diff --git a/data/Forbes-Billionaires.csv b/data/Forbes Billionaires.csv similarity index 100% rename from data/Forbes-Billionaires.csv rename to data/Forbes Billionaires.csv diff --git a/lab2/lab2.ipynb b/lab2/lab2.ipynb index 357c70e..55f6391 100644 --- a/lab2/lab2.ipynb +++ b/lab2/lab2.ipynb @@ -36,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -83,12 +83,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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SnLb55JNPUF9fj3feeQcTJkywPl5ZWSnr9QJAYmIiJk2aBAC48sorUVVVhSVLluCyyy7z6hyL+wJ6OsJffPEF/v73vzsFQc8//zyOHz9urYrmaODAgbBYLCgvL3cqNiHlL3/5C1JSUnDXXXd53FbO+9GrVy8kJibi22+/dXr+N998A61Wa81wDRw4EGVlZR6Pq8SePXvw5ptv4r333kNMTIyq+xYNHDgQmzdvxtixY+2GUrmSlZVl9/4CcKq0JzrttNPstk1OTsb111+PPXv2yGpbbm4uALg8/1lZWU5ZW1+sX78e48ePx9KlSzFv3jzMmjULF110kfX3b731Fm688Ua7GxHt7e04deqU5P4OHTqECy+80Ppzc3MzampqMHXqVADqfHZtbdiwAR0dHVi/fr3dUFDHIY1E5H8cDkdEAIA1a9ago6PDrkMhx+LFi9G7d2+7MrW2xI6h49CVZ555xqt2Aj2VxV588UXrz52dnXjxxRfRq1cvjBo1yuVxv/jiC5SUlLjd9y233IL9+/fj6quvtqtQ50pGRgZmzJiB/fv3WyvTOZJqS2dnJ55//nmP+5diNptx8uRJdHR0uNw/IP8cm81mdHZ2WvcnampqwmOPPYb58+fDaDRKPveKK66AVqvFo48+6nQX27E9YqWuRYsWyerMA57fj5iYGFx88cVYt26d3RCmY8eOYc2aNRg3bhxSU1MBAL/+9a+xb98+vPvuu077kRpaJccDDzyAsWPH4vLLL/fq+XJcc801MJvNWLJkidPvuru7XXbwvSG+h3IDupycHIwYMQL/+te/7NpRVlaGjz76yBpMqEWcB3fHHXfgvPPOw5w5c9DW1mb9fUxMjNN7+c9//tNlKfqXXnrJrsz98uXL0d3djUsvvdS6P0C9z67U/kwmk1NGi4j8j5kgoijX0tKCf/7zn3j00UetHYjVq1fbbXPs2DE0Nzdj9erVmDx5st28n48++ghvvPGGtQiBo9TUVEyYMAF/+9vf0NXVhb59++Kjjz7y+k4q0DMn6IknnkBVVRVOP/10/Pvf/8bevXvx0ksvWSc5X3bZZXjnnXdw5ZVXYtq0aaisrMQLL7yAgoICNDc3u9z3lClTcOLECVkBkGjlypV47rnnkJWVJfn78847D+np6bjxxhvxf//3f9BoNFi1apXsjveECRNwwQUXoH///mhubsZbb72FPXv2WNfK8eYci+9xS0sL3nvvPVRVVeHuu++226a0tBRZWVm47777XO5n0KBBeOihh7BkyRKMHz8eV111FXQ6Hb788kv06dMHS5cutW776aefYujQoS7nTUmR83785S9/waZNmzBu3DjccccdiI2NxYsvvoiOjg787W9/s25377334q233sLVV1+NW265BaNGjUJDQwPWr1+PF154AcOHD5fdLtFHH32EHTt2KH6eaMuWLdYgDfgle3fgwAEcOHAAZ511Fs4//3zMmTMHS5cuxd69e3HxxRcjLi4Ohw4dwn//+188++yz+M1vfuPV8X/44QcUFxdbh8M99thjyM3Nxdlnny07W/vkk0/i0ksvRVFREW699VZriWyDweAyg+grjUaDl19+GSNGjMDChQut7/Nll12GVatWwWAwoKCgACUlJdi8eTMyMzMl99PZ2YmLLroI11xzDb799ls8//zzGDdunDWo9fWz6+jiiy9GfHw8pk+fjjlz5qC5uRkrVqxAdnY2ampqvDsZROSdgNejI6KQIpZzlftPLP0rlpgdMWKEXXlhqfKwP/74o3DllVcKaWlpgsFgEK6++mrh6NGjAgBh4cKF1u3klsg+88wzha+++kooKioS9Hq9kJubKyxbtsxuO4vFIjz++ONCbm6uoNPphLPPPlt4//33ncoei+21LbksdX6kSmS7aqfU73fs2CGMGTNGSEhIEPr06SPcd999wv/+9z9Z5ZTnzp0r5OfnCzqdTsjIyBDGjBkj/Otf/7LbRuk5Fv8lJCQIBQUFwtNPP233PoqlyJ9++mnJ1+bo1VdfFc4++2xBp9MJ6enpwvnnny9s2rTJ+vvc3FwBgPDuu+/aPU+N90MQBKG0tFS45JJLhOTkZCExMVG48MILhc8//9zp+fX19cK8efOEvn37CvHx8cJpp50m3HjjjUJdXZ3TtnJKZM+YMcPu8a1btyoqke3un2MJ6ZdeekkYNWqUkJCQIKSkpAhnnXWWcN999wlHjx61bqO0RLb4T6PRCEajUbjqqquEgwcPCoIgv0S2IAjC5s2bhbFjxwoJCQlCamqqMH36dKG8vNzl9r6UyLa1ePFiITY2VigtLRUEoacM/s033yxkZWUJycnJwiWXXCJ88803TscTX9unn34q3HbbbUJ6erqQnJwsXH/99XalvgVB+WfXU4ns9evXC8OGDRP0er2Ql5cnPPHEE8Krr74q+1wTkTo0guDl7QwiighVVVXIz8/H1q1bccEFF/i8nb9dcMEFqKurU31uB1EoEUuBr1y5MqjtiFRiJccvv/wS55xzTrCbQ0RBwDlBREREREQUVTgniCjKidWgpNb38WY7IvLdWWedFewmEBFFNAZBRFEuKyvLqRCCL9sRke/uueeeYDeBiCiicU4QERERERFFFc4JIiIiIiKiqMIgiIiIiIiIokpYzwmyWCw4evQoUlJSoNFogt0cIiIiIiIKEkEQ0NTUhD59+kCrdZ/rCesg6OjRo+jXr1+wm0FERERERCHiyJEjOO2009xuE9ZBUEpKCoCeF5qamhrk1hARERERUbA0NjaiX79+1hjBnbAOgsQhcKmpqQyCiIiIiIhI1jQZFkYgIiIiIqKowiCIiIiIiIiiCoMgIiIiIiKKKgyCiIiIiIgoqjAIIiIiIiKiqMIgiIiIiIiIogqDICIiIiIiiioMgoiIiIiIKKowCCIiIiIioqjCIIiIiIiIiKIKgyAiIiIiIooqDIKIiIiIiCiqMAgiIiIiIqKoEhvsBhARERERkXfMFgG7KhtwvKkd2Sl6jM7PQIxWE+xmhTwGQUREREREYai4rAaLN5SjxtRufSzHoMfC6QWYUpgTxJaFvqAOh1u0aBE0Go3dvyFDhgSzSUREREREIa+4rAZzV5faBUAAUGtqx9zVpSguqwlSy8JD0DNBZ555JjZv3mz9OTY26E0iIiIiIgpZZouAxRvKIUj8TgCgAbB4QzkmFxg5NM6FoEccsbGxMBqNwW4GEREREVFY2FXZ4JQBsiUAqDG1Y1dlA4oGZgauYWEk6NXhDh06hD59+mDAgAG4/vrr8cMPP7jctqOjA42NjXb/iIiIiIiiyfEm1wGQN9tFo6AGQb/61a+wcuVKFBcXY/ny5aisrMT48ePR1NQkuf3SpUthMBis//r16xfgFhMRERERBVd2il7V7aKRRhAEqeGEQXHq1Cnk5ubiqaeewq233ur0+46ODnR0dFh/bmxsRL9+/WAymZCamhrIphIRERERBYXZImDcE1tQa2qXnBekAWA06LH9/olRNSeosbERBoNBVmwQ9OFwttLS0nD66afj8OHDkr/X6XRITU21+0dEREREFE1itBosnF4AoCfgsSX+vHB6QVQFQEqFVBDU3NyMiooK5OSwrjkRERERkStTCnOwfNZIGA32Q96MBj2WzxrJdYI8CGp1uD/96U+YPn06cnNzcfToUSxcuBAxMTGYOXNmMJtFRERERBTyphTmYHKBEbsqG3C8qR3ZKXqMzs9gBkiGoAZBP/74I2bOnIn6+nr06tUL48aNw86dO9GrV69gNouIiIiIKCzEaDUsg+2FoAZBb775ZjAPT0REREREUSik5gQRERERERH5G4MgIiIiIiKKKgyCiIiIiIgoqjAIIiIiIiKiqMIgiIiIiIiIogqDICIiIiIiiioMgoiIiIiIKKowCCIiIiIioqjCIIiIiIiIiKIKgyAiIiIiIooqDIKIiIiIiCiqMAgiIiIiIqKowiCIiIiIiIiiCoMgIiIiIiKKKgyCiIiIiIgoqjAIIiIiIiKiqMIgiIiIiIiIogqDICIiIiIiiioMgoiIiIiIKKowCCIiIiIioqjCIIiIiIiIiKIKgyAiIiIiIooqDIKIiIiIiCiqMAgiIiIiIqKowiCIiIiIiIiiCoMgIiIiIiKKKgyCiIiIiIgoqjAIIiIiIiKiqMIgiIiIiIiIogqDICIiIiIiiioMgoiIiIiIKKrEBrsBREREREQUGswWAbsqG3C8qR3ZKXqMzs9AjFYT7GapjkEQERERERGhuKwGizeUo8bUbn0sx6DHwukFmFKYE8SWqY/D4YiIiIiIolxxWQ3mri61C4AAoNbUjrmrS1FcVhOklvkHgyAiIiIioihmtghYvKEcgsTvxMcWbyiH2SK1RXhiEEREREREFMV2VTY4ZYBsCQBqTO3YVdkQuEb5GYMgIiIiIqIodrzJdQDkzXbhgEEQEREREVEUy07Rq7pdOGAQREREREQUxUbnZyDHoIerQtga9FSJG52fEchm+RWDICIiIiKiKBaj1WDh9AIAcAqExJ8XTi+IqPWCGAQREREREUW5KYU5WD5rJIwG+yFvRoMey2eNjLh1grhYKhERERERYUphDiYXGLGrsgHHm9qRndIzBC6SMkAiBkFERERERASgZ2hc0cDMYDfD7zgcjoiIiIiIogqDICIiIiIiiioMgoiIiIiIKKowCCIiIiIioqjCIIiIiIiIiKIKgyAiIiIiIooqDIKIiIiIiCiqMAgiIiIiIqKowiCIiIiIiIiiCoMgIiIiIiKKKgyCiIiIiIgoqjAIIiIiIiKiqMIgiIiIiIiIogqDICIiIiIiiioMgoiIiIiIKKowCCIiIiIioqjCIIiIiIiIiKIKgyAiIiIiIooqDIKIiIiIiCiqMAgiIiIiIqKowiCIiIiIiIiiSmywG0BEREREFGnMFgG7KhtwvKkd2Sl6jM7PQIxWE+xm0c8YBBERERERqai4rAaLN5SjxtRufSzHoMfC6QWYUpgTxJaRiMPhiIiIiIhUUlxWg7mrS+0CIACoNbVj7upSFJfVBKllZItBEBERERGRCswWAYs3lEOQ+J342OIN5TBbpLagQGIQRERERESkgl2VDU4ZIFsCgBpTO3ZVNgSuUSSJQRARERERkQqON7kOgLzZjvyHQRARERERkQqyU/Sqbkf+wyCIiIiIiEgFo/MzkGPQw1UhbA16qsSNzs8IZLNIAoMgIiIiIiIVxGg1WDi9AACcAiHx54XTC7heUAhgEEREREREpJIphTlYPmskjAb7IW9Ggx7LZ43kOkEhgoulEhEREZGTzm4LVpVUobqhFbkZibihKA/xsbx/LseUwhxMLjBiV2UDjje1IzulZwgcM0ChQyMIQtgWKm9sbITBYIDJZEJqamqwm0NEREQUEZZuLMeKzyphu5yNVgPMHp+PBVML/HZcs0Vg4EBeUxIbhEw4/9e//hUajQZ33313sJtCREREFLWWbizHi9vsAyAAsAjAi9sqsXRjuV+OW1xWg3FPbMHMFTtx15t7MXPFTox7YguKy2r8cjyKbiERBH355Zd48cUXMWzYsGA3hYiIiChqdXZbsOKzSrfbrPisEp3dFlWPW1xWg7mrS50WGq01tWPu6lIGQqS6oAdBzc3NuP7667FixQqkp6cHuzlEREREUWtVSZVTBsiRRejZTi1mi4DFG8ohdVjxscUbymH21DAiBYIeBN15552YNm0aJk2a5HHbjo4ONDY22v0jIiIiInVUN7Squp0cuyobnDJAtgQANaZ27KpsUO2YREGtDvfmm2+itLQUX375paztly5disWLF/u5VURERETRKTcjUdXt5Dje5DoA8mY7IjmClgk6cuQI7rrrLrzxxhvQ6/WenwBgwYIFMJlM1n9HjhzxcyuJiIiIoscNRXnwVIxNq+nZTi3ZKfL6gXK3I5IjaEHQ7t27cfz4cYwcORKxsbGIjY3Fp59+iv/3//4fYmNjYTabnZ6j0+mQmppq94+IiIiI1BEfq8Xs8flut5k9Pl/V9YJG52cgx6CHq9hLAyDH0FMum0gtQQuCLrroIhw4cAB79+61/jvnnHNw/fXXY+/evYiJiQlW04iIiIii1oKpBZgzId8pI6TVAHMmqL9OUIxWg4XTe/bpGAiJPy+cXsD1gkhVIbVY6gUXXIARI0bgmWeekbU9F0slIiIi8o/ObgtWlVShuqEVuRmJuKEoT9UMkKPishos3lBuVyQhx6DHwukFmFKY47fjUuRQEhsEtTACEREREYWm+Fgtbh0/IGDHm1KYg8kFRuyqbMDxpnZkp/QMgWMGiPwhpIKgTz75JNhNICIiIqIgidFqUDQwM9jNoCgQ9HWCiIiIiIiIAolBEBERERERRRUGQUREREREFFUYBBERERERUVRhEERERERERFGFQRAREREREUUVBkFERERERBRVGAQREREREVFUYRBERERERERRhUEQERERERFFFQZBREREREQUVRgEERERERFRVGEQREREREREUYVBEBERERERRRUGQUREREREFFUYBBERERERUVRhEERERERERFElNtgNICIiIiKSw2wRsKuyAceb2pGdosfo/AzEaDXBbhaFIQZBREREUYodSgonxWU1WLyhHDWmdutjOQY9Fk4vwJTCnCC2jMIRgyAiIqIoxA4lhZPishrMXV0KweHxWlM75q4uxfJZI3ndkiKcE0RERBRlxA6lbQAE/NKhLC6rCVLLiJyZLQIWbyh3CoAAWB9bvKEcZovUFkTSGAQRERFFEXYoKdzsqmxwCthtCQBqTO3YVdkQuEZR2GMQREREFEXYoaRwc7zJ9fXqzXZEAIMgIiKiqMIOJYWb7BS9qtsRAQyCiIiIogo7lBRuRudnIMegh6u6hRr0FPUYnZ8RyGZRmGMQREREFEXYoaRwE6PVYOH0AgBwum7FnxdOL2B5d1KEQRAREVEUYYeSwtGUwhwsnzUSRoN9htJo0LM8NnlFIwhC2JZ/aWxshMFggMlkQmpqarCbQ0REFDa4ThCFIy7wS+4oiQ0YBBEREUUpdiiJKJIoiQ1iA9QmIiIiCjExWg2KBmYGuxlERAHHOUFERERERBRVmAkiIiIiIiK3Im34LIMgIiIiCrpI62ARRZJILKTCIIiIiIiCKhI7WESRorisBnNXl8KxklqtqR1zV5eGbYlyzgkiIiKioBE7WLYBEPBLB6u4rCZILSMis0XA4g3lTgEQAOtjizeUw2wJv2LTDIKIiIgoKCK5g0UUCXZVNjjdoLAlAKgxtWNXZUPgGqUSBkFEREQUFJHcwSKKBMebXH8+vdkulDAIIiIioqCI5A4WUSTITtGrul0oYRBEREREQRHJHSyiSDA6PwM5Bj1c1WnUoKeIyej8jEA2SxUMgoiIiCgoIrmDRRQJYrQaLJxeAABOn1Px54XTC8KynD2DICIiIgqKSO5gkXJmi4CSinqs2/sTSirqWRAjREwpzMHyWSNhNNhnZI0GfdiWxwYAjSAIYXuFNTY2wmAwwGQyITU1NdjNISIiIi9wnSDiNRD6wmFBYyWxAYMgIiIiCrpw6GCRf7hajFN898M520CBpSQ2iA1Qm4iIiIhcitFqUDQwM9jNoADztFaUBj1rRU0uMDIoJlVxThARERERBQXXiqJgYRBEREREREHBtaIoWBgEEREREVFQcK0oChYGQUREREQUFFwrioKFQRARERERBQXXiqJgYRBEREREREETqYtxUmhjiWwiIiIiCqophTmYXGDkWlEUMAyCiIiIiCjouFYUBRKHwxERERERUVRhEERERERERFGFw+GIiIjIL8wWgXM8iCgkMQgiIiIi1RWX1WDxhnLUmNqtj+UY9Fg4vYDVvogo6DgcjoiIiFRVXFaDuatL7QIgAKg1tWPu6lIUl9XYPW62CCipqMe6vT+hpKIeZosQyOYSURRiJoiIiIhUY7YIWLyhHFJhjICeBTAXbyjH5AIjYrQaZoyIKCiYCSIiIiLV7KpscMoA2RIA1JjasauyQXHGiIhILQyCiIiISDXHm1wHQLZqTW1uM0ZAT8aIQ+OIyB8YBBEREZFqslP0srZraOmUnTEiIlIbgyAiIiJSzej8DOQY9HBVCFuDnjk/Gck6WfuTm1kiIlKCQRARERGpJkarwcLpBQDgFAiJPy+cXgBjqryMkdzMEhGREgyCiIiISFVTCnOwfNZIGA32AYzRoMfyWSMxpTBHdsZodH6G39tLRNGHJbKJiIhIdVMKczC5wIhdlQ043tSO7JSegCZG2xP2iBmjuatLoQHsCiTYZozE7YmI1KQRBCFsy640NjbCYDDAZDIhNTU12M0hIiIihbhOEBGpRUlswEwQERFFPLNFcJmRoODylDEiIvIHBkFERBTRmGkIfTFaDYoGZga7GUQURVgYgYiIIlZxWQ3mri51Wo+m1tSOuatLUVxWE6SWERFRMDEIIiKiiGS2CFi8oRxSE1/FxxZvKIfZErZTY4mIyEsMgoiIKCLtqmxwygDZEgDUmNqxq