diff --git a/new_measures/Vitamin B/New Measure - Vitamin B per 1000 patients.ipynb b/new_measures/Vitamin B/New Measure - Vitamin B per 1000 patients.ipynb new file mode 100644 index 0000000..23ca013 --- /dev/null +++ b/new_measures/Vitamin B/New Measure - Vitamin B per 1000 patients.ipynb @@ -0,0 +1,397 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "source": [ + "# New Measure - Vitamin B complex per 1000 patients" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "source": [ + "## Rationale\n", + "\n", + "There has been a [measure on Vitamin B complex tablets](https://openprescribing.net/measure/vitb/) for several years on OpenPrescribing. The existing indicator measures the proportion of Vitamin B complex compared with prescriptions for thiamine. This was based on [2010 NICE guidance](https://www.nice.org.uk/guidance/cg100/chapter/Recommendations#wernickes-encephalopathy), stating that Vitamin B compound tablets do not have enough thiamine to prevent Wernicke's Encephalopathy in alcohol disorders, the most common indication for prescription.\n", + "\n", + "Recently, [Regional Medicines Optimisation Guidance has been released](https://www.sps.nhs.uk/wp-content/uploads/2019/12/RMOC-position-statement-oral-vitamin-B-supplementation-in-alcoholism-v1.0-1.pdf), which more forcefully suggests that Vitamin B compound should not be prescribed. It states:\n", + "\n", + "Due to a lack of evidence on their efficacy and safety, vitamin B complex preparations (vitamin B compound\n", + "and vitamin B compound strong tablets) should not be prescribed for prevention of Wernicke’s\n", + "Encephalopathy (WE) in alcoholism.\n", + "\n", + "* Vitamin B complex preparations should not be prescribed for preventing deficiency or for maintenance treatment following treatment for deficiency.\n", + "\n", + "* Vitamin B complex preparations should not be prescribed as dietary supplements. Patients who wish to use them for dietary supplementation should be advised to purchase them over the counter.\n", + "\n", + "* Vitamin B compound strong tablets may be prescribed on a short-term basis (10 days) for patients at risk of refeeding syndrome. This also applies to patients who are not harmful or dependent drinkers.\n", + "\n", + "* In rare cases where there might be a justifiable reason for prescribing vitamin B complex e.g. medically diagnosed deficiency or chronic malabsorption, vitamin B compound strong and not vitamin B compound should be prescribed as it represents better value for money.