{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from datetime import datetime" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "test_date = datetime(2020,11,20,12,34,56)\n", "test_date2 = datetime(2020,11,21,14,4,5)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "datetime.datetime(2020, 11, 20, 12, 34, 46)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from dateutil.relativedelta import relativedelta\n", "\n", "test_date - relativedelta(seconds=10)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Saturday'" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test_date2.strftime(\"%A\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "df = pd.read_csv(\"3-1_TS_sample.csv\",index_col=\"年月日\",encoding=\"shift_jis\",parse_dates=True)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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平均気温(℃)降水量の合計(mm)日照時間(時間)
年月日
2018-12-3116.8397263.9602745.786849
2019-12-3116.4947955.1342475.230137
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" ], "text/plain": [ " 平均気温(℃) 降水量の合計(mm) 日照時間(時間)\n", "年月日 \n", "2018-12-31 16.839726 3.960274 5.786849\n", "2019-12-31 16.494795 5.134247 5.230137" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.resample(\"3M\").mean()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "df[\"曜日\"] = df.index.strftime(\"%A\")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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平均気温(℃)降水量の合計(mm)日照時間(時間)
曜日
Friday16.5067314.2067315.727885
Monday16.7495246.5761905.161905
Saturday16.4346155.2307695.896154
Sunday16.7423083.6250005.875000
Thursday16.8788463.7451925.119231
Tuesday16.6495243.9714295.478095
Wednesday16.7086544.4615385.304808
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" ], "text/plain": [ " 平均気温(℃) 降水量の合計(mm) 日照時間(時間)\n", "曜日 \n", "Friday 16.506731 4.206731 5.727885\n", "Monday 16.749524 6.576190 5.161905\n", "Saturday 16.434615 5.230769 5.896154\n", "Sunday 16.742308 3.625000 5.875000\n", "Thursday 16.878846 3.745192 5.119231\n", "Tuesday 16.649524 3.971429 5.478095\n", "Wednesday 16.708654 4.461538 5.304808" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.groupby(\"曜日\").mean()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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TJKlPpbL7oqTeTIrKGAaDE1v4L7+S3sIjaVz7Xalf/pRxjwMAwEkI6AAAAAAAMPFW2nGOadApKtn2gjeOYyQ4pe79d6Y8/GDSaZ3xWWW3k3QWk1ojRa0xhOkAAFhN3B8AAAAAgIlXtpfXVzWaJ78RNomyLFO2DiZJiukdZ3zeod96ZQ799o+le/dnz/gsAACOJaADAAAAAADt4zfowKbVaSXdpSRJ0Zw94+NW1ruVncUzPgsAgGNZcQUAAAAAwMSrXvwtydT2VM+/4pjXWh9+R7r3fj71b3lOGtfcNIbp4Fhla25wPYwGndSm+ucOYV0WAADHOq2ATqvVyqte9ap88pOfzHve855ccsklg9e+8pWv5Jd/+Zfzmc98Jg8//HD279+fm2++OS94wQtSFMXQBgcAAAAAgGFpfMuNJ3ytd/jB9B65N+XhhzZwIji5cuHg4HpYDTplkmjQAQAYiXWvuCrLMj/90z+dT3/603n44Ydz1113DV677bbbcsstt+SrX/1qXvGKV+TNb35z9u/fn5/8yZ/Mv/gX/2KogwMAAAAAwEZYWXtVtufHPAkcMWjQqTVS1KfO/MC6Bh0AgFFad4POu971rtx666352Z/92bzmNa8ZfL4sy/z8z/98LrzwwvzO7/xOZmb6/8Jy44035qKLLsrP/dzP5UUvelEe+9jHDm96AAAAAAAYgrK9kNSnUhTH/netRaO5fI/gAptHb7lBp2gOYb1V+g06SRIBHQCAkVhXg86nPvWpvOlNb8prX/vaXHzxxUe9duDAgdx22235oR/6oUE4Z8ULX/jCzMzM5N3vfveZTwwAAAAAAEN26Lf/aQ697Uey9HefOfbF+nSSpOwsbPBUcGIrDTrF9Jmvt0qSorbSoGPFFQDAKKy5QeeBBx7IP/tn/yzPec5z8pKXvCQf+9jHjnr9K1/5SpLkiU984jHv3bZtW/bv358777zzzKYFAAAAAIAhK5faSW8pyZGQwmpFox/QSVtAh82jcfV3pHbpdUlZDufA5QadckmDDgDAKKwpoLO0tJRXvepVmZ6ezhvf+MYURXHMPXfffXeSZM+ePcc94/zzz88dd9xxWkMWRbJz5/RpvZfRqNWqSfxzASaL730AJH4eAJPJ9z5gq+sebufQ8vWOc3envnP6qO99c7OzaSepdFu+F7KJTCd7zh3aaeWO2RyemslUc8rX+QTz9z4AEj8PTtdxojRHWVNA5xd/8Rdz++235/d///ezffv2495TqfS3ZZUnSGr3er3jBnsAAAAAAGCceu35wXUxNXPM65Xlz/U06LCF7XrOS7PrOS8d8xQAAFvXKQM6H/nIR/KOd7wjb3jDG7Jv374cPHgwSTI/Pz/437m5uVxwwQVJkvvvvz87d+485pz7778/+/btO60hyzJ55BH/4rOZrCTl/HMBJonvfQAkfh4Ak8n3PmCr6z7w0OD6UKtI0Vs46ntfZ6n/XxB3W/O+F7JptD/zJ0mvm+rFj0/1nIvGPQ5bhL/3AZD4eXC6zj13+0lbdE4Z0LntttuSJK9//evz+te//pjXX/nKVyZJXv3qVydJPvGJT+SKK6446p5Dhw7lwIED+YEf+IE1Dw4AAAAAABuhHDTjFEl96pjXaxddnZkfeGOKRnNjB4OTaP/Nf0p5+ME0n7VdQAcA4CxwyoDOj/7oj+Zbv/Vb0+12j/r85z73ufzsz/5sfuInfiLXXHNNrr322vzZn/1Z3vnOd+Z7vud7MjNzpAb0937v97KwsJAXvvCFw/8TAAAAAADAGRgEdOrNFEXlmNeLqW2pTm3b4KngxMqyTLnQ33hQNHcM5cyluz+Xzmf+JKk3M/3sVwzlTAAAjjhlQKfZbOb6668/4etXXXVVbrjhhiTJa17zmrziFa/IS17ykrzwhS/M7t2789GPfjS/+7u/m5e+9KXHNOsAAAAAAMDYdfoBnaIxPeZBYI06raS3lGR4AZ1y/pEsfeW2FNOzQzkPAICjnTKgcyI7d+7Mtm3bsnv37sHnnvKUp+Q973lPfumXfilvectbcvDgwezfvz9vetObcssttwxlYAAAAAAAGKay101qjRSNmeO/vrSYzmc/lLLdSv3q70hlZucGTwhHW2nPSTK0QE1R769wKzutoZwHAMDRTjugc9VVV+W222475vNXXHFF/vW//tdnNBQAAAAAAGyUxlXPTOOqZ6bs9Y5/Q6+Xxb96d5KkdukTEgEdxqxszQ2ui+nhNOhkOaCTpXbKXi9F5dh1bwAAnD5/uwIAAAAAgOTEgYR6M0mRJCnbCxs3EJxAubAc0KlNpahNDeXMlQadJMnS4lDOBADgCAEdAAAAAAA4iaIoksbK+h8BHcav1+qvuBpae06Son4k6FMK6AAADN1pr7gCAAAAAICtYPGTt6b3wJ2pXXpd6lc+7bj3FI2ZfnuOBh02gZUGnaI5O7xDVzfodFrDOxcAgCQCOgAAAAAATLjuvQfSvevTKbafm/oJ7inq0ymTlIILbALVfVem8aSbR9eg09GgAwAwbAI6AAAAAABMtHK5FadozJz4ppUVV+35jRgJTqq298rU9l455ENXB3QE0QAAhk1ABwAAAACAyTYI6Eyf8JaV8E5pxRVbVFGppnnTj6WoTaW6+6JxjwMAsOUI6AAAAAAAMNHKtQR06v0GnbQ1izB+3YfvTlFrppieTVEd3q966pddP7SzAAA4moAOAAAAAAATbdCKc5KATu2yJ6eya2+qey7foKngxBY+8PMpDz+U5rN+NPUrnzbucQAAWAMBHQAAAAAAJlZZ9pJOvxWnqJ84oFO/4qkbNRKcVFmWKRcOJkmK5o6hnr10z4GUhx9K5ZxLUj3HmisAgGES0AEAAAAAYHJ1FpOUSZKiMTPeWWAtOgtJr5skKaaHG9BZ/NgfpPf1L6bxlFsEdAAAhkxABwAAAACAiVW25wfXRaN54vuW2ilbc0l3KZWdF2zEaHBc5cLc4LqYnh3q2UVtqn/RWRzquQAACOgAAAAAADDBiub2TH/nq1K2F1LM7D7hfUt3/I+0Pvz2FNvPzfYX/eIGTghHW1lvlQx/xVVR74fUys7CUM8FAEBABwAAAACACVbUplK79LpT39iYTpKUbcEFxqvXWm7QqTdT1BrDPbzeb9ApNegAAAxdZdwDAAAAAADAZlfU+wGddBZSluV4h2GirTToDLs9JznSoJNOa+hnAwBMOg06AAAAAABMrN7Bb6R7/50pmjtSu/CqE95XLDfopCyTpfagaQQ2WrncoDPKgE65pEEHAGDYNOgAAAAAADCxlr722bT+9NfS+vN3nPzGRnNwWXasuWJ8inozlV37Utl5wfAPXwmeWXEFADB0GnQAAAAAAJhc7X7YZtCQcwJFY2ZwXbbnk5ldIx0LTqRxzU1pXHPTSM4uassNOlZcAQAMnYAOAAAAAAATq2zPJ0mK+ikCOqtfbwsvsDVVdu9L7bLrU5k9f9yjAABsOQI6AAAAAABMrJWmkFM16KTWSIoiKcuUbSuu2Jpql1yb2iXXjnsMAIAtSUAHAAAAAICJtdKgk1OtuCqKVGYvSNn/YORzwYnMv/+NKctepp5yS2oXXT3ucQAAWCMBHQAAAAAAJld7jQ06Sbb9wzePeho4qbIs073vS0mvm/SWRvicXpIihTAaAMDQVMY9AAAAAAAAjMtKg07RmBnzJLAG7fl+OCdJ0Zwd+vHd++/M3Dv+cQ697UeSpcWhnw8AMMkEdAAAAAAAmFhle6F/UT91gw6MW9maG1wX0zuG/4BqfRDMKTut4Z8PADDBrLgCAAAAAGBi1S66Or1tu1Pdve+U9y5+/L1Z+tpnU7/syWlc+10bMB0crbewKqDTHH5Ap6hPHfmgo0EHAGCYBHQAAAAAAJhYU0/9X9Z8b++Rr6f39S+mt/uiEU4EJ1a2DvYv6s0UtcbQzy/qzSPP0qADADBUVlwBAAAAAMAaFMtrsAZrsWCDlcsNOqNoz0mS1I406JRLGnQAAIZJQAcAAAAAgIlUlmXKslz7Gxr9dhHNIoxLudBv0CmmRxPQKaq1pLK8fKHt6xwAYJgEdAAAAAAAmEjl4qEc+nc/krnf/CfpPnz3Ke8vGv0GnWjQYUzK1kqDzuzoHlLvt+iUSwI6AADDVBv3AAAAAAAAMBbthaQsk/Z8imrjlLcPVlx1BHQYj6knPz/1q56RVKoje0ZRb6ZcPJx0rLgCABgmAR0AAAAAACZSuaoJZ9COcxIr95QadBiTYmpbqlPbRvuMejNlknJJQAcAYJgEdAAAAAAAmEhle/7IB/VTB3QioMMEmHn+P0+q9RSVyrhHAQDYUgR0AAAAAACYSIOgTb25pjDCyoqrdBZSlmWKohjhdHCsxU/+UYpqI7VHPymV2T0jeUZRnxrJuQAAk05ABwAAAACAybQc0FnLeqskqe55dKa/93Up6s1RTgXHVZZl2h9/X1J2U9l94cgCOgAAjIaADgAAAAAAE2mlQadYy3qrJMXUttT27R/lSHBi7fmk7CZJiukdI3tM5/MfSfeev01lz2VpXP0dI3sOAMCksUAUAAAAAICJVHaWV1ytsUEHxqlcmBtcF83ZkT2n+/UvpHPgv6d79+dG9gwAgEmkQQcAAAAAgMnUaSVZ+4qrstfL0hc+krK9kNpl16ey/ZxRTgdH6bUODq5H2aCT5RVuZWdxdM8AAJhAAjoAAAAAAEykqRtekMaTn590l9b2hqJI689/Iyl7qey+UECHDTVo0Kk3U1TrI3tOsRzQWQmwAQAwHFZcAQAAAAAwsYpqfc0NOkVRDNZhle2FUY4Fxyhb/YBOMT269VZJUtSn+s/ToAMAMFQCOgAAAAAAsEaDdhEBHTZYudBfcVU0R7jeKklqyyuuljToAAAMkxVXAAAAAABMpMVPvC/l/MOpXfaU1C7+ljW9p2jMpMwDKTsCOmyslQadygY16ESDDgDAUAnoAAAAAAAwkZa+/PH0Hvy7VHbtS9Yc0FlZcaVdhI1Vu+TaFI3pVGYvGO2Dlluiyo6vcQCAYRLQAQAAAABgIpXLa6qKxsza37QSXmjPj2IkOKHaJY9P7ZLHj/w5gzVuncWUZZmiKEb+TACASSCgAwAAAADARFoJ6KyEbtZiEOax4ootqrL7wkx9+0v7q67KMhHQAQAYCgEdAAAAAAAmTlmWg5DNehp0isZKg471P2ys7oN3pZjanmJ6NkWlOrLnVGZ2pfG4Z43sfACASSWgAwAAAADA5Fla7LeDJCka02t+W3XfVUlRSXXPZaOaDI5Rlr3M/4efTspupp/3mtQuvmbcIwEAsE4COgAAAAAATJzBequsL6BTf8zfS/0xf28UI8GJLc4nZTdJUjR3jPRRZa+X3n1fStlppXr+5etqmAIA4MQq4x4AAAAAAAA22uqATtYR0IFxKFtzg+tRB3RS9jL//jdk4Y9/Ib0HvzbaZwEATBABHQAAAAAAJk97fnC5ngadsixTdhbTWzg4iqnguHqrAzrTow3oFNVaUqkmScqlxZE+CwBgklhxBQAAAADAxClmz0/zWT/ab9KpNtb8vqU7b0vrg7+aNKaz46VvGeGEcES5EgirT6eo1kf/wHozWTx8dNMUAABnREAHAAAAAICJU5meTeXKp637fUV9uW2n3UpZ9lIUiuoZvXKh36BTTM9uyPOK2lTKxcOJBh0AgKHxbw4AAAAAALBGR9ZhlUlHeIGNUbb6DTqjXm+1oqg3+8/ttDbkeQAAk0BABwAAAACAidN75OtZ+tpn033o7nW9b9CgE+EFNs5Kg06luTEBnQwCOkJoAADDIqADAAAAAMDE6Xzho1n4wM9l8S9+a31vbDQHl2V7YchTwfEVU9tS2bk3xez5G/O8+lT/QggNAGBoauMeAAAAAAAANtogXLOqEWctisbMkQ/a80OcCE5s6vrvz9T1379hzys06AAADJ2ADgAAAAAAE2cloFM01hfQSbWeFNWk7FpxxZZVOfeSVDutVDaosQcAYBII6AAAAAAAMHk6pxfQKYqiv+Zq8bAVV2xZU9f/g3GPAACw5QjoAAAAAAAwcU67QSdJ0dyRpEjKcshTwbHKspf53/+/k+b2NJ/2klTPe9S4RwIA4DQI6AAAAAAAMHEG7TenEdDZ/g/fPORp4CQW59N75N7kkXEPAgDAmRDQAQAAAABg8rTnkyRFY2bMg8DJ9VoHB9fF9OyGPLPzt3+exU+8L5WdF2Tme35iQ54JALDVCegAAAAAADBxBiuu6s0xTwInVy7MDa7769U24Jm9pZSHH0xZa2zI8wAAJoGADgAAAAAAE6e697EpFw6m2H7uut/b/p9/mqW7Pp3q3v2Zuu55I5gOjigXlht0GtMpqhvza52V4Fq5tLghzwMAmAQCOgAAAAAATJzpm37stN/be/Br6X71b1JoF2EDlK1+g85GrbdKktSn+s/utDbumQAAW1xl3AMAAAAAAMDZpGhMJzmyJgtGaWXF1Uatt0qSora8+q2zmLIsN+y5AABbmYAOAAAAAACsx8r6H+0ibICy1V9xVdnIgM5yg07KXtLtbNhzAQC2MgEdAAAAAAAmSvfBu3Lot/9pDr3rx0+rBWelQScadNgAgwadDV1x1TzyfEE0AIChqI17AAAAAAAA2Ejl4nzK1lzSmktqjXW/v2jM9M8R0GEDTD39JWk88XuPtNpsgKOe1VlMpjfs0QAAW5aADgAAAAAAk6U93//fWiNFpbr+9zeWV1wJ6LABKs0dyQaut0pydIPOkgYdAIBhENABAAAAAGCirARrVppw1quoL9eJdFopy16KojKs0WBTKKa2ZdsLfz5pNFM0to17HACALcG/NQAAAAAAMFEGAZ1VLSHrUTRW9v2U/fU/MCJl2cvix96T9qf/S3rzD2/Yc4uiksrsnlSaO1JU/CoJ6CvLXhY//t50vvDRcY8CcFbSoAMAAAAAwEQpO8urqU6zQaey84I0//4/7TfpVOtDnAy+yeJ82p+6NUlSvfBxycyuMQ8ETLLuXbenfdt/TJLULn1CiikNWwDrIaADAAAAAMBkGay4mj7FjcdXNGZSf/SThzkRHFdv4eDgumju2NBntz/9wfQOP5j6ZdenesFjNvTZwObUO3jf4Lr79S+kdul1Y5wG4OyjlxAAAAAAgIlSnmFABzZK2ZobXG90QKfzuT9L5/b/nO79d27oc4HNq1wVGuze8/kxTgJwdlpzg86HP/zh/NZv/VYOHDiQgwcP5sILL8wzn/nMvPzlL8/5558/uO/222/Pv/k3/yaf+9zn0mq18rjHPS4vfvGLc+ONN47kDwAAAAAAAOsxjIDO0p2fSrl4ONV9+1PZcd6wRoOjDH4Z3phJUd3gpQj1Zn+GzuLGPhfYtHpz9x/5YPl7BABrt6YGnT/8wz/MK17xinQ6nbzyla/MW97ylrzoRS/KH//xH+cf/aN/lMOHDydJPvjBD+ZFL3pRFhcX8+pXvzo/8zM/k3PPPTevfOUr87a3vW2kfxAAAAAAAFiL5jNemm0v/uU0bnjBaZ+x8N/eltZ/e1u63/jSECeDo6006BTTG9uekyRFbap/sdTa8GcDm1Nvrr/iqvGkmzP1pO8b8zQAZ581xa1vvfXWPPvZz86v/MqvZGqq/xeypz/96bniiivyspe9LB/72Mfy9Kc/PW9+85vz1Kc+NW9961tTq/WPfu5zn5vZ2dn82q/9Wm655Zacc845o/vTAAAAAADAKRS1qSPhg9M9ozGTcvFwys7CkKaCY5UL/YBOpTm78Q/XoAN8s7JMikoqs3vGPQnAWWlNAZ23v/3tx/18vV5PklQqlXz4wx/O1772tbzxjW8chHOSpCiKvOxlL8u73vWuvP/9788P//APD2FsAAAAAAAYn6LRTJkkbQEdRmdlxdVYGnRW1td0NOgAfdue/5Mpe92k7KUsy6Q9n2Jq27jHAjhrrGnF1WpLS0uZm5vLX/7lX+anfuqncu211+bbvu3bcueddyZJnvjEJx7znosvvjh79uwZ3AMAAAAAAOOy+PH3ZvEKYaAsAAAgAElEQVRj70n3gbtO+4yiMZMkKQV0GKHBiqsxNOgU9X7LlAYdYLWiUs3SF/8qh3/nf8/CB/+/cY8DcFZZU4POive+97153eteN/j4xhtvzBve8IbU6/Xcfffd2bFjR5rN5nHfu2fPntx9992nNWRRJDt3Tp/WexmNWq2axD8XYLL43gdA4ucBMJl87wO2mrs/+6H0Woey/dLHZGbnlce951Tf+zoz29JN0iiWfH9kZBqP//a0L7g4jQsuz/QGf52V27ank6SWjq/xCeLvfazFwq6daS0cTLe9kNlt1RS1xrhHAobMz4PTUxQnf31dAZ3v/u7vzmMf+9gsLCzkjjvuyG/+5m/mBS94Qd75znemKIp+ldkJlGWZ4lTTAAAAAADACJVlmd5y601luQXndBSN/i8reu35ocwFxzN95Q2ZvvKGsTy7aPT/g2wtUUCSzP/tR3P49g+lceFjs/1J39X/ZLeT9r13ZOrix413OICzxLoCOlNTU3n84x+fJLnhhhty00035aabbsrb3/727N27N4cOHcrCwkKmp49NUd133315whOecFpDlmXyyCP+AriZrCTl/HMBJonvfQAkfh4Ak8n3PmArKZcWk143STLfqWTxBN/bTvW9b6nor/9pH5rz/ZEtaem8K9O44QdS7Djf1/gE8fc+TmTxq19I+85PZ6mzlDz++1LZfWF6D92dR75we6Z2PHrc4wFD5ufB6Tn33O0nbdGpnOqAbrebj3/841laWjrmtfPOOy+PetSj8uUvfzmPfvSjkyS33XbbMfd99atfzX333Te4BwAAAAAAxuGoNpAzadCpL7eLdFpnOhIcV1n20r3/zvQOP5Sy19vw59f27c/Udd+T+hXjafABNpfe3P1JksqOPUmS6t79SZLuPQfGNhPA2eaUAZ3bb789P/iDP5h/+2//7TGvfe1rX8sdd9yRyy+/PM94xjOyb9++vOMd7zgqzFOWZd7+9rdnZmYmz3/+84c7PQAAAAAArMeqgM7KmqrTUTnv0ald8dRUL7TWg9EoFw9n/r0/lcO/++r0HvrauMcBJlxv7r4kSbHjvCRJdd9yQOfrX0zZO7boAYBjnXLF1XXXXZfnPve5+dVf/dXce++9edaznpVms5kvfvGL+Y3f+I3Mzs7mh3/4h9NoNPLa1742P/7jP55XvOIVufnmmzM1NZU/+ZM/ya233prXve512bVr10b8mQAAAAAA4LjKIQV06lfcoFmEkSoXDg6ui+kdG//8pcWUhx5MudRO9bxHbfjzgc2lHDToLAd09l7Zf2FpMb37v5rq+ZePazSAs8YpAzpFUeSXfumX8q53vSvvf//788EPfjCLi4u56KKLctNNN+XlL3959u7dmyR53vOelwsuuCBvfetb8wu/8Atpt9t53OMel7e85S35ju/4jpH/YQAAAAAA4GQGAZ2iSGpT4x0GTqJcmBtcF83tG/787r1fyMIf/0JSVLP95f8uRVFs+AzA5lB2Wilb/e9JKyuuKtvPSbFjT8q5+9K954CADsAanDKgkyTVajUvfvGL8+IXv/iU9z75yU/Or//6r5/xYAAAAAAAMGxle75/UZ8eSuCg7C6lqK7p/9UO61K2lht0pralqGz811hRby4P0k16S0m1vuEzAJtDb+6BwfXKiqukv+aqmzKpVMYxFsBZx781AAAAAAAwMarnXpKpb/1fz/icpXs/n4UP/FzSXcr2H31HisIvJxmulQadornx662SJPUjDVNlp5VCQAcmVjl3X/+iWksxs3Pw+ea3/5DvDQDrIKADAAAAAMDEqOzcm8bj957xOUWtkXSX+h90Wklj5ozPhNUG62SmZ8fy/KLWPPJBp5WMKygEjF1vOaBT2X7eUYFU4RyA9RHQAQAAAACAdSrq04Prsr2QQkCHISsX+iuuNkeDzuJ4ZgA2hfpjvy3V8y9PudQ+7utlWSZLi0dW4wFwXAI6AAAAAABMjN7Bb/TX9UzPpjKz6/QPaqwO6LSGMBkcbaVBp5geT0DnqF+0d3yNwyQrpralev4Vx32t/Zk/TftTt6Z6wWMyfdOPbfBkAGcXS3EBAAAAAJgY7U/+Ueb/wz/P4l/++zM65+jwwsIZTgXHKqZnU+zcm2LHeeMZoFpPllfZaNABTqhSTTn/cLr3HOg36QBwQhp0AAAAAACYGGW7H6YpVjXgnI6i1kgqtaS3lLI9P4zR4CjNp71krM8viqK/5qq9kHJJgw5MssXb3p/KzO5UL31CKjM7j3qtum9/kn7rV++Re1LddeE4RgQ4K2jQAQAAAABgYgwroLP6DCuu2Koquy9K5dxLUlQb4x4FGJNy8XDaH//DtP78HSkPPXDM65Vd+1I0+6v4uncf2OjxAM4qGnQAAAAAAJgY5co6qiEEdFJvJq25I2fCFrPt5tePewRgzHpz9w+uj7dyryiKVPftz9KXP57uvQeSq5+9keMBnFU06AAAAAAAMDlWGnTqQ2rQKYpkqX3GZ8FqvdZcDr37J3L4/W846pfjAButN3df/6I2NWjK+WYra6669xxIWZYbNRrAWUeDDgAAAAAAE2OYK65mbn59Uq2nKIozPgtWK+cPpnzk6ykf+XpS9ascYHzK5ZBgZceeE/68q+69sn/v4YdSzt2XYvb8DZsP4GyiQQcAAAAAgIlxJKAzc8ZnFbWGcA4jUbYODq6L5vaxzbH4P34/h//DT2bxk7eObQZgvFYadIod557wnso5lyTLP1e79xzYkLkAzkYCOgAAAAAATISy102WFvsfNJrjHQZOomzN9S+mtqWojK9Bp3fogfQeuGvQoAFMnt6qBp0TKSqVVPc+NsW2c/o/awE4Lr2IAAAAAABMhm4nlQsek7TnUzR3nPFxnTs+lqWv/k2q51yUxhOeN4QBoa9c6DfoVIbwdXomivpUkqRcao11DmB8yjUEdJJk+sZ/kqI2tREjAZy1BHQAAAAAAJgIRb2ZbTe/fmjn9R64M0tf+EjKi75FQIehKhf6DTrF9Ox4B6ktN011Fsc7BzAWZVmuWnF13knvFc4BODUBHQAAAAAAOB316SRJ2VkY8yBsNSsrrobR9HQmBg06HQ06MJHKXqaeckt6c/eneu4la3tLWSbdTopaY8TDAZx9BHQAAAAAAOA0FI3ldpG28ALDtbLiqpgeb0An9f7XuIAOTKaiUk3j8c9d8/2Ln/pAOv/zT1O79Lo0v/2HRjgZwNlJQAcAAAAAgImw9LXPpvUXv53KzM7MfO/rzvi8QoMOIzJo0BnziquVBh0rroA16XVTHn4o3XsPjHsSgE1JQAcAAAAAgIlQLjyS8pF702sPJ1BTNGb65w7pPFjRvPGVKecfTjG1baxzFBp0YKL1Dn4jZbeTyo7zUtSmTnl/dd/+/vseuju9hYOpjDlkCLDZVMY9AAAAAAAAbIRBkKYxPZwDV1ZcdVope73hnAlJKtOzqZ57aSrbzx3vIMu/kC+XNOjAJGr/zX/K/B/8P2l96NfXdH91z2VJtd8P0b3386McDeCspEEHAAAAAICJsBLQKYYU0DnqnKVWstyoA1tF7cLHZeb7f3rQpANMlt7cfUmSYsd5a7q/qDVSPf+KdO85kO49B1K/7PpRjgdw1hHQAQAAAABgMgw7oFM/ck7ZXhisvIIzUbbn0/6b/5SiuSP1/U8f69dV0dyeanP72J4PjFdv7v4kSWXHnjW/p7r3yuWAjgYdgG8moAMAAAAAwEQYNOjUhxTQmdmV5jN+JGlMp5jaNpQzoXfoobQ/+UdJktoVT03RGPNAwEQqy17KQysBnbU16CRJdd9VySf/KL0HvpqyPS+8CrCKgA4AAAAAABOhbM/3L4bWoDOV+lXPGMpZsKJsHRxcF2NurynbC+l8/iMpl1ppPO7ZgmgwQcr5R5LuUpKkWE+DzgWPSYpqUnbTvffzqV163ahGBDjrCOgAAAAAADAZOq0kw1txBaNQLswlSYqp7Skq1fHOstTO4kd/J0lSu/SJqQrowMQol9dbJetr0CnqU6nseVTKww+nbLdGMRrAWUtABwAAAACAibDSoDPMdRvdb9yRsnUold0XresXmHAiKw06xfSOMU+SFPXmkQ+W/KIdJklv7r4kSdHckaI+ta73zjzvx5N6M0VRjGI0gLOWgA4AAAAAABOh+Zz/LWXr0FDX9Cx86K0pD34jU9/+0jQe96yhncvkGjToTM+OeZIktUaSIkmZsrM47mmADdRbbtBZz3qrFZrqAI5PQAcAAAAAgIlQmdmVzOwa6plFfTplkrQXhnouk6tsLQd0mpugQacokvpU0mml7GjQgUlSNHeksufyVM+79LTPKMsy6XVTVP1KGiAR0AEAAAAAgNNWNPorgMqOgA7DUc4/kmSTNOikv+aq7LQSAR2YKI2rn53G1c8+7fcvfvy96Rz4i9SvfFqmnnLLECcDOHsJ6AAAAAAAsOWVZZn2J96Xot5M7YqnprL9nKGcWzRm+udr0GFIevMPJUmKIbc9nbb6VJJYcQWsS9leSHn4wXTv/fy4RwHYNAR0AAAAAADY+rqdtG97f5KkuvexyZACOqkvN+gI6DAkjaufk96FV6e6b/+4R0mSFLVmf43bkgYdmBRlWSZZXnN3mqr79qfzmT9J9xt3pFxqp6g1hjUewFlLQAcAAAAAgC3vqABNY3po5xYrZwnoMCT1K5827hGOUqw06LQFdGBSlIceyOH3/GQqs+dl+jv/j1S27V73GdW9V/Yvukvp3vfl1DZJ6BBgnCrjHgAAAAAAAEZuVYBmZS3VMAxWXHWEF9iaapffkPq139lvngImQm/uvqSzkN4Dd6WY2nZaZ1SmZ1PZdWGSpHvPgWGOB3DW0qADAAAAAMCWV7bnB9fF8lqqoWhYccXwlO359A7el2Lb7hTNHWe0XmZYGtfcOO4RgA1Wzt2fJClmdp3Raqrqvv3pPXy3gA7AMg06AAAAAABseUcabopkiAGdys69qV58TaoXXDG0M5lc3Xs+n/n3/lQO/97/Me5RgAnWWwno7DjvjM6pLq+16n79iyl7S2c8F8DZToMOAAAAAABb3qBBp9EcaitJ/bLrU7/s+qGdx2TrzT+cJClmdm+K9pwkKbtLg//7qUzPjnkaYCP05u5LklR27Dmjc1YCOllaTO/+r6Z6/uVnOhrAWU1ABwAAAACArW95BVXRmBnzIHBi5eGHkiSVbbvHPMkR7U+8L+1P3ZrqRVdn5rtfO+5xgA2wsuKqcoYNOpVtu1PMnp90OykXDg5jNICzmoAOAAAAAABbXrkS0KlPj3kSOLFyvh/QKWZ2jXmSVZZXwh1ZEwdsdcNacZUk257/z5OpbZumFQxgnAR0AAAAAADY8qrnX57Gk74vxdS2oZ7bfejuLHzg51K2F7L9B//V0M9nsvQOL6+42kQNOkV9qn8hoAMToex2jrR5neGKqyQpmtvP+AyArUJABwAAAACALa96wWNSveAxQz+3qNZSzvdDFWV7QUCHM7LSoFPZRA06xaBBZ3HMkwAboTz8cFIkKc98xdUxZ/d6KSqVoZ4JcDYR0AEAAAAAgNPVOLIyq+wsjHEQtoJy0KCzeQI6WW7QseIKJkNldk+2v+xtKQ89mGL7cAI6rb/691n60l+nce13pnHNTUM5E+BsJKIIAAAAAMCW1zv0YHqHHki5NNwWkJV2kSQp2wIMnL6yu5SyNZckKWY20Yqr2vLXuAYdmBhFpZbK7PlDa7sp5x9OeeiBdO85MJTzAM5WAjoAAAAAAGx5rT9/Rw7/3v+ZxY+/b6jnFtV6Ul0uq29r0OEMdFqp7tufYvb8VLafM+5pjmgsB3R6Sym7S+OdBTgrVffuT5J07zmQsizHPA3A+FhxBQBwFijLMkVRjHsMAACAs9bKep5i1UqqYSkaMykXDqZszw/9bCZH0dyeme993bjHOEZRmzrywdLikUAasCUtfuoDKefuS+1RT0zt0icM5czqvn5Ap2zNpffIPanuunAo58L/z959B8h113e/f//O1O1FW6WV1asty5It21iucsWE6oYL5QEuhJCEQB7w5T73SUKSe28wjpOHJ0B4ElIMsQ2Y8DgQ3HDFBRcs2Zat3sv2vrMzO+X87h+zM5IsWVpJM3NmZj+vf/bszOz5fSWtppzzOd+vSKlRBx0RERGRIpfcu4Gxe3+fxOZnvS5FRERERESkdE2GZ/IR0CGQ3mcmBCRSTkywAkJVmKpGbCrhdTkikmfJ3a+R2PQ0qd7dOdunU9+OCdcAkOrcmrP9ioiUGgV0RERERIqcO9KLcXwkdrzkdSkiIiIiIiIly8YzHXQqc75vkxkBpBFXUoac2hZqPvFtqm+/B6ey3utyRCTP7GgvAE5NU872aYzJdtFJdW7O2X5FREqNAjoiIiIiRc+kW6VHBrwuREREREREpGRlx0/lY8RVtoOOAjpy6iZe/RljD9xJ7DcPeF2KiExTNhnHRkcAMDkM6ACHBXS2YK3N6b5FREqFBoWKiIiIFDlT3QCAOzaAtRZjjMcViYiIiIiIlBbrupDIdNDJfUAnfPUXMI4P/OGc71umD3ekBzvSjY2Nel2KiExT7mhfdtupac7pvn1tiwGwkUHsaB+mNrf7FxEpBQroiIiIiBQxay3x1x9Of5OcgPg4hKq8LUpERERERKTUJGPZzXwEdJxwTc73KdOPHR8CwKls8LiSo0Wf+C42OkLw3A/hn+yCISLlx2YCOo4PU5XbkXZO42wIVmD8IdyxPhwFdERkGlJAR0RERKSYTURwu7dnv3UjA/gU0BERERERETkpNn5o9FRmHJVIsbGRQQBMZW5PiudC6uBmbHQYu/RSr0sRkTxyR3sBMNVNGOPkdN/Gcai6+f/DVNSpQ7iITFu5fWYVERERkZxyIwNHfG/HBj2qREREREREpIS5KUxdG6aiFvLQQSd54G1iL9x3qAOqyClwJzvomKri66BDID2+zSYmPC5ERPIpE9Bxaprysn+nsl7hHBGZ1tRBR0RERKSI2XcEdN4Z2BEREREREZETc2pbqL7lr/K2/1TvLhIbH8Npnkdw5Xvzto6ULxuPQiI9is3J8ViZXDCBEBayNYpIecqMuMpXQOeItayb8y49IiLFTgEdERERkSLmjr2jg44COiIiIiIiIkXHZLryHDZKS+Rk2MnuOVCcI66MOuiITAvB1R/AP+9cnOr8BXRiz91Lcu/rhM6/icDCC/O2johIMVJAR0RERKSI2SMCOgY7Me5ZLSIiIiIiInJsh8IL6i4ip8bNBnQMprLO01qOKRACwCYUQhMpZ74ZZ+CbcUZe13BHerBj/aQ6tyigIyLTjgI6IiIiIkXMjQwC4DvjHCqu/n2MT2/fRERERERETlZi5yvE33wUX3074cs+nfP9ZzroWHXQkVNkJz//m4oajFN8n/2NPx3QQR10ROQ0+doWk9q/kVTXFq9LEREpuOJ7lyciIiIiWZmRVr7GWQrniIiIiIiInCI72ovbvR1SyfwsEKxMf01OYN0UxvHlZx0pW/4FF1I1a3nxds5VlyiRsueOD5Ha9yamphlf+2KMcfKyjq99SXq9wYO40RGcitq8rCMiUozy88wqIiIiIjnhTo64MlWNHlciIiIiIiJSujKdbTKdbnItM+IKAAUY5BQYx8GprMfXMNPrUo7JTI64IqkOOiLlyu3ZReyZ7xN9+B7A5G0dX/M8mLwQMdW1NW/riIgUI12GLSIiIlLEQms+gjvSi1PXSuzX/4IbGaTiis9iQlVelyYiIiIiIlIy8h7QOWy/Nh7VZzYpO4Fl6/DPWYWpbPC6FBHJE3e0FwCnpglj8hfQMf4gvpYFpDq3kOrcQmDeeXlbS0Sk2CigIyIiIlLEAgsuAMCNjpD45d3p7bEBfDrYKyIiIiIiMmWZgA6B/AR0ODygk4jmZw0paxPrfw7JOP45q/C1zPe6nKP4GmdB4yyvyxCRPMoEdExNU97X8rUvyQZ0RESmEwV0REREREqACdeA4wc3iY0MwIzZXpckIiIiIiJSOhL576ATuuAWCFZgKurysoaUt8TmZ7CjfZjqGUUZ0BGR8mdH+4B0B51887UtAcDt34ediKjznIhMGwroiIiIiBQpNzKIO9yNUzMDp6YZU9WAHe3FHRvwujQREREREZGSkvcRV46f4Mr35mXfUv6stdjIEABOVXGOkHLH+kl1bQUgsPA9HlcjIvngZgM6zXlfy9e6EIwPE67GHe1Vt3ARmTYU0BEREREpUsk965l47l5MbSvVH/0GTnUjqdHedAcdERERERERmTIbHwfyF9AROS0TEXCTAJjKeo+LObZU9w5iT34PE65RQEekDFlrCzriygRCVN16F6aqEWNM3tcTESkWCuiIiIiIFCk72Sknc/WcqWoEwFVAR0RERERE5KTYeCy9EazM2xrucDc2NoqpasCpnpG3daT8uJHB7LYp0g46JhACwCZiHlciInkxEYHJ/9+F6KAD6LVSRKYlBXREREREilQmiGOq08EcZ/KrPezAnYiIiIiIiJxYxTV/gJ2I4NS25G2N6BPfxe3bTfD8mwmdc33e1pHyY8cnP+c76XEvRSkQTn9NJbBuCuP4vK1HRHIqM94KwClAB513staqk46ITAsK6IiIiIgUqUwQx5nsnJO5is4dUwcdERERERGRk+Fr7Mj7GtnxWYlo3teS8pLpoGMq6zHG8biaYzOZgA5AciKv3ahEpPBMMEzgzCux48MQqirImta6TDz7zyQPbiJ8yX/B33FmQdYVEfGSAjoiIiIiRSoTxMl20KlKt321kQFdVSIiIiIiIlJkMgEGG1dAR06OHR8C0gGdYpUZcQVgExMYBXREyopT10Z47ccKuqYxDqm+PdjRPlKdmxXQEZFpQQEdERERkSJkrcVOjrhyJjvnOC3zCF/xWUz1DMACCuiIiIiIiIiciE3ESGx+BhOowD9/zaFON7k2GViw6qAjJ8lG0gGdzOf/onR4B51EzLs6RKSs+NqX4PbvJdW11etSREQKQgEdERERkSJkJ8YglQDATI64cirrcRZd5GVZIiIiIiIiJceODzPx4v0AVHWcmbeAjglOBhjUQUdOkn/RRTj17ZiaJq9LeVfGf2QHHREpL25kEBOqwviDBV3X176ExMbHSfXswCbjBV9fRKTQFNARERERKUJ2crwVHBpxJSIiIiIiIifv8I42eeueA5hAet8acSUny9+2CNoWeV3G8R0R0FEHHZFyE/3Pb+IOHSR08ScILr+iYOv62hanN1JJUr278LcvKdjaIiJeUEBHREREpBgZB98ZK7HREUyoOntzqmcn7lAnTuMsfE1zvatPRERERESkRBwRmDl8TE+uZUdcKbwg5cc4Dv6F78H4/JhwjdfliEgOWWtxR/sAMJV1BV3bqajFqZ+JO3SQVOcWBXREpOwpoCMiIiJShHwzZlN53ZeOun3ipR+T6txMcNX7FdARERERERGZAhsfT28Ewhjj5G2dzIgrddCRk2Fdl9SBjZjKBpz6Nowv4HVJ76pi3ee8LkFE8sBGRyAVB8CpaS74+r72JdmAjohIucvfpxERERERyTlT1QCAe9gILBERERERETmOeLqjjZnscJMvTlUjTvM8fI0deV1HyouNDhN9+B7Gf/rfcUd6vS5HRKYhO3roucepaSr4+r7Jrjmp7u1YN1nw9UVECkkddERERESKkLXuMa/sdKpnpO+PKKAjIiIiIiIyFZkOOpkON/nin3MO/jnn5HUNKT82MpjddiYvyilm1nUBF+Po9JJIuciMtyJUhQlWFHz9TEDHBELY0X5MXWvBaxARKRS9gxIREREpQtH//Cbu4AGCqz9A8MyrsrdnO+gooCMiIiIiIjIl2ZFTee6gI3Iq3PGh9IY/BIH8hshO1/gvvkHq4CaC532E0OoPeF2OiORIJqDjxXgrSIcTq275Bqa2BWOMJzWIiBTKlAM63d3dfOtb32LDhg3s37+f+vp6VqxYwec+9zlWrFiRfdwbb7zBd77zHTZt2kQsFmPZsmXccccdXHXVVcfZu4iIiIgczh3rT89/fkcXHae6EQA7Noi1Vh9aRURERERETiAT0PGiK4DIiWQ66Jiq+uL/jO/40l8TMW/rEJGcyoy48mK8VYajrjkiMk0cPTfhGHbt2sX73vc+XnzxRW677Ta+853v8MUvfpH9+/dz++23s3HjRgAee+wxbrvtNiYmJvjSl77E17/+dWbMmMEXvvAF/uEf/iGvfxARERGRcmGtzY6wcqoaj7jPZL5PxWEiUujSRERERERESo6vbSGB5Vfin70yr+u440NEfvLfGPu3Lx8aFyJyAnayg45TWfzjrcxkhx+bmPC4EhHJpcxrlvEwoCMiMl1MqYPO3XffzcTEBPfeey8dHR3Z26+88krWrl3LAw88wJ/+6Z/yV3/1V1xwwQV873vfw+9P7/raa6+ltraWb3/729xwww00Nja+2zIiIiIiAtjYKKSSAJjqdwR0DvvejQzgC1cXtDYREREREZFSE5h7LoG55+Z9HeP4cQcPAGDj43lfT8qDG0kHdExVvceVTEEgBIBVBx2RsmICYUyo2rMRVwA2GSf23A9IdW2h4qov4Gua41ktIiL5NKUOOq2trXz+858/IpwDUFVVRSAQYGhoiGeeeYYDBw7wmc98JhvOATDG8OlPf5pYLMZDDz2U2+pFREREylCmew4co4NOqBp8gfTjxgYQERERERGRIhEMZzczY7VETsSOT464qiz+gI7xT/6OK6AjUlYqrvkDqj/xdwSWr/OuCF+A1IG3sCM9pLq2eleHiEieTamDzp/8yZ8cdVsqleKee+5hfHyctWvXsmfPHgBWrVp11GM7Ojpobm7OPuZkGQN1dZoPXEz8/vSsWf27iMh0ouc+KZRob4RxwPiD1LU0HTWD3p55KTg+qlpbCer3UaTg9HogItORnvtEpJSloqMYXwATCB31+ep4TuW5L+IPYpNxKhjASu8AACAASURBVAMuFXrOlCmIxoYBqJzRQk2x/85UV5MAfCT0nqCM6X2feCV1xjKim57H6d1GXd0HvC5HZNrT68GpOdHHjSl10Hmnrq4uPvWpT/H973+fm2++mZtvvpmDBw9SU1NDOBw+5s80Nzdz8ODBU1lOREREZFpJjfQD4KuZccyDxw3XfpaGqz9NsHV+oUsTEREREREpOb0PfJ2D/+MTjL32cN7XMsH0CQx10JGpCrYvJDhzMf7GmV6XckJmskuUjauDjojkXmjmEgDiPbu9LUREJI+m1EEnw1rLD3/4Q+655x7C4TDf+ta3uPbaa4H0KCtr7XF/9mSuTjjyZ2F4WB9oikkmKad/FxGZTvTcJ4Uy0d8NgK2o1++bSBHS64GITEd67hORUpaKjQMwkfLjnsTz2Kk899lABTBMZGiIhJ4zZQp87/kEPiAOxIv8dyaeSl9Jn4xF9Z6gjOl93/SS2PkK8fW/wNc8h/Cln/K0lmS4CYDUcC9D/cMYf9DTekSmO70enJoZM6qP20VnygGdwcFBvva1r/HUU09x0003ceedd1JTU5O9v62tjbGxMaLRKBUVR7c56u3tZeXKlSdXvYiIiMg0ZGNjAJiqxnd/TCqBnYjglMCMehERERERES/ZeDqgQzD/7flNsAKLOoxImQqE0l+t620dIpIz7uBB3P494Dupng554dS3T25Z3JEefI0dntYjIpIPU3q2jcfjfP7zn2fbtm38zd/8Dddff/1Rj5k7dy4Ar732GmvXrj3ivr1799Lb25t9jIiIiIi8u/Cl/4XQe26FVPKY9yc2P0vs2X/C1LZS/dFvFLg6ERERERGR0mGthcmwjAlW5n09E0iPACKhK43lxE5n8oAXAosvJrDkEoxxvC5FRHLEHe0DwKlp8rgSMJX1EAhDIoY71KmAjoiUpSm9i7rnnnvYsGED3/3ud48ZzgG49NJLaW9v55/+6Z9IJg+dTLLW8v3vf5/Kyko+9KEP5aZqERERkTJnAmFMuPrY91XUAmAjA8cdMSoiIiIiIjLtJWJA+nOTKVAHHQAbV0BHTiy582VG//nzRB76S69LmRLj+BTOESkzdrQXAKem2eNKwBiDU9cKgDvc5XE1IiL5ccIOOvF4nPvvv5/ly5fjOA6vvvrqUY9paGhgwYIFfPWrX+UrX/kKn/3sZ/ngBz9IKBTi8ccf5xe/+AVf+9rXqK/XCAYRERGR02WqGtIbqQR2YgwTrjn+D4iIiIiIiExThwdlTCD/AZ3QRbcTuvCj+pwmU2Ijg+luSwmNRBMRb7hj6Q46pgg66AA4de24fXtwh7u9LkVEJC9OGNBxXZempibeeustbr/99mM+pqOjgyeeeILrr7+e1tZWvve973H33XcTj8dZtmwZ3/3ud1m3bl3OixcREREpNzY2RuzZf8ZUNxJc/QGcYxzUdapnHHr82ADowK+IiIiIiMgx2cNHTRWgg87hn9dETsQdHwIOuxCnyLlj/Uy8+jNIxAhf/plDI91EpCRZN5U+tkhxjLgCCK35CKE1N2D0eioiZeqEAZ1wOMwTTzwx5R2ee+65/K//9b9OqygRERGR6cod6yO5+7cAhFZ/8NgPClWBL5DuoBMZgKY5BaxQRERERESkhBzeQacAAR2Rk2Ej6YCOU1ki0weSCZJbnwPAXnS7AjoiJc6ODYB1geIYcQXg1LZ4XYKISF6dMKAjIiIiIoXjTl61gj+YDuIcgzEGU92IHe7GjQwWsDoREREREZHSYt0UJlyDTcbTFzrkWap3N8l9r2MCFQRXXJP39aS02fH0Z3pTKgGdQOjQdmLCuzpEJCcy460gfaxRRETyTwEdERERkSJiI+mAjqlqxBjzro9zqhpJDXdn29CKiIiIiIjI0fztS6j++P8s2Hqp3l3EX/0Zpq5VAR05ITdSWiOuDu+YY5MxDysRkVywI71A+jnIFCDEOhXWWhJvPII7dJDAmVfhU+dwESkzCuiIiIiIFJHs3OcTXLViqtL3uxEFdERERERERIpFdozWYaO1RI7FWoud7IrrVJZGQAf/oQ46Vh10REqef9FFVLUvwU5EvC4lyxhDfOPj2MgATssCBXREpOwooCMiIiJSRNxsB53jH5xzqhsxoWqMo7dzIiIiIiIixcIE0x1GbFzdReQE4uOQigMl1EHHccAXTNed0O+4SKkzPj+mrtXrMo7i1LeTigzgDnV6XYqISM7pjI6IiIhIEclePVd1/A46wfM+TGjNDYUoSUREREREpGQlNj9LYvdv8bUsILT6A/lfMDDZQScVx7pJXVQh78pGR8AYsBZTVe91OVNmAiFsKo5VQEdE8sSpbyN14C3c4S6vSxERyTl9OhAREREpIu5YpoPOCUZcGacQ5YiIiIiIiJS01MA+UntfL9hnKBOsPPRNPAbh6oKsK6XHqW+n+tP/iI2OYCpqvS5n6gJhiI0qoCNSBiZe+jGEqgnMX4NT2+x1OVlOXTsA7pACOiJSfhTQERERESkS1rqHOuhUHz+gIyIiIiIiIidm49H0RiBckPUyI64yaxsFdOQ4jOMrmfFWGSYQwgIkJrwuRUROg03Gib/+SwB8LfOKK6BT3waAHe3FppIYn05ni0j50DOaiIiISLGwUHHdH2EjgzhNc47/0GSc2JPfw40MEL7s0/gaOwpUpIiIiIiISAmZDOgc0dkmj0xmxBVgE9GCrClSSKHzbsAmJ/A1z/W6FBE5DXayizeAU1M84RxIdxgDwLq4Iz34GmZ6W5CUNddadh4c4ZVNPYyOx7nlykXUVQW9LkvKmAI6IiIiIkXCOA7+jrOm9mBfgOS+NyEVx470ggI6IiIiIiIiR8mEZEyw4gSPzJF3dNAReTfxt5/E7duNb+ZyAgsv9LqcKfPPXeV1CSKSA+5ob3rDOEXXyctUNYAvCKk47nCnAjqSc9ZadnamQzmvbulhYORQV7hE0uULH1nhYXVS7hTQERERESlBxhhMdSN2uAs3MnDiHxAREREREZmGsiGZAgV0jOMnuOr94A9pdLEcV2r/WyR3/xYcf0kFdESkPLijfQCY6hkYx+dxNUcyxsGpb8Xt34c71OV1OVImrLXs7hrllc09vLKph/6R2BH3N9eH6R2K8dutvWzY1sc5i5o8qlTKnQI6IiIiIkUi1bcHd7gbp64V3wlGXAE4VQ2khruwCuiIiIiIiIgck40XuIMOEFpzQ8HWktLljg8CYCrrPa7k5LhDXbijvZhwNb7meV6XIyKnyE520HFqijOEEFz1AbAuvpb5XpciJcxay97uMV7e3M0rm3roGz4ylDOruYo1S1tYs7SFtsZK/vpHG3h79yD/9vgWls1pIBQsrvCalAcFdERERESKRHLHS8Rf/yW+WWdS+b6vnPDxZvJqTHdMAR0REREREZFjio8DhQ3oiEyFjQwB6YtvSkl842Mk3n4S/7zzqLj6970uR0ROUaaDTrEGdALz13hdgpQoay37esaynXJ6ho4cOdo+ozIbypnVXH3EfR+7dgn//R9fpn9kgoee28XN6xYWsnSZJhTQERERESkSmVFVU5377FSlAzrqoCMiIiIiInJsNp6+UrqQAR03NgqxMQhW4JRYdxQpDGtd7PgwUHoddEwgDIBNxE7wSBEpZtkRVzXNHlcicvqstRzojfDy5h5e2dxD98D4Efe3NlZy/tIW1ixrYVZTFcaYY+6ntaGS9180h5/9ehePvbKPC89s5YzWmkL8EWQaUUBHREREpEjYyU44zmRnnBMxkwEdNzKYt5pERERERERKWcV7v4SNj+M0FW4UT+yJ75I68DbBc36H0Pk3FmxdKR02Ogo2BUz9Ip2iEQilvyYmvK1DRE5LsY+4sqkkqe7tuMNdBBacjwlWel2SFKEDvZOdcjb30Nl/ZCinpaGC85e1sGZpKx3N7x7KeafrLpjDb97uprN/nHsf3cL/dce5OM7UflZkKhTQERERESkSmaBNJnhzIk51+iCejQxgrZ3yhwwREREREZHpwj9zWcHXNIF0tx4bj57gkTJd2fGh7HapdVnKdtBJqoOOSKmy1hJ6z624o734mud7Xc6xpRJEf/FXADgNs/C3LfK4ICkWB/si2VDOwb7IEfc114dZs7SVNUtbOKO1+pSOlwf8Dh+/dgnfuG89Ow+O8MyGA1yxuiNX5YsooCMiIiJSDKx1s6OqnCkGdEzVjPRGKomNjWIqavNVnoiIiIiIiExVMDMCSAEdOTab6YTr80OoyttiTlZ2xJU66IiUKmMMgUUXeV3GcZlgBaayHjs+hDt0EBTQmfYO9EX4yVPbeWNH/xG3N9WFWTM5vmpOa01OLmJdckYDa1e08fybXTz4zE5WLW6mvjp02vsVAQV0RERERIqCjY6AO9neunpq7a2dulYq3vdVnKoGTKkd0BMREREREckzNzpCat+bEKzAf8ZKjOMryLrZMRzqoCPvwp3soGMqG0quG67xZ0ZcqYOOiOSXU99OanwId6jL61LEQyOROA89t4tnNhzEtRaAxtoQa5a2cP6yVua25SaU8043X7GQ17f3MxZN8MAT2/jdD56V8zVkelJAR0RERKQIZK+e4yQ66PiD+Gctz1dJIiIiIiIiJc0dPEjs6X8AoPoz3y/YutkRQAroyLvwd5yJufLzMHmisZQYddARKXnuUCdudASnrrWox+w5dW2kDm7CDiugMx0lkikef3U///nibqIT6QtbWxoquOnyhaxe3JT3gGtNZZCbr1jIP/1yEy9v6uHiFf2cNX9GXteU6UEBHREREZEi4I6lx1vhD0HmaksRERERERE5dZmAjD9UsO45kB7LARpxJe/OqWnGqWn2uoxTE5jsoJOcwFoXYxxv6xGRkxbf9DSJNx/F13EWldf/V6/LeVdOfRuQDhTJ9GGt5eVNPTz49A76R9Ld2qrCft6/dh7rVs/C7yvc6056zFUnW/YNce+jW/iLz1xAKFC495RSnhTQERERESkCTlU9gSWXApxU+j95cBNu7y6c+nb8c1blqzwREREREZGSkwnIZAIzBTN50YWNawSQlB9TUYdv1pmYQCg9qruAJ0pFJDfsaB8ATk2Tx5Ucn1PfDoA70ot1kxhHp7XL3fYDw/zoiW3sODgCgM8xrFvdwfvXzqW6IlDweowxfPy6JfzJ91+mbzjGL17YzQ2XLSh4HVJe9EwmIiIiUgR8LQvwtZz8m/vE1udJbn0O/8L3KKAjIiIiIiJyGBsfBwof0MmMAEIddORdJHevB38AZ8YZOBW1XpdzUnwNM6l831e8LkNEToM7GdAxRd7Jy6lLB3SwKexIH2ayo46Un96hKA8+vYNXNvdkbzt3cTM3XrGA1gZvu823z6ji+gvn8PMXdvPIS3u5cHkrs5qrPa1JSpsCOiIiIiIlzKlqAMBGBjyuREREREREpLhkO9gUOqBTUYupacaEawq6rpSO2K//GRsdIbzuczgL3+N1OSIyzbhjmQ46xR3QMdUzwOeHVBJ3uDM78krKx3gswS9e3MOvXt1HMmUBmNtWwy3rFrLkjAaPqzvkdy6aw0ubuukZjHLvo1u48/bVOCfRBV/kcAroiIiIiBQBNzaKCVZhnJNrDW2qZ6R/fkwBHRERERERkSNkOugEChvQ8c9aTvWt3yzomlI6bCqJjaZHd5jKeo+rEZHpxsbHYSICFP+IK+M4BJZcCr5A9hiolIdkyuWZDQd56LldjEUTADTUhLjxsgVccGZr0YVfAn4fH7t2CX/9wAa27R/muTc6uXTlTK/LkhKlgI6IiIhIERj/2dexYwOEL/8MgUUXTfnnDnXQGcRaF2M0+11ERERERATAJtIddAo94krkeGx0OLud+UxfSqzrErn/j7GJGBXXfQl/22KvSxKRk+CO9Ga3TZEHdADCF3/c6xIkh6y1vL6jnx8/uZ2ugXSQOhT0cf2Fc7hmzWxCAZ/HFb67M+c2cuGZrfzmrW5+8tR2zlnYRG1V0OuypAQpoCMiIiLiMWtdbGQQrIsJn9z8WlPdmN5wk9jYGKbEZteLiIiIiIjki8100AlWelyJyCE2MpjdLsUOOsZxsLExSCUgM0ZOREpGZrwV/qBGMUpB7e0e5UdPbmfTnvTroDFwydkz+fAl86irDnlc3dTcsm4Rb2zvJxJL8qMnt/N/vH+51yVJCVJAR0RERMRjNjoCbgoAU9V4Uj/rHPZ4OzYACuiIiIiIiIgA4GtdBNbitMwv6Lo2MUH04b/GJqKEr/hdfI2zCrq+FDc3E9AJVGACYW+LOUUmEMamEtkuVSJSOuxIOqDj1DRjimyM0LuxyQnc4R58M2Z7XYqcgsHRCX727E6ef7MTO3nbmfMaueWKhXS0nNzFql6rqwpy4xULuPeRLbz4VhdrV7SxfO7JHc8XUUBHRERExGN2bCC77VSf5Bv6YCX4Q5CcwI0M4Guem9viRERERERESlTwzCvhzCsLv7AvQKprKwA2Nlr49aWo2fEhoDTHW2UFQhAbBQV0ys6WvYM8+MxviU4k+b0PncXMpiqvS5IcM9UN+GafjVMC460AUn27Gf/3PwOg+uN/d9Ldx8U7E/EUj768l1++tId4wgVgVlMVN69byIr5Mzyu7tRdunImL7zZxfYDw/zg0S38+afPJ+Av3tFcUnwU0BERERHxmBuZDOgEwhCoOKmfNcbgVDXgDncdEfQRERERERERbxjHyV5IQSLqdTlSZDIjrkxV6Y23yjD+MJZ0VwspD4OjE/z4qe289HZ39ra77l/Pnbeton2GQjrlJDD/fALzz/e6jClzapqz2+5wF77wQg+rkalwreXFjV389JkdDI3FAaipDPDhS+Zzycp2fI7jcYWnxzGGj1+3hK//8yt0D0b5zxf38KFLCtutUUqbAjoiIiIiHsscnHOqGk+ptWxg2eXYxAS+1gW5Lk1ERERERKRkWTeJcbw5BG6CFdjkBDaugM5U7DgwTCLpsnROCXeVmSJ3soOOqSzhP2sgBKARV2UgmXL51av7eej5XUzE0+PXF82u52DvGCOR+GRIZzVtjZUeVyrTlQlVYSpqsdER3KFOfK0K6BSzXZ0j/PCxrezqHAHA73O49vzZXH/hHCpC5RNL6Giu5przZ/Pwb/byy9/s4YLlrQozypSVz/8EERERkRLljvUDYE6xvXXw7OtyWY6IiIiIiEhZGPvBFyE5QcWVX8A/d1VB1zbBCuz4kAI6JzASifPAE9sY3/YKDU4E/023s7CjdDvLTIWveT6U+EU2JhBObyTUQaeUbdo9wA8f30pn/ziQ7nBx0+ULee/aeew8OMyf/eNLDI/Fueu+17jzttW0KqRT8qy14CYxvoDXpZwUp76dVHQEd7jL61LkXYxFE/z7Mzt4ZsNB7ORtFyxv5YbL5tNUd3Id40vFB9bO45VNPfQNx/jBo1v4yq2rTuniW5l+FNARERER8Vi2g051o8eViIiIiIiIlAdrLcSjYF3we3AicnJ8sdWIq2Oy1vL8m1386MltJGJRvtn4NADPvTyHhR2/421xeRY86yo46yqvyzgtmYCOOuiUpoGRGD96cjuvbO4BwBhYt7qDD18yj8pwAMcxLOyo579+9BzufmA9Q2PpTjpfvW0VrQ0K6ZQyGxsl8oMvYqrqqXzfnTj1bV6XNCVOXRupzi24QwroFBvXtTz7xkF++vQOIrEkAB3NVdxxzRIWzy7vwG0o4OOOa5bwtz95nc17h3hhYxdrV7R7XZaUAAV0RERERLxmDPhDmKpTC+hYN5W+MjM6iq95bm5rExERERERKUXJeDqcQ7qbTaFl14wrwPBO3YPj3PvIFjbtSV+ssrhiLHvflv2jXJlIEQz4vCpPpiI74koddEpJMuXy2Cv7+Pnzu5lIpMdZLeyo446rF3NGa81Rj5/XXsuXbzmHe360gcHRCe66bz133raKFoV0SpYd7QMsNjKIqTj637xYZYJE7nCnx5XI4XYeHOGHj21hd9coABUhHx+6ZD7rVs/C5zgeV1cYZy+YwXlLW3h1cw8/enI7Kxc2UV1RWh2qpPAU0BERERHxWMW6301f3Tl58Phkpfa/RfSRe8DxUf3pf8CY6fEBSERERERE5N3Y+Pihb7wI6GQ6jGjEVVYy5fLoy3v5j+d3k0imP/+ev6yFW+cCL8GIW8Eb461s2N7H+ctaPa01X6zrpsfL+INel3Jawu+5Dd5zG2RGXUnRe2vXAP/2+Fa6BtLPjbVVQW66fAEXndV23JEsC2bW8eWbz+GvMyGd+9fz1dtW01JfniNryp072pfeCFZgQlXeFnMSnLp0VxJ3uAfruphpEv4oVqPjcX76zA5+/XpndpzV2rPauPGKhdRVlfbr26m49cpFvLWrn7Fogh8/tZ1PXb/M65KkyCmgIyIiUsZsKkmqexu+lvkYf8jrcuQ4jDFgTu0KQVPdkN5wU9joKKayLoeViYiIiIiIlJ7DR0uZoAfdHoIacXW4nQdH+JeHN7O/N90tp7E2xMeuWcLKhU3EXriPBDAabAbghY1d5RvQGekh8uP/E0JVVN30/+BUlub4DxOu9roEmaKBkRgPPLGNV7f0AuAYw7pzZ/Ghi+dTGZ7aKcIFsyZDOj/ewMDIBN+87zXuvG01TQrplJxMQMepafa4kpOTHcXlJrFjfZjaFm8LmqZc1/LMhgP8+7M7s+Oszmip5vZrFrOoozRfz3KhoSbERy5dwL89vpXn3uhk7VltLDmjweuypIgpoCMiIlLG4m88QvyVBwksu5zwJZ/0uhzJE+ew0Vg2MgAK6IiIiIiIyHR3WOcaEyj8SeTQqt8heOaVmBINYORKdCLJz369kyde3Y8FDHDleR185NL5hIPp0xPu4AEAKlrPoLFvlK07kwxH4mV5Fb47nh7rxcS4Qi6SV4mky2Ov7OXnL+wmnkh3rFrcUcft1yxhdsvJ/+4t7Kjjyzev5J4fvU7/yATfuG89d96+iqY6hXRKiR2dDGrVNHlcyckxNc2YynpMTZNG63lkx4FhfvjYVvZ0p8dZVYb8fPjS+VyxahaO8+5duKaLK1bN4oWNnezqHOXeR7fw9U+dj9+nTk9ybAroiIiIlLH4Kw8CkNj0tAI6RSrVv5fYc/fiVDUSvuKzGN8pvD0LVqbbSidiuJEBfM3zcl+oiIiIiIhICcmOljIOeDBOyKlrK/iaxeb17X384LEtDIykT6Z2NFfzyfcuZf7M2iMe5w7sB6DxwHP8aT18f/RyXnq7m2vWzC54zflmI+mAjqmowTile3om1b2dxK5XMcFKQqs/4HU58g4bd/bzb49vpXsw/TxYVxXk5nULuXB563HHWZ3Ioo56vnTzSv7mx6/TPxLjrvvWc+dtq5lRp1FnpcKdDOiYEuugYxwf1Xf8rddlTEsjkTgPPr2D597szN528dnt3HjZAmrLMEh7qhzH8PFrl/Ln//oKnf3jPPzSXt5/0Vyvy5IiVbrvAEVEROSk2FQC4wt4XYa8gzvSg9u9HTcQPrVwDunxWE5VA+5QJ3ZsIMcVioiIiIiIlJ5sQCdYcVonpOXkDY9NcN+vtvHK5h4AAn6HD6ydy7Xnn3HU1eRubBQbHU5/YxywLnP8vbywsbM8AzrjQwCYytIefZEa2E/ijUcwta0K6BSRvuEoDzyxnde2HhpnddV5HXzw4nlUhHJzOnDx7Hr+6Kaz+ZufvE7fcIy77k+Pu2qsVUinFNjsiKvS6qAjhee6lqfWH+Bnz+5kfCI9zmpOaw13XLOYBbPUvf1Y5rTVcPV5s3nslX384oXdnL+shdYGD8asStFTQEdERKRM2djYEd+7gwfxNc3xqBp5N5lAjVPdeIJHHp+paoShzuzVeCIiIiIiItNaMg7GYILejF9xh7tI7t8IxiG4fJ0nNRSatZZfv9HJj5/cnj2Zt2xOAx+/bsm7nqByBw5ktwNLLiax+Vnm+Pv4efcY+3vH6GgurzFQbqaDTlVpjz4zgVB6IxHzthABIJFM8chLe/nPF/cQT6bHWS09o57br17MrDz8H1pyRgN/dONK/vYnr9M7lO6k89XbVimkU+SsdXHHSj+gY61V8DbPtu8f5oePbWFvT/r8QlXYz0cunc9l52ic1Yl86JJ5vLqlh4GRCX746Ba+fMs5+n2VoyigIyIiUqZSky2iM9yB/QroFCE3kg7omKocBHQAVx10RERERERECCxei3/RRZBKeLJ+qm8PE8//EBOumRYBna6Bcf714c1s2ZfuEFMV9nPLukWsXdF23BNTvtYFVH7kz3BHesB1SWx+ljP8AxhcXtzYxU1XLCzUH6EgMh10nBLvoGP86SCGTU54XIm8saOf+361lZ7JcVb11UFuWbeI85e15PWk8NI5DXzxxrP5Hw++Qc9QlLvuT4+7aqgJ5W1NOT12IgL+EKSSJTfiCiB5cBMTL/wbNjFB9a3f9LqcsjQcifPgU9t5fmMXAAa4ZGU7N1y2gJpKjbOainDQz+1XLeZ//vubvLV7kJc2dXPhco09lSMpoCMiIlKmfO1LqLr9b4iv/wX++ecpnFOksh10TjOgk+nAYyMK6IiIiIiIiEB6HDB+b04omUC6c49NRD1Zv1CSKZeHX9rLz5/fTTKV7txx4fJWPnrlImqrTvx3b3wBfE1z8TXNTYd0gJBJ0OYb5sW3urjhsgVldbW+jUyOuCrxDjpkO+hMYK2LMc7xHy851z8c475fbWX9tnRHFJ9juPq82bx/7dycjbM6kWVzG/nDTEhnMB3S+eqtqxTSKVJOuIaaT3wbGx9PB3VKjHH8uJMXpNp41LMOeeUo5bo8+doB/vevdxKdSAEwt62GO65ZwvyZtR5XV3pWLW5m1aIm1m/r44EntrNi/gyqwgGvy5IiooCOiIhImTLGYKoaCF/8Ma9LkeM41EHn9K6ec2pbcBpmYmpbclGWiIiIiIiInI7MicNUEptKYHzld2Jmx4Fh/uWRzRzojQAwozbMx65dwtkLZpzS/kxNMyZcg42NEi0M3wAAIABJREFUMsfXx2/GGti0Z5Az553eBS3FxB2fHHFVWdoBHRPIjDKykEwcCuxIQXT2R7jrvvUMR+JAepTcbVcvZlZTVcFrWT63kT+8IR3S6R4Y55v3p8dd1Vfrd6JYmeCxRw4WO6e+PbvtDnXia5nvYTXlY+u+IX742Fb29x4aZ3XD5Qu49OyZZRWQLbTbr17M23sGGYnE+enTO/j4dUu9LkmKiAI6IiIiIh6ymfnz1ad3wDGweC2BxWtzUZKIiIiIiEjJi2/8FanenfhnLSew+OKCr2+C4ey2TcTKKqATnUjy02d28NRrB7CAMXD1ebP58CXzCQV9U96PtZb4yz/BqWvDN3cVTrgGp2U+qb2vc3bdCL/phRc2dpZNQMdaC266y5BzmhfpeO6wQI5NRDEK6BRM18A4d92fDudUhvx8/LolrFma33FWJ3LmvEb+8IYVfOunb9KVCencuoo6hXQkh0y4GhOqxk6M4Q53KaBzmnZ3jfDoy/t46e1uID3O6rJzZvKRyxZQXVE+71m80lgb5sMXz+OBJ7fz9IaDXLSinYWz6rwuS4qEAjoiIiJlyFqX2NP/iFM/k8CCC0j178Ht30fwrKsx4Wqvy5NJ1nWzAZ3THXElIiIiIiIih6Q6N5Pc9SomEPYooHNYh4J4FMI1Ba8hH9Zv6+WHj21lcHQCgDNaq/nke5cyt+3kR2DYyCDx138JQGXLX0C4Bt9kQGdesB+A327t5WPxJOFg6Z/KMMZQffs92FQyfSa0hB3qoAMkJrwrZJrpHhjnrvteY3gsTkXIzx9/9BzmtRfH+Jmz5s/gD25Ywf/86Rt09o/zzQc28JVbV1E3hVF3UhgTr/0Hbv9e/HNXE1h0kdflnBKnvp1U9zbcoU6vSylJE4kUL2/q5un1B9jVOZq9fV57LXdcs7honk/KxZXndfDCxi729oxx7yOb+ZNPrsHv00hIUUBHRESkLNmRXpLbXgDAP3sFsce/DVh87Uvwz1rubXGSZaPDYNNXz51uBx0RERERERE5xMajwDuCBAV0+LqZWkrdj57cxqMv7wMg6Hf44CXzuGbNbHzOqZ1scgf2pzeMD6cuPbrE17IAU9tCVdNc/F2GeMLlt1t6Wbui/Th7Ki3GV/qnZYz/8A46MQ8rmT56BtOdc4bG4lSEfPzxLcUTzslYMX8Gv/+RFfzdv7/Jwb4Id9+/nq/cuopahXSKQqpzM6kDb+PUtnhdyilz6tvSAZ3hLq9LKSmd/RGeXn+Q59/sZHwimb29o7mKa9acwUUr2nA87MJVrnyOwyfeu5S//NdX2d8b4bFX9nH9hXO8LkuKQOm/ExQREZGjpDIHuXxBnMbZmLoW7HB3+uCXAjpFw1TUUHnDX2AjAzg1zae9v/Ff3o07eJDQ2jsIzF2dgwpFRERERERKk01MhmIO72RTSIGKQ7WUQUBn057BbDhn+dwGPn7dUlrqK07wU8fnDqaPXTj1bdnQim/WmVR/9C4AzhnbyKube3hhY1dZBXTKQrCC4Pk3YwIhTKmP6yoBPUNR7rp/PYOjE4SDPr58yznMn1lc4ZyMsxc08XsfXsG3//1NDvRF+OYDkyGdSoV0vOaO9AJgapo8ruTUmckwpzronFgy5bJhWx9PrT/Apj2D2dv9PsN5S1q4YvUsFs6q83Q83nQwr72Wdas7eOK1/Tz49A4eeWkvbY2VtDVW0tpYMfm1ktaGCgL+qY8JldKmgI6IiEgZcgfSB82cxlkYx8HXOJvkcHf2dikOxvHjmzEbZszOyf7s2AA2MoAd68/J/kREREREREpWpoNO0KMOOo4D/hAkJyBR2gGdeCLFvz6yGYAFs2r58i3n5ORK+9TAAQCchlnZ2w4/UXjRWW28urmHzXsGGRiJ0Vjrzb9lriT3rCe+6Rl8M2YTWnOD1+WcFuP4CJ1zvddlTAu9Q1G+ed9rDIxMEJoM5yyYWed1Wcd1zsImfu/DZ/Gdn23kQG+Eu+/fwFduPYcahXQ8Y10XOzYAkJOLBL3i1LcB4A53Y62LMRoX9E6DoxM8s+EAz75+kKGxePb2prowl6+axcUr2tXVqsA+fOl8Nu8b5EBvhLFogu0Hhtl+YPiIxxhgRl2Y1snwTjbA01BJY11YHY7KjAI6IiIiZcjtTwdxfI0dADiNHbDr1UOddaQsmaoGGDqIO/mBW0REREREZLrKjrjyqoMOEFh+RbqGEu5WAPDzF3bTMxjF5xg+ed3SnJ0kynbQmTx2cThrLWfODFJTGWB0PMGLb3XxvvfMzcm6Xkn17yO1dwM2NlryAR0pjL6hKHfdt57+TDjn5pUsnFXc4ZyMVYua+fyHzuK7/3sj+3vHuPuBDXzl1lVUVwS8Lm1asuODYFMAOCX8mpQJ6GAtdnxYHbwmudayafcgT60/wIZtfbjWAunQx9kLZnDF6lmcNW8GjqOQhxcqw37+9JNr2NczRlf/OF0D43QPjqe3B8eJJ1ws0Dcco284xlu7jjy27/c52bBO24xKWhsOBXgUfCxNCuiIiIiUoVT2INfsI766Awewrpu+kk88l9y7AXekF1/TXHxti057f051IynARhTQERERERGR6e1QQOf0xjCdjvCFH/Vs7VzZ2z3KIy/tBeD6C+cwq7k6J/u1ros7eBBId/89XHLv68Se+SdwfFyw/Hf51av7eWFjF9dfOKekR3HYSHrEiFNZ73ElueEOd2MnIpjqxrL5MxWTvuH0WKv+kRihgI8v3bSSRR2l9fe8enEzv/vBs/j7hzayr2eMu+9fz39VSMcTmfFWAKZ6hoeVnB6ntpWqj96FqW7S8W1gLJrg+Tc7eXr9AboHD3Xrq60McMnKmVy2ciZNpzmOUnLD73OY117LvPYjxxNaaxkai9M1MBncmfzaNTBO31AM11qSKZcDvREO9EaO2m9V2E9bYyWXrpzJJStnFuqPI6dJAR0REZEyYxMT2OEeAJzJ0UmZTjqk4tiRHkzmagPxVGLrCyR3vkxg6aU5CeiYqkbg0EE/ERERERGR6ci6qfRoKYCATkydKte1/Osjm0m5lrbGSn7nojk527cd6YFUAgBfw5EddExFLTaaHv1w8cJKfvUqdPaPs6d7lLlttUftq1TY8SGAsun4EH3sf+AOHiR00e0Ez7ra63LKysBIjLvuW0/fcIxgwOGPbjqbxbNLK5yTce6SZj73gTP5+4feYm/PGHc/sJ6v3LqKqrBCOoVkx/oAMJX1GH/pdtwwjg9T2+J1GZ6y1rKzc4SnXzvAy5t7SCTd7H2LZ9dzxapZnLukGb9PAaZSYIyhoSZEQ02IZXOOfH+QTLn0DkUngzvRI0I8w5H0+LJILMmOgyMMjE4ooFNCFNAREREpM+7gASDdxjLTJtrUNoM/CMk4qYF9h9qBiqfcyU43mWDN6TLV6f24Y/052Z+IiIiIiEhJSsSym1520LFuEhuPYoyDCVV5Vsep+tVv97OrcxSAT753KQG/L2f7znT+xRdMH7M4jNM4G3x+SCVpd7uY2VTFwb4IL7zZVdIBHXfyYhpTVZpBi6P4w0D6QjHJnYGRGN+477VsOOdLN61kyRmlHeo6b2kLnwO+99Bb7O0e429/8jpfu+PcnI3LkxPLdNAp9ZGL09lEPMVLm7p56rUD7Okezd4eDvq46Kw2Ll81i44cdbmT4uD3ObTPqKJ9xtHvIaMTyeyYrN6haMmGOKcrBXRERETKTGpgH5C+IsIJ16S3jYPT2IHbsxN3YD/MX+NliTLJjqUDOk6OAjpOtoPOENa6GKMrJUREREREZBryBQhf9QWIR3E8PBkZe+LvSe56lcDydYQv/rhndZyKvuEoP3t2JwCXnzMz5yd+fE1zCV38CWx8/KjPrsbnx5kxB7dnB27vTi466wIefHoHv3m7m5vXLSzZrgCZDjpOZWmHLTJMIJTeOCwQJ6dncHSCu+5bT+9QjKDf4Ys3ln44J2PN0hastfz9Q2+x48AIb2zv55xFCouMxxIMjE7kPVjhTnbQcWqaT/DI4pc8uJnkthcgECZ80W1el5N33QPjPPHb/Ty/sYvoRDJ7++yWaq5YPYsLl7cSDup0/3RTEfIzt622pIPL05n+x4qIiJQZ/xnnYK75A3jHFUyBpZdh556Lf9aZHlUmh7Oue6i9dXWOOuhkgj42hY2OYDQDXkREREREpiHjDxIohgtTJsdr2XjU40JOjrWWHzy6lYlEirrqIDdevjDnazg1TQSXX/Gu9/ta5uP27CDVu4sLL/0AP316B2PRBBt3DpTkSX3rprJju8plxJUJTHbQSaqDTi6kwzmv0TMUJeB3+OKNZx817qTUnb+slefe6GTjrgEefmlPSf5fzhVrLc+92cmPn9xOJJbkU9cv4+Kz2/O2XujcDxNYcGFJdnN7J3ekm8SWZ9PHQcs4oJNIpvj5C3t4+Dd7SLnpbvl+n8OapS1csXoWC2bWYtSFSqQkKaAjIiJSZpzKOpy55x51e3DpZR5UI+/GRofBpmcE52rElXNY0MeODYACOiIiIiIiIp4xwXSAodQ6jLy0qZs3d6ZHJ99x9WIqw4U/jeBrWUCCx0n17qKhOsiyuQ28vXuQFzZ2luRJfRsdAZs+wVo2F9MESvP3uxgNjU1w1/3r6R5Mh3P+8MazWTY3N8eKis17LziDjbsG2LZ/mO37h1nYUed1SQXXPTjOvY9sYdOewextP35qO6sXN1EZDuRlTaemydOOcrnk1LUBYCMD2EQsGxYsJ1v2DvIvj2yhe2AcgBm1YdadO4uLV7RTUxn0uDoROV0K6IiIiIh4wI71Z7edHF09Z4IVVN74l+n9BStzsk8REREREZFS40YGcfv3YIJV+NoWeVaHmfxcZuPjntVwssaiCe7/1TYAVi1q4twlLTlfw6aSJHe9itPYgVPfjnF8Rz3G1zI/vZGI4Q4d5KKz2nh79yAbtvcRiSWoytNJ7HyxkUMn4nN1DMBrmRFXNqEOOqdjeCw91qp7YBy/z+EPbljBmWUazgFYOqeBuW017O4a5eGX9vAHHWd7XVLBJFMuj768l/94fjeJZPqivfOWNPPmrgHGogkeem43t17l3WtWqXDqD3Uacoe78DXN9a6YHIvEEvzkqe08+3onAD7HcN0FZ/D+i+YSDBz9Wikipak0h7WKiIjIMbmxUeJvPkrywNtYN3n0/ZFBknvfwB0b8KA6OZybOTgXrMAEK3K2X19jByZUpRanIiIiIiIybaU6NxN95G+JPv53ntaR6aBj46XTYeRHT25jdDxBRcjHHdcsycsa7lAnsSf/nvEH/+90Z5ljMDXNmHANAKmeHaxe3Ewo4COZsryyuScvdeWTU99Oxe/cSXjd7x7qPFPqMiOu1EHnlA1H4tx1/3q6JsM5f3jDCs6aN8PrsvLKGMN7L5wDwIZtfXT2RzyuqDB2HBzmz//lFX76zE4SSZfG2hBfvPFsfu/DK3j/RXMBePK1/Rzsy/3fhxsdIf7GwyR2voJNHX28uNSYcA1Mjupyh7o8riY3rLW8vKmb//YPL2XDOfPaa/mTT67hhssWKJwjUmYU0BERESkjbu8uJl68n+gv/zrbOvlw4//7z4k+cg/JfW94UJ0czk6GpJwcjbcSERERERGRNBuPpjdO82KISCyR7XJwSgIVk/WURgedt3cP8Pyb6ZOdN162gIaaUF7WcQf3pzdCVe867skYg9MyH1M9A1yXcNDP6sXNALywsfROyJpgBf6ZywgsvLBsLqgx/snfj6Q66JyKkUicb96/ns7+cfw+w+9/ZAVnzS/vcE7GuYubaa4PY4FHX97rdTl5FZ1Ict/jW/l/7/0t+3sjGOCq8zr4y89cwMqF6ZFTV583m5aGClKu5f4ntmGPcUz3dLgD+5n4zY+IPfEdKIOnH2NMdsyVO9TpcTWnb2AkxrcefIO/f+gtRiJxQgEft161iP/2sXOZ3VLtdXkikgcacSUiIlJGUv3pg1xOfRv/P3v3HR9Hfed//DWzTbsqq96LVSxLltxwt3E3bkDoBhxqAvxIIJeQwv0uuVySy/0u5ELaEUIIgUBooXdcsAEX3LstF/Xe22pX2j7z+2OlNcZFxavq7/Px8ONh7bSvtLOzuzPv+XwkzbnlnuXIFLydbSitVUM9NOErNLEZ6Kdeg9R9x0egeKoL8FQfQw6JQp9/VUDXLQiCIAiCIAiCMBr0BHQupVppSa2F3792BJNRx6O3TSU6vP/r6mlxxSioMOJ0e/nHhtMAZCWbWTQtadC2pbTWAKCJSLpoWMV41cNnnduYNymeXQX1FFdbaGzrIjZCtHYeTnJIFHJUGnJY3HAPZdTp6PKFc2qbO9HIEg/dMInJmZdHOAdAliVWzUrlxU2F7Dxez/ULMggPGZxA4HA6XNzMS5tO09rhC7Elx4Rwz+ocMhLDzppPp5W5bel4/vetoxSUtXK4uJlp42MCNg7F2gSAFByJJI+Ny8JyeDxKYwmKZfQFNnsoisqnB6t5a1spTpcXgMmZUdy5YgJR5jFSaU0QhPMaG0diQRAEQRAA/MEbOTLlvNM1kcl4q46itFYP5bCE89DEj0cTH/i+0t6GItxHN6CJGy8COoIgCIIgCIIgXJ4uMaDTZnXyp7eP0eX00OX08LvXj/DjO6cTYjz3RpiLOdPiyj6gcQyl93eU0dhuRyNL3L0qB3kQq7x4u89JyJHJF53vqzce5aZGEBFqoM3q9F/UHy08lUdRnTbkqDQ0kYMXfhpKupyF6HIWDvcwRp2OLhePv3qImi+Fc3oqqVxO5k9K4N0dZVi73GzeX83NizOHe0gBY7E5eWVzkb8dn04r87X541g5KxWt5vyNTaZkRZGfHsnxslZe21JMfnoUOm1gmqCoHb6Ajhw6dvYz2ZwAjN4WV9WNNp7fcIrSWl+bx7BgPeuWj2dmTuyYqbImCMKFiRZXgiAIgjCGKL2c5Op53NtSFfByqcLIIAVHAKB0tg7zSARBEARBEARBEIaHv4KOrv8BHbfHy5PvHMNic2E0aNFpZepbu/jjm0dwur39WpekN4HeiGQyo3o9/R7LUKmot7Jxr++Gn6vnppEUHdhKr1/V0+JKjuh7UEVVFGRZYk6er1rLzuP1o+q8huv4Jhyf/RV34fbhHoowjKxdLh5/9TDVTb5wzrevz2fq+LETmugPvU7Dsum+85SfHarB7hy5x8i+UlWVbUdq+ckze/zhnNy0CP7zm7O4eu64C4ZzwNe26fbl49HIEo3tdjbtC1zrL8Xa7NvGWArohHe3uLKMsvcCt5e3tpbwi+f3+cM5C6ck8P/un82s3DgRzhGEy4SooCMIgiAIY4SqeFDaawHQRF0goBPVXVnH1YXa2YYUEjlUwxO+wttShWQyIwWFIEmBy0zLIb6SyGpnO6qiIMkijy0IgiAIgiAIwuVFdXX5/tPPCjqqqvKPjacpre1AAh65bRout5ffvnKQkpoOnn6vgIduzEfTx+9ZmrgsQu95qp+jH1peReH5DadQVJWEKBNXzx03qNtTXXbU7ovFvVXQAXDsfBlP2QH0+cvRT1nDvLx41u+upNnioKjaQnZK+KCON1DUznYAZFPEMI9EGC42u5vf/vMw1U02NLLEg9flMy07cG2MRqOlVyTz8e4K7E4PWw/Xsmp26nAPacDqWjr5x4bTnK7yvdaDg7TcunQ88yfF9zl0kRAVzLLpyWzaV8WHOyuYl59AROilt/5SbN3H3NCxs79p4rIIWvogcngCoAIjP9hysqKNFzacorHNFyKOizRx98oJ5KSJ9wVBuNyIgI4gCIIgjBFKez0ovrv5LtTiSjYngKwBxYvSWoUsAjrDQlUUut7+GagKxjU/RJucH7B191TQQfWi2i1nfhYEQRAEQRAEQbhcuB1A/1tcbT5QzRfHfO0yblyUwfScWABuXz6eVzYXcbi4mZc3FXLnyglj5i73zfurqai3AnD3qpyAtVS5kJ4biwA0faigozpsqJ2teBtLAUiKCSEtPpSKeiu7CupHTUBH6WoDGFPf0b1NZTi2PofqcRJ866/HzGtiMNjsbh7/5yEqG23IksSD1+UxfcLYCUsMVIhRx8LJiWw+UM2mfZUsn5F80SozI5HHq7B+dwUf7KzA41UAmDMxjtuWjScsWN/v9X1t/jh2FdRj7XLz5ucl3H/txEse45hscWUKR86a069lthyoZsOeCuIjTWQmmX3/EsMwBfWvfWV/2exuXv+0mB3H6gDQyBKr56Rx7bw0dFrNoG5bEISRSQR0BEEQBGGMUFp95ajRG5GCzx+8kTRa5PAElNZqvK1VaFOnDOEIhR5qVzuovi/tga5iJH/puVc722AMnfwTBEEQBEEQBEHoi54KOpLe1OdlTpS38tqWYgBm5cayZk6af9ryGSm0WZ2s31PJ54driQg1cO389MAOehg0tdt5Z7sv+LJkWtKQhF283a25JVM4UlBIr/NrYjPxFO/yB3QA5uXFU1FvZe/JRtYtHz/iL3CqHhc4OwGQgkdHoKhPVOXMuSivG7T9DyNcDjodvso5lQ1fDufEDvewRowVM1P49GAN7TYXuwsauHJywnAPqc+Kayy8sP4UNc2+13dUWBB3rpzA5MyoAa/TFKTjpkWZPL/+FLsK6ll6RRKZSeYBr0/1uFDtFgCkMVRBpz8UVeXNz0rYsNfXNqylw0lBeZt/emJ0MFlJYWQm+kI78VEm5AAEDlVVZe/JRl7dXEhHlxuAzMQw7l6dQ3JM7+9/giCMXSKgIwiCIAhjhNJ9kksTmXLRu5bkyBSU1mr//MLQUztb/f+XLxCmGihJbwSdEdx2FFsLmtiMgK5fEARBEARBEARhpNPEZoJGhxwe36f5m9rtPPXucRRVJTU2hHvX5J7zvfqmxZm025zsKmjgne1lhIcaWDA58aLrVVUVxyd/QnV1YZi9Fk3MyAn1qKrKixtP43IrhIfouWlR5pBsVw6LRZu9AEnXt7YtPd9p1c5WlK52ZFM4syfG8dqnxdidHg4XtzAzZ2SHHdSudv//ZdPwB3Q6Ol3UNNnISYu4tKo32iD/f1W3A0kEdM7RE86paLAiSxIPfG0iM0b4/jrUosONzJoYy+6CBjbsrWTepPiAhCMGk93p4a2tJXx2sMbXXEmCq2akcMOCDAz6Sw8MXjkpgc8O1lDRYOWVzYX85K4ZA/6b9LS3grFVQQfA21qFt6EEyRiKbtz0887j8So89/FJdhc0ADA5M4pocxAlNR1UNdpQVJXa5k5qmzvZdsRX4SY4SEtGopnMpDCyksykJ4RhNPTvcnqzxc6LGws5VtoCQJBew02LMlkyLQlZHvj+XdRWAkB8cByh+hAcHidOrxO9Ro/xS8dkQRBGNhHQEQRBEIQxQpM8CT0ghVz8Lg1NYg54XGjis4dmYMI5lJ6Ajt6EpAv8lyc5JBKlrcZXQUcQBEEQBEEQBOEyY5i9ts/zOlwennjrKJ0ODyFGHQ/fNAmD7twLrLIkce+aXCydLk6Ut/HC+tOYgw0XrZQgSRKemgJwO1A620ZUQGf3iQaOl/m+m96xYgKmoKG5VKBNzEWbmNvn+eWoVNBowevB21iCPG46YcF6JmVEcqSkhZ3H6kZ8QEf5UkBHGuaAjqKq/O51XzWXW5Zksnp2Wu8LXcBZISu3A4xhARjh2HHgdBMvf3KadpsLSYL7r53IrNy44R7WiLRqViq7Cxqobe7kaEkLU7NGbpDkUGETL31SSJvVCUBqXAj3rM5hXHzg9n9Zlrh9+Xgee/kgZXVWvjhW12sg9EIknRH99OtRrM1IprFVZdt9egfuYxvRJOefN6Bjd3r48zvH/NVylkxL4utXZfsDMk6Xl7K6DoprLJTUWCiusdDp8NDp8HCstMUfrpEkSI4J8bfEyko2ExtuPG/AUVFUNu+v4u3tpbjcvurpU7OiuWNFNpFh/T8H3GJvo8ZWy6ToiUiSxLMFL2N12bh34u3MiJ/GvoaD/PP0O8SaovnZnEcB+MWu/8HucXB7zo1MicnncNNxPq3cRowpmjtzfZ+P3i76EI/qYW7CTFJCe283KQhCYImAjiAIgiCMEdrEHLSJOb3Op89ZBDmLhmBEwoWoNt9J0EBXz+khBUdAW82ZIJAgCIIgCIIgCIJwDlVVefajk1Q3daKRJR66IZ9os/GC82s1Mg/dMIlfv3yQykYbf373GP+67grSEy58YVbSG1HdDnDZB+NXGBBrl4tXNxcBMD07hiuyR27bE0mjRY5KQ2ksQWkshe6LsPMmJXCkpIVjpa10dLoICx651VvUzu6AjiF42KvMHC1uobLBBsB728uYMSGWmPAL7/MX8+UbjlS3MyDjGwvarE5e2nSaQ0W+yiV6ncy9q3OZPVGEcy4kNS6U/PRIjpe1smF3xYACOk6vi4/KNjE1Jp8M87iAj7HN6uSVzYUcON0EgF4rc92CdFbMTEEjywHfXnaKr1rYnhMNvLW1lBkTYvtdxQVADo7AMP36gI9vJJDNvip5SnvdOdMsnS7+8PoRKhqsANywMINr5qadFaox6DXkpEWQk+YLLqmqSkObneJqCyW1vtBOTVMnqgpVjTaqGm18fqgGgFCTrrsllq/KzriEMBpau3h+/SnK633bNAfr+fpV2UyfEDPgamVvF3/A4abjzE2YyR25t6CqKgA6je+9xO31tc7SyTr/Mla3DbvH4f+51dFGiaX8rMd21u3D7rGTHZ4pAjqCMAxEQEcQBEEQBGGIKd2VbaSQwQno6CYuQZs+Y0TdnSkIgiAIgiAIgjDSfLiz3H+x9fbl45mQ2nt1AaNByyNrp/D/XjxAs8XBH944wo/vnE5chOm880s6IyptqO6RE9B57dNibHY3RoOWdVcNXXVd1eNC7bIghUYhSX2/oK2JzUBpLMHbWOp/bGpWFEaDFrvTw54TDVw1M2UwhhwQPdVt5WGuXqGqKh/tLvf/7PIovLSpkO/dMnlgF4+/WkFnlHN5XbxfuoFYYwwz4qZoKQVFAAAgAElEQVRi0vUvuKSoKp8fquHNz0twuLwA5KdHcufKCQMOQV1OVs9O5XhZK4XVvkomWUnmfi2/oXwLWyq3saVyG08seQy5H8eY3hwva+GpdwuwOz0ATBwXwV2rcogd5Of1lsWZHCpqoqPTxQdflLN2adagbm+06WljqdpaUT1OJK3vmNTQ2sXvXj9MU7sDWZK4a9UEFk7pvQKRJEnER5qIjzRx5eQEALocnrOq7JTUdmB3erB2uTlc3MzhYl8Qr6cFmdIdoFk0NZFbFmdiCtKdf2N94Pa6cXpdAORE+J77Xy/4GYqq+OeZkzCTiVE5fPkIfvfE23B6XaSGJgOQHpbG1elXEawL9s8zJToPu9dBRFA4iqqwsfwz5iRMJyJo+NswCsLlQAR0BEEQBGEMUDrbUG0tyBFJSPq+fTlUHTZUVUEWJYiHnGrzlUiVgwfn5NyF+i4LgiAIgiAIgiCMdarHhe0f30HSGzGuegRN9Plb+BwqauKd7WUALJySyJJpfb+D3Bxi4JG1U/jvFw9g7XLz+9d8IZ3zVnHp/o6ujpAKOsfLWth5vB7wXfyNCDX0skTgeBtLsH/4a9AFEXLXE0iavl241MRm4Aa8TWWoioIky+i0GmblxrL1cC07C+pHdEBHjkxGN3EpUlDosI6jqNpCSU0HAMunJ7P5QDXHSlvYf7ppQG3CJI0OZA0oXlTP6K2go6gKsiTT2NXMZ1U7AJgSkw/Aq6ffpsxSwdyEmSxJuRKn10VdZz2xxpizAjw1TTZe2HCa4hoL4Kuucfuy8cyeGDfgyhmXm5y0CNLiQ6mot7JhTyUP3zipX8uHG3yBnp5QQqBYbE7++v4J7E5fG8TblmUxNy9+SJ7XyLAgrp6Txjvby/hkfxULpyYSH3n+MOiFKO11oAtCMpn7FYwcDeTwhO7/qSiWBjRRqZTVdfD7149gs7vRa2W+dX0+Uy6hZZopSEteeiR56b6bLBVVpa65szuw00FJrYW6li5/MCc+0sTdqyb0KfDbG51Gx0NTvklRewnjwzP9j385fGbSGc8JE06KnnjWz+nmVNLNqWc9dufEM61Anzv+Mgcaj1DQcpLvXvEgOllEBwRhsIlXmSAIgiCMAZ6yAzh3voQUGkPI7b/pdX77pifwlB9AP2UNhtlre51fCKzBrqAjCIIgCIIgCIJwuVJddvA4fYEBzflPf9c0d/LMBycAyEoyc8eK7H5fbE2ICua7t0zhN68eorHdzh/eOMKj66YRpD97m/6baEZAQMfp8vKPDacByE42s3Bq7xUFAklp9bUGkYxhfQ7nAGhifRcmJb0Rtavd/116bl48Ww/XUlFvpabJRlJMSOAHHQDa5Dy0yXnDPQw+3l0BQEZiGLcvH09Tu50jJS28srmQvHGRmIIGcLlIFwTOTl8bt1HI5XXxyz2/JT8qh/zoXHIjs7E4OwjT+/alamstNbY6ujx2/8+/O/hnAH678Jdo0PLUjo8oqGzE0x4NhDF/Ujy3Lh1PiHHglTMuR5IksXp2Kn95r4BDhU3UtXSSEBXc+4LdFiXPY1HyvICOSVVVXthwGpvdjcmg5ef3ziQyLKj3BQNo5axUth+to9ni4J9bivjeLVP6tbz9s7+iNJWhn3kThmnXDtIoh4dkNPuOQW4HSns9JyzBPPnOMVxuhRCjju/ePJnMflZi6o0sSSTFhJAUE8Kiqb5gr83uprTWgsutMCUrGp320oNQu+v2E24wkxM5nuyIwa2cNCv+Cg42HiXdnIaMCBSONo1dTbi8bpJDh/YznXBpxlZcUhAEQRAuU0prNQCayL7dJSIF+8pVelurBm1MwoXJIVFIYbHIoTGDsn7V48LbWIq77ACqovS+gCAIgiAIgiAIwljxpSCMpD+30kCnw80Tbx3F4fISEWrgoRvy0WoGdpo8K8nMg9flIUlQXm/lqXcL8HjP/g4m6XwXc0dCgOG9HWU0WxxoNRJ3r87xt+QYKkpb97mLiL5XKwKQQmMI/vrvCfn675G/dKPL+GQz0Wbf33dnQX3gBjoGVTXaOFriq+a7Zk4akiTx9RXZ6HUyFpuLd7aV9rKG8+tpKYN7dFbQOdR4jFZHG1/U7iUtNIWHp97HT2Z/3x/YW5O+nOsyVzMxcgIALY5WAMz6MCpqu/jZc/s4aTuMNrkQc2wHP7xtKvPmaPmfQ4/z1JG/o3ZX1TjYeJQDDUdodfhu2LK6bFRZa2m2t/jH4va6/fNfrqZPiCEmPAgV2Li3ss/LtTnaOd58EqvLxpGm4zx7/CUcAajqtONonb+F0R0rs4c8nAOg12m4tbu11dGSFv/ruK/UDl8bRzl04FVkRipJkvxVdMoLC/nfN4/icitEm4P4tzuuCHg450JCjDomZ0YzIyc2IOGcdqeF1wrf5YnDz7Crdl8ARnhx+dG5/GT297lp/LVoZA12z/B/XrkYh8fJ3vqDbK/ZhUfxtZ0raDnF9ppdlFrKAd8xdnvNrgHNs6NmN2WWCv+2CtuKKbNU4lV8rQu73Ha63F3+ZQL5e1VZayhqK/E/tr1mN28Wvs/J1kIATrcW87Odj/EfO3/ln+dvx1/iuYJXAjoWYfCJCjqCIAiCMAb0BG3kqL6VdJYjffP1BHuEoWVc/u1BXb9ibabr3f8EIPjrv0capFZagiAIgiAIgiAII43q6vL/vycc00NRVJ5+r4DGNjtajczDN07CHHJpLZ6mjY/hzhUT+MfG0xwrbeEfG05z75oc/wV+6Twtrkot5WSYxwHQYm8lIij8rJYVg6Gi3srGfb4L3tfMHdevyhSB4u0+ByH38eaiHpIknfd7rSRJzMuP5/0vytld0MBNCzOR5ZF397/S2YYUFNKvqkGBtr67ek5ClImp430X6qPNRq6/MoPXPyvm04PVzM2PJyOxf23QjWt+gCRrkEzhAR/zUJgYNYEbsq7G5uokRH/uayIvKoe8qBz/z7PiryAjJIs3dpzg168cAkAfHkaIycDXl85kYmwkn1WdoMXRhkbW+I8Dr59+F6vbxr1564gMiuBQ4zFeK3yHOFMM/zHnRwD8dNevsLpsfCNvHdPjprKv/hAfl31CXHAsD06+B4B/nHgNl+JmacoCMsznb983mmlkmZWzUnlpUyE7j9dz/YIMwvtwjD7afILXC9/FoNHjVRU8iof8qFxmJwy8BXxzu51XtxQBMCMnltm5cQNe16W6IjuG3LQITla08eqWIiaOi+hTsFR12VGdNoBBu0lwuMnmeJSmMqqLS/AqiaTEhvDI2il92m9GKpfXRUpIIo1dzf52e4MtIdi3f++u289bRR/wnWn3B7xdXKB8XPYJW6q2ATAzbhpaWcu26l0cbznZfWwcR5ujnX+efmfA8yxJuZJ0cxpN9mb+eOivAPxmwS8wyUZePPk6R5sLWJw8n1uyr6PWVs8fDz2NXqPnx7O+h1Fr5P2SDVR0VDEtdhJXJs2hzdHOporPkSSJtdnXAfB8wasUtZeyJOVKlqcuotRSzpNHnkWWZP538a+QJIl99QcpsZRj1BnJjfRVe2zuDop6FS8aWUOwLphaW91QPw3CJRIBHUEQBEEY5VRV8QdteoI3vdF0B3nUzjZUhw0paGSWgRYGRv7SiUu1sxVEQEcQBEEQBEEQhMvEmUo1kq/1xZe8ubWE42W+Cxv3rJ5AekL/wggXsnhaEm1WJx/sLGfHsTrCQw3cuDDDN7G7ik9PcGhr9U5eL3yXZakLWZm2lN8dfIpoYyR35d5KlHFw2iB7FYW/rz+JqkJidDBr5g79hX1VVf0trvob0LmYnoBOm9XJyco28saNrFbSqqrS+dq/gseFcdUjaFP7154mEBrb7ew52QD4qud8uXLS8hnJ7DxeT3WTjX9sOMVP75mBRu57WKy/1ZBGmlB9CMtTF/VpXlVV2X+6iVc+KcTS6QIgPSGUuxd9k9S4UP98uZHZ3DbhhrNCd8E6EyoqQRpfaMCtuAHQyWdCW26vrxqDtvsxq9tGo70Z3ZeCXUebT2D32JkRNxWAU61F7K0/yB25twx6yG+oXDkpgfd2lGHtcrN5fzU3L87sdRmLswNZksmLykFCwu5xEG4YePUURVV59qOTOFxezMF67hxAG8RAkiSJ25eP5+fP7aOhtYvN+6tZNTu11+UUW/OZdYzBCjqKonKsWUcuEKvpIDctgodvnITRMLovfceaYnjkim/R4mjDpDMO2XZdXjfry7fQ5bHzbvHH/Mu0B4Zs2/1xXeZqGrqaqOusR+o+7oUbwogzxRDa3Z5QK2uJM/lCaf2dJ8YYRZjed0x3f6lKjr77WPzV47fD68Tm7gR3J1rJt+9VWqs51VZESqjvPbLd2cG2mp0AXJ+5Br1GR6e7i3anhQ6nFfC9T4DvvcbhdWLUBpEZno5JZyTGGAX4glTrJtzknxfg/vw7/WMTRo/RfZQSBEEQBAHV2gzdZVv72uJKjkgCJEDF21qFNjF38AYoDDlJbwS9EVx2FFsrmtjeT2YIgiAIgiAIgiCMBf4KOvqgsy6o7i6oZ8MeXwWZlbNSmJefENDtXr8gnTabkx1H6/hwZzkRoQaWTEtCl7MQbcokJFMEqqr62xS02Fs52lRAu9NCl7sLZRBb23yyr5rKBhsScM/qnAG39LoUamcruH1VhOSI/gd0FGszzj2v4W0qJ/jm/0LS+YIOsREmspLNFFdb2HW8fsQFdHDbweMLc0jGwATC+mvjnkpUFSLDDMyeeHYVEK1G5u5VE/jvFw9Q2Whjy/5qVszq/cL/WLC5ciud7i7mJswk1nTx8EJrh4OXNhX62x0ZdBpuXJjBsunJ51Rtig+OJT449qzHfjrnh2f9vDh5PnMTZuBVz7TEe3jqfbi8LhJD4gGYEJHFbRNuwKg5EzScnzgLh8dBjDGK+s4GnjzyLIqqEGOMYnX68v7/EUYgvU7DsunJvLu9jM8O1XD13LReAxdfy1zFynFLsXvshOlDLzmstHlfFaer2gHfMTPUpL+k9QVCckwIS6YlseVgNR/sLGNufjzm4IuPS+3oDuhodEjGoWn3NFTcHi/PfHCC1kojDfpc9LFpfO/mKQFpMTVcvIqXF0++zsLkeWSY04gepNDuheg1Oh6YdBfry7ewbsJNQ7rt3ri8Ll448Rqrxi0lJTSJb02596zpt+ecPd7EkHh/dbJLmSfDnMYTSx7Do3jQSBoA1uXcRKfbTkh3SCbWGM038tbhUjxoZd+xakbcVFJCk8gK94W1jVoDU2PykZDwKB70Gh2LU+YzI24qSSG+z6PJIYn8ZsHPCdIG+Y9h12WuPms8ofoQ5ifNPuuxoQxxCYHT54DOD3/4Qz744AMAYmJi+MMf/sCMGTPOme/o0aP8+c9/5uTJkzgcDnJzc7njjjtYvnxsfDgQBEEQhJGmp70VGh1SWN/KrUq6IKSwGNSORl/1HRHQGTLusgM497yOJiIR48rvDtp25OBIFFcNqq110LYhCIIgCIIgCIIw4nS3kpL0Z+4uLq/v4O/rTwGQNy6iTxUZ+kuSJO5aOYGOThdHS1p4adNpzMF6rshOgogkVFVFkiQemHQXn1Xt4MqkORg0esIModhcncSYonB53bxR+B6rxi0jyhiYSqiN7Xbe3V4KwJIrkshKupSqEgpexXtWRY8+L9tdPQdZg2zuf6sYSReEp3QfAN7mcrQJE/zT5uXHU1xt4cDpJu5Y4SFIP3LuS1Y62/z/H442UJZOF9uP+lpfrJyZet5wVmaSmcXTkvjsUA3vbC9j+oRYosxB58x3Pp6Kw3hbq9BEpaBNnRrQsQ8mr+JlS+U2OlxWtJKGqzNWnHc+RVH57FANb24twenyAjA5M4o7VmQTbR74RVGNrMEkm856LN18djAqKSTBf+G2xw1ZV5/188KkuRS3lzEn4dxrdaPZ0iuS+Xh3BXanh62Hay9aLUZRFSQkDBo9Bo3e/1hxeykur5v86P6d86xp7uTNrb5j5sIpCUzJGjmVZ65bkM7uE/V0Ojy8tbWEb6y5+O/WU0FHDo0e1gpAgdblcPPEW8e6Q1RxZE2bwdVLs86qDjYabavZxb6GQxxoPMIv5v4rkUFDXxE9KSSB+/LvAKDdaaGg5RTzE2f3stTge+XUWxxuOkZhWzE/m/soIbqha9MpSzJ6zZkwXGRQxFnPTYg+mOlxZ7//ffWYHB8cx/2T7jrrsS+3T4Tzvy8IY1efo4SPPvooL7/8Ms888wxNTU3s3r37nHk2bdrEunXrcDqdPPLII/ziF78gKiqKhx56iGeeeSagAxcEQRAEwUdpOdPDXepPGeLudlhKT8BHGBKqtRG1owHF2jSo25FCfHdZKJ0ioCMIgiAIgiAIwuVD7QnodN9RbOl08cRbx3B7FGLDjfyf6/L71cKnP7QamW9dl096QiiqCk+/X0BxtQWbu5PfHXyKUksFsiSzLHWh/0JyXlQOsxOmA/Bh2UZ21u3l1/v+iN3juNim+kRVVV7ccAqXRyEi1MBNiwYeTDrQcISf7/ofvr/tp5Rayvu9vLenNbc5AUnT/wCNFBSC1B3sURpLz5o2MycWrUbC6fZysHBwv2v3l9rpq8KBJA1LBYvN+6vweBWCg7QsnJJ4wfluWpSBOViP0+3llc2FfV6/u2Q3rn1v4Sk/GIjhDhmP6uXKxNlEBUUwJ2HmeeepbrTxq5cO8PInhThdXsJMOh68Lo/v3jz5ksI5gXRj1jV8f/q3iQgKx+6xU2WtHe4hBUSIUcfCyb799ZPuffhC9jcc5sdf/BcvnXzD/9hHpZv446G/8k7Jx6j9qE7m8Sr87cMTeLwK0eYgbl06fuC/xCAIMeq4obt94hdH6yir67jo/EqH73gohcYM+tiGSpvVya9ePuivcLR2SRa3LRs/6sM5AOPCUkgJTWJe4qxhCed8WUNXE4/t+yOvnHqLI03Hh3UsACvHLcWsD+OajJVDGs4RhMHS528isbGxzJgxg4ULFwLgdrvPmu52u3nssceYPXs2zzzzDNdffz2rVq3i8ccfZ926dTz55JO0tooLRIIgCIIQaD0Bm/6WiO7p+e7tDvgIQ0Ox+e6ek4IHt0ypHOz7IqeKgI4gCIIgCIIgCJcR1d1TQceIx6vw53eO0WZ1YtBr+M5Nkwgx9r/6S38Y9Bq+e/MUYiOMuD0Kz725i+d3P02ppZw/H3kOu8d+wWXHh2cQpg9lUcp8jNogvIqXdqdlwGPZVVBPQbnvO+gdK7J7bRPzVS6vmy63r2VYp7uTFkcrVybOIcLQ/0owkk6PHJGIHD3w9kmaGN+FaW9jyVmPBwfpmNpd5WLn8foBr38wqF3d5wCM5n7dVBUIXQ4Pnx70nfNZPiMFg15zwXlNQTpuW+YLIxwqauZQH4NOktZXaUd1Oy9xtEPLoNFzdcYKfjH3/55Trcrt8fL2thJ+8fw+Smp9AYgFkxP4r/vnMCs3bkRVItHIGgwaPc32Fh7f/yR/OvwMzfaxcR5oxcwUZEmizepkz4mGC85XYimnw2U961g5JSYfAKPGcNFj7ld9uLOcinorEvDNq3P7fcwcCoumJpIcE4wKvLK58KIBJPVLFXTGgtrmTv7fi/upaepEI0vcf+1EVs1ORfW48LZUoXQ0DvcQB0xVVdLNaTw64zvcmHXNcA+H6KBI4kwxGLVB/tZOQ01RFT6t3Ibb6yYhOI6fzvkBi5LnDctYBCHQAvaJcOvWrdTU1HDfffeh1Z5505IkiW9+85s4HA7ee++9QG1OEARBEIRucsw4NIm5aOKz+rdcZDKSKdwf5BCGRk9gRh7kgI4UHAWcXU5bEARBEARBEARhrNNPvZaQu58kaMV3eOWTQoqqfRdt779mIkkxIUMyhrBgPd9fO4VQk45wbxNXFxcQ4/JyW/YNGLUXrrwxKXoi/z77B6xKWwrAlqpt/HL3b9ldt7/fY+jocvHPLcUAzJgQw7Tx/aug8EXtHv5j16/4sGwTAHMTZrIoeT6LU+YTEdT/gI4+bznBt/w3QYvv7/eyPTSxvgpA3qayc6bNy/e1AjpZ3kZrx6VXHwoUpbuCjjQM5162Hq7B7vRi0GlYNr33m7pm5caSl+47V/HSJ4XYnZ7eN6IzAKC6R87fvDcWp5UN5Vtod1rOCducqmjjP57dy4c7K/AqKnERRh69fRr3rskd9HDfpVBVsLps2D0Oqm1jo4pOdLiRWbmxAGzYU4lygSDK0uQruW3CDSxImuN/LCU0iV/M/Vd+OONhTLq+tYwpq+vgw50VAKyYlcKE1JF5vlQjy6xbng1ASU0HuwsuHF6STBHI5nhkc/xQDW/QFFW386uXDtDa4Qvcfu+WKczN8/1e9k3/S9dbP8V1fPMwj3JgSi3l/OHQX6i21iJLsr/C3nDSyBq+kXcHj874F/Kjc1FVFY/Sh/eEAFFVlVdPvcVbxR/y56N/x614Lvr5SRBGm4DFPysqfG9c06ZNO2dacnIyMTEx/nn6S5LAPEJKBgo+Wq0vMSmeF0EQLicj9ti36Bbgln4vpk5dgDRtYeDHI1yU0+E7OWeMjiVsEPelzpg4XIDU1Tby9llBGOVG7PuBIAjCIBLHPkEQRpdgNu6p4PPDvgvVty7PZsnM/lduuZRjn9lsZO0N4Wx9W0e028t3K1uIuXoywSEXX5cZ33SX182O2t04vA7qnfX9HsPzG05hs7sxBWl58MbJmMOCel2my21HVVWC9SZoVLC6bOxrOMSd027ErA3jmxFrOdVcwsbqzSwZN4+Y7htDhoorI5fGnaDaWgjRONGEnAkKzZ+WxPMbTtHR6eJwaSs3XEI7r0Bq81hxAXpz1JC+h7rcXj454Kuec9WsVJLiw/q03Ldvmswjf9hGm9XJ+r1V3HvNxIsvEBKCG9Cq7lHzGWFb4Q4+KN3I1pqdPLHql2hkDdYuFy+uP8WW/b4q1RpZ4vpFmdy8JAu9bniqR/SH2ZzMI3PvR0JiQrRv31dVdcDVfkbK576bl41n94kGapo7Ka23Mj0n7px5zOY0shPTznk8HBOqqlJuqSYlLBGtfOHn0en28tzHJ1FUleTYEO65Jm9EP++zJxuZe6yOXcfreWtbCYtmpJy32o/56geGYXSBt/dEPb//52FcHgVziJ5/v2cWGUlnWgaqsSnYqo+j6Wwc9n22vxRV4c0D71Nhqeb14nf4+aIfjJgqXT2fR5weF88efhWP18N3Zn1jyMaXEZ3Czrp9ZEalEBUeMmL+LpebkfJ+MNr0trsGrIJObW0toaGhBAWd/4N+TEwMtbVjI7krCIIgCGOB+FA7PDzWFgA0oYN7IlMbmYghNQ9D2qR+9dsWBEEQBEEQBEEY7U6UtfLs+wUAzM6L4+Yl/as4GwhH6gt4teglvFdUYtVIaIEnXtmD26P0aXm9Rscvl/yIFZmLuDXvawB8UbWPHZX7ev2Od6iwiW3d4aS7VucS0YdwzsdFW/jexp/xfqGvYs7S9PlcM345jy37MUFag3++P+19jvcLN3G08WSffg8AVVUC8r1UF5MGGt9FaFdd0VnTtBqZK6ckAvD5weoR8z3Ya/NV0dWEDG01js8PVtNudaLVSHxtQXqfl4uPCubmpb5WVx/vLKO09uIt1mS9b99SRlEFHY0kE6oP4YrYqXxxpJ4n3zzCv/xuqz+cMz4lnN9850rWrZgwokMaX5UTncWE6EwUVeGfx9/jlePvDPeQLll6opkp433tmd7ZWnrO9KKWMt448SHHGk+dM83ldfPjTx/jp5/9D8caLn68emXjaX/bpO+unToqnve71uSi18q0djh5+/Pi4R7OoNm0t5LfvHQAl0chPsrEf39r/lnhHABtpK+Cmru1bjiGeElkSeb2/OtICo3nzsk3jcjz9QfqjrKzaj97aw9zsP74oG+vvN13LF6VtYR/X/Bd1uXfMCL/LoJwKQJWQUeSpIv3OryEtK6qgsXS9z6RwuDrScqJ50UQhMvJSDz2qc5O0OqRNJdWZldVFSRpaHuhX45UxYNi81XQcciheAZzXwpJRb/qRwB0jKDy3oIwFozE9wNBEITBJo59Pi6vizcK32NN+lVEBIVzpKmArPB0gvvYPmG4WV02gnUmZPHZXxjD2vZ+yPH9J8mSE7BFjeeuFROwWgf2nehSjn1Vrb62I3q9FoPiO29eVtHAH149yH3XTkTu07lyLdelXY2zU6HOUcvfD72Gw+ukydLK0tRzK+KqqkpHp4u/vH0UgOyUcGZkR19w/BanFZ2sxaQzYu1y0OW2s71iLyuSlqGVtaxOWQEusLjOLJ8dkUVdZwNeZ9//Lu7SfTh3/AM5NgPTqkf6tMyFyFGpKI2lWMtP4YrNP2vajOxoPt5ZTnWjjWOFTaTFh17StgLBo2rAEIxbGzpk76FeRfFfsJ8zMR4t/duHF09J4POD1dQ2d/LnN4/wkztnIMvn319dXl+QwWvvGvGfEbocHk5XtlFeEY2m4irW7+pgvfewf7pBr+HmRZksmZaELEsj/ve5kF21+/iwyNfqZ5xpHPnRuf1ex0j63HfV9GSOFDVzsryVAyfqyfpSOGNn+UE+qfycI3UnSZ1xbhUdk8b3+exgdQEZpvNX1TpZ0caHX/ja5l07fxxRIfoR8Xv3xiBLrJqdyvtflPP+9lJmTYghNuLM51HV2Ql646g936uqKu/tKOP9L8oBSE8I5bs3T8GoOfe16TH4QlzejkbaWyxI2uFvEdUXHsWDRtKQYkjj/874HrIkj8h9b2LoROYlzCQhJJ5MY+agjnFD+ad8ULqBW7OvZ2HyPBJ0SeK89jAbSe8Ho0lUVMhFq+gELKATHx+PzWbDbrdjNJ5b5qipqYkpU6YEanOCIAiCIADOA+/iLtiCbsKVBC38Rr+XdxVswXVsI5qoVIxXPTwIIxS+TO2yAL4Ts/Iw9J8fS6qsNehlHXHBscM9FEEQBEEYUZrtrRxsPMKS5CvRXWKIu4eqqpyqaCUpOiQg6xvN/nb8JQpaTlFsKWN+4mzeKaplaP0AACAASURBVP6I9LA0vjPtfgyakX0x4LOqHbxV9AFTYvK4f9Jdwz0cQRgUTreXxiM7mKetxxZkYMFNk8/b9mMweRUvGlnDgqS5RAdFEa83oz3iC8wESW52n2ggPNTA2n5W9dFKWjLDMii3VhJsT+ezQzXUWVrotGlo63DSanXSZnX6K/RoNTJ3r5pwwSDQh6Ub2Vy5leWpi7gmYyWLkueiqF4WJs9DK1/4b3ZX7q1oLtIq5nyUthpUhxXVbu3Xcuejic1EaSxFsdSfMy0tLpSEKBN1LV18cbxuRAR0jEsfBBjSij4HTjfR1O5AAlbPGUBrN43MXSsn8NjLBymrs/LZoRqWTU8+77xSd3Ul1eO8lCEPCpfbS3GNhZMVbZwob6O8vgMptBmlMwy8ekCHXieTnRLOxLRIZk+MIyLU0Ot6R7rZCdM53HSMGGM0uZHZwz2cS5abFkFafCgV9VY27Knk4Rsn+aeFG8ykhiYxPjzjvMt+LXMVEhKpoefff+1OD899dAKA9IQwrp57bshnJFs9J40dx+po7XDy2qfFfOemyf5pjq3P4W0oQn/Fdejzlg3jKPvPqyi8uLGQbUd8leDyMyL59vX5BOnP/94km+N9/1FVlI5GNJHnf75HmtcL36PN0c7N2V8jzhQz3MO5IEmSWJdzs78Ix4mW0yQExxERFN7Lkv3jVbycbD0NQGFbCQuS5orKOcKYFbBvJ+PGjQPg4MGDzJ8//6xplZWVNDU1+ecRBEEQBCEwlNZqUBXQD/COXVVB7WjEi/iwOxTU7tLWAFJw5NBsU1VAVZAucoJ1NLG5Onm98F0ONB7htgk3Ehcc6z8BPtK5ve6AXSgVBEEIFFVVabI3U9xeRowxivER57+zVBjZyiwVeFWFrPB03iv5mIONRznefIrvT/9WQNa/YW8lb3xWQlykiZ/cOZ0Q4+X7frY0ZQGFbSUsSb6SYF0wEhKyJKGo3uEe2kW1Oy28WfQ+AFNi8nuZWxBGJ1VVeWH9KRa77aCFGZPTiA0/90bSweRRPDxx+BkmRk5gRdoScqOyUVUFW/f0Odlm3jwJG/ZUEhFi4KqZKf6x250eWq1OWjuctFod3aEbR/fPTtqsDlzuVNDF8bS7CLQugibtQHFE4KrNA8+ZkKBGlrh9WRYJUcFnja/Z3kqwzoRR62tL5FY87G84zJr0qzBqjaxJv6rX37Hnu1ezvRWdrMNs6D0Eo7RW+5aNTOp13t7oJ69CP3nVeb9TS5LEvPx43tpayp4TDaxdkoVWMzKqRwzVRUZVVfl4VwUAV2THnLMP9FV2SjgLJiew/Wgdb20t4YrsmPOHV3S+fUkdAS2uvIpCeb2Vk+VtnKxoo6jagsf7pZZyGjeG8QeRZLhCu4YFGZPJSAwbMftIoMiSzAOT7va/Vss7KjFpTcSaood5ZAMjSRKrZ6fyl/cKOFTYRF1Lp3+/Xpwyn8Up8y8YgBsXdiag5vK60X/lnMyrm4to6XCi08rcd00uGnl07QsGnYa1S7J8f5uiZgrKWslLj0T1evDUFIDbMWqqyfRwe7w89W4Bh4ubAZifH8/dq3Mu+jqVgiNAawCPE6W9blQEdBo6G9lZuxcVlRMtp0d0QAfOvId9WrWdt4s+JDU0mUeueDBg5zl7Xp8PTfkmmyu3siJtiQjnCGNawK7ULFy4kISEBJ577jlmz56NVutbtaqqPPvss5hMJq6//vpAbU4QBEEQLnuqqqK0+HqyDvSLh9y9nNrRiOp2IOl670svDJwcl0nwHX9E7WpD0g3+XVld63+Ht+YEhlm3oJ+8ctC3N5h62qVqZS0llnK0koZJ3WWa3yh6n8auJq7JWEGGedzwDvQ8GrqaeL9kA7Wddfx09g9FSwlBEIZdu9OCy+sm1hTNqbYi/nT4b+hkLTeN/5oI6IxCVdZanjzyLF7Fy4OT7yXcYEYjaZifOAvwPd+tjrYBv0cWV1t46/NSABpau/jLe8d5ZO2UUXcB41J0ubvYUbOH5WmLyIkcz8/nPkq4wddewaDRkx2RiV6jH9Hto8INZr4z9X62Ve9kWsyk3hcQhFFow95Kdp9oYJXZDUBi/NBfjP60ajvF7WUUt5eRHZFFujnV115EFwRuB8snR1Hi0XGoqJl/biniUFETlk4XrVYnTldfgn4SuIPQamRCUhpx6lzoIlpZEB1PQlg0kaFBRIYZiDIHERx09kWz106/y47a3VydvoJV45ayOOVKjFojVybN6fdx60+H/8bJ1kKuzVjJqnG9V2ZQ2moAkCMu/aKpHBJ10elz8+J5e2sp1i43x8tamZo1OkMJA1VQ1kploy8StnrOpVUDuWVJFoeKmrHZ3by6pYhvX39uwFOOSEA/ZQ3ohzYMB77zBDXNnf5AzumqNuzOs19HEpASF8LEtEjM8VY2NmlRVZV182f5g2pjUU8451DjMV448SqRQZH8aMZDGLVD/zwFwvQJMcSEB9HU7mDj3iruWZ1Dh8uKy+smKijiohfyC9uK+aB0IyDxg+nf9j9+qKiJHcfqALh5ceaAw2zDbWZOLJ8eqKaw2sIrmwv5xTdmQUMxdIfmNCmj63Pf+j2V/nDO1XPTuHFhRq9BDUmSkMPjUZorzltdbSSKNcVw/6S72FW3l4VJc4d7OH2WYIoDfH9zh9cZkIDO3vqDvF+yge9Mu584U0yfwsKCMNoFLKCj1+t59NFH+dGPfsQDDzzAddddh8Fg4JNPPuHDDz/k3/7t3wgPD2y5K0EQBOHy4lY8WJwW7B4nKaGJgO8DXGNXEzmR2WSFp1PUVsKmys8ZH57BgqS5Y/rLtmq3oDp9J13kyJQBrUP2B3tUlLYaNLHiotxgkiQZyWQGk7n3mQNF8aB0tvY+3wh2qrWI90s38MCkuwg3mLltwg3Y3F2E6UOxOK3sqt2LR/UyqWMiGeZxuBUPWkkzrHdaKKpCu9NCZFAEqqpyuOkYAMeaTzIpOhdFVS5aNl4QBCGQutx29BodWlnL64XvsrV6JzPipnJv3jrSw9KQJZlZ8dOZlzAT8B3DRmLAQDg/ozYIk9aER3ETERTOTeOvZVHyfCK7S45/ULKR3fX7WZg0j1sn9O/GKZvdzdPvH0dRVSJCDbRZnZwob+ONz0q4bdn4wfh1RhyHx8EfD/2Valst7S4La7Ov94dzAPK7A8P1nY386fDfmBSdy9rs60fMHZ/ba3ZRY6tnbfZ15ESOJ9oYxfba3UhILEm5criHJwgBc6y0hTc/LwEgROvxdRYehsDAkpQF1Hc2EmOMJt18pnKDpDf6bopxO/g/X5vK4/88THGNhVOV7eesQyNLRIQaiAw1EBkWRESYwRe86fk51ECoyXdBbE/9ge738ak4PE4+LNvIqshlBOt802tsdUQbozBo9Og1OhRV4XDjUVamLSFEF8yy1IUD+j1jjFGcBMoslb3Oq3pcKJYGAOQAVNDpTWRYEDlpEZysaGPn8fphDeh4W2twbH0WOTicoKUPDkkli4+6q+fkpkWQkRh2SesKMeq4dWkWz350kv2nGjla0szkzLP/nprwRDSz117Sdvqjud3OiQpfIOdkRRsdna5z5omLMJI7LpKJaRHkpEWcVflvsTePKmvNmD5f+GVh+lDfDX6ql05316gN6GhkmZWzUnlpUyE7j9dxw4J09jTv573S9YwPz+B7Vzx4wWUVVaXU4ntdNHW1EGOKoqPLxQvrTwG+18qFWriNBpIkcfvybP7z+X3UtXTx2aEaFiq+c1ByVAqyafRcl3W6vGze76u4dtWMFG5a1Pfz1LI5wRfQaR/5AR2ry0aoPoQpMXlMickb7uH0S25UNt+a8g2yIzLRydpLPndg99h5o/A9ujx23itZzwOiDa9wmRjQVYGUlBSSks79ML1mzRri4uJ4+umnefzxx3G5XOTm5vLUU0+xdOnSSx6sIAiCcIaqqqioo/biic3Vic1tI0gbRLjBTIu9jYONR3B4nVyb4av08cqpNymxVLAoaR4Lk+dS2FbMn488h1bS8IfF/40kSWyr3kVZRwUaSUtWeDpeVeFEy2kK20pYnOw74fxJxefoNXomRecSGRQxnL92QPWUiEaSkcMTBrQOOSgUyRSO2tWOt7VaBHTGGDk4Ei+g9hLQKW4v40TLaRYlz8NsuLQTeIHm8rr4e8Er2NydvFv8Mffk3c6k6In+6WH6EB6YfDfba3b5KwW8X7KekvZyrs1YSW7U0PdbP9layKun3kan0fHvs75PfHAsy1MXkRKSSGVHFa8Xvsua9OXMT5w95GMTBCEw7B4HQRoDkiRxrPkEFR3VpIYmMTkmj4qOKp4++gLRxkjumngr0cYo6jsbUIFoYxS6IQjn9Zwk8ygefn/wL1R0VPHw1PvIiRxPnCkWgPIOXxW+IK2Bn87+AdHGKBRV4Z3ij2hztHNv3roREzAYah7FA4BW1lJjq6PL3TUiKwu1dLcpiTZG8v3p38LhcfhbF0QbfW0/3IqHui7fRdGkkHjAVw0GJEy6i1+gUVWV5z46SUuHE71O5uf3zeazA9W8u62UTfuqSIkNYf6kgX0GHU0MGgPp5jRqO+vJvEgVon0Nh2hztrOn/gBLUxYSY7p4hYehUNRWyj9PvwNAnCmGJSlXcrjpGO8Uf0S4wczi5PmX7etcGFvqW7v4y3sFqCpkxAejc/ku2EtDGNA50XKacIOZxJB47sw9N6ygTZ8JbjtSaDQ6nYZ/uXkyH+0qR0I6E8AJ84VyQoP1yH18bc5JmOH//3sl69lWs5MjTQX8x+wf8tKpN9jfcJgbs65hWepClqUuJNYYzeyE6Zf82l+cPJ85CTNICe09cKO01/lac/Plm4Qujaf8EO6SPcjmOAwzbjhn+rz8eE5WtHG4qJkuhxtT0PC0ZlRtTShNpSitWhiCdsfFNRZOV/lCX2susXpOj3n58XxxrI5Tle28tKmQX94XgUE39C2mS2s7eH79KaqbbOdMM4fomZgWQW5aJBPHRRAZdm74xubqRKfRYdDoyQpPH4ohjwiZ4eN4YPI9jAtLIVhnGjUtws9n/qQE3t1ehs3uZvOBalojfd9nYowX/8yVHZHJouR5TI7OI8rou4nqxQ2n6ehyYzRo+Maa3D4fc0eqtPhQFk5NZOvhWt7bXsbs5KNIgDZ5dFXP2XakFpvdjU4rs2Zu/45hmphxKLZmZHPcII0uMLrcdv5rz2/JCs/gluyvnRX8Hy3yoiYAUGur5+8Fr/D13JvPaifXH0atkYen3sf7JRu4I+eWQA5TEEa0AZ0Z3Lx58wWnTZ8+nb/+9a8DHpAgCMJYVtFRRZvTQnRQJMmhiVicHeypP4DL62b1uGVoZA1bKrdR0VFFXlQOsxOmU2ur5x8nX8PldfNvs76HTtby9NEXONZ8guWpi7g+aw3tTgtPHn6WWFM0t024kVB9CC32NgwaPcE607CddO25ONRib2NX3V5aHe3cmbsWSZJ48sizVFqrWTVuGddmrKTN2c67JR8DsHrcMrSyllZHO/WdDbQ62gAI1pkA8KhenF4XQVoDqWFJaGWNP1QQHxzLvISZeFXFf3fYporP6PLY0Uoa5ifNptpaS7WtlgkRWUQEjZ67CL6qp72VHB5/SXdhyZHJeLva/esTBqbaWkt8cOxFq6K4jn+C2mVBkzIJbcKEQR+TFOILpCm2iwd0Pqn4nOMtJym1lF/0rqOh4lE8fF79BXPiZxCiD+b6zDXsqtvH8tRF58wrSRJ5UTnkReUAvouO22t241bcVNtqyY3KxuV1o5U1gxpobHdasLpspIQmEaoLocXh+5tXWqtJC0vhhqyrAXi+4FXanRb21R8SAR1BGKGcXhc6WYssyZxsLaTMUkGcKZbpcVOo72zkN/v/hMPr4LEr/4NQfQj76g9xoPEI8xJmMjkmj2BdMBZXBxZXh/8O1Y/KPuFg41HmxM/gzolrsbpsbCjfQqwphrkJM9BrAnM3damlgg9KNtDhsvLTOT9EK2vxKB5UVE63FZMTOZ5psZNIDklkXNiZ6nux3f3uDzcdZ3PlVgCuiJvC1Jhz2xhcDvY1HOa9ko+ZHD2R482n6HR38o38O0bU3Y2tjjb+cOhpwvShPDTlG74Tu+c5uauTtfxw+kMcbSrwB1w/KN3IgcYj3JB5NXMTZ15wG5v3V/vLy9+5YgLJsaGsW5lDcXU7x0tbeWHDaRKigi/57vyRqt1pobGrieyILNZmX8fchBmk/X/23jpOsrNM//6ec8pbqrva3V1GetwlmYlMZCJECclCAiEkWJbdhWV/sLDs+4EFFlsgEEiCRIgnk4kn4+497e5uZV12zvtH9dRMZ6yl2ib1/ac/XX3q1FPVdZ7zPPd93dcdenHXyuvTrsbhdrA4dsGsEOeANym3OmE5HdZOVowImfNNOXyo2UmuKQun7ELrp/knQICZwCPL7Cvt5JVdddgdboxBGh65IQde8v59ugQ6rZZ2/lj6FwQEvlT8AFnh6ecdo1tx96jfvc4k/nUiSwqJRydpWZ2wDLWkJkjtbddS2lPOxuQ1hGpCWJngnz1ITFD0mI89095K0AYj6P2TiPT0NuKu3Y8YkXxBgU5JThR/ebcSp0vmUEUXa+dPvXPPhZCtXrGMYLh0Cx5/sX2/1yUkJSaE/FT/FKgJgsBnN+fw//50kJ7BYV7fU8/t6zJ9f1cUGWXYAq5hhKBwBD8LkWRZYdv+Rl7bVY+sKAAYtCpyksPITzWRlxJOXMTlY59vNbzPgfbDXJW8jmvTLt+W7UriTDJ90DHE7089zfK4RayeQy11zqBVS1xVksiru+v58GgrP374Tq5N7bmsO7EoiHwm+6yL5L7SDo5UdQNw91XZRBivDDelrWvSOVjehco5hNDvjfFKScUzPKqx4/bIvHPI68q2qjgOY9D41qia4mvQFF8zFUPzK/vbD2FxWSnvq5zpoUwKRVF4pvx52qwdPH36Of596TfHJf6r6q/lYMdR7sq5hZTQJB5d8OAUjjZAgNlHwFc/wKzC4rJS0VuFR5GZF1WATqWjbrCBblsvEXoTmWFpODxOjnd5LfomckyUIZJ0Ywoe2UOTuRWNpCbaEIVaVOH0uBAEYcbbYgS4sjjX5u+t+vcp7S1nQ9Jqr0DHOcRrtdsB2Ji8Gr2op3qgllM95YRqQlgaV4JHkWk2e4MZLo/LV3WtoOCSvX3Vu2zdtFk7aLd28rn8uwB4vuoVTvdWsDF5DbdkbmHAMcj+9sNEG6KYF1ngt2oJj+yh295Dp62HwohcJFHixerXOdxxnGVxi7g58zpsbhvbGz4AYGvm9YRogokxRNFkbsHqsgFey9WkkASCVAZcsguVqGJl/FIKI/J8gfCEoDj+c/m/EqQ2+ALJ526wAMK0Ru7JO6u2HnY7yI/IobKvhhyTN4BwsOMoHzTvJCU0iW8tehRFUTjZU0ZmWJpPBDRdDLsdtFjaMDstpBmTx6Wa9/SNCHQm2cNdNCXhaSk968gTYNw4PS7+99jvsbvtROkjuDPnFnJN5wdbXdX7kLvr0Kg00yLQEYO81fMXc9BRRoJbyaGJNAw1sS5xJeC1Kd9W/y4bklaTZ8qe1nuioij8/OjvaBhqosvWw925t7I0roRlcYvGNA6D2sCj8x/ko5bdrE5YBsD2hvc52X2aLembWRDt/+qhnS17+Uf16yQEx/Evix4jMSSeWzO3UBCZR8xI0vsMK+OXEm2IZFHMfL+PI0CAAGPHLbs53nWKbnsfJl0YS+NKGHAM8sMDP8PutvO9Zf9ClCGCY10n2dN2kAXRxZTEzCNYE8SwZxiAfscAIZpgEoLj6HcMEqX3OpeEa43cm3s7A45B37qib9ibnDkzJ7RZOvi4ZQ8Cgi9p/sdTf6HL3sO6xFWsiF+MzWWjw9ZNjCHqouuTgx1HOdp1guzwTDYkrUYlSFQNeNt79Nh7idRHcEP6ZkRBJGOkUjhUE0KoJuSC51sQVcTC6GKi9ZEUReT546Oek+xp3Y/ZaaHd2olOpcXhcfocaWYLDUPN9A8PYHFZ6bb3knKJNawoiMwfuf/Z3XYOdR7H7rZjH/kue2QPoiCOus/Wtw/xwkc1AKwsjPU55UiiwJduLOAHTx+ms9/Or18+yX/cv5iwYO1UvdUZoX94gF8c+z0DjkG+VPwAuaasS4pzwPs535Z9I+D9TP9W8SK5piyWxC6cjiGPYl/bIcJ0RvJM2dyRfTMu2Y1mJGEaFxTDf63890DMYxrosfdS2lNBjimTuKDZXc0915AVhaOV3byyq472Xm9MQa0SeeSWIoxaN9aR44TLOIX5czx6lR4BwSd6nQlWxC8hz5TtK2C6OnktGcbUKdkDgXcdsq/9MGmhydyYcfGk6JlYg2hK8NvcI0Wn+86tuB0IqtH3IZ1GRUl2FPtOd7K3tGPGBDqK1VtwJgZNvZtza4+VY9VeYe11y1P8Os/HRQRx3bIUXt/TwLsHm1meH0tidDAAisOK9S+PAWC47QdIE2zBfiF6Bu384Y0yqlsGAUiIDOKzm3PITDAiimN/f2dauw17HKjmqHuMP3ir/j0ah5ppNbdRFJk/J507NpQk8taBRuwON7tPdrB5ydhcOxRF4UjXCfa0HKLqcBQQyoKsSFYUxk7tgKeRUIOGm1elUbPrbQAUlQ4pJvMyz5o9HCjrpG/IgSgIXDPG/+tcZH3SaoI1wbg8rjl5DZ5BEAQ+l38nfyz9K/flfWZcuaZeex+/O/lnbwG2pPXtoQIE+DQREOgEmFGOdp2ktKec5JBE1iWtZNAxxJ/LngXge8Z/QafSsbftEPvaD7E4ZiGZYWnYXDaeKX9+wscsiplPujEFs8vC/xz5NQD/seyfiTFE8WL1a+xpO8iimPk8UHA3Q04zPz70KzSShkfm/RMRehMfNe+msr+GnPBM1ietwu62s73hA2L0UayIXxIIcgUYhdVl4xfHfs91qVcxP7oIvUqHXqXzCXYMKj0pIUloJLUvUZ5nyiFUE+LrVR6uNbI183o0otq3ibw2bSNrE1f42jVF6Exszbwei9PqC7x22byVAGeOaRpq4Y26d1CLKn629ocA/Kn0b1hdNq/NZ1QBNpcdm9uGSRc+ymlCPmNFLIic7q2gvLeKaEMkaxJX0Dvcxw8O/BSA7y//FyL1EbhkN2aXhc6RMUTpI0kLTSHGEOVrGXBL1ha2Zl7vSzhFGyL518VfHfX5fTKIpJbURIwzOWJQ63mg4G4URfFdnwoKOklLTrh3k9Jp6+aJU08jIPAfyx4n2hBFj72XEE3IpCpKnR4XLZZW+ocHWRBdhCiIbKt7l9N9lSyMLuaq5LW0WTv4+dHfAlAUmc+Xiu8f8/l9Qa6IyQU/JFMiLryCn3M/pwBjp26wgWG3N8nVbe/lWNfJCwp0zghlxODpSfIJZwQ6tgEU2YPwic3SO40fcqqnnGVxi/jBim/75pgPmndS3leFxWkhz+RtETXVNsh9w/3oVXr0Kh2LYxbQZG5BK2lQlPG38ssISyUjLBXwtsja2bKPYc8w