7IhcI0iIqKQwDlBREQUkY43uQ6AvNnOHRZeICIKLwyCiIgoImWn6D1vpGA7V1h4gaIJA/7oEA3vM4MgIiKKSKPzM5Bj0KPW1C45L0gDwGjo+ePuLbHwguP+a03tuH11KeZPGoy8rKSI7URQdGHAHx2i5X3mYqlERBEoGu7iySEGKQAkA6Fbx+ZhUoHRq/NjtggY98QWt/OObNl2Ivj+kK1wuB5cBfxiK5fPGqlqB1nNcxIO59ffTK1duGXlLhw1taOPQY9XbxoNQ2Kc03au3mfRsmtH4FhTB6obWpGbkYgbivIQHxs6JQaUxAYMgogoqkTDH8PishosWv81ahs7rI8ZU3VYdPmZEXUXTy6pu5paDWBbFM6bu5wlFfWYuWKn7O3Fq+y2CflYv6/Grj3GVB1mju7v96xRNFz/roTqaw/kXXdvz4GngF/Mqm6/f6Iq51TNc6LGvjq7LVhVUhWyHX9Pzn9yC6rr25wez81MwKf3TrT+rPTGDtDzXTp7fD4WTC1Qpa2+CpsgaPny5Vi+fDmqqqoAAGeeeSYeeeQRXHrppbKezyCIiJSIhhR/cVkNbv858yHlBZXv1oYLsfO3qbwWr+6ocvq9N3ez1+39CXe9uVe1Ntryx3UZDde/K6H62gOZXfHlHMgN+NfOHuPzordqnhM19rV0YzlWfFZpd9Mk1Dr+7rgKgES2gZDSGzu25kwIjfOhJDYIahh72mmn4a9//St2796Nr776ChMnTsSMGTPw9ddfB7NZRBSBomHRTLNFwAPvHHC7zQPvHIjKdXFitBqMzs/Ah2W1kr/3Zt0gXwsquKP2dRkN178rofraA7mOla/nIFCVFtU8J2rsa+nGcry4zT4AAnqyyC9uq8TSjeUe2xFMptYutwEQAFTXt8HU2gXAt/dvxWeV6Oy2eP38YAhqEDR9+nRMnToVgwcPxumnn47HHnsMycnJ2LnTuyiUiEhKtCyaubOiHqd+/mPmyqnWLuysqA9Qi0KL2usGiYUX/DGgSs3rMlqufymh/NoDtY6VGucgUJUW1Twnvu6rs9uCFZ9Vuj1GqHf8b1m5S9F2vrx/FgFYVVLl9fODIWQGNJrNZrz55ptoaWlBUVGR5DYdHR1obGy0+0dE5Em0LJpZ8n2dqttFGrXvZsdoNVg4vWf4h78CITWuy2i5/qWE8msPVHZFjXPgKeDXoGdonS+VFgF1z4mv+1pVUuWUAXIU6h3/ozLn9ojbjc7PQFqCc7EEuaobWr1+bjAEPQg6cOAAkpOTodPpcPvtt+Pdd99FQYH0mMKlS5fCYDBY//Xr1y/ArSWicBTIRTODS25XPPiTwYPBH3ezpxTmYPmskTAa/Dc0ztfrMnquf2eh/NoDlV1R4xy4C/jFnxdOL/C5KIKa58TXfcnt0Idyx7+PzO8lcbsYrQY3j83z+ni5GYlePzcYgh4EnXHGGdi7dy+++OILzJ07FzfeeCPKy6XHWC5YsAAmk8n678iRIwFuLRGFo0B1NoJN7oRkXycuhyt/3c2eUpiD7fdPxNrZY/DstSMwf9Lp0EC9UNPX6zJarn8pofzaA5VdUescuAr4jQa9agUc1Dwnvu5Lboc+lDv+r940WvF28yYORppE6WxPtBrghqI8xc8LpqAHQfHx8Rg0aBBGjRqFpUuXYvjw4Xj22Wclt9XpdEhNTbX7R0TkSaA6G8E2ZkCmxz9e6YlxGDMgOoMgf97NjtFqUDQwEzNG9MVdkwZLdhZzDHrMmZAvO0BS67qMlutfSii/9kBlV9Q8B44B/9rZY7D9/omqVbBT85z4uq8bivLg6TCh3vE3JMYhNzPB7Ta5mQl26wXFaDX461VnKb6JM3t8fliVDQdCIAhyZLFY0NHR4XlDIiKZAtXZCDbxj5c7S686K+xfpy8CcTdbPI5UZ3HB1AJZw+fUvC6j5fqXEuqvPRDXo9rnwDbgLxqYqfq5U/Oc+LKv+FgtZo/Pd7v/cOj4f3rvRJeBkOM6QSLxvOU4nLfE+BhoHN5urSZ0ymMrFdR1ghYsWIBLL70U/fv3R1NTE9asWYMnnngC//vf/zB58mSPz+c6QUSkRKiuFaK2nsVSy1HbGNmv0xfBXjjT9vhVda1Yu+sHv79f0XL9Swn11x6I6zHUz4EjNc+JL/sK93WCRKbWLtyycheOmtrRx6DHqzeNtssASZE6b2aLENILx4bNYqm33norPv74Y9TU1MBgMGDYsGG4//77ZQVAAIMgIlIu2J3fQImW1xkpAvV+RfN1Ec2vXcRz4J3ObktId/zpF2ETBPmKQRAREREREQHKYgOGsUREREREFFUYBBERERERUVRhEERERERERFGFQRAREREREUUVBkFERERERBRVGAQREREREVFUiQ12A4iIiIgo8LhuEPki3K8fBkFEREREUaa4rAaLN5SjxtRufSzHoMfC6QWYUpgTxJZROIiE64fD4YiIiHxgtggoqajHur0/oaSiHmZL2K5BTlGiuKwGc1eX2nVgAaDW1I65q0tRXFYTpJZROIiU68erTNCjjz6KP/3pT0hMTFS7PURERGEjEu6GUnQxWwQs3lAOqVBdAKABsHhDOSYXGMNqaBMFRiRdP15lghYvXozm5ma120JERBQ2IuVuaKRjps7ersoGp2vWlgCgxtSOXZUNbvfD8xqd1Lp+QoFXmSBB4IVORET2wn2SrBKRdDc0kjFT5+x4k+sOrNzteF7tdXZbsKqkCtUNrcjNSMQNRXmIj43MGSdqXD+hwuvCCH//+9+RnJws+btHHnnE6wYREVH4ibZOkZK7oUUDMwPXMLISM3WOgaqYqVs+a2REXpueZKfofdqO59Xe0o3lWPFZJWwTYY9tPIjZ4/OxYGpB8BrmJ75eP6HE6yBox44diI+Pd3pco9EwCCKiiBNNWQ6lorFTFO53QyP9emamzrXR+RnIMehRa2qXPD8aAEZDzzXhiOfV3tKN5XhxW6XT4xYB1sfVCIRC6fPqy/UTarwOgt59911kZ2er2RYiopAUbVkOJaK1UxTOd0Oj4XoO90ydPzu9MVoNFk4vwNzVpdAAdp9d8QgLpxdIHi/cz6uaOrstWPGZcwBka8Vnlbjn4iE+DY0Ltc+rL9dPqInMAYtERCrh5Hf3ImmSrBLi3VBXf+Y16OmohNrd0Gi5nsM5U1dcVoNxT2zBzBU7cdebezFzxU6Me2KLqu/NlMIcLJ81EkaDfZBuNOjdZm7D+byqbVVJFTzVgrAIPdt5K1Q/r95eP6HGq0zQ+eefLzkUjogokkRrlkPJXehQ6xQFathION4NjabrOVwzdYEcWjqlMAeTC4yKPi/hel794bNDJ2RtV93Q6tX+Q/3z6s31E2q8CoK2bt2qdjuIiEJONA79UDr0IpQ6RYEeNiLeDXU8pjFEh5ZF0/UcjvMWgtHpjdFqFL3X4Xhe/cFsEbD7h5Oyts3N8G5NzVD8vErdZArn7wqv5wT9+OOPWL9+PX744Qd0dnba/e6pp57yuWFERMEWalkOf/PmLnSodIqCVZwhnO6GRtP1HI6ZulDs9DoKpfMazLLUuyob0NRu9ridVgPcUJTn1TGC8Xl1l0kPtblJavAqCPr4449x+eWXY8CAAfjmm29QWFiIqqoqCIKAkSNHqt1GIqKgCKUsh795exc6FDpFwR42ovRuerBE0/UMhF+mLlyC1FA4r1Jlqf/ywUFcNsyIZ64d6fcgTO57cMEZvbwOzAL9eXUX5ACIyAqgXgVBCxYswJ/+9CcsXrwYKSkpePvtt5GdnY3rr78eU6ZMUbuNRERBESpZjkDw5S50sDtF4XAHPRRE0/UsCqdMXTgFqcE8r67KUgsANuyvxZZv/od/XDPcr987ct+D2eMHWv+vdL5iID+v7jLpt68uRVpiXMjOTfKFV0HQwYMHsXbt2p4dxMaira0NycnJePTRRzFjxgzMnTtX1UYSEQVDKGQ5AsXXu9DB7BSFwh10dx2cUFnjI5quZ1vhkqkLtyA1GOdVTlnqlk6zatkJV59dT+8VYF8d0puhZIH6vHrKpAPAqdYul88P55tMXgVBSUlJ1nlAOTk5qKiowJlnngkAqKurU691RERBFuwsR6CocRc6WJ3NYN9B9zSMJJTG0UfL9RxIagW50RqkKiGnLDXQc+58zU54ClxcvVeih6cNRYxW49N8xUB8Xj1l0uUK9jBNb3gVBI0ZMwbbt2/H0KFDMXXqVNxzzz04cOAA3nnnHYwZM0btNhIRBVU4DanxVrjdhbYVzLZ7GkYiJdjj6KPheg4UtSeLM0h1T0m5aV+yE54+1/MnDUZeVhLunnQ61u76AbWNzgHAo+8fBAAs+eCgT0PJ/Pl5NVsE7DisTvKiqs67UuDBpBEEQUZMbe/7779Hc3Mzhg0bhpaWFtxzzz34/PPPMXjwYDz11FPIzc31R1udNDY2wmAwwGQyITU1NSDHJCKKVOIffkD6LnQoT34NRtvNFgHjntji1V1UMTDbfv9EBh9hylVHWY1rLlSGUIaaVz77Hks+OCh7+3kXDsTg3imKzqHSz3VaQixOtXXLbpOUtbPHBDyLLhXA+0KD0PgboSQ28CoIChUMgoiI1BXOZVAD3faSinrMXLHTp30Eo/MTSsK1s++poxzsIDdcz6snnd0WDHn4Q1lD4hzJ/S5Q43Ot1LPXjsCMEX0DdjxXAbwUDQBDYpzbeUHidqFwY0dJbOD1OkEA8NVXX+HgwZ6IvKCgAKNGjfJld0REFGThPFQq0G1XYwx8OI6jV0s4B9yhXJEwnM+rJ1u+OQZ9XAxaOz2v0eNI7jDUYHwmvZmv6G2g664QgiNxb3+96ix8W9uEpzcfcrltOBZI8CoI+vHHHzFz5kzs2LEDaWlpAIBTp07hvPPOw5tvvonTTjtNzTYSEVEAhUs1LSmBbLsahRZCodxxMARrcVu1hEJFQilqn9dQyigpyV5IkTsHJ5CfSU/zFV2df18CXSWFEDQaYPb4fEwpzEFHt0XWc8Lpxo5XQdDvf/97dHV14eDBgzjjjDMAAN9++y1uvvlm/P73v0dxcbGqjSQiIgo1csrkuhLKhSaUUtpRlru47cQhvbG7+mRIdMAdBaIioXhea01taGjpREayDsZU1+dBTqljJRXT3HW0A50tVpK9cEdOtsKXz7USnir+uTr/lw/PwUvbKp3aVvNz0YbnrzsbU4f1cXlcJUGKRQBe2laJs/unB70Kpz94FQR9+umn+Pzzz60BEACcccYZ+Oc//4nx48er1jgiIqJQ5amksSDxf/FnIDLKHXtzR1ruULIxSz9GQ0un7P0Gkr8rErqbtC51HswWASt3VHq8wy9nuJLZImDZlsN4evN3Tr+zXTzTdo6Imu+NVFCtVhlnkRgIuArgPZW/VoNtxT/Hdpxs6cSda5yzXjWmdsmFYm3NW7sHy6DB1GH274V4jEPHmhS3dfGGcnx674Ueg8O0xLiwurHjVRDUr18/dHU5T5Aym83o08d19ElERBTKlGY1PJU0BpzXCYqUcsfeDr2SeyfaNgCSs99A8tRRFvDLOjFKeRr2VeNwHpRW+dpUXusyCCouq8Gi9V+jtrFD8veuFs9U8t64+4y5CqqnFhplvTa5slP0HgP45bNG4oF3DngsCOCN+ZMGY+4Fg7C7+iQe3fA13tt71O5612i8D74sAnDHmlK8oB1pzdhtKq91OoZc4k2J3dUnsXB6gcvS/0DPdbGpvDbon0+5vKoOt27dOjz++ON47rnncM455wDoKZLwhz/8Affffz+uuOIKtdspidXhiIhILb6Ms3fXsQuleRVq8aU6mi/Vt0KlApVIacZGiu2wt7rmDizbWgFTm+eOd4o+BiP7Z+DT704oanNmUjx2PTTJ6fz5OudGznvjaWFhVyXH1crGiG18eFqBZKZFNH/SYJjauvDqjiqVjmwvWReDGK1W1vvsrYQ4LRLiY70KfKQ8e+0IXDasD0b9ZZPLwDAUPp9+L5Gdnp6O1tZWdHd3Iza2J5kk/j8pKclu24aGBqW7l41BEBFFM392ruXuO1I6+P5c8yUSyQ1kpEqAiwGUL3MufC0t3tltwaqSKlQ3tCI3IxE3FOUhPlbr1b427q/BHWuc747LuXZ6Mi/lkott+pPj+fNlzStP+xa5+4wJgNMQO0daDSAIvgVEGgDPXXc2lnxwUNXhddFg7ewxAOD15z5Q/F4i+5lnnvHmaUREfhcpnXJP/FkGV+6+I6UUr9yJ+nInlEcDX6qjqTHnwpcKVEs3lmPFZ5V2a808tvEgZo/Px4KpBYr2ZbYIWPJBueTvPF07xWU1bocW+ZPj+VNzzo3UeyOnaIOnYWfi++VLZui2CflIT9IxAFLAdn7b+/uPynpOuFSI8yoIuvHGG9VuBxGRzyKlU+6JP8sLy913uJc4thXKa76Eqqq6FlnbuaoU5WouVUZSHBpaPA8Ryk7Re3XDY+nGcsmJ5RYB1seVBELeXjtmi4AH3jkg+zhqE98X8Rx+WFaj+r5tqRVk3TI2DxsP1Lics+TJ+n01GJJj8Lkd0UTAL0VcspJ1sp4TLhXifFosFQDa29vR2Wk/3pBD04go0CKpU+6OP7MWSkoXR1LmRK01X6IlC2m2CFi76weP2+V4qI4mtbjtqNx0nP/kVo9V1062dDoN3/J0w6Oz24IVn7mvrLXis0rcc/EQ2UPjvL12dn5f75cJ956I529Ubjqe3XwIr+2oxCkV56UYU3WS77lamYGLhvbGRUN74/qXv/Dq+TWmdpRW+2+aRqAkxGnR1iVv3R5fpSXGYXKB0Vo0w51wK/3vVRDU0tKC+++/H//5z39QX1/v9HuzWflKvkRE3oqm4Uz+zFrI3feqkqqIypyosf5FJGYhXc2b2VXZIOtO/LXn9vf4eZNa3NZd2XEAuHx4juSkdk83PFaVVNkNgZNiEXq2u3X8APcb/szba6ekwrnvFCiXD8/B6Mc3+yUIa++2SFYHk5s59EgA6lq8ywKJVu30HMCHukAFQEDPMMVlWw7jmc3fuR2GGI6l/72aBXjfffdhy5YtWL58OXQ6HV5++WUsXrwYffr0weuvv652G4mI3FISGIQ7f65UL/c51Q2tfmtDMIhrvrj6s62B+6yGmIV0vAbFTnmxikONAmXpxnIMefhDLPngIF4vqcaSDw5iyMMfYunGctnva15WolfHFofKGQ32gYPRoMdz152N9ftqXN7wEAA8+O4BvLvnJ5RU1MNsE/XIvW7lbgf4cu34cxlOaTkGPW6bkI8Xt1X6LQtlau1yuubNFgGv7nCfgZOrrqUjbIZa+UOwYovXdjgvzurIaNCH3YgLrzJBGzZswOuvv44LLrgAN998M8aPH49BgwYhNzcXb7zxBq6//nq120lE5JI/A4NQ489Vu+U+JzdDXuc2mJ0VJUPTPC16Cri+uxmJWUhP82amD5O3Zosv77/UUDm5i2Y2tHRh/r/3ArDPxsm9buVuB3h/7RQNyMKyrRWyjpEUp0WLD3f+7zh/IMaf3ss61NCfpK75nd/Xw9TWrcr+s5J0sFgEpCXEqTqML1x4ymT6i5xz/fffDMfYwVkBaI16vMoENTQ0YMCAnlRxamqqtQz2uHHjsG3bNvVaR0Qkgz8Dg1Dja9ZCjX3fUJTntzaoobisBuOe2IKZK3birjf3YuaKnRj3xBa3GRl32Qd3dzcjLQspZ97M+/trYUz1//svDpWbMaIvigZmIkarUXwjwzYbd0NRnsc76VoNcENRnqJjeHPtjBmYibTEOI/71gB48urhbj9vnryz5yeY2jqxu/qkouIEifExXh3P8ZpXY+ifBj1zU+757z5c/8oXYRMAJcVrZb3PnqQlxuGiIb1UaJFyhgR5+RJfhykGg1dB0IABA1BZ2fMlOWTIEPznP/8B0JMhSktLU61xRERy+DMwCDXinWcATq/X1zHZcvcdH6v1Wxt85cvQtCmFOdh+/0SsnT0Gz147Amtnj8H2+ye6Hd4RaVlIOfNmBADjBvXM4wn0+6/0Rob4UhZvKEeMVoPZ4/Pdbj97fL5TUQSzRUBJRT3W7XUeYidSeu3EaDX461VnuW1LemIcls8aianD+rj8vMlxrLHn2t9cXqvoeXMmDPQ68AJsr3nf0xcCeuameFpPKS3B94BDTS2d6szduakoDx9/o2xRXLV0y0w/heNNRq+CoJtvvhn79u0DADzwwAN47rnnoNfrMX/+fNx7772qNpCIyBN/BgahyNushZr79mcbvCVnLZLFG8olO7EiqeyDO5GWhZQ7H6axvRs3j81DelK83eNK3n85wYUjTzc8pNhmJhZMLcCcCflOGSGtBpgzwXmdICVZRaXXzpTCHLwwaySMqfZlhw0JsZg/aTC++vNkj5+3xLgYFOVnoHeK69LF4ll9Z8+PbttjK8egx7yJg3CbxLmSS7zmiwbIGyKVGCedeTKm6mRlU4ypOtxxwUD5DQwQX+dfGVN1ePPLIyq1RrmWDs/FzrQaYFRuegBaoy6NIAiyQ/SmpiakpKQ4PV5dXY3du3dj0KBB6OjowLnnnqtqI11RsiosEUW+SKzQ5Y4/SzLL3XcolYUuqagP+GrmZouAcU9s8VjSefv9ExGj1YTU+ZLyymffY8kHBxU9JyMpDleO6ItJBUa3r8f2tVfVtWLtrh/s7uzL/ayK2T5AWY7h2WtHYMaIvgBcV76TOo7jMcRXp1awr+SacLXtZ9+dwA2v7vK5LaIXZo0EAMnX74nUNT/qL5sUBwMXnpGF2yYMgkUQFJXE1mgA+T3b0Dd9mBEb9ivL4rkzf9LpTp89Naj5veoLJbGBosIIF198MTZt2oTk5GS7x3Nzc9G3b18sWrQIf/vb35zWDSIiCgRXk6lDqZOpJqnywoHetz/boFQwhqYpmRgfDkH6DUV5eGzjQUUTsE+2dOHVHVU4181nTeq1O5K7pperhVY9sc3Gxcdq3ZbBDmTBCyWfIalti8tq8MDb6i28esvYPEwuMGLcE1u8CoAA+8y