\n", + "\n", + "It also suggests:\n", + "\n", + "* Do not initiate vitamin B compound or vitamin B compound strong tablets for any of the following indications:\n", + " * Prevention of WE in alcoholism\n", + " * Dietary supplementation\n", + " * Prevention of deficiency\n", + " * Maintenance treatment following treatment of deficiency\n", + "* **Review all existing patients prescribed vitamin B complex preparations with a view to stopping treatment in all but exceptional circumstances**, such as in those patients with a medically diagnosed deficiency due to lifelong or chronic condition, or following surgery that results in malabsorption. If all relevant patient factors have been taken into account and it is considered appropriate to stop, treatment may be stopped immediately.\n", + "* The decision to discontinue treatment should be carefully explained to the patient, and should emphasise the positive aspects of discontinued prescribing of drugs with a low clinical value.\n", + "* Advise patients who wish to use these vitamin B preparations as dietary supplements to purchase them over the counter.\n", + "\n", + "It is therefore suggested, taking into account the above guidance, that we produce a new measure showing the total items of Vitamin B compound preparations per 1000 patients.\n", + "\n", + "## Proposed Measure\n", + "\n", + "**Vitamin B complex prescribing per 1000 patients**: \n", + "\n", + "**Prescribing of vitamin B complex (normal and strong tablets) per 1000 registered patients**: \n", + "\n", + "**Why It Matters**: \n", + "\n", + "One of the most common reasons why vitamin B has been prescribed is to prevent Wernicke's encephalopathy in chronic alcohol disorders. A recent position statment from the Regional Medicines Optimisation Committee (RMOC) [states that](https://www.sps.nhs.uk/wp-content/uploads/2019/12/RMOC-position-statement-oral-vitamin-B-supplementation-in-alcoholism-v1.0-1.pdf):\n", + "\n", + "* Due to a lack of evidence on their efficacy and safety, vitamin B complex preparations (vitamin B compound and vitamin B compound strong tablets) should not be prescribed for prevention of Wernicke’s Encephalopathy (WE) in alcoholism\n", + "* Vitamin B complex preparations should not be prescribed for preventing deficiency or for maintenance treatment following treatment for deficiency.\n", + "* Vitamin B complex preparations should not be prescribed as dietary supplements. Patients who wish to use them for dietary \",\n", + " \"supplementation should be advised to purchase them over the counter. Vitamin B compound strong tablets may be prescribed on a short-term basis (10 days) for patients at risk of refeeding syndrome. This also applies to patients who are not harmful or dependent drinkers. In rare cases where there might be a justifiable reason for prescribing vitamin B complex e.g. medically diagnosed deficiency or chronic malabsorption, vitamin B compound strong and not vitamin B compound should be prescribed as it represents better value for money.