZGQkoqKiWOW1p9frIRQKweFwIBAIlqwAzMvLA5/Pn/O55rrHF2I9Mx8kEgm2bt2K5cuX49///rddjw9N07j22mtRXV2NVatW4dSpU2ZFYE9PD7KysqDRaPDiiy/iySefBIfDQW9vLzZt2oTW1lY88sgjePXVV+22djeuw9K6Irkxi0ajATB9UTp//vysz5utm9hRlJWVYXJy0tHLYD0cDgdhYWG45557cM8992BqagqHDh1CRUUFNmzYgKioKCZlXFhYaFVBSKZBWCIC5oOvry8SEhKQkJAArVbLCIeOjg4EBgaa1Js5CiIAPTw8ltwUFGB+AhAAPDw8wOPxwOPxkJWVhcnJSYhEIrS1tVlsPTMfxsbGsHPnTixbtgzvv/++3QX6W2+9hS+//BK///3v0dTUNOvzXnrpJWg0GmzcuBFPPfUU8/ekpCS8/fbbWLt2Lf7+97/jF7/4hdU2WW6WDu5IoBunZe3atcjIyMDKlSuxcuVKFBcXA3BHAueDQqHAkSNHUF5ejsOHDyMsLIxJGa9cuXJRwqWvrw8dHR12NQMm84xFIhGkUin8/PyYCKE9GxDIGDwvL68l54EIACKRCPX19VYR/8bNQiKRCAqFgqkN5fP5C/JYnJycxI4dOxAVFYWKigq7+zSKxWJkZWUhOjoaNTU1+P73v4933333skggTdOIi4vD8PAwPvzwQ9x2222XvVd2djZaWlrwt7/9DQ8++KA9v4YbF8AdCXTjtJw7d87RS3B6AgICcMstt+CWW26BSqXC8ePHUV5ejltvvRV+fn7YsWMHysrKsGbNmnlFSrq7u9HT04OioiKEhITY8BuYwuVyERsbi9jYWGaesUgkwjfffANvb29ERUVZPM94oeh0OlRVVcHHxwd5eXlLVgDm5uZaJfrL4XAQFBSEoKAgpKWlQalUQiQSMRNHQkJCmMivJaUAMpkMu3btQnh4OMrLyx1i1P3jH/8YY2NjqKiomDOq2dfXh+HhYQDTm15zrF27Fi0tLbh48aJbBLqZN24R6MaNGwCAn58fYy2j1Wpx8uRJlJeX4+6774aHhwe2b9+OXbt24Zprrpn1xkVMrQcHB1FcXIygoCA7f4tv8fLyQnR0NKKjo00aEKqrq+Hp6clECK05io/MQfb390dubu6SsxkxFoCRkZE2+Qx/f38kJycjOTkZGo2GaSppb283KQUICAi47LgqFArccsst8PPzwyeffOKQhqLPP/8cH3zwAe666y5ce+21cz63vb0dAODj4zNrQ1VqaqrJc924mQ9uEejGjZvL8Pb2xtatW7F161bodDp88cUX2LdvHx544AHodDps374dpaWlWL9+PRNJMRgM2LNnD/Lz87F7924EBAQ4+Ft8CxF9kZGRoCgKY2NjEIlEqK2tBYfDAZ/PR1RU1KI6UokADAgIWHJzkIFvO8BtKQBn4uPjw9SG6nQ6JvLb3d0NX19fnD17FldddRXWrVsHjUbDpFM//fRTh/w+1Wo1HnroIYSEhODll1++4vPHx8cBYM6NSlhYmMlz3biZD24R6MaNmznhcrnYsGEDNmzYgNdeew1ffvklysvL8eijj0Iul2Pr1q3Yvn073n//fdTU1ODJJ59klQCciYeHByIiIhAREYGsrCxMTExAJBKhoaEBNE2bdKRaKuQ0Gg2qqqoQFBSEnJycJSkA6+rqsGLFCrsJwJlwuVzExMQgJiYGBoMBEokEf/nLX/CnP/0Jvr6+8Pb2RkhICL766iuHNQw9//zz6OjowKuvvmpRE4darQaAOT0xySZMpVJZZ5FulhRL60rlxo2bReHp6YnrrrsOf/3rX9Hb24vDhw+Dz+fj+9//Po4ePQqBQMDMxXUGPDw8EB4ejqysLKxbt46xcWlpacGZM2dQX1+P0dFRGAyGWd9DrVajsrISwcHBSzYCSAQgW7pTPT09ERUVhQ8//BDt7e1MF/n4+DgyMjJw77334uDBg3YVTs3NzXjppZdQWFiIPXv2WPQakq4mPoLmIO4ObLJGcuM8LK2rlRs3bqyGp6cnCgsL0dnZiaysLBw7dgy5ubn4f//v/yE5ORnf+c538OGHH2JqasrRS7UIDoeD0NBQZGZm4uqrr0ZxcTH8/PzQ0dGBM2fOoLa2FsPDw9Dr9cxrVCoVKisrERYWhpycHFaMP7MnEomEdQLQGJ1Oh4ceegg0TaO1tRVDQ0P49NNPwePx8OMf/xh8Ph+7d++2y1oefvhh6PX6eY2kI6neiYkJzGbkQdLA5Llu3MwHt0WMG7vz9NNP4+DBg/N+3T//+U+sXr161sfJDdhtEWMf5HI5du7cCY1Gg88++4zpAqYoCnV1ddi3bx8++eQTdHZ24oYbbkBpaSm2bdtm1UYMe0DTNBQKBUZHRxmLEh6Ph7CwMPT19YHP5yMrK8upvpM1IAJw+fLliI6OdvRyLkOv1+O+++5DS0sLTp06dVmamqZp1NXVobm5GXfccYfN1xMaGgq5XH7Z1BRg2rJGrVYjMDAQAQEBSEhIwDfffIPe3l5mxvbAwADi4uIue+0DDzyAt956C/fddx/eeustW38NNy6GuybQjd0ZGhpCa2vrvF/nLCnGpcJtt90GDw8PHD9+3KQGkJgjCwQCPPfcc2hubsa+ffuwd+9e/OAHP8B1112HsrIybN++HTwej/XiicPhIDAwEIGBgUhLS4NCocDg4CA6OjpA0zSUSiUGBgYQGRnpELsRRyCVSlktAA0GAx566CE0Njbi9OnTZusUORwO8vPzkZ+fb9d1jY6Ozvq4XC6HXC5n0sCJiYmIjo7GyMgIzp07Z9YnkFhlrVq1yjaLduPSuCOBblwGdyTQvtTX1yM9Pd1imw1iH7Nv3z5UVFSgpqYGV199NUpLS7Fz505ERUWxXhAC05uRqqoqREdHIyEhgTExnpycREhICONFyOZ5xotBKpWitrYW2dnZiImJcfRyLsNgMOCHP/whzp07hzNnzpiNnrGN3bt3mzWLBqbTyK+//jo2btyIY8eOmTx2/vx5rF27FlwuF319fawU5G7Yjbsm0I0bNwsiNzd3XkKHw+EgPT0dP/3pT3Hp0iW0tbVh27Zt+Oijj5CRkYHNmzfjtddew8DAwKz1T45GLpejsrISsbGxSE9Ph5+fH5KSklBSUoJrrrkG0dHREIvF+Oqrr3Dx4kX09Pz/9u49KsoC/+P4exQQwUtyzQvXQZHaQnAhExMtqFWQATu5Ja1JmdsutrpmVmonT3hObLZWu65lVmtl0aaAKIsaouAFI2KIDbyRIpQCioADITDC/P7gML9IUFPgmYHv65zOiXmeoe9w4vjx+zzP93uGhoYGpcvuNqYeAFtbW1m6dCkHDhxg7969ZhEAr+f555/HysqKL7/8krVr1xp/N0pLS4273BcsWCABUNwU6QSKPkM6gebJYDDw448/kpSURFJSEtnZ2UycONE4uNrNzc0kOoR1dXXk5eXh4uKCp6fnNWtqbm7usL7O1tbW2CFUcp/xrTCHAPjCCy+wc+dOMjMzjUOUzcG1OoEAH3/8MTExMbS2tjJ69GicnJwoLCxEr9czceJEsrKyTHoskzBd0gkUQihKpVLh4uLC4sWLyczMpKysjHnz5rF37158fX2ZOnUqb7zxBsXFxYp1CHU6HXl5ebi6uqJWq68bSq2srBg9ejR+fn4EBwfj7u5OXV0dOTk5ZGdn8/3336PT6Uy24/lL1dXVFBQUMH78eJMNgKtWrWL79u1kZGSYVQC8EfPmzePgwYOEh4dz+fJljh49iqenJ6tXr+bQoUMSAMVNk06gMFvPPvssCQkJxq8vXrwI0GHrQ1BQECkpKYrUJ26NwWCgqqqKlJQUEhMT2bdvH97e3sYOoY+PT690CC9duoRWq8XDw8P4pObNah9iXFlZSVVVFVZWVsZNJsOHDzeJjucvVVdX8+233zJ+/PguV5cpyWAw8Oqrr/LRRx+xf/9+fHx8lC5JCLMhIVCYrfZLKNcSHBxMZmZm7xT0C2lpaaxbtw6tVktTUxPe3t7ExMQQGxvb7wYK3yqDwUBtbS07duwgMTGR9PR03N3d0Wg0REZG9tiQ5traWvLz81Gr1bi6unbr925paaG6uprKykouXLjQYbXdiBEjTCIQtgdAb29vk7y/zmAwEB8fz7vvvsu+ffu46667lC5JCLMiIVCIHhAfH89LL70EtC14HzJkCIWFhbS2thIREUFycrIEwVug0+lITU0lMTGR3bt3M3LkSCIiIoiKisLPz69bfrY1NTV8++23eHl54eLi0g1Vd621tZWamhpjIDQYDMZAaGdnp8j/KzU1NeTn55t0AHzzzTdZt24dGRkZ+Pn5KV2SEGZHQqAQ3ezIkSMEBQWhUqnYsmULjz32GAAFBQU89NBDVFZWsnbtWpYtW6ZwpX1DfX09u3btIjExkbS0NOzs7Jg1axZRUVEEBAQwcODAX/092ztg48aN6/WHjAwGAzU1NcbRMy0tLR32Gd/M5/m12gOgEp//RhgMBtavX098fDx79uwhMDBQ6ZKEMEsSAoXoZmFhYaSlpbFw4UI2btzY4dhnn31GdHQ09vb2lJeXY2lpqVCVfdPly5fZs2cPSUlJ7Ny5ExsbGyIiIoiMjOTee+/FwuL68/Hbn4I1hXvgDAYDOp3OuK2kubkZBwcHnJ2dsbe3v6HP82vV1tai1WpNOgC+9957rF69ml27djF58mSlSxLCbEkIFKIb6XQ6HB0daW5uJicn56oOhV6vx8HBAZ1Ox549e3jwwQcVqrTva2xsJCMjg6SkJFJSUhg4cKCxQzhlypROA3hRURGVlZUmOQbFYDBQV1dn7BBevnwZe3t7nJ2dcXBw6Ja/UJhDANy8eTMvvfQSqampTJ06VemShDBrclOSEN0oPz+f5uZmrK2t8ff3v+q4paUlAQEBAOTk5PR2ef2KtbU1YWFhfPDBB5SXl7NlyxYsLCx46qmnUKvV/PnPf2bPnj00NTUB8OmnnxIcHIydnZ3JBUBoG6UzbNgwvLy8mDx5Mvfccw/Dhg2jtLSUrKwstFotZ8+epbm5+aa+f/tDMGPHjjXZAPjpp5/y4osvkpKSIgFQiG4gu4OF6EbFxcVA287Pri7VeXp6kpGRYTxX9DxLS0tCQ0MJDQ1l/fr1HDp0iG3btvHss89SX1+Pj48PeXl5rFu3jgkTJihd7g1p32fs6elJQ0MD58+f5+zZsxw7dowRI0YYHyy5kX3G7QGwNx6CuRkGg4GtW7eydOlSEhMTmT59utIlCdEnSCdQiG5UU1MDtM0q7Er7sfZzRe+ysLBg2rRprF+/ntLSUv7617/yzTffcNttt7FixQqeeOIJkpOT+emnn5Qu9YbZ2Njg7u5OYGAgU6ZMwdHRkYqKCg4ePEhubi6lpaVcvny50/deunTJOAbHFAMgwPbt24mNjeXzzz/noYceUrocIfoMCYFCdKPGxkagbWNEV9o7M139oSx6T0JCAmvXriU1NZWKigr27t2Lh4cHq1evxt3dnblz5/LFF1+g0+mULvWGWVtb4+rqatxnPHLkSKqqqjh8+DBfffUVJSUlxoDbPgi7J+YgdpfU1FQWLlzIli1bCA8PV7ocIfoUuRwsRDeytrYGuOZ9We33oA0ePLhXahKd+/e//81f/vIXUlJSeOCBBwAIDAwkMDCQ+Ph4CgoKSExM5PXXX+eZZ54hJCQEjUZDWFiYyW73+KVBgwYxZswYxowZg16v58KFC1RWVnLq1Cmsra1pbGzEzc3NZDuAu3fvJiYmhg8//JCoqCilyxGiz5FOoBDd6EYu9d7IJWPRsxoaGnjjjTdITU01BsCfGzBgAH5+fqxZs4aioiLy8vIICAhg/fr1uLu7M3v2bDZv3kxVVZXZ7P+1tLRk1KhR+Pn54e/vT1NTE7a2tpSVlZGdnU1xcTGXLl0ymc+zb98+5s2bx8aNG5kzZ06P/XcMBgOHDh3i+eefZ9KkSdx2221YWVkxatQoHn74Yfbv33/N9x85cgSNRoOjoyODBw/mjjvuIC4uznhVQAhTJiNihOhGWVlZTJs2DWtra+rq6jp9OCQkJISMjAxeffVVXn75ZQWqFNC2tu3XDl42GAwUFxezbds2kpKSKCgo4L777kOj0RAREYGTk5PJdwh1Oh15eXl4enri5uZm3Gd8/vx5qqqqsLCwwMnJCWdnZ8U6ngcOHOCRRx7h7bffJiYmpkdryMjIICQkBGgL/15eXtja2lJcXEx9fT0Aq1atIi4u7qr3fvrppzzxxBO0tLQwevRonJycKCwsRK/XExAQQGZmJjY2Nj1WuxC3SjqBQnQjPz8/LC0taWxsRKvVXnVcr9eTm5sLwD333NPb5YmfuZnNGyqVinHjxrFixQpyc3M5ceIEM2bM4D//+Q/jxo1jxowZbNiwgbNnz5pMR+3n2gOgh4cHbm5uQNvPwdnZmbvuuovg4GDGjx/PlStX+Pbbbzlw4ADHjh2jurqa1tbWXqkxOzubOXPmsHbt2h4PgNAW7L28vNiwYQNVVVWcOHECrVbLxYsXjasf16xZQ2pqaof3nTlzhqeeeoqWlhZef/11fvjhB7RaLcXFxXh7e5Obm8vy5ct7tHYhbpV0AoXoZjNnzmTXrl3X3Rhy7ty5az5AIsyHwWDghx9+ICkpieTkZLKzs5k4cSIajYbIyEhcXV0V7xDW1dWRl5eHu7s77u7u1z2/fZ9x+3Bqg8GAo6Mjzs7OPbbP+OuvvyYyMpK4uDgWLVrUKz8znU6HjY1NlyOd2n+fIyIiSElJMb4eGxvLhg0bePDBB9mzZ0+H92RnZxMUFISlpSU//PADzs7OPfoZhLhZ0gkUoputXLkSlUrF+++/T0JCgvH1goICli5dCsDy5cslAPYhKpUKV1dXlixZQmZmJqWlpfzhD39g79693H333UydOpW///3vfP/994p0CNsDoJub2w0FQGi7NGpvb4+Pjw9Tp07F19cXCwsLjh07RlZWFoWFhcbdxt1Bq9USFRXFyy+/3GsBEGDYsGHXXL8XGhoKwMmTJ42vGQwGkpOTAXjqqaeues/kyZMZP348er2+Q3AUwtRICBSimwUFBREXF0draytz585FrVbj6+uLv78/lZWVhIWF8dxzzyldZqdKSkrYtGkTTz/9tPEPfZVKxZo1a5QuzWyoVCpGjRpFbGwse/fu5dy5czzzzDMcPnyY3/72t9x7773Ex8dz7NixXgmEPw+AHh4eN/U9VCoVI0aMwNvbmylTpuDv78+gQYM4efIkWVlZ/O9//6OiooIrV67c1Pf/7rvv0Gg0LF++nKVLlyreNf259gc8fv40f1lZGeXl5UDb73tn2l+XzUDClMmIGCF6wMqVK/H19eXNN98kLy+PiooK7rrrLmJiYli0aNFN3Y/WG95++23efvttpcvoM1QqFY6Ojjz99NMsWLCAmpoaduzYYRw94+npSUREBFFRUdx5553dfom1PQC6urredAD8JZVKxfDhwxk+fDheXl7U19dz/vx5Tp8+TVFREfb29jg5OeHo6HhD+4yPHj1KeHg4zz77LC+++KJJBcD2TSXQMey1b/sZNGgQo0aN6vS9np6eHc4VwhRJCBSih4SHh5vdcFsHBwfCw8MJDAwkICCA999/n8TERKXL6hNUKhV2dnbMnz+f+fPnc+nSJVJTU0lKSuL+++9n5MiRaDQaoqKimDBhwi0Hwvr6emMAbA8k3U2lUjF06FCGDh2KWq3mp59+4vz585SVlXH06FHs7OyM6+s6u/3hxIkThIeH8/TTT/PKK6+YVAAE2LRpE/n5+VhZWbFkyRLj6+1jnm677bYua5bNQMIcSAgUQhitWrWqw9eff/65QpX0fcOHDyc6Opro6Gjq6+tJS0sjKSmJmTNnYmdnR0REBJGRkQQEBPzqznF9fT3ffPMNLi4uPRYAO2Nra4uHhwceHh5cvnyZyspKzp07x/Hjxxk4cCAHDx7kscceY+zYsXz//feEh4cTHR3NmjVrTC4AarVaFi9eDLQ9HaxWq43HZDOQ6CvknkAhhFDYkCFDmDNnDp9//jkVFRW89dZb1NTU8PDDD+Pj48OyZcs4dOjQDT2E0d4BdHFx6RBcetvgwYM77DMeMGAAGRkZTJw4kd/85jfcd999TJ8+nbVr1/bIk8a3oqSkhPDwcBobG5k7dy7Lli3rcFw2A4m+wrR+84QQop+zsbEhMjKSTz75hPLycjZu3EhjY6Oxg7Z48WL279+PXq+/6r1arZZdu3YxevToXu0AXo+1tTXBwcFkZWWRlZXFpUuXGD58OFu3bsXX15fVq1fz3XffmcRsxYqKCkJDQykvLycsLIzNmzdf1aVsv9RbW1vbZc2yGUiYAwmBQghhoqytrQkLC+PDDz+koqKCTz75hAEDBvDkk0+iVquJjY3lyy+/pLm5mfz8fCIiIigqKkKtVpvc5VWA8vJynnjiCTQaDSUlJVy4cIGVK1dSVFTEpEmT8Pb25t1331WsvurqakJDQzl16hTBwcFs3bq104dbxo4dC7R1+86dO9fp9zp9+nSHc4UwRRIChRDCDFhaWhIaGsrGjRs5e/Ys27Ztw8bGhtjYWFxdXbn//vsJCAhg+fLlJhkA28cjTZo0iU2bNjFw4ECGDRvGo48+ytatW7lw4QJ/+9vfGDNmjCL11dfXM3PmTAoLCwkICGDnzp1dXsp1dXXl9ttvB+Dw4cOdntP+umwGEqZMQqAQQpgZCwsLpk2bxr/+9S/S09OxtLTk7rvv5vjx43h6ejJ//ny2b9/OTz/9pHSpAFRVVTFr1izuvvtuNm/e3OmDLjY2NkRFRSnyRH1TUxMajYacnBzuvPNOdu/ezdChQ7s8X6VSERUVBcAHH3xw1fHs7GyOHz+OpaUlERERPVa3ELdKQqAQQpipkydPEhISwsKFC/n6668pKSkhPT0dd3d3XnnlFdzd3YmOjuaLL76grq5OkRqrq6uZNWsWY8eOZcuWLdfczqGElpYWHn30Ufbt24darSY9PR07O7vrvu/555/HysqKL7/8krVr1xrvDSwtLeXJJ58EYMGCBcaOoRCmSHYHCyG6NH/+fD766CPi4uKuGh8jlFVcXMy0adN4/PHHiY+Pv+oScGtrKwUFBWzbto2kpCTOnDlDSEgIERERhIWFMXz48B6/bFxbW8usWbO4/fbbSUpKMo5NMSUJCQnMnTsXaLt/z8nJqdPzRo4caRwc3e7jjz8mJiaG1tZWRo8ejZOTE4WFhej1eiZOnEhWVha2trY9/hmEuFmm9VcyIYQQN+Srr74iOjq60wAIbbt//fz88PPzY82aNRQVFbFt2zbWr1/PokWLmD59OhqNhvDwcOzs7Lo9EOp0OmbPno29vT2JiYkmGQDh/0e5QFuw7mrDh5ub21WvzZs3Dy8vL1577TWys7M5evQonp6ePPbYY7zwwgvGUTJCmCrpBAohuiSdwL7HYDBw8uRJEhMTSUpKoqCggPvuu4/IyEhmzZqFk5PTLQfC+vp6Zs+ejZWVFampqdjY2HRT9UKI7iT3BAohRD+iUqnw9vZmxYoV5Obmcvz4cX73u9+RkJDAuHHjmDFjBu+88w5nz569qbl9DQ0NzJkzB5VKxY4dOyQACmHCJAQKIUQ/pVKpUKvVLF++nOzsbE6dOsXs2bNJSUnBx8eHkJAQ/vGPf1BaWnpDgbB9qHVTUxOpqakMGTKkFz6FEOJmyeVgIYTR4cOH0Wg0xq/r6+tpamrCxsamw8y0/Px8XFxclChR9AKDwUB5eTnJyckkJiZy8OBBfH190Wg0aDSaTodRNzU1ER0dzfnz50lPT5dNGUKYAQmBQgijzMxMpk+fft3zSkpKcHd37/mCfgWDwcDhw4dJSUnh4MGDHD9+nIaGBhwcHLj33nuND0OIX8dgMFBVVWUMhPv378fHxweNRkNkZCTe3t7o9XrmzZtHWVkZGRkZ2NvbK122EOIGSAgUQvQJGRkZhISEAG1Pxnp5eWFra0txcTH19fUArFq1iri4OCXLNGsGg4GamhpSUlJISkoiPT0dDw8PY1cwKysLR0dHhasUQtwouSdQCNEnGAwGvLy82LBhA1VVVZw4cQKtVsvFixd56aWXAFizZg2pqakKV2q+VCoVdnZ2xMTEsHPnTiorK1m6dCkNDQ3897//lQAohJmRTqAQok/Q6XTY2Nh0uZFi5syZ7Nq1i4iICFJSUnq5OiGEMD3SCRRC9AnDhg275kqy0NBQoG3VmhBCCAmBQoh+orGxEaDDU85CCNGfSQgUQvR5BoPBuPc1KChI4WqEEMI0SAgUQvR5mzZtIj8/HysrK5YsWaJ0OUIIYRIkBAoh+jStVsvixYuBtqeD1Wq1whUJIYRpkBAohOizSkpKCA8Pp7Gxkblz57Js2TKlSxLdJC0tjZCQEOzs7LC1tcXf359//vOftLa2Kl2aEGZDRsQIIfqkiooKpkyZwqlTpwgLCyM5ORlLS0ulyxLdID4+3jj70dPTkyFDhlBYWEhraysREREkJyczYID0OIS4HvktEUL0OdXV1YSGhnLq1CmCg4PZunWrBMA+4siRI6xYsYIBAwbw2WefcerUKQoKCtBqtTg7O7Njxw7WrVundJlCmAXpBAoh+pT6+npCQkLIyckhICCAjIwMhg4dqnRZopuEhYWRlpbGwoUL2bhxY4djn332GdHR0djb21NeXi7BX4jrkBAohOgzmpqamDlzJvv27ePOO+/kwIED2NnZKV2W6CY6nQ5HR0eam5vJyckhMDCww3G9Xo+DgwM6nY49e/bw4IMPKlSpEOZBLgcLIfqElpYWHn30Ufbt24darSY9PV0CYB+Tn59Pc3Mz1tbW+Pv7X3Xc0tKSgIAAAHJycnq7PCHMTtc7loQQwox88cUXbN++HYABAwbwyCOPdHreyJEjjYOjhXkpLi4GwNXVtcsVgZ6enmRkZBjPFUJ0TUKgEKJPaGpqMv57cXFxlyHAzc2tt0q6Kdu3b2fXrl188803nDt3josXL2JjY8Mdd9zB73//e/70pz9hZWWldJmKqKmpAWDEiBFdntN+rP1cIUTX5HKwEKJPmD9/PgaD4br/nDlzRulSr+mNN97gvffeo6ioiMGDB+Pr68uQIUM4cuQIS5YsYfLkydTW1ipdpiLa9z9fKwQPGjQIgMuXL/dKTUKYMwmBQghhQhYsWMD+/fupq6vj9OnT5Obm8uOPP3LkyBHGjBlDXl4eK1euVLpMRVhbWwPQ3Nzc5TntHeHBgwf3Sk1CmDMJgUIIYULmz5/PtGnTrhpvMmnSJOP8u/Z7H/ubG7nUeyOXjIUQbSQECiGEmRg/fjwADQ0NCleijLFjxwJQVlbGlStXOj3n9OnTHc4VQnRNQqAQQpiJI0eOAHQ6HqU/8PPzw9LSksbGRrRa7VXH9Xo9ubm5ANxzzz29XZ4QZkdCoBBCmLCWlhZ+/PFHNmzYwLJly7C1teW1115TuixFDBs2jJCQEAA++OCDq45v3boVnU6Hvb0906ZN6+XqhDA/EgKFEMIEvfXWW6hUKiwsLHBxcSE2NpYHHniAr7766qpNGf3JypUrUalUvP/++yQkJBhfLygoYOnSpQAsX768347REeLXkBAohBAmaPTo0QQFBREYGIizszMA+/fvJyEhgZaWFoWrU05QUBBxcXG0trYyd+5c1Go1vr6++Pv7U1lZSVhYGM8995zSZQphFmR3sBBCmIGcnBz++Mc/UlBQwDPPPMM777yjdEmKSk1N5c033yQvLw+9Xs/YsWOJiYlh0aJFDBw4UOnyhDALEgKFEMJMnDt3Dk9PT/R6PadPnzb57SdCCNMml4OFEMJMjBo1igkTJtDa2kpBQYHS5QghzJyEQCGEMCPt8/G6mpMnhBA3SkKgEEKYiTNnzhg7gL6+vgpXI4QwdxIChRDCROTl5fHKK68Yt1783O7du5kxYwZXrlxh5syZqNVqBSoUQvQl8mCIEEKYiMzMTKZPnw7A7bffzpgxY2hubqasrIza2loAAgICSEtLw8HBQcFKhRB9gYRAIYQwETU1NXzyySdkZGRQVFREZWUlzc3N2NvbM2HCBObMmcPjjz+OhYWF0qUKIfoACYFCCCGEEP2Q3BMohBBCCNEPSQgUQgghhOiHJAQKIYQQQvRDEgKFEEIIIfohCYFCCCGEEP2QhEAhhBBCiH5IQqAQQgghRD8kIVAIIYQQoh+SECiEEEII0Q9JCBRCCCGE6IckBAohhBBC9EMSAoUQQggh+iEJgUIIIYQQ/ZCEQCGEEEKIfkhCoBBCCCFEPyQhUAghhBCiH5IQKIQQQgjRD/0fZKa8y6MzLIIAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Zufallsdaten generieren:\n", - "x = np.random.normal(0, 1, 1000)\n", + "x = rng.normal(0, 1, 1000)\n", "\n", "ax.cla()\n", "ax.hist(x, bins=20)\n", - "# try histtype='stepfilled'\n", + "# try histtype='step'\n", "fig" ] }, @@ -792,11 +1125,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "x = np.linspace(0, 1) # gibt 50 Zahlen in gleichmäßigem Abstand von 0–1\n", "plt.plot(x, x**2);\n", @@ -813,9 +1157,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from mpl_toolkits.mplot3d import Axes3D\n", "\n", From 628ebf02386a4c7fe9b660dc8198f9c2c35395af Mon Sep 17 00:00:00 2001 From: Anno Knierim Date: Wed, 27 Sep 2023 16:39:49 +0200 Subject: [PATCH 2/2] Clear outputs --- python/matplotlib.ipynb | 478 ++++++---------------------------------- 1 file changed, 62 insertions(+), 416 deletions(-) diff --git a/python/matplotlib.ipynb b/python/matplotlib.ipynb index bdafb4c5..d4257a73 100644 --- a/python/matplotlib.ipynb +++ b/python/matplotlib.