7OPTv9p8DV7m2flsHDYBmGZkIW5EUAAFQLQASg9N5EwdhcHYy7lij7P3wJFyG/NpSNByuqakJkyZNQmNjo93jZWVlGD16NFauXIn33ntPzfYRESmidEgKRY5gDU2TMzTQX2W0vRlS5k58rNbjvBlH7oYami0Cnt18CLdLvHYl+3FkOwfn6WuGIyMpXtU5gYEoeKHGeydeV2oWChBvJCkJMEWuhkOKQ/96p8S7eKa0Ld/WYVfVScXtALybPxWpbINTAFjyQbnqxwiXIb+2FGWCtm7diokTJ2Ly5MnYtGkTUlJS8Le//Q0LFy7EVVddhY8//hjp6eE3JpCIiMKfOF/E09A0fxTIcJeF9FdWwV+ZJXFezIrPKmVnhKQWyBVXmJezsKq7/bhimxVJiI/xqsS5K/7OKkq9dxlJcfjLjEJMHdbH+pi7oXLuritvaAD0TtXBIgj439fKsg+/K8rFpYU5bjPvUwpzkKKPUzS0zRcCgN+M7Iu3Sn8KyPFCmdHme6Gkot6rANcdrQY42RJ+o8AUBUG9evXCli1bMGnSJEycOBE6nQ6HDh3C6tWr8Zvf/MZfbSQioiAI9fkrjnxZ70et40t13JVkFdx1/B3n1Eit4C53SJknC6YW4J6Lh1jnzTS1deHdvUc9Pk8MClzNp5FLaXAxucCIuyedjtd2VNplRYxeBoX+zCq6OjcNLV24Y80ezPnxFBZMLfAY5HqbrZEifl7auy1eBSmXFubIGtJX1xzYMsrjT++FSQW9FQ+djATDTzPglnH5Tt/d/hi2ZhGAO9eUYrk2whdL7dWrFz7++GNMmjQJZWVl2Lt3L4YMGeKPthERkR/ICW7CYf6KFFfzRbztDKtBjayCnDk1gLLMkqfrwHbeTElFvawgKDtFr0qGQklwIXVu0hLicPPYPMybONjuNckN7EflpiMjKR4NLu5ue5tVlHNuXtzWk4F7+bNKt0FuR7c65ZeBnop0p9q6FRcvUHoeAj1kqqquFXdNGozJBUY8vek7LNt6OKDHD6Z9P5qw/8gpTCqwX9zYn+9BuC0MrTgIAoCsrCxrRui6667jMDgiimi+ZERCLZsiJ7hxdadarSyDv4VagQwlWQWp62VTea2irIqczJLSIFfJUENfMhRKO9WurlVTWxee2XwIZxhT7K5rOa9Z3M5VAAT0nONrz+1n95icz7rcc/PKducASDyuGOT+/erhHvfjye+KcpGeGI9/bjnk1fMFKMuungzwgppvfvkD5k0chBitBmMHZUVVEAQAr+yowis7quyuc0+fZW8pGcoaKhQFQVdddZXdz6mpqdi2bRtGjx6Ns876ZdGvd955R53WEREFmS8ZkY37a/DndWV2nalgZlPkBDeTC4wBq4rlT6FUtU5uAHGypRPjnthin8FK1aG92+JVZ8VVZsmbIFfJUENfhtso6VQrmWvlKpB0fM1KhvE9vfkQ3vzyiHWyuafvic5uC/7z5Q8y9gy3c7HEziYEwJiq96nUcWaSDk9v/s7r5xsSYvFtbRM6ui2yynsrLb/uK9tOufg59NewuJzUeBxv6oQ5BKvT1ZjacfvqUvxmZF8UDczC2IGZfpsrFU5V4hQFQQaDwenn/HxlVWSIiMKFLxmRpRvL8eK2SqfHa4KUTZHbYUzRx6kyf4V+ISeAuHx4Du5cI3GtKSgq4Mg2AyVmKWpNbVjywUGvgly5Qw2r6lq8brOnRTFtsy11TR2yrtWdFfWyrv2JQ3orHsYndi6l2H5P7PnhpKJCE3Ks/qIK7V3KykfbSkuIxdpd8oIyV0xt3Xh68y9ZJHc3edScw6SE2CkXP4dKS3XLVdMY+oUB3ir9ye+FIrKSXC/cG2oUBUGvvfaav9pBRBRSfKnotXH/UckAyPb5gc6myJ2cX1JRL2t/vtztC7UhgoHgLoB4eNpQl4GJt9IS46xDyuTOJwI8B7mehhqaLYJPHWtTa5fkTQKzRcCyLYedCh/IUfJ9naxrf1VJlaqddPH9/MPaPejyQ3rgw7JjPj2/vduCU23qBiXubhAFK0Nw6FgzSirqMSo3HSm6OEw5Mxv/+/q4qp83+sWda0vx16vOCukh0yKv5gQREfkq1DvC3lb06uy24P53PC9cGOhsivwOiLyugbeTa8O14IIaXAUQ/rhDfvN5+dYFWr2p0ubuenE31HBXZYNP2SupGwzFZTV44J0DiiftiypOyMtMVTe0erV/T/wRAKmhvUu9wgoiVzeIzBYBdU2BnQ8kWrb1MJZtPeyUhSX/ONXahdtXl+KFEJ87CjAIIqIgCIeOsDcVvYrLavDguwfQ1N6t6jHUIDdoKRqQhbdLf/LLWjvhXnBBDVIBhNrXQVpiHOZNHORTlTZvg1w1XovtDQZTW6dPw5dSdDHY9t0JWdvmZiR6fRz6hfj+rdxRiawUHarqWrF21w8+zV1Sq10UOOEwd1Qb7AYQUXQRO8KOd77FjnBxWU3A2yS1crvSil7Pbj6E21eXoqFF/t3qQJaLFScFu/pzpEFPIDpmYKZ1orfUNoB3a+14Gl4oDhE0qzlpIkyofR389pzTEKPVeJVhEq8DbxeUVfO11JrasHiDbyvbN3WY0dLped5MZlI8bijKQ44h/Fa99yetBrj7osFePXfJBwdx15t78fTm74IeAFHgiTcyQhkzQUQUML7Ms/EXV1mph6cN9VjRq3eqDl98X4/bV30Fk8zsjygzKd7rjqY3lC4kakiMcxp+lJYYh6VejvWW0yGP1oILapesfWlbJc7un654HRk5Qa6nYaxqVuAq/eFkwCbSzxjRB/GxWr9OnA9Hy2aeDQAcSkZeCfVKccwEEVFAmC0CVu6olD3PJhDtEbM3UlmpO9fsweXDezr7jt1BsUPQ2N6NZz4+pDgAAoAlMwoDPkxAnJxvdLjbbTTonUoES82/OOnlnAxA/h/DTeW1Xh8jlEllG0VigKpmJ3PxhnJkJSur0mR7HUgpLqvBuCe2YOaKnbjrzb2YuWInxj2xxS57K74WX2k1wKqdvlUuU2LyzwtKTinMwfPXnY0QHsETEMZUHeZPGoyvqk/ijjV7GACRVwK9OK5SzAQRkd8pqU4F+P/u0cb9NXjovQMuO/ViVmr9vho8d91ILPnAvu1ilqRVxjAbKXMm5GPqsODMfXFX3cvTHBJfMnVy/xiu23sUD01TPtwulAV6DpztOjKeMkwZSXF4+LIzYUx1X5xEyXyuyQVGzJ90Ol7cVuH1ZySQoyKNqTpYBAHr9v6E7BQ9LinMwbKZGtyxJjozQsm6GLR3W+xKXxMp5cuw2kBhEEREfuVNdSp/3j1ytX6PI7EjmZ4Uj+33T7QGDVlJOtzz330AlGdFUvWx+OtVZ2HqsD7KG+6Bkmp7rqp7eVsRT47R+RnISIrzOGeqvqUzoobEKVmgVm11LR0eh0A+fqXn4Y1KFyX1dMNDA2BUbhq+qj6l5OWoTjwn7d0WXP/yF9bHcwx6axY4GjV3mAF4v/4QeTaoVxIOy6xaGK68mTsaaAyCiMhvlFan8qXymBye1u+Rcryp3S5oKKmo92qSb0ZSHHYumIT4WPVHIauVafCmIp5cMVoNrhzRF6/sqPLL/v3Fl1Luai1Q663sFD2KBmZKrk+UnhSHv8wodLo+pF6v3OB42ZbDeGbzdx4/7wIQ9AAI+CWj6zj0s8bUrvh7gkiJSA6A0n2YOxpoDIKIyG+UVKfypfKYHGaLgD+vK1P8PMeslDcddA167rj7KwBSq+y0kop43phUYJQVBIXKOHJ3waW7BUNFai9QK5fjzYQphTmwWIA/rytDQ0vPqvYNLV148N0yHDrejHkTB1vX45F6vVMLjbKO++K2irCYO5IQp8Xdk07H859UBLspRBHjyhF98Jtz+mHMgMyQzwCJGAQRkd8oCRiMfl4naFdlg6Ly1WJHclRuOkoq6q2dXaWTzf0590PtanueqpT5mqnz9/7V5C64vH11KdIcqudJvc9qL1Arh9TNhOKyGty5xvm1nGrrwtObD+G1z6vw23NOw0vbKiVfr5zAFYDX838CLUarwdIPvwl2M4giygVDsjF2UFawm6EIgyAiUo3jUBq5AcPD04biprH5qt49cmyLN0PYLh+eg/Of3Gp3Z9yYqkNaYhxMrV0eu67zJw223mX3B7Xn8Cgtow0on4v08LQClxPOBYn9B4On4BKA0xAqqcybWgvUKpGRFI/HrvxlmJvZImDRevdDUk+1drkc/iU+T6sBBCEyyiT3zHkhIjVt++4ELhvWJ+jf30owCCIiVWzcX2M33AbwHDCId/7VDoCk2pKRFCf7+eLEaKk748caO6yPuVo7I1Bjov0xh0cso+04LEoqU6d0LlJxWQ0efO+A7LYEizeLjEpl3uRmvsQFaqWCT6X+PG2o3blftuWQKgtVRuEatkSkwNulP2HH4Xosutx/IzrUxiCIiHzmquJabWOH9f9yMwv+aovcoXB3XzQYd1w4COc/udXtMDNDYhz0sTF2Hcy0hDjcPDbPr9kfW/6aw+OujLZI6Vyk4rIaj4tQBmOxXCneFmZwzLwpyay5Cj6VMhoSrP8vLqthmWMiCpjaRuVzUYOJQRAR+UROxbU0iYDBH3OAvKn+ZmvOhHzcPfl0lFTUexxmdqq1C2/cOhJarcarymGOvKlC5s85Nq7KaIttVTIXSdzeE19KcKvJ18IMtkGUksyaY/AplmM/1uh5mJzjey33nBMRqS0UbmbJwSCIiLwmt+Ka2gGDL20BeuZNOA6V+8uMQuv6PUqGmdneefeWNyWuxaDp0kIjXt1RFbBMG6B8LpLS4WXBLpHtKbj0xDGIkpNZEzkGn4su9zxMTuq99mZIHxGRr0LlZpYcDIKIyGtKKq7VtXRgxoi+IdGWh6cNhdGQgKMnW7H3x1MANKgxtaOz24L4WK3sTMCSDw7aBVPeVILzpsS1VNCk+Xniusif1faUzkVSGtQEu0S2u2FsniTrYmARBJgtgl2Q4y6z5o6cYXJS73WwA0kiim7h8B3EIIiIvKbkS87fHVtl5bgT8Mm3x7Dis0q7Cd+PbTyI2ePzcd+UobIyAbYBEKB8bR5vSly7CprE13Hr2DxMKjCqnmmzpXQukpL3PidIJbIdhyNOLjBi+ayRWLT+a7u5bZ40d5hx/ctfqFoaXcwk7ayoR8n3dbAIQHpiPLJSdDCmSmeVgh1IUnjQArAEuxEUkcLhO4hBEBF5Te6XXGZSvOodW2/LcWckxuGNndV4/0CN0+8sAqxzirzJBChdm0fpsDJ3QRN+PvbGslo8OM2/ZaaVzkWSO7xMg+CUyHY1HPHy4Tn4ZbCZMt4sVuvOpvJaLFpfbj+vLlWPRZf/cr5sPxNZST0Bkpz5RBS9GACR2kJpvTdPGAQRkSxSE/fFzq2nuQdLZhSq1rE1WwQs23IYr+2oxKm2X4a/ieW4HddvcdRtsUgGQLZWfFaJb5YMkRyGlJEU53bYnZLx0EqHlam9LpC3lK4nJGd4mT/LirsrOrFxf43kukU1pnafimy4C4iVFMEQr/enN3/n9Lvaxp6FW38zsi9SEuKwbu9Ru+xksi6GARARBVSorPcmB4MgIvLI3cR9sXPrqrM1Z0I+pg5Tp2NbXFaDB945IBno2K7f405ju+eFEi0CsKqkCreOH+A0ob22sR3z/73X4z7kBDhKh5X5Y10gbympeuZue3+XFZe6duNjNBgzIBNXnt0X9/x3n+rHFEkFpUqKYBSX1cgajvdW6U+Sj3NRUCIi1xgEEZFbcibuu8qY2FZcU6Md7taZcbd+T3piLARoPGaJbFU3tAJwntBeUlEv6/meAhyzRYDFIiAtIc4uo2XLcViBmusCucpGKMlSKKl65s32StvuuI2rDEqnWcC2Q3XYdqhO0XG9JQalSopguNqWiCjUsUQ2EYU9uRP3t98/UZXOrSttnWbc+9Z+j9s5rt8jVn+rNXVg08Fjio4pCALW7f3J6bXIHQJ40qFogi2pbIAjqWFlaq0L5G4OzPp9NYpKdSuteuZtlTTA9VBI2zaK27y6/XuY2ru9Oo7aslP0Hj9LAPDguwfQ1mVBdrIOi9a7nvtFRBTKwqVEtkYQhLD9nm1sbITBYIDJZEJqamqwm0MUcUoq6jFzxU6P262dPcZvX3ZLN5bjpW2VijqEz147Avt/NOHV7cqe54pjILBx/1HcsWaPx+dsv3+iUyAo9w6/uyFSc3/OiEnNxfE0EV9phkFqv94s7OpI6T7cDYUUn3XbhHz8+6sfFWX8/C0jKQ4PX3Ym6po68NjGg8FuDhFRQDz92xG48mz/LYvhipLYgJkgInLJX3NQOrstWFVSheqGVuRmJOKGojzEx2qdtlu6sdyryel/3fgNahrVmxfjOFwpPclzJTrHO2Fmi4CdFfV44O0DHgOQuy8ajD9cJD1Hxt1cnIenDYUhId4pgyWe78r6Fqzbe1RRYOg4wX9Tea1kFunhaUORnqSTDGocA56TLZ1Y8oH8xWHlDIUE4FMhA39paOmSNYeMiCiS1DXJX1ogWBgEEZEd2w6r3C8xJesBPPZBOV7eXmm3sKe4Ps+CqQXWNnx+qA4vedmpVTMAAn7pZN//9n6k6ONwXOZ52XH4BGpNbdhxuA6bDh6HycXcH0erdlbjDxcNdvl7qbk1UoFFemIs0hLiUVXf6lNGTJzgv2zLYTyz+TunfdWY2p0yY8ZUHWaO7g9TWxfec6haJqXG1FPpTFznaFRuOnZXn0StqQ1LPmAGhYgonJxsDf0gKKjD4ZYuXYp33nkH33zzDRISEnDeeefhiSeewBlnnCHr+RwOR6QuqbkiWg3sFhS1Jc5BkRr2JWX2619iU/lxl7+fMyEfZ/dP9zhfJtg8lclWg5IhhoGaRO+uiIPa3F13REQU2uZdOAh/ukRef15NYTMc7tNPP8Wdd96Jc889F93d3XjwwQdx8cUXo7y8HElJScFsGlHUcdWRdhcAAfLXA3h/709uAyAAP2d+vJvHo9EAgbql4+8ACJA/xNDTAqpqClQABDAAIiIKZ7EhXhkOCHIQVFxcbPfzypUrkZ2djd27d2PChAlBahVR9JHTkXa8M+9qPRipfe+sqMefZFZ3UyouRoOiAZkBK3ccKHKHGHpaQFUNGgCGAGaBiIgovL355RGXc1tDRUjNCTKZTACAjAzp8q4dHR3o6PhljGFjY2NA2kUU6eR0pC0C8PC0ochK0cmuCCanFLSvun5e8yWS5Mgocy3y98Ko4jt889g8PL35kF+PRUREkaG2MfTLZDuXYwoSi8WCu+++G2PHjkVhYaHkNkuXLoXBYLD+69evX4BbSRSZ5Haks1J0mDGiL4oGZsoKgOauLg3puT2hSAP5QwwBZUUp3Mkx6DFnQj5yDPb7Mxr0WD5rJOZNHIwcgx6he0+PiIhCib9v0vkqZDJBd955J8rKyrB9+3aX2yxYsAB//OMfrT83NjYyECJSgdyOtNztAjlPJZJ4WphUiqcFVN3RAPjH1cORk5ZgzezdN2Woy/V7Fk4vwNzVpdDAu6GLREQUPdS6SecvIREEzZs3D++//z62bduG0047zeV2Op0OOp3n9TmISJlRuekeq3FpNT3byeHtPJWk+Bi0dppddrB1MVp0mC2K9+tPvgYE8ycNRl5WkteLjsZoNdbgRKnbJuTjqlH237kxWo3L4Quu1iiKRsnxWjR3hta1SEQUKpQM6w6WoA6HEwQB8+bNw7vvvostW7YgPz8/mM0hilq7q096rMZlEXq2k8ObFPjkgmz845rhAOA05Erz879ZY/or3q+/aNBT0tvoMHwsLTFO1vPTE+PwwqyRuGvS6bKHGLoiBieOQ9lc0Wh62i6uyySX2SLAkBCP+y45Aw9PG4qbx+Z50Vp7ifExPW3yeU/K3ViU6/b3vZLjJR/PzUxA2aOXYthpXJqBiEiKkmHdwRLUTNCdd96JNWvWYN26dUhJSUFtbS0AwGAwICEhIZhNI4oqcoMWudspSYGn6GOw9IqzcNmIvgAgmWkQK9EZEuLxyo4qj/v8zci+2HzwuF01sxyDHpcPz8G/v/oRp1rlVTlLS4yT3NZ22JrU8LFN5bUusyVpCXG4eWwe5k1Ut2qO7QKqm8pr8Z+vfkRzR7fdNroYDaYP74PHrxqG+Fhl98CkilyI84jW76uxezxZF4PYGK3duUvWxaC5w+y037bOnscMLs61P00pzEHRwEwsWv81aht/KbpjSIjFLWPzMW/iYDS3d+OWlbtw1NSOPgY9Xr1pNAw/B7rr543HkvfL8ep278q6h6JYLdDtRYJLC4B5MYoUuhgNOs1CxHyuA0kfp8Uzvx2haFh3sAR1sVSNRroD8Nprr+Gmm27y+HwulkqkjpKKesxcsdPjdnIX8DRbBIx7YovbeSppCXF47vqRGDPAOQNitgiS81I87dd28VYALvexs6IeOypO4PWSasmOubiv3qk6/OOaETje2I6Glk5kJOtgTJU3bE18DbWmNsXPVYPZIuDzQ3V4e8+PaO0049y8DNx4Xp7i4AdwvYaU+Cqeu+5spCfp7M418Mv5z0rS4Z7/7kNto3QQbXuu65o7cOhYM5ZtPay4naK7LhqEf3/5I441ur7+cmwW+TVbBCzbchiv7ah0CpzlzNHq7LZgVUkVKuqacdzUDosg4HhT58/DQTIxa0wu9h45ZXctZCfrAA1Q19yBw7VN+OcnFR5fV0KcBledfRqg0aDbYkb1iRZ8e7wF8TEanNnHgCmFRpxs7UT50UYUf30MHW6imVR9DP4w8XRkJMXjVKv99dnZbcHjG8tRVd+KvMxE/OniIXhr9xFU1regy/zLcXWxWlx4RjbGDMzE3W/uldVh9BRkGfQxSNbF4nhzJ7rMyrsnuhjAxUfaK3dPGojN5SdwqrUT2al6XHtuf+Sk6vHNsSYcOdmKvml6aKDBDydboQEQo9FgZUm1y/2d1ScFvQ0JSI6PQUEfA3ql6pEWH4s3vvoBR062oX96Av5+9QjsP3IK/9