\n", + "\n", + "The RMOC advice is to review all existing patients prescribed vitamin B complex preparations with a view to stopping treatment in all but exceptional circumstances, such as in those patients with a medically diagnosed deficiency due to lifelong or chronic condition, or following surgery that results in malabsorption.\n", + "\n", + "\n", + "\n", + "### Numerators and Denominators\n", + "\n", + "Numerator: `bnf_code LIKE '0906027G0%' --Vit B Compound`\n", + "\n", + "Denominator: patient list size\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "source": [ + "## SQL and results" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "outputs": [], + "source": [ + "#import libraries required for analysis\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "from ebmdatalab import bq\n", + "from ebmdatalab import charts\n", + "from ebmdatalab import maps" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "outputs": [], + "source": [ + "#calculate the number of items per 1000 patients for Vit B Co and Vit B Co Forte tablets\n", + "sql = \"\"\"\n", + "SELECT rx.month, rx.pct, sum(rx.items) as items, total_list_size, \n", + "1000*sum(ieee_divide(rx.items,total_list_size)) as measure --calculates number of items and items per 1000 patients\n", + "FROM\n", + "hscic.normalised_prescribing_standard as rx\n", + "INNER JOIN (\n", + "SELECT\n", + " prac.ccg_id as ccg,\n", + " month,\n", + " SUM(total_list_size) AS total_list_size\n", + "FROM\n", + " hscic.practice_statistics AS prac_stats\n", + "INNER JOIN\n", + " hscic.practices AS prac\n", + "ON\n", + "prac.code=prac_stats.practice\n", + "INNER JOIN\n", + " hscic.ccgs as ccgs\n", + "ON\n", + "prac.ccg_id = ccgs.code\n", + "WHERE\n", + "ccgs.org_type = 'CCG'\n", + "GROUP BY\n", + " month,\n", + " prac.ccg_id) AS stats --this creates the list size for a CCG, and ensures that only CCGs are included in the data\n", + "ON\n", + " rx.month=stats.month\n", + " AND rx.pct=stats.ccg\n", + "WHERE \n", + "bnf_code like '0906027G0%' --Vit B Compound\n", + "GROUP BY rx.month, rx.pct, stats.total_list_size\n", + "ORDER BY month\n", + "\"\"\"\n", + "vitb_df = bq.cached_read(sql, csv_path='vitb_df.csv', use_cache=True)\n", + "vitb_df['month'] = vitb_df['month'].astype('datetime64[ns]')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "source": [ + "## Changes in prescribing levels" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#plot data on graph\n", + "vitb_df.groupby([\"month\"])['items'].sum().plot(kind='line', title=\"Total items for Vitamin B co products in England\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "source": [ + "This shows that, although reducing, there has been significant prescribing of Vit B Co in the last five years." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "source": [ + "## Modelling for measure" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "outputs": [ + { + "data": { + "image/png": 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NsH79egXFzc/PLz9F/mLocnsBgJWVFR48eKCyPyIiAocPH8akSZNQoUIFPH78WKVNYmIiUlJSpA9pbcTGxipYWZ4+fQpAZsHThL5jW1tbS/tUHlce4YEr75oDKCFDHn3mRR1PnjxBcnIy7O3tYW9vjz/++AMPHz6Ei4sLNmzYoFO5E6xDAtnZ2YiLi0OLFi0A0HycO3cOdevWRdGiRRXahoWFoXjx4lr7/xQEl/e9e/ekYQjCNgBpYlJ+t9OGrvkKDAzEmzdvcOTIEYUx1P1Y04VgtbW0tFSxlF+6dAkSieSTFa/U1FTcv38fNWrUQP/+/dG/f39kZWVh8eLF2Lx5M86dO6ey0g6Hw/nvwGPu9MTGxga2trYIDw/H6dOn0aJFC4U4F03IW0IAcg2lp6fjhx9+UFDs7t+/j3/++QcAFOJpCjoSiQRHjx6FsbGxxsw/AGjbti1ev36tUlJm06ZNCA8PR4kSJdChQwc8fvwYJ06cUGgjrCKgyUUoj/KSUhs2bICRkZHOB5W+Yzs4OCA6OhpnzpyRtklOTsaBAwcUjhPujaioKOm+lJQUREREKLTTZ14Eq5i8m83HxwejRo1CamqqdF/VqlVRtGhRvSw5Qma2wK5du5CcnAwHBwcAkM7XqlWrFI47deoUxo4d+1FKi740bNgQpUuXxrZt2xTOecuWLTAzM0OHDh0+Sztt6Jqv9+/fo3DhwgqZwllZWdi+fTsARYutgYGBVpdpy5YtUahQIaxdu1ZhzPj4eIwaNQpLlizJs7VX+XsoOjoaLi4u2L17t7SNiYmJtDxMflpiORzOl4db7vKAk5MT/vzzT2RkZGD+/Pl6HSPEw4SEhOD169dwdHSEnZ0d9u7dC3Nzc1SpUgXR0dHYtWuX9As4NTX1i1bM15cbN24ofOmnpKTg4MGDuHHjBkaMGKE17srZ2Rl79uzB+PHj4eLigipVqiA8PBznz5/H/PnzYWhoiBEjRuDYsWMYN24cBg8ejB9++AGRkZE4duwYHBwc9FqhYd++fUhJSUHDhg1x9uxZnD59Gr/99pvOGDZ9xx42bBgOHjyIMWPG4KeffoKlpSV27Nih4pbt3LkzfHx84O3tjbi4OJiYmGDnzp0wMzPL87wUL15cmnBiZWUFBwcHDBs2DMOHD4eLi4s0RurEiROIiYnBokWLdM7T06dPMXToUDg6OuLJkycICQlB06ZNpdbodu3aoVOnTli/fj2eP3+Oli1bIi4uDlu3boWVlRXc3d11jvGxGBoaYuLEifDy8sLw4cPRrVs3REZG4u+//4anpycsLCw+S7tPma+2bdvi1KlTGDFiBLp164bk5GTs379favGTV8ItLS0RFRWFbdu2oWnTpirxfJaWlpgwYQIWLFiAQYMGwcnJCTk5Odi2bRsyMzM/aiUY4bPp7++PZs2aoXnz5mjcuDGWL1+Oly9fwtbWVlripWrVqlKLJIfD+W/Clbs80KtXLyxduhSFChXSWIBVmRYtWqB79+44ffo0IiMj4eDgAD8/PyxYsAB79uxBVlYWKlSoAA8PD1SrVg1jxoxBZGQkunbt+pnPJu/s2LEDO3bsAEAuWDMzM9jY2MDb2xsDBw7UeqypqSmCg4OxYsUKHDp0CMnJyahWrRpWrFghzeAtXrw4duzYgRUrVuDw4cPS4siTJ0/WWUdPIDAwECtXrsSxY8dQsWJFzJ07V6dseRnb3Nwc27Ztw+LFi7Fjxw6IxWL06NEDNWrUgI+Pj7SdpaUl1qxZg6VLl8Lf3x8lSpTAwIEDUbVqVYVAeX3mpXDhwhg/fjzWrVsHHx8fVKpUCa1bt8aqVauwevVq/Pnnn8jMzESNGjWwbNkyvcIF/vjjD9y4cQNLliyBhYUFfv75Z4wdO1b6A0MkEsHPzw9r167F/v37cfr0aVhaWsLBwQG///47SpUqpdf1+Fj69u0LAFizZg28vb1hZWWFWbNmYciQIZ+1nSZ0zZezszOSkpKwa9cu+Pj4oFSpUrC3t0dgYCCcnZ0RGRkpvY/GjBmDWbNmYf78+fjtt99UlDsA+Pnnn1G2bFls2LABy5cvh6mpKerUqYPFixdrrKupjcGDByMyMhJr167F7du30aJFC6xcuRKBgYE4ffo0duzYgWLFikmvL4+343D+24iYvpHgHE4BJiAgAIGBgTh58qTGIHQOxWy5ublhwYIF+PHHH7+2OAUePl8cDue/CI+543A4HA6Hw/mG4Modh8PhcDgczjcEV+44HA6Hw+FwviF4zB2Hw+FwOBzONwS33HE4HA6Hw+F8Q3z3pVBu3Lih9zqKYrG4QBT35HIUTDmAgiFLQZBBoCDIUhBkECgIsuSXDJmZmbC3t88HiTgcTn