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RamanClassifier/data/data_exploration.ipynb
2024-04-16 16:29:34 +02:00

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"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"%matplotlib inline\n",
"from data import load_data, categorize_metadata"
],
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" strain replica phase objective substrate laser_power[%] grating \\\n",
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"\n",
" exposition[sec] confocalhigh accumulations \n",
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".. ... ... ... \n",
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"metadata"
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" objective laser_power[%] grating exposition[sec] accumulations \\\n",
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" phase_liquid phase_solid substrate_alu confocalhigh_True \n",
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" <td>11661.783201</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>4362.354997</td>\n",
" <td>4433.595406</td>\n",
" <td>4451.034918</td>\n",
" <td>4352.237791</td>\n",
" <td>4266.765683</td>\n",
" <td>4203.135641</td>\n",
" <td>4177.874050</td>\n",
" <td>4200.404837</td>\n",
" <td>4199.451920</td>\n",
" <td>4175.915090</td>\n",
" <td>...</td>\n",
" <td>5140.455999</td>\n",
" <td>5071.298680</td>\n",
" <td>5147.605334</td>\n",
" <td>5196.152590</td>\n",
" <td>5132.106504</td>\n",
" <td>5099.248095</td>\n",
" <td>5071.851922</td>\n",
" <td>5029.698197</td>\n",
" <td>5049.829455</td>\n",
" <td>5095.167409</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3676.144213</td>\n",
" <td>3680.582217</td>\n",
" <td>3679.503966</td>\n",
" <td>3649.913908</td>\n",
" <td>3622.135514</td>\n",
" <td>3600.541786</td>\n",
" <td>3596.431925</td>\n",
" <td>3634.916913</td>\n",
" <td>3649.184314</td>\n",
" <td>3619.540757</td>\n",
" <td>...</td>\n",
" <td>5361.827220</td>\n",
" <td>5296.784607</td>\n",
" <td>5312.611270</td>\n",
" <td>5343.476227</td>\n",
" <td>5316.028557</td>\n",
" <td>5315.315095</td>\n",
" <td>5325.196162</td>\n",
" <td>5292.517723</td>\n",
" <td>5337.812719</td>\n",
" <td>5448.225282</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>9873.391244</td>\n",
" <td>9896.587508</td>\n",
" <td>9884.553562</td>\n",
" <td>9796.404872</td>\n",
" <td>9705.894800</td>\n",
" <td>9611.514004</td>\n",
" <td>9593.564386</td>\n",
" <td>9670.818710</td>\n",
" <td>9651.071648</td>\n",
" <td>9538.039870</td>\n",
" <td>...</td>\n",
" <td>17184.220925</td>\n",
" <td>17169.826221</td>\n",
" <td>17194.941818</td>\n",
" <td>17200.982284</td>\n",
" <td>17151.063092</td>\n",
" <td>17082.008985</td>\n",
" <td>17024.961405</td>\n",
" <td>17032.450041</td>\n",
" <td>17168.732873</td>\n",
" <td>17305.712763</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>523</th>\n",
" <td>2084.041170</td>\n",
" <td>2021.638070</td>\n",
" <td>1978.476575</td>\n",
" <td>2034.768953</td>\n",
" <td>2063.089691</td>\n",
" <td>1995.920765</td>\n",
" <td>1958.470371</td>\n",
" <td>1993.421365</td>\n",
" <td>2005.578679</td>\n",
" <td>1976.406840</td>\n",
" <td>...</td>\n",
" <td>3254.670796</td>\n",
" <td>3261.366502</td>\n",
" <td>3272.676517</td>\n",
" <td>3278.115278</td>\n",
" <td>3251.436367</td>\n",
" <td>3210.008681</td>\n",
" <td>3172.244319</td>\n",
" <td>3249.871217</td>\n",
" <td>3260.952953</td>\n",
" <td>3216.461160</td>\n",
" </tr>\n",
" <tr>\n",
" <th>524</th>\n",
" <td>7243.554940</td>\n",
" <td>7232.422883</td>\n",
" <td>7210.338436</td>\n",
" <td>7152.476179</td>\n",
" <td>7118.142932</td>\n",
" <td>7139.018310</td>\n",
" <td>7138.782155</td>\n",
" <td>7101.544029</td>\n",
" <td>7035.620040</td>\n",
" <td>6931.622011</td>\n",
" <td>...</td>\n",
" <td>9995.081816</td>\n",
" <td>9932.822669</td>\n",
" <td>10030.510762</td>\n",
" <td>10121.979900</td>\n",
" <td>10067.985582</td>\n",
" <td>9990.683366</td>\n",
" <td>9914.801509</td>\n",
" <td>9903.585600</td>\n",
" <td>9918.220675</td>\n",
" <td>9950.592656</td>\n",
" </tr>\n",
" <tr>\n",
" <th>525</th>\n",
" <td>6290.164064</td>\n",
" <td>6285.578797</td>\n",
" <td>6260.533539</td>\n",
" <td>6191.284547</td>\n",
" <td>6167.541016</td>\n",
" <td>6218.388989</td>\n",
" <td>6221.357782</td>\n",
" <td>6164.687474</td>\n",
" <td>6142.045859</td>\n",
" <td>6152.129107</td>\n",
" <td>...</td>\n",
" <td>10824.400770</td>\n",
" <td>10802.906442</td>\n",
" <td>10733.806089</td>\n",
" <td>10672.337683</td>\n",
" <td>10644.521395</td>\n",
" <td>10620.716495</td>\n",
" <td>10611.719473</td>\n",
" <td>10651.781342</td>\n",
" <td>10684.854706</td>\n",
" <td>10702.353518</td>\n",
" </tr>\n",
" <tr>\n",
" <th>526</th>\n",
" <td>5327.836545</td>\n",
" <td>5401.122331</td>\n",
" <td>5456.359102</td>\n",
" <td>5418.306128</td>\n",
" <td>5383.273787</td>\n",
" <td>5358.553291</td>\n",
" <td>5334.995174</td>\n",
" <td>5314.268889</td>\n",
" <td>5303.749689</td>\n",
" <td>5311.737819</td>\n",
" <td>...</td>\n",
" <td>9694.848556</td>\n",
" <td>9704.488708</td>\n",
" <td>9743.374621</td>\n",
" <td>9762.006943</td>\n",
" <td>9649.631146</td>\n",
" <td>9593.338048</td>\n",
" <td>9579.071631</td>\n",
" <td>9666.939860</td>\n",
" <td>9703.644841</td>\n",
" <td>9697.622114</td>\n",
" </tr>\n",
" <tr>\n",
" <th>527</th>\n",
" <td>8195.034277</td>\n",
" <td>8192.678071</td>\n",
" <td>8162.267898</td>\n",
" <td>8071.247233</td>\n",
" <td>8010.268057</td>\n",
" <td>7998.532200</td>\n",
" <td>7976.096146</td>\n",
" <td>7940.331751</td>\n",
" <td>7887.197385</td>\n",
" <td>7817.358591</td>\n",
" <td>...</td>\n",
" <td>8722.159925</td>\n",
" <td>8719.149837</td>\n",
" <td>8676.622386</td>\n",
" <td>8661.970062</td>\n",
" <td>8722.639885</td>\n",
" <td>8673.858473</td>\n",
" <td>8616.453751</td>\n",
" <td>8648.938599</td>\n",
" <td>8698.230708</td>\n",
" <td>8733.806260</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>528 rows × 1746 columns</p>\n",
"</div>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"execution_count": 4
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-04-16T14:08:46.357612Z",
"start_time": "2024-04-16T14:08:44.390433Z"
}
},
"cell_type": "code",
"source": "_ = experiments.transpose().plot(legend=False)",
"id": "c99d1b6edb867192",
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 5
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-04-16T14:08:46.627354Z",
"start_time": "2024-04-16T14:08:46.357612Z"
}
},
"cell_type": "code",
"source": [
"from data import calculate_baseline, adjust_baseline\n",
"_ = plt.plot(experiments.columns.astype(int), experiments.loc[0, :])\n",
"_ = plt.plot(experiments.columns.astype(int), calculate_baseline(experiments.columns.astype(int), experiments.loc[0, :]))\n",
"_ = plt.plot(experiments.columns.astype(int), adjust_baseline(experiments.columns.astype(int), experiments.loc[0, :]))"
],
"id": "4f18d6b0db2a2e3",
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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Fq//uhfASLfAxm9TKWgl8PE8rZnYOfGS4S4iyr1g1PqdPn+a+++7j4sWLVKpUiRtuuIENGzZQqVIlAL766iuMRiMDBw4kMzOTXr16MWHCBP35JpOJuXPnMnz4cDp37kxAQABDhw7l/fff19vUqVOHefPm8cILLzBmzBhq1KjBpEmTZCq7KFO0Eh+zUQ18JO7xPG3dHn+rGYNB/R5kZjvA18sdE0JcU8UKfH777bdCj/v6+jJ+/HjGjx9fYJtatWoxf/78Qs/TtWtXtm/fXpyuCVGqaBkfiwx1eY0tJ/CxmAz4mI1kZDvIlJldQpR5sleXEF6gbVmhDXXJ4nmepw11mU1GfMzqlHYZ6hKi7JPARwgvcOTL+HizN+VTdp6MD+QMdQkhyjQJfITwAi3jowU+Mo3a87RtQyxGIz6WnMBHhrqEKPMk8BHCwxRF0YuZteJmyfh4npbxMZsMMtQlRDkigY8QHuZcz2OW4mav0YIcH7Mpd6hLAh8hyjwJfITwMLtTkGORdXy8JisnyLGajU41PjLUJURZJ4GPEB7mvD2FTGf3HtfAR4a6hCgvJPARwsOcMz56jY9cbz1OK2T2MTsXN8s3QoiyTgIfITzMucZHMj7ek6XX+DgNdcmsLiHKPAl8hPAw1+Jm2bLCW7QNSX3MRqzaUJes4yNEmSeBjxAe5hL4GKW42Vu0IMdqNmLJ+T7YZMxRiDJPAh8hPEwLckxGA0ZDzpYVEvh4nJbxsZqNeuZN28ZCCFF2SeAjhIdpGR+TwYBJFjD0mvQstZ7H12zS11PSFjUUQpRdEvgI4WFa4GM0omd8ZMsKz4tLywIg1N+aO9QlGR8hyjwJfITwMH2oy2AgJ+7RNy0VnhOXqgY+FQKtuRmfUlbjsz0qnhd/38n55Axvd0WIUsPs7Q4IUd7kZnxya3wk7vGs1EwbCWnZAFQM9NGXFShtGZ+7JqwDID3bxoQh7bzcGyFKB8n4COFhrsXNro8Jz9h9JhGA6qF+hAdY9a1DbKW0xudQTIq3uyBEqSGBjxAepl1bTQbnjI8EPp50ISUTgBphfgCYjdpQV+n8PmgZKyHEpclvixAeps0cMpsMGMv5rC67Q2H90Ysen02lDXOF+luA3IUks0vRlhWKm81uhRCXJoGPEB5my4lyzEZjuR/qmrT6GPf9sIGPFxzw6OsmpucEPn5WIDdwsJWiCDQl06bf1hbCFEJcmgQ+QniYVkdiMRmcprN7s0feMzon4PlxzXGPvm6CPpU9J+NjLH3r+JxPztRvy+aqQhSdBD5CeFiWPtRlxKDV+JSiTMPVVDHQqt/2ZNARnzPUFZIT+OQWN5ee78PR87kFzdrQnRDi0iTwEcLDtIur2WlWV3ndsiLQJ3dFjXMJnluLRq/xyRnqsubszp5VijI+UXFp+u2LqZmyCKYQRSSBjxAepm2EaTUbczcpLacZn/Rsu37b+UJ+reUd6vK1qLuzZzj1p6RLSs/N8mRkO7iYsyCjEKJwEvgI4WHZThkfU05tSWkqqi2ukxdTefLnLew4laA/pmUn0rJyA41zieke69PpePW1IoJ9gdzAJ700BT4ZNpf7nsyYCVGaycrNQniYPtRlMqItv2Ivo4FPRradmz9bAcDS/ec58lEf3p69h2UHzlMtxI9kp4t3Yrpn6lRSMm1EJ6lBQv1KgQD4aYFPVukJfJLzBD7JmVLnI0RRSOAjhIdpQ10WU9nP+Iyev1+/rb3HaetPArlZF42nAp9jsWpRcMVAH7242c+qBj6laXZUcobr/1dqZukJ2oTwJhnqEsLDcoe6cmt8ymrGZ2pOkKMprADXU4HP0ZzAp16lAP2x0pjxScoX+NgKaCmEcCaBjxAelu28jk8ZDnzcBTkphVycPRX4HMmZBl6vcqD+mFbjk5ZVeoIHbajLJ2dGWmH/t0KIXBL4COFh2gKGzhmfsjjU5W6WVmHrzXgq8NkelQBAk6rB+mOVg30wGNSC4VinhQHzWnkollu/XMnWk3HXupuXpAU+VULUAm3J+AhRNBL4COFh+lCXyYBJz/iUntqSonp0yuZ8j9346XL99uIXbmLqox14+/amgGcCn2y7Qw98OtQO1x8P9rUQGeYPwPELqQU+f+hPmzh8PoUXf995TftZFFqNT5VgCXyEKA4JfITwsNziZqNT4OPNHl0bWsanXa2wfMeaVA2mQUQQNzesRNNqauZle1QCa49cuKZ9OpeQQXq2HR+zkQZOQ10A4QHqYobxaZdeD8fba+bYHYoeKFbP2WE+tRTVJwnhTRL4COFhWsbHYjI4FTeXrchHURQMqO9tzODW+Y6H5cymAgjxy709ZNLGy369zxcdZObmqELbadPYq4T46vVVGi3wSSgg8HHeUiPY1+K2jafEpWbhUMBggJrhaqZKMj5CFI1MZxfCw1zX8SmbNT5J6TZ9+4eKgT75jjtnW5wDH1CzGaZi7ja+83Qi3yw/AsCf286w41QCT95Ul2e7N2Dd0QtcVzucAB+zvkiitnChM20V5/gC6pA8ubL0pVxIUeuQwv2tehAmxc1CFI1kfITwMH1Wl9FQZqezx6aomZVgX7M+Y8pZwypB+u28gc/f288U+/UORifptzcdjyPL5mDcsiMM/n49D0/ezCuzdgFw8qIavNTKyZI4C/PPGeoqYBjLeVPQ2ORMr24zogU+FQN99P3OJOPj6lRcGltPxnu7G6IEksBHCA/LduTuzl5Wp7OfT1IvzJVzMiv3to90OV4hIHdXdn+ra2B0OZmVCynug5VtOYXM83afA9SgCKB2xYB8bS9V43M0NrfoOcvuINmLgcaaw2otlK/VRIAe+EiNjyYl00b/8WsZ+O06flh1zNvdESWMBD5CeJjNaVZX2c34qIFPpZxhrvf6NeOOVtX04+EBucNfBoOBx2+so9/XshlFlZZl47NFBy/ZbltUPGtyiqdrV8gf+FxqqOuIU8YHXDcJ9bRJa44DatYwwEcNHGWoK9feM4l6AboW9AqhkcBHCA+z6UNdxjK7ZYW2Fk6lIDXA8bWYuKF+Bf14eIDr8NYbfZvyQf/mAFwsZuAzbtmRIrUbMGGdfrttrVC4eBR2zIBTm0BRCL/UUFesa+DjqXWH3NEC5bvaVs8d6ipFiy9ea9qQJqiF4EI4k+JmITws2+G8jo/6WFnL+JzPCXwqB+VmdrQi3EaGKGpseBdidwMGqHU9dBpOsK/65yhv5mL/uSSqBPsS5jQ85mzLieItJtilXjhVt4+BlZ+CkjM81Oo+Qpu/D8Cp+DRm7zhDjyYR+jASQEyS6+7nxQl85u8+x87TCbzaq3G+2WTF5by6dL/W1YnKucjLUFcu5++NBD4iLwl8hPAwPeNjys34lLXAR7sYVwv10x/zybzAWMs47jSth21OjU9tgE0/ULv9R0AFziVmMGzqZupVCuSWJhHc8916alfwZ8XL3dy+lrvVoAe0rc5f29wVSSs8z6+wYqp6t2priN4NO3+lvqUa0I6YpEye/20Hd7Sqxrj72ujP1IqHq4b4ci4xI18gVJinp6tvuE1kKLc1r1rk57lzMaeeyWo2EmA1SXGzG877mKVk2si2O7CYZIBDqK7oJ+Hjjz/GYDAwcuRI/bGMjAxGjBhBhQoVCAwMZODAgcTExLg8Lyoqir59++Lv70/lypV5+eWXsdlcf2lXrFhB27Zt8fHxoX79+kyZMuVKuipEiZG7SanBacuKsrWOj74RqDZt/fASui7uy52m9dgVAzS7Cwb+CP0nQrU2kJVMq3XPco9pOcdiU1my/zzfrTrGPd+tB+DExTQysu30HbuaYVM3Y3cojF9+hE8XHuBwTu3N7092plezCKY92oEv72nNsY/6sOe9Xk69UnjV/BsdzuQEPX0+hydXQr/xAFTcNobahtx6kDk7z+Y+U1FIy1kgsH7Oe1p24HyR/i+c9yw7fuHKp8RrGYwKAVYMhtwan/Rse5kLoC9X3mxcmizuKJxcduCzefNmvvvuO1q2bOny+AsvvMCcOXP4448/WLlyJWfPnmXAgAH6cbvdTt++fcnKymLdunVMnTqVKVOm8Pbbb+ttjh8/Tt++fenWrRs7duxg5MiRDBs2jEWLFl1ud4UoMbKdMj7WnE+hWbbSEfgkpmez4uB5PWvljs3u4MRFdQZUvUoBsO1nmD4IY2YiaRWac37wArh7CrQYBK3vg8eWwHXDABhtnsRtxk1uz7v2yAX2nk1iyf7zfLroAJ8tOsiEFUf1482qBfPdg+25qWElAIxGg54N8SeDj8yTGG6eozbu8zl0eFy93fo+qH8rBoeNV8wz3b52lt2h12FpgY/zLK/COF90P1l4oEjPKczpeHUtIm2PLufhOKnzUeUtPE+XwEc4uazAJyUlhSFDhvDDDz8QFpa7HH1iYiI//vgjX375Jd27d6ddu3ZMnjyZdevWsWHDBgD+++8/9u3bxy+//ELr1q3p3bs3H3zwAePHjycrS/0kM3HiROrUqcMXX3xBkyZNeOaZZxg0aBBfffXVVXjLQniXzWnlZh+L+iuYWUoCnyd/3sLDkzczdf1Jt8c3HLvIV0sOkW1X8LUYqXZmEfz7LKBAmwfxH76Mqk06uz7JZIY+n5Pe8kFMBoUxlvG0M+SfpTV26WH99ncrXacoR4b75QYAdhvEHYMjS2Hjd2xs/g8rfUZyv3k5DsXA+Zs/zg16NLe+DwYjfUybaGY4oT+87EAMC/ecc6mf6dWsCgAZ2UW7mOadHn+l6/8cv6BmuOpWVAMwH3PuZrcy3KXKWycmAaFwdlmBz4gRI+jbty89evRweXzr1q1kZ2e7PN64cWNq1qzJ+vVqynr9+vW0aNGCiIgIvU2vXr1ISkpi7969epu85+7Vq5d+DncyMzNJSkpy+RKiJMoqxRmfDcfUQmJ3W0NsPhHH4O83MH65moXpGJaK8d9nAAXaPwp3jgNz/lWcATAY8Os/hgs1euBjyGaS9QsebeIaWOw8nVhgv74b0g72z4Hp98AntWBsG/hlACx4hYgjv1PJkES6f3WO9/yJyt2G5z9BRFNoPgiA581/6g8/OmULT/2yjanrTgDgazHqWaSiZhHiU12zD1d6ET6Wk2mqW0mdkq8Od0mdj7OkDNf/hzQp/BZOih34/Pbbb2zbto3Ro0fnOxYdHY3VaiU0NNTl8YiICKKjo/U2zkGPdlw7VlibpKQk0tPT3fZr9OjRhISE6F+RkZFu2wnhbdrFKcDHjE/OqsalJeOj8be6zos4FZfG3RNzP5gYcPB69jjISoHITurQkuESs5mMJio+9DOZEW0IM6TwcuwbVKDgYEel8ErtozSZ0xdmPgCHF6mvafaFSo2hUV+4YRTc/zt+o3ZQr8uAgk9108soBiM9TVtdsj4AY3KyTRnZDn0l6vQiZnzi8mR8rrTe5FjO7vF1nBZh1IKxlJwLfEa2nVu+WEHt/5vH+OVFm+5flqRkSMZHFKxYgc+pU6d4/vnnmT59Or6++fe68abXXnuNxMRE/evUqVPe7pIQbmkXvgAfEz7m0jPU5ZxN2HPGNSDRLsaaB0xLaJS+Ayz+0H8CGPNvW+GW1R+fB/+AsNr4pUTxo/Vz/HA3e0qhm3E768M/4OnotzBE7wZroBrkPLkaXj8HIzbCfTOgxzvQsBeY3U+H11VqSFK9foBr1icvP2vxAp/35+x1uX8lCw0qisKxnMJxLeMDEJyz7Ye2BtGyA+f1GqTPFh3kfDFmoJUFyZl5i5sl8BG5ihX4bN26lfPnz9O2bVvMZjNms5mVK1cyduxYzGYzERERZGVlkZCQ4PK8mJgYqlRRx8WrVKmSb5aXdv9SbYKDg/Hz88MdHx8fgoODXb6EKIm0T58BVjNWPfAp+an4Lxcf0m/bHAp7z+YGP85Tu2sZonnN/Kt6p8d7UKFe8V4osBIM+ROHbxitjUf52/oO3YzbqUAidQ1nmdV2Dwut/8dk62dUTTsAlgC44QV4fpca5FRtCcbLm7eRef0o7IrBbdZH45eT8cmyOYo0i0pb00hzJcNRqVl2fRgnMix3v7EqweoQorb7fN7g6mxi+Qp8tIyPtjWKrHEknBXrr8Mtt9zC7t272bFjh/7Vvn17hgwZot+2WCwsXbpUf87BgweJioqic2e1oLFz587s3r2b8+dzp4IuXryY4OBgmjZtqrdxPofWRjuHEKWZy1CXufTU+CzPM3174Z5ovVBXW6m5fkU/PrN8h78hk4SITvpsrWKrWB/um8lFJYTGxlNMtn7GVt/hLPN5ifb7PqKx8RRp+JDSfgSM3AU93oWACpc87aVUrtuSg5XUKfDusj7fPdhOD3zg0gXOe84kkpxzEa4YqF6EryTjE5ezho+vxegym0ub4RWdE+BE5wl00spR7Y+iKPr/ubZXnGR8hLNiLWAYFBRE8+bNXR4LCAigQoUK+uOPPfYYo0aNIjw8nODgYJ599lk6d+5Mp06dAOjZsydNmzblwQcf5NNPPyU6Opo333yTESNG4OOjfmp56qmn+Oabb3jllVd49NFHWbZsGb///jvz5s27Gu9ZCK/SPn0G+DhnfBwoioLhUnUwXhKdmJFvOGvcsiNsPBbH+/2b6btgvxSynA4pB0nDF9+BEy878wJgrNURn+fWk7FuDL6H5kDyWRSzL4ZqbaFxH3xaP4DJP+zSJyqmpvd+gGP8f/Q0baW17Qg7lPr6sV7NqrjMykrPtrsEIHk57yFWPcyfCylZV5R9uJiqBpgVAlyLxCNyLvBa5u1MvGstZHlaxybTlrv0QJVgH/afk4yPcHXVV27+6quvMBqNDBw4kMzMTHr16sWECRP04yaTiblz5zJ8+HA6d+5MQEAAQ4cO5f3339fb1KlTh3nz5vHCCy8wZswYatSowaRJk+jVq5e7lxSi1LA7FP0Tf7CvGbPTarLZdgWruWQGPtoGnfUqBbisX7PpRBy3fb0agLqGs/Q49x0Alt4fYalcJ/+JiimwQnW441PgU7BnYzCa9SLpIlYNFV+lhpyscQd1Ts/mY8sP3JH1IdmYiQxXh9mNRgO+FiMZ2Y5LzuzSjvdvXU3fuPVKhrq0xQvD82zfUVXL+OQEPqfiXRdKLE/FvdqqzQZD7l5xRa3HEuXDFQc+K1ascLnv6+vL+PHjGT9+fIHPqVWrFvPnzy/0vF27dmX79u1X2j0hShTn2SbBfhaXGpFMm13PAJU0WiahaogfPZpG5FtHx4iDzy0TMTsyoV53LB0evfqdMFku3eYqqTn4S1K/XkVj2yl+abiaF2J68/2D7fXjfhYTGdmOSw51JecEOXe1rcH0DeraR1cy1HWxgMBHy/hoQ1yHYtRAtVKQD7HJmeUq46P9jgX6mPVsXHJG+Qn8xKWVzL+yQpRR2lL6/laTyzo+ULLrfLRMQkSwLwHW/J+XnjbNpq3xCPgEq+v1lNAhu6IyBVYkoP8XAHQ8PZl1D1eiSdXcCRNaIJF3+C+v5JzsQ5CvWf8v+SqnSDw2OdNlO4uicN6uwplW4xOTlEF8ahYXcrJLrWqEAuVrfR8tsAzyMesb4yZnFH1DWVH2SeAjhAdpaXjtD7LRaMBiUq+IJXVKe0xSBr/lLFgYEeyDv9V1kKmV4QgjtULgPp9BSA1Pd/HaaDYAGt8ODhv8MxxsuevxaN+rJ3/eWuDTL6Rk6ttLBPuaCcr5nl9MzWL6xpNc9+ESpuQsjFhUF3MCmgqBeQKfnIxPfFo2u3OWGqge6qcP9ThnfBbuOccjkzfp5ypr9IyPr5kgX8n4iPwk8BHCg7Q9hIL9crMmPubc6dEl0W1fr+JUXO7+UH5OgU9l4plgHYPZ4FADhZb3equbV5/BALd/Bf4VIGYPrPykWE8fNnWLfrtioA+v92mi33/j7z0AvDdnHxuPXSzyOXOHulyLm0P8LPoMwTVHLgDQICJQD1Kda3ye+mUbyw/G8uY/e4rzdkqNFKdZk9r6RkmS8RFOJPARwoO0oS4t4wO4zOwqabLtDuLTci8alYN89RlF4SQx2fop1Q0XiTJWh9u/LPVDXPkEVoa+X6q313wJp7cU3j6Hze5gx6kE/X6InyVfXY5m5MwdRe5OQUNdBoNBH+5adSgWgIYRQQTkBD7utmxYX4yAqzTRAp9Ap6GuvJuWivJNAh8hPEj75Bnilxv4lOS1fC7kGQ6pEuLLrU0jeLWjH7Os79LMeJKLSjDmB2aB39WfWl4iNOuv7uOlOODvpyA7nSmPXAeoQ3/uOG9T0adFlUKXKTiXmFHobvcu581b3KwoELUBtk+nS5C6ztKB6GQAGlQOxD+nuNddcXNCWtkMBlKdAx8/GeoS+UngI4QHJaXnTGX3c5fxKXkzb2LzrDpcLdQX06n1DD88jLrGaFL9qhH+zFKq1W3qpR56SJ/PIDACLh6GpR9QI0yd2p6R7T5guZiz0GCIn4Xx97fVH7+xQUW37WOLWG+jnTc80AqZyTDjXvipF8x+mo+in+Bzy0R8UNs0rx6iZ3zOJbrf47AsSnaX8ZGhLuFEAh8hPCi3uNm5xqfkZny2RyXot9/v14zKR/+GqXdC2kWo2oqA4cswVGrovQ56in+4OlsNYMMEgi7sBNShy3U5NTUau0Phndnq/lxVQ3xdsj0ThrRlxrCOrHm1m8tzdhWy87wzfajL36Jmnw4vApMVanRAwcgg0yqmWT8m2JxNg8qBNIwIAmDryfhizyArrZxXRs8d6pKMj8glgY8QHqTV+IS4zfiUrMDndHwa7/yrXsAfv7EOD1lXwD9PgSMbmvaDRxZCcFXvdtKTGvbKKd5WCF/+MmbUi+n9kzbqTRRFYeWh82w6EQdAtVDXvQWDfC1cX78iNcL8XTJBT/68lfPJhe+nlZ5l1xfiqxw1Fw7MVYOeoXNg2GKS7/2TZPzpaDzAz8HfYjYoNK8eAqg/W+6Guy61AGNppM3qCvLNHepKz7aTXcThRFH2SeAjhAflzupyrvFRhyNKQuATnZihB2fOe3M9ErIN5jyv3un4FAyaAlZ/N2co43p9BH5hWGL38Zhpgcshm93BHd+s4dEpuQXQbSJDCzxV35ZV6dGksn5/79mkQl9a264i2JSN74oP1AdvegVqqtsBBTfpjmPwb9hMvrRK2wCrPsPfatID6/i0LKasPe72nO4UZQPWkijZKeMT6LSdiNT5CI0EPkJ4kLaztsusLlPJqPE5n5zBDZ8sY8CEtQBsyxnmeqN1BtVWvKg26vAE3PbxFe3BVaoFVISeHwIw0vwnkYYYQN2s9OVZu9hzJjd46dk0gsevrwbL/gdj28IntdVhwiO5GzC/0Te3Nup0fMF1OJk2ux6IPuC7FkPSaQiJhOufcWkX0vhmzHeOUe+s+BjD8ZWE+as/a2cTMnh3zj6X9vGp7mtfJq48Sst3F7HnTNGG4EqSJKeZk2aTUa9zkpldQlNO/3oJ4R2J7tbxsZSMoa4Nx+KwORSOxqbS8aMl/L39DOEk8VDUG2DLgAa91KCnrE1ZL67W96PUvhE/QxYfmn8CFIb/spW/t59xafZcex98p/WBVZ9B3FFIj4fjK+GXAbDkPVAU6lQM4OHrawNwOi4t/2vleGHmDt6avRcDDoYoc9UHr38OLH75G7caDG0eBBT4+ymqW9WA6uTF/KtMF5Tx+XjBAVKz7C6brJYWWkG+tnijrOUj8pLARwgPcj/UVTKKm50/EcckZQIKoy2T8Ek7BxUbwsAfwHjNtgYtPQwGDLd/jd1o5SbTbu40rmP5wViXJjcad9F8zh1wbgf4hcOASfDkarjucbXBmi9huZo5igxXhwzzbizqbP7uaABuMW6nuuMs+IZA6/sL7mPvT6FCA0g+x0tZ3wIKJy/mP79WLO3Mef8xnxK6d1xh8gU++rYVMtQlVKXvp1qIUizvlhUA1hJS45OYZyhgoHE1vUxbwGiBQT+pF1uhqlgf082vAPCOZRo1DOowlAk7z5n+Ypr1EzXDU60NPLkSWt4NVVtC389zF0Rc9Rnsn0NkztR4bXXswgwz52zu3O4R8AksuKHVPydQNXN91loGGlfzzfIj+ZqpAa6r275epd8uaNHFkkpRFH1pAC3w0batkKEuoZHARwgPcjerq6RkfJw/6Vcnlg99p6l3ur0OVVp4qVclWJfnSQ9vSgVDMn9Z3+