x6CLuq5GXfpdwwpj80Gg1yMxJxQ1EeYrQa63dCS0c3eqfqMaJfGj6vqMPGslq0d/3yxqg97y9VF4MR/dPRNz0BdU0d6J2qR990Pb4/0Yxt39Whs9uCnLQEjBucBUNCHD4/XA9TWyd6JcejrcuCY00d0MVocaypAydtbpYkxWtQ0CcN6YnxODcvA7PG5KK0+iQ+O3wc+344hbqWDmg0GpyRnYJkfSzqmruQrIvBZYU52HroBCrrmtHeZcEQYwoG9ErGDUU935Fy/ya6ct3ofliz64jXz/9VXjquGNkXb+yowMHjbRCEnu/IhdPPRFN7F9buqkbpEc8Vkv9147mIjdXiv7uP4L29Rz1uX2BMQZ80PQb0Ssbxpg70TU/AmPxMaLUa/O/rWrzu5toWPX3NcFw50vXUFn9TEhsENQjyFYMgInUoCS7kduDFjjNg/8dUfPbyWSO9ulOk1n7VDvxCjavMjdLCC+K14WoOkJxrQ+m59qUDIrbn4WkFuHONc+AmmjMh35rF21Rei1fdZBjnTxqseuZO5On8Onpo6lBkp7ovUx/Ia1tp+90R37vfntMPz3ysvBz7Q1OHoqBPKq5/+Quf2yJ6eNpQ9E1PkPVZUuOzIu5HvIFQVdeKlZ9X2nX8PfHm+9r2mHVNHVjywUHZx5PbJsD7731RoG4urdv7E+56c6/Xz/9dUa6sgMGdF2aNtGb3HW/myW3fs9eOwIwRfRVvLyVc/mYqiQ1CojACEQWX7eR6xzuA4p8VpeN7XU2il7vIqr/3q/YQwFDiKnNTa2rH3NWlijoinopcCABqTO7Xg1B6rn2peCe2Jz0pHrdNyMeL2yolt3txW6XsoZFPbz6EtbuOYNHlPdeXq0ylI0/bmS0CVu6oVBRAPLbxl86pq6BW7vmuNbXJPq4rai7WK753K7Z/79XzTW1dqGvu8LyhAtsO1WHbdydkfZbU+KxI3bxIS4iBPlaLdhnjFL39vrYtiLJu70+ynyeX8HPbFm8ox+QCo9cBS4xWA1NbJ/72v299vsHjjq9VzfqlJ/rchgfeOYBF68vtMuji61Ra0VWNCrCevpfF4DvUiyHYYhBERAD8E7TYzlNxHCpVUlHvsROpdL9K9qF2WfBQ4a48uTcdETWCRaXn2l1QLletqQ3r99W43UbJHKTaxp5O720Sc6CkOmCeMnFqLCTsKqiVe76XfHAQCfExPnUc/XGToMXr8WyC6p/XXZX1sj9Lvn5WNu6vwR1rnKs8nmqTfz58vckE+O87T04Q6ImaN3jc8fZGjAY98xtf/sy7QN5Wz/eT/XeU+Dqfu+5sRQGJGgGMP26WBhuDICKysg0ubIcbGBLiYbYIXn25OZZcVmuYlqtSznLv0iv9oyB3v8Eitm/H4RM+3422pTSAkTpP3vwBdhWUZyTFoaHFc/DS0NKpehlvAZDMLDl2wNx11G5fXYrLhuXg/f3uAzS57ZEKak+2yMuGnGzplOw4Or6Ho3LTsbv6pOS1H0o3CYoGZPmURZTS1uU6+yJ+ll7d/j0K+hhw6FiTrH1KnbON+49i3to9ittnTNVh5uj+PpXZl3q/1TyHjrwNnNW+weOONzdixO38WeBFfJ1LPjhoHfIrJyDx9HoE9Az9FLd39ffOXyM8goVBEBHZ8edwA2/u4ikJPpQEWEruaqkVuPmLN1kFuR0RJQGMu/PkzR1EqYzfqNx0nP/kVo/tSU+ULm/tD7YdsIlDervtqAFQJQCy3adtUGu2CHjwvTLZz3XsOEq9h45riGUkxeHKEX0xqcCIEf3SkJEUj4aWTlVej7eZv7TEOIz5ucy8p3WzdLFat0UjlHps4zeyt5VaO6W4rAZ3rFEWACXGaTF/8hnISpGeE+Pue9P2d5UnWvD6zmq798+YqsM5eRmqXqe2slP0Xt1UUmO4oRKuOvxipVHHjHDvVB3auy0egyBXVUflsh3yqyQg8bTO25IPDkL783vg7u+dGiMxQgULIxCRHU+VwLwdbiBn0rBthbDsFD1OtnRiyQfygg9v2y1n2JI/zodaXLXPE8fJq+46JXKKUQDweJ4A939c5ZLTnp9Otqk+uVuOh6cNDcpxxQnNz2z6zquiAmtnj4GprVPxteRpkeVAcVx0+G/FB13OBwumyQXZWPG7c60/d3ZbMGbpxz4HkZ6GWoq/B5w/g0qI66DZduLlXgO2RUvkfq/bUmNyvzfcVSu1fdwiCLKKcrxx669gauvEvLV7fPrsiK9TaUDpatiluxsQofL3Tg5WhyMir6hV3UiKryVHbdsA2H8Z+9puTyW5/XE+1OBNB0qqzVKdJsdhNu4C0skFRtnnCZAuXe6J43vkKUB+t/RHzP/PPtnnRS1qVIXyxtrZY1Df1IF5byofUgX0lLV1zP76KjFOC7NFQIcXpa4BeVkhDXoW3G3p/GXejFHmHflgef66kZg6rCdYefDdA7KGd3oifoJum5CPl7b5Z90qsUoiAJfDJavqWvHM5u8ASN+gcNU+OZ1suX9DrhzRB785p591+QW5QYyv2QylQZqrYEQub6qw+VLNMdh/7+RidTgi8oo/hxuoNYFaagiPr+12Nb8o0MMvlPCmAyU19MzlEMXGDjy9+ZeMQo5Bj4enDXVaDyhGq0FJRb2i8ySeK7lzT1zd2XbVHgAwGoKz4HZuhu9VoQAgRR+L5vZuWUGA0aDHlm+OYcVn3mc+Sn84qfocqlY382nkSNbHoqm92+02AmAXAAGwW/g2FD28rgxmQcAfvJgD5Ip4naz4zD8BkAbAm18esZaKd/y+s/35DGOy5BAtMUvq7ZweufO93t17FO/uPYq0xDj89pzTJAuZSA1n83WIs9z5cVlJOgDA1GE5eEErMZzt5yDe1NqlehU2X6o5BvPvnb8wCCIiK3+WjVZzArXjl7G/2h2qZbS9HQLnOFbc3URjR7Wmdty5Zg+WzxrpNNREaUlmV4uTOg6rETsrUneO3bUH+KXDpHbH3hWxY3JDUR5e3q6s7LXUflxNenbcFgCmnmX0KQACgFU7f/Dp+f7Q1N6NjKQ4zBjeB+v21ag27yjY6ls68X9eZuw88dfQRHcdYMebGZMLjJg4pDdWlVShuqHVuljr7mr3gbacm1VKihWcau2SHBJZY2qXVeBEqdH5GbLm+9zz333Wcvuu5tdsKq/1qQqbqyyXGn+rwnHZCFcYBBGRlT/LRqtdtQn45cvYX+0OxTLand0WPPhumaJzeMcFA5GZFG9X6Q+AojVq3N2pVVKS+ZvaRpfr8zh24Fx1VsT2QKI9tospjh2YibdK1V/zxJFtxyQ+VovLh+f4NB9FDFSXS9wltmVIiMPYQZl4dXuV18cKdSdbuvDa54EfXuhv4ToR4cOynmIJ7rK0UvOGXt5eiamFRlnHcNfJ9jS53xdqV5hz5VijfbAllVnzpQqbuzlhavytCqWKkL7inCAishLHC3uqvOXtmGBXE9q9JY6J9le71dqv1F05wPPcGLNFwM6KepR8XwdAg1itBv8qqZK9ery4ZoU+NsZuwT2pTooSUkUV3J0nf5s8NBtGgx4xGg3W7Tvq8fykJ8TiZJv7YVZK2M6fykrS4Z7/7rM730pMH2bEpAKj5HWSkRCP9/b9hA/LatHa6e1aOuSKt5XpopHSCnJKzq3t94urjEZntwVL3v/abxnMcYMyMXvcAMTGaq2FesTPo+13ctHATIwZ0NPWV7dX2i1m7ElGUhx2LpiE+Fity23k/u0QH9tUXotXd1S53N+ya0fgsQ+/8eq7OhLnBDEIIopQ3k76lFN5y9cy2b7exXM1ud8f7XZXSUfOfuXeKXUcj15cVoMH3jkQkpO7n712BC4b1sfaGbAIPXc33w5A1sVXI/unofSHUz7v54oRfXD+Gdn4ob4Va3f94HXQ444478mQEI/VX1Rh6zcn0K5iaWeiQPNUSc6YqsO2+yZid/VJbCqvxXt7j0qW7/7suxMweZgvpra0xDh0dlucbkAkxscAgFc3JjKS4vH4lYWYUpgj62+21N8TfZwW+tgYu6HFrmg1wK3j8vGywrljrA4XghgEEUnzdV0bf6+LY/tlL945P9ao7M7UCxJfxmq3213AlhQfgwmn98KsMbnWKkRSz5c7d8exlPTtbtY5kUOqapZa5k86Ha99XhmSAVog+breBxHZ08VqkRAfE1WfKw16quZ5KtTg7VxQKbPH5+ONnT+gtUve34dQWhfPEwZBRFFMrXVtAlVW1LbNgLwhE2mJcfjrVWdJvg612qfkD05aYhwev6LQrlKZuKin0oxXemIszBagMcB3OeUQh9dFUweFiCgYxL9az113NgwJ8bhzTamsbI8cWg1wbm46vqg66XHbcYMyMfeCQR5LjocKBkFEUcrf69r4M0PkatiYVIfbU0Dn65e0L2spiDKS4lRZ/yPU6GI16OgO2z8bRETkhYykOPx65Gl4f799xkrOqIhAYhBEFKXkLibnzSJrvmaY5AQmUsPkXM21cBXQSQVTGUlxuHJEX0wc0hvQwG6iq9QXtloLuxIRUfDEx2iQEB8Dk4qFUMg1d6M0AoWLpRJFKX+ta+OuLLOrUsW23GWQHNdIEBfM3HH4hNvJ5lJrSrgK1BpauvDKjiq84lA1x1Ubak61eT4pREQU0jrNAjoZAAXMqdYu3L66VHLObihiEEQUQfyxrk1xWQ0efPeAx6Fdrha5cxWY1JracfvqUqchb56qBzkSAzolC396akPojG4mIiIKL/5ea0ktrouTE1HYERckdfW1o0FP9kNcV8ATMYCRO7dlU3mt3c/uAhPxMcc5P0pXPD90rBklFfXY+X294jk8rtoQtmOEiYiIgky8KRrqGAQRRZAYrQYLpxcAcM5m2K5qL+fujDeZlf989SPMNlHMrsoG1Vf1drRs62HMXLETd7yx26/HISIiInmUDrsPBgZBRBFmSmEOls8aCaPBfsib0aC3Fi8wWwSUVNRj3d6fUFJRbxe4iLwJYJo7urFsy2Hrz4H8EuTEVyIiotCgZNh9sHBOEFEEmlKY4zTZX6yEJrfMtbcBzGufV2LexEGI0WrC4kuQiIiI1KNk2H0wMRNEFKFitBoUDczEjBF9UTQw0xoAzV1d6pThqTW1Y+7qUhSX1Vgf8zaAOdXaZR0LPDo/A2mJcd6/CCIiIgorcofdBxuDIKIoIadIweIN5dahcb4EMOEwFpiIiIjUk54YFzblsQEGQURRw9McH9t1d4CeSm+OVdPkErNIuyobvN5HICTFxwBgSWwiolAUCsmEYX3dL7gZbFoN8Px1I/HCrJHIMfh3CHpivNblzdH0xDg8dkVh2ARAAIMgorAlp7iBLSULqYpZI6UcS3CHckbo7osGY/+iS/CCRBEJIiIKnt4p8QCUL5ngDyeaO/HPmWdDHxuaXWaLABgS4jClMAef3nshbhjT32/Hau204OpRp0n+7lRrF+5cs8duWH2oY2EEojAkt7iBLSULqXpTGU6qBLfcYz48bSgykuKx5IODONnS6fd1epJ1sRiSk4IYrQaTC4xI0cWh5Ps66x+T5z+pgKktdDNYRESRrL07BKKfn9WY2pGRGA9DQhzamzqC3RxJd64pxW/PPQ3r99X4fVmKV7ZXSj4uoKcfEC4LpQIMgojCjljcwPFPhFjcYLmL8bjiQqq1pnbJIEODnjLao/Mz8P7+o4rbZZQIwuQcs3eqDkNyUlHX3IEbi/LwzObvoIF/Fyxt7ujG3NWluG1CfkD+aBARkXyhdhOq5Ps6HAvRAAgATrV14cVt0sGJ2txl52yH1RcNzAxIe3zBIIgojHgqbuDuLoy4kOrc1aWSQYYAYGphT1ntrGSdrPb8ZuRpGH96ll0JbrnHFH9u77bg+pe/sD4ujjf291wiAQjYHw0iIgpnoZ/VCCWhPBTeVmgOcCQiSUqLGzhytZCqGLu8sqMKM1fsxO//tQv6WM9f+jsq6nDZsD7WEtxKjmlwEeyYWrtwqrULlxYaPR6fiIjIn5LiY/DjydagHPvSwt5I/LmATzgJlzUCNYIghM7AS4UaGxthMBhgMpmQmhra1Tso+Dq7LVhVUoXqhlbkZiTihqI8xMuc6Gi2CNhV2YBaUxsaWjqRkayDMdU5+yF3O6XE/X5YVoPXS6o9bv+P3wzDqbYul69V3N+m8lq8uqPK63YBPfN5bhqbL/n6xOMcb2pHmi4Om745huqGVvTPSMDHB4+jttH18AJ9nBbtXRaf2kZERETq0WoAQZAesi4Oq99+/8SgzQlSEhswCKKosHRjOVZ8Vmk3llWrAWaPz8eCqQVun1tcVoNF68tR2+icgbEtRrBh31EseGc/mjvMbrdzxzZoEIeYbSqvdSqCoJTUazVbBIx7Yosq82HSEuJw89g8zJs42PrFJ1W8gYiIiMKPGNL8fnw+Vnzmeih5sNcJYhBEUc82mNhUfgzv73ddsrFoQDr+dcsYyaxQcVkNbl9d6vF4Z/VNxYGfGj1u9/x1Z2PqsD7o7LbgX59X4suqk0iM06KgjwE/nmrDW7t/RGvnL0FUWkIsTrV1e9yvXFMKs/HcdecgRqtBSUU9Zq7Yqdq+ASBGCwzKSkKXRcD3dcEZPkBERES+cZzHm2PQ47JhOXi79Cc0tHRKPicpPgb/uGY4g6BAYBBEUrzJQLjKlAxb9D+0dDpndryl1QATh2Tj44PH/V4G2hVdrBbPXjsCHd0W3PXm3iC1goiIiMJFfKwGnTJLlwczG6QkNmBhBIooYvlopUOwLEJPpbClG39ZIPSfH3+nagAkHmdzEAMgAOjotuD21aV4vaQqiK0gIiKicCE3AAJ6qtR6WsA9FDAIoojhrny0XCs+q0RntwVmi4AVLhYEixS7q08FuwlEREQUYdxVqQ0lXCeIIoan8tFyWARgVUkVCvoY0CJR4ICIiIiI3AuHtYIYBFHEUOsDV93QiqwUeYuFEhEREZG9cFgriMPhKGKo9YHLzUgMiw8vERERRZe0hDiouQKPP5bzyTH0LPER6pgJoogxOj8DOQY9ak3tXs8L0mqAG4ryEKPVIMeg5xo3REREFBJmj8/HqNx0zF1d6lTCWomMpDg8fNmZMKbqMSo3HburT+J4UzuyknS457/7JNdFVGLh9IKgLZaqBDNBFDFitBosnN5T4trxoyf+fHp2stt9zB6fj/hYrXVfof8RJiIiokg3e3weHprWs+j68lkjYTTYj1jJMegxZ0I+cgyuR7Jofv73+JVn4cqz+6JoYCbiY7UoGpiJGSP6YuzgLCy63P0C8u6kJ8YFfbFUJbhOEEUcqXWCcgx6LJze8+WxdGM5VnxWCdvqjVLrBLnaV7IuBrExWpxq7bJ7vpxqkDkGPfqk6YNamS1Oq0FXGJSuJCIickcD4LJhRvRK0ePdPT/hpM3fZVsxGsDs8GcvMU6LSwuNyErV4ZNvTuDwiWaYLfbbpCXE4rfn9sO/v/rR7m8+0NPhH5Wbjs0Hj3tsZ1pCHG4em4fB2Sn487oDaGiRbqeUjKQ4/GVGIaYO62P3uO2i8NkpPcPPYrQa6+Obymvx3t6jdgub2vaF3Ckuq8ED7xxwes2uXFpoxKwxuRgzIDPoGSAulkpRz9WXg6iz24JVJVWobmhFbkYibijKQ3ysdGJUal8A7B5zTCdDA9Q1d1j/f7yxHQ0tnchI1uHwsSY890lFQM6DqF96AnIzEzF7/ACMzs/E2Ce2uFzxORSM7JeK0iONwW4GRQktejpT8bEatClYC4NCV+9UHTIS4xAfo0Fzezca2rrRKzkel4/og/iYGPxwshWCICBFF4ejp1pR19yJ9m4z9LEx6JWihzFNB1NrF76tacKJlg5kJcZBo9Ggo9uClk4ztBoNfjzZii6L57aIxg3MxOCcJHx68DhqGjsRowFG5aYDGuDT7+rtto3TAmcak7D3aIvH/Z43IAMd3RboYrXolaJHn3Q9UvVx+KamEWVHG1FxwvM+AGBgr0T8dKod7W5e1I1F/dE/IwkZyTq7oVS1pjbUNXfgVFsXNNBgeE4q5v1nLzq6Xe8rLSEOT189HB9/exzVDa3Iy0zE/VOGYk/1SbxVegQ/nmyDPi4Gw09LQ9HATGi1GtSeasPeH08B0CAv0/5vt/i3+ujJVus2bZ3deLv0J5fDxmyzFhv31+DP68rs/jYaU/VYdHkBJhcYsbOiHiXf1wHQoGhgprXD39ltwYJ39uPt0p9cvtbnrzvbGsS8u+cnzP/3Xpfbin5XlItLC3Oc+i9KeOoLeXrusi2H8er272Fq73a5nQaA0aDH9vsnBj0AAhgEEYUUqWxSoD08bSiyUnSoqmvF2l0/+Dze11ZGUjxOtnSqtgBsUrwWz18/Cje+9qVKeyRyliPxR3vd3p9w15t7g9co8gvHu9++dAyBXxblVvqd9+y1IzBjRF9Z+1Iy30Nqv0DP6xz3xBZV/vakJ8Zh6VVnyR7mVFJRj5krdnrcbu3sMSgamGn92df3xpan12/bed9UXuvyfQCA5W6GeCk5ToxW4/W5CZYdh+tw/ctfeNwuVNqrJDZgYQQiP/L2j6WaNBpgyQcH/bLvpHgtRueno7jsmGr7bOm0MAAivxvRLw27KhvsOlmsCqmMISEOjW1dQf1+k6PW1I65q0uxfNZIAHA7XNrTEKNaUxuWfHDQq9fseH25W+Bbyf5dXbdqrJ1nq63LgpKKesnREI7BitwlK2y38zSUXSlPr19Az6KeOyvq3b4PGvRcM5MLjJIBmdzj7KpsQNHATFlFnLQa4GSIjNaoa+6QtV04rAvkiEEQkZ+4+wMXSP7M9bZ0WlQNgIgC5cOyWnxYVoscgx4PTxuK9CQdak1tqmc2I5mprWe+gC9VqgJB7Mg+8M4BmFqdgzYxSLptQj7W76tx6oRfPjzH6XElxEyAY8lgX4MUcb+jctNRUlHvFJCo2Sk92dplHcKVlhgHAHbzRRyDFbk3FMTtXN0wtA1glQZCcl9/yfd1ioIYb48jbicWXpq7utTlthYBuHNNKZZrg19kQOl7GU4YBBH5iZp34TKS4kN6Dg9RuKoxteOONXuC3Yywlhgfg5ZOc7Cb4ZYAuJzkLXa8X9xW6fS7GlO75ONyiXkDqZLBSoIUx0BT3NNlw3IwZunHkpPf/dUplTqPjsGKp2yHbWDoKSPmKRPjivzXL2+frt4vb4KEKYU5eO66szFv7R6XRZUEAA++ewATh/R2OWc5EJS8l+GGJbKJ/EStu3BaTc8f0LgQmHBIROSotdOMB6acEexmhCSjQe8yi5GVpJO1j7svGuxUDtlo0GNSQTZWfFbpdIOs5ueA5GRLB3IM+oAs9SB2jhdvKIfZIshaskIMDJUMJ1NC7Ly7ev0a9ASMcuexuAp25B7HMUhIT9J5rCrb0NKFMUs/RnFZjaw2estsEVBSUY91e39CSUU9zDYNU/Jehhtmgoj8RK27cBYBnKxNRCFLAPBVtbIOaiSzXYjS7cR+mX3Gc/Mz8IeLBtvNwalv6sC8N11nMAX0zAV9eFoB7lzjetiVmhyHjYnr2TjO8zH+PATVkBCPdXt/wqFjzbL2r/TGou2wM1eZtIXTCzBmQKZPmQ65x/E2E9jQ0un1kEA55MzFcvdeejtnKxQwCCJSgdRkWjmTH4mIIsHmgycCfsxQm4skdnEfv1JeFTW5E87rmjsQo9VYMxZmi4BzH9vk8Xk1pnYcOt4MQ2Kc7PVe1GDbuZ9SmIPJBUa7v48nWzqx5APlFVO9ubEot/PuTRDjzXFEZouAuiZ577/ImyGBniiZiyX1XvpSvS8UsEQ2hRzbKjzi2joe76gFkbu7KACskx/D9oNGREQeyalkZnvDrK6pQ1blTsfSw3JLLAeLuCSDVCfZm4qpaqxDI6f0thrV6bw9jlxqlqFWWto7XLBENoUtd18OrlZNlkvu+gNK1ilw9YVeY2rH7atLMX/SYPy/mWdj4fqvWdiAiCiCebqnLPX3TaNxXcHT1TCsQJUiTtHHorm9W1HAonVYksGx/LjSiqlqzTmxzaS5okamw9NxfF02w/a993VNJaWlvdU4ZqhhEEQhw9OXQ0NLF+5YswdzfjyFBVMLrI+reYdHasVoV3eC5HyhP735UMgN2SAiihbJulg0d7he7V5NtY0d1ptf8yYOlpUBcRc3CZDu/AeqFPHVo07DazuqFP0Nc5zobzusypAQrzj7Eeg5J3KCJW+psWyGbUlxX7NWSkt7q72OUyhgdTgKCUq+HF7cVomN+3sqpRSX1WDcE1swc8VO3PXmXsxcsRPjnthiV0lF/OPj+OUrfjmL2y7dWI471pS6rLTjWJ1FbglsBkBERMERqADI1tObD2HsX3/5O+Rt5zcxPgYp+jiYLYJd9S6LRYAx1f+B0OQCI5bPGoneqfZV7BLjtdDIvPlvWzWutlFZAJSRFIdP770wbDvYjnxZNsO2wpzcPo0nSkp7q3XMUMNMEIUEpV8OD68rAyDgzjV73E7om1xglLX+QEeXxe1aEAKAB94+gBR9HMYMyESMVoPN5bWy20tERNGjtvGXIdFdZotXnd/WTjOuf/kLycVJxcdc0cdq0d5tUXxMwH4Y3qbyWjiWsWvtVLZfcVhVncJhfA0tXdhdfdJvmRlX/DXky9thjLZDAgGotqaS3PV/RuWm4/wnt6q+jlMoYBBEIUHpl0N9Syf+vK7M5YcSAO5/az+2D5e3EvRdP6+E7c6ptq6eP0gJcbjxvFy8s+cnRW0mIqLo8vTmQz7vQ6qym+nnxxLjY9AqsVCtLwEQ0NPh3lRe69P8FUfeVKgL1PwnkT+HfMnNvDgujm47JLCkol7xPB5X5Jb23l19UrVjhhoGQRQSvBnj3NDi/gvV1N6N1V/84G2TXDrV1oVnPz6s+n6JiIjkEDus7V3OAZAvNBpg9vh8TC4wYtwTW1Qdzq2RO4bOhru+gdoZGyXlor0hN/Py6b0XYnf1ScnXpXQejydySnuv2yvvhm+gA1Y1MAiikCB+OXg7XpaIiCjaOBYiUGN/L22rRGJ8rGp/j8XOfdHATCzbKv8GYo6bBUrVzti4m7el1pAvuZmX+Fity4yKknk8cnmqiuePY4YKBkEUNM3t3bj7zVJ8e6wZhoQ4XHV2Xzz/SQULCRAREQXRqztcz5FVQuzsX3tuPxxvbEdGUjxOtnTK+jt/+fAca0fcNutTVdeKZzZ/J7k0hbcZG2/KRTtylZlyfPy560Y6LRYrtwqe3GySq+DRFXdV8fx1zFDAIIiC4vJln2H/j43Wn4+cbEPZ0UbEaIEUfWBXtyYiIqIeAgBTmzpV9Qw/F3DwZm7U+n01uG/KUGwqr5W9uKgA7zI2vg4zc5WZunx4Dtbvq3F6/OFpQ5GepFM8lE9uNknNAgXBOGagsEQ2BZxjAGTLbOmZPDl/0mBceEavALeMiIgofGg0jrXbQsup1i6vb2rWmNqxbMthydLMnp63q7JB0bF8GfLlqnx0jakdL26rlCwrfeeaPTC1dWLGiL4oGpipKIAQ5/EYDfZtMRr0Ps9bCqVjBgIzQRRQze3dLgMgW2v8UNCAiIgokuhitOjwshJcOHhtR6VXQ+RrTW2Ktvd2yJc3a0CpMcfI0zwefwjGMf2NQRAF1Px/75G13bGmDj+3hIiIKLy1d1swf9LpWLurGrWNgfm7mZkUjyUzzkSNqR1LPjjo12OdavMui+S46Lkn3g758nYBVDXKSrubx+MvwTimP3E4HAXU10c9Z4GIiIhInrysROx44CLMn3R6QI7352lDMXVYH2Sl6Px2DA2AtAT3C8K6k5GsvG3eDPnytSx0OJaVjiTMBFHAmC0C6pqZ4SEiIlJLdooeMVoN7po0GGcYk2UXEfCW0ZBgPa4/iLmWm8fmeb3YrDHVu7YpHfLl6zk4dKwZJRX1qg8rU3sNpUjFIIgCZldlAzrN8kbOZqfEQwMNh8URERG5kJEUh1G56dafxU78Ux99i+c+qVD1WI7zYjzNo/GWWC56coERb355RPH+3a0vJIeSIV++noNlWw9j2dbDPq1x5EjtNZQiGYfDUcAoSfte/6s8LJ5xph9bQ0REpI45E/KRY/AuK+DL/fmGli6Mfmwznt38HTq7LSipqMf7+48iIyneh706t0lqXow4j8bT8+W+vrSEOLzx+19h+/0TMaUwx27/cvah+flfIMs1K22jK7U/r3FUXFbjU3tcVapTa/+RhkEQBUyWgjG6prZOTCnMwQuzRiIt0ftxwURERP50y9g8LJhagO33T8Ta2WPw7LUjPM7PSU+MwwuzRuIFiTkoSvvvp9q68PTmQzjj4Q8xc8VO3PXmXiz54KDi/YhBxJwJ+YrmxRgk/kanuXl9ro7711+fhbGDsuwCGFfzdNIS45z6BsEq1+yqjTkGvezgWMwiLd5QDrPFu7yau0p1auw/EmkEQQjbs9HY2AiDwQCTyYTU1NRgN4c82HGoDte/8oWsbTOT4rHroUnW1ZZ3VtSj5Ps6mAUBq0qq0dxh9nNriYiIPFs7e4zd8CmzRcC4J7a4nZdjTNVhxwMXWf/G2c7fGJWbji8rG3DnmlKvq6O5I1Y/S0u0X5jcdsiU7d9doGd42JgB9uvZiFkHV53IF34OSGxfX1VdK9bu+gG1jcqGaknNcQEgOe8lWPNhXB1XfHzH4RNYttXzEEXH60mukop6zFyx0+N2D08bipvG5kfsHCElsQHnBFHA1LXIn99T39JpLR0Zo9Vg7OAsNHV0YfGGcgZARESkGq0G8ObmuKu1Y+SUTa5t7LD7G+fY6dVqNaoFQI6vz3bOjatgYVN5rd28Esd5K57Wx3FcB8f29c2bOEhxkOJqno7jY8GcD+OqjeLjcqcEeFsxTu7zlnxwEC9vr+QcITAIogBSMhwOsP9Ae7rjREREJNe8CwdicO8U1DV1eLXWjbu1Y+R2RjeV17q8469m6WSL0HP3PytF5xR0SB3f1d9bcV7J8lkjYUiIdxvouVsHx19rzchptxqdfm8zTXIrycnZTqoNSirV1ZjacfvqUjx/3dmYOqyP7OdFGgZBpCpXXw4b99fgofcOKNqX+IH2ZkVmIiIiV8YO6oWigZl4d89PXj3f6Ca7ILcz+uqOKozOz/BpH3JlpegwY0Rfj9t5mlciZnjumzJE1nFdBXNqD1mT224xM+UtXzJNnirJucosym3Dw9OGIsegV1Qefd7aPVgGDaYOi86MEIMgUs3G/TX487oyu5WaDQlxGJSdhN3VpxTty7bEpbcrMhMREdmy7WgWl9Vgyftfe7WfWlM79vxwUrLjOzo/A8ZUHWobPQ8Bd9UxV7v8tNygytPfWzHD0yBzzb/sFL1TwHOypRNLPlB3yJrcdktlpuTyNdMkVpKbu7rUOi9L5C6zKLcNd67Zg0kF2Yr6SxYBuGNNKV7Q2rc9WtYZYhAUgYJx8S7dWI4Xt1U6PW5q61IcAAHAQ5cOtb6GQ8eaVWghERFFM9uO5qbyWp+GWAuA9W/egqn2ZaJjtBrMHN1f1kKf7oaMueowKyE3uyCSOwwvIyleVlbjZEunxyIRgO9D1vw930atTJNYSc4xk9M7VYeZo/uj4+cy51L9NjnV3z4+eFzpSwMc2h5N6wwxCIowwbh4N+4/KhkA+eJPb+9De5dF1X0SEVH0SkuMw9KrzsLkAiPGPbFFlQzLis8qcc/FQxAfa7/iSF5Wkux9uOqYu+owK6Vk3Ry5GaPSH05iSqERr+2okgzSBAAFOSm4Y02prP35OmRNzfk2UtTMNIkL2jpWzLMNmqX6bXJGxXhb/Vpsu6mtMyDzqkIF1wmKIMFYJMtsEfDQe2Wq75cBEBEReXJW31RoZPaXLYJg7XzKCSp0MZ53bBGAVSVVTo8r6Wy723ZKYQ4+vfdCrxY/1WqA566T12nt7Lbglc++xwcHjiJFH+tx4c9VO3/AazuqAMDp/Ivxy8ffnFDUXttAwpbZIqCkoh7r9v6Ekop6mC2C02OjctORY9C7bLcG9sPslVJS7EIOsTiELlaLZzZ/Z1cyHJDut6lZLENKrakt6tYZYiYoQqg5KdDVmgWO6wWYLQKWvP81Traqv44BERGRK2LZ5wM/NQIAYrVAt4d7Z6a2buysqJe9XMO5+RnYfrje43bVDa1Oj8mdFySnY767+qTdXFu5LAKQLiN4WrqxHCs+q/Q6iyA+76IhvfDxNye83o/ow587/qPzM/C/slqnucbiIqmOaxxdPjwHL22rdJmZenjaUK+nBqhR7MKR0n6b2sUyHDW0dPp9XlWoCWoQtG3bNjz55JPYvXs3ampq8O677+KKK64IZpPCllqpWqnhdI6WbT2M2J8XAIuc+wFERBTqLi004sOyWqeOtqcASFTyfR3iYuQNgsnPSpIVBOVmJDo9FqPVYNHlZ+L21e6Hg8kZquZLBsDTc13N5/XG1m+VZX5ceb2kGq+XVCMxPgatnc7rAp6SuPFaa2rHS9sqcduEfKzfVyPZh1nywUFotRqvhnOJhSo8ZRCV3HBW2m+TUyxDqwEEQdkcMnH+VobMZUz8nZEKpKAOh2tpacHw4cPx3HPPBbMZEcHbSYG2KeVnNx+SHE4npZsBEBER+SgpPkbWdhoAxlQd9vxwyqfjWQRg7a4fPG6XY9DjwakF8JQ40GqAG4ryJH83pTAHL8waac1c2EpPjMMLMudX+JIBcPfczm4LVnym3nxetUdJSQVAroiHXr+vBg9OHSq5jS9TA8RCFXLaITWkT4rSfpttGxwvS83P/2aPz5f8vSu2xUKMqf6dVxWKgpoJuvTSS3HppZcGswkRw5tJgXKyPkRERErEx2rR6SE1I959/u05/fDMx56rqAmA7Ipr7qQnxssqXX3tuf2REB+D2ePz3WZKZo/PdyqKYEucBL+zot5pSLncoVmjctOtw//kklMVblVJleqBSzCJAcjC9dJlz30tvjClMAe3js3DKz/PhXJHToDjTb/NVbEM23Wrzu6fLlkg6/LhOU5ZMtvnmS2CKusYhZOwmhPU0dGBjo5fvrwaGxuD2JrQonQRLle15omIiHxx+bAcvF36k8e/LwunF6BD5ji2W8bmKaq4JiU9MQ5ZKfKG/ORl9QxxE8tfO86Z0Wp6AiDH8thSYrQajB2chbGDs5Q3Gj1zgpQGQIDnoXZSc5kigbv5U77Oa5lUYJQVBMkJcLxdPNWxupzjUijufn/flKEun6fGOkbhJqyCoKVLl2Lx4sXBbkZIUnLxupuMR0RE5C2tBnj8qmGYVNDb5UgD2/K/JRWe59wAwOQCo89tW3rVWTAkyKuyZtuJXTC1APdcPASrSqpQ3dCK3IxE3FCU5zYDpCalczCMMpfFkJrL5Au581FyDHo8PG0o0pN0+LCsBq+XVKvaDjm8ndfibeAixZegQ6wu527fUr/39Dw5maZIElZB0IIFC/DHP/7R+nNjYyP69esXxBaFFrkXr9zyoEREREqIw8Ns70bXmtrQ0NKJjGQdjKn2d5+Vdio9TQyXotUAy2aO9GnIT3ysFreOH6DgqOqRO2xq3oWDMHZQluwF0m8oysNjGw+qMiROnI/iqjobANw6Ng+TCoxO7VMrCNIASE+KQ0OL54q13s5rUTtbEopBh6dMUyQJqyBIp9NBp5OXyo5Wci7eSKrsQUREwSc1PMzTXWdxGyWdSlfburNs5tmYOizHq+OFArmB4vzJpytqd3ys1uOcJzlyZMxHcdWhl1PxTA7xVf9lRiGWfHDQr/Na1A5cQjHokPPZjQQaQRBCYlSURqNRXCK7sbERBoMBJpMJqamp/mtchCmpqMfMFTuD3QwiIlKR2GWaVJCNjw8ed3uHPzFOgyHGVHx3vBnNHb9U4XKcgO9qQnXvlHiMH9wLibpYVYaHSRXqcdV5ltrW1doxrjqlSo4XCsR5vIB04LZcZqU5KVLrBGk1wEVDs3HgR5NdIYn0xDhcMaIPTktPlMzsAc5rDXrq0Lt6be4kxcegxaZ6nO17589zZUvp66TAUBIbBDUIam5uxuHDhwEAZ599Np566ilceOGFyMjIQP/+/T0+n0GQZ1IfUgAY98QWn++8EBEFWpwWMAvOlbIS47Xotgjo7PbPt1qsFhjZPx13XjAIe46cwmufV8HU9kuHW05mIlWnxfB+6SivaUS9xJCdocZENLdbcLSxHWabegGJcVqc2ScVfdMT0Tc9AWPyM7G7+iRWfl6FU23Snf7ObgtWlVShsr4FgiAgRReH2sZ29E1PwHkDs6zVyaQWx95dfdKpYxeIDp+SY7j626akjeHWifVn4CZeL45zngJ1juQGthlJcfjLjEJcUpjjtl3hFuSSesImCPrkk09w4YUXOj1+4403YuXKlR6fzyDIPXdfAgA8LuJGRKFPA0Cj6bkzmp+ZgERdHH5saMapdgviY7Ton5GAC4ZkY9u3J3D0VAtauwRYLAJaOi12nfakOC0G9EqERdBAHxeDvml6pOjjoNVqkZeZiN+e2x///vIHVNQ147ipHcebOrD/J9cVOp+/7mxcOKQ3Hn2/DJu+rkV9S7fd8RLitBidl4ExAzPw+eF67KxsQJf5ly10MRqcdZoBfdMSoNFo7DrvAOxKDsdqNXj240Mug5Dhpxkw9awcFOSk4nhjO0qPnETtqXYca+pAjkGP0fmZuPG8PJgtAh7fWI7KuhboY7UYlJ2C2BitZEljT8HDqNx0fFnZ4LIssqtOp9S+XXU8w60TT76L5PdcjcDW0/4i5VyRa2ETBPmKQZBrrkpgix//5647Gw++Vya58jIRhRe5iy4Cnr8b5AwVMVsEjHtii8sCK+K4++33T8Sm8lq3x7ttQs9kam/bo6Qt7AAREUU2JbFBYOo7UkC5K4EtPvbndQyAiCLF4g3lMMso8STnu0HOvjxVmBTX4thZUe/2eAJ61l/xpT1y2yJnBXciIooeDIIi0OeH6zx2CuSUkCSi8CC3k69WwCC3wmTJ9+6/iwDnuT1K2yO3LayKSUREtsKqRDZ5tnRjOV7ysdwlEYUfOZ18tQIG+WtsqDP8zF175LbF23VBiIgoMjETFEGWbizHixJj611J0TMGJooUh441o6Si3u3QMbUCBnFtD1chjgY9RVjUWmfCXXvktsWXdUGIiCjyMAiKEJ3dFqz4TH4GSKvpWVSMiEKXMVUHQ4K8mxXLth7GzBU7Me6JLSguq5HcRq2AQVxwUnyO4z6AngUnxwzIdHs8oOe7yJf2yG0LiyIQEZEtBkERYlVJldux9Y4sApCdqsecCfn+axRRGJg0NFu1faUlxiEp3ruvVbGLPn/SYDx77QisnT0GOx64CE/8epii/dSa2jF3dalkIKRmwCCumm402GdpjAa9taKbp+NpAMwen+9ze+S0hYiIyBZLZEeIR9aV4fWSakXPefbaEZgxoi8Wr/8ar31e5Z+GEYWw+ZNOx12TBuOxD8oVZVKBngzGrePyMHGI0W4divX7jmL+v/d6fH5ifAxaXax47qi4rAYPvHNAdkVHT2Wh1VxIUM5aHJ6Op1Z7uC4IEVF0UxIbcFJIhGjt6Fb8HHGc/cVnGhkEUUiJ1wLn5meiqaML+390vSDnrWPzMHFIb1gEATsqTmDl59Vo77LIPk5eViKKy2rwssIACAD+329H4LIRfZ0eN6bKm3ez4oZzoNVqZHXYpxTmYHKB0bpA6I8n2/De3qMu921bVU1qXo64PzUChhitxuPcH0/HU6s9ctpCREQEMAiKCGaLgM8OnVD0HK0GGJWbDqBnnkBGUhzLZpNf/WZkX2w+eByn2jxfZ50W4I4LBuFPb+1zuY0GwMayWjw4rWe4VGyMFi98qiyYyUrS4U9v7ZNdTMT22I99+A0uHdbHqaMuzrupNbVL7lfM0owZmKmokx+j1WDs4CyMHZyFdXt/chsEidxVVQt0wODpeAxgiIgokDgnKMyZLQJW7qjEsaZORc+zCMDu6pMAejofV0rc0SZS0/jTe2H3w5Mx78JBsrb3tMaM4xoyStaBESfcQwOP69jIObatQEzUZ1loIiIi3zATFGZsx7xX1bVi7a4fUNvo3SKAYqfRbBHwdY3rIUdEashO0fdkMwZlYdnWwzKeIS9IEK9jpR3+hdMLUNfcoeg5ro7tSJyo7zjPxejlvBtHcrNNLAtNREQkjUFQGJGaPOyL7BQ9istqcP/b+2FqUz6niEgOxw65pw48AGQkxeFX+RlYttXz/sXgR85+AfsJ9yUV9Ypei6tjS1Fz3o0jMds0d3UpNIDd62VZaCIiIs84HC4MmC0Cnt18CLevLlUtANJqgC3fHMPtq0sZAJHf2XbI3Q0XEzW0dOHet/YhLTFO9hoycvY7f9JgbL9/ojUT42ndHFeUrKdTNDATM0b0RZHCOUCesCw0ERGR91giO8QVl9Vg0fqvUdvo27AdomDwVPbZXWbTNsPhKtsh1dlXWm65uKwGc1eXAg7HcMXdsYOBZaGJiIh6KIkNGASFMLFzFrZvEEWlG8b0x8jcDBhT9Tijdwpmv/4ljpra0cegx6s3jYYhMc66bWe3BWOWfoyGFunCHhoAhsQ46GNj7Oa+eVpDRmlg4Cpwunx4Dtbvq1FlPR0iIiLyLwZBEcBsETDuiS2qDX8jCpSJQ3rh1ZtG4/wnt6C6vs3p97mZCfj03okAgJKKesxcsdPjPt+49Vey19TxlqvAiZkWIiKi8MDFUiPArsoGBkAUlrZ8cwLDFv0Pje3Sc82q69tw/pNb8Om9E2WXta5r6cAMP5dxd7VODdevISIiijwsjBCivj/BktUUvlwFQKLq+jaYWru43g0REREFBYOgELX8k++D3QQiv7pl5S6P1dnkVmEjIiIiUoJBUIhq7jAHuwlEfnXU1O62rDXXuyEiIiJ/4ZygEJWdEo9TbV3BbgaR3/T5eX0bcb0bx+psRj9WYbMtdpCVpAM0QF1zBwsfEBERRQlWhwtRDc2dGPmXTcFuBpGdX4/si8WXF2LY4v/B4uM3x75HLrYrlx2oKmye1idiCWwiIqLwpCQ24HC4EJWRHI9eyfHBbgaRnd+M6odkfSxmj893u12q3n2SOTczwS4AAn6pwjZjRF8UDcz0WwA0d3Wp28qLtaZ2zF1diuKyGtWPT0RERKGBQVCIMVsE7DhUh7//7xuclp4Y7OZQGNHHarDs2hF4YdZIpDkEGGoRS1ovmFqAORPy4RinaDXAnAn52L/oEuRmJkjuw3adoEAyWwQs3lDucfFh8feLN5TD7Gu6i4iIiEIS5wSFkOKyGjzwzgGcauVcIJLvihF9cPU5/TBmwC/Zk8kFRuysqEfJ93X48WQb3tt7VJVj2ZaqXjC1APdcPASrSqpQ3dCK3IxE3FCUh/jYnnsrn947EabWLtyycheOmtrRx6DHqzeNdsoABYqStbcEADWmduyqbOAaQURERBGIQVCIKC6rwe2rS4PdDAozOQY9/nHNCKehYzFaDcYOzsLYwVlYt/cnn4MgDXoKFTiWqo6P1eLW8QNcPs+QGIe37xjr07HVIndhVl+fQ0RERKGPQVAIMFsELFr/dbCbQWFoaqERuyob7IoIOBYYyErW+XSMSClV7c2Cq1yklYiIKDIxCAoBuyobUNvYEexmUBh6ZUcVXtlRZa1oBsC51HSqDmmJcTC1dnmcDyPFn6WqA0lcmLXW1O7xPLjKfBEREVFkYBAUAjjkhnxVa2p3OZzyWGOHtdOvAWQHQvMuHISxg7IiZt0ccWHWuatL3Z6HSMl8ERERkWusDhcCOOSGfOUusBHQ07FPS4xD71T519rg3sl+K1UdLOLCrEaD6/NgNOixfNbIsM98ERERkWvMBIWA0fkZMKbqOCSO/EYAcKq1C2/cOhLf1DZiyQcHPT4nUoPzKYU5mFxgtM6bykrSARqgrrnDr4u0EhERUehgEBQCYrQaLLr8TFaHI7+ra+nATWPz8fL2SpdzY6JhPoy4MCsRERFFJwZBAWS2CPj8UB3+u/sHfHOsGan6WFxwRi8caWjFzu/rg908igLZKXq3c2M4H4aIiIiiAYOgACkuq8Ef/7MPrZ1mu8e/qj4VnAZRVHHM7ohzY5wqyUVIJTgiIiIidxgEBQAXQo18Fw7phU++OeFVCWo12GZ05GZ3HOfGcD4MERERRQsGQX5mtghYuK4s2M0gP7tt/EDccl4+bnh1l0/70QAwJMZBHxuD2kb5pdMzkuLx2JWFACTWCXKT3eHcGCIiIopGDIL8bFdlA441dQa7GeRHOTbDzHyp8ifmX/561VnWDM3GA0exaucPHp/752lDrUEOsztERERE7jEI8jMuhBrZNLAfZuZLlT/HjI2YoZETBBkNCdb/M7tDRERE5B6DID8xWwTsqmzAt7VNwW4K+UmOxDCzKYU5eGHWSDzwzgGcau3yuI+MpDg8fNmZMKZKZ2xG52cgx6CP6nLWRERERGpjEOQHxWU1TvMyKLJMH2bEM9eOlBxmJhYc2FlRj9VfVOHDsmNO24jPevzKs9xWYmM5ayIiIiL1aYPdgEhTXFaDuatLGQCFuLP7pUEfq/zy1wCYMyEf/7xulNvAI0arwdjBWVg+6xy8MGskcgx6u98bDXosnzVSVilqsZy10Yd9EBEREdEvNIIgBKuqr88aGxthMBhgMpmQmpoa7ObAbBEw7oktDIACrH9aPLotGtQ0djgNGUuKj0GLzdpMtkPYxMVr397zI1o7zTg3LwM3npeHJ//3DV7eXgnHT0bRgHT865YxiPcieBKHR/pSrECNfRARERFFKiWxAYMgFZVU1GPmip3BbkbEitEAZpur1Ziqw6LLz7RmQjq7LVhVUoXqhlbkZiTihqI8xGg1XgUOUvvyJvghIiIiosBQEhtwTpCKWAnOv16/5VfQajUuA5r4WC1uHT/A6XneVEpztS8iIiIiCn8MglSUlawLdhMiklgBbczATA7/IiIiIiKfcXyPmsJ2YKF/pCfG4s4LB+LSQqPHbS8a0gsa/FLxTMQKaERERESkNmaCVPTip98Fuwkh5WRrN57bWiFr263fnsCkgmyU/dRoV1jCcQFRIiIiIiJfMQhSybq9P2Hb4ZPBbkbYsgjApvLjmD0+DxOHGFkBjYiIiIj8hkGQCpZuLMeL2yqD3YyI8Mr2Ktx7yVBWYiMiIiIiv2FP00cb9x9lAKQiiwCsKqkKdjOIiIiIKIIxCPKB2SLgjjV7gt2MiFPd0BrsJhARERFRBGMQ5INt3xwPdhNUM2FwVrCbYNXa0R3sJhARERFRBGMQ5IO//e9gsJugCg2AF284B2kJcarsLyMp3qnUtRI7KuphtrDeOBERERH5B4MgH3x3vCXYTVDF78fnIyE+BjePzVNlf1eM6APAec0fuWpM7dhV2aBKW4iIiIiIHDEI8kEk5ComDc3GQ9MKAADzJg5GWqLv2aDJBUYsnzUSRoPe7vHE+BjZ+zje1O55IyIiIiIiL7BEtg8yE2JwotUc7GZ47eaxuVg4vdD6c4xWg79edRbmri71KsDToGdxU3Ftn8kFRuyqbLBb8+fzw3W44dVdHveVnaL3uA0RERERkTeYCfLBLJWGjwXD7PF5dgGQaEphDpbPGomMJGUZIXHo28LpBdbFTWO0GhQNzMSMEX1RNDATMVoNzhuUhRyD3uVQOQ2AnJ8DKSIiIiIif2AQ5IPdVSeD3QTF9HFaPH/d2Xho2pkut5lSmIOdCyYhIyle9n6NBj2WzxqJKYU5breL0WqwcHrP8DvHQEgqkCIiIiIiUhuHw3mps9uCbYfCY/L+ael6nJubgatGnobzBmXJCjDiY7V4/MpCzF1dCkB6/tP8SYORl5VkHeomN3ARs02LN5SjxvTL3B+jQY+F0ws8BlJERERERL5gEOSlVSVVwW6CbDefl49bxw9Q/DxXwUqOCsHKlMIcyTlDzAARERERkb8xCPJSVX14lMfWaoAbivK8fr4/gxVxzhARERERUSAxCIpws8fnIz7Wt6lfDFaIiIiIKJKwMIKXRvRLD8hxYjwkXNIT4zC5IBuOiRmtBpgzIR8Lphb4r3FERERERGGImSAv9UlL8Ov+k3QxmD0uH3+46HRsKq91mpeTlhCHm8fmYd7EwYjRatDZbcGqkipUN7QiNyMRNxTl+ZwBIiIiIiKKRBpBELxZFzMkNDY2wmAwwGQyITU1NaDHNlsEnPvYJjS0dKm6Xy2AN2aPcZp3Y7YILCJAREREROSCktiAmSAvxWg1+MuMQtyxZo/X++idqEFduwDBAiTrY/Dh/52PvhnSGSbOyyEiIiIiUgeDIB9MHdYHc348hRe3VXrcdq1EdoeIiIiIiAKPQZCPFkwtwPDT0nHHmlKX21T9dVoAW0RERERERO4wCFLB1GE5qCicive/OoI/vncAZgugi9Gg+K7zkZ+dFOzmERERERGRDQZBKonRajBjdH/MGN0/2E0hIiIiIiI3WEOZiIiIiIiiCoMgIiIiIiKKKgyCiIiIiIgoqjAIIiIiIiKiqMIgiIiIiIiIogqDICIiIiIiiiohEQQ999xzyMvLg16vx69+9Svs2rUr2E0iIiIiIqIIFfQg6N///jf++Mc/YuHChSgtLcXw4cNxySWX4Pjx48FuGhERERERRaCgB0FPPfUUZs+ejZtvvhkFBQV44YUXkJiYiFdffTXYTSMiIiIioggU1CCos7MTu3fvxqRJk6yPabVaTJo0CSUlJU7bd3R0oLGx0e4fERERERGREkENgurq6mA2m9G7d2+7x3v37o3a2lqn7ZcuXQqDwWD9169fv0A1lYiIiIiIIkTQh8MpsWDBAphMJuu/I0eOBLtJREREREQUZmKDefCsrCzExMTg2LFjdo8fO3YMRqPRaXudTgedTheo5hERERERUQQKahAUHx+PUaNG4eOPP8YVV1wBALBYLPj4448xb948j88XBAEAODeIiIiIiCjKiTGBGCO4E9QgCAD++Mc/4sYbb8Q555yD0aNH45lnnkFLSwtuvvlmj89tamoCAM4NIiIiIiIiAD0xgsFgcLtN0IOg3/72tzhx4gQeeeQR1NbWYsSIESguLnYqliClT58+OHLkCFJSUqDRaFRtV2NjI/r164cjR44gNTVV1X2Tezz3wcNzH1w8/8HDcx88PPfBw3MfXDz/6hMEAU1NTejTp4/HbTWCnHxRFGpsbITBYIDJZOKFGWA898HDcx9cPP/Bw3MfPDz3wcNzH1w8/8EVVtXhiIiIiIiIfMUgiIiIiIiIogqDIBd0Oh0WLlzIktxBwHMfPDz3wcXzHzw898HDcx88PPfBxfMfXJwTRERERPT/27vTmKjO7w/g3wEZFpV9R9lEsSouYEHaikaIQE0Fbaql1K0qarHVuJRYbbW+qESMtjHW+EKliY0WjWJTUOMCdUOoBFBEqSBKVBYLHZS4sJ3/i/65P29BMBZk6Hw/CcnM85x757nnHmbmOOOFiAwKPwkiIiIiIiKDwiaIiIiIiIgMCpsgIiIiIiIyKGyCiIiIiIjIoLAJaseOHTvg6ekJMzMzBAUFIScnp6eX1Ots2rQJb775Jvr37w9HR0dER0ejuLhYFTNx4kRoNBrVz+LFi1Ux5eXlmDJlCiwsLODo6IjVq1ejqalJFZOZmQl/f3+YmprCx8cHycnJ3X14em3Dhg1t8jp06FBl/unTp4iPj4ednR369euH999/H1VVVap9MO+vxtPTs03uNRoN4uPjAbDmu9LZs2fx3nvvwdXVFRqNBqmpqap5EcHXX38NFxcXmJubIywsDDdv3lTF1NbWIjY2FpaWlrC2tsb8+fNRX1+virly5QrGjx8PMzMzDBw4EJs3b26zloMHD2Lo0KEwMzODn58f0tPTu/x49U1H+W9sbERCQgL8/PzQt29fuLq6Yvbs2bh//75qH+39viQmJqpimP+2Oqv9uXPntslrRESEKoa1/2o6y317z/8ajQZJSUlKDOtejwipHDhwQLRarezZs0euXbsmCxcuFGtra6mqqurppfUq4eHhsnfvXiksLJT8/Hx59913xd3dXerr65WYCRMmyMKFC6WiokL5qaurU+abmppkxIgREhYWJnl5eZKeni729vayZs0aJebWrVtiYWEhK1askKKiItm+fbsYGxvL8ePHX+vx6pP169fL8OHDVXl98OCBMr948WIZOHCgnD59Wi5fvizjxo2Tt956S5ln3l9ddXW1Ku8nT54UAJKRkSEirPmulJ6eLmvXrpXDhw8LADly5IhqPjExUaysrCQ1NVUKCgpk6tSp4uXlJU+ePFFiIiIiZNSoUXLp0iU5d+6c+Pj4SExMjDJfV1cnTk5OEhsbK4WFhbJ//34xNzeXXbt2KTEXLlwQY2Nj2bx5sxQVFcm6devExMRErl692u056Ekd5V+n00lYWJj8/PPPcuPGDcnKypLAwEAJCAhQ7cPDw0M2btyo+n14/jWC+W9fZ7U/Z84ciYiIUOW1trZWFcPafzWd5f75nFdUVMiePXtEo9FIaWmpEsO61x9sgv4hMDBQ4uPjlfvNzc3i6uoqmzZt6sFV9X7V1dUCQH777TdlbMKECbJs2bIXbpOeni5GRkZSWVmpjO3cuVMsLS3l2bNnIiLyxRdfyPDhw1XbzZw5U8LDw7v2AHqR9evXy6hRo9qd0+l0YmJiIgcPHlTGrl+/LgAkKytLRJj3rrRs2TIZNGiQtLS0iAhrvrv8881IS0uLODs7S1JSkjKm0+nE1NRU9u/fLyIiRUVFAkB+//13JebYsWOi0Wjk3r17IiLyww8/iI2NjZJ7EZGEhATx9fVV7s+YMUOmTJmiWk9QUJAsWrSoS49Rn7X3ZvCfcnJyBIDcuXNHGfPw8JBt27a9cBvmv3MvaoKioqJeuA1rv2u8TN1HRUXJpEmTVGOse/3Br8M9p6GhAbm5uQgLC1PGjIyMEBYWhqysrB5cWe9XV1cHALC1tVWN//TTT7C3t8eIESOwZs0aPH78WJnLysqCn58fnJyclLHw8HA8fPgQ165dU2KeP1+tMYZ+vm7evAlXV1d4e3sjNjYW5eXlAIDc3Fw0NjaqcjZ06FC4u7srOWPeu0ZDQwP27duHTz75BBqNRhlnzXe/srIyVFZWqvJkZWWFoKAgVZ1bW1tj7NixSkxYWBiMjIyQnZ2txISEhECr1Sox4eHhKC4uxl9//aXE8Hx0rq6uDhqNBtbW1qrxxMRE2NnZYcyYMUhKSlJ99ZP5f3WZmZlwdHSEr68vlixZgpqaGmWOtf96VFVVIS0tDfPnz28zx7rXD316egH65M8//0Rzc7PqDQgAODk54caNGz20qt6vpaUFy5cvx9tvv40RI0Yo4x999BE8PDzg6uqKK1euICEhAcXFxTh8+DAAoLKyst1z0TrXUczDhw/x5MkTmJubd+eh6aWgoCAkJyfD19cXFRUV+OabbzB+/HgUFhaisrISWq22zRsRJyenTnPaOtdRjCHn/Z9SU1Oh0+kwd+5cZYw1/3q05qq9PD2fR0dHR9V8nz59YGtrq4rx8vJqs4/WORsbmxeej9Z90N//DzEhIQExMTGwtLRUxj///HP4+/vD1tYWFy9exJo1a1BRUYGtW7cCYP5fVUREBKZPnw4vLy+Ulpbiyy+/RGRkJLKysmBsbMzaf01+/PFH9O/fH9OnT1eNs+71B5sg6nbx8fEoLCzE+fPnVeNxcXHKbT8/P7i4uCA0NBSlpaUYNGjQ617mf0ZkZKRye+TIkQgKCoKHhwdSUlL4Bvk12r17NyIjI+Hq6qqMsebJ0DQ2NmLGjBkQEezcuVM1t2LFCuX2yJEjodVqsWjRImzatAmmpqave6n/GR9++KFy28/PDyNHjsSgQYOQmZmJ0NDQHlyZYdmzZw9iY2NhZmamGmfd6w9+He459vb2MDY2bnOlrKqqKjg7O/fQqnq3pUuX4tdff0VGRgYGDBjQYWxQUBAAoKSkBADg7Ozc7rlonesoxtLSkm/4/5+1tTWGDBmCkpISODs7o6GhATqdThXzfI0z7//enTt3cOrUKSxYsKDDONZ892jNVUfP5c7OzqiurlbNNzU1oba2tkt+F/ia8b8G6M6dOzh58qTqU6D2BAUFoampCbdv3wbA/HcVb29v2Nvbq55nWPvd69y5cyguLu70NQBg3fckNkHP0Wq1CAgIwOnTp5WxlpYWnD59GsHBwT24st5HRLB06VIcOXIEZ86cafPRbnvy8/MBAC4uLgCA4OBgXL16VfVk3fpCOmzYMCXm+fPVGsPz9T/19fUoLS2Fi4sLAgICYGJiospZcXExysvLlZwx7//e3r174ejoiClTpnQYx5rvHl5eXnB2dlbl6eHDh8jOzlbVuU6nQ25urhJz5swZtLS0KM1pcHAwzp49i8bGRiXm5MmT8PX1hY2NjRLD89FWawN08+ZNnDp1CnZ2dp1uk5+fDyMjI+WrWsx/17h79y5qampUzzOs/e61e/duBAQEYNSoUZ3Gsu57UE9fmUHfHDhwQExNTSU5OVmKiookLi5OrK2tVVdros4tWbJErKysJDMzU3UZyMePH4uISElJiWzcuFEuX74sZWVlcvToUfH29paQkBBlH62XC548ebLk5+fL8ePHxcHBod3LBa9evVquX78uO3bsMMjLBT9v5cqVkpmZKWVlZXLhwgUJCwsTe3t7qa6uFpG/L5Ht7u4uZ86ckcuXL0twcLAEBwcr2zPv/05zc7O4u7tLQkKCapw137UePXokeXl5kpeXJwBk69atkpeXp1x9LDExUaytreXo0aNy5coViYqKavcS2WPGjJHs7Gw5f/68DB48WHWZYJ1OJ05OTjJr1iwpLCyUAwcOiIWFRZtL1fbp00e2bNki169fl/Xr1xvEpWo7yn9DQ4NMnTpVBgwYIPn5+arXgNYrXl28eFG2bdsm+fn5UlpaKvv27RMHBweZPXu28hjMf/s6yv2jR49k1apVkpWVJWVlZXLq1Cnx9/eXwYMHy9OnT5V9sPZfTWfPOyJ/X+LawsJCdu7c2WZ71r1+YRPUju3bt4u7u7totVoJDAyUS5cu9fSSeh