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "tags": [] }, @@ -43,7 +43,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "tags": [] }, @@ -67,20 +67,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "t = np.linspace(0, 2 * np.pi)\n", "\n", @@ -128,22 +106,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig2, ax2 = plt.subplots()\n", "ax2.plot(t, np.sin(t), \"r--\");" @@ -151,23 +118,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ax.cla()\n", "ax.plot(t, np.sin(t), \"go\")\n", @@ -197,21 +152,9 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ax.set_xlim(0, 2 * np.pi)\n", "ax.set_ylim(-1.2, 1.2)\n", @@ -250,21 +181,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "fig2" ] @@ -278,21 +197,9 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# https://imgs.xkcd.com/comics/convincing.png\n", "Image(filename=\"images/xkcd-convincing.png\")" @@ -300,23 +207,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { - "scrolled": true, "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "with plt.xkcd():\n", " fig, ax = plt.subplots()\n", @@ -340,22 +235,11 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ax.set(\n", " xlim=(0, 2 * np.pi),\n", @@ -422,23 +294,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ax.plot(t, np.sin(t), label=r\"$\\sin(t)$\")\n", "ax.legend()\n", @@ -474,23 +334,11 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ax.grid()\n", "# ax.grid(visible=None)\n", @@ -510,22 +358,11 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "x, y = np.genfromtxt(\"data/example_data_linear.txt\", unpack=True)\n", "\n", @@ -550,22 +387,11 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -595,22 +421,11 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -640,32 +455,11 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -696,23 +490,11 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = np.linspace(0, 1)\n", "\n", @@ -738,22 +520,11 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "x = np.linspace(0, 2 * np.pi)\n", "\n", @@ -777,21 +548,9 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# https://matplotlib.org/stable/_images/sphx_glr_tight_layout_guide_003.png\n", "Image(filename=\"images/tight_layout_guide.png\")" @@ -806,22 +565,11 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "x = np.linspace(0, 2 * np.pi)\n", "\n", @@ -846,22 +594,11 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "x = np.linspace(0, 10)\n", "\n", @@ -885,20 +622,9 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "x = np.linspace(0, 2 * np.pi, 10)\n", "\n", @@ -922,23 +648,11 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = np.linspace(0, 10)\n", "\n", @@ -960,20 +674,9 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# r = np.linspace(0, 10, 1000)\n", "r = np.linspace(0, 10, 50)\n", @@ -994,20 +697,9 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "x = np.linspace(0, 2 * np.pi)\n", "\n", @@ -1031,23 +723,11 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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+n1dfunyurpxfpTt+3qCdR7oVjkT1j7/ap/W7j+nvP7tEF0wtGffzA0CmM7935/q9mlycm5TnrKvI14neQR3rGdRAMEzZNwBHInTBcY529Z8qE2zs1PbmLg2GImf9mGmleQm9WAunlaTsL975U0r09J9dqv/zq336p9f2KRSJatfRbn3q//xGf/HxefrTj82R38etFwBYRSLR+G3U9IqCCf0QzKq2vEDbGjslSUc6+zV7clFSnhcAkonQBVsNBMPa3twVD1jbGjvV0n32BZd5Aa8urCmLBawyLa0r15TSvDSd2BDwefXVT5ynTyyo1h0/b9B7rT0KhqP64cvv65Vdrfr7zy7R3KritJ4JAJzseO9g/AdoySgtNJ3e10XoAuBEhC6kTTQaVWP7yYRhF7uOdCt0jpntMysLTt1i1ZVr/tRiBRxyk7SoplTP/n+X6h/W79W//Hq/IlGp4XCXPvmPv9HXrzpPt39ktnze5Pw0FwDcLNnj4k0M0wDgBoQupEzvYEjvNp0adrGtqVPtfUNn/ZiiXL+W1JVqWWzgxZLaMlUWJafuP1Vy/T7duXq+ceu1rkEHjvdpKBTRd5/fo5d3tuoHa5do1qRCu48JALZqbEvuEA2TdWx8E7u6ADgUoQtJEYlEtf94byxcxRYPt/YoepZLLI9HmldVpGV1p3qx5lYVufZmaNn0cj3/5Y/qBy+9p5/89gNFo9LmQx265h/e0F+unq8/+NDMM8bRA0C2SPbkQlMdN10AXIDQhXHpPDkUnyS4rbFD7zR1qmcgdNaPKSsIxPdhLZtepiV1ZSrJC6TpxOmRF/Dpf127QFcvnKKvr2tQY/tJDQQjuue5XXppZ6v+7qYLk1pWAwBukRC6krAY2TStzBq6uOkC4EyELpxTKBzRe6092moGrMZOHTjRd9aP8Xk9mj+lOD6ufdn0cs2sTN60KqdbMatCL/zFR3XfC3v0XxsOSZLeOtCm1Q+8obvXLNAtK+qy5msBANJpPV3lyQtdeQGfqopzdaxnkJsuAI5F6MIZjvUMxCcJbmvs0LuHu9QfPPvi4cnFuaqPlQguqyvT4tpSFeRk9/+9CnP9uvfTi7R60RTd+fi7au7sV99QWN96arte3Nmi79+4WFNL88/9RACQAczQNbk4V/k5yV3pUVuer2M9gzrOri4ADpXdr4ohSQqGI/rZpiZt/KBdWw91qLnz7D8pzPF5tbCmxNKLVaaasoktHs5kl86dpBe/8lF95xe79bPNTZKkN94/rqt+9Ib++rqFurG+hq8dgIzWPxTW8Z5BScnt5zLVVRRoa2xX1+GOfs2tYmw8AGchdGW5aDSqL/73Fq3ffWzEx9SU5at+RnmsH6tMC6aVKNfPTxHHojgvoO/fdKFWL5qiv3zyXbV2D6pnIKSvr2vQizuO6rufWayq4vTuGgOAdLFOFUxF6EocG3+S0AXAcQhdWW7d5sMJgSs/4NOFtaWWvVhlqiohDCTLFfOr9PJXPqZ7ntupp7Y1S5LW7z6mzT96Q39z/SJdd+FUbr0AZBzruPhUDBOyjo2nrwuAExG6slhzZ7/u/cWu+O//4ealWrN4qvwOWTycqUoLAvrR7y3V6kVTdPdT23Wid0idJ4P68mPb9OKOo7r3+kWO300GAGORqnHxJhYkA3A6Xl1nqWg0qr984l31DBpj3tdeVKvrl9YQuNLo6oVT9PJXP6Y1i6fG/+z57S26+oE39OKOFhtPBgDJlfrQxYJkAM7GK+ws9ejbjXpz7wlJ0tTSPH372gU2nyg7VRTm6J9uq9eDtyxTWYGxs+xE75D+9L+36Cs/3aauk0GbTwgAE9eU4tA1rSxPZmU2N10AnIjQlYWa2k/qb3+5O/77+268UKX5mbWk2G2uWzJNL3/1Mq26oDr+Z0+/c0Sf+NGv9dqekYecAIAbmDddOX6vqoqTXz6d6/epOjaMqJmbLgAOROjKMpFIVN94vEEnh4y9W7esmK6PnTfZ5lNBkqqK8/R//+Ai/f3aJSrOM9otj/UM6nP/vkl3Pt6g7gFuvQC4TzQajYeuuvJ8eb2pGRZk9nWd6B1S/9DZd0sCQLoRurLMf204pA0H2iUZo+DvXnOBzSeClcfj0Y0X1erlr16myyxh+OebD2v1j97Qb2IloQDgFsd7BjUYikhKTWmhyTpMo7mT2y4AzkLoyiIHT/Tpvhf2xH//dzddqKJcBlg60dTSfP3H55bre59ZrMIcYyfaka4B/f7DG/Xtp7erLzYABQCcLtVDNEwJwzTa6esC4CyErixhlhX2B42Si/9xyQxdOneSzafC2Xg8Ht2yYrpe/Mpl+tDsyvif//eGRl3zD29q44E2G08HAKNjDV2p2NF16rkTFyQDgJMQurLET377gTYd7JBk/KTxL6+Zb/OJMFp1FQV65PMr9b8/tVD5AePWq7H9pG7+vxv0N8/t0kCQ3gUAzmXHTRcTDAE4DaErC+w/3qsfvPRe/Pc/uOlCFVJW6Cper0f/88Mz9cJffFQXzyiXJEWjRpj+5D+8qa2NHTafEACGlxC6KtPT00XoAuA0hK4MF45E9fV1DfEm5s9dOlMrLaVqcJeZkwr1sz/5kO7+5AXK8Rv/+R440aeb/vl3uu+FPRoMcesFwFmsO7rqylMXuqaW5lt2dVFeCMBZCF0Z7qE3D2hbY6ckadakQt15NWWFbufzevTHl83W81/+iJbUlkqSIlHpX369X9c9+BttP9xl8wkB4BTzpmtSUU5Kqyxy/F5NKTF2dTVx0wXAYQhdGWxva4/+/pX3JUkej/TDtRcqPzYJD+43t6pYT3zxw/rG1ecr4DN+vPt+a68+/ePf6v5X3tdQ7HYTAOwyEAyrtXtQUmqHaJjMm7T2viGmvAJwFEJXhgqFI7pjXUP8hfcff3S2LppRYfOpkGx+n1d/dsVcPfvnH9GCqSWSjJLSf3x1rz79T7/VnpZum08IIJtZy/xmpCF0Je7q4rYLgHMQujLUv75xQO/GyszmTC7U1z5xns0nQipdMLVET//Zpfryx+fJ5zVuvXYd7dZ1D/5G//TaPoXC3HoBSL90TS40JQ7ToK8LgHMQujLQ7qPdemC9UVbo9Uh//9mlygtQVpjpcvxefe0T5+npL12q86qLJEnBcFQ/eOk93fgvb2nfsV6bTwgg2zS2pWdHl4mx8QCcitCVYYLhiO74eYOC4agk6U8/NkdL68rsPRTSanFtqZ77/z6iP/3YHMUuvdTQ1Kk1//imHnrzgMKRqL0HBJA1GttPBZ+03HRZFiRbpyYCgN0IXRnmn17bp11HjT6e86qL9Ber5tl8Itgh1+/TX14zX49/8cOaPalQkjQYiug7v9ytm//tLR080WfzCQFkg3Tt6DLVcdMFwKEIXRlkR3OX/s+v9kkyxor//dqlyvVTVpjN6qeX65df/qj+6NJZ8f01mw526Jp/eFP/8buDinDrBSCFzNumHJ9X1cV5Kf98U0rz4jf8hC4ATkLoyhCDobC+vq5BodiL6D+7Yq4Wx3Y4Ibvl5/j0V9ct0E//+BLVxUpv+oNh/fWzO/X7D2+k2RxASkSj0fhNV21FvrxmGkqhgM+rqaXG9zm+twFwEkJXhnjw1X3a09IjyZhk9+dXzLX5RHCalbMr9eJfXKbfv2R6/M9+t79Nqx94Uz99u1HRKLdeAJLnRO+Q+oNhSenp5zLVxCYYdpwMqpddXQAcgtCVARqaOvXPv94vSfJ7Pfr7tUuU4+dfLc5UmOvXdz69WP99+0pNKzVKfXoHQ/rLJ7frc/++SS1dAzafEECmaGw/1TuaztCV2NfFbRcAZ+CVucsNBMO6Y11DfCLdlz8+Twumldh8KjjdR+ZN0otfvUyfvbg2/mevv3dcV/3o13py62FuvQBMWLp3dJkSdnW109cFwBkIXS73o/Xvx/cvLa4p1Rcvn2PzieAWJXkB/d1NS/STP7xYVcW5kqTugZC+9vMGfeG/tuhYD7deAMavse1U4EnHji4TC5IBOBGhy8W2HOrQ/33jgCRjMtQP1y5RwMe/UozNlfOr9fJXL9Onl06L/9kru1p19Y/e0C/ePWLjyQC4mX03XYyNB+A8vEJ3qYFgWN9Y1yBz4vdXPjFP508ptvdQcK2yghw9cPMy/cvvX6TKwhxJRhP6nz+6TX/26Fa19w3ZfEIAbmNdTmzXTVcTN10AHILQ5VI/eOk9HYgtuF1aV6YvfHS2zSdCJli9aIpe/upl+uTiKfE/++W7R3XVj36tl3e22HgyAG5j3nRVFuaoKNefts87tTRPvth4em66ADgFocuF3v6gXT/57QeSpBy/UVbop6wQSVJZlKt/urVe/3jLMpUVBCQZo5+/8F9b9LWfvaOuk0GbTwjA6QaCYbV0G32h6bzlkiS/z6upsemshC4ATsErdZc5ORTSNx5vkDlc7htXna+5VUX2HgoZx+Px6FNLpunlr1ymVRdUxf/8yW3NuuqBX+u1947ZeDoATmcNO+ns5zKZJYZd/UF1D/CDIgD2I3S5zPdf2KNDbUbJxsUzyvVHH5ll84mQyapK8vR//+Bi/XDtEhXnGeVBrd2D+tz/26RvPv6uengxA2AYTTYN0TBZh2k0c9sFwAEIXS7yu/0n9B9vHZIk5QW8+sHaJfG6dSBVPB6PbrqoVi9/9TJ9dN6k+J//bHOT/uS/trDTC8AZ7JpcaEoYptHOMA0A9iN0uUTvYEh3Pv5u/PffXD1fsyYV2ngiZJuppfn6zz9aoe/esFiFOT5J0u/2t2nnkW6bTwbAaRptmlwY/5yMjQfgMIQul/je87vjf3GsmFWh//mhmfYeCFnJ4/Ho1pXTdfeaBfE/W7e5ycYTAXCihJuuSntvughdAJyA0OUCb+49rkc2NkqSCnJ8+uFNS+SlrBA2unbJVOUFjG8fzzQc0WAobPOJADiJWdIX8Hk0pSQv7Z+/tsJ600V5IQD7EbocrnsgqG9aygrv+uQFtvzUELAqyQto9UJjl1fnyaBe3c00QwCGaDQav+mqLS+wpfe4ujhXfnZ1AXAQQpfD/e0vdutIl7Hr5NK5lbptxXSbTwQYbrqoLv42JYYATG19Qzo5ZNx+29HPJcV2dZUZN2xN3HQBcABCl4O99t4x/Sz2YrYo16/v33ghZYVwjA/PqVRNmdE38ev3j+tYbBEqgOyWOLkw/yyPTC1zmEbPQEhd/ay3AGAvQpdDdZ0M6i+fOFVW+O01FyTsHQHs5vV6dGN9jSQpEjUWJwOA3Tu6TInDNLjtAmAvQpdD/e9f7FRr96Ak6bLzJuv3lted4yOA9Lvxotr42+s2N7GzC4Aa25wSuhgbD8A5CF0O9MquVj251bg1KM7z6/s3LpbHQ1khnGdGZaFWzKqQJO0/3qd3mjrtPRAA29m9o8vE2HgATkLocpiOviHd9eT2+O//6toFmlpqX008cC5rrbddWw7beBIATtDokPJCa+CzljwCgB0IXQ7z18/u1Ileo6zw4/OrdJPlBS3gRJ9cPFUFOT5J0nMNRzQQZGcXkM3MgFNRmKPivIBt5+CmC4CTELoc5IXtR/VswxFJUml+QN/9DGWFcL7CXL8+uXiqJGNK2Es7W2w+EQC7DIbCOhqbZGpnaaEkVRXnKeAzd3Vx0wXAXoQuh2jrHdS3n94R//3//tRCVZfk2XgiYPSsJYaPU2IIZK3mjn6Z83TsLC2UJJ/Xo2mxtRbGuRj0A8A+hC4HiEaj+l/P7FBb35Ak6aoF1bp+6TSbTwWM3opZFfEXWL/Zd0LNnZTyANnIKTu6TGaJYc9gSN39IZtPAyCbEboc4BfvHtXz242SrPKCgP72BsoK4S4ejyfefxiNSk9t5bYLyEZO2dFlqrOMjW+ixBCAjQhdNjvWM6D/9cypssJ7P71Ik4tzbTwRMD43XlQr82cFj285TCkPkIWcMi7exIJkAE5B6LJRNBrV3U/tUOfJoCRpzeKpuvZCygrhTjVl+frwnEpJ0sG2k9p0sMPmEwFIN6eMizexIBmAUxC6bPT0O816ZVerJGlSUY7u/fQim08ETMzai+rib6/b3GTjSQDYobHdCDZ+r8cROyYZGw/AKQhdNmntHtBfP7Mz/vvvfHqxKgpzbDwRMHFXL5yi4ly/JOmX24+qb5DGdSBbRKNRNbb1STLCjs9rf29y4k0X5YUA7EPoskE0GtVdT25X94DxgvT6pdO0etEUm08FTFx+jk/XLjF2dp0cCuuFHezsArJFe9+Q+oaM5ehO6OeSpKriXOX4jJc6Te3cdAGwT9JD1/PPP69Vq1apoqJChYWFqq+v14MPPqhIJDLu5/z5z3+u1atXq7q6Wrm5uaqpqdHq1av1k5/8JIknT591Ww7rV3uOSZImF+fqf39qoc0nApLnJkoMgazktH4uSfJ6PaqJlRge7jjJgB8Atklq6Lrvvvu0Zs0avfrqqyovL9fcuXPV0NCgL3/5y7rhhhvGHLwGBwd1/fXX6/d+7/f00ksvqaioSEuWLJHP59Mrr7yiH//4x8k8floc6ezXvc/tiv/+ezcsVlkBZYXIHPXTyzR7cqEkaeMH7Wpso6QHyAZODF3Sqb6uvqFwfHAVAKRb0kLXW2+9pW9961vyer169NFHtX//fjU0NGjr1q2qrq7Ws88+q/vvv39Mz/m5z31Ozz77rC677DLt2bNH+/fv19tvv63Gxka1tLTou9/9brKOnxbRaFTffOJd9cT6XG6sr9WqBdU2nwpILuvOLkl6nJ1dQFZw2o4uE8M0ADhB0kLXd77zHUWjUX3+85/XLbfcEv/zJUuWxMPWfffdp2BwdD9levHFF/XYY49p/vz5evHFF3X++ecnvH/y5Mm66qqrknX8tHjs7Sa9ufeEJKm6JFd/dd0Cm08EpMaN9bUye+if2HJYkQglPUCmc9qOLlMtC5IBOEBSQld3d7fWr18vSbr99tvPeP/atWtVUlKitrY2vfbaa6N6zgceeECS9O1vf1v5+faPnZ2opvaT+ttfnior/P6NF6o0P2DjiYDUqS7J02XnTZYkNXf2a8OBNptPBCDVEsoLK50UuliQDMB+SQld27Zt09DQkPLy8lRfX3/G+wOBgJYvXy5J2rhx4zmfr7+/X6+++qo8Ho/WrFmj119/Xbfffrs+/vGP68Ybb9QDDzygnp6eZBw9LSIRo6zQnOp08/I6XX5+lc2nAlLLWmK4bgslhkCmM6cDlhUEVJLnnB8qsiAZgBMkJXTt3btXkjR9+nT5/f5hHzN79uyEx55NQ0ODQqGQpk2bpu9///u64oor9JOf/ES/+tWv9OSTT+qrX/2q5s+fr3feeeeszzM4OKju7u6EX3Z4ZOMh/W6/8ZP+aaV5unvNBbacA0inVRdUx29zX9hxVN0DNLADmWooFNGRLiPQOKmfS5Lq6OkC4ABJCV0dHR2SpPLy8hEfY77PfOzZHD16VJJ07Ngx3Xfffbruuuu0Z88eDQ4O6u2331Z9fb2OHDmi66+/Xr29vSM+z/e+9z2VlpbGf9XV1Y342FQ51Nan7z6/J/77v7tpiYod9BNAIFXyAj5dv3SaJGkgGNHz7x61+UQAUqW5s1/mNHYn9XNJ0qSiXOX4jZc7lBcCsEtSQtfAwIAkKSdn5NHnubm5kozSwXPp6zM22geDQc2ePVtPPPGEzj//fOXk5Gj58uX65S9/qYKCAjU2Nur//b//N+Lz3HXXXerq6or/ampK786gSCSqb6x7V/1Bo6zwtpXT9ZF5k9J6BsBOlBgC2cGp4+IlY1dXbZlx29XU3s+uLgC2SEroysvLkyQNDQ2N+JjBwUFJGtVQDPP5JOlLX/qSAoHEm6EpU6bo5ptvlmRMORxJbm6uSkpKEn6l07//7qDePtguyWjk/dYnKStEdllcU6rzq4slSVsOdWj/8ZFvpgG4l5NDlyTVxs7UHwyrvW/k1yoAkCpJCV2jKR0cTQni6c8nSfPnzx/2MRdcYASYgwcPjvaYaXXgeK/+7qVTZYU/uGmJCnOH73cDMpXH49Hai0/ddj3BbReQkZy6o8vEri4AdktK6Jo3b54kqbGxUaFQaNjHHDhwIOGxZ2PdyWWWJZ7O/PNwODyms6ZDOBLV19c1aCAYkST94Ydn6kNzKm0+FWCP65fWyBdb2vXk1maF2dkFZJzGNkIXAJxNUkLXsmXLFAgENDAwoK1bt57x/mAwqE2bNkmSVq5cec7nq62tjQ+9MMPa6cw/r6mpGe+xU+bh3xzQ1sZOSdLMygLdufr8s38AkMEmF+fqitiKhJbuAb2597jNJwKQbGZ5oc/r0