7dYOFlCE0+NEFMTLVlldDHmklZ5OpSMzLI2kkARkRWZgeJABxyDhujA2JK+54HOzwtMvWFEbYO6gOO2AN9kj2wYQ9MbAvDkHkQSJg53HON1bQZ4pm6VxJQSrg3xzeb9jgChDBPHBcb41DECQysAXCj9LmNZI7EirqM2pG9iceralsyRK57mSfLPkyww6hnzzjlpSkR+RM0p83WJpo9vei1P2tuWoGajn96ee9q3dREHk7YYPabW0cVvWTRi1IdQNNnKqpxyH2+kTgK9PWkWGMY1gtTdpUhg5dqGNIAg8UHC3b95ts3QQZYiclrZcs4nPF97L7tb9FEbmE2WIoNvWS0JwHC7ZzcGOI6yIm7l9n0t2oxZVLIwuRilQCNEEX1Y4ci56lZ7vLn2cj1t2s2akcvq1uu00m9u4JXMLSSHx2Ibd/O61UjyyQlyEgXs2jW4XadCpefTWYn74zGEGLE5+88opvnXXQtSqudl690KIgoiAAAgoKON+/lsN73Og4wiHOo+REBxHQvD0tQI70nmCv1W8iEqUeGzBQ6QbU317RMD33bW57LRa2mZl+7a5jqIoPFX2LIc7jwNeh9gtI22cA0wORVEore/j5R11NHaaARCApQUx3LwqjehwA55zC0+m2EHHJbsREUgKiedbix7F6rJh1F5YBAugyDLI7kk54F6Oc12Cw3VhlEyha3CnrZuq/hqsLuulBTr2IWDyxUXnIkWN7KkUGU9PI6rY81sbryiMY9/pTqpbBunqtxEdPr0FWeDdiwMIhql3b357xD0nJlxPSbb/hWLXL0/hQHkXnX02nn6ngn+7twRREEaLo1wOv73e/tMd/OXdSuwODwAbSxK5fV0Gmgm01xIFke8s/SaHOo6xMGbuOIr4m62ZW2i3drEpZd2cFQYE69WsLo7n48b9vNl5GKlxGVelXDj+ci6CIPB+4w6aLa24jXZCHAv43DW5V9xefv3CBEKPedvb1ivxFM8RQZqsKLw1MoctyYsmKmzi929FkUGWEaTZtYdVFIVWSzuJIfEzIuCfCuKCYvjOkq8jCiIe2UN5X9WY4g8mXTgbklazv/0IG5JXT8NIAwSYfcyuGSrAFYeiKNjdwxjUemwuO8+UP0+LuY3HFjxItCGKmoF6DnQcYchpZl3SSmIN0Rg1IYjC2TYUBrWecG0YwSNJfEEQCNd6NzXjPSZMayRkJFDt9Dh949SI6pHHvG4k6pHfHW4n/Y4B3znB26riVE+ZT1Rgddn4oGknACGaYIpnke15gJnn5Zo3abW081TZc3zfmMr9BXeN+nukPoJvLX501GNrE1eM+j1YE3ReW5fkkNFBjQi96bxj/mXxV+m29fgqpwRBIDkkAdVIywaA6oE6hpxmFsUuAKC0t5yny57DqAnhR6u+y7B7mJ8d/S1dth4eL3mExJB4Kvtr+KhlNznhmaxJXEGEzoQoiEiCxIBjiEh9BEtiFpIermJ+3wAAIABJREFUmuILROtUWh5f9Mio8V2scnuqOHfDdWvWDdyccZ3PgajD1oVKVKGXdL7q96fLnqdxqJmtmdezPmkVLo8Lt6zxCRhcspsWcxv9jgGKIvJQS2rea/yYE92l5JmyuT59E73Dffz0yP8B8KOwf8eoDaXb3kfjULMvqRc+siG+Kf1ark5ZN+b3oyiK165bpZ10ddIogY/DCrrgSZ3v00iuKYsfrPg3/nT676hFFanG8/skK7Ibxeat+jojnJlqfEIgRUGxDSAEj263UNpTTsNQE2mhyaMSN8tiS7A4LT7haYu5jd+ceJK1iSvYmLzW74naD5t28nrdO6xOWMatWTewOmEZuaZMYv1QaayRNHyj5GHeb9rhcwj6oGkne9oOcl3a1ay4RGuPi/FC1Wvsat1HujGFb5Y8QpoxhYeK7iPflIN6DHbeg44h9rUfpt3awQMFd1/2+ACzB9nSi/XZb+FKyiV4wTVY3/4dmnnXop2/ZaaHFmAMyIrM+407SDUmkR2eyd25t/Jk6d98rgYqUcWDRZ8lRBNCfJC3knJd4krf3AHe9cREqtBFQRyVMEs3pvLIvM+POubWrBvosHaRHeZNlp9x3YnSR/rWbh+37MbstFAcWcDi2AUURebj8DgoMOX4Xue2rMlVn519rT28Uv0maxJXcGvWDZM651xCURTCdWHccE6iMdgYhKzI/KXseY50naBusJF7c2+f9oC+3W3nl8eeYH5UEZtTN1ASM29C5zFqQ7gp41rA28ZpR/Me3IqHst4KEoPjeGp7Od0Dw6hVIl+6qRCd5vz7fnxkEA/dUMCvXjpJbesQf323kvuvnftJjm5bL3q1DqM2lMcWPETvcD+ZI+5T42Fj0hpKe8opjsz3zSfTRUZYKlH6CII1wRd97cq+Gn594o+ICPx4zfcDba78TMNQs0+cA4xbbB7gwlQ1D/DyjlqqRpw0ABZkRbJ1TTqJUWf3sILBiHb1/eC0I2imTpChKArPVrxE//AAXyj6LEZtqC/+ciGGdz+Dq+xDVJnL0G+Y+bbC/qAoMs9X1HGpYh/9ui+grLgHZSTu6g8EXTBCaAzKUCdyVy1cQKCTlxJOWLCGAYuTfac7uWnV+OfzySKPOOhMtUCnd3CY/WXepPy1y1LG5S4zVtQqifs25/CTZ49R2zrEzhNtrJufAJIaBBEUGcU1POnXsQ27+et7lew/7X0/oUEa/um6PIozJt4+UlZkgtQG1iWtvPzBVzA6lZavL/wSgiCgKAq72/ZTEj0PwzS7iU+WzYuT2DWwDTmoh8PNlWMS6ACY3Fk09Lvw9Edz3+ZcQsfZQmkuoJJEElKT6a1t55A1GkdFF0vyZr+L3/HqHp8j3rXLzo+pjhXbW/+Dp70S7Yp70OSt89Po/MPhzuM8VfYsS2NLuCf3tiktgpxOREHE7rbzxMlnqBqo5fOF97Iw+sJCyHZrJ922HoqjCtiSvpkNSWswTJPbYYAAs42AQCeA33B5XLTbOjHpwglWB7GzZS+v1b5NYkgcX1/4MDqVlsr+GpweJy2WdqINUWSHpTPkNPsCXpIo8aNV3x113lsyt3BL5tmkR5jWyA9XfnvSx0TpI/n52h/ilF0YVN6bwJb0TaxJXE6QyrsoDdYYuDfvM7g8LoJH+jbnm3IIUhlIHalSlIQRR5PUjcRNc+AtwOznpoxr6bX3sSJ+ySWrqKYCvUpHcuhZIU9RZD5Fkfm+3xVFYUvaJjrt3aSNfJ+7bF4rXJPOm9TXSlp67f24ZBdd9h4SQ+JJDU0m35RD+ogAQRIlfrDi3wjVhPgCj+e6V8xWJFHyLYTnRxXyk9Xfp8feiyAIOD0umswteBSPr53B4a4T/GP3q2xIW8mW5GuxOM+6cH136ePEBkXTN9xP/VCTT3x0phrFoNJjcVkxakNZEF1IbFAUKSHez9yoDeXna//LJ45wy+4xuXoIgoDhhn/zVgUo46/qPRcxPIGge36OYAib80mVmcDhcaIWVYTrwvhmyZcvepxiHYCRCmxxmgQ65wqBFEsffEKgsyV9M6U95Sz4xMapMDKPwsg8n7PXh827GHKaOdRxjE0p6wGvyORSAeixcKYFoEt245JdHOs6xQ3pm9FIGr+Ic86QEBzH5/LvBLzX2I6WvZhdFrrt3jnP6XGiwEWTU2anhZ2t+8g0ppFjymRhdBG7WvehETUMux3oVFrmRRWOeTzd9l7eqPNaDl+XehUxQdGTe4MBpg130wlQPDi7GrDXHAKHFefBFxEN4aizP93B3rnAi9VvsKNlD2FaI99Z8nXCtMbz5u3xXMv+5pNrtXVJK1katxCL0xuo9MgessMyUFB8a42CiBwKIqamZaLFacWteCjtLWdL+uZPRQLf4rTys6P/x7LYRaxJXIHunIpwRVF8v0frI2dkzfRu48c0mVtpsbRTFJlPfPDk959hWiMPFd/Px827WZ+0mo+Pt3F86ACqeJnbizaRFH1x4fb8rEhuXpPOKzvr2HWyneSYEDaW+M8dYbrpsHbyy2NPEKoN5bH5DxGuCxslrBsPBrWeb5Y84lvjl/aUE6Y1khgS788hj+JUTxnpxlTCtEa+tvBLaCUNOpXugscmhZxt9dJqafft7QL4B71Kx7K4RTSbW/nXxV8NCHQmSWOHmZd31nGqrtf3WH5qOFvXpJMRf74DhKgLmZakXO1gAwc6jgBe56o1icsv/YSR+cDrxnhlkBqaTGro2NqQCBo9Av5NwknR6biHOvF01V3w76IosLwglu0HmthX2sGNK1On/f59xkFnqltcvXOwCY+sYAzWsLxg6uLTeSnhLC+IZd/pDl78qJYFWVEYgzSg1oHThjJJB52q5gH+8EYZvUNeoc+8jAgeuC5vUkKKHnsf/3P41yyOXcD1aVdf9N74aeHMNfBc1Svsbt3Psa5TPDLv83NKLBAZpifTkE91h5o+IRxZURAvc2139Nk4uteA072QlYWxlOTMXDvCqSZx03386sV5nKjppuKjGuZlRqKdgPPUdKEoCtv2ed1zijMiLrn/uPzJZPC4kAc7/DQ6/3FGvO3wOOfU9TYWNOLZObrd2nnBY3rsvfzq2BOYXVbuz7+Lkph5AXFOgE81AYFOgAlhc9mp62+ivb+HJbELURSF7+79b8wuC5/Lv5MlsQvRq/QMe4ZptbT72lNcm7IRnUpLyoj7x/zoIuZPUR/kyyEIAhpJg+acQHOkPoJI/dnkpV6lZ3ncolHPWxy7gMUjbiPgtYv9zYYfT/2A/UyvvZ9fHX+CQccQ/73qP9CptPzh1DOU9VayLmkVN2VcS5O5hZ8f8bbeGe8xVf213JK55Tx7/9mK2yPzxzfLqG8foiQnmpWFsSRETXwxWDvQQIwhilBNCI8teGhWBuQEQWBlwtJRj12bupElsQt9DlOCIHB79o3oVXpf0HZhdPF5Kui5aot6LhpJ7UtyaCQ1/73yu1QP1JIV5rVNruyrweFx0jjYCngdgAQEdCotNrc3cVYYmUeoJsQXeNerdPxs7Q9HJbTmRRWOSv6JgohGEintKWdb/XtoJDVfX/jwmMctCKLX03sSCKKEMA390MeCLCs43R6cLhm9VkKtmv0blm3173Ks6xSbUtaxOmE5siLTONSMR5FHVVyfqZwDEIKn5/MW1FrQBoHbgeKwnvf3XFPWBVtx+Z4/EuC4IX0zIZpgEoPjEQWRTmsXPzz4Mwoj8rgn9zaCNUHjGlevvY+Xqt8gPjiOLemb2JC8BllRWJe0ctR9eSpQiSoeX/QI7zftZEOS10Z1R8te3m/awebUDb7HzuWZ8ucp660kJzyTHFMmWWEZ/PvSb/pcN8ZLujGFtNBkUo3JqMTLO+4EmD24m04AoEubT/imh3D0d+NpK2d4x58Q9KGokmZmXRvg0tjdw+hVOtYmrmBf+yGKI/Mn3OJuuvG2/vMGrSRR4p8K75m21742dSMqUcW6xBWzUpxjHXbx5t4GjlR2s3VNul+SUXvbD9Jp6+bdpo9Y+4kKa0mUuCvnVoojCyiIyAXgWNcpMsPSCNFMj/vg9WlX023v9bqy+EGcc4YzQq+mTjPP7jiJqqAGQZJxh2UAqZd87pblKTR3WThc0cWz71eTEBlEbsrsWFeOl05bD2aXFafspne4f9IB4zPinCOdJ3iq7FmC1Aa+sfDLRBsi/THcURzqOMbTZc+RGBzHowseuqyI2qDW89UFXyQpJGFWXt9zndigaD6b9xmfo4jdPYzNZSdCPzevjZmircfKq7vqOFzZ7XssIz6UW9akk5c6PQUPlyIzLI0HCu6mqr+W1QnLLnu8oB4RBVxBAh3wilsr+qtxeVzTHgOUotNx1+y7qEAHYHmhV6DTNWCntnWIzMTpjV/5WlwFTZ2DjtnmZOeJNgA2L06e8paTd2zI5GRtD9ZhN89/WM1DNxQgqHUoThtM0EHH7ZF5fU8D2/Y1oCigVoncuSGTdQsSJi2q2t9+CLPLwpHOE9yccd2kznUlkWlMY3frfkI1ocgozP7o22g+s2gF3/uzmh7gVG0v8zIvvr7yyN64v9MtEx6qZkEJvN+04zw3+iuJOzZmcaq+j74hB9v3N3Lz6tnbar2yaYD6dm8rxOsm4Z4DIBpj8bSWIQ+0+2NofuWLxZ9jb9tB8kxTU2Azk5yJVdQNNvjyHp901tNKWkI1IThl15TshwIEmGvMjahkgFnH6a5KfnHwSdSimkUx8xEFkbigGMwDFjqtXQBkhafzQP5doyrENqWun6khTzmdtm5Odp8m15Q1qhpttnK6t5xue++ox9yyG6fswiN7e/sqioJTdo37mG57Lza3nf0dh+eEQEdRFP78VgUHy73f3bcPNPH2gSbS4kJYURjH0vwYgvVjT6B22br57ck/oVfpebj4Ab8Gz6caSZTOWyAt+4RI7dOCQa0fJaTZmnkdi5OKfAk9SZT4nzX/OaqyuiAi15ewOcN4At5N5hYEBCwuq8+1azbjcHqoax/C4fT4RDXn/nS5ZRwu7+8u3+MyTpfH+9PtweWScbjPHuP2nHUD0mkkPrsph+WFs/ca8sgeDrYfxeyy+BwOXqnZxofNu8gwpvGNkrNiK8UyMudqg0b3aJ9igu/8MWgM5wW1PmzaiValpSgy/7It58J1YWzNvN73+772w8iKTJul3Ze8qh1oIDU0aUxVIHvbD3Gi5zSn+ypZGb+EcF0Y16ZtnMC7mxiR+gjuzNkKeF18drbuw+Ky0jfsFVF1Wrv4R/XrbEpZT3Z4BmsTVtAw2ERqaLLP9Wei4hzwCvMeX/QVv7yXANOH4nbgaS0DQJ9RgqBSo9/0KLbX/xu5rxn7e7/GcMO/IUWlzuxAA/iwu4f5R9VrNJtb+daiR4kxRPH/lv3zFSEsng4kUeKa1A0A9A33s6t1Pzekb55x4bnbI/PxsVZe212PddgNwNNvV5CRYCQ6bHKCivlRRQw5zegk3QXXcIIgUBiZB8Dx7lKeLP0rkXoTjy14CJNuahLvbtnNsxUvsz5pFYkh8Xy+4J4pqf63O9z89rXTuJ0SQQOZBMV3sy5pFQAH2o8QrjOy2Hi+CFEQBD5/XR4dvTZaui3836ul/MfnFhE5yf/FdDLgGMSoCWVeVAEPFNxNpN5Ekh+dbuKCYtBJWsI0oaP2Dv5EFEQEQUAUpctWkJ/hjJD8zNomgH+o6q9lwDHI/KhCNJKG7fUfsL3hfQojcnmo+HMzPbw5Qc+Andf21LO3tMNnFpsYFcQtazKYlxlx2TlQtvSiWPsRdMGIRv/vJZvNbTQNNbMyYSmLYuazKGb+mJ53pt2W4rqyBDoHOo7wcs2bhGmNLItbdN7/x1V7EFfVbqS4XLTz/SuOkKK9bUEVSy+ybRDRcP4aLzEqmOSYYJo6LewtbZ9WgY7icaPYvUnnqWxx9cGRFpxuGYNWxdr5U+fUdobQIA23r8/kqe0V7D/dycrCOFLVWhS8e6bx0tlv44nXy3wJ+uToYB66sYD4SP/ExVYlLEMlqtFJ2ivOtWIyLI5dQJg2lMywdJ+YVD9H3IUah5rpUnrIydBSWetg+4GmSwp0tu9voq7N+/1at0biyfKnEAWRpbEl0ya0ny7kgXYEYyzR4QY2LU7mrf2NbD/QxKqiuFm7Pn9rv9c9JzPRSHbS5OZKMSwOYFY56HTZunF4XCSFxLNqDILeuUqIJtiXS9nTdoDKvhruL7gLs9OKIDBSyP5FeoZ750T+NECAqSYg0AkwIVLCEhEQMOnCMTstGLWh3JGzFb1K72vjE6Y1sugcp5krnT+V/o0WSxsbnWvmxA1mTeIK8iNy2d9+CPWI4OC6tKtZnbCciJGWPlH6SB4ufgBgfMekXoUCzIsqmM63NGFe2lHHvtPeRdvC7CiaOs30DA5T326mvt3M8x9WMz8zkhVFcRSlm5DESwcvu2w9eGQPbtlN0Bzr4Rvg4hi1oSRHe8VKg4PegJo/A+zZ4ZlsSFpNQUQueunyG2L7e79GNvegKbzaL21VPJ01OEvfB9mN/upLCwdcbpmPj7eybW8DQzb/9ZD/JMNOD394s4y6tiHu2JiJSpp9iQNJlPh6ycPsbTvIsrgSALLDM/iweRd2tx2P7PEFgJQRBx0xeHqrPQXt+UEtj+xhe8MH2Nx27sxRxlTxeS43pG8mOdS7FhAFkV57Hz8/+lvCtEa+Mv8LxF6gZVNpTzlmp4Xl8YvZlLKeyr4a1iWtnPFEuSiIPF7yFT5o3uFzzynrq6K8rwqVKJEdnkF+RA4/XPkdv1eYW5xWjnadJDMsbU6JOT+teFrLweMCQUSXOg/wJlr0134D22s/RLH0Yn/7Zxhu+nfE0EDbstlAl62bQ53HkBWZ/R2HWZ2wfMbnnLnIgGOQHx38X+xuO8HqIDYmr5mRcSiKwvGaHl74qJbOPq8oVqeRUEkiFruLp7dX8Pid8yclXok2RHJb1o1jOlZAQCVKGNQGgqZQWP1C1Wvs7zjMyZ7TfHfZ45cV1U4ERVH4y7uVdPbZUElqvrb6DhKi9ahEFWanhReqXmXY4+AL3M261PNbuGg1Eo/eWsQPnj6Mxe7iVy+f4tv3lqDVzP4kWMNQE78+/iTrEleyJX3TeU6h/iA+OJbHFnyRSH04epUes9OCJIgY/LBXbLN0EB8cS0nMPPQqHamhyT7Xrcthc9l5rvJlKvqqeXzRVwKVrH7i3caPKO+rojR6Hv9UeA8mXRgexUP1QN2ovUGA8xm0OHhzbyMfH2/FI3uVOdHhem5encaSvJgxi89cNQdwHnwBMTKVoFu+598xOsz8/uRT9DsGMLssXJM6jiIDjXefrzgn5jAyW8k1ZaEW1cQHxTLsGT5vDvJ0VuNpPgko4GeBjhiRBKIKZDdydz1iyoXFUisK42jqrGZ/WSeblyQTY5qmWJ0oYrj9Ryi2AaTIqWklOOx088GRFgA2lCSi105PumdVcRx7TrVT3TLIX96t5N+jRuJj43DQURSF3Sfb+fv71Thc3kLQa5Yms3V1ul9dgMK0Rp/oPMBossK9IrfTvZU8ffpZHii4m7yI7Bke1eXZ336Yna37SExMhdpcqpoHqG0dJCPh/L1eY4eZ13bXA3BVSSLX5KWxo+8dEoPjMDstV5RARxm2YH3h2wj6UPTX/zNbVqSwp7SdQYuTFz6q4ctbZ5/jb2OHmdL6PmDy7jlwVqCjDHWjeNwI0symwBVF4fnKV6nsr2FL+uZPxVxU3V/H3yteAryukke7TuJRPL4WwsnqudsSOUAAfxIQ6ASYEFGGCP5ww09wWGXfYxdKxn2aKIrMx+y0zAmluUf2IAoikXoTW9I3+x5PCU0adZxBrfdViI7nmHPblrlkt0+4Mxv54EiLT6W9dn48923OQQGqmwfYU9rBoYouHE4Phyu7OVzZTWiQhuUFMawsjCPxE/1Qz9j2FUbm8c+LHsXhcVzWWjxAgDNoJDW3Zt0w5uM9XXUo1r4JVSddCMVhxV27H0TpohsYjyyz91QHr++pp3fo7Otq1CIalYRWLaJWSb7fP/lTrRbRqiTUKnH039QSGtXon6Ig8NLOWkrr+vjgaAuNnWYevrmQ8JDpc54ZKzGGqFHuMrnhWXx/+b8SqR8txJGt3g2nEDTzdux29zA5piwq+qoo/ITr01iQRGlUAquyvxYABYWokVaRhzuOkR6WikkXzu7W/Txb+TIaSUNeRDZhWiPfLPnylDgATASjNoRbMrcA3rn8WNdJMoxpLIvzusCJgjgl7R9+dfwPtFjaWJ+0aswJ4QAzh7vR2y9cis1C1J9dA4hB4eiv/Sa21/8LxT6EbftPvSIdnf+T6AEuj0f2cKDjKMviSkgJTeLG9GtQS2pWxV+5lWpTTZjWyIKoQk72lBFjiJqRMTR2eEXzFU0jbSIEWDsvnptWp1PfPsQvXzxJeWM/O0+0sXb+xIolnq98hRhDNEvjFo5J4DAvqoCvLvgikfoItJKGLlsPfcP9l2wdORHWJa7kVE8ZaxNXTIk4B2D3qXb2n+4E4DPrM0mJPfs6dred+OA4Oq1dLI6f53vsk59RVJieh28u5KfPHae5y8KTb5Xz8E0Fs+ZefzH2tB7E7razt+0A6xJXjrtt51g548jTN9zPr47/gWB1EF+Z/+Ck1hdHu07y59N/Z3PKBq5Pu5r8iPHZ5etUWqr6a7G6bZT1VQYEOn5AVmR0Kh2SIFEy4qpSEJnLg4WfJdeUFRDnXASL3cXbB5p4/3AzTrc3zhgeouXGlamsLIobf6HGiEONoPG/U4BW0pAYEo/NbaMoMn9czz0zHmXEefVKIT4olp+s+f5FY39yn1c8Iob7v5hRkNToN38V0RiLEHLxOWxFYSzb9jVgtrn4+T9O8J3PlhBimPr2foIgIoXHQ/jUudrsPN6GddiNRiVy1aLpS3qKgsB9m3P43p8P0dVvpzdIwQQorrHFqCx2F0+/XcGRkRZ24SFaPn99Hvl+bl/3j6rXMKj0rBhx7g1wPrIis63+XaxuGy/WvMF3TF+fE856WknDvJgsnDEhNHaaeftAE4/cMlqA4nLL/HFbGR5ZIcZk4NZ1Gaglif9c/q+TbmU6G3G3lAIKitOOGBqNTqXi9nUZ/PHNcg5XdlPe2E/eLGtFu/2ANy+TEBVEcUbEpM/nc85TZOShLu8cPINYXTYGnEMoKCQGx83oWKaLrPB0VsQtweqykhgcz7uNHyErCp227sA8HCDAOczerHmAWY0gCOhUWhxcWbask2FTynquS7tqTixg32/awb72Q6yMX8rVKeum5DXqB5t4rfYthpxmvrv08VkZmD1c0cXf36sCYH5mJPduykYQBAQgJzmcnORw7rkqm6NV3ew+1U5FYz9DVifvHGzmnYPNpMSEsKIolmX5MYQYNHzUvIsuey+3Zd0QcEIIMCHs7mGOdp6gvL+a+/Pv9LXT+iSKw4oyIvaQTEkXPGa8iKaRQI7sQR5sH3VeWVE4XNHFK7vqfRXrkiiwel48N6xInTLRzNdum8fre+p5fU8DNa2DfP+pQzx8UwE5ybNjM9lr7+N3J59iedwiVicsRy15W+GpJbVPnHNuAkuduQwxNBohaHrH724rx1WxE0GjR7fqPgCCNUF8ofBev1XxrohfTFZYOr3DfUiixIBjkGfKX0BB4ZF5n2dh9DzerHuX+OBY3CMtEmfjfQG84/pGyZen5bUWRhfTY++dE2uHTzuKouBu8gp0VMnzzvu7FB6PfvPXsG/7McpgJ66yj9AuDIiuphuXx8Uvjz9B3WAjFpeFTSnrp2yt+2njtuyb2JK+GaM2FEVRkBV5WhLN/WYHL++o9bY5GXmsMN3EHeszSYjyCuXmZ0ayLD+G/WWdvPBRDUXpEZhCx1c00WXrZmfrPgBMujCKx+gEmmb0VnkOOc385sST9A33c3/+nb7E/ERRFIXdbQdYFltCfHAs31nyjSkTjrR2W/jbu9490cLsKDaWjE7uRRui+MbCh+kd7iNIY2BweIgfHvgZS2IXsiVt06jvQV5KOHduzOTv71dzuKKLt2KCuX556pSMe7I4PS40kpo7c7aiEiXWJ62ass/4XJqGWui29dInDtBsbvW1mZoIJ7pLkRWZ0t5yNqWsRyONvS0zeAXIm1M3oBJVFH2i6CbAxBAFkS8U3ovFafUVbwWrg0YVMQU4y7DTzXuHW3j7QBN2h7dlYbBezZblKaxfmIBaNbH7zBkBjD8FOoqiMOgwY9SG8FDRfXRYu8Yd9znT4grnsK/A60pAEATUggqP7KHb3nteAecZgY5kmhrxiCrp8tdXsF7NY7cV8+O/H6Or386vXj7FP985f8LfsdmC2yPzzqFmAFYXxxM6DaKjc0mICuaapcls29dI/YBIWJgJVJcfQ3lDH3/cVk6/2SvmKcmJ4nPX5BKsH9997HKYnRZ2te7Ho3iIMkSyJHahX89/pSAKIg8V3cdzlS9zZ84tcyI+cUfOVm7LuhG34iFyWT+/e+00R6u66eizEXuOQ9aru+po7bYiCgIPbslHq/Ze8wa1HkVRqB9qIkwbOmWtaqcbd8spAKT4XISRa3FZQSwfHW2ltm2IZ9+v4v89sPiy3QGmi85+G4cqugC4bmnKmJ3yLoUQbAJJAx6nN749wwKdYE0Q3178NU72lJ1X5H4lc0fOzYiCiCiIPFz8T9g9w34vZAkQYK4TEOgECOAnzgTDLC4rQw7zrBZonOg+Tbe9l37HwJS9hlpUUT1QB0CLpd1XMThbqGoe4Ik3ylCAjPhQvnhTwQUXp1qNxPLCWJYXxtI7OMze0x3sOdVOV7+dxk4zjZ1mXviwhpwckYaQt1BQMGpCuDbtqul/UwHmPE6Pk79Xei0gV8UvvejC1TMS4IJzhDWTRAgygcYAThtybzOSKQlFUThV18vLO+po6rJ4jwOWFcRw06o0osOn1hZaFAVuXp1Oalwof3ijjCGrk588e5zPbMjk6kWJMx7Q3Nt+iDZrB+837WRt4ug2Y3WDjTwWbmtPAAAgAElEQVRb8RJDTjP/veq7iIKIFJ2BFJ0x7eNUzD24a/Z5hUEjAp3q/jpSQpPGnci5FFGGCKIM3mqXLlsPwWoDHkUmw5iKWlLzrcWPEq4Nm/H/22xibeIK1iet9uv/IcDUIPc2odi86yYp+cKJd1VsFroNX0LurkezYOyOaAEmj6J4pRtqSU18cBx1g43YXIFCAn+ilTRoJQ02l52/V76ETtJyb97tU/Z6w043bx9o4u2DTThdXjeFhKgg7lifSWH6+ZWVd12VxemGPsw2F395p5LHbise1/1GElSsjF9K7WDDhAKnsiKjEdVIguSXAP8rtdv4oGknx7tO8aXi+6dMOOJwefjta6dxumUiQnU8cF3uBT83QRCIHHHI21b9IQOOQXa27GVl/NLzHAM3liTS1Glh96l2Xt5RR2JUMPMyZ5czS3lvFc+UP8+Xiu8nJTSJO3K2Tttrz48u4q6cW4g2RJIZloaiKCgo40qGDbsd6FRa7su7g0idiQ3Jaya8lliftGpCzwtwPoqiUNFXTXZ4xnnXbJulg/eaPqbb1sM3Sx751K+HXW4PHx9r4819XkcTAL1WYvOSZK5elDTpFj2+FlJ+dEd4rfId3q75mAeL7ptwe1pBPSIeVTzetqljEDLMFSr6qvnDqb8ACj9e/T2feFO2D6EMmwH/xS4mSka8kQe35PPbV0upaRnkyW3lPHRjgV8SwhfD3VGF3FWLGBZ/QZH/ZNlX2kG/2YEoCGxe4p/irfGyZUUqB8s7eWZgNQfCw/jWvAUXPdbllnllVx3vHGhCAbRqibuvymJVcdyUzYsbk9dwsvs086MCQslLEaY18qXiBwCwuWy817SDu+ffeNHCwZlk2D2MWlQjiRISEiU5UUQadfQMDvPOwSY+d43XJbqqeYC3DzQBcN3yFNLjR7vc/+bEk5T3VbEpZT03ZVw77e/D3yiKjKfZK9A5V7goCgJ3X53ND54+TEu3lR3H29iwcHa0GHr7QBOKApFGHUvy/dOdQxBERGMMcl8z8kCHX845UQ52HCUlJJGYoGgWfMrE2ufOHTmmzBkcSYAAsxfpe9/73vdmehCXQ1HAbnfO9DACnINO5w3+OEYqXAJ4+bB5F78+/keazS2siF8y08O5KMmhSYRogpgfVUy47vzerP4gRBOMw+Nkc+p6Uo3JSH5Q38u2ARSHFUFjwNPTgCCpfWrw8dDabeGnzx3H4fIQYzLw+J3zMeguH9A06FTkJIWxsSSRgjQToiDQNWDD6Zbp7pFRFJDUbiKGlhIWpMMYPPta8QSYHFM99+lUWuoGGkgJTSI7PIMw7YWvT3fTcTzNJxFCItHOv/6Cx4wXQRDwNJ9EsfQiGmOoleN54s0y3trfxKDVew9ekBXJw1sLWb8gkSA/VzZdiliTgUW5UVQ29TNodVJa30dnv52itIjx2537kWB1ECCQZ8omKzx91N88ioc36t7BKbsoiMidsrl2LCgOK+7qPeB2oFlwAwOOIX506Od82LyL4siCKem3HaE3sTZx5ch799qX6lX6T30y4pOoRBWSKOHwOGk2t87o9yTApVGGupEHO0FSoS3ZetH7gRQejyoh3/ddPyMcCXz3pw6by8Zfy/+BS3aRGBJPTngGuaYsViYsnemhXZHs7zjM+007aLG0kROe6fdqU1lW2H2ynV+/coqTtb14ZIVQg5o7N2Zx3zU5xJouLFTRqiUiQnUcruyms99OrMlwXjvaS2FQ6ymKzGd1wrIJVQ3rVDoWxcwn15RFRliat9Va+xESgieWcGqzdFDeV0V2eAbFUVPXJuov71Ryur4PSRT42mfmEXMZ8bVOpyY/Koshm5V1SatIN6bg8rhos3Zi1HrbYgmCQGF6BOUNffSZHZys7WFhdtS0tBIZCx7Zw29O/ol+xwAtlnZWxC2Z9jk6OTSRCL0JWZF5sfp1TvdWUhCRM6ZxnOg+za+OP0F2eAbhujByTJmTFvpW9dews3UfOkkbsJ2fBPVDjfzi2O/Z3XaApbElo9qXDTgGeb7qVQYcg5TEzJ8Wt6bZiEeW2X2ynd+8Usqhii6cLhmNSmTT4iQevrmIovQI1KrJ7+/cVbuRBzuQ4nJQJRdf/gmXG7fo4reHn8HisqISpHG3tjqD4hrGVfYBqHWo89cjqK+cmJEkSLzb9BFuxUNRZL4vluHpqvXuRRHQLr8bYQrc9xSPG1fZhzhL30MyJSHoLn7/j48MQquWON3QR2uPFY+s+L2l0rm4yj7EefgVFPsQ6uyVl3/COJBlhSfeKMNid7GsIIbV82amMFIlicSZDOw73Unv0DCRRj3JMee35GzrsfK/L5zgSJW3pVVaXCjfvHM++ammKbsPayUNuaYs1iQsRxVoMTgmnB4nPz78K072nGbQYWZhXNGsy/9sq3+PJ0qfYchppiAiF1EQkCSBk7W9tHZbWTPP20boZy8cxzrsJjkmmAdvyEcUR3/Pumw91AzUoVfpWRx7cWHZXEHubcJ16h0AdMvvGTUXhodo6R0cpqnLQm3rIGvmxaNRz+w1MWBx8Kdt5cgKbF2TTkaC/+JhnrYK5MFOpMhUVAkTu2dPli5bD785/kd2tu4nNTTZV9AYIMBcJKAHmBgGg+aSa5zZJ4ENEGAOExcUg6zItFk7sLuHfZbGs42kkPgpd7QRBIFbsrb49Zyu0x/gPPaG73ftsrvQFG8e1zn6hob52QsnsDncGIM0fPMz88YdLBYEgazEMLISw7h9QxoflZdTWQll9QLu9nQ+VNr58HA7SdHBrCyKY1l+DKFBsyMgHWD28+iCBy97zFmLaP9WSImmRDztldScLuOnH52tdM5PDeeWNRnnVZtMJzHhBr7z2UU8/XYF+8s6OVDWSUu3ha9sLSLGNLVOPhcjITiOOy9ScR2pj+DmjOtIM6aQHJKAIrvxtJxGCDYhGuMQpOlbgolnWmopCoptgEZbGwICKlFFjCFqyl5XJapInGXuabOR8t4qnih9BhGR/2/Vd32t0gLMLqTYLAw3fhvF4x5zAFmR3Qzv/DNiSDTakpumeISfXl6t3c6RrhOc7q0g15SFURtKdvj0u5V9WlgZv5SKvhryI7LJMKb69dxlDX08/2ENzSOufWqVyOYlSVy7NGVMbgqLc6M5UNbJseoe/v5+NfmppjGtwU92n8bisrEoZh4aaeJrdoNaT1Z4Ooqi8HzVq+xpO0BFfzWfy79zzKKfdmsncUExbExeQ3xwLDnhmVPWZmDf6Q52nWwH4Na1GWTEjy0oLokSt2Z5XcIUReG5qlc43HGMO3K2+opU1CqRR24p4j+fOsSAxckvXzrFd+8rGVNRxFSiKAqSKPHl4gd4tvJl7i+4a0YFlIc7j7OjZS8A2eEZl62sdcluXqp+HYvLyss1b/K1BV/yy/hfrdlOo7kZWZF9bdsCjJ/6wSYEBMK0xvME8InB8SyKmU+aMWVE5P/po7ZtkKe3V9DSbQW8LZPXzI9ny3L/t0xWXF4HHX+0uLK7h4nVhPO9td/gpdLt3J498TWdGBZL8Bf+hDBLWov4k3BdGJ8vvJe00ORRQj+5vxUAwRg9oQK7MSFKOI68Ag4rqoR8RGPMJQ/fvCSJrn4bHx9vY9u+RqLD9FMmbpGt/QAIBv+LH49Ve9v5AFy7bGbn7sL0CJbkRXOwvIsXPqphXmaEL9aqKAofH2vluQ9rcLllBAG2LE/lhpWpU1pw1WxupbK/hqWxJVNSlHSlopE0lMTM593Gj8iNnJ2uF7UDDTg9zlHFwCuL4nh1Vz0Wu4v3j7RgtbvoHhhGJYk8uCX/gt+11QnLWBBdREJw3HQOf8pwj7jnCCFRCBeYB29dm87hyi6sw25e21XPPZuyp3uIo3jvUDNuj0KIQc2qYv/+D3SrPwcbvjglotCxYnFZMWqNKChkhKXO2DgCBAgwewk46ASYEAHF3IUJ1xpJDU3izpxb0KlmZyXMP6peo93aiUkXjm6KBUSyInO06yRvNbxPrCF6UhsiRVEY3v0MOCxnz2/uRl2wccxBSduwi588d5yufjs6jcTjdy4gPnJywbGXal/n4+532DAvlc+uXkqIQUO/2YHF7mJoxOnjvcPNNLSbCTaoiQ7zn8VygOlnuuY+p8dFWV8lalGFXnX+d8Zx/E0Uax+q9MV+qwRo7bFy+GglSc46FLeTj4fzyYgP5Qtb8rlpVZrfg6YTQSWJLMyOIkivprzB66azt7SDhMggYiOmV6TzWu12eof7iNZHXdTyNyMsFZMuHFEQUSy92F79T1xlH6HOXnHJqj6/I2lwHn8TAHXaYuJj8liTuIJcU9Z5bSkCTD86lZb3mj5GVmTyTNmYApXrs5ozCZWx3A9cp97DdeItPO0VCEHhSJGp0zHETwVu2e1tpacJIi00hRPdpWxJ20RmWHrArWiKEQSBhdHFJId6W03WDNRj1IROSkTS3mvlT9vKeWVXPUMjrn3LC2L4yi3FlOREj9lNQRAEspPC2HWyHduwmz7zMItyL22VrigKfz79d/a0HcDiskzYFWHUOVEo76um0dxMQUQueRFjC37vbNnL704+RYgmmJTQJKL0EVP2fe7os/HLl07i8SgUZ0Rw99XZY3qtT859dredbfXvYnZZSTemkBGWdvZYjYrMRCP7Sjsw21y0dFtZkhczY9fokc7jvFT9JguiizBqQ1kWt2jK98OXIy4ohh57H1nh6WxIWnXJz+aMuCg/IpduWy8PFNyNdgIxB5db5lBFJ6Ig+JKnA45BHB4H2eGZpIbOTIuUK4F0YwrL4hZd0AlVEAQWRBeRGpo8KSHgXMTucPPCRzU883YlQzYXArCiMJYvby1iRUHspNtZXQhn6XsotkFUKfORYi/cNvpyODxO/l7xIu80fMja1GUYdaFkh2RP6n4nCMIVvU6JC4o5r1DRVbETuacRVVwu6oypcTcUBAFPewXKUBeCIQxVyoXb0Z57fGG6ifr2Ibr67Zyq6yUjwTgl8TpX2Qco5m5USUWoEgv8dl5FUXhyWzkDFifzMyO5evHMz91Zrgpyut4mVu5k/2A0C7OjGLI6+f1rp3n3cAuyrBARquOx24pZVRx3npuJv3mz7h3ea/qY6oE6VsYHnDXHQ1ZYOguii1mQ6F0Xz7b8T64pi5SQRHJMmRi13kJClSTicstUNA3Q0GGmrm0IgNvWZbAw+8KFaTqVllCN1+1p0GGetbmcseI8/BKKpRd15jLUF5gHdRoVkihyuqGPxg4zC3OiZqyg2Dbs4ok3ynB7FK5fnup3JzNBpUGYoiKHsRKuC2Nl/FIKI3Mv6pAfIMBcIaAHmBiXc9AJCHQCTIjABXlhREEkxhCFJErIijzrNt5mp4UnS//ms0ufSueEM/z+5FPUDTYQrDaQHT5x5b3c14JrxD1Ht+5B3A1HwWFFis1GDL18j1KXW+aXL56kvt2MJAo8dlsxWYmTS4IOux28Vf8eQ04z6cYUimOzyU4KY8PCBIrSI5BEgc5+O063TEefjX2lHciyQk5y2Kz7bgQYG9M19/3XwZ+xo2UvoZqQUYkO8PYUdux7FmQ36oKrkEwJk3qt7gE7z71fzTPvVGK2DLNcV4NOcJG76VZu25hL1CwTlQmCQEa8kdzkcE7V9WKxuzhQ3olHVshJmp5ra8AxyJOlf+VkTxmJwfHEB8de8Dinx8mutv1sq3uPLCkYqXo/ANqln5nWKg5BUuEsfQ88LoSEAqTwBLSSxu9tSQJMDK2kITkkgduybyQmaOrvywHGj2zpBQSEc9yNxnI/EKNS8XTVoQx14Wk6iRSZghh24fkiwNjpsvXwfyeeZGfLXpbGLiJYE8TqhOWkGJMC66tpQhAEFEXh5Zo3ebbyJYAJrfOHbE7+8VENf36rwlcBnp1o5Mtbi9hYkoRBN/6krV6rItSg5nhND609VpKig4mLuLgg3ym7aBhqpsvWxe3ZN/ul1aAgCBRE5JAcmsiahOUIgkBpTzlaSXvRwL+syLxcs40+Rz+yorAoZv6UfZ9dbg8/e/4EfUMOwkO0fOMz89BpxvZZf3LuU0tqlsYuJEgdxFXJaxEEgQPtRzCo9ehVekwhOkyhOo5V99DZb8ftmdpWIhejx97LL449Qbe9F4fHQUFE7rSP4UIIgkBxVP5IewaRqv5a6oeazltblvaU81LNG8yLKsCoDWVJ7MJR7ZPGSkPHEP/7wgk+PtbGx8fasA67yYg3kh+ZyaqEZQFxziSwuKyoRBUGtcGXhJEVhR0n2mjvsZEQFYSCQu1gAztb9pESmohavPJdE4/X9PCLF09Q1uB1EUmKDuax24rZWJJI0BQ6ajlPvO11U0lfjBSVOqFzNJtbeanmDYacZsJ0RjLCUwIx0Msw5DTzeu3bvFa7ncUxC1CJKhzHt50tLorPm7LXlgc78bRXgqKgyV9/2eNFQWB+ZiQna3sZtDo5Xt3NvMxIvyernce3oQybUWUs4f9n773j4zrrfP/3md5HGkmj3nu33HtJ4vQCCYQAG1hY7sKybGHr3b1lX/fevfvjt+wCmwUCAZKQhARCenPiOHFsJ467uiWr9zIqo+n9nPuHHBHjpjIjyc68/5Etjc55ZnTOc57y+X4+cmv0HB7b++28fmwAgK/eXo7FtPIO7sJoK+bR40jAs4MZyAR49PU2Bs47I26uTOUvPlO7bMVVPY5+Rj3j3JC9I/58WyCCIGBQ6ZkKTvJG57sMOUfJN+esdLPm0Co0ZBjS58Q5H5GZYuCdM0OEwiIwO6/40q1lVxxTj7jH+HHjL3itdz97srdfs1FoUtBL4INfARLquruRJVzakSYv3ciJdhtuX4ixaS9bq9JWZA69/+QgzT3TqFVyvn53JSrFtfm5X4pQJMRzna+Qrk/DqNLHHbziXBfE9QCLIy7QiRMT4jfk5Zny2Xnm3PP8tuNldmStroxbb8hLMBLEF/Zzb9GdyGPcNkEQ8IQ8aORqqpMrSNVfXUhzOUKtB4iMdSCYrGh2fpXISBuSewpCgatW4YiSxM9ePUtT9xQAX7uj4rLq+YWgkCnYlL4Og1LHTbm75jpbQRCwmDTUFiWzd30WWVYDdlcAuytAx+AMQxMeagqTYmrlGic2LFffN+qxMegaJlWfctEGguSdIdT0FkgiqvWfRqa9ONt7Psy4Azz3XjePvt5G//jsgokhwcw2oR6AjJqNyE2rVyyQZNawuTKVnhEn087Ze6tn1El1QVLMc5TdIS/uoAdf2MfnSj99ga3ux5GQ+GHDzxnz2kiTVKQNdyGoDajX3hXT9l2KcNcxJJ+TrsRE/rPvVWy+SSqTSuOb2asEqy4FlVxJRIwgSmLM4kw+KfQ4+nmz/13MKiMvd+/DHw4sKW7N/94v8B9+DJBQpM/2yfN5HgiCDEVuHeGhViSvnXDfGRRZFcj0ceeqpeAL+3ir7128YR+ZhnQyDenxe2YFEASBtukOep2zm0MbU9fO++8QCovsPznAwy+10DnkQAKsCVr+8LYyPruniETj0jaZclINdA87mJjxc25ghh216Zdd9FXI5KyxVrEjawtWbXLUnouCIJCqS0EQBNqnO/lJ0+PU25qoSqpAr7xwYyoshpHL5KxNrUWURB4o/fRl3fmiwdMHOmnsmkImCPzFZ2oW5Ch6qb5PKVNSYM6be68/b3mS42OnqUgqxaQykpNqxOMP0TPipHPIQZpFR1bK8ixUe0Je/BE/iZoE9Eod7pCHPyj7zKqKk/zIUaPD3sWPGh+lYaKZPFM2KbrZuFm7f4bvnXmYca8Nd8izKJencETk5fd7+cVrbTi9s2trEtAz4uT95lHMehWZyXomfJM4Aq74RsIi+EnT4+zrPYBZbSJdPxsr8daJQZ4+0MmZjgk6BmfIy9Tx/caH6HL0km3Mmnvd9YjDHeDRN9p58XAPvkAEpULGvTsL+Ort5SQtg5AgMnoOlGqUuXXIzPMXR0uSROtUO8naJCyaBFRyJZWWUm4vvQFBEKKyDuD/4ClC5w4j6BORGZKWfLzVhChJ/LzlKZxBF4XmPKy6FBS5a2bdY9JKYusiGw4R7voQye9CVXvbvApilAoZtUVJnGgbx+0L09Q9ycby1HmLVudD4MRzs8VVpTuRJy6tuOrjPPFmOxMzfkqyzNy9Pf/qv7AMiFMDRAabiMg1HPKV0j4wQyAkolXL+ert5dyzvWDerojRoMxSzO6s7WQbM2K+/n29cnDofV7tfBubd4LdWdtWxfrR8dHTfDByAkEA6/mx0keolHIcniC9o07UKjl/9bk1GLRXHvPJBRkvdb1BSAyTaUi/bAHeakfyuyHoRQr6UG/87AXFRR9HJhOwJmg4dnacSYefbKthyekCCyUYivDTl1sJhET2rsumrjj6a8+SKBI48jjBxn3IEjOR6ZevQHF//0HeHjjEsbFT7Mjc/IkQZMe5/onrARZHXKATJybEb8gr81T7bwlEAuSYskhbgigl2mgVGqqTK9iVtW3ZJicliUVsSKtbkjjn4/FWqvLds7awciXh3lOIjnGUZTuvmC3+m3e7ONI0CsBndxeyZ23WotsC4A56eLT1V+QaczCpjeSbcy/b0crlMjJTDGytSsPtD9E36mJ0yktj1yTVBUnoYlg1Fif6xLLvEyUJmF2kzzJmcEveDdRZqy96naDSolpzO4qCTcgS0hZs2en2hXj5g15+9spZuoadSBIkGtU8cGMxD95agTK1APW6TyNLzlkVk+8roVEp2FKZhi8Qpue8PfXJdhsl2QkkGGJnTatTalljrWJX1tYrbqDJBBlT/mky9GkUB0RMo93IEtLmVdEXbcL9DUjOcY6aNHSE7MgEGdsz4zbPq4mXut7gibO/wag2kr0EMcknHX84wA8bfka7vZMPRo4z7B5l1Ds+52KxUKRICP/7v4RIEGXxNuTJucD8nweCXDkr0uk9DX4X4b56FLlrlzfm7jrAHfTwcvc+ihMKMKqMWHUp7MzcTHVKdGIe4yyO4sRCzCojny2+Z15zC0mSONlu44cvNHOqfYJwREKnVnDfrgL+6M4KslIMURl7CIJASVYChxtH8fjDuDwh6i4hzncGXTRPtmHVJaNRaGI27hn3TtBga8aoMrAra8sF4pDmybP8pOlxKpNKMatNlFmKYzpPO9Vu47cHuwH49M4CtlQtbBPian3fpG+alqk2kjSJ3JSza+69VOQl0jXkYNLhp7l7iuqCpJiO1QDe7HuHnzU/gS/spyq5nDxTNpvT1i8qFmo50Cq0tEy1oVVouCFnx1zMrVahQa/QMuWb5sHyzy04fmFg3MUPftvEyXYbEpCRrOdb91aTZtHRNezA6w9zpmOSozMHeNv2Gq6gi3WptTF4h9cvjoCT33a8jDfsY3PaOqy6FPrGnPz0lVbOT/GYdPg52mzDmuXHrNVSnFhwXQp0REnicOMI//l8M/3jLgDKcxP59v215GYrmQ5MX+R4EAuUhRtRle9ekDhHlESebHuWl7v3oZQpKErIp8CcR745N6rrAP4jjyPaulGklyJPWj2OFNFAKVPgCrqoTCqjJLEIvVKHoFQjM6XEfuyr1hFq3AdIyLNr5i1+0qoVlOUkcqx1HJcvRPvADFsq0qJSUCeF/ARPvwSAqvoWZIboiPT7xpw8914PAA/eUkqqZXnjvi+HODNKuO8MGo2Gt91lSEBxlpm//twaSnKW17233tZMgtqMRqGOi3OWQKrZQrOtnQ2pdeSbc1fFZ/la71ucHK9HLpNTm3JxbFxRpolgSORTOwrIS7t6QaNSrsSg0rM3d881XcQmqLQocutQVe29rDjnI1ItOnpHnYzbffSOOtm1JgP5MhYRH2oc4WT7BAq5wNfvqYpJ1KUgCPiP/BLRPozcWji3jrMcuEJuemZ62Zy+ISrxyXHirAbieoDFERfoxIkJ8Rvy8ijlSiJShI1paym3lCzKejoW+MN+To83nq8CWt42RcQInfYexjzjWBcRqyVOD87FW6m3/gEyXQIycyqhtvcgHEBQai5rlfvm8QFe+aAPgJvWZfHpnQVLHmz/vOUpWqbaaZhoYWfmlnlNUGQygdrCWbvc1t5pHJ4gH7aOU5BhItm8uiKE4lyeWPV9bf12/vXpMzz3Xjfvnhnm1Fk7DeemOdM5QXP/ON3DbgbGXYxNeZl2+nH5IoSVeiRBQCEXkM3jmvYFwrx5vJ+fvNxCW/8MEVHCqFNy785C/sud5RRkmJHJBGTmNARNdDbIlgOZTKC6MAlropaWnilcvhBHW8awGNXkpC7OXehK9DsH6ZrpJUWXfJE4R5IkZtxBlArZXJ56dXIFtSlVGHobESd6kKXkoSzaEvV2XY3I2DnEyT5SjOmkFO+k1FJEpuHSlrdxVoajIyfocw0SjATZlL5upZtzzSITZIiI9DkGebDifkbco9yUu4ssQ8aiXFYiI22Ezx0GBNQ7voygnK36XsjzQFBqUOTUEO4+juR3ER5oRFG4ae5Yca5MKBLiX05+n7bpDrxhH1XJ5aTrU0nSxp2IVhq5ICPXlI1MkDHgGuLAwCHKLSWXHEN0Dzt4+OUW3j45hDcQRi4TuHFdFn96bzXleZa552a00GmUaNUKmnumGLC5Kcw0YU28cAPr3YH3ebbjJRonWtixSBHffLDqkim3lLAjczMmtRG7f4ZeRz9GlZGH6h9hJuBgwjvFxrS1MTn/R9hmfPzgt42EIxKVeYlXtfy/FFfr+5K1Say11rIutRaDSs+4x8bzXa9SZilmXUkaJ9ttuHwhWnqm2FyRhloVvY0eSZqND5IJMjQKDQOuYVqm2pgJONidtQ2ZIFvVbltKuZKa5Cq2ZmwgQW2m3tbMB8PHqUgqJdeUzdb0DeiU8583hiMir33Yx89ePcuMO4ggwG2bc/jG3ZWkJOgozkpga1Ua064AI5MeApIXeaKNGU+A7embY+5IeT2hUaips9agV+rYkr6BYEjk33/dgMsXIs2i48FbSukcmsHjDzMzZCFdqmR3WVCZVNAAACAASURBVNmiYvxWM6NTHn78YgvvnhkmFBHRaxR86ZZSPndDEY3T9fyo8Rd0O/rYlrGJsBTh581PYlDqSdauDheZj5zhBlxD6JQ66lKq5/rIaK4DhM4dRvK7kGeURzXyaLVQlVxOSWLhRW5xsUZQqAl1HoWAB3liJvLUi6M3fWE/kiRdtIaXYFCTk2rgeNs4M+4gwxMeNpRZlzwukNyThFoPAKBadw+CKjqfydNvdzAy5SUrxcDnbihaNWs3otNGuOcEgkxGzd1fpDLfwuf2FKO/ioNJtBn1jPOD+p/w3uD7rEmpxqBaXneQ6wmrOZGbC3aSq1sd4hwAR8CFKImsSam65JqWUiGnujCJlIT5j5lyTdlYNIlzMb6r5Z6KJXnpJt6rH8bjD6NUyChdJhFdRBT56cuteANhttdksKUydo5F4f4GJPcksoT02WLvGCNJEhISGYY0tmVsoiSxaFUla8SJsxTieoDFcTWBzvU1G4wTZ5VwV8EtK92Ei2idOscTbb9BJVfxr9v/aVltvd/oO8Cbfe+Qrk+lKnnhmdPhnpMACKZUZOcrjAS5EmXZToINrxNqP4Rq7V0Iv7dZfuzsGM8e7AJgfWkKD9xYHJVB9t6c3Qy4hvh00R0L/hz31GWSbtHx45dacPtC/NuvG/jizSXsXhM9q9s41xa9o04eer6JQDACgNMTxOkJIk8ZQJncjehOINhYd8Vj6NQKDFoleq0So06JXqPEoFVi0M5+3xsIs//kIC5vCACtWs6tG3O4aX12TCoVVoItlWlkpRj40QvN2GZ8/OL1NnpGnHz+puKoxsm9M3CY07ZGqpLK+JPar2J3BTjbN01bv522fjt2V4Dy3ET+5oE1c/2NP+ynyTtMklJO5grZmCtLdyLPribTnE5OYtydZTWyI3Mz2cbMeNX6EvCH/WgUGm7K2cXW9I3olFrWWmuWtCEbHmgEQGbNR6YzL/o4MnMa2lu/jfe17yC5JvAffATdHX+76ON9EoiIEQRBQClXsiNzM2/1vUu+6fqqNL9eGHGP8W+nfkREimDVpbAjc/MFP3+vfpgn3jo39/+64mQ+u6eItBhXfO9Zm8mJtnE6hxz8ct85/s/XNl4QW+EMuhAQqExauFBloeSasgHwhnz8uPFRxrw2vlj2Gb5R8xWe73yVL1V8LqbnD0dEfvJSC75ABJNexdfuqpyXwHsxJGlnF/hDkRCPND/BmNeGI+Dkz+v+mD+/r4b/++RpppwBfvxSC3/zwJqojdN+1vwEjZOt3Ji9k3uL72Rr+gYEBDanr49pZFg0MatnxeXOoItftf8WX9hPtjGTTenrFjTvHJpw84vX2uYcTFItOv7ojnKKMi98jllMGr75qSpa+6Z56h0FthYTPq+R/9Z6nM/sLmJrdVrMrpPrhY828tL1qdx5fh3o8bfPMm73zVaG311JbpqR8txEnjnQwYet45zts/M/njzIPdsKuXlNdNYoVpJwROSNY/28drSPcGTWMmhzZSr37MoCRXDOITYsRXAF3Uz57DROttA02UrLVBv/Z+s/kKBe/BhrKUiSxNHRE2jkatalruEzRXdRYMplY9ra2P1dzrs/S0FfbI6/wkiSxIhnjHPTnawJKtA7JpCnFaPIjL2LgNxaQNhpI2LruehnU75pvnPyP6hKLufLFQ9c9POawmS+uLeEp/Z30NA1yW/e7eLzNxUvqT2ixz73b0EbnWt8bNrL6XMTANy+ZXW5Hs8VH4QClGQnrFjbhlwjKGVKTGrTRRFIcRaOIAhM+ezUTzSxJ2v7igt1bszZyY05O6N+3HpbM4eHP6QyqZSbcnZF/fixRPQ5kXxOZImZ877v0iw69q7P5s0TA7x+rJ9t1elYliGC8mSbjUmHHwG4bVNs5/ayhDQio+2IM6MxPc9HvDN4mK6ZHr5U/jl0yyxSjRMnzrVJ3EEnzqKIK+auToe9i4OD76NX6lZsseHjtE130DXTS0liIZvT1y/rudVyFUdHTpyvqKxBuYAF0tl4q19CwIOqfM8FimeZyUqo5QCE/MiS85An/E4539Y3zY9fbEGSoCQ7gW/dW73kxd8xzzg6pY5krYVtGZvINS0uKis5Qcu6Mitt/XYcniCNXVO4vSEq8hKjXj0cJ7pEu+8bnfLw3Wca8AXCWExqvnZHBWuKkinJSUBp9DAp60ahCVKsWoNOrUIhl3G/6j2KFaPMiHpc0uziXigizlZkugOM230MTbjpGXHSPjBDU/cUbf12giERlULGLRtz+JNPVVFdkHTJ/G/R5yTUfohQxxHkOTWrasHnapj1KrZUpTEy4WHc7qNvzMXZvmmqC5KiIkSSJImTY43YfBMY3RW8+s40Lxzuob5zkkGbG/95kdWkw09+umlu4/F7px/mUGgMpSRRnlqNIr10yW1ZKDJ9Io3BSRpdvWgVWkzq6LsLxVkaSVoLhQl5c5EWcRbGTMDBPx//HoFIgEJzHmrFrFugIAhM+qZ4qXsfckFOygIWaSVJIvDBkxD0oizfc8G9u5jngUyfiDwpm4itB82eP0amjd+Hl2Pab+fhxsdwhdwUJRSQb85lU9o6ihILVrppcS6BQalnzDOOKInsyd5+QXzJ0ZZRHt/XDkCO1cA37qnk9i15GJahmloQBIoyzeejrkL4AxFqCn8nlK1KLmNL+gYKE/JRy5cn9sgX8XN6vAF3yMOOzC0UJxawJX1DzGOXnj3YxemOCQTgz+6rJtu6uKiRhfR9MkGGQqagY6abB8vvJ1GTgF4rJz1Jz8l2G1NOP25/iNrCxW2e+cJ+jgx/iEVjQaNQM+mb5py9C7Vcxca0tSjlSvLNOQuae64Wpnx26m3NpGgt3Jp/IxrF/DZMIqLIvmP9PPJKK3ZXAAG4eUM23/xU1RUrya0JWnbXZqOR6egeduINhKjvnKS1b5rcVGPM48iuZbpmevlp8+OExQi5pixOtNl48UgvAPffUMy60lkHYZVSzrpSK9lWAy3SW5DVQku3g65zCkqzE67ZoomuYQf/cT5CTZQg2azhG/dUYs2380jrY3TN9LI1fQMJGjMZ+jTuL7kHk9qIXJAz5rFRk1zButRaImKEfX3vkKFPW7Ljs+i04XnufxA6dxhFwQYE5eWv34ODR3i242XOTp9jjbUak9pIljHjojlwNNcBwr0nkZw2ZMl5KLKqlny81YYoifzvY9+leaqNVMc0Ka2HQYqgzI/9OqTksRMZbEYKB1BV33zBz/b1HcARdFJgzqM08WJ3HYD8dBO+QJjuESc9I04MWiUFGUuIZJMkBLUeWXIuypzoFGE8914X/eNuks0avnRr6aoSUUo+J6FzhwEJVd2dCCsk5Mg0pLMraytlluJVsR5/LaPRKHH4nfzdwf9N23QHBea8Bc2no82Ie4yZgAOjKvqu30eGj3HG1shMwLnoeOyVItT2Hv79DxEebEZVPn9xUX66ifebRvAGIjg8QdaXWmPYytn1lZ+9ehanN8T6Mit76mJbrCw6xokMtYAgoKq8KabnsnkneaT5Cca9E0hIlFtKYnq+OHGWm7geYHHEI67ixIT4DXl1ftr8S5omz6KRayhPWvmHcoE5lxuyd1CcULgga+xoYFaZ2JKxgZtydi18gVSSkKm0SGIYVdVeZLqEuR8J6lmbUmX1zShyahHOV8gPjLv43rONhMIimcl6/vqBNRdUyy6GMY+N7576IX3OASosZUv+DPUaJVsq0xid8jA27aV31EnXsIPaouS4nfgqJpp937TTz78+U4/DE8SgVfJ3X6ijODuBLKuBwgwz5RnpGFUGPltyJ3vrithdl8neulSSmp8kVzHJlttuZ9uWajaUWaktSqY8L5HCDDPZVgNpFh0WoxqDTolKKUelkLG1Ko1vfrqatSUpV7zGJM80vrd+gDjZh7Jk29x9dq2gUsjZWJGKTBA4NzDDtCvAsdYx8tMXFycXCEVoH7BzqGGE5w71cLZBTciWhW1Yhds3K8jRqORU5lnYszaLYFhkyulnfNrLztrZxd1pv53emR6swQg1mRuQJ62MA8RzHa/w4ehJwmL4klndcVaeab+ddwYO8/7wceqsNSvdnGuKl7vfpHOmmxH3GJvT16P52Gb3o61Pc8bWxJR/mi3pG+a92CbOjP4uYnPzAxeMQRb7PJCZ01CW71mSG88ngX1973DG1kTXTC+b0tahV+rQznODOs7yIwgCZZYSdmRuwaJJJCJGiEgi9ecmeeTVs0hAcZaZv/v8WlJj7Jrz+xh1KuRygbN9dnpHnZTnJpJk1tA100uC2oxOqV02cQ6A+rxLQ3FiwdzCbaw3AOo7J3jmQCcAd2/LY0ft4p30FhTvJwjkmLLYnrkZqy4FURJ5uOkxJI2TYnMhnUMO+kZdJBhU5KUtbANUlET+74nvcXq8AaVcSWliERnn3VpvzbvhmtpUuRRGlYHd2dvYnrl53n3fyKSHh55r5mjLGKI0K7r5s/tq2LUmE/k8ClVkMgFJP4nNeAzR0o9vNAO7K8DhxhGc3iBFmWZUivg89fd5o/dt2qY78IS9lOpr+Y/nZmPkqguS+OLei91x0pP0OKUJBtyDIMkY7bJwpGmUBIOKbOu1EzPsC4T59budPPXWOZzeEIIAezdm8MXbcilIS8Ib9nFk+EN8YR911hoMSj3p+tQ554UEtZnN6espsRQhF2QcGT7GS91v8OHISbZlbFqS47PonCDUtA/J70K99m6ESxwrLIaRCTJStMmcGm+gJKGQDWlrUMoufd6oCnT6GxDtw8gtWShy1yz5eKsNmSCj19lPMBIi1+kk0+1CUbQZRVrs10UFjRF5Sj7qNXcgaC4Uop4eb6TD3k1ZYhFGleGysUcV+RaGJjyMTnlp6Z0iN824aMc/Qa1HkVGGIrt6Ub//+9hdAR59vQ1Jgvt2FVCQsbrmE1LQQ+jsQQBU1bcgKJYmtlsMdv8MCkGOWqG+QDAeZ3FoNEo0CjWNo22ExTCFCfkrGpX+Qtdr/KbjJWzeiaivlxiVBnxhHzfl7MKqS75mnscAgdMvITltKLKrUOTNPzJXqZCh1yhp6JpkeMIzN0+KFc09U+w/OQTA1+4sj7kAXAp4CHcdQwr6UK25Y27fKBbolTosmgRcQRcPlt+/4k5TceJEm7geYHHEI67ixFkhapMrUQiKVWGn6Q560CjUqOQqkrTLP0ESBAGLJhFJkhj3TpCmn78iW5DJUJbuQFm645I/V6/71AX/n3T4+P5vG/EHIyQa1Xz7/lr0mqVX6DZOtOCPBBhwDhOWovMg0qoV/Om91bx0pIfXjvbT1m/nn395ij+7r5rMlMVVtca5NnB5g/z7bxqYdgZQq+R8+/5a0pMuXCAyqgwX2aqK9pFZ1SpgyiogQRv960QwpYJcCZEQkelBZKbYVlDEApkgcPf2fPLSTTzySitOb4jvPtPAZ/cUcvOG7CsOjMIRkb5RF2f7p2nrs9M94jhv1S4hM00hkYRC1FKUbaY8N5HyPAt5acY5h66CDBP/8uRp+sZcNHZNsaY4md3Z29ne14NaZkdmTl2mT+FCpEiITEnJlFxHhSlvRdoQ5+pM+qbZ1/cOAHd6b1kVY4hrhXuL7kAhk1NgzrtoMfbm3N2MeWysS12DhITA/BbbIgMNAAh6y1zEZjQQ5L+bgkXGuwiPtKGuuytqx79WiYgRhtwj5JqyuSv/FkbcY+zJ3jEXlxNndfORiGDKN81jrc+gl5I4czAVSYK8NCN/+dla1KqVWai8ZWM2J9tt9I+5eGxfO9/8XC7fP/MwFk0if1n3dZK0lmVtj1ahWbaqyimHn0dfbwOgNDuBu7flL8t5P47+vMX7sdFTtE130DbdwTdrixieSKaha5Kn9neQkaynOCvhiscZcA3x3uAH3Fd8F3qljg2pazgwcHhubKxT6ihKWP73FyvmG88oihL7Tw7ywuEewhERgBvXZfGZXYWLuuf6XH0gh29+tpiXDo4wMunh4JlhTrbZ+OzuQrbVpK8qx4aVZmfWFhQyObmmHB55tXUuRu6P7ii/7JzjxtztbMqoY3JEzZMDHbh9IX7xehunz03wpVtLV71jUX3HBE+93YHdFQAgJ9XAzu0KDk68yFhnAn9Z9w2KEvJ5oPRe1qRUYVRdes4qCAJKYXZMpJDJ0Sq01KZUoVNqESWRs1PnFhVBKAW9H50Bfs89R5Ik3h85xoH+Q/zN+m9hVBn42/XfwqwyLdtmrKDSnG+nf1nOtxJ8ueLzqAUFnse+AYA8cXHu0wtFZrJedv3iwYr72ZO9ncdan+a13v387fpvkXeJ6FSZIPBf7qrgX5+up3fUyU9ebuEfvriO3LSVd77cf3KAiChh0inZVr1yIonLIXxMUCqF/BeJpJaDp9ufp885wKcKb2db5qZlP//1ylervoBRaVhx0cGkbxqAvPPRsdEkx5TFH1X9QdSPG2ukcIDI6KxbqXwRYsBtNekcrB+mb8zF0wc6+J9f3hAzd//XP+wHoDIvccHi/MUg+yhpQYwgOScREtKifg5REmfFn5ZiNqevZ2Pa2iVFrMeJE+eTRdxBJ86iiCvmrk5RQj7bMzeTs8gYpGjybMfLPNX+WyRJWrFFy5mAg3899RD7+g6w3lp72WqVpeD2hfjuM/VMOvxo1Qr+9vN1UavSLUrIx6JOYFfW1gUJjK6GIAiU51pIs+ho6p7C5Q3xYesYmSmGRVfpxIkd0ej7fIEw33u2gUGbB4Vc4C8/U0Nx9qU3JOz+Gd4dOMy7g0dYZ60lMtRCuL8eQWu6SJwWLQRBINxfj+SdQZaQiSKjLCbnWQ5SLTrWl1s5NzCDwxOktXea0Skv1QWWOUGNKEkMTXg43jrGq0f7eHJ/B+/VD9M+MMOU048ogQBk5AQJ5R0lIcfGP93zKfauy6c0JxGLSXPB5NVi0tA94sBm9zE67WHXmgzUCjXagg3IS7fjU2mWbNu+KMQw2a//kK1TM2SU7UVuTLr678RZdhI1CZyzd7IhbS2FCXnzjrT4JDPmseEJeTCpTVQklZKuv1gEZ9EksjtrGwXm3AVtvgROPofknkJZtBnl71U4R+N5EJnsx/vqd4gMtSBoDMitn9z4Jrt/hh81PsrbA4eoS6nCpDaxMW1tXKR2DXJk+EOOj51mPDBKeCqNrMRE/ubzdVERzC8WmSBQkG7iSNMoLm+IaXkv0wyiV+q5Ne/Ga6pCdiGEIyIPPdfEuN2HQavkbx6oQ6dZWo3WUvq+DH3aXAzQ7qxt1BQmcaq3D7cbmrqn2FhuvWzMTzAS5F9OfJ8+5yAahYaihHyyDJnsydlOdXLFkt7TtczYtJeHnm/i/aZRREki2azhW/dWc8ParEXFO5vVJnxhH7fm3kBlei576rLQaRR0DzvwBsI0dE3S0jtNTqph1YtIlosEtZnq5ApO1gc4fnYcgD+9t4ps6+U38/VKHYkaM5kpBrZWpTE542d0ysvYtJf3m0axGNVkpuhXXd9kdwV49I02Xnq/F38wgkohcNfOLL52RxUhmYdDQx8wE3Cy1lqDQWUg15SFep7znhxjFlszNlKWWIxKruLY6Ckebf0V7fYuNqTVIV/AZldkaoBwzwlQai8SQDuCTn7a9DiukBtvyEdNSgUaheaqn3VUHXRG2hFt3QjGJJRFW5Z8vNWIUqZAdI7hOHuAsCCg33Dfijrz9jr6MatNmFRGPhg9gSvoRqfQXlYsq5DLWFOczOlzNlzeEA1dk2wsu/wz6nKIjnGkcBAUyiU7N7h9IX722lkiEYk7t+ZRnru84uJ5IVcizyhHVXkDMpN12SOuPCEvz3a+TCASZHPGhqiu3X5S+ajvE8JyZIIMT8iLI+CcE18vN1vS17M5fQM5C3i+LISwGKZ58iz7+w9SlVR+TQgtIkOthDuPgiCg2fGHC3auEgSBzBQDR5pGcXiCWEyamAgSOwZneOWDPgD+8LbyK0avRg2llmDD6yCJKLIqfyfYiSKv9+7nV+3P4Q15qbCUXhPXTJw4iyGuB1gc8YirODEhfkNeHUEQkCSJMa+NCd8UiZorVwTGClESeab9BTxhL9XJFeSbYx+tIkkSdlcAhVxALpsdmKjkKg4MHMIfCZCsSyLfnHvV44gzo4R6TyMYLFfMDZeCPnyN+xl961EOTGUik8v59mdro2L3enDwfab902QY0sg2Zsbs75iVYqC6wEJT9xRuX4gTZ8dRKmQUZZpX3cLcJ5ml9n2hsMhDzzfROeRAEOBP7qmmpujym4/TfjuPtj49Z9+q6WtEtHUjTy1CWbJtUW2YD6KtG3FqAEFjQFm4MWbnWQ70GiVbq9KYdgYYmnAzMumhvnMSSZqtQHtqfwdvnRikpXeacbuPSGS2Cjs9ScfGciu3b87jwVtLkVtGabd3km5IYW/elTOdUxN1HG4cweEJkpNqJD1Jz5HhD3m48TEGXINsSKtbjrd+AT3OISI9p1CHgyizq5BbVl48GudiBEGY3ZywFK9KcY4oiavqmRQSw/yo8efs7z9IsjaJDMOlK6IEQUAmyLD7Z3i9Zz8GpX5elueiz4kUCqAq34XMfOGxozEWFjRGIhO9SI4xIoPNyCzZyBMXHz1zLRORIhwYOIQ35CNNn0puDKoi4ywPoiuBY93dBAdKsaoz+bsvrMWkWwFh6u9hNqiJRCQ6BmeYGNHw9Z17WZ9ZRrL2+hWsvnC4h+NtHwkGqqOy2L6Uvk8myCizFFNuKUEQBM5M1HMm/BpyUYNnWkfHoIP1ZVZUCjmhSIijoyf4zbmXWJtai0ahxhPy4g8HWGOtIl2filKuXBnR8ypAlCQOnBri4ZdamHTMunDsrsvkTz9dfZEr50KQCTIqk8pI1VuRy+TIZAJFmWa2Vafj8AQZmvDMxl41zI5zCzPNn+h45uc6X8ERcDIzJefJfbMxcrdszOaGtVcfZ7dMtvHMuRfpcnXyxztvIj1JT3u/HY8/zOmOCYYmPJTlJK6Y89jHESWJQw0j/PCFZgbG3QAUFocxVTYT0I6xOX0dSRoLcpmcB0rvJXWRm+IquWrunn5/5DgDriGKEvJZl1qLJEnMBBzzinwTJ3oI951B0JpQ1dwCwLB7FI1cg16pI0lrQSYI3F96z2UjrX6faK6BRmw9REbbkWnNl3WKvh54pOEXPKePYEBO8Zp7l20OIbomCXUfIzLShjytmFHPON85+R+cHDtDrbWKbGMmm9LWsT1j0xXbpFHJqci3cKx1HLcvxNm+aTZXpqFUzH/z1ffWfxA49gwgoMgoX9L7euvEAC2902jVcv74rqoFtWO5EGRyZKYUZHrLsotzAFRyJdsyNpKgNrMxNe5iEQ0+3vft632HnzQ9zrR/mnWpyx/PJ0kSgiCcj6eNzfjPEXDyb6d/xJB7hDxTDlZdSkzOE02CLQcQJ3qQpRahqrxpUcewmDTY7F6GJjx0jzjYVZuBMsqxpk/tP8e43Ud+uol7dxYsyzNBEATC3ceR/C7kyXnI04qjenxREnl74BCTvinyTblUJl+7Ba5x4lyNuB5gccQFOnGijiRJ9I656BiwMzLhYdrlx+EO4vaF8AUjBEMRIqKExGyO+WrayFluXu/dz6Otv2LMM87WjJXZ5BYEgQ1pa0nRJVObUhnzDb9xu5eHX2rl6QOd7D85SO+ok0AoQoJBTW5CGjfm7KQ2uWpe10Ww6S2CJ54lMtCIqvLGy75O9HvxvfUDjLiZjBi5444d1F5B9DBfOuzdPN76DPUTzaTprJfd+IsWCQY1mypS6RxyYHcFONtnx2b3UV2QhHwRFZBxos9SBiOiKPHTV1pp6p4C4Cu3lbG58srXlFFpoGuml9qUKgoT8lG0vYfkmkCRtzZqOeaXbKtrgshQC5IUQVW1N2bnWS4UchlrS5Ix6VW09k7j9ARp7plieNJDMDQbBZBoVLOuJIVbNmbzxb2l3LElj5rCZDKS9agUcgoT8tiUtpaSxEIS1FcW/yUa1fSOOhm3+xid8rKzJg2bb5KT4/XYAw5uzN65rNbAkiTx72d+zNs6EXMoQo45N+oT0zjRxRFwcnT0BBqF5rKxAMvFqGccvVKHPTDDQ/WPkGlIXzHR8e8z6Z3kg5ETeMM+bsjZedV2PVT/CI2TLXhCHtal1l71+Iq0ElRlF4tzIEoCHUGGIq+O8PBZJI+dcP8Z5BllyAzXr2Dg44TFMG/0vk26Pg2jykC+OYc6aw3r05Z/wTdOdOgfc/G9Zxvw26wkaZL4u8+vYcDfhVWXvCrmhEWZZk51D+JyRxgZD/OpTZUxs3BfaZp7pnjyrXMA3LY5hz110RHmRqfvExAlkV+1/ZaZoJOcNAPTA0nMuIPsO97H0ZYxzg1P8r77ZezBGYSIihJLPkUJ+ezK2hbzOdlqx2b38sPnmznUOEJElLCY1HzzU9XsXZ8dlQ1bX9hPva2J9wY/oCp5Nl5Io1KwrtRKWU4C/WMunN4QfWMujjSNotMoyEk1rop7fDmZ9E3xWOszNE2epbERAm4NualGvn7P/PqVXscA7w4eYcpv58acXeRYTWyrSmN82sfYtJfRKS/vN4+SnKAlM3nlnEdGJj386MVmDtYPE46I6HUy/vCWcqoqFbw3/D6TvinWpFRhUhspSiiImqtCdXI5xQkFrLXWoFVoOG1r5KGGRwiEA5QkFl7xeouMnpsVPhssqCpv5MjwMX7W/ATOoJPq5AoyDGnUpVSjlM/f2S2amxKCRo88rRRF3lpkxuvXKbCl9wjDohe5Qs2mouVbUwgPNBA4/CiRiR5UtbdzaryRs9Pn0Cl13Jp3A1ZdMsnaJARBwB/2o5Bd3hXHpFNRkG7k+NlxHJ4g/eMuNpZb5z12CNS/CkEviqItyFPyFv2eAqEIP3m5lWBYZO+GbNZEYb3zekOURERJRKvQkG/OjYtzosTH+76ZgIP6iSbcQQ+7s7Yte9zV852v8krPm4iSGLNiDq1CQ4+jnxRtEmWWEiya1R+17P/wVxDwoCzfhSJ98QKR4a7SCgAAIABJREFUggwzhxpG8AbChCMSVQXRW5MYsrn59btdAHxxbwkZyziukVmyUFXdhCK75oKo8WggCALrU9dgVhvZm7s73u/Eua6JC3QWx9UEOtHtleJ8IugddfHPT5ya9+uVChkqhQyVUn7RV+Ulvq9RyaktSiY/PfZZlLGm0DwbJ+UIughGgitW4WdWG9mRuTmm5whHRN46McArH/QRCs9ueAdDIvWdk9R3TgKQn26ktlCDVOQm26pHJrv8wEWSJEI9JwBQ5K+74uue/mCMrEAO69W93G3tJ7384niLxZChT6M0sWjOfWg5SDCo+fsv1PHLN89xtGWMY2fHGbd7+da9NSQa4zbi1yqSJPHEW+2cPjcBwGf3FLKj9uouCYIg8Bdrvz53DM/UIADypNg6C8gss8eXHDakcABBce1fe4IgcMPaLHJSjfz05Rb8wQhluYlU5CZSnmchNVF72QGTM+jCqDSQrE2ad6X9PdvzaeqeYtDmpv/d58kdeZdPZeRQt+XrC1oMjgYzAQf+cACAHH8I0TO9rOePs3D+s+FnjHrGuTF7J/cW37li7XAF3fz76R9h1aYwE3DgCDp5pPkJ/teW/4pqma/jS5Gqt/KPG79Nh72Lgnk4892Ys5PnO1+lwJw3V4G30ggKNdpbv4335X9Gcozje+s/0N39j8gTM1e6aTFFkiQebnyMdnsnfc5Bvln7VQrMeSvdrDhLYGjCzb//pgFfIEKiUc1fPVDD8wO/pXGihXsKb+Pm3D0r3UQUcgFF8QnUVi8j/RW88WEKd29fmfjfWGJ3BfjZq2cBKMw08ekdqy8+TybI+Mu13+CVnre4M38vx9TT/KblLeTWXiaadjEx40eRnYWgCPFyk4e3OUK21UBOqpFsq4Fsq4GMZP2iYpyuVURJ4uCZYX77XtecwHxnbTr37ylecnTZx/GEvPzy7K8B2Ja5kTzT7xx4S3MS+aevbODd08O89H4Pbl+IX755jsONI/zBzaXXxRrOfIlIIuusa2ga7cI5ZkKtlPP1eyrnfU1WJJWyJX0DVcnlfDQaMRvU/Nl91XzYOsbTb3fi9oV4+KUWTpVZ+YObSzAuoxtZKCzyxrF+Xv+wj3BEQtC6sFb0kZVsYkvVbiQplT1Z21mXWkumIfqREQAliYVz/z48dJSwGMbmm0QmyJAkCVESL7lBLAV9s/9QzcZn+MI+wlKETnsP3pAPnfLy877lQG7JRm65/p0Ct/lkVNtmKM5e3mLFucjYoA/RMcae7O2UW0pwBJxzm6cj7jFe6HqNMY+N/7Xl768oNCjPs/CHt5Xxi9fbaO2d5qn9HXz51tKrXkOSJCF57QDI9Esrbni/aRS3L4RCLmPv+tV97YR6TiD53SgyKy5Z5BArOuzdPHH2N2xJX88dBTfHN8pjQHVyBV+p/AI1yRXLvqYF0DnTw5B7BGfS0tyorsaf1Hxl2cVHi0V02pAcs26ZiqylFXEmGtXcuTWX5w/18M7pIXbWZkRNSLPveD8AaRYddSXLKzBUpJdG/ZhhMczjrc9wY85O8s257Mi8PuMq48SJE3viDjpxFoxCLtA75iIUFpGQEEXpiq8XRYlQWMQfjODxh3F6gthdASYdfsbtPkYmPQza3PSNuegecXJucIbDjSO09U2j1yhJtehWxQbKYkjUmFmTUsU9hbddsSojVkiSxPfPPMyIZ4xUXQo6ZWzyPbtHHDz0XBPHz9oQRYkkk5qv3l5ObVESMpkMu8tPOCIx4w7S6W3hA/sBDjT2MDGkQQIsRvVFDjHi1AChhtcBUG97EJnu0o4Vr3/Yz75jA7glDZvV3ahCLhTZNcj0i1e5hyIhvGEfRpWBDWl1rEmpjtlndynkMhl1xcloVArO9k9jdwU53jZOSVZCXKSzwixWLfz8oR4OnB4C4LZNOdyzfWEbJTMBBycHj2LsOoVKAtXau5HpYuhgoVQTatoHgCJ37ZLup9WGxaRh7/psbtucy8byVPLTTRi0yis+Z75/+mHeHTxCii4Zq25+k8lEo5r+MRdj017yg+3khEfINWVjLr8hWm9l3mgVGm7K2UnBYDfptiFkukSUhZuWvR1x5o8n5GXYPUpBQi4liUUr1o5T4/XU25oJi2G+XvOHdDt6ebD8/nnfB7HCG/Ly63MvkmfKwajSk6afnzA3TW9ld9Y2ihKvbKksiREiA00IhkSEy4zfolpJrVCjyFlDuPs4+N2E+xtQFG1CUK6+mLNoIEoiMkGGQqagYaKF9alrKL5KNXyc1c34tJfvPlOPyxvCqFPyd1+oI91ioMPexYBrGLPaRG1y5Yr/jQddw7w9eBBBGSI8lktnr5+1JSmY9NdPTFIgFOFHLzQzOuVFr1Hw1w+swaCN3vuLZt+nkCmoTCpDKVeSaJE47T1AUPCxoSCXPHM2kjMF52giYkhFKCwy6fDTPeKkvnOS9xpGeONYP2fOTdA94mDK4ScUFtFqFKiibMm/Gpic8fHjl1p498wwEVEiwaDiG/dUccvGnKjHnOiUWponz5JjzLqkc6RMECjMNLO9Oh2XN8Sgzc2MO8iRxhFm3AGKPiGxVwalnplhCyePaAEZX761jIo8y7x/Xy1XUZNSSZreesFGsiAIZFuNbKlKY2zaO7dmdrR5FGuibkkRZlfC7QsxYHPT1m/nZLuNZ97p5NS5CURJIiVBy97des76TjLhn6QmuRKz2kRFUumyuSquS61FKVNwQ/Z29Eo9zZNn+XnLkyRpEknRXujSFu6vZ2Cmj/YEM/lFu8g356JRqPlC2X1oF7muE68aXjjqU6+Q5HagKdmOPLXw6r8QtRPrCbYegEgIvyUTdXIeRpWBZO3v7s9AJMhzna/gi/jJNmaSdpVYtpxUI6I4G5PZP+5CpZRTnHWVaz/gIdjwGgCqmtsWvX4Tjoj89OVWfIEwO2vT2VSxul3kfG/8G+Hu48itBTEvLPs4r3S/Sa9zAAlpxRzsr0c+3vcpZAoyDGnIZXIiYmTZRVAp2iQsmkRqkiuu6mq9FGSCDFES6ZzpYdpvJ0k7/2f7chPqOkZksAlBY0S95fNLnmvln3cMc/vC2Ow+NlemLvmYkzM+fvnmOSRmi1Xz0q59MfdL3W9wdPQkJ8br2Zy2bl7xm3HiXOvEx8KLI+6gEyfqGHUq/uUbWwFwOHxIkkQ4IhIMiwRDIsFwZPZrKHL+exFCYZHA+a/BUIRAWCT00evCF752YmY2EqRjyEHHUDOpiVpu3pDN1up01NfYQo9CpiDbOFsB7Q8H0CyzC8WAa4huRx/djj62ZUR/M9YXCPPi4VlltQQIAty0LptP78xHo5rtXrZWpROOiHQMztDYNcVxRwch4wxBmch7DSO81zCCSiGjPDeR2uJkaguTSTSqCZ93zxHMacgsl7Zkf79plBcO9wBgLa5GCLUiTQ8RPHsQrXXxlaLPdrzE2ekOvlb1IPnmnBWJFxEEgVs35ZCRrOenr7TgcAf5zq/O8JXbythStbon5HEu5M3jA7xxbLZaYEdNOp/ZvbDFqYgY4X8f+y6BSJDP6NWsdweQJVzdfWcpyLQmBK0ZyecgMj34uyq064SFTDBHPeMMukcAFjzpumd7Pg1dkygCDlDBjN7A2937GHGP8o2aryzbRmVEjCCXySk0ZhHkRNxB5xpgT/YO9ubuXhFx78fZlrGJVJ0VV9BNvjmH/7bxr5DL5IiSyItdr7M+dU3M7KWvxK/PvchpWyMdM9380+a/nffnJBNkyOQynEEX7w4cYXvmpku6YkXGOvG99QOQqzB88XsImtiPA2SmFLS3/RXeV7+D5JkmeOYVNNu/FPPzLichMcxLXa8TjIT4Yvln5qrur7YpEmd1M+nw8d1f1+PwBGcFIZ9bM7eBfF/xXZQkFrHWWrPi4hyAHFMW/7DhL2m0neVIpx6b18djb7Tz3x5cd11EXdlmfPzohWYGbW4Avnp7Ocnm5SsyWAozAQeFCbmUJhazOX3dnPNsOCIyNu1lcNzNgM3FwLibQZsbty9ERJQYsLkZsLn5gLG5YyWZNOSkGs477RjJSTWQbNasimtwoUiSxKHGEX7zbheBYASAbVVpPHBTMXpN7KrX/379n1/18zIb1Hztzgp21mbw1P4OhibcHGoY4VS7jT++u5LqKEYjrDYGXcN0jI/w7LtOQMbGcivbqhc+R/eH/bROtdPrHOC+orsu+MwTjWr+4jM1vN88yq/f6cTpDfHDF5rZXJnKF24qwaBd+N8/GIpgs89GaI1Nexmf9jJm9zI+7cPtC13wWkHlQ5XfRXqKlv+6449QKgSmhX7qrDVkxcgx50qo5Cpuy78JmBX6vty9jzGvjfeGPqAq+UI3hS7/JI9kJSLiImeml6KEfG7K2bXsbb4cUsBDZKIXKehDkb/+muyb5oNmy+dpGK2nIdRH3sChZfsbCIKAPCWfyFALPx07RNjZwL3Fd1JuKZl7TbLWwm35N5FtyLjo+rkcn9qRz4TDx7HWcZ57r5tks4aNV3DvFs+75wAIiyh4cvtCnBuwc+rcBFNOP4IAt27KufovrjCCQo0ESCH/sp737sLbsOqSyTLEdq3sk4476OGFrtdomjzLf9/0VzEVyvw+ZZZiyizLE9X+XOerHBr6gEJzHn+17pvLcs7FIEvKRlm6E1RahCgIppQKOQ/cUMx/vtBMS+80jV1TrCleWnHWmycGECWJRKOaLZXLv58hBX2Euo8jOsZQr70bQbX0KM6t6RtonWynzlqzauLf48SJc20SF+jEWTKCIKBUyFEq5OijIBiVJImz/XbeOjFAS88043YfT+7v4IXDPexZm8mNa7MwG64dF5Exj42n259j0D3Cd7b/T9TLGHNlVpu4M/9mhtyjUd/8aOia5Kn955h2zsamZKUY+MrtZZe0tVbIZVTkWajIs7B5RsU7fR+iUmcynKWla9hJMCzS2D1FY/cUcI5cq4FvCEfRAYqCDZdcsGjumeLxfe0AlOcm8tU7KxDP3UDg/ScIdx9H2vIAgnrh1WVTvmlO2xoJRIJ02rvJN6/sBLimMIn//qX1PPRcE+N2Hz977SxDE27u21V4XWwkXO8caRrh2YOzObvrSlL40jyskH8fuUxOmaWEjukuImu2olFnIChi34+oNtyLIFciX0KG8fVAuj6Vf9z4bZomzpJvWlh/kJtmpK44mYRxLwA+jZ79/QcBGPdOLMumtDfk5X8c/f8oSijgPk0WWkDy2K/6e3FWlo8Evb6wn1HP2LJH/4iSSOtUO1VJ5RQl/C7+5SOr51e63+TdwSN8OHqKf9jwF8teVVabUkXbdAe35t2wYBHTR+6CNu8kvoifz5fee9FrwgMNAMgS0pZFnPMR8uQ81Os/TeDYr5HCwVUTwxUtTo3V897QBwCssVZTmVQaF+dc49hdAf7tmQamnQHUKjnfvn8NOanGuZ+r5CrWpdYC0Dx5ltapc9xfcs+KxA58VOmbZcwgy5hBkdLO//90Pb2jTvafHLwmNr2uRFP3JI+8chZvIIxMEPjcDUXUlaSsdLPmTZ4ph/9SfbEoUSGXkZViICvFwBZmF/UladaZdWDcxYDNzeD5rzb7bKzNlNPPlNM/F7MMYNKr+PItpdfUZzLt9PPYG2209s2O28x6FV+6tZS64ti/B0EQCIthehz9ZBsz0CouL/QqyU7gn76ynoNnhnnxSC8ef5gfv9jCP/zB2gv6g+uJA/2HOWWrR8hPJnl8O1+6pWxRz+sJ3xSPtv4/9t47vK3zPvv/nIM9OMAF7r2HRIrayxqWLTvyjOV4JE7azCZpnLZp2vdt2qb9tel7dSRpEqfZje0M771tyZa1JWpwiEPce5Mgsdc5vz8g0Za1OACQkvG5Ll2CKOCcAwJ48Dzf5/7e9x8A2Ji69qLvREEQ2LQslbLsOP739WbOdE5w5MwwTV2TfPaWYirzL940kySZ8WkXwxMOBs+JcIYnHAxNOJmYdnFl/+vAZyXZpEOV5KBD2c8IMOYeIU2VwufK7p/zcwwFoiDyJ2UP8EL7a9ydH4iCbZ5opWb4NLfl3kzh2odIPvVzvLJ/SXa1S1NDOF/7TwCMf/pzuA7ipC+FMnM5Xe5uTvUewCJ5wiqSUiTlMTjcRI/sBLsTpXDxeuETOTtmbs9mzi0IAn9ySwkT027O9lr41StNxEVpyU+/tEBhZs0tKma1nnB7/LT2WWjsnqSpa5KeYesFn9c1pWaSTAvfWA455x1Ave6wnjZBF8eu3JvDes6PIzqllobxJpw+JyeHa9mWuTks5z05UofNY6PIlI85DOvHivgS9vUdRJJlPH7vkoj3vhTK5EKUyYVXv+McqCxIoCzbxJmuSZ7Y00pZTty83Rqn7R721w0CcPOqjMWJppUl3Pt/C4AqdxWKpPk7ulncUxhUAQfnb6/6BqpFbqiLECHCtU9kFImw5BAEgbLsOMqy4+gftfHW8V4OnxnC7vLxyqFu3jjaw9rSZG5anUF6YvidTeZKtDqKzukeJFmiaeIslYnlYTt3rCZmpssoWEzZ3PzhnVaON48AoFKK3LExh5tmOdHKic3iC5VZgX9sCHSF1HeMU9s2Rn3HBE63D/94N/qYwGL2B8dUpIw1sTwvgdLsODRqBZ2D0/z0+QYkWSYjycjX765AqRCR89fhPvoUeF14zx5AXTH3xVm8Lo5vr/xzDg4cY0fWljk/PhSkxBv4zmdX8rMXGjjTNcnrR3voH7Pz5dvL0Gkiw/hS5eTZ0QtEZF+6vRSFOL/FyP1Fd6NX6sKag6wunl0Bbcpt5d3e/dyac+NMt/P1wvkYljRjCmnz7BS9Y2MOiuftAHjsMRSbCsiMTg+bWLNx4iwuv5uWyVaM+SvxA7JjCtnvQ1BExo+lTMNYE79seBy1qOJ7G/8+rIv/gwPHeKLlOQpj8/ha5ecvEsGsS1nJ0aETVCUtI04bvgi888WxavNyCk15GFVzF+IKgsDmtPW83vUOCdpLC4v8PbVAYGMh3KiKb0CZvQIx6trZRL4aw45RzPpE1qRUUzvWQEZUOiVh6n6MEDqmHR7+68nTjFicqJUi37xnGbmpl7Ysb53s4Gd1vwUgThvLTVlbw3ilAd7o2kP9WCM7srZQba6kKNPElqo03jvVz/P7O6gqTMB8LWx8fQRJlnn5YBcvHehEBqL0Kv7sjnKKs66feNKPIggCpigNpigNyz8kUHC6ffSP2j/ktGOlb9SO1ycxbffwk+fq+dT2AnasTF/y4sf6jnF+di7SBGBtqZkHdszPNWU++CU/3zn4PaxeG39a9uCM0O5yKESRG1dmUF2UxPcer2F82s2Pnq3j7x9aeU01V80GWZbpHLIgCyBNJvOl28vQa+c3R0s3ppKgjSNJn4hX8l72fnHRWv7y3uUzbkpTdg8/eqaODeXJFGbEzrjgDE04GJl04PNfWYajUStINukxx+lIjtOTHKfHHKfHbNLPPBdJlvhp7RCVieUk65eemDY9KpWvV34BCFzrs60vM2Af4ob09cREpfGVqi+gV+rQLkGBDh+K2ZI9ToTrVKADUBFfisU1RUl8cDeQr4YiKZckr5+v91poXX/HBQ0HH6Zzqpu3e/YRpTZeUrT/UVRKka/fXcG/Pn6C4QkHP3q2ju88VH1J4YxstwAg6GMv6Wzh80t0Dk7T1DVJY/ck7f1T+KULP7tKhUB+WgxlOXHctCr8rqXzQVAF3s/hctCRZZlfNjxOdlQG61JXLYoD+scJhahgZ/Z2VKKSqsRlYTvv+32HaLV0sCV9A7sL7wj5+Yri8vmHtX+NWX/9rMlniyAI3HdjIf/462OMWJy8XdPLrWuz5nWsd0704vVJGLRKNlcujruVoDEg6KKRndNIlqF5C3Q8fg+PnP41SlHB58s/c0FsYoQIESLMl8jOTIQlTVqikT+5tYS7b8hj74k+3j3Vj83p5UD9IAfqBynLiePm1RmUZcct2SKbXqXjrrxbMRuSKIwNX+7yiGOMUyN1LE8sD0p3sizL7K8b5Km9bTjOFQpLskw8tLNozsVsp89F/VgjvdZ+PllwG+vKkllXlozPL9HWN4Xz6FNggWF/NK1WA621g7xfO3jOicdE1+