0A7f7s3btXRETKy8slJCREbG1txdTUVHx8fGT16tWqv5kiInL79m2JjIwUc3Nzsbe3l5UrV0pjY6MqJiMjQ0aPHi1arVa8vb2VxzBUM2fOFBcXF9FqteLm5iYzZ86UkpISZf7Jkyfy6aefio2NjVhYWMi0adOkoqJCtQ/m/dWdOHFCAEhxcbFqnDXftTIyMtp9jpkzZ46I/H2Z7K+++kqcnJzE1NRUQkND25yTmpoaiYmJkX79+omlpaXMmzdPHj16pIopKCiQd955R0xNTcXNzU0SExPbrCUlJUWGDBkiWq1Whg8fLmlpad123Pqio/yXlZW98DWg9W9m5ebmSlBQkFhZWYmZmZm88cYb8u2336reqIsw/+3pKPePHz+WyZMni4ODg5iYmIiHh4csXLiwzT/ksvZfTWfPOyIiu3btEnNzc9HpdG22Z93rF42ISLd+1ERERERERKRH+H+CiIiIiIjIoLAJIiIiIiIig8ImiIiIiIiIDAqbICIiIiIiMihsgoiIiIiIyKCwCSIiIiIiIoPCJoiIiIiIiAwKmyAiIiIiIjIobIKIiIiIiMigsAkiIqIeN3fuXERHR7cZz8zMhEajgU6ne+1rIiKi/y42QUREREREZFDYBBERUa+h0+mwYMECODg4wNLSEpMmTUJBQYEyv2HDBowePVq1zT8/TaqpqUFMTAzc3NxgYWEBPz8/7N+//zUeBRER9TQ2QURE1Gt88MEHqK6uxrFjx5Cbmwt/f3+Ehoaitrb2pffx9OlTBAQEIC0tDYWFhYiLi8OsWbOQk5PTjSsnIiJ90qenF0BERPQyzp8/j5ycHFRXV8PU1BQAsGXLFqSmpuLQoUOIi4t7qf24ublh1apVyv3PPvsMJ06cQEpKCgIDA7tl7UREpF/YBBERUa9QUFCA+vp62NnZqcafPHmC0tJS5f7Vq1fRr18/5X5zc7Mqvrm5Gd9++y1SUlJw7949NDQ04NmzZ7CwsOjeAyAiIr3BJoiIiHqF+vp6uLi4IDMzs82ctbW1ctvX1xe//PKLcj87Oxsff/yxcj8pKQnff/89vvvuO/j5+aFv375Yvnw5GhoaunP5RESkR9gEERFRr+Dv74/Kykr06dMHnp6eL4zTarXw8fFR7t+9e1c1f+HCBURFRSmNUUtLC/744w8MGzasW9ZNRET6h00QERHphbq6OuTn56vGSkpKAPz9Fbdx48YhODgY0dHR2Lx5M4YMGYL79+8jLS0N06ZNw9ixY1/qcQYPHoxDhw7h4sWLsLGxwdatW1FVVcUmiIjIgLAJIiIivZCZmYkxY8a0OxcSEoKMjAykp6dj7dq1mDdvHh48eABnZ2eEhITAycnppR9n3bp1uHXrFsLDw2FhYYG4uDhER0ejrq6uqw6FiIj0nEZEpKcXQURE1BFPT08kJydj4sSJPb0UIiL6D+DfCSIiIr03bNgw1RXfiIiI/g1+EkRERERERAaFnwQREREREZFBYRNEREREREQGhU0QEREREREZFDZBRERERERkUNgEERERERGRQWETREREREREBoVNEBERERERGRQ2QUREREREZFDYBBERERERkUH5P9I+sIsvpwukAAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -106,9 +106,9 @@ "\n", "plt.figure(figsize=(10, 6))\n", "plt.scatter(df[\"price\"], df[\"carat\"])\n", - "plt.xlabel(\"price\")\n", - "plt.ylabel(\"carat\")\n", - "plt.title(\"Точечная диаграмма зависимости цены от карата\")\n", + "plt.xlabel(\"Цена\")\n", + "plt.ylabel(\"Карат\")\n", + "plt.title(\"Диаграмма зависимости цены от карата\")\n", "plt.show()" ] }, @@ -122,12 +122,246 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Пустые значения по столбцам:\n", + "Unnamed: 0 0\n", + "carat 0\n", + "cut 0\n", + "color 0\n", + "clarity 0\n", + "depth 0\n", + "table 0\n", + "price 0\n", + "x 0\n", + "y 0\n", + "z 0\n", + "dtype: int64\n", + "\n", + "Количество дубликатов: 0\n", + "\n", + "Статистический обзор данных:\n" + ] + }, + { + "data": { + "text/html": [ + "
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Unnamed: 0caratdepthtablepricexyz
count53943.00000053943.00000053943.00000053943.00000053943.00000053943.00000053943.00000053943.000000
mean26972.0000000.79793561.74932257.4572513932.7342945.7311585.7345263.538730
std15572.1471220.4739991.4326262.2345493989.3384471.1217301.1421030.705679
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25%13486.5000000.40000061.00000056.000000950.0000004.7100004.7200002.910000
50%26972.0000000.70000061.80000057.0000002401.0000005.7000005.7100003.530000
75%40457.5000001.04000062.50000059.0000005324.0000006.5400006.5400004.040000
max53943.0000005.01000079.00000095.00000018823.00000010.74000058.90000031.800000
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" + ], + "text/plain": [ + " Unnamed: 0 carat depth table price \\\n", + "count 53943.000000 53943.000000 53943.000000 53943.000000 53943.000000 \n", + "mean 26972.000000 0.797935 61.749322 57.457251 3932.734294 \n", + "std 15572.147122 0.473999 1.432626 2.234549 3989.338447 \n", + "min 1.000000 0.200000 43.000000 43.000000 326.000000 \n", + "25% 13486.500000 0.400000 61.000000 56.000000 950.000000 \n", + "50% 26972.000000 0.700000 61.800000 57.000000 2401.000000 \n", + "75% 40457.500000 1.040000 62.500000 59.000000 5324.000000 \n", + "max 53943.000000 5.010000 79.000000 95.000000 18823.000000 \n", + "\n", + " x y z \n", + "count 53943.000000 53943.000000 53943.000000 \n", + "mean 5.731158 5.734526 3.538730 \n", + "std 1.121730 1.142103 0.705679 \n", + "min 0.000000 0.000000 0.000000 \n", + "25% 4.710000 4.720000 2.910000 \n", + "50% 5.700000 5.710000 3.530000 \n", + "75% 6.540000 6.540000 4.040000 \n", + "max 10.740000 58.900000 31.800000 " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "null_values_diamond = df.isnull().sum()\n", + "print(\"Пустые значения по столбцам:\")\n", + "print(null_values_diamond)\n", + "\n", + "duplicates = df.duplicated().sum()\n", + "print(f\"\\nКоличество дубликатов: {duplicates}\")\n", + "\n", + "print(\"\\nСтатистический обзор данных:\")\n", + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Коэффициент асимметрии для столбца 'Unnamed: 0': 0.0\n", + "\n", + "Коэффициент асимметрии для столбца 'carat': 1.1167052359880187\n", + "\n", + "Коэффициент асимметрии для столбца 'depth': -0.08218721424717913\n", + "\n", + "Коэффициент асимметрии для столбца 'table': 0.7968359775412807\n", + "\n", + "Коэффициент асимметрии для столбца 'price': 1.6184763222032386\n", + "\n", + "Коэффициент асимметрии для столбца 'x': 0.37868453466912216\n", + "\n", + "Коэффициент асимметрии для столбца 'y': 2.4342330799873775\n", + "\n", + "Коэффициент асимметрии для столбца 'z': 1.5224810204974413\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "\n", + "for column in df.select_dtypes(include=[np.number]).columns:\n", + " asymmetry = df[column].skew()\n", + " print(f\"\\nКоэффициент асимметрии для столбца '{column}': {asymmetry}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Видим выбросы. Очистим данные от шумов." + ] + }, + { + "cell_type": "code", + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -136,26 +370,29 @@ "output_type": "display_data" }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "Количество строк до удаления выбросов: 53943\n", - "Количество строк после удаления выбросов: 49517\n" - ] + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(df[\"price\"], df[\"carat\"])\n", + "plt.xlabel(\"Цена\")\n", + "plt.ylabel(\"Карат\")\n", + "plt.xticks(rotation=45)\n", + "plt.title(\"Диаграмма рассеивания перед чисткой\")\n", + "plt.show()\n", "\n", - "# Загрузка данных\n", - "df = pd.read_csv(\"../data/Diamonds-Prices.csv\")\n", "\n", - "# Выбор столбцов для анализа\n", + "# Выбираем столбцы для анализа\n", "column1 = \"carat\"\n", "column2 = \"price\"\n", - "\n", - "\n", "# Функция для удаления выбросов\n", "def remove_outliers(df, column):\n", " Q1 = df[column].quantile(0.25)\n", @@ -171,65 +408,46 @@ "for column in [column1, column2]:\n", " df_cleaned = remove_outliers(df_cleaned, column)\n", "\n", - "# Построение точечной диаграммы после удаления выбросов\n", - "plt.figure(figsize=(10, 6))\n", - "plt.scatter(df_cleaned[column1], df_cleaned[column2], alpha=0.5)\n", - "plt.xlabel(column1)\n", - "plt.ylabel(column2)\n", - "plt.title(f\"Точечная диаграмма для {column1} против {column2} (После удаления выбросов)\")\n", - "plt.show()\n", "\n", - "# Вывод количества строк до и после удаления выбросов\n", - "print(f\"Количество строк до удаления выбросов: {len(df)}\")\n", - "print(f\"Количество строк после удаления выбросов: {len(df_cleaned)}\")" + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(df_cleaned[column1], df_cleaned[column2])\n", + "plt.xlabel(\"Цена\")\n", + "plt.ylabel(\"Карат\")\n", + "plt.xticks(rotation=45)\n", + "plt.title(\"Диаграмма рассеивания после чистки\")\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Количество пропущенных значений в каждом столбце:\n", - "Unnamed: 0 0\n", - "carat 0\n", - "cut 0\n", - "color 0\n", - "clarity 0\n", - "depth 0\n", - "table 0\n", - "price 0\n", - "x 0\n", - "y 0\n", - "z 0\n", - "dtype: int64\n" + "Количество строк до удаления выбросов: 53943\n", + "Количество строк после удаления выбросов: 49517\n" ] } ], "source": [ - "import pandas as pd\n", - "\n", - "# Проверка на пропущенные значения\n", - "missing_values = df.isnull().sum()\n", - "\n", - "# Вывод результатов\n", - "print(\"Количество пропущенных значений в каждом столбце:\")\n", - "print(missing_values)" + "# Вывод количества строк до и после удаления выбросов\n", + "print(f\"Количество строк до удаления выбросов: {len(df)}\")\n", + "print(f\"Количество строк после удаления выбросов: {len(df_cleaned)}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Пустых строк не обнаружено. Перейдем к созданию выборок." + "Перейдем к созданию выборок" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -243,15 +461,13 @@ } ], "source": [ - "import pandas as pd\n", "from sklearn.model_selection import train_test_split\n", "\n", - "# Загрузка данных\n", "df = pd.read_csv(\"../data/Diamonds-Prices.csv\")\n", "\n", - "# Выбор признаков и целевой переменной\n", - "X = df.drop(\"price\", axis=1) # Признаки (все столбцы, кроме 'Price')\n", - "y = df[\"price\"] # Целевая переменная ('Price')\n", + "# Выбираем признаки и целевую переменную\n", + "X = df.drop(\"price\", axis=1) # Все столбцы, кроме цены\n", + "y = df[\"price\"]\n", "\n", "# Разбиение данных на обучающую и оставшуюся часть (контрольную + тестовую)\n", "X_train, X_temp, y_train, y_temp = train_test_split(\n", @@ -273,12 +489,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Теперь проанализируем сбалансированность выборок" + "Проанализируем сбалансированность выборок" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -346,28 +562,6 @@ } ], "source": [ - "import pandas as pd\n", - "from sklearn.model_selection import train_test_split\n", - "\n", - "# Загрузка данных\n", - "df = pd.read_csv(\"../data/Diamonds-Prices.csv\")\n", - "\n", - "# Выбор признаков и целевой переменной\n", - "X = df.drop(\"price\", axis=1) # Признаки (все столбцы, кроме 'Price')\n", - "y = df[\"price\"] # Целевая переменная ('Price')\n", - "\n", - "# Разбиение данных на обучающую и оставшуюся часть (контрольную + тестовую)\n", - "X_train, X_temp, y_train, y_temp = train_test_split(\n", - " X, y, test_size=0.4, random_state=42\n", - ")\n", - "\n", - "# Разбиение оставшейся части на контрольную и тестовую выборки\n", - "X_val, X_test, y_val, y_test = train_test_split(\n", - " X_temp, y_temp, test_size=0.5, random_state=42\n", - ")\n", - "\n", - "\n", - "# Функция для анализа распределения и вывода результатов\n", "def analyze_distribution(data, title):\n", " print(f\"Распределение Price в {title}:\")\n", " distribution = data.value_counts().sort_index()\n", @@ -392,7 +586,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Применяем методы приращения данных (аугментации)" + "Применяем методы приращения данных" ] }, { @@ -420,6 +614,9 @@ "Name: count, Length: 9476, dtype: int64\n", "Процент положительных значений: 100.00%\n", "Процент отрицательных значений: 0.00%\n", + "\n", + "Необходима аугментация данных для балансировки классов.\n", + "\n", "Распределение Price в контрольной выборке:\n", "price\n", "326 2\n", @@ -436,6 +633,9 @@ "Name: count, Length: 5389, dtype: int64\n", "Процент положительных значений: 100.00%\n", "Процент отрицательных значений: 0.00%\n", + "\n", + "Необходима аугментация данных для балансировки классов.\n", + "\n", "Распределение Price в тестовой выборке:\n", "price\n", "335 1\n", @@ -451,51 +651,20 @@ "18818 1\n", "Name: count, Length: 5308, dtype: int64\n", "Процент положительных значений: 100.00%\n", - "Процент отрицательных значений: 0.00%\n" + "Процент отрицательных значений: 0.00%\n", + "\n", + "Необходима аугментация данных для балансировки классов.\n", + "\n" ] } ], "source": [ - "import pandas as pd\n", - "from sklearn.model_selection import train_test_split\n", "from imblearn.over_sampling import RandomOverSampler\n", "\n", - "# Загрузка данных\n", - "df = pd.read_csv(\"../data/Diamonds-Prices.csv\")\n", - "\n", - "# Выбор признаков и целевой переменной\n", - "X = df.drop(\"price\", axis=1) # Признаки (все столбцы, кроме 'Price')\n", - "y = df[\"price\"] # Целевая переменная ('Price')\n", - "\n", - "# Разбиение данных на обучающую и оставшуюся часть (контрольную + тестовую)\n", - "X_train, X_temp, y_train, y_temp = train_test_split(\n", - " X, y, test_size=0.4, random_state=42\n", - ")\n", - "\n", - "# Разбиение оставшейся части на контрольную и тестовую выборки\n", - "X_val, X_test, y_val, y_test = train_test_split(\n", - " X_temp, y_temp, test_size=0.5, random_state=42\n", - ")\n", - "\n", "# Применение oversampling к обучающей выборке\n", "oversampler = RandomOverSampler(random_state=42)\n", "X_train_resampled, y_train_resampled = oversampler.fit_resample(X_train, y_train)\n", "\n", - "\n", - "# Функция для анализа распределения и вывода результатов\n", - "def analyze_distribution(data, title):\n", - " print(f\"Распределение Price в {title}:\")\n", - " distribution = data.value_counts().sort_index()\n", - " print(distribution)\n", - " total = len(data)\n", - " positive_count = (data > 0).sum()\n", - " negative_count = (data < 0).sum()\n", - " positive_percent = (positive_count / total) * 100\n", - " negative_percent = (negative_count / total) * 100\n", - " print(f\"Процент положительных значений: {positive_percent:.2f}%\")\n", - " print(f\"Процент отрицательных значений: {negative_percent:.2f}%\")\n", - "\n", - "\n", "# Анализ распределения для каждой выборки\n", "analyze_distribution(y_train_resampled, \"обучающей выборке после oversampling\")\n", "analyze_distribution(y_val, \"контрольной выборке\")\n", @@ -1432,7 +1601,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 60, "metadata": {}, "outputs": [ { @@ -1446,7 +1615,7 @@ "source": [ "import pandas as pd\n", "\n", - "df = pd.read_csv(\"../data/Forbes-Billionaires.csv\")\n", + "df = pd.read_csv(\"../data/Forbes Billionaires.csv\")\n", "print(df.columns)" ] }, @@ -1473,7 +1642,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 61, "metadata": {}, "outputs": [ { @@ -1572,134 +1741,28 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Пустые значения по столбцам:\n", - "Rank 0\n", + "Пропущенные значения в данных:\n", + " Rank 0\n", "Name 0\n", "Networth 0\n", "Age 0\n", "Country 0\n", "Source 0\n", "Industry 0\n", - "dtype: int64\n", - "\n", - "Количество дубликатов: 0\n", - "\n", - "Статистический обзор данных:\n" + "dtype: int64\n" ] - }, - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " Rank Networth Age\n", - "count 2600.000000 2600.000000 2600.000000\n", - "mean 1269.570769 4.860750 64.271923\n", - "std 728.146364 10.659671 13.220607\n", - "min 1.000000 1.000000 19.000000\n", - "25% 637.000000 1.500000 55.000000\n", - "50% 1292.000000 2.400000 64.000000\n", - "75% 1929.000000 4.500000 74.000000\n", - "max 2578.000000 219.000000 100.000000" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ - "null_values = df.isnull().sum()\n", - "print(\"Пустые значения по столбцам:\")\n", - "print(null_values)\n", - "\n", - "duplicates = df.duplicated().sum()\n", - "print(f\"\\nКоличество дубликатов: {duplicates}\")\n", - "\n", - "print(\"\\nСтатистический обзор данных:\")\n", - "df.describe()" + "missing_values = df.isnull().sum()\n", + "print(\"Пропущенные значения в данных:\\n\", missing_values)" ] }, { @@ -1711,7 +1774,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 63, "metadata": {}, "outputs": [ { @@ -1735,7 +1798,7 @@ "source": [ "fig, axs = plt.subplots(1, 2, figsize=(15, 5))\n", "\n", - "sns.boxplot(data=df, x=\"Networth\", ax=axs[0])\n", + "sns.boxplot(data=df, x='Networth', ax=axs[0])\n", "axs[0].set_title(\"Выбросы по состоянию\")\n", "\n", "sns.boxplot(data=df, x=\"Age\", ax=axs[1])\n", @@ -1754,7 +1817,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -1771,7 +1834,7 @@ "source": [ "# Гистограмма распределения чистой стоимости\n", "plt.figure(figsize=(12, 6))\n", - "sns.histplot(df[\"Networth\"], bins=10, kde=True)\n", + "sns.histplot(df['Networth'], bins=10, kde=True)\n", "plt.title(\"Гистограмма распределения чистой стоимости\")\n", "plt.xlabel(\"Чистая стоимость (в миллиардах долларов)\")\n", "plt.ylabel(\"Частота\")\n", @@ -1788,7 +1851,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -1854,19 +1917,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Графики демонстрируют разнообразие стран и отраслей, представленных в наборе данных, что указывает на охват данных по множеству регионов и различных сфер деятельности." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ + "Графики демонстрируют разнообразие стран и отраслей, представленных в наборе данных, что указывает на охват данных по множеству регионов и различных сфер деятельности.\n", + "\n", "Разбиваем набор данных на обучающую, контрольную и тестовую выборки" ] }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 67, "metadata": {}, "outputs": [ { @@ -1875,7 +1933,7 @@ "((1560, 6), (520, 6), (520, 6))" ] }, - "execution_count": 49, + "execution_count": 67, "metadata": {}, "output_type": "execute_result" } @@ -1901,7 +1959,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 68, "metadata": {}, "outputs": [ { @@ -1936,7 +1994,7 @@ " Name: Networth, dtype: float64)" ] }, - "execution_count": 39, + "execution_count": 68, "metadata": {}, "output_type": "execute_result" } @@ -1954,11 +2012,18 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Размеры после oversampling: (13910, 10047) (13910,)\n", + "Размеры после undersampling: (13065, 10047) (13065,)\n" + ] + } + ], "source": [ "from imblearn.over_sampling import RandomOverSampler\n", - "from imblearn.under_sampling import RandomUnderSampler\n", - "\n", "oversampler = RandomOverSampler(random_state=12)\n", "X_train_over, y_train_over = oversampler.fit_resample(X_train, y_train)\n", "\n", @@ -1968,21 +2033,13 @@ "print(\"Размеры после oversampling:\", X_train_over.shape, y_train_over.shape)\n", "print(\"Размеры после undersampling:\", X_train_under.shape, y_train_under.shape)" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Размеры после oversampling: (13910, 10047) (13910,)\n", - "Размеры после undersampling: (13065, 10047) (13065,)" - ] } ], "metadata": { "kernelspec": { - "display_name": "Python (.venv)", + "display_name": ".venv", "language": "python", - "name": ".venv" + "name": "python3" }, "language_info": { "codemirror_mode": {