dTSvHM8Ov0Sx8YzTANA+iUldJWUlGjVqlWSpIcffviM969bt07d3d2qrKzU5ZdfPqrnXLt2rSTpP//zP89438DAgH72s59Jkq688spxnjo19h3r0Q9ffl+S5PFIP1i7RAU5lBUiu1lLDB+nxBDIKNFoNF5eWFOWL78vKS8tkso6Nr6J0AXABkn7znj33XfL4/HooYce0mOPPRb/84aGBn3ta1+TJN15550JEw4feOABzZw5Mz4Uw+ob3/iGioqK9Nvf/lZ/+7d/q0jEKNXr7+/Xn/7pn+ro0aMqLy/XF77whWT9I0xYKBzRHT9v0FDIOOvtl87S8pkVNp8KsN8V51epotD4b//lXa3qOsnOLiBTdJ4MqmfQaC1wYmmhxIJkAPZLWui69NJLde+99yoSiejWW2/VnDlztGTJEtXX16u1tVVr1qzRHXfckfAxnZ2dOnTokFpaWs54vilTpujRRx9VTk6Ovv3tb2vatGlasWKFpk6dqv/4j/9QQUGBfvrTn2ry5MnJ+keYsH9944AaDndJkmZPLtTXr6asEJCkHL9Xn15qlAIPhSJ6tqHZ5hMBSBbr5EKn7egyTSrKUW58VxehC0D6JbUG4O6779Zzzz2nK6+8Um1tbdq3b58WL16sBx54QM8884x8Pt+Ynu+6667T5s2bdfPNN8vj8eidd95RYWGh/uAP/kBbtmzRVVddlczjT8ielm49sN4oK/R6pB+uXaK8wNj+eYFMRokhkJmcPi5eMiapmsM0DnecZFcXgLRLerPRtddeq2uvvXZUj73nnnt0zz33nPUxixcvTihXdKJgOKKvr2tQMGx8E//CZXNUP/3co/GBbHLB1BItnFainUe61XC4S++39ui82A4vAO7lhtAlGSWG+4/3aSAYUVvfkCYVDT8dGQBSwXndri7049f2a0dztyRpXlWRvrLq3GPxgWy09qJTt13rNjfZeBIAyWLd0TWj0rmhq67CMkyjnWEaANKL0DVBO4906cFf7ZVkjMr9+89SVgiM5PqlNQr4jJ1dT207omA4YvOJAEyUG3q6JIZpALAXoWsChkLGtMJQbNnrly6fowtry+w9FOBg5YU5WnVBtSTpRO+gfv0eO7sAtzNDV2l+QKX5AZtPMzIWJAOwE6FrAh781V7taemRJM2fUqz/70rKCoFzsQ7UWLeFEkPAzYLhiI50GgHGyf1cEguSAdiL0DVO7x7u1I9f3y9J8sfKCnP8fDmBc7ls3mRNLjYa2F/dfUxtvYM2nwjAeB3p7Fes2MMFoYubLgD2ISWMw2AorDt+3qBw7G+a/+/KeVo4rdTmUwHu4Pd59Zllxs6uUCSqZ945YvOJAIyXW/q5JKmyMEf5sZ7rJm66AKQZoWscHli/V3uP9UqSFk4r0ZeumGPziQB3SSwxZGcX4FZuGRcvJe7qau7oZ1cXgLQidI3R1sYO/euvjbLCgM8oKwz4+DICYzG3qlhL68okSbuPdmvnkS57DwRgXNwUuqRTJYaDoYiOU9oMII1IC2MwEAzr6+sa4vXrX1l1nuZPKbH3UIBL3ZSws4vbLsCNGtvcFroYGw/AHoSuMfj7l9/TgeN9kqQltaX6k8tm23wiwL2uWzJNubHhM8+806yhEDu7ALcxb7p8Xo+mluXZfJpzY5gGALsQukZp08F2PfSbDyRJOX6vfrh2ifyUFQLjVpof0NULp0iSOk4G9as9rTafCMBYRKPR+E3XtLI8V5TaW4d9NLUzTANA+jj/O6QDnBwK6RvrGmT23N7xifM0r7rY3kMBGYASQ8C9uvqD6hkMSXJHaaHETRcA+xC6RuHvXnxPB2M/zaufXqbPf5SyQiAZLp07SVNLjZKk198/rmM9AzafCMBouW2IhsSCZAD2IXSdw4YDbfr33x2UJOXGygp9Xo+9hwIyhM/r0Y31xm1XOBLV09uabT4RgNFy044uU3lBQAU5xq6uZm66AKQRoess+gZD+sbjDfHf37l6vmZPLrLxREDmufG0EkN25wDu4MabLo/Ho7rYbdfhjn5FIny/AZAehK6z+N4Lu9XUbvwkbMXMCn3uwzPtPRCQgWZNKtTymeWSpL3HetVwmJ1dgBs0uTB0Saf6uobC7OoCkD6ErhH8Zu8J/feGRklSfsCnH6y9UF7KCoGUWHtRXfztx7c02XgSAKPlxpsu6fRhGvR1AUgPQtcwegaC+uYT78Z/f9cn52tGZaGNJwIy2ycvnKr8gNFn8ew7RzQQDNt8IgDnYoau4jy/SvMDNp9m9FiQDMAOhK5h/O0vd6u50/hG/KHZlfr9lTNsPhGQ2Ypy/bpmsbGzq3sgpJd3sbMLcLJgOKIjnca00ekVBfJ43FMJwth4AHYgdJ3m9feO6aebjPKmwhyf/u4mygqBdEgsMWRnF+BkRzsHFI4NoXBTaaHEgmQA9iB0WXT1B/WXT2yP//7uNQtcMwYXcLuVsypUV2H8BPrNvcd1tIufQANO5dZ+LombLgD2IHRZ/M1zu9TSbZRLfHTeJN2you4cHwEgWbyWnV3RqPTkVnZ2AU7lxh1dptL8gIpy/ZIYpAEgfQhdMet3teqJrUZJU3GuX9+/8UJX1agDmcAMXZK0bnMTO7sAh3LzTZfH44nfdjV3sqsLQHoQuiR1nhzSXU+dKiv8X9cu0LSy/LN8BIBUqKso0IfnVEqSDrad1JZDHTafCMBw3Lqjy2SGrmA4qmM97OoCkHqELkn3PLtTx2PfdK84f7LWXlx7jo8AkCo3XWS97WKgBuBE5k2X1yNX/pDSOja+iRJDAGmQ9aHrxR0tevqdI5Kkkjy/vvcZygoBO12zaGq83+IX7x7RyaGQzScCcDozdE0tzVeO330vJViQDCDd3PedMonaegd1t6Ws8J5PLdSU0jwbTwQgP8enay+cKknqGwrrxR0tNp8IgFXXyaC6+oOS3FlaKJ22ILmdCYYAUi+rQ9dfPbtTbX1DkqRVF1TrhmU1Np8IgESJIeBk1nK8GZVuDV2MjQeQXlkbun7x7hH98t2jkqSygoC++5lFlBUCDnHRjHLNnlQoSXrrQBsLTAEHcfO4eFOd9aark+8vAFIvK0PXiZ5B/a+nd8R//zfXL1JVMWWFgFN4PB7daLntMtc5ALCfm8fFm0oLAirOM3pHmygvBJAGWRm67v3lTnWcNOrRr1k0RdfF+kcAOMdn6mvkjV0+P77lMLt0AIfIhNAlnerrOtLZrzDfXwCkWFaGrld3H5ckVRbm6DufpqwQcKKppfn6yLzJkoyeiw0ftNl8IgCS+3d0mcy+rlAkqtbuAZtPAyDTZWXoMn3n04tUWZRr9zEAjGCtpcTw8S2UGAJOYN50Fef6VVYQsPk048cwDQDplLWh67ol03TNYsoKASf7xIJqlcT6Ll7Y3qLeQXZ2AXYKhSNqjgWUuooCV1eKJIyNZ1cXgBTLytBVWZijv/nUQruPAeAc8gI+fWrpNElSfzCsX757xOYTAdntaNeAQrH+JzeXFkpSneWmi2EaAFItK0PXX123QOWFOXYfA8AorL2oLv42JYaAvRL6uVy6o8vETReAdMrK0PXxC6rtPgKAUbqwtlTzqookSZsOduiDE302nwjIXocyYEeXqYaeLgBplJWhC4B7eDwerb3YOlCjycbTANktU8bFS1JpfiDeM8qCZACpRugC4HifXlYjX2xp15Nbm9mpA9gkk0KXdOq27mjngELhiM2nAZDJCF0AHK+qOE+Xn2fs7DraNaDf7jth84mA7GT2dHk8Uk1Z/jke7XzWXV0t7OoCkEKELgCuYC0xXMdADcAW5k3XtNJ85fjd/xIicZgGfV0AUsf93zEBZIUr51erPLaI9aWdLerqD9p8IiC7dPUH1XnS+O+ursL9t1wSC5IBpA+hC4Ar5Pi9un5pjSRpKBTRcw3s7ALSqSnD+rkkxsYDSB9CFwDXoMQQsE8mhi7rjR0LkgGkEqELgGssnFaqBVNLJEkNTZ3a29pj84mA7NGYQTu6TNZhINx0AUglQhcAV7npIuvOLm67gHTJtHHxklScF1BZrFeUni4AqUToAuAqn15Wo4AvtrNrWzO7dYA0ycTQJZ0aptHSza4uAKlD6ALgKhWFOfr4/GpJ0vGeQb2x97jNJwKyg9nTVZjjU0Vhjs2nSZ7aMiNAhiNRHe1iVxeA1CB0AXAda4nhus2UGAKpFo5E4+V3dRUF8ng8Np8oeRKGadDXBSBFCF0AXOfy8ydrUlGuJGn97la19w3ZfCIgsx3t6lcoEpWUWaWFEguSAaQHoQuA6/h9Xn2m3tjZFQxH9ew7zTafCMhsmdrPJbEgGUB6ELoAuFJCiSFTDIGUStjRVZlpoYsFyQBSj9AFwJXOqy7WktpSSdLOI93adaTb5hMBmSsTd3SZuOkCkA6ELgCuddPFdfG32dkFpE5j+6kwkmnlhYW5/vg0xsPt3HQBSA1CFwDX+tSF05TjN76NPf1Os4ZC7NgBUsG86fJ4Em+GMoV1VxffRwCkAqELgGuVFgR01QJjZ1d735B+teeYzScCMpPZ0zW1JE+5fp/Np0k+M3RFolILu7oApAChC4CrraXEEEipnoFgfC1DpvVzmRimASDVCF0AXO0jcydpSkmeJOm1947peM+gzScCMktTBvdzmeoYpgEgxQhdAFzN5/XEd3aFI1E9vY2dXUAyZfKOLpP1pquJmy4AKUDoAuB61p1dj285rGg0auNpgMySyTu6TIyNB5BqhC4Arjd7cpEumlEuSXqvtUfbm7tsPhGQOTJ5R5epJiF0cdMFIPkIXQAywlrLbde6zQzUAJIlG8oLC3L8qjR3dXHTBSAFCF0AMsKaC6cqL2B8S3vmnWYNBMM2nwjIDGZ5YUGOLx5MMlFtLFCyqwtAKhC6AGSE4ryArlk0VZLUPRDS+t2tNp8IcL9wJBq/+ZleUSCPx2PziVLH7OuKRqUjndx2AUguQheAjEGJIZBcLd0DGgobtz6Z2s9lYpgGgFQidAHIGJfMrlRNmfHC6c29x9XSNWDziQB3a2zL/H4uEwuSAaQSoQtAxvB6PboxdtsViUpPbuO2C5iIpiwYomHipgtAKhG6AGQUa4nh45vZ2QVMRDZMLjTVcdMFIIUIXQAySl1FgS6ZXSFJOnCiT1sbO2w+EeBe2bCjy2S96WripgtAkhG6AGScmy6qi7/9+BZKDIHxsoYuayjJRHkBnyYV5UripgtA8hG6AGScTy6eosIcnyTpuYaj6h9iZxcwHmZP15SSPOUFfDafJvXMYNnaPajBEN83ACQPoQtAxinI8WvNhcbOrt7BkF7cedTmEwHu0zsYUlvfkKTM7+cyWW/zjnQy/RRA8hC6AGQkSgyBiWnKon4uk/Wf0/rPDwATRegCkJGWzyzXzErjBdTv9rfRowGMUTZNLjQxNh5AqhC6AGQkj8ejm2Lj46NR6YktzTafCHCXhB1dlZk9RMPEgmQAqULoApCxPlNfK4/HePvxrU2KRNjZBYwWN13cdAFIHkIXgIw1rSxfH5k7SZLU1N6vtw+223wiwD2yaUeXqabMGrq46QKQPIQuABnNLDGUpHWbGagBjJYZuvICXk2O7a/KdHkBn6qKjX9WFiQDSCZCF4CMdvXCKSrO80uSXthxVH2DIZtPBDhfJBLV4XYjdEyvKJDHrNPNAmaJ4fGeQQ0E2dUFIDkIXQAyWl7Ap+uWTJMknRwK65fb2dkFnEtrz4CGwhFJ2dPPZbIO02ju5LYLQHIQugBkvLWWEsPHKTEEzqmxLfv6uUwM0wCQCoQuABlvaV2Z5kwulCS9fbBdB0/02XwiwNmycXKhyRoyGaYBIFkIXQAynsfj0dqL6+K/f2Irt13A2TRlceiy3nQ1tXPTBSA5CF0AssJnltXIG5sF8MSWwwqzswsYkfWma0ZltoUubroAJB+hC0BWqCrJ08fOmyxJOtI1oLf2t9l8IsC5rKHLGkKywbSyvPjb9HQBSBZCF4CsYS0xXLelycaTAM7WGCurqy7JVV7AZ/Np0ivX71N1ibGri9AFIFkIXQCyxscvqFJZQUCS9OKOFnX1B20+EeA8J4dCOtE7KCn7+rlMdbHbvRO97OoCkByELgBZI9fv06eX1kiSBkMR/fJddnYBp7MOj8i2cfGmxLHx9HUBmLikh67nn39eq1atUkVFhQoLC1VfX68HH3xQkUhkTM9zzz33yOPxnPXXnj17kn18ABnuJsvOLkoMgTNl87h4k7WPrYkSQwBJ4E/mk91333266667JEmzZ89WUVGRGhoa9OUvf1nr16/XU089Ja93bDmvrq5O06dPH/Z9BQXZ+ZcBgPFbOK1E86cUa09Lj7Y1dmrfsR7NrSq2+1iAYxC6WJAMIPmSdtP11ltv6Vvf+pa8Xq8effRR7d+/Xw0NDdq6dauqq6v17LPP6v777x/z8/7RH/2RfvOb3wz7a6QwBgAjOX1n1+Nbmm08DeA82byjy8TYeADJlrTQ9Z3vfEfRaFSf//zndcstt8T/fMmSJfGwdd999ykYpHEdgL0+vXSa/LGlXU9uPaxQeGzlz0AmO9TWF387W0NXXQU3XQCSKymhq7u7W+vXr5ck3X777We8f+3atSopKVFbW5tee+21ZHxKABi3yqJcXTm/SpJ0rGdQb+49YfOJAOcwywtz/V5NLs61+TT2mFqaL09smfrhdm66AExcUkLXtm3bNDQ0pLy8PNXX15/x/kAgoOXLl0uSNm7cOKbnfu2117R27VpdeeWVuummm/R3f/d3amlpScaxAWSxxBLDwzaeBHCOSCQaHxwxvaJAHjN5ZJkcv1dTSowlydx0AUiGpISuvXv3SpKmT58uv3/42RyzZ89OeOxovfHGG3r88cf12muv6YknntA3v/lNzZ49W//+7/9+zo8dHBxUd3d3wi8AkKTLz5+sSUU5kqRXdrWq8+SQzScC7HesZ1BDIaPcNltLC03mMI22viGdHArZfBoAbpeU0NXR0SFJKi8vH/Ex5vvMx57L1KlT9a1vfUubNm1SW1ubTp48qd/+9re65ppr1N/frz/6oz/Sc889d9bn+N73vqfS0tL4r7q6urM+HkD2CPi88Z1dQ+GInnnniM0nAuxnnVyYrTu6TNZhGs3cdgGYoKSEroGBAUlSTk7OiI/JzTXqwvv7R/eN60/+5E/0t3/7t7r44otVUVGh/Px8ffjDH9Yvf/lL3XDDDYpGo/rqV7+qaDQ64nPcdddd6urqiv9qamInD4BTbrr41M4uSgwBxsVb1TE2HkASJSV05eUZdc9DQyOX5wwODkqS8vPzR3zMaHg8Ht13332SpP379+vdd98d8bG5ubkqKSlJ+AUApvlTSrS4plSStL25S3taKEFGdiN0nZK4IJlhGgAmJimhazSlg6MpQRyt8847TxUVFZKkffv2Tfj5AGSvtZbbrnWbue1CdkvY0VWZ7aGLmy4AyZOU0DVv3jxJUmNjo0Kh4ZtNDxw4kPDYiQoEApI04ucDgNH41JJpyvEZ3wqf3tasIDu7kMUSerrKsz10sSAZQPIkJXQtW7ZMgUBAAwMD2rp16xnvDwaD2rRpkyRp5cqVE/58J06c0LFjxyRJtbW153g0AIysrCBHn1hQLcmYUvbanmM2nwiwjxm6JhfnKj/HZ/Np7DW1LE9ec1cXN10AJigpoaukpESrVq2SJD388MNnvH/dunXq7u5WZWWlLr/88gl/vvvvv1/RaFSlpaXx/V8AMF7WgRrrGKiBLNU/FNbxHqP/Otv7uSRjwunUUqPEsIkFyQAmKCmhS5LuvvtueTwePfTQQ3rsscfif97Q0KCvfe1rkqQ777wzYcLhAw88oJkzZ+rmm29OeK6dO3fqS1/6knbu3Jnw5wMDA/rud7+r73//+5Kkb37zm2edmAgAo3HZvMmqLjEmrL6255hO9A7afCIg/azDIghdhppYX1fHyaB6B2lnADB+SQtdl156qe69915FIhHdeuutmjNnjpYsWaL6+nq1trZqzZo1uuOOOxI+prOzU4cOHVJLS0vCnweDQf3zP/+zFi1apKqqKl188cW6+OKLVVlZqbvvvluRSES33367/vIv/zJZxweQxXxej25YZtx2hSJRPb2t2eYTAenX2MaOrtNZh2mwqwvARCQtdEnGbddzzz2nK6+8Um1tbdq3b58WL16sBx54QM8884x8vtHVh8+cOVP33nuvrrnmGhUVFem9997T9u3bVVFRoZtuukkvvviiHnroIXk8nmQeH0AWW3vazq6z7QAEMhHj4s/EMA0AyeJP9hNee+21uvbaa0f12HvuuUf33HPPGX9eVlamb3/720k+GQCMbM7kItVPL9PWxk7taenRjuZuLa4ttftYQNoQus7EgmQAyZLUmy4AcLObLqqLv/34liYbTwKkXxOh6wwJC5IZpgFgAghdABBz7ZKpygsY3xafaTiiwVDY5hMB6WPedOX4vaoqzrX5NM7AgmQAyULoAoCYkryAVi+cIknqPBnU+l3s7EJ2iEaj8dBVV54vr5eeaUmaWponX+xrcbiTmy4g0/zbG/vT9rkIXQBgQYkhstHxnkENhiKSKC208vu8mlKSJ4mbLiDTHOsZ0I9fI3QBgC0+PKdSNWVGSdGv3z+u1u4Bm08EpB5DNEZWV2F8P+g8GVTPQNDm0wBIlse3HFYokr5JxYQuALDwej26sb5GkhSJSk9uZWcXMl9C6KostPEkzpM4Np7bLicbDIV18EQfKz9wTpFIVD99O73VLIQuADjNjRdZd3Y18Rc4Mh43XSNjmIY7hMIRXf9/fqvLf/i6fvLbg3YfBw73u/1tCd/30oHQBQCnmVFZqBWzKiRJ+4/3aVtTp70HAlKM0DUyFiS7Q8PhLu1p6ZEk/fPr+zQU61EEhvPY241p/5yELgAYxlrLbde6zYdtPAmQetYdVGYPEwzcdLnDhgNt8bdP9A7plV2tNp4GTna8Z1Av7WyRJFUWBtL2eQldADCMTy6eqoIcnyTpFw1HNBBkZxcyl3nTNakoVwU5fptP4yx1Fdx0ucHGD9oTfv/IxkM2nQRO98TWUwM0rl9We45HJw+hCwCGUZjr1ycXT5Uk9QyG4j8VAzLNQDCs1u5BSdJ0brnOUF2cK39sV1dTOzddThQMR7TlYGLo+t3+Nu0/3mvTieBUxgCNU6WF5uCsdCB0AcAIKDFENrDe3tDPdSa/z6upZeauLm66nGhHc5f6hoxqhLzAqZe2j21Mf98OnG3DgTYdbDP+O750bqVmpHFaK6ELAEawYlZF/EXob/efUHMnP+VG5mGIxrnVlhlfl+6BkLr62dXlNNbSwj+/Yq5y/MbL28e3HqY0HAke23RqTPzNy6en9XMTugBgBB6PRzfFbruiUenJLdx2IfMcarMO0SB0Dcc6TKOZYRqOs9EyRGP1oilaEysN7zwZ1As7jtp1LDhMW++gXtphtApUFOboqoXVaf38hC4AOIsbL6qVx2jn0ONbD7OzCxmHm65zY5iGc4XCEW0+2CFJmlSUozmTi3TbylM3GI9soMQQhie3NmsobKwSuOmiWuX6fWn9/IQuADiLmrJ8fXhOpSTjRmBT7C93IFNYx8VPryR0Dcd609XETZej7DrarZ7BkCRp5axKeTweXTSjXOdVF0mSNh/q0Hux/V3IXtFoNGE3183L69J+BkIXAJzD2otOfXNet7npLI8E3Me86crxeVVdnGfzaZyJBcnOtfHAqX6ulbONpfYej0e3rZwR//NHGR+f9TZ+0K4DJ/okSZfMrtDsyUVpPwOhCwDO4eqFU1Sca+wu+uX2o+qL/VQVcLtoNBoPXbUV+fLGRqMjEQuSnWvjB6f6uVbOqoy/fUN9jfIDRvnYk1ubdXKI79vZzHrLdcuK9A7QMBG6AOAc8nN8unaJ0Zh9ciisF3awswuZ4XjvoAaCRo8D/Vwjqy7JU8BnBFJCl3OEI9H45MKKwhzNqzp1e1GSF9B1S07tWvxFAwM1slVH35Be2G78vV1eENDVC6fYcg5CFwCMwk2UGCIDNTFEY1R8Xo+mlRm3XZQXOsfuo93qGTBusFbMrDjjptZaYvgIJYZZ64mth+MDNG6sr1VeIL0DNEyELgAYhfrpZZo92ViiuPGDdjW28cIL7sfkwtEzSwx7BkLqOsmuLiew7ucy+7msLqwt1aKaEklSw+EubT/clbazwRmi0ah+at3NtSL9AzRMhC4AGAXrzi7JGB8PuF1j26lSOXZ0nZ25IFmSmrjtcgTrfi5rP5fJ4/Ho1hWWgRpvc9uVbTYf6tC+Y72SjNvQuVXFtp2F0AUAo3Rjfa3M6pUnthxWJMLOLrgbN12jxzANZ4lEonr7oHHTVZof0Pwpw7+Y/tTSaSqKDUJ65p0j6hngljKbPLbRMkBjpX23XBKhCwBGrbokT5edN1mS1NzZr7csP2UF3Mja08VN19mxINlZ3mvtUWeszHPFrDP7uUxFuX59etk0ScYgpKffOZK2M8JenSeH9IvtxgCV0vyArlk01dbzELoAYAwSSgy3UGIIdzNvuioLc+K3ARgeN13OklhaeGY/l5W1xPCRDYcUjVKlkA2e2tasoZAxQOMz9TW2DdAwEboAYAxWXVCt0vyAJOmFHUfVTakKXGogGFZL94AkbrlGgwXJzrLBshT5ktln9nNZLZhWomXTyyRJe1p6tK2pM4UngxNEo1FH7OayInQBwBjkBXy6fqlRqjIQjOiX77L7Be5kva2hn+vcqopz2dXlENHoqX6u4jy/Lphacs6PSRgfv6HxLI9EJtja2KH3W40BGhfPKNd51fYN0DARugBgjCgxRCZgR9fYeL0e1cR3dfVTomajvcd61d43JMmYSOcboZ/L6toLp6okzyih/cW7Rxj7n+Eee/vUmHgn3HJJhC4AGLPFNaU6P/ZTsy2HOrT/eK/NJwLGjsmFY2eWYfYOhtTVz4t2u2yw9HOdq7TQlBfw6cbYD8wGQxE9wdqPjNXVH9Qv3jUGppTk+bXmQnsHaJgIXQAwRh6PR2sv5rYL7tbI5MIxsw7TaGqnxNAuGw+cfSnySG5beerG45GNDNTIVM+806yBoDFA44Zl9g/QMBG6AGAcrl9aEy9peXLrYYXZ2QWXSbjpqiR0jQbDNOwXjUa18QPjpqso168Fo+jnMs2tKo5POtx/vE8bP2g/x0fAbaLRqB5N2M3ljNJCidAFAOMyuThXV5xfJUlq7R7Um3uP23wiYGzMnq6Az6MpJXk2n8YdGBtvv/3H+3Si1+jnunhmufy+sb2UvdXyItz64hyZ4Z2mTu1p6ZEkLZtepvlTRh/KU43QBQDjZC0xXEeJIVwkGo3Gb7rqygtGNYgAp4cubrrsMJ5+LqvVi6aoojBHkrH240TvYNLOBvs5bUy8FaELAMbpivOr4n95v7KzlWlYcI22viGdHApLop9rLOoSygu56bKDtSTwXEuRh5Pr98V/YBYMR+nJzSDdA0E912CscSnO9etahwzQMBG6AGCccvxefXppjSRpKBzRsw3NNp8IGB0mF47PpKJc5fiNl05N3HSlXTQa1cbYTVdBjk+LakrH9Ty3LE8sMYzQk5sRnnnniPqDxg+TPr2sRgU5fptPlIjQBQATQIkh3IgdXePj9XpUy64u23xwok/HeoxywItnVigwxn4u08xJhfrovEmSjB9A/Hb/iaSdEfaIRqN6bKNzSwslQhcATMgFU0u0cJrRqPvu4S69F2vgBZyssY1x8eNVE+vrOjkUVgclxWk10dJCq4Tx8RsYqOF225u7tOtotyRpSV2ZFkxzzgANE6ELACZo7UXWnV1NNp4EGB3KC8ePsfH22ZgwRGNioevjF1RrcnGuJOmV3a1q7R6Y0PPBXgkDNJbX2XiSkRG6AGCCrl9ao4DPmP721LZmBcMRm08EnF3iYuT8szwSp7N+vRimkT7Gfi7jpisv4NXimrIJPV/A59XNsRfn4UhUP9/ED8zcqncwpGfeOSJJKszx6bol02w+0fAIXQAwQeWFOVp1QbUk6UTvkH79Hju74GxmT1dFYY6K8wI2n8ZdrDdd1t44pFZj+0kd7TJuoy6eUREfaDIRN6+YLnNbwmNvN7Lk3qWefedIfBrr9ctqVJjrrAEaJkIXACRB4kANfmIK5xoMhXU0VkpFP9fYsSDZHhsPJK+fy1RTlh9fcn+ka0Cvv3csKc+L9LKWFt7qwAEaJkIXACTBZfMmx/sDXt19TG0s3IRDGVP3jLfp5xo7FiTbY8MHp/q5Vo5jKfJIbl2ZOD4e7rL9cJe2N3dJkhbXlI57jUA6ELoAIAn8Pq8+s8zY2RWKRPWLd4/afCJgeIlDNOjnGqvJRbnKjZW2cdOVPuZNV67