From 9f8c3ba9104ccee67b7389de5f4d32bf26f0a0b6 Mon Sep 17 00:00:00 2001 From: Joachim Bach Date: Sat, 11 Oct 2025 12:13:01 +0200 Subject: [PATCH] forgot to save --- PW-4/pw4-linear-regression-stud.ipynb | 100 ++++++++++++-------------- 1 file changed, 45 insertions(+), 55 deletions(-) diff --git a/PW-4/pw4-linear-regression-stud.ipynb b/PW-4/pw4-linear-regression-stud.ipynb index b825fd3..d05145d 100644 --- a/PW-4/pw4-linear-regression-stud.ipynb +++ b/PW-4/pw4-linear-regression-stud.ipynb @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 429, + "execution_count": 454, "id": "d6eb2aab", "metadata": {}, "outputs": [], @@ -48,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": 430, + "execution_count": 455, "id": "5f3f924f", "metadata": {}, "outputs": [], @@ -66,7 +66,7 @@ }, { "cell_type": "code", - "execution_count": 431, + "execution_count": 456, "id": "5108e239", "metadata": {}, "outputs": [], @@ -84,7 +84,7 @@ }, { "cell_type": "code", - "execution_count": 432, + "execution_count": 457, "id": "34222aff", "metadata": {}, "outputs": [ @@ -158,7 +158,7 @@ "4 33 1.5 830" ] }, - "execution_count": 432, + "execution_count": 457, "metadata": {}, "output_type": "execute_result" } @@ -185,7 +185,7 @@ }, { "cell_type": "code", - "execution_count": 433, + "execution_count": 458, "id": "ad07d4cd", "metadata": {}, "outputs": [ @@ -219,7 +219,7 @@ }, { "cell_type": "code", - "execution_count": 434, + "execution_count": 459, "id": "ac0c9f07", "metadata": {}, "outputs": [ @@ -253,7 +253,7 @@ }, { "cell_type": "code", - "execution_count": 435, + "execution_count": 460, "id": "6d015af9", "metadata": {}, "outputs": [ @@ -312,7 +312,7 @@ }, { "cell_type": "code", - "execution_count": 436, + "execution_count": 461, "id": "19ffbbd9", "metadata": {}, "outputs": [ @@ -375,7 +375,7 @@ }, { "cell_type": "code", - "execution_count": 437, + "execution_count": 462, "id": "db65a2fa", "metadata": {}, "outputs": [ @@ -442,7 +442,7 @@ }, { "cell_type": "code", - "execution_count": 438, + "execution_count": 463, "id": "9ca79a3d", "metadata": {}, "outputs": [ @@ -501,7 +501,7 @@ }, { "cell_type": "code", - "execution_count": 439, + "execution_count": 464, "id": "5a34ad43", "metadata": {}, "outputs": [ @@ -557,7 +557,7 @@ }, { "cell_type": "code", - "execution_count": 440, + "execution_count": 465, "id": "e80c04b3", "metadata": {}, "outputs": [ @@ -593,7 +593,7 @@ }, { "cell_type": "code", - "execution_count": 441, + "execution_count": 466, "id": "5e594f32", "metadata": {}, "outputs": [ @@ -645,7 +645,7 @@ }, { "cell_type": "code", - "execution_count": 442, + "execution_count": 467, "id": "3f693388", "metadata": {}, "outputs": [ @@ -653,13 +653,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "Theta = [ 0.338377 28.68612806]\n", - "Cost = 144162.5602768206\n" + "Theta = [ 0.33101883 28.20026525]\n", + "Cost = 145028.5077448914\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -710,13 +710,13 @@ }, { "cell_type": "code", - "execution_count": 443, + "execution_count": 468, "id": "f73c6af3", "metadata": {}, "outputs": [ { "data": { - "image/png": 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FRUGpVGLnzp3G61qtFocOHYJKpQIAqFQqFBYW4ujRo8Y+u3btgk6nQ7du3Yx99u7di9LSUmOf1NRUPPTQQ6IdfERERE5lKGZZflXFUMwysoqFMsk1HJZmbofDhw8LtWrVEt59913h/Pnzwpo1a4SgoCBh9erVxj7vv/++EBoaKmzcuFE4efKkMHDgQCEqKkq4e/eusU///v2Fjh07CocOHRL27dsntGrVShg2bJjxemFhoRARESE8//zzQkZGhrB+/XohKChI+PTTTyWN0xlZ+UREVMPs2CHeMQcIwunT7h5VteaMv99uDZwEQRA2bdokxMTECHK5XGjdurXw2Wefia7rdDph+vTpQkREhCCXy4U+ffoI586dE/W5fv26MGzYMKF27dpCSEiIMGrUKOHmzZuiPidOnBB69OghyOVyoVGjRsL7778veYwMnIiourtXphMOXLgmfH/8d+HAhWvCvTKdu4dUfeh0ghAXJw6Y/vpXfTs5lTP+fssEQRDcO+fl+bRaLRQKBTQaDUJCQtw9HCIih0rJyMXsTZnI1dwvLBypCMDMAdFVP2etpjt5EmjfXty2ezfwl7+4ZTg1jTP+frv9yBUiInKflIxcTFx9TBQ0AYBaU4SJq48hJSPXTSOrBkaOFAdNkZFAaSmDJi/HwImIqIYq0wmYvSkT5pYdDG2zN2WiTMeFCZsYilmuWnW/be1a/a65Wm6tAkQOwMCJiKiGOpxVYDLTVJ4AIFdThMNZBa4blLdjMctqj6EvEVENlX/TctBkT78ajcUsawwGTkRENVR4nQCH9quxVq0S12UC9MtyrMtULXGpjoiohuoaFYZIRQBkFq7LoN9d1zUqzJXD8h4lJUDduuKgafx4FrOs5hg4ERHVUL4+MswcoD/2qmLwZPh+5oBo+PpYCq1qsB07ALkcKCy833b6NPDpp24bErkGAyciohqsf0wkFo2IhVIhXo5TKgKwaEQs6zhVJAhAXBzQt+/9tr/+FdDpgApnr1L1xBwnIqJyynQCDmcVIP9mEcLr6JepqvuMS/+YSPSNVta457YZi1kSGDgRERnV5Aravj4yqFrUc/cwPNfIkeK6TJGRQHY26zLVQFyqIyICK2iTBSxmSRUwcCKiGs8bK2iX6QSkXbyOjelXkXbxukeNrdp46y0WsyQTDJeJqMazpYK2Jyxn1eQlRZcwV8xy7lzgjTfcMhzyLJxxIqIaz5sqaFe3JUWPmzlbtco0aMrJYdBERpxxIqIaz1sqaFtbUpRBv6TYN1rpFTviPGrmrKQEiIgQ12UaP551mcgEZ5yIqMbzlgra1elQXo+aOWMxS7IBAyciqvG8pYK2Ny0pVsZjkvEFAejWTVzM8tFHWcySKsXAiYgInlNBu7KcH29ZUrTGI2bOTp4EfHyAw4fvt+3eDezapS8/QGQBc5yIiP7k7gra1nJ+DEuKak2R2dkaGfSBnruXFK1x+8wZi1lSFXDGiYioHEMF7YEdGkHVop5LgyZrOT/esqRojdtmzljMkhyAgRMRkZvZkvPjKUuKVeGWZHwWsyQHYYhNRORmthbgdPeSYlUZZs4mrj4GGSAKGB0+c8ZiluRgDJyIiNzMnpwfbz+U1zBzVjGnS+nIOk6ffw68+KK4LSdHn9NEZCcGTkREbuaKnJ8yneBxM1ROmzkrKQEaNNAvxRm89BKweHHV7ksEBk5ERG7n7N1yHlWhuwKHz5zt2CGuywToi1laqMvkiQEleTYGTkREbubMnB/Dbr2KAZlht563JJRbJQhAXJy4LtOjjwI7d1qsy+TJASV5Lu6qIyLyAM7YLecxFbqdzY5ilh515IuNPO5g5BqGM05ERB7C0Tk/tu7Wq4zHLmm98ALwxRf3v2/YEPjtt0rrMnnzYcmcJXM/Bk5ERB7EkTk/jqrQ7ZF/rK9cAZo2FbetWwcMHWr1pY4MKF2pxiy7ejgu1RERVVOO2K3nkUtas2ebBk03b0oKmgAPOPLFDjVm2dULMHAiIqqmqlqh2+P+WGs0+pylWbPut82dq08Mr11b8m288bBkjzgYmQAwcCIiqraqeradR/2x/vxz0wrgOTl2VQB3y5EvVeSNs2TVFQMnIqJqrCq79Tzij3VJCaBQiCuAT5ign2WyswK4Nx6W7I2zZNUVk8OJiKo5e3fruf2PdWoq0K+fuC0zE2jTpsq3dsmRLw7k7CKpJB0DJyKiGsCe3Xpu+2Ntrphl7976quAW6jLZw5sOS3bpwchUKS7VERGRWW5Z0jpxwrSY5Z49lVYArwpDQDmwQyOoWtTz6MDDGUVSyXYyQRC4d9EKrVYLhUIBjUaDkJAQdw+HiMilXFbHyY5iljWRxxYj9UDO+Pvt1hmnWbNmQSaTib5at25tvF5UVISkpCTUq1cPtWvXxpAhQ5CXlye6R3Z2NhITExEUFITw8HC8/vrruHfvnqjP7t27ERsbC7lcjpYtW2LlypWueDwiomqhf0wk9iX3xrpxcfh4aAesGxeHfcm9HRc0Xbmin00qHzStWwdcvcqgyQxvmiWrjtz+/8iHH34YO3bsMH5fq9w/kilTpmDLli34+uuvoVAoMGnSJAwePBj79+8HAJSVlSExMRFKpRIHDhxAbm4uXnjhBfj5+eG9994DAGRlZSExMRETJkzAmjVrsHPnTowdOxaRkZFISEhw7cMSEXkpR1Y0F5k9W1yXCdAXs7ShLhORK7l1qW7WrFn4/vvvkZ6ebnJNo9GgQYMGWLt2LZ5++mkAwNmzZ9GmTRukpaUhLi4O27ZtwxNPPIGcnBxEREQAABYvXozk5GT88ccf8Pf3R3JyMrZs2YKMjAzjvYcOHYrCwkKkpKSYHVdxcTGKi4uN32u1WjRp0oRLdUREjlJYCNStK26bNw94/XW3DIeqp2q3VAcA58+fR8OGDfHAAw9g+PDhyM7OBgAcPXoUpaWliI+PN/Zt3bo1mjZtirS0NABAWloa2rZtawyaACAhIQFarRanT5829il/D0Mfwz3MmTNnDhQKhfGrSZMmDnteIqIab+VK06ApN9chQVOZTkDaxevYmH4VaRev8wgScji3LtV169YNK1euxEMPPYTc3FzMnj0bPXv2REZGBtRqNfz9/RFaoVJsREQE1Go1AECtVouCJsN1w7XK+mi1Wty9exeBgYEm45o2bRqmTp1q/N4w40RERFVQUgI0aABotffbJkwAFi1yyO098jBiqnbcGjg99thjxv/drl07dOvWDc2aNcNXX31lNqBxFblcDrlc7rb3JyKqdpxYzBK4fxhxxfklw2HE3K5PjuL2pbryQkND8eCDD+LChQtQKpUoKSlBYWGhqE9eXh6USiUAQKlUmuyyM3xvrU9ISIhbgzMiohpBEIBu3cRBU+/egE7nsKDJ4w4jpmrNowKnW7du4eLFi4iMjESnTp3g5+eHnTt3Gq+fO3cO2dnZUKlUAACVSoVTp04hPz/f2Cc1NRUhISGIjo429il/D0Mfwz2IiMhJXFTM0qMOI6Zqz62B02uvvYY9e/bg8uXLOHDgAJ566in4+vpi2LBhUCgUGDNmDKZOnYqffvoJR48exahRo6BSqRAXFwcA6NevH6Kjo/H888/jxIkT2L59O958800kJSUZl9omTJiAS5cu4Y033sDZs2excOFCfPXVV5gyZYo7H52IqEo8Pgn6+eeBDh3uf9+oEVBaCvTq5fC38ojDiKnGcGuO0++//45hw4bh+vXraNCgAXr06IGDBw+iQYMGAID58+fDx8cHQ4YMQXFxMRISErBw4ULj6319fbF582ZMnDgRKpUKwcHBGDlyJN566y1jn6ioKGzZsgVTpkzBxx9/jMaNG2Pp0qWs4UREXsujk6CvXAGaNhW3rV8PPPus097S7YcRU43CI1ck4JErROQpLCVBGxa+3JoE7cBilrYcK1KmE9Bj7i6rhxHvS+7NKts1jDP+fru9cjgREUljLQlaBn0SdN9opWsDBAcXs7R1Rs1wGPHE1ccgA0Q/H6cdRkw1lkclhxMRkWUemQS9YoVDi1kaZtQqPqehrEBKRq7Z1/WPicSiEbFQKsTLcUpFAEsRkENxxomIyEt4VBK0E4pZVnVGrX9MJPpGKyUv8RHZg4ETEZGX8Jgk6B9/BCpusHFAMUtbZtQsHTjstMOIif7EpToiIi/RNSoMkYoAWJo/kUGfC9Q1Ksw5AxAEoEsXcdDkwGKWHjWjRmQBAyciIi9hSIIGYBI8OT0J2lDM8pdf7rc5uJilx8yoEVWCgRMRkRdxSxJ0xWKWjRs7pZil22fUiCRgjhMRkZdxWRK0i4tZsqwAeQPOOBEReSFDEvTADo2galHP8cHErFmmQdPNm06tAA6wrAB5Ps44ERHRfeaKWX7wAfDaay4bAssKkCdj4ERERHorVgCjR4vbcnMBpdLlQ2FZAfJUXKojIqrpSkqAkBBx0DRhgr78gBuCJiJPVqUZp6KiIgQEcFsoEZHXclIxS6LqyuYZJ51Oh7fffhuNGjVC7dq1cenSJQDA9OnTsWzZMocPkIiInMBcMcv4eIcVsySqrmwOnN555x2sXLkS8+bNg7+/v7E9JiYGS5cudejgiIjICdLTTYtZ7t0LpKY6rJglUXVlc+C0atUqfPbZZxg+fDh8fX2N7e3bt8fZs2cdOjgiInKwESOAjh3vf28oZtmzp/vGRORFbM5xunr1Klq2bGnSrtPpUFpa6pBBERGRg7m4mCVRdWXzjFN0dDR+/vlnk/ZvvvkGHcv/VwwREXkGNxWzJKqObJ5xmjFjBkaOHImrV69Cp9Nhw4YNOHfuHFatWoXNmzc7Y4xERGQPDyhmSVTd2DzjNHDgQGzatAk7duxAcHAwZsyYgTNnzmDTpk3o27evM8ZIRES2WrHCNGjKzWXQRFRFMkEQBOvdajatVguFQgGNRoOQkBB3D4fIojKdwGMqarriYqB+feDWrfttEycCCxe6b0xEbuKMv982L9UdOXIEOp0O3bp1E7UfOnQIvr6+6Ny5s0MGRkS2ScnIxexNmcjVFBnbIhUBmDkgmgej1hTbtwP9+4vbWMySyKFsXqpLSkrClStXTNqvXr2KpKQkhwyKiGyTkpGLiauPiYImAFBrijBx9TGkZOS6aWTkEoIAdO4sDppYzJLIKWwOnDIzMxEbG2vS3rFjR2RmZjpkUEQkXZlOwOxNmTC35m5om70pE2U6rsp7kjKdgLSL17Ex/SrSLl63//MxFLM8evR+G4tZEjmNzUt1crkceXl5eOCBB0Ttubm5qFWrSkffEZEdDmcVmMw0lScAyNUU4XBWAU+b9xAOW1YdPhxYu/b+902aAJcuAfxdTOQ0Ns849evXD9OmTYNGozG2FRYW4p///Cd31RG5Qf5Ny0GTPf1Iz2EzQhU4ZFk1O1s/m1Q+aPryS307gyYip7L5X9i///1v9OrVC82aNTMWvExPT0dERAS++OILhw+QiCoXXifAof3IeYn21pZVZdAvq/aNVlreDTlzJvDWW+K2mzeB2rXtHhcRSWfzjFOjRo1w8uRJzJs3D9HR0ejUqRM+/vhjnDp1Ck2aNHHGGImoEl2jwhCpCIClbBYZ9H/0u0aFuXJYXsuZifa2LKuaKCzUzzKVD5o++ECfGM6gichl7JrTDQ4Oxvjx4x09FiKyg6+PDDMHRGPi6mOQAaLZDEMwNXNANOs5SeCQGaFK2L2sunw5MGaMuC03F1AqbR4DEVWNpMDphx9+wGOPPQY/Pz/88MMPlfZ98sknHTIwIpKuf0wkFo2INVleUrKOk02cnWhv87KquWKWf/sb8L//2fzeROQYkgKnQYMGQa1WIzw8HIMGDbLYTyaToayszFFjIyIb9I+JRN9oJSuHV4GzE+0Ny6pqTZHZWS0Z9MFu16gw88Usz5wBWre2672JyDEkBU46nc7s/yYiz+LrI2PJgSpwdqK9pGXVxNbw9a2Qftq3rz6QYl0mIrezKTm8tLQUffr0wfnz5501HiLyIs7asu8urki0NyyrKhXi4EupCMDXzQrRv31j8Qv27gV+/JFBE5GHsCk53M/PDydPnnTWWIjIi1THs/FclWhvblk17uFGkBUXizsWFwP+/lV6LyJyLJvLEYwYMQLLli1zxliIyEtU57PxKpsRWjQi1mFBoWFZdaBvAVQt64uDphkz9GUGGDQReRybyxHcu3cPy5cvx44dO9CpUycEBweLrn/00UcOGxwReR5nb9n3BC5LtO/VC/j5Z3FbQQFQt65j34eIHMbmGaeMjAzExsaiTp06+PXXX3H8+HHjV3p6ut0Def/99yGTyTB58mRjW1FREZKSklCvXj3Url0bQ4YMQV5enuh12dnZSExMRFBQEMLDw/H666/j3r17oj67d+9GbGws5HI5WrZsiZUrV9o9TqKarkpFHL2IcUaoQyOoWtRzbNCkVutzlsoHTYMH62eZGDQReTSbZ5x++uknhw/iyJEj+PTTT9GuXTtR+5QpU7BlyxZ8/fXXUCgUmDRpEgYPHoz9+/cDAMrKypCYmAilUokDBw4gNzcXL7zwAvz8/PDee+8BALKyspCYmIgJEyZgzZo12LlzJ8aOHYvIyEgkJCQ4/FmIPFGZTnDY7ElNORvPkT8zkUmTTOswXbgAtGhR9XsTkdNV6TTIK1euAECVjlq5desWhg8fjiVLluCdd94xtms0Gixbtgxr165F7969AQArVqxAmzZtcPDgQcTFxeHHH39EZmYmduzYgYiICHTo0AFvv/02kpOTMWvWLPj7+2Px4sWIiorChx9+CABo06YN9u3bh/nz5zNwohrB0UncNeFsPKckvt+5A1RIbUCzZsDly/YP1AZOCwSJahibl+ru3buH6dOnQ6FQoHnz5mjevDkUCgXefPNNlJaW2jyApKQkJCYmIj4+XtR+9OhRlJaWitpbt26Npk2bIi0tDQCQlpaGtm3bIiIiwtgnISEBWq0Wp0+fNvapeO+EhATjPcwpLi6GVqsVfRF5I2ckcVf3s/Gckvj+v/+ZBk0//+yyoCklIxc95u7CsCUH8cr6dAxbchA95u7y6iR+InexOXB6+eWX8dlnn2HevHnG3KZ58+Zh2bJl+Pvf/27TvdavX49jx45hzpw5JtfUajX8/f0RGhoqao+IiIBarTb2KR80Ga4brlXWR6vV4u7du2bHNWfOHCgUCuMXDy8mb2QtiRvQJ3HbWnvJsGUfgEnw5O1n4zn8Z6bT6XOZJk0ybe/RoypDlaw674AkcgebA6e1a9di5cqVeOmll9CuXTu0a9cOL730knFZTaorV67glVdewZo1axAQ4FlT+tOmTYNGozF+GZYkibyJM5O4XbVl39Uc+jPbtg3w9RW3rV6tTwB3UTFLZwXPRDWZzTlOcrkczZs3N2mPioqCvw01R44ePYr8/HzExsYa28rKyrB3714sWLAA27dvR0lJCQoLC0WzTnl5eVD+eSK4UqnE4cOHRfc17Lor36fiTry8vDyEhIQgMDDQ4jPK5XLJz0LkiZydxF0dz8Zz2M9MLgdKSsRtJSWAn5+dI7OPsw8tJqqJbJ5xmjRpEt5++20UlyvWVlxcjHfffReTKk5HV6JPnz44deoU0tPTjV+dO3fG8OHDjf/bz88PO3fuNL7m3LlzyM7OhkqlAgCoVCqcOnUK+fn5xj6pqakICQlBdHS0sU/5exj6GO5BVF25IonbqVv23aDKP7OTJ/WzSeWDppkz9bNMLg6agJqzA5LIlWyecTp+/Dh27tyJxo0bo3379gCAEydOoKSkBH369MHgwYONfTds2GDxPnXq1EFMTIyoLTg4GPXq1TO2jxkzBlOnTkVYWBhCQkLw8ssvQ6VSIS4uDgDQr18/REdH4/nnn8e8efOgVqvx5ptvIikpyThjNGHCBCxYsABvvPEGRo8ejV27duGrr77Cli1bbH10Iq9iSOJWa4rMLtXIoF9a89Ykbmeo0s+sRw/gz1IpRm4uZlkTdkASuZrNgVNoaCiGDBkianNW8vT8+fPh4+ODIUOGoLi4GAkJCVi4cKHxuq+vLzZv3oyJEydCpVIhODgYI0eOxFtvvWXsExUVhS1btmDKlCn4+OOP0bhxYyxdupSlCKjac9W5a96msm35dv3M1GogskJO1+DBwLffOvMxJGHwTOR4MkEQmBVohVarhUKhgEajQUhIiLuHQ2ST6ngYr72k/iwk/8zMFLNM/WEfake3Nsn3clcdJcOuOsB8IOjNyfxE1jjj7zcDJwkYOJG3Y/HD+wFExV94lgKISn9mZopZXq2rRPfxS43flw+03B28uvv9idyFgZObMHAi8m5lOgE95u6yuMPMsGS1L7m39YBywQLg5ZdFTU8Pn4dfGkeb3BMAxveKwmd7syQHbM7C4JlqImf8/a7SkStERN7AIdvydTrTukwAVO+mIldbbNJuCJSW/GwaNBmuy6Cvo9Q3Wun0IMawA5KIqsbmcgRERN6mytvyzRWzXLMGaReumQ2ayqustmRVipASkXvYHDitWrVKVMPJoKSkBKtWrXLIoIiIHKlK2/LlcuDxx8VtJSXAc885rP4R6ygReQ+bA6dRo0ZBo9GYtN+8eROjRo1yyKCIiBzJroOJJRSzdFT9I9ZRIvIeNgdOgiBAZuacpd9//x0KhcIhgyIiciSbDybu0QP4s8CvUUEBMGuWqMlaQAYAPjLT9yz/3iYBGxF5NMnJ4R07doRMJoNMJkOfPn1Qq9b9l5aVlSErKwv9+/d3yiCJiKrKcDBxxW35yvLb8nNzgYYNxS8cMgT45huz95RSMHNcT/2uOhYhJaoeJAdOgwYNAgCkp6cjISEBtWvXNl7z9/dH8+bNTSqKExF5kkoPJk5KAsqdTAAAuHgReOABq/e0FpB1bFq38oCNiLyGzXWcPv/8czz77LMICKg5a/Ks40TVFWv7wGwxS0RFAZcu2XQbaz9L/qyJXM+jCmCWlJQgPz8fOp1O1N60aVOHDMyTMHCi6ojVpGG2mCX27QO6d3fPeIjIoTyiAOb58+cxevRoHDhwQNRuSBovKytzyMCIyHksHT+i1hRh4upjTqtm7TGzLhaKWUKn0++kIyKywObA6cUXX0StWrWwefNmREZGmt1hR0Seq0wnYPamTJdXs/aYGa6tW4HERHHbmjXAc8+JmjwmyCMij2Jz4JSeno6jR4+idevWzhgPETmZQ44fsZGtM1xOC1r8/IB798RtJSXGukzlx+sRQR4ReRybA6fo6Ghcu3bNGWMhIheo8vEjNrJ1hsspQcvJk6Z1mWbN0he0rMBdy5gGnOki8mw2B05z587FG2+8gffeew9t27aFX4X/UmPyNJFnq9LxI3awZYZLc7fE8UFLjx7A/v3itoICoG5dk67uWsY04EwXkeezuXJ4fHw8Dh48iD59+iA8PBx169ZF3bp1ERoairpmfhERkWex6/iRKpA6c6XWFlUatAD6oKWsslNzy8vN1Sd6lw+ann5af2SKhd9VtgR5jmaY6ar4/oagMSUj1+HvSUS2s3nG6aeffnLGOIhIAkcs40ipdu3IatZSZ64KbhU7Lvfqb38DFi0St0koZunqZUwDd890EZF0NgdOf/nLX5wxDiKywpHLOJKOH3EQwwyXWlNkNjCQ/fm+YcH+ku5XadBirpjlAw/ogyYJXL2MaeCOhH0iso/NgRMA/Pzzz/j0009x6dIlfP3112jUqBG++OILREVFoUePHo4eI1GNV1nC8oTVxzC6e3P0jVbaNANV6fEjDiR1hksRKC1wshi0/Pe/wN//Lm6zsZil1CDP0Yfyumumi4hsZ3OO07fffouEhAQEBgbi2LFjKC4uBgBoNBq89957Dh8gUU1nbRkHAJbvv4xhSw6ix9xdNuXC+PrIoGpRDwM7NIKqRT2nLQMZZriUCnHQo1QEGBO+7c69MhStrBg06XQ2VwA3BHmG96v4/oBzDuV110wXEdnO5sDpnXfeweLFi7FkyRLRjrru3bvj2LFjDh0cEVlfxinPkxOJ+8dEYl9yb6wbF4ePh3bAunFx2Jfc27gsaFfQsnWraQXwtWv1CeB2FueVEuQ5mqsT9onIfjYv1Z07dw69evUyaVcoFCgsLHTEmIioHFuWZzw9kdgww2WJTblXEotZ2qP8MqZaW4SCW8UIC/aHItAfJfd0OPrbDYcub7o6YZ+I7Gdz4KRUKnHhwgU0b95c1L5v3z48YGXHChHZztblGW9PJLaae3XiBNChg/hFs2cDM2Y4dBy+PjJo7pZgXspZURDnIwPKV0RwVJ0lVybsE5H9bA6cxo0bh1deeQXLly+HTCZDTk4O0tLS8Nprr2H69OnOGCNRjWYtYdkSb04ktjgz9cgjQFqauO3GDSA01OFjsJSQX7GMlCMrirsqYZ+I7Gdz4PSPf/wDOp0Offr0wZ07d9CrVy/I5XK89tprePnll50xRqIarbJlnMp4ciKxzfWocnOBhg3Fbc88A3z1ldPGZykhvyJHL49aW84kIveSCYJgy3/EGpWUlODChQu4desWoqOjUbt2bdy9exeBgYGOHqPbabVaKBQKaDQaHilDbmOujpM5hi3z+5J7e+RMhc31qOwsZlkVaRevY9iSgza/bt24OAY9RB7EGX+/bd5VZ+Dv74/o6Gh07doVfn5++OijjxAVFeWQQRGRqfK70sZ0b262j6cnEls6ViT3z3pUW0+W2w14545+Z1z5oOmBB/Q75pycT2nvMqc3L48SkTSSA6fi4mJMmzYNnTt3xiOPPILvv/8eALBixQpERUVh/vz5mDJlirPGSUS4v4wzfcDDWDwiFpEu3DIP6Jew0i5ex8b0q0i7eF36uXGQtvw1ad0xbD2Zoy9mWbEC+P79kiuAV5W9y5yevDxKRI4hOcdpxowZ+PTTTxEfH48DBw7gmWeewahRo3Dw4EF89NFHeOaZZ+BbsZ4KETmNqxOJq3rki5R6VIJOh8fbNzK9YChy6SK2JuQ7q6I4EXkeyTNOX3/9NVatWoVvvvkGP/74I8rKynDv3j2cOHECQ4cOZdBE5AauqvxtaYnNloKb1paxHr14BFnznhQ3VrGYpb0qK8ZZkacvjxKRY0mecfr999/RqVMnAEBMTAzkcjmmTJkCmYt/oRGR40jZ3WbtyBepO8oqW8a6OO9J+Ao6UdvBM7mIa6204Wkcy1JdpYp1nFhniahmkRw4lZWVwd///iGctWrVQu3atZ0yKCJyPnNLb6GBfhjVPQqTereEr48MZToBK/dnVbrEJrXgpmH5q/y92uRfwrYV4jPmPuoxHJ90H4b5d8vsfzgHMbcc2qlZXYdXDici7yE5cBIEAS+++CLkcjkAoKioCBMmTEBwhQTODRs2OHaERORwloo7Ft4txfwdv2LFgSw827kxfjiRK/mcPGtLcYblrwmr9WdafvvFa+iUc1bUp90r66EN0P8HWcGtYmkP42Tm6iqx5ABRzSU5cBo5cqTo+xEjRjh8METkfFJ2txXeKcWne7Nsuq+UHWX9YyLxcusgvDqqt6h9c+uemDQwWdQWFuyPimwunOmFasIzEnkzyYHTihUrnDkOInIRKbvbbOUjAzo1q2u948SJeHXxYlFTj5eW4vdQ01wmpUJcTLequ/q8QU14RiJvZ3cBTCLyTs4o0qgTgKO/3bDc4fZt/c64ckHT5dBINE/ebDZoiqywtd8Ru/o8XU14RqLqwK2B06JFi9CuXTuEhIQgJCQEKpUK27ZtM14vKipCUlIS6tWrh9q1a2PIkCHIy8sT3SM7OxuJiYkICgpCeHg4Xn/9ddy7d0/UZ/fu3YiNjYVcLkfLli2xcuVKVzwekUdyVpFGiwHZJ58AFTaSHPxiIx59aYnZ7jKIt/Zb29UH6Hf12VKM09PUhGckqi7cGjg1btwY77//Po4ePYpffvkFvXv3xsCBA3H69GkAwJQpU7Bp0yZ8/fXX2LNnD3JycjB48GDj68vKypCYmIiSkhIcOHAAn3/+OVauXIkZM2YY+2RlZSExMRGPPvoo0tPTMXnyZIwdOxbbt293+fMSWVOVytxSGXa3OZpJQGYoWvnKKybtcSOexCIzlc8jzVQ+t7a0WH5Xn7eqCc9IVF3Yfcivs4SFheGDDz7A008/jQYNGmDt2rV4+umnAQBnz55FmzZtkJaWhri4OGzbtg1PPPEEcnJyEBERAQBYvHgxkpOT8ccff8Df3x/JycnYsmULMjIyjO8xdOhQFBYWIiUlRdKYeMgvuYIr81u2nszF39Yec8i9zB4qvGUL8MQT4o7r1gFDh4qapCRCb0y/ilfWp1sdx8dDO2BgBzNVx71ATXhGInfwqEN+Ha2srAzr16/H7du3oVKpcPToUZSWliI+Pt7Yp3Xr1mjatCnS0tIAAGlpaWjbtq0xaAKAhIQEaLVa46xVWlqa6B6GPoZ7mFNcXAytViv6InImV+a3pGTk4u0tmQ65l9mq2b6+pkFTSYlJ0ASYVj4HYDLjJnVp0ZvPiasJz0hUXUjeVecsp06dgkqlQlFREWrXro3vvvsO0dHRSE9Ph7+/P0JDQ0X9IyIioFarAQBqtVoUNBmuG65V1ker1eLu3bsIDBTv3AGAOXPmYPbs2Y56RKJKOaoytxSW6jdZEhrkh8I7pcbvK62anZ4OdOwovsFbbwHTp0sem7kZt+mJbSo9N87ec+I8adu/tbPxeBYekedwe+D00EMPIT09HRqNBt988w1GjhyJPXv2uHVM06ZNw9SpU43fa7VaNGnSxI0jourMlvyWqhRelFK/qTwZgIBaPlgzthuu3SquvGq2SgUcPCi+wY0bQIX/8DE3psNZBUjNVGP5/ssm19WaIiStPY7xvaLw2d4syADR+A3fPxajr+4tNfjxtG3/huKgE1cfM/uMAM/CI/IUbg+c/P390bJlSwBAp06dcOTIEXz88cd49tlnUVJSgsLCQtGsU15eHpRK/fZlpVKJw4cPi+5n2HVXvk/FnXh5eXkICQkxO9sEAHK53FghncjZpJYHqKyflNkTW+s3CQDU2mL4yGSivBpR8JaTAzSqkHPzf/8HfPml1fubC17MjQEAvvzld7zSpxXWH7kCtfZ+f5lMfwbw8v2XsXz/ZUnBj6VZN8OyaMXkdFexdDYez8Ij8ixuD5wq0ul0KC4uRqdOneDn54edO3diyJAhAIBz584hOzsbKpUKAKBSqfDuu+8iPz8f4eHhAIDU1FSEhIQgOjra2Gfr1q2i90hNTTXeg8jdqprfInX2xN76TRZfN3GiqC4TAODSJSAqyqRrxcDuxu0SJK2VvmRYeKcU/9l5HsoQOabEt4L2bimW7b+MipsODcHP5PgH0bx+kEkQ6cplUXuYOxuPlcOJPItbA6dp06bhscceQ9OmTXHz5k2sXbsWu3fvxvbt26FQKDBmzBhMnToVYWFhCAkJwcsvvwyVSoW4uDgAQL9+/RAdHY3nn38e8+bNg1qtxptvvomkpCTjjNGECROwYMECvPHGGxg9ejR27dqFr776Clu2bHHnoxMZVSW/xZbZE3sTi01ed/u2SV0mtGwJnD9v9vXmAruKy1FS5WmLMX/HeYQG+Zm9brjn/B2/GtvKB5G2LIt2jQpzSwBj7mw8IvIcbg2c8vPz8cILLyA3NxcKhQLt2rXD9u3b0bdvXwDA/Pnz4ePjgyFDhqC4uBgJCQlYuHCh8fW+vr7YvHkzJk6cCJVKheDgYIwcORJvvfWWsU9UVBS2bNmCKVOm4OOPP0bjxo2xdOlSJCQkuPx5icyxN7/F1tkTawFaRWYDto8/BiZPFnc8cECf42SGpcDO3hoohteVT1i3pnwQWXxPJ+k1OzLVmPpVusfkQBGR5/C4Ok6eiHWcyBVsTVhOu3gdw5YcNGmvaN24OOMMhiGQASoPXgwhmnHGqqwMqGXmv7MMRS7NKNMJ6DF3l8PPxbOHIQj89zPtMXzpIbvvAcBtOVBEZDtn/P32uBwnoprK1vwWe5LKLSUgV1pmYPNmYMAA8U3XrweefbbS93XGYcL2MizBQYDVZVFZhZ9F+Xu4OweKiNyPgRORB7Elv8XepHJzAZrFMgM+Pvpta+WVlAB+5nOMynPGYcJVde12MaYnRputmm5YJq1sDt5RpSGIyHsxcCLyUlVJKjcXoIm+N1PMMnvyP9Dow/ckz7R4YpXry9duY/2RK2avKRUBeCxGabaeVEWeGBQSkWt4zJErRGQbQ1I5cD//xqBKRRNVKpOgqd0r69FL3gM95u6SfPxL16gwi7vf7CX788vW+8oA1A3yw/wd5y0uH05PbIO+0UpJ9/PEoJCIXIOBE5EXM+QsKRXiP+RKRYDtScw5OfoEn3IVwDe17onmyZuhDdCXHzDsUNt6MtfkTDlXMDzX+4PbmgSLlRFgPRn+7S1n0KlZXUQqAizeWwZ9jhSPPiGqubirTgLuqiNPV+Vz1yZMAD79VNTU46Wl+D3U/AxMxWRyc7v/pO76q+y+yhA5hnVtiub1g02eKyUjF8nfnoLmrvXSBP1jIpCSkWe137pxcdDcLTG785C76oi8D3fVEZFZdhdNNFPM8m7zB9Dm2U8qfVnFCaZcTREmrD6Ghc/F4vF2+qDCnjwgnaBfMqtfR241AOwfE4krBXfw7tazVu8bUMtX0vvn3yzCwA6NePQJEVnEwImoprJQzPLHwKbA+nS7bjlp3TEsQEc83q6h3XlAOYV3MabnA5L61q8t7UzJhqG27UDk0SdEZAkDJ6Kaxkoxy/CL1+2+tU4A/rb2OBb7yNA3WmlTpXKDZfsvo0tUmKSZHaXC/EHdFXVv0QDfHc+xaQcijz4hInOYHE5kRplOcEvys9Nt3mwaNK1fry9e9GcF8Bu3i1HViZXZmzIBwOKuPymvl/IzN5RkqEykIgBxLeo5ZwciEdU4nHEiqsDWo0+8hoRilikZuUhae9zus+QMcjVFWLk/C/XryJHYLhJbT+VWWljS0utf7B5VaTBT/pw/SzNJhoDIUtV05i4RkS24q04C7qqrOSwdSuvVO6rMFLPEW28B06eLmjzpbDkDqQGrLcFulXcgEpHXcMbfbwZOEjBwqj4q+6NpLXAw5MHsS+7tPX9ou3UDDh8Wt924AYSGiprKdAJW7s/C21vOuG5sEtgSsDIgIqKKWI6AqAqszUpYO5TWq84py8kBGjUStz37rD6fqQJzP5fKjHqkGT5P+83sQbiOZsvBukzmJiJXYHI41QiGJbiKwYGhEnZKRq7kukMef07ZSy+ZBk2XLlkMmsz9XCoTH63EgmEdrXd0kPIBKxGRuzFwomqvTCdg9qZMs8nDhrbZmzIl1wTy2HPKbt/W74z77LP7ba1a6RPCo6JMulf2c6mUADzeriFGd29eldHazOMDViKqERg4kVeypVyA1CU4CKjyOWVuK2Pwn/+YVADHgQPAr79aHJe1n4sl124XA4DkA3EdxWMDViKqUZjjRF7H1nIBUmcqrt0uNm5tl8H8OWWV1foxN67QQD+M6h6FSb1bSkpUtjXBuaz0Hnz9/Uwv/FnM0tK4IhUBeDzGvsDHEMAYaijZWuDSVuaKUxIRuQtnnMirSMlVqkjqTEV4nQBjrR9lhaKKSkVApTu7LI2r8G4p5u/4FZ3eSTU7tor36DF3F4YtOYhX1qdj2JKD6DF3l8XXHV3wuUnQ9ObQfyHlVI4oaDI3rlxNEZbtv1zpeCqqOONmqKFkuGaLSEUAXuoVZbV4JYtTEpGnYTkCCViOwDPYWy7A8Dprx22Uf50tMz+21D9abCH4srl+lMx0LC1f+x5lvrWM/ftGK9H9/V1Qax2XG1T+EN/yY684o+UjEx8ErAyRY1jXpmheP1j08yz/c7587TbWHc6GWltsfF21KDxKRG7DOk5uwsDJM6RdvI5hSw5a7bduXJzJtnRDYAKYX4KrSmFLqeMC9IGApcBOUkB48oRJMct/9xyBBY8MNen/bOfG+M/OCzY/T2UsLT1WDDQ7NauLo7/dsLmmEmsxEZEjsY4T1WhVKRfgzOM2bNntZa4OlNTk9TuxnVHnxDHRtbaTv8RNebDZ/o4OmoD7S48rDmTh/cFtjT83czWU7KmpxFpMROTpGDiR17AlV8mc/jGR6ButdPiMhq27vSoGWtYCr4ib13Bo4Yuith/a9MLfn3zDpvd1pMI7pZiw+pjFpUciouqKgRN5DWu7uKTsvnLGjIZhXFK39ofXCRAtSV27WWyx73spC/DciRRR27Hdx/D3bTlVGrOjSKnoTURUnTBwIq9h2MVlb7kAV4yrsoRBQ2B343axSU6TTKavU2kQWFKEM/OfFr1eePBByM6dQ3udgMgDBU4vAyCF1xxBQ0TkICxHQF7F3nIBrhpXaJCZmkq4H9g92T4SSWuPm8xOlQ+aRh/ZaBI0DRv1EXRnzgKovAyAO+Z9dmSq3fCuRETuwV11EnBXnefx1N1XZToBC3adx4r9l1F4t9TYHqkIwPTEaLy9xfJhuj66Mlz6YKBJe/M3NgEyGdaM7YbuLesb2y0VtjS8jytnpJjrRESeiOUI3ISBE9nKXGB3OKvAYtmCPhcOYdm3b4vaJj35Bja36XX/+0db4rWEh6y+j6+PzGL5hcoMiW2EfeevIa+SnCtLzJVZICJyN5YjIJfy1FkdW7jrGcwloVvaPXd57hMmbS1f+x73fCv+87wfAlV8rifaNRQ9l6XyC5X59thVKEPkmBLfCs3rB+PytdtYvj8Lmrv3rL6WuU5EVFMwcCKzbD0PzhN52jNULFvwcN5FbFn5iqjtg57P43+PPGv29aoH9Mt0Up+rfPmFHZlqSUesqLXFmL/jPBY+F4tX4h/EpN6tMGntUWzLyLP6WlvqWREReSsmh5MJe86D8zSe+AyGsgUyAN+vmmISNLWd/KXFoCnI3xcAsPWkbc9lmPmaPuBhLB4RC2WIXNJYJ607hq0nc+DrI8MLqihJr7G1nhURkTdi4EQiZToBszdlms2LMbTN3pSJMp3npsZ56jP4+sjwXte6yJr7BDrknje2b2zzFzRP3mxSAby8OyVlGL7sECatM1/yQMpz9Y+JxP5/9MH0xDZWx6oTgL+tPY6UjFxRwGdOxcN/iYiqMwZOJCL1+I/DWQWuG5SNPPEZynQC8oa+gEfjO4nae0xYhleefB11LZQxqKiyWE/qc924U1rp9fJmb8oEAKvlD9xRP4uIyB0YOJFIVc6D8xSe9gyphy/C19cHEV9+YWzLqtcYr32ZjlfHJ2DN2G6Q13LcP0VLz5WSkYsec3dhwU/Sz7AzBGKeWj+LiMjVmBxOIlU9D84TOPMZbN2ldyb5LfSdN1PUNuj5D5He8CHg2O/YcTYPox5pDrXW9hIAlph7LkPOlz2Lk4ZAzFln/REReRMGTiTiiPPg3M1Zz2DTLr2yMqBWLVTMJjIUszQovFOK+TvOwxEsPVdlOV9SlA/EnHHWHxGRN+FSHYlIOc7D0/NZnPEMNu3S27QJqCX+b5KkJ5PRPHmzKGhypMqey1rOV2X3ZNI3EZGYWwOnOXPmoEuXLqhTpw7Cw8MxaNAgnDt3TtSnqKgISUlJqFevHmrXro0hQ4YgL09cUyY7OxuJiYkICgpCeHg4Xn/9ddy7Jy7at3v3bsTGxkIul6Nly5ZYuXKlsx/Pa1WHfBapz1CmE5B28To2pl9F2sXrZnek2bRLTyYDnnxS1Kfla99jS5uejngso4oxX2WfjT25XN4SJBMRuZpbl+r27NmDpKQkdOnSBffu3cM///lP9OvXD5mZmQgO1m/NnjJlCrZs2YKvv/4aCoUCkyZNwuDBg7F//34AQFlZGRITE6FUKnHgwAHk5ubihRdegJ+fH9577z0AQFZWFhITEzFhwgSsWbMGO3fuxNixYxEZGYmEhAS3Pb8nqw75LNaeQerSm5RdemG/noavb7yo/bcp0/AX/+6Ofag/LRjWEXWD5ZI+G3tyuZReVuyUiMhVPOqsuj/++APh4eHYs2cPevXqBY1GgwYNGmDt2rV4+mn9afFnz55FmzZtkJaWhri4OGzbtg1PPPEEcnJyEBERAQBYvHgxkpOT8ccff8Df3x/JycnYsmULMjIyjO81dOhQFBYWIiUlxeq4eFZd9WMpWdoQepSfvdmYfhWvrE+3eK+Nn09Be7U4T2nL3kzkCP54d+tZxw0a+pmmBcNi8Xg76QFNmU5Aj7m7Ks35igiR48P/64Brt4q9MkgmIjLHGX+/PSrHSaPRAADCwvQ5FUePHkVpaSni4+//l3zr1q3RtGlTpKWlAQDS0tLQtm1bY9AEAAkJCdBqtTh9+rSxT/l7GPoY7lFRcXExtFqt6IuqD1sLZFqasYm4eQ2X5z4hCpq2t++N5smbkbTlksODJkA/02RL0ARIy/ma9eTD6N6yPgZ2aARVi3oMmoiILPCYwEmn02Hy5Mno3r07YmJiAABqtRr+/v4IDQ0V9Y2IiIBarTb2KR80Ga4brlXWR6vV4u7duyZjmTNnDhQKhfGrSZMmDnlG8gy2Fsg0Vzn7b2lf4dDCF0Wv6zFhGV7qP9XxA/7TXx5sgMfbNbTrtdUhb42IyBN4TDmCpKQkZGRkYN++fe4eCqZNm4apU+//AdRqtQyeqhFbC2QaZmwmrj4G+b0SZMx/Bn66MmO/C2GN8fQry1BoQ0Vue/RoWd/m11SsO7Xn9Udx9LcbXpu3RkTkbh4ROE2aNAmbN2/G3r170bhxY2O7UqlESUkJCgsLRbNOeXl5UCqVxj6HDx8W3c+w6658n4o78fLy8hASEoLAwECT8cjlcsjl0g5D9Ua2FnGsbuwpkNk/JhLfNC1Ap6QXRH3GTPwv2g1OQOGOXx06RnNaR9SxqX9lye8DOzRy9PCIiGoEty7VCYKASZMm4bvvvsOuXbsQFSU+hb1Tp07w8/PDzp07jW3nzp1DdnY2VCoVAEClUuHUqVPIz8839klNTUVISAiio6ONfcrfw9DHcI+axHDsxrAlB/HK+nQMW3IQPebuEtchqsbKdAJ0OgGhgZWfDSeqX6TTAW3bioImdY/eSDv/BxZ98jeUlumcOWSjgrslkvvaVHeKiIgkc+uMU1JSEtauXYuNGzeiTp06xpwkhUKBwMBAKBQKjBkzBlOnTkVYWBhCQkLw8ssvQ6VSIS4uDgDQr18/REdH4/nnn8e8efOgVqvx5ptvIikpyThrNGHCBCxYsABvvPEGRo8ejV27duGrr77Cli1b3Pbs7mBpJ5nhj2l1z3UxNwNjyZPtI/WzcL/8AnTpIr544AAadIvDl7suYMKaY9Dcde4SnYHUmTJrye8y6JPf+0Yra9RMIxGRI7i1HIHMQhXlFStW4MUXXwSgL4D56quvYt26dSguLkZCQgIWLlxoXIYDgN9++w0TJ07E7t27ERwcjJEjR+L9999HrXLVm3fv3o0pU6YgMzMTjRs3xvTp043vYY23liMovyRXP1iOV78+AbXWfNBgOK5jX3Jvj/pj6qhlRVvPaotUBODAL4sg2/Dt/caWLVGWeQYL9lzCp3sv4U5JmeUbOJCtn03axesYtuSg1X7rxsXx+BQiqtac8ffbo+o4eSpvDJxsmV0pz5P+mNp0NlwlDHWMpP4sGheqse/TseLGDRuQ0ioO/9hwyulJ4OWZqytljbW6UwYfD+3AXCciqtaqfR0ncgxL+S1S7L9wzeyxI1JIOb5EKkfm6NhyVlvy7pWmQdPt20hpFYeJq4+5NGgC7CsXYE/yOxERSeMRu+rIcSrLb5FiwU8X8O2x322e1XHU7BDg+BydHZlqq31C72qR/slzorZZfcZje5//wx7/AMzelGbzz7Rzs7r45bcbNr7qz/EE+uF/w2MR94DtxSgNdacqqxSu5OG9RER24YxTNWPL7Iolts7qOGJ2qPxs1cr9WTYVqLQ2tmX7L1fa57n0bSZBU+zLa7Cy85PI1RThi7TLdv1M5bXs/+dVeLcUPjKZXflcUiqF8/BeIiL7cMapmpFa3LEytszqOGJ2yN58LGvPahibJeaKWS7rPBBv9xkn6vdbwR2bxmWw/+J1+MgAe1csq/JZGiqFV/y58vBeIqKqYeBUzTgqb6X8rE5lyeK2HF9i7j627nYrz9yzlt+Fd+1mscWx9b5wGMu/fUvU9tdxn+JymGmydLOwIDtGp1eFNK8qf5b9YyLRN1pZo4udEhE5GgOnakZKfktEiBxDYhvjf7svWr3f/gvXKv2ja+vxJeXZm49lKUdHysyVTNAhZfkkPHQt29i2o0UXjB0yAzBTHiM0yA8PhteBMiQAeVrzP1MpKs48VTYT5cgcJF8fmcfskiQiqg4YOFUz5c9VkwGiP/SGsGDWkw9DEegvKXBa8NMF4/82l+xdlR1c9uZjCTDN0ZEyc9U29zw2rZoiahs84gMca9TG4msK75Ti+RWHERrkZ3fQBOiDpOmJbVC/jhzhdQJw43YxktYeNz6PAXOQiIg8G5PDqyFDfotSIQ5Wym9tN8xM2fKn2Vyyt7X7yFDh+JJy7M3hGd29uSh4kzJztei790RBU1bdSDzw+sZKg6byNA4oQ1C/jhwDOzSCqkU9PN6uodXPiIiIPA9nnKopa/ktlc1MWWIu2VvKDJel2RN7c3j6RitF31c2c9WkUI2fK9Rleumpf2L7g4/Y9J6OqBJb8XmZg0RE5H0YOFVj1vJbLO28qoy5ZG97d3B1jQpDaJCf5KKSlnJ/LM1cJe9eiYmHvhG1tZ76DYr8XFv4sbKcJeYgERF5FwZONVzFWY/zeTex4CfruU8Vg5X+MZHo3ToCX6Rdxm8Fd9AsLAjPq5rDvwq1jMqrbPaq4kyOpWKWKzs/6ZCx2II5S0RE1QsDJxLNeqRdvC4pcKoYrJjb0bZ0X1alM06HswokzzZVNntlyLPK1RRh+PGtePfHhaLrsS+vQUGQQtL7SGVpeVMRWAuau/ckjZuIiLwPAycSsee4Dks72gzJ5JaSnaUmhw/q0BDznm5vcfbK10eG2f0ewKNdW1ktZlmZnq3q4efz1632m9ynFb785YrZ42WYs0REVL0xcKoByheFtPbH3NZk76pUDpeaHP59eg4OXirArCctzNxs3ox+AwaImiwVs6yMIEgLcKIaBGNfcm+LP1PmLBERVV8MnKo5ew7ftSXZ25bK4V2jwkTBRocmoQgL9kfB7RKrz6HWFmHC6mNYXH72SqcD2rYFMu8fq5LXKx7d4l4xW8zSmkA/aflY4XUCmNRNRFRDMXCqxuxdQgOkb5WXuty2I1ONqV+li4Ise85xm7bhFOrI/XDv8CH8ZcQT4otpaYiIi8NiO8++6xcdgYwcrU3LlEREVLMwcKqmHHH4rrVZlTKdgGs3iyWNZ9n+yyZt9pzjduNOKW4+8ST6/5pmbLvd7AEEX/wV8PUFYBr0XbtZjLe3nLF678ZhwXbXpCIiopqBgVM1VdXDd62Rci6cgdQCm9ZYKmb544OPYNGZfNHsWfmgr0wnYOm+rErHaqhu7usjs6smFRER1QwMnKqpqhy+a42Uc+HKc0TQVFkxS2uzZ+UT3i0twZWfSWJFbyIisoSBUzVSfvec1CU0W489kXIunCNJKWYpZfbMUsK7pUR5Jn8TEZE5DJyqCXNLZ5UlX9ub6GxtCdCRRhzfindsKGZpbfaMM0lERFRVDJyqAUtLZ5UFTYB9ic72LO3ZSn6vBJkfPQ1fQWdsW9p5IN6xUswyvE6ATTWriIiIbMXAyctJWTqrOPNUlURnW5f2bNX7wmEs//YtUdtfxn+G3+o2rPR1kYoA3LhdjB5zd1lcirOnphUREVF5DJy8nJSlM50ATE9sg/p15FWehbF2JIu9ZIIO25dNwoPXs41tO1p0wdghMyQVs3yyfSSS1h63WLNqfK8ofLY3y66aVkRERAaOObqeXKJMJyDt4nVsTL+KtIvXUaYTJC+d1a8jx8AOjaBqUa9KS1eGHWrA/SU/A9mfX6FBfibXKtMu91dkzXtSFDQ9NeLfGPv0TElB08dDO+CHE7kWa1YJAJb8bBo0Ga4D+l15ZfYUliIiohqFM05ewtIy09AuTSS93pFLbNaOZAFgsYhkxdBk8XfviopZXgxrhL5jFkLn4ytpLON6Nkd4nQBJs26WVLWmFRER1RwMnLxAZUenzN9xHqFBftDcKXXpMSGV7VAr0wmYHP8gVuzPQuHdUuNrlIoAPBajxPL9l80Wsxz/1L/w44MqSe/vIwPG9YzCtMejsTH9qkOeyRWJ70RE5N0YOHk4KUenGLj6mBBztY7MzYyFBvphVPfmmNS7FQ5nFSD83ZmYcOhb0esMxSwNguW+uF1cZvw+oo4/erZqgCB5LTQLC8Lzqubwr6VfaXbUbJqzE9+JiMj7MXDycFKOTim8U4op8Q9i/ZFshx4TYuvWfkszY5q7pfjPjvOICShFn54xKD+nNCP+JazqNMDkXnMGxqCBIlDSe0tJWPeRAYJgvoo5D+8lIiKpGDh5OKnLR83rB2Ffcm+H1TCydeu+tZmxEce3os9c6cUsZ23JxJF/9ZU0/vJHqliadRvXU7+rjof3EhFRVTBw8nBSl4/C6wQ47JiQynKqym/dr3jEi7mZMXlpMTLnP2NzMcuC26U2JWtbS1jvHxOJjk3r8vBeIiKqEgZOHs7aMpSjl5mk5FTN3pQJnU7A21vOVLqM2OfCISz79m1R29LlKXjn3D1JY8m/WWTTcqG1I1V45AoREVUVAycPJ2UZypHLTFJyqnI1Rfjb2uMW+8gEHX5cloRW168Y21JbdsO4IdOxpkcnhP1+HAW3S6yO5fK125VWAjfH2qwbD+8lIqKqYAFML2BYhlIqxMt2iiA/TI5/EH2jlQ57r6puyTcUsywfND014t8YP2Q6IhUBiGtRD+8MjLF6n7pBfpi/47xJEGdYLkzJyK3SOImIiOzBwMkDmasQ3j8mEvuSe2NKfCuEBvoB0O+mm7/jV/SYu8thgURVtuQv/u5d/LBqqvH7i2GN8MDrG5HeqDWA+zNjj7eLxEu9oizex1yhTANW+iYiInfiUp2HqWw3GwD8Z8d5p563Zs9ZdNaKWZpbXpv2eDTaNw7FmxszUHD7fpFMfTX0ppi/41eL78dK30RE5C4MnDxIZbvZJqw+htAgP6tJ232jlZLznSwlXleWU1Xx/f/x03JMOLxB1NZ66jd4olsLfPxgg0oTsB9v1xAJMZEmY9h8MkfS+Fnpm4iIXM2tS3V79+7FgAED0LBhQ8hkMnz//fei64IgYMaMGYiMjERgYCDi4+Nx/vx5UZ+CggIMHz4cISEhCA0NxZgxY3Dr1i1Rn5MnT6Jnz54ICAhAkyZNMG/ePGc/ms2s7WYD9EtzlpSfhTEouafDsp8vYcbGDCz7+RJK7t0vCZCSkYsec3dh2JKDeGV9OoYtOYju7+/CxzvOo/ieDpPjH0REiHjZTqkIwMLnYhGpCEDdu1pcnvuEKGiaEf8SmidvRpFfAL45dhV+Pj5WDxU2JGuXP4DYlhIMREREruTWGafbt2+jffv2GD16NAYPHmxyfd68efjkk0/w+eefIyoqCtOnT0dCQgIyMzMREKD/ozl8+HDk5uYiNTUVpaWlGDVqFMaPH4+1a9cCALRaLfr164f4+HgsXrwYp06dwujRoxEaGorx48e79HkrY203m1SGWZg5WzOx5Ocs0eG27249g8fbRqJBbX+sOPCbyWvV2iLREpkyRI4p8a3QvH6waOao2def4+FPpole2/HlNbhRoZjlpHXHsAAd8Xi7hjY9g6tLMBAREUklEwTBIzJsZTIZvvvuOwwaNAiAfrapYcOGePXVV/Haa68BADQaDSIiIrBy5UoMHToUZ86cQXR0NI4cOYLOnTsDAFJSUvD444/j999/R8OGDbFo0SL861//glqthr+/PwDgH//4B77//nucPXtW0ti0Wi0UCgU0Gg1CQkIc//AANqZfxSvr06t8n3Xj4rD7XB4+3ZtV5XsZ5omMuVN37wLBwfqzS/60pMsgvNt7rPkb/GmxHblXhmVLwHwJBkfkcxERUfXmjL/fHrurLisrC2q1GvHx8cY2hUKBbt26IS0tDQCQlpaG0NBQY9AEAPHx8fDx8cGhQ4eMfXr16mUMmgAgISEB586dw40bN8y+d3FxMbRarejL2aq67CSDPrG6Q5NQLPm56kETUGEH28YfgKAgUdD0l/GfWQ2ajK+3cQecpRIMSkUAgyYiInIbj00OV6vVAICIiAhRe0REhPGaWq1GeHi46HqtWrUQFhYm6hMVFWVyD8O1unXrmrz3nDlzMHv2bMc8iERSdrMF+fviTklZpYUw1x76DQ7dpS/osOrDUfAtV5dpbxsVXnjyX5JvYe8OOFb6JiIiT+OxM07uNG3aNGg0GuPXlStXrL+oigy72YD7gVBFd0rK9NcrdCg/C7P31z8cNqb2OedMilme+ma7TUGTgb074MwljxMREbmLx844KZX6ath5eXmIjLy/LJOXl4cOHToY++Tn54ted+/ePRQUFBhfr1QqkZeXJ+pj+N7QpyK5XA65XO6Q56hMxXIAfaOVZg+qrcgwozSme3PERyuNszApGbnYc/6aQ8b26YZ3kHD+oPH7G42bo+7lC7h0Sg0cSbf5ftwBR0RE1YHHzjhFRUVBqVRi586dxjatVotDhw5BpdIXVlSpVCgsLMTRo0eNfXbt2gWdTodu3boZ++zduxelpfe38qempuKhhx4yu0znKubKAfSYuwsAsC+5Nyb3aWlx5gnQz0ptzVAbgyZDOYOqalKoxuW5T4iCpnGD30TH4Quw9XS+zQGQIfeKO+CIiKg6cGvgdOvWLaSnpyM9PR2APiE8PT0d2dnZkMlkmDx5Mt555x388MMPOHXqFF544QU0bNjQuPOuTZs26N+/P8aNG4fDhw9j//79mDRpEoYOHYqGDfVb4J977jn4+/tjzJgxOH36NL788kt8/PHHmDp1qoVROZ9hx5ilc9jmpZzBf3ZeqLRyd8W6TY4oZ/CPn5abVAB/aOq3SG0VB0BfXuD6zSJEKgIqDeoMnHEIMRERkTu5danul19+waOPPmr83hDMjBw5EitXrsQbb7yB27dvY/z48SgsLESPHj2QkpJirOEEAGvWrMGkSZPQp08f+Pj4YMiQIfjkk0+M1xUKBX788UckJSWhU6dOqF+/PmbMmOG2Gk5SCl3asivOkDtUlSraoXe1SP/kOVHbjPiXsKrTAFGbTgAmrU/HS72i8NnerErPlAP0uVcVj1ohIiLyZh5Tx8mTObIORNrF6xi25KD1jhKtGxcHVYt6dt93xLEteCd1kajNXDHL8iIVAZieGI23t4hzsZQhcgzr2tSkYCYREZE7OKOOk8cmh1dXjjxfrXzukK2H88pLi3HuoyGits+6PIX3eo+x+tpcTRHqBvtjX3JvlgogIqIahYGTizlyd9ljMfoaRxUP57Um/vwhLN3wtqit1/glyK4rfUkt/2aRsVQAERFRTeGxu+qqK8PMUGXzMj4yy7Wcylu+/7JxN15KRq6x2nakwnxwJhN02LFkgihoSm3ZDar3duAfSYkIDfKT/BwsL0BERDURc5wkcPQaqbVz2Mb/mXxd8bo1C5+LxePtIo31odTaIhTcKkZ2wW2kf5uKjV+8Kur/1PMfIr3hQ8bimWU6Af/deR4f7zxv8X0NB+zuS+7NZTkiIvJozshxYuAkgTN+8CkZuSaFLiPL7UIzd91HhkqPU/GRAQuGdcTj7RqKLzz1FPD998ZvL4Y1Qt8xCxFRN9jsrretJ3Pwt7XHTe7PA3aJiMibMHByE2f84AHTyuEVk6vLX792sxhvbzkj6b6LDYHNxYtAy5aia2cXrcK5uN5Wk7mtBXZERESejoGTmzgrcLLFxvSreGV9uqS+kYoA7L++DT4ffii+cOcOEBgo+T2tBXZERESejOUIajCpydihd7VIm/uEuHHBAiApyeb35K45IiIiMQZOXsKwG6+yY1XMFbPEH38A9es7eXREREQ1A8sReAlDnSZz5KXFuDz3CVHQlDPmb4AgMGgiIiJyIAZOXqR/TCQWPheL8mlG8ecPmVQAf/rVVYj4bIGLR0dERFT9canOyzzeLhIL0BGTVv+CH5cloWXB78ZrqS27YfyQ6Vg0IpZJ3ERERE7AwMkLPV70Oy59MFDUNuj5D5HXpj0WsVwAERGR0zBw8jaDBgEbNxq/vdOiFVK/3IHk0GCWCyAiInIyBk7ewkwxS2zciKAnn8RA868gIiIiB2NyuDd4/XXToOnOHeDJJ90zHiIiohqKgZMnu3YNkMmAf//7ftuCBfoyAzZUACciIiLH4FKdp1q40LTaN4tZEhERuRUDJ09z9y4QFCRue/VV8awTERERuQUDJ0/yww/AwAqp3hcuAC1auGc8REREJMIcJ09QVga0aSMOmgYO1OcyMWgiIiLyGJxxcrfDh4Fu3cRtBw+athEREZHbMXBypzt3xAFS69ZARgbg6+u+MREREZFFXKpzp/IlBTZuBM6cYdBERETkwTjj5E4ymT6PiYiIiLwCZ5yIiIiIJGLgRERERCQRAyciIiIiiRg4EREREUnEwImIiIhIIgZORERERBIxcCIiIiKSiIETERERkUQMnIiIiIgkYuBEREREJBEDJyIiIiKJGDgRERERScTAiYiIiEgiBk5EREREEtVy9wC8gSAIAACtVuvmkRAREZFUhr/bhr/jjsDASYKbN28CAJo0aeLmkRAREZGtbt68CYVC4ZB7yQRHhmHVlE6nQ05ODurUqQOZTObu4dQ4Wq0WTZo0wZUrVxASEuLu4dR4/Dw8Bz8Lz8HPwrMYPo/s7GzIZDI0bNgQPj6OyU7ijJMEPj4+aNy4sbuHUeOFhITwF5IH4efhOfhZeA5+Fp5FoVA4/PNgcjgRERGRRAyciIiIiCRi4EQeTy6XY+bMmZDL5e4eCoGfhyfhZ+E5+Fl4Fmd+HkwOJyIiIpKIM05EREREEjFwIiIiIpKIgRMRERGRRAyciIiIiCRi4EQeY9asWZDJZKKv1q1bG68XFRUhKSkJ9erVQ+3atTFkyBDk5eW5ccTVx969ezFgwAA0bNgQMpkM33//vei6IAiYMWMGIiMjERgYiPj4eJw/f17Up6CgAMOHD0dISAhCQ0MxZswY3Lp1y4VPUT1Y+yxefPFFk38n/fv3F/XhZ+EYc+bMQZcuXVCnTh2Eh4dj0KBBOHfunKiPlN9L2dnZSExMRFBQEMLDw/H666/j3r17rnyUakHK5/HXv/7V5N/HhAkTRH2q+nkwcCKP8vDDDyM3N9f4tW/fPuO1KVOmYNOmTfj666+xZ88e5OTkYPDgwW4cbfVx+/ZttG/fHv/73//MXp83bx4++eQTLF68GIcOHUJwcDASEhJQVFRk7DN8+HCcPn0aqamp2Lx5M/bu3Yvx48e76hGqDWufBQD0799f9O9k3bp1ouv8LBxjz549SEpKwsGDB5GamorS0lL069cPt2/fNvax9nuprKwMiYmJKCkpwYEDB/D5559j5cqVmDFjhjseyatJ+TwAYNy4caJ/H/PmzTNec8jnIRB5iJkzZwrt27c3e62wsFDw8/MTvv76a2PbmTNnBABCWlqai0ZYMwAQvvvuO+P3Op1OUCqVwgcffGBsKywsFORyubBu3TpBEAQhMzNTACAcOXLE2Gfbtm2CTCYTrl696rKxVzcVPwtBEISRI0cKAwcOtPgafhbOk5+fLwAQ9uzZIwiCtN9LW7duFXx8fAS1Wm3ss2jRIiEkJEQoLi527QNUMxU/D0EQhL/85S/CK6+8YvE1jvg8OONEHuX8+fNo2LAhHnjgAQwfPhzZ2dkAgKNHj6K0tBTx8fHGvq1bt0bTpk2RlpbmruHWCFlZWVCr1aKfvUKhQLdu3Yw/+7S0NISGhqJz587GPvHx8fDx8cGhQ4dcPubqbvfu3QgPD8dDDz2EiRMn4vr168Zr/CycR6PRAADCwsIASPu9lJaWhrZt2yIiIsLYJyEhAVqtFqdPn3bh6Kufip+HwZo1a1C/fn3ExMRg2rRpuHPnjvGaIz4PHvJLHqNbt25YuXIlHnroIeTm5mL27Nno2bMnMjIyoFar4e/vj9DQUNFrIiIioFar3TPgGsLw8y3/i8bwveGaWq1GeHi46HqtWrUQFhbGz8fB+vfvj8GDByMqKgoXL17EP//5Tzz22GNIS0uDr68vPwsn0el0mDx5Mrp3746YmBgAkPR7Sa1Wm/23Y7hG9jH3eQDAc889h2bNmqFhw4Y4efIkkpOTce7cOWzYsAGAYz4PBk7kMR577DHj/27Xrh26deuGZs2a4auvvkJgYKAbR0bkOYYOHWr8323btkW7du3QokUL7N69G3369HHjyKq3pKQkZGRkiPIuyX0sfR7lc/natm2LyMhI9OnTBxcvXkSLFi0c8t5cqiOPFRoaigcffBAXLlyAUqlESUkJCgsLRX3y8vKgVCrdM8AawvDzrbhTqPzPXqlUIj8/X3T93r17KCgo4OfjZA888ADq16+PCxcuAOBn4QyTJk3C5s2b8dNPP6Fx48bGdim/l5RKpdl/O4ZrZDtLn4c53bp1AwDRv4+qfh4MnMhj3bp1CxcvXkRkZCQ6deoEPz8/7Ny503j93LlzyM7OhkqlcuMoq7+oqCgolUrRz16r1eLQoUPGn71KpUJhYSGOHj1q7LNr1y7odDrjLy5yjt9//x3Xr19HZGQkAH4WjiQIAiZNmoTvvvsOu3btQlRUlOi6lN9LKpUKp06dEgWzqampCAkJQXR0tGsepJqw9nmYk56eDgCifx9V/jzsTGYncrhXX31V2L17t5CVlSXs379fiI+PF+rXry/k5+cLgiAIEyZMEJo2bSrs2rVL+OWXXwSVSiWoVCo3j7p6uHnzpnD8+HHh+PHjAgDho48+Eo4fPy789ttvgiAIwvvvvy+EhoYKGzduFE6ePCkMHDhQiIqKEu7evWu8R//+/YWOHTsKhw4dEvbt2ye0atVKGDZsmLseyWtV9lncvHlTeO2114S0tDQhKytL2LFjhxAbGyu0atVKKCoqMt6Dn4VjTJw4UVAoFMLu3buF3Nxc49edO3eMfaz9Xrp3754QExMj9OvXT0hPTxdSUlKEBg0aCNOmTXPHI3k1a5/HhQsXhLfeekv45ZdfhKysLGHjxo3CAw88IPTq1ct4D0d8HgycyGM8++yzQmRkpODv7y80atRIePbZZ4ULFy4Yr9+9e1f429/+JtStW1cICgoSnnrqKSE3N9eNI64+fvrpJwGAydfIkSMFQdCXJJg+fboQEREhyOVyoU+fPsK5c+dE97h+/bowbNgwoXbt2kJISIgwatQo4ebNm254Gu9W2Wdx584doV+/fkKDBg0EPz8/oVmzZsK4ceNEW6sFgZ+Fo5j7HAAIK1asMPaR8nvp8uXLwmOPPSYEBgYK9evXF1599VWhtLTUxU/j/ax9HtnZ2UKvXr2EsLAwQS6XCy1bthRef/11QaPRiO5T1c9D9udgiIiIiMgK5jgRERERScTAiYiIiEgiBk5EREREEjFwIiIiIpKIgRMRERGRRAyciIiIiCRi4EREREQkEQMnIiIiIokYOBGRx5DJZPj+++8l92/evDn+85//OG08REQVMXAiIpd58cUXMWjQIIvXc3Nz8dhjj0m+35EjRzB+/HgHjEyaOXPmwNfXFx988IHL3pOIPAsDJyLyGEqlEnK5XHL/Bg0aICgoyIkjElu+fDneeOMNLF++3GrfkpISF4yIiFyNgRMReYzyS3WPPPIIkpOTRdf/+OMP+Pn5Ye/evQBMl+pkMhmWLl2Kp556CkFBQWjVqhV++OEH0T1++OEHtGrVCgEBAXj00Ufx+eefQyaTobCwsNKx7dmzB3fv3sVbb70FrVaLAwcOiK7PmjULHTp0wNKlSxEVFYWAgAAAQGFhIcaOHYsGDRogJCQEvXv3xokTJ4yvu3jxIgYOHIiIiAjUrl0bXbp0wY4dO2z5sRGRCzFwIiKPNHz4cKxfvx7lzyH/8ssv0bBhQ/Ts2dPi62bPno3/+7//w8mTJ/H4449j+PDhKCgoAABkZWXh6aefxqBBg3DixAm89NJL+Ne//iVpPMuWLcOwYcPg5+eHYcOGYdmyZSZ9Lly4gG+//RYbNmxAeno6AOCZZ55Bfn4+tm3bhqNHjyI2NhZ9+vQxjunWrVt4/PHHsXPnThw/fhz9+/fHgAEDkJ2dLfVHRUSuJBARucjIkSOFgQMHWrwOQPjuu+8EQRCE/Px8oVatWsLevXuN11UqlZCcnGz8vlmzZsL8+fNFr3/zzTeN39+6dUsAIGzbtk0QBEFITk4WYmJiRO/5r3/9SwAg3Lhxw+K4NBqNEBgYKKSnpwuCIAjHjx8XateuLdy8edPYZ+bMmYKfn5+Qn59vbPv555+FkJAQoaioSHS/Fi1aCJ9++qnF93v44YeF//73vxavE5H7cMaJiDxSgwYN0K9fP6xZswaAfrYoLS0Nw4cPr/R17dq1M/7v4OBghISEID8/HwBw7tw5dOnSRdS/a9euVseybt06tGjRAu3btwcAdOjQAc2aNcOXX34p6tesWTM0aNDA+P2JEydw69Yt1KtXD7Vr1zZ+ZWVl4eLFiwD0M06vvfYa2rRpg9DQUNSuXRtnzpzhjBORh6rl7gEQEVkyfPhw/P3vf8d///tfrF27Fm3btkXbtm0rfY2fn5/oe5lMBp1OV6VxLFu2DKdPn0atWvd/Zep0OixfvhxjxowxtgUHB4ted+vWLURGRmL37t0m9wwNDQUAvPbaa0hNTcW///1vtGzZEoGBgXj66aeZXE7koRg4EZHHGjhwIMaPH4+UlBSsXbsWL7zwQpXu99BDD2Hr1q2itiNHjlT6mlOnTuGXX37B7t27ERYWZmwvKCjAX//6V5w9exatW7c2+9rY2Fio1WrUqlULzZs3N9tn//79ePHFF/HUU08B0Adbly9flv5QRORSDJyIyKU0Go0xcdqgXr16aNKkiUnf4OBgDBo0CNOnT8eZM2cwbNiwKr33Sy+9hI8++gjJyckYM2YM0tPTsXLlSgD6mSlzli1bhq5du6JXr14m17p06YJly5ZZrOsUHx8PlUqFQYMGYd68eXjwwQeRk5ODLVu24KmnnkLnzp3RqlUrbNiwAQMGDIBMJsP06dOrPENGRM7DHCcicqndu3ejY8eOoq/Zs2db7D98+HCcOHECPXv2RNOmTav03lFRUfjmm2+wYcMGtGvXDosWLTLuqjNXP6qkpASrV6/GkCFDzN5vyJAhWLVqFUpLS81el8lk2Lp1K3r16oVRo0bhwQcfxNChQ/Hbb78hIiICAPDRRx+hbt26eOSRRzBgwAAkJCQgNja2Ss9JRM4jE4Rye32JiGqYd999F4sXL8aVK1fcPRQi8gJcqiOiGmXhwoXo0qUL6tWrh/379+ODDz7ApEmT3D0sIvISDJyIqEY5f/483nnnHRQUFKBp06Z49dVXMW3aNHcPi4i8BJfqiIiIiCRicjgRERGRRAyciIiIiCRi4EREREQkEQMnIiIiIokYOBERERFJxMCJiIiISCIGTkREREQSMXAiIiIikuj/Abi/1G+CMytiAAAAAElFTkSuQmCC", 