7z3St3hQoVQq1atfRq+/r1689e34vL8d+VAygYshQEGQQKgiwFQQaBgiBLfslw//79fJCGw+F8DrhblsPhcDgcDucbgit3HA6Hw+FwON8QXLnjcDgcDofD+Ybgyh2Hw+FwOBzONwRX7jgcDofD4XC+Ibhyx+FwOBwOh/MNwZU7DofD4XA4nG8Irtz9x3j3DkhJ+XLjMQacPw+kpn65MTkcDofD4Xw8XLn7j3HhAnDypMkXGy8yEliwAEhL+2JDcjgcDofD+QS4cvcf4vx5wNwcaN8++4uN2bw5cOAAcOfOFxuSw+FwOBzOJ8CVOyXEYiAn52tLoZ5atQAbGyAwsDDev//84zEGuLkBBgbAkyeffzwOh8PhcDifzne/tqwy//4L+PkBI0YADRp8bWlkhIYCJiZA167AtGlpMDAw+yLjBgcDEgnQowcQFQXUrPlx/aSlAWFhQN+++Ssfh8P5fpFIJHj9+jXev38PsVj8tcXhcL4YpqamsLa2hrGxsdr3uXKnxA8/AJMnf9mkBX3o1g3IzKTXqanAwoXAkiWfd8yFC4GOHYHly2lOkpM/Trl79gy4dw8oVQr48AGYOhUIDKT4wVat8l9uDofzffD8+XOIRCL88MMPMDY2hkgk+toicTifHcYY3rx5g+fPn6NKlSpq23C3rBxiMfD770DVqqRIRUZ+bYmI7duBY8co3g4AihQBFi36/EkOU6YATZsCTk6AkRFgZgZkZOS9H2NjoFw5oE0boFgxUuwyMshKmpVF887hcDh5JTU1FRUqVICJiQlX7DjfDSKRCCVLlkSGlgcyt9zJkZkJBAXR63LlgILwXZGZCQwaRK5ReQ4fpli4nj0/z7i3b9MY6emAiwtgaQmEh5Nl09Q0b31dugT06SPbFomAwoWBYcOAlSuBFi2Ahg3zU3oOh/O9YGDAbRSc7w9dP2b4p0KOWbMgTVSoWJEyRM+e/boy7dtHVjtDQ8X9jo5A+/afb9x69cgVO3s2WTJ9fEhBe/w4731JJJoV5d9+I4Xx9etPkfa/hURCFmIOh8PhcD4HXLnLJTWVXJ3Fi8sK9jZs+HUtSq9fUwJC166yfbt2yeSbNYti2D4Hrq6UITtjBimWS5aQC/Xq1bz1ExWlOzHlyhVy0X5OMjPJjb1nD/Dw4ecdSxcGBkDr1qS0czicbxvGGDw9PbFu3TqdbW/duoWZM2dqfD84OBhdu3ZF7969MWHCBLzPtUbIH3fp0iX06tUrz3I+f/4c7u7u6N69O/r164fDhw+rtPHz84O3t7fOvmJjYzFmzBiN7x8+fBg9e/aEk5MTPDw8EBcXBwDIysrCzJkz4eDggD59+sDPzw+SXLfVrl27sHXrVgBAQECAXnIURMLDw+Hn5wcAOHnyJHx8fAAArq6uOHr0aL6Nw5W7XA4fBk6dotfz5wOJiUCZMmQ5u3Dh68h07hwpPvIYGABbt5JfdMkSyqDVh3v3SDnbvRt4+hR4+VJ7+82byWInfH527gQuXgT698+b9S4tTXecnoMDYGUFXLumvd3HxOZdvkzy7tkDXL8O1KkDlC2b937yk9BQipts2fLrysHhcD4vjx49wk8//YSwsDC92j98+BDx8fFq34uMjMSaNWuwadMmHDhwAG3btpUqdNqO0xcvLy/Y29vjyJEj2LRpE9auXYuoqCgAwKtXrzB27Fhs2LBBr75evHiBJxrqZz19+hSzZs3CsmXLcPDgQQwfPhxjx44FAPz111+Ii4tDaGgo9u3bh8TERGzbtg0AcPXqVa0xZv8Vbt++jQ+5VplOnTph+vTpn2UcHnMHqmvXowc9cDdtAtq1A5KSyELm5CRLZNCXo0fJohYRQWVVjIzyHr/35AllkpYuLdu3dCng4QFYWVER45QUYPp0YMUKzf24uwN//knJIWXLAvb2FD+3eDElTJipqagSGAg0bgxs2ULu2OLFgcGDgexsssQlJpLipwvGaB70tX4qxxXKk5MDeHmRO7NiRd197dkDlCwJlChBCvGQIbL3/vqLFEp9zuFz0KYN/V+6lCyjPGSIw/k22bp1KwYMGAArKyuF/VeuXMHChQulVqkRI0agfv368Pf3R3JyMqZMmYIFCxYoHHP37l20bNkS5cqVAwA4ODhg+vTpiIuLUziuT58+SEtLw/jx4/H48WNkZmbCx8cHjRs31irr3bt3sXDhQgCAubk5mjVrhuPHj6NmzZrYvXs3mjZtimrVqkkVE4CU12nTpiErKwuMMfTv3x/Ozs6YPn064uPj4e7urmKxjIqKQs2aNWFrawsAaNKkCeLi4vD8+XPcvXsXPXv2RKFChQAAnTt3xrp161C2bFmcOnUK58+fh2lu0Pfjx4/h6uqKxMRElCpVCsuWLUOZMmUUxgoICMCzZ8/w6tUrJCYmombNmpg3bx7Mzc0RHx8Pb29vvHz5EtnZ2ejZsydGjhyJ58+fw8XFBdWqVUNcXByCg4Nx9+5drFixAhKJBGZmZpgzZw5q1qyJa9euYcmSJUhPT4eBgQFGjx6NDh06YO/evTh+/DgMDAzw7NkzmJqaYtGiRUhJScH27dshFothYWGBypUrIywsDKtXr1aQW1O/eYJ959y7d49FRzO2ZIlsn0TC2OXLjN28SdvLlzN2/TpjiYmJevUpkTCWmclYSgq9HjqU/qen6y/XqVOM3bihuO/BA/q/fv0H9uyZbKyMDNXjMzIYu3BB+xjnzzN29ap6+cVi