fqyV1yXthffn5VZpWmidJ+tV7xwjSLvPYJmePibcidAFAknw6Frok6aWdLTaeBBgZO7omxuPxxG+72NWVHk3tJ9XcaQTc+unlyvX7kvbcPq8n/mI9GpV+xkAN1+gbDOnZ2ACNghyfPrXUmQM0TIQuAEiS+VOKNaPSeBG78YN2dfQN2Xwi4Ezs6Jo4c5hGfzCsNv47T7mE/VwTHBU/nM8ur5MvNlHjp5uamEDrEr9494h6B0OSpOuXTlORQwdomAhdAJAkHo9HVy+cIskYQbx+d6vNJwLOxI6uiWOYRnol7udKXj+XqbokT5+ITaA93jOoV/ne7QqPvn3qVvLm5c4uLZQIXQCQVGbokigxhDOZocvv9WhqKT1d48GC5PQyh2jk+L1aWleWks9x2yWnXrQ/wkANx9t5pEsNTZ2SpAVTS3RhrXMHaJgIXQCQRMvqylQVm2L4xt4T8dIHwAmi0Wi8p6u2PD9eUoWxYUFy+hzp7FdTu/E1XlpXprxA8vq5rC6dMyl+8/vm3hM6eKIvJZ8HyfFTyy3XLSuny+Nx/vcyQhcAJJHXe6rEcCgUYe8LHKW9b0h9sSWi9HONHzdd6bPRMir+kiTt5xqO1+tJGB9vnYoHZzk5FNLT25olSfkBn653+AANE6ELAJIsscSQ3gA4B/1cyWHt6TJvYZAaG/afGqKRin4uq7UX1SrgM25M1m0+rMFQOKWfD+Pzi3ePqidWRXLdkqkqyQvYfKLRIXQBQJKtnF2h0nzjL4Ff7W7VQJC/uOEMhK7kqCzMUV7A3NXFTVcqmTddAZ9Hy6aXp/RzVRblavWiqZKMW+EXd9CX60SPve2e3VxWhC4ASLKAz6tVsUlYfUNh/W7/CZtPBBjY0ZUcxq4u4+vHrq7Uaeka0MHYioMltWXKz0lNP5fVbZYSw0cZqOE4e1q6ta2xU5KxpiVVg1VSgdAFAClw9cLq+Nsv7aDEEM5gvemip2ti6mIlhoOhiE70sqsrFRL6uVJcWmhaOatCcyYXxj5/u/Yd60nL58XoWAdo3OqSARomQhcApMBl501WfmzK1iu7WxVi2SYcIKG8sJLQNRHWYRpNlBimxIYDqV2KPByPx6PbVs6I/57x8c7RPxTWk1sPS5LyAl5dv7TG5hONDaELAFIgL+DTFfMnSzJ6AzYd7LD5RMCpoQ9lBQHXNJ87FQuSU8+86fJ7PbpoRmr7uaxurK9Vrt94ifzElsP05TrE89uPqnvAGKCxZvG0eO+0WxC6ACBFWJQMJxkKRXSkywgH9HNNHGPjU+tYz4AOHDd2ZV1YW6qCHH/aPndpQUDXXmiMIe8eCOkX7x5N2+fGyKwDNG5dWWfjScaH0AUAKXLF/Kr4+OGXdrbQbA9bNXf2y/y/IP1cE8dNV2ptTCgtTE8/l9Vtl5waqPHIxkNp//xI9H5rjzYfMipGzqsuUn2KJ1mmAqELAFKkJC+gS+dOkiQd7RrQu4e7bD4Rshnj4pPLGlwJXclnHaKxMoVLkUeyrK5M86cUS5K2NXZq15HutJ8Bp5w+Jt5NAzRMhC4ASKHVlBjCIQhdyVVeEFBBbIT54XbKC5PNvOnyeT26eGb6Q5fH49Ftl5waqPHo29x22WUgGNaTW5slSbl+r25Y5q4BGiZCFwCk0KoF1fLGfiD34g5KDGEfdnQll7GryygxPNzZr0iE/7aT5UTvoPYe65UkLaopVVFu+vq5rD69dFo8WD+1tVm9gyFbzpHtXtzRoq7+oCRpzeKpKivIsflE40PoAoAUmlSUG/8p7YETfdoXeyEBpFtjG6Er2cxhGkOhiE70Dtp8mszx9gen+rkusaG00FScF9D1S42BGn1DYT37zhHbzpLNHrWWFlqWV7sNoQsAUsxaYvjiDkoMYQ+zvNDv9WhqaZ7Np8kMdZZhGk30dSXNxgOWfq407ecaya0rrDu7DlGtkGb7jvXGQ/jcqiJdnMbVAclG6AKAFLtqYXX87Zd2EbqQftFoNF5eWFOeL7+Pv/6TgbHxqbEx9iLb65Et/VxWi2tLtaS2VJK080g3A5HS7KeWW66bl9e5coCGie+6AJBiteUFWlxj/KW9o7k7obcGSIfOk0H1xPpRKC1MHsbGJ19735D2tPRIkhZOK3XEEu9bVzI+3g4DwbCe2HpYkpTj8+rG+lqbTzQxhC4ASIPVi5hiCPtYJxeyoyt5uOlKPms/lx2j4odz3ZJpKo4N83iu4Wh8qANS66WdLeo4aXytr1k8ReWF7hygYSJ0AUAaXG0pMXx5Z6uNJ0E2Ylx8anDTlXwJ+7lsWIo8nIIcvz5Tb4wp7w+G9fS2ZptPlB1O383ldoQuAEiDuVXFmjO5UJK06VC7jvcw6QzpQ+hKjbKCQHycOaErOTbE9nN5PNIKm/u5rG5dyUCNdDpwvDf+/4XZkwodc+s5EYQuAEgTs8QwGpVe2cVtF9KHHV2pYd3V1dzBrq6J6joZ1J6WbknSBVNKVFpgfz+X6fwpxfHJee+39mrzoQ6bT5TZfrapKf72LSumu3qAhonQBQBpcvVC+rpgD3q6UscMXUPhiI5xgz0hbx9sl3mBZPeo+OHcdsmpErdHNzae5ZGYiMFQWOu2WAZoXOTuARomQhcApMnimlJNi+1H+t3+EzRjI20OxRYjl+YHVJrvnNuDTMAwjeTZYNnPdYlD+rmsrlk0VWWx27dfbj+q9r4hm0+UmV7Z1Rr/2l69aIoqXD5Aw0ToAoA08Xg8ujpWYhgMR/XanmM2nwjZYCgU0dEuo9+I0sLkY5hG8liHaDipn8uUF/DpptjY8qFQRE/EbmOQXAkDNJbX2XiS5CJ0AUAarabEEGl2pLNfZqsRoSv5uOlKju6BoHYdMfq55k8pdux48FssO7sefbuRgRpJdvBEn367zwjfMysLHHnjOV6ELgBIo4tnVqgy9mLi9feOq38obPOJkOno50otbrqSY/PB9vgPB5z8QnvO5CJ9eI5xvg9O9Omt/W3n+AiMxU8tAzRuXjFdXq/7B2iYCF0AkEY+r0efWGDs7OoPhvXG3uM2nwiZjnHxqVVnuelq4qZr3Mzx4JJzliKP5FbLbdcjDNRImqFQRI9vMUJXwOfRTRkyQMNE6AKANDP7uiTppR2UGCK1GBefWiX5fhWzq2vCNlqGaKxweOi6asEUTSoyKhZe2tnC3sUkWb+7VSd6jQEaxtc41+YTJRehCwDS7MNzKuMLVdfvblUwHLH5RMhk3HSllsfjUU2sxPBIZ7/C7Ooas56BoHbE+rnmVRWp0uEvtnP8Xn32YmPAQygS1c83N53jIzAaCQM0Vkw/yyPdidAFAGmW6/fpyvlVkqTugVDCmGQg2czQ5fN6NLUsz+bTZCazVy4YjupYz4DNp3GfzYc64mHVyf1cVsbCXuPtx95uZDH2BDW1n9Sbe09IMn44ZPbNZRJCFwDYYLWlxPBFSgyRItFoVI2xHV3TyvIU8PHXfiowTGNiNlr7uRy4FHk4dRUFumzeZEnGv3P6cyfmp5tO3XLdvKIuowZomPjuCwA2+Nh5k5XjN74Fv7yrlZ+SIiW6+oPqGQxJorQwlaxj4609dBidhP1cDu/nsrqNgRpJEQxH9PPNxs4zvzfzBmiYCF0AYIPCXH/8p6THewa1ranD5hMhE9HPlR7cdI1f32BI2w93SZLmTC5UVbF7SmCvnF+lKSXGeV/d3RpfQo6xeXX3sfgwklUXVLvq/wNjQegCAJtQYohUY0dXeiSGLm66xmLLoQ6FYjf9K13Sz2Xy+7z6veXGQI1IVPrp2wzUGI+EARorM2+AhonQBQA2WXVBlXyxuvWXdrYqGqXEEMnFTVd6WMsLuekaG2tpodP3cw3n5hV1MtuPfrapSSGm0Y5JU/vJeD9cTVm+Pjp3ks0nSh1CFwDYpKwgR5fEmsYb209q99Eem0+ETMOOrvQozQ+oJM9YA8GC5LGxDtFwy+RCq6ml+fr4BcbC+5buAf1qzzGbT+QuP9/cJPPnjbdk6AANE6ELAGy0eqGlxHAnJYZILm660se87TraOcBtxyj1D4XVcLhTkjRrUqGqS9zZy3MrAzXGJRSOxHec+bwerY3tPstUhC4AsNFVltD1En1dSDIzdBXn+VWaH7D5NJnN7OsKRaJqjQ0FwNltbexQMBzr53JhaaHpsnmT4//+39h7nAmWo/Tae8fV2m38t/Lx+VWuDd2jRegCABtVl+Rp2fQySdJ7rT364ESfvQdCxgiGIzrSaSzqnV5RII8nc8t2nMA6qOQwL7pHZaNlMbxb9nMNx+f16JYVxm1XNJo4GAIjy5YBGiZCFwDYzFpi+BIlhkiSo50DCsemwlFamHqMjR+7DR9YliLPcl8/l9Xai2vlj/Uj/Xxzk4ZClJieTXNnv15/z+h/qynLj69QyWRJD13PP/+8Vq1apYqKChUWFqq+vl4PPvigIpGJ/5/voYceksfjkcfj0ec///kknBYA7Hf1QkbHI/no50qvhAXJDNM4p4FgWO80dkoy/v85rSz/7B/gcFXFefHv5Sd6h/TKrlabT+RsP9/UpNjPhPTZi+vik3wzWVJD13333ac1a9bo1VdfVXl5uebOnauGhgZ9+ctf1g033DCh4HX8+HF985vfTOJpAcAZZk4q1PwpxZKkd5o61dI1YPOJkAkSQlcloSvVuOkam22NnRqKDRxxcz+X1W0JAzUO2XgSZ7MO0PB6pM8ur7X5ROmRtND11ltv6Vvf+pa8Xq8effRR7d+/Xw0NDdq6dauqq6v17LPP6v777x/383/1q19VZ2en1qxZk6wjA4BjWG+7Xt7FbRcmjpuu9GJB8thY93O5cVT8cD40p1KzJhVKkn63v037j/fafCJn+vX7x3U09sPFK+dXaWqpu285Rytpoes73/mOotGoPv/5z+uWW26J//mSJUviYeu+++5TMBgc83OvX79ejzzyiP7kT/5EF198cbKODACOsXoRJYZILnZ0pVdxXkBlBcaESG66zm1DhgzRsPJ4PLp1xanbrscYHz+shAEaKzJ/gIYpKaGru7tb69evlyTdfvvtZ7x/7dq1KikpUVtbm1577bUxPffAwIC++MUvqqqqSt/97neTcVwAcJz5U4rjL4w3ftCujr4hm08EtzNvurweub5fxi3M266jXezqOpvBUFjbYv1cNWX5Cf1wbnfjRbXK8Rsvrx/felgDwbDNJ3KWlq5TC6SnlubpY+dl/gANU1JC17Zt2zQ0NKS8vDzV19ef8f5AIKDly5dLkjZu3Dim5/7Od76jffv26Qc/+IHKysqScVwAcByPxxO/7QpHolq/myZsTIwZuqaV5SvgY1hxOtSWGeEhHInGy6dwpoamLg3Gpvtlyi2XqaIwR5+MfS/vPBnUCzuO2nwiZ/n55sQBGv4s+t6UlH/SvXv3SpKmT58uv98/7GNmz56d8NjR2L17t37wgx/oox/9qP7gD/5gzOcaHBxUd3d3wi8AcKqrGR2PJOk6GVRXv1HOT2lh+jBMY3SspYWZ0s9lddslM+JvP7KBEkNTOBLVzzZZB2jU2Xyi9EpK6Oro6JAklZeXj/gY833mY88lGo3qT/7kTxSJRPTjH/94XOf63ve+p9LS0vivurrs+pcLwF2W1ZWpqjhXkvTG3hPqGwzZfCK4lXVkOaErfRimMToJQzRcvp9rOBfPKNd51UWSpM2HOvReS4/NJ3KGN/YeV3On8cOIj503WTVZVvaclNA1MGBcoefk5Iz4mNxc44VEf//ofvLz8MMP680339RXvvIVLVq0aFznuuuuu9TV1RX/1dTUNK7nAYB08Ho9umphtSRpKBTR6+8dt/lEcCvr5MI6QlfaWL/W3HQNbygU0ZZDxg/gp5bmqa4i8154nz5Q41HGx0tKHCySTQM0TEkJXXl5eZKkoaGRG78HBwclSfn55/6Py9zJVVtbq7/+678e97lyc3NVUlKS8AsAnGz1wqnxt1+kxBDjxLh4e1gHQhC6hre9uVMDQaOf65LZlfJ4MnMp7g31tcoLGC+zn9zarJND2V250No9oFdjAzSqinN15fwqm0+UfkkJXaMpHRxNCaLpzjvvVHt7u370ox+pqKgoGUcEAFdYObtCpfnG2OnX9hzTYIjJVxi7Q22ELjvUWMoLmygvHNaGA+3xtzNlKfJwSvMD+tSSaZKknsGQftGQ3QM11m1uUjg2QeP3lmfXAA1TUv6J582bJ0lqbGxUKDR8kj9w4EDCY89m27ZtkqQ///M/15QpUxJ+/fCHP5QkPfroo/E/A4BMEfB59fELjJ8A9g6G9Lt9bef4COBM7OiyR1GuX+WxXV3N3HQNK3E/V+b1c1ndttIyUCOLSwwjkah+Ghug4fEYUwuzUVJC17JlyxQIBDQwMKCtW7ee8f5gMKhNmzZJklauXDnq521tbT3jV19fnySjN8z8MwDIJKsXsigZE2OWFxbn+uMLe5EeZonh0a5+BdnVlSAYPtXPVV2Sq5mVmf0DgQtrS7VwmtHa0nC4Szuau2w+kT1+s+9EvNz2snmTs7bPNCmhq6SkRKtWrZJkDMA43bp169Td3a3Kykpdfvnl53y+d955R9FodNhfZo/X7bffHv8zAMgkl503WfkBnyTpld2tLFnFmITCkfiEsLqKgoztmXEqczBEJGosgsUp25u7dHLIKJleOStz+7lMHo/ntNuu7Bwf/9jb2T1Aw5S0gsq7775bHo9HDz30kB577LH4nzc0NOhrX/uaJKNXyzrh8IEHHtDMmTN18803J+sYAOB6eQGfLj9/siSpvW9Imw+NbtUGIElHuwbivROUFqafdZgGfV2JNlr7uTJsKfJIPrV0mopyjR22z7zTrJ6BoM0nSq9jPQN6ZZdRlTa5ODdePp+Nkha6Lr30Ut17772KRCK69dZbNWfOHC1ZskT19fVqbW3VmjVrdMcddyR8TGdnpw4dOqSWFspnAMBq9SJKDDE+CZMLM7x8y4kSdnW109dlZd3PtTID93MNpyjXr+uXGgM1Tg6F9fQ7R2w+UXo9vuWwQrEfAn324loFsnCAhimp/+R33323nnvuOV155ZVqa2vTvn37tHjxYj3wwAN65pln5PP5kvnpACBjXTG/SgGfUXrz8s4WSqkxauzoshcLkocXCke0+aBxaz+pKFdzJhfafKL0SSgx3HAoa76fRyJR/fTtUztyf+/i7C0tlJIcuiTp2muv1auvvqrOzk719fXpnXfe0V/8xV8MG7juueceRaNRvf7666N+fvNjHnrooSSeGgCcpSQvoA/PmSRJOtI1oO1Z2oCNsWNHl73Y1TW8nUe61TtoTLheObsi4/u5rBZMK9Gy6WWSpD0tPdrW1GnredLld/vb4t+PPjpvUtbfvGfvHR8AOBwlhhgPQpe9Em+6CF0ma2nhJRm8n2skt1oGSDyyITsGajBAIxGhCwAc6hMLqmX+MPjFnYQujI65o8vjkWrK8s/xaCRbQY5flYXG0DAGaZxiHaJxSYbv5xrOtRdOU0meMVDjF+8eUdfJzB6ocaJ3UC/vMv7emlSUo1UXVNt8IvsRugDAoSYV5Wr5TOMnwgeO92nfsR6bTwQ3MG+6ppXmK8fPX/N2MG+7WroHNBRi5UM4EtXbHxihq7IwR3Orimw+Ufrl5/h040W1kqTBUERPbD1s84lS64kthxUMG71rN11Ux/ciEboAwNGuZlEyxqCrP6jO2E/QzX1RSD+zrysaNZYkZ7vdR7vVE+vnWjEru/q5rG5baSkx3Ji5AzWi0WhCaeHNy+tsPI1zELoAwMGuXniqJIMSQ5xLE/1cjlBbQV+X1YYD1lHx2dfPZZpbVawVsX/+/cf7tPGD9nN8hDu9daBNB9uM70WXzq3UzEnZM6nybAhdAOBgteUFWlxTKkna0dyd8KIaOB2hyxkSJxjy36w1XFwyJ/v6uayst12PbszMgRqPWcbEM0DjFEIXADic9bbr5V2tNp4ETseOLmewTjBsyvIFyRFLP1dZQUDnVRXbfCJ7rV40RRWxQSsv7DiqE72DNp8oudp6B/VSrBS+ojBHn1jAAA0ToQsAHM46Ov4l+rpwFoyLd4Y6FiTH7WnpUVe/0We4YmaFvN7s7Ocy5fp9WhsbqBEMR/X4lswaqPHk1mYNhY3hMTddVKtc/5l7erMVoQsAHG5uVbHmTDZq4jcdatfxnsz6ySiSh9DlDDVlLEg2JeznysJR8cOxltw9urFRkUhmDNRggMbZEboAwAXMKYbRqLR+NyWGGJ7Z01WY44uXMCH98nN8mlSUK4nQlTBEY3b2DtGwmjmpUB+dN0mS8YOS3+4/YfOJkmPjB+06cKJPknTJ7ArNnpx9qwHOhtAFAC5gLTFkdDyGE45E4y/w6yoKsnYst1OYfV2tPQMaDIVtPo09rP1cJXl+zZ9SYvOJnONWy23XIxsyY6DGTy23XAzQOBOhCwBcYHFNqaaV5kmSfrf/hLoHgjafCE5ztKtfoViZ0oxKSgvtZoauaFQ60jlg82nssfdYrzpie+NWzKqUL8v7uaxWLajW5GLjNvSV3a1q7Xb3/0c6+ob0fOwHguUFgYQdkzAQugDABTwej66O3XYFw1G9tueYzSeC09DP5SyMjU8sLbyE0sIEAZ833vMUjkT1801N5/gIZ3tyW7OGQsYAjRvra5UXYIDG6QhdAOAS1p8cUmKI07Gjy1lqy1mQbB2isXIWQzRO93vL62RWAT/2dqPCLh2occYADUoLh0XoAgCXWD6zQpWx4Qivv3dcA8Hs7BPB8NjR5SzWfwfZeNMVjZ7q5yrO9WvBNPq5TldbXqArzq+SJB3pGtDr77mzgmHzoQ7tO9YryVgLMLeKARrDIXQBgEv4vJ74osn+YFhvvH/c5hPBSRotS3i56bJftt907T/eqxO9Q5Kk5bMq6OcawW0rE8fHu9FjlnPfspIx8SMhdAGAiySUGO6kxBCnmDddHo9UY3nBD3vUlJ36d2At/cwWbx1oj7+9chb9XCO5/Pyq+JCkX713zHW3op0nh/SL7UclSaX5AV2zaKrNJ3IuQhcAuMiH51aqKNcvSVq/q1XBcMTmE8EpzBf2U0vylOunid1ueQFffDpdNt50bUzYz0U/10h8Xk+8ByoalX7msoEaT1kGaHymvoYBGmdB6AIAF8n1+3TlfKMHoHsglDAdDNmrZyCo9j6jlIt+LucwSwyP9QxmVQ9mNBrVxlg/V2GOT4vo5zqr31teFy+//NmmJtf8MC0ajeqnb58KiezmOjtCFwC4jLXE8CVKDCHGxTtVnWVs/JHO7LntOnCiT8d7BiVJF8+skN/Hy82zqS7J06oLjB+mHesZ1Ku7W20+0ehsbezUe609kqSLZ5TrvOpim0/kbPxXAAAuc/n5k5XjN759v7SzVRGXjhlG8jAu3pmydZjGRms/F/u5RuW2lTPibz/ikoEa1jHx3HKdG6ELAFymMNevy+ZNliQd7xnUtqYOm08EuyXcdFUSupzCuiC5yWUDEibCup/rEvq5RuUjcyfFf2Dy5t4TOniiz+YTnV1Xf1C/ePeIJKkkz681FzJA41wIXQDgQlcvrI6//dJOd5SiIHXY0eVM2XjTFY1G4zddBTk+La4ptflE7uD1enSrZXz8Y5ucfdv1zDvNGggavWc3LGOAxmgQugDAhVZdUB1vvH5xR4uiUUoMsxk7upwpcUFydoSuQ20n1dI9IEm6aEa5AvRzjdpNF9Uq4DO+r6/bfFiDIWcOX4lGowk7xW5ZSWnhaPBfAgC4UHlhji6J9Uo0tp/U7qM9Np8IdjJ7ugpyfKoszLH5NDBNK8uLv+22/UvjZS0tZD/X2EwqytXq2J6r9r4hvbjDmYOS3mnq1J4W4++cZdPLNH8K0ylHg9AFAC61mimGkBSOROMv6KdXFMjj8dh8Iphy/T5Vl2TXri7rEA36ucbuNsut0aMOHajBAI3xIXQBgEt9YgGhC1JL94CCYaO8lH4u5zGHaRzPgl1d0Wg0vjswL+DVhbVl9h7IhVbOqtCcyYWSpI0ftGvfMWdVMfQMBPVcw1FJUnGuX9cyQGPUCF0A4FJTSvO0bHqZJGlPS48+cPi0K6RGYxvj4p0sm4ZpHO7o15Euo5+rfnp5fLUFRs/j8ehWB4+Pf+adI+qP/fDg08tqVJDjt/lE7sF/DQDgYpQYgh1dzmZdkJzpfV3mLZdEaeFE3Fhfo9xYYH1iy2HH3JCeMUCD0sIxIXQBgItdTejKeo2ELkfLppuuDdalyAzRGLeygpz43qvugZB+8e5Rm09k2N7cpV1HuyVJS+rKtGAaAzTGgtAFAC42c1Kh5k8pliRta+xUS6y0B9mDHV3Olk0Lks3JhTl+r5bUldl7GJe7LaHE8JCNJzklYYDG8jobT+JOhC4AcDnrbdfLu7jtyjbW0GW9VYEzZMtNV3Nnf/yfb1ldGctyJ6h+elnCD9R2Hem29Ty9gyE9884RSVJhjk/XLZlm63nciNAFAC5HiWF2M3u6ppTk8ULXgaaW5cmc4p/JoWsj/VxJ5fF4EsfHv23vbdez7xzRySGjt+z6ZTUqzGWAxlgRugDA5S6YWhzv5dlwoF0dfUM2nwjp0jsYUlvs3zf9XM6U6/dpSomxJLk5g8sLrUM0Vs6mnysZjOmAxg9SntrarN7BkG1nsZYW3soAjXEhdAGAy3k8Hq1eZNx2hSNRrd/davOJkC5N9HO5gllieKJ3SP1DzphEl2wbPzCGaOT4vKqfXm7zaTJDcV5A1y81yvj6hsJ6Nlbel247mru0vblLkrS4plSLakptOYfbEboAIAMklhgSurIFkwvdoTbDx8Yf7erXodi+uKX0cyXVrSsSB2pEo9G0nyFhgAa3XONG6AKADLCsrkxVxbmSpDf2HlefjWUoSJ+EHV2VDNFwqkwfprHROiqe0sKkWlxbqgtrjZulnUe69e7hrrR+/j7LAI2CHJ8+tZQBGuNF6AKADOD1enTVwmpJ0lAootffO27ziZAO3HS5Q2LoyrybLnNUvCStnMUQjWSzDtRI9/j4X7x7JN5Ldv3SaSpigMa4EboAIEOsXjg1/jZTDLNDYugqtPEkOJu6hPLCzL3pCvg8qp9RZu9hMtB1S6apOBZ2nms4qq7+YNo+96NvN8XfprRwYghdAJAhVs6uUGl+QJL0qz3HNBjKzIZ9nGKGrvyAT5OKcmw+DUZSm8Gh61j3gA6c6JMkXVhbpoIcbkKSrSDHrxvqayRJ/cGwnt7WnJbPu/NIlxqaOiVJC6aWaDEDNCaE0AUAGSLg8+rjF1RJMkaJ/25f2zk+Am4WiUR1uN14AT+9okAecxkUHGdKaZ68sX89TRlWXrjhA0s/1yz6uVLl1tNKDNMxUOOn1luuldP5HjNBhC4AyCCrLVMMX9xBiWEma+0Z0FA4Iolx8U6X4/fGd3Vl2k3XxoT9XPRzpcr8KSW6eIYxiv/91l5tOdSR0s93cigUv1HLD/jio+sxfoQuAMggl503Wfmxcc2v7G5VOJL+8cJIj8Y2hmi4iVli2N43lFHTRc39XD6vJx4KkBqJt12NZ3nkxP3y3aPqif3/9LolU1WSF0jp58sGhC4AyCB5AZ8uP3+yJOPF3aaD7ef4CLhV4hANxsU7Xa3l31FzZ2bcdh3vGdS+Y72SjKW5hUy2S6lPLp6qsgIj/Pxy+1G19w2l7HOxmyv5CF0AkGFWL6LEMBsk7ujipsvpMnFB8tsfsJ8rnfICPt1UXyvJWA3yxJbDKfk8e1q6tbWxU5I0f0qxltaVpeTzZBtCFwBkmCvmVyngMxqeX97ZkpaGa6QfO7rcxbqrq6k9M266rPu5LqGfKy1usZQYPvp2Y0q+v1sHaNzKAI2kIXQBQIYpyQvow3MmSZKOdA1oe3OXzSdCKlhDl/UWBc6UiQuSzf1cXo/o50qTOZOL9KFYwP3gRJ/e2p/cKbX9Q2E9udW4QcsLeHX90pqkPn82I3QBQAaixDDzmaGruiRXebHhKXCuTFuQ3N43pPdaeyRJi2pKVcyghbS57ZLUDdR4fvtRdQ8YAzTWLJ4W3/2IiSN0AUAG+sSCapkVIS/tJHRlmr7BkE70Gk30lBa6w9TSPPliy7oyIXS9TWmhba5aMCW+DP2lnS063jOYtOe2DtC4dWVd0p4XhC4AyEiTinK1fIbR2L7/eJ/2Heux+URIJuuCXXZ0uYPfZ93V5f7ywg0HWIpslxy/V2svNgJRKBLVzzc3neMjRuf91h5tju3/Oq+6SPXTKRlNJkIXAGSoqykxzFjs6HIns6+r42RQvS7f1bUhthTZ45EunknoSrdblk+PVzM89najIknYyWgdoHHLCgZoJBuhCwAy1NULq+Nvv7Sz1caTINmYXOhOmTI2vvPkqX6uBVNL6PuxwfTKAl02z9jJeLijX2/sPT6h5xsIhvVEbIBGrt+rG5YxQCPZCF0AkKFqywu0qKZEkrS9ucvVL/KQqInQ5Up1lgXJh108Nv7tD9plTiqnn8s+t65M3kCNF3e0qKs/KElas3iqygpyJvR8OBOhCwAy2OqFp0oMue3KHNx0uVOm3HTRz+UMH59fpeqSXEnSq7tbdbRr/EH+UcsADesuMCQPoQsAMph1dPxL9HVlDDN05fq9mlyca/NpMFqJu7rce9NlLkX2eKQVhC7b+H1e3bzcCEiRqPSzTeMbqLHvWK/e/sAI0nOriti5liKELgDIYHOrijV7cqEkadOh9qSOFoY9IpGommIv2KdXFNDs7iLW0NXk0puurv6gdh3tliTNn1JCGZrNbl5Rp9gmAv307SaFwpExP8dPLbdcNy+v43tKihC6ACDDmSWG0ai0fjclhm53rGdQQyHjhRWlhe4ypcT9u7o2HzzVz0Vpof2mlubryvnG0KSW7gH9as+xMX28dYBGjs+rG+trk35GGAhdAJDhVjM6PqNY+7nY0eUufp9X08rMXV3uDF3mqHhJumQ2ocsJbrtk/AM1XtrZoo6TxgCNaxZPUXkhN5epQugCgAy3uKZU00qNF3q/239C3QNBm0+EiWCIhrvVlhn/zrr6g678b3HjB6eGaKyYxeRCJ7hs3mTVlBmlq2/sPZ4w3fRcTt/NhdQhdAFAhvN4PLoqVmIYDEf12hjLT+AshC53Sxim4bKx8T0DQe1o7pIknV9drApuRRzB5/XEx8dHo8ay5NE4cLxXb8VuLmdPKqRcNMUIXQCQBSgxzBwJO7oqCV1u4+ax8ZsPdihi9nNRWugoay+ulT/WL/jzzU3xvs+zsU47vGXFdAZopBihCwCywPKZFaqM/VT69feOayAYtvlEGK+Enq5yQpfbuHls/IYPTvVzraS00FGqivN01UJjoMaJ3iG9suvsQ5MGQ2Gt22IZoHERAzRSjdAFAFnA5/Vo1QXGX8j9wbDeeP+4zSfCeJmha3JxrvJzfDafBmNlHX7ittC10boUmZsux7lt5Yz4249sPHTWx76yq1XtfUOSpKsXTaFUNA0IXQCQJRJKDHdSYuhG/UPh+K41+rncKfGmyz3lhX2DIW2P9XPNrSrSpCKWcjvNh2ZXatYkYy/j7/a36cDx3hEfa+37umV5XcrPBkIXAGSND8+tVFGuX5L06u5jCo5jiSbsZV2oS+hyp+qSvHjvTZOLbro2H+pQONbQxcAFZ/J6PbrVMoFwpIEaB0/06bf7jFLRmZUFumQ2paLpQOgCgCyR6/fpivlVkoxx1dZSIbhDYxs7utzO5/VoWmy8t5tuujYm7OfiRbpT3XhRrXJ8xsv7dVsOD9u/+1PLAI2bV0yX18sAjXQgdAFAFlm90FpieNTGk2A8rEM0ZhC6XKuuwghdPQMhdfW7Y1eXdT8X/VzOVVGYo08uNr7Pd54M6oUdid/nh0IRPb7FCF0Bn0c3MUAjbQhdAJBFLj9/snL8xrf+l3e2KmLOf4YrNDIuPiOYC5Ild9x2nRwKqaGpU5Kxz6mqOM/eA+GsbrvEMlBjQ2KJ4au7W3Wi1xigcdWCKfTmpRGhCwCySGGuX5fNmyRJOtYzqG2xF1JwhyYWI2cEt42N33qoUyGzn4tbLse7eEa55lUVSTJ68d5r6Ym/71HrAA1L/xdSj9AFAFnmakuJ4UtMMXQV86Yr1+/VZH5C7Vq1FadClzVIO9XGD+jnchOPx6PbVp4KVI/Gxsc3tZ/Um3tPSDJ+aPPhOfy7TCdCFwBkmVUXVMsXa5x+cUeLolFKDN0gGo3GQ1ddRQHN7y5WW+6uXV0bDrAU2W1uqK9VXsB4mf/k1madHArpp5tO3XLdvKKO7yFpRugCgCxTXpijS2IlQo3tJ7XHUnoC5zreM6jBkDHmn9JCd6tzUegaCIbV0GTs55pRWaAppfRzuUFpfkDXXThNktQzGNJT25r1882HJUl+LwM07EDoAoAsZC0xfHEHJYZu0Eg/V8aoKs5VwGfcMjh9kMbWxg4NxXb6XcItl6tYB2p87/k98cXqqy6oZhiKDQhdAJCFrlpAX5fbWEMXO7rczev1qCa2q6u5o9/RJb7WfX4M0XCXJbWlWjitRJLUOxiK//ktKxmgYQdCFwBkoSmleVo2vUyStKelRwdP9Nl7IJwTN12Zxezr6hl09q6uhH4uhmi4isfj0a2nBayasnx9dO4km06U3QhdAJClmGLoLo1thK5M4oax8QPBcHytRG15fvx2Du5x/dIaFeb44r+/hQEatiF0AUCWSujrInQ5XmJ5IS9+3c5aIurUvq6Gpk4NxYa3MCrenYpy/fHbruJcv9ZeXGfzibKX3+4DAADsMWtSoeZPKdaelh5ta+xUS9cAk8kczAxdk4pyVZDDX99u54abrg3Wfq5Z9HO51TdXz9eCaSU6v7pE1SV8j7cLN10AkMWustx2vbKL2y6n6h8K61hs8th0brkyghtCF0uRM4Pf59UNy2q1IDZUA/YgdAFAFltNiaErWMvP6OfKDNYFyU3tzisvHApFtLWxQ5IxfMEaEgGMHaELALLYBVOL4y/iNxxoV0ffkM0nwnCYXJh5JhflKsdvvAxz4k3Xu4c7NRA0+rlWzqqQx8PwBWAiCF0AkMU8Ho9WLzJuu8KRqF7dc8zmE2E47OjKPF6vR7WxaYCHO046bldX4qh4+rmAiSJ0AUCWu3phdfztF3dQYuhE3HRlpppYyV7fUFidJ521q2vjB6eGaNDPBUwcoQsAstyyunJNLs6VJL2x97j6BkM2nwins/b8TK8kdGUKa1+Xk0oMg+GINh80+rmmlOQR9IEkIHQBQJbzej3x266hUES/fv+4zSfC6cybrhyfV9XFjHzOFNbhFE0O2tX17uEu9QfDkozSQvq5gIkjdAEAEhclU2LoKNFoNB66aivy5fXyAjhTJI6Nd07oso6KXzmL0kIgGQhdAABdMrtSJXnGwt1f7TmmwVDY5hPBdLx3MD5FjjKvzGIdiuKk8sKNB6z9XAzRAJIh6aHr+eef16pVq1RRUaHCwkLV19frwQcfVCQSGdPzvPbaa/ryl7+sD33oQ6qpqVFubq6Ki4t10UUX6d5771VPT0+yjw4AWSvg82rVAqPEsHcwpN/tbzvHRyBdmhiikbGcuCA5FI5o80EjdE0uztWsSYU2nwjIDEkNXffdd5/WrFmjV199VeXl5Zo7d64aGhr05S9/WTfccMOYgtfDDz+sBx98UJs3b5bf79eFF16oyspKbdu2TX/1V3+lJUuWqLGxMZnHB4CsZi0xfIkSQ8dgcmHmmlyUq9zYri6nLEjecaRbfUOxfi72cwFJk7TQ9dZbb+lb3/qWvF6vHn30Ue3fv18NDQ3aunWrqqur9eyzz+r+++8f9fPdcMMNeuGFF9Td3a1Dhw5p06ZNOnjwoHbs2KELL7xQH3zwgb74xS8m6/gAkPUumzdZ+QGfJOnlXa0KR5y1NyhbNbadugFhR1dm8Xg88bHxhzv6HbGra6NlPxej4oHkSVro+s53vqNoNKrPf/7zuuWWW+J/vmTJknjYuu+++xQMjm4PxY033qjVq1crPz8/4c8XLFighx56SJL00ksvaWBgIEn/BACQ3fJzfLr8/MmSpPa+IW062H6Oj0A6cNOV2epiY+P7g2G19w3ZfJrT93PRzwUkS1JCV3d3t9avXy9Juv322894/9q1a1VSUqK2tja99tprE/588+fPlySFw2ENDg5O+PkAAIaEEsOdlBg6gbXsjJuuzOOkvq5wJKpNsdA1qShHcyYX2XoeIJMkJXRt27ZNQ0NDysvLU319/RnvDwQCWr58uSRp48aNE/58b731liRp9uzZKi0tnfDzAQAMV8yvUsBn9HC8tKPFEeVO2c686aoszFFRrt/m0yDZnLQgedeRbvXElqOvnFVJPxeQREkJXXv37pUkTZ8+XX7/8H8hzJ49O+GxYxWNRtXS0qJHHnlEf/iHfyi/33/OHrHBwUF1d3cn/AIAjKw0P6APz5kkSTrSNaDtzV02nyi7DQTDauk2yui55cpMTlqQnLCfi9JCIKmSEro6OjokSeXl5SM+xnyf+djRevrpp+XxeOT1ejV16lT9/u//vs477zy9/vrruv7668/6sd/73vdUWloa/1VXVzemzw0A2Wj1IkoMncJ68zGjktCViZy0IHnDAZYiA6mSlNBlDrPIyckZ8TG5ubmSpP7+sV2dV1ZW6tJLL9Ull1yimpoaeTwevf322/rP//zPcz7XXXfdpa6urvivpqamMX1uAMhGqy6olllV9CKj423Fjq7M55QFyeFIVG/H+rnKCwKaV0U/F5BMSSkOz8vLkyQNDY08dccceHH6NMJz+ehHP6rf/OY38d/v3r1bf/Znf6Z/+7d/U2Njo1544YURPzY3Nzce9gAAozO5OFfLZ1To7YPt2n+8T/uO9WhuVbHdx8pKjQzRyHiVhTnKC3g1EIzYGrr2tHSre+BUP5fXSz8XkExJuekaTengaEoQR+OCCy7Qc889p+rqar344osJgQwAkBxXJ5QYttp4kuzGuPjM5/F44sM0DnectG14zcYDp0bF088FJF9SQte8efMkSY2NjQqFQsM+5sCBAwmPnYjCwkJdfvnlkqStW7dO+PkAAImuWlAdf5sSQ/sQurKD2dc1EIzoRK89u7ro5wJSKymha9myZQoEAhoYGBg2BAWDQW3atEmStHLlymR8yni4GynkAQDGr66iQItqSiRJ25u7bG/wz1ZmT1eOz6vqkjybT4NUsXuYRiQS1duxZeil+QHNn0I5MZBsSQldJSUlWrVqlSTp4YcfPuP969atU3d3tyorK+M3VBPR1dUVX7K8dOnSCT8fAOBMqy2Lkl+mxDDtotFo/KartjxfPnpsMladzbu63j/Wo86TQUnSilkV9HMBKZCU0CVJd999tzwejx566CE99thj8T9vaGjQ1772NUnSnXfemTDh8IEHHtDMmTN18803JzzXkSNH9JWvfEU7d+484/Ns2LBBq1evVnt7uxYvXqyPfexjyfpHAABYXG0JXS8yOj7t2vqGdHIoLIkhGpnO7gXJG/ZbSwvp5wJSIWmh69JLL9W9996rSCSiW2+9VXPmzNGSJUtUX1+v1tZWrVmzRnfccUfCx3R2durQoUNqaUn8y3xoaEj/8A//oEWLFqmyslIXXXSR6uvrNXnyZH3oQx/Shg0bNGfOHD311FPy+XzJ+kcAAFjMrSrS7MmFkqRNB9t1vGfQ5hNlF/q5sofd5YUbPzg1ROOS2fRzAamQtNAlGbddzz33nK688kq1tbVp3759Wrx4sR544AE988wzow5IU6ZM0b/+67/qs5/9rCZNmqT9+/dr+/bt8ng8uvLKK/WP//iP2r59u+bMmZPM4wMALDweT7zEMBqV1u+mxDCdGtsIXdnCGrqa0nzTFY2e2s9VnOfXBVNL0vr5gWyRlD1dVtdee62uvfbaUT32nnvu0T333HPGn+fl5ekLX/iCvvCFLyT5dACAsVi9aIp+/Pp+SdJLO1t0y4rpNp8oe7CjK3tUFOYoP+BTfzCc9puufcd61dZnTExcMbOC3kEgRZJ60wUAyCyLa0o1rdSYmvfbfSfUPRC0+UTZg/LC7OHxeFRXYdx2NXf0p3VXV8KoePZzASlD6AIAjMjj8eiqWIlhMBzVa3uO2Xyi7JF405V/lkciE5jDNAZDER3vTV//5Ab6uYC0IHQBAM5q9aJTUwxfYoph2pg7uioKc1ScF7D5NEi1xGEa6enrikaj2njACF1FuX4toJ8LSBlCFwDgrJbPrFBFobHu47U9xzUQDNt8osw3EAyrpXtAEv1c2SJhmEZ7evq69h/v04nYrdrFM8vl9/GyEEgV/usCAJyVz+vRJy6oliT1B8N64/3jNp8o8zV39sts66GfKzvYsSB54wen+rkoLQRSi9AFADinxBJDRsenWuIQDfq5soEdC5LN0kKJpchAqhG6AADn9OG5lSrKNbaMrN/dqmA4YvOJMlsTkwuzTroXJEej0fhNV0GOT4tqSlP+OYFsRugCAJxTrt+nK+ZXSZK6+oMJPyFH8lkXI9PTlR3KCgIqzPFJMsbGp9rBtpNq7Tb6uS6aUa4A/VxASvFfGABgVFYvZIphurCjK/t4PJ54ieHhjn5FIqnd1bXxAP1cQDoRugAAo3L5+ZOV4zf+2nhpZ0vKXxRmMzN0+b0eTS2lpytbmPvYhsKp39W1MWE/F/1cQKoRugAAo1KY69dl8yZJko71DGpbU6e9B8pQ0Wg03tNVW54vn9dj84mQLonDNFLX1xWNRrUhdtOVF/BqcU1Zyj4XAAOhCwAwaldTYphy7X1D6hsydqHRz5Vd0rUguam9X0e7jD1wF8+oiN9gA0gd/isDAIzaqguq4zcvL+1sUTRKiWGy0c+VvdK1IHmDZT8Xo+KB9CB0AQBGrbwwJ/4i7VDbSe1p6bH5RJmH0JW90rWra4NliMZKhmgAaUHoAgCMiXVR8os7KDFMNnZ0Za+6NIUuc+VDrt+rJXXs5wLSgdAFABiTqxbQ15VK1psuerqyS0m+X8WxJeSpGqRxuOOkmjuNQFc/vVy5fl9KPg+ARIQuAMCYTCnN09K6MknSnpYeHTzRZ++BMkxCeWEloSubeDwe1cT6upo7U7Ory7rYfCWj4oG0IXQBAMbMWmLIbVdyNbUbtxDlBQGV5AVsPg3SzezrCoajau0ZSPrzJ/RzzaKfC0gXQhcAYMwYHZ8aQ6GIjnQZoYt+ruyU6rHx5lLkHL9Xy6aXJf35AQyP0AUAGLNZkwp1fnWxJGlrY6dau5P/E/ls1NzZL3MKP/1c2cn67z3ZfV1HOvvj5atL68qUF6CfC0gXQhcAYFyutpQYvsxtV1IwLh4JN13tyb3p2mjZz3UJ+7mAtCJ0AQDGZbWlxPBFQldSELqQyvJC6xCNS9jPBaQVoQsAMC4XTC2OB4MNB9rVeXLI5hO5Hzu6YF2Q3JTk8kKznyvg82jZ9PKkPjeAsyN0AQDGxePx6OqF1ZKkcCSq9buP2Xwi92tsY0dXtivND6g4z9zVlbybrtbuAX0QW++wpLZM+Tn0cwHpROgCAIybdXT8izsoMZwos7zQ7/VoammezaeBXepit11HOvsVTtKuroRR8eznAtKO0AUAGLdldeWaXJwrSXpz73H1DYZsPpF7RaPReOiqKc+X38df0dnK7OsKRaJJmwxqlhZK9HMBduA7OgBg3Lxej65aYJQYDoYi+vX7x20+kXt1nAyqNxZa6efKbta+rmSVGG6M3XT5vR5dNIN+LiDdCF0AgAmhxDA5rJML6efKbtYJhtbhKuN1rGdA+48b/VyLa0tVkOOf8HMCGBtCFwBgQi6ZXamSWOP/a3uOaTAUtvlE7sS4eJgSFyRP/KbrbUoLAdsRugAAExLwebXqAqPEsGcwpN/tbzvHR2A4jIuHKXFX18Rvuqz7uVayFBmwBaELADBhV1tKDF+ixHBcrOPiCV3ZrSbJC5LNyYU+r0cXzyR0AXYgdAEAJuyyeZOVHzD2/ryyqzVpY66zCT1dMJXkBVSaH5AkHe6c2E1XW++g9h7rlSQtqilVUS79XIAdCF0AgAnLz/HpY+dNliS19Q1p88H2c3wETmeGrtL8Uy+4kb3MEsMjnQMKhSPjfp6Efi5KCwHbELoAAEmRMMVwJyWGYzEUiuhol1FGRmkhpFMLksORqFomsKvLup+LpciAfQhdAICkuGJ+lQI+jyTp5Z2tikYpMRytI539MisyCV2QTh+mMf6+LrOfy+sR/VyAjQhdAICkKM0P6MNzJkmSmjv7taO52+YTuQf9XDhdMkJXR9+Q9rT0SJIWTitVSR5lq4BdCF0AgKS5eqG1xPCojSdxF3Z04XS15dZdXeMbpvH2QUbFA05B6AIAJM0nFlTLY1QY6kVGx48aO7pwutqKUzddTe3ju+kySwslaSVLkQFbEboAAEkzuThXy2cYP1Hff7xP+4712Hwid+CmC6dLxk2XuRTZ45FW0M8F2IrQBQBIqqsWVsfffmlnq40ncQ8zdPm8Hk0ty7P5NHCColy/ygtiu7rG0dPVdTKo3S1GX+UFU0pUWkA/F2AnQhcAIKkS+rooMTynaDSqxjYjdE0ry1PAx1/NMJi3XS3dY9/Vtelgu8wBooyKB+zHd3YAQFLVVRRoUU2JJGl7c5eaO8c/7jobdPUH1TMYkkRpIRKZEwzDkaiOdo1tV1dCP9cs+rkAuxG6AABJd/WCU7ddL3HbdVb0c2Ek1rHxTWPs60pYiszkQsB2hC4AQNKtXmQdHU/oOht2dGEk1v8/jKWvq3sgqJ1HuiRJ86cUq7wwJ+lnAzA2hC4AQNLNrSrS7MmFkqTNB9t1onfQ5hM5lzV0zagotPEkcJrxLkjefLBdEbOfi1suwBEIXQCApPN4PFodG6gRiUrrdzHFcCTs6MJIxjs23hwVL0mXsJ8LcARCFwAgJRKmGFJiOCJ6ujCSmjLLTdcYFiRvsPRzreCmC3AEQhcAICUurC3V1FJj59Rv951Q90DQ5hM5kxm6SvL87FJCgsJcvypi/VijvenqHQxpR7PRzzWvqkiVRbkpOx+A0SN0AQBSwuPxxG+7guGoXttzzOYTOU8wHNGRTmMU+PRKbrlwprpYX1dL94CGQufe1bX5YLvCsYYuSgsB5yB0AQBSxlpi+BIlhmc42jkQf4FMaSGGY/Z1RaJSyyh2dSWMimcpMuAYfrsPAADIXMtnlquiMEftfUN6bc9xDQTDygv47D5W0kSjUYUjUQXDUQUjEYXCUYXCEQUjsf8NRxQMRxU67f1DYePt3Ue748/FuHgMJ3GC4clz3ohutCxFpp8LcA5CFwAgZfw+rz5xQbV+trlJ/cGw3tx7Qp9YUC1JsbASUSgeUKIKxYKJGUpOf7/x+1NBxnw7GI4kPIf1/eZzWcOQ9XPEH5/wXMOfzfp+8/fJwk0XhjOWBcknh0J697DRzzV7cqGqivNSejYAo0foAgCk1NWLjNAlSV96ZIs8Ho9C4Uh8jxAkj0daMZNbCZypdgwLkrcc6lCIfi7AkQhdAICUunTuJBXn+tUzGIrdDDk/bfm8Hvm9HgV8Xvl9Hvm9XgV8p34f8Mb+3OdVwOsx/sznNd5/to+Lvd/8uIDf+H39jHLNqy62+x8bDlQ3hgXJ1v1cLEUGnIXQBQBIqVy/T3/7mcX659f3KxSOyO/zKicWWEYTbKxBJf5xpwWfnNjHWx9vDTqBEd5/Zogy3vZ6PXZ/2QBJUk3Z6Bckb7D0c3HTBTgLoQsAkHKfWjJNn1oyze5jAK6Tn+PTpKIcnegdOutNV/9QWA2HOyVJsyYVqrqEfi7ASRgZDwAA4GA1sbHxLd0DGgyFh33MtsaO+GAXSgsB5yF0AQAAOJjZ1xWNGrvdhrOB/VyAoxG6AAAAHMxckCyNPEzD2s+1chb9XIDTELoAAAAc7PQFyacbCIb1TlOnJGPf27Sy/DMeA8BehC4AAAAHqz3H2Ph3mjo1FIpIop8LcCpCFwAAgINZywubhrnpSigtZFQ84EiELgAAAAc7100XS5EB5yN0AQAAOFhewKfJxbmSzuzpGgyFtbWxQ5JUU5avuoqCMz4egP0IXQAAAA5n3na1dg8m7Op693CXBs1+LkbFA45F6AIAAHA4a1/XEcuurg37T/VzXUI/F+BYhC4AAACHs/Z1NbWfKjHcaFmKfAn7uQDHInQBAAA4XN0wC5KHQhFtOWT0c00tzVNdBfu5AKcidAEAADjccAuStzd3qj9o9HetnFUhj8djy9kAnBuhCwAAwOGGGxu/wTIqnn4uwNkIXQAAAA43rczS0xW76bL2c7EUGXA2QhcAAIDD5QV8qi4xd3X1KxiOaPNBI3RVFedqZiX7uQAnI3QBAAC4gDk2/njPoLYc6tDJIaOf65LZlfRzAQ5H6AIAAHABa1/Xk1sPx99mKTLgfIQuAAAAF7CGrue3t8TfXsl+LsDxCF0AAAAuUGvZ1dU7GJIkTSrK1ZzJhXYdCcAoEboAAABcwLog2bRyNvu5ADcgdAEAALiAtbzQdMks+rkANyB0AQAAuMDUsjydfqnFfi7AHQhdAAAALpDr96m6OC/++4rCHM2rKrLxRABGi9AFAADgEtYSw5Wz6OcC3ILQBQAA4BJ1FaeGaayknwtwDUIXAACASyytK5Mk+b0eXX5+lb2HATBqfrsPAAAAgNG5eUWd8gM+1VUUaOYk9nMBbkHoAgAAcIlcv0+fXV5n9zEAjBHlhQAAAACQQoQuAAAAAEihpIeu559/XqtWrVJFRYUKCwtVX1+vBx98UJFIZEzPs23bNv3VX/2VPvaxj2nSpEkKBAKqqqrSNddco6eeeirZxwYAAACAlPBEo9Fosp7svvvu01133SVJmj17toqKirRjxw5FIhF96lOf0lNPPSWv99w5b//+/Zo7d27897NmzVJFRYUOHDigjo4OSdL//J//Uz/5yU9G9Xym7u5ulZaWqqurSyUlJWP8pwMAAACQKdKZDZJ20/XWW2/pW9/6lrxerx599FHt379fDQ0N2rp1q6qrq/Xss8/q/vvvH9VzRaNRTZ06Vd///vd15MgRHThwQJs3b9aJEyf04IMPyuPx6D/+4z/04x//OFnHBwAAAICUSNpN15o1a/T888/rC1/4gv71X/814X2PPvqobrvtNlVWVuro0aMKBAJnfa6BgQFFIhEVFBQM+/4vfvGL+pd/+RddeOGFamhoGPUZuekCAAAAILnwpqu7u1vr16+XJN1+++1nvH/t2rUqKSlRW1ubXnvttXM+X15e3oiBS5KuuuoqSdL7778/zhMDAAAAQHokJXRt27ZNQ0NDysvLU319/RnvDwQCWr58uSRp48aNE/58AwMDkqT8/PwJPxcAAAAApFJSQtfevXslSdOnT5ffP/y+5dmzZyc8diJ+/vOfS5IuvfTSsz5ucHBQ3d3dCb8AAAAAIJ2SErrMiYLl5eUjPsZ8n/nY8Xr55Zf19NNPS5K+8Y1vnPWx3/ve91RaWhr/VVfHBncAAAAA6ZWU0GWW++Xk5Iz4mNzcXElSf3//uD9PY2OjbrvtNknSl770JV122WVnffxdd92lrq6u+K+mpqZxf24AAAAAGI/hawHHKC8vT5I0NDQ04mMGBwcljb8Pq729Xddcc41OnDihyy+/fFTj53Nzc+NhDwAAAADskJSbrtGUDo6mBHEkvb29+uQnP6ldu3bpoosu0rPPPkuYAgAAAOAKSQld8+bNk2SU/4VCoWEfc+DAgYTHjtbg4KCuv/56bdy4UQsWLNCLL76o4uLiiR0YAAAAANIkKaFr2bJlCgQCGhgY0NatW894fzAY1KZNmyRJK1euHPXzhkIhffazn9WvfvUrzZ49W6+88oomTZqUjCMDAAAAQFokJXSVlJRo1apVkqSHH374jPevW7dO3d3dqqys1OWXXz6q54xGo/rDP/xDPfvss5o2bZrWr1+vadOmJeO4AAAAAJA2SQldknT33XfL4/HooYce0mOPPRb/84aGBn3ta1+TJN15550JEw4feOABzZw5UzfffPMZz/cXf/EXeuSRRzRp0iStX79es2bNStZRAQAAACBtkjK9UDIWFd9777369re/rVtvvVXf/va3VVRUpB07digSiWjNmjW64447Ej6ms7NThw4d0syZMxP+/K233tKDDz4oyZh2+Md//Mcjft7f/OY3yfpHAAAAAICkS1rokozbriVLluhHP/qRtmzZopaWFi1evFif+9zn9Od//ufy+Xyjeh5zvLwkNTU1sV8LAAAAgGt5otFo1O5DpEt3d7dKS0vV1dWlkpISu48DAAAAwCbpzAZJ6+kCAAAAAJyJ0AUAAAAAKUToAgAAAIAUInQBAAAAQAoldXqh05kzQ7q7u20+CQAAAAA7mZkgHXMFsyp0tbW1SZLq6upsPgkAAAAAJ2hra1NpaWlKP0dWha6KigpJUmNjY8q/sG7T3d2turo6NTU1MU7fgq/LyPjaDI+vy/D4uoyMr83w+LqMjK/N8Pi6jIyvzfC6uro0ffr0eEZIpawKXV6v0cJWWlrK/+FGUFJSwtdmGHxdRsbXZnh8XYbH12VkfG2Gx9dlZHxthsfXZWR8bYZnZoSUfo6UfwYAAAAAyGKELgAAAABIoawKXbm5ufrrv/5r5ebm2n0Ux+FrMzy+LiPjazM8vi7D4+syMr42w+PrMjK+NsPj6/L/t3feUVUcfxufufSONFGaDYlYUSzRKPaWWKLGxEhssffeolhjIYoVVCzYO1ixYMMudkQUbNiiIkUUkCY87x+8O9m994LmFyl7mc85HHV373VmmJ2ZZ+Zb8oa3jXoKs10oCiNGIofD4XA4HA6Hw+GUUErUSReHw+FwOBwOh8PhFDZcdHE4HA6Hw+FwOBxOAcJFF4fD4XA4HA6Hw+EUIFx0cTgcDodThOTk5BR1ETgcDodTwHDRxeFwOJwCJT09vaiLUCw5ffo0ISQ3KScXXhwOh6PZlDjRJQRr5EEbOZz/Bn+HOF/C8uXLyZgxY0hCQkJRF6VY4evrS1q2bEkGDx5MCMkVXhwOh8PRXErUKA+AUEoJIYS8evWqiEvD4ciPuXPnkjVr1hBCCKGUcuGlBt4m/xAVFUVmzpxJ1q5dS7y9vUlqampRF6nY4OTkRAwNDYm/vz/ZunVrUReHw+FwOAVMiRJdguDasGEDKVeuHAkKCiriEnE48gAAuXXrFvHy8iJDhgwhmzdvJoRw4SUmIiKCEMLbRIy9vT1ZtmwZqVixIklKSiJGRkZFXaRiAQDyww8/kH379pEhQ4YQT09PyX1uavgP/F3icDiaQokSXYQQEhISQoYOHUr09PRIYmJiUReHw5EFlFLi5uZGFi9eTAghpE+fPmTjxo3sXklfGK1bt47UrFmTzJ8/nxDyzwZPScfY2Jh06dKFbNq0iZ2QXr58mcTHxxdxyYqGd+/eEUL+eWdatWpFfH19CSGELF26lPz++++EkJLt4/Xp0yf295ycHPYuxcTEcN9AJdT1kZI+FhMibQOhjXi75MLboWjReNGlPCgFBgYSAGTz5s2kf//+RVSq4of4RUxLSyvCkhQvxO3y4cMHlWslhYyMDEIIIWPGjCFLliwhhBDSr18/Lrz+n6ysLEIIIX/88Qc5ePBgEZemeGFkZEQaNGhACCFk+/btpFGjRmTOnDklbtNr8eLFpHfv3iQ6OpoQIhXmL1++JOPGjSMBAQFk1KhRhJCSKbxSU1OJr68v2bJlCyHkHz+3lStXkurVq5OTJ0+W6HFGDADWPrt372YbYnzD5582OHr0KJk+fTpJSUnh7UKkLjYxMTHcz1aEunGlQMYalBAOHDiAa9euoW3btvj999/Z9ZycnCIsVfFj586d6NGjB6Kjo4u6KEWOuG8EBgaiQYMGuHHjRhGWqPA5ffo00tPTAQAZGRns+tKlS0EpBaUUAQEB7HpJfp82bNiArl27Ii0tTXK9JLeJmKysLGzYsAFly5aFqakpxo0bh/j4+KIuVqHw9OlTuLq6glIKT09PtePrkSNHYG1tDUophg0bxq5nZ2cXZlGLlLt376Jy5cqglGLp0qUAAH9/f1BKYWJigqNHjxZxCYsf27dvB6UU1tbWJW5+yo8jR46AUorSpUvjxIkTRV2cYsWuXbtgYWGBhQsXIjk5uaiLU6w4duwYZs+eLVnvfE1KhOg6fvw4KKVo2LAhrK2tMXHiRAAlazL7Ek6dOgVtbW1QSnH48OESvVgU133Xrl1MYIwYMQKZmZklom3WrFkDSimGDh3KhJf4neHCSxWhfbZs2YJ58+ax6yW5TcQkJydj+/btqFChAgwMDEqM8MrKysKxY8fw3XffgVKqsrEl9I/jx4/D3Ny8RAsv8bjy888/g1IKe3t7HDhwoKiLViwQ+kpOTg6eP3+OqlWrwsbGBrt37y7ikhUt4nZJSkpCo0aNYGZmhvXr1xdxyYoX165dg42NDSilWLduXVEXp1gRHBwMSinKli2LM2fOFMj/USJE1927d9GsWTM2kI8aNQpAyZrI1CFeCGZlZcHT0xPGxsYlfpBSJ7iMjY1BKUXjxo3x6dOnIixd4ZCdnY2dO3fC2toaWlpa2LZtG4DctsnKymLPceGlyuPHj1mbLFq0iF0vqW0iXgwBQEpKCrZu3VpihJdQ76ysLISEhODbb7/lwksN4vrt3LkTlFJoaWnB3NwcBw8eVPtcSSYhIQFPnjyBtrY2VqxYwa6X1HFG4PXr13jx4gVMTU0xa9Ysdr2ktotyvf38/EApLfHrPEA6NyUmJqJBgwYwNzcv0LYpEaILAO7fv49OnTqBUgptbW1cunSpqItUbIiOjkZSUhLs7e3Rt29fdr0kTm7qBJeVlRVWrFgBBwcH1KhRA6mpqUVYwsIjIyMD+/fvx5gxY9g1oU9wU8P8WbVqFRQKBSil8Pb2ZtdLQpvkVUfx9ZImvAS48MofoX5BQUFMdFFK4e/vL7lf0lm7di2qV6+O4cOHw9LSEq9fvwbA2ycwMBAuLi6YNm0a9PX1cf36dQC8XYDcMeXEiRPo3r073Nzc2HXeNsDbt2/x/PlzGBkZYe7cuex6QczXGi+6xI0WGRmJLl26gFKK2rVr49atW0VXsGLC3r17QSnF8OHDUa9ePWzevBkACsyetTgj7iu7d+8GpRSWlpbYtGkTAKB8+fIwMTHBs2fPSsxAJT7V8/Pzw4ABA7iP1xeybt061iYlRXiJ63b58mUEBARg/vz5uHjxIj5+/Ch5tqQKr0+fPiEkJAQNGzZkwisqKordF9owJCQEpUqVYia+Apo+9qSmpsLb2xtubm74/fff2Tu0ZMmSoi5aseDdu3fo1q0bKKWoVKkSLCwsEBMTA0Dz+0Z+pKSkYNCgQaCUonz58tDX12drvJLcLgAQFhbG2sXDwwPdu3cHAInVSkll7969qFGjBhPqERERAAquz2iM6PrShcy9e/fQoUMHUErx3XfflXjhFRAQwCY1SikmTZpU1EUqcsQnXIJZHQA0bdoUpqamePHiRRGWrmh48uQJM7EcPXo0F14ixPVTrmtJFF4AsGnTJhgZGUnGlv79+yM0NFTyXEkQXup+11x4/YO4fYR6JSQk4OnTpwByT42FPiQE1xCjSW3xpdy5c0ciSBcuXMjuafrYkh8PHjzA6NGj2TvTr18/ZGZmAijZ7RIXF4euXbvCwMCAiXXhdLQk8+HDB/Tq1Yu1iaGhIe7fvw+Ai658ETdOdHQ0jh49Cj8/PwQHB+P9+/cqz9+/fx8//PADKKVo1KhRiRdemzdvhomJCSilaNu2bYkTFeLB+ObNm6CUolSpUhLBBYCdkoaFhUmua+KkL66TEI1v9+7dcHJyAqUUI0eOLNHC63P1Ed8vacJr3759EqHl6ekJBwcHaGlpoWHDhjh8+LDkeWXhNXHiRMTFxRVR6QuO58+fS/79vwgvT0/PQi1zQSN+B65du4ZFixapnY8FPxRl4SU+iY+IiFCJHKppiNsrPDwcAwcOBKUUtra2kkAjmjq2qCMnJ0dS3+joaIwaNQpmZmYoU6YMAgIC2HxWktpFQKh7fHw8evToASMjIxZgRJjDSzJ3797FkCFD2Bp4+PDhKn7IXxPZiy5xo+zcuRMVKlSQ7K56eHhg7dq1Kp/jwku6sN64cSP09fVBKcW0adNKzOCkPFgDwJQpU7Bjxw52XRiYRowYAUopAgMD2T1xG759+1blO+WIuPzbt2/HuHHjmBAPCgqCnZ3dFwsvwTRTk1A2Wd6+fTumTZsGb29vPHr0CCkpKQCkfUOThZdyHTp16oRSpUph79697NrJkyfxyy+/gFKKOnXq4NChQ5LPCMJLCBc+e/ZsjWgbgfXr16N69erYv3+/5PqXCq8TJ06AUgoDAwMkJiYWatkLCvHvd8+ePWxDp2fPnmwsVTZvzuvEa+zYsbC0tJQE3JA7X9L/w8PD0a9fP1BKUb9+fRw7duxffV6OfEm9oqOjMWLECOjr66NGjRrYuXNniRJeynUU3qO4uDj8+uuvoJTCxcUFp06dKhGBwZRRFuqC8DIyMoKjoyO2b98uefZrInvRJbBx40Y2II8ZMwYBAQGYNGkSdHV14eTkJIliIyAWXh4eHrh69WoRlLxoEY7egdwTLx0dHVBKJc6EJQHBcVtIJyAgXjivWLFCIiTE9tB//vknmjRpgsjIyMIpcCGwZ88eUEpRpkwZnDt3DkCuuPq3wmvXrl1FUv6CQDwAHzx4EI6OjpJNHjs7O4wbNw5///03gJIjvADg6tWriIqKQsWKFTFt2jSV+5GRkcwkyt3dXa3wWrduHb799luVUyE58+7dOxb6vHHjxir1/lLhdfbsWbb5Ifc+Iy7/+vXr2Xvx119/4fHjx2pNDgGp8Jo1axauXLmC4cOHswizmmKlIa5zVFQUzp49i+XLl+PAgQN49uyZ5Nnw8HD07t2bCS9xLjO59xNlxPV58OABQkJCMGvWLAQGBuLy5cuSZx88eIDhw4dDT0+vRAgvcZ0yMjKQlpaGN2/eqDwXHx+Pnj17glIKV1dXnD59WuOF15f8vu/evYuBAwdCV1cX7u7u2Ldv37/6/JeiEaLr6NGjMDExQenSpSUKdc6cOWyANjAwyFN4de7cGZRSdO7cWSJCNAFxZ3n9+jUePnyIY8eO4fnz56yu4sXyli1bWK6uOXPmFHp5i4Lr16/D2toaZmZmksWwMps3b2YngWKEfmZtbc0cmuWIuK8kJyejYcOGsLGxkZz6AV8uvObNmwctLS08efKkcCpQiBw4cICNLePHj0doaCg2b97MEv927dqVCQfxAkq8wJwxY0YRlf7rIwSeGT9+POzs7FifUZ7M7927l6/wSk1NZdFBNWkhIPjgaGtr49tvv81TeImjGqoTXsKzmsL+/ftBKVU7zogRv0Nr1qxhpkBChNBKlSoxMSL39hH/rnfs2AFnZ2cYGhqyccPGxgYrV67Eo0eP2HMRERHMN0VTT7zE9Th06BBcXFygq6sr2fSaNm0aHj9+zJ4rKcJLXJdz585h0KBBqFOnDipUqIBffvlFJQhNXFxciRFe4rZ59OgRQkNDsWDBAgQHB6tYuN29exf9+/eHjo4O6tatWyDCS/ai6/Xr12jTpg0oleYdmDt3LijNzWI/bdo0mJiYwNDQEDNnzlT5joiICPTu3VvWC2Z1iDtJSEgImjRpAisrK1BK4eTkhJ49e+Ldu3cApKc2mi68lF8eX19fUPr5RIEXL14EpRR9+vRh1wTBVapUKRb1Ru48efIEkZGR0NfXx19//cWuixc+Xyq8hGz3coqS9LkF7uXLl5m4EveZFStWQE9Pjy0AOnXqpFZ4CcFr9PX1NSJoRHZ2NlatWoUyZcqw4BlCiG913L9/H/3792emhso+XpqEuC9FRESgT58+nxVewomXp6cn7t69W9hFLjRev34NDw8PUEpZ1FwAkkXxo0ePEBMTg4SEBMln9+/fj759+8LDwwODBg3Cq1evAMhfcIkRNvkopRg0aBBmzJgBT09PlCpVCiYmJhg0aJDEOufu3bsS4XX8+PEiLH3BcfDgQdYuQ4YMwcKFCzF16lSW8PfXX3/F+fPn2fOPHj2SCK/du3drpB82kBsyX3ATsbe3h42NDROmXbp0kZgml4QTL2Wh7urqytpHS0sLOjo6mD9/vuT0ODIyskCFl+xF16VLl2BsbIzx48ezaz4+PtDR0YGJiQnCw8MBABMnToSenh6srKwwffp0le8RFoVyWhx+KYGBgWxHsG3bthg5ciSqV6/OXjYhWov4hRMLr3nz5hVV0QuUffv2YePGjRg2bBhatmzJruc1IEdFRbFdaACYNWsWKKUwNzfXmMVRQEAAbG1tMW/ePFhaWuLixYsA1C9m8hNe4ohRctpRFOopDsAjHhOSk5OZD4WPjw+77uPjA11dXejo6MDX1xf16tVjwksY0MX9asuWLbLtM+p+n2lpaVi/fj1q164NSnNTcojzTykjCC8dHR2UL18eJ06cKMgiFwpfspD7UuHVuHFjFrFQ0xZCAjExMShdujQ8PDwk1z98+IBr166hZcuWsLa2hpWVFdq3b69iPpaeno6MjAy2yaNJ7XTx4kWYmZlBX18fO3fulNwT5h1KKYKCgiT37t69i969e0NbWxvOzs44c+ZMIZa64AkPD4e9vT0opSq++qtXr2abPsrJbQXhZWxsDEdHR5V20wROnz4NHR0d6Ovrw8fHBx8/fsSLFy9w7949NkfXrFkTSUlJ7F1JSEiAp6cnKKWoUaMGjh07plHvkYDYMmXAgAGYPXs2xowZAzMzM1CaG+XyypUr7Pn79+9jwIABTHgp++L+F2Qvum7fvo1x48ax8LLBwcFwdHSEkZERWzACuZGRypQpw8zAZs+eXVRFLlTOnDkDY2NjmJmZSbLWr1ixgoUPdXV1Zac0ysJLMGsQn3jIibwW/JGRkaCUomzZsqhYsSKaN2+OzMzMPBdOnz59wsOHD6Gvr48qVapg/PjxGie40tPTMWTIEFCam5+MUorTp0/n+xmx8NLS0kLfvn1lm+NN+N2/ffsW5ubmaNWqFbsnCK+YmBhUrlwZv/76K7u3bt06mJqaQltbm+2wbty4EXZ2dtDT00PHjh01xvRJjLLfVVpaGkvaqqOjg1GjRuXrY3P//n10794ddnZ2sgpfLPQT8VghHmdu3LiRb70F4SVEc1QO/vDp0yccPnxYItg1kcuXL4NSisqVK7ONv1u3bmHs2LHs1MLJyQkODg6glKJ69epqE0lrEkKfmjlzJiilWLZsmeT+9evXUatWLRX/Y/G4cvfuXXTu3Blly5ZV69MjR4TfteDT5+XlJbkfHh6O7777DpRSDB48mF0Xt8ujR4/Qp08flC5dWmKaKXdycnLw/v17tG/fHpRSrFq1SnL/5cuXqFOnDiil6N27N7suFl59+vRhJ6SCebemcPv2bSY6lYX68uXL2cmXctAvQXgZGhqiUqVKKhtk/yuyEV357SLGx8ezl3LcuHHQ1tbG6tWrAUhfup49e0JPT4+pW01Ptvjy5Uu0aNEClFL4+fmx64sWLWK78oIPQbVq1dQKr7Vr18LKygp37twp9PL/F7Zu3YpTp07leT8hIQGTJk1ip3lNmzZl9/LqaykpKXBxcYGJiQm0tbU1SnAJvH37FuPGjUPZsmVBKcXPP//MIonlRUZGBvbv3w9dXV2UKVNG1tHVkpKSJMExhCSSQO7klpSUhAULFuD27dsAcpNO1qpVC9ra2ggODmbPxsbGomnTpsyftEuXLmxjSBPIKxpfWloa1q1bB2dnZxgbG2PKlCl4+fJlnt/z8OFDZjomB5MfoYzPnj2Dn58fC5gisHPnTlBKMXXqVJV7YsLDw1kKiubNm6uNaiicGstdqIvFkbLPtBBJzcPDA8OHD4eFhQUopWjSpAl8fX3x5s0bhIWFoVGjRjAyMvrsJpDcESwDvv32WxgaGkr8YS9fvoyaNWuCUoopU6ZIPqcc+jsqKkpW79XnEPrQ999/D0qp5FQiPDycrWPEueyAf8zbBZ48eSKrDZ4v5dWrV7CwsEDr1q0l12/fvo0GDRqAUophw4bl+fm4uDgMHDhQY1wkgH/6zLJly0ApVXEtunPnDhPqgwYNYtfF421UVBR69OgBa2tria/gf0E2oktg586dzMxAeacrISEBDg4OMDMzY50nJyeH7bz36dMHDRs2xIoVK+Di4qJREbLUceTIEVBKMXnyZHbN19cXBgYG0NbWxs2bNwEANWrUAKUUVatWVSu8kpKSCrfg/xHB5rt27doqvgBiEhISMHv2bLbAXrBgAbunbqJKT09H8+bN2WmpJg1QgPSkZ/To0bC0tIStrS3WrVvHwqDnRUZGBo4ePcoW2HLdhT5z5gxMTU1hamrKbOF/+eUXyTPp6ens/Vi+fLlkEZSTk8PacfXq1dDX14erqysozQ2FrQnmy5+Lxpeeno7169ejUqVKeQov5f4hp4Xh27dvmZXA4sWLJYu45cuXo3Tp0jA1NcWMGTPyFZwnT55k5lDNmzf/ajupxZVt27Zh2bJlkk2Zq1evMvGpq6sLIyMj/PHHH4iNjZW8K4Lvibr0L5qIh4cHbGxsmJnzxYsX1QqurKwsxMXFoU+fPmrT3sjpvfoSunXrBiMjI+Y2cvv2bbWCKzMzE6mpqRgwYICKqaEmcv36dVBK0atXL3YtPzEaGxuLPXv2SK5pWl8R5pjWrVtL1rtA/m2jvNaJjo5mPqNfA1mJrlOnToHS3ESA165dU7n/7t07ODo6QktLCydPngQgFQ+1atVC8+bNkZaWxhpW7ruI+XHlyhV0796dmagIppfa2toSH4rr168z08tvvvlGrfCSEyEhIejSpQt2796t9r54cImPj2dBV4yNjbFhwwa1zwl/j4uLQ4MGDdigL0e+RBC9ffsWY8aMgYGBASpWrIjt27d/VngJyLXfALknNW3atIG2tjZ69erFoqSJzQmF+mVmZrKUE8JJRXZ2Nlss+vn5wcrKCvv27UOLFi00SqR/LhqfWHiZmJh89sRLTnz69Ant2rUDpRRWVlbw9vaWTMr+/v5wcnKCgYGBWuElfv9+/fVXKBQKGBgYwNnZWSN829Rx8+ZNKBQKmJmZwd/fnwmvnJwcfPz4EXv27MGxY8ckiefF42+9evXg6OiIhw8fFnrZCxNh/BD61549e3Dp0iVmUigWXEIi6EePHrFNHU1n0KBBoJRi5cqVuHLlCgs6I144C+0SFxeHsmXLolWrVhqx2ZUfN27cYD77wr/ViQqhbfbu3QsXFxccOXKkSMpbmHTo0AGmpqYsGmx+Qj0lJQUDBw5U8aP8mshKdGVkZLDw7uXKlVObV2vixIksUsuNGzcA5A7so0ePZiFFNY28FtFZWVl48+YNWyQKyX2FnR9hVz4hIQHVqlVjO/s2NjayzDcVFBTEFr//JipcfHw8s6G3sbFBQEAAuyee+IWBW847QuKy379/HydOnMDWrVtx5swZFbOLuLg4jBkzBvr6+v9aeMkRoW3CwsJgZGSEgQMHMod2ZeGVlZWFT58+oWPHjqBUfV67zp07w8nJCcnJySrmP3Ll30TjUxZe06ZNk72PkjCWZmVlsWTPgvASi6vVq1fnK7wEM7t+/fqhUaNG8PT0hKOjo8b44CiTkpKCadOmwcrKCra2tli9enW+Vgji92XkyJHM1FmTxx/gnzFo//790NLSgru7O7755htQSvHHH3+w58Tt07p1a+jr62tUYmhAfRTZc+fOwcLCAlWqVGEnf2KzOUFUAGDv58aNGwuv0EXEx48fUb9+fVhZWWHLli0sKqhYVIj7TMOGDVG2bFk8ePCgKIpbKAj9R4jouW7dOly9ejVfof7mzRuULl0a7dq1KzChLhvRJTRARkYGunfvriK8hMHqypUr8PDwgLa2NlxcXNC/f38WCeqbb77RSHtegStXruD69etq78XExMDExAQWFhYSZ2ShXTt37ox27dqhUaNGoJTKbkdRSG7crl07xMbGSgbsyMhIbN++HdOmTYO3tzcePXqkMnknJCR8kfAC5Gs6Jy731q1bmd+W8FOnTh2VyJ5xcXEYO3YsO/Hatm2bxi983r59y8xIQ0JCEBoaqvbEC8hdHBkbG6Nq1aqSHDB//PEHM02Ue2CR/PhS4VWlShVQSjF//nxZb1oA/7vwEszZxe9hrVq10L9/fzx//pxtFMm9fZQR6pOamoqZM2fC3NycCS8hZYk6MjMzWU63KlWqsNNEuY2/yuX9kvI/efIE7du3h5aWFouuJvDx40f29zFjxoBSiq5du0oirsqRL7XA6NatG5uzfvrpJ3ZP3C5eXl6glKJly5aIjY0tkPIWF4R2Ew4chOBn48aNY8+Ig2MIBxCDBw/WuKAZ6oT6iRMnYGpqipo1a7ITY7FQF4tRwWx+69atBVZG2Ygu4J9GzEt4CQQHBzM7ceGndu3abNKTs/lTXoSGhoLS3ATPYttVgYSEBJQvXx6VK1dmQks8SDk5OWHMmDHIysqSpa/btm3b0LZtWxWH9IMHD0oCI1BKYWdnh3HjxjFHd+FF/TfCS84Izv5CoIhff/0VVapUYTmmevToIZnAlYXXjh07VByU5cSXTO579+4FpRT9+/cHABw+fBjGxsYqwuvJkycYMmQI9PT0YGJigu+++w7169cHpRRlypSRxeZFQUfjS09Px8qVK9GoUSNZji3q+F+E14gRI9imWHZ2Nlv8iFMPyH2cyevd+jfC6+XLl1i8eDFLa+Lm5ibbuVs5nL24fc6ePQs/Pz/07t0bXl5eOHLkiOT0b9++fahWrRozHRTy2WVlZeHDhw8sdYVYkMql/yhboojb5cqVK1i8eDG6dOmCqVOnYtWqVfj48SNbt9y5c4e1S4sWLXDw4EE2X6WkpGD48OGgNDdPlRzG37wQ2kTcNq9fv8bz589x6dIlxMXFSQLTZGdnswMGMzMztQGwpk+fDkpzQ8fL3eoA+LK5/O+//0aHDh3Ymufnn39m98SiU2ibVq1afTZ42H+h2IkudYOG+JgvL+Gl7OOVlJSEwMBArFixAnv27GEvudwG7S/l6NGjqF+/PvT09PDLL78w00ogt86xsbEsYIbyacbUqVNBqXzDwgsoOzuKczOMHz8eoaGh2Lx5M0ts27VrV5Xd58TERCa8ypYtK4n6KFfEA1NSUhLq1q0LS0tL7N27l11/8uQJtmzZwgIEiKP2Af8ILxMTE5iZmUkSBsoJ4f1PS0tjY4J4chP+np6ejnbt2sHMzAz37t0DkBuYRjjxEnK1Abk24tOnT2eR14yMjFC7dm0WBrs4U1jR+DIyMjTOj/ZLhZe/vz+++eYbaGtrw9HREb169WImLlWqVNEYk0LxOKPu1CU/4SUOrhESEgIPDw9YWVlh0KBB7KRCbv1m5syZaNiwIROV4gXypk2bWKhq8c9PP/0k8SfZvXs33N3d2YlXw4YN4e7uznJVVatWTXbpKFatWoWqVasy/z1x8KGgoCAWXEb807JlSwQEBLB+devWLWaVI+Qkq1OnDgsN7uzsLEsXiePHj0tyq4l/p0eOHEHDhg3Z77569ero3LkzoqKi2GnN33//zcaWsmXLYvLkydi6dSsCAgJYSHlbW1s2p8kJ4T1SJ0bDwsKwYsUK/PLLL5g1axY2btwoSQEUFhYGZ2dnUErxww8/4Pjx4+zQIS0tjbneODg4FLhQL3aiS+Cvv/6SRGIRdz6x8OratSsopahYsaLa4Bpi5LIL9L9y4sQJNG3aFAqFQkV4AcCxY8fYINanTx/MmzcPP/30EyilqFSpkqx2PsQvnDrzrcuXLzNxtW7dOnZ9xYoV7ESH0tzkteqE15w5c1i7yC16Y148f/4ckZGR0NLSwvz589U+c+nSJWaeMHz4cMm9+Ph4DBgwABUrVsx3AV5cEcaN2NhYeHh4oGnTpggNDZX8fsX9aunSpaCU4rfffmOC4dixY0x4iaMafvz4EQ8ePMDOnTtx/vx5WZm08Gh8/ztfKrwCAwOZ6Yrw4+7uLtsTnPxYtWoVWrduzRzXxYiFl5eXF/T09GBvby/x8crKysLVq1dx/fp1thMtt/YRIilTSvH9999Lxhghuq6enh4mT54Mb29vDBs2DLa2ttDS0oKTkxOWLl3Knr906RLmzZsHJycnlj+xYcOGmDx5suwE6fv379G6dWtQStGoUSPJmi00NBR6enrQ0dHB5MmT4efnh4ULF6JcuXJsQTxjxgy2+H78+DG8vb3x3XffwdDQkKXAmThxoqzWMgIhISFMYF64cEFyT7yBXLNmTdjZ2cHa2hqU5uayCwgIYKczHz58QLdu3VREvZGREVq2bJlv0vriyqpVq+Du7s4CmGVnZ7O5OigoiM3J4p8OHTpg27ZtbAy5ePEiy1emp6eH6tWro379+swSqlKlSoUi1Iud6MrJyUFsbCxrOLGzW17CS4hEUr58eWZqKDe77/+CuK7Hjx/PV3jt2LFDpXM6OjrKaudD+N2Ld1PFfSM5OZmZXohNd3x8fFh+Ml9fX9SrV48JL2GQFtoyPj4eCxYs0Jg8XP7+/jAxMcHixYthb2+PY8eOAZCeIgsLooMHD0JfXx+mpqYs15lwLzExkU16cpnoxcTFxbEdL0pzw1R37tyZCXPlcaNu3booX768JF9OXsJLrvBofP+NLxVeGRkZOHbsGDZt2oQDBw6w0x05vkd5ERcXh6pVq4JSim7duqld4AljSUpKCnr06MHm7tWrV6sNgCTXuTwyMhJubm6gNDeqnCAqu3btCgMDAwQGBkqeP336NH777Tdoa2ujdOnSks1CIHez6PHjx7h+/ToyMjLYyZnc+k9UVBTzy6pfvz5LATR06FBQqhr44t69e+jfvz/Mzc1hY2ODxYsXs4W00DceP36M6Oho5OTkqOSCkwtnz55FmzZtoKuri++//x7nzp0DkGtu6+zsjFKlSmHNmjUAci0Tbt26hVatWoHS3BQ2vr6+EnEfEhKCv/76C+PHj8fUqVNx9uxZxMXFFUnd/gvv3r1j+bSUowCfOXMGurq60NbWxvjx47F48WLMmDEDtra2oJSiQoUKmDdvHts0vXfvHubMmQN3d3e2+V6vXj2MHTu20PJoFjvRJXDhwgW2455X4jJhwRgSEgJzc3PWyBcvXiz08hYG6pwE1d0TC68ePXqoCK/Lly9j9uzZGDx4MJYuXYqYmJgCLffXRJxLytzcHK1atWL3hP4QExODypUrS3xv1q1bB1NTU2hra+P8+fMAgI0bN8LOzg56enro2LGjivDSlJPRnJwcDB48mNl6U0rzzV0iXgyJd1zFfUyuC6Hbt2+DUgodHR1UqFAB7dq1g0KhYLbcK1askPhVrFixApRSjB07VvI9YuH122+/setyaxceje/rkF875pfjRVPGGDFCMmNKKX788cd8hdeTJ09gamrKfG19fHw0xrIAyF3kCb5p7du3R1xcHJo1a4Y+ffqwZ8Qi4cGDBxg6dCi0tLTQuHFjtelb5DbGqCM6Oho//vgjW/TevHkTXbp0wY8//sie+fTpE6vry5cvMWHCBOjp6cHNzY21i7jt1JmdyY1Lly4x/6Pvv/8eYWFhiIqKgkKhUOv+kZ6ezsRq2bJlJaaJmsSdO3dYYmwPDw/cvn0bADBgwAAoFAps2rRJ8vzNmzfh6ekJY2NjlC1bFitXrmQWUdnZ2fj06ROio6MRERGBrKysQg12VSxFlzAgX7p0CTo6OvkKLyA3z5SRkRHbVWrQoIFsdzu+hODgYKxfvx4fPnyQXBcPNiEhIWjSpAm0tLTQs2fPz5peyomkpCRJcAyx/1FOTg6SkpKwYMEC9mKGhYWhVq1a0NbWRnBwMHs2NjYWTZs2BaUUBgYG6NKlS6Htdnwt1C3a1E06GRkZLOGxsPOaX119fHzYSU5mZqasJzJlrl69ytIjTJ8+HUFBQejZsyfLVefs7Iz169fj4cOHePfuHUqXLg17e3sWoEZoi2PHjjE/rgEDBhRllf4TPBrf1yG/dtTEqLni37tyFLRr166xgDJ5CS/B19jBwQE//PADdHV1UatWLY2LjioWXo0bN4aDgwO8vLwA/PNuKPunCDv7muBTnBdi4eXh4YGyZcuyDSx1882jR4/QsmVLUEoxcuTIwi5ugSKu78WLF5nw+uGHHzBt2jTo6emp+O4Jf6anpzM3kZo1a2rc+yNw9+5dtGnTBpRSNGnSBJGRkejQoYMkgqVYGzx58gQjR46Ejo4O6tevz8ydi1qoF6noyi/SkdB4eQkv8TFyTEwMvvnmG5w+fRrDhw/H48ePC77wRURERASbzDdv3pyv8AoKCkLFihWhq6uL3r17S4SXnBdCZ86cgampKUxNTdniWdnMKz09nfWh5cuXg9J/EkuKHXdXr14NfX19uLq6gtLcKFFySaQo1CEmJganTp2SDLbqTkUzMjIwYsQIGBoawtzcHMuXL1cZoIUdn8DAQNmLifwICwtjot3b2xsxMTF4/Pgx+vXrx8SXjY0N1q9fjyFDhoBSilWrVql8z8GDB+Hg4KA2Yqic4NH4vg55teOiRYtkadrzJQQEBGDChAkqES7Fwqtz586SnEDCOJOcnAx7e3usWrUKy5YtUyvkNYF79+6xOUa8mZWXaaAwZ7m5uSEtLU1j36Po6GhJZLkOHTogOztb4rMj5uTJk6CUwtXVFe/evdOofpKX8KpevTpMTEyYP5M6N5vk5GQW0VEwW9WkthG4e/cu2rZty3zfbG1tMXDgQADq63vv3j22gSFOLF6UFJnoEg8ign1qVFQUcwYUXjwgV3gJi+sBAwaoLIp79+4NfX19SZhHuSycP4e4I2VmZiI5ORljx46FmZkZnJycsGnTpnyF14QJE5jjoKenJ4sYJGfS0tLQpk0baGtro1evXmpzKAmDUWZmJn744QdQSllEtezsbNY//Pz8YGVlhX379qnYC8uBp0+fMpPBrl27Yvny5QBUTSTFee5GjRoFhUKB0qVLIyAggDlji99JweZ+yZIlku/TJK5evcom+ylTprBNnMjISMycORNWVlYS38dq1aqpPbHQlJ1FHo3v66CuHa2trbFu3bo8F5NyQrw7/OTJE/aezJw5UyUlgFh4derUCVeuXJEsGgcNGgSFQiGJ9Ck3H6UvJTIyki2MHR0d8ejRIwDqTQejo6NhZmaGcuXKaVwuJWWio6MlubeOHDmi9rns7Gy8ePEClpaW0NfXl51VypegLLw6derEzN+nTZum9jlhbh80aBAopZg7d27hFbgIuHv3LjvxFNY9QN4bfELgmpo1a+LDhw9FPv4WiegSV3rbtm2oWLEiKKUwNTWFi4uLxPlaeFYsvDp37oxNmzbh2rVr6N27NyilaNOmjcYsftQRFBSEESNG4OXLl0hOTsakSZNgZGSUp/ASJ4s2NzdnwUZ+//13STI4uSEOAWpkZISBAwfi4sWLTHiIhVdWVhY+ffqEjh075jkYde7cGU5OTkhOTpZVuwjhzXv27AlKKRQKBRucW7duDR8fH5XFr7C7nJmZyU4lLC0tMWbMGFy4cAGZmZlISUnBsGHD2AJaTlH4/hfEwmvSpEmSnEHXr1+Hn58fHB0dYWtriwkTJhT5gF3Q8Gh8Xwfxpo+woLSzs2ObOnLtR+KFTUJCAv7++2+MHDkS9vb2MDExwaxZs9QKL2H+cXd3x8SJExEcHMxSvnz33Xca5celDuH3fe/ePdSsWZOdYgnjjbBwFjZ+Hj16BBMTEzRs2LBIyltQiK1MxH0pKiqKjSd2dnYsuIYwzwntkpKSgjJlyqBGjRqymq//DeKx4dy5c+jevTsUCgUcHBwQFBTE7ilvqC5atAiUUkyePLlwC1wEREREMB8vhUKBs2fPAlAdV7OzsxETEwNzc3OYmprm619bWBSpeeH27dvZhF29enV88803oDQ378LKlSuZkBAaMiwsDOXLl2efEaKPVKpUiZk2yHUyy48TJ06wOh89ehRAbkQXsfDauHGjJGGt8CJeu3YNZmZm8PHxQfv27WWZu0Idb9++RfPmzUEpRUhICEJDQ9WeeAHA/v37YWxsjKpVq2Lnzp1ssPrjjz+YqUdhOlJ+TW7cuAELCwvo6upi0KBBLE+JEFRmzZo1zARMTGZmJkaNGsU2MiilqFq1KjPlrVOnTolZQIuF19SpU1WEZlxcHIKDg9UuFjQRHo3v6yBuR8F3tF27drL1NxbPrTt27ECtWrVgbm4OQ0NDNhebmJhgxowZKqaGt27dQteuXdnmmPBTuXJlNs7I/b1St+ATI/SHe/fuoVatWqA0N2y6uo2tAQMGgNLc5OxZWVmyXtd8adnFUQ2rVaumNiiEYLnz448/IjU1VdbtAuTdNmJLrfPnz+PHH3+EQqFAixYtEBISwu6JxxIhT6IQ/VHubSNG2XInJycHERERbEO9YsWKuHXrluRZoW2SkpJgY2ODWrVqFQsLuEIVXeJOEBsbi+rVq6N06dLYvXs3gNxdjMmTJ0NLSws6OjpYvHixivC6f/8+pk+fjoYNG8LDwwP9+/dn6lVTJntlk8LOnTvDzMwM/v7+kueUhdeGDRtUQu727t0bdnZ2yMzMlNXO0JcMGHv37mUTEwAcPnwYxsbGKsLryZMnGDJkCPT09GBiYoLvvvuOmbyUKVNGtlnrc3Jy8P79e/z666+glGL16tV4//49VqxYwcy9dHV1YWVlhdmzZyM8PFwy6GRkZGD48OEsuIanpye8vb0RGhrKIvhpyjv1OZSFl+B/87mFlKbCo/F9HYT37dSpUzA1NUWVKlUkp6lyZNu2bczn0dvbG2FhYTh58iSLeGpgYIDp06erCK8XL17gwIED6Nq1Kzw9PTFp0iR2Gi/3cUY8Thw6dAhjx45Fq1atsHTpUoSGhrJ7Qn+4d+8eatSowYTn8uXLERwcjNu3bzPrhUqVKhWLnfn/grhdIiIisHHjRvTp0wfTpk3DihUrkJaWJnk2KiqKiQeFQoEFCxZgx44dCA8PR58+fUBpbnJfuc7ZYsRtExUVhWvXruHYsWNq12kXLlxAx44doVAoUKtWLaxevVpyf9q0aawvyTGHpjJfsv4ThJdw4lWnTh217jPjx48HpbmJxz9+/FjkYrTQRJdypKOHDx/mGZ1n6dKlMDU1ZcJLXXZ7AeVILprEs2fP8OzZM5QqVQpjxoxh18X+boLwMjY2hq2tLcaNG4ebN28iPj4eY8eOBaW5oUeLQ2f7UoTfZVpaGhORYj8C4e/p6elo164dzMzMWJ6xI0eOsBOvHj16sO+8ffs2pk+fzqLNGRkZoXbt2hJfArkiiE8DAwPcuXMHQG47LVq0CJ06dWJiwsXFBT179sTjx49Zu6anp2P48OHQ0tKCnZ0d9u3bxxYGJW0BrSy81OUMKkmUtGh8BYHwDt29exdGRkZwdXWVtSldREQE7O3tQSllm6VifHx84ODgAAMDA3h5eamYGooRxnFNmrs3bdokOcnT0dGBtbU1y68ESIWXcOIlJLKtVKkS9PT00KZNGyZa5do+4vXGgQMHWLJo8U+9evWwa9cuyTwvNjUUfhwcHGBkZITmzZtrxJwt5sCBA3B0dGTrlm+//Rbr16+XxCgAcoVX586dmRtBgwYN0KZNG2auWr58eVnlW80Lcb85ffo0Ro4ciZYtW+LPP/9U63p09+5dlmfSwMAAy5YtQ1BQEO7fv4/ff/+92An1QjcvXLp0Kb755hvs2rULNWrUkJxSiQeXZcuW5Sm85DoI/Rv27t0LHR0dzJs3D5UrV2a2vOLjZLHwmjlzJgujrq+vz8zMbG1tWahMOSD8bmNjY+Hh4YGmTZsiNDRUslARv5RLly4Fpbm5kgSfvryS1378+BEPHjzAzp07cf78eY3yV+rZsycUCgUWL14suZ6UlIQ9e/agY8eOLO+do6MjPD09JQmSJ0+ezE7+9uzZI6tT0a8JF15SSmI0voJAMBfz9PSU9bsVGhoKY2NjdOvWjV0TByYCAF9fX5iZmcHY2FjFx0uce0kum4BfyuXLl5nviLe3N5YuXYqBAwey8UQc1VMsvIRw8lWrVsWBAwcQGxvLXAU0Ya1z6NAhJkDHjh0LX19fzJw5Ey4uLkxQzZ8/n83HgvASfP5q1aqFRYsWITU1VdYbFuoICQlhIqpZs2aoUKEC87UePXq0yqnV+fPn8dNPP0mEl6enJ5YsWaJxgUX27dunItLt7e0xY8YM9owwhohNDcVCXV9fHx4eHsVKqBeq6EpPT2dmXdbW1qCUquSPEu+uKwsv5WARmsz06dPZiQylFL6+vmqfEzpdcnIyDh06hG7durGAJO3bt1ebH6W4ExcXB2dnZ/by6OrqonPnzli3bh0A1cm6bt26KF++PJ48ecKu5SW8NJU1a9Yw22Zhh0y8EBo3bhxrS+G0j9LcNAxCuwono2XKlMHevXtl6+f2XxELr+nTp6vsOJY0ND0aX0ETGRkJfX19GBsbyz6diZ+fHyjNzR/06dMnyRgjnrtHjBgBSnODY82cOVMlmbYmsnr1alBKsWvXLrXX8xNegqlh79692X1NeK+ioqJQuXJlUEpVEtjGxsbit99+g5GREWxtbeHn5yeJ1Cg2NWzevLlGWV5kZ2cjPT0d3bp1g5mZGdavXw8A+Pvvv+Ht7Y1KlSpBR0cHgwcPVhFe586dQ7du3aCnp4e2bdtqVA5Wgbt378LW1haGhoaYM2cOS90irIfFedrEwkuIVF27dm0sWbIESUlJxc6cu9BPuuLi4tCqVSt2IrNkyRIV5zbxy7V8+XKYmprCwMAAs2fPlgSL0HRmzZqF0qVLs0lOSI6njPLgfP/+fcTFxeVrllmcuX37NtsZq1ChAtq1a8d2dlq1aoUVK1YwnyMAWLFiBSilGDt2rOR7xMJLSLoIaMZkpkxWVhYaNGjATmjEtvILFy5kgmvbtm04deoUCy9LKUWpUqVYVnYhqqGjoyO2bdtWooWXEFRkzpw5GjXh/y9oajS+wiAnJweBgYHFarf13yL8fkNDQ2FgYIAGDRqoDSwj9JPExESUK1eOzfOzZ89mgVY0AXX9ffTo0WjcuDG7L26XzZs35yu87ty5gxYtWshelCtz9OhR6Ovro2/fvuya+GQ0ISEBI0eOZMEzlE3A7t27B09PT2Y2r0mkp6ejbNmyGD9+vOR6cnIyAgMDWWArdcLr4sWLaNy4MUqVKqVxJ1wAsGvXLlBKsXbtWnYtOTkZu3btgqmpqVrhJfh4CaaG7du3L4qif5ZCFV3CgBwXF4dmzZqB0twkd0LUETHiAWvlypWglMLJyalEnHaJRaiXlxdMTU1haGiI5cuX55uzQ5MWPlevXmWR9aZPn46goCD07NmTJa51dnbG+vXr8fDhQ7x79w6lS5eGvb09S1IrtMWxY8fYyY6mJvoV3qtNmzbB0NAQjRs3xsePHwEA8+fPZwJWSJoocOjQIRW/i8zMTHYq5uLiUiLet7y4dOkSzM3Ncffu3aIuSrFA06LxcdQjnkeUN11evXrFzNi9vLzYdWXhlZSUhAoVKqBZs2aoVq0ajIyMsH37dpVn5Yi4fd68eYOHDx8iLi4OAwcORIcOHSTPiusq9vdSJ7yU/5QzQr0nTZoESilGjx4NAGpPRt++fcsS2Pbq1UvluzRhfMlrbebo6Ih9+/YBkJqSpqWlfVZ4XblyJV+fSbmgrm3mzp2LunXrqn3m6NGjeQovIHfTvmvXrsVWqBeo6BIPOMLfhRcoPj4eLVq0AKW5+SrE2erVfX79+vUaFxY+v3qIX8BZs2axyHvr16/X+GSJAmFhYWyS8vb2RkxMDB4/fox+/fox8WVjY8OOnimlWLVqlcr3HDx4EA4ODkyQaSrR0dFsd3n9+vVYtmwZO+ESBnZAOomJA9EIf8/IyMDUqVM1Jr3Af0F8YsjRzGh8HPX4+/tj4sSJKn6N27Ztg5GREezt7ZlZFACJuWFaWhrz1RFMEm1sbGS/K68cNt/V1RV6enqoXLkyXFxcUK1aNZW1TF7Ca+nSpYVW7q+JunVLXkJaMHsXn3SJPy/MOWfPnoW+vj7q16+vcesbcX3Pnz+PyZMno1u3bpg7dy7c3NyYeb+yuPwS4SV3xG3z6tUrxMTEIDY2Fn/88Ue+Id6PHDmSr/AqzhY6X110iRsxLS0N79+/R3JysmTxIjSIsvBS53+k7EiqCY6lgLSdoqOjcfLkSWzatAmBgYGIj49XcbaeNWsWdHV1YWJignXr1mncwJQXYv+aKVOmsIEpMjISM2fOhJWVlcR5slq1amojq2ly4mwx69evB6WU5cPR0dGRCK7PbVhoyvvFKRg0LRofRz0PHz6EgYEBKKWYOXOmxJz7+fPnGDp0KHR0dFCpUiUsWbJE5fOCT5eQU0gIijBz5kwA8j/t2rFjB5tznJ2dUbZsWVCam2NUObULkLfwUvesHMjIyEB4eDh794X6HTlyRBLMScgxqqOjg+Dg4Dy/LzIyEoaGhjA1NcWTJ080ZmNdTFBQEDNZF/80adKEPaP8XoiFl6GhITw9PWWfRkAdwcHBqFatGszNzWFhYYE6deqgevXqbANDXX8QCy9xdO/izlcVXeKGOXbsGH7++Wc4OTnByckJXbp0weHDh9l9QcF+ifCSO/7+/li5ciX7tzjs+YEDByQJbYV2GDZsmEp0MC68KCZNmiTZWb9+/Tr8/Pzg6OgIW1tbTJgwQSMH7C8lMjKSRcMyNDRUG2KVw/mvaEo0Pk7erF+/ns1NXl5ekhOv8PBw/P777yzU+U8//YT169cjMDCQ+fzVqVOH5eHavn076y9yRDx2JiYmws3NDaVLl8auXbuQkZGBp0+fom/fvsyHTdmUG5AuqNesWQNDQ0NZ+nBlZ2dj+/bt8PDwwMyZM1mgoZ07d4JSivr160siJgsRHNu2bSuxNhH7diUmJsLS0hLfffed7AW5Om7dugVLS0vo6enBy8sLq1evRs+ePVlAuVGjRrF6K298pqWlYd++fShbtiysra01TnQFBwczn/0qVarA1taWrff+/PNP9py6fnHkyBGWZ3TSpEmFWez/ma8musSDUkBAAGvEb775BvXq1VN7pJ6X8FJnaihXIiIiWN2FY2SBI0eOsHbq0qUL+vfvj8qVK6NUqVJs0lI+tRELrw0bNpSYExzlUN7K4d7j4uIQHBys1rm7pDFmzBhQmpsoUegfJbk9OF8XTYrGx1FF+VRGCOY0ffp0yUbggwcPsGjRInaqLv5xdXWV+JsIoksc0EiOvHnzBvfv34dCocCKFStU7k+cOJEJLyHNixhx2wqbpnLz4crKysK2bdtgYWEBS0tL+Pr6Yt26dSwo05YtWyTPHzt2DG5ubtDW1sYvv/yCs2fPqnynEDl3+PDhyMjIkP0GoXL5hdNN8Rrw1atXWLt2LRNeEydOzFd4HTp0CI8ePSr4whcw4rZJSUlBixYtYGpqytomMjISc+bMYWOJOHK3unWMkOcsPDy84Av/Ffjq5oV79uwBpRQWFhaShIDiZHcLFixg18XCq2XLlixghiZN5gsWLFAxJ0hNTUX79u1haGiIgIAA9uybN2+wd+9eFkK2SpUqKgJj1qxZLHSm8gCnySgLL2EBoDzAlVSBIbTDixcvUKNGDRgbGzPndW42yPlaaEI0Pk4ueS1u8xNeyikUoqOj4eXlhZ49e6Jv375YuHChypwlnH75+fnl+/8WZ1avXg0HBwesWbMGlSpVYlY5yjlGheAReQkvTchTlpiYiCVLlsDJyYmZeFlYWEhO+MRtsmHDBlSpUgUKhQLffPMNli1bhmvXruHhw4cYPnw4KM3NqyRO+6IJ7NixA35+fvDx8UHz5s3ZdeH9SktLw44dO75IeGkab9++RUJCAvT19TFt2jR2XXgvBH9A8bgBqF/fyenw4X8SXXktam/fvg0XFxcYGRlhx44d7LogOoyNjSWBEQTE4UPr1KkDhUKh1i9HbohfmkWLFrG6b9iwAYmJiShVqhSGDh3KnhHaITs7G5GRkXB3dwelFJ06dVIJ/z5p0iRYW1uXuIUPT177eVJTU5mpS9u2bYu6OBwOpxgiXvSrG0eVhZdg9uPl5cWE15cIBy8vL1BKUbNmTdkGAsjIyGDCUTBnOnfunOSZfyO85Iz4d96rVy/o6OhAS0sL3bt3Zz7X4rWMwK5du/D999+z+VtHR4dFKK5QoYLGBW569OgRq6uLiwsaNGig1hQ7PT29xAmvrVu3QltbG35+fnB3d8f169cBQOWU898IL7nwr0XXs2fP4OfnpzJ4Zmdn488//wSlFMuXL2fXhZDVJiYmiImJYWYGlFIsXLiQPSe27RV2yTShw4k7h1h4zZkzB25ubuykSl20lTNnzqBixYqwtLTEwYMHAUgj3Cj7fJUUuPD6PPfv34eNjQ0opdi2bVtRF4fD4RRTli1bBmtra1y9elXlnnj+CggIYD5cs2fPlsw/ynP1u3fvkJiYiF69erHIhXLfIExISEDv3r2ZOeWYMWNUgsioE14mJiaSTWg5Iz6le/r0KSil0NPTg6WlJaytrbFgwQKVU05xH/r777+xZs0aNG3aFK6urmjdujWmTp2aZw5SufPXX3+xtUr9+vXZ5rmyaFAWXlOmTJG1sPgcQ4cOBaWUWWxt3rxZcl9cd39/f40SXv9KdL19+5ZFNFq8eLHkNCo7OxvTpk1DixYt2LWAgACYmprC2NgYYWFh7Pr48eNZI86bN49dFw9Ycm1QdeQlvCilKonxxLx//x59+vQBpRTDhg1T+30lFbHwUmfywsmNGObg4MCc2TkcDkdMdnY22rdvz3xAhR1n5WcEhE1USilmzJghiWooZtu2bdDW1galFLVr15YEVpATgsgQW+N4enpCoVCgfPnyOHTokIpPlngdM2XKFHaSI+ROlCviEwghd+GiRYuwcuVKrFmzBnZ2drCyssK8efNUNkKVT0TT0tLYRrOczSy/hOXLl0s22wXyEl5CJMwZM2YUckkLl1GjRoFSCi0tLYwYMUIlMFxewkuc406O/CvR9enTJ5bt2crKCt7e3pIF3Zs3b9jgGhsbi7Zt28LAwICFChVesiNHjsDExIQ14h9//PG16lNsEXcgb29vdqzevHnzfP3X9u/fD0opWrZsyaOEKXH16lUWgnXOnDlcjCrx5MkTtjGiCafGHA7nv6FugZueno5ffvmFiQN1wksYP5KTk1l0VG1tbYwaNSrPPG2TJk3CtGnT8PLly69ah4LkSwSA+ATPxcUFJ06cyFd4zZs3DzExMV+7qAVOXm0REBCAChUqSAR3amoqfHx88hRe6uYfoc00RXTl51vu6+vL1rviACzqhFdAQAAqVqyoceaWAmJrLcGfz8jICHv37lV5Vtw+QrAWSikSExNl22++WHQJL01WVhYboAXhpS6E5ZEjR5hPifIOz/Pnz2Fra4u2bduC0tycQh8+fPiPVSn+iAfmhQsXsg40e/ZslUFJnIRUaEe5drKC5NKlSzA3N2c7bxxVuBjlcEomMTExOHXqlMTRXF1y2vT0dOazlJfwysnJwcePH+Hm5oamTZvC1NQUZcqUydfErjgnKVVGPE5GRkZi3759mDNnDjZu3IgrV65InlUnvD6XU1QuUQrFUSfFfSUnJwcfPnyAlZUVatSogaysLGRnZ7Nn3r9/j6VLl+Z74rVmzRosW7ascCpSCIjbJyMjA0lJSUhISFCbzmfFihVszSdOIaROeCn78MuR/Nar4nvCiZeJiYnaXG7i9tm4cSNu3779dQtayPzrky5AvfBSDnyxbds2UEoxYMAAANKcDE+ePIGZmRmOHz+OgwcPMnteTREVX1oPsanhkiVL1PomCTkupkyZ8rWLqTGIE29zOBwOB3j69CnzP+ratSvztRbmJ2ExI8zLysLrxo0b7LuEuT8tLQ0VKlTAhg0bcOTIEbx48ULynQJym8vF5d2+fTvs7e0lbgAmJibo3bu3ZJc+MTERvXv3zld4yY3169ejRo0a2L9/P7smbpvU1FTY2NigWbNmkrrmJ7yEk1AhDLi7u3ueZqlyQtwup0+fRvfu3WFnZwcLCwtUqFABPj4+uHXrluQzYlPD/ISX3BG3TXR0NA4dOgRvb2/4+voiPDxcRVSOHj2avWfifL4CmtQ+/zqQxpcKr0OHDoFSCjs7O5Wj9d9//x2UUly4cEHle+WOst3zjh07MGXKFHh5eSE0NFTF1GLx4sXsJRw+fDj27NmD1NRUJCYmYsKECaCUwt7eXqNC6HM4HA6n4MjJyUHPnj1BKYVCoWD5IFu3bg0fHx8VP0/BdF0svMqXL4+QkBAkJyez54YNGwZKKY4fP86uacrcDQBbtmxh8/HkyZOxevVqLFy4kCWJ9vDwkJwEKQuvU6dOyeZES5l3796x1D6NGzfGoUOH2D1h0ZuamgorKys0b95cpZ7C2ufDhw9YtmwZHBwcYGRkhFatWqFz586glMLc3BwRERGFV6lCIDAwkPkv1qhRA7Vr14axsTEUCgWaNGkiaUdA84WXeA188OBBlCtXTrKBYWlpiU6dOrENG4HPCS9N4X8KGf+lwuuHH34ApRTOzs44fPgwTp06xY7kGzdurGKWIHfEne3AgQPMIVL4MTAwQIMGDVSiRCkH13B2doahoSEopahevTru3btX2FXhcDgcjoy5ceMGLCwsoKuri0GDBjHhIJxkrVmzRq0ZYXp6Orp37w5KKWxtbdGnTx8sW7YMHTt2BKUUderU0YiTCmUuX74MKysr6OvrY+fOnZJ7QUFBbE5eu3YtgH8WyWLhZWVlpRJKXk7cuXMHv//+O7S1tfHtt9+qCK/Y2FgYGRnh+++/V3uaKVxLTk5GQEAA6tWrxyIcVqtWTfYRLJUJDQ2Fnp4ejI2NsWrVKmRnZyM9PR3Xr19n619ra2sVkzhBeCkUCvz1119FVPqC5eDBg2y8GTVqFAICAvDnn3/i22+/BaUU5cqVw4MHDySfEQuvI0eOFFHJC5b/OTlyfsJLULBxcXFo3rw5KKXQ1dVlu22VKlViz8hR3X/OlOLw4cOss02aNAkHDx7E6tWr2Q6ioaEhQkJCJJ/x9vZmQSHatWuHzZs34/Tp0yrhVzkcDofDyY+cnBy8f/8ev/76KyilWL16Nd6/f48VK1agYcOGbE62srLC7NmzER4eLjm5SE9Px7BhwyRCjVIKV1dXdtIjx7k7PwSfG3EqGwA4d+4c6tSpA0qpJImrmHfv3qFz586wtrZW6+MuJyIiItCnTx+1wuvFixfQ19dHt27d8vy8sB7KzMxEfHw81qxZg4MHD8oqoMrnyMnJQWpqKnu/lP3Ubt26xfKsjhgxQu13CME1TExMkJiYWBjFLjQiIiLg5OQESnPz0ooJDQ2FlZWVxG1GPPYIwkv5RF1T+J9FF5C/8BLyeKWnp2PkyJFo2bIlvvvuOwwdOpQNSnI0SxDK/OHDB9y5c0flflRUFJydndV2ths3brBJbPjw4ZLvA3KTSAvCi+dW4nA4HM5/Ye/evczKQpivcnJysGjRInTq1IktblxcXNCzZ088fvyY+RZnZmbi5MmTmDFjBgYPHgxvb2+NyqEpJjs7G+3atYO2trbED+fy5cuoWbOmWr9q5TQlQhAFQJ7tIxbRysJLyBMaHx8PLS0tdO3alX1G+FxOTg6ysrKQk5ODnJwcWbbBvyE2NhYODg5o0KCB5Prt27fZxsbQoUMl95TbZM2aNRpnbgkAO3bsYIcOYm7evInGjRuDUoqRI0dK7okPL/r37w9KqcadjAL/UXQB6oWXpaUlvL29JTsbHz9+REZGBnteji+kUObY2FhUrFgR3bt3l9h3A0BwcDAUCgVGjx4tuX7z5k00atRIbWcTM2fOHBgYGGjki8jhcDicwqVnz55QKBRYvHix5HpSUhL27NmDjh07MtM5R0dHeHp65rvDLMe5G1ANIKJ87/vvvwelFBcvXgSQt+DKyspCSkoKJk+ejPnz56t8pxxOAL8k0Mnt27eZ8GrQoAGCg4Px6NEjWFhYoEePHgDyr6vYF1ATCQsLg0KhQJs2bViAlfDwcGY+pyy4YmNjceTIEbUB0zSNAQMGgFKKM2fOsGv5tU1iYqJKf9HU/KL/WXQBX3biJXfEgsvFxYWJJ+UJaPLkyaCUYt++fexafp0tPj5epXNpor08h8PhcAqfNWvWgFKKihUrstMZsTnPuHHjmLmhhYUFO/0aNmwYFi1aVFTF/s8IwkKc31L8d+XIckIi4z179uDGjRuoUaOGiuASPv/06VPY2NigX79+BViDgkEQShkZGXj//j0OHjyIbdu2Ye/evTh37pwk79qtW7eY8PLw8MC8efOgUCigpaWFZs2aoWrVqqhZsyaaNGmChg0bom7dumjTpg3q1KmDzp07a0RuUXUpFoBcU0tbW1t8++23AHKtnNSt84Toynv37oW1tTWOHTtWSCUvfIS+1a9fP1BKcfToUQC5/Uhd22RmZiI9PR0LFizA7NmzkZaWJttNnS/lq4guIG/htWjRIsTFxX2t/6ZIEAuuSpUqgVKK0aNHs90N8Us5adIkUEqxfft2ALkmheo6W0ZGBrKysuDt7Y3Ro0fj3bt3Gt/ZOBwOh1O4ZGVloUGDBqCUYurUqZIUG0K+SF1dXWzbtg2nTp3CoEGDmPCytraWtb9JSkoKZs2ahbFjx0qur1q1SsUXRzDFtLKyQrVq1VTMo8QCQggqIszzckFYY7x79w4jRoxArVq1JD57lFK0aNECM2bMYJ+JiIhA7969oaWlhbJly0JHRwdlypSBg4MDDAwMYGRkBEtLSxgZGTFTVmtra4SHhxdRLQuG4OBgbN26FUBuOyYlJbH2GzNmDDMpHDJkCPuMuM+0adMGRkZGuHnzZqGXvSAQr3uV1/iCf6S/vz9evHiRrxhNSEhAmTJl0K1bN9lG/vw3fDXRBagXXtbW1li3bp0kiZ6cEOr09u1bJrhGjRrFBJdwX6jb7t27mcPt06dP1dr2Cp0tJSUFDg4OaN26tUbsCHE4HA6n+CDMT5s2bYKhoSEaN26Mjx8/AgDmz58PSil0dHQQGBgo+dyhQ4fg5eXFzOflOHcDuQs6IYLeL7/8AgDYvHkzW5vs3btX8rwQ7EqhUEgWz8J8n52djbFjx4JSik6dOskqArNwCvH27VvWJvb29mjevDm6dOmC1q1bg1LKwp//8MMPLN1PZGQk+vbtCwMDA5QrVw5+fn54+/YtXrx4gejoaLx8+RKPHj1CeHg4Hjx4oBIOXO7cuHEDlFK0atVKcn3fvn0wMDBgglW8zhPeMwCsz/Tt21cjzC7F48GePXvQtm1bSbTBkJAQ1ibCBkZeYvS3335jwX7kOs78G76q6AL+GeQzMzPZAGZnZ8d8lOTUqGLBJQTHGD16NOswyv5pnz59QkxMDPT09EApReXKlZmZhoC4s/Xt2xeU5iZGloMdOIfD4XDkR3R0NMuXs379eixbtoydcIlN4cXJf+Xsfy3m1q1bMDc3B6UUdevWBaUUDg4OCAoKYs8IO+zJycnM99rBwQGnT5/G06dPkZGRgbdv37KUN87OziwgmBzmbmHdlZiYCDc3N1BK0bNnT4kpIZB7mjNq1Cjm49esWTN2YnXr1i307dsXCoUCDRs2xLFjx1TWc3Joi/+Fhw8fsoh7mzdvZtdjY2MxcuRI6OnpwcTERO3J5x9//MEifz59+rQwi10giH/nwiGDcNonRrD6opSiY8eO7Lq4j8yYMQOUUjRv3lxjfbiU+eqiC5CeeDVt2pSFQRcP6HIhLi6OnXD17NlTIiqBf+oaHR2NDh064NWrV9i4caPkqF4dQmdr0qSJ7EPMcjgcDqd4s379elBKYWZmxk64xIJLThuiX4ogpuLi4mBoaAhdXV0YGhoiODgYACQWOMJiMDY2Fm3atAGlFEZGRqhYsSJq166NMmXKgFIKNzc3dgIoJ0GakZGBkSNHglKK3r17IyMjA0DuWka8EI6Pj8fWrVthbGzMTneEEz2xj5c4qiGgmf0H+Kde69atg5aWFn777TdJe926dQv9+vWDjo4OdHV14enpiYCAACxbtgxt27YFpbn57jQh36r4d7xr1y4W8l7YiPjw4QN7JxISEliCdlNTUwQFBeHvv/9GcnIy4uPjMXjwYHYoo5yvS5MpENEF/DPYnTp1CqampqhSpYrKroocuH37NjM3+O233/DgwQNJHgog14GyVKlSoJQiICAAHz9+xPjx45nw8vHxQVRUFN68eYNnz54xJ8OyZcuWqM7G4XA4nKIhMjIS1atXB6W5uSJPnDjB7mnqglng1KlTbB6nlKJXr17sntiPRNwOM2bMQPv27aGjowMDAwN4eHhg+vTpLBiJnAQXkBv4wdXVFS4uLszELb867Nu3jwmvX3/9lV2/c+cOE16NGzdWMdHUVG7fvs2sl0JDQyX3Hjx4AG9vbyZAhB8zMzO0a9dOI9Z56gSXlZUVfH19UadOHVSoUEHF3Pbp06cYOHAga4/KlSujZs2acHBwYKkqNEGM/hsKTHQJOwF3796FkZERXF1dZWX/LObq1auSwfrmzZusfvfu3WPHzl5eXuwzb9++xaxZs1hns7W1Rbly5dizmpidncPhcDjFlzFjxrDFT0pKCgDNNQkTyM7Ohr+/P9q3bw8fHx+2Qfrzzz+zZ8TCS1mIvHjxgkVhFtpKjm22adMm5tv2JXm0srOzsXz5chgYGEBHRwc7duxg9yIiIvD777+zkzBN81PKC8FCqVOnTmpDvz969AgbNmzAwoUL4ePjg1u3bsnysEEZdYLL0tKSmVPWqVMHxsbGePTokcrzQG5gjXbt2sHMzAwmJiZo0KAB/vjjD5WUSyWBAhNdAkK8fk9PT1kHi7h69SoTUL169cLLly8RHR3NRNTMmTPZs+IOt3//fnh6eqJixYpwdHREixYtMH/+fI3Kzs7hcDic4oswJ7148QI1atSAsbExWzDJ7cTm3yC2Snny5AmA3BM/wcdLCK4B/CO88msPOZ8I+vv7Q6FQSDaHP0d0dDSaN2+uEjofyD35GTp0KCIjI792UQsd8e9VMLsU3xMHIXFzc0PZsmVZygGh38hRiP9bdu7cyQTXtm3b2PWWLVtCoVCwHHcC4nbNzMzEmzdv2NpXzu/Sf6FARVdkZCT09fVhbGyMx48fF+R/VSiIhVfnzp3ZjtmsWbPYM+oG7JycHHz48IHn3+JwOBxOkZGamsoCOLVt27aoi/PVyW8hJz7diYiIUCu8hMjCOTk5ksSumoCQHqBTp05IT0//YpHg4+PDTMHevXuXr0CRO2vXroWzszP8/f1Z8DeB7OxsZGRkYNSoUaCUolu3bmq/QxPFRE5ODiIjI5nJpHLAkIEDB0JXV1flnfnc+1gSUZACpEqVKmTbtm3k2rVrpEKFCgX5XxUKdevWJWFhYYRSSg4cOECSkpLIwIEDiZeXFyGEkKysLKKlpaX2syYmJsTCwoIQQgiAQiszh8PhcDiEEGJoaEgmTpxIrK2tyfHjx8n27duLukhfjZycHEIpJYQQEhYWRnbt2kUmTJhAAgICyNWrVwmllM3P1apVI+fPnydmZmZk165dpEePHoQQQvT19QkhhEyZMoU0b96cLF++vGgqUwC4ubkRXV1d8vr1awKAKBQKkpOTk+fzwr2GDRsSQ0ND8vHjR0kbE0KIrq5ugZe7sPj48SNZuXIlefToERk5ciRp164d8fPzI48ePSKEEKJQKIiuri4ZO3YssbGxISdPniQnT54khEjXdOL20RQopcTV1ZV4e3sTHx8f9r5kZWURQggxMDAgWVlZ5PHjx4SQ3PbIzs5mbfHs2TO131kiKVrNJ0/CwsKgr68PSin69OmDqKioEqvaORwOhyMvunfvDgcHB40J0yyefzdv3gwzMzPo6OhIghpMnDgRFy5ckHxOfOLVuXNnnD59mvkqWVlZsTxVmsCLFy9YBEaxqeDn1i4REREwMzNDpUqV1PoxaRLv37/H5s2b8fPPP7N+U716dUyYMAHx8fFITU0FAEybNg2UUowbN66IS1w4qEtanJ2dzU5Lly9fDkopFixYAEBq8TV79mx06NAB586dK5zCFnO46PofCQsLk/h4Cfa9HA6Hw+EUZ548eYLXr18D0CyfrsDAQBalcNiwYRg5ciR++ukndq1JkyaS/FxAbrAvJycniUBzcXHBs2fPAKhfcMqVFStWQF9fHxUrVsSuXbvYdXXCS+gXx48fB6UUHTp0KLRyFhbieiu/Bzt27ED37t1ZBMcaNWpgwoQJePLkCW7evMlymZ08ebKwi12gfMkBgrJp6r59+0ApxfTp0yXX586dy0wShfeppKNd1CdtcqVevXokLCyM1K9fn2zZsoVQSsno0aNJrVq1irpoHA6Hw+HkSfny5QkhuSZkeZnEy4GcnByiUCgIAJKVlUV8fX2JiYkJ2bBhA+natSt7bseOHcTPz49cuHCBpKenEyMjI9K6dWuSk5NDqlatSk6fPk1WrlxJEhISiLW1NZkwYQIpXbo0yc7OJtramrNM+umnn8iBAwfIqVOnyKpVq4ihoSH54YcfCKWUZGdns77w6dMnVu+1a9cSQghp3749ISTXdEzOpmHi8lNKSWZmJlEoFCq/519++YW0bduWPHjwgEyfPp1ERESQRYsWkXXr1pFZs2aRWrVqkevXr5OQkBDi4eGhEf1E3DZ3794lUVFR5Pz588TW1pa4u7uThg0bEiMjI/bOCc+am5sTQgi5f/8++665c+cSLy8vYmFhQUJDQ4mjo2Oh16dYUqSSTwMQB9fo3bs3P/HicDgcDqcQuXLlCmJjY1GlShWJyZf4lOrcuXNo164dFAoFPD09WVAI4YRDyLv5JVEM5Ux0dDRcXFxAKUWDBg3g7++f57OCGV29evXw6tWrQixlwSA+xblw4QJGjRqFKlWqoGbNmmjWrBk2b94sCfom9IF3797h4sWLLAiNQqFgJ12VK1dmZodyRtw2Bw4cgIODA0uVJPz8+uuvOHbsGHtOOPF68eIFtLS00KVLFwDAn3/+CUopzM3Ncffu3cKtSDGHi66vgFh4/f7777h27VpRF4nD4XA4HI1HCGPdtWtXmJubY82aNQD+WRAqLybt7OxAKcX+/fsl3yM8VxL8syMjI+Hm5gaFQgEdHR307NkTZ8+exfPnz/H69WuEh4fj119/ZTlGo6Oji7rIX5XAwEAmmnR0dGBmZgZKKUxNTdG8eXNcvnwZgDTipUBwcDCmTJnC/P7u3LlTFFUoMA4fPszWs+PHj8f27dvh4+ODFi1aQFdXF/Xr11cR6vHx8TAzM0OdOnVYLsBSpUpxwaUGLrq+ElevXoWenh4opRg6dKisc5JxOBwOh1PcycnJQWBgICwtLdn8O3XqVAD/nFwJzwlMnTqVhfwW52AqaTx+/Bi9e/eGkZERKKUwMjKCsbExLCwsoK2tDUop3N3dERUVVdRF/aqcOHECWlpaMDExgY+PDyIjIxEZGYmxY8eiTp06oJTCyckJ58+fl3xOWXxdu3ZNI1IhiYmOjkalSpVAKcW6desk9/bs2QMbGxtJwAwgd3Pj/fv3bDNDW1sbZmZmXHDlARddX5FLly7BwsKCdzYOh8PhcAqBzMxMHDp0COXLlwelFK6urnj//j0A6UJZEFenT58GpRR169YtkvIWJ1JTUxEaGooffvgB9erVg7GxMcqUKYMOHTrA19dXdiaFyqeUyv9OTExEmzZtQCnF2rVrJffS0tJw5swZdOzYkQXOyOsUS9NOQ4X67N69m51wiblz5w4aNmwISimGDBmi9juGDx/OgmbwNXDeyN/zrxjx7bffkr///pvl+uBwOBwOh1Nw6OjokNatW5Ply5eTMWPGkPv375M+ffqQLVu2ECMjIxYUQgi6YWZmRrS0tIi1tXVRF73IMTQ0JB4eHqRevXrEwMCAvHr1iujq6hIrK6uiLtq/Rvj9vn//njx69IjUrl2bUEolAR/ev39Pbty4QerVq0f69+/PPkcpJfr6+sTDw4OYmZmRDx8+kLNnz5LNmzeTuXPnEh0dHaJQ/JPWVs6BRNQhtNGpU6cIIYQ0adKE3btz5w4ZPHgwuXLlChkyZAjx9fVl9z58+EB0dXWJvr4+GTJkCMnKyiLDhg0jVatWLfQ6yIUCTY5cEuGCi8PhcDicrwdEyWfVoaurS1q2bEmWLl1KypcvT/bv30+GDBlCUlJSWFQ54c/ly5eT7Oxs8s033xDkWvsUePmLO8K6xdbWllhYWBBCPt/mxQ2FQkHevXtHatSoQYYNG0YuXbrExISQ6DkmJoYkJCSQjIwMkpyczD4njmZYvXp10rdvX0IpJYcOHSJpaWkSwSVH8vtdCmKVkH+iEAp/3rp1S63gyszMJJmZmWTGjBlk5cqVhBBCXF1dycqVK0n16tULriIagLx7EofD4XA4HI1FOIkghJBLly6R5cuXk06dOpFBgwaRNWvWkDdv3hAARF9fnzRv3pwsW7aMODk5ka1bt5LmzZuTI0eOkGvXrpGXL1+S/v37k82bNxNnZ2cyYcIEQinVuFOL/wWhDRQKBVuAy7FdHj58SAgh5OrVq+TPP/8kFy9eJABYncqXL09sbGxIfHw8efbsGSGEkOzsbMl3aGtrkx49ehBnZ2fy4MEDcuPGjcKtxFdEEFvC7/L48eNk3759ZMOGDeTkyZMkJSVFIigFsbVr1y4SFhZGRowYoSK40tPTia6uLsnKyiK7d+8mu3btIh8/fiSEEI0Im1/gFJFZI4fD4XA4HE6eiH1nNm3aBFNTU0kIa0opmjZtii1btjCfrfT0dBw6dAjOzs6glMLY2Bj6+vqwt7cHpRRNmjTB8+fPAWhuWPiSzLlz51C7dm1QStGuXTucP3+e9aO4uDg0adIElFJMmDCBfUYcTEUIgtauXTtQSnHw4MHCrcBXQqhTSkoK/P390aFDBxboQvizVq1a2Lp1K2JiYgAAr169gr29PczNzdn7M2LECPadaWlp7O+//fYbKKVYtmyZxvm4FSRcdHE4HA6Hwym2CGHhjYyM8NdffyE0NBRBQUHo1asXjIyM4OzsjNmzZ7PFX0ZGBg4fPoyKFSuyfFQbN27EgwcPEB8fD4ALLk1DvPAPDQ3NU3gdOHCACfbFixdLPp+RkcH+7e7uDnt7ezx9+rTwKvGVEPp2QkICunfvzkK4V61aFb1790ajRo3g5OTEwt7/8ssvuH79OgBg7ty5bHOjRYsW7DvFbTNjxgxQSuHh4YHXr18XbuVkDhddHA6Hw+FwiiX3799n4mnHjh2Se4GBgShdujQopfDx8ZHcy8jIwKFDh+Dg4ABdXV2MGDGChZEXLyA5mkN+wuvs2bPs9GfhwoVMeM2YMUPlpEZICt2mTRu8e/euMKvwnxEE19u3b1kI/CZNmiA8PBxv374FkHv69fLlS3h6esLGxgYKhQKNGzdGREQE4uPj8dtvv8HAwAAuLi6YPXs2YmNjkZiYiNevX6N///6glKJs2bJ48OBBUVZVlnDRxeFwOBwOp9BRXuyqy5m1b98+UEoxZcoUyfXLly/Dzc1N7T2BjIwMHDx4kO3qDx48GKmpqXn+X5zijyAqsrOzkZWVxf4u/Jmf8Dp37hxycnKQnJyMmTNnMuHVvn17jB49Gv7+/ujWrRsopShdurTsRIVYcAn5tvr376+yySA8l5KSgiVLlsDV1RWUUrRt2xbPnz/H8+fPMXToUFhZWYFSCmtra5QtWxbm5uYsLcO9e/cKvX6aABddHA6Hw+FwChVhoZyWloY7d+7gzZs3kuvCnyNGjFA55bp8+TJq1qypVnDFxsbiw4cP7N9CHi9BeA0ZMoQLL5kiiIU3b96ga9euGD16NC5evMj6joA4MbZYeLVt2xYXLlxg9zZt2gQzMzMoFAqJn6Cbmxvu379fOJX6SogFl+CPNXr0aOajpmxOK/aB9Pf3R8WKFaGrq4sxY8YgOzsbr1+/xsmTJ/H999+jRo0aKFOmDNq0aYMFCxbgxYsXhVs5DYKLLg6Hw+FwOIWGsOCLjY3FlClTUL58edjb26tdzM2fP18S0ODChQtqBVdGRgaysrIwZMgQjBgxgp2CAKrCy9PTEx8/fizgWnIKgri4OFSuXJkJJD09PVSvXh0TJ05ESEgIkpOTVT5z6tQpifA6f/4864O3b9/Gjh07MHbsWEybNg1BQUGy9VOKi4tjJ1w9e/ZkQkssQsUIp4JpaWnMT8vR0RHh4eHsmU+fPuHDhw8s+AwPmvHf4KKLw+FwOBxOoSAsdp89e4bGjRszc6XBgwcjKipK5Xl/f39QStG1a1ccPnxYrUmhsJv/4cMHODg4oHbt2khJSZF8T2ZmJg4fPgwTExMYGxvj1atXBVhLTkFx+/ZtUEqho6MDPT09VKlSRXJK5erqikmTJuHQoUNITExknzt37hwT623atJH4eGkKQtsoFAr89ttvePDgwWdFknD/48ePaNiwIRNsOTk5ktMx4Tkuuv4bXHRxOBwOh8MpcIRF7tOnT9mpU48ePZCUlMTuKS/q0tLS4O7uDj09PdjZ2YFSCi8vL8l9AcEfJ68w1pmZmTh27JjsfHU4Uq5evQp9fX3mpxcYGIjJkyejQYMGEgHm7u6OXr164cyZM0hOTsbt27fh7u4OSilat26Ns2fPsn6SV/+TG1evXmXmkr169cKtW7c++xlBXO3fvx+6urpo3rx5AZey5EIBmaUd53A4HA6HI0vevn1L2rdvT27evEnGjRtH/vrrL0JIbhJkcaJWQnKTu+bk5BB/f38yd+5c8vr1a9KsWTNy6tQpQgghnz59YglZJ0yYQBYvXkxatmxJdu7cSSwsLAq3YpxC5erVq6RBgwaEEELmzZtHBgwYQCwtLcnJkyfJ1atXyc6dO8nLly9JUlIS0dHRIebm5mTChAnk3r175Pr16+Tu3bukU6dOZMSIEaRZs2ayTAadF9euXSP169cnhBDSq1cvMnr0aFKrVq3Pfk5oU3Nzc/Lw4UNibm5OtLS0Cri0JQsuujgcDofD4RQoAAillPz5559k+vTppFOnTmTfvn2EEEKys7PzXdzFx8eT+fPnkw0bNhB9fX3SoUMHMmzYMGJubk6Sk5PJzJkzSVBQEKlQoQI5e/YssbOzUyviOJqFWFxMmDCBTJs2jZiYmBBCCHnz5g2Jj48nGzduJPfv3ydHjx5ln9PR0SHZ2dkkJyeH/Pzzz2TDhg3EwMCgSOpQUPwvwisyMpK4ubmRunXrknPnzhGFQqFRYrQ4wEUXh8PhcDicQqFVq1YkNDSUnDp1ijRp0oQJLkGUpaenk/T0dBIYGEg+fPhAypUrR2rWrEns7OzIokWLyIYNG0hMTAwhhBA9PT2SmZlJAJAGDRqQXbt2EQcHh8+KOI7mIBYXU6ZMIaNGjSI2NjasPwl94cSJEyQ6Opr4+/uTxMRE8urVK2JqakouXrxIqlatWsS1KBi+VHgJbeTv708GDx5MBg8eTPz8/Aq5tCUDLro4HA6Hw+EUOB8+fCBubm4kMTGRXLhwgVStWpVkZ2cTSilRKBTk6dOnZMOGDeTYsWPk+vXrhBBCtLS0SIUKFciCBQvIjz/+SO7fv09WrlxJHj58SGJjY0mNGjVI06ZNSefOnYmlpSUXXCUQZeE1duxYYmlpSQhRPUVNSEggCQkJZPPmzaRXr16kcuXKRVLmwuJzwkvcPg0bNiSPHz8mwcHBxN3dnQlXzteDiy4Oh8PhcDgFTkpKCnFzcyOPHz8mo0aNIkuWLCGE5JoehoWFkQEDBpCoqCiSnZ1NjI2NiaOjI3n9+jV59+4dMTAwIJs2bSLdunUjhOT6gKWmpjJzMuEaNyksmeQnvEq6ePiSE68RI0YQX19f0q9fP+Lj40NMTU2LoKSaDxddHA6Hw+FwCoU1a9aQsWPHkqysLNKrVy9Sp04dEhERQTZu3EjS09NJ1apVSYsWLcjgwYOJk5MTCQ0NJQEBAWTv3r2kXbt2JCAggNjY2BBC/hFZJX1RzcklP+FV0lEWXiNGjCB16tQhhBAyc+ZMMnv2bOLq6kqOHDlCHB0di7KoGg0XXRwOh8PhcAqFhIQEMmnSJLJz507y8eNHyb2OHTuSiRMnkurVq0tOsIKDg0nPnj0JpZRcv36dVKxYsbCLzZEJXHjljbht+vXrR0aNGkUOHDhAvLy8iLW1NTl37hxxcXEp4lJqNlx0cTgcDofDKTTevn1Ldu7cSXx9fUlmZiZp1KgRcXd3J6NHj5Y8J5xgvXnzhjRo0IA8f/6cXL58mS0cORx1iMXFtGnTyIgRI4i1tXURl6p4IG4bd3d3cv36dWJubk4uXLhAXF1di7h0mg8XXRwOh8PhcAqdpKQkkpmZSaytrZl5oNixX/h7VFQU+e6774izszM5efIkMTIyKspic2TAtWvXSKNGjcinT5/I7NmzydSpU7m/3/9z7do10rRpU5KWlkYsLCzIuXPnuOAqJHgP5HA4HA6HU+iYm5sTGxsbJrgAqAiunJwcMmXKFJKYmEiaNm1K9PT0irLIHJlQt25dcvbsWWJmZkZ+/PFHLrhE1K1bl4SEhJDSpUtzwVXI8JMuDofD4XA4xQZxgIxx48aRpUuXEnd3dxIcHMzNxDj/ivT0dKKvr1/UxSiWpKWlaVxS6OIOF10cDofD4XCKHHFC26SkJDJo0CASFBREypUrR86dO0fs7e15Hi4OhyNbtIu6ABwOh8PhcDiUUhIWFkbWrl1Lzp8/Tx4+fEiaNm1KtmzZQuzs7Ljg4nA4soYbuXI4HA6HwylyUlNTyc6dO8mGDRsIpZRMmTKF7NmzhwsuDoejEXDzQg6Hw+FwOMWCN2/ekNDQUFK7dm1Srlw5oqury3y8OBwOR85w0cXhcDgcDqdYIvh5cTgcjtzhW0ccDofD4XCKJVxwcTgcTYGLLg6Hw+FwOBwOh8MpQLjo4nA4HA6Hw+FwOJwChIsuDofD4XA4HA6HwylAuOjicDgcDofD4XA4nAKEiy4Oh8PhcDgcDofDKUC46OJwOBwOh8PhcDicAoSLLg6Hw+FwOBwOh8MpQLjo4nA4HA6Hw+FwOJwChIsuDofD4XA4HA6HwylAuOjicDgcDofD4XA4nAKEiy4Oh8PhcDgcDofDKUD+D3BOiazcKTdZAAAAAElFTkSuQmCC", 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" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "months = [\n", " \"Januar\",\n", @@ -1084,23 +764,11 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Zufallsdaten generieren:\n", "x = rng.normal(0, 1, 1000)\n", @@ -1125,22 +793,11 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "x = np.linspace(0, 1) # gibt 50 Zahlen in gleichmäßigem Abstand von 0–1\n", "plt.plot(x, x**2);\n", @@ -1157,20 +814,9 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from mpl_toolkits.mplot3d import Axes3D\n", "\n",