A0bq+f+Ggt39y9fEakIqh1qArW423ci6fxXVTlN836feGVfBwZrGFtcjXJBjOfLLhtbr+gEGPQqvjmvct5cm8b79T0Udc+zr88VsM37ll2TW4mXO80d0/ysxfPIMuQnRzF1++uQKWcv7jmfJHB4/fg9nuWTNFBlmX+2PIM9WNNtFk6+Kvqry3ZsXg+HB08wb6+g2xO38D61FXzOkZGghabGChOvX/Wyde+8IWwul+VxBXy2dL7mHJPo41NxZ23NmCxLfkgItBZ0mREpeOX/HiBAdtgWKOkuqd7AYjTmi7pUGM2JPG3qx4mWh2FIAg0jZ/FqDaSERW6ooskS/zk9K9I1MVzT+HtCxoHN6auYX3q6ksK5aSpYSRLoMtLmVU573PMF0GlRVAtwc2keeCVfDzX+goHBo7wjcovUWDK5UsVn10U95QIwcXh8vL9J08zMGZHqRD4+icrKMq8vCAkPzaHzWnr6bH2sT51dRivNIBf8nNw4ChTHit9tkGqzYHP9u4tedS1jzEx7ea3rzXz1w9UIV5D8xi7y8svX26krn0cgNzUaL56Zzlx0dfHGDJXdBol+ekxF7gZ+CWJwTEHj77RTPvANE/saWVk0sH9NxbMWzgfSmRZ5s1jvTz9XhuyHBBcPXRzEdVF4RVIKEQF6VGpNE2cZcA+RDWzE6yaojR8457lfO/xE0xMu/nJc/V8+4GqBa2Dlhq1beP01RSBKovb1uSTnzb/eA9BEPjHdd+e1feiIAhsqUyj/JybTlP3JAcbhjjYMHTJ+ytEgYRYHckmHeY4Pcnx+nOiHD2xRvVl12xnJ9vwSj5K44pmBDBLHVmW2ZS2jlc73+LJlhf4q+qvhlVAPlcE9YccqTwuuA7LOb7BFvB5KIjPpKjiM+G/gMSAICfd7aEwqvCy7/ceaz+1ow2oRBW35+7EoLr6i2HUqfjm7mX862MnsDm9/ODpOv7uM9UXCSglxwcCHQgIavtGbDR1T9LUPUlLr2UmuvA8AgEX3pJsE6VZceSnx6BRXWPj57l1jOwLj4NOj7WP2tEGakcbKDDlLZla2fXMtoxNYT9nnNZEjDqKvMuI7YKNKIiY9YnIsky/bZA0Y8qSq3X6BlsQtEbE2NSgX1tagoFt1Wm8U9PHy4e6WF+eTOwcBddOt4+9J/oB2F6djla9ePVHMSYZv3N6ps4zH1om2xi0DyMIAlPu6YhAJ0KECEFB8d3vfve7i30RV0OWwen0LPZlRPgQ2nN55+5zQo2Qn0+toCTLxLbqdOKjtQxNOrE7vYxanBw+M8zJs6OolApS4g0olmDsT05MFkn6hLC6X+zvP8LLHW9QP9bI1oyNC5qsDY7b+enzDew50YfXH1A+P3RzEZ/alo9RN3cXiK6pbn5e/yid0z2sSa5Gf66DSBQF4mO0RDU8DW476rJtmPKX45ckJqbd+CWZ4Uknbm/gGr79QBWJsRfabQvGOLwt+1GmV6BMK0WYpQ3lgf4jPHn2eWqGT7MxdU1YX6vZIgoCFbnxmKI01HeMM+3wcuTMENnJURf9HiKEhtmMfV1D03z/qVo8PonkOD3fur9qwd2usuTn2f0/4Nedr+Ly2ClPLFvQ8WZ7TmmkA19vHWJUwkWxWseHTqEQRVx+D+2WTu7Iu4W0qBRcPheSLC/Jz9BcebLlBbqtfWgUaqqSKuZ1DNk2gbfhbQCet5QRY4pFG+Xm2NApzIakkLuiqBUq0owp5MVmI6j1qHJXokwvj7jnXANolRqyozO5p/AOEnTxYT33ssQysqMzWZ2yAo3i0oUYrVIzI875Wf1vOTF8mtL4IqLVoYmzqBk+zbt9++mzDVBoyiNxAb8ThahAKSqwee283bOPVGPyjAOYt/UQ/r56BF00mnX3X3b+FI65sGSbQJoaRjQs7VzzUYuTQw1DDIzaSTLpZiywJcnPa51vM+WZRkKiMrF8yRU2I8wdp9vHD56qpWvIiigIfPXO8gtcTC6FIAiUxheyOrkKnVLHlHuahvEmUo3JYblmAYHc2Gx8ko+bsrbMxPWolCLJcQaONA4zPu0ixqi5ZFzvUqR3xMZ//vE0HYPTAGytSuMrd5SH3GEl3HWAhSIKAtEGNWtLzQxNOhkYs9M5aKV7yMry/IR5W/aHAq/Pz29fb+aNYz1AQOT/Nw+sIDd1/gKQhZARlcbO7O0sm+O6I8agJi3RwPGmESasbsamXKwoTLwuxv9Jq5vvv/weXqeKorRE/vTWsgU/L0EQ8Et+Oqa60St1V43u1GtVrCtPJtqgpnvYik6tIDs5ivKcONaUmtlenc4dG3O4d2s+N63KYG1ZMuW58WQnR5MQq0OnUV72mmVZ5lf1j7On932cfhel8UULem7hQhREsqIz2JKxkZXmSuSGd/ANNCKodIj64Myhgjr2CQKe068AoCpYj2hYumKi+eI68BieEy+A34eUVsJZSzsDtqGwRZseHDnFs+5u1H4/qYZkFOb8S94vWZ9Ir7WfW3N2kGFMnbWI3KhTUZAey+Ezw1gdHtr7p1hTmnxBPdo/1oV3aoxxMYE/njXyu7fO8tbxXs50TjA86cR/zukqJV7P6pIkbl2bzWd2FrFjZaAJNcmkW5w4mAXi6zqFNNmPwpQelmYHvySBACpRyc7sbdfFd81S4nJjX691gLe732XYMUpOTOhjYpcnlrMtYzPJhqSwvcZOn5N/r/kxr3e9Q0l8ISbt0lqTO9/8YWCcVShRpgT/+zovNZr3awdxun3YHF5WzDEmds+JPk63jaFWiXz59rJFFRv6h1uRxroRtFGo8tbM6xhmfSJ5MTlkx2RSmRS+dIwIEZYK11odYKmg11++MQIiDjoRrjE0KgVbqtLYXJlKXds4bx7roaXXQt+ond+81sSz+9rZXp2MCjXiAAAgAElEQVTOlqq0sNk/zwZZljk+fIq60TNsy9xMbsz8rAHnglpUEquJYXni/ItGPr/E60e6eflQNz6/BMDaMjP3bSsg2jD/eJa82BzitCYyotIusnIWBAH9bX+Lr7MGQ3oFO2OT2bkmE7vLS0PHBLVtY4xanNx3YwEp8RdHWyjiMjB+5kcI6rm1IVk9NhSCgqK4AlRLNFv2PJuXp5Icp+eR5+uxOrx8/8laHtxRwNYV6Yt9aR97BsftfP/JWlweP6YoDX/1qUqi9QuPMpKmhlEPt+ONN9I42RqEK50FsoTjpe+BLCEa41FmfCBQsXps/L75aXySny9VPMQ/rv3rmS7FZ1pfpmOqm8+U3BuWhXooubtgFwcHjrI2eeW8jyHZJ2ZuT0l6XjzUhn3kVfyyn1hNNJXzFP7Mhl5rP/v7j1AeX0xFQmmkWHUNcn5jxCsFFkChFnT1WgewuC1UJJRSNstNmRhNNFqFBoPKMK/IqdlSbV6O3etgwj1JSdzCbfL9kp9/O/ZDLO4pkGU+kXsTAL5z8VaKjOWXtKMPF54ze3Af+gNiXCr6u/95yX1+x6ac1DSPcrx5mM5B68zP/7CnlaJyB1tLSliekc2fln+akyN13LREYkMjLAyP18+Pn62jfWAaAfjCbSVUzbJYKwoiaoWaCdckPzz5cyZcgTjblebQb94IgkBuTNYl12DL8uJZV5bM4TNDPP1uG8vz4pe8A83hM0M8+nozHp+ESiny0M1FbKiYXxTnxwW1SsFX7ijjuVgdrx3ppq59nP/3+5M8fM+yJfF6T9kCbjPtAwHB1ZpSM39ySzHqRdzMSDGYZ277Jf+cxPdVBYncszWPp99t58iZYVLjDexanx2CqwwfkiTzP68fRco/gM6j5Z7qPwuKK6Zf8vP3h77HlMfK58s/zYqkq0eGiILAthXpbAvy+t/pc2E4N5erTgq/i+BCUYlKVKISW8PbyPYJRGM8ioTQ197mjFJDwCtFDlsMULiRJvoAEOPS2dPzPq90volZn8jycDQayTL7+w/TrxboyC1nQ+7l1/JapXbeTlH56TF8YVcJP3vxDGf7pvjf15q4d1s+zd2ByKqmrijGp286d++RmceZojSUZpkoyTZRkhWHKer6ijgTZhx0wvPejteZuKfg9rCcK8IHnBg+zbt9B0jSJbAlfUNI16qTLgs6pS7QIET41sQ6pW5m7nNmrJncmOywnftqSPbJmXFWEQJxDgQEwXffkMtjb7RwsGGILSvSyJulaNzrk3jzeEBwvnl5KlFBqIsvBDEmsE6Spi7tOngleq0DnJ1sY1vGJori8ini0oLPCBEiRJgPEYFOhGsSURCoLEigsiCBrqFp3jrWy7GmEabsHp57v4NXDnexoSKFm1ZlLIn4H0EQeKdnH/22QeK0prAIdLZlbmZLxsaZTb250t4/xW/faKZ/1A5AQoyWz9xcREXuwrv4RUHku2u/fdkin2gwoS7fccHPDFoVa0rNrCk1X/IxH2au4hyAXbk3sS5l5VU71pYKhRmx/MNnV/GjZ+voHbHx+FtncXn93LJmCRagPiZMTLv4/pOnsTm9GHUqvnVfJfExwSn4SxO9LLe6MEkiK+76x6Ac82oIChVibArSZD/SRC98SKAz5pwgRh2N0+ei0JSPVqk59/Nxjg6dQJIluqd7r3mBzuU28+aC7LKCICCpDPhRMDzuIac4DRvjOHzOIF3ppakdbeDgwFHaLJ0z3c+yLIPHgSxLiNrQOJ1ECC5PnX2R40MnuafgdtakVIfsPJIs8WTL83ROd7M1Y+OsC52pxmQervoyBpWBGE0UNq8dm8dGsuHq39ezweP30GcbIDcmmy0ZG4JyTAi46KxJrmZf36EZ9xzZ48Q/2AyAMmt2cR6hQpGUC7IfabwX/0ATyrTSRb0eCHzP1TSPcLx5ZGYT+TzRehVOjx9/YjOtynZaao+Tvu9mtldlsb1oSyTW6jrA65N45PkGmnsCkQ2fu6WYtaVzd8A5P1ZYPVb0ytA7QA7Yhnii5Tk2p69nRdKyS74X77+xgDOdAXfKR99o4Zu7ly05URwEmiee3NvGnhOBgnxCjJav3VVBVnLk+3w2iILAPVvySDLpeOyNFnpHbPzLYzU8fM/yRf0ddg1N8+Nn65m0uhGAu2/I5da1WUviPfh65x6ODtWwPnU1N2VtndNjd67OZHDMwYH6QZ57v4OUeH3Yo7qCyetHu+m0dqBOAINOTU5CcOY5ClFBqjGFqQkrfdaBWQl0QoVepePPq77IkH0kbE4noUD2nFtjqZamy7AgCKDWgsf5wbVeR8geB/K5JhWFKY1inZpXO99Co9Dg9nsuGTEbbHYX3MGBgSPckLER0Xj1GmbnVA/7+g6y0lxJeULJrM+zusTMqMXJs/s6ONI4zJHG4YvuY9AqKc4ynRPlxGE26ZbE+B4yVOcER97QR1w1jDUx7ppklbkS/SziySIEj5XmShrGm1hlrsIv+1EKoaulP332RerHm7g5axu7cm+6+gOCyN35u9Ao1GRGLa2GWH9vfeCGWociKS9k59m8LJX3TvbTM2LjD2+38ncPVc8qDvhQwyBTNg8KUeDmVYtfFxZjA2tWaXoYWZIQZhlz6/A6+VXD44w5x5lwTbK78I5QXmaECBE+hkQiriLMi6VkaRVr1FBdlMTGZSmIgkD/mA23R6Jr0MreE330DFsxRWmIi9Ys6iLI6XWhUWhYllga8mLHgC2gCNYqNSjnGDPjdPt4cm8rj7/ZwrTDiyDAzasz+OqdFaQmBK8zXhREfJKPpolWNAr1zAZ/MJGmhvGPdSFGX/737fK5OTZ0klRDMga1ISTXESr0WiXry5LpHrIyYnHS2DWJKEBR5vVnkbxUuNzYZ3N6+fc/nmLE4kKjVvCt+yrJSApeod/XfhT1QAupsZkYym4M2nGvhn/oLNJkP4IuGlXOB51nJm0Mm9PWUZFQeoHNq16lpyKhFAT4RM4OBEHgvd6DiIJIjObaiIwA8Pq9/KL+MWRkknQLiydUmFJRV92GungzQ9M++sfsqJxm/uX2T5MdkxHEq74Yi3sah9dBkSmf4rgCAFzvPILrvV+B34cyY/E2ACLMnkMDx+m19eOVfKxOXhGy8zh9LurGzjDmmuCOvFuIn0OmdpTaiFapweax86PTv+C9voOUJ5QQpTYu+Lqebn2JJ1teQJJlCk3BLT5lRqexLXMTRec+H77u0/jaj4KoQLvpc1eMyQz1XFg0mPD3NyLbxpFdVlQF60JynqsxaXVzoG6QJ/e28cTeNho6J5i0BgruUXoVG8pTuHdrPvfdmM/26gy8HpkebzOSM4qxnhhONE+w73Q/NqeXpFgdBu3SdimMcGn8ksTPXzzD6bYxAB64cf7OjUpRQWViOcsSyygw5SLLMhOuyZnI22DzSudb1I42MGAf5Ib09ZdcD6pVChJidBxvHmFk0kmSSRfUeVwwsNjc/PCZOk60jAJQnhPHX36qkiRTeDegl1IdYL5kJUeRlxbD6bZRbE4fR84Mk55kJDku/Jt7x5qG+fGz9dhdPjRqBV+9s4LNy1OXzOZtzfApmidbkWSJtSlzc5QUBIHy3HjO9kwyPu2mtn2Mitx4Yo3Xznr7PB0D0/zqlUb89hhWJlVxZ9VKEvVXjvabC+nGVG7O2rqokQlD9hEG7IGGsmDM3xYLWZbwHH8OAFXJFsTouUVyXI5gj33eM3vB60SZuQxF/OJvXgYT/2gXvpb9AGjW3U+MPp4bMjawLWPTnOuT80EQBOJ1JqqSKojVzM7t4ffNT1M7dgabxz7nhoiC9BgsNjfdwzYA1CqRkmwTWyrTuGdLHp/aXsCaEjM5KdEYdaolM76HCtnjQtDoUCQXBhoOQsjvmp7hwMARJt2WeUeSR7gylxv7otRGbkhfT35sTkgbMWRZ5pnWl3D73aw2V5EZHV6hTLwujlhNDIIg4JN8S6bpxHPqZSTLAMrMSlT5a0N2HkEQSE0wcKB+EIvNTWKsjkzzlddIkiTz85fOYHf5WF+WzIZlS8HlU8B75h2QJVSFGxA0s9vfkpEZtA8z5Bjh3sK7iNEsrfVhhAjh5HqoAywGV4u4igh0IsyLpfiB1GmUlOXEsW1FOtEGNYPjDhxuH0MTga6t+o4J1EoRn1/C65cQEFAqhLAtjvJic1hprgxLJ9KvGh7n6bMvoRJV5MVmz/pxp1pH+eHTdTR1ByznM81GHr5nGRsrUoOefSzLMv967Pu813eAGE00uTFZ+Me6cB94LBCpY0pb0Gvjad6H87X/wN/fiKr8xsvGVLzT8z7PtL5E7egZNqatueYWy0qFyMriRHqHbQxPOmnuseCXZIozY6+553ItcKmxz+Xx8V9P1tI7YkOpEHj4nmUUZgQ3m9hT/xby1BAjGUW85ujiyOBxqsMQCSFNDeMfaARBQF26DYDmiVZAwKg2XLJ4G6OJoiKhBEEQ6Jjq5tcNv+PQ4HHyYrJJmMOG/2JyaqSOt3repX6skU1p6xcs3BMEEUGlISXBwHsn+7E7ZMwmPYnxKrx+T8hi9dKMKaxNWUmRKX9mPPAPNiONdiLqTfPOXo4QXqLURjKi0rg5e1tIRaQqhYrVySsojS8iPzZnXscYc07wXu9BnH4XRaaCBc95PH4vb3S9w5RnmvL44jnNaWaDSlShElU4fU7e7ztMRkwWCl00oikNVc6Vi/NhmQtr9PjajyFPD6PMXY2oC09BaNLq5mB9QJTzxz2tNHROMHFOlGPUqVhfnszuLXk8sKOQuGQ3L/Y+x+nRetanr6AiI4PiuAKqY9fh8QgMTzhxe/209U2xp6aPzsFptBolSbHXeffwdYQky/zm1SaONQfiGT55Qy47F+jYqFKoiNXEIMkSf2x+jmdaX6I8Pjiivo+iVahx+t1Um5eTcwVXvNQEA32jNgbHHbT0WNhQkYJWvXjxQh/mbK+F/3ziNIPjDgBuW5/N524pRrMI17cU6wDzIcmkY3l+AnXtY1idXo41DWPUqchNDY+gXJJlnt/fwR/eacUvySTGavnr+6qCvoZYKDqljgRtPDdkrJ+X2F4hCizLT6CmeQSrw0td+zhrSs1o1deGay0EGpj+68lT2NwuUuKNPHzXSpKNwRPnQGCup1MGnFf9kn9RNgCfbn2R59teZdQ5sahCoQXjdeE5/QoA6vIdiIbgfKaCLtBp2Y/smkaRWhJS94PFwNdTh7+nFsEQh6ZqF4IgoFaokWUZm9ceUgcdh9fBLxoeQykqSdIlIE8O4Os6CYKAqL/8e0Gv1DFkH2F96mrSjXMTSQqCwLK8BDKSjGyvTufBHYWsL0si5cD3MIycRpmYi6ifnVDoekARl4Yyqyrk4hy/5Kdrupth5xh35N5Con7hbu8RLuZyY9/5z8iIY5SD/cfIiQmN858gCKxPXU2BKZf82NxFaaptHG/hsaanaBhvCks079WQJT+uA4+C34dq2c0oErJDer74GC2D43b6x+x0DExzQ2UqKuXl5yk1LaPsOz0AwJdvL1v0eCsA1Fo8p18FWUaZXo4Yc3UXWJfPjUapYXliGdVJy0g1zt05NkKE64nrpQ4Qbq4m0Ll2VsURIswSnUbJTasy2F6dxomWUd481kvn4DSdg9P88pXGC+6rEAUMOhVGnQqjVvnB7XN/DDoVUef+/uBnShSztML7KD7JR6ulA4CSuMIFP9dL4fZ76LcNIiNfkBt/JSw2N79/++xMR6ZaKXLnplx2rEqf93O9GoIgkB+by4hjjDHnOAC+9mP4uk4iWYZQ5i1MAa5MK8WNgOyw4Os+fYH7x4exe+0ICJTGFy0ZJfxcUSkVfO3uCn7+4hlOnB3llUNd+PwSu7fkRTa/QozXJ/GT5+rpHJxGEAKLj9Ls4ItQpIleAGxRJg4NHkNAwOqxhby7UREX6E6RJgeQJR8+WebRxiewee18unj3VbvLVKISsyEJhSDObKw7vI4lbz+coI+nKrHinPNP8DbE0xIMrC41c7RxmKfanuXJsX5uzbmRndnbg3aO8/RaB5BkPxlRaReMbYIh4LAlnbMdj7D0KTTlBd055qPs6XmfjKg0Ck15V9zAvhqpxmT+vOpLTLgmWZ5YNlOIn+9YpVao+Kvqr3F4sIYNqavnfV1XwuP38k+H/wOr14aq8C42V98ZkvPMB2VmFUK0GXl6GG/9Wyg2fy5k55qyualpGeV48witvRbkD/2fQaukuiiRVcVmtKZpTo3UMaQYo0TciF6pp32qE4D3eg+wLXNzYLyPhbKceCatbt6vHWDf6X4sNg917ePUtY8TH61lS1Uqm5alEm1YAkW7CJdElmUef7OFw2cCkQ271mfziXXZQTv+tMdK/XgjDp+TY0MnuTP/1qAd+zwFpjwKZjmGfnpHIc3dk9hdPn7/VgtfvWtxu7FlWeadE308tbcNvySj0yj54q5SKguCKw74uJKeaOQ7D63kv5+po2vIyu/fPsvwpIP7thUgiqFbQzndPn71SiOnWgOOVMWZsXz1rgqMuqXnMJYfmzNv0e55ovVqHr5nGf/6+AkmrW5+/Gwdf/PACtSqpSGAuxq/e6uFUYsLTf4ZFCleGia0IWmU2NvzPgcGjrEiqYJduTcH/fhXwi/5mXIHoitLzrkKXqvIHsfMbUEdnLjpUKBILUaMSUKYRfzStYY0GYhhFOM+cLpomWjj8aan8Ek+vrfxOyGrvR0dOknjeAvtlk5KN3wH/75fI412oq66DUXC5dc4ZfHFlMUXz7t+JorCBRF+kn0S2TqKbB2FMLgGfRxRiAoeLNnNJwtum4krjhBeLO4p/unIfwCQFZ1BUVx+SM6jV+koiy8OybFng9PnpGOqC1EQw1KHvRr+kQ44F4+oTA+PoPberfmcbh1jyu7hlUNd7N566ddalmVeO9wNQFVBQlCTGBaCICpRr7gDQWu84LvpcrRbuvh5/W95oOiTVCZVkKQPjhtfhAgRInyUiEAnwnWLQhRZXWJmVXESbf1TvHmsl7r2MXz+D7Yc/JLMtN3DtH1uDk06jRKjTnmBiCchRsfqUjNpV5h8vND2Gu/2HSAnOjNkAh2NQs2/bfh7midbZyIbLocky7xfO8DT77bjPKd+LMs28ZmdxSTFht4ufWf2Nj6Rs4MYTTSyLOPtOAaAMnfVgoUlYlQiisxl+Htq8TbuvaxA55MFt7ExdQ0G9dKYNM4XpULkK3eW8cuXGznWNMIbR3vw+STuv7EgItIJEZIk88uXz9DYFXCc+uzO4guKMsFC9jiQbQERW6G5glLBSnFcQVgEZWL8uQgmyY9kGWZUrZg572wEAxlRafztym9g9dpQikoG7cP8R82PuTHzBm7O2rag6KhQkh2dyRcqPoMsy1e/81VwHXwc/F6UhRtRJhdy+4ZsjjUN43KCMsZP43hLSAQ6b3bt4dRoPWuSq3mo9FMzPxcNAQGZbIsIdK4lxpzjHOg/yrhrgs+Xfzqox+63DfJC+2tIssSXKj7L8sSyBR0vIyqVjKhUZFnm5Y43OTJ4nIdXfAXzHIoasizzfPurrE1eSaoxmU1pobNtVitUVCSUUjNyGrffHbLzzAdBFFFX7MB98Hd4Ww+iXnU3oi547g7Tdg8nzo5yvGmYll4LHx7yDFolVYWJVBQY8eqHKE1IJVYTw4vtR3m37wCphmS2ZmwkQRfHLdk3kh2dQaHp4kKdKUrDHRtz2LU+i9Ot47x3qo8zXZOMT7t4dl8HL+zvpLooka1VaRRmRNz/lhKyLPPEnraZDsgdKzO4a9PCNuo/Sqwmhq8v/wKnRxv4RM6OmfMG430gyzJ/aH6WZYmllMUXz2reFGPUcN/2An79ahM1LaPUNI+wsjj07qeXwu3x8+gbzRxpDIij0hINfP2uCsyLEMN0PRNj1PA3D67gly83cvLsKO/U9DFmcfHl28tC4lA0anHyo2fr6B+1A7B1RRr3by8IulttMBl2jFI3egalqGRrxsZ5HSMt0chX7ijnv5+ppXPQym9ea+LLt5ct+TH/cMNQQKAo+lDGjTDu9uPxe0NyLot7mmHHCA3jzWEX6ChEBd9c8RU6prrJjEoL67mDjexxffAP9dIdL7UbgjufX0pIE/0AiKYP3kux2hgm3RYABmxDpEelhuTc6cZUKhJKMGlMaJVaXIm5SKOdgQ3tK3B+LOq3DXKg/wi3590y42o1H2T75MztYLk4XUvIkh98HgR1aOrKfsnPiZFaKhPL0S7gdYqwMGI1MeREZzHptmD3Oa7+gHnwQttrWNxTM06/i0FFQhnrU1ZRba7EsASaDf29dUBgjBXDJPKMi9Zy69osXjjQyVvHe9m8PPWSa5LGrkm6h60A3Lp2YY6rwUaz4vZZ3U+WZZ5tfRm718GrnW9TkVC6ZGvXESJEuPaJCHQiXPcIgkBBeiwF6bHIsozL48fm9GJzerE7vVg/dNt2wW3fzL/dXv8Fx3S6fTjdPkYtrgt+/vKhLnJSothQkcLqEvNFXXBl8cW823dgJrtUKQb/I+iX/KjObTZdDofLx+m2Ud47NUBb/xQQiCy4f3sBa8vMYSuUxWkDTg6yLGMdbEKwBroIlbnB6ZJXl27F2VOLv78RyTKEGPuBHaHNY+fMeDOrkqswhyF2LBwoRJEv3VaGSiFysGGId0704fNLfPrmIsQlXvy81pBlmcffaqHmnOvU7i15bF4emiKT/1yBC0CTkMXXUktCcp5LIRjiQK0DjxNpopfU/LX807q/oWu6F5N2doUmlUJFnCLwWX+jaw9uv4ejgyfYlrF5SS5yjg6eQKvUUB5fEpTr83UcR3ZOo0gphuRCUuINrC01c6TDisGfzJc2BN8tQJZlxl2BouBHu54F4zmBjnMa2e9DUESmgtcCY84J3u55D4A7nBNBjYsTBZHs6AxsXjtlQSx6TXmmeb//ME6fk319h7i38I5ZP/bAwBH29LzPvr5D/N3qvwh5x9Ku3JvZpcnAIOqQfR4E5dLpwlQVbsJd8zy47Xgb30VTPfvf46WwOs6LckZo7pm8QJSj0yipKoynJF/HmvxsFKLA/z34L0x7rOyW7mBLxgYqEkppmWijIqEESZYQBZFduTdd9bwKUaS6KJHqokSGJxy8e6qfg/WD2F0+jjWNcKxphLQEA1uq0lhfnoxOExmbFpvn93fydk3Awe+GylTu254fkjVCelTqzEZd43gLr3ft4c+W/Ql61cI2dVom2zg0eIxDg8f4v6v/gjRjyqwet748maNNwzR0TPC7t89SnGUKu7PJ8KSDR56rp++ciGNNqZnP7VycSKuPAxqVgq/eWc7T77Xx5rFeTreN8f9+f5Jv3LMMU1TwohRaeiZ55PkGbE4vClHggR2FbK1a+mKI2pEGXux4nXitiS3pG+Y9DizLi+dT2wp4Yk8rx5pGSI03cPvG4Ir+gsnIpIPH3moBYHmumbtWfo1jwyepSgqNs1a1eTlqhYryhPCt9QBsXjujjjFyYrLIXYCL4pLhww46qsjGfbiRZRlpIuCgo/iQS0GSLoF7C+8kLyY7pDEhBaZcCky5M402iqRcvI178I92IMsSwhXEui6fm/+s+QkeyYtZn8SWjA3zvg7JERAjoVTDAucz1xrejuO43nkENAaiPvtISM5xZryZRxuf4Cmljv9v/f9ZkJgqwsL4YsVDRKkNIWsgPDVaz5hznPSo1EUT6KgVKh4s2b0o574Uvr4GABQZ4XX63Lkmk/11g4xPu3hiTysP715+0X1ePdwFBNwh89KuzWg/QRD4yvLP8cfm57gz/9YlWbeOECHC9YPiu9/97ncX+yKuhiyD0zk3h5MIoeVazZwTBAGVUsSgVWGK0pBk0pORZCQvNYbiLBPL8hJYWZzE+vIUtlSlcdOqDHatz+bWtVlsrUpjY0UKq4qTWJ6fQEm2ify0GDKSjCTH6XG6fTjcvhn7/rdreukdsaFWKUiM1SIKAnHaWDalrWdrxsaQTF6dPiffOfQ9eqx95ERnXrBIcbp91LSM8Pz7HTz2ZjM1LaNMWAOd4uvKknn4nmXkpcWEvYvt5Egd/1P3vzSM1LNy3IJoSkWz8q6gHFuISsLbejBQpBEVKD80eX2t8x2eb3+V5olW1qUs3LFnqSAIApUFCVhsHrqHrXQNWZmYdrM8P+G6eY6Lyfmx7w9vtfB2TaDwtHNNJnduCl2+tq+nNpDhboxHU7kLSZbosfZxsP8oOdGZIV0sCIKAv6cO2TbOgNGImJSDXqWfEdfNlbL4YrySlx1ZWzAbEpl0WTjQf4Ts6IwlETHnl/w8UvdrDg8eRyWqFmzpL/u9eI49A4CqfAdiVCCSIi3RyN5jo7imdZhNRrKSgxejBYHXbWPaGlaZK8mMykCl+NDGoiThPfNO4JqKNyForm33sI8LcVoTZyfbWZeyktzYLDSK4G0YRqmNrE1ZSVVSRVDj57RKLUWmfAQEdhfcjiiISLI0q+8ivyzROtlOcVwBG0PonvPBtWrw7/0F9vo3OO4eIjNj5VWvM1xzYUGhBI8D/1ArksOCqmz7vL7PvT6J377exK9eaeJ02xhjUwGRuU6jYHWJmbs357J9QzTv2Z7ihOUw2zI3oVKoGLANMeoYIzM6jQJTHiZtLBvS1lBgyp33vMKoU1GeG8+N1ekkmfRYbB4sNjdWh5f6jnH2nOhjfNpFXJSGGGPw3usRZs+rh7t48UAgumxdmZnP3VoScrG31WPjv048wphrAot7msqkhVm2Wz12Jt0WYjXR3JS1ddaPEwSBwvRY3q8bwOHyMWX3sKIwfLbmp9vG+MFTtUxMu1GIAvdtK2D31jyUysWfJ8G1Wwe4GoIgUJ4TT7RBTUPHBBabm5qWEUqy4ogJQgzfe6f6+flLZ3B7/Rh1Kr65e9miuTPNFY1Cw5nxZkrjiyiKK1jQ2iM3NXpmndrcYyElXk9a4uJGRVwKn1/ih0/XMjblIsao5i/vrSTJaKI0vigkTVYQcCIoNOUTqwJjfyAAACAASURBVAnvhtbbPft4tPEJeq39rAxBdFe4kSb78bUdBlEZtLoSXL9jX9CR/eD3IGiMKPPXzTg/CoJAdnQG0ZqokNWl9va8j8PnJEEXN1NbEBTqwNrX70OZvwZRe/l1t1JUMuGy4PF7KEsoXpCQyD/QFKjhRCWgKd8x7+Nci8i28cBnUJbQrFhYY8HlqB9vonWyg7zY7JDFIEcIcLWxT6vUIAgC0x4rU25rUB1mJFkCAvOQNckriNEEz0l2PtdycqSWF9pfIz0qdVFjrgS1DlQaVPnrwuagA6BQiMRFaTjePMLwpJPc1GjMpg9e7/aBKZ5/P7B+fOjmIpJMi+829GFkvw9psh//SDuK2Es3btQMnSJGE0OU2shKcyVGVaReGiHCeSJz4fmh16uvOPeNCHQizIuP2wdSIQroNEqiDWoSYnWkJhjITo6mMCOW8tx4VhQmsn1lOiVZJgRBYHjSidcnMTDu4GjjMPtODzBld2MyakmKiUKWZSZclgV3hn6U2pEGjg2fYtQ5zi3Z2/F64cTZgCjn0TdaqGkeYWjCgSSDSilSlZ/AgzsK2bkmE80iZcBbXFPs6z+ERfayesqJsXgryiA5hAiCgOz3nHPQGURdfiPCuYLaieHT9NkG2Xhuk+l6QhAEluXHY3f66BycpmfExsikk8qChIiTzgLRalW8tL+Dp99tA2DjshQe3FEYUvGToNIhxiajMBegSMrF5rXzz0f+k1ZLB7mx2STpE0J2bgDZ60KINvNreYCXu/ZgUBnIis6Y17EUooLS+CLidXHIssyvz/yeAwNH6LUOsCq5KshXPnesHhvd072MuyZ5sOQedMqFjdGybRxvw9tAwE71vBjGqFMxanHS7+ih1X+MKWEgqN2yHr8XhajAoDJcKM4BUKrxnHo5cDNn5YxoKMLSRhAE1qWuotCUFzRxjsvn4lcNj5Ogi8ekjQ2JPXisJoaKhFJEQaRzqoef1v6akriiyxbu/FLAsTBOa2JdykrKE4pRiaF3rpBsE1hqnuY/shI4LU+TZkwhxWC+4mPCORcWY1MRoxLQbnwIQTn334fX5+eR5xuoaR5FBjRqBauKk1i1WkSf00pMko3thdVolWpe6XgLv+wnOzqDZEMSOTFZ3Jp9I8VXiU2dDwqFSKY5ihsqU6nMT0CWZQYnHHi8Et1DVt47PUBD5zhKhUBynB6FuDQECtc779T08tS77QBUFybyxdtLw/K71yjUxGlNjDnH+UzpvQsek0zaGFYnr2CluQrFHEXAeq0Sg0ZJXfs4vSM2appHaOufYtTiwu3zo1Urgr52kiSZF/Z38vibLfj8EtEGNd/cvZzVJeFzN50N13sdICclmpzUaE63jmF1eDlyZohMc9QFGxBzweeX+P07Z3nxQCeyHIgq+/b9VWSagyvODiVRaiPbMjZRkbhwi39BECjPjaO1z8LYlIva9nHKc+KC6lQUDJ59v53jzaMIwAO7Unih7ykk2U+6MTWkTQUTrkkODRynaeLsrOKEg8Fb3e8y5hynKrGCoriLoyqvRQRDLIrkApQpxUE7ZrDHPvfJF3G++d/4h9pQ5YdejB4uBEFEmVqCKm/NRbGsVo+NvT3v83rXO6wwL5/zd/OVsHps/LT2NxwbOolZn/iBa55Gj6fhbfB7USTmoIjPvOJxCmLz2Jqxcdaue5fD13US/9BZFHHpqIo2LehY1xqScwpfy36QZdSVuxCCNIfstQ7wft9BWi0d7Mzezqa0dRTE5mJURzbQQ8lsxr6X29/gF/WPMeWeZoX5YleV+SIIAjkxWVSbly+qOAdARubndY/Sbe1Fq9SGZG08WxRx6aiyq8MqzjlPSryes72BOVzXoJUbKlMRxcA65Q9vtzI47iDTbGT31tA4ry4EaaQdxwv/hK/9KOqKmxE+UittHG/hlw2Pc2Kklor40iURZxYhwlLieq8DhIqIQCdCSIh8IC9GEAQSYnRUFSSyozqDlHg9Tref8SkXbq+f9v5p3j3Vz/HuVt4Yf4K9ffvYlrkJZRDdL6I10cSrE1C4Y6ipkXn0jRaON50X5cgoFSLL8+O5fWM2n9tZzPqKFBJjF9duNU4bi+iYZldTPfE+Cc2Ghy5ayC8EMSYZb8Nb4PMgRptRJARsm5cllrE8sZzSuMKQdcEtJoIgUJEbN/Pe6xu1Mzhmp6owcWbyHOFiJFnG45VwuH3YHF6m7G4mpt2MWpwMjTs40TLKY683A1BVkMAXbytFDPGmlaA1okjKRZEUEJJpFGqaJs6iUqgoiM0l+SqbyAtFkZSHNSmDvf2Hcfnd3JJ9Iybtwjs7/bKfXms/XdO93JF/K8mGJFw+N6IgLtpCTqvUsDp5BZvS1gale9U/3ovv7AEANGvuRfjQeJ+WaOC99tMIyW0M2ka5KXtL0J73vx3/IYcGjpGgiydBd+GiXRAVeM/sAZ8HZXr5BdbjEZY+485JDvQfwaDSY1xg19YrHW9xeLCGmqFTbE5bd7GYK4h4JR8/OPk/jDrH6Z7uu6xz3asdb/Fm116KTPlEqY1hEecAeNsOI3bX0mXQYlGryYxOv2rMQzjnwoJahyIp76Ii0mxwe/386Nk6GjonQOWiYs00n99ZwY3L8xn0dvFu737GXBNsz9yMSqEiXhfHJ3J2kB8bcMjRKDRhsXWONWqoLEhk24o0Yowaxqdc2JxeJq1uTp4dY++JfsamXRh1ARfMpVbwux5weXy8d6qfP7zTCkBFbjxfvascpSJ8wqg0YwrrU1ajV+mwex3s7d1PbkzWnF/vmuHTWD024rWmeb9/s5Kj6BiYZsTixOrw0jdq50zXBIcbhnjjaA/7TvfT1D1J/5gdu8uHUhTQa5Xzem/anF4eeaGeA3WDAOSnxfCt+6pIX4LOIh+HOoDZpGdZXgK1bWPYnF6ONY4QZVCTkzK3NarN6eVHz9RR0xyIxK0qSODhe5Zfc85ggiAgCAI2j53OqZ4Fx2yKosDy/AROtIxidXipbR9jTYl5yUQbNnZN8PgbgWirW9Zm4o5p5eRILYP2EbZmbAzp90/t6BmePPs83dY+tmduDqqA4XKsMleRH5tLRWJJUB0aFwtBa0SZXBhUcQ4Ef+zzD7Tg76tH1EV/bAQcHr+Hn9b9hnHXBEWmPOKDGNk76bIwYB/G6XPyQPEnZ777BUHAP9CEPD2CoI9FmXll8YBSDHyPjzhGOTVST2b0/NbK3tbDSOM9KJILUOWsnNcxrlVktx1v07sAqCtumnd08OHBGt7rPYBeqSVeF0f92BleaH+NYccI2zM2o1GqI+KcMDCbsc/inqJ2rAGHz8nW9OAlBjSOtzDpthClNi56zJAgCLh8bjRKDVVJy0LeKLlUEQSBTHMU+073Y3N60WuV5KfFMDBm5/dvnwXg/hsLluQaRlBq8NS+BpxrVjRc6AzfY+3nzHgTCbr4kCVfRIhwLfNxqAOEgqsJdJbGCjhChOsMjVrB+vIU1penMDbl5HDDEAcbhhiZdDIwIKM1WxFEme+/uoedJSupyI1fUPHb7fVT3z7OseYR6tqceHzRQKAQqFQE7LpXlSRRmZ+wZApf51GICrbZ/Hg9fkRTGoq4tKAeX9RFo8xdha/tCN62I9iyKuiY6qYqqWLBXTFLHUEQuHdrPkqFyKuHu6lpGcX3fAN/dmc5qiVikx9sZFmmucdCW58Fj0/C45Xw+PwX/O31+XGf+/vC/5fw+aVZnac4M5av3FG2aN38X13++bDmbMdpTfzz+v9D43gzOTFX7jqbLUpRye7CO9iYtnbGqeKPLc8y7pzkM6X3YtaHL04CYMo9zaB9mEJTXtDsamX7BACCLvqijXWzSc+K5FJOW4ZRuVJweb3o1Qsvio87Jxi0DwOgVly6GCZEJYBSDfLs3u8RlgayLPOT079kxDmGw+fkzvxbF3S88oQSGidaqEoMbrTVpVCJSv60/EF+3/wMD5V+6pKLkxHHGG92v4uMzMGBo+zKvTmk1/RhfD21ANypyyFq/eeI0SxtZwPZ60ZQXX28cHl8/PfTdbT0WkDhIXbFUdr8TmrH9eSYMqiIL6U1sZ3yhFIkWUIURFYnrwjDM7g8eq2KHSszuLE6nZYeC++e6ufk2VEc7oB45L1T/STH6dlQkcz68pQl57pwrSDLMqNTLtr7pmgbmKK9f4reERuyHPj/4sxYvhZmcc55FKICp8/JD07+D4P2YexeO58suG3Wj/dKPp45+xJWr41P5u9iW+bmeV2HKAg8vHsZTV2T9IzY6B2x0TNsZWjCgSxzLpptnLr28ZnHaFQK0pMMZCZFkWE2kpkURVqi4YpuO91DVh55vn4mdm77inQ+tT1/UX73ET4gI8nIdx5ayX8/U0vPsI3H32xhZNLB7q35s3Ik7R+18aNn6xi1BF7XXeuzuXNTzjXrZto43sJPa3+DUlTw75v+CfUCRb1GnYqHdy/jXx47wZTNw4+eqeNvH1yBRr24G3DTDg+/fKURmYCb0l2bcumxqbB6bCQbkkK+WVMWX0ysJobSuEJcPheqEEZo+CU/g/Zh0qNSrxvnnGsJQR1Yy8sexyJfSXCRpoYRtMZLxihHqY1UJlYQrY7CqAruezvZkMTDVV/C7nVctAZWJOXi72vAP9Ixq2O1WTr5wcn/QUCgOK7gooaX2SA7JgEQ9LFzfuy1jqD6oE4l+9wIXP21nnRZODRwjEHHCJ8vexBBENjfd5huay8xmmgKTHnkxmSTGRVoovBJvpA2l0SYG8sTy/iS8rOUxhcFVUjzcscb9Fj72Zm1jdvydgbtuPPllpzti3p+WZbwNu5FmVaGEJO8aA0rGUlGtlSl8e7Jfl462Mm6smTeONoDQFKsjpVFSzPCNfDdZER225AsgygSc4DAulgQBKrNy0kxmNEqNddlI3eECBGWJpHRJkKEEJMQo+O2DTnsWp9NW/8UB+sHOda7DNe0kVanmtbGeqL0KtaWJrOhInnWdtcer5/6jnGON49wum0Mn24UhWkYv86Mwp5AWU4cq4qTqCpIQK9d2gsX19Qg+2P1nEnS8BX3VNBz19XLbkGZXoEydxUvtr3MgYGjlA4W8bXKzwf1PEsRQRD45A15qJQiL+zv5HTbGD95rp6v3VWOepFizUJFW98Uz73fTnOPJSTHF4TAxktFfgKfu7kIlTL0vz/JZcU/0IQiLgMhxoxwrih8Xpwz6bKgFJUhzT8ed06gQsDgsLLMOL9oqytxXpzTax2gZvg0AG2THWEX6BwcOMqrnW+TE53Ft1Z+LSjHlM4LdD7SmXGeu9eXc+IXNqYlmaMNo2xdsXA3m1hNDN+s+jLNE61kXyaKTH/nP0TcJ65BAkWDSg70H1lQ9It8bgc+PzaHv1n5DWTkYF3iFcmNyeLvVv8FoiDi9nt4ouU5duXcNNM9m6RP4IsVD7G//zA7s8NX/JJ9bvz9jQCYM1eh0kTh9Xs5M95MZVJF2K5jNvgGmnEffwZBpUV/67eueF+Hy8cPn66lrX8KgE9vK0OXEs9zba/MRKzG60x8seKhkF/3fBAEgeIsE8VZJqbtHo40DnOgbpC+URtDEw6e3dfBc/s6KM2JY0NFMisK/n/2zjs6juPO1l93T57BIOccCRCBBEkwJ1EklSOVZcuWs5xtOa2f99ne9e4+r9Ou7fU625KsLNkKVrAoUYFBzCQAIpDIOcfB5Jnu98cAICkSkYhkf+fo4GBQ3V0cTdd0Vd3fvZGX3XPNTOLx+qlvt1HTMkB1S0CQM+jwXrRtQXo4n745d17fT4NkIDMkjU5HN6kTuFl9EJvHRpQpAvug45Jt9iVRJC8tnLy0s5tzbq+fli47jZ02mjqGaOy00dxpx+31jzpX1rQMjrYXBIgJM5EYZSEpOoikKAuJ0UEEm3XsL23j0X+cxuuT0WlEPnJtNuvyYi6pzyozR2iQnm/dv4LfvlTOyepu/nG4ia5+F5+8aem4oquTVd385uUy3B4/Oo3Ix27IYXXO7DpezjZn420F2uzt0467PZfYcDMP3ZrLfz1TQkOHjd+/Us5Dt+bNm4hJURT+/GolA0MeDDqJT9+8FI0kkhacPKGr3kwRpLPwg/XfnpPn9JNdpfyx7AlywrJ4qODBeXcnmClkex94XQiGIATDwqvgH0HQBcTxisc5zz2ZWZxv/wa5sxbd6jvRL7/hgr9/Mv/DM37NJlsrLp+LjJDUi0aSjDgRyz1NKD7PhI4uqdYkQvUhCIJAj7NvegIde2BNSjRdfB3gskZzVjyveF0XbXKqu4KS7jLiLXFsSViPw+fk1fo3AehJv44IYzi5EdkE663EWwLPRXGWGL5Z9MXZ77/KlDFoDCyLzAXA6/dOSjylyDLe0n8gWMLQpq+54O9+2Y88vG6RFpI6sx2+RMp7TnO4/TgPLL17Tl1W5O4G3Pv/ghsw3/OfCNb5E8LctimNw+Ud2F0+/vxaJaW1gYKFa9cmLWjXfiEkBqWjGnmgffS156teRkbmtowbibOo8zAVFZW5RRXoqKjMEYIgkJkQQmZCCPd6szhxpov9pW2U1/dhc3jZfbSJ3UebSIqysD4/lrVLo7Gaz584en1+TtX2cqSykxPV3bg9/tG/6RJbkSJaiEtQ+FrRrZgXuCjnXCw7vsC7e7+P0z9EcVcZWxLWz+j5pYhkpIhkFEXB7gssgORGzKzl8ULn5g2paCSR596pobS2h/9+roQv7iqY9yrFmaCxw8bf3qul+JwK5vhIM1aTDr1WQqsR0WlFdFoJnUZEp5ECv2sktFoR/fDvWo2EfvjnxdpLokBISGDBZ2BgbhbS5PZqXG/+CiQNlgd/A+fMc35b8gjF3WXcmHrNrFZyPF/1MmVdZVzTY2N77i50udtn5TqJQXF8YfknOdZRzPq41QC823yAtOAUEoPiZuWa59LhCLiOZczg5F8ZClTOieaL23dHhRhZlxfFgdoKXqjcw8aCD12yu5UkSmSGppMZmj5mG1Wcs3jZkbyV61KuvqRNlOKuU7zTvJ87s26Zcye5kQWsP5z6C2U9ldT01/OdNV+leaiVtOAUlkXmji7uTZchp5fa1oAIobFjiMgQI0XZUWQkBF9008/fUgF+LwgimoQ8+t0D/OeRnzPgsfGVFQ/N6JhwyXidyB3VAPh7m8eMqLO7vPz06ZPUtdkQgPuuTWPb8kQgkdUxKxbdJpzVrGNnUSI7ixJp7LCxr7SNg2UdDDm9lNX1UlbXi1EvUZQdzcb8WNLjrVf8ONc76KL6HDFOY8cQfvlCMZ5RL5EWayU9PpiM+GDS4qwLQtgvCAJ3Zt3C+rjVJAYF3DWbbK2Teh4IM4Ty1ZWfpdfVN+OifwiItdPirKTFnY07khWFrj4njcMuOyNuO/1DHhQF2noctPU4OFzROXqMxahlyBkQSUWGGPjcbfmTLtRQmTsMOg2fvz2fp/ZU8ebRZo6f6eI/nzjOF3cVXBBVpSgKrx5s4K/v1qIQEPh8YVc+KTEzF988X5i1Jh5e+VkSLHEz6lqQlxrOvdszeXz3GY6d7uKFvXXcvjltxs4/FfYcb+FkdTcAH965hKhQE/+o30OYIZRlkXmX7Bo0WQRBwOF1UNVfS0FE7qx9n5V0B8TJekm36J4LxsNT/CreU7vRJBdivOZL892dsRl2GRlLwLAYURQZua8VANE6drFNv3uA073V5EfkzIiL5+v1b3Ky6xRrYlbywNK7L/i7GJWONnvrsFBn4sIESZT4YuGniDCGTXvz3XTTt5Ad/QtaJDZbnOugg9eNx+9hT9NeagcauDvrVsKNYVT0nmF/62GyQtLZkrCeWHM0acEpw3PTwJh3Q+qO+fkHqEyLQY+NZ8+8SFlPJd9d+80JHWmVoW48p3aj2HsRjMFo4s5fo5dEiX9a/eWLumLNJy1DbfxP8R8ASLEmsTVxw5xd29dUCoBgjUacR3EOBOYxt25K4/HdZ0afnYLNOjYs8EIDMTgWuaMauT8g0DnTV83bzfsAiDFFszlh3Xx2T0VF5QpEFeioqMwDWo3AoLkCJaOMz2/aQWujnn2l7XT0OgILu29V8ezb1eSnhbMhPxZJFDhS2cGJqm5c54hyREFgaUooRdlRuKxaTvQEogkWkzgHAlE3G+PX4ZE9s1qdJggCH8+9n8bEzcTNwYb/QuP6tcloJJGn3qqioqGPnz1bzJfuKFhwsWeTpb3XwQt7a8/b7EiOCWLXljRyU8Iui805f28TAGJIPMIHFk5DDQG75Or+WmB2BDoOr5PqgTp8AgT7ZOSe5lm5zgjZYZlkh2UCcKavhmfOvICAwFdWPER6SMqsXvvB3Pu4LuXqS3Im+SCjEVdjCHQACvJFjhkO4wP+ceIMNxZNXzzo8Xv5c9kTZIdlURRTOKUYNL8sz1tkm8rk0Q8vTg157bTbO6csHvHKPp6repk+dz8v177OZwoenPSxsqzMWDXUjqStVPfXsjN5K6XdFfyx7HFWRS/n/uw7p7QBJisKrd12aloGqGkZpLplgPbeC6MC3jrWTIhFx6rsKFZnR5MWbx0V6/gaA85dUkwmgsFCsKIQYgjB5rXTZGtZUAIdKWkZQnAMykA73tJ/IG250AnQ5vDwk6dO0tg5hCDAR67P4E3bE3SezuLW9Oswaozz0POZIyk6iPuig7jrqgxKa3rYV9pGSU0PTref94pbea+4lehQI+vzY1mfG0N48NzFQc4XXp9MY8c57jitg/TZ3BdtGx1mIiPOSnpCMBlxwcRFmBdslaMoiCQGxaMoCn+reYU9jXt5MPc+Vo7jitPp6MbutZNiTSLMMHdV66IgEB1mIjrMRFH22QXzQYeHps6hUaedpo4h2nocyIoyKs4pSA/nkzctXXTztysJURS4b3sWUSFGnnyriro2Gz949BhfvrOA+MjA5qvH6+fPr1VysDwQM5oeZ+Xzt+dfIOJZzIy4Wfll/4wKOratiKe1287bJ1r4+4F64sJNrM2d2w2eps4hnt4TEMCuy41mXV4Mdq+DV+t241P8PJBzN2tiV85JXzocXfzg0E+QFZn/u+ZrRJtnZxPuI0vvoSi6cHROebkwGhmlW9jPO8JI/zzO0XiNxY5i64FhwZE4hojc6/fy3fd/iE/28Ym8D1N4iW6VftnPoGcIgJywrIu2EQ1BGDZ/dErnjTJFAAHH4gHPICnWqcV8CwYL0hUozgFAo8WPgEsEo9eFRtSwu+EdXH43NQP1hBvDWBKaQZezhyWhgXg9URB5eOVn57njKpeCUWOkorcKt9/D8c5irkrcOG57ISgSMSwev70X17t/wHzHD86LcB5x4rmYK9Z8Em+JZV1sEZ2OLvLmuPDXPyzQ0STmzel1x2JrYRzvnmyhucsOwM6ixDlxmr8UxJDA86U80AZARkga16fuoLa/no3xFzo5qaioqMw2i3NXVkVlkSMKIkc7T9Iy1EZdSBW3r7uR69cmU9s6yP7SNg5VdOJ0+zhZ3T2qRB5BECAnOZTVOdEUZkYQZBpRksexI3XTaHTFYkBRFPB7ETQ6bs24flav1enooqXqXTKri4nN2og2f2oT7MuFnUWJaCWBx944w5mmfn76zEm+cudyTIbF83XQO+jipf117CtpH7U8jQ03cfvmNFZkRV4Wi1sjyL0BQczFFrg2x69jeWT+rIraTFoj/7Lun3j/0B/IGzo8KhiaCwQEYszRaEUNqcGB+7W4q4zssMxRkcJM0enoJtIYTox5ZuMHdKtuR5OxDjEoYsw2hfFZPHpGh9ep583aKq4pzJz2pPZMXzXF3WWUdJePu4Hp76jGffRv4Pci7/g6f3q1gtLaHjYti+OWjalYTQunQknlQk52lvKHsscxagz8x4Z/ntImmVbUcF/2Ll6oeZXbM26a1DGt3Xb+8Eo59e02wq0GosNMxISaiAk3ER1mJCbURJjVMKVN/szQNL6/7lsE6Sw8Wv40EBAEaifI+na4fNS2DVDdHBAh1LYO4nT7LmgniQKJURaSY4Kob7PRMOxk8ebRZt482kxokJ6i7CiKsiOJbiwGQJMUuGcEQeC+JbswaY1zusE/GQRBRJe/E/e+R/FWvY+u6A5E01mHkAG7hx8/dYKWLjuiIPCpm5cyaK6kp6uXg21H2Za4adELdEbQSCKFWZEUZkUy6PBwqLyD/aVtNHYM0dHn5G/v1fLCe7VkJ4eyMT+WFUsix42kWQz4/DJ2p5chp5f2XsewO84g9e02fH75gvY6rTjqjpMeH0x6nPWcecPiwSv7qO1vQEGhpLts3O+33Q3vcKDtMKuil/Ng7n1z2MuLYzXpyE0JIzflrFDX4/XT0m2nqXMIs0FDYVbkvEX6qEyN7asSiQgx8psXy+gZdPHvfznGZ2/LJy7czC+eL6G+3QbAhrwYHrg2+5JdERcaQ147T1b+ldN9VfxT0ZdHIyovFUEQuHd7Ju29Dioa+vjjq5VEhhhJj595B6wP0tJt50BpG/tK2/D5ZSJDDHxo5xIAnD4XuRE5VPfVzmnkZZQxgiCtBbvPQYu9fVYEOr2uPsIMoeRF5Mz4uecdT0AgIix4gc7wprMig88D2sUv5pP7hot5RA2i9eLzaq2kJc2aTIOtiUGP7ZKvKYkSD6/8LE22lhmfy7/XfIBnq14ixhTFt1d/5bJaZ5pNBEHknQgrBy1a7rc1ki8sZVX0chSU0biwgshcCi7RNVVlYaEVNdyQugODpGdZ5MQCEkEQ0K+5B0dLBYqtC/fhZzBsOBuB96uSP9Hr7OX61B1zJpCdLHdl3YpGlBAFEY/fiySIs+5Ep7jt+DsDQmJN4sKI4ZZEkfu2Z/Gjp04QZNSytTB+vrs0ISMCHddAB10DDaQEJ3ND6g5kRZ7TuDIVFRWVERbPjqyKymXGiOJ6WUTgwVUQhNEF9HuuzuRkdTf7Stsoqws4MGQnBZxyViyJvGDztKynklB9CLHm6EU1aZQ7a3C8+mM0yYUYNj+IXfFS0lWGVRc044tFf699g2M9xRRoXNxf/jbalgMaaQAAIABJREFUvJ2L6r2aSa5akYAkiTzyWiU1LYP8+KkTfPXu5ViMC7tyd9Du4ZX3G3j7RDM+f0CYExFs4JaNqazLjVmwFeCXgjwsiJHCLxToRJujRhdsZ6PqbshrR0TApDWxMXYVrrLDyH0tKIqMMAcTl8zQNL5d9GUGPTZEQaTZ1srvSh/FqgviS4WfmrHF6kGPjX899GNiTFF8Iv/DRJvGtuOeKlJ4IlJ44vhtRIlvLH+Y7//hJG5Z4Z2TrexYNf4xYxGks7Aqejluv2fcSiPF78XfUgbAv/7xfbptAYHD28dbOFjWzo3rUti+KmHBV79cqaQEJ6EoCj7ZR5u9g4RJOsJ5/F50kpal4UvICcua1Jixv7SNx944jccb2PzvHnDRPeAafTYZQSOJo2KdgIuEkdgwM9FhRixG7UWvFaQLVJV+OOcu0kNSyAtfel47RVHOEyHUtAzQ2m2/qDF9kElLxvAzVEZ8MMkxQeeJMTr6HByt7ORIRSeNnUP02dy8caSJN440UmDdxJbIHsLMS0gaHktH3lO/7Ke6v44lYRkTvldzhTZrA+4jz4Pbjrd8D/pVtwHQZ3Pz46dO0NbjQBIFPnNLHiuXROKXIxARkFFmdHxbSFhNOnasSmTHqkSaOofYX9rGwbJ2Bh1eKhr6qGjow/CGxKrsKDbmx5KZEDyvz4CKouD2+hlyerE7fQwNi27O/c/+wd9dXpxu/7jnjQg2kJEQTHpc4D5IiDJfFs5oOknLQ8se5L3mA1yTsg24uIOHrMi0OwKuimnBKXPdzUmj00qkxlpJjV38sUdXIsszIvjW/Sv47+eK6R/y8F/PFGMyaLA5vAgC3HVVBjuLEi/LeaZJY6Sqvwanz0VZz+kZjQHQSCKfvS2PHzx6jI5eB7/4ayn//MCqWXFBG3J6OVwREHXWtZ0VCOg0Ip++OW/UXTbCGMan8h8YfX6aKwRB4HPLP06EMXzGixIAmmwt/PDIz8mLyOGBnLtmJGJoITHioCNoF7ZAB93Zz7bidZ7nHLFY8fe2ACCGxl7g/nsuH8m9hyCt5ZI3tGVFpmWoncSguNE4zLFQZBm5vw25twltxtpJnT8lOAlZkRny2ul3D0zabcrf34q38j1Ec+gVue7o9LnYHxGKw+egUnSTD9ybvWu+u6UyB0zkmgPgKXsLwRiENm01Ulg8ulW34jn8HN6yt9CkrkITl4Nf9lM/2IjH70GzACMYR54J6gcbebT8aYqiV3Bd6uy4mo/gaykHRQFJgxS7cMS12cmhfP/B1Rj1mkXhzi8Gx2IXBR6JMdN8/H+5PeNGrkrcqIpzVFRU5o2FP3KqqFymjPfgqtNKrM6JZnVO9Kj9+VjiCVmReaLyefrdA9yVdStbEtbPSn9nA2/tEfC6kHubEDQ6/lr+Nw61HyMrJH1GBTp+2Y/LH7D6z3Z4UGyD+Fsr0MQvnbFrLDY2L4tDK4n8ftgV4cdPnuCr9yxfkM4ZDpeX1w83sftIE25vYHMq2KLj5vUpbFoWh0a6PB+kFZ8HeSCQiyuGXVywUdF7hj1NezFKBj6Wd/+MXv/1+rc40HqYa5OvZnvYsHWr14Vi60aYo7xjSZRGF8KahlqRRAmj1jhaedXp6B61n54upV3lyIpMv3uAMP38WLwnhIeyaVkc75ZX8crBOrYsi0M3DaeHZGvi5BwDzoncku196LUhbCqI5f2yduwuH8++U8PbJ1q4Y2s6RdlRV9yi4kInRB/MF5Z/ktTgpCnlsf/h1F9QULgj8+YJ7xu3x8/ju8+wrzRg/Rtu1XPH1gycbh/tvQ7aex109Dro6nchKwo+v0xLl52WYXvjczEbNAHXneH4l5gwE9GhRqLDTOi1EoIgsCFuDS6Pj4r6XqpbB4cjqwawuy50xxEESIy0jIpx0uOtRIYYx/2cRoeauGFdCjesS6Gtxx4Q61R20txlp2QwhJLBEKhpICK4I+CskxOFKcjNz0/+jn73AN9Z8zAxsxQxMVUEjR7d0m14TryMt3wPuuU30GuX+dGTJ+jsd6KRRD53Wx55aaG0DrUTZ4lhW9Lm+e72nJEYZeGeqzO5Y2s6p+p62V/axsnhiNh9JW3sK2kjMsTAhrxY1ufFEBEy8Qaeoij4/Aoenx+PV8bj8+P1yriHf577uscn4/HKeH1+XB7/GIIb30Udb6aCRhJJjQ0adsYJJiPeellF6XwQs9bEdanbAajpr+fR8qf4dMFHibOcjcERBZGvrniIusFG4ma4il5F5VySY4L4zgOr+O/nSmjqHMLm8GLUa/jMLbnkp4XPd/dmDVEQuS5lO3pJT274zMc6mA1avnRHAT945CiDdg8/f76Ef/rQCgy6S1+29Msyp2qHvxOqu0eLPSAgbtyQH8uG/BgiggPfCV2OHtodHSwNWzKn4pwR4i2xw/0OzH1nsjL/UNsxFBS6nT0zGu27UFCGI5bQLWzhkXBO/xSPA0yLP2psxEFHDL14vNUIIfqAO5ZP9iEryrTvsbKeSn5d8meSrYl8pfAzaMc5j9xVi+PFHwAgxS9FNE4skk0KSuChggfJDstEM4HL53nX6mnGW/I66M3o8q+Z9HGXC0aNgW8WfZHX69/ilvTZdUpXWXjUDTRysP0oMaaoC/Y9/L0tuN9/EmQfbHahzd6MruA6fHXHkbtqz0ZdaXR8cfmnqB2oJzM0fZ7+JRNzrKOYDkcXbzTsYVP8Wiw686xdayTeSopZsuAEnQlRiyPOT1EURGsU5sg0NAYfsuKc7y6pqKioqAIdFZX5ZMhjp7SnAqPGwPIxLCAncjUZcA8iDSt9s8MyZ7yPs4WiyPhqjwCgSSsCoDAqnxNdpQTrrTNqLyiJEp9d9jHqBhqIfOcxFFs13vI9V7RAB2BdXgySJPDbl8pp7BziR0+c4Gv3LF8wGzxuj5+3jjfz2sGG0U1as0HD9euS2bYiYdFHVUyE3N8aqJBg7Az3QbeN8p7T6ETtaEbzTOCTfRzvKMbt9yAIAoI1GiQt+L34e5sQ50igcy7rYleRFZKO3WtHEiXa7Z382+Gfkhu+hPuz7xx145gq6+NWkxAUR7ezZ8bePwDFNYSv4QSCORQpLhthnEU9r99LbdBLGJZ1MVRZxDsnW9lZNDUXnT5XP022FpZMEAFmc3j40+vNPDj8e2aYzM23rSI23MzNG1N5eX89e4430z3g4tcvlrH7SBN3X51JxhzEDKhMnhFHF4/fgyCIE0ZD1Q7Uc6qnAgg4+I0n0GnptvO/L5yitTsgtlmeEcHHbsi56POIzy/T1e+ko9d5nnCnvc/BwJAHALvLR+1wHNUHCbPqiQ41YXd6aeoa4mIpnWaDZtRhMCPOSkqs9ZKqs2LDzdy0IZWbNqTS2n1WrNPSbad7wMVrhxp57VAjkSF6fFkBEUVVX82CEegAaHOvxlP8GorLRl/xu/zwsJnuARc6jcjnd+WTlxrOGw1v83LtP9iRtJWb0q654oR2GklkeUYEyzMiGHJ6RyOw6tttdPW7eGFfHS/sqyMzIRizQXuOuMaPd/jniNjG4/Nf9LM5U4iCgNmowWLUYjZqsRi0WIzD/5kCP80GLZbhNiOvXw7uOFPFL/t5pPwpely9PFbxDN9Y9QUEQQi459g7ibPEzGr0p4rKCGFWA9+6fwWP7z5D76CLD1+zhNjw2duYWShMpjr+UogJM/HZ2/L46dPFNHUO8buXy/nc7fnTjoFr7gq4qr1f1sGg3TP6ul4nUbQkig35MWQmhlxw/vdaDrCnaS/pwSl8deVnL+nfNB0UReGximco6S7nvuxdrIgqmLFz3555I+khqWhFzWVZMT7qoLPQI66MVswf/jmCzogwDyKw2eBsPPfEMSd/LnuK4u5T3JFxExvi10zreuU9pwEwSoYJ5/FieBIIEih+5K5axKTlk7rGSOGgzTOEIAhYtBOP84qjL3BN08KKyp0LjrafID8ylwhjGB/KuXO+u6MyDxzvLGZfy0GiTVFsTdgwOgdVZD+ud38Psg/BGoUmPXDfC6KEYesncPz1/6LYunEfegbDxgdIDU4ajbpfqNyUdi29rn6uTdk2q+IcRVHwNQcEOgsl3mqx0eXo4YnK57gp/VrSbvlnPuLsodvZu6j20VRUVC5PVIGOiso88krdG7zX8j6p1uQxBToTEWoI4fvrvkWbvWNRRRfInbUo9kBExohAZ2nYEn648bszWqXWMtTGoNtGdlgmqcHJeHOvxtVRja/+OLK9D9F85U2az2V1TjQaSeR/XzhFS7edHz5xgq/fW0ho0PyJdHx+mXdPtvL3A/UMDC+k6nUS1xQlsrMoCZPhyvjqGlngEgxBCMaLiyNyw7Mpii4kPyInYCsxQ2hEDd9Z8zX2tR5kY/xaBFFEDI1H7q4P9CtlfjKgw42hhBsD9+yh9mPIikybvXO0+tMn+6ZU3TbSPtmaSLJ1erFSY+HvbcL17h8AsHz8d+O21UpajFo9uEC0dvPqwQa2LI+bkgjtWGcxf6t+hQhjON9f982LtjnT1M9vXiqjz+bGFmIgSHTxwMYojMMbShajlnu3Z7JtRTzPvlPD8TNd1LQO8u+PHWN1ThS7tqQTOQm3CZXZR1EUnqh8nmOdJ7lvyS5WxRSO2z7Vmswn8x+gtLt83OeNfSVt/OWN03h8MpIocOfWdHaME9WhkURiw80X3ZR0un109I2Idpx09DpoGxbwuDyBivDeQTe9g+7RYwQgLsI8LMixkhEfTEyYaVbEJbJjgLAzr3B96nJuWr+K1h4nR4bFOm09Drr63Yjl2SheA69WQVdODUXZ0SREmudd7CKaQtBkrMV3Zh/9R1+hZ+Am9FoNX7qjgOzkUGRF5nhnCbIi4/K7572/843FqOXqlQlcvTKBlq4h9p9q5/1T7QzYPVQ1D1zy+bUaEZ1GRKeV0GlEtBoJvTbwu3lEUGPUYDHqRkU2Z1/XYtRrpr35fKUhiRKfzH+AJyqf5eN5949+tit6q/hV8R/ICEnlc8s+MS+OFypXHka9hk/ceOUVfJT3nKa85zQro5fPyubZ0pQw7t+ZxWP/OM2Jqm7++m4td2ydfAW9zeEJiDJPtdPQbjvvbznJoWzIj2FlVhR63djP2YOewHFLw5dM7x9xiQiCwKDHhtPn5FR3xYwJdJw+J0aNkcKoy3iDzxOoiF/wAh1BRJiEi8tiQZF9yP0B501pjOKic/HKXjx+D5V9VdMW6NyVdSurogsnJTQTNDrE8ETk7nr8nbVoJinQAfhr1d95t3k/25I2c0v6dRO2l+0BgY5gXvyuSFOhpKuMP5U/SbQpks9oUwnqaUOTuhJt5uJxeVe5dIpiCqnur6MoejmyIiMJge9aT/GryF11ABi2fPw8FxgpNA7dytvxHH4Gb/ke9gTrEYMiWRaZS+wCdsXUSVo+mf9hIFBEUNVfOyuCD7mvBWV4XJFUgc60eLTiaWoH6vlLxTP8n9VfJcIYPurMrqKiojKfXBm7nCoqC5SCiFwOth8jxBA8LccYRVEY8toJ0lnOs3hfDHiH3XPEsESkkDggsOguIeH1e2mwNZMRknrJ13mh5lXKe06zIW4N92XvQpO6CsHwBIrLhrfyXfQrb73kayx2VmRF8vnb8/mfv52ivdfBDx8/ztfvLSQ8eG4tr/2yzPunOnhpfx3dAwFrao0ksm1FPNevS16Q8Vuzib+nCQi454y1uWrRmflo7r0zel2P34us+DFpjexMvmr0dTEssKAlD/drvrk57VoSg+LRS3q0ooZuZy8/PvZLtidtYUvChgkdRQD+UvEsPa5erkneNqOxesDoBFowWidVFXlbxvW4XPDLY00M+j28fbyFa9dMftNjwD2IKIgsuYgFsKwovHawgb+9V4esKOh1EpqgMLC3Irr6L2gfHWbi87fnc7qxj6f2VNPQbuNwRSfHz3SxY1UiN6xLuWKEcgsVQRAY8tpx+z0c7Tw5rkCnz9VPqCGE5ZF5Y4pz3B4/j71xmgOnArF64VYDn7k1l/S46TsnGfUaUmKspMScv/mgKAqDds85jjtOdFqRjPhg0uKsmAxzs7HubyrBe+oNvKffw/LAL4mPtBAfaeGWjam0dNk5XNnJkQojHUNOOtwOXjlZwt8PBARDRdlRbCtKIikmaE76ejEGEjfTWVnNm/YcDDqJL9+1jMyEwEaAKIg8vPJzvN20l83x6+atjwuR+EgLd12Vwa4taZTV9XKqthcE0GulYaGNhE479k+tRjzbdvinKq6ZWxKD4vjGqi8iCAIun5uXal/H7g04fgkIqjhHRWWWeanmNZqGWtGImlmrbr+qMJ7WbjtvHWvm1YMNxIab2JAfO2Z7n1+mtLaHA6XtnKzuxi+ftT2LCjGyIT+GdXlnI6wm4sHc+7g57bpxXSlnmy0J61kWmUfeDMWJDXntfPfA/2Np+BJ2Zd40GjN0uaEsEoHO5YbidiDF5SD3NiOGTuygE/h857IkdHqb2Q6vE5PWSHpIyqSPkaLSRgU6U0Ev6fApfk52lXJz2rUTCt8VR2B+LVxhDjr97kEkQSJYZ8XU0YCvqRTBGqkKdK4wkoIS+GbRF897zd/bjOfYCwBo83agib1Q/KoruBZfw3HEyDTe66/E1nUMs9a0oAU6Iwx6bPy25BHqB5v4UuGnyQxNm9Hzi5ZwDNs+jb+jGnF4/0RlYnqcvfgVP1GmSO7OupXflj7KHZk3I4kSiiKjuIYmFXeooqKiMpuouysqKvNIVmg6/7nxu9OOVWmzd/Dvh39GanAyny74yKTsVhcCF4u3GqFxsJn/OvFrvLKP/9jwz5dkE+nxe/D6vQCjC1uCpEWbvRnPyVfwVryDrvDGcaNnrhSWZUTwpTsK+MXzJXT2O/l/jx/n6/cVEjUHbhmyonD8dBd/21tLW0/AkloUBDYti+Wm9SmEWedWKLRQkKIzUFw2pPDxnV08fg8VvWeo6q9lV8ZNl+yUsK/1IK/Wvcn2pM1cm3L12f5EpSL3tUxqwW0uEAThvGrS1+rexOYZ4u2mfZPakHZ4HZzoKsUn+0arZGcSeSjgECaYwybVPis0EFm0ZbnMW8eaee1QA1cVxo9b3XsuuzJv4rqU7Xhkz3mvD9o9/P7v5ZyqC/QnMcrCQ7fmEXTkJD5766iT2cVYkhTKP39kFQfL2nn+3Vr6bG5eO9TI3pI2btmYypblcWiky88af7FwVeIGloYvGbcKutfVx78e/DF5ETnclXXrRaPgmruG+N8XTo2Ov4WZgUgr8ywJZQRBINiiJ9iiZ0nS/C1c+xpOAqBJyEOQzj4HCIJAQpSFhCgLt21K5XhjLU/WPIVTtuEs3kJ7L7x8oJ6XD9STHh/M5oJYVi+NntPYxebOIX70Sgc2x05Meg0P372ctLjA4lJ5z2kijGFEmSLPE1mqnI8kihSkR1CQPnbcm8rCZSTW6n+K/0DtQD3pwal8ftkn0M3jZrqKypVCbkQOGlFD5CxXHt9zdQbtvQ7K6np55PVKokKNo0LUERo7bBw41c77Ze3YHN7R1w06idU5UWzIjyUjPnhK86M2ewcxpqhR1875Ij9iZt2Z3m89gsvvpqL3DHppYURazzSKLCOGxKJ4nAiG6cUfzyXuE39HsXWjyViDJm5mi0XmGtFoxXT91ybdPusiRSWTxS/7+cGhHxNliuTOrFuIt4wt3jsXKSodb/ke/B01yM7BSW/MboxfS4ghmKLowkmNJYo9INARrzAHnc0J60gNTsKiNSP1Po4PwOue6DCVy5TWoXaKu06xM2kzrnd+D7IfwRqFvuiOi7YXRBHTTd/Cq8gUVL1ETX896cEpc9vpaWLWmPArfhQUagfqZ1ygI+iMaDPWoc1QC28my7GOkzxe+RwxpmgeXvlZEoLi+O7aryOJEt7aI7je+R2C3oLl/p/Od1dVVFSucNRdaRWVeWTUMUb20TbUTpJ1YivYcynpLkdBod89gFljmqVezjznxltpPyDQiTlHHV832HBJC1M6SceXCj9N3WADqdbk0de1OVvxnHwVxdGPr+Ek2tRV077G5URuahhfvnMZ//1cCT2DrlEnnZiw2flsKYrCqbpe/vpuLQ0dAYGEAKxZGs0tm1KJDl08n+nZQJtWdMH9cTF6XH38tvRRANbErCQxaPoCGkVR2NdyEKfPyYB78Ly/6ZZuQ7d027TPPdvclnEDeo2eVGsSOklHv3uAx8qf4ab0a0ixXljda9AY+Nyyj3Gw7RgropbNeH9GxjjRMjmBDsCB1sO0hxxHF2PE1p7InhPNXLcmecLjnD4XekmHSWvExFlR3enGPn79UhkDQwHRztbCeO7ZloFOK+EajvdThsYW6EBALLc+L5aVS6J443Ajrx5sZMjp5fHdZ9hzvJk7r8pgWXr4FR+hMx9khWaMCrvGYn/rYTyyl5r+ugtcpRRFYW9JG4/vPoN3ONLqrqsy2L5qbNeuywXF78XXUgaAJmns+18QBPISEhEbveCV2XVDEI72GI5UdNI94KKmZYCalgGe3lPNhvxYthbGXTTuayZpaLfx46dOYHf5MBs0fO2eQpKHnXxsniH+XPYkHtnDx3LvpyAyd1b7oqIyn4iCyMa4NdQPNrImdgU54Vnz3SUVlSuCG1N3clPaNbN+HUkUeeiWXP7tsWO09Tj45V9L+ecHVqHTSRwq62B/aRuNnUOj7QVgaUooG/JjKcyKnJZw1uYZ4t8P/4wwQyifzv/IvLsU1w00cryzmEhjOJsTLs2FYlviJoL1Vlw+N0bN5VkAI4gi5l3/Mt/dmDS+moPDjjNxsMgFOtOhsreKk12nSApKYH3cxOseI5T1VDLgsTHoGZrSZ1mKXwqSDrxOnK//DNON3zovZmcsgvVWNsQFYricPhcGST/uXEl2DDvpmq4Mgc7eloPYPDauSd42uhblHP7/onhd89k1lXmix9nLvx0OCB+SutpI6q4HhAuirT6IIGrQAfdl34GiKKNuVAsdSZT4yNJ76HcPzkrElcrUseqCcPs99Ln76Xb2EG2OQhIDz4WC0Qo+D4qvF8XrntT3gIqKispsoQp0VFTmmer+On5V/AdkReaHm743JRvl7UmbSQqKx+V3L6rNNG/NYSAQmSOGnF/topO0fDr/o8RZYi5a6T9ZGgab8Pi9ZIamkfYB1b0YFImUtAxBEBAn6W5xpZCdHMpX717Gz54pps/m5oePH2ddbkxgxXOGqW0Z4EzzwOjvhZkR3LYpjYSohV/ttpCIMUURbYoiWG/FJ/su6VyCIPCVFQ/xbvMB1sYuLuGaRWfmrqxbRn9/ueYfVPZV0VLSxr+u//YF4gRRECclcJguZx10Jl99W91fR62tlvDEBNraE3ntYCNXFcZj0I3/uPZ81cuU9VSyPWkLVydtRpYVXnm/nhf21aEogSrij16XzeqcswJIYVg4JI/joHMueq3ETRtS2bwsjr/trWVvSRttPQ5+/lwJOcmh3L0tg6To+Yv7uVLpcHTxXvMBBjw2PpH3oQv+fmPqTqKMEeg1egznLGC7PD4e/cdpDpZ1ABARbOChW/NIjb0yLH79bafB6wIEpMSCcdvqJR0fyr6TSFNEwGI7G+7Ykk57v4t/HGrgQGkbDreP3Ueb2H20iZzkUK4qjGd5ZsSMO0zVtg7y06dP4nD7CDJp+fo9hcSHiHhKXkNxDdGbvRadpENGIWWWYkdUVBYSa2JXkh6SQsQsO3moqKicRRAEFEWhzd6BgjJp94rpYDJo+eIdBfzgkaPYHF5+8OhR7C7feRFW0WEmNubHsC435pKdVyt6zyArMnavfUGMKyc6S9jTtJfEoPhLEuj4ZB8aUcPqmBUz2DuVS0XQBgorFK9znnty6SiyH0GcmijueGcJ+1sPkR2aOSWBTl5EDp9b9nEabS2EGSY/1xbNoRiu/gyu3b9A7qrD+eb/YLzmS5Pqt9fv5bmqlzjcfpwvFH6KtOCLF9EoijLqoDOVdYDFSoeji+erXsIr+xAQuC51O8DZDW9VoHNFEm4MIzkoEbtnCFvNQWDsaKsP0jjYjNUnozv4DHJ/G+Y7frAoIgtjzNHEmKNRFIUDbYcJ0QeTOwMRlf7OGvyddWgS8xGDF37c13yhKArvtx2lvPc0H8+9n8zQdD6y9B5yw7Mxa88v/hWDz4qv5YF2pIiJiyJVVFRUZgtVoKOiMs/EmaPxyj4URaFhsGlKVq8aUcPS8IkfcBcaYlA4QnD0BfFWIywJC2yYy4qMoiijKufJoigKz1W9TO1APduTtnBbxg0XtDHu/CKCqEazXIzMhBC+dk8hP336JAN2D68fbpzV6+Ukh3L75jTS44Nn9TqLCdk5CD4PgmViZxJBEPg/q78y5fvkgmsqMj7ZR5DOwo1pO8dsp8gy+D0I2oVdebkmdgXNQ61sil+LVtRg8wzxTvN+tidtod3eySt1b7A+bjWFkfmzInBU7MOVc+bJL+6viCpAEkQyLEv404lehpxe3jrWzA3rUsa+jqJQ1lPJoMeGAAzYPfzu5TLK6wPXT4q28NAteUR/wAlLm7EOTWw2QtDU4l2CLXo+el0OV69M5Jk9VZTV91HR0Mf3/3SEDQWx3LYpjdAgtQJlLOrbB3nzaDPJMUGsWhJ1ye9Vj7OXd5r3A4E4q5FFap/so2WojWRrImtiV553TFPnEL964RQdvYFIq5VZkTx4fTamWYq0WoiMxFuJUamIpom/e0acaGRFptvZQ5QpkuyUMLJTwrh9cxr7Stp450QL3QMuKhoC90SwRceWZXFsXhY3I1GNVc39/OyZYlweP8EWHV+/p5C4CDOeyndxH3waRInEvB18Z83DtNrbsepUwZzKlcFC2ERXUbnSeKLyOQ60HWFFVAEfv4hAeCaJDjXxudvy+cnTJxkcjrEy6jWjEVbpcdYZe5ZfHbOCBEscHY4udNOMIZ9J8iNyqOqvIS88B1mREYWpr1/4ZT//fvhnpFiTuCF1B+FGtUBpwTC86ax4Fr9Ax/Hs/0FBwbD2XjS6VG8NAAAgAElEQVTJyyd1TG74EjodXVNywFMUBVEQWRq+ZFprodqUFSgbHsC97xFEaySTrUTTiBoabM14ZC/7Wg6OKdDB6wRfINZJvAIcdML0IWyKX0dxVxlbEzeMvj6yVqT41IirK5WHlj2IRWtGzm7Gc/xF9Kt3Teq4P5U/Qaejm1uH7KwdsuM+9DSGTR+d3c7OIK/UvcFr9W8RpLPwndUPY9Fdmruu98x+vOV78MVkYbr52zPUy8uPmoF6Hq98FoD3w5awPq5oTFGyYLQGvn89TuT+NlWgo6KiMq+oAh0VlXnGpDXx6fyPkGxNnJJjzHvN71PZe4bVMStYHpU/iz2ceXT516DN2wmKf8w2L9a8xqG2Y9yYds2UqmkAnD4niiIDkDeGYl0V54xPWpyVb96/glcPNuBwXZory1gYdBJblsexNEVdJPwgvqr3cR98EjEyFfNt352wvSRKyIpMw2AzkaZwLNqpTwJLust5svJ5rkrcxDXJV110odu17zG8p/eizdmCYf39U77GXJIVmsE3i744+vsrdbvZ2/I+JzpLSQ1OoqL3DDbPEIWRszN+no24mnzlXF5EDnkRAXvzusIq3jjSxOuHGtm2IgGj/uKPbAHXo89wqqcSszuB7/3xMAP2QKTVVSsCkVZazYXiLdESDpbpb2omRln46t3LKa3t5ek9VbT1ONhX0sbhig6uX5PMNauT0OsuTTR2ufFecSt/eeM0Pr/CgVPtPPVmFZkJwRTlRLNySSQhlqmLdZaEZpAZksbSsCXoxLMOfG837eOFmlfZELeGe5fcPlrt/m5xK0++WYXXJ6ORBO7elsm2FfGLyoXvUlEUBV9jMQCapMltIAA02pp5tPxpBt02/mX9PxE8HCdnNem4fm0y165J4lRtL++caKG4ppuBIQ8v7a/n7wcaWJYRzlUr4lmaEoY4jfe6sqGP/36uBLfXT2iQnm/cWzgqutNmrMN25DlescA1Ja8Svfa+sTcNVFRUVFRUZoAUaxIH2o7Qbu9EUZRZf47ITg7ls7flcbSyk4L0CAozI9BNI8JqPEZcZuIsMfMebTVCZmg63yz60iWdo7i7jA5HF52Obq5JvmqGerYw8XfW4Nr7ZwSdCeON31rwz7ejrhCLXKCj+NzIAx2AAprJO4Ivi8xjWWTelK71Uu3rtA61sS1x82hh31TRLb0KMTQOKSZr0p8RQRC4LmU7va4+1n6g+OH8hiL6jQ+gOPoRrVHT6t9iweF1YNKa2JV5Ezek7jjPrRWtGnF1pTOyvzFoDsK74W6MmonXOpw+J32ugANVUvomOPY63op30KSuQpMwtbFivlgXW8TbTfvICkmf1rz/XBRFwddUCoCUuLj2feYCRVGo7q8jMzSNjJBUVkUvR1EUCiKWjnucIAiIIbHInbXIPY2QsXaOeqyioqJyIapAR0VlATCyIasoAavmyUwSj3acoGagHovOvOgEOjD8bxTGHoJ6nL0MeAY50VkyZYGOSWvi4ZWfo26w4YJ4qw8iO/rxnt6HLn8HwiQmDFcSiVEWPn1z7nx344rE39sEgDhJdxNFUfjBoZ/Q4ejiviW72BC/ZsrX3NO4lyGvnbqB+rHHIEkDfg9yb/OUzz8fnFtlGqK3ohO1bIxfQ7QpiiGPnbyI7Nlxz/F5UFw2AIQpxug5vA4qes8Qle5Cd1LE7vLx1rFmblyfMuYxEYYIbA0JPL4/EGll1Et89LocirJnd1FQEAQK0sPJTQ3lveI2Xthbi83h5YV9dbxzsoVdW9JZlxdzyQsTix2vz8/ju8/wXnEbAGFWPW6PH7vLx5nmQNTfE7vPkJUYQlFOFCuXRBFsntzitiRKfHnFZ857TVEUTvVUAIFqT0EQcLp9PPJ6JYcrOgGIDAlEWqXEXBmRVuci97ei2LoAJl3hCxCiD6bb2YNX9lHee5ro8PPHWXH4fihID6d7wMm7J1vZW9zKoMPLiapuTlR1ExVqZOvyeDYWxGIxTq4y/1RdD794vhSvTyYi2MDX7y0kMuSszbeg0fFmahqHPG2U2Y7zL66b0BtU9xwVFRUVldljeVQ+qcHJxJqj50wEUZgZSWFm5Kyd/4XqV6nqr2VH0hZWxRTO2nWmiqIodDq6aHd0sSxy6nPz/PAc7sveRbu9k2jz5S0YUByDyD1NoDUseHEOnBNxtcgFOnJfGxBYyxTDEqZ2rCLTMtSGy+cicwI3ca/sY3/rIexeBynW5GkLdIDzonYUWcbfWY0mZnwnn3Pvv7EcrQStAd3SbdPu12Khqq+WX5f8idsybmBD3JrzxTmcG3GlOuhcifj7WgCBF7uP81bTe6yMWsbH8iYu8DNqjPxo87/QZGshwRyLt7kauaMa17t/xHznvy2KqKtwYxjfXv2VUbe66brfASiDHWfXLSaI5b7ScPs9/KnsCUq7y/lk3odZHpXPh3PuQiNObqtbikxF7qzFU/IaYmgc2qyNs9xjFRUVlYsjfe973/vefHdiIhQFnE7PfHdD5RwMwzEIbvfsOGtcafhlP89VvcRTp/9GsjVxUjnKGlGDAqyNXbVorN0VRcbfVolgDkOY4AHVpDERbYrk6qTNmKfgBlLTX8+gZ5BQQwihhvEtZRWvC/sTD+NvLkW0Rqu2hioTMldjn+f4iyiOATTpayeV0ywIAtX9dbTZOwgxhIyK/qbC0vAliILIhvg1Y947inMAX/1x8LjQLrtuUSx8jpARksba2FVkhqQRY46iKKaQZGvi7FzM50bxeRBNoWgz1k5pIeGd5v08efqvtDvaWBO5lpqWQRo7bFxVGI9Wc+G4+ceSp3ju8HGOnxpC8WlJjg7ia/csJytxYkttb+V7+OqPI5pCEC5hQ18UBFJjrWxdHg9AXZsNh9vHiapuTlZ3ExNmIiJk4S+mzAY9Ay5++kwxxTU9ABRmRvDw3YXcsC6ZjIRgNKJI94ALr1+mZ9BFSU0Pbxxp5ExTP16fTFiwAf0kKsQ7HF2823yAYF0QFp2FNTErCdFb2ZKwgbZuFz956iRnmgYAWJUdxZfvWHaeyONKwle1H39zGYI5DP3qOyc9juklPSH6YK5P3U52WOa43wcmg5alKWFsX5VIfKQZm8NLz6ALu8tHWX0vu48209HnINisIzRIP2Yfiqu7+eVfS/H5FaJCjHzjvhUXvZecKFR1lbOx30GmNgQpMnUK74iKiorK5FHXAVQAdJKWIJ0FQRDwy/5pbz4tFHyyj8cqnqHb1UuyNZH0kIXzPXq8s4T/OvEbSnsquDppM9IU3uuRuPCkoIRFGY0+VfydtfjqjyMYg9AVXDuj556Nsc/XVoncUY1gCUebuW7GzjvX+FtOBd53QxD6VbdN6dhX6nbz5/InabG3szF+AhcDRSHKFInT5+KGtB0XiEKmg+Lz4HrrV3gOP4sUkYwYEjtu+wG3jVfq3uCvVX9nQ9zqRT/2TZdHyp+ky9nDgGeQ9bFFF7wPcl8rvoYToNGhy79mnnqpMhNMdexTZB/O136K58RLDIXFcsrVgdvvYWvChknNuyVBJNQQgiRKaGKy8Fa+C247imsITfLCEc+Oh2lYfFncVcbvSh9lWWTetMYrb/X7+JtKEYxW9GvvXlTrr7ONJIgcaj9Gt7MHo8ZIfsTSKY3HYlQa/pYKFEd/4PtLb0aKGl8kqqJypaOuA0wPk0k37vitCnRUpoV6Q84soiDyYs1rdDq7MWtN5IRNnMEcb4llZfSyRSPOAfB3VON8+T/wlr+NdslmhHHsbyOMYWSEpE5JnCMrMr8u+RP/aNiDJIhkhKSN216QNMi9Lch9zciOfnQ5Wyd9LZUrk7kY+xTZj/v9J0CR0ebtQJpgkWiEOHM02xI3syb24jm74+GX/Ri1RrLDMscXtiky3op3wO9Bu/Sq0WzxxYJBY5iTRTRB0qJJLECbvmbKVT5GjYGDbUdIDk7khtzV7D3ZgdPjR6cVWZJ0vnjzWE0zr7a+gFvfhX8ggm15S/jMLXlYJ+m+4nztJ/ibSpCi0pHCL12spNWILE0JY11eNIMOLy1ddgbsHvafakdRFLKSQq6oRYXy+l5+8vRJOvudCMDtm9O4f2cWOq2EKApEh5oozIpk5+pE0uOtSKIQEOv4ZLoHXBTX9PDG4SbONAfEOuHWi4t1FEXhR0d/QXF3GV3OHuItsQTrrSQGxbO/uINfvVCGzeFFIwnctyOLO7emz3gsxGJCjExDis9Fil2CFBo/pWMTguII1ltRFAWn4sCoNYz7fSCKAvGRFjYWxLJqSSSiINDea8fjlWnqHGJvSRsnq7sRBIgNM6ORzo5Px0538asXTuGXFWLDTXzjvhWEWc8fc0diReKDE1nR1EBqSy3KQDva3KuvqHtNRUVl7lDXAVRGqOg5wyPlT3Kw7Rjr41bPd3cuCQGB9JBUREFga+LGGdn4nymCdBbeanwPi9ZEfsTSKcWi/7b0Uar6aog1R2PSmmaxlwsDf9sZ/E0liOYwdLlXz+i5Z2Ps83fW4G+tRDRa0WZvnrHzzjXeqgPIHdVIUelTdiGQFZnD7ccDTrdxa5DEsecooiASa45mdcyKmbtH/V48ZW+i2Pvw1Z9AE5+DaBnbAdfpc/LHsicY8tqJNUURZzl/rUYe6EC2dYEonXWRuQxZFpnLoMfGrsybsOovLPQRdCak6Ey06asv+6ivy52pjn2e4y/hqzkEikJs4e1kJazijsybxr23R/jlyd9zrOMkIXor4cYwBIMFQaPH33wKubsBKTpj0XyenD4Xvzj5O/rc/fS5B1gRNXUHHPexF1EGO9CkrkKbumoWerm4sHmGeKz8aSw6CxHGMDJD0kgOSmBn8lVTXvsQNHq06Wvwd1SjDPWgSSxQBToqKhOgrgNMD1WgozIrqDfkzCMJEqnWJFZHF2LRjS9KebtpH06fk1BDyKKq2PCUvI7cWYsYHIOuYOIqih5nL+8076O4q2xSFV+DHhtHO04y6LFxW/oNBOsnju4QTFZ8p/eiOPrRJC1DNE/sXqRy5TIXY5880I731G4A9EV3IOgnJ1Kz6CyYhxdep1LJ2jjYzI+P/Q8AyUEJ4x4n6Ex4Tv4dAE1C3qKZHC8mLFozVydtZl1sEWa9HqfHR3XzAI0dQ2wtjEOrkZBlhRf31fH4W+UoCEiSwsdW3sJ1a1KQxMlPTL01B1EcA4hRaRNaek8Fk0HLqiVR5KWF0dJlp8/m5nRTPy1ddgrSw88TIVyOKIrCqwcb+OOrFXi8MmaDhs/vymdjQdxFH8pFUSA6zMSKrEh2FiWSFmtFFBl11unqd1FcHRDrVLUM4PfLhAcbRkU2giAw5Bmiy9lN81Ar+1sPo0XHG+8O8dqhRmRFISrUyFfvWk5hZuQVL9wQBBExKAIpNG5axzcMNvGb0j+zp2E/21M34fH4J3Wc1ayjID2cq1cmEBFsoM/mZsDuYcDuobi6hz3Hm+m3eQgPNlDZ0MdvXixDVhTiI818/d4VhFguXOTf3fAOB1qPkBGSiiU0EX/5HnDbkSJTJqwAVlFRUZkO6jqAygjdrh7eaHibAfcgm+LXoZcmJxCfLr72M3hP70W0RiLoZk5soigKXtlLhDGc/IilC0qcA6CXdKyIKuDm9OumJM5psrXyfPXLNNpayA7LJNo0e/FgCwVfSxn+1goEaxS67C0zeu7ZGPvknqaAO4LOhC538cYieUpeRxnsRJNcOOUYlmB9MGtjVnF96o5xN/Db7B08e+ZFzFozYYbQGZvPCJIGTcoKfPXHwDWIr/44mpTCMd1ljRoDQ14HyyPyKIwqQPeBcc997G/8f/beOzqu67zXfk6bPhhg0HsHCBYQ7J0UJYrqlmW5SC6xb5zvi+MU27F9b/q9N4lzc7+4xLacuLfIlmRJtqzeC0Wx9wYCIIje66BNO+X7Y8ghKaJj0MjzrKW1cIRz9mzwzNln73f/3t8b3POziGC+aAJHoEVIdV8tshhxUFuZvHzM2LVgdSJ5M8140Q3AVMY+rbuBwFs/AgyU8jtxLL2VFEcSoiAS0kLjPuNBLcRjVU/TMdLFqpRyUi69s8TkArSWcxjDvWit51GWbEOQJlcqej5RRJlEu5eR8AgPlT6AfYpzC0MNEdz7SzA0LBX3IE2xfOCNyE/PPMqp7nNc6L/IlowNuCxOMlzp034fCJKCXLgB0ZuFZRGLZE1M5gozDjA9TIGOyaxgPpCxJ9udGdlgmUCcMxL288iJH3Ow/SiZrnTSnalz1MOZYRg6wT0/g3AAZfntyOkTbwZX9lbxm+rf0zTYwo6sLSgTTMJtspUtGetZmlhCnidnUv0SnF7UuqMYgQEwdOS8qbuPmNw8zMXYp7VUotYdBsWGdcPky68A7G89zH9V/obW4XZWTLLM1VM1z1I30BgJrmdtGvfzBFFCrT2EERhE8mYjpRVPum83E0ZwGAwDQZpc/eOrEQQBSZTQdI3WoXaWZ6fz1vEWAiENRZZITXDwyG9P8d6ZdtBlcp35fGX3/ZRkjZ3pNxZa4yl0XzuiJx05Z+WUr58Ir9vG5uVpDPrD1LcP0tYzwskLPawo8OKwLfygynTwB1V+8Ow53jzWAkBumpuvPrSKvPSJBaMAkiiQluhgTWkKu9dlk58WhygIdPkCqJpOV7+fExe6efVwE7UtA2iaQaLHRkliPqtTK6jsrWIoPEzjyQwuNAQBWF+Wwhc+vPKmLTMWa4JqkOcuvspweISSxALi5YnLyV2NLInkpcWxoyKDFYWJaJpBW88IobBOXdsAbx1r4WhVFwaQk+Liqw+vGtUVq8ffy4/PPkrjYDOCIFCWuTqSATbQiTHiQyk166ibmJjEHjMOYHKZeEscQT3EXfm3k+pMmVLppakSvniYwEvfQms7T/jcW6CFkZLzZ7xJF1AD/Fflb3inZT+CIJA2y3/HdHFdKic2EvYji/Kk1oc22Uqc1Y2IwF35u24KgbbWeBKtowYxIROleHNM256VsU+yIHozkXMrpi0cXwgEDz0ZifOVbkdKzpvStZIg4lQcCIJAWAuPuYH/cv0b7G87TK2vnh1Zm2P6fRYUK3J2OWrtQYzgEGrjSeTC9WO6BS9LXEJhfP514hyIlJDW+9uQMpfOyvp6PukN9PHvx7/Pe60HKfDk4R3PednkhmGyY5+hqfhf+RbGSD+iJw37rs8jiBL9QR+/OPcEj1f9li0ZG8YU82qGRpI9EZfiYHPGumj8XxAEpPQSwuf3ICVkIOeumrJL9Xxx2fHLrtgJqEGGwsOTFgFrrZWo1e8CAtZtn0aQb1xHrvEYCg3TH/ThVJxkuzM40XWGDxTcSY47KybvAUGUrhE/GSE/oZMvIaUWISzA+aCJyXxixgGmhynQMZkVzAdydmgf7uDdloP0BfvJdI2e+dwT6KNxsIXh8DAPlz6ILE59A3g+0Dpqoq4gtm2fRrBNnP3ltSVwsuss69JWke/JwSqNPSGt6r1AQA3gscaNX6LnfUQGSAOt6RR6fzuWZbeOW3rL5OZmLsY+tfYAWns1YnLelDP/zvfWcLjjOAOhQW7N3japBUuuOxsDg/Xpa8hwpU14vtZWhd7XguCIR8lfM6X+3SwEDzxO4LXvovs6pmVF2zjQzNcOfYt3WvaxO387uiZQ0+yjsWOQPSdbae0eAXRWrB3mv91RQUrc5MQf70drr0HvqkN0xM9ahp8oCqwsSiLOoXDmYi++4RD7z3ZQmOkh0bOwMpRnSmv3MF9//AQ1zT4Atpan82cPLMftmN47RRJF0hOdEbHO2mxy0+IQhCvOOp19fo7XdPPqoSYa2oexijZS9FLOnjUY6o5DlkQ+sbuED+8oRJFv3pJWVxM89CRq0xkEuwfR4ZlWGy6LE4tk4aEV91GWXEzPUOR+T8a2+2oEQcDrtrG6JJmdqzNxOyx0+fwMByLvl/x0N195eBUu++jfH5tsxaU46Av086myj0U27OxxqLUHkdJLkbPLEUQzqGRiYhJbzDiAyWUkUWJpYikpjqRZF7WIzgTCtYcgHABdQ7vkpoPFjpiYM+1NmrCu8mLda7QMtaGIMqtTyhekkGUoNMwjJ37CkzW/Z03KygmTugBkUSIvLod1aasW5N80G6h1R9C765GSclEKYlt2bTbGPtHhQUopWNTiHCM4TOjw0wBYV907bnmosajpu8iPzvySNxv3cEvWllG/r0EtRH/Ax/q0VRTF58+43+9HsLmQ0pcQvrAfAoNoLedQijaOKQLsD/p4rfEdzvVUUea9knwYOv0qxnBfxE0ofWIX8MVE40ALxzpPIQoCd+bfNm581ggH0FrOofU0ILqTEaa4TjJZOEx27Asd+z3qxUMgCNjv+CJiXMQBRxIknqh+hqAewmtLIC9u9NLqsiiR7c6gPHnZdcm5gs2FnFOOpeIexBg66M0FgiBw0dfAIyd+xLneajamr5nUOzl09g30zlrE5AKsK3bPQU8XHpW91Xz3xI8421PFpvR1xFnj2JG5mZy42Ihz3k9EZPbvqFXvovc2I+etNscuE5OrMOMA02Migc7i2Nk3MblJeKd5H3ta9lPgyWV92uhOLmnOFL685vP4VT+2RaSgVmsPASAm5iJ6Juf6Y5Ot/MPGr0x4nqZr/Or8U/QEevlI8f3ckr1lSn1TijdHs37C1e9huUknvyYLA723GWBaFqYrk5czFB5mRdJSDAwExl+0GIZBoj2Bj5TcP+nPEL1ZcPEQem/TlPt3s6AP9QBMujzZ+0l1phDWw+iGzkVfPXesL+KNo834gxqg4bDK3L3LzQtdr/K/D+7la1v+lnjr1MUGwqUAqj7cO61+ToWdq7NIS3TyH787zZA/zL89dpxP7i5hR0XmrH/2XHDkfCc/ebGSYEhDlgQ+fnsJO1aOXtJqOlgUiTWlyawpTSYY1jhd28Ph852crO0mFNY5VdvDqdqeS2cnkZpg508+uJyc1NHt2W9GDF0jdO4tCI0gxqUgJY4eHJwMu3J24PHYMQyDX557gm5/D59Z9jA57ulZT7vsCnduyGH3+mwq6/to6Rpi28oM7NbRl2p+1Y9dtrM9azNbMzdGSxNKmctwfvyb0xYfmZiYmJiYTIWRsJ8TXWeo9dXxiSUfjmn5ba23OboeEiwOHPf8dwSLndCZ1widfAnDP0Dw3Z8TPvM61k0PIWctn1S7hmGwr/UQSxNLSbDF89nln6LOV8+2zPGdROcTp+Kg29+Nbuic7qkk1Tl+2Zjf175EWAuzM3sbifabp4S3EfIDLBp3hRsBfagHLHYI+RETpreus8lWmgYj7qNd/h5SHEnXnbM6pZzVKeXohj6j/o6HlFKAfdef4n/l2+g9jfhfewT7nV8a1RX3dHclL9e/gSzK3J5zS1Q0Z4z0AyA6bjx3mVJvEX+7/kv0BPqIs4y/xjRGfPhf/iYAzo9/A8GVOBddNJkntO4GQsefB0BZcSdSalH0d4qkcF/BHbgUByuSl43ZxrstB3BbXBTHF+BUrhfhSEm51xwbhrFg39nvJ6gG6Q700h/00TjYTF7cxI7/lpV3IyXmwE2cQGyTrAyFhglrYVqH2smJy5qwssKMECWklMKIe1H9Mfwv/zv23X8+ppuaiYmJSSwwHXRMpoWpmJsdREGk1ldPqbeIMm/JdZPNkBamdbidOIt7diclMeaa8lYrbkdOm7i81dX4goMcaj9GiiMJRbz+7+4N9HGs6zTD4REeLLkPlzK1TXFBUjCGetC769EHOlCW3RwW0CZTZ05KXHVcgNAIct5qpOSpZYc5FQdl3pJJ1WXvD/r4tyPfBQQyXemTz3wNjaDWHUFwJqAs2WE+K6MQ2TTwoRSsnVYZMFmUyHZl8MHCu8mNy8aiSEiiyNn6Xgoy4vjKQxWoth6q+2pJtieyO3fntPppDHaj1h8FXcey8u5ptTEVkuPtrF2SQmV9H77hECcv9DA0EmZZfgLiIv0eabrOU2/X8tgbNWiaQYLbyl9+tIJVxcmz9mzIkkhGkpN1S1K4fW022SkuDCLOOrpusGFpKn/x4XKSPObmxNVo7TWolW8BYNv66Rlv3thsCg2+Zp6qfJ7B8BAlCYWTciEbD0EQSEmwU5jpQZFHH5MHQoP804Gv4wsOUODJu2Y+KAiCGUAyWZAYho7WUQOSgqAsngQDk+sx4wAmV9MX7Oe7J35E81Ar5clL8Vin5+p4NYauETryOwJv/gDRnRTZoCIifBdkC3JGGUrJFozgEHpPM0ZgALVmH3LhekTbxMLkJ6qf4YW6V6kfaGJD2mribR5y47IX9JpGEATcFjeb0teyJmXluK59Q+FhfnbmV9T66om3eSjw5M1dR+eZcNUejIEOpPQlyNkrYtr2bIx9hhpC72lE729DcCUsynIaosODZeU9KGW3INqnlxjgtkTcte/Ku42MUeISL9W9jkVS8FjiYioCHA3Rk4bo8qI2HAc1hFKwbtSkmzRnCie6TrM1YwP5nlwskoJh6IQOPgkYKEtvnXRi4kKnabCV5y++QklCAW6LC69tYtGfoauET70MgLJk+t8Nk/lnorHP0FX8L30Lw9+PGJ+O/bY/uc51JM+TQ4YrHXmMd5ema3znxA851H6MTFf6mBUFAAwtTOjI71AvHkbOrZjmXzW3JDsSsUoWHii6h2z35ISMgmJDSsxBmqbwcbFypruS5y++ysrk5XhtCSTYEnig6B7SnLM/ngqCgJy5FEG2oLWcxRjsQm2tRMlbY1ZaMDHBjANMF7PElcmsYD6Qs0Oi3cut2dtYlrhk1Af3TE8l3z7+Q450nGBr5oZZX5zGCq29mvDZ1wGwbfvMlFwlwlqYv33vnznVfZZ0Z9qoE3WH4mBb5kbKEkvJdk/PHlhwJRKufAsppSCyCDdtDE1GYS7GPjmnHMvyXVMW51xmMDTEgbYjHGo/yrLEJWOe91L9G5zuPkfDQBM7s7dNujyL4E7Gsuo+LEtvXdCB7PkkdPhp0EIopdum5YQEkOJIxn5VfeqiLA9bV6Sze302TrtChpdEXTAAACAASURBVCuN23K2U5609JrzpoIRGkGt3gtqCMvKu+dk3HPaFDYtS6O1e5j23hHq2ga40OxjZVESFmVxjbsDwyG++/QpDpzrAGBJTjxfeWgVaYlzZ7ssSyKZyS7Wl6Vy+9osNi1L45aKDLOk1SiEzr6O3nEBMTEXa8XMBWk2m0K8zUORqxC3xcXO7K0AvNn0LvFWz7Sfy4l4qe4NzvfV0DnSxbbMjVil0YNFuq8Drb0GMX7sAKeJyVygtlcTeP17hI8/R/jcm6DrSMn5o2akmyx8zDiAydU4ZAenu89R4MmlOL5gxgIdfbiPwKvfRq3ZB0QcUeTi60veCBY7St4a5NwK9P52pLRiLGVXBOuGpo5b5vFIxwkKPLksTyobc8NwoZHpSifVkTzhmk03DKyShf7QAA+VPoCySEqixwIpvQSlaBNy+pJpO5mOxawIdAY6GXn671Fr3kMp27lonX8EQZhR3wVBoCShkCR74nXinKbBFn569te813qI5Ull03KNnSpSUi6C3YN1w4cR40Z3q5JFie2Zmyn1FmG5JJY3AoOET74IgKXibkT74ne0DGthHjn5Eyp7q2keah3T6X00Qicijir6YBdSch7CJASUJguPicc+AcFiQ2uvxr7r84ju5FHPutBfxwsXX6Mv0E+e51oHmcHQMLX9dQyGBvlQ8b3jrqPVC/sJHng8Us4wOR/RM7MEmbmiwJOH2+JC1VX2NO8ny52xaPZ05oqWoTa+dew/aRvuwKU4yfPkkO3OwC7P7btRSitGcMSjNZ7EGO5FbTyFnL/aTIQyuekx4wDTwxTomMwK5gM5OwiCgCAIDIQGqe2vJ/l91q77Wg9RN9BAljuDTRnr5qmXUyd06mX0rouISblYK+6d0rWSKNE40MxAaJC8uBzy3zeRP9tThW7ouC0uEmzTt5EVHR6MkX4sqz8YtaM1gsMYweFFGygxiT2LYexrGGjkp2d/RcNAE1sy1mMbY3GbaEtA1VXKk5dRnFAw6fYFURw34H2zY6ghQkeeBkBZsRtxmnbOmq7xuwsv8FTNc+TFZRNv9eCwyQiCQFALoeoqiqTMTARg6ITPvBbpa+m2mAeyx0KRRdaVpaDpBjXNPrp9AY5WdVGW5yXOsTgyU2pbfXz98RM0dw0DcNeGHD57b9mYJYnmAlkScU8w8b+ZCe77FUZgCKVsB3JG2Yzbu/w+sBkOShMiNt4nOk/z6PknOdB2hJVJy6J297GkOL4ARVRYnbKSgvi8Uc8J1x7E/9y/ojadwrLsNlMIYTJvBPb8lOB7j0ZLPqBraG3nCde8h2BzIXqzzDFrkbEY5sImc4cgCGzJ2MCa1IoZi3PUptP4X/w6en8rAMqKO7Dd8kfjCshFRzxyyRbknPLoefpwHyO/+RsMXUNKzgNBZE/LfvY076M8aRmpzmSWekvZmb0VeZGJV452nIiW1Ul1jL4JKosyhfF5bM/ctKhcl2OBYHEgOhNmZU0zKwIdXbviMlK2Y1IOUDcqw+ERDrQd4c2md1mZvCw6N+gc6aJxsAWnxcl9BXfM2ZxBSs6/5ntkBIauc1AQBIHB0BBvN+0lpIVIDKmEK98GwLr2wRvCcUEQBAzDoNZXxx+UfWzSAilBktG7G9B97RgDHYTPvY0RGEBMKUCQTSfFxcREY58gCEiJ2SjLbhtTnAPwZuO77G09QH/Qx/asTdd+hmxlU8Y6duXeMmp5q6sRvVlobecxhnrQWs9H4liL5FnTdI1vHv1P9rUdwjAMSr1Fo54XPPE8em8zgiP+ptiPaBxsJs7iJs7qpj/Qj122syt3Bw5l/v52KTkPMT4DteEYht+HWn8MOadizmKmJiYLETMOMD1MgY7JrGA+kLPH2Z7z/N/D3+F41ylufZ+rxRJvMatSyilOKJiTzJFYIdjdIFuRs8sjQbIpUhRfwN35uyh830ZUSAvx7eM/4PXGd/DaEsiapnvOZeTcimusV4NHfkvg7R+Zmb4mUWZ77DN0dcbW1vFWD0c6TrA8qYxCT/6YC1yn4mRF0tKbyvZ8LjAGu6KOYdbV9yNYp+emIgoiT9b8ns6RLjyWOEoSCqO/O9h2hG8f/z6tw+2sTimffmdlC0Y4iFKwFjG5YE7LjgiCwNI8L6leO6dqexgcCbP/TDtZyS7SvHPnQDNVDMPgnROtfP/3ZxgJqFgtEn983zJuX5e9aMt03Qzovg5CR38HgHXDxxCdE1uzT8Ro74Nufy/ne2vIdmdyS/ZWBEFA07WYZMcF1ADd/h7irG6K4vPHnfMI9rjIOKQGERzxSCmTF2GamMQS3deJ1nwGMbkA2y2fRXTEo3XVRcpl1h9D66xFKd483900mQJmHMDk/QiCQFgLU91fi0txTtmxxdA1Qod/S3DvL0ANgdWJ/bbPY1lx+6SSAgRBuEbEEzz0FFpbJVrrOcI1+6gS/Pyy6TVahtpIsieS5c4gweZZlOLAp2ue43TPOWRBZmXysut+v7/tCMc6T5LuTB0zScNkeszO2CdEXUaU4i0xmZ/OJYZh4H/u/6C2nEX0pCPapy/SGwwN8cjJH9E63M7ypCXReGei3cu2zI2sTinHOk/CDrX5DCPPfg0xLvW6cjM/P/sYe1r20x/0sV5JRr1wACQZy7oHF+UYczUBNYgiKeR7ctiWufG6BNKJkAs3RMQUXfUQHELvqiNc+Tai3YOUlDs7nTaJOWONfYYWBjWEcEkIKkzw7ncodtqHO9mUvpZsd+Y1z0d/0IdVsk7K1VsQBKT0UsLn34HgMLp/ACVv8s5O84koiHQHernoa6AgPo8l3uLrzjF0Ff/L/45WfxTJm3VDPyuqrvJ41W95rOq3pDiSyXSlU+YtYWPG2gmFWnOB5M1ESs5HrTsKgQF0X7u5bjW5qTHjANPDFOiYzArmAzl7uBQHrzftQRFlliVeWZjqho4oiLgtrkUlzgEQnQnI2SumJc6BiJpeFESCWojB0GDUMaJjpIsTXWcI6SE+UvKBmAahDDVE8N2fQ3A4kulbvdfM9DWZ9bEv+N6jBN75CUZoBDlz6bTaEAWRHVlbqEhZMeqi5rKwzcAg3Zk6rY3jcO1Bgnt/idpyDiV/7bT6eaOi9TahVr8HCFg3fnRGgivDMMiNy2JVSjlxliviwZcb3qRtuIN0Z+qMBDqCKEXG5tTiORXnXE1Wsovl+V5O1XYz5Fc5dK4DiyxSlLnwNk5CYY1fvlzFc/vq0Q1I8zr46kOrKM1ZXMH0m5FwzT605tMI9jismx6KyXdrtPdBiiOZ9WmrWZm8Arts40J/Hd87+WNy3dkk2GY2d/vdhRf41fmnkASJwvjxSyAKihVjuBe9uz4SSFp624J7nkxuPAxdJXz2DQxNRXRHNnHEpDzExGysmx5C8qQiZy1DKd6E4R9A72vBsny3KSBbZJhxAJP3o+oqf/3eP7Ov9RC57izSnKmTvlYf6iXwyrdRL+wHQEwpxHHPV5FSCye4cmyk1CIMQ6e/tx5rYJj45vN0uTxkJeRze+Hti84152rCehhBgJVJy8h4X+lvTdf4yZlHOd1TSUALsiJpemvJxUzo1Eto3Q0IDg+CJbabe7My9okSoePPAQZywboxyyktVAy/j+C+X6H3NqMs2RF1op4ODsXO+d5qCjx5FMUX4rG6qe2vJ6gFcVtcY5Z0nW0MwyC456cYvnbUhuNI6aXROQ6AQ7Zzpuc8yxPLKLYmwlAvoisRS+nWeelvrBgKDfO1Q99kODxCYXzetMRRgiAgJWSiLN2JYHWgdV6EkB+5eNN1QieThctYY1/o6DME9v4C0ZuNGDe2c85l4q0eNmesIzcu+5p1qWEY/OOBf+PVxrdId6aSMoY73NUIVieCxY7WdAq9pzHidrJISl0VxeezLLGMjemjx1G19hrUy05c2z59Q5dVEhDY33aEjpEudMNgbWoFkigtqLiF6ElFyihF72nCvuvzN/T9MDGZCDMOMD1MgY7JrGA+kLOHIiksSyzlQ8X34rVd2fT7TfUzvFj3OoqkkPm+YMzNwGsNb/MfJ39Kl7+HNakrAXBbXGzP3ESZt4T0KQQCJ4MgSihLtgNck+mrNpxAjE8b17rT5MZltse+0IkX0PtbkdKKkTOvz4qcLIIgEFCDnOmuxGtLuCYTZW/rQfa2HqCyp4qtmRuxTSPYorVXEz73JkbIj2XFHdPu542I1laNWn8MwRGPdeXdM2or35NDSULRNeIcgDJvCTlxWZQmFF3znlisJLitbFiaSnWTj76hIOfq++jq91NemIi0QMqpdff7+eZvTnL6Yg8Aa0qS+eJHVuKNMxfoi4Hgkd9iDHYhF6xHyV8TkzbHeh/YZCs22Ypu6Hzv5E/oHOmmeaiVLRnrpx1sCmkhfnfhBYbCwyzxFk8o0AEQPCmEz74BwWHExBykhJm5DJqYjIVhGKgNx/G/+h3UC/vRe5pQynZccrUQkRKuzZIVrE6UgnXI2eXIuSujQla1+QyhM68hJRcsGqv6mxEzDmDyfkRB5HxvDb2BPtKdaVMqnasPdRM6+nswdJTyO7Hf+seINtfMOiQp7MXHT/QWsj25JPZ3UeYbZHlbM2J/O1Jy3qItUZATl8Xa1FXXiXMAVF0jrIdpG+7g40senJUymwsVra+V8KmXCB39PVrTKeTslTEXu8zG2CcIAqEzr4IWRs5dtehEC1rHBdSafSCIWDc9PG45usmwOWM9q1LK8VjdGIbB90//nBfqXkUWJIomMfedDQRBQM5dhVp/DMM/EC1zctktKNHu5ZbsraxIKkOKS0Ep3YpSsrjFOQAv1r3Oud4qWoZaWZ+2ZkalZgRRQkotjoi47HEopTui80K16TRGcAjR6Y1V101izGhjn9ZVR+DtH0NoJJKQO8nkQsMwaBxsZm/LQYri8xEEgW5/L680vElYD7M7d+d1sa+xEJPz0NqqMIa6F1WpK1EQSbB50A2dd1r2cazzFGXekujvw5Vvo7VXRxIcZhhPXIgE1CBP1zyHKIikOJIoji/Ea0vgQ8X3LChhztWIrsTI+HVVuTHdPzBvSY4mJvOFGQeYHqZAx2RWMB/I2SXe6kEUREJaOFLzF4PHzj9Nh7+L/Lic60o9LVQMXSd05LcIsgXBmTCjyVa3v4fjXafwBQe4NWcbZ7srkUQJl8VJgm36mTrjIUgKcublTN9B9L7mSO3R6vfQuxuQkvIQZhpANFlUzObYZxgGwQOPgaaiLL0NyZs17bZCWoi/eu+fONxxnLy4bFKdVwKUVsmCXw1S4MllTWrF9PqqqahV70LIj2X57YtiITxX6F31aJ21CO5ELEt2zLi9jpEuDrYdJagGSXYkAhEhZ7ozNSbiHCMcRB/shMAQgm1ywZDZwGaR2bw8lR5fkOauIZq7hjlb10d5YSJ26/xmOp+p6+EbT5ygyxdAEOAjtxTy8K5iFHlmQWiTucHQVEIHfwNqCMvqD8RMqDLR+0AQBIriC2gcbOHTSz+G2+KiY6SLoBqccpBbEiU2Z6zDqTi4NXvbpJzPRJsbrasOw9eBMdKPUrptSp9pYjIZtO56Am9+n/DJFyE4DIKAnFuBnLF0wtKwojMhKs4xdJ3Aa99FazhBqPJtBFFGTMqbVHkbk7nFjAOYjEZuXDZ359/OsqTSKV0n2j2I7iSUJduwLNs141K/EHEefqb2RXoCffgSUtiy9g+grwVG+tH7W1EvHEBZtmvGYoL5QtVVavou0jHSRcpVJWckUaI4oYCd2VtxW+dvTj9XGMFhwtV7Cez9L0KHn0LrqIn8QrJgXfchBMv0BQWjMVtjX/jcmxFXkezyRVfKRK0/FiljGZ8Ws6SdgBrkfG8Nsiizr+0QI6qf+wrunLET5UwQZAty7krU2kMQHEJtOIFcsA7BYo8IeEQJv+pnb8tBUh1JKJdK/ixmiuLz0Q2dDWlrpiS6HA9Btkacey/FhQ01iP/FrxM+/Qp6VDw5/2VtTK7l/WOfoYXxv/RNDP8AYkImtts+N+n3aZe/m3859C0u9F+kzFuC1xaPQ7azNrWCLHcmZd7iSe8bXCl1tSdS6mrEF7NEnLngSMcJfn3+Kep8DRR68kiyR2J9wQNPYPh9KCVbkbOmn7S5UHm08kn2tx2mpv8imzPW4bI4yfPkLFhxzmWu7l+47ij+5/4VKSELMf7mS6A3uXkx4wDTwxTomMwK5gM5u4R1lZ+ceZTHzj9NSUIRCTYPOXFZ2GQrm9LXLYhanJNBa6siuOenhKv2oJRsnVGmWqI9gTRHKg+VPoBuaPz78R/wRtO7ZLjSSHPOrhVwJNN3LXL2CrS+1kjZCF87gmKdkcuJyeJjVgU6w72ET7wAgGXNAzOq4S6JEud7q/EFB8h2Z1LguRLsc1tcVKQsZ1nikmkvggSLndClvkq5FYiuxGn39UZDSsrFsvIulJJtMVlk/rryKd5ufo+wobI6pZyX6t7gQNsR7LKVRPvMM82CBx4j+PaPMYZ6UYo2zri9mSCJIqtLkrBaJCrr++gbCnKosoOS7HgS3HOfnaIbBs/vb+DnL54npOq47Ap/8WA5m5enL/gAgskVBFFEWbEbKaMMOb10QtHAZJnM+yDO4mZz+nrcFhdhXeV7J37CKw1vkepMnvTc5VjnKSyiBbfFRYEnd0plCQW7B7XmPYyhHuTsckTn4nfcMlkY6MN9BPY9SnDvoxhD3QBI2eXYb/8LLEu2T/05MzRQw2hdkfIHWvMZwrUHEJwJiPHmmLuQMOMAJqPhsjixSBYMw4iW5h4NfagH/2uPICZmIzoiG+5SYnZMSlPUDzQyGBom3uZhibcYVVf5VNnHsHpSUZZsR4xPQ+uqR1m+GzljSfQ6Q9cX1RjzbO3LPFb1NO0jnWzNjMzdL/TXsb/tCBnOtGm5oy4m9OE+Ant+SmDPz9AajmOM9AEguJOxLL8d244/nJW16awJdKrexfAPIGWUzai023wQqnwnUl4mfQlK4foZtxfUQvzV3v/NwfZjLE0s5cPF97HEW0yBJ3fen1HB6kTKXEr4wgEIDKI1n0Up2oAgW9B0jf+5//9yvOs0Xls8uXHZ89rXmdDt78EXGsRjjWOJt5gs9+w5cBpDvaiNJzH8PvS+ZsKVb4IajDgp3gAipxuF9499oSO/Q60/CoKI/c4vTWm8dSpOTnedxSHbKU4oJMWRhCAIuCxOst2ZU37OI6WuHGhNpzD8A8glWxaNq0m6M5WqvhpKEorYnLEORVTQR/oJHXwCAMu6D90wzv0hLURvoB+n4iDTlcHh9uPclrOd4oTCeR/bp4qh6wTe/D7GcC/qxcOIcclIiYt3zDcxmQpmHGB6mAIdk1nBfCBnF0kQeaXhTfqDPpyKg6WJpSTavSxLXLJoxDkAoZMvoXfVISbnY62YmTWjIipkuTNQJIXW4XZOdZ3DMHQeLL4PyxzVoxadXpTSbYjeLPShXmzbPhNdOOoj/SBKizYTz2RyzObYp7VVo9YeAFHGuumhGWeQFnhyuadgNyUJkUCfYRj87OyvUXWNNEcK4gyy0gVJIXzJQUdKykNKiU1W1Y1ErBaaAS1I40AzBZ48liaW8uuqp6jqu0Ci3Ru9tzNB621BazkLshXL0p0x6PHMEASB4qx48tPdnKztZsivsv9sO8keG1kpc+dYNhJQ+cGzZ3nreAsA+eluvvrQKnLTbvyM5BsRQRAR3ckxE+fA5N8Hl8eCzpEu9rTsZ0T1sz1r86QcsDpGunjkxI95t/UAhZ48Eu1TE9gI7iTUhuMYfh9GOIBSsG5K15uYjEao8m38L30LvbseADEhC9ut/y/WNfdPW1wsCCJSWqT8AWoIvbshkqV+8RBaayViQqYpMFsgmHEAk7F4/uIrPHr+SQwMCjx51/1ebTjByEvfwOhrRWutRFl6S0wccwAOth3lh6d/yfneajakr8VtcbE8qQxZjLz3BUFA8majlO1ESi2MrtnV9mr8L34dweVF9KQtio0iURA42H6UeKuHDWmrkUSJX59/mv1th2kebGVD+uJxEJgsRsh/ZcNeEAns/QVoIZCtyEWbsW76ONZNDyFnLp01B47ZGvvUCwcwhnqQUouuEY4tBkLHn8MY6UcuXB+TvsuixOnuSvqDPlwWJ8sSl+C1zcyJO5aIjnik5HzUCwcx/D60zlrkoo2IkkyPv4/mgSYePF+Jxebmxb6znO09j1Nx4LFOP/FqLtF0jf889TNeqn+deKtnVsU5cCkRsmwHYlwyWudFCI2gtddEHFEUG2JiTszeESbT5+qxT+u8SOCdHwNgWXUvSvHmKbe3KqWc23K2Rx3gfnb219QPNOK1JeBSpp7UKybngaxg3/FZRPviidUIgsDa1FWsTi1HERVGwn6ExlOo9cdAsWHb8qkbwkm0YaCJ7574EUc7T7I5fR1uq4ttmZso9RYtmLF9KgiCgJy/Fq3lLMZIP2r9UQSby4yJm9wUmHGA6TGRQGdWagZ0d3fzjW98g5MnT9LW1kZxcTG7du3is5/9LJJkbl6bmEyGO3J3ouoay5KW8KvKJ8n35FGRvHxGtX/nEkPXUesOAyDnx2ZDqD/o46W616nsreZv1n+RTn/3tCbwM0EQBJSCdddschmGQeCtH6EPdGLd8FHk/LWLcqJpMr9ovU0AiAnpCOLMX88pjki2hW7oqLpKdV8tRztPcrTzJGnOVLJnGHARvdloQz3ovc0z7qvJ2GxMW8vm9PUIgoBu6GzP3MyZ7kpWJJXFpH3RFdnwNIZ7Y9JerCgvTOJvP7WW7zx9is4+Pz987hzNXcN8aEcB4iyMr6GwRkv3MI0dgzR2DnG6toduXwCA7Ssz+MTtZkkrk5mR7kzlb9Z/iaremqht/K/PP83G9LUUxeePeo0vOIBDtiOLMtnuzCl/piAIWFbcQeDtH6G1VWGoQYQbPLPeZPYR3cmghRDscVjWfgildHvMAsiizY1ty6dQlt1G8MBv0BpPoLVXM/LMP2JZ8wDWNffH5HNMTExijy84QG+gj8qeanblXCnzaugqwUNPET71MgCC1YV108MxWe9cJsMVEddIgsRweBi7bBv1vPeX5Q0e/A2Gr53Aq99BTM5HSi1GSspBTMxBjM+IqbA3VhR68vmXLX8X3fTXDZ1sdyb1A43ckr1lnnsXO4zAEOELBwhX7wVBwPnA/wRAUKxY1zyAYHNF4i6LxC1hLMRLmfeCc3bKts8WhqGj90USGcSEqc9Rx+JTZR/lWOdJXqx7nYHgIH+4/BMxazsWyFnLsN3yWQJv/RCtrQq19iBKyVbuyNuJcH4PtoFedMNgb9tBhsLDJNkSyXFn0TDQxJnuSpZ4SyiMz5vvP2NU+oI+BkODhHWVeOvclBQTBDFSyid/HaFTLxM6+QJGYJDg3l8SPvs6th2fRUpZXM5SNyqGGiLw9o/BMBATsrCs/sC02rmcdNw10sNgeJAjHScAWJG0lFTH1B1jBEHEWnHvtPoy31guCU+Pdpzkiarf8cG2HlYAckbZgpx/TAdBEOgJ9CEgcNHXQKm3aNE7/Yn2OBz3/g/8r3wbrb2a4HuPYgRHsKy6z9wLMjExmTIxH+3r6+v55Cc/icPh4NOf/jQZGRmcOHGC73znOxw5coQf/OAH5mBlYjIJ1qRWANAy1Ma+tsPsaztMtjtz0Qh0tPYqDP8AQMwyti2iwt7WgyTavLQMtcesFvJM0fvb0ForwdAJvP49pNRirJseNhXUJlPistBF9MbOHvP5i6/wbssBtmVuYnVKOatSyglqwRmLcyBiR681nogKi0wijDz3f0CxYV3zQaTk0Tfdp4J0KcN3JDxCX9DHzuyt7MzeOuN2LyM4I2WyjMAghhq6buNiPslIcvJ3f7CW7//+DOfq+3jxQAOt3cP8P/ctxW6d/hTWNxyiqXOQpo4hGjuHaOwYpL13BMO49jxZEvnk7hK2r5zd7EGT2UPruEDg3Z8j51RgWfvAvLvcuS0u1qatAuDt5vfY33aYA21H+LsNf0maM/W680sSCvn7DV+hN9A37UCWXLgBm6EjF25YUM+3yeJBbT6LERxCKdwAXN6c+iPkvDUIltlZl0jxGTju/CJqyzmCBx6/VEKjZFY+y8TEJDasT1tDiiOZpYml0f+nD3bjf+M/0TtrAZDSSrDd+jlE18zLtNb5GniraS+fXvoQ2e5MPl/+h+R5crBOwV3Xtu0zBA8+gdZ0Gr2rDr2rjvDlX4oSYkIm9tv+BDE+HYiIEubb0UESJTzWOAzDwBcaIN7q4f7Cu7gjd+ecOQvPFoauojWdJly1F7XxBOha9HdafytSfGRObim/Y766GHNsWz41312YFsZgN6gRp3vJmxWzdtOcKVzor8PAwL5AY59K8WaMkX4Mw0AujojiPIqTuzoiCS+a3c3mjPVU9V2g1FsEwImuM7za8Baneyr5q3VfwDAM3m3ZT74nl0xX+pRK2M4WSXYvf73+S5ztOc8Sb/GcfnZEeHc/ypLthI78lnDVXvT+NhhDbGky94SOPoPe3wqCiO2WP5pRGbInqp5hT8s+ShOK2JWzgzpfA7nu2Iwj4fqjCKKCnFMek/ZihaGr6P1t6N2NaL1N6D2NGMN92D/8NQ60HWFYHeHVJDfLfIPIuavmu7szos7XyJ6WfXyq7KPkuLN4uPRD5MZlk+lKn++uxQzB6sR+95fxv/YIWtNpQkd+ixEawbrhY+a+t4mJyZSIuUDnkUceAeDxxx/H640sunfu3ElZWRlf+MIX2LNnDzt27BivCRMTk0vU9F3kuYuRTLNMVzpZi2gyo16MuOeIyfmIcbGpm+pQHKxJWcnJrjMxaS9WSAkZOD7yz1cyfTtqGHnmH5GLNmJd92FEd9J8d9FkEaBfErpIMRTohLQwQ+FhznSf496C3fzR8k+iXRXonAnipUCc3tuMYRjmIgQw1CBaW1Xk5xhm8bzbcoDfVD+Dbuh8ec2fkheXHbMg3tUbJMZIP0JcSkzajRUuu8KXPrqSx9+4wBtHmzlxGddlMAAAIABJREFUoZt/+a+j/PmDK0hJGN/CXtcNOvpGaOocorFjiMZLohzf8NhlU+NdFnJS3WSnuNiwNJWs5Lkrq2USe9TGk+i9zaiGjnX9h+e7O9ew1FvKIddRst2ZUXGOLziIx+rGFxzk+Ysv84HCu3BbXDMSZwuSjFK6LVbdNrmJ0PpaCB54Aq3pFFidyFnLEawR50qlJHZC0fGQM5ciPfC/0FrPIWdccY4LnX8HDAOldNu8C+9MTEwiFCcUUJxQgF8N0DrUjruzAd79JQSHAbBU3BszsWxvoI9vHfs+mqGRZE/kA4V3RjfCp4LkzcJx15dRW86hNp1C72lE727ECA6BrqH3NCJcVbovdPQZwtXvISVectlJzEFKzEFwJ83pWqh+oJGfnfk13YFe7s3fzS3ZW7DLC1PMMBm03qaIKOfC/miSFwCKDaVgPXLpVkTP4omF3Qxol110JRkh7nqR+Uz405Wf5UxPJWmOhbUuvRrLyruvOTZGfNGfba5k7s9acc3v3RYX6c5UliREhC9d/h6eqH4GgL9a90Wy3Rk0DjZjk6wk2+d2PAmoQZ6qeZZ7C3YTb/Ww9lKy6HwgOhOw7fgsyrJdaO01SN4r7kzhi4eR0ooRHYvLbepGwDAMjEtxRMuqe5GS82bU3uW9jb5gP39W8Ucxi22FTr5E8OATCHYPzo98DcE2f7EcwzAIn30DvacBracRvbcF9FHKwvh9fKLsw/y25nnudxSipQ3Qk1WCOzwSdRtaTPT4e/nmsf9AN3TSnanszt3J5oz1892tWUGQrdh3f4HAWz9EvXgo4hQZ8mPd9hkzPm5iYjJpYirQ6evr44UXXuBzn/tcVJxzmd27d5Odnc1jjz1mCnRMTCbJ0c6T1PrqKfDk8perP79oXvCR8lZHgNi551zmE2UfYVfOjmmVephNRsv0VS8cQK07gmXFnVgq7pm1LGOTxY+h6xhqJF9TjGEG2rq01STY4qn11XOi8zTlycuijiwzJer0Ew5iDPciuBJj0u5ixhjui/4sOhNi1m6GMw3d0AH4xtHv8dnln2R1SmwyggRHAiAABvpQD+ICE+gASKLIJ24vISvZyaOvVtPSPcw//eIIn//gcsryIvPNQEiluWuYps4hmi6VqWruHCKk6qO2KQoC6YkOslNd5KREBDnZKS7inIs789jkWtTGiGW2nDN/geaxSHOm8JW1fxZ9to90nOBX55/iI8Uf4FxPFce7TnOhv46/3/iVmAUtDcPA8PvMwLbJuOj+gcgmdOXbcOn7KSVkYgSHowKduUQQReSs5Vf6FxgkeOBxCPkJn3kN68aHkLNXjNOCiYnJXNE+3MHxztM8X/cq93QPsi3op9rj4Zl0L165iy9dWoe81vA2IT3MiqQyctxZDIWH6fX34bI48drGnkP71QA2yYrXlsCt2ds43VPJurSZZ5rLmUuRM5cCl96Vw33ovY3ovs5rxj2tuxFjqAd1qAcajl9pwGKPiHa82ShLdiAlxi7hYjS8tgR6ApF1x/N1r3Kk4wR/t+HLiyZe9H6Ch55Cazx56UhAylyKUrIFOX+NWZpzgSLnVOD86L+iD3XHrMzlZSRRYmXy8olPXCAYaoiRZ/4pejxaubJbs7dxa/a26Ly/P+gjwRpPSA+R6UoD4Lc1z1PTf5HduTu5v/AuAmqAoBaKlrObLZ6ueZb9bYc513Oe/7XpfywIJy4pKRcpKTd6rA90EXjzByBKWCruwVJ+hzk2zCGCIGDb9DBKwTrEpLwZt7cqpZxkRxIj4RG6RrpJcSTH5P0lF6wjeOz3GH4fgX2/wn7rH8+4zfEwDANjqAe9pwmtpxFEEeuq+4DIv1no9CsYg13XXmR1RkW+UmIOgmIl3uKIlvN7u/k9njz0TdIcKfz9xq8A8PUj38PA4P7CuyhJKKTO10BV3wWS7IlRQV3bcAc2yUqcxR2zmO9UaB/uJNWRTKLdy9aMjdT66ijzlk584SJHkGRst36OoMVO+Pw7iIk5i3YuZmJiMj/EVKDT3NyMruusWnX9AlkURVauXEllZWUsP9JknlAHuhk6/gqh4Cjq30sITi+W5buix6GTL2EEBsdtVym/E/FShpLaWonWdHrc86X0JVHbQiPkJ3T8ufE7rlixrr7/Sp/Ov4Ph6xj/ktJtUUtjrbsBtfbguOeLidkoRZuix8FDT0WD22NhWfehaA32cN0R9M6LACzVfDSJTpb7NYIHfxN9yct5q5FSIxli+lAP4bNvjNv+XN8LrflUNPNJzo+tQMcqWciJi52AIdZczvRVa94jePhpjJF+QieeR/RmoRRtBCb7vduOGB9ZqE/ue5cTbR8m+717MJrBGL54GL2rbvy/LX9NtP6zPthF+Nxb454vuBKxLLstehw6+SJGYGjca6753rWcQ2se3y1JyliCnD2VMcCG9apayVO9F6GOOkbO7xt37JvuvXA9/G8YwWGYgVXs+8l2ZyAKAk/VPMvxzlP8Sfl/Y3lS2cQXTgLRk4rjg/+AmJCJoFgJnX0dY6h33GuUpbdGHaW0jguo9cfG/4yUApT8tQAYukbo8NPjd0oQr3HJCF/Yj94zfgkuuXBDNPij97cTrtoz/kd4UrEsuSI0Dh57FsKByPVRgY4wamBuuuTFZfNA0T3sad5HX9BHWQwtpwVJRrDHYfh9hM+9FXUoMNQgoaO/H/9iScG69oHoYbh6L3pf67iXyMVboplwWm8zas2+cc8XEzJRSiLW4TsqMinu3cPxylZCqk7Vs4foi7cxFFAZ8Ye5XKHqPf9KwpemuMuVJoqtXbgdFuIcFuKcFtwOBbddQZIiwWQptwI5LQeI3MPwmdfG7ZPgiMeyYnf0OHT6lWuyJkdDWX57VLSltlVdtQkxOlJacdTaeCHeC4Dgkd+BFh7nCrCs+WC0rJJafxyto2b8PyO3AjktUsZmpvfC0LXo8y/lrBy3nflCvjT30w2dV+rfJKSFONF1hork5Zzvu8AdebfGTJyjdVwgsPeXGP4BlOLNo54jJudHhdXTG3MPoPc0jntJLMfcsbCsui8qilabTqG1nh/3fClreXRjVvcPRLLfxuuTzXVN5nTo7BsYQz3jXqMs3YnojjhKap21qHVHxz1/vu6FoQYJV++DsD/SbFwq1g0fiZSzWijBRsNAzluDWv0eel8L/pe+gZS57JqNHCmtBDk3ErA2wkFCxyYYQ2UL1jUfjB6Gq96NlFYY75KSLUgJl8fQJtSa/eOef90Yevjpa8q3jIZl7QPREgLh+mPoHRfGPV/KXYWcFpkj6EO9hM++Pu75gjMBy/Lbo8ehU69g+Md/n2mbP4Dkmsr7zLwXs3UvlBW7o4LLhXIvmpKTebnxTQDiUkqQ7AGCKzbTe/EFDP8VIfu7LQfoCfQSb40jx51FZU81Pz/3GG6Li3/d+g8AfPPofzKijnBvwR1UJC/noq+eH576JXfn3872rE3cV3AHd+fvivlmsiAICC7vqGW4rGs+iJa9Ar2n8VJGfHNkLhTyo7VVobVVXfo3jgh01PZqwpVvI9g9Y46h04lpxa2+n4dLP8TJ7rPU9NawTrUQOvTk2JfMY0zr/RiGgeFrx7rtM4gOT6R/JVvRfR0oJVtRijch3kSJH6HKtyOlMfwD17myXEYpuyWaRKF1Xowmw42FmJyHUhBxLDAMndChpybsh3XDR6M/h2sPonc3jHu+XLAeKTkvGie5mQkeegpjpD96LChjl2W6PK8vSSjknzb/NUPhYURBRNM1uvyRuWRuXGT8ONV9jl+ce5zcuGy+uubP0AyN5y++CsCOrM0k2OI5013Jhf46UhzJbM5Yh6qrUz5nWVIZJ7vPsitnx4IQ54yG7mtHUGwYwaFICazKt5E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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "sns.set(context=\"talk\",font=\"Hiragino Maru Gothic Pro\")\n", "fig = plt.subplots(figsize=(40,10))\n", "sns.lineplot(data=df[\"2018-01\":\"2018-03\"])" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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平均気温(℃)降水量の合計(mm)日照時間(時間)
年月日
2018-01-016.20.08.4
2018-01-026.10.08.9
2018-01-034.90.08.9
2018-01-044.70.08.8
2018-01-053.70.00.1
2018-01-064.60.08.5
2018-01-076.30.08.5
2018-01-085.58.00.4
2018-01-098.51.55.6
2018-01-107.50.09.0
2018-01-115.30.09.1
2018-01-122.70.08.7
2018-01-132.70.09.1
2018-01-144.10.09.3
2018-01-154.20.08.6
2018-01-167.10.08.9
2018-01-176.915.00.0
2018-01-188.30.05.7
2018-01-198.40.03.9
2018-01-206.30.02.4
2018-01-217.00.09.2
2018-01-221.724.00.0
2018-01-233.70.09.2
2018-01-242.20.08.0
2018-01-250.00.09.6
2018-01-260.50.08.3
2018-01-272.60.09.5
2018-01-281.70.01.9
2018-01-293.70.06.4
2018-01-303.30.03.7
2018-01-313.90.07.5
\n", "
" ], "text/plain": [ " 平均気温(℃) 降水量の合計(mm) 日照時間(時間)\n", "年月日 \n", "2018-01-01 6.2 0.0 8.4\n", "2018-01-02 6.1 0.0 8.9\n", "2018-01-03 4.9 0.0 8.9\n", "2018-01-04 4.7 0.0 8.8\n", "2018-01-05 3.7 0.0 0.1\n", "2018-01-06 4.6 0.0 8.5\n", "2018-01-07 6.3 0.0 8.5\n", "2018-01-08 5.5 8.0 0.4\n", "2018-01-09 8.5 1.5 5.6\n", "2018-01-10 7.5 0.0 9.0\n", "2018-01-11 5.3 0.0 9.1\n", "2018-01-12 2.7 0.0 8.7\n", "2018-01-13 2.7 0.0 9.1\n", "2018-01-14 4.1 0.0 9.3\n", "2018-01-15 4.2 0.0 8.6\n", "2018-01-16 7.1 0.0 8.9\n", "2018-01-17 6.9 15.0 0.0\n", "2018-01-18 8.3 0.0 5.7\n", "2018-01-19 8.4 0.0 3.9\n", "2018-01-20 6.3 0.0 2.4\n", "2018-01-21 7.0 0.0 9.2\n", "2018-01-22 1.7 24.0 0.0\n", "2018-01-23 3.7 0.0 9.2\n", "2018-01-24 2.2 0.0 8.0\n", "2018-01-25 0.0 0.0 9.6\n", "2018-01-26 0.5 0.0 8.3\n", "2018-01-27 2.6 0.0 9.5\n", "2018-01-28 1.7 0.0 1.9\n", "2018-01-29 3.7 0.0 6.4\n", "2018-01-30 3.3 0.0 3.7\n", "2018-01-31 3.9 0.0 7.5" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"2018-01\"]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 2 }