X/zL/yj/UtRllmYUCBdg+rM99Ca7o+77rH4Ppn1duzR1DHEg/AiYupJKQVnIFpajhBJ+N+FKNZrbW6lGpt1O8d8J5lil6PZDYa6NtSnY33ycIDLk9JzbRxwikzVNjCiyVRYno22Xa1KLtizn5mMtQl8pLARwgPybTZ9QXvSuIChtrUZgMOPrd8h68jDSI7QpfnvdqvEstsxe/hv4j2qU1lQwJPmefQwniCbHMg9J8Id4wBi6/753Z/G6q3g4xE6qx5CQMOkjNstH5/MasPx3IoJpnTOUNfWrD8sPk/AAxN7oSQ6kXrY5eR7DA0IdCQwZeWbzFh597rIunVrIreJN5puOv3Ladcnl7adjXXVhoP9jXrsyWD9YyPDHUJlQQ+QniIVmNgMECQT/4FDL091KWtEfOwaRGdTfvA4g/9v5W6nsIEVyXo2TUc7/AeFxrdx+4mL2B+fhu0vq/w55mtMOAHsPhjjlrDozlBDcDTv2yj51er6PXVKlIzbXz53yHCSKK/SZ1tR8cni94/owm/eyeRZvDnOuMhnjLNoWezKtzZqhomo5rNOeFU9Pxenllfpa0uJjEnuAn1zx2i0z5klLYgTlw7EvgI4SFajUGgjxmjMXcIIdRP/SPtbpjDE2x2B58uPMD0jVHUMZzjFfNM9UDPD6BCPa/0qTQJCAyiTp+RVLxvIi3ufRdDUETRnlihnvp/DLxs+pV6BnVWmLYOTWqWnYcnb2L+7nMMNq3ASjZUbaVm4YqhUePm+PdT64pe8vmLmwOiAGhZQ63Z0up8HG7W7SltwYLzzuwavcanlAVx4tqRwEcID3G3MztAxSA18Mm7Lxaoi8jd/8MGHp68qUhbDrzx924Gf7++SKvURl1MIyXTxn/7Ypiw4ihGHHxumYifIQvqdoX2jxXhXYkr0v4xqHcLvoZsvrJM0FeD1mw+EU9WZhpDzYvUBzo8eXnLCbQaDE37Y3DY4I+HIeU8EUHqMNz5ZHWT1H93ntWbN4xQC6eLm/Hx9nCttl2Fc0ZVdmgXeUngI4SHaJ84nQubASoFqrNPYlPyZ3yOnE9h3dGLrDgYe8kaBUVRmL4xig3H4th8PK7AdmlZNjYcu8hNny2n+TuLeHr6NgCeM/9FO+NhtUblzm9kvR5PMBig33gSlABaGo/zrPmffE3uNy2liiEeJbg6tBh0+a9z+1cQXhcSouDXwdQIVAPpmKQMJq48ysiZO/TmnwxsCcDJuDS3mSB3Fu45R7O3FzFr6+nL6+NVoG1XEeCTOzybW9wsGR+hksBHCA9Jyrt4YUYiHFlCFZO6Ou4FNxmfH9cc02+PmLGt0KEHLc0PrvVCMUkZfLLwAHvPJvLV4kO0ePc/hk3d4vLc7sZtjDT/pfbjpv9BaGQx3524bMFV2df2XQCetcxm3p0GNr/RA4BKJPCs+W8ADDe9DGafy38d/3AYMgv8wuDMVu478yEGHIxffpR/duRme8IDrDSMCMJiMpBlc/BxnplfBXnql23YHAov/bHTa5kffWd2p6yq7NAu8pLARwgPcRnqunAEvukAvwyk+aybucG4mzMJ6foMm0ybnZ83nOT3LbmfntccucC7/+4jOSObExdS9bQ+qEHPU79s1e+//vduEtPU1/tpzXG+XXGUQd+uZ8zSw9gdikuQ1MJwjDGW8QCcrDeEqjc9cu3+E4Rb1/d7AkfzQRgVO82WPUrFgzNoaTjKD9bPCTekcMqnPrR54MpfqEI9GDwDTFbqXVjG/5l/BdTMoibb5iDAx8yNDSoBsLuIO8c7u/+HjZdudA1czJnVVcFp/SFZx0fkJYGPEB6Su3ihGf5+AlLU1XiNtnTGWr4hjCR+WK1meH5ef5K3/tmT7xy7TifQ75u1dP18Bc3eWUR8aha/bDhJ83cWsfbIRb3ducQMpq4/AcC2KHWdmPTs/J/CmxhOMsP3E4IM6VD7Rmrd9/XVfMuiGIx3joP6t4ItHcPckfzr8xatjcdIMQZhGjQJTJZLn6Qoal0P/SYA8KR5Hg+YFrscblQlCIBhN9YBYP2xiy6BUVFsPRnPE9O2MGn1sUs3voq0OjltDR9wntUlQ11CJYGPEB6i1ei0z9oEZ7aCJQCe3wWVmxJuSOZ5818cv6BOLd5yIt7tOQ6fT+HYhdzpx7vOJPKmmwAJYMepBAAsJve/5jcadzE38EOClGSo3h7u+1WdZi28w+qvfg96/g/C66H4BJFa6xYChy+jWoM2V/e1Wt6N0lVd3PB98xTuMq7WD31+dysAKgflrkH05j+73Z4mPcvOhZRMt4X3/+2L4X/z9l/NXl+SttGrc9/1dXxkqEvkMF+6iRDiatD+8HaJzZku3mEYhNWC20bDtH4MNi1nadxQAKqGFrDwXR5Df9pU4LFtUfGcS0xn3dGLLo8bcfCUaQ4vWmZhyrZD7Rvh3l/AJ+gy3pW4qkwWdVXn65/FAARcw5cy3PwKF2NOUWH/z3xumYjZZmfky+9TPVTdQqNOxdxXj07McHuOJ37ewpYT8Ux8sF2Br5OeZcfPeu3Xgsq2O/Rgv2Vk7vYqWsYnJdOGw6G4LCUhyifJ+AjhIYnp2VQnlsjELYAhd8PKOjeTVqk1voZsusarBcYGivfH+Zlu9fHPc3FJSMum8+hlLo+1MBzjN+sHvGKZiQk7tLwXHvgT/EIv922J0spgoMLdYzle625MBoXPLN9TZf37YFczkyajgUe61AagcnD+QHx7VDyrD18gPdvOsKmbC3yZgnaAv9renr2X9Gw7QT5mGlbODeK1Gh9FyS1+FuWbBD5CeEhSejZ3mdaod+rcmDtzymDAcf1IAAY4FhF9Ic5l9tY397dh7f91L/Tco25tyBM31cWfDOr7JtElLJF6hjM0NJyiueEY95iWM80ymjk+b9LBeBC7JUCt87jruyubKSRKN6OR2kO/Y1ddNQg3bZwAvwyAVDVLeHvLagDsP5eUbzjrrgnr9Nva/lj9W1fj3vauMwLjUz0zxLTqUCwA7WqHuWR1fMwmfXX00rYgo7g2ZKhLCA9JSs9mgCmnlqLV/S7HAlrewdk5VajmiOb1r/7HH/ZbAHjulgb6xcdZ1RBfziVmAArHHg/EOPtpnj+5hpG+6qq8pANu4hmHYuBCvX5UvvOD/JtninLJYDTR8qHPYd+N8PdwOL4Svu8Kg38hMrwRoBYGv/73HkYPUDer1Qrm82odGcqDnWtzd/saDJq4HoDNJ+JoUSPEbfurJSPbzpkEtb7ns0Gt8h0P9rMQm5yp1tmFXdOuiFJAMj5CeMDmE3FwZit1jdHYzX7Q5A6X4waTGUPOHkyPmeZjQF2Hp05F/3znurFBRWqE+dHKcIQ/rO9h/Lkf7JyBISFKOxlYg1B8Q8m0hnPBEE5MWFu4+VWyR2yh8kNTJegR+TXtB8OWQFgdSIyCH3tRKWatfvjXTVH67QFO2R5nNzSohMlooH3tcP2x9+fuw1aElcSvhFbUHOhjdpnRldfrf7sv0hbli2R8hPCAd//dy0CTerFIqd2LEJ/AfG2qdn2cjE2fU49z3GzcyQpHG4J88k9hrhPuywjzv1Q49yVmgwPMvtDqPvXCVa2NXq9jQE36OCd+ZFBLFCqiKTyxHP54BI4tx/DrYHoaR/Cf4zoA1h25QFiAa2DRqkYIO08n0q1RJepXzv9zDTDq952MvS//zDSb3cG2qARaR4ZiNV/+53BtJ/saYX4Yjq+EVZ9Daiw07gs3/x/aKN2OUwmciksjMjz/BwpRfkjGRwgPUOw27jCpqf/sZgPdN/IJwqeDunjgY6YFAAT65n42+XFoe+5rbOLtuP8jYuvnatDTfCA8tx3u+BrqdZMiZXHl/MLg/pnQ5E6wZ/Gdz1juNKqZn/snbaT3mNUuzX8Y2p737mzGhCEFz+xy3gfM2Xtz9nHPd+tp+OYCFu6Jvuwuaxmf+01LYVo/OLEaYg/A6i/g18GM7F5Hb1vcNYlE2SOBjxDXyPaoeEbP38/CPee43rSXSoZE4pRAQpr1KvA5ho5PYsfIjaY9dDbuddnX6xbHOkbHPIX51DqwBkL/iTDwRwjOXwMkxBUx+8CgydDqPgyKna8tExhsWua2aeUgX4ZeX/uSU9adi6MVRWHurrP8vOGk/tjImduL3L1Mm51xSw9zOCYZgBMXUmlpOMoDF8epDdo8AP3Gq2tlHV3KA1l/0LNpBIBeCyTKLxnqEuIayLY7eGzqFuJytqD4xjIHTJDZsB/hVnXA6YstX7D+7Hqm9Z6GvyUn9R5ak20V+3Hdhb8Za51AeEo7iAqAdePgwFy1TbW2MHCSuv2AENeKyazO/LP4Y9zyIx9bJlGJBMbb++PI+czcv3VO0J10DqLWQ0qMGpRHduDP4dcz8NvcWqAnft7KV/e2JtDHzLhlR/hy8SGXl8vIdqAoCoYibI77xX+H+H7VMb5YfIgv7m7Fz2sOMs/6LUbs0GxA7ia7Jh/4axis/pIGDdvxH3DezZ54onyRwEeIa+DAuWQ96Ikgjl5GdZ0T386P6W2m7J0CwNxjc7mn0T36440f/JKL3++mUuoRmD4g96QGE9z0Etz4kqywLDzDaIS+XxCbZaHSrom8aJlFV9NOpth6kY4PX1fYBN8+CzH5i4bbRXbixDMf0W5yHBdTs1i8L4bm7yzi18c75Qt6NEkZNpcsZ0GWHTiv337xj528ZZ5JfeNZ7AERmPp+oQY9oO5mv20qnFhN3ws/MZ4H9G0tRPklQ11CXAMbj+eulvygeTEWg50jfi0Jq5u/DiLd5pp6DwoJp8KIxdD2IfALB/8K0OJueGo1dHtdgh7hWQYDle76mEOdRmM3+9POeJhx1m+YZP0C1n6dE/QY1ML6ZndBnZvAaIFTG+DHW5lQZy2QO8xV2GKHCWlZbh/PsjkYPX8/y3MCHufFOjsZ9/GYWa2JM/X7Rt2F3qnv3Po+AI0vLKKG4Ty/borihNO2L0V1Ki6NA9FJxX6eKHkk8BHiKjufnKHvUfRAiwCe8FE3gax/56tu29scblaT9Q+HO8fBq8fhlWPq0FZEs2vWZyEKZTDQ8LanMT27hcQ2wzlqaURKeHN15e+7voeXj8ATK+DuKTB0DozcrQ45KXY6HvmK98xT9CUaUrNyN8vV9gXTxKe5X2Dwm+VH+G7VMR6ZsplnZmxjV86O8Q1DFT63TFQbtR0KDXvmf3L1tlCvO0bFrk8aeOLnLcV6+w6Hwt0T13Pb16vZmbMthii9JPAR4gqcikvjQkpu6jwj284zM3KLNB/M/h2rPQ2qtlKn1rrhNvARoiQKqU5Iv4+p98YmAp9bCwO+h1b3QkBF13bBVWHQT9D7UxQMDDUv5kvLt+o2KU4Gtavhcj8+1X3GZ92RC/rtubvO5dxS+C50GjUMFzhNZej1YcH97vI8AINNywkjiUMxKSzYfY63/tnD6fg0luyLIT3L7vapURfTeO2v3UQnqfuVrT16wW07UXpI4CPEZXph5g5u/HQ5A79dp89Y+XjBATYdjwOghfEYDU/+qjbu8W5u3UEeNkUCH1EGGQzQ8Uky7/yObMXEXaa1TAudpAc/ATnDVcO75hbp/7T2uNtTXXQTED1gWkKd6EU4DGZMgyYVvslunZtxVGmFnyGLoeb/1Nedvo2fN5zkhk+WM2zaFsYvP+L2qf/31y5mbjml3/904UF+WuO+n6J0kMBHiMuw63QCf28/A8DJi2l8vPAAB6KTmLX1NAD+ZPBz+BQMigOaD4J6Be+1lW2X/YNE2eXb9l5i+0xCMVrokrGSfW3+4d52VZn5ZGcAXr2tMTc3rATA6sNqNiUxLZt5u85hsztYfTiW43lqcm427uQd8zQAjLe+S9XmNxfeCYMB440vAPCIaSGBpOVr8s3yI9gdCov2RnMqLvf4uqMX87V9f+4+Mm3uM0Si5JNZXUJchryfQL9beYx/tp+hRpgfh6ITGe/zDaEpRyCgEtw2utBzyVCXKOuqdRwAwVb4Yyg++//kk1ZWqDpeP35fh5qszNlkFOCZX7ex+vAFrGYjWTbX7S5aGI4xwfI1FoMdWtwDnZ8pWiea3IlSsREhFw7ykOk/Jtj752tS7/X5AFQM9GH+8zfw0I+bCjzdrtOJXOe0NYcoPYqV8fn2229p2bIlwcHBBAcH07lzZxYsWKAfz8jIYMSIEVSoUIHAwEAGDhxITEyMyzmioqLo27cv/v7+VK5cmZdffhmbzfUP/4oVK2jbti0+Pj7Ur1+fKVOmXP47FOIaSErPn6WJScokKi6N183T6WbYpm4lcd9vEFi50HNlOyTjI8qBJrerdT8GE+z8FeY8Bw41qGlWLRgAX4sRRVH0zE/eoKe14QjTrR8RYMiEul3VRQqLsO4PAEYThpteAmCYeT5BpPF0V/drYV1IyaTDh0s5EJ1c4Onunrj+ilabFt5TrMCnRo0afPzxx2zdupUtW7bQvXt3+vXrx969ewF44YUXmDNnDn/88QcrV67k7NmzDBiQuw6J3W6nb9++ZGVlsW7dOqZOncqUKVN4++239TbHjx+nb9++dOvWjR07djBy5EiGDRvGokWLrtJbFuLKFbQWyF32RQzLmVpL/2+hRvtLnsuhXNsNHIUoMZr2U2coGoyw/ReYNwoUheCctXsysh20ePc/t0+dd6eBmX6jCTakQc3OcM/PxV/aodkAjjqqEm5I4XXzdAa0rc6/z3S55NNubFCREx/3pUOeDM8nCw8U7/VFiVCswOeOO+6gT58+NGjQgIYNG/Lhhx8SGBjIhg0bSExM5Mcff+TLL7+ke/futGvXjsmTJ7Nu3To2bNgAwH///ce+ffv45ZdfaN26Nb179+aDDz5g/PjxZGWpQwcTJ06kTp06fPHFFzRp0oRnnnmGQYMG8dVXX139dy/EZbqQov68PtKlNhMfaAvAjcZdvGeeojbo9iY0H1DAs10pTmucCFHmNR+gToHHAFsnw4JXCXJalycl03UEwGo2srjbKZoteQgfR7q6TtADf4JvcPFf22RGuXMsDgzcZ15O/ag/aFkjlBdvbag3uTVnawtnbSJDAfh5WAfmPHOD/vjxC6n5+itKvssubrbb7fz222+kpqbSuXNntm7dSnZ2Nj169NDbNG7cmJo1a7J+vbo54/r162nRogUREbk/WL169SIpKUnPGq1fv97lHFob7RwFyczMJCkpyeVLiGtFm8JeMdCH25pXZVwPP8ZbxmA2OEhqOFBdYbkQzlke5z2MhCgXWt6tDlMBbPoO49K3Ic8HgL4tq7L1/27g0A2raLD+VXBkqxmj+38Ha8Blv3T99j0xar+fc1+A2c/wYK14Qkkm0hBDNzbzccUFjLF8wwzL//jZ8hFDzn8B++fiY4QWNUJY+mJuMfXlLIZYEjkcCkv2xXAxpeyvbF3s4ubdu3fTuXNnMjIyCAwM5O+//6Zp06bs2LEDq9VKaGioS/uIiAiio9Vx0OjoaJegRzuuHSusTVJSEunp6fj5+bnt1+jRo3nvvfeK+3aEKDZFUdh8Qp2yXquCP6TFcfuekRgM6dhqdCL4nm8vWXdgV3JnhEjGR5RLbYaAPQvmjoR14/jUvIu3bQ+TgQ8tqofwVft4rDNug/P71PY3vwo3/5+6jcaV6vYGOGyw5ivY/jOh239mh2/OsWM5/zrvuXpkDxyZCRUbQb9vqBfZgZY1Qth1OpFfNpzk44Etr7xPXhSbnMl1Hy4BoHPdCvz6RCcv9+jaKnbg06hRI3bs2EFiYiKzZs1i6NChrFy58lr0rVhee+01Ro0apd9PSkoiMjLSiz0SZdW2qAROXkzDz2Kie8NwmHkPhoSTEFYb830z1J2tL8HukMBHCNo/ogYg81/mHvNKbjbt5GxAU9oYLsKMg2qbgErqKuaNel+91zUY1LW1GvSE9ePh+GrITCQbM8ZKjTBVbQERTSGoKigOOLcLds6ACwdhcm+48xtSMqsC8NvmU1jNRi6mZPH53a0uuUt9SfS70zpF649d5HR8GjXC/L3Yo2ur2IGP1Wqlfv36ALRr147NmzczZswY7r33XrKyskhISHDJ+sTExFClShUAqlSpwqZNrtMDtVlfzm3yzgSLiYkhODi4wGwPgI+PDz4+l77gCHElUjNt+o7TVUN88V/1Pzi+EiwBMHgGBFQo0nlkqEuIHB0eh4oNiZv+GBH2WCLS1kEaYLJCu0fg5lfyrwx9tdS6Xv1SFLBnYymoWLrVYLUfc0fC3r/hn+F0N4/gGNcDMG39SQC6Na6cbzVqjcOh8MPqY9SuGECvZlWuxbu5LDtOJfDZooMuj42Yvo3fn+qMjzl/EJeeZed8cga1Klz+cKO3XXHO0OFwkJmZSbt27bBYLCxdulQ/dvDgQaKioujcWV2oqnPnzuzevZvz53N31l28eDHBwcE0bdpUb+N8Dq2Ndg4hvGlbVLx+u2HaNlg3Tr3Tf0Kx9tKSoS4hnNS9maBX9xB7x8/Q53N1xtZLh6HPp9cu6HFmMFx6hphfKAz8CTo8ASi8bp9IJ+M+lybRien5nrbi4HmG/rSJd/7dy+gFB3jy561kZJecxQ8fmLQx32M7TyfSe8zqfIXbp+PTuPWrldz82Qr2nEn0VBevumJlfF577TV69+5NzZo1SU5OZsaMGaxYsYJFixYREhLCY489xqhRowgPDyc4OJhnn32Wzp0706mTOl7Ys2dPmjZtyoMPPsinn35KdHQ0b775JiNGjNCzNU899RTffPMNr7zyCo8++ijLli3j999/Z968eVf/3QtRTKfi1D9sQaQx2vgtOID2j0Kz/sU6j3PGR6azCwEWqy+V2t3p7W4UzmiE3p9C2kWMe/7ke58x9Mn4gNOKulbXucSMfE959tftJGe4BhDbTsZzfX0PBHSXMGn1MT24efzGOvywOncrjmOxqSzYfY6726slIzM3R/Hqn7v143N2nqV59RDPdvgqKVbG5/z58zz00EM0atSIW265hc2bN7No0SJuvfVWAL766ituv/12Bg4cyE033USVKlX466+/9OebTCbmzp2LyWSic+fOPPDAAzz00EO8//77eps6deowb948Fi9eTKtWrfjiiy+YNGkSvXr1ukpvWYjLdzpeXcr+NfMMwmznIaw23PpBsc/jkvGRoS4hSg+DQZ2RVq0twUoy31m+wgd1eYvpG6Ncsjm7TifkC3oANhzLvw2GN8zJ2fC1Zrg/b/RtypM31XU5/vKsXQz6dh3Zdgfzdrsu1uhjKX21TBqDUkb/6iYlJRESEkJiYiLBwZex3oMQeWTa7DR5ayHNOMa/Pm9hQIGH50PtSy+AlteF9At0+70bAHfUvYOPbvzoandXCHEtJZ7BMfEmjOkXWO7bg0cSHgEM/PRwe7o3Vmcmj56/n+9WHcv31Jrh/iwaeZPbQui41CxG/b6De9pH0qdF1WvS9ZRMGxuPXeSxqVsAWPlyV71mZ/G+GKatP6Gvnl2YCUPaXpM+Xuvrt2xSKkQRfbbwIIri4D3LFDXoaXnvZQU94DqrS/bqEqIUCqmO8e6fwGCkW8YShpjU2lRtOHz2jjNug56KgVai4tL4fcsptp6M5+/tp12yvp8tOsiKg7E8PX3bNen20dgUmr+zSA96QA3ENLc2jWD8kLYFPt95pY6np29j9eHYAtuWVLJJqRBFNGnNcQYa19DWeAS7JQBTj8tfN8q5rsemSOAjRKlU92a45R1Y8g7vWaax11Gb+LQGZGTbef63HW6fMqhdJBNXHuWdf/fqjx2LTWXcsiPUCPMj0Kfgy7KiKByNTeG7lcfwtZh4985mmIwGFEXBkBORON/WZNkcWM1qnmPtEddMziNdaudrH+xr4aaGlVh1KH9Q80afJvxv3n79vruhvJJOAh8hLiE+NYvh07fiRwavWH4DIOv6F/ELvvwUr3ONj2R8hCjFujwPZ7Zg3j+HCdaveXBddVLzzIYa3rUe3644ysu9GlExMP/ssXHLjgBwOt51VtiqQ7GsPXIBf6uZZtWCMRrh0Sm5mZou9StQKciHl2ftIjY5kyZVg9l9OpGm1YL59fFOWM1G1h29wMM/beb1Po15uEsdHI7c7NKQjjV5+3Z1RjW2TNg/Bw7MhfP7+TEzjSNWOKlEcFKpzCmlMmeUitRKSOJ6YxQAFf3NdK3W+mr8L3qUBD5CXMKivdFsOBbHs6b5RBgSyAqKxO/GZ67onM4ZH+cgSAhRyhgM0G8CCSd3Uy3tBJ/aPuax1S8BQXqTR7rU5rEb6hDub2V9MQqbH/ppU6HHn/rFdThs03F1RfmtJ+MZOXM7850Kkt+ds49m1UN4d446Bf/GBhX5X//marbn4AKY/wokRuntLUATIzQhyuU12Aq3arGbDThXGyoMLPJ7Kgkk8BEiR3yqOjMjLMD1E9mB6GQqksgIn3ngAGvPd4u0OnNhnIe3JOMjRCnnG0zmwKkkT7uNdsbDLPJ5lZ9tt3JcqYqfIZNKm7ZhSIiClGiuS77AbGsGcUoQB5SabHfUZ5WjJRlc3QV45+eZhQVw98TcPS+bVw/B4LDD4rdhQ86+aYFVoM0DUKsz+IRAejwH9u/EmHCS9Jgj1PNNItBiUFezVhQwmsCn9E0eksBHCNQZW33HrgZg2Utd8c2ZqulwKGyPiud585/4OtKhWhtoVrRd1wvjcMg6PkKUJRH1WpP5xGJip9xLRPYZXrL8kXtwde5NK9AqZ1pRN3YCYDP5kVinN0P2duCAUtMj/a1sToWf+8OJnM51fga6vZ5vA9jGDXt6pD+eJIGPEMCh6BTO5iw+tvdsIu1qhQMwbNoWUs7s4z7rMrVhz/9dlU0SZR0fIcoen+otCH1pK/sWT6J+0kasmXHq1hthtdWvoKrqtjYOO/HRxzmzfxNNUjdhTjpFhSN/sdDnL5bbWzHGNpAdSv1r1s96hjMM2PoqpJ8CayDcNRGa3HHNXq+kkcBHCNRgRzPw2/Xc2jSCb+5vw7ID5/nOMhOzwYHS8DYMtW+4Kq/nsnIzkvERoqyw+PjR9PZngWcLbRfWEMJuekodMjq9BTaMx7F3Nt1MO+lm2pkvAJryyHU8PHkzABMfaJuvvkdTp2IAxy+kujz28PW1qRhoZfqaQ/TMXMTL5pkEpmdAaE24b6a6IWs5IoGPEMD2qASX+4v3xdD6vcV0MOynl2kLdoyYbn3f/ZMvg2xZIYQA1OLoyOsgcgqG7sdwrPocdv2mB0Ar7K34296F6lkV+fX+ehy6mEWvRqE0rOTHodh0WtYIYddp7YObwn/DW9Hrf7OobEigMgm8170iofYNGGKO8IxlDTiSAEio3IHQob96Zi+0EkYCHyGArU6bj2qyszP5wDoZgPQWDxBYqdFVez3noS4JfIQQAIYKdTHcNQFufglWfYGy81e6mnbS1bQT/pxAA6AzwEr4D3D4mTAkWEnzM2Bw2PElC+NnCsuc66TXuL5GdmB1DtYfRrM7n1eLk8shCXyEAGKS1Pqe9rXC2HJSDYIeNS2gkfE0mdYwAntf/mKF7kjGRwhRoPC60H88hpteZO+csVSI3UgVezSkx7k0Myp2sKUTAOC0BqFiDSLdpyLmkKpYQ6pAUBUIrg61rsdStRXNy2nAo5HAR5R7Gdl2ffXRHx++jtjkDF75ahIvmtVZGdnd38PHP/yqvqYUNwshLim8Ls2Gfp1732EHezbYs9R/HTm3bVkkZSkEBQVh8AnCYA3Av8CTCgl8RLkXm5wJgI/ZSLCvmZDMeP4MG48hzcbe4Btp1uHBq/6akvERQhSb0aR+WXzzHSp9q+l4jwQ+otw7cVGdAVE52AdDVir8eh+GtFiIaEGzR3+7KtPX83Kp8ZFZXUII4TGyO7so8zKy7Qz/ZSvvOm0KqFm45xwP/qguC28xAH89ATF7IKAy3Pcr+ARekz45784uGR8hhPAcCXxEmTdv1zkW7IlmyroTehGzZvrG3H1oPq/wLxycByYfGDwDQiOvWZ9kVpcQQniHBD6izHPe8Xj36dyFCh0OhZ2nEgCY0eEYbaPUqev0G6+uq3ENSY2PEEJ4h9T4iDLvTEKafjsqLvf28YupJGXY6GQ+TOe9H6oP3vgStLz7mvdJZnUJIYR3SOAjyryzCbnDW1FxaSSmZzNgwlqOxqZSlYtMtH6FwZ4FjW+Hbm94pE+yZYUQQniHDHWJMu9kXO6+NVFxaWw4dpGjsan4kMV31i8JdSRAlRYw4PtrMoPLHcn4CCGEd0jgI8q07VHxnIrLrfGJiktj/7kkQOFDy0+0NB7H7hsG904Ha4DH+uVw5GZ5nIMgIYQQ15YEPqJMW7AnGoBm1dTlvY6cT2Ha+pMMNf3HINMq7Bgx3j0Fwmp5tF8yq0sIIbxDAh9Rpq07egGAR7rUwWRUN7NpkLaTt8w/A5DZ9V0M9bp6vF/OwY4MdQkhhOdIcbMosxLSsth7NgmAmxpUJMTPgjk1hm+sYzAbHGQ1HYT/zc95pW9S3CyEEN4hgY8os9YfvYiiQP3KgVQO9iU5LY0Z1jFUMiQRH9SQsP7jwGC49ImuAZti02/LUJcQQniODHWJMmvxvhgAbm5YCYD/+f/BdcZDJCt+hD38G1i9t3+xc3GzBD5CCOE5EviIMmvfOXWY6/p6FWDPX9xrnwPAxZ5joUI9b3ZNipuFEMJLJPARZZLdoXDsgrp+TxPzOfj3WfVAl5HU7nKPF3umkuJmIYTwDgl8RJl0Ki6NLJuDMHMWVRc9AVkpUPtG6P6Wt7sG5Mn4SHGzEEJ4jBQ3izLF7lD4eskhVh6KBRS+9v8Rw4WDEFQVBv0EppLxIy+blAohhHeUjKuAEFfJ4n3RjFt2BICHTYu4OWs1GM1w91QIrOzl3uWSGh8hhPAOGeoSpdp3K4/ywswdZNvV4OHkRXX39baGQ7xhnq426vk/qNnRW110SzI+QgjhHZLxEaVWSqaN0QsOABDgY+K9O5tz4mIqFUhkvHUsFoOdjIZ34tvxKS/3ND/ZpFQIIbxDAh9RKu09m8jqwxf0+79siGLJvvPEJyUxzTqGqoY4qNgQ34ETvLZIYWEk4yOEEN4hgY8oVdKz7JyMS6Xv2DX5jsUmpTLG8i0djQewW4Iw3fMz+AR5oZeXZnfIrC4hhPAGCXxEqWF3KNw1YS0HopPzHQsjiXGWcdxg2kuWYsJx98+YKjf2Qi+LRoqbhRDCOyTwEaXGwehkt0HPksHB+P79HDUMF0jHl+M3f0XTht280MOik6EuIYTwDgl8RKnw05rjvD93X77Hv2q0j3pzPsNgyOS0oSoRT8yiadXmXuhh8ThnfEAtcDaUwFokIYQoayTwESXSmYR0Hp28mVoV/PninlYuQc+oWxvy7M01Sfz7ZUL3TgXAVq8nIXd8iyW0ore6XCx5szwOxYHJYPJSb4QQovwo1jo+o0eP5rrrriMoKIjKlSvTv39/Dh486NImIyODESNGUKFCBQIDAxk4cCAxMTEubaKioujbty/+/v5UrlyZl19+GZvN5tJmxYoVtG3bFh8fH+rXr8+UKVMu7x1eA79vOcXT07dyJiHd210ps6auO8HBmGT+2xdDi3f/cznWvboDw5Tbc4IeA3R9HfOQmQSVkqAHXIubQQqchRDCU4oV+KxcuZIRI0awYcMGFi9eTHZ2Nj179iQ1NVVv88ILLzBnzhz++OMPVq5cydmzZxkwYIB+3G6307dvX7Kysli3bh1Tp05lypQpvP3223qb48eP07dvX7p168aOHTsYOXIkw4YNY9GiRVfhLV+Z88kZvDJrF/N3RzNt3QmXY4qicDEl0zsdK+VikjIY+O06Zm6OwuFQWLo/Jl8bf6uJxQOtNJ97B5zeBD4hcP9M6PoqGEvXWpzuMj5CCCGuPYNyBaunxcbGUrlyZVauXMlNN91EYmIilSpVYsaMGQwaNAiAAwcO0KRJE9avX0+nTp1YsGABt99+O2fPniUiIgKAiRMn8uqrrxIbG4vVauXVV19l3rx57NmzR3+twYMHk5CQwMKFC4vUt6SkJEJCQkhMTCQ4OPhy32I+nyw8wLcrjgJwfb0KzHi8k16foR375bGO3NCg9GQfSoL35uxl8toTALSKDGXnqQSX40Yc/F/wYp6wTQeHDSo3hXt/gQr1PN/Zq+Ddde/y5+E/9fubhmzCz+znxR4JIUTJcK2u35or+picmJgIQHh4OABbt24lOzubHj166G0aN25MzZo1Wb9+PQDr16+nRYsWetAD0KtXL5KSkti7d6/exvkcWhvtHN504kJudmtbVDy3fLGCOq/N57NFuQHR/+a5FuEqikJyRrZH+1lSXEjJZOvJOFIzbW6P2x0Kb/6zWw96AD3oefHWhvz0cHtqG87xh/U9nsiaqgY9zQbAsCWlNuiB/BkeWb1ZCCE847IDH4fDwciRI+nSpQvNm6uzaKKjo7FarYSGhrq0jYiIIDo6Wm/jHPRox7VjhbVJSkoiPd19XU1mZiZJSUkuX9fCt0PaMvfZG6gR5kdGtoOjsWogNH75Ub3NgehkGr6xgKicfaM+mLufNu8vZvfpxGvSp5JKURTu+34DA79dz4AJ6/T9tJytO3qBXzZE6ffrVgoA1MWW+7euSvfE2SywvkY742HSDf7Qb7y6y7o1wGPv41rIO6tLhrqEEMIzLntW14gRI9izZw9r1uRfQdcbRo8ezXvvvXftX2jzJJrvmsnn9frw2JaapOJ+eCLL7mDM0sPYHA5m7zgLwLcrjzBhSLtr38cS4kxCOofPpwBwMCaZjh8tpW7FAGpW8KdZtRBaR4ay5US83v67B9vRs2kE/+48S1hWNJFz74Pjq/AzwCH/doQM/g6/mg289XauqnyBjxQ3CyGER1xW4PPMM88wd+5cVq1aRY0aNfTHq1SpQlZWFgkJCS5Zn5iYGKpUqaK32bRpk8v5tFlfzm3yzgSLiYkhODgYPz/3gcZrr73GqFGj9PtJSUlERkZeztsr3I4ZcHYbnU5vZpOPD/PsnfjdfjNblEaA6zosf2477XLf13LtpyufTUhne1QC45Yd5oP+zbmudjg2uwOzyfPFvztPuWa44lKziEvNYsvJeP7adsbl2JM316VXsyqgKPRjFSx5GbKSweIPt75Pw/aPlboC5sI4HI5C7wshhLg2inUlURSFZ555hr///ptly5ZRp04dl+Pt2rXDYrGwdOlS/bGDBw8SFRVF586dAejcuTO7d+/m/PnzepvFixcTHBxM06ZN9TbO59DaaOdwx8fHh+DgYJeva+L+mXDr+1ChAQGGTO4xr2SWz/us83mWd81TeLx6FO1qBLp96l/bzvDR/P0Fnjo6MYNMm52MbDsxSRm89c8elh84X2D7vEbM2Mb1Hy9jxIxtHIhO5u6J65mz8yxN31nEtPUninye5IxsbHYHm0/E8diUzTw8eRMHc1ZMtjuKVotyKi6N6RtPAtAwwv3/h7NKgT6QkQh/DoN/nlKDnshO8NQa6PB4mQp6QDI+QgjhLcWa1fX0008zY8YMZs+eTaNGjfTHQ0JC9EzM8OHDmT9/PlOmTCE4OJhnn30WgHXr1gHqdPbWrVtTrVo1Pv30U6Kjo3nwwQcZNmwYH330EaBOZ2/evDkjRozg0UcfZdmyZTz33HPMmzePXr16Famv17oqHEXh9K4V2LdOI/LcIozZuUXPim8o8zJbMyezNZsdjYnD9fUbRQTxQOda/Lc3moPRyZxPLnwK/ImP++q341KzCPY1u2RwFuw+x+HzKXy5+FCB57CYDBz+sE+Bx88lpjNp9XGaVg3mxT92um3zWu/GfLn4EN892I6ujSq7HPtxzXHWH73Iu3c2JSEtm9vHqUOgBgMse7Erb8/e47Kbel6r7gug5vJnISEKDCbo9hrcMAqMZXNRvxeWv8CSqCX6/eX3LKein8wEFEKIa339LlbgU9CS+pMnT+bhhx8G1AUMX3zxRX799VcyMzPp1asXEyZM0IexAE6ePMnw4cNZsWIFAQEBDB06lI8//hizOXfkbcWKFbzwwgvs27ePGjVq8NZbb+mvURTXPPBxlp1B6oGl+ByZj/nwAki76HL4lKMSe5Ta7HfUYp9Si/2OmpyhInmHxgpyb/tIRnSrz/nkDO7+bj2Dr4vkzb5Nmb/7HE2qButBxqXMeqoz7WuHuz026Nt1bDkZ7/aYO87B2O9bTvHKrF0A9G1ZlcgwfyauVIu9+7aoyvghbfniv4OMW3aEioFWbA6FhDR1lpsRBwvabaHRvnGg2CG0Fgz8ESKvK3JfSqPnlj3H8lPL9fvL7l5GJf9KXuyREEKUDCUq8ClNPBr4OHPYIWoD6btnc3HHPGrYT7ttlqj4c0CpyRFjHXZkR2Kp352giNp8t+pYgaeuVcGfkzkzxS5HkK+Zf0Z0oXqoHwlp2ZhNBioG+qAoCnVem1+sczkHPvf/sIF1Ry/ma9OkajAzn+xEsK+FjGw7f2w9TftaYVQO8qHv2DX4Jx/jA/NkupjUZQxocTf0/RJ8Pfj98pJnlj7DytMr9ftLBi0hIiCikGcIIUT5cK2v37JX19VmNEHtLvjV7kKNOz5V61bO7oDo3RCzB6J3o5w/QAhpdDQcoCMHGGIBTn4PWa149Oa+9F5ZM9/wGFCkoOeRLrW5kJJFgNXEphNxZNkcfHlPa+75bj3JGTZu+SL3YutvNbHlzR5kZOevLzEaoLByHrtDYdTvOzgam8KeM+6XDnirbxOCfS2AWtj9YKdakJ0Oh+YzPXAyNTPXYDHY1QLmPp9D6/vVsbFyIN8mpZTJzx9CCFHiSOBzrfmGQN2b1a8cBlsWyWf24ndhH+bYvXB6s/p1bicR53ayyc/CHFsHfrH1oP8dd/HWv/l3JVcp1DOc5SbjLpoZTxJpOE/9o1YqhIVBSGOybumAo0FPfAOCebprPSasOOry7LQsO4O/38DFlKx8Zz76UR/2nk3ijy2nOJOQQe0K/kxac1w//uY/e/Rp+gXpWLdC7p2YfbBxIuz9GzKTqAdggEMh19PwoW9K9WKElyPvuj15AyEhhBDXhgQ+3mC2ElSrDdRqk/tYSiwcmAvbpmI+u527TGu5y7QWdszCXL0b35+twzklnIqGJD7tmEHq/qW0ytpGZSVPwXBCztfxlVj5Ts2mNO7Ldb49MBKAI89Evl1OiyreUK8Ctph9PF3nPIbF62mekUhzn0BoUpdlabWZhIJWl/TrpiiX81QP9eOt25vy1C9bAbi7XQ1MBuDwEtgwHo4uy20cXANa3g0t7qFhRNMr+q8srWQBQyGE8A4JfEqKwErQ/hH168w20tZ9j9/BfzCc38t97OU+H6e2O5xum3yg1vUkR1xHsn8k1SpVhPR4dWjt0EKIPw67/6Abf7DGJ5y/7Dey3tGU00olbIqJCoYkGhlP0dN3Pz0SDmCwxcJh1C8n3YGV1srMdlzPv/brOaLkrt9ULcSXjwa04Ib66qwkH7LokjQPxj8OFw6qjQxGaHw7dHgCanUpc9PTi0u2rBBCCO+Q4uaSLD0Bdv4G+2aTHbUZC9k4jFaMlRtBnZuhXjc1iLAUsLmlosCZbbDzV+y7/sCUmXDp1zT7Qc2O6iagfmGQmaQOU0VtAKcp+/sdNVnpaMk9vXsQHlYBUCDlPLPm/EtP4xaCDTn1SNYgaPsgdHwSwmpf4X9I2TF0wVC2nd+m35/Tfw61Q2p7r0NCCFFCyKyuy1QmAh8nisNORmoSfgEhl5ctyc5gz4qZ1DizgKDEQxiSz2FUbKRbQjmlRFCjza34N+4BNdqD2Sf/87NS4eACYtb+Qti5VVgNhdekZAbWwKfL09DmwXIxS6u4Hpj/ADtjc9dLmt1/NnVD6nqxR0IIUTLIrC4BgMFowi8o7PJPYPGl+a1DgaEuD/sBDYvyfGsAtBhERItBpCdeYM+a36mVeYig1JNqUATgX5H0sIacDe9Avfa3lfvhrMLkHeqSLSuEEMIzJPARxeYXUpHmfZ92fwwoX/OzLo9sWVFybDi3gaoBVakVXMvbXRFCeIB8JBfCC6S4uWRYdGIRj//3OC+ueNHbXRFCeIgEPkJ4gUxnLxnWnlkLwMH4g17uiRDCUyTwEcIL8tb0yFCXdwRaA/XbGbYML/ZECOEpEvgI4QX5Mj5S3OwVviZf/XZCUZZ7EEKUehL4COEF+WZ1ScbHK2yKTb+dbkv3Yk+EEJ4igY8QXpBvk1IpbvaKbHu2fjvLnn/POiFE2SOBjxBeIMXNJYPNYXN7WwhRdkngI4QX5CtulsDHK5yHurId2YW0FEKUFRL4COEFkvEpGZyzPBL4CFE+SOAjhBdogY7RoP4KSnGzdzgHO871PkKIsksCHyG8QMv4mA3qrjGS8fEO54xPlkOKm4UoDyTwEcILtEDHbFQDH5nV5R0y1CVE+SOBjxBeoGd8jJLx8SaXwEeGuoQoFyTwEcILtEDHYrS43Bee5VLjIxkfIcoFCXyE8ALJ+JQMMtQlRPkjgY8QXpC3xkdmdXmHS3GzrNwsRLkggY8QHqYoSr6hLilu9g7J+AhR/kjgI4SHOS9eKENd3iU1PkKUPxL4COFhzkGOFDd7lwQ+QpQ/EvgI4WHOGR8JfLxLprMLUf5I4COEhzkHOVLc7F2yO7sQ5Y8EPkJ4mLsaHylu9g7n4S3ZskKI8kECHyE8zOFwk/GRoS6vkKEuIcofCXyE8DDnjI/JYAIk8PEWmyLT2YUobyTwEcLDtCDHaDBK4ONlso6PEOWPBD5CeJiW8TEajBgN6q+gFDd7h/PwlgQ+QpQPEvgI4WH6Pl0Gsx74SHGzdzgPdcmsLiHKBwl8hPAwrbjZaDBiMBjUx2Soy+PsDrvL/7sEPkKUDxL4COFhWsbHZDDlDnVJ4ONxztkekMBHiPJCAh8hPEwvbjYaMSKBj7fkDXQk8BGifJDARwgPc8n4GCXw8Za8gY4UNwtRPkjgI4SHaRdcs8GsZ3wUpLjZ0/IGOs7rKwkhyq5iBz6rVq3ijjvuoFq1ahgMBv755x+X44qi8Pbbb1O1alX8/Pzo0aMHhw8fdmkTFxfHkCFDCA4OJjQ0lMcee4yUlBSXNrt27eLGG2/E19eXyMhIPv300+K/OyFKIO2CazFZpLjZi2SoS4jyqdiBT2pqKq1atWL8+PFuj3/66aeMHTuWiRMnsnHjRgICAujVqxcZGRl6myFDhrB3714WL17M3LlzWbVqFU888YR+PCkpiZ49e1KrVi22bt3KZ599xrvvvsv3339/GW9RiJJFz/gYzVLc7EV5Mz4S+AhRPpiL+4TevXvTu3dvt8cUReHrr7/mzTffpF+/fgBMmzaNiIgI/vnnHwYPHsz+/ftZuHAhmzdvpn379gCMGzeOPn368Pnnn1OtWjWmT59OVlYWP/30E1arlWbNmrFjxw6+/PJLlwBJiNLIZahLAh+vkYyPEOXTVa3xOX78ONHR0fTo0UN/LCQkhI4dO7J+/XoA1q9fT2hoqB70APTo0QOj0cjGjRv1NjfddBNWq1Vv06tXLw4ePEh8fLzb187MzCQpKcnlS4iSyHmoSwIf78kX+CgS+AhRHlzVwCc6OhqAiIgIl8cjIiL0Y9HR0VSuXNnluNlsJjw83KWNu3M4v0Zeo0ePJiQkRP+KjIy88jckxDXgrrhZAh/Pk6EuIcqnMjOr67XXXiMxMVH/OnXqlLe7JIRb2gXXpcZH9uryOBnqEqJ8uqqBT5UqVQCIiYlxeTwmJkY/VqVKFc6fP+9y3GazERcX59LG3TmcXyMvHx8fgoODXb6EKIm0C6zFZMFsVMvs7A6ZSu1pEvgIUT5d1cCnTp06VKlShaVLl+qPJSUlsXHjRjp37gxA586dSUhIYOvWrXqbZcuW4XA46Nixo95m1apVZGfnpqIXL15Mo0aNCAsLu5pdFsLj9IyPwYzJYAKkvsQbnIccAbIcWd7sjhDCQ4od+KSkpLBjxw527NgBqAXNO3bsICoqCoPBwMiRI/nf//7Hv//+y+7du3nooYeoVq0a/fv3B6BJkybcdtttPP7442zatIm1a9fyzDPPMHjwYKpVqwbA/fffj9Vq5bHHHmPv3r3MnDmTMWPGMGrUqKv2xoXwFueMj7Zys2R8PE8LQAOsAQBk2jK92R1xlR1PPM5Pe34iNi3W210RJUyxp7Nv2bKFbt266fe1YGTo0KFMmTKFV155hdTUVJ544gkSEhK44YYbWLhwIb6+vvpzpk+fzjPPPMMtt9yC0Whk4MCBjB07Vj8eEhLCf//9x4gRI2jXrh0VK1bk7bfflqnsokxwzvho2QZZNdjztAA00BJIYmYiWY4sFEXRF5UUpVdadhoDZg/AptjYcX4HY7uPvfSTRLlR7MCna9euKErBy+sbDAbef/993n///QLbhIeHM2PGjEJfp2XLlqxevbq43ROixHMubjYZ1aEuyfh4nhb4+Fv89ccy7Zn4mn0LeoooJQ7FH9KHj6OSorzcG1HSlJlZXUKUFs5DXVqNj2R8PC9bUQPQQEug/limvXQNd9kddk4nn/Z2N0qcqOTcYCc+0/3ab6L8ksBHCA9zLqqVwMd7su1q4ONr8tW/D6Ut8Plgwwf0/qs3C08s9HZXSpTEzET9dnxGvKyTJVxI4COEh7kb6pKp1J7nvGea1aSuEl/aAp8/D/8JwIQdE7zck5IlOStZv62gkG5L92JvREkjgY8QHqYPdRllqMubtBoQs9GMr0mt6ymtM7t8TD7e7kKJ4hz4AKRmp3qpJ6IkksBHCA9zzvjIAobe4zbj4yidgY/Wf6FKynLdqzEtO81LPRElkQQ+QniYc8ZH27JCMj6ep9X4WIwWfSZXacr4OA/fWI0S+DhLyUpxuZ9qk4yPyCWBjxAe5pxp0Ie6JOPjcc5DXaWxxsd5YT4p3nWVku0a+EjGRziTwEcID9OGuixGp726JOPjcc6ZN73GpxQFPofjD+u38w7tlHcS+IjCSOAjhIe5y/jIXl2e51xrVRozPs5r1ThP3xa5Q13aBwspbhbOJPARwsOcMz56jY8MdXlcll3dlNTH5FMqMz7OWZ64jDhZEsGJlvGJ8I8ApMZHuJLARwgPc874aJ9IpUbD87TAx2qylsqMj/OUbbtil804nWgZHy3wkaEu4UwCHyE8zN1Ql5YFEp6jBz5Gq74OTmma1ZW3ric2XQIfUL+vWQ71e6tnfGSoSziRwEcID8uwZwDqEIt2wdUuwsJztOyO1WTFYrQApWsF7Xxr1dgkqwGuhc0RAWrgk3dBQ1G+SeAjhIdpnz4DrYGlcoilrNCyAlaTVR9yLE1F5nkv5unZsi0DQGqW+vvlb/Yn1CcUkFlvwpUEPkJ4mPaJNMASoGd8ZKjL87QFDH1MPnrgoz1WkB3ndzDsv2EcjDt4zft3KVrgow2XSsZHpf1+BVoDCfEJASApUwIfkUsCHyE8TPtEGmgJzK0tkYyPx2n/5xajRR/qulQA+tiix9h4biOjVoy65v27FO1iXiWgCiCBj8b5g0WwNRiAxCyZ7i9ySeAjhIfpn0gtuUNdUuPjeZcz1KU9x3kNHW9QFEW/mMvMJVf6ULIlN+Mj6xwJZxL4COFBdoddH6II9gmWjI8XaTUxfma/Ig91lRTJ2cl6IXaNoBqAZHw0zhkffahLanyEE7O3OyBEeZKUlYSCAkCIT4h+8ZLAx/MuZlwEINw3PDfjU8isrpJUh3UxXe17oCVQL+CV4maV81ByiDU346MoCgaDwZtdEyWEZHyE8KD4zHgAgqxBWIwWfajL5rDJ6s0eFpcRB6iBjz6dvZChruiUaJf73hxa2hy9GYAw3zD8Lf5qfyTjA+Sp8fFRa3yyHdkuu9mL8k0CHyE8KCEjAYAwnzAAfagLcutHxLV3Ovk06bZ0zAYzFf0qFmmo60zqGZf7CZkJRX696NRodpzfcTlddeuDDR8AcCr5FP5mNfCRC7tKq/EJsATgb/bHbFC/tzLcJTQS+AjhQVrGJ9Q3FEDP+IAUOHvSkYQjADQIa4C/xb9IGZ8zyZcf+PT6sxcPLniQA3EHit/ZPJwzgwMbDNQDHyluVjkHPgaDQc/6SIGz0EjgI4QHaX98tYyP2WDWNyotj4FPSlYK0/ZOIz4j3qOvqwUt4b7hAEWq8TmT4hr4aENlRaHtxbbh7IbidNMt59d9vePr+Fn8ABnq0jiv4wNIgbPIRwIfITxIu8Brf4wNBkO5ntn17c5v+WzLZzy77FmPvq4WgGrfB30dn8KGuvIEPh9v+rhIr+Uc0P6458di9dMdbU+uin4VsZqskvHJQ1vfKMgaBJC7lo9kfEQOCXyE8CAt06BlfIByvZbPrwd+BWBn7E6Pvq72fdBmROlbhzgKDj7zBj4nk04W67W024qiFL2jbmjDdDUC1WnseuCTJ+Njc9gYv2M8sw7NKvZrbI7ezKurXi1WVqukOJ9+HoBKfpUAyfiI/CTwEcKDtIyPVuMD4GMs2xmfxMxEVp5a6XaH7KoBVV3aebJPkBv4+JnV4aLCpoTHpqmZluGthgO5w2SXkrcW6EqLkHfF7gKgZaWWALmzuvJkfP4+8jcTd07kvfXvcTr5dO7jh/9m8NzBnEs5V+BrPLroUeYfn8/YbWOvqK/ecCHtAgCV/HMCH6ssYihcSeAjhAcVlvEpDYGPQ3EQnRp96YY5/jr8Fzf8dgPPLHuGt9a+VWjbqCTPrYasfR+0bIAe+BQSlGgZlVrBtQD02qxLvlbOTL6857lcWnasVaVWgPu+X0i/wPvr33e5r3l73dvsvbi3SNtunEstODgqiewOOxcy1Pda2a8ygKzeLPKRwEcID8o7qwtyp7QXNNR1IvEEp5JOXfO+FcXHmz7m1lm3svLUyiK1f2fdO/rtxScX5zvufLE+ley591hQxifDnlHgc7SMSgW/CkDRMzdT9011ue8u81VU2fZsDscfBpwyPm6GurbGbL3ka+65uMftazgPxQVaAi+7r94QnxmPQ3FgNBj1jJxW4yNDXUIjgY8QHpR3HR8oPOOTmp3KHf/cQZ+/+xQ648hTtJqcMdvHXLJtQVO3023petbIOXgozvTwK6XV62jDIZfK+Ngddn2dJe2CmmHLKFK9zqrTq1zuX0ngE5sei12xYzaa9T26tCLedFu6Xpyd930U5zU/3/K5flsbRisKu8POwbiDxf45VRSFf4/+y7HEY8V6njtaZivcNxyTUd21Xqazi7wk8BFlnkNxsDRqaaE1DZ6iZ3xyMg1QeHHzwbiD+m1PBgaXon2KLszj/z3u9vFnlz7LrbNu5cUVL+pTj8FzO2inZKXogU/DsIZAbuBT0Mwo50BCC3zsiv2S21j8dfivfI9dSeBzPk0t3K3sV1nffiHYJxiTQb3Ia8XIWrvivqbNYWPavmn6/Uxb0YdfJ++dzKA5gxi/Y3yRn7Pq9CpaTmvJG2ve4IXlLxT5eQVJyVJ/nrRgEJyGumSHdpFDAh9R5q04tYKRy0fywIIH9PVUvMHmsOkblLod6nKzcvPQhUP12/OOzbu2HbyEhScW6redLywFKShQ2xi9EYD/Tv7n8rg2DflaO5ygDhVF+EfoF8WKfhUxGUwkZSW5na2lDSOZDCb9OXDp4a6f9/2s325WoZl6Lqfg6kL6hWIVO2tT2Sv7V9YfMxqMeiCtBdZ5Ax/nYTCrMXfRzAyb69Be3u9ZUnbRvydjtqlZwEm7J7Hv4r4iZcNeXPGifvtY4rErnvGmr+HjNESnFTd76udLlHwS+IgyT6t3OJ923mV2S157L+xl74W9RT7vwbiDxKTGFLm9lmo3YHDJmLgb6krOSubdde+6PP/zLZ+7zSB4gqIofL45dwhkxakVhV6knC+od9S9A1CzKoXtR3YlQxHZ9myeXfosn23+7JJtD8UdAnKzPaBmBeqG1gVw+zOiXVC1VZ61BQ8vFbRo6wP1r9+fAEsAoGZfdsbupMXUFnT7vRtPL3n6kn3WaAGNNkSnCfNVh061jI82A03jHGxpQ0CQu1GrJm9wrWVQiuveuffSb3Y/Xln1SoFtUrNT89VUJWcnX9braZz36dJoQ11S4yM0EviIa+pMyhn2Xdzn1T6cTTmr3z6eeNxtm8TMRAbPG8zgeYOLtBDcuZRzDJoziB6zerD+7Poi9UP7NB3sE6xfOMF9cfOUvVP48/Cf+c4x8+DMIr3W1XY04Sgxaa5B3paYLQW21y7QfmY/Xuv4GqAGCX8f+bvA51zJUMSWmC2sOL2CafumMe/YPOYcnVPgLLEdsTsAaBze2OXxir4VgfzBAKiBHuQGOkWZBQa5wewdde/QL8Yp2Sk8MP8Bl74XdYNaLaBxzvhA7vCbtlyCNpQXGRQJ5A51KYriEmDHpbuu0+Nc3wOXDkaz7FkFtjmeeJwFxxcUGCB/tfWrfI/lnQFXXM47s2uu1nR2RVGuOCNVUmXbs/lq61fc9udt7L1Y9A9/pZUEPuKaURSFRxY+wr1z773kVOZr6UTSCf12QVOxnTeQPBR/6JLndP7j8MTiJ4o0hKZdlJwLm8F9xifvYnka501N3fbrwl5Wn159yb4U5HjicbfbR5xMzj/8czThaIHn0YKkCP8Il4vQe+vfK/A5q06vKtZUeWfOAe3/rf4/Xl/zOoPmDCLDlsHcY3P1C6rNYWPlaXVGWpfqXVzOoc3Wcp76DerPsXaR1gp3tSHLpVFLC+zTxfSLesFukDVIv/C6y0rd9e9dRVrOQBvq0hbn02gZn/iMeBRF0WfIacGdFvicTjnt8rPqHOS5u6ifSDrBT3t+KrA/zy9/nl5/9uJE4okC27jLtJxLOec2iL/SOjZtqE/L8kBujU9Kdsola7IK8/TSp+n1Z698w4jFsTxqeYkLLJKyknh22bP8tOcnzqSc4YF5D1z6SaWcBD7iqlAUJd+n1uNJx/V1QP458o9Loa6nrD+7Xl/pFgpel2TNmTX67aJMq86boi/KH8O8qwVr3G1Zoc3YcXeOSbsnMWzRMLefjgfPG8zTS5++rDVxzqSc4c5/7uTuOXe7PH4w7iCjN44GcteOAVwKk/PSApiIgAi9CDevn3r9xIc3fMibHd/UHxv470CXNoqiMPfY3EJ/dhRFcZt1S7elc93063ht9Wu8vOplQM3+JWcl42PyoXWl1i7tK/iqgc/O8zv5cMOHnEk5wxdbvqDr710LfG2trsWdJxY/od8O9gmmRpC60rK7KfPHE48XKXOoFzfnyfhofb+YcZG4jDjSbGkYMNAgrAGg/tzYHDb6/NXH5XlaIAWuBdAvtX9Jv/3V1q/cZkEXnVjEmjNrSM1O5fU1rxfYZ3cZtJdWveSmpWt2Nq/o1Oh8NUl5aUFrRb+K+mPO9WiXm/WJz4hnzZk1nEs9xy1/3MKco3OK/Nw/Dv1Bz1k9eXfduzy3/DmeXvJ0oRm+bEc20/dPL3SW247zO4o1LF+QxMxEuvzahbVn1+qP2RRbod+HskACn3IgOjW6yKn0wjgUByeTTub7ZJhuS+fRRY/S+dfObI7ejKIoLItaxswDrp/oBs0ZxKTdk/JN7wW1BuGTTZ+wLWbbFffT2Y+7XfdGik5zn1HYcC5388ii/NLnraFwzioVxN0aPuB+qMv5tq/JV799PPE4Y7aNYWP0Rm6ceaPLUIvzPlNF3U7B2aZzmwA1W6Nd6BRFYdCcQXoGp2Wllvr6MWO2jXFZ2fdQ/CEupl/UzwEFB3AtK7XkuirXcWe9O2kb0VZ/PCkrif0X9+v3159dz2urX2PQnEEArDu7Lt8n5pkHZ7Li9IpC35v2/dUC36oBVV1qXSA347Ps1DJ+O/gbd8+5myl7p7hs2/D+9e9TFOm2dJfMYWX/yrzY/sVCnlH4Ao6JmYkcSzhWYI2PdqGPTYvVA/eIgAg9u7jwxEK3mTznRQ6dA/6hzYby0Q0f6ffHbnddwVlRFF5amRu87L6wu8C+u/ud1lafzksLUPPaGrOV3n/25tVVr+qPHUs8li8QOp2i1mdpixeCugGtNrTc7fduLr8z0anRbIvZxj1z7mFLtPuh21NJp3ht9Wsuj72+5nWGzBui10QdiDvAguML8mV+FUXh/fXvcy71nD50HZcRV+jw/4z9M/h408fcNfsul/OAGvgO+HcADy54kMHzBhOVFIVDcfDp5k+ZuncqG89t5MstX7Lw+EKX52rtQP1bO2rFKBaeWMiHGz5024fCarM2ntvImG1jrih75m0S+FxFxxKOMWHHBLcFgZfzQ7Izdmex98rJdmSz8tRKes7qyZoza5h1aBa3zrqV73Z9V+jz0rLTWB61nMTMRHbF7iIhI4F1Z9Zx+9+302paK2YemMlPe37i9r9vz5ei/nLLl2yJ2UK6LZ1Juyex/NRynl/+PDMOzMj3OmO2jeH5Zc8zfsd4tsVsI92WzrD/htFxRkd+2f+LPovpTMoZhswfwsebPnYJtA7HH2bV6VWkZaeRkpXCC8tfoM9ffdz+n0enRrMpWr2Yj2w7EsDtlHZFUVzqV77Z8Q2jVowqdDw/b1bo2x3fujymKArPLXuO2/68TQ8GtAxNQRkf5z/izp++FwxcwPJ7lrvth3ZxTctOY+6xufrjzj83O87vYMC/A1h4fCGZ9kwOxR9y+96cMzjae8k7TFE1oCrtKrfT7/+w+wdsDvUT4t1z7qbr7135YdcP+lBdlYAqbvvtPFTjPEsKXGePbTufe9E8k3KGJxc/yeC5g/WhJijebLeoZDW4qB5YPd8xLfDROL8GqLOh+tXvV6TX0b7nGovRcsktLrTZZpn2TF5a+ZLLz/7I5SPpN7ufngVwvrBDbuBzIf2C/r2LDIqkRcUWehttD6u8YlJjWHdmHffMvcflXK0rt9bbzD4y2+U5Bf09eaDJA8y6YxY317hZf+y99e+5PF9bYBDg1eteZVz3cfnOM3XvVLrO7KoPQX+x5Qtsio1lp5YBsOTkEvr908+lJmnstrGsPbM2X98Bl7WFdpzfgaIovLjiRW6ddStDFw5lf9x+3lz7Ju68u/5dl4yIZteFXXy44UPsDjv3zbuPV1a9wrKoZS5tFp1c5Pac2t8ld9adXQeo/0/bz29n9MbR9JjVg+FLhvP5ls/1BSwBnlryFK2mteLnfT/z+ZbPGfbfMCbvnczLq17mSPwRopKimHd8Hn3/7qtnJ2cfnc3ik4t5eeXLLDixAFAXwXzlutxgZ2fsTt5c86ZLIJeWnca3O79l2H/DmLR7Ev8e+bfA91DSmS/dROT16eZP+evwX4y/ZTztInIvAvfPv5/U7FRSs1N5+brcTy5jt43ll/2/8EufX1xmkhQk25HNxnMbGb5kOA3CGvDXnepMntTsVL7Y8gX96vdzGXLQfLP9G5c/SMOXDNdvf7vzW55q9VSBy+x/tPEjZh+dTZAlyO3Miv9t/J9++8ONHzK48WDsDjvptnSXT3vrzq7Tf3EBGoQ1YFLPSdw8M/cPoU2xMXHnRCbunMgDTR5g47mNLq81ec9kTiadZFfsLnbF7uLOendiNBjZdG4TY7ePdVsLsTl6M91qdnN57Od9P6Og0LZyW/37lLdAF9QgIW+R6uKTi4lKjtK3J9CkZafx2KLH9FVv/c3+pNnS2HZ+G++ue5dJPSdxIukEK06tYPkpNVgZvWk0n9/8udvtKoB8U5EhNwh5rcNrVPSrWOCicKnZqXy/63vGbXe9eLy59k0iAiLoVLUTfxz6g8Pxh3l51cv0rt2bBScW8N7177E8ajn9G/Tnlpq36OfSaBfuvJuHVg2omi/IvGfuPTzb+ln9j+TY7WMxG9Q/LdrPe4+aPVgStUR/jvMwU941gdJt6WyL2caXW790eX3nTOGGcxv4ftf39KrdSy9WvpTYtFg9w1EvtF6+49pwUUFCfEL035/venzHk0ueBGD7+e20qdwGRVH4eNPHZNozXQrT5/TPHRYxYEBBDWaW37OcEGsIS6KW8MqqV/jnyD8cSzxG1xpdWXRCvWAOaTyEyODIfIXkeYe6tAxQbHqsPistMiiSJhWaYDQYcSgOjiXkDp081eopJu6cCOCSjYDc6e7aJqiQW0OkKWitnqYVmtIovBHf3PINLabmBl1vrn2TfvX7cTblrN4fgHsa3YPVZGXWHbMYNGeQXgCuBTSjVoziyZZPuvyN+W7nd3yz4xtAzfb9X4f/w2Qw8cPuHwA1yCzs7+z289sxGUz5llM4k3KGg3EH+XzL59xZ707uqKfORiwsSEnOTubfo//qv5+H4w/To1YPQA1ctCxqXkujlvJI80dc/h5HJUWRmJno8iH5oQUP6bfdDacXNix/1793udz/ac9PPNfmObcf/tbctwYU9dqmmX10Nj1r9+SmGjcBMHHnRCbvnawf17JrpZEEPsV0LuWcvjbHX4f/ItgaTEp2CkaDUb9wTNs3jb8O/8VPvX4iJi1G/4X8YdcPfHZzwdNtk7KSOJ54nO92fsfqM2qB6uH4w/Sc1ZNXrnuFdWfX8cehP/jj0B8sGLAAP7MfwT7BzDk6h+OJx5myd0qhfR/470CGtxpOoDWQBccXUMmvEs+2eRaDwcDso+onsqJOJ03LTqPTjE76H3F3wn3D+brr14T7hnNTjZvcDnH9sv+XfI99ufVLl/vjto9zqcFx57nlz7Fm8Br8Lf58seULrqtynX7xeKjpQ3rmISY1BrvDzo7YHVQJqMLvB3/XizdDfUKpGVSTXRfUNPy51HPUCq6F3WFn1qFZXFflOk4mnXRZ6v+dzu/w6mo1/b4pehP/Hv033yfHRScW8UTLJ3JrfPIMdTkXpmq0n6VAq1oY7DwLzNmTi58s8P9k3rF5dKrayeWPo/YJT9tKYsXpFXx+8+fUD63vEhQ+ueRJ6ofWd6mPAjXwyTvd+3D84XxDHTZFvRBoa9f874b/cW7ROX2YKiIgdwjM1+zr8tzlp5brK0Q7+2hj7tCLts+U8+rQnat2Zv25gutkuv/RXb9dP7R+vuN5Mz55OX/6rRWSGxA/tOAhVt67kuFLhucbwqgeWJ3aIbX1+290fIPZR2fzRqc39MyK80atWrCv6fN3H5be7VpA7Wf2c5muDbkZtLwZH6PBSJhPGBczLuqZgg5VOjCi9QjWnV3HrthdXEy/6HKx1WqyDAYD03pP46EFD3Eq+RRfbPmCkW1HutQF5aVdJN1pPa01diV3yN3X5KsX9mv/96nZqdz25216m9j0WJcPXYAe9Gi+2PIFQ5vlrnf1xx1/5KsrG9xoML8d/A1QPwTm/UCj0YZUN5zbwE01biq0GF/z9rq39dsTdk7giZZPYDKaeGfdO/xz5J987a1GK7sv7GbesXkkZiZyMP4gvWv31gNpA+5r4q6GL7Z+4bK2FMCTLZ/Ul10Y0XqES1A7YukIbqt9G+93eT9f8L0sahmPt3i8WKt7lxQlOvAZP348n332GdHR0bRq1Ypx48bRoUMHr/bJ+Qd53dl1LDm5xO2mgynZKQxfMjxfYZ9zmldzNOEo3+78Vr9Q53Uu9RwvrHBd1bT3X70BqBdSj6OJBc+ucXYk4QgvrnStM6jsX5nedXoX6fnOXl/zukvQYzKYXP6oAcy8faYecLSo2MJt4KO5t9G9vNrhVR5e+HC+8f9LBT2aiTsnUje0LtP3T2f6/un64x2rdsTX7IvJYMKm2Fh/bj3DlwzH3+yfb8uEf/v/y00z1T/ej//3OG91eot/j/6bL/Oh6VO3DyeTTjJh5wSAAtPl47aN0+tQ8mZ8tCGQladXsjVmKzMPzNSzZnkvcJoWFVsUWlcBFHkZAedaDWd5gx6r0UqNoBrsuZB/jyctuHcW4hOiDykFWALoW7evHvjkzSB83e1rpuyZwo7YHZc9s+utTm/xxto3uL/J/YT7hLM0aikrT690O0OuWcVm+R4rqB5J07RCU/123tl1b619y+3/d6eqnVzu39v4Xu5tfK/LY+6G3Zzd8sctLvdDfELyXdi1DFBcRpw+/KkVUwf7BHMx46Jeh6b9vGnT93898KvLrL32Ee3123VD6uq3p+ydwsITC/N9f77p/g2fbP6Ej274KN+wpbO8fx+ci7y1KedQ8IzGgvyy/xcahTcCoHZwbbfZvNc6vkaYbxjf7vwWcK2Bi/CPcJsJvuG3G1zu96zVkwZhDYjPiOepVk/pfyfyWnV6FU0qNHEb9ADc1eAuZh6c6VIQ7ty2sA+TV8o56Oldpzef3PiJy8/SU62eItASyMRdE/VC8IUnFroMP2uOJR5j1MpRTOwx8Zr191opsTU+M2fOZNSoUbzzzjts27aNVq1a0atXL86fv/yphFeDc9rzQvqFQndazhv0LDyxkD5/9eFC+gWSspJ4eeXLtJjagv6z+xcY9FxKUYKeOf3n0LlqZ7fHvtz6Zb5fcHD9Iw+41ApA/mm8bSPa8lOv3Gmv9UPru9R3PNb8Md7q9BbT+0znrvquKViA66pch8Vo4Y2Ob2A0GDEZTPzc+2e307dHtXO/q/Qv+39xKdYEtRYi0BqI2WjWhwO0IcA0W5rLH5kHmz5ImG8Yz7Z5Vn/sgw0fFBj03NtIvYANbz2cJuFN3LbRAhfn4tu8NT61g2vrtx9e+LCelQH3m0Te3fDufI8vHLgw3//V4fjDjNs+ju3nt7vtW1F1rNqRmbfPZFqfaYT4hOBjLnhKvbZ1AkCT8CYuf1Sd+5y33uWWmrcwrMWwy+7j7XVvJzI4kmm9p3Fb7dvoULUDr3V8jTl35Z9906JiC7dDIXmDMWdda3Tl/S65P1vOBeeQfz8ugOYVmvNYi8cu2fdLZZrychcYhvmG6Vmfg/HqDLh6IWoAoH1PtKFX7X3WDK4JqCtpa+dsWqEpr3bILSDOG8i4e+2bI29m/oD5+epqnmxZcDYS4ImWubPeLCZLoW21odO8GoWpAY+2XIbz75Izo8Got3X20Q0fsXjQYn32W0E6VOnAF12/4KlWT+lBVEGrl59OOc2k3ZNcHhvRegQAz7V5jgahhb9WQW6tdat+O++MxMvRMKyh2xmXDzR9gD9u/6PA593f+H799toza/llX/6sfUlXYgOfL7/8kscff5xHHnmEpk2bMnHiRPz9/fnpp4LXlPCEH3v9yPe3fs9zbZ67rOefSTlDt9+70eXXLvmi6A5VOuS7ILzR8Y1inf/uhnfTtUZX+tfvz/vXv887nd+hdkhtfdw5L3cLsFmNVn7r+xuz7pjFy+1f5sGmD3J3w7vdPFtN0z/Q5AG+vPlL2lRuoz+etwbJYrJwT6N7aFmpJW91fosbqucGW0OaDKFHTbV/TSs0ZXKvyUzqOYnWlVsz7y7XwtWvu37NI80fYXa/2TQJb8K47uN4vWPBU2md/6DlzbRomldozpTbpugBVUHv1dmttW7l1etyLxDOwxmg/kFede8q3uyUPwOU9wKrXYDccQ4WxnYbS/fI7jzX5jmXQuSFAxdSPbC6/qlXo6Dw/a7vL/leCvPZTZ8xqeckmlZoqg9b3Vzj5gL/L+9pdI9+O29w4VzL467QN292qzh/3P+vw/+5fVxL4TtzvoDk5fw9dTbulnEuU6QLC/4AWlZsya+3/6ovIFiYvBngV697lWV3L8vXTgtsnQMGZ80rNtdvmw1mPQjIm7nTPsS4C/5G3zA63wVdC/DdcZ75ldeI1iNYee9KPrvJdXi/U9VO/H7773owUJDV965mw/0beLfzu/zT/x+3bfK+h8ICGHfDWxX9KmIwGPi669f6Y7fXvT1fO+f/W80nN37i9nU+3fxpvgkgDzZ9kOX3LOexFo9RPajwDF9B7mt8H3fWu5PIoEjGdh9bYLtpvae53K8eWJ2Pbvgo3/exsCG1qoFVC9yPz3mYGvL/rS8NSmTgk5WVxdatW+nRI/dibTQa6dGjB+vXux/Dz8zMJCkpyeXrWjAajHSu1pmHmj3k9vhvt//GyntXuq0hcKd+aH0GNhjImsFr+LHXj6y8d6XLD+jgxoNdfpBbVWrF5iGbaVWpFf5mf/1TnaZ5xeaMu2UcH3T5gLsa3MWghuqYdbXAaoX2o2ZQTdbdt47n2z7Pr7f/isFgoFF4Ix5q9hCvXPdKvoyPZuptU3m1w6uE+oa61KFoY/fuWIwWl/T+q9e96jK1uG1EW9pXUdPtzr9kYT5h3FJLTfvXDa3L73f8TtfIrvr0ane080DBU84fbv4w7SLa6f0P8w1zW4v1b//cWQzDWw13+ZTqHPT5mHyY1nsaYb5hdI/srq/yq8n7KdpsNPPHHe4/YWnDFQDdanZjTPcxhPqG6oGjn9lP/7/8+IaP6RbZjZ97/8xttW9zez5n9za6l0UDF1E1oKrLRR3Ui+uuh3ZxW5385wnzDXObSfn7zr/pUyd3nZi8vwPOny7dDYlo9UyaG2vc6Lbfs+6Ypd/uUbMH8wfML3SI5a1OrotnFjR8CLhMVtC4m3VkMVoKLYae1GtSgccKYzQYeaDpA/mmqwOsu28d47qP46lWT7l9rvPFuVZwLbdZlL51++rfo87V8meB3WW93AXvGq0A2B2DwUC4b7hL8Dey7Ui+v/V7vejana6RXdk9dDehvqEEWAIY2HAgtYJr8Vvf3+hao6se3OT9vgL63wd36oXW45Fmj7g8pp3L+f+7WmA12lZu69LOXRB+Y40bGdNtDL4mX4a1GMbTrQreeiTAEkBFv4oYDUa3Q5u96/TOF7DkFeoTyoc3fMj8AfMJ8w3jgy4f0D2yO8vuXuaScW5TuY1L5mvhwIXcUe8O3uz0pku9mLu9AZ2Nv6XgAnbNI80ecRsUlnQlMvC5cOECdrudiAjXyDIiIoLoaPfj/6NHjyYkJET/ioy89CetK+Fj8tEj3cdbqLtQ1wupR7MKzQj3DdenTwO8d/17PNnySb7u9jU7H9qpZxYCLYFM6z2Nd69/1+UP99CmQwn3DWd4K3VIpk3lNvr01Z61euJr9uXn3j+zZvAafunzi8sfwrzpZk2dkDr67fevf59ba93K7P65U0yfbv00QdYghrUY5vaTYP2w+nxy4yf6p36Nuz/QkL+2IS8tA2UymApc4E6j/RHqX7+/2+ORQZEun14MGPix548MbTrUJS07uNFg/XbzCs0JsATQsmJLtxmApuG5v9zVA6vzdue3qRNShwENBnBrrVtdah8ABjUcxO11byfEJ4R3Or+jF/z5W/xZONA1s+cu21EvtF6+T9otK7Ys8IL+aPNH1SC1b24RcGSw+kmwdeXWjGg9gn71cqdeVwmoQs9aPfX7X3f9mjc7vUm1wGr8N+g/lwzDn3f+qRe9FyTEJ8Tl/7NL9S7UD6vvcpHL+wfR+Y+xu0xMtcBqepD4aPNHXS5Sy+9ZzuMtHud/Xf7nktm6o94dl8yq3NXgLpdAsLAZP3k/zXaq2omukV3dtp115yy+7vZ1vse/7vZ1vmD3UrSh6Psa36c/9lqH3LVjulTrgtVkpWtkV7f/d87nAPUDk0b7XRzQYAAf3/ix/iGjol9FPdMKEGQJKvDn7eFmD+u3td8Xd5kRdyKDc78/DzZ9sMCfK+3/7Mbq7gPeZhWbMe6WcczsO5P5d83nnkb3uARvSwYtyff3yZnBYGBU+1H6e3y2zbN6wO9r8iXIov7+3VTjJsZ2H8sHXT5g6m1Tean9S9wcebPbc3av2Z1NQzbxfNvnaVLBdbi7Y9WOPN7icabcNsXl8VrBtVx+Hp9u/TSf3vQpbSq34boq1+Fv9uf/OvwfDcIaMLlX7iyqvB9O+tfvz5juY6jkX0n/e6r9jk2+bTI1AmvwdGvXYMx5NmDzCoUHLK0rt2ZGH9clSbpFdqNT1U6M6TaGRQMXMar9qEv+/S6RlBLozJkzCqCsW7fO5fGXX35Z6dChg9vnZGRkKImJifrXqVOnFEBJTEy8Zv2MSopSlkctVxwOh3Iq6ZSSkJGgH3M4HMr8Y/OVU0mn8j3P4XAoC48vVI4mHC3w3A6Hw+X+/ov7lT8P/alk2bLctj8Sf0TZfG5zof3ddG6TcjDuoMtjMakxypyjcxSb3VboczVJmUnKn4f+VH7Z94vb93Y84biy4NiCfP13Z/Xp1cqxhGOXbHcx/aLy75F/lfTs9ALbHIw7qJxIPKHMPzZf2RK9xW2b1KxUZd7ReUqGLUN/L4Wdc+3ptfn+vy7XtphtyoQdE5TlUcsLbHPg4gFlx/kdyrmUc8rk3ZOVs8lnr8prr4haoZxJPqPEpMYo/534r8Dv9f6L+5VN5zYV69wJGQnKn4f+dPnZ3x6zXVl7eq3b9sujlit7Luwp8HyxabFKcmayfn9L9BZl7Zn85zqZeFJZdHxRkX7ONLtjdytzjs65ZLsVUSuUtafXKrFpsQX+vjmLTolW/jj4h3Lg4gFl9enVRe6Ps7j0OOWfw/8oadlpLo9n27OVvw