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", 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" ] @@ -779,7 +779,7 @@ }, { "cell_type": "code", - "execution_count": 444, + "execution_count": 469, "id": "dbcb6f22", "metadata": {}, "outputs": [ @@ -787,8 +787,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Theta = [ 0.338377 28.68612806]\n", - "Cost = 144162.5602768206\n" + "Theta = [ 0.33101883 28.20026525]\n", + "Cost = 145028.5077448914\n" ] } ], @@ -913,7 +913,7 @@ }, { "cell_type": "code", - "execution_count": 445, + "execution_count": 470, "id": "8604ed56", "metadata": {}, "outputs": [ @@ -922,13 +922,13 @@ "output_type": "stream", "text": [ "Stochastic : \n", - "Theta = [ 0.32518013 29.02018324]\n", - "Cost = 144715.36532107095\n" + "Theta = [ 0.31909445 28.77358351]\n", + "Cost = 144217.6608921882\n" ] }, { "data": { - "image/png": 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YAIvFguPHjzsmvh05cgQArps4SERERN7hUyMjxcXFOHbsGAB7+Pjwww9x1113ISwsDPHx8Xj88cfxyy+/YObMmejZsyfOnz+PdevWoVu3bhg+fDhsNht69+6NoKAgfPzxx7DZbJg4cSJ0Oh3Wrl0r86sjIiJqnnwqjGzcuNExwe9qY8eOxfz581FZWYm//e1v+Prrr3H27FmEh4ejX79+ePPNN9G1a1cAwLlz5/DCCy9g7dq1CAwMxLBhwzBz5sw6XyeDiIiIPMunwggRERE1PU3qPCNERETkexhGiIiISFY+cTSNzWbDuXPnEBwc7PIpsImIiEgeQggUFRUhNjb2uhMrXs0nwsi5c+fqfR0HIiIiktfp06drvGJ2NZ8II8HBwQDsL8bV6zkQERGRPEwmE+Li4hzf47XxiTBSvWtGp9MxjBAREfmYm02x4ARWIiIikhXDCBEREcmKYYSIiIhkxTBCREREsmIYISIiIlkxjBAREZGsGEaIiIhIVgwjREREJCuGESIiIpIVwwgRERHJimGEiIiIZMUwQkRERLJqtmFECIEfdp/BhK93wVhaKXc5REREzVazDSOSJGHu5hPIOJCPjIP5cpdDRETUbDXbMAIAw7pGAwDW7jfIXAkREVHz1azDyG3xoQCAnIulMldCRETUfDXrMBIRrAEAXCg2y1wJERFR8+VSGJk1axa6desGnU4HnU6HpKQk/Pzzz7W2nz9/PiRJclq0Wq3bRXtKeJA9jFwqrYDFapO5GiIiouZJ5UrjVq1aYcaMGWjfvj2EEFiwYAFGjBiBvXv34tZbb61xG51Oh8OHDztuS5LkXsUeFBaohkICbAK4VFKBSF3jCUpERETNhUth5IEHHnC6/c4772DWrFnYtm1brWFEkiRER0fXv8IGpFRICAtU40JxBc4XmxlGiIiIZFDvOSNWqxWLFi1CSUkJkpKSam1XXFyM1q1bIy4uDiNGjMD+/ftv+thmsxkmk8lpaSiBGnseK6+0NthzEBERUe1cDiP79u1DUFAQNBoNnnvuOSxbtgydO3eusW2HDh3w1VdfYcWKFfjmm29gs9nQv39/nDlz5obPkZ6eDr1e71ji4uJcLbPO/JT2LqiwiAZ7DiIiIqqdJIRw6Vu4oqICubm5MBqN+P777/Hll19i06ZNtQaSq1VWVqJTp04YNWoU3n777Vrbmc1mmM1XjnAxmUyIi4uD0WiETqdzpdybuvfjzThkKMK/nu6DO9pHePSxiYiImjOTyQS9Xn/T72+X5owAgFqtRrt27QAAvXr1ws6dO/HJJ59gzpw5N93Wz88PPXv2xLFjx27YTqPRQKPRuFpavahV9pGRSh5NQ0REJAu3zzNis9mcRjFuxGq1Yt++fYiJiXH3aT2Gu2mIiIjk5dLISFpaGoYNG4b4+HgUFRVh4cKF2LhxI9asWQMAGDNmDFq2bIn09HQAwFtvvYV+/fqhXbt2KCwsxPvvv4+cnByMHz/e86+knlQK+6HGFhtHRoiIiOTgUhgpKCjAmDFjkJeXB71ej27dumHNmjUYOnQoACA3NxcKxZXBlsuXL2PChAkwGAwIDQ1Fr169sHXr1jrNL/EW7qYhIiKSl8sTWOVQ1wkw9fHU/J1Yf6gAf3+kG35/e8MdtUNERNTc1PX7u1lfmwa4spuGIyNERETyaPZhxK96N42FYYSIiEgOzT6MqKuOprHYGv3eKiIioiap2YeR6t00FdxNQ0REJItmH0au7KbhyAgREZEcmn0YubKbhiMjREREcmj2YYS7aYiIiOTV7MMId9MQERHJi2GEu2mIiIhkxTDCk54RERHJimFExav2EhERyYlhpGo3DSewEhERyaPZh5EWgWoAwPYTF2FhICEiIvK6Zh9G7u0SDbVSgYIiM85cLpO7HCIioman2YcRrZ8SYVWjI0XlFpmrISIian6afRgBAJ2/CgBQVF4pcyVERETND8MIgGCtHwDAxDBCRETkdQwjAIK19pERE3fTEBEReR3DCABd1cgI54wQERF5H8MIrhoZKeNuGiIiIm9jGAGg87ePjBgZRoiIiLyOYQRAjF4LADhXyPOMEBEReRvDCIC4sAAAQO6lUpkrISIian4YRgDEhdrDyJnLZRCCF8wjIiLyJoYRAK1C/QEAxWYLLpdy3ggREZE3MYzAfkr4KJ0GAHfVEBEReRvDSJX4qnkjpxlGiIiIvIphpEqrqnkjZ3lEDRERkVcxjFQJCeC5RoiIiOTAMFLlyinhGUaIiIi8iWGkypVTwvP6NERERN7EMFKFIyNERETyYBipovOvGhnhlXuJiIi8imGkSjBHRoiIiGTBMFKFc0aIiIjkwTBSJTRADQC4VFLB69MQERF5EcNIlSidFgBQYbXx+jRERERexDBSRa1SoEWgfXQk31QuczVERETNh0thZNasWejWrRt0Oh10Oh2SkpLw888/33CbJUuWoGPHjtBqtejatStWrVrlVsENKbJqdMTAMEJEROQ1LoWRVq1aYcaMGdi9ezd27dqFIUOGYMSIEdi/f3+N7bdu3YpRo0bh6aefxt69e5GamorU1FRkZ2d7pHhPq75y73mTWeZKiIiImg9JuDlbMywsDO+//z6efvrp6+4bOXIkSkpKsHLlSse6fv36oUePHpg9e3adn8NkMkGv18NoNEKn07lT7g1NWbQXy7PO4S/3dcKEO9s02PMQERE1B3X9/q73nBGr1YpFixahpKQESUlJNbbJzMxEcnKy07qUlBRkZmbe8LHNZjNMJpPT4g16f14sj4iIyNtcDiP79u1DUFAQNBoNnnvuOSxbtgydO3eusa3BYEBUVJTTuqioKBgMhhs+R3p6OvR6vWOJi4tztcx6YRghIiLyPpfDSIcOHZCVlYXt27fj+eefx9ixY3HgwAGPFpWWlgaj0ehYTp8+7dHHr42OYYSIiMjrVK5uoFar0a5dOwBAr169sHPnTnzyySeYM2fOdW2jo6ORn5/vtC4/Px/R0dE3fA6NRgONRuNqaW7jyAgREZH3uX2eEZvNBrO55qNPkpKSsG7dOqd1GRkZtc4xkRvDCBERkfe5NDKSlpaGYcOGIT4+HkVFRVi4cCE2btyINWvWAADGjBmDli1bIj09HQAwefJkDBo0CDNnzsTw4cOxaNEi7Nq1C3PnzvX8K/GAlqH+AICj+UUwW6zQqJQyV0RERNT0uTQyUlBQgDFjxqBDhw64++67sXPnTqxZswZDhw4FAOTm5iIvL8/Rvn///li4cCHmzp2L7t274/vvv8fy5cvRpUsXz74KD+kUrUNksAYlFVZsO3FJ7nKIiIiaBbfPM+IN3jrPCACkLf0N3+44jTFJrfHWiMYZmoiIiHxBg59npKm6vXUYAOD4+WKZKyEiImoeGEau4a+2zxOptDT6ASMiIqImgWHkGn5Ke5eYrTaZKyEiImoeGEau4aeUAACVFoYRIiIib2AYuYZaZe+SSo6MEBEReQXDyDXUSoYRIiIib2IYuYafI4xwAisREZE3MIxcwzGBlXNGiIiIvIJh5BqcM0JERORdDCPX4JwRIiIi72IYuYafqurQXoYRIiIir2AYucbVE1htNk5iJSIiamgMI9eonjMCAJU2jo4QERE1NIaRa1TPGQF4eC8REZE3MIxcw+/qMMLDe4mIiBocw8g1lAoJCvscVlRwEisREVGDYxipQfW8kQqOjBARETU4hpEa+PFcI0RERF7DMFIDTdXISGmFVeZKiIiImj6GkRq0CQ8CABzMM8lcCRERUdPHMFKD7nF6AMCvZwrlLYSIiKgZYBipQY+4UABA1ulCeQshIiJqBhhGatAjPgQAcCivCOWVnDdCRETUkBhGahCr10KjUsBiEzhfZJa7HCIioiaNYaQGkiQhNEANALhcWiFzNURERE0bw0gtQgL8AACXSytlroSIiKhpYxipRfXISCFHRoiIiBoUw0gtQgOrRkZKGEaIiIgaEsNILapHRi5xNw0REVGDYhipRWyIPwAg52KJzJUQERE1bQwjtegYHQwAOGwokrkSIiKipo1hpBYdqsLIsYJi5BnLZK6GiIio6WIYqUWr0AD0SQyDxSbwz/XH5C6HiIioyWIYuYEpd7cHAPx7ey5251yWuRoiIqKmiWHkBvq3C8eAdi0AALtOXZK5GiIioqaJYeQmeieEAbDPHSEiIiLPYxi5ibYRQQCAExd4iC8REVFDYBi5idgQLQAg31QucyVERERNk0thJD09Hb1790ZwcDAiIyORmpqKw4cP33Cb+fPnQ5Ikp0Wr1bpVtDdFBttrPV9khhBC5mqIiIiaHpfCyKZNmzBx4kRs27YNGRkZqKysxD333IOSkhvvwtDpdMjLy3MsOTk5bhXtTRHBGgCA2WKDqdwiczVERERNj8qVxqtXr3a6PX/+fERGRmL37t248847a91OkiRER0fXr0KZaf2UCNaqUFRuwfkiM/T+fnKXRERE1KS4NWfEaDQCAMLCwm7Yrri4GK1bt0ZcXBxGjBiB/fv337C92WyGyWRyWuRUPTpyvsgsax1ERERNUb3DiM1mw5QpUzBgwAB06dKl1nYdOnTAV199hRUrVuCbb76BzWZD//79cebMmVq3SU9Ph16vdyxxcXH1LdMjIoLsYaSgiJNYiYiIPK3eYWTixInIzs7GokWLbtguKSkJY8aMQY8ePTBo0CAsXboUERERmDNnTq3bpKWlwWg0OpbTp0/Xt0yPiNRdmcRKREREnuXSnJFqkyZNwsqVK7F582a0atXKpW39/PzQs2dPHDtW+/VeNBoNNBpNfUprENUjI+eLGUaIiIg8zaWRESEEJk2ahGXLlmH9+vVITEx0+QmtViv27duHmJgYl7eVS6SuKoyYGEaIiIg8zaWRkYkTJ2LhwoVYsWIFgoODYTAYAAB6vR7+/v4AgDFjxqBly5ZIT08HALz11lvo168f2rVrh8LCQrz//vvIycnB+PHjPfxSGk5CiwAAwK6cyxBCQJIkmSsiIiJqOlwKI7NmzQIADB482Gn9vHnzMG7cOABAbm4uFIorAy6XL1/GhAkTYDAYEBoail69emHr1q3o3Lmze5V70Z23REDrp0DupVIcP1+MdpHBcpdERETUZEjCB04rajKZoNfrYTQaodPpZKnhoc9/wZ7cQnzyWA+M6NFSlhqIiIh8SV2/v3ltmjrqHGvvxHdXHeRp4YmIiDyIYaSO7u8WCwDIN5lxsaRC5mqIiIiaDoaROurXpgVCA+yngr/AQ3yJiIg8hmHEBTwtPBERkecxjLigOoxwZISIiMhzGEZcEB7EkREiIiJPYxhxQYzefmK3c4W8YB4REZGnMIy4oPpMrKculshcCRERUdPBMOKC1i0CAQA5F0tlroSIiKjpYBhxQcsQ+24ag5G7aYiIiDyFYcQFWrW9u8otVp6FlYiIyEMYRlyg9VMCAIQAKqw2mashIiJqGhhGXKBRXemu8kqGESIiIk9gGHGBWqmAJNn/bq60ylsMERFRE8Ew4gJJkqBV2XfVcGSEiIjIMxhGXKT1uzKJlYiIiNzHMOKi6kms5dxNQ0RE5BEMIy66Eka4m4aIiMgTGEZcVH1EDUdGiIiIPINhxEXcTUNERORZDCMuujKBlbtpiIiIPIFhxEWOkZEKjowQERF5AsOIi3RaPwBAYVmFzJUQERE1DQwjLorWawEABqNZ5kqIiIiaBoYRF0XrqsKIqUzmSoiIiJoGhhEXXRkZKZe5EiIioqaBYcRFUToNAKCgiLtpiIiIPIFhxEVhgfYwcrmEE1iJiIg8gWHERWGBagBASYWVJz4jIiLyAIYRF+m0KqgUEgDgcilHR4iIiNzFMOIiSZIQWjU6com7aoiIiNzGMFIPYQH2MHKxmGGEiIjIXQwj9dAmIhAA8OvpQnkLISIiagIYRuphQLtwAMC2kxdlroSIiMj3MYzUw62xOgDA8YISmSshIiLyfQwj9ZAYbt9NYzCVo8RskbkaIiIi38YwUg8hAWqEBtiv3ptzsVTmaoiIiHwbw0g9RQRXnYmV5xohIiJyi0thJD09Hb1790ZwcDAiIyORmpqKw4cP33S7JUuWoGPHjtBqtejatStWrVpV74IbixB/++G9haWVMldCRETk21wKI5s2bcLEiROxbds2ZGRkoLKyEvfccw9KSmqfyLl161aMGjUKTz/9NPbu3YvU1FSkpqYiOzvb7eLlpPO376YxljGMEBERuUMSQoj6bnz+/HlERkZi06ZNuPPOO2tsM3LkSJSUlGDlypWOdf369UOPHj0we/bsOj2PyWSCXq+H0WiETqerb7ke9cqSX/H97jN47d4O+OPgdnKXQ0RE1OjU9fvbrTkjRqMRABAWFlZrm8zMTCQnJzutS0lJQWZmZq3bmM1mmEwmp6WxCakeGeFuGiIiIrfUO4zYbDZMmTIFAwYMQJcuXWptZzAYEBUV5bQuKioKBoOh1m3S09Oh1+sdS1xcXH3LbDAhAdxNQ0RE5An1DiMTJ05EdnY2Fi1a5Ml6AABpaWkwGo2O5fTp0x5/DndVzxkxlTOMEBERuUNVn40mTZqElStXYvPmzWjVqtUN20ZHRyM/P99pXX5+PqKjo2vdRqPRQKPR1Kc0r/H3UwIASiusMldCRETk21waGRFCYNKkSVi2bBnWr1+PxMTEm26TlJSEdevWOa3LyMhAUlKSa5U2MoEae44rNTOMEBERucOlkZGJEydi4cKFWLFiBYKDgx3zPvR6Pfz9/QEAY8aMQcuWLZGeng4AmDx5MgYNGoSZM2di+PDhWLRoEXbt2oW5c+d6+KV4l7+6amSkkqeDJyIicodLIyOzZs2C0WjE4MGDERMT41gWL17saJObm4u8vDzH7f79+2PhwoWYO3cuunfvju+//x7Lly+/4aRXXxCo5sgIERGRJ7g0MlKXU5Js3LjxunWPPvooHn30UVeeqtELqBoZKangyAgREZE7eG2aeqoOI5zASkRE5B6GkXpyTGCtsNZpxIiIiIhqxjBST9UTWK02gQqrTeZqiIiIfBfDSD0FVJ1nBOAkViIiIncwjNSTSqlAi0A1AOBAXuO7dg4REZGvYBhxQ3In+zV3Nh85L3MlREREvothxA2tQu0neuP1aYiIiOqPYcQN/jy8l4iIyG0MI24IqDoLawknsBIREdUbw4gbAjX2kZEyXp+GiIio3hhG3ODvx900RERE7mIYcUMAL5ZHRETkNoYRNzgmsHI3DRERUb0xjLjBMWeEu2mIiIjqjWHEDQF+Vy6WR0RERPXDMOKGq88zYrPxyr1ERET1wTDiBq3fle7jlXuJiIjqh2HEDdqrrtxrrmQYISIiqg+GETeoFBIUkv3vZgvnjRAREdUHw4gbJEmCRmUfHTFbODJCRERUHwwjbqqeN1JeyZERIiKi+mAYcRNHRoiIiNzDMOKm6pERzhkhIiKqH4YRN1WPjJTzaBoiIqJ6YRhxk4YjI0RERG5hGHGTtnrOCEdGiIiI6oVhxE3VIyPlHBkhIiKqF4YRN2lUVbtpODJCRERULwwjbtJUnRLeVF4pcyVERES+iWHETQFVYWRF1jmZKyEiIvJNDCNuur97LADgsKEIVpuQuRoiIiLfwzDipoHtwuGnlGCxCRhM5XKXQ0RE5HMYRtykVEiIDfEHAJy5VCpzNURERL6HYcQD4sMCAAB7cgvlLYSIiMgHMYx4wP3dYgAAy/aekbkSIiIi38Mw4gHJnaIAAEfyi1FYWiFzNURERL6FYcQDWgRp0CYiEACw7mCBzNUQERH5FoYRD3n4tlYAgPfXHEZZBU8NT0REVFcuh5HNmzfjgQceQGxsLCRJwvLly2/YfuPGjZAk6brFYDDUt+ZGaVz/BLQIVMNgKsfe3Mtyl0NEROQzXA4jJSUl6N69Oz777DOXtjt8+DDy8vIcS2RkpKtP3agFalTonRAGADiQZ5K5GiIiIt+hcnWDYcOGYdiwYS4/UWRkJEJCQlzezpd0jAnG6v0GHM0vlrsUIiIin+G1OSM9evRATEwMhg4dil9++eWGbc1mM0wmk9PiC1oEqgHwonlERESuaPAwEhMTg9mzZ+OHH37ADz/8gLi4OAwePBh79uypdZv09HTo9XrHEhcX19BlekSgxj7QVGy2yFwJERGR73B5N42rOnTogA4dOjhu9+/fH8ePH8dHH32Ef/3rXzVuk5aWhqlTpzpum0wmnwgkQQwjRERELmvwMFKTPn36YMuWLbXer9FooNFovFiRZwRpq8JIOcMIERFRXclynpGsrCzExMTI8dQNqnpkpIQjI0RERHXm8shIcXExjh075rh98uRJZGVlISwsDPHx8UhLS8PZs2fx9ddfAwA+/vhjJCYm4tZbb0V5eTm+/PJLrF+/HmvXrvXcq2gkqsNIEcMIERFRnbkcRnbt2oW77rrLcbt6bsfYsWMxf/585OXlITc313F/RUUFXn75ZZw9exYBAQHo1q0b/vvf/zo9RlNx9ciIEAKSJMlcERERUeMnCSGE3EXcjMlkgl6vh9FohE6nk7ucWpVWWND59TUAgANvpSBALcuUHCIiokahrt/fvDaNB/n7KaGoGgzhJFYiIqK6YRjxIEmSeK4RIiIiFzGMeFgwwwgREZFLGEY8zDEywt00REREdcIw4mGOE59xZISIiKhOGEY8jKeEJyIicg3DiIcxjBAREbmGYcTDGEaIiIhcwzDiYSEBfgCAnScvwQfOJ0dERCQ7hhEPG94tFgCw4fB5rMg6J3M1REREjR/DiIf1iAvBQ7e1BACsyDorczVERESNH8NIA3jmzjYA7KMjkxfthcVqk7kiIiKixothpAF0jNbhlXtuAQCsyDqHNfvzZa6IiIio8WIYaSCThrTHmKTWAID1hwpkroaIiKjxYhhpQL0TwgAAuZdKZK6EiIio8WIYaUCRwRoAQEGRWeZKiIiIGi+GkQYUpdMCAApMZp5zhIiIqBYMIw0oUmcfGSmrtKKIZ2QlIiKqEcNIAwpQq6D3t5+RNfdiqczVEBERNU4MIw2sa0s9ACDrdKG8hRARETVSDCMN7Lb4EADAj7/y1PBEREQ1YRhpYCP7xAMAtp+8hPM8qoaIiOg6DCMNrGWIPxLDAwEAhw1FMldDRETU+DCMeEHH6GAAwCGDSeZKiIiIGh+GES9oFeoPAMg3lctcCRERUePDMOIFYYH2841cLKmQuRIiIqLGh2HEC1oEqgEAlxhGiIiIrsMw4gVhDCNERES1YhjxgrAgexjJuVjKa9QQERFdg2HEC+LDAqBSSDCWVWL+1lNyl0NERNSoMIx4QXiQBtOGdQQA/O2ng/jtTKG8BRERETUiDCNe8tSARAztHAWrTeDzDcflLoeIiKjRYBjxEoVCwtShtwAANhwuQGmFReaKiIiIGgeGES/qGB2M+LAAmC02bDp8Xu5yiIiIGgWGES+SJAkpt0YBAL7OzOGRNURERGAY8brH+7WGSiEh88RFHD9fInc5REREsmMY8bLWLQLRMz4EALAn97K8xRARETUCDCMy6J0QBgBYkXVW5kqIiIjk53IY2bx5Mx544AHExsZCkiQsX778ptts3LgRt912GzQaDdq1a4f58+fXo9Sm47He8QCAX45dRFmFVeZqiIiI5OVyGCkpKUH37t3x2Wef1an9yZMnMXz4cNx1113IysrClClTMH78eKxZs8blYpuK+BYBCNaqAABnC0tlroaIiEheKlc3GDZsGIYNG1bn9rNnz0ZiYiJmzpwJAOjUqRO2bNmCjz76CCkpKa4+fZPRMsQfhwxFOH25DO0ig+Uuh4iISDYNPmckMzMTycnJTutSUlKQmZlZ6zZmsxkmk8lpaWpahQYAAH7YfUbmSoiIiOTV4GHEYDAgKirKaV1UVBRMJhPKyspq3CY9PR16vd6xxMXFNXSZXjeiRywAYOVvedh+4qLM1RAREcmnUR5Nk5aWBqPR6FhOnz4td0ke90D3WPRNtB9V88aPB2SuhoiISD4NHkaio6ORn5/vtC4/Px86nQ7+/v41bqPRaKDT6ZyWpuidB7sAAA7mmbDvjFHmaoiIiOTR4GEkKSkJ69atc1qXkZGBpKSkhn7qRq9dZDC6x4UAAJ77Zjcul1TIWxAREZEMXA4jxcXFyMrKQlZWFgD7obtZWVnIzc0FYN/FMmbMGEf75557DidOnMBrr72GQ4cO4fPPP8d3332Hl156yTOvwMf9c1RPtAr1x9nCMnyy7qjc5RAREXmdy2Fk165d6NmzJ3r27AkAmDp1Knr27InXX38dAJCXl+cIJgCQmJiIn376CRkZGejevTtmzpyJL7/8slkf1nu1uLAA/N/wTgCALccuyFwNERGR90nCBy4dazKZoNfrYTQam+T8kUslFej1twwIAbzxQGeMG5Aod0lERERuq+v3d6M8mqa5CQtU44Uh7QEA6T8fgtnCU8QTEVHzwTDSSLyU3B56fz+YLTZkn+WRNURE1HwwjDQSkiSha0s9AOCJ/7cDBaZymSsiIiLyDoaRRuS5QW0BAKUVVizde1bmaoiIiLyDYaQRGdg+HK/f3xkAsOUoj6whIqLmgWGkkbnzlnAAwI5Tl1BWwYmsRETU9DGMNDJtI4LQMsQfFRYbnpy/A2cLa76YIBERUVPBMNLISJKEGQ93hdZPgW0nLmH4P/7Ho2uIiKhJYxhphO5oH4Glzw8AABSWVmJ1tkHmioiIiBoOw0gj1TlWhxeGtAMAnC8yy1wNERFRw2EYacRahvgDAM4XM4wQEVHTxTDSiEXqNACAgiKeAI2IiJouhpFGLCJICwDIN3FkhIiImi6GkUYsITwACsk+Z8Rg5OgIERE1TQwjjViw1g+3xtqvV/Nzdp7M1RARETUMhpFGLrVnSwDA4p2nZa6EiIioYTCMNHKDO0QAAM5c5plYiYioaWIYaeRi9PZJrMVmC0zllTJXQ0RE5HkMI41cgFoFvb8fAHASKxERNUkMIz6genTk5IUSmSshIiLyPIYRH9AnMQwAsGQXJ7ESEVHTwzDiAx6sOqLmvwcLcDS/SOZqiIiIPIthxAf0jA9F5xgdAOAEd9UQEVETwzDiIxLCAwAAZ3mILxERNTEMIz6i+gq+a/YbYLMJmashIiLyHIYRH9E9LgQAsP3kJSzmRFYiImpCGEZ8xPCuMbi7YyQAIPP4RZmrISIi8hyGER8hSRIevT0OAJBzkZNYiYio6WAY8SHVk1hPXiiBEJw3QkRETQPDiA9JaBEItVIBU7kFuZdK5S6HiIjIIxhGfIjWT4lurfQA7BNZiYiImgKGER9TfWr4nQwjRETURDCM+BjHdWp2n8HK387JXA0REZH7GEZ8TFLbFugYHQwAmLr4V5zm3BEiIvJxDCM+RqNSYvnEAWgTEYgKqw1L95yVuyQiIiK3MIz4IK2fEs8PagsA+HT9UczZdJwjJERE5LMYRnzUgz1b4nfdY2GxCaT/fAiDP9iI//zKOSREROR7GEZ8lEqpwEcje+DtEbfilqggWG0C7/18iCdDIyIin1OvMPLZZ58hISEBWq0Wffv2xY4dO2ptO3/+fEiS5LRotdp6F0xXKBUSnkhKwPKJA6BSSDhbWIZvtufifJFZ7tKIiIjqzOUwsnjxYkydOhXTp0/Hnj170L17d6SkpKCgoKDWbXQ6HfLy8hxLTk6OW0WTswC1Cr1ahwIA/ro8GwPeW4+3Vx7AsYJimSsjIiK6OZfDyIcffogJEybgySefROfOnTF79mwEBATgq6++qnUbSZIQHR3tWKKiotwqmq730cgeeGFIO9waq0OFxYb/t+UkUj7ejB85j4SIiBo5l8JIRUUFdu/ejeTk5CsPoFAgOTkZmZmZtW5XXFyM1q1bIy4uDiNGjMD+/ftv+Dxmsxkmk8lpoRuLDfHHy/d0wMoXBuKrcbejWys9rDaBF77diyEfbMRnG47BauN8EiIianxcCiMXLlyA1Wq9bmQjKioKBoOhxm06dOiAr776CitWrMA333wDm82G/v3748yZM7U+T3p6OvR6vWOJi4tzpcxmTZIkDOkYhYUT+mF4txiolQqcuFCC99ccxp+X7pO7PCIious0+NE0SUlJGDNmDHr06IFBgwZh6dKliIiIwJw5c2rdJi0tDUaj0bGcPn26octscoI0Knz2h9uw5/WheDu1CwBg8a7TKK+0ylwZERGRM5fCSHh4OJRKJfLz853W5+fnIzo6uk6P4efnh549e+LYsWO1ttFoNNDpdE4L1U+QRoXH+8YjWKMCAJy5zJOjERFR4+JSGFGr1ejVqxfWrVvnWGez2bBu3TokJSXV6TGsViv27duHmJgY1yqlepMkCXFhAQCA/ec4/4aIiBoXl3fTTJ06FV988QUWLFiAgwcP4vnnn0dJSQmefPJJAMCYMWOQlpbmaP/WW29h7dq1OHHiBPbs2YPHH38cOTk5GD9+vOdeBd1U6xb2MDJ5URamfpfF3TVERNRoqFzdYOTIkTh//jxef/11GAwG9OjRA6tXr3ZMas3NzYVCcSXjXL58GRMmTIDBYEBoaCh69eqFrVu3onPnzp57FXRTzw5qiwN5JuRcLMXSPWcRHqTBy/fcAo1KKXdpRETUzEnCB84fbjKZoNfrYTQaOX/EDeWVVry76iC+zrSfdC4+LAAzHu6K21uHQa3ilQGIiMiz6vr9zTDSzAghMHfzCfxj3VGUVNh31QRrVfjw9z0wtDNPRkdERJ5T1+9v/hxuZiRJwrOD2uI/LwxEyq1R8PdToqjcgrdW7keJ2SJ3eURE1AxxZKSZKzZbcNtbGaiw2qBSSBh/RxtMG9ZR7rKIiKgJ4MgI1UmQRoU/39cRsXotLDaB2ZuO4/9tOQkbTx1PRERewpERchi/YBf+e9B+QrtbooLwwaPd0a1ViLxFERGRz+LICLns3Ye6YMIdiQjWqHAkvxh//PceFBSVwwfyKhER+TCOjNB1LhabceffNziOtukeF4IXh7TD7a3DoA/wk7k6IiLyFTy0l9zy3wP5eHfVQZy4UOJYp1YpkHJrNB66rSW6xOoRHqSGJEkyVklERI0Zwwh5xME8E+ZsOo5fzxhx8qpgAgD+fkp0jAnGqykd0L9tuEwVEhFRY8UwQh4lhMD+cyZ8t+s01h0swDljGa5+53z4++546LZW8hVIRESNDsMINSizxYozl8vwwsK9OJBnQmJ4INZMuZOnlSciIgceTUMNSqNSom1EED55rAcA4OSFEgx6fwOmr8hG9lmjvMUREZFPYRght7SLDMKzd7aBTqtCnrEcCzJz8NCsrVidbcDlkgoeFkxERDfF3TTkEcbSSmQczMfinbnYeeqyY32QRoUXhrTDs4PaylgdERHJgbtpyKv0AX54pFcrfDWuNx6+rRUigzUA7Ne+Sf/5EDYeLpC5QiIiaqw4MkINprzSitTPfsEhQxEA4P1HuuGWqGBE67WICNJAoeA5SoiImjIeTUONQrHZgtFfbsevpwud1qtVCsTotYgM1qBdZBD+0Kc1urTU8SRqRERNCMMINRoHzpkw/T/ZMJZVoqjcgoIiM6w1XBX4odtaYuaj3RlIiIiaCIYRarQqrTYYjOXIM5bjxPlifLnlJI4VFAMAIoM1mPNEL3RvFYLLpRXQ+/tBpbRPbRJCMKgQEfkQhhHyKX9ffQifbzzuuK3394OxrBLBGhXiWwSgoMiMyyUVaBMRiC4t9ejaUo+kti0QG+IPnZYX7yMiaowYRsjn5BnLMPTDzSg2W+q8jSQBOq0f/JQKqBQSlAoJnWKCERGsRYxei7gwf8To/RGl0yJap4W/WtmAr4CIiK5W1+9vlRdrIrqhGL0/fpk2BCcvlMBqE2gfFYSj+cUwlVciSKNCaIAf9uQW4nhBMTYdOY98Uzkul1bCWFbp9DhnC8tqfHyFBHRpqUdcaACm/64zIoO13nhZRER0ExwZIZ+WbypHUXklKq0CFRYbLhSbkW8yo6CoHOcKy5B7qRQFJjMMpnKUVlidtvVTSvD3UyJQo0KQRoXE8ED0TghD+6gg3NE+AkoeekxE5BaOjFCzEKXTIkpXtxGOQwYT/nsgH5+uPwazxYZKq0Cl1QJTuX230NGCYqw9kA/APpG2c6wOaqUCapUCoQFqROk0GNY1Bm0jghrs9RARNUccGaFmx2yxotRsRbnFihKzFWUVVmQcMOD4+RKcLzZjx8lLN9y+ZYg/APvRPUqlhGCNH9pEBKLSaoME+7wVSQKUCglKSUJMiBZWG6BRKWATAkXlFgRqlOjVOhSDb4kEAJ4AjoiaJI6MENVCo1JCo3KeyNq1ld7x96P5RTiQZ4LZYkNF1XKxxIwtxy7i19OFNcxJKcOBPJNbNUXpNIgPC0CLQA0GtA9H38QwqBQSFJJ9kSR7YFFIgISqP6vWV1hsKKu0QgIQqFFBkgCbDbAKAatV2P+0Cdiq/vRTSghQqxCoVkHjp4CfUuHYJVVYWoE8YznKKq2otNhgsdl3f5VXWmET9nk3IQFqdIoJhtUmYK667+o/wwLVsFgFisorIUkSVErJMbnYPsKkddRP5G3llVYczS+GUiEhSOP8FSjg/Ntc66dEkEYFpUKCRqXge7YBcWSEyAXnCsuQbyp3hISySiv2nTWiwmJDkEYJSBJsV33xG4zlOJBnQusWAY5tgrQqnCssw8/7DKiw2uR+SQDsRyWpFBIqrQ3/cSBJgAQgLFANhSSh0moPfAqFPbSUVlhhsQkIYf9qEAJoEahGRLAGapUCWj8lAtRKCAHHV4dU9bhKSYLWTwmV8kqIk2D/s7pdNasQsNmu/fq5qs4a1lkFnP59r/wJ2IQ9uBnLKlFhtcFmE/BT2sOen0oBtVKCn1KBkAA/tAjUwFPfa976eqzPO+Pa2mr7Mq/+GhKO2/ZgcPW/sb2JQPU3Vm1tBAROXihBqdkKtUqBgqJyCAFo/BRQKxU4famsXv/vFBIQoFZBrVI4dt8qq34gKBUSJNjfy6L6dUvV70vJ0RfXvR8l6cr6q+6zb2+/r7TCAotNOJ5TpZCguuroweofEwoJjs8YOP5u/7O6DsdtCbDaBCqsNkiw/9BRShIm3tUOCeGBLvfNjfDQXqJGrqzCWjXiYP/wzDeZcepiCVb+lodzhWWOL0qbEFWL/UP76j+BKxNxBYDSCvvjVY+qVO8qqv6iVyjsH5ilZmutH8jhQWr4q5XwU9o/dP2UCmhUCigUEoQQyLlYioIiMwD7af01KgU0KiW0fvYPxYvFFdD6KaHT2n91Wmz2L+xKqw2XSipgqeHsu0TepFEpEKRRobzSesN2ZVUjgs3F0j/2x23xoR59TO6mIWrk/NVKx3lPWgRpHOsn3tWuzo/hzllpKyw2mC1WWKwClTYbrDaBQI3qpieRE0Kg0ioc4cYV5ZVWFJZWosJiw+XSCqiUkuMXX2VVONL62YNQ9a9LCOBMYVlVgKqa51Npdfzig71JVUATKHOMrNh/Jduu+SVdTSlVz++5/jXU9hutOuAppCu/JhWO4AeoFPaRD7VS4Qh+lVaBSovNPgJkteF8kdkxadptHvot6fg1fzN1fa9dVZeoeTUEBKr/BZ1Grq4ZSbD//aoRA1SPJFyppXpUofrvgWolovX+UCkk6AP8oFEpqt7vNtiEwG3xodD63fycQ9aq3ZSVNhvKK6woqbA6dt1WWK2w2uAYIRPCHs4lqeq9dtXInoB9+Obq20Jced9WDfpcWX/Vff5qJdRKBSqqRhCvDvdWm4DFJmCxCsd7XVw14nflh4v9catH8Ko/NzQqheN1WoVwzIeTA8MIkQ9zZx+2WmUPAfV5TrWqfs+r9VMiWm//EohvEVDn7SLreMQUkScpFZL9RwOUPNNzA3P9k4iIiIjIgxhGiIiISFYMI0RERCQrhhEiIiKSFcMIERERyYphhIiIiGTFMEJERESyYhghIiIiWdUrjHz22WdISEiAVqtF3759sWPHjhu2X7JkCTp27AitVouuXbti1apV9SqWiIiImh6Xw8jixYsxdepUTJ8+HXv27EH37t2RkpKCgoKCGttv3boVo0aNwtNPP429e/ciNTUVqampyM7Odrt4IiIi8n0uXyivb9++6N27N/75z38CAGw2G+Li4vDCCy9g2rRp17UfOXIkSkpKsHLlSse6fv36oUePHpg9e3adnpMXyiMiIvI9df3+dmlkpKKiArt370ZycvKVB1AokJycjMzMzBq3yczMdGoPACkpKbW2BwCz2QyTyeS0EBERUdPkUhi5cOECrFYroqKinNZHRUXBYDDUuI3BYHCpPQCkp6dDr9c7lri4OFfKJCIiIh/SKK/am5aWhqlTpzpuG41GxMfHc4SEiIjIh1R/b99sRohLYSQ8PBxKpRL5+flO6/Pz8xEdHV3jNtHR0S61BwCNRgONRuO4Xf1iOEJCRETke4qKiqDX62u936Uwolar0atXL6xbtw6pqakA7BNY161bh0mTJtW4TVJSEtatW4cpU6Y41mVkZCApKanOzxsbG4vTp08jODgYkiS5UvINmUwmxMXF4fTp05wY28DY197BfvYO9rN3sJ+9p6H6WgiBoqIixMbG3rCdy7tppk6dirFjx+L2229Hnz598PHHH6OkpARPPvkkAGDMmDFo2bIl0tPTAQCTJ0/GoEGDMHPmTAwfPhyLFi3Crl27MHfu3Do/p0KhQKtWrVwttc50Oh3f6F7CvvYO9rN3sJ+9g/3sPQ3R1zcaEanmchgZOXIkzp8/j9dffx0GgwE9evTA6tWrHZNUc3NzoVBcmRfbv39/LFy4EP/3f/+HP//5z2jfvj2WL1+OLl26uPrURERE1AS5fJ6RpoTnL/Ee9rV3sJ+9g/3sHexn75G7r5v1tWk0Gg2mT5/uNFmWGgb72jvYz97BfvYO9rP3yN3XzXpkhIiIiOTXrEdGiIiISH4MI0RERCQrhhEiIiKSFcMIERERyYphhIiIiGTVrMPIZ599hoSEBGi1WvTt2xc7duyQuySfkZ6ejt69eyM4OBiRkZFITU3F4cOHndqUl5dj4sSJaNGiBYKCgvDwww9fd52i3NxcDB8+HAEBAYiMjMSrr74Ki8XizZfiU2bMmAFJkpwur8B+9pyzZ8/i8ccfR4sWLeDv74+uXbti165djvuFEHj99dcRExMDf39/JCcn4+jRo06PcenSJYwePRo6nQ4hISF4+umnUVxc7O2X0mhZrVb89a9/RWJiIvz9/dG2bVu8/fbbThdSYz/Xz+bNm/HAAw8gNjYWkiRh+fLlTvd7ql9/++033HHHHdBqtYiLi8Pf//5394sXzdSiRYuEWq0WX331ldi/f7+YMGGCCAkJEfn5+XKX5hNSUlLEvHnzRHZ2tsjKyhL33XefiI+PF8XFxY42zz33nIiLixPr1q0Tu3btEv369RP9+/d33G+xWESXLl1EcnKy2Lt3r1i1apUIDw8XaWlpcrykRm/Hjh0iISFBdOvWTUyePNmxnv3sGZcuXRKtW7cW48aNE9u3bxcnTpwQa9asEceOHXO0mTFjhtDr9WL58uXi119/Fb/73e9EYmKiKCsrc7S59957Rffu3cW2bdvE//73P9GuXTsxatQoOV5So/TOO++IFi1aiJUrV4qTJ0+KJUuWiKCgIPHJJ5842rCf62fVqlXiL3/5i1i6dKkAIJYtW+Z0vyf61Wg0iqioKDF69GiRnZ0tvv32W+Hv7y/mzJnjVu3NNoz06dNHTJw40XHbarWK2NhYkZ6eLmNVvqugoEAAEJs2bRJCCFFYWCj8/PzEkiVLHG0OHjwoAIjMzEwhhP0/jkKhEAaDwdFm1qxZQqfTCbPZ7N0X0MgVFRWJ9u3bi4yMDDFo0CBHGGE/e86f/vQnMXDgwFrvt9lsIjo6Wrz//vuOdYWFhUKj0Yhvv/1WCCHEgQMHBACxc+dOR5uff/5ZSJIkzp4923DF+5Dhw4eLp556ymndQw89JEaPHi2EYD97yrVhxFP9+vnnn4vQ0FCnz44//elPokOHDm7V2yx301RUVGD37t1ITk52rFMoFEhOTkZmZqaMlfkuo9EIAAgLCwMA7N69G5WVlU593LFjR8THxzv6ODMzE127dnVc1wgAUlJSYDKZsH//fi9W3/hNnDgRw4cPd+pPgP3sSf/5z39w++2349FHH0VkZCR69uyJL774wnH/yZMnYTAYnPpar9ejb9++Tn0dEhKC22+/3dEmOTkZCoUC27dv996LacT69++PdevW4ciRIwCAX3/9FVu2bMGwYcMAsJ8biqf6NTMzE3feeSfUarWjTUpKCg4fPozLly/Xuz6XL5TXFFy4cAFWq9XpwxkAoqKicOjQIZmq8l02mw1TpkzBgAEDHBdANBgMUKvVCAkJcWobFRUFg8HgaFPTv0H1fWS3aNEi7NmzBzt37rzuPvaz55w4cQKzZs3C1KlT8ec//xk7d+7Eiy++CLVajbFjxzr6qqa+vLqvIyMjne5XqVQICwtjX1eZNm0aTCYTOnbsCKVSCavVinfeeQejR48GAPZzA/FUvxoMBiQmJl73GNX3hYaG1qu+ZhlGyLMmTpyI7OxsbNmyRe5SmpzTp09j8uTJyMjIgFarlbucJs1ms+H222/Hu+++CwDo2bMnsrOzMXv2bIwdO1bm6pqO7777Dv/+97+xcOFC3HrrrcjKysKUKVMQGxvLfm7GmuVumvDwcCiVyuuOOMjPz0d0dLRMVfmmSZMmYeXKldiwYQNatWrlWB8dHY2KigoUFhY6tb+6j6Ojo2v8N6i+j+y7YQoKCnDbbbdBpVJBpVJh06ZN+Mc//gGVSoWoqCj2s4fExMSgc+fOTus6deqE3NxcAFf66kafG9HR0SgoKHC632Kx4NKlS+zrKq+++iqmTZuGxx57DF27dsUTTzyBl156Cenp6QDYzw3FU/3aUJ8nzTKMqNVq9OrVC+vWrXOss9lsWLduHZKSkmSszHcIITBp0iQsW7YM69evv27YrlevXvDz83Pq48OHDyM3N9fRx0lJSdi3b5/Tmz8jIwM6ne66L4Xm6u6778a+ffuQlZXlWG6//XaMHj3a8Xf2s2cMGDDgusPTjxw5gtatWwMAEhMTER0d7dTXJpMJ27dvd+rrwsJC7N6929Fm/fr1sNls6Nu3rxdeReNXWloKhcL5q0epVMJmswFgPzcUT/VrUlISNm/ejMrKSkebjIwMdOjQod67aAA070N7NRqNmD9/vjhw4IB45plnREhIiNMRB1S7559/Xuj1erFx40aRl5fnWEpLSx1tnnvuOREfHy/Wr18vdu3aJZKSkkRSUpLj/upDTu+55x6RlZUlVq9eLSIiInjI6U1cfTSNEOxnT9mxY4dQqVTinXfeEUePHhX//ve/RUBAgPjmm28cbWbMmCFCQkLEihUrxG+//SZGjBhR46GRPXv2FNu3bxdbtmwR7du3b/aHnF5t7NixomXLlo5De5cuXSrCw8PFa6+95mjDfq6foqIisXfvXrF3714BQHz44Ydi7969IicnRwjhmX4tLCwUUVFR4oknnhDZ2dli0aJFIiAggIf2uuPTTz8V8fHxQq1Wiz59+oht27bJXZLPAFDjMm/ePEebsrIy8cc//lGEhoaKgIAA8eCDD4q8vDynxzl16pQYNmyY8Pf3F+Hh4eLll18WlZWVXn41vuXaMMJ+9pwff/xRdOnSRWg0GtGxY0cxd+5cp/ttNpv461//KqKiooRGoxF33323OHz4sFObixcvilGjRomgoCCh0+nEk08+KYqKirz5Mho1k8kkJk+eLOLj44VWqxVt2rQRf/nLX5wOFWU/18+GDRtq/FweO3asEMJz/frrr7+KgQMHCo1GI1q2bClmzJjhdu2SEFed9o6IiIjIy5rlnBEiIiJqPBhGiIiISFYMI0RERCQrhhEiIiKSFcMIERERyYphhIiIiGTFMEJERESyYhghIiIiWTGMEBERkawYRoiIiEhWDCNEREQkq/8P4MFQpz5q8RkAAAAASUVORK5CYII=", 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", 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" ] @@ -941,13 +941,13 @@ "output_type": "stream", "text": [ "batch of 1 : \n", - "Theta = [ 0.31051073 29.06744375]\n", - "Cost = 144869.2393588724\n" + "Theta = [ 0.30493246 27.72933782]\n", + "Cost = 147758.42400290794\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -960,13 +960,13 @@ "output_type": "stream", "text": [ "batch of 10 : \n", - "Theta = [ 0.32754329 28.6711317 ]\n", - "Cost = 144160.22579802573\n" + "Theta = [ 0.32782064 28.84157514]\n", + "Cost = 144303.73303813871\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -977,10 +977,10 @@ { "data": { "text/plain": [ - "array([ 0.32754329, 28.6711317 ])" + "array([ 0.32782064, 28.84157514])" ] }, - "execution_count": 445, + "execution_count": 470, "metadata": {}, "output_type": "execute_result" } @@ -1039,7 +1039,7 @@ }, { "cell_type": "code", - "execution_count": 446, + "execution_count": 471, "id": "928deeaa", "metadata": {}, "outputs": [ @@ -1047,13 +1047,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "Theta = [2302.75644692 1057.56722311 65.54208244]\n", - "Cost = 133826.31478540495\n" + "Theta = [2301.42126052 1049.63985381 62.36135978]\n", + "Cost = 134038.2148043482\n" ] }, { "data": { - "image/png": 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", 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", 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", + "image/png": 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", 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" ] @@ -1149,7 +1149,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 472, "id": "dcfa5986", "metadata": {}, "outputs": [ @@ -1157,13 +1157,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "Theta = [ 1.05482247 0.33405956 28.44182263]\n", - "Cost = 144284.47491785986\n" + "Theta = [ 1.06588497 0.32970238 28.86894189]\n", + "Cost = 144422.06094103807\n" ] }, { "data": { - "image/png": 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", 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", 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fX8eMh4xy6IxTYGAgQkJCRG1t27ZFamoqAECpVAIAMjIyRH0yMjL015RKJTIzM0XXi4qKkJWVJepj7B6Gz0FEROQQWVnaWSbDoGn+fG1WE4Mmp+PQwKlnz544b7i1EsBff/2FZs2aAQCCg4OhVCqxY8cO/XW1Wo1Dhw5BpVIBAFQqFbKzs3Hs2DF9n507d0Kj0aB79+76Pnv37kVhYaG+z7Zt29C6dWvRDj4iIqJKtWgRUK+euC09HXjjDceMh8yzWZq5FQ4fPizUqFFD+PDDD4ULFy4IP/zwg1CrVi1h1apV+j7z5s0T/Pz8hA0bNginTp0SBg8eLAQHBwsPHjzQ9+nfv7/QqVMn4dChQ8K+ffuEli1bClFRUfrr2dnZQkBAgDBy5EghKSlJ+PHHH4VatWoJ33zzjaRx2iMrn4iIqrF798rumJsyxdGjqnLs8f3t0MBJEARh48aNQmhoqCCXy4U2bdoI3377rei6RqMRZs2aJQQEBAhyuVzo27evcP78eVGf27dvC1FRUYKPj4/g6+srjB49WsjNzRX1OXnypNCrVy9BLpcLjRo1EubNmyd5jAyciKiqKyrWCAcu3hLWn7gmHLh4Sygq1jh6SFXX2rVlg6aLFx09qirJHt/fMkEQBMfOeTk/tVoNhUKBnJwc+HK9mYiqmPikNMzZmIy0nJLCwoEKL7wzKMT256xVZ4WFQFAQcONGSdvw4cDatQ4bUlVnj+9vhx+5QkREjhOflIZJq46LgiYASM/Jw6RVxxGflOagkVUxu3ZpywkYBk3HjzNockEMnIiIqqlijYA5G5NhbNlB1zZnYzKKNVyYsJogAI88AvTpU9LWvTug0QCdOjluXGQ1Bk5ERNXU4ZSsMjNNhgQAaTl5OJySVXmDqkoSEwE3N+1hvDo7dgAHD/JgXhfGwImIqJrKzDUdNFnTjwyMGCGeUQoMBAoKxDNP5JIYOBERVVP+tb1s2o8A/P23djbpp59K2n76SZvb5OHhuHGRzTBwIiKqproF10WgwgumFo1k0O6u6xZctzKH5bqmTweaNxe33b0L/PvfjhkP2QUDJyKiasrdTYZ3BmmPvSodPOl+f2dQCNzdmI9TrsxM7SzTp5+WtH35pTYx3NvbceMiu2DgRERUjfUPDcTi58OgVIiX45QKLyx+Pox1nMz59FMgIEDcdusWMHmyY8ZDdlfD0QMgInImxRoBh1OykJmbB//a2mWqqj7j0j80EE+EKKvd666Q3NyyB/C++Sbw4YeOGQ9VGgZORET/qM4VtN3dZFA1r2e+IwGrVgEjR4rbrlwBmjZ1zHioUnGpjogIrKBNEhQUAH5+4qBp1ChtLhODpmqDgRMRVXuuWEG7WCMg4dJtbEi8joRLt51qbFVSfDwglwM5OSVtp08DcXEOGxI5BpfqiKjas6SCtjMsZ1XnJcVKp9EAHTtqgySdvn2BbdtY/bua4owTEVV7rlRBu6otKTr1zNnhw4C7uzho+vNPYPt2Bk3VGGeciKjac5UK2uaWFGXQLik+EaJ0iR1xTjtzJgjAoEHA5s0lbS1bAmfPagMpqtY440RE1Z6rVNCuSofyOu3M2fnz2oN5DYOm9euBv/5i0EQAGDgREblMBW1XWlIsj9Mm40+aBLRpU/K7pyfw4AEweHDljoOcGgMnIiI4TwXt8nJ+XGVJ0Rynmzm7fl2bs7RkSUnb0qVAfj7g5dzvJVU+5jgREf3D0RW0zeX86JYU03PyjM7WyKAN9By9pGiOU82cvf8+MHu2uO3OHW29JiIjOONERGRAV0F7cMdGUDWvV6lBk7mcH1dZUjTHKWbOsrO1s0yGQdMHH2gTwxk0UTkYOBEROZglOT/OsqRYEQ5Pxl+6FKhTR9x2/Trw1lv2eT6qUrhUR0TkYJYW4HT0kmJF6WbOJq06DhkgChjtOnP24IH2YN6iopK2l18Gvv7ats9DVRoDJyIiB7Mm58fVD+XVzZyVzulS2quO04YNwJAh4rbz54FWrWz7PFTlMXAiInKwysj5KdYITjdDVSkzZ8XF2uDo779L2gYN0gZSrP5NVmDgRETkYPbeLee0Fbph55mzP/8EevcWtx0+DHTtqv/VGQNKcm4MnIiIHMyeOT+63XqlAzLdbj1XSSi3iCAAjz8O7NlT0tahA3D8uLYq+D+cOaAk58VddURETsAeu+WctkK3PSUlaYMjw6ApPh5ITCwTNDnlkS8SOPXByNUAZ5yIiJyErXN+LN2tVx6XWNJ64QXgv/8t+b1uXSAtTXt0igFXPiyZs2SOx8CJiMiJ2DLnx1YVup3+y/rKFSAoSNy2ahUQHW20uy0DyspULZddnRCX6oiIqihb7NZz+iWtmTPLBk25uSaDJsDJjnyRqFouuzopBk5ERFVURSt0O/WX9a1b2nIC8+aVtH36qTYx3Men3Ic6xZEvFnK6g5GrMQZORERVVEXPtnPaL+svvwQaNBC3ZWQA06ZJerjDj3yxgivOklVVDJyIiKqwiuzWc7ov63v3tLNMr75a0jZ9unaWyd9f8m1c8bBkV5wlq6qYHE5EVMVZu1vPqb6sf/oJGDFC3Pb330BwsFW3q/QjXyrI3kVSSToGTkRE1YA1u/Wc4su6sBBo3BjIzCxpGzECWLOmwrd2pcOSHXYwMpXBpToiIjLK4Uta27drazAZBk0nTtgkaNLRBZSDOzaCqnk9pw487FEklSzn0MDp3XffhUwmE/20adNGfz0vLw8xMTGoV68efHx8MGzYMGRkZIjukZqaisjISNSqVQv+/v544403UFRUJOqze/duhIWFQS6Xo0WLFoiLi6uMl0dE5PIc8mWt0WjPk3viiZK2nj217R072v75XEj/0EDsi+2DNeN7YOGIjlgzvgf2xfZh0FSJHL5U9/DDD2P79u3632vUKBnS1KlTsXnzZqxduxYKhQKTJ0/G0KFDsX//fgBAcXExIiMjoVQqceDAAaSlpeGFF16Ah4cHPvroIwBASkoKIiMjMXHiRPzwww/YsWMHxo0bh8DAQERERFTuiyUickGVuqR1/DjQubO4bdcu4LHHbP9cLsquByOTWTJBEBxWLevdd9/F+vXrkZiYWOZaTk4OGjRogNWrV2P48OEAgHPnzqFt27ZISEhAjx49sHXrVjz55JO4ceMGAgICAABLlixBbGwsbt68CU9PT8TGxmLz5s1ISkrS33vEiBHIzs5GfHy8pHGq1WooFArk5OTA19e34i+ciIjKGj4c+PXXkt+bNNEmgNdw+P/jk4uyx/e3w3OcLly4gIYNG+Khhx5CdHQ0UlNTAQDHjh1DYWEhwsPD9X3btGmDpk2bIiEhAQCQkJCAdu3a6YMmAIiIiIBarcaZM2f0fQzvoeuju4cx+fn5UKvVoh8iIrKTixe1ZQYMg6ZffgFSUxk0kdNxaODUvXt3xMXFIT4+HosXL0ZKSgoeffRR5ObmIj09HZ6envDz8xM9JiAgAOnp6QCA9PR0UdCku667Vl4ftVqNBw8eGB3X3LlzoVAo9D9NmjSxxcslIqLSpkwBWrYUt927BwwbZtXtijUCEi7dxobE60i4dJtHkJDNOTSUHzBggP6/27dvj+7du6NZs2b4+eefUbNmTYeNa+bMmZhmUIFWrVYzeCIisqX0dCCwVELzokXApElW39LpDyOmKsHhS3WG/Pz80KpVK1y8eBFKpRIFBQXIzs4W9cnIyIBSqQQAKJXKMrvsdL+b6+Pr62syOJPL5fD19RX9EBGRjXz8cdmg6fbtCgdNTn0YMVUZThU43b17F5cuXUJgYCA6d+4MDw8P7NixQ3/9/PnzSE1NhUqlAgCoVCqcPn0amQY1PrZt2wZfX1+EhITo+xjeQ9dHdw8iIqokarU2l+n//q+kbfZs7ZEpda0vounUhxFTlePQwGn69OnYs2cPLl++jAMHDuDpp5+Gu7s7oqKioFAoMHbsWEybNg27du3CsWPHMHr0aKhUKvTo0QMA0K9fP4SEhGDkyJE4efIk/vjjD7z99tuIiYmBXC4HAEycOBF///03ZsyYgXPnzmHRokX4+eefMXXqVEe+dCKi6iUuDlAoxG2pqcCcORW+tdMeRkxVkkNznK5du4aoqCjcvn0bDRo0QK9evXDw4EE0+OfU6wULFsDNzQ3Dhg1Dfn4+IiIisGjRIv3j3d3dsWnTJkyaNAkqlQre3t4YNWoU3nvvPX2f4OBgbN68GVOnTsXChQvRuHFjLFu2jDWciMilFWsElzgqBPn5QL162oRvnbFjgWXLbPYUTncYMVVpDq3j5CpYx4mInInLJEFv2QJERorbzpwB/kmlsJWES7cRtfSg2X5rxvdg4chqpkrWcSIiIulcIgm6uFgbHBkGTRER2iNTJAZNlpQV0B1GbGq+TQZtYGnXw4ip2mBlMSIiF2EuCVoGbRL0EyFKxy3bHTwIlN58s38/8Mgjkm9h6Yya7jDiSauOQwaI3p9KOYyYqhXOOBERuQinToIWBO2skmHQ1LYtUFRkcdBkzYyaQw4jpmqJM05ERC7CaZOgz54tuwS3cSPw5JMW3aaiM2qVehgxVVsMnIiIXIR/bS/znSzoZxPjx4t3yNWqBWRlAf+UhLGEJTNqppK83d1kTAAnu+JSHRGRi3CqJOhr17TFLA2DphUrtGUHrAiaACeeUSMywMCJiMhF6JKgAZQJnio1Cfrdd4HS53dmZwOjR1fotk45o0ZUCgMnIiIX4tAk6Dt3tLNMhtW+P/pImxheuiq4FZxqRo3IBOY4ERG5GIckQS9ZUvYQ3rQ04J8D1W2BZQXIFbByuASsHE5E1daDB9qEb0OvvgosXGi3p3SZyujk9Ozx/c0ZJyIiMu6334Bhw8RtFy4ALVrY9WlZVoCcGQMnIiISKyoCmjcHUlNL2oYMAdatq7QhsKwAOSsGTkREVGLPHuCxx8RtR48CnTs7ZDhEzqZCu+ry8lhLg4ioShAEoFcvcdDUubP2wF4GTUR6FgdOGo0G77//Pho1agQfHx/8/fffAIBZs2Zh+fLlNh8gERHZ2cmTgJub9jBenf/9TzvT5MaqNUSGLP4X8cEHHyAuLg7z58+Hp6envj00NBTLDCvIEhGR83vuOaBjx5LfGzQACgqAJ55w2JCInJnFgdP333+Pb7/9FtHR0XB3d9e3d+jQAefOnbPp4IiIyE4uX9YWs1yzpqRt9WogMxPw8HDYsIicncWB0/Xr19HCyFZUjUaDwsJCmwyKiIjsaMYMIDhY3Hb3LhAV5ZjxELkQiwOnkJAQ/Pnnn2Xaf/nlF3Tq1MkmgyIiIju4eVM7y/TJJyVtn3+uTQz39nbYsIhcicXlCGbPno1Ro0bh+vXr0Gg0+O2333D+/Hl8//332LRpkz3GSEREFbVgATBtmrjt5k2gfn3HjIfIRVk84zR48GBs3LgR27dvh7e3N2bPno2zZ89i48aNeILJhEREzuXuXe0sk2HQFBurnWVi0ERkMZ5VJwHPqiNXUawReEwFlVi9GoiOFrelpABBQQ4ZDlFlc4qz6o4cOQKNRoPu3buL2g8dOgR3d3d06dLFJgMjIsvwYFTSKygAAgOBrKyStuhoYNUqx42JqIqweKkuJiYGV69eLdN+/fp1xMTE2GRQRGSZ+KQ0TFp1XBQ0AUB6Th4mrTqO+KQ0B42MKt3//gfI5eKg6eRJBk1ENmJx4JScnIywsLAy7Z06dUJycrJNBkVE0hVrBMzZmAxja+66tjkbk1Gs4aq8MynWCEi4dBsbEq8j4dLtin8+Gg3QqRMQEVHS9q9/advbt6/YvYlIz+KlOrlcjoyMDDz00EOi9rS0NNSowTODiSrb4ZSsMjNNhgQAaTl5OJySxdPmnYTNl1WPHAG6dRO37dkD9O5dwZESUWkWzzj169cPM2fORE5Ojr4tOzsbb775JnfVETlAZq60w7al9iMtm88I/cPmy6pDhoiDpuBgoLCQQRORnVg8RfSf//wHvXv3RrNmzfQFLxMTExEQEID//ve/Nh8gEZXPv7aXTfuR/RLtzS2ryqBdVn0iRGl+N+RffwGtW4vb1q3TBlJEZDcWzzg1atQIp06dwvz58xESEoLOnTtj4cKFOH36NJo0aWKPMRJROboF10WgwgumvmZl0H7pdwuuW5nDcln2TLS3ZFm1XJMni4Mmd3fg/n0GTUSVwKqkJG9vb0yYMMHWYyEiK7i7yfDOoBBMWnUcMkA0m6ELpt4ZFMJ6ThLYdEbIiAovq6alAQ0bitu++Qbg32OiSiMpcPr9998xYMAAeHh44Pfffy+371NPPWWTgRGRdP1DA7H4+bAyy0tK1nGyiL0T7Su0rPrRR8Bbb4nbsrKAOnUsHgcRWU9S4DRkyBCkp6fD398fQ8qZCpbJZCguLrbV2IjIAv1DA/FEiJKVwyvA3on2umXV9Jw8o7NaMmiDXdGyak4O4Ocn7jhnDjB7tlVjIKKKkRQ4aTQao/9NRM7F3U3GkgMVYO9Ee4uXVZcvB8aNE9/k2jWgUSOrnp+IKs6i5PDCwkL07dsXFy5csNd4iMiF2GvLvqNURqK9bllVqRAHX0qFFxY/H6ZdVtUdzGsYNI0frz2Yl0ETkUNZlBzu4eGBU6dO2WssRORCquLZeJWVaF/usup//gO88Yb4AWfPAm3aVOg5icg2ZIIgWPS/iFOnToVcLse8efPsNSanY4/TlYlcmW7Lfuk/HrpwQj9z4qIcEhQWFQEeHuI2T08gL087+0REFrPH97fF5QiKioqwYsUKbN++HZ07d4a3t7fo+meffWaTgRGRc7L3ln1nUOmJ9j/+CERFidt++QUYNsw+z0dEVrO4AGZSUhLCwsJQu3Zt/PXXXzhx4oT+JzEx0eqBzJs3DzKZDFOmTNG35eXlISYmBvXq1YOPjw+GDRuGjIwM0eNSU1MRGRmJWrVqwd/fH2+88QaKiopEfXbv3o2wsDDI5XK0aNECcXFxVo+TqLqzWRFHJ6dLtB/csRFUzevZJ2gSBO1sUumgqaiIQRORk7J4xmnXrl02H8SRI0fwzTffoH2pE7ynTp2KzZs3Y+3atVAoFJg8eTKGDh2K/fv3AwCKi4sRGRkJpVKJAwcOIC0tDS+88AI8PDzw0UcfAQBSUlIQGRmJiRMn4ocffsCOHTswbtw4BAYGIsLwFHGiKqxYI9hs9qS6nI1ny/fMqN27gccfF7ctXAi8+qrtnoOIbM6qyuE6V69eBYAKHbVy9+5dREdHY+nSpfjggw/07Tk5OVi+fDlWr16NPn36AABWrlyJtm3b4uDBg+jRowf+97//ITk5Gdu3b0dAQAA6duyI999/H7GxsXj33Xfh6emJJUuWIDg4GJ9++ikAoG3btti3bx8WLFjAwImqBVvn61SHs/HsnuNUpw6QnS1uu38fqFmz4vc2we6BIFE1YfFSXVFREWbNmgWFQoGgoCAEBQVBoVDg7bffRmFhocUDiImJQWRkJMLDw0Xtx44dQ2Fhoai9TZs2aNq0KRISEgAACQkJaNeuHQICAvR9IiIioFarcebMGX2f0veOiIjQ38OY/Px8qNVq0Q+RK7LHuWtV/Ww8e55Vh9OntUtzhkHTtGnaJTs7Bk3xSWno9fFORC09iNd+TETU0oPo9fHOir0WomrK4sDplVdewbfffov58+frc5vmz5+P5cuX41ULp5h//PFHHD9+HHPnzi1zLT09HZ6envArVTE3ICAA6enp+j6GQZPuuu5aeX3UajUePHhgdFxz586FQqHQ//DwYnJF5pK4AW0St6W1l3Rb9gGUCZ5c/Ww8e71nAIBHHgFKpSPg5k3gn9lwe7FrIEhUDVkcOK1evRpxcXF46aWX0L59e7Rv3x4vvfSSfllNqqtXr+K1117DDz/8AC8v55rSnzlzJnJycvQ/uiVJIldizyRuSUUcXZBd3rNr17SzTIaz3IMHa2eZ6te3frAS2DUQJKqmLM5xksvlCAoKKtMeHBwMT09Pyfc5duwYMjMzERYWpm8rLi7G3r178dVXX+GPP/5AQUEBsrOzRbNOGRkZUCqVAAClUonDhw+L7qvbdWfYp/ROvIyMDPj6+qKmialxuVwOuVwu+bUQOSN7J3FXxbPxbP6ejRoFfP+9uO3SJeChhywcmXXsfWgxUXVk8YzT5MmT8f777yM/P1/flp+fjw8//BCTJ0+WfJ++ffvi9OnTSExM1P906dIF0dHR+v/28PDAjh079I85f/48UlNToVKpAAAqlQqnT59GZmamvs+2bdvg6+uLkJAQfR/De+j66O5BVFVVRhJ3pWzZr0Q2e89ycrSzTIZBU9u22lmmSgqagOqzA5KoMlk843TixAns2LEDjRs3RocOHQAAJ0+eREFBAfr27YuhQ4fq+/72228m71O7dm2EhoaK2ry9vVGvXj19+9ixYzFt2jTUrVsXvr6+eOWVV6BSqdCjRw8AQL9+/RASEoKRI0di/vz5SE9Px9tvv42YmBj9jNHEiRPx1VdfYcaMGRgzZgx27tyJn3/+GZs3b7b0pRO5FF0Sd3pOntGlGhm0S2uumsRtDzZ5z959F5gzR9x29CjQubMNRypNddgBSVTZLA6c/Pz8MKxUYTZ7JU8vWLAAbm5uGDZsGPLz8xEREYFFixbpr7u7u2PTpk2YNGkSVCoVvL29MWrUKLz33nv6PsHBwdi8eTOmTp2KhQsXonHjxli2bBlLEVCVV1nnrrma8rblV+g9y88HSudrymSARmOPlyEJg2ci27P4rLrqiGfVkSuriofxWkvqe2Hxe7Z8OTBunKipeNNmuEcOLPndQXWUdLvqAOOBoCsn8xOZY4/vbwZOEjBwIlfH4oeWH0ws6T3TaAB39zLPFTzjdyj9aukDLUcHr45+fiJHYeDkIAyciFxbsUZAr493mtxhpluy2hfbR3pAuXUrMHCgqGlG/1fxc4d++nsCwITewfh2b4rkgM1eGDxTdWSP7+8KHblCROQKbL4tX1Y24Gj1+joU1PAQ3RMAlv5ZNmjSXZdBW0fpiRCl3YMY3Q5IIqoYi8sREBG5Gpttyz92rEzQ9HnPKATFbhIFTYbKqy1ZkSKkROQYFgdO33//vaiGk05BQQG+L13ojYjICdhkW/7DDwNduoiaNu89g897RVdkaABYR4nIlVgcOI0ePRo5OTll2nNzczF69GibDIqIyJYqdDBxSop2lik5uaRt5EhAEFC3YUDZ/lZgHSUi12Fx4CQIAmRG1vevXbsGhUJhk0EREdmS1QcTP/102UrfV6/qK4KbC8gAwE1W9jkNn9tkwEZETklycninTp0gk8kgk8nQt29f1KhR8tDi4mKkpKSgf//+dhkkEVFF6Q4mLr0tX2lsW/6tW0CDBuIbqFTAgQOiJikFM8c/qt1VxyKkRFWD5MBpyJAhAIDExERERETAx8dHf83T0xNBQUFlKooTETkTSQcTv/EG8J//iB946hTQrp3Je5oLyDo1rSMtYCMip2dxHafvvvsOzz77LLxKHy1QhbGOE1VVrO1j4P59wNtb3ObnB9y5I+nh5t5LvtdElc+pCmAWFBQgMzMTmlLnMDVt2tQmA3MmDJyoKmI1aQNffAG89pq4bedO4PHHHTMeIrIJpyiAeeHCBYwZMwYHSq3165LGi4uLbTIwIrIfU8ePpOfkYdKq43arZu10sy7FxUANI38GNRqjRS6JiCwOnF588UXUqFEDmzZtQmBgoNEddkTkvIo1AuZsTK70ataWzHBVSoD166/A8OHith9+AJ57rvLGQEQux+LAKTExEceOHUObNm3sMR4isjObHz8igSUzXHZfQhQEwM1IJZbCQv3sE5cxicgUi+s4hYSE4NatW/YYCxFVApsdPyKRuRkuQDvDVawR9AFW6cBOF2DFJ6VVbDD795cNmubP1wZTBkGTXcdgRrFGQMKl29iQeB0Jl26juLwzW4io0lk84/Txxx9jxowZ+Oijj9CuXTt4eIjPZ2LyNJFzs8nxIxaQOsN18O/b9l1CbNwYuH5d3JabCxiUVnHUMqYOZ7qInJ/FM07h4eE4ePAg+vbtC39/f9SpUwd16tSBn58f6tSpY48xEpENVej4EStInblKuHRb8hKiRc6d0yZ6GwZNMTHaWSaDoAmwbBnT1hw900VE0lg847Rr1y57jIOIJLBFwrKUate2rGYtfeZK2pKURUuI4eHAjh3itvR0IMD4GXOVvYyp4+iZLiKSzuLA6V//+pc9xkFEZthyGcei40cqSDfDlZ6TZzQwkP3zvKqH6uOrXZfM3k9SIJaWBjRsKG6LiADi4yt+bwv6SeWIhH0iso7FgRMA/Pnnn/jmm2/w999/Y+3atWjUqBH++9//Ijg4GL169bL1GImqvfJ2pU1cdRxjegbhiRClRTNQko4fsQGpM1w9mteTFGCZXUJ86SXg22/FbefPA61amR2r1CDP1ofyOmqmi4gsZ3GO06+//oqIiAjUrFkTx48fR35+PgAgJycHH330kc0HSFTdSdmVtmL/ZUQtPYheH++0KBfG3U0GVfN6GNyxEVTN69ltGUg3w6VUiGdqlAovfSkCXYAFoEz+laQlxNxcbS6TYdAUFKTNZZIQNAGo+Bis5KiZLiKynMWB0wcffIAlS5Zg6dKloh11PXv2xPHjx206OCIyv4xjyJkTifuHBmJfbB+sGd8DC0d0xJrxPbAvto9oWVBKgGXU3LlA6R29Bw4AKSlWjdOqMVRAZSfsE5H1LF6qO3/+PHr37l2mXaFQIDs72xZjIiIDlizPOHsisW6GqzwWLSEWFgKenmXbK3hkiuEY0tV5yLqbj7renlDU9ERBkQbHrtyx6fJmZSfsE5H1LA6clEolLl68iKCgIFH7vn378NBDD9lqXET0D0uXZ6pCIrGUAAurVgEjR4rb1q0Dhgyx2RhyHhRgfvw50YyfmwwwrElpqzpLlZmwT0TWszhwGj9+PF577TWsWLECMpkMN27cQEJCAqZPn45Zs2bZY4xE1Zq5hGVTqmwisakjU4qKAHd3mz2NqYT80oW8bXkwcmUl7BOR9SwOnP7v//4PGo0Gffv2xf3799G7d2/I5XJMnz4dr7zyij3GSFStlbeMUx5nTiS2uh7Vjh3a2kyGvv4aePllm4/PVEJ+abZeHpU020ZEDiMTBMGqg5AKCgpw8eJF3L17FyEhIfDx8cGDBw9Qs2ZNW4/R4dRqNRQKBXJycnikDDmMsTpOxui2zO+L7eOUMxVW16Py8QHu3RO3PXgAeNk+QEy4dBtRSw9a/Lg143sw6CFyIvb4/rZ4V52Op6cnQkJC0K1bN3h4eOCzzz5DcHCwTQZFRGUZ7kob2zPIaB9nTyQ2daxI2j/1qLacMrIb8ORJbaK3YdAUG6tdsrND0ARYv8xZZZdHiUhPcuCUn5+PmTNnokuXLnjkkUewfv16AMDKlSsRHByMBQsWYOrUqfYaJxGhZBln1qCHseT5MARW4pZ5QLuElXDpNjYkXkfCpdsoLp3wY+ax5pa/Jq85ji2nbpQ0dO0KdOwo7nT7NjBvnkXjtpS1y5zOvDxKRLYhOcdp9uzZ+OabbxAeHo4DBw7gmWeewejRo3Hw4EF89tlneOaZZ+Buw8RMIipfZScSV/TIFyn1qDQC8PLqE4jLuI7H+nUTXxw+HFi71qqxW8rShHx7VRQnIucjOXBau3Ytvv/+ezz11FNISkpC+/btUVRUhJMnT0JWgXopRGS9ykokLu/IF6k7yqQuYy38/RM89vEecWNKirYKeCWxJCHf2ZdHici2JC/VXbt2DZ07dwYAhIaGQi6XY+rUqQyaiFyYlKU3KUe+zNmYbHbZztwylm/eXVz++EkMPmsQNLVvr81lqsSgScdUBfHSsZG9l0eJyLlInnEqLi6Gp0GF3ho1asDHx8cugyIi+zO29OZX0wOjewZjcp8WcHeToVgjIG5/SrlLbFILbuqWv4zd6/W9/8UrCT+J2naujkefqAjLX5gNGVsO7dysjs0rhxOR65AcOAmCgBdffBFyuRwAkJeXh4kTJ8Lb21vU77fffrPtCInI5kwtvWU/KMSC7X9h5YEUPNulMX4/mSb5nDxzS3G65a+Jq0rOtJQXFeD8p0NF/fLda6D19PWY1bilpOe1N2PLoSw5QFR9SQ6cRo0aJfr9+eeft/lgiMj+pOxuy75fiG/2WnZArpQdZf1DAzH6kWZYeeAKohLjMfePr0TXR/77PfwZHAYAqOtd9gw6qwtnupDq8BqJXJnkwGnlypX2HAcRVRIpu9ss5SYDOjerI6lvv7YBeGdwuzLtQTM2ig7mVSrExXQruqvPFVSH10jk6qwugElErskeRRo1AnDsyh3zHTduhKqVv6jp9YFTERS7SRQ0BZba2m+qcKZuV198kpHCmS6mOrxGoqrAoYHT4sWL0b59e/j6+sLX1xcqlQpbt27VX8/Ly0NMTAzq1asHHx8fDBs2DBkZGaJ7pKamIjIyErVq1YK/vz/eeOMNFBUVifrs3r0bYWFhkMvlaNGiBeLi4irj5RE5JXsVaTQbkMlkwFNPiZpaTl+HX9v1FXeDeGu/rXb1ObPq8BqJqgqHBk6NGzfGvHnzcOzYMRw9ehR9+vTB4MGDcebMGQDA1KlTsXHjRqxduxZ79uzBjRs3MHRoSSJpcXExIiMjUVBQgAMHDuC7775DXFwcZs+ere+TkpKCyMhIPP7440hMTMSUKVMwbtw4/PHHH5X+eonMqUhlbql0u9tszWRAdviwaDYJAPD++4g/fQP169YWNQca2dpvbmnRcFefq6oOr5GoqrD6kF97qVu3Lj755BMMHz4cDRo0wOrVqzF8+HAAwLlz59C2bVskJCSgR48e2Lp1K5588kncuHEDAQEBAIAlS5YgNjYWN2/ehKenJ2JjY7F582YkJSXpn2PEiBHIzs5GfHy8pDHxkF+qDJWZ37LlVBpeXn3cfEcJyj1UuFUr4MIFcVtODvDPvyMpidAbEq/jtR8TzY5j4YiOGNyxUQVeieNUh9dI5AhOdcivrRUXF+PHH3/EvXv3oFKpcOzYMRQWFiI8PFzfp02bNmjatCkSEhIAAAkJCWjXrp0+aAKAiIgIqNVq/axVQkKC6B66Prp7GJOfnw+1Wi36IbKnysxviU9Kw/ubk21yL5NVsy9e1M4yGQZNY8Zoi1ka/PHSbfUf3LGRfot/6Rk3qUuLrnxOXHV4jURVheRddfZy+vRpqFQq5OXlwcfHB+vWrUNISAgSExPh6ekJPz8/Uf+AgACkp6cDANLT00VBk+667lp5fdRqNR48eICaNcU7dwBg7ty5mDNnjq1eIlG5zOW3yKDNb3kiRFnhbemm6jeZ4lfLA9n3C/W/u8m0ieA6SmMzYoMGAZs2iW907RrQqPyZElMzbrMi25Z7bpy158Q507Z/c2fj8Sw8Iufh8MCpdevWSExMRE5ODn755ReMGjUKe/bsMf9AO5o5cyamTZum/12tVqNJkyYOHBFVZZbkt1Sk8KKU+k2GZAC8arjhh3Hdcetuvvmq2TdvAv7iHXPo3Rso59+zLnjZlpyOFfsvl7menpOHmNUnMKF3ML7dm1Lm3Djd7wNCtdW9pQY/zrbtv7yz8XgWHpFzcXjg5OnpiRYtWgAAOnfujCNHjmDhwoV49tlnUVBQgOzsbNGsU0ZGBpRKJQBAqVTi8OHDovvpdt0Z9im9Ey8jIwO+vr5GZ5sAQC6X6yukE9mb1PIA5fWTMntiaf0mAUC6Oh9uMpkor8Zo8DZlCrBwobjtzBkgJMTk/Y0FL8bGAAA/Hb2G1/q2xI9HriJdXdJfJtOu/q3Yfxkr9l+WFPzY4sBie9CdjVf6PTE6q0dEDuPwwKk0jUaD/Px8dO7cGR4eHtixYweGDRsGADh//jxSU1OhUqkAACqVCh9++CEyMzPh/8//6W7btg2+vr4I+ecPtkqlwpYtW0TPsW3bNv09iBytovktUmdPrK3fVO7j7t0DSp9Z6e8PlPqfldKB3Z17BYhZLX3JMPt+IT7fcQFKXzmmhreE+kEhlu+/jNKbDnXBz5TwVgiqX6tMEFmZy6LWMHY2HiuHEzkXhwZOM2fOxIABA9C0aVPk5uZi9erV2L17N/744w8oFAqMHTsW06ZNQ926deHr64tXXnkFKpUKPXr0AAD069cPISEhGDlyJObPn4/09HS8/fbbiImJ0c8YTZw4EV999RVmzJiBMWPGYOfOnfj555+xefNmR750Ir2K5LdYMntibWKxycctWAAYLGkD0C7L9e5dZoylA7vSy1FSZajzsWD7BfjV8jB6XXfPBdv/0rcZBpGWLIt2C67rkADG2Nl4ROQ8HBo4ZWZm4oUXXkBaWhoUCgXat2+PP/74A0888QQAYMGCBXBzc8OwYcOQn5+PiIgILFq0SP94d3d3bNq0CZMmTYJKpYK3tzdGjRqF9957T98nODgYmzdvxtSpU7Fw4UI0btwYy5YtQ0SEY09dJ9KxNr/F0tkTcwFaaSYDtqIiwMNI4KLRlKnXZCqws7YGiu5xhgnr5hgGkflFGkmP2Z6cjmk/JzpNDhQROQ+nq+PkjFjHiSqDpQnLCZduI2rpQbP3XTO+h34GQxfIAOUHL7rwp0y+z88/A88+K+7800/Av/9d5h7FGgG9Pt5p83PxrKELAv/zTAdELztk9T0AI+8JETkte3x/O12OE1F1ZWl+izVJ5aYSkM2WGRAEwM1I2bfCQqCG8T8j9jhM2Fq6JTgIMLssKiv1Xhjew9E5UETkeAyciJyIJfkt1iaVGwvQyi0zsGcP8Nhj4pt++mnZ/KZS7HGYcEXdupePWZEhRqum65ZJy5uDt1VpCCJyXQyciFxURZLKjQVoxgIBwd8fsps3xY137wLe3mbH54xVri/fuocfj1w1ek2p8MKAUKXRelKlOWNQSESVw2mOXCEiy+iSyoGS/BudChdNPHMGkMlEQdOKzk9B9dF2xKdIO4KoW3Bdk7vfrCX758fS+8oA1KnlgQXbL5hcPpwV2RZPhCgl3c8Zg0IiqhwMnIhcmC5nSakQf5ErFV7WJzH37g2Ehoqawl75Ae+FT9DvUNtyKq3MmXKVQfe65g1tVyZYLI8A88nw728+i87N6iBQ4WXy3jJoc6R49AlR9cVddRJwVx05O5ucu3b9OtC4sahpe/OuGDf8nTJdSyeT+9X0wOiewZjcp4X+eaXu+ivvvkpfOaK6NUVQfe8yrys+KQ2xv55GzgPzpQn6hwYgPinDbL8143sg50GB0Z2H3FVH5Hq4q46IjKpw0cQxY4CVK0VN/5rwLa7UaWi0e+kJpuwHhViw/S+sPJCCeUPboX9ooFV5QBpBu2RWv7bcbADYPzQQV7Pu48Mt58ze16uGu6Tnz8zNw+COjXj0CRGZxMCJqDpTqwGFQtR0t2kwQqO+tOp22fcLMXHVcSx5PszqPKAb2Q8w9tGHJPWt7yPtTMmGfpbtQOTRJ0RkCnOciKqr998vEzTh0CGc3nmkwreeszHZbL6QKcv3X0Z8UpqkvkqF8YO6S+vZvIHFuUu6WbzBHRtB1bwegyYiAsDAicioYo3gkOTnSlFQoK3yOHu2uF0QgG7dcOdePioaI6Tl5OHYlTsmd/2ZM2djsqT3XFeSoTyBCi/0aF7PfjsQiahaYeBEVEp8Uhp6fbwTUUsP4rUfExG19CB6fbxT8iyIU4uLA+Sllrd+/11f9TE+KQ0xq08YrZxtqf0XbyG/SIPI9oGlj7AzKy0nD3H7U8wGT7qSDOXNJOkCIrvsQCSiaoe76iTgrrrqw9ShtC6/o8rUkSnFxfp2ZzpbTkfqwbqWnPNnkx2IROQS7PH9zcBJAgZOVUd5X5rmAgddJe59sX1c64v2f/8DIiLEbd98A0yYoP+1WCMgbn8K3t98tpIHVz5LAlYGRERUGssREFWAuVkJc4fSuuQ5ZZ6e2oN4DT14AHiVLFcZe1/KM7pnENaduI7s++brJ1WUJQfrVrgkAxGRBMxxompBtwRXOjjQVcKOT0qTXHfIJc4pO35cmwBuGDS99ZZ2ya5U0GTsfSlPY7+aOPb2Exge1th8ZxswDFiJiByNgRNVecUaAXM2Jhs9ckPXNmdjsuSaQE5/TlmHDkDnzuK2rCzggw9ETeW9L+Wp6+0JdzcZHm1Vv2LjtJBLBKxEVOVxqY5ckiX5LFKX4CBol+7Sc/KMBhO6HKfyzilzaJ7N5ctAcLC4LSoKWL1aO65Lt0XjMve+mKKrnVTZAaTTB6xEVC0wcCKXY8kOKkD6TMWte/l4Z1AIJq06DhmMn1NWXq0fY+MydoZbeSwNvHT9m04chUbbN4svXrkCNG1q8v0aGKo0O57SDItE6moomQo0bUVKwEpEVFm4VEcuRUquUmlSZyr8a3tZXevH1Lh0Z7h1/mCb2TpQltaPik9Kw8B31kPVor4oaMoJaa/NZfonaDI2rrScPCzff7nc8ZRmWBMJKKmhpLtmiUCFF17qHWy2eCWLUxKRs2E5AglYjsA5WFsuQPc4c0twho+zZObHkvpHS0wEX5bWj4pPSsPlca9g4qFfRf0Hjv4CZ/0fwuLnw/BEiBI95+1EurriuUHenu6Y0Lu50ZkzYzNabjLxQcBKXzmiujVFUH1v0ftp+D5fvnUPaw6nIl2dr3+c1DpORETGsI6TgzBwcg4Jl24jaulBs/3WjO9RZlu6LjABjC/BVaSwpdRxAdpAwFRgJzUgLL53H+4+3qI+9z3kCJn2q6j/s10a4/MdF616TaaYWnosHWh2blYHx67csTjXi7WYiMiWWMeJqrWKlAvQLcGVnhlR2mBGw5LdXsbqQFlUP+qPn+AeEyO6Hv3sB9gf1LFMf1sHTUDJ0uPKAymYN7Sd/n0zVkPJmppKrMVERM6OgRO5DEtylYzpHxqIJ0KUNp/RsHS3V+lAS0rg5aYphqpF2e3/QTM2wuKD4Gwg+34hJq46bnLpkYioqmLgRC7D3C4uKbuv7DGjoRuX1K39/rW9REtSt3Lzy+3f768EfLvuQ1HblCdfx/qHH7d6zLYipaI3EVFVwsCJXIZuF5e15QIqY1zlJQzqArs79/LL5DTJZNqNcCKCgMvzB5W5T3FePg599idkdi4DIIXLHUFDRFRBLEdALsXacgGVNS6/Wh5Gr+tCuac6BCJm9Ykys1Olg6aw62fLBE2ajz4CBAHuck+TZQAcMe+zPTndAc9KROQY3FUnAXfVOR9n3X1VrBHw1c4LWLn/MrIflJwTF6jwwqzIELy/2fxhuvsWj0Fjdaao7eEpP+PbmMfR0yDPyVRhS93z2LswpSHmOhGRM2I5Agdh4ESWMhbYHU7JKrdsQXDWdexa+pKo7YeO/fFWxGQAwOTHW2B6RGuzz+PuJjNZfqE8w8IaYd+FW8gwk3NljLEyC0REjsZyBFSpnHVWxxKOeg3GktDL2z33/U+z0PvyCVFb15jvcdPHMNG9JAQq/bqebN9Q9LpMlV8oz6/Hr0PpK8fU8JYIqu+Ny7fuYcX+FOQ8KDL7WOY6EVF1wcCJjLL0PDhn5GyvwVjZgvr37uDoVyNFbfubtUf0iI/K9FU9pF2mk/q6DMsvbE9Ol3TESro6Hwu2X8Ci58LwWngrTO7TEpNXH8PWpAyzj7WknhURkaticjiVYc15cM7GGV+DrmyBbl7ovf8tLhM09R232GjQVMvTHQCw5ZRlr0s38zVr0MNY8nwYlL5ySWOdvOY4tpy6AXc3GV5QBUt6jKX1rIiIXBEDJxIp1giYszHZaF6Mrm3OxmQUa5w3Nc5ZX4OubEGtgge4/PGTeOFEycG8aT71EBS7CZfqNTH62PsFxYhefgiT1xgveSDldfUPDcT+/+uLWZFtzY5VIwAvrz6B+KS0MgFfaTJoZ7zKq59FRFRVMHAiEUuO/3BWzvgaijUCEi7dRpNlX+HMgmdE14ZFz8fAN1ZLuk95sZ7U13XnfmG51w3N2ZgMAGbLHziifhYRkSMwx4lEKnIenLNwttcQn5SGD9afwr5Z/ctcW3fsKqb5euH1nxNt9nymXpex3ChzdIGYPc/6IyJyJQycSKSi58E5A3u+Bkt36cUnpWHLmwuwb+MnovaJQ2YivnVP+G1KxuhHgpCutrwEgCnGXpcu58uaxUldIGavs/6IiFwJAycSscV5cI5mr9dg6S694mIN+rdriNLzTA+9sQEaN22yd/b9QizYfsGicZhi6nWVl/MlhWEgZo+z/oiIXAlznEhEl8AMuG4+iz1eg8W79HbuhHsNd1HTu30nICh2kz5osqXyXpe5nK/y7smkbyIiMYcGTnPnzkXXrl1Ru3Zt+Pv7Y8iQITh//ryoT15eHmJiYlCvXj34+Phg2LBhyMgQ15RJTU1FZGQkatWqBX9/f7zxxhsoKhIX7du9ezfCwsIgl8vRokULxMXF2fvluSxnPQ/OElJfgy5pe0PidSRcum10R5rFu/T8/IC+fUX9Wk/7FXFdnqrgqypROuYr77OxJpfLVYJkIqLK5tCluj179iAmJgZdu3ZFUVER3nzzTfTr1w/Jycnw9vYGAEydOhWbN2/G2rVroVAoMHnyZAwdOhT79+8HABQXFyMyMhJKpRIHDhxAWloaXnjhBXh4eOCjj7T1cFJSUhAZGYmJEyfihx9+wI4dOzBu3DgEBgYiIiLCYa/fmVWFfBZzr0Hq0pvUXXpJ8fvQIbK36NrSrkPwYZ9xtn1hAL6K6oQ63nJJn401uVxM+iYiMs6pzqq7efMm/P39sWfPHvTu3Rs5OTlo0KABVq9ejeHDhwMAzp07h7Zt2yIhIQE9evTA1q1b8eSTT+LGjRsICAgAACxZsgSxsbG4efMmPD09ERsbi82bNyMpKUn/XCNGjEB2djbi4+PNjotn1VU9ppKldaGH4ezNhsTreO3HxHLv99t/X0fYDfFs6Zc/HsCnJ2xb8sBNBnwVFYaB7aUHNMUaAb0+3lluzleArxyf/rsjbt3Nd8kgmYjIGHt8fztVjlNOTg4AoG5dbU7FsWPHUFhYiPDwcH2fNm3aoGnTpkhISAAAJCQkoF27dvqgCQAiIiKgVqtx5swZfR/De+j66O5RWn5+PtRqteiHqg5Ll97Km7FRqm/h8sdPioKm+FYqBMVusnnQBGhnmiwJmgBpOV/vPvUweraoj8EdG0HVvB6DJiIiE5wmcNJoNJgyZQp69uyJ0NBQAEB6ejo8PT3h5+cn6hsQEID09HR9H8OgSXddd628Pmq1Gg8ePCgzlrlz50KhUOh/mjQxXs2ZXJOlBTJNVc7+dNOnOLj4RVHboy8tw8Sn37LtgP/xr1YNMLB9Q6seWxXy1oiInIHTlCOIiYlBUlIS9u3b5+ihYObMmZg2bZr+d7VazeCpCrG0QKZuxmbSquOQAfAqyMPZBcNFfS/6N0P46K9tPVSRXi3qW/yY0nWn9rzxOI5dueOyeWtERI7mFIHT5MmTsWnTJuzduxeNGzfWtyuVShQUFCA7O1s065SRkQGlUqnvc/jwYdH9dLvuDPuU3omXkZEBX19f1KxZs8x45HI55HJph6G6IkuLOFY11hTI1M3Y7Pvwa3zw44eifmu+/g0zUz1tOkZj2gTUtqh/ecnvgzs2svXwiIiqBYcu1QmCgMmTJ2PdunXYuXMngoPFp7B37twZHh4e2LFjh77t/PnzSE1NhUqlAgCoVCqcPn0amZmZ+j7btm2Dr68vQkJC9H0M76Hro7tHdRKflIZeH+9E1NKDeO3HREQtPYheH+8sW4eoiirWCNBoBPjV9Ci3X5n6RYWF6B/eSRQ03RowGAWFxbjePETScw/p2BAvqJrhibb+Vo0960GB5L4W150iIiJJHLqr7uWXX8bq1auxYcMGtG7dWt+uUCj0M0GTJk3Cli1bEBcXB19fX7zyyisAgAMHDgDQliPo2LEjGjZsiPnz5yM9PR0jR47EuHHjROUIQkNDERMTgzFjxmDnzp149dVXsXnzZknlCKrKrjpLdpI5C1vOjllyVttLvYMxc+A/AdGOHUCpzQXFR4/hqzu1sWJ/CnIeSD80tyLWjO8hqWq3bhedqdepqzC+L7ZPtZppJKLqxx7f3w4NnGQy43+0V65ciRdffBGAtgDm66+/jjVr1iA/Px8RERFYtGiRfhkOAK5cuYJJkyZh9+7d8Pb2xqhRozBv3jzUqFGyErl7925MnToVycnJaNy4MWbNmqV/DnNcNXAyDDrqe8vx+tqTSFe7zpeppUecmLuXJWe1BSq8sG/G43BX9QCOHNG3C92744v3v8M3f6bgfkGxRWOwlqWfTcKl24haetBsP6mBGBGRq6pygZOrcMXAyZLZFUPO8mVqy9kxczMwxjycfhGbv5siaju87GdMuK5A9v3KmWECrHu9UupOAcDCER2Z60REVVqVr+NEtmEqv0WK/RdvGT12RAopx5dIvY9FR5yYYelZbV+vnysOmgID8cfxK3j2Qq1KDZoA68oFWJP8TkRE0jjFrjqynfKCDim+2nURvx6/ZvFymC2X1SypsyRldmx7crqk5216Jw17vx0vant7xNuY/d85ePeTXRa/p12a1cHRK3csfJSWX00PfB0dhh4PWV6MUld3qrxK4Uoe3ktEZBXOOFUxls6uGGPpzitb7OAynK3af/GWpOeVUo8pPikNy/dfNttv1o6lZYKmNtN+wapmPfDfhMtWvafyGtb/88p+UAg3mcyqfDMplcJ5eC8RkXU441TFSC3uWB4B2i/YORuT8USIstwvWHPLalLuY20+lrmlJt3YylP/3h0c/WqkqG12+Ev4vvMg/e9Xsu5bNC6d/Zduw00GWLliWaHPUld3qvT7ysN7iYgqhoFTFWOrvBWpy2EVXVazdLcbUP5Sk+FOwlu5+eWO7aVDv2Dm7jhRW8dXVyO7pjiBsFndWhaMTszaoAmo+GfZPzQQT4Qoq3WxUyIiW2PgVMVIyW8J8JVjWFhjfL37ktn77b94q9wvXUuPLzFUkXwsY0tNUmeufPLvI+nzf4vavlQ9i097jyzT16+WB1r514bS1wsZauPvqRSlZ57Km4myZQ6Su5vMKXZJEhFVFQycqpjS56oZfjfrwox3n3oYipqekgKnr3Zd1P+3sWTviuzgsjYfa0p4qzJLTVJnroad3oFPtywQtT0yaQVu+Bqv5p19vxAjVx6GXy0Pq4MmQBskzYpsi/q15fCv7YU79/IRs/oEAOOfEXOQiIicE5PDqyBdfotSIQ5WDLe262amLPlqNpbsbe4+Mhg5vuQf1ubwBNUXL51JmbnyLCrE6QXPiIKmX0L7Iih2k8mgyVCODcoQ1K8tx+COjaBqXg8D2zc0+xkREZHz4YxTFWUuv6W8mSlTjCV7S5nhMjV7Ym0OT+nHmZu5euzSEcT9MkfU1m/MV/irQZDk57RFldjS42YOEhGR62HgVIWZy28xtfOqPMaSva3dwdUtuC78anlILippKvfH1MyVTNAgfsVktL6Vqm/b16wDnn/2A8DEcT/2UF7OEnOQiIhcCwOnaq70rMeFjFx8tct87lPpYKV/aCD6tAnAfxMu40rWfTSrWwsjVUHwrEAtI0PlzV4Zm7nqdP0c1q2aLmobHv0xjjZ+2CbjkYo5S0REVQsDJxLNeiRcui0pcCodrBjb0bZsX0q5M06HU7IkzzaVN3uly7NKy8kDBAFxa9/FYynH9Nf/rtMQ4eMWQ+PmLum5pDC1vKmoWQM5D4okjZuIiFwPAycSsea4DlM72nTJ5KaSnaUmhw/p2BDzh3cwOXuly7P65PMN2LF8kujauKGzsL1ld0nP82jLevjzwm2z/ab0bYmfjl41erwMc5aIiKo2Bk7VgGFRSHNf5pYme1ekcrjU5PD1iTdw8O8svPuU6Zmb/gtno//yZfrf89090H7KT8iv4SnpOQBAEKQFOMENvLEvto/J95Q5S0REVRcDpyrOmsN3LUn2tqRyeLfguqJgo2MTP9T19kTWvQKzryNdnYeJq45j0XNhqOPtWRKweD6Ae9Mmor4z+r+Knzv0M3vP0mp6SMvH8q/txaRuIqJqioFTFWbtEhogfau81OW27cnpmPZzoijIsuYct5g1xyH885jX9q2Gav9qcYfsbPS5eh9/WnH2Xb+QACTdUFu0TElERNULA6cqyhaH75qbVSnWCLiVmy9pPMv3Xy7TZs05boIA+ObdxamFI0Ttf70Si1ZfzAMA9FcoREHfrdx8vL/5rNl7N67rbXVNKiIiqh4YOFVRFT181xyp58IBpnegWeO5xK346I+vRW3dX/4OboGNsE8jiAp86l5XsUbAsn0p5Y5VV93c3U1mVU0qIiKqHhg4VVEVOXzXHKnnwunYImiSF+bj7GfD4WZwt+87RWJ2v3920ZUTBBomvJtagjOcSWJFbyIiMoWBUxViuHtO6hKapceeSDkXztYi/jqAb9Z9JGp7fPw3SKnbSNRWXhBoKuHdVKI8k7+JiMgYBk5VhLGls/KSr61NdDa3BGhL7ppi7PlmHBqrb+rbtrXojvFD3zZ6ZIq5INDe1c2JiKjqY+BUBZhaOisvaAKsS3S2ZmnPGt1TT+OnNTNFbU+98BlOBbYy2l+Xo1RezSprqpsTEREZYuDk4qQsnZWeeapIorOlS3sWEwT8tPr/0P3aGX1TUkBzDBq1AILM9MzQO4NCsC053eRSHACrSzMQERHpMHBycVKWzjQCMCuyLerXllc40dnckSwV0SYzBfErXxG1vfDMHOx9qHO5jxseps11MhUYTVx1HH61PCpUmoGIiAhg4ORSjC1DSV06q19bjsEdG5nvaIaUI1kUtTyQc7/QosDq842fYEjyHv3vWTV90T3mOxS6e5T7OBmA94e0Q59Pd5sMjACUe5hwRUszEBFR9cHAyUWYOjplRNcm5TyqhC2X2MwdyQLAZGBVOrhpnJOBfUvGitpee/J1bHj4cUljmdA7GIlXs22SsF5Z+VtEROS6GDi5gPKOTlmw/QL8ypnhsdcxIeXVOirWCJgS3gor96cg+0HJTI9S4YUBoUqs+KeK+P/tXomJh34V3Tdk6lrc96xp9vndZMD4R4Mxc2AINiRet8lrsnv+FhERuTwGTk5OytEpOpV9TIixWkfGZsb8anpgdM8gTO7TEodTsrB+20kc/zJa9Lj3Hx+L5d2e1v/uLXfHvfxi/e8BtT3xaMsGqCWvUaaMQEUDHp5BR0REUjFwcnJSjk7Jvl+IqeGt8OORVJseE1Le1n5jTM2M5TwoxOfbL6C1sjbC//gRx7+cJrreefIq3Pb2E7XNHRyKBoqakp7bXMK6DCV5VwDPoCMiIusxcHJyUvNugurXwr7YPjY7JsRUTpWpQMzczJh3wQP0b9dQ1P5Nt6GY+/gYo8//7uZkHHnrCUnjl5KwPm9oOwDgGXRERFQhDJycnNRlKP/aXjY7JqS8nCrDmkelj3gxNTP2VPIefLHxE1Fbr5eW4Zqf0uQYsu4VWrTLzVzCui4w4hl0RERUEQycnJyUZShb5udIyamaszEZGo2A9zefLXcZ0aO4EIe+HoW6D9T6trOPRWJA90mSxpKZm2fRcqGUw3l5Bh0REVUEAycnJ2UZypb5OVJyqtJy8vDy6hPl3qdXygms+nmWqG3A6C/w9swo1P3xBLLuFZgdy+Vb99Dr452SlwsBBkZERGRfPN3UBeiWoZQK8bKdopYHpoS3whMhppe8LFXRWkYyQYNNca+JgqbDjUMQPGMjsluGoEfzevhgcKjZ+9Sp5YEF2y+UCeJ0y4XxSWkVGicREZE1GDg5oWKNgIRLt7Eh8ToSLt1GsUZA/9BA7Ivtg6nhLeFXU1tNO/t+IRZs/wu9Pt5ps0CiIlv726VdQMr8pxCacUnfNiLqIzwbPR+QyfQzYwPbB+Kl3sEm72OsUKaOrn3OxmQUmzrFmIiIyE64VOdkytvNBgCfb79g14NqrT2L7tvfPkC/Cwf1v1+v3QC9Jy5DsZu70eW1mQND0KGxH97ekISseyVFMrXV0Jtiwfa/TD4Xj0ghIiJHYeDkRMrbzWaPg2pNJV6Xl1NV+vmDsq5j99KXRG0Th8yET9S/8VmrBuUmdA9s3xARoYFlxrDp1A1J4+cRKUREVNkculS3d+9eDBo0CA0bNoRMJsP69etF1wVBwOzZsxEYGIiaNWsiPDwcFy5cEPXJyspCdHQ0fH194efnh7Fjx+Lu3buiPqdOncKjjz4KLy8vNGnSBPPnz7f3S7OYud1sgPSDanUKijRY/uffmL0hCcv//BsFRRr9tfikNPT6eCeilh7Eaz8mImrpQfSctxMLt19AfpEGU8JbIcBXvGynVHhh0XNhCFR4QQbg3W1LygRNbab9gvjWPfHL8evwcHODqnm9cgM5XTL34I6N9H0tKcFARERUmRw643Tv3j106NABY8aMwdChQ8tcnz9/Pr744gt89913CA4OxqxZsxAREYHk5GR4eWm/NKOjo5GWloZt27ahsLAQo0ePxoQJE7B69WoAgFqtRr9+/RAeHo4lS5bg9OnTGDNmDPz8/DBhwoRKfb3lMbebTSrdLMzcLclY+mcKDNOAPtxyFgPbBaKBjydWHrhS5rHp6jzREpnSV46p4S0RVN9bNHNU83YGHu/TSfTYt/u9jFWdBoraJq85jq/QCQPbiwtfmlPZJRiIiIikkgmC4BQZtjKZDOvWrcOQIUMAaGebGjZsiNdffx3Tp08HAOTk5CAgIABxcXEYMWIEzp49i5CQEBw5cgRdunQBAMTHx2PgwIG4du0aGjZsiMWLF+Ott95Ceno6PD09AQD/93//h/Xr1+PcuXOSxqZWq6FQKJCTkwNfX1/bv3gAGxKv47UfEyt8nzXje2D3+Qx8szelwvfSzROJcqfmzgXefFPUr/1rP0Lt5WPyPkusyL3SLVsCxksw2CKfi4iIqjZ7fH877a66lJQUpKenIzw8XN+mUCjQvXt3JCQkAAASEhLg5+enD5oAIDw8HG5ubjh06JC+T+/evfVBEwBERETg/PnzuHPnjtHnzs/Ph1qtFv3Ymy0Oqg1UeKFjEz8s/bPiQRNQagfbnWxAJhMFTQsfiUJQ7KZygyb94y3cAWeqBINS4cWgiYiIHMZpk8PT09MBAAEBAaL2gIAA/bX09HT4+/uLrteoUQN169YV9QkODi5zD921OnXqlHnuuXPnYs6cObZ5IRJJ2c1Wy9Md9wuKyy2EufrQFdhyl74AoNefv8P9zXBRe49JcUj3rS/pHtbugJNSCZyIiKgyOW3g5EgzZ87EtGnT9L+r1Wo0adLErs9Z3m42nfsFxQC0Ez+GC6yG57GNWn7IZmOSFxXg5MIR8CoqqfKd8Uw0uj8UZfG9rN0Bx0rgRETkTJw2cFIqtdWwMzIyEBhYsiyTkZGBjh076vtkZmaKHldUVISsrCz945VKJTIyMkR9dL/r+pQml8shl8tt8jrKU7ocwBMhSqMH1Zamm1Ea2zMI4SFK/SxMfFIa9ly4ZZOx9b14CMt/fV/ceOYMDhYoACtysbgDjoiIqgKnzXEKDg6GUqnEjh079G1qtRqHDh2CSqUCAKhUKmRnZ+PYsWP6Pjt37oRGo0H37t31ffbu3YvCwpKt/Nu2bUPr1q2NLtNVFmPlAHp9vBMAsC+2D6b0bYHyFqRkALYkpeuDJl05g4py0xRjx9KJoqBpT3AYgmZsxJaiOhYHQLrcK+6AIyKiqsChgdPdu3eRmJiIxMREANqE8MTERKSmpkImk2HKlCn44IMP8Pvvv+P06dN44YUX0LBhQ/3Ou7Zt26J///4YP348Dh8+jP3792Py5MkYMWIEGjbUboF/7rnn4OnpibFjx+LMmTP46aefsHDhQtFSXGXT7RgzdQ7b/Piz+HzHxXIrd5eu22SLcgZh187i708Go3nWNX3b0OhPMOrf7wEyGSavOY7buXn6Ok7m2OMQYiIiIkdy6FLd0aNH8fjjj+t/1wUzo0aNQlxcHGbMmIF79+5hwoQJyM7ORq9evRAfH6+v4QQAP/zwAyZPnoy+ffvCzc0Nw4YNwxdffKG/rlAo8L///Q8xMTHo3Lkz6tevj9mzZzushpOUQpeW7IrT5Q5VqIq2IOC/P83Co1cS9U0X6jVBxJivoHFz17dpBGDyj4l4qXcwvt2bUu6ZcoA494qIiKgqcJo6Ts7MlnUgEi7dRtTSg+Y7SrRmfA+omtez+r4tbqVi+/KXRW2jh7+DXc27mnxMoMILsyJD8P5mcS6W0leOqG5NyxTMJCIicgR71HFy2uTwqsqW56sZ5g5Zczjv/C2f49+nt+t/v+fhhU6vrkFBDY9yH5eWk4c63p7YF9uHpQKIiKhaYeBUyWy5u2xAqLbGUenDec0JVN9EwuLRorbpA6fgl3bhJh5RVmZuHksFEBFRteO0u+qqKt3MUHnzMm4ySEq+XrH/sn43XnxSmr7adqDCdHA29c9VZYKmvrM3oM/cGfCrVf5MkyGWFyAiouqIOU4S2HqN1Nw5bBP+Sb4ufd2cRc+FYWD7QH19qHR1HrLu5iM16x7W7zyDk1+IC1fO+9eL+KbHcP0RJsUaAV/uuICFOy6YfF7dAbv7YvtwWY6IiJyaPXKcGDhJYI83Pj4prUyhy0CDXWjGrrvJUO5xKm4y4KuoThjYvqH4wqJFQEyMqKlrzH9Ro1Gg0V1vW07dwMurT5S5Pw/YJSIiV8LAyUHs8cYDZSuHl06uNrx+Kzcf728+K+m+S3SBzf37gLe36FraqAk4PGW22WRuc4EdERGRs2Pg5CD2CpwssSHxOl6TeNRJoMIL+5pnwf3Zf4svXLgAtGgh+TnNBXZERETOjOUIqjGpydg1iouw7qN/w/1uVknjkCHAunUWPyd3zREREYlxV52L0O3GK4/qyilc/M8QKA2DpqNHrQqaiIiIqCwGTi5CV6fJKEHAr/+djjU/vqlvutuuI1BcDHTuXDkDJCIiqgYYOLmQ/qGBWPRcGAzTjEIy/sbl+YPQ+cY5fdurYz5GzcTjgBs/XiIiIlviN6uLGdg+EF9FdQIAfLnhY2yJe1V/7aa3H1pOX4+BU0cyiZuIiMgOmBzuggb65OHyx0+K2l4Z9AaOqiLwJcsFEBER2Q0DJ1czfTrw6aeipk0H/sJz/nXxOcsFEBER2RUDJ1eRmQkEBIjbPv8ceO01PGn0AURERGRrzHFyBZ9+WjZounkTeO01x4yHiIiomuKMkzPLzQVKVzqNjQXmzXPMeIiIiKo5Bk7OatUqYORIcVtKChAU5JDhEBEREQMn51NQAPj7Azk5JW3R0dpAioiIiByKOU7OJD4ekMvFQdOpUwyaiIiInARnnJyBRgN07AicPl3S9thjwM6dgIzlBYiIiJwFZ5wc7fBhwN1dHDTt3Qvs2sWgiYiIyMlwxsmRHjwAuncv+T04GPjrL6AGPxYiIiJnxBknR/LyKvnvdeuAv/9m0EREROTE+C3tSDIZIAiOHgURERFJxBknIiIiIokYOBERERFJxMCJiIiISCIGTkREREQSMXAiIiIikoiBExEREZFEDJyIiIiIJGLgRERERCQRAyciIiIiiRg4EREREUnEwImIiIhIIgZORERERBIxcCIiIiKSiIETERERkUQ1HD0AVyAIAgBArVY7eCREREQkle57W/c9bgsMnCTIzc0FADRp0sTBIyEiIiJL5ebmQqFQ2OReMsGWYVgVpdFocOPGDdSuXRsymczRw6l21Go1mjRpgqtXr8LX19fRw6n2+Hk4D34WzoOfhXPRfR6pqamQyWRo2LAh3Nxsk53EGScJ3Nzc0LhxY0cPo9rz9fXlHyQnws/DefCzcB78LJyLQqGw+efB5HAiIiIiiRg4EREREUnEwImcnlwuxzvvvAO5XO7ooRD4eTgTfhbOg5+Fc7Hn58HkcCIiIiKJOONEREREJBEDJyIiIiKJGDgRERERScTAiYiIiEgiBk7kNN59913IZDLRT5s2bfTX8/LyEBMTg3r16sHHxwfDhg1DRkaGA0dcdezduxeDBg1Cw4YNIZPJsH79etF1QRAwe/ZsBAYGombNmggPD8eFCxdEfbKyshAdHQ1fX1/4+flh7NixuHv3biW+iqrB3Gfx4osvlvl30r9/f1Effha2MXfuXHTt2hW1a9eGv78/hgwZgvPnz4v6SPm7lJqaisjISNSqVQv+/v544403UFRUVJkvpUqQ8nk89thjZf59TJw4UdSnop8HAydyKg8//DDS0tL0P/v27dNfmzp1KjZu3Ii1a9diz549uHHjBoYOHerA0VYd9+7dQ4cOHfD1118bvT5//nx88cUXWLJkCQ4dOgRvb29EREQgLy9P3yc6OhpnzpzBtm3bsGnTJuzduxcTJkyorJdQZZj7LACgf//+on8na9asEV3nZ2Ebe/bsQUxMDA4ePIht27ahsLAQ/fr1w7179/R9zP1dKi4uRmRkJAoKCnDgwAF89913iIuLw+zZsx3xklyalM8DAMaPHy/69zF//nz9NZt8HgKRk3jnnXeEDh06GL2WnZ0teHh4CGvXrtW3nT17VgAgJCQkVNIIqwcAwrp16/S/azQaQalUCp988om+LTs7W5DL5cKaNWsEQRCE5ORkAYBw5MgRfZ+tW7cKMplMuH79eqWNvaop/VkIgiCMGjVKGDx4sMnH8LOwn8zMTAGAsGfPHkEQpP1d2rJli+Dm5iakp6fr+yxevFjw9fUV8vPzK/cFVDGlPw9BEIR//etfwmuvvWbyMbb4PDjjRE7lwoULaNiwIR566CFER0cjNTUVAHDs2DEUFhYiPDxc37dNmzZo2rQpEhISHDXcaiElJQXp6emi916hUKB79+769z4hIQF+fn7o0qWLvk94eDjc3Nxw6NChSh9zVbd79274+/ujdevWmDRpEm7fvq2/xs/CfnJycgAAdevWBSDt71JCQgLatWuHgIAAfZ+IiAio1WqcOXOmEkdf9ZT+PHR++OEH1K9fH6GhoZg5cybu37+vv2aLz4OH/JLT6N69O+Li4tC6dWukpaVhzpw5ePTRR5GUlIT09HR4enrCz89P9JiAgACkp6c7ZsDVhO79NfxDo/tddy09PR3+/v6i6zVq1EDdunX5+dhY//79MXToUAQHB+PSpUt48803MWDAACQkJMDd3Z2fhZ1oNBpMmTIFPXv2RGhoKABI+ruUnp5u9N+O7hpZx9jnAQDPPfccmjVrhoYNG+LUqVOIjY3F+fPn8dtvvwGwzefBwImcxoABA/T/3b59e3Tv3h3NmjXDzz//jJo1azpwZETOY8SIEfr/bteuHdq3b4/mzZtj9+7d6Nu3rwNHVrXFxMQgKSlJlHdJjmPq8zDM5WvXrh0CAwPRt29fXLp0Cc2bN7fJc3OpjpyWn58fWrVqhYsXL0KpVKKgoADZ2dmiPhkZGVAqlY4ZYDWhe39L7xQyfO+VSiUyMzNF14uKipCVlcXPx84eeugh1K9fHxcvXgTAz8IeJk+ejE2bNmHXrl1o3Lixvl3K3yWlUmn0347uGlnO1OdhTPfu3QFA9O+jop8HAydyWnfv3sWlS5cQGBiIzp07w8PDAzt27NBfP3/+PFJTU6FSqRw4yqovODgYSqVS9N6r1WocOnRI/96rVCpkZ2fj2LFj+j47d+6ERqPR/+Ei+7h27Rpu376NwMBAAPwsbEkQBEyePBnr1q3Dzp07ERwcLLou5e+SSqXC6dOnRcHstm3b4Ovri5CQkMp5IVWEuc/DmMTERAAQ/fuo8OdhZTI7kc29/vrrwu7du4WUlBRh//79Qnh4uFC/fn0hMzNTEARBmDhxotC0aVNh586dwtGjRwWVSiWoVCoHj7pqyM3NFU6cOCGcOHFCACB89tlnwokTJ4QrV64IgiAI8+bNE/z8/IQNGzYIp06dEgYPHiwEBwcLDx480N+jf//+QqdOnYRDhw4J+/btE1q2bClERUU56iW5rPI+i9zcXGH69OlCQkKCkJKSImzfvl0ICwsTWrZsKeTl5envwc/CNiZNmiQoFAph9+7dQlpamv7n/v37+j7m/i4VFRUJoaGhQr9+/YTExEQhPj5eaNCggTBz5kxHvCSXZu7zuHjxovDee+8JR48eFVJSUoQNGzYIDz30kNC7d2/9PWzxeTBwIqfx7LPPCoGBgYKnp6fQqFEj4dlnnxUuXryov/7gwQPh5ZdfFurUqSPUqlVLePrpp4W0tDQHjrjq2LVrlwCgzM+oUaMEQdCWJJg1a5YQEBAgyOVyoW/fvsL58+dF97h9+7YQFRUl+Pj4CL6+vsLo0aOF3NxcB7wa11beZ3H//n2hX79+QoMGDQQPDw+hWbNmwvjx40VbqwWBn4WtGPscAAgrV67U95Hyd+ny5cvCgAEDhJo1awr169cXXn/9daGwsLCSX43rM/d5pKamCr179xbq1q0ryOVyoUWLFsIbb7wh5OTkiO5T0c9D9s9giIiIiMgM5jgRERERScTAiYiIiEgiBk5EREREEjFwIiIiIpKIgRMRERGRRAyciIiIiCRi4EREREQkEQMnIiIiIokYOBGR05DJZFi/fr3k/kFBQfj888/tNh4iotIYOBFRpXnxxRcxZMgQk9fT0tIwYMAAyfc7cuQIJkyYYIORSTN37ly4u7vjk08+qbTnJCLnwsCJiJyGUqmEXC6X3L9BgwaoVauWHUcktmLFCsyYMQMrVqww27egoKASRkRElY2BExE5DcOlukceeQSxsbGi6zdv3oSHhwf27t0LoOxSnUwmw7Jly/D000+jVq1aaNmyJX7//XfRPX7//Xe0bNkSXl5eePzxx/Hdd99BJpMhOzu73LHt2bMHDx48wHvvvQe1Wo0DBw6Irr/77rvo2LEjli1bhuDgYHh5eQEAsrOzMW7cODRo0AC+vr7o06cPTp48qX/cpUuXMHjwYAQEBMDHxwddu3bF9u3bLXnbiKgSMXAiIqcUHR2NH3/8EYbnkP/0009o2LAhHn30UZOPmzNnDv7973/j1KlTGDhwIKKjo5GVlQUASElJwfDhwzFkyBCcPHkSL730Et566y1J41m+fDmioqLg4eGBqKgoLF++vEyfixcv4tdff8Vvv/2GxMREAMAzzzyDzMxMbN26FceOHUNYWBj69u2rH9Pdu3cxcOBA7NixAydOnED//v0xaNAgpKamSn2riKgyCURElWTUqFHC4MGDTV4HIKxbt04QBEHIzMwUatSoIezdu1d/XaVSCbGxsfrfmzVrJixYsED0+Lffflv/+927dwUAwtatWwVBEITY2FghNDRU9JxvvfWWAEC4c+eOyXHl5OQINWvWFBITEwVBEIQTJ04IPj4+Qm5urr7PO++8I3h4eAiZmZn6tj///FPw9fUV8vLyRPdr3ry58M0335h8vocfflj48ssvTV4nIsfhjBMROaUGDRqgX79++OGHHwBoZ4sSEhIQHR1d7uPat2+v/29vb2/4+voiMzMTAHD+/Hl07dpV1L9bt25mx7JmzRo0b94cHTp0AAB07NgRzZo1w08//STq16xZMzRo0ED/+8mTJ3H37l3Uq1cPPj4++p+UlBRcunQJgHbGafr06Wjbti38/Pzg4+ODs2fPcsaJyEnVcPQAiIhMiY6Oxquvvoovv/wSq1evRrt27dCuXbtyH+Ph4SH6XSaTQaPRVGgcy5cvx5kzZ1CjRsmfTI1GgxUrVmDs2LH6Nm9vb9Hj7t69i8DAQOzevbvMPf38/AAA06dPx7Zt2/Cf//wHLVq0QM2aNTF8+HAmlxM5KQZOROS0Bg8ejAkTJiA+Ph6rV6/GCy+8UKH7tW7dGlu2bBG1HTlypNzHnD59GkePHsXu3btRt25dfXtWVhYee+wxnDt3Dm3atDH62LCwMKSnp6NGjRoICgoy2mf//v148cUX8fTTTwPQBluXL1+W/qKIqFIxcCKiSpWTk6NPnNapV68emjRpUqavt7c3hgwZglmzZuHs2bOIioqq0HO/9NJL+OyzzxAbG4uxY8ciMTERcXFxALQzU8YsX74c3bp1Q+/evctc69q1K5YvX26yrlN4eDhUKhWGDBmC+fPno1WrVrhx4wY2b96Mp59+Gl26dEHLli3x22+/YdCgQZDJZJg1a1aFZ8iIyH6Y40RElWr37t3o1KmT6GfOnDkm+0dHR+PkyZN49NFH0bRp0wo9d3BwMH755Rf89ttvaN++PRYvXqzfVWesflRBQQFWrVqFYcOGGb3fsGHD8P3336OwsNDodZlMhi1btqB3794YPXo0WrVqhREjRuDKlSsICAgAAHz22WeoU6cOHnnkEQwaNAgREREICwur0OskIvuRCYLBXl8iomrmww8/xJIlS3D16lVHD4WIXACX6oioWlm0aBG6du2KevXqYf/+/fjkk08wefJkRw+LiFwEAyciqlYuXLiADz74AFlZWWjatClef/11zJw509HDIiIXwaU6IiIiIomYHE5EREQkEQMnIiIiIokYOBERERFJxMCJiIiISCIGTkREREQSMXAiIiIikoiBExEREZFEDJyIiIiIJPp/JOLqGAAJRVYAAAAASUVORK5CYII=", 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", 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", 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