79pUSnRBfpPGtPr83Xh4vpF5W/Dv2lpGalun2OzW5T/jr0l7Lz/M5Cz707dreyO3a3kmXPUv498q8Slx5XpD4piqJsPre5wN9LzamkU8rsI7OL/LdIURTF7rAr/xz+RzmZeLLIz4lJjVFmHpip/x3QHLh44JJ9LIzD4VCWRy1X1p5Zq8w6OOuS37PolGhl7tG5Lt+XTFumy++SoijKzvM7C/x9cn7enKNzlNi02Ev282jCUWX+sflF/t1ZdWqVsjV6q/L7wd+VmNSYIj3nSiUmJl7T67dBUUrermtZWVn4+/sza9Ys+vfvrz8+dOhQEhISmD17dsFPzpGUlERISAiJiYkEB/9/e/cfU1X5xwH8fTG4QPL7NwrED8OSHwom3UptyQRySdkWEUs0szRcNo0YtaT8I1lu2taK+Ydim81+bIpbEY2fqXmjYCCRxoAQKvnhsAsYEhCf7x997/lyBAH7XgTueb82Nnye5xyez/M8e87He8+5d/z3KomIiGh2me7r96x8q8vOzg6xsbEoLf3f+5EjIyMoLS2FwTD+00lEREREk5m1n+Oza9cupKenY/ny5VixYgXee+89/Pnnn9i8efPkBxMRERGNY9YmPikpKbhy5Qr27NmDjo4OLF26FEVFRWNueCYiIiKaqll5j48l8B4fIiKiuUeT9/gQERERTQcmPkRERKQZTHyIiIhIM5j4EBERkWYw8SEiIiLNYOJDREREmsHEh4iIiDSDiQ8RERFpBhMfIiIi0oxZ+5UV/y/zB1L39vbOcE+IiIhoqszX7en6YgmrTXz6+voAAAEBATPcEyIiIrpVfX19cHFxsfh5rfa7ukZGRnD58mU4OTlBp9PNdHfG6O3tRUBAAH799VfNfpeY1sdA6/EDHAOAY6D1+AGOwY3xiwj6+vrg7+8PGxvL35Fjta/42NjYYOHChTPdjUk5OztrcqGPpvUx0Hr8AMcA4BhoPX6AYzA6/ul4pceMNzcTERGRZjDxISIiIs1g4jND9Ho9cnJyoNfrZ7orM0brY6D1+AGOAcAx0Hr8AMfgdsdvtTc3ExEREd2Ir/gQERGRZjDxISIiIs1g4kNERESawcSHiIiINIOJjwXt27cP9913H5ycnODt7Y3HH38cDQ0NqjYPP/wwdDqd6mfbtm2qNm1tbVi3bh0cHR3h7e2NzMxMDA8P385Q/rW33nprTHyLFy9W6gcGBpCRkQEPDw/Mnz8fTz75JDo7O1XnmMvx33XXXWPi1+l0yMjIAGCd83/69Gk89thj8Pf3h06nQ0FBgapeRLBnzx74+fnBwcEB8fHxaGxsVLW5evUq0tLS4OzsDFdXV2zZsgXXrl1Ttamrq8PKlSthb2+PgIAAvPvuu9Md2pRNNAZDQ0PIyspCZGQk7rzzTvj7+2Pjxo24fPmy6hzjrZ3c3FxVm9k6BpOtgU2bNo2JLTExUdXGmtcAgHH3BZ1Oh/379ytt5vIamMr1z1L7f0VFBWJiYqDX6xEWFoajR4/eWmeFLCYhIUHy8/Olvr5eamtr5dFHH5XAwEC5du2a0mb16tWydetWaW9vV356enqU+uHhYYmIiJD4+HipqamRwsJC8fT0lOzs7JkI6Zbl5OTIkiVLVPFduXJFqd+2bZsEBARIaWmpVFVVyf333y8PPPCAUj/X4+/q6lLFXlxcLACkvLxcRKxz/gsLC+WNN96QEydOCAA5efKkqj43N1dcXFykoKBAzp8/L+vXr5fg4GC5fv260iYxMVGio6Plu+++kzNnzkhYWJikpqYq9T09PeLj4yNpaWlSX18vx48fFwcHBzl06NDtCnNCE42ByWSS+Ph4+fTTT+Xnn38Wo9EoK1askNjYWNU5goKCZO/evaq1MXrvmM1jMNkaSE9Pl8TERFVsV69eVbWx5jUgIqrY29vb5ciRI6LT6aS5uVlpM5fXwFSuf5bY/3/55RdxdHSUXbt2yYULF+T999+XefPmSVFR0ZT7ysRnGnV1dQkA+eabb5Sy1atXy86dO296TGFhodjY2EhHR4dSlpeXJ87OzvLXX39NZ3ctIicnR6Kjo8etM5lMYmtrK59//rlSdvHiRQEgRqNRROZ+/DfauXOnhIaGysjIiIhY//zfuOGPjIyIr6+v7N+/XykzmUyi1+vl+PHjIiJy4cIFASA//PCD0uarr74SnU4nv//+u4iIfPjhh+Lm5qYag6ysLAkPD5/miG7deBe9G33//fcCQFpbW5WyoKAgOXjw4E2PmStjcLPEJzk5+abHaHENJCcnyyOPPKIqs5Y1IDL2+mep/f+1116TJUuWqP5WSkqKJCQkTLlvfKtrGvX09AAA3N3dVeUff/wxPD09ERERgezsbPT39yt1RqMRkZGR8PHxUcoSEhLQ29uLn3766fZ0/P/U2NgIf39/hISEIC0tDW1tbQCA6upqDA0NIT4+Xmm7ePFiBAYGwmg0ArCO+M0GBwdx7NgxPPfcc6ovyrX2+R+tpaUFHR0dqjl3cXFBXFycas5dXV2xfPlypU18fDxsbGxQWVmptFm1ahXs7OyUNgkJCWhoaMAff/xxm6KxnJ6eHuh0Ori6uqrKc3Nz4eHhgWXLlmH//v2ql/jn+hhUVFTA29sb4eHh2L59O7q7u5U6ra2Bzs5OfPnll9iyZcuYOmtZAzde/yy1/xuNRtU5zG3M55gKq/2S0pk2MjKCV155BQ8++CAiIiKU8meeeQZBQUHw9/dHXV0dsrKy0NDQgBMnTgAAOjo6VJMOQPl3R0fH7QvgX4qLi8PRo0cRHh6O9vZ2vP3221i5ciXq6+vR0dEBOzu7MZu9j4+PEttcj3+0goICmEwmbNq0SSmz9vm/kbnP48U0es69vb1V9XfccQfc3d1VbYKDg8ecw1zn5uY2Lf2fDgMDA8jKykJqaqrqCylffvllxMTEwN3dHefOnUN2djba29tx4MABAHN7DBITE7FhwwYEBwejubkZr7/+OpKSkmA0GjFv3jzNrYGPPvoITk5O2LBhg6rcWtbAeNc/S+3/N2vT29uL69evw8HBYdL+MfGZJhkZGaivr8fZs2dV5S+88ILye2RkJPz8/LBmzRo0NzcjNDT0dnfT4pKSkpTfo6KiEBcXh6CgIHz22WdTWpDW5PDhw0hKSoK/v79SZu3zTxMbGhrCU089BRFBXl6eqm7Xrl3K71FRUbCzs8OLL76Iffv2zfmvMnj66aeV3yMjIxEVFYXQ0FBUVFRgzZo1M9izmXHkyBGkpaXB3t5eVW4ta+Bm17/Zgm91TYMdO3bgiy++QHl5ORYuXDhh27i4OABAU1MTAMDX13fMXe7mf/v6+k5Db6eXq6sr7r77bjQ1NcHX1xeDg4MwmUyqNp2dnUps1hJ/a2srSkpK8Pzzz0/Yztrn39zn8WIaPeddXV2q+uHhYVy9etWq1oU56WltbUVxcbHq1Z7xxMXFYXh4GJcuXQJgHWNgFhISAk9PT9W618IaAIAzZ86goaFh0r0BmJtr4GbXP0vt/zdr4+zsPOX/XDPxsSARwY4dO3Dy5EmUlZWNeUlyPLW1tQAAPz8/AIDBYMCPP/6o2gTMm+S99947Lf2eTteuXUNzczP8/PwQGxsLW1tblJaWKvUNDQ1oa2uDwWAAYD3x5+fnw9vbG+vWrZuwnbXPf3BwMHx9fVVz3tvbi8rKStWcm0wmVFdXK23KysowMjKiJIYGgwGnT5/G0NCQ0qa4uBjh4eGz5uX9iZiTnsbGRpSUlMDDw2PSY2pra2FjY6O8BTTXx2C03377Dd3d3ap1b+1rwOzw4cOIjY1FdHT0pG3n0hqY7Ppnqf3fYDCozmFuYz7HVDtLFrJ9+3ZxcXGRiooK1eOI/f39IiLS1NQke/fulaqqKmlpaZFTp05JSEiIrFq1SjmH+XG+tWvXSm1trRQVFYmXl9esfpx5tN27d0tFRYW0tLTIt99+K/Hx8eLp6SldXV0i8s/jjIGBgVJWViZVVVViMBjEYDAox8/1+EVE/v77bwkMDJSsrCxVubXOf19fn9TU1EhNTY0AkAMHDkhNTY3yxFJubq64urrKqVOnpK6uTpKTk8d9nH3ZsmVSWVkpZ8+elUWLFqkeZTaZTOLj4yPPPvus1NfXyyeffCKOjo6z4jFekYnHYHBwUNavXy8LFy6U2tpa1d5gflLl3LlzcvDgQamtrZXm5mY5duyYeHl5ycaNG5W/MZvHYKL4+/r65NVXXxWj0SgtLS1SUlIiMTExsmjRIhkYGFDOYc1rwKynp0ccHR0lLy9vzPFzfQ1Mdv0Tscz+b36cPTMzUy5evCgffPABH2efSQDG/cnPzxcRkba2Nlm1apW4u7uLXq+XsLAwyczMVH2Oi4jIpUuXJCkpSRwcHMTT01N2794tQ0NDMxDRrUtJSRE/Pz+xs7OTBQsWSEpKijQ1NSn1169fl5deeknc3NzE0dFRnnjiCWlvb1edYy7HLyLy9ddfCwBpaGhQlVvr/JeXl4+77tPT00Xkn0fa33zzTfHx8RG9Xi9r1qwZMzbd3d2Smpoq8+fPF2dnZ9m8ebP09fWp2pw/f14eeugh0ev1smDBAsnNzb1dIU5qojFoaWm56d5g/nyn6upqiYuLExcXF7G3t5d77rlH3nnnHVViIDJ7x2Ci+Pv7+2Xt2rXi5eUltra2EhQUJFu3blU9sixi3WvA7NChQ+Lg4CAmk2nM8XN9DUx2/ROx3P5fXl4uS5cuFTs7OwkJCVH9janQ/bfDRERERFaP9/gQERGRZjDxISIiIs1g4kNERESawcSHiIiINIOJDxEREWkGEx8iIiLSDCY+REREpBlMfIiIiEgzmPgQERGRZjDxISIiIs1g4kNERESawcSHiIiINOM/etX/Cv4FAbUAAAAASUVORK5CYII="
},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 6
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-04-16T14:08:50.286796Z",
"start_time": "2024-04-16T14:08:46.627354Z"
}
},
"cell_type": "code",
"source": [
"from data import adjust_all_baselines\n",
"baselined_experiments = adjust_all_baselines(experiments)\n",
"_ = baselined_experiments.transpose().plot(legend=False)"
],
"id": "42ee91d22a78f02c",
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 7
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-04-16T14:08:52.805031Z",
"start_time": "2024-04-16T14:08:50.286796Z"
}
},
"cell_type": "code",
"source": [
"from data import scale_experiments\n",
"scaled_experiments = scale_experiments(baselined_experiments)\n",
"_ = scaled_experiments.transpose().plot(legend=False)"
],
"id": "3f8dab9c9117447a",
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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cwYcuCMKBIeJDEErAqPSgDykyJgjCMCDiQxBKwOjjdlGVHPMh6kMQhCEi4kMQSkHv82llUdEHLwjCgSDiQxBKwOxbU7zCDB96H88EQRAGi4gPQSgFKXGaR7SHIAhDRMSHIJSAUem3jCsVTgVBOHAqvCcVhNIQw0cBIj4EQRgiIj4EoRQqfMDVBTEvFV3jRBCEA0LEhyCUgJJbJo9oD0EQhoj0pIJQAv3dLuKHEQRBKBURH4JQArqv+qhk7SGWD0EQhoiID0Eogb5ao7LH38o+ekEQho6ID0EQBo+s7SIIwjAg4kMQSqCy13IZe6QSiXI3QRCEISDiQxBKQVe4+BhDlo+7bvgGv7jiQ7z13LPlbYggCCUj4kMQSkAsH2OHPevfBDQL7vxtuZsiCEKJDLv4cByHG264gTlz5hAMBjn44IP53ve+V1ScSBDGK/IrLmCM3NOGL1LuJgiCUCKe4f7CH/3oR9x6663ccccdHHXUUSxevJjPfOYz1NfXc/XVVw/37gRhVDH6Gj4qzRBSWOF0bGgPHNssdxMEQSiRYRcfr776Ku9973u57LLLAJg9ezZ33303ixYtGu5dCUIZqDS1sQ/GiPhIxrzlboIgCCUy7G6XM844g2effZb169cD8Oabb/Lyyy9z6aWXDrh9MpkkFAoV/QnCWKXiy6uPEcFRiOlKxosgjDeG3fLx9a9/nVAoxOGHH45pmjiOww9+8AM+/vGPD7j9TTfdxHe/+93hboYgjApjcCwePcaA38XApTqVKnczBEEokWGfxt13333ceeed3HXXXSxdupQ77riDn/zkJ9xxxx0Dbn/99dfT29ub+9uxY8dwN0kQhpEKd7uUX2/kOKV5B1867DWapkjAqSCMN4bd8vG1r32Nr3/963zkIx8B4JhjjmHbtm3cdNNNXHHFFf229/v9+P3+4W6GIIwMfet8VLIWKbMQOXvSVgDOadxW3oYIglAyw275iMViGEbx15qmieu6w70rQRh9Kr3I2BjEq6RvEYTxxrBbPt797nfzgx/8gJkzZ3LUUUexbNkyfvazn/Fv//Zvw70rQRh9+q5qW3GmjwJzRxljPhzHIZtg68UpWzsEQRgawy4+fvGLX3DDDTfwxS9+kba2NqZNm8Z//Md/8K1vfWu4dyUIZUDWtR0LWJaVEx8esXwIwrhj2MVHbW0tN998MzfffPNwf7UglJ3+5dUry/Khx0iRsZSVJJBtR4VdA0F4O1DhRQsEoTS0klsmT/nUR8pKjoFWCIIwVKQnFYQSUH1Guoob+MbIqrbJRIKHaqp530FT2G76ytcQQRCGhIgPQSgJifkYC0SiPXxzYjMbfT6+P7mu3M0RBKFERHwIQklUdsxHEeWM+UjmC4tt9cnCcoIw3hDxIQjC4Clyu5RPfcRCnbnHcUO6MUEYb8hdKwgl0HdhOd03CEQYFcI9efFhjoE1ZgRBKA0RH4JQArpfhVNxu5SDcKg391icLoIw/hDxIQjCuCMS7uC08Hx+uO1qJlj15W6OIAglMuxFxgTh7Uxft0vF4RYWGSuf6SMei/DtPZ8H4MrWT5StHYIgDI0K70kFQRiPJMKh3ONZyYPK2BJBEIaCiA9BKIkKjvHoSxljPuxkIve42qkqX0MEQRgSIj4EoSSKxYeWImNlwbHz4sOVjCNBGHeI+BCEUpBxLk8Zz4V2nNxjB2cfWwqCMBYR8SEIpaDUvp+/zSmOMS2f+jCUm3vsKhEfgjDeEPEhCCWgZG2XPGU89EJPiyPiQxDGHSI+BOGAqCzLRzlLqhfiKbR84O5jS0EQxiIiPgShJCpMbOyLslo+8jsXy4cgjD9EfAhCSUi2S5ZyHrth6Fwb3Aq+BoIwXpEKp4JwQFSYJaTQ7VLOMV8ZrDJ2sNyzlZPc6WVsiCAIQ0EsH4JQEhUmNsYqCl7zrieuUqw09pS7NYIglIiID0Eoib6ptpVl8h8j8aYYBe1ISZ0PQRh3iPgQhAOigi0hZXW75D3GtmS7CMK4Q8SHIJSEBJzmKGe2i8p3XSI+BGH8IeJDEEqigi0d/Shntku+69JoXEdcL4IwnhDxIQilINojT1mNPoUXQmOnUmVriSAIpSPiQxBKosLVx1jxMikz91ADVixavrYIglAyIj4EoQQqXHqMGZSRvxIaiIU7y9cYQRBKRsSHIJREhcuPMVJkrDDgFCDU2V6mlgiCMBREfAjCATBWvBDloKyZPoXiQ0F3j1g+BGE8IeJDEEqib5Gx8rRiTFBG7WH0OfFtLS1laokgCENBxIcgHAAVZ/kYIwesVLH46OzqKlNLBEEYCiI+BKEkKtnUMXbQfbquiLhdBGFcIeJDEEpCxEeOMi70ovpcB9uKl6klgiAMhRERH7t27eITn/gEzc3NBINBjjnmGBYvXjwSuxKEUWWMeB0qnr7iw3USZWqJIAhDwbP/TUqju7ubM888k/PPP5/HH3+ciRMnsmHDBhobG4d7V4Iw6lS83WOspNrq4iuhHLtMLREEYSgMu/j40Y9+xIwZM/jTn/6Ue23OnDnDvRtBKAtaKUCnB96KVyLlo6/lw1QiPgRhPDHsbpeHH36Yk046iQ996ENMmjSJ448/nt/97nd73T6ZTBIKhYr+BGGsonL/px/JqrblorjrUrKyrSCMK4ZdfGzevJlbb72VefPm8eSTT/KFL3yBq6++mjvuuGPA7W+66Sbq6+tzfzNmzBjuJgnCMJIWHbk6E5Vm/SjyupTT71L81Ky06yAI45xhFx+u63LCCSfwwx/+kOOPP57Pfe5zXHnlldx2220Dbn/99dfT29ub+9uxY8dwN0kQho3sgCtjXXlRrrhdBGE8M+ziY+rUqRx55JFFrx1xxBFs3759wO39fj91dXVFf4IwVsm6W/JulwpjrASc9ikyhiFuF0EYTwy7+DjzzDNZt25d0Wvr169n1qxZw70rQSgbfQMehVGmj9YwpGKRIIwrhv2W/epXv8rrr7/OD3/4QzZu3Mhdd93Fb3/7W6666qrh3pUglAFV8G/loff6ZLQpvgK6Ui+IIIxThl18nHzyyTzwwAPcfffdHH300Xzve9/j5ptv5uMf//hw70oQRh2dizOV0a6c9D3/WjtlaokgCENh2Ot8ALzrXe/iXe9610h8tSCUmT6DXplaMSYo48H33XXfEBBBEMY24ikVhCHQt8JmxTBG/C59LR8VejUEYdwi4kMQhoAMdmVG9y0yJl2ZIIwn5I4VhCFgVKr8GCN+pr5n3xgrDRMEYVCI+BCEklBF/1eq9wUob8xHv31LVyYI4wm5YwWhFDJiI3/jVNiMu/+oXyb6dF2VLAIFYRwi4kMQhkA24HSsDMVloZxCpM+uTWNEEvcEQRghRHwIQglUtNgYQ6g+AaeysosgjC9EfAhCSfRZ1RbQbgWtKzJW1FefYJuKDQAWhHGKiA9BGALZoU4rDZUkPsYIfaWGNkR8CMJ4QsSHIAyFQguAU5lG/7KGfPRLMxLxIQjjCREfglAKuWyXgoBTLZaP0ad/pQ9BEMYPcscKQkkMsLbLmEk/HQX0Xh6PNn0sH650ZYIwrpA7VhBKIDveFoSbosXyUQb6WD4ccbsIwnhCxIcgDIHCheW0bZWxJeWknEEffS1QZpkaIgjCUBDxIQhDIJftAjhWBYmPMeNi6rOqrStdmSCMJ+SOFYRSyIx5KjMGayCZTJStOWWlrDEfxV2X1tKVjQba0Vgd8XI3Q3gbIHesIJRAfrzNq5B4PFym1ow+eoxaPhDLx6jQ+dfVtP5kMdGlreVuijDOkTtWEIZAodslHu4tZ1PKR1l1SJ+YD7F8jAqJNV0ARF7eVeaWCOMduWMFYQiogoE3GYuUryGVSl+xIeJjdFGSXSQcGHLHCkJJ9K/zEQ5VqOWjrKaPPoOflmyXUUW0h3CAiPgQhBLQGZNHYZ2PSE9HuZpTwYjbpZwosXwIB4jcsYJQEulOtzDbpbu3p2ytGXUKjB1ljT3tu7aLO/4Gw5/c8Tj/eOr1cjdjaIy/0y2MMUR8CEIJ9K1wqoFwuLtMralctBrflo8XFq7kl2tc/vO5znI3ZdAkXZfN1Ub6HhDLh3CAjK87VhDKTdbtovPyI9xTOam2ZU5xydPH8qHU+OrKVm7ckXu8btuWMrZk8Pzr8k18+KxqnpnsEcuHcMCMrztWEMrMQJaPRFyKLo0+fSwf48ztsmvN9tzj1vbxETP0em8UgPtneEV8CAeMiA9BGArZgAcF8TFTeGuUKWuyS9/Rb3yNhtrOL0YYiYw/8SoBp8KBIuJDEEogZ/nIBZxqtFFBaZ5jRWf1CzgdX12ZdvInMhqr0PL8QkUzvu5YQSgzfcdeDaQ8vnI0pSwUG3nGUJ2PcTYTt5OB3ONwOFnGlgwRY2TP985dd9Ha+uiI7kMoLyI+BKEUVNF/AKQq6TbSe3k82vQd+/paQsY42vXmHoc7xqHlYwRP99KdT3PbG9/ljRVXj9xOhLJTQb2mIBw4A7pdPN69bi+MDLrf6DfOxEdBanC8x93HlmMPBSNqafrMgp/xV+Oz3NkzCa2dEduPUF5EfAjCECgsMmaPs4HvwBgrQR99GV/XwHAdTA1osCPjz203kl6utsnf4hBm02a8H9e1Rm5HQlnxlLsBgjCe0ANFfRgVZPkYI9qjr+VDjbMiY15t8rlQgE7TRdeMw4UJR1B9HBbbzTNLr6TLU4dz2ZWYZmD/HxLGHePrjhWEcpOL+UiPwhpwxteke/goqxDpU+djnF0D5fFToxWzbJPq6u37/0AFcUHn6yR6PDRaIexEpS7a+PZnxMXH//zP/6CU4pprrhnpXQnCiKMHeDDO6lsdGGPG8tH3hfF1EZK+fCyDdsaf22UkvVynPbqELU9MomtdNXZs/JSfF0pjRMXHG2+8wW9+8xvmz58/krsRhFFjoFRbjdT5GHXGd7wppsoHmbp6HP5+RsjtEg5HeCs0k9ZgI+0raol37ByR/QjlZ8TERyQS4eMf/zi/+93vaGxsHKndCEJZ0eSDTyuB/jEv5aLP4DfOYj4MsyCLQ42vbBcYuZCP79/+GL84/kNcedF1xMwA3ds2jcyOhLIzYnfsVVddxWWXXcaFF164z+2SySShUKjoTxDGKjqrNNxszIemYkOnylhWfiAL1HhCO6ncY0un9rHlGEQzYkXGlrfG+ZeYl09Eqvndhz5L27q1I7IfofyMSLbLPffcw9KlS3njjTf2u+1NN93Ed7/73ZFohiAMO/0GOQXmeLP5HwhjdZQfZxVOtZNPIbWtsXpSR59qj82JqfSwtDl4Ir2dL5e5RcJIMexTth07dvCVr3yFO++8k0Bg/ylS119/Pb29vbm/HTt27PczglAuBhomPONsXZEDYoyMk/0DTsvRiqHjFliN9LiM+RiZrw2a+VLzk/Z0EE6OP5eUMDiG3fKxZMkS2traOOGEE3KvOY7DggUL+OUvf0kymcQ08zeb3+/H7/cPdzMEYdhxdb4j1AWDh1IVJD7GyijfL+B0fFk+XLfw9yMDbBanYMG9c9YsZNMx4+u6CoNn2MXHBRdcwIoVK4pe+8xnPsPhhx/OddddVyQ8BGE84WgnH/NRgFlRubZjg/7l1ccXhe03TLuMLRlb2AVr3milcJ3qMrZGGEmGXXzU1tZy9NFHF71WXV1Nc3Nzv9cFYTzhaneAOh9gVFKVsTGysFzfsh7jTYw4BdYy7Uih6SyukxcfruHFa1VQ9eAKo5LsxYJwQCSSidx4W5hyao6vce8AGSNul3GOW1CSv3C2X+m4On0uXGXhGB6wxVL+dmVUJPcLL7wwGrsRhBHFti2yg2+R2Xyc1Zh4O9BfAo0zBVhgunHd8WX5GMkzrVwvljdET9NyLL+JkRpn11UYNOPrVy8IZSQSiw1o+agoY8AYOeyBUp7HEx7XJVzzFkbKwUiOr7iGkbzuyvWQCLaCglCDQ92eSrq5KgsRH4IwSDraO3IT1sIuUY2zdUUOCBkLhgXTSJKo6QFAtYxD18II/Q4MbeKaVsErFXRvVRhiLxaEQdK+dUfO4lHY93rKWOlz1BkzAafpnWeTj8ZbwKlH5+tZOK6zjy3HHiPqdtEmppEXH24lCfsKQ8SHIAyStpZtBW6XPFo6yFEne/6NcdqFqYJ6Fu44q1EykijXIOjJizFDTG1vW8bnnSsIZaC7ezfZYa+wQqVZQZaPsbKwXFbvGdl5+HgbwAvrxajxZfkYUbQipfJ1TwxXCrC9XRHxIQiDJBaNDFjnQ40zk/8Boff6ZFTJ7tkcp12YWehqMcaGoBsLGChsCsWYnJu3K+PzzhWEMpBKxYpjPjL9oiEVTsuGkTWBjLNLYOhC14LM7rMorXAKzoeqIKtipSHiQxAGiXbdfLaLzts7dKUOHuUMOM3sPOd2GWfqo3A5IFOPw/LqIyQKzD7iY6y4+YThR8SHIAwSV+k+j9MDnlFJAadjZCzIxXxkHoynS+DYDlUF6sNgHIqPEcCxHRS66D4bR5dVKBERH4IwSIyCoMa89CiOHXz7MzYONjs3Nsbh8BSJJagqWGBTjTPLmYIR+RkkLBtPv3MxNn5vwvAj4kMQBks/8ZGxfIy/8W/ckzXHm+PJ5JEhHIniFlg7PIZ0wwDJZBJTxEbFIL96QRgkqkB8OBRaPiqowxwDh6q1zhUZyyWKjCMNEo4koGCG7xX1CkDSsjH7WD7kzLx9EfEhCINEGXlTuVvYLVZSDzkGxIdtJ3H7BJyOgWYNmo6uUFFZElPEBwDJpIWpisVH0N9UptYII42ID0EYJGbB3eKg8m6X8TTyDSdlOu5EJJSbH6txaPno6IqiCoMqx1uBNEbm0ieSqX6WD22Mw3VvhEEh4kMQBkmhe6XQ8lFZAaflpzfcm8uIGI+ZRuFwvLggqwLLloyXWCyFt5/4GH/XVxgcIj4EYZAUBsPZRmFl0wrqIMdAfEv7zt35Oh+5heXGD5GwVfyTMSBlW3vdfkwyAic8nkjh65t2LMG4b1vkygrCIFE6PytzlVkgPcbT0HdgjAHtQax1Tz7mI9ugcaT/olG7n+UjmUyVrT2lMlKnOp6w8Ok+qbZK3C5vV0R8CMIgMdz0rExphV0UbzqORr63AV2tHflsFzcfcOqOk0XI4jGnqCiaVpBMJcvXoDFCImnjUX3dLgZ6LCheYdgR8SEIg8TMDG4KcJSisMB6xTAGFpZL9HTnLB/ZOBytNJaz79VhnXCK0As7cCLltTI48T5uF6WIxWJF22h37P6mRqplyYTVP+ZDKbQeZy4pYVCI+BCEQZKtRKlQ6YDH7MJy4zDocVgo0/gY6Yn2c7toIJbct/Wg62/rCT2xlc6/rhnpJu4Tx07lLDcA2oBQR1fu+fJntvP7/3yJjp3hcjRvQAqtDyPpdulb4dQ1FHo8rn0j7BcRH4IwSAwnM9smvfhVcb1TYbRIJhO4WSHo5i0f0di+xUdyfTcAqa2hkW3gfnDceB/LB4Ra2nNPX/n7RlJxm+f/snb0G7cXCn/hSjMiwT+xRBJDFVs5XKWwU/Fh35dQfkR8CMIgyZbyVqQHu6zbpaJiPsaA/z3l2vmF5TITZU168NoXRrV3ZBs2SLQbxymM+QBCbS39tnPs8p/rLKPRksSebahMtkvhgoGJWHQU9i6MNiI+BGGQmJmBzkCRLKgsNnaGiMqgMLBUZR5rNPHEfmI5xohGtHSqaOVWrSDW3d1vO8ceOwG0hSEoI3UaY729KCMtPvykhaKroLetbYT2KJQTER+CMFjcfHKtZeY74YqqcDoGjtWhUHykg0y1gmgssdfPaK3HzML1rtY4heJVacLR/vEdtrXvANrRxC248CNVVC9kuyiVvko+7UnvV8G29etGZodCWRHxIQiDxCDvdhkTo3CF4pK3cGRrr2igOxzbyydgQXeEDieKFegc6ebtF9cAp2AEd4FQsv/vybEqzPKRziMDii0fm1atGKE9CuVExIcglIiBQiu3smI9xhDaUzALz7hdXDSdvXsPJP3z7g52HvM/bDrra8Sr9ox4G/eFq4vFh1aa6AA1Suyx5HYZBbEdVwY6U+fDX2D56G7v75ISxj8iPgRhkCidvl0MDJyCO6eiRMgYCDg1jPTsWGmFq7NuF01XV+9eP+OJ91DdsBlluDw6865RaefeSGhvH7cLxHT/rjixn9Th0aTfZR+Bn0FKqZwP01dg+XCSY8f9JAwfIj4EYZDkV7FVoPO+7wqSHmMCZWauAwqdqTqrgXC4Z6+f0fG8VWRDzfqRbN5+WcuMoucaSODpt53p9n+tXBSl2o6QFWRnbXOu/olPp8uqu0rjQUqsvx0R8SEIg0XnU2uVaVRmhdMxgJvptQwUbibg1EUT6dx7PIfpJNGZ61dT5l7P16eEuKs0CTV2hMZAuHrkA043TpyVWzDQlxFjLhrDlPvr7YiID0EYJNmgOwOFP+DPv1FBpo8x4HXBQwBIu790JvNFK429j/VRpr3Zzvr7f0HvtlPxYKKd8hyIZdv4KXYjaAXJsS4+Ch4rGJEfgunoAstHPuZDqQq6wSoIER+CMFhUNuZDEQgE8qvaVlR5dT3gw9HEY2bFhwKdr/Oh3L3X+WhaOxXt+Nmz8N+p2X0y2ilPMOfOzig+0lU8zUych4vGdQcugDZWFlUbjWwX0yEnPrxZy4fSSMTH2xMRH4IwWLIBp1pRXVVbWYGmYwiP8gHp65DNwnAB7yBXtfXvOr14NB1FvvHQKvyZhdICmaBKrWBvhhh7jKxr0jfbZSQ0kdftb/lI72tsCDBheBHxIQiDJhvoaDC5viEfcFpJGqTPOGCnRn9wNIz0oK0ArfOptn53cG3piU0sm/hYuTuEL1NIK6B9udcNd+CgSssZGyu66r4Gr5Fwu9g6VzbfLNCR2q2kG6xyGHbxcdNNN3HyySdTW1vLpEmTuPzyy1m3TirUCeMfTd7tMqmpMe92qVALiK01t139IltXdIzqflWB+6sw5sMY5CAVcqrLtmR90AS/TruHAjrvavEUuIF0gcLbEd4xeo3bB4U2JZ37Z3hpiKX6rVYMYyPOSBh+hl18vPjii1x11VW8/vrrPP3001iWxcUXX0w0KosDCeMbnXG7KBSTmpoKREeFig9l09O0nOdGefXVrKUpvbpqwaA9yNgbW+myWT4Megj2cbsAeApWmnONvAVnVdvq0WvcPigURDptchr2fTQm3ZzbRbt2LpaqsmKqKodhD7F+4oknip7ffvvtTJo0iSVLlnDOOecM9+4EYRTJx3w0NNXkUw4rqW/sE3ho+8LoAUqDjygqU2cFhVMgPtRe6kG4fSqF2qpIs4waq3rCtB8+lcDr6QqrPu1BaZVeIbmgQY6yMDPCxLbHRrilW+R2USNi+bio1Uf3pPQXO66FicJG52KthLcXI57f1dubrjrY1NQ04PvJZJJkQSW/UGjvJZIFoZzk3S7QWFtVoDkqSH0MMON1R9kuXrign6ucgtcHvg7xWAqtHFSmcJXSgJUE/ANuP1I8vGI1wXgCb6bNPjyYGNg4eApcRg4WTmothmcGbmps+Bz6arWRuuTZ1X5dncycG3fE6ooI5WVEJaXrulxzzTWceeaZHH300QNuc9NNN1FfX5/7mzFjxoDbCULZUdkiYwZ1tcECy0cFiY8CsoP9qMdPqPx/duGu9cCWj46dnShtUutNMKGmiyajF52Kj3gz+9KWtKmKdOPzpFew9WoPZuZgzAJTgt9YiBV9DCv0F5LxvacPjyaFAnOkAk5ddM694zopjOzwVJm319ueERUfV111FStXruSee+7Z6zbXX389vb29ub8dO8ZGgJUg9EUXuF2CAX9Bn1jZU7PRFh+5LCMNjpGfk++tEmb79k40ms3Ni1hTs5KjAyGikdFf3XZdl0UguQEPWcuHmRtgzYxtwXZtgtWvAuDqGGs3jo3+sEjjKYb9J69dnc5eytxUTsbyAVSsuH+7M2July996Us88sgjLFiwgOnTp+91O7/fj98/uuZPQRgSKhtwCoZh5Drgisp2KYz50Bpljf7iZyoX8wE25OIm9hbH0dsZwfLnM3IinjjbW7bScNiRo9LeLDtSMD3ZjkEDkLV8ZAVtepukk8S18nPC3u7RzSTaG8UxHwy75cN1NBSUnXd0AlN7QZEXIcLbimG/qlprvvSlL/HAAw/w3HPPMWfOnOHehSCUB1UQM0DeGqwrdWamNTUbV5Qtc0RpSOKmK50Cphq4O+vujpAKtueeu8DmDTtHo4k5tOtiuzbzIhtyM3kfnvQihYCZUU5JJ0m73+Yf5+5iw/QIifDeV+odTXRfU8cwX/JkMplLm05j5a6rYcjCcm9Hhl18XHXVVfz1r3/lrrvuora2lpaWFlpaWojHR9/HKgjDS+Z2KTD7Q+WuPZETX/YoF8LK2uY1OKbODVJ7uwrdoRhGQcVME4XTOsJt7IMbjeIo6DGacuLDS97yYWYsCUk7yeoGm3C1zSvzO2kIj401X4osH2r4q44mYwl0xvKhtAIjlRNmRiVZFiuIYRcft956K729vZx33nlMnTo193fvvfcO964EYXRR+TofhVRSxEfxoJMJOB31M5AXG5ZS+RnyXsaoWCKKKphVawVdVnhQe9KWS9fLO1m2o/vAsnocB7vHpsebyK/K6+h+MR9JJ0m4QMw2JsaGS3qki4x1d4VybhcTA22mcnfZ3ixawvhm2GW11OEXRpJIT5iquup0zMUoo7Pio4/lo1LZnkxg+A5n1OVXJuJRaUgYNr79WD7iro1HFQ+fnU5sULvqfmYbP1yzh4d7/XzBOYivzp4ytCZbFlN6Woj5wc0airRdkO2Sbl/CTuAWmBkaPGPD5dAv22WYXW2/fXghUwkCafHhmslcHIyIj7cnclWFccPOTTs5+n8W8JH/ur08DcjGfOReqMDFXTKHbLsuK5IBfNXvxHFHOS4hazrQmriZzxjZ21UIKTNXORPShxDTgwuUXbRoD5v9ive+FuWWbW1DbrK2bab3tmJqT675/kLLh8q7XbSZr11i9quwsX9cNzXsk0Dd5/FwZzi1heyc28WDgWNaBW7NseF6EoYXER/CuOFvD7wEwCLf5PI0QOVjDYDKrHCaocfOx3CZwU2ju/OCctsRnz8XG6D2MuCGfAm0KoxLcdHm4OJUfnuQ5tUjg/zlgrohNxfSlo/DujuY053ucqu1H7SFmane6c0cUjgRoyqQL6+uybdTa836RS107orsdT+W1cPLr5zJypVfPqD29qXI5TQCqbZ1XpUTH6Y20Iadu55KLB9vS+SqCuOGcnr0tNa5Oh/ZhigqV3102vm1mjo99aO78+waO1qT8lblYnD25gZLeX3FgzguQXdw4mNrY97tcSAGLm1ZGIZFdWYNl2rtR2PlOmAz891toR5cM98tB918bMr21V089cfV3PO9RXvdz56WB9ge7WJr6+Mlt7F9xx5euethbKv/6sB9LR/DfTNatoZM5VcPJq5hi+XjbY5cVUEYBFt6t2RGH52XGjntUUHBH5lDXaVjmDQC0JZsGLXdu65LTuxpwBfMDeDGXqbjphHEKLhGrtKYzuACTmPeKBAYcnuzaNtmgreDZEZlBLSPuGHkfjrZtre178ZRLgHXT8JIUkVP7js2rG/l5vc0cNiuFFftZT8rOtbwo9YqDDTvLrGN6y7/AM3Rbp7dvptLvv75ovdGOuDUdihyu7iGmy9fq8ZG3IswvIjlQxAGQXeyO1/PIzfry6zAOQTLh+WUYWWzUnn2Rnj86wO+1VswbfGnRu9YkjEbTzZcQ2t8Hn/O8mHsZUD0uD58Zr7BGo3HTgxqfxF/XqQciH1LpyxcqqhKpV2GQe2jq6YxLz4yje/u3sm8xDz+vu6nfKHlw1STd7H8ra2VSNBgySF7F0Mv7lwAgDuE1jZHuwGwFjzf771+qbbDHPNhOxqdqfxqahOFW+B2EfHxdkTEhyAMAtu1c+Kjn7OlxH7+9sc28MuvvMATi3cNV/OGH8ci+vwKWhccRnLluoI30kdv+ZJEq7fTNeENfGr0Vl5NRC2Uk4/xqKmq3289CKX9OOTb6CoNenBuF13QRR6I+LBTFooZeHQNAEF8VKtEfpE8NFprwtEWTg+fgYnBe7rPo8YTzwWPhizvfvdTFckH/3bEh1odtf+R6hFe28VyDbRKu3s8GDhGwT4MA233dwUJ4xsRH4IwCCzXKgg41UX/l9oNRx/egc+GVX9eP3wNHGbiqzvotq/G0ofQ/td0lkdPoofv+X7JkurV2EoTq92K44njC45eifVE1MI18m6XumD9ftfYMR1FSuUHLweX2uD+BzPXdTHsFEeve4Lq8OYDGnATloXyGJiedJcb0D68bjQf12AoHA3JeAsT7Qm5z1WbCbROLy5nYzB7xwbe9cy9dLX1r5KmXZf6R/Jn44rHrxhaYwcIbuln2xpmY5er88G1JgaOMnPnRiuF1Ts2Kr0Kw4eID0EYBLZrk131PBdoup/BKBkfnGl/NHhw2S4u+OkLbGzbe6ZEITuf3t7vtVuW3cILnoV8c+Yv8ZIfvPdW3GskiIbiReXs6xob8hVO9cAN8bhJkhSLj+rA/ru+WCzKuxd38r7lp/CuRRvwWUMXH5ZtEfeA15cuGlalfcRxi4KXU1qDSmAV1CTxGCaOk6RzV4QUvXzo0Ts4YuMKHvzVzf33sWsLjgHnvuVy6E7N9nD/azgoBhIfI2z5cLWRy0jyYJLCUyDuFclQ/4UAX9zxIhf97SJe2P7CsLZlPOK6Lj2JnnI3oyREfAjjknTg4eiRslM58dEv5mOAMe/pn/yO9SecyCt/fXA0mrdfrrl3OZvao3z9H2/td1vX1ewcQKS0xvKz7ZpAT/4NY/TcLl3dvTnLh6s1DTW1/YI2+6Icq6jOh6NcTB3c774e+evvOb5lHidWmZzZcwoHbdkw5HbHkwl2M5G4mRZB9bqKuNL5uAYDLNfFg4upCzJsjCCuG2fJ41tp6Hg1/30DrPmy9E8v0phq5OpFh/P9vwz9/qjvaSW1fXuRq6Uo4HQEyqtrrXKWD482SLiBvPhQkEr0P94vP/dlWmItfOWFrwxrW8Yj59x7Dmffezbru8auNbUvIj6EcYkzQDrgSNIdjefFB31Tbfsz/fc/w6Nd6n/wjb1us5eJ+oiSSO0/1iGctPEOYFd37fxrysl3Hdp0Rk0Mbt28ICc+NJrGurqCcvf9uzPHdvE4xRYoB3dQ6ZubWndwcrXJdJ/BGTUeznrl/iG3e3WXTYOnF8tw8GqTBl3NGt/2vJBVipTWmCkDv86XVFcqiOMk6GmPE0jmRZ7y9i+73rgtxRlTvkTwzK/gnXXmoNplJRO0b9/Gw5/PBxZP6NjN+g98jL984zVS8fR91i/VdpCXOx6zSCT2/5tzUblUWxOTpBvMCTNXKexE/+ykbFl/d2/LGVcQvam0OLv1zVvL3JLBI+JDGJdYgxhEh5O2lmg/8ZH7b4giYjQTdBVJbp64lg+5r+9326Tt4Bvg9c62vOlbOQWtNzT2KGS8WI7F8zsW57KL0uKjKic9BroMqZSNV6dLqfsyi8u56Fxxr33R6qaY4Mlv99qJ5w657d9402KGmV5Zt1FX83T7OjqNVvIV6yDlavyupi5VICz8Jo4bx7VdjtxdnXtZD5AB4jgxrMNWsem8q9FHzxtUu+765n/x2+u+yk3BY7n51E/gZpYtMMOdhLsSrF/UAvR1u6hBuV2slMOWG19j83dew7b3/fvQSkFBwKnl+POhVQrCvd2DOh5h/CDiQxg3FGb3pUZbfOzqSWdJULiQ2v4H3H120aNUlr030csHD76fk9pP4YLWM/a7fcp2BywAVBRTUZR6OTriY0/XVr58z0s5EeiiaayvLyiz0v98JuMOpk7PqGszrhYHFzWIEkfhZKro+ZpD5g+57SFbETHSmS5ebRLDwFQOZGftCiyt8TtJaq28+Gj1VuM6SRzbpdM0WVl7BC4K2yp2dbmuS6xxC7vm/Z1nw1W8ecKj3HgH+80S6di+lS1Vc9jjr+PJqcextaG4YJxjDxxUPRhjQ3dnnDoUdSh6u/e9qrkutHxoA9PrR2V24irY2Nqy/x0K4woRH8K4xOozMIw0ydZYTnzket4Cn/RQGC23y9oNi/ngxk7a5903qBVoU7aLgcLBpVflF2AzC2bbuqjr0P0Gw1JJOS6JxH4CdDetwDHIBZzaODTUVuVEUd/VhgGSSQtPRnz4MrEUjnLB3X/tCDMSLXpeEwux5pXdPPCzpUR7h5Dho9L1OZTjYvi6aKzZmattgVKkbAvTcdCml1QmQPaZQDNWysa2XO6ceCTPTziPN+uOIZkqFhWxpE3o4qf4yYr382AszHftLg7fbRN+7rn9Nivsqck9fnbeUeyeNpVnLrgA24zjOlnXRn779Lp+mResBNj7PxfJxL5FUNrykS8yNrlB5eJKtIKNnT373Uel4boWsdgWSOV/p2ocrTMl4kMY0zy/soUL/+d5lm7pKgpycw5wsCsVX28cR2V90HlTOezPfaJoaxt4QbK9rUUy3Lx119+JXLKerjmPkazdjm3vW7jtbu/CRPGkdzl/879GuwqxI7wDT0GchFvQyWnDJrWfwWVfLAvF+Pfb/sB3/vc7rFu/bq/buVYc7VU50ZbCpbomWFBvpX/Hm4hZmBmx6CsM5HT3XTMj3NNDdFJx91gTjfLSfRvYvb6HB366dP8HVoBpJPBmrS2ORXv1Rprqo+hCy4edwmuZLPVt48+BF9ltdFHlBtjVnsROWTgZ8bepei7xPpk3oXgC7dVstzRHtZzFB976L3oPbUYPQqTHjXzRsvunXs7fznonnRMnEKlbl4vlcSl0u6QDTpd29WD/6CScn5wGA8T8WAX3aCJWbKlMuS7tqcKS9/m1XZSGSZOri1LZd3YNLktrX7iu5p+3LOele8dPUOa+ePPNz/La6xfS9vvBudjGGiI+hDHNZ/66hI09Mf7tj4uKqoKOttvFG47nOmBXZwbaQdieldL8+te/xrJGt72FJLxbco9dM0k4vu+O/E8v3IXGZreZ9rPvNDrpaW/du+VD2dgHYIn61fP/pCqyhEdnPso3X7iRT/9pEZFkfzFjxXvRXp0TH5YBAb+3qLr9F575Al9+Nr+oWjSexMhcJ29BnIfhDhTVkuc3X/gU3kBD0WsnbjQhHufRk6r40yGqpCBbj05iZswHrmvxVuIIdlmenOVDK+jt6cR1PCz3bAXgJc8aplk+lm+Jkwqlr8VhKRO/qkPr4vMTjiYxrRqUYXHWlvczMTqDPXNO2m8etKU8vFVf7E7a7qTL5iund2DLB/D4RIMvvfo6LZFb2dNzCzpRbCUCsFMF4iNa/Pv/wLJNHPPKKjbHkpnvVLllCgwN9ZPqc1Y6R2l6Y/3vHxPNTJ+DuY/ybx2RJP/75Fp2dMXYs6GH7au7eOv5nXvdfjzR1f0KADunjM8KsCI+hHFBb8rBLugBR3sw91rx3KBn5yp6Zs3C/S0YrZOOYMO/3EBP7VRMM0Vvb8/oNHQAmjNWca2h/bC7CcX2LT52xhdga4toNMTrU2aztt5Le0dvsfjoY2VI7ec798X0ZWt4Y+IbAKz1v8UL69p5YOlO/vLaVn76VN4SkmjdjeXz5kRg0tD4TJXLOlIoXt71Mi/sfIFdkXT12GgsgcpcH69r5IOEdf9skSyObaNcl0YnQJQkj3mXsc1o57KeBt7ZVE33ZC+rZgTYFt496GMMqGjO0mXamtOD3WztasTNuV2gvaUVtyDUN6KSNCT8vLmlF2ybmZbBpVaCDyTrcAwvTkEWT1ckjpGq4fiEScfkV7G8IVJOHcrYdxe/rqb/rLlapYVkr2ngugPFfLi8GV3I+evX5F8ZQHw+vfMx/tH0DC4uyXjx/fpGKC1W/tHalfn+vNvF0Jq588/PWTpdpUlYBZY2rVm56hp+OiPOtZOTnFu7d6vbF/+6lF89v4l/++MzJFMDWyBLIfTUU0QX7n1hv3IwXleWEvEh7JV/vrmbnz+zYdhz+gdLbr86bVF3CjIsrOTQxYfranrbY/vfsABD5zvXfuIDsAsC+xzb4c+nXck/65px3/lZzjjzXjZsuGbI7e1LJBXhH+v/QWo/7hMA17WpdeAvnT5+3BogXLeF0AA1IgrRWrMnspYp29dz0fN/55G5U+nujhWLj4KfhEKT7Oka8vFYysIyiq+n42pueGgVv3huI+ta0mmWyUiYZF09yUwxqrhH4TWMXMxHYQxNTnzEkyiyg5rCzMaH7MPtEg2HAKjRPl7zrmO32cXTvrc4tip9/P+6Pb3/1CBXxgWoVpGcP960NXN8MQLaRGdiO1wFvRs246q8+NBKc/DOamK7ooBiLjF6mpfTNWExpnoXu7YsyW379YfWYtpVHOEEQWnCdRtI0Eg0tfd4jGQijj1AyrGZOV+WcgosH/kLXtXbySM989jYVldwzvoHlP5824/4/eT7eb7ujVzKbl9iGWumxsgv0KgdmibNhUysjqN0UTptPL6V1tZ/5p7P9u/dBbtoa/p3uaHD5Mev/D33ujuEtWlSO3ex6+qvsP2KIVaOHSF0wQ9/oLinsYqID2GvfPnuZfzfM+tZvK08aW69bXHOj3u5Muwn6IJV0GE49tBjPh6/bQUPfOshHrrmVrb884lBfcbnyQ+8idwKZpmOU0GqwBLzwuvLec5weRqbDfUrAIjFB0pxHVpH8ZFHPsJ3XvsOX1vwtf1uayUTQJIlMQ97LIPFUZOezv7VIgsxNPT05Ge1nV6TWPcuvKaXw7fWcvDO6j6zLYeu1p6hHAprtz7PjGMep9osdGGk+OOSbxCY8QcCB91JOFMnItSTIlVXQyIjPqJeD4bKWz4KrTGrOlal2x7tJXudlHZzi8+pfbhdoqEQvZ5a3FRjUcBtwtX8GxEsK/19SWfw4qMmFSN7vQ3bYVIwznQmYBRUXnXXbcKwa4s+V20FaI6mP1vjTafqasNmoutlyQv5/W/rsbDC+bLsmCmizuG8umPjXtu0fc2qAWvVuJlhYXKkI7eAXOFWsXj2WV64JMN7F/O3zN3NSrsgvqNAyCSy97TOx/LojOjIbmYrl0BRZlnxsGXvI216cqKFT+y8m1mxbTyx9bjc69maNd2JbvZE9uz180X7aRncdqUSSoW44eUbWNG+YkifL7w2EnAqjHsKZwYd4dFbu6OQF5au4KSkhwbX4LiU0cftMvQAx61vdTDBu4OdicN47NF9+/6zGP50UJ6pDZJGccqtRtNdEI2/9K18h7+ta3BLt5fCtvA2AJ7f8fx+t00lEzi+/MBwb7efxKJX9v0hryaSyi9K9uGnHmBbyx7cWJLLX/VxwdLGogBEsOha8fSQSm7v2vzvzGvo5b+nxvFkvrNqzq/orl+Bt2YD3roVbImkhVC0J0ztpHOxMpanDn/aepGbMBd878+W/AyAPZHeolgCIzfCeXH2ErMRDYV4bsL51Lke7IIF6XY4cdbjsiSSnuU/2ZmkIzW432FjIp4LVDYcF78Z4OJTP4iZqerpKo3d3ovPmlD0OeWrQQV3ooFpduHKvC7t2woCJ7WmZe3FuaeOYeFqH5t39o/FyLL4m98gVWBpqVdxJqgInowgsgwDlasmW7CrzP9BdO53EGrZ+++815PiW754LkYmVhC75TOymUrktLibOSfZIFZbuQPWncni3cd4+57WR2m0enhP62MAJEJ3Y0WfJNTZi+u6nHPvOVz8j4sJpUL72EMaXdBu7QxPwPubbW9y1t1n8eCmB/n4Yx8f0nc4Bcdf/9zLw9Ku0UDEhzAg4YLshXI4XVKtUf761Hr21G7iySNuA/+uYvFR0Ol3RVP84eUtdEX374ZIz7o021InlNQeJ1NsyoNBLCs6cj5p2LInH8TWuiXv1nhz4qyi7ykMmvVZBybqTGP/gWZWMkGP6nNeXn16n59pdmqI+qpyzy9+9SV6w2Hqlnah6j/E/NZ63KJVYRUtK3eh1z9VSvOLqDLgo/ZhAJiB4kXTklZaPFlRTaD2OCBdK6O7Pm32zxmiBhiEWuK9OZFouDq/LSah5MDnPxYJ0+abQDVm0W9/VXAtkF9O/rEXlvLRNzfhuPsfiBpSyVx9EtN2sOyLaJo+C1UQcKqiMfyYRfVUwtV+ZgWDRA2jKLDSNVP4d+dF7jcW38Eh1rSifdreEKHQwPU1Vr7+OrtrvKSM9LDuxeYy3xre5V/DoZ60ZcwJ1uQSiHJiU2tqO9MWgDojxl/8L/JqzUI2Pp9vi9aaFSuvzj0PpCwcBZ9Z+AAAkYJ7IH9MmqwBw8kKssx5tnHxFFg3dJ8ViY8Jpti16+4BjzPg5n/7sy2DtdWzcVKr2PSOy1i9Lr/UwKCsDgXXeaD6KQMFIO/PvfOJxz9RNIlxB/Fb6osNaNeDa9VSuyGE3k8gtOVa9CZ7idv7rr0y0oj4EAaktyBALJ4a3bRWgM7bV7FbOXgmL+KXe67izKY9WAU3VaHl49r7lvO9R1Zz9d3L9vu9tuVi2p3YnhgR377dD4WYuf9Nwio7W8unIW7Zmc8oCfTkO7y4CvNC2JObOSYL0g+r4vEDmkENJtsiHovQpqqZ0unn3KUTCCZMQnU1/baz7SjJZBtrvvs5qt0giiZmVh/B2ZM/yLZDL8NIBjkocg7dTUew8ujPoQpiYFCaFuUn/uJj+2yLE0nhDpDFkuU93efhcT2c3no6MyIzcq+v7k4PEsm4j4hKB1nW6ADdTZOKPj9Q3ZTuWG8ukFG5Tj4zRnvoDg08W08lEwTcJNWuN7doHUCX2QPkB8wJm3eyIhJn3osLeXbn4tx2r27qYFdPccfekIzjkA04dfin+Qpenw+VqerpoiFh4fNqPAXd8pLqdrbV+ej11+SWnAdwjRTtKr8+zVm7VtLkKRYutreHEzdtxY31P85nf/kzfJZN0vQDmuM8u/Gp4t+i9nggnv5s9vf7b/c/yztfeJJPzXqY2VXrsZTDajuCPfdvWLvScTbh8Era2h5Nt8EzGa/3KAK2JrBxBk4kRcJNL6hn2O3Y2bVtlI2REdNmxp2js/eX0jnxobUmEkmLwBhVvMj5RKli7bpv8vA1VxHqGjieyfAezIeifg7xHgXBS1l24nW8+Pd8DMhg3BVFlo8+ltd33v9OTrzzxKLF3RJRi9u//grP/XkNg+GMt5q57bOfIB7JX69EYje7d9+H6+59ouIC0c3/SXTjN+jwTYDUvuvlrGhfwVn3nMUHH/7goNo1Uoj4EAYkXBDQ2Rsf/TRRJ2JxYt0rvLP3HRgYvKf7PJwC/7hdcPO/sC7tC395Y0e/7+mLlXAwzAWckriOC1Z9h4SxdVDt8WQC3kytcJ30TDwvPlz27M6Lj61m3s2xp/Z+Huzx8VrUg2MnsArLTGuNcwBLhbuDqLAai4UJ+et4x8IpzGmp5tTVjYSDwZzo2dUT58Flu3jp5dN4+ZXTUc88h6FNtE5w6sTLmFZ1MMfPOBPDrgezKfe9hTYXDSSDcfQ+UnjduM2e7y9k4fcf4cknn8S2bTr/dHvRNsuDG/F5L6G7/gxOaT8Fnx3MHQNA3LFIZmbFAe2lq3YqkK+XUig+vK5JS+s/6U0l8687FkZuJmqwY+1eForb08t9nqmcaM/CVxDXUK0DHJ80OShzmK83n5JuH1VctSHt3vjlz27lY79byJn/U1zcq94I4WZEUFdNNdsCIbTWqIxVylUaW3tQqQB2wXW1DJfaRIg2U6MLgnJdI5Vz/0H6GoSMZFHmlTbDTAhbtH3jqn6HWKt78DgOOyfO4gLaOMrT2m8bpTTB3/x37vvrWzu4q+YIfnXiBzFapxKy6nOutsDsZdzz1+w6Rtnr4aF72k/YM+Ecrlmf5IZVSdp++ya21lT33E3z7mt5Yf2tXPP8NQSUjZM57iaVrrJaZATInJKOjqdZueorANzK1fxWfYnbSFtZZq98hhc+99XcR3b1tON6fVj1zRietAWyxq0jEDgCy1dHyFuf2zacGoR7tLBBdnGfuCO8A9u1i9ZWWfd6C/FQijWvDi5W5NCdNcRjYVY9n7dMLnrjctasvZ6tW/uv2bI6bnBru5+7o/VkT9DfjjuUW5f9ap/7sd103+k19l3rZqQR8SEMiFWQWVIO8aFdl4sOW06TJ98Re8kP6oXuiyMxuQUfR+MSd/ZjckzaBKu7cLcchpOcSk/qSZ599tl+2z2zupWl2/OBttXJTLAgisZoujPJLWylNJHufOfd6/dzTNLksqgXI1NJc3PSwIp0keyzxoXTNfQskcEQ6m3DVzM597wu6sUOetAZl8MFP32Ba+5djutmzm2vSSDVgEenMDLZLVWeAA1uQ3qmDtQZUGcUrAqr4Px1i3Gi+fiCbaFtfO3Fr7GuK50qa+2JoNE8aS7ntddeY+OGDbT96EdAelb9UsjD/wSfJeY8ykvz5uMoxYfevA4AJxPMqx1F3E2P/NFUN759VJqtcgKsWnUN7ZYnNyBrx8rHhyiDzcv7m9o3v7WZCStqqFEmE6jBKoj58GkPF8Z9zA4pDtnZQcDJW38cDB57aycPbR541hnwxHJF6pJmgDo7mBYfRt7yEceLEwsWCQgPJrWpJH4NLnmh6hopkv58993RUEeHKo7v8HhTON4qQq+kC6J1xjv5yqNf4eGXH2arfxp3zvow3aqOuWpgAVxVEyJx8KZc+yatfRGAkKqiNhTiA3/7O8cufzO3/e3NqwEwDD8rOo7A3vwVzG0RVE+SC1vSx+m0JUi5mqrw4wB0dTzCs9ueYYIiJ7q0k1lPBgpWLE5f3G3bfpvb31J1ctH/bhDmrXwt9/5vn38Yd9ohWBPn4gkc1+/4lgRWYmYub8zaf/bbHzof5eUjyLRxYItlYVaOYeZ/kCteyLtlV3WsImEnYNPA1WcL06MtK22d7ejsv+1vOwKsS5i87EL1nF+kP6tsbl3/530eR1ssnXIsbhdhTJIqGCRDg1iVcrgJ6S6qJ3ehCvy7Xp0PCstaPuLRED+r7mZ51YucFFjCnsjeA+wAkjEbFaln1sn/yUFnfRsvCZYufaDIT7q9M8a//3kx7//1qzmfbS3pLATlapS/uMiYi0ZZ6UFx4dIVRAKNvCPu40jLw7yOEwFIabAjPUWWD60UTnf3XjuBb7/6bU6752L+6/Xf8r6H3kdHrNiyY7jpEtTRfbhuent3FiYl4HHArbXYvfsfACSsYjGkUwbNYT9Bs7hr8OsAptfkiIDB+XVeaox8TIihDBJeTXJ3Xqxd8/xXeGLrE3zisU8AsLs7TpwUtjJwlMqJH4AnQl5m3GFy2y8dquOaudtuZo47lZgvfb2TGb+9YztYmdm+ZcV518L0AKYKfOZZLOUQ6zgYM+LLVc7ETWLkRLVi/bb+1VRXb/8wRkG3mM2sST9Ot6PWgJvu/Ce/uf+m3HuuVnzxrjfZUHNov+/kkWvBE88NrgmPn8ZUTUZ8ZGI+gKQHvE6fTA5cgtoloBWegsHMMRIkqvLuM+eMJrroM4CaNvqwE7F86biOzz75WZ7reI5vbfgWf534AXZXTaEmlsAxBzbpd8UaiHwss6qthrb6vMCev/xNPK7L4evWMW3Kqsyr+SX+bl76BRKJiXjX9uJf2IFdIAz/b9GN+SfKxGNBlc7Xy+lx0plhtuHBk7GxeVFs3fYb4okdA7YVwK0ufr71tRbe8/A/OXZ5+4Dbz9pex0efnkFdxEPUGrjfcFMpkpu38OruV/l96DFuuTzjEtrLmjmOzt+LZsGihAvuSQcH37vuXj7y6Ee44G8XwF3/upcjySwf0J2/nxKWzQ8eXU1HJH2t+saoKCOO17HB6N9Xt8Xa+P1bv+eZrc/Qk+hhSWs6RXt3dPB1akYCER/CgBRaFgaqLjjSvDXxCXzrFXTmTYOmLz1IG/6d3BO9k0gqwvLl/8GuM7/J/PnpYMf2nZv2+b2xUAq/mx84JyVcDjr6ae78xrU5AbKpLW+C3daV6dAz9RBc10H5Mn7qjPhwlIvKzIJf2byVWCBvzq2y0kGRvTST6O0qGuy1Mvj2kq/ywb+dyFObnunX1vs33E80uYcn1/2CjT0b+cIzXyh633TgI39/hoMXrGBVZGABE+rcg0ucVMMEXNPDpB6N5dWs2/4d3EydioZUcSq11wqQaJ7Efb5XaVE96X0ZHtAwL5BxuPRZYy4R9LCq+xgW/XMzaM3GnvR1SDgJHly2i2seWMDq4A7uO7Kbvx8Zx40neGbGCXh2g/WSyRlrNPUxOGW9Jmws41+Sh9IzMx25vzG2hq49UQzXT67WlJOgOzq7oAV5y0e1oTlyz7lsf+7rnN81IWdx0G4K5WbToxW9vmLRtnXLNoJV3bkYEQs7V1MEIK5STKuKckx9nAnHfIBpqULLxz5iBhb/Ae230mvKAHGPH4+GSZMmoc38byhlGnj7mPNtHPwO+LWiMKPUVTEs5eXkHzzDsq0tGNMSOKStLs0Zd1VC2aQaGgke9im2xZNs6k1fE8dwcJXBhd4NfDi4HNeT/pzlBIr27VppN1sksi5thXDzDQgkEsQDTXQ2HcmhNWnLSsJyCCUs3nx8e79TULiUwEtrV+N3fXi0ieF6OHfpFKoKy7d7nMyxe3Piwwds2vRjUpksrLX6MIy2OCQKgkD9mnvOVpz815N5etvTHLtpPRunwqqDBrbsTG/z4XEN5u2s2av42PG5/2DzO9/Jg3fckHvNpn/MR7oBCqMnkAtEV2Y+biXLH1b8AUin1+IMHCCfjdvZ+sEP5V7b2hHmdy9t4b/+lrY0LWtbxozuI7hk7WcJWDVc+4DLnU98l9pk/4nI5Q9dzs+X/ZyvvvhVLvr7RViZ+77cNUEqSnw8+5u7+OBPfst/PHJvuZsy5kk5bs6cvWx79362Hn7MCZvwrzbQgYK6B2b6pqma8ysWuwv5wjNfoDu2DMc16NRVuBq2bL5un8FZkZ4QRkFHWK+r6Uh5ad28kXimuNRLz2zLvb89Iz60St8qhgaPvzggzkHnsgK2dkZJxfKCyWunO/SQMZH2zXtylo9ew+XZapPHvA7bUya3vX4da1v2ne63NbS16LkGXpwwEYBbtvX32QNseWMLbiJIcups4occi9fJx6pYVtrl8+WG24o+05Lw0VNXRciI85I3HSynTA+eAutQ0VofSnPUsTfRlprJG49upWPPI/gKovx/s2AzW+f+LzfO/gf+2DN4Yo+yun0dd551ArUPe/jCYwUxDhltc8vUOzm96wTQEHG7ufu7Cwkqfy7NVrsKghlrVIHbZYrX5QcHxTl51/kAVFk1uVgLtI3KWIlcFLFgvvNNWg7/uPH23HkFCGeCW1Uuq0nzZt0SHvK/gc+0UQ2zcvdIMls/xIygPP2vo2WaOctH2Bfgq1/+IoFAICd0XDSaIMotHtRs5RCwXbwanIKAUG0kiPmStIeTPLv0VyivSVylBagvnv79J5VN1OnF03gkd37+M5h9xstpZnE7G7qLV45tyFzvhYveias1jaG8ODG05rXTvseb86/C98uj2LO8Ee06fOO3i5i5JP379za9RHDWrXhq38Qlf09e0fIh7ln/Y36/6TtooKmrmYbCrJBM+m3SCODJrMfj6TOI/73lA/iWdeFfkG9zWxPcf5ZJwknwvVdvRLsO//1pD68ePrArVmUmFLap9+p2ib2etsLMfzkft9FTSy7mI5VIct2CtHvw9G3vpfGhk1jxwi46Ol7m2k3v4c7jfsR91XEiGQFcaBnZmhw44y4rCrIBvGnSx7Bka7ovDqVCXLb288zpns9ZW97LyeuhxopzVEtd368rimdJOIlBuZhGg4oRH67rsu7Fp3n5xFN4qPqwktZlGAyO7fDGQ8/Q0z6yPvzRonfrRv59++0cEV7Djo7hr1WxP+ykIr6ngYBZYEvNZi1kbuRVnavY3Dubv294D99b+DWW2NPpTvpItS6DWPF1+PuuHdy2/DesX/4gwYKqAa6nkd7OKupnh0jGewDoWfNWzqXSGkqgtcbNiA+Fic+XrZKZ9de7qIxJfE2niz8bV+CGqU6kO2LThUWrtucsSr+tS7KoClId56M1uFGHGx5cyYV3foKfvvHTAc+Ji0tXNEV810dxkhOwvZpA+NlMu/qjXRe7pQtvMj1Iu4YiNv0wanrSg04s3gZoZp+V71htA+Z1bMTJHE+vEaNDhdAeA8fO/w6cPoOB11NHfaALx0iy8s1r8KLxuy5/2NPKRxJ3Uheezoc68iL2tt1/p27Sk+DRqKoJBI6/AqNpLnZGfDzd8DpPNr9MlV1DNkfV8JqkMhkfhjmbQHN6MMy6VTSas2sy7xeU4861Vafy4kOBW533R+1oi2JmXTKZ31dvJobCSMQx+xSy6lYRqk77MlWJOGiN6nUATfXBP6Vm3g/BiKPX5rN/bI8XJxM/Evf5aKyry1yTvLBxjACGWVz23cbB67p4ANsosJoZqfz6Os5WtDKJGumZtCcRSx+CgoROojS8b+EyPvxSfoCvoliJ+Ds60H3LxWeFkZMe+pONR+beMibECRpwRrVJx0kX0PnqRDTg2x0lkXHZBSY9ygW7z+CSpEMyY0ED+ERqFgHtY7LVjKkTdAWaqM8Uq1AaUpnzZBk1ucwff5/02q6u2tz2RmZAf+Ss9LZ1hubKpnYWH5uObTD13lLSTazaRuqZxq7Nu7jvvvv2Oi6cuElzzor0e0tnzaHj9dfZ+ddHeOCnv+GxLenrfOyetOB96d71LH3zCnY6SSLBFnZUt/FC0GLrgv/GdvIWyke789aUopxuDYmIxdaZF2G56d+ombkWjtb8/qXN/PGf+XowE7rgqWPmsGFyIy7Fx+o4/S00T2/fd6r9aFEx4uP11pXceOVXcs9jyf0XlSmF527+I4kffJm7r/rA0L/EsWDpX6Bj71UJ+5Ky3RGJydhy368Jugku7HgBG2NI5YiHiutqllU5RN1Dil7v24VoNCnHw1Pb/gUfsMqZSleyhpbHLqfz90fgZsRBynVZve4G5nX9GFV3OwEj38H7zVratsxlziW72Lz9+wDEvPfw5xf+l09tvZXW3gS2FUNngsCUVvgzQRRGZnEvrUBl0gSTGGkTubZI9v6Ow7du4N9aL+eQnmqenuTjlZu+nv5MwGTytBDv2bgHvfnTrNv2ZZRzJa32m9y++vYBz4uyHL556+PYoWMx/Wnzc213elvlOOC6RHuTtG4N0blrB2+98E9W1h5J0M7f5j2TJlAdThLeVUUk3soxvvzM0bPnGGJBD36j2Bz8pO9NTBSJeD47pG+mjYumJwiRug1g+fBrzXsjUU5JJLkifjc/7GjjJDudEVTjBDkvdCJNqXqen2lQde7X8c46E/Ow9+At6Cs3VO+gbeq3UBlTslvtyS01r1QdNd6s+yxr+dD4si6WjClK4+YDUbWFcrPiQ+Pz5I8z5ro511ruXGWqm6pkLHfNs4RVAqUUtbEoRnsC36IwbpWHWOOF6XNZtZnNd36VWx5/i2frTkbjy7Uj5g/gMdLfVyjitMeL6vMrt3AwHReP1n0yWRw82svHfD/ijuhyeuxGIkbGfZLoIUj6Nx4tqPHyvtfzs+4g+ddNqwpv+1aMZHGwbHbdmfa3PoDWoGvSC84ZGox5UY4Pmkz0GhxXfTzhIxtBaUwUnRlxXp2q54j20ziy7cx+YjXLjJ7DmVT9HuozEwJTKxKJ9HlPeZtzKbbZwTeLUTBaezPHkg2JubQ+RYNpsXJOWlR7XB8al0SgFbfgt+0qD4npBzPRcyTdW7tZvXo127blrZ4dHc8X7fNLj7jURTw0HDKf3u/9D+Hvf42kO3CAceGiw1qbxJXm0bsuxNdVP+D2RUQ7efpPq3j20HfzpWd+xIL7TiG0PP1bd1zN9x9dg1XgSartWoVWio1TmpgYyYvu/37pvznz9yfvdTfidhklplU3Fz3vbV874HYtvQnecfMC/vza1pK+33n0Yb54lYdfX9bBm+1v7v8DA/H6reiHv8SOpz5Ab2hw3/GeX77M8Tc+zVfvXc7m9nyqo9Yax3XQWvPsH29j6WMPldQUOxZhT3OcDdMjGMFdRUXH9objODgFwY+pVa9z703v4rW1+67/0Bcr6TDBvwNqiwt0zWwo9stqrQmnqrkID09Ty8V4CRgxNs2pZvnRNSxblg527LFszuQlAOpmREkVdOI1nloWpi6kJmLTE3mex3/zHi7c0MiK47/D/OTZ2Kt3kYh15wYzpTV12UDTwnLvWfFh+PBrsMw24tMP5oQZH+BDXRdzYcfJoCxObJvApqblpE5sZtsxR/DK2e/k4PYUcWcKKz0HDXg+ahNNNMQm46Z8bF+3pd/7ynWx3nwR/cuT+fN1z3Pf/yzip9+9mjVrv0uPt4FApHhA8yQsNj0yi2XP/xdfOTcfNDmh82R2nHoRdX2WL4+rFIaVoKl2CuvM9OzYUcVi1MWly/LieOIo28ME26G+YBb5UvUk/uw9B6/j5dpdn+LTXf/CD/Z8gT8f5sPwp60Aa6bW0KCPzn3GMqPEq6aCMSe9j4AvZ/nQeDjrpNzZz7QBglYNW57+Jm7GgqALBy1tozJl+R1cap0kv93RxtMdvUSSDuGq4jqavUZ6EDRSCXy6WHzsNtOWtWAygdmaiUWKOcQaPkzvxGvB18mlwZ/wsxd38O9HfA9VIF5i/gLLm6Nzs17XY+JmRlB/ZsbrKo3SLqbq447xaoKuzT8P7qYp2cCy0HSSmW2q29uZ6KbPacgJMZBdzFcQZNrQdSyKdAyTv2UbRmbwd3UUFYWudYfjaBuvtphmG3ylN8Cm6MXUZNxShlJ0Hj0Vz7QTOWT2E2zJWCKCVi0GMMGj9mp9uGjdldS7fsxM4K2hIZZxmyrtYGaGKLPPCtJGYUZQZn8+BR9pTHJ6jUM2rjuYrOH8TR8jXr2TcMM6epqW5z7X6c9nge2OpxfYi8U2obVGa80ri79E4kiXrs/auFXp/V2yaDJuoImad/4UVTWBbtVJfOcnSHWdWXx9im6PvKT0Wvkg4Z6CYnqFt1Pra7/HnHEVmxqWcLXnO9R1h4mtTMfxOJk+p8rJu04KXVqTu/NZaP/c/E+iAZsG0+XcGot6iuNB1ECFcUaRihEfa3YVn+j2noFzr295bgNrW8J866FVPP3bX7Jh0at7/c7/e+BVLvjeA+xsL46JWNyyeC+f2A/bX2PprGp+GUzw3Ovvx3VTtLU9QTi8asDNU7bL2pYwjqt5YNku/uWnL7LsgaeI9Ua54c9/4FP3fZrdm9ax/MlHeP6O35W0QFxjOMzFb+3G9rUTnP5nusJ7r+HQ3d3Nhg0b+PWvf80tt9ySEyCvf+HTfH/aNj638Dr+8Mc/kEjkZwm5G/zvG3jz2eII9o4d7czfpghWTeUF7yoWetIz7kMnFM/IAymX6dUtXEcQE8W3COJ18zdlT+8buC1v0REvcMHY4Hf8POZdygLPaqo89VjJauYtcQjFavH1LiLcdAkArZNP5kO7TNpbNuKqvFm4MZEx8xcua648WMkErhmkSkPvhC3YtY08EVwJwPzooUSqm/npOZt48tA/8a+vPM47X3merTPmcUrPEkzXhoIBLp4ZAJSj+Piyb/ORN/+bKmppbUzPnKpSdRy/60ICqRpqepehot2oro1Y1h6wO3EaL6R+ZgTTtXEpzue3Eh4MTKKt6dcTdnowtA2LRnMiSW/x9rVugCqnh/XNPbzkXcNf/AvoVMWuOBeNU5cAbaAsL3Wui7/g93b31E0sb17FhMQE2nxdfGX2j0iaSWbH05OCDhViiW8DvtojODqatnh5tctE3YLHyRSfmpzMWT5sbeI9KFN4SuUtH1O2X0CyOy9adSZOQmViJryZLBtbOUxybP536TY+8+ZmIokUDQ2T8cQn4GTSo2OZGbVhpfC5xYPnBrMFF00wkcSnFJdFvcy10u1JBY+HGkiFDLQBV/3jzxiZa2BoRSKQt7yZSQdvZmhSXnAyLgu/k/8tOK6BJyMsvAWDeJWKUZ2sZ370UA7tPiP9Odfk0J3d1GRW7bXcYsHeHNJ89QGH48Npy5nX9aEK1qjxdbfT3JGeVpumgaddodxWLCeFR1tcEvPiQdFhnwwF1oypu1vo9h7PrEMe5vpEuq+YkpjKubUezqzxMN0qLgiXO/7sEJR1p7manqbGzGvJnOVD4UUDPTQA4CrFFasf5+NrnkRF0u2Y4XOZu6meLU8eRMfq9HafeuMaAJL+dB/gePJ9kF2QLt6amAvAtlXrOP9Lf+Jd3/wH31l0PV1fskmc6BJ6d/p3VJ3wUK9qUaaPwAmf5iWjGjt8NMnWdxcdl1U0sGvMrMAsOGf3HP/D3ONC8bGqpYGWpROpnno/jzfOzr1+bN3/clJiD9cQYGpGULr2LpyCLCdHu5iW4q22fPXWy+osLqm3+HBTJmVdeXE8k9BGI+Wk/5KGb1MS60JQYPHauHEbx83vv102IFADf2zr5aC/3MFPTjmj//clUvx8YTfg48/PryA6M9+hZPOos2itadsapumgary+/jOASGQdO3fdxQwf3OKpZ2nIw5I9x+CuepyG+deCggv+pX8WR0tvf5Pf3x98mQQe7px5Eue2HMaGnrypPB4OUVXX3+wXDkW4//fPMf/Mgzn+1KMAOHPjbsI10/n0i3UsPngT6x78X+b8xw/7fRbg5z//ecHBQjgcpqGhIVcJFGDzjs08fN3XOe3Y+fSesoxYbDMHH3Qny59JC4/5/zIdpRTLn3yUF++9g8MnH0m8sYmNZtoFdbAzGTdSS6Fz9LIF06j5UAcRnWSTp52DnSlMXBmDqfnmJG4/l/8+5zG+nHnu26xoq6lmt5kWjA3BKdz16I3cMP9TPJo8kx+oB3NZLADatfnF3TdyonF59vCoi2ZiPbSL0gqtNI17Irz1zBPUx4OcrbsIF/jnbRziKsmOQB2pplXU2e/iPx5Ml4OeVtNI04QrmHyKh5m73sU7Wnv52ay7WXPvH6mKm5y+solJ1atw1VHs3HItDcFuSMI71l7JpOhMjuk4meODQR6b2kXI8mNF0im0zcHPkrAV5+9ci33MnKLr5e+GGRMPYZUb5H9fupreZB3/fuKPuL/mIT7pP5YaX7EFwIOJr8CKUZgBksVFMzNYT6eRJBpqJEWUjsSJ/C2whQ8ktua2c5TDbVP+BsDfmp+iKZMN1GHkxcz3tn+ZL839AR/uvJjTW7dxZW26m/KbRs7yYeHNm42VAxi4SuMmihdmy8YtmJjYysGbSZG0calVDs+/lqBTabZGenhf9VzsV74JmUXnsqm1pmXhG2Dxshajm9pkgrPb4EjLw5GWh9WuBkOhPLHc7o9ft5olTXNJkS7PH/fnxV3KSuINeLBw8BuabKatzzHSvbMChyZ0xsrg1+nPWspBGUE+ufRGuqY/jZMpbBd0TLxuCl8mM8Xnq88VlQL4j8dcjtuiOXqS5jEggIkdL17r57iGc3ma9aQ8CjcGB51zPx3Jc/FqKz90uiG2eE16zF2cZs+jMRGmNjqV3677NKC5gQc5uvN9mGaSGIoq8v1jeOISattPLNqnzlg+TNehx5sOolamnVuLR+Hnj3yO59QlfFX/iGAyybt3rsKf7OaxpWfBuTDTqWbz62lrxjp9GGb9G4Sa2/EnHEzHn4tymelThB3YVZD/mw1oXfvyBrbWXgQO+GL5/tVpzvc7i+02DsPlyQmziFsDu8iLLB/KxTUs3pz6Crsa1g+4vepjGepeZ7P8mK8wvfdgNs38BwdvX8OWaZ082FaHDx+n2gHWE2ayuYvNZi1HNZxBV3IPO9XRXLRSc239tbnvurPbz4yIw+mTjibl1yjt0DPlW5jWwEHqo0XFWD6OPnICB3VYuaCyFwrMU1m2dkR5bNEGzHlBGqY4RBqn89f3f4EvPPMFOuLFNRZWP5Uf1Ff3Lua+g95FbNuVuKlm7lt3X9G2Gxa38vcfLea+n/yOzd1rufG1G9kZ3knSSfLk1id5/vV38/zKV3n/mlNZ3JO+eX61+r0c/+oyqlqPQtk+urreoi/tkQSGr43quT/BW/8GAOub5nBnQzpF7sUptbzx8z/kto/2DJy18vCfXiK8VvHy75blXnNQLDv2y7w5/ypOajsPvWvRgJ99cOODLJmwhKSRxJdoprntDJY9/xrxeBsF9cFY4zZxm3EMbT+7hbbnXsF+aR3hcL7OgpXx6//u8Z/w0LEbqXVO4i1P3v/aYvRAbzXnmMvzbTQ0Bg6LvKt4zbuel71rmLyhWJDt9DexqLWgk9mtiHvzPcPOqiSeOefwpbceABziTVOZ1FTLebUeag1IuXGmrA/mLB9ol8a5aYHmKDs3czvxjc20P7Oe47sNUv7iYNdeFcOfhETkUcLez1KfyrsWpq6dibaq+fzCjfgSijeiXRwZn8uqpX/i2J2T+VTDVzi45lhO87nMwqAnmZ6tTIrOBKAqNoXDrEYubzuJ5cYJ1HvTgWi24SHhBpjh24zdZw2YQNigNbGFP7V/kq5EE9rbxV3RMAllszj4Bp7qpqLtk8oi4Oy7q3CUgzlvLfXdx7Btw8VUxebySHMrN051uWdyJgJfaz7+5B6ufDx9rf/e/Ax+x4dGs8vIn7Oksvj95u9wce8Z1HYfyXGJwwHwxYO5ol9JpWkKpNtZGHB6TOc5nFOTP143Y/nw4UFh40ulhZONk3NTNGuFnYkS9rgNeDKiJlvjY1J3b9ECc1ke8y2jPhpnYmGWc8Ys/t7lG/jy8r+D1milMNxM4LE20QWVScNJIze79ysHJ5PpYbo6V8bdcubh6p70Nng40U7P0utT6e+cEZqJZaZ/9wHHwDZTVOt0/1YXnEKqIMhxTiYmwPFmYiww8GFxZMPpBM20S6BG5VPR9zRMo3Z6G7PWXInpOrnF8Wwzwav+jaz27OTP/hcxwgG8roclbcdxlG5B936MKW4ddwde4a7Ay0UxH92znqR75tNFdVmcTLE103Gw7LSVJOioXKCvVibPuemF8/7GR5nWCwtPuYE351/FrB3prBAdNWhrSLJheoQl809ldng2qUAH4Yb1qALxeGyVwTm1HiZ58oLo8Ma0iFhfMz33WrWZ73+UNxP4rl0Wed/iR7E9/CnVxar4WQxEYcyHQmMf9Dyvze7v+g5Y1czuOgZPYnLR6xr43HNTeffiGLHmczLnRuELTAFgYqiVCxqaOLrxTN5x0L9xcN1xnDzxUpQbY3LqdLoTXXidvMjdYZn8yvxvQhOvRavsgoyjX0KhkIoRH8+++DqffC7MlU+F8FmaB4wjc/6zLH9+fg1/ffxG/vj7G/j+I7/mx7/4Hy5c9DIv73qZny7OZyC8vKGDWxbvoq7eRh9eQ+vunVjuRJzYwcS2fhFb20TfaGH9urU89sIfWP5gelDv2X4on3vqSv62/m9c8/w13LL0Fv7rxf/i/jUm0TsOJ9E1g/jOj3MYVfR6v0d09z3YqpWGXeex7ZUH+h1TZyRFoPl5lL8DY84KtKlYZRav22FY+fS4cOfA+e6RVpdk7+9Jhe9h45I36e0NY5keGoK1nFptMj11NGHTz6YlC7FTKR748Y0sfzK9dsMNr9zA1totLJjzT+p7jsLQHja93s4rr16cy1y4sOc03ps8np3+KTx61IdZu+rH9Dz9Pti+OdeGRDR9Iyw4voP2OotuVxcVeOpVMYxokOS/BLiu2aXZdHnt/N1M6IXdnh4AtprtGEZxqtkvAqcwpfPrGCGofcgkuNwgEMhvE1EJgsd+Au+ss6ma8wvmnHgn86unU28qjq0yibphLDNfQ0LjctCnPpdus2HlxEciWM1RnpOoDbVj9qmX8IB/ESlc3K5eeGseze39y8DXr2nn+j/dgr/J5rjoYbziv4Kju2fwQnMNN9a8yk9Peo5mb9qcbfRZgyO55iGmtO1krvUN3jH9s8yMe/G3/IbeZRO466IgqD6Fq0wf3oJZXfXBP8s9rknA9OZik2ASG+9e/MOB7EwcB20FCBgak4Nobp1GxJdu70MN6d/k5G44fa3mouWaYFJz1FaXKdFJLPCsYYuZtxY+5S2OdzoseRA1R/0NTyqQc7ukDM2Jk9Oz55z4UNBgmjR6DPy5BdHSgeU+7UGbCXY3pQdlWzl4nLyFJ+4p7og1mkTG7VIdTzApkd52ituQXxkX8Efj+AqqAWfFx2ef28Y7t77OUaG30Ao8GZeaRxtFwZMx15MTHz7loI1sw1OYmf1oQ+Wqm/q0B2/GYK0yv4Nqw0fUk7YcBSyD7ce5BDKr1SaVzU4rjs4cU5Uvff7erE2fF4Xi4KqJHNN4Dhcf9Ol0GwuOJ5RKD4pGdQTDcQgojQnYNfnzZSsX2poxMtaLOltRZahcKXyAmMrHJRh2FW2H30msKb/mSVZ8GK5NXU1aXM1MuQVZRgpsl4aIw+VPBjm1PS1QovUHc3h4G1rDzq1H8NgZLbwyvxOcTfjcgtiaguJb6820y312wMOaxl10+Ht556xncTVsDKQXN1TeVqrcfFJC7JA4T904l1dOPZMZO+Zz/VPf5b7Hvo3P2M38pMlBdvE9Vv3XAqeCsrFqBnadv2fV1bxj3b8zv/di7KpaorOPwPEHcDFyrpqJ4cxvx1E8SIr/JEpgWt5yZJhedhtdaDTVpo2rNJN7p/Ce7e/B6+Yn2ea2CMYeFzuZjm9RhW7jMjBi4uNXv/oVs2fPJhAIcOqpp7Jo0cAz59GiZcNGvBomhhzm7UnhBj2s+9kvi+Igmls3ErAtJnV3ccjOtOq9/IV08aquRH5m9ok/LOSFlEWqzsfkPbuYtDN/gbWTVsjd/9jA9/60jS8+MYX2cL7CXmtm4aF13et4cN2dAHzudsVl65/h+wtv4eqIl89MiRB+t0PnlyxSkzvonvUUVYuPojdm8ek/LeILd/+C//ePy9m9Zw+Hpbwkq8+md/INWCc189kddxQdt+nPz7KX/zNvaej5+9/ZdOk7eeGPL5Fs3YPpQFMkziO3PMLV1/2aRLCBwwIGU7wGH0jOocut5cEff48Vzz3J5iWLePaPt7KjPYyB5uNNNjceFKd+dtZ866BUOCc+/nPPp7gAL+91vExoPA2UwdbZl7J8QcECbJ29uJlYkUuiJ9NjFpv+wyqOSgR47/Iueh/5Be/TM/nXSTFmbLimaLtOu7jCZKimFbPnNOrvM6l90sTpOTRXvwHS4kOjMaccgxkornPgUYqQDhP2BnIrkrq4VFenrQ/xQD4gLhmswd61GNe18kuCF7AksIMPLUp/vyfa/30jYxq/pP4ZPtHxLr5pHM8uV7Nt2x2cvfhlJj+8g0NnrWd+7GVmGDuLPms2zOR+X/66HxdJ/wZj64Jo084Fy2ZJVtVx2KH9C0EBBFL5uIOgTl8DR7lFA24hWTdAChuzZw7zLr+W2nNu4R71/tw2q1OZzrPAEnblEy7fvtvlnPWT2eApjr/qNWJFlgZtpHBrd2PawVzsZEopjGz6c0GtjCwnV5sc5FW4Oi30fHhImDHenJ12OyawqEp5iNkhNoSWUCwX02IqO8sPJOI0JxQXp47l/NRRXGjlxVmTDuNJ5g9MWQ7NPT20TzgWjcJ7SDfVkXBusTQTA7cgeFQbRk5keHBz+9SulYszsYwUbibt14c3v8ha5rgP3bCDRCaAtDppYTV4c2vStBm9rE1ZdDYdhfaC9oLZdAgtgfT23UaEoxrTbuVsWruhDA6z0yvkJiMTc21ttkyuqAlyXq0HM1j8e/DoAIZyAYcZ4S0EjbTAyxIrCIrsjKf3Y/nzCzvaKmv5SHHI7HTMTl2VmSurrlBM6LJ4x9IYjb0mVa6PGV7FZQ1ePmZV0x6ZgJ2o4uw9ZzMlNoXTttYxf/f5ue9PBfL998vetel73gOrG17nxWnP4Ngmr9bOYPXBzWi/wez63zEnlO8PlnUcxf8t/SJL249jce0RudePq32ES+I+PhYpTpFe6M0vjFg16zeEfAPHGDbF05aMWV2zic86jMCEFMbcJnq9+QmSlSlEp2KT+InRxZaa4pjCp7xv8phvGZuMVqqUi4nikPbTAfA6+evkXduLd2UPTizdR3r3UqV1tBgR8XHvvfdy7bXX8u1vf5ulS5dy7LHHcskll9DW1rb/D48QfmcTa820+bEp7KJrvaxL3cuCBScSi23l1TU/51j1TQDipg8707HVxqI4qhanvQ2tNbs3duHT4HVTnL1kOZeuS6v3UzDJGiv9XTN5Zc3NqLYF+IwUrU7DgG2auzPFb26xqYvC90/+FHfNOBu35W8EvOnB0ZmYNx8njRiPvLqdF9a183Lqtzwe2cSq1Tfic/zYgQu44M0Yk93+8SSzLn4wF820qb2T37y4ib+8vo23vv8Trpj7AVYtsjC9czk0NIvTNu3GjrbQrjzEaqbQ6t9FjCSN2sfy2L/gYNC2a3musNItP3+RM2pspr3VyIZ/zsQ/cRUhw8XpbcDeEGBD/XRcq5aoHaIlvoVpfYoILq3K+0s3ferf6bntOwAcaU8inJH9jZG0Lzuk4ngsP90bMqmMKz7CLD94k7OLvjPUlA5gDPTOwRubiD92COeE5+PfnZ4p7ZxzFC1G3v3kKk2cFHirOG/JxKLvsrVmVdKk3d+QGxQcXHye9KDsGio3cPQ2NmLtXoajFIFMCmeVzguoqErxvhXp6xpM5s3g6cDbFOgUrjL4hfs1erzp77zrg19i5p50pxmIdzNj8elcEJ7MRdvyefouGtdfx2sH503lOrtwlDaptXROOGUzNuzqegJ5oxM1MQ9Hbq7FcGFi8hJaM5VkUzqVXwulr+tGezkvdVQuWNJSDt5Y2uXzf0s/z0AECuKFz1qd/uL6lG/AbVMFdSi042IYDp7MLE5psAoFVTYDpuClZo/BSdUeXCK5Y48rm65gWviFjDi+pJcXW+5jaeczNDrF7rrs6rmmVngNl5STYKY7gWoCzHQncKidDiyaZPmLOtFLF/wXH3/KZsXRn2PnQeeQqjqWjobm3Bo/6Zl8flC2DI0n03DTUGSLiLqQS5G2zGRuRVuf9pDKVOPMBtNaniBWzm1hsSVxaFF2TrKmm/CUE/Ge9AG0F6rO+X8DnvMsPiOQi9GwU/k6O8dEM24ZU+H2uWza62PehnXUND7JB5a9gU+ponVxsplDAK/21JNy4Q0jbwHMFo8z3CTTZ6YH5PkXzcoVeLO9Qb6wIMa8PXnhPr9asdVop/bwi1i/YyIRdwqTEpM4s/VMjtxzKl6995DGVzzraLYmMyWUjofq2uzhoFQEd1oV046L8Ovf9/Dfzy7Mbf9G6/G5x96C2hnNkXzQZqEb6bHz8sJF7aV8fWFtD69lw5EPc8gJC1AnmUw5Li/MHK9L3aww/j0fYG71HXxlZbq2z26jixe8q3Lxa+vM3VQbippkkoeTJ2Brlev7TTd/Lgwr3VfM2bPv1W9HmhERHz/72c+48sor+cxnPsORRx7JbbfdRlVVFX/84x9HYneDIphK0utJX4DT18bxeA22zWvAdnpZu/YbxPfcghFSbK+ZxIffeSPXnHs1GvA78JWNP2DWxs/xxnObeOAny/lsGL7oX8u3J53F+xuPY35gBj+jmtvtGo5MmXS0fpH561bznwsf5NYL/wt/Q150nbjB5bNPOJiO5jMPaxqjsLu6mVcOms/js0+nq7YBgOZ1H2be87+iqjOtsm1vnNeeWo2nNm+SjpvtpAyLs9bVcsbaBF96JsT8xnOZ1xrik891MaPdYoYznxOmpv2SL+pebnp8LTc8uJKfnnkNLdV5P6PtTQfqVYd28972l1ly4jt4zbue+/3pG3CHPYN7pr8P8/6XmRZKkfAFmBJbz+EBm/a3mplyUSdtb3yOOtfgUbeV6O0zuGz1To554zQeb1vEaxGNzymeLa325Sv4ucpH6y/+juEadES7SWbEhz+TqRJRCTwpg1k+xb/UeqiKzCDWciRhVVxWvLvZR83iScxa+G3mvvy/fLhrMl9NzqB67ifTx1nXSFLZ+FwzN7OPqAS6dgo6dASunY5BWOjZwAbvdmx3Fs31U3Mea7vAX6/M/IJX2vRhtSxnpr+GOm/6tprl5MWMApLB9GzGnwkUdpWJHXuKZM8vmTbvODyX/pAJbc/w+6npDKumZH5f3owZ3eOfj782PXNJ+XronrCYF2sbee/aa4r2ZSsTnza48OVITnxkj9cO1uH05L/7gy8cxClrmzh4Zw0zjXdgZdrvkLd4qII4gIl75nLoziidrUuIZqonJrE4PDWX+p3n8NHYrH41WaaE5jC75zT6kgr0tTmkSRZYB5IRD+2JRsxMGwxXFcUQZE3qA9WScD3pjr9GB9jTbKJ0R04wmlaQyWdv5Lgj9jAhEzMRybgc1php65I3ZRPUKZIFqY2QtkAAeGyz6Fj/859d1GcsE20TTyBd60th5GrDGATc/G825jPITGxRhkn2FrFcjTfjwnEMm4aMq9CPB9dOH1O2cmssWIOVzRaxLRYFz8JXEMDo6h2oKUfgmXMs2lt8nk6wioORvbbGawRywjmVyscN+DIxAilsoqp4QNUeH/9x993M4UVsw8uauiU87MvP0Bd419Cu0m6MGifIn9dXsWXlk7n3s4HEpo4zbUpaxM445qDcRCdb9bSQl71recb3Fq9619HwqgfTKs6Gc429Vzpe69mFV2k+s+GLnBM6kf+z38/nvL/k5M3LOHv3j3jyIgcnW8dLw+WR2VyEhznRLRyUyBdj86fy13KfdTO05l0LXc5YnT/3J+45n3l+g6CCoOtn1qaPcOji/+BfX/4YZ9nzqFEWZ1U7XLRpF3OndfJvJ/yFDy3fzOl2uj9/zLeMjWZe5Owxu9nWEEp3TEASD6Ynwfzd5/HZhT9mpmVwVtzDF9Y3UBtzqSpY1bccDLv4SKVSLFmyhAsvvDC/E8Pgwgsv5LXXXtvHJ0eW+EFVxDO/Db8Np61P8rd176VjVQOr3+jCRfFG6jRWTpiLbXrY1DCdpOmjd8op3JSKcXfM5Yl/pGuD1LhB5uppdNsuNd6JXOBLB/9N8xh8NOHDpyFcMx1fpprlpKMfAtfGtONc93eXS5Zp3rFE56Zq4UAjR6ZMlIbnD7+Q3S+8gwnb3onhBJiyMh1f4Poi+Ge8THD63bljCjkNOGaSD3f4mOMzOKHK5IiG07h5icXsdrhtYYwpqz/DPP9ZNPgmMcXRudtjXXUtR6fyQaxamWjANKoIeCdhZRb1SigLW9tghomY9TRv2c3mifUEUgk8O1/gnJ8HODZ4HL9fcjBW/CW0G2N7/Uz+6+wvAvDZlc/grToXwzsjd1NkqYvnq/RFg2mLxTtXf4nApuOJZ2ZycxK7UFqn6x1YmuOqPNSaimOCJt3LPtJPfHhVgKan8q6XGT2nAuCZdCQJv58NDekOKuj4qMsE5T3rW4Hpq2ZH1VzsRB0tqocVnu2s9G/CNuPMn70n7dcGkgX+etOjcoOzNv0kz7qaJl8w15E2Wn6mbndy53H77LOZMPVmpjjphZ0cM4C21jIlOIfJVbOo9jVxdFeEF/1/BeCyXem2njzhHbx31tVM8KT3dXRNinl+g3DjClxPnB11KymIsSQRbODF5rMxlIcjV9mkMpk3tZnj7W2aQdw+lStWP4a3IItlWmcN59YF6c0U1wo7QbJayzWzKauKmTtWssOdwk53GnYiPQt/ybsGF5cpq/+ND+Lj3VpzUFsA01HpznvVNczr/Rihmrw5OnjmtUydelzu+SlWvqjcK961uUGy267ll5s/gkflLR/egoXpdGYgTJco75NOnpmhN+gquus8TIxvwJuxQgT1BI7bdiOzjeswMkF4GxIWb0VjbCRjHWvfil+lSLrFvzN/ZlbdU9VLvS4UQt6Cxx5M18XUPoyMY8fEwK/zg6Rtuvly/8rNCcWkC2bm2gQ8Bg3+9EDh0x6cPuKjZ8JBOauPrR06jWrWVv+FGp3ep8fwEZiwg3DzUrSn2Kp0nFMsPt4/7+sYyiCYSdVNFUwY6jOVcjeb6SyJereKRjdtDdnWbGKZJhNDVeyYcSIRTzi3lk2Wh/xvoNEcFApy4/0n8Ik1h+feS2Xudw9xJk1K9wWe+iZ05twOkGyUG3g3mHu4eOk6qhLFM3nHHHjtlCzr/Zs4p6qa63d9luk4JE50+XbqBh6vSfKHk/y0Xull3a55rHjrPZwbmcO3qeI7juaLJNOiMtjEUX3OXw4NXtfDjdu/yOVd53P8Js0ViybyX0tO4vY3PsfHNxzH5zsu58igyRk1Hg7zVHNR7+k0dKeD2Sf2fIhj/CGavQFOmHIUzYs+S9A+mOM2aYyaKXs9pvZAnGRqEwqXI9au5cjtx/OB3e/HxOQLiQDvsL1U2QYXrekk6H2bpdp2dHTgOA6TJxdH706ePJm1a/sX9komkyQLOpJQaHgrj2ZZFa4BM0rSb+NLNnPMtiSvnHMcf2z9KgHb5tO/voczost4vjpTuUhrYh4/C+vT0c8xIJ7qBU969pWwPCyIOAQVXFyfT+87v87L9pDLGyddz/HLbwZWMXfyavyrf0RzR14xX7YtQNJbB7TQPveDXBbzcZ7SxGLNRKwPkElnx3EVTrKaaKCFWKA4VmChM5XPJudwvDYhPzGl2TSxgy00eCeR1ZdVZi2fWP4wn/Q+y/879YsknRiOm6+HkPRVs3vqmVizP4YFVOl1uQW8d9POEVYPx7m7eObIuQRS6Zt8/rbd1E17N2tnzOOcVctw9Bug4cvbWvjese8k4g2wuu5wPKRX4bS9UTwxEyf2FK7dxix3Ilq5KGXw9FHnc15iNdPDB2O5i3PBprN0O29oF1uZRH35HsinIBDrItyQWXPF1biGIuUFPPnZtNfxgyftc37ofZeTNXk7pGehAFGVZIfZyUTlx1jdQKeRr2ni6B0kQt6coIgXpND6DCdn+XA9XiZNOJqNqd5coF1Ae5nclmDPzGripDh40hH8eWUznm0v0d18FCvmfYR/aXBoDkwjQoJq/JwZPwOeSrJn8mY+sNLDAjNId2MtU2ybQFU33Z4drEsZ1NetyscHKBerYQPY6fLXz8w+jZNPfZp1rx1O1VF5VVJr+cEE2wdrD/8E73v1v2mY8k7AwMXFlzHzZ4+1zZ7MRM9OLFPjGtmUVcXE9hVsn/kOEmg80VVYDdW4SrPEs4WT7YMBOCe1hgktZ7An1Mrimfk6Lna2Kqky8Ew8vCgo8ShnBpvNVjqMMC1GD6vNnRzjzKSJJBCAbGVaF6riedeZ0pn+Q6VN3wpFlERaMGYEW5Xrp8rQJI0opqvAhHo9FcP14Y9NpScjdCLxN9gVfgWrKR3QZyaiLLpoNvXre3L760jswlOdP6+Ruo3U9h6KwsApiFVqawhg2gm2HPpVvOp1IIWhTXwFg7/f42Bk8jL93loimRl+HQmMTLaCa6YXuYO0xcVOpsVhwrQwq3bS7c8IG20QN8EOJplrvImyLuZN3xYmV89lXuoI2HEcnT0P566vR+djKvqScxk6+eOss4MsN7ey2JtO+z/UmcpbnnzskGUaHNf+ZVqm1gLLB/ze7UYH5+ychuek9OTU32sx12/wZuZ34DMj+DJrJynDl4vJ2189rFhgAra/eCY/kOWjwa2iJ+MC2uDbwdmJeRgoPtWZ/t2ars1F6z7D3K757KhZj9GV4j0T5uem6QfXHQdAj3E3Nedcx6W+RpZYNjutYtFbn5jIGYnDODl6NCdHjyb84NNUv+fbKMNDEPiEfRyuRxMjSZu3h0a7OFEAwFNQ/GPCzJM44a3jaW/YiWfKADUiCrBSS2lmHkdvauH46d9kYrXBxoTDIZlFIR/qsTjDeYWl5kHAwNk6o0HZs11uuukm6uvrc38zZszY/4eGwDHuOo6tWkaocTXJQDu2qTADijfnHsVJy5cxb/tWdnzYpPdsl3N2Lue+p39G65STeO74B/FNSPvYnYLg1NZM0ZBqs/9d0eBmza7HE9pWhWOpIuEBEIk00lHXAIBdnRY4DSg+GKji0LoWVps7ecj3Bp0piw0P3cz6rcdTWxfDtIMc3NlEddKLv3EhJyam05fFnk1016/lRe/q3GvOYQez/NAPs7D2MC7fcTendy8i6cmnVLZPOpl1h30s99xXMGt4zb+ZWYkZTLPOJVbjy80tDVfjmXgES+zt+ch8p51prubfdv2B+485lt8f/TFcexddExYSalyFox7HtXcCKWp7d2En0gs3hatX899nZkqPZxaQM7XBJKMXb2amGC7wMzd5DM6oPS63/oY/md4madi43ryf2ucJoNHsLojzAEgph1qdFykdRphPr1sCTzbm6jsAOO4eNu84KecGCHnzt4xf6VyVQNfjJVa7CS9WbluzdS3BeCRtHVFQFWikrvk4qk7/MrWnXUVdTTPNgWm8ZW7jnsArLPJspHHCsdR5J/B6x9M0ecM40w5mmWcLj/uWsaxqFbYvRE9NLdvM4mXCC4M2Zwc285KxnIsST9PVlJ/dqEwxMcdwSIbvpX3ifC6pq+Kd0z9HwKzmiO0Z8ZEZCLpVMOdzt3IzU5P68FaMnY/wh7oEfn1M7vvXm/nfeF1wOnZtIxPNw6lK1WAnluOkNqAML/75HyM6J+2CyS62pnTahRUoiJNpMXrS+/R206h1vqqqa4AuMHfbhavLpq0f9/lf42/+10hlrpcfD55ANSp2UFp8AEZBquXkTFdoWTuw65tyga3KtrjHeT9t9ltErB5s1+L19kfwxvIBTMlgG6GG1cSqdrJ7StrSVmNAnT9A55RMcGK23og2CfjyfYbhq8nVlanyNebiJHy2jZFxuySxctaK+M7X8RcspxCt28zi4IrMMXrZo1zeNfU57pv8QYKZcvFWQeBnw5yv58Vxn+JzhVRlLB9aKzybsuureHPCA+Bw5yBO6imYZE47DsOY1i/VvJBNZitGVb7a9Bk1Hg4NmDkLZrUbQ2XieQx/PW7m9+fz+PEWdLUTVfH9/Ppp38XwFawDZfTgGsWWkBOtubwvdWrRa1n3ml97CK310WtPYW7nsdQbBsfpw7iw+XC0AVGKvytVOwEjmL63pnj7D6PvX3EtNU5xOQdlFM/1DaV41LeU53wr6a7qnwFn98lGqVIm0064rt92fQn46rnE3spb82YwMdO2rPAAaPYo0Cbzax7f73eNJMMuPiZMmIBpmrS2FhcwaW1tZcqU/uai66+/nt7e3tzfjh07+m0zHCT1NGwzfQFsb4hJu1/nnus/z5xd2zhy6ya+/7HPs+WJGTS91sX1i//KqqOvZM+cD/LJlddzdteLzOndTdTjpcFaTJ1uZe5bzwMQHECR60yKlgZ2PjKddc/3V6pVCY1fHUNXXToQcq65i3fWe9nq28NLVet51buOdiPE48G3cN0YqcgULm5+lm9tvZR3tWm+7jH4VttHObRPwKWFw0pP+hxuN/M/6Ma2Y/AGj8Wa9T6emXAuwUkJavYynVBuAm3kf/hhI0Hcl3bRLD/nbHqr08Krp3kW35nmYX2iIDjK2cbqpj1U2zYTnA4OjW4lFb4357M9aFLxze8k0x3nR5dF+GBHxkecSYuo1n7avPMwMgNN3KNoVb286lmHhY1Gs91I79sTS9/oKWUTycTNQNoU/4BvES/4ilPdbBdOsfNm/nYVQvvr6J49NR2Amv28DjM5HMt12CEz32F7lJmbN7oeD7sPv4lqK0U8E9kffOsRfFaYQKYjDxnp47BxeLF6OfHGdLDyIm868HaFZzt/97/O8ZMuwTBq2dD9NJGatEDqNgZe8ruQ7Ow45nNpdwyWuyGcjFQ83ToUJ2MidwyNtnfhbainzuOh2lvP1OBcQkGTVtWTczEd07UpO2bmXDfZTItUqoOYAV7PkfhT6cGtXhcEvRb8tJoiNajEy3iSL3LQ6Z/DN/c8psz/dLotmYHRxEShOMzJV4hrNXrQaA5rSfKZlidyM3bletAFa2oUdtIOLhZOzuSfDeD0Ap7aBloSR6AyGTrZ9XqytKgeWibWkJiWMaU7Nkpr6lUvly7tpuPFb/Hw9l8StXuoto1cCXNIZ1NE6zaz6IwmNJoL6ry80z+RlM/NnXMAQ3uYNjEveqoCQVL+TOAoTi52w7JMdMbtElMpdmXKuS9t2EJtvDjV2puJdfBpD9tNOG7Km6z3Ts6l5O4oCOxUjbN50peOGwsWCD1tF7soqvHj0QZaKbx/mEBreAKNqngA9uNls683lw7bfPRHSQRbidX0z6Q6zUq7QjtUCKMmL1jqTEWnCqeteBqCumAfZn4tWwub2QWWzyOC+cemNnCd3qIss9SEDf3iRGa5EzHJ11UBeM27nh1GBx4Ud0fOoip6Lsf7WzmzxmWi14fPDPKXwALuDrxCnBRtqpduFeWFM0/lFU/aku8boBv1O1VUJ/NvuMd/Jve4Q4VzYjIbiLvJ7F/wyxhgePZmLO993Yu1PXkXVsDbxFFbt1Db/Mn+DQPOqvFQE60jZiZw7P71a0aLYRcfPp+PE088kWeffTb3muu6PPvss5x++un9tvf7/dTV1RX9jQSzI6uYnal+GK/eTcJ5nSWzJ/KHH1xPpKqGnXWTcX1VuB4flqGIVaVvkEZTcWXvjfzqpV8zwd7KuRNP5/zG6ZiZiOeAkf4h7DA6SGFj4+BPvprOhVcmlvay3dN/6eStcz/O7oPO4+XTvoTrRphZNwkbh91G/1lD1J9OYdWOD59vEzWHawIHRZkwcWFulgDQraLcEXih6LN/rn6We32vYnsyFT1dg8meeTTUJKh2BxYfAd96Oszi8tlWVbpT2Og7md9/6Ku8PvlkbjnxvcR7mjmtN8ARTWcTP/QkIoefSPiI44kcfDSux8eRoeV9vfBFKBXAcEMccvwH+NSk89KDeYH4uJmPEM90eq7Hwz/9i1nt2cnL3nV0qghhI46hFTqW98PvnpKfWUVVgq4CN0pQ+/h04jw6fFEC+PhAMi2GdhldTD/mcs6c/D5ajXw9FMenCZiZwUxDuMCP7fHlBxFtKh7Z9n5cZZENMg/EY1TFOwi46e0e9y0jQoKtRvv/b++8w+OorgX+m9mdbdpd9Wo1y03uvRsXcAyh2HSHDmmEByGVwEtCSEhCSCMkhNBC6L3ZphobjMG4d7lLsmTZ6l2r7TNz3x+7Wu1asg15YNr8vs/fZ83cmZ175869555z7jk0yp1UmZoIHLUtV5U0hC2JcanT2DBgFB+Hnh0aOd5S7CEXAlBtEYHDIsyEooGuuuUwQpKwJPX63EzJPJNMWwGvWrfEjk2o3Y0c7V/7lGiSrujAHYiaFyQ9TLY3EjcgiEqd3M42UxW+OO1RaYOT5EHz8A0agxZ1+g4SZoWyg3eUSPj5nsF0oJ7Npb45mIWJgBRmnfkAQveSKccllRNWTHpv//Trem9+FPR+I7DKMrjzxqAJK1K038fvxgij8pp1Cz5n72pVjqZNt3i7QJZw+0KEo1o4TQ8zXOs/Fw/W3lX5r556gmKLwGJLAcAlkijO7zUPuBxutGh/VyWtN4ia0AlGRdvWuOivDbk6SlhlrFocO5YTFbwVIdNutmB1+jlkye6NwSJpsXD4LVJXrH3iJzBvZ6JJXEIiV4+s7A8OKuGeldez29IbnXNIVEjcY5WwRjUoQcIEkxIXj0ooTFLFTg7XR3IreaVg7HebpS6ChGM+Rim6A/moHC4Kkbp5pAC61oDQfWh6O+87q2JlZCRUvRyvKS4uUFTQtwqFaeEhjFGLSBORb+EbwcQ8LMstOwhY2pnbMI+8rgspchRgka3o6Lxi6Q0RcdjUwjLrZl6yrqfLbWevuRY/ITIVmWE2mVIrJFv30JqxjrDSydlx0SWSiyJz32G5hSXWjbxu2ZrwDP05S2fYjtG/SPTbAVBCbuzRuDU2SxK+jAuZ6Ty2V0VmXRqZe3xIof4T/p0MPhWzy49//GMeeughHnvsMfbu3ct1112H1+vlmmuuOfHFnxI7MiczRhoW+zuYU4hqMrF64ji04skUNK3CO2gE4UHjOZIzNlZutstMviuFwCm/ZLyvd1CRHZGdDCPsZvaZallu2cFSyyYet64mraCUMUoNJt1PXqPORu84uuNMAQDd7mKECJMUTCVkX8ML1nU8ansvtm0qnkC6FY+zgtrKr9MSTmFf9Wns3HQ+g/f/BIGgWepCQ2er+WCfa0MaeGQ/25J6nUtnBhT+412MM9rvqlIj5xwyLEpR6Err/YhLw5H9/lJ0wHBv78C6upFNjklUahmcElCYYB1IMD0rFtcDQFhseIeMwS3aEKbejyAsaThzxoLNTSC7ANWi4tQjz22WzLhkgTslMugl6w6CprRYgKJ49XG13ERTVEhwhRyYJIV8LWJG2uJujsUVaJUSc9LMDJciCWjyFwOQKpyRbYkSNMldvKvsoiNOyxBKT6ahMKLJShJWTHHOgorNBtHJucMBpg47/miYa0WPaO7dnkOUeHo1AodMzQmTyZO29zmaVqmbTpcci3b5UemS/PgIYpX9PLT3Fuan/gDNGg2qFdZQo/Z7TdIJDRqP5ooMxntMR3jauobOosQswp5sCZ8lcSI3R/d2BM0K38JK6YEHkETkfQWkEG9YtrJFOcg2c+/ksNB+PlVKK91yRPDS0dliPsghU0usLeKdEzd6RWyi2GM+QrsjjNOcQnXU1CRJdixxq/CA1htptkvy85y1bz4mTdYIJyVjlb2xtOnrlQO0RfvHbtORPtdIqkqRFqB41AiELGHWdZICIWRdh/R2SrTsPtcASPqu2P9LmloZ67DQFTUrSKqDU3J729lmd0B0Igmi9gofcoCA1Pf9D9JtVBYkMVotjB3L9kWEW5MOZl1DknVCLlusDSEiwITREgSz+AnsjmF9gxiO1CIm8JriEn50uCohBP6scGSlXSE5Y0J/rdyGI67PDlcHkH7oEC5PN52+yM42TdJpkrpYY97LUusmVim7Yt+3U1fQ4kyhAB0mK5KQ0CQdn3qAYOf9BEw7aJZ7fQPDkoYnp/8AinZhYZRWmKDltGHhrGDigvBQ8k6a3AdiQlo3AZYrOxI0ju8rezmaLsmPjk6pzcQwu0JFagu6OUxH+g6eGediqWVTQvyZnsSMrbKHQ3Kv6fRYWX/jEZEczejR3Xg9pLSOw6TbYunrzBYXWebjazRCqsqIJ5rxqsd3yv00+VSEj8WLF/OXv/yFX/3qV4wbN47t27fz1ltv9XFCPZmUSh1kCDc5egoQiXUgkPCpHpoa3mGYN6q2lzU2zxhBWEl0fE11ZSIn9aqETc5UMqLbQbebq4GICk2XBGXmGgqTBmF1J5GRN5FFjkq2TYlkWG1JH0XjhBvIlhroFk+TmVKBJ9XB0WQFLLFYAgABZx3dO87CF4rY2H1qZLVRLTex1LqJl81rE6JE9ocS58dxpmgiO3UTLquXdCVAe+YGBtujg2B0gMrwQVE01LEWDUlepBxmUFSNK5nbkcLV5NjT2REXCj0e1ZWC6u71LSk31VOfquAZOJRwWjaBnFyseq+vwDy3hVZz5IMfpOdgT3ViCkfMdfGDpSbpdEVXTOGQjCTMpIpex9+nbWtQ0VhpSQxLnyIcSMC0OC/1Hvv2m5Ztx23DHC0Zp7/Xic1mt8eSmnmsArussyM5Upf4MAhD6xtjOw/WKQcoM/dVS8ezQSlno6VvLp+jOTc4mTmhEbG/V1h28rRtDatS66lwtBB0ZOK3RgakQFhDj9vrH1JkDrrDCARrlf34pGCCUDQknEVogpW0UGJwJFN0p4jNZOUqLCR11FBSFQnEd7QWp4f2OAHwfcsenreuY6+ptk+5hrDOso4wXbqfEWqvL1OTS0a3u2LCppBUHAVDYue7ZD3mOPlanOamh2FqHioaA9wuxji2oMfFaXhP2Y2XQIIvQ6yuZJI79RD52S4EChIwo+ows8MHkTJ9mDFxdnBin+ua0yOmtTapm20jh+IjGBM+Gvw2hqX29j3ZriCiW4U9ki8isQrQzSH8R8VWAbDJMl5TJ+a4oVvrcdDUBAGHmdGj7uW8mjcoo3eyXGc+wBPW1TE/GoAZau9irCyjhZekRxJ+K09PRRYSIcVE/pCpJEW/k9wGX0zY87lF7PgmpRJ/nMZLwUzlgCZm7z9MSigdokLfq9bN7DNHvpMjpraYlsyqy3QoKQnPEDSpJEWDilSlgZBkNNHXNK8r/fuvdBzDXJktUvo9vtNcww5TNS9a18VMXcfjVetm/mNbxRG5tV8BolnuStiRF19mRdzY5JH9rDcfOOY3pKHzomU9z1o/5D+2dznQ4+MlQInmR9KjQmDQomDTqoGIo/1yZTvVcuK4VpI9EJMpg5pd/2US1E+AT83h9IYbbuDQoUMEg0E2bNjA1KlTT3zRp8gh+QgyEmeFJkRWurLMwLx5KJIFRZNJ8faqW3WzRreznLBeFbOjm2XIdw2kTeqO+Bu4dEY5A7ypbOuz572HsYVzqC/NoUtpp66gg30TT2HNrPFkFQ1mQnIugbyB7LU39Hut1TOMQv2ooFembkRcpECBiG036zT3Hi/Q0hnfmZifA6AuYz2j7DDGDln2QyCr1KeUEZQDqKYghy3VBAjFBpChoQ5sUVWeZpYIylUMtdZxiqWKn4gyikw7mOlOYktS/9H7AHSLnWBO4bHP252Myv5a7O8wWmwllCacjGjWSe+O+MwcrU7vcSKVNBcCGa8/0W766FEmqAzdhVvYkSUTQ+ICsh1tP3XrdkapfR2fHboVZ5xa2O5wHXNnvxK35VIK+5kZHnaMkhHS9L7e7j1k6xE1fXxG02TdQYZwM0TPjUWj7EGTdMrMNQmDmy9kQuiJatgqa0cs9sLR7DO3ka5YSdEStWm26D3GOR18kKmwLnsYcmdkBSek/g1s65XyhL+7pUCfso6uIjZ4NQKdj2I2eRmkZ8dWp1022JbWKxiZgpl849LeCKpei703O2o/jNGKkJHJtdsZEpQTEge2yd20af1PMha7j4bBKQxKHxDLDCxbBR03hnFFX4XzqJV6D4/a3uNl6wbKsxXeteyK1FdAVVbiCt1ssaBGtTieqIOkDQVhEgSEKeH+Fl1Gle34ZVOkvtEmVC09woeObhFkZZ1B8v5iKjNfjGkDw1IkYmvPIiFbTyZfTyeEyl77QW6p/Sa+tN7FYUAXyMi9fjyKP+YL5YizyFYPTWaM1rtrLhQXn8Ut7ByZcATPIhUTtojtqx96zIWKJlGZmuikmdK9B0t0J4nHohPMzke39l2sAWRpbs4M9TVx98exdvlUmhrYpFTG/J4+Km9Z+k7wPXilADo6bynbOWxq7bcMwC7zYd627KBd8lJmqqFD8rJK2c0yy2aWK9vplH0JYeoBnF29Qrg/GhizzubDHHWQ3Ww+yGFTKystZRyUe8dHk2zC+bXf0aZ8drllvzJZbeW6fHBHbJk5ego1phYaXTA+NB8/Ida6OxLKq1YvHXleHiMiZSvCxBhTEVuUg2ToLlqyPcCxO9J2UzWl2oDYhwWwY0geEOJ5jh/vRNIEQk8mR5citvroB92RuS2h3C7TYQ7FOZX2YOvq5HBzGZJjEEKJW4NLsMb9YYL5In6l0m3206JFRha3bidkbiIstFjm1q6s3hVHqz3AqSKJN90VCTlYjka2nziQzZvKdi4OTWefqZaN5ojzpUWYsaIgEUaKxqfoOiqmR48vh0lLQ6aLQx3bwD2E/rgyMCcWcrpT1cmSJLyaIMkk9bmvVZcTJvoeFGHGFWd2SXEl0yj3v+LKFb3+FIT95Ovp/ZbrYVFoMuWmetYoibb300KjyNczqGxdgz1zREygiN+poPQJ6ZVImu6kJWzCbOo7+C+z9r/y6bDZseLEe1R0xvGBiCC5KkPn8aEypVVTmLJpZSQk51G3d+v2mJPtiSgzuxnXfg/ttjySTUHWesLMcKVgE0qf/iV0M0WFvQJX2O5CjsutoQgTZ4cm8o5SRoaICJxB3YtZNjOvNYlnrIkTi1ckBhAzd7SgOZwMHvE+ew5O5awJeYhojJrY5xIVnpzYmBkehiLMBKQQG8wVfQSrHm2DSchsLk5J/C2zgmrqBq1Xa2cKqyiyigczI7RU9pgjJqEin4M6l5OuqHOuGVPET8wWEWhMmgRRraGwt9Nqk8k6hsOVPSTY37WL345+iXZ7E3+o/jE7pE56XBQ7NYFNlkgRSbTjjeTbkSJxXnzhOjZ7VYIC/I4inKKvAJutJzNUy+XCtBDdpwrUuvFAXZ9y0Bs3RNEE9amJmgp3qBlZzqMtGh43nJoVOzdCzccaSGGbM2LmyhLJZOiJWY37W0T0MEzNY7+5/2fqIVl3JERnPR7xWqV4vATZZq7myHEEjx6a5E6WW7bTLQXYQPkJyyuhyPjabPETTunC4oGArPJ+diftanmCsLLVfJDDeivdUoAWuYsiPZPcAxaYPPNYt/9U+cy32p4sjqSkI/TIpNtjL22WPPhTUlib2XHC68OSxhYlsgqMt332IGgGfXvs781KJSstO/tMbMfDGXaTdaid6R9uJSRkbFi4NDgr5jh2NBuiK0rrURlHazt2EtS82A+XY69JTOEclo5tC6wztfOWJVKHdOFCbm0iEPbEgnEdjS6RMDHE21FHRtXmQXuvU+ago2zkKXrED8Yj+/ES5ENlf+z5XMLG9mhOHJlex7n+MGtJKFoQ2dvJgO5e3494egSPsBBUhnRsksQqj8rKrjA53kRfB0nIoPW1hZqEjNsUt7LLzEsQ3npI05044wwvktCQkGL17WG4OoDJ4UFcHJyOCZn93r5CRLJIwvP+XeS0dsbU20DCllTXMd5P7B5BGSEn95OX9djkUIuGTIMCp4fGkq+lc0lgJknRYFlaTQjzuhamdq2nOTO135FklFaQsKPiaAZqWUgCcrUU1K4KIMxuRx6q1EaLJrG/c3vCjpIedElDiluxJTvz4hKQQZ6eRrpwcVFoOqeGRyMRyY4aiTQqYTrKyS4gH+W8V99C55BOXHmN1HQVkeq0ofbk14i+bm967+6p4Vo+g/UcRmmFjNOKj1lfoctUZCcGdjIrFgJq4oSrdHfjUBQarEkU672TLbqGQzbRbevJBZPY6GbNRElSpLwlkMlhc3ZCfpV46rr2sLNzF17Fiy4Jbin6Gy3OrXRJPsJSmJ3RHTXpPZN5VFHg1K3Yw3t4criNByY7QLMk9MUe5oRHIiOTYhZgBvsJEqhahZmUoAlVTlys2M1+kv1WxqpFfa6xaVDv79UMWYXSRxCfFI0708MthXdzKLyfyq7tzFJLORHx39Z4tZgiLeOYZfea+5oSAVZb9iT4QJ2I7qN2FR2LJM9AzFpEC2QuXoeSmvgbZeaaBIGnQ/ZRbq6n3tROWNI4otXSHBcv52TzlRE+JusNSFEbao5IwSrMCEmwVjnQp+yYYH7CYHY8xqrFJCvQPeQwM+eUJZxrkDv6nZzi6fFBGaUWMKXSxMzNH5LbeAQBNIf1iF051NeuHM+IZoncA3swB0I4m5OxKedidszHFPRj9naRdgKB2yqUPurjAj2d3ANtCH8X049K1nYsWn0usvRkUnRHgjc+RAaxqeFErcTM8DDs0Z0gr1g3JJzr9ByiKhgZsaSjctYc/W5k3YJECAnI7gwxXe1r4ljaEWZpR5g3OlUOhwTtKZvQAK8O4e4chnT0Ck4aGj61rwpVwYzb1jsYWe3JdJrDTA4nCi+Zuht3fDTXqOOgfpRNeIo6hLFaMe6oajus9RUyrY2HUdrK0XRvLIkbgDUu+NNwbQDWNg+22oO4Qn37rZl0gqYgPlM949TiPiYeZ1ffmUFxdIIOttQsCvQMzgiPIwlbbHeVJOCMhrdxq124Qv07+yUJG5cG+w9iJAkYpxazODiTr4XH0tWjkheCjvot5B9ZBZraJxaFozUJk67EgocBlOaPiuWzgd4tx/HhrgV6ZEuuJGHxhrF5eoWazY7ESUMtUDmz8G10XUbTTbjtFjxWb/S5JTLKz6cjdS9LPQd5ruqPCdceKwEfgG5S+XpVomOr1e0gGPAzUOsVMiRUpNQ02mx2UvREE4PDpCGivmaWo3KXJAd00pMj9RLCg0W1wTHMC3I4BLIdLepvImSdxuQKrh/0O/424EF8OlT7WxmjJZpM87VUZCTWDLezp9CKqdGPgqmPkNmzYLJvkkGCYQeePWa7QGQctQgZISVO7m7/EVQhMbIfDYYzrBOOawML5j4hzs2YYlFSAcYWlnFn5r2Utb9PR7Dv9tZ4knUH49WBWISZOaERTFQHcWqoN2zCxHAJ3w6cRoHWv1bT4ju+xsQsTCwKTmZyeFCfc8cT2mNlvL27YaatKse7MQWL/tGNGU5/kFBy/yask8FXRvhwBnqdvCSkfldUQ9RcrgjMZooYxmXBU47ZqXpI151MVAeyJHsl87N3I0tg6eoroUtxA1KJlsUINZ9CLYOLgtM5PTSOc4ITmaIOJvvQ21jCXtotVsrNKs8HQjwigqSIxBVzvElgjFpEtaec2VvLGLVbwa6NxWTOoTXOPGDqTubqwFxKj/IN6FlJT1UHM7BdwhGOPKcrrJNuBsVbT9jfRL6eznnBKbHrRquFfdovxVOCX4eFoUmcH5qGA2uCxmZ+eDQOrEzzFZChu5gRHkquSMUSldzjc3kAyKEQkinyG/JRmp+LgtNjfhBmXYmsaKO5N0J6ICHeBMC0YF/hqT7z9dj/JSQ6As7YB5+rZdAW7rtzyCXZyXX1+uGYzDa8ksoYrZBxccJWtkjGYoJdQ+dEfisjMkgUxfnwjFcH9lmlmVQ7kp74Se5V9rNhmMSTk5piyb6AmBYPoGHHQ+zIPIjS1QZttSjCxMRwSe9NhJkj6RohcxeT1EGcf1SgpfFb+jrw2V1eLMJMupb4Xjq7I/4RU9s3Mtnhw2cTmH0+bL7cPvdwChsSUp9J0qnbuDg0g3ThwomN2u5qmuyZPL3o28xqX4853MnQihdx+VXcR02+1m4FWZcTtpiPGjQKn+jVHuTpaYSOMtXokkDVI8KHWfWR1JnFsZg4pwxJgsrKSUiA02omaIvr77tnYjGp2LJbUJzn8mHjktip42qhJBi/952EQyZFwRRSsWu9bSSUEE5HJlo4DXucBk2TdOxWL7XmZvbQFYtwC3B2cCLeJB+pjshYYXYOwOaTEgb4lObebKySGkaSnKhyYju1mTx8c9D1AISEgoyMKy4te4nIxeOKy+AqSzwaWsnABj/OuHWWgglVBNmxrpCq7U6cvl6/sP40uQP0NCRJJqAlCsZN1TLNSnNCO0DErBMOHE5YmFiEmX22apKjJqye3ErlO34OQMBVzQSHxpmWM8hp3k/rh3eSXxsRQCaEB3JaaHTCb5waHkW2SOZi/2waOjM5HNJZ0aUyVi3CpdspjW61PtY7N2vH9/Oarg4lU7j73TV1XnAKqXpSJEJzP6S2TCD+7VraILe6k/kH+2pPc4+R2NRr8yA39b9wOBl8ZYQP4U5Ud05R+/oGpIik2J51C2bmhUdxXnAK3w6cxtWBuYxVi2IrEYswc1ZoIrcW3Eub0klP/BsFK5cEZjFc7ZVKzw1Njv2/SMtihjqMBeGxJAsHCiayRQq6FkTz1BIqPYcfzPkBS5xhnnGFqO7J9hgVYAq1DE4LRz4SSYDeXo8vmpzLEuo1B2m6G9kyAtlchLCUYsbELHU449VeIWxxcCaXBGaSc6Se2qYdmCo2oR7aw5h5T5MazqDuW9BWHPnd+G17qbqThaFJCasRxZtPILrA6HHmSvdHBmy7sNDUtZ9NLW+hvP8ICzsGMyK6jc8a6t8npMDbjCRZo/U0Iau2WP2d2JjanMywcD7J7ZFYGLpJZ9uQDg75K+kIBymNa//CcN/gdmZzXyfhc0KTmBkexihfGiFfNeaj/D6c2Cgu6R3AleQMhBxIiIkQecZMFAnq3TJtv3qcA+7IYDhBLWFqeAiLgzOYqEaEg22tvZORLBTSmqfiCkf6YI6ewr7UZv56vom38vezJOW9WFlHOC7sdV05uwvKkS0joL2WsY1pDAz0CjoWYcFKd8x0AL1OrDbViTXUTUa7P8Gs43R20eQMYG5J9Ck63FwNwKi8s/l66hYOZ4apTjHj7BrUJwZ2jxB4ZnA8Stw+7GyRjBbs5s2ut3mz+T0ew04OXdTmFvP6qRfG8ptY/QFGHbXylmR3zOm1h+KiAqS4TMGl6gAuHPoTnkvvTVymyUSFD2i3+JDkVCS1r8an1dKGYtIwNYKnKxMQmE0y1vmRXEWe9MEoW/5DW1cSBSOeoCa3ncdGl/NcW8TvoETPpkTrX7AxeQIkdyX2O8VsRQomajEUTxi7OxdJWBNW8jISdpsXm6Oe5QfexRQ1t7p1OzkihUctEyjJivR1Z7qbgY7EidGkxke7DSOZ0hBHOVaeu+VCBjkjY0QoGmMjJ7ozxCYUskUKtcN7zRVClqiyaRzu2EaKp7c92+27eCvzUe5f2MSSoI0/TPsWyQ3FWHxuhrX39jOly89gLYc04USWBWOPmpEOpqewV0mLmi17BdGp4SG0lx4hfgrL01NZkvYOE3yjGKsWcUp4ON6Vv+KJeS4eHP8Taqb8PlKfQBZ/vUDnofkKMz54j1PWbma0WsjAOBPXZP9Q0qO752SgTRNs9WkEBXS3FTGsYworOySWdoRjW5IBcrXeNrYGsiNRmvVkzu2cgTO620cRJgZ0Sbi6BW91hvlFxjO8lf8WdVGhyam5cWDlgtA0SjumJGjFejAfFY796RmpnFazCdvhXh8uh7Di0m3MjDMv5cQtEmrtrWSNObHp6dPiK+Nw6i+diP/t1zAF7OgFM7FJSZwdnECNqRVX0M1uqYORcmKocqlmE+mFkeAwZkxMVgdj9hVQZ9vDBFMxFszUWppwx+X7yMjZS1fjAGZSyiR1EAomtnp1TpfG0iZ5KdGzqA6FeUry8ovotrKQHuJnJf/g2kXXUVQP7dFV1tDkgwzeUguDz+LC0HT2mI4wTi3ChoUFobHYhEK3Yuad1GruOlemtDKLHuNJm02hoUBmXO15CRLyeLUYSUS2mqm6RkVAIqf6ceY1BalNT+eOM4uYJwtk3YJpZAitNjKJS0icE5xIrdzGYD0HCYmJagmdKnR3Rya6QFz4ee/qO5nkziJr8hwKtAy6Kx4lv+EAS4vnUtJeheyI+GXYvflMtMjISIzWCqkwNeApfx134BB74hQ1ye0jyU9pZlT0Q/9j3rPMqb0lVrOyMcPYkf42inU6tlqZvHAxI9wSg7UcpJAXSNQe2aVelWiX0oE7nIJb2HFr+ajBaqpdzXw3NAWTkNljPoKOTipJJM8aGbvOmZyNM2oCytVTGKLmkinc2FAICJk0TxMzL53MGzuXscc/gnZNUGjJxxWVVNvC3bye1QEelQ61JwKmQkn3aHC1MUYt5Nc9E6gEj2Qu5Z7Kn9MiezDrSfh8B7B0a4hgF8lmGcU+F90ylGoxkOpuOMcyiSOmFpLVdPLsL9GoDo3tkJgXGkWZqYbm9lxswddIrWhm0eiz2GE6REt3Cw6bDz85dAprTHPfpQk0XcNTOofMAVPIkf5IWMqgOcmEDZnUlgkEbPsYYcsmR0/BjIkKv5+yrgqSrBMpG/QK01un0t1u4i2tg3+mTwM3FHY1cGFnJZuYzZ6h4zCpLs7e/Uv8TQdIHjSXywOz2Wgux9Ztoc5ciKwnCg1JbjvrczZySecVDNJysEkKYVnl0cylLG49HYj4w/ZoPt4YHeaiCjvO1nxCjg5OkceRYpaokpu4172S3J+Zqf9HmNBBe2zqn/fLK2gZlYx8771sSTuXqk1hJk+/nw9KnsdnClCXEQA9IiCcGh5NYXeQ1qQajsitFOoZ+LQwf5KSebj8voRnt1isiIAg2elmvDqQPC2Vgy3VZOWV0FbeAcCC0Fhq5VaStA7ebZ5Ch30VP9jzBv8aegET1RLGSpGVcxsys+ecCkDm2EGEdyvkS6mYVTNFWiYbJTOuzqGoUidWcwomS+/K/Jl9f2Jl3VNogfUgrgYgHK399PBQ7MLCAD2NFtnDJe2L+Hf0OkkTNGWnMrLxVNK0gWSFu0gVTlrm/oq1u88m0OEk3JKGmlJIaziN3K5CjoQPk2ZWCIlM7P4c5loiwrbDEWD2wMRFoSRJ7Ilq/E4Lj+YNyzYKtQwyhZu9pi7aSp5h6N6pjMrJJwkbjUobdmFjcjSuxy9+1MAe3cmekB9XQMcsmZjhL+TM0E95WCSjSb8kr6YSMjZC4Qzmh8bwgX8/B31ZjI3KEZaj4u106dAV6h3rkoWDqwJzqZKbcMg+KrwOcsJOzJqDi4PTUTDjMWmk6C4G6umMVgtZ0b6LjYoLSQZVDuNVvLwXHsxI0cDX1bgIsMWbmNo8kw7Vy6uhnQhJxpNRx9qiV2hwVXH+rh9H+khTLltyhzGj/gALg9dwRG5lnFYci5Ka3DYG1dxNRiifEeZ0NHT2eMYxaewcPiu+MpqPr2XIHD7vOT6s28iqjm7e7VLJEalMUQdjUdNRugZyMM7Pp15p5h1bZFUaQiUsBB2qYId7BwMCo8mNBlZqVtoYoID3TzmUrL6LKXoBm5UKDgQ0rETUlrVhAYE0hoQL2dCtsTqgs9Lc2/RPOnbRHTYx4KW/o629m2tq7mKadQM3T7mbc3ct5S+udTT6LbS1FlPpbecJ1/sU6hlkiWR0bFRntrF+uMzygt7gaNvzClljDfHw0GcpS3sANSoYyMhM0EoYoKexultQHZLZdEUhmgxbCszku6Le04NfoLveTgA/3dEZK1ukMEEriWk2LJjJ9pWgRKXwQNwiyjOjg87rNzJGykQX4D58gJUDpvLCkLncI7ws17y85wnj02WSQpmkmqzIyAzV8hi4dxfqxERfGbOWRElgUMzhsTK3M2GD7P6MyEDqt0R2wPg0MzPUYWSJZCqCfb3Gc5rtKHnbEOjsTk7c7lxtr2dtqSBZOHBiY4o6mGnqUHR0kuK87SVZIS+cEmvXOeoIRmj5NKhhLJLEeb+M5KpJSoLyoE6LGlk9rfKEORTUWRPUCNms1IQEXXFtJ+suJquDsKKwJ73X9yToL2Ggns1kdTBVVom66Xfg3XYX3lkat+UGkGQbJqUESZKQJIlskcxEdRCNrgPkW/ZTUJzPdp9GQ1hnuXsjakcJQhPYAm08lTcRCYlxWjFeh5sWzY/TVoIW6l2fdGuC4DDBjgF+0qzXYJJ1cn0RwVORdcxaEsXVEsPDxbHvQ936b6z+Qzwy9eccdBwh2FGCLhWxyTkgJtTcsP9RigoLeFj2UdzaxJCug3isFrx6kDc6I34fs9URuMRAJElCHO1oqZjoyulgbngkBXo64ViWWPjAFYkk+UL621hNVtznXkKrzc/u7DXYxDDc3qkomoMUkcR4bSDfe60NSZUo2zmfcNiOZOnVHGScu5CCl16lPXUYya0jqVz+p1g49NUlz+KNxmgIC8GBgExqdwkXhKYxWR3MQLWETrOTJE/izhDFbIGQSqPZw0S1hFyRiqaYyUx1UIvghVCQQj2D6eowalPDbG4bjdcZMX2FLRI5/hIyRWSx4kGgWCLmiawhxZj9NqpstUxTh8beh82fg9M3DLN1DO8Nfh6IZK3P+c5wtEAHqXn5mLMcFNiDeKOWPQtmpqiDUf0p/Dr/Pu4sepykpndAE8iNfhz2Ip6e8SzCFBkfBupZCHOAmkARwaZzmBDM4tsb7yc3qqmRlQJMvtHY/YkayXBaN6PGzuZounUTdWGVVOHksuApnKIOR0JCTWqk3b2XpEN3YWs7TIvSiuo+hE/vHRmk4AACegCfLvF4m5X/tFqRkbgqUMJlw5Zw8PLIouSwM1LZYj0Tt38qsiQTiN7Hp+t9nuloFEzkhXMIJHfRGizCFogIEEnYsGDGLwncubVMVYfgwIpdy0GSo7GlzBGtXQgz29R8ntOsBHRBRUDD2R1ZbKWIJNzeSSR3T0BXVHbmvUeTqze2UvYFZ9NpdiIpSTh9UnScjjPLhFJw+PLx6BHt3BA9ly6zD6/3swsy9pXRfJgVL8KsceuM7/CDzkja+w3dKgMsMvv8kc51MKiTatapS9nGbQOeJjgoyIu72sgZsJFB9QNpdh5hjOTicEiQYdZ5PLkMNZzK7JQA4S4XSjCN5GAag792NU/XZnHpnlvw+iIDw1Zfr43eJklcr2js86hYZYln9cFcbd2FRMT51U09l8grQYKuRSoVSe3sORx5xvdlE091D8ceCHKKSaEiqNNpa2bspklYfOVgiZghWpJNhBtPIwio0s/4afFfuPng99nrNZHu6sKq2fBFg/fc7ziN/1w9kEI5iaujkQ7bBr7Ocwe+y+i8NXyzbiAXYyWlvZoSxyAqgzoFikySSaI2bgWgAy2DXkEOO+gc1gASVM3+Kc/sWsx7Z91OOJoX5eX8cbyMxk3RJqnzWXli4P18s30+G8xNVF92IT9y/wdtxxJMWefG7r/DrzEa2BEMEzT7CMtBlKjD6sCmJqoGLSTQEgng1aEJViqH6XTs5oO0BuYdHJfQH9IqhjPzF7NYdF8LqlrAdGB9t0qxVeaXo1+hq2smN6a8y1RJo7BmHuMcJu7PeJW/y70rBV02gRSgIqCRbJKQJFAkiQ0hDwt0CcfEiBPrEG0kftWDx+xilNzJLi2Z7X6NkGzqY3MHqA0LMoI6ASH4n9ZTsI95jX1N43n8yJXs8mukmST22tsYmQ0Nfwrj1Rzs8IY4eo/PkkCISTnlWA6+Spr7NLptDg6FdA6F4JFRL+JMe5c5DpVvJN1Kt8XBHr9GmlnikCzjCQWYPKiIykYnjaP+jN7yE3b6NWxJCjNStpNs7gBgoVzBRjKZ64bHS//Ik0Ev3985kVF2mV1+nT/PvYxA2iuYZY1wXJA7f5y/whNnX8FL11+FxWLlLODXv1rDh0MHUJ80jCJgf0Aj1SRxMBhNr96PE+Ut6TIfdquMtpvYHv3WzKob/7j7uK81ny2ylT8UnYYyUEHfvo7yjM2MbIw4w+72azhNEgfCfkrrIs+14dBAHE4rvszhCb9jiibqkpDQww7Ge0vZ6NrFMF8mN5rruUVzU+dxEhawNxAROIfZZNaEBDgg64YLEu5nls2YVVhtrmSIr4S6sI7frGKx2ThXvMHOjPMY1qCRq0i8U7gfR/sk9Kj5LDvopiakk26W2CCFiZMTUTXBe42l7BqwhyGeUpp9vQ7lS21dtCgW/HYPZkAP5JFRUsx3/vkf7G432iE/fu9K/OkzqPSnk2uRORDQeCvlQ87tnM1dOc+Ru2k8h5U6JAFSThuDKgSNYUF9WKdZ07ACtdHoyP9jb6Ch+9he7y/YNjBJysAz/BWSBtza53xIsnPtyJ8yrn0CVx6+DIcssTNtCxmp9ahbp3HrFZ3I+j9YbBvKj8Je9gV1HLLE4ZDOnMYFbMl7IuF+9ZYWcsOZnFq4BgrhvPY/k5b9If9s0KkM9goaH3arjLCb2B/QaFF8ZIR7zT5riuuZVR0xYaztVhloldnp0xiR6iIU17fXdUdy0hzo8pFsHUBVMGK6eWXoTs44Esnsq8qJAkCDpLO8KyLUTrS00eVuYFdDAZDBJkcjpwSLeSNatkM8yZDGVFIm/JI2WzIInXfMKtPCOjUhnaCArJJ7oOMGAA5mbOVA1yRMErRLkOFMOeZ7+bT5ymg+bMMc6LrMoOSqyFZKoEEVbPFpsbiZQQFb1U52Fz9P/hEX3urvs89sJtDpZFrzNq5Wx+FqGY0ObPFpvOEfiLfyZzy87fuszxlJuG4reshH174cLsxppiLQQk1I9H0WIXGmmkLO+j8S3PU4l1Y/w3st82PngwrIviwOv59DtTmVnPrewdYZcoGw8gEq672Rjjy0eSHjm5tpTy7n8CALr05yEEyNTPTndCtc3hjG0ZLK7gW3837xm3zf1srzWq+aRws9gD9rJe0ZS7CIIK17k3l/6ens8IyAJEEdgrsJYG9uo8yv49Nhf1Bnq0+j0uzl35mVbHUf4qXRT/B6QZjG9Bp2t0YmXmEKcXnZdlI1D2d37obBRzCbVCY6e2OWdEtwXt3V3Gor5xVPKSWZ1bhfNbHdmsYke6/Q5tVhvVejQYNZO9Oxe6tj58ZXrMZmXoDffVns2O3hJO41BxhW0dfnA1+IrPRxqBL0fAaNqmCDV6OxdTbBpjPY2jGJ/FALbZrgXY/Kms5xCbdIdzg55FzJ7oDOWq/Gh90a73lUTEisUquRojs4zEoW4zbeweSmD7Bv+nvseoGFLXISDeYAWHtXMQE5xHa/xr6Azpz3JUrWSOiNDkCmMqizyacxMzO6S8sEN6/+LU8ePAU1bmfVclcrf7cGcL50N8GGAPljx2ONS/d+Q8PVFCqzmJrcRrclMqiWB3U2eDWKtCSc6jlMnDARWTfjzdrDxqi9u91TwMgr7wRHBlz2Ei5zRHi6fmoq001urFox20xePujWaNcEQXT8zecQbJnHJd5e8She+Ng0bgqWuDw5SBLmTJ3sUGQXyr6Azjpv73cqSX2d6g42z6FFFazyqLRrgkDjWZzXeBbFFonT/Uf42Zh/9wZ+ky342ntjG3QJnfc8KtZwb4yVgHkPH+iDuPW8xJ1m5jiNZThtP2fXLOLy5rO5ZpXCfjWFB/wWOrRI3bzmAM2qYE23RlN0TnMvvj7hfo60NOozNJzBPNZ7NWpCAlPIi9miMMAXpqShnqpQpH+ldQ3nif+ZhTm6K2rGPg9hARu9Gk+QOIEVpzvYZi6gqfksvoHOi+beQGoHbAptJoG/9hvcstTKuTm/izxbZhaK1YYpxcr48nrStr7IrkDEyfJQSDDBbMW9vZWcIxeQ5hrWE+oEpVPjJ8si+tGNXo0dWhBvo42wT+HMqnVYh9SxtyCb/MOJzrY9+P06oVN+yxa9/2ikQbMVT/1FbAnmsSegs9mnEcregS0gU2+9BH/jBXQd/j4DXg2S8WczYQGbfBoNqqDC1utM/fOpEcfTv+Y+zgFbBVlVEU3xN/0vYa0uYp1Xo0kVdEo6D7gDdOuR+nRq8KxdIhDXZ7d2awxwPo/ibKRJ87HRqxEQ0BbMYrNVpdaksdLRTZMq2OjTEIFOAmWr2eHpYK9Sxw9H9GaU9dZdRHf5z2N/h+Jka8chmfqx/2Ld2OdZmlXG+4qLqdVJXPO2xh8eUWlI2sDA6jdAlpGEQIS66VKtrPVqHAkLkqsfxRYXfDrgmsbegM4uv47sd2N39e/QejL4yggfIrmI53fO4IZxD+EtieR+aMDPE45uNls8dNs6ALDa3mP9urPZ4/shg+0RddgFK94nf927XDE9j7rWZ0FoKAWbAEjW/HSEUnll8Gw21L/Mm9X/pPr9FNZsT6N11mZUSaPCrPFPt5/GUCSgjc38HOfi4aC1G6VjB2bZx/YJBawcJ9HhgC1DZEZd8Rta96ayv6qY3UXZbLZGBvktipcks48plU+S3LQBV+tykjojg3TYX8SkDx9k9MEVFO6twilUcmQP951mJn1CE3/Vv8nclQfQgzm0+tpA6KS274ttBW0SErseG8rh93MxKxbOPGxmXHAvY/wHyHW8xaCq1yBuS+OOkXsJdr9BeziP1clNNDk380hgFN90LeCFpkPU/L2QnJ+mkLV2P4trnyNJfxuX8k8Ksm5nRtl61GhG25cnJNHYthFL3SzksJMFD+/BUiVzSYEZzixhyci7abUdIqQ1oCL4wNbM4Fonb9hVfKiEFJUzr72aa5Y/Sav0G2QthKurmuRQgFDrqTim1tIpaWg96cr9DWTfcjOpjl6v+yXRxHkl5c9z3i6BDcGv1z3M2Gc/iJUp6k4Miy4pdrZmqbTJryHHxWrQAuv4c8Gk2N9D5wwjZEnGtedZ1qQVUyWqI+2XW4O3cxovp/sYvODvFM34E5rpcZYNj0yC7VId4fK3SH7BjHN9xJzUHs2OmlKyBil4Je/uvhavw06g+XzKBkb8Q9a5dXaaHMw/tBaTR8JnbyJ36nQyhzgQ6NS6y3mgwMmqgQtpcWUwNDUS2M3UEYld4W7YyfVnfRtZlpEzBhMYIJGe9l6knZLcMOzrcFMFDJlPSkHEti4atrOkagrfXdLOnp5cPtJOTmlYDboNhzqXlt1JCK0RhM6cqshEdMn+FRyNfbyDA0PHoTi7sPsiZqeV9hAH1Yh5THL0DU/fsM5PmxrZubDNdRizaxcXPvMSObem0PZcLvOGx5nLsvZz/rpyNAQhBI+6QmxwVjLw3YdiZfTUAzx1XToj8hJ3dclxW3xdw9/F+bVf0lq7C8s5ZYwLl1OuRPqYNdhOfXYjGdE23adoyLYaTPbELe3dajcfjOlCqYuEQq8TXXRrjShWBX+ghqTW9QDUm3SGHtpLeqqdvIzI1syUug1IuoamemgyCU519zrdZrltPH7DTC4tj+zqmly9GoCAqdfXaYZezuSsAm47OzEqqJLlIOua8xlyZBvOht7+X1VXy33TVnH9ueNx5Pb6x00NVRFWUmjSOwA4aKunsszJi2/+nKsslWROOZOzJ5ShlfRmWnubndQqEYls7Idryfhfhfda+u5ATC11cn7lKlTPaGbs1GN5UtYGp9DoFGyWJMIdU9AD+ZTurkfSJFJqVwKwIekQy6L9FmB42nBumXILHRYPNvstZAYidZvz4S7+9c59DKiN/L3B6iUsfITMkWCQQd9qHIVeHp5opVXWedseIiQUhr72HjOX/wZzV+Q3Wq01/FTZSUCGp10h6kQze7Mj54ZUvMjBgmpOXfNzTlv5d1JvF6h6ECEEznAFQu2te7wuVP7gIZKWS7ySfgMHQoPRJYkPG1/m61sEgxpg/jYdZwCGZruwO6yAYPj2RwFoJ4Br+Hr+k3E2Huc+dmSrPDnewXZLJCf4nF0PIETfxfHJ4itjdukIdrAleTe6R6Wr8BmOuF9j+rtT+VH5LjZcGOYpp4kXBt/Opp2TqVD+zP8Wvc0A0cDBlkzE9naeHekkbdMyarIasA/6NdtdHi5QLuEKXzqbq0oovGoC4YW/451lv+VQZhsN+dcwx1KG5dQdrPQ+jawmoXi6GFTj4I/ndGMNNNB5YxvbDyzguWFnkp8ZYvniEh7sOsSsAbMYOGosXDwNsSaLNPtDbBgzgFNf9HOhvZt7J17BpqnbSd26jVemDqO48AoK3FncOXcWJtNIxpiSuXPSNB7Y8hAP7P4XAdMI1pguo7jyNzw/18rP1t6NN9fOgMMdbC+I2KAFERlk0v98j30Pvo6lewqXXDsB0zNTuKZkGbfkDOOuRS3c8Oot7HOVsO1SlS57BVp2GgOyyulMa0YC5NA2Ujo/pMMFy8eZsLbnUFuSxJJTyulOigguLckhDo2VmZBq54mmPQz37ONQ8hHsBe+REjRTk2GiMLmY037zE2S7HYdX5gXXXUypTaI4XMjvvvEjrlt9hKaqEvaIMPddMpqB4wr56T0TefzxMWxNv5VF+81Ms01DGyN4L2Bm/oj3OGf+leQWlmCWdcz2RIn/8MBH2VJTz3itg9Kp2fx88Y0s23kH7QGdQ1MeYXv9YOryd9EHRxpvOnK4rOUR7J5sds+tYEVWA57ixbEiI2cNYNcv7sRWtZEhxQUkJQ9k4eg87n36YearebQEk3EpV+PPv4ec9CAtLdv5z7QCZrsqaKgZRbpdwjbey4wBf+D5cD7zk6pY3imx9PJfsWPbbkKdKgjB+pp3+cHADD6UXmdGbSqlB5spz4U1Zw7im+5k5kyewkM1V7PbuxMpbOK0ShcbpUKGpZZzsKOIdSUPsnhtDkumqFzgiKzEvnfnL7j6sRXklm7h/b3j6YiGAO8RWIu+9S8mBG/kQ8/D7M52cKYvxKSmu3jnNC/DQ34C276GQojuwft5YOIN/KR8Fwc2v09w6E7u3LOBN6a2YZESE04unreYc5acg2PiqRSuvodxW8N8OH84k3Zvo3P8N7j8f2/s8xrWDdvGT5btpTxvHJsmrWWWO8hvL/8e31j5JtIPbsam9GpLFKmJp8/s4vy191DgMTP7who2+ryU5wiG1MPrE5I4lOMlw5XX53ckSaJ0Wg7VR7rIrpSRBwgqJx3kYW8SReMew7p7FpkHy3gl92zWeYcz3vl3iiryCczRcOQ3Ilm/l3C/MRljCEthOsY0kVb2N2aUH+bpc5O5YVAhgQkTeDv0LhdubqHE18U7F0f6bEZqMS+eu505H9RRab2DSTtTuD3fxSU/S8zNMrowg5tPKeVfz/2GdRO70aZtp7zsTMZ4dNryhvOvi84mZejNffs0kHLlhTSN20nDK6uZsmYpK4fksTNLpzUtxGnDZtLS3sL6g20kWUxMHXk6fzu3icuX38H740+hJWUt7vHthL5exIxTngFdJ62tkvOLprPpyEo2rdrOdcmH+FdmBuqRfMZuqeCJ2XaSkvtqKM//4W+59Bdv8qv1D3MgM5OHZmxhiLecSalbebQ10h5F/h18c9+b/OO8EMWNCgW+9TQNkTjj1BFsi0vtVOAqYFzWOC4ceiFWTyOVTZ101jzD6+e/zvlLbSxP62Ztchu2gr8xt9ZO7bR61nW/xmR/EReYfdgyBnNPpo4IFqIkl/HQ6WbmbxesmP4WJe2H2JJSTrDtO6TIXbhSHiHoamW1PcSoxhUEB3Tyymg3no4h+NIOsHJSMpeuugW3T+ZCy5X42MiIsjXYOrz86AadVfV2xlZptOVprC0dQ1rTTQSGZjNu80Aenn0Vxal3kyE7mbv4ZqxFRSgmmZ/c+3Neu2wFZQMqqLU/R3LaVh5OX8Q7Ndn8s+AuNheWklJfRV1OC1e8LNPlOEHkt08ZSXyWok8/dHV1kZycTGdnJ253X0n4vyWshantrqWmq4b97fvZ1vAh6w/X4usegDl5K4oli22XRiTmFn8LKZYUQqEGLEoG9+58gAe2PY3mGYmSvB0paqe/f/79zByQGJr2g+bD3FW+gz+NnU+GxUyK2cS/N7/Arqb9LD9YhinpIHI0ZPXbC58g3T2a5a0eZqQ4CYdbWFa5jAuHXkiaLQ0hBF2hLpYceJ6/bP0HADoW9I5xSPYKTNY2sI9i+cLHyLP1DUqj6iqb6jfxRFsyxVadzXt/w96OyKo63DkGk+Mgf5h3K2v8WTSGVL6fZ2VSzviEewgh0INBFm9+mX0Vf0D1DEe2tGOy9Tpp/un0t9l35FneOfwOd532by54JZKr5Ucjf0QKsxk/JJOLVv+eeXkTydAO8HrVW/z79EcYmjqUP614mUcrH8JkP4KuJmExD+eK6d/nx0N7V2M7mndw+RuRxHz3fe1RZuVNZEfzDprbbXR1J3H+hN5VWFnTdp7f9zgZltHct/FdAOaNSOG++ff02y+qW7zsqe8iw1lOplMhP2UEsmzFZLIx+rHR6KodRc/FlzydX0xZyFXFIxKu/8Zr36Cs4TBqdyk213Z0c0T9fdNpK7gyvx9zTxz72vazbH0li8ZPZWhOGl7vARyOQYx9ovcdlF1VFnuX5e3lXPDSdSAUBqQKVly8Er+mc01ZFXPSHFyWk4Tb4uapbR/S6NvHIxV3AzAybSTPnvNs7H2ur19PsSOFkBYgNZTLorU1NDbfhsl+pM/vAuxv2c5Vb91IR2sJpqRydn/7wz516fA18+vNb3KgbRi/mejjm+/eiBCgdk7AZO/g6tm3ckjP5O7SQuob21nwyjWYkyKxVB5etI4pKYlbBzuDnTgVJ+OeGIfqGwiyiaHDvs6Ls7+D0k+232e2vsztGx5GtrQim70sX/gUj7RlUOUPcv+IYsxx14x5bAwCQdhTytgcJ2OTJvNkzUuYbE1MyT+bjUdeA2DHFTuQj5GPpAdNC9LuO8Kmpp38bM2vYsf/N/cBaoTMU83/C1rvduX4du1hW+M2Ln3hd0iWFkzWNu6Zdw9zC+eys3kni1/4BbK1BdnczYSsCTz29cf4/frf8+z+yPtMUq5jYdEUfj5zUp/7Atx3qI5/vXd67O/rpi9Drw1w3vhiBqQcPzKuEBq3f/BTnt1djsnawJ2z/8DgtAJK00pRNZ2Xt9YyfVA6BWkONjbu5VtvXRy7dssl7yHLNszmpD739fkOYbMNYNS/FyA0OyZ7DZIEpxedzl/m/qVP+cOtLby8cS0jBvvYZ5nHg+9FTNS6auP7g5/lnorLkc3dSEo2f592HfNKIn41utB5eu/T5CblMsA1gNK0/reVjn5sNEJXCLdPxezaw9jcPEZnjmJG7izS7GmMzuyN/zH6P1MIdw8jOe0QPi0xOqgZEz8b+jizhw/hjKXRuEjWYu6dez+DrCqH/LXk2YZy78aXKOt+k1pvJJlhfJ/QurtZ/O7V7G/fD8Cmyzbzg701rN16PkJTIHwFt555ORfkOjCZHAnxbgCe3/88v13/WwBuHH8TMzPOobHFw5wReXRpYa7Z/BYH9vwRoTrJTYN3Fq/st03+Wz7O/P2VET6OxbSnp+ENe7lk2CX8fNrPj1mu0dvIpsZN/KfsP5R3RHZPbLhkAw7LR48QN/qxSCc+p+Qc5hXO42tFXzvBFREOtB/ggmWRD2rpoqVIksQ3XvsGPtXHtWOu5YbxN3yk+zy771l+vyGy131yzmR+OfWXlKSUnOCqCK3+VuY+P7fPcVmS2XHljoRjL5e/TIO3gf8Z9z8nvG97oJ3Zz0U83B8/43HGZ4/vU8YX8jH1mUhgrA8Wf0CKLeUjPXNPe/9u5u9YNHjRR7qmv+uvG3sd1429rs+HDvDIrke4a8tdmGUzp+Sdwqojq/ptk4/D2S+fzSHPIYakDOHlRS8nnJv05CSCWpCrRl7FTyf99Lj3Gff4ODSh8ZOJP+HqUVcft2xPXQG+O+a7fH/89xPOH+w4yHUrr+PKEVdy2YjLjr68DwuXLKSqs4oUawpvnv8mTkuicPGN177B7tbd5Cbl8vaFbx/zPuOfGI+qq0zLncZDCx46ZjmAqU9Nxaf6SLOlsXrx6mOWu/qtq9nSuIVMeybvXvwuVZ1VLFyyEIBVF61i0dJFTM6ezN2n3n3CesZz6vOn0uxvJtWayvvfeB+AF/a/wO3rbwfAarKy+fL+c+ncvu52LLKF74z5Dun23uCG92+/n3t33AtE+uH/jPsftjRu4eq3rgb6F2aOZv4L82n0NVLgKuCN8984Yfl4llYs5Zcf/hI4sTC24MUF1Hvr++23/RHf54CY0HUipjw5Bb/mp9hdzKvnvRr7Jq4ccSU3Tb7phNcfTY8wOil7EpNzJnP1qKtxmPsf1z+s/ZC7t9zNb2b+hsveuCyyfTvKOSXncMcpdwAw9vGx6ELnhnE3cO3Ya/vcJ75dj36HPWNK/Lmetrpr7l3HnTc6Ah2c8twpwLHHyp5v6jujv8ONE/pqEf8/fKz5W3zO6OzsFIDo7Ow8Kb9X56kTz+x9Rmia9pGveXH/i2JD7YaP/Vu7W3aL5/Y997GvE0KINw6+ITbU9/5ms7dZLKtY9rGeWwghntn7jFhXu+6/eoZN9ZvEpvpNYmn5UlHeVi5WVK8Qe1v2/lf3imf14dViU/2m45Z5//D74v3D73+s++5o2iGe2vPUf/1cK6pXiN+s/c0J2/iZvc+I8rZy4Q16xf++/7/iYMfB//o3hRCi0dso7t58t/AGvX3O7WjaIZ7f9/xHuk9NV414+cDLH6mPrDmy5v/VVkfTGewU/9j6D9Hia+n3vDfsFU/sfkJ0Bo//ne9v2y/+sP4Pwhvu2xZHU9leKX686seipqvmuOW8Ya/4T9l/RJu/LXbs1cpXxerDq0/4G8ejobtB/PrDX4sjniMJxzVNEy8deEnUeer+q/tuqN0g/rrprwnv8Z3qd8T+1v0f6foWX4v486Y/H/NdnIiHdj4kKtsrT1iu2dss7t12r2j2Nn+k+25u2Cz+sfUfYmfTzoSx7URUd1SLX3/461h9Gr2NYkn5ko89Fvawv3W/+NPGPwl/2P+xrjviOSKe2/ecaPe39xmLa7pqxEsHXjruM71a+aqo7qju99xTe54S+9t63295W7l46+BbH+m53q5+W7xe+foxzzd0N4il5Uv/6/Y6Hh9n/v7Kaz4MDAwMDAwM/v98nPn7K7PbxcDAwMDAwODzgSF8GBgYGBgYGJxUDOHDwMDAwMDA4KRiCB8GBgYGBgYGJxVD+DAwMDAwMDA4qRjCh4GBgYGBgcFJxRA+DAwMDAwMDE4qhvBhYGBgYGBgcFIxhA8DAwMDAwODk4ohfBgYGBgYGBicVAzhw8DAwMDAwOCkYggfBgYGBgYGBicVQ/gwMDAwMDAwOKmYP+sHOJqeJLtdXV2f8ZMYGBgYGBgYfFR65u2eefx4fO6ED4/HA0BBQcFn/CQGBgYGBgYGHxePx0NycvJxy0jio4goJxFd16mrq8PlciFJ0id6766uLgoKCjh8+DBut/sTvfcXga96/cFoAzDa4KtefzDa4Ktef/h02kAIgcfjIS8vD1k+vlfH507zIcsy+fn5n+pvuN3ur2yHA6P+YLQBGG3wVa8/GG3wVa8/fPJtcCKNRw+Gw6mBgYGBgYHBScUQPgwMDAwMDAxOKl8p4cNqtXLbbbdhtVo/60f5TPiq1x+MNgCjDb7q9QejDb7q9YfPvg0+dw6nBgYGBgYGBl9uvlKaDwMDAwMDA4PPHkP4MDAwMDAwMDipGMKHgYGBgYGBwUnFED4MDAwMDAwMTipfeOHj/fff55xzziEvLw9JkliyZEnC+e7ubm644Qby8/Ox2+2MGDGC+++/P6HMgw8+yNy5c3G73UiSREdHx8mrwCfMnXfeiSRJ/PCHP4wdu/baaxk0aBB2u53MzEwWLVrEvn37Eq678cYbmThxIlarlXHjxp3ch/4EqK2t5fLLLyc9PR273c7o0aPZvHlz7PyXvR94PB5++MMfUlRUhN1uZ8aMGWzatCl2/te//jWlpaUkJSWRmprK/Pnz2bBhQ8I9fv/73zNjxgwcDgcpKSknuQYfjxN99y+//DILFiwgPT0dSZLYvn17n3s0NDRwxRVXkJOTQ1JSEhMmTOCll15KKPN5bpMTtUE83/ve95Akibvvvjvh+MKFCyksLMRms5Gbm8sVV1xBXV1d7HwgEODqq69m9OjRmM1mzj333E+nMv8FH6X+e/fuZeHChSQnJ5OUlMTkyZOpqamJnf+i94EvMl944cPr9TJ27Fjuvffefs//+Mc/5q233uLJJ59k7969/PCHP+SGG25g2bJlsTI+n48zzjiDn//85yfrsT8VNm3axAMPPMCYMWMSjk+cOJFHHnmEvXv3snz5coQQLFiwAE3TEsp985vfZPHixSfzkT8R2tvbmTlzJoqi8Oabb7Jnzx7++te/kpqaGivzZe8H3/72t1mxYgVPPPEEZWVlLFiwgPnz51NbWwvA0KFD+ec//0lZWRlr1qyhuLiYBQsW0NzcHLtHKBTioosu4rrrrvusqvGROdF37/V6mTVrFn/84x+PeY8rr7yS/fv3s2zZMsrKyjj//PO5+OKL2bZtW6zM57lNTtQGPbzyyiusX7+evLy8PufmzZvH888/z/79+3nppZeorKzkwgsvjJ3XNA273c6NN97I/PnzP/E6/H84Uf0rKyuZNWsWpaWlvPfee+zcuZNbb70Vm80WK/NF7wNfaMSXCEC88sorCcdGjhwpbr/99oRjEyZMEL/4xS/6XL9q1SoBiPb29k/xKT8dPB6PGDJkiFixYoWYM2eO+MEPfnDMsjt27BCAqKio6HPutttuE2PHjv30HvRT4OabbxazZs06bpkvcz/w+XzCZDKJ1157LeH4seonhBCdnZ0CECtXruxz7pFHHhHJycmfxqN+KvT33fdQVVUlALFt27Y+55KSksTjjz+ecCwtLU089NBDfcp+3tvkWG1w5MgRMWDAALFr1y5RVFQk/va3vx33PkuXLhWSJIlQKNTn3FVXXSUWLVr0yTzwJ0x/9V+8eLG4/PLLj3vdl6kPfNH4wms+TsSMGTNYtmwZtbW1CCFYtWoVBw4cYMGCBZ/1o32iXH/99Zx11lknXJ14vV4eeeQRBg4c+KXJHLxs2TImTZrERRddRFZWFuPHj+ehhx5KKPNl7geqqqJpWsKKDsBut7NmzZo+5UOhEA8++CDJycmMHTv2ZD3m544ZM2bw3HPP0dbWhq7rPPvsswQCAebOnftZP9ongq7rXHHFFdx0002MHDnyhOXb2tp46qmnmDFjBoqinIQn/PTQdZ3XX3+doUOHcvrpp5OVlcXUqVP7mGa+7H3g88yXXvi45557GDFiBPn5+VgsFs444wzuvfdeZs+e/Vk/2ifGs88+y9atW/nDH/5wzDL/+te/cDqdOJ1O3nzzTVasWIHFYjmJT/npcfDgQe677z6GDBnC8uXLue6667jxxht57LHHYmW+zP3A5XIxffp0fvvb31JXV4emaTz55JOsW7eO+vr6WLnXXnsNp9OJzWbjb3/7GytWrCAjI+MzfPLPlueff55wOEx6ejpWq5Vrr72WV155hcGDB3/Wj/aJ8Mc//hGz2cyNN9543HI333wzSUlJpKenU1NTw9KlS0/SE356NDU10d3dzZ133skZZ5zB22+/zXnnncf555/P6tWrY+W+7H3g88xXQvhYv349y5YtY8uWLfz1r3/l+uuvZ+XKlZ/1o30iHD58mB/84Ac89dRTfVa+8Vx22WVs27aN1atXM3ToUC6++GICgcBJfNJPD13XmTBhAnfccQfjx4/nu9/9Lt/5zncSHEq/7P3giSeeQAjBgAEDsFqt/OMf/+CSSy5JSGs9b948tm/fztq1aznjjDO4+OKLaWpq+gyf+rPl1ltvpaOjg5UrV7J582Z+/OMfc/HFF1NWVvZZP9r/my1btvD3v/+dRx99FEmSjlv2pptuYtu2bbz99tuYTCauvPJKxBc88LWu6wAsWrSIH/3oR4wbN45bbrmFs88+O2Fc+DL3gc89n63V55OFo+x+Pp9PKIrSxxb+rW99S5x++ul9rv+i2fqFEOKVV14RgDCZTLF/gJAkSZhMJqGqap9rgsGgcDgc4umnn+5z7ovo81FYWCi+9a1vJRz717/+JfLy8oQQX41+0EN3d7eoq6sTQghx8cUXizPPPPOYZQcPHizuuOOOPse/aLbto7/7eI7l81FRUSEAsWvXroTjp512mrj22mv73Ofz3iZHt8Hf/va32BgQPy7IsiyKioqOeZ/Dhw8LQKxdu7bPuS+Sz0cwGBRms1n89re/TSj3s5/9TMyYMUMI8eXrA180zJ+JxHOSCIfDhMPhhNUfgMlkiknGX3ROO+20PlL6NddcQ2lpKTfffDMmk6nPNUIIhBAEg8GT9ZifKjNnzmT//v0Jxw4cOEBRURHw1egHPSQlJZGUlER7ezvLly/nT3/60zHL6rr+pekDHxefzwfwpe0TV1xxRR//r9NPP50rrriCa6655pjX9dT9i94vLBYLkydPPu648GXvA593vvDCR3d3NxUVFbG/q6qq2L59O2lpaRQWFjJnzhxuuukm7HY7RUVFrF69mscff5y77rordk1DQwMNDQ2x+5SVleFyuSgsLCQtLe2k1+nj4HK5GDVqVMKxHvvtqFGjOHjwIM899xwLFiwgMzOTI0eOcOedd2K32znzzDNj11RUVNDd3U1DQwN+vz8WF2HEiBGfe9+QH/3oR8yYMYM77riDiy++mI0bN/Lggw/y4IMPAuB2u7/0/aBnC/WwYcOoqKjgpptuorS0lGuuuQav18vvf/97Fi5cSG5uLi0tLdx7773U1tZy0UUXxe5RU1NDW1sbNTU1aJoW6wODBw/G6XR+RjXrnxN99z316IlZ0TMJ5eTkkJOTQ2lpKYMHD+baa6/lL3/5C+np6SxZsoQVK1bw2muvxe77eW6TE7VBenp6QnlFUcjJyWHYsGEAbNiwgU2bNjFr1ixSU1OprKzk1ltvZdCgQUyfPj123Z49ewiFQrS1teHxeGJt8FnHAzpR/W+66SYWL17M7NmzmTdvHm+99Ravvvoq7733HsCXog98ofmMNS//b3pU5Ef/u+qqq4QQQtTX14urr75a5OXlCZvNJoYNGyb++te/Cl3XY/e47bbb+r3HI4888tlU6v9J/Fbb2tpa8fWvf11kZWUJRVFEfn6+uPTSS8W+ffv6XNNfG1RVVZ38CvwXvPrqq2LUqFHCarWK0tJS8eCDDyac/7L3g+eee06UlJQIi8UicnJyxPXXXy86OjqEEEL4/X5x3nnniby8PGGxWERubq5YuHCh2LhxY8I9rrrqqn7rv2rVqs+gRsfnRN/9I4880u/52267LXaPAwcOiPPPP19kZWUJh8MhxowZ02fb5ee5TU7UBkdz9FbbnTt3innz5om0tDRhtVpFcXGx+N73vieOHDnS57r+fuez5qPU/+GHHxaDBw8WNptNjB07VixZsiThHl/0PvBFRhLiC+5ZZGBgYGBgYPCF4ku/28XAwMDAwMDg84UhfBgYGBgYGBicVAzhw8DAwMDAwOCkYggfBgYGBgYGBicVQ/gwMDAwMDAwOKkYwoeBgYGBgYHBScUQPgwMDAwMDAxOKobwYWBgYGBgYHBSMYQPAwMDAwMDg5OKIXwYGBgYGBgYnFQM4cPAwMDAwMDgpGIIHwYGBgYGBgYnlf8DHIWP+8AzzdQAAAAASUVORK5CYII="
},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 8
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-04-16T14:08:52.995217Z",
"start_time": "2024-04-16T14:08:52.805031Z"
}
},
"cell_type": "code",
"source": [
"from data import apply_smoothing\n",
"plt.plot(experiments.columns.astype(int), scaled_experiments.iloc[0, :])\n",
"_ = plt.plot(experiments.columns.astype(int), apply_smoothing(scaled_experiments.iloc[0, :]))"
],
"id": "1ff2dcfe11bfbed",
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 9
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-04-16T14:08:55.533409Z",
"start_time": "2024-04-16T14:08:52.995217Z"
}
},
"cell_type": "code",
"source": [
"from data import smooth_experiments\n",
"smoothed_experiments = smooth_experiments(scaled_experiments)\n",
"_ = smoothed_experiments.transpose().plot(legend=False)"
],
"id": "c2393889299be807",
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 10
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-04-16T14:11:19.934584Z",
"start_time": "2024-04-16T14:11:19.893550Z"
}
},
"cell_type": "code",
"source": [
"X = pd.concat([metadata, smoothed_experiments], axis=1)\n",
"X"
],
"id": "8daaf531d1077d3",
"outputs": [
{
"data": {
"text/plain": [
" objective laser_power[%] grating exposition[sec] accumulations \\\n",
"0 50 100 1800 20 2 \n",
"1 50 100 1800 20 2 \n",
"2 50 100 1800 20 2 \n",
"3 50 100 1800 20 2 \n",
"4 50 100 1800 20 2 \n",
".. ... ... ... ... ... \n",
"523 50 100 1800 20 2 \n",
"524 50 100 1800 20 2 \n",
"525 50 100 1800 20 2 \n",
"526 50 100 1800 20 2 \n",
"527 50 100 1800 20 2 \n",
"\n",
" phase_liquid phase_solid substrate_alu confocalhigh_True 181 \\\n",
"0 1 0 1 1 -0.299485 \n",
"1 0 1 1 1 -0.071990 \n",
"2 0 1 1 1 -0.129200 \n",
"3 1 0 1 1 -0.281426 \n",
"4 0 1 1 1 -0.232889 \n",
".. ... ... ... ... ... \n",
"523 1 0 1 1 -0.090060 \n",
"524 1 0 1 1 0.218434 \n",
"525 0 1 1 1 -0.124807 \n",
"526 1 0 1 1 -0.500839 \n",
"527 0 1 1 1 -0.067152 \n",
"\n",
" ... 1917 1918 1919 1920 1921 1922 \\\n",
"0 ... -0.099779 -0.133344 -0.233556 -0.353051 -0.412390 -0.375944 \n",
"1 ... -0.361364 -0.286732 -0.254597 -0.273810 -0.311510 -0.330628 \n",
"2 ... -0.229192 -0.202971 -0.191374 -0.181775 -0.191283 -0.314714 \n",
"3 ... -0.269852 -0.275944 -0.305332 -0.323362 -0.301384 -0.333912 \n",
"4 ... -0.309343 -0.328670 -0.326767 -0.332768 -0.361922 -0.411394 \n",
".. ... ... ... ... ... ... ... \n",
"523 ... -0.167459 -0.165322 -0.132145 -0.140044 -0.275117 -0.372081 \n",
"524 ... -0.396873 -0.336000 -0.216534 -0.114254 -0.136184 -0.355353 \n",
"525 ... -0.164972 -0.194494 -0.275090 -0.364688 -0.440014 -0.472264 \n",
"526 ... -0.204567 -0.197048 -0.175478 -0.219285 -0.366606 -0.494809 \n",
"527 ... -0.357148 -0.380659 -0.389910 -0.394442 -0.414922 -0.433362 \n",
"\n",
" 1923 1924 1925 1926 \n",
"0 -0.337513 -0.373616 -0.401737 -0.387572 \n",
"1 -0.354670 -0.391580 -0.375889 -0.265337 \n",
"2 -0.439199 -0.495830 -0.485446 -0.387097 \n",
"3 -0.379791 -0.376634 -0.287635 -0.072417 \n",
"4 -0.440068 -0.432535 -0.373218 -0.245863 \n",
".. ... ... ... ... \n",
"523 -0.371779 -0.283918 -0.235794 -0.310222 \n",
"524 -0.594436 -0.707970 -0.702249 -0.540342 \n",
"525 -0.467227 -0.439868 -0.401022 -0.361123 \n",
"526 -0.517148 -0.394632 -0.281323 -0.263670 \n",
"527 -0.447434 -0.459646 -0.428600 -0.327952 \n",
"\n",
"[528 rows x 1755 columns]"
],
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>objective</th>\n",
" <th>laser_power[%]</th>\n",
" <th>grating</th>\n",
" <th>exposition[sec]</th>\n",
" <th>accumulations</th>\n",
" <th>phase_liquid</th>\n",
" <th>phase_solid</th>\n",
" <th>substrate_alu</th>\n",
" <th>confocalhigh_True</th>\n",
" <th>181</th>\n",
" <th>...</th>\n",
" <th>1917</th>\n",
" <th>1918</th>\n",
" <th>1919</th>\n",
" <th>1920</th>\n",
" <th>1921</th>\n",
" <th>1922</th>\n",
" <th>1923</th>\n",
" <th>1924</th>\n",
" <th>1925</th>\n",
" <th>1926</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>50</td>\n",
" <td>100</td>\n",
" <td>1800</td>\n",
" <td>20</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>-0.299485</td>\n",
" <td>...</td>\n",
" <td>-0.099779</td>\n",
" <td>-0.133344</td>\n",
" <td>-0.233556</td>\n",
" <td>-0.353051</td>\n",
" <td>-0.412390</td>\n",
" <td>-0.375944</td>\n",
" <td>-0.337513</td>\n",
" <td>-0.373616</td>\n",
" <td>-0.401737</td>\n",
" <td>-0.387572</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>50</td>\n",
" <td>100</td>\n",
" <td>1800</td>\n",
" <td>20</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>-0.071990</td>\n",
" <td>...</td>\n",
" <td>-0.361364</td>\n",
" <td>-0.286732</td>\n",
" <td>-0.254597</td>\n",
" <td>-0.273810</td>\n",
" <td>-0.311510</td>\n",
" <td>-0.330628</td>\n",
" <td>-0.354670</td>\n",
" <td>-0.391580</td>\n",
" <td>-0.375889</td>\n",
" <td>-0.265337</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>50</td>\n",
" <td>100</td>\n",
" <td>1800</td>\n",
" <td>20</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>-0.129200</td>\n",
" <td>...</td>\n",
" <td>-0.229192</td>\n",
" <td>-0.202971</td>\n",
" <td>-0.191374</td>\n",
" <td>-0.181775</td>\n",
" <td>-0.191283</td>\n",
" <td>-0.314714</td>\n",
" <td>-0.439199</td>\n",
" <td>-0.495830</td>\n",
" <td>-0.485446</td>\n",
" <td>-0.387097</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>50</td>\n",
" <td>100</td>\n",
" <td>1800</td>\n",
" <td>20</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>-0.281426</td>\n",
" <td>...</td>\n",
" <td>-0.269852</td>\n",
" <td>-0.275944</td>\n",
" <td>-0.305332</td>\n",
" <td>-0.323362</td>\n",
" <td>-0.301384</td>\n",
" <td>-0.333912</td>\n",
" <td>-0.379791</td>\n",
" <td>-0.376634</td>\n",
" <td>-0.287635</td>\n",
" <td>-0.072417</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>50</td>\n",
" <td>100</td>\n",
" <td>1800</td>\n",
" <td>20</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>-0.232889</td>\n",
" <td>...</td>\n",
" <td>-0.309343</td>\n",
" <td>-0.328670</td>\n",
" <td>-0.326767</td>\n",
" <td>-0.332768</td>\n",
" <td>-0.361922</td>\n",
" <td>-0.411394</td>\n",
" <td>-0.440068</td>\n",
" <td>-0.432535</td>\n",
" <td>-0.373218</td>\n",
" <td>-0.245863</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>523</th>\n",
" <td>50</td>\n",
" <td>100</td>\n",
" <td>1800</td>\n",
" <td>20</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>-0.090060</td>\n",
" <td>...</td>\n",
" <td>-0.167459</td>\n",
" <td>-0.165322</td>\n",
" <td>-0.132145</td>\n",
" <td>-0.140044</td>\n",
" <td>-0.275117</td>\n",
" <td>-0.372081</td>\n",
" <td>-0.371779</td>\n",
" <td>-0.283918</td>\n",
" <td>-0.235794</td>\n",
" <td>-0.310222</td>\n",
" </tr>\n",
" <tr>\n",
" <th>524</th>\n",
" <td>50</td>\n",
" <td>100</td>\n",
" <td>1800</td>\n",
" <td>20</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0.218434</td>\n",
" <td>...</td>\n",
" <td>-0.396873</td>\n",
" <td>-0.336000</td>\n",
" <td>-0.216534</td>\n",
" <td>-0.114254</td>\n",
" <td>-0.136184</td>\n",
" <td>-0.355353</td>\n",
" <td>-0.594436</td>\n",
" <td>-0.707970</td>\n",
" <td>-0.702249</td>\n",
" <td>-0.540342</td>\n",
" </tr>\n",
" <tr>\n",
" <th>525</th>\n",
" <td>50</td>\n",
" <td>100</td>\n",
" <td>1800</td>\n",
" <td>20</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>-0.124807</td>\n",
" <td>...</td>\n",
" <td>-0.164972</td>\n",
" <td>-0.194494</td>\n",
" <td>-0.275090</td>\n",
" <td>-0.364688</td>\n",
" <td>-0.440014</td>\n",
" <td>-0.472264</td>\n",
" <td>-0.467227</td>\n",
" <td>-0.439868</td>\n",
" <td>-0.401022</td>\n",
" <td>-0.361123</td>\n",
" </tr>\n",
" <tr>\n",
" <th>526</th>\n",
" <td>50</td>\n",
" <td>100</td>\n",
" <td>1800</td>\n",
" <td>20</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>-0.500839</td>\n",
" <td>...</td>\n",
" <td>-0.204567</td>\n",
" <td>-0.197048</td>\n",
" <td>-0.175478</td>\n",
" <td>-0.219285</td>\n",
" <td>-0.366606</td>\n",
" <td>-0.494809</td>\n",
" <td>-0.517148</td>\n",
" <td>-0.394632</td>\n",
" <td>-0.281323</td>\n",
" <td>-0.263670</td>\n",
" </tr>\n",
" <tr>\n",
" <th>527</th>\n",
" <td>50</td>\n",
" <td>100</td>\n",
" <td>1800</td>\n",
" <td>20</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>-0.067152</td>\n",
" <td>...</td>\n",
" <td>-0.357148</td>\n",
" <td>-0.380659</td>\n",
" <td>-0.389910</td>\n",
" <td>-0.394442</td>\n",
" <td>-0.414922</td>\n",
" <td>-0.433362</td>\n",
" <td>-0.447434</td>\n",
" <td>-0.459646</td>\n",
" <td>-0.428600</td>\n",
" <td>-0.327952</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>528 rows × 1755 columns</p>\n",
"</div>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"execution_count": 13
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-04-16T14:11:40.003881Z",
"start_time": "2024-04-16T14:11:36.682919Z"
}
},
"cell_type": "code",
"source": [
"from sklearn.manifold import TSNE\n",
"from math import sqrt\n",
"X_embedded = TSNE(n_components=2, learning_rate='auto', init='pca', perplexity=int(sqrt(len(X)))).fit_transform(X.to_numpy())\n",
"_ = plt.scatter(X_embedded[:,0], X_embedded[:,1], c=truth, cmap=\"Accent\", s=int(500/sqrt(len(X))))"
],
"id": "3909f7be70d848b5",
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 14
},
{
"metadata": {},
"cell_type": "code",
"source": "",
"id": "e30a2902afa2a95",
"outputs": [],
"execution_count": null
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 5
}