+pPHzY3+37hB56drPjIzGdu0SbsM8jx+rL59ZCRjgYGM5eQwlprKWFKS4vvKcqSnU7u0NPXjvHxJfenDv//SHD18yFhICGPx8Yx5eWlur889snAh/Y+OVp3j/EDf+/RLUBBkKQgyCBQEWfJLhnv37uVLP/91GfTB09OTrV27Vrrt5ubG/v77b8YYY/fv32ezZ89mjDG2Z88e5uHhobaPy5cvs3bt2rHnz58zxhgLDg5mNjY2LD4+XuG4yMhIVqtWLXYj9wGyYcMG5iZ8eWvBzc2N+fn5MYlEwt68ecN69OjBZsyYodDG39+fzZkzR7o9ZcoUtnr1asYYYwkJCWzcuHFMLBazyMhI1rNnT7XjPHv2jDVt2lR67U6ePMlsbW3ZtWvXWGBgIHN3d2cpKSksMzOTTZgwgTk4OKjMob+/P+vYsSN78+YNY4yxX3/9lQUGBqqM5e/vz9q2bcsSExOZWCxmEyZMYAtzv4BdXV3ZyZMnGWOMZWRkMFdXV3bo0CEWGxvLbGxs2OXLlxlj9Hlp1KgRu3v3LmOMsbCwMObu7s7ev3/PHBwcWGxsLGOMsVevXrG2bduyuLg4tmfPHtaoUSP28uVLxhhj3t7ebPLkySpzKH/dhg4dyo4cOaK1X2W03f/cZgCy8EycSMkUo0cDGzeS5ap0aarxNno0UL8+WaJ0wRgwciS5S4sUIYvd5s20X0sIggJRUYC1NWBnJ9s3aRJQoQK9rlVLjOLF6fWBA+pjt1JSgNwwBo2UL09/8uf17Bkwcya5M4XMYYFNm6jtnTv6xfpFRwO9e+tuJ2BlBbRtK9vOzKTzbtYMGDWKYv9OnlR1VSszdSq5oAsXVv9+uXLAnDnAq1ea+2CMii4bGVEplzJlaCm2UqUoyWT/fuDMGf3PTb7fHj1kr/fty3sfHA5HM0FB9Nk8eBDYsQP45x/A3x+IjSVvRU4O8PPP1NbVlf7//DPtnzKF2vn703E7dlA/Z85Qv9HRqt+LH0P37t3h7e2NiRMn4u7du5gwYYLOYxo3bozffvsNo2keWjEAACAASURBVEePxo8//giRSITixYurLWJbsWJF2OU+QGrWrIm3b9/q7H/RokV49OgRnJycMHXqVLRv315jgVyBLl26YO3atRg9ejSOHTuG6dOn68xerlSpEubPn49Zs2ahT58+uHv3LmrWrAljY2MMHz4cNWrUgLOzM4YNG4aGDRvCREPsUatWrWBpaanzHLt164ZSpUrBwMAA/fv3x7lz55CWlobLly/Dz88PvXv3xsCBA/Hy5UupG9rIyAj29vYAyIpWo0YN1K5dGwBZTNeuXYsbN24gMTERv/32G3r37g0PDw+IRCI8ePAAAFCnTh2plbV27doKFk9t6OpXX757tyxjlJjg70/uRz8/SlrIySElYOBAUtB8fIBu3QwU3KTqEInI3aa8TyQC1qyhh3nbtqRQaiIrSzU7dvp0UhYBoFw5CY4coRIpffpQe3m2b6cM1P79gUePyI1auTK5Zh0cgHXrgLFjgSpVgLdvgfHjZa7dypVJeTE0VE2EOHyYFGBnZ1LwBGVTE//+S3NarJj2dgKFCtE5enmR+7h3b/qyBWRubUdHSjQ5e1bm3hRgjOICly3TPdbkydrd7RIJjSOfzGJhIZOzY0dS+qKjgRo19Ds/gMrCCN+XZcsCjRrpfyyHw9GNh4fqvqZN6b/g6dy4kf4HBytuC+/nhoBJjwNkPzzz8nnXhLOzMzp06IDz58/j7NmzCAwMVAmm9/Pzw6ncQPCOHTvC3d0dTZs2xYABAwAA8fHx8Pf3R3Hhl74c8kqZSCQC08MykZGRgQULFsAsN1ZnxowZqF69utZjOnTogLCwMFy4cAEXL17EypUrsXfvXoU2ISEh2L59OwCgbt26mDVrFipXroydO3cCoCSKTZs2wdraGh8+fMCwYcPg6ekJAAgNDUWlSpXUjm1kJFNftJ2jodzDVCKRwMDAABKJBIwxbN++HYVzrQBv375FoUKF8O7dO5iYmEj7NzQ0VCg7whjDgwcPIBaLUa1aNezatUv6Xnx8PCwtLREaGip1H+uSTxlt/eaFb85yd/z4cTg6OqJ3795wc3NDTEyM1vZiMSl0AH2g/fxIadmyhRQKKyuKW5s2DahYUUtQWC7bt1ONOE1UqiR7uKvj1i2qLVenjmzfyJGKxxQuzJD7gwAA8McfFCMIUAJDjx6kHDFGioiZGSlN1arRdpcuZPFLSaH4uyVLSElhjM6VMZmlTJ4ePSh2TSQiC5o2MjJoNQtdCqAypUuTsl2hAo2j7n42NFSfpJGVBdy9q9845uZkkRXmTZ6YGGD1aqrvp4miRWkut2/Xz6IrYGVFVkChj/BwfJF1gjkcTsHB2dkZ9+/fx48//oi5c+ciKSkJiYmJMDQ0RE7u4ua///47Dhw4gAMHDuD3339HQkICXF1dkZK7fNKqVavQs2dPiEQiheM+loCAAISEhAAAnjx5glOnTsHBwUHrMRMnTpRmvs6aNQvm5uaIiYmBoaEhsrMpNnzw4MHS85g3bx6ysrIwePBgvMzN6tu4cSMaNWqE4sWL49SpU5g5cyYYY0hNTcXGjRvh6OgIAB99jidPnkRycjIkEgl27tyJDh06wNzcHPb29tIEkaSkJAwePBgn1TzY7Ozs8OjRI0RHR0v7mzRpEuzt7fHs2TNcvnwZAHD//n107dpVZ2KLrvP42H6V+aaUu4yMDEyaNAmBgYE4cOAAOnbsKE0z1kRCAvDmDb1evpysWG3aUNA+Y6RgbNhA5TOmTCkiLUOiid69yYWriUaNgL//1lxSxNJS0aqXlUWFfuUTHwwNSTbhWvv7y1yQkyaR0mFqChw/ThnA9euTIlG/PrkZa9Ui96KQfWpkRG7G1FRKNjAyAnx9VZU7AHBzo7F//hl48ULz7fPune7sV00ULkzXQL5Y8v37pPhu2EBJEu3akcItcO8eJVEMH67/OH5+qtY7iYRc4vq4kw0MKCHixAnKJtaHiAjFhJDGjXVnPOfkkIs6j1Z5DodTQPnjjz/g7++PPn36wNXVFaNHj4a1tTXs7e0RGxuL0aNHqxxTtWpVeHh4YMCAAejatSuysrIwefJkANB6nDy3b99Gbw1fbpMnT0ZERAQcHR0xfvx4LFy4EOXLl9fa36hRoxAaGgonJycMHDgQnTt3RpMmTVC9enUUKlQI/fv3V7FYmZubY+7cuRg+fDi6d++OW7duSZNH+vXrB0tLS/Tq1Qv9+vVDz5490a1bNwBA27ZtsX37dpXkA12UKlVKOpaFhQVGjhwJAFiyZAlu3rwJR0dHDBgwAL169YKTk5Pa45csWQJPT0/07t0bGzZswPLly2FpaQl/f3/4+vrCyckJkydPhq+vL6ytrbXK07x5c5w7dw5z585V+/7H9quCxmi8/yApKSmsfv367Pbt24wxxgIDA9no0aO1HnP3LgUkHj/OWEAAY+PH036xmLFFi2TtNm1i7NatN2qTFwQyMhibOVO3nAkJjGVnq+6/do2x0FDFfb/+SskB8iQmJrKLFym4nzFKMPjf/xg7dkyxnUSiXY6gIJJF4M8/GTt6lLGwMMYOHdJ+7NWrjO3e/V7j+9HRiue4aRNjUVHqkz/04cIFxu7coSQXIRkiLo6uU3x8IsvIYCw3zjhPuLsryrR9u+o10EV2NiVx/POP7mD1w4cVtz98YGzrVu39Dx/O2JMnNIcJCXTdGNN8fQtC0L5AQZClIMggUBBk4QkV3ze6nonfEsoJIN8a2u5/EWN5cSoVfPbv34/p06ejePHikEgkCAkJQeXKlTW2v3DhDmxsyMeZk0NWK4H79w1Rq5asuNqpUwY4dKgwli5Vb76TSIBXrwxgYcEgEjGtMV2hoSYwNAR69JAFzKWkiJCUJIKVFbl/ExNFKF1a9fLk5OQgK8sI164Zo3VrMn0nJYlw+bIROnXKlp7LuHHmCAxM0SjDo0cGqFhRIrUcZWaS+zc7G8jKEsHCQnXsy5eNcOuWEdzdM5CQIEZYmBlcXTNV2gUEFMbw4ekwNQXu3TNEqVISmJsz7N5dCLVri2FoCJQsKUGlSrpd3UuWFMaIERlSeby8imDq1DQULcowcWIRlC+fAweHHNSv/3GL1Kamkts6JsYA1tYSaYxkXlm71hRDh6bA1FR9KOujRwbIyRHB1lYmp1gMXLlihGbN1JvpU1JEMDeXXYeMDCAuzgDm5gwrV5ph1qxUPHtmgKpVZfOYk5OjEI/yNSkIshQEGQQKgiz5JUNiYiJq1aqVDxJ9PPfv3//qMvyXiI+Px/3799H+cy5vVIAICAjAu3fvtBaG/i+j9f7/YirmFyAqKop17tyZPcutE7Jp0ybm6OjIJFpMWPfu3WNiMVlwPDwYS06WvZeZyZinp2zb3z+JZWWpWtIENm+mch5nzjC2YYP2khk5OWR5Efq6fp2x9esV20yZor6cR2JiIsvKYmzHDs3967LaCSxYoGjxkkhoXH36ffUqkd25oyrjhw+M5WaoM8YYW7aM5lKeK1cYe/aMseBgxp4+1TxedjZZ6JRliItj7O5dep2Q8GmWCA8PsgD6+TH26tXH9yMWM7Ztm2Zr5r17jN26pbr/7FkqtaKOKVMYe/1a85jx8YytWkVzvncv7SsI1iGBgiBLQZBBoCDIwi13HM63wXdTCuXcuXNo2LChNLvGxcUF0dHRePfundbjDAworu2vvxRjsExMgHHjZNs9e2bhyBEKtldH+/aUAVm3LsWkTZtGcWJCTJ88hobA+fO0YgRAa7nKh0KcP08ZuprKeRgbU+ycplObNo3KmuiCiiIr7hsxQvb63j3KGBNW6RCJaD3Y1FQ6hzp1KMPsxQvZMf/+S7FlAJ3f2LGqcWWNGlFySfPmlJV865aqbOnplPSgLJ9IBCQn07l/rJVNntWrgfXrqVTNp6xeYWAAJCVp/ki9fEn3hjLFiqm/zi9fAnPnas+sLlOGEm4Yo7I2z54B/v4abpo8oC7RhMPhcDj/Db4p5a527dq4fPkyXueuQn/ixAlYW1vrTCFesoRS4XMThRSwsJAt8p6aKkJODikc6emK7V6/psD6woUpyB4gRTE+nh6U6lZfaN2aypkcPUorRghiMkYZt7qUlthYUnLUMX8+lTXRhaUlKYJCTbxDhxSV0dq1aZ98cfMVK2RlWQBaoszQUJZUULEirYnLGCmh6hIzBKpXpzbHjlF7IYno/XtSGP/6S/1xtrakGI4albdsVXVIJJRg8qlKIgB0754pVdiVefJE/Rh169JSc8rs20eZu/pQrBjNR6VKwM8/Z+D8efUKsz4wRj9qJJJPn1sOh8PhfHm+KeWuRYsWcHd3h6urK5ycnLBlyxb8+eefOo8bO5ZKgAwerPpekSLAwoWCZUSC2rWBrVupwKVyu5YtKSYqIEC2v0sXUnaEEiPKvHpFdejGj6ftnBxSaEaOVFUEsrMpLk6gc2f1yt2FC2SJ1Bdvb5nFqnFjqn8HkLxublSexMdHZs158oSyaeUpVozqP2VlAYsWkWIwfz4t36YLAwMq53LnDmUsAzQvurJDDQ1JjthYA+TWnvwoDAyoXmB+YGoqq4cnT3w81RhUh0hEGc7yPH0KDB0quxb6IhIBRYsylC9PFr9797Qv66aMWExFW9evB54/p/qKHA6Hw/lv8U0pdwC5Yo8cOYKDBw8iODgYNXRUnMzIIEXol180W27S0mTu2Rs3SKmys1NU1vbsIffi7t1UYFf+gWpkRA/L69epyK48lStTlXTh4S4SqV+LlTEaY+tWYOFCqosikVCpE2VatiSLlr4YGZG1MSaGKrKXKCGTRVgneswYmdJStarMmilgakpFj728SCEQiYB+/fJmDatXj5S8RYvImies5KANc3MgPV2ElBSSP7e00lfDwIDmQdkK/OIFFZTWRL16ivURb90i5epjqVqVagWePEn1DDNVc17UkpUlSyqqVIncwvv2ydzyHA6Hwyn4fHPKXV4xNSXFbv16zW1KliSLUnY2MGAAPSz9/MjiJlCjBikazs5Aq1bAsGGKyp9IRMpfuXJ0vDrevCErWrNmivv//ZcsZ87O1O/kyWlS2fv1g0LtPcZIWcyri3HBAnIpyydReXsDjx/Ta0tLmYJrZESrQLx6pXr7LFtG8zB2LBUxzisiEcUB6uNSFrC1FaNxY3KLP39OyvjXpEQJ1XMvUoRq82lCLJYppg8fkoKYu9rNJzFmjGrsqCZiY6lif8+esn0GBkCnTlQjMTQUOus8cjgcDufr890rd7GxFEP28KH2ds+fA0uWmIExWt1h1ix68AHkQktNpTi88eMBT09yFyq7TK2syM02ZYrqkmEAKVDyFrGsLOrPxkZWsFckAoKCTHHjBm2fOqWYzCCsZfsxLFmimFAyfTrFxAHkAp01S/beiBFA2bLq/X1GRrJlfD6GEiUUS9Loy//+R/M7aRLNnbo5zg/u3tWsoANkdTQzU7Te7dihvc8aNUi5Z4yWhNORA5QnTE2BVauA06cpflIT5csDufVCFShalO4LIyNSFBcvJkWUx+NxOBxOweS7V+7KlyfFSccSeqhUCfDySgNjZFl68waYN48ecGZmFJdmZgYEBpJiV6YMKXHqHoABAaRMbtsm2xcVRTFqQlJFfDwlFQjleeTXYnZ3z0DumsYYMkRx7dYFCyjO6mNYtIiWKAPItbxunaIF8M0b2bqtEgmwfHlhiMWydWnXrCGFdvRo7eu2fm5WriRF5NdfaXvqVPp/+bJsVY6PISlJZh3891/tba2tZZa6lBRS2uXn8uBB1WPevKFrZ2ysfZWTj6VZM7Iq372rel9GRJDVTsMyjgCA7t1l7nJjY7J4Z2bSmsWfS5HmcL4Vjh49CldX1486dvjw4Xj48CEuXbqEXr165bNknG+R7165+/CBXK7yypMm11NoqAnCwiiZ4v59YOlSUsLCw8mFNmcOrUm7aRM9yFeupHbqqFaNHv6xseRGrFRJpoQA5A69d08W/yaPoSE9WAGyFsoncHh5ydx5Hz6QQnP9ut7TIaVNG7KEyVOliqxMSqlSwNChGRCJZK7cGjUoLi8vyRyfCwMDUk4BmcwXL5JS8/ffee/v0SNSaLKygK5dyZr19q3m9kWK0DF79tB1PHJE9h5jpBwqJzp07077DT7Tp9LMDCheHAgLU4zBS0+nRdGHDtWvH2Hd43XrKFb08WP9Y/o4HE7eWbNmDarrskBwOHJ898pd8eJkaZJn5Ej1C9M7OWWhSxfKeqxShdal3bKFYtUMDEi5GzqUYt4EQkNl5T3kKVSIAt63bSN32cGDMsvO27ekPGgqIm5gIFPoihQh92lWFgXkL1ki6ycpCYiOzntJjOxsyu5VLmFiZERKSlgYbZcpw2BgAKkVUZA3P0qK6ItYrNs9KMTvjR1L/7Oy9HcpZmZS2+BgumZCkkd0tGLMpTrs7al97dpU8kYgMZFc9MquWmEsOzv9ZPtYJkyg0jfC0oYHDlDihbHxx/U3ZAjdvx9beoXD+Vbx8/ND586d0b9/fxw/fhwAkJWVhfnz56Nv375wcnKCl5cXUnLjPJ48eQJXV1f07NkTjo6OOHz4MACgY8eOuC2fcaWjHw7nu1funj9XfKiFhlKyhFCiRJm5cynGLTCQXLGdOpF1LToamD2brF3y8WKensDhw5qVCU9PCmB3dpbte/9ed6bklSukWAJAUBBZfOrVowc3QOM9eEAP3p9+Iveuppp4yhgbU5/q6NGDyrt8DG/fktKcmEivExOp6O7795SFnJ4O5H7/ISFBvz4DAoBbtwy1WtHkMTICfvyRrK537mhvyxiVwYmJoWsrb1Hr3p3O4dUrzcdbWJDi1KSJooJ/8yZZauWvOUCu/B9/1O88PpVq1cjKu2cPlavp3PnT+uvUiYpqczhfm9mzZcXNRSLg6lX6k983eza1tbKS7WvUiPZ5eCi2ffGCngvKx+rixIkTOHbsGPbv34/t27dLFa+goCAYGhpi7969OHjwIMqUKYMlS5YAACZMmIBu3brh0KFDCAoKwrJlyzQqbNr64XAKxoKLX5GKFRUf2hYWZA27cYOyZEuXVmzv40NKiI8PuT0NDamNjQ196NXFHkkktF+5lpk6MjLIzdW1q/Z2TZpQ0VqAMiKzs2lVDKF0SXa2ouLx229kYUxP17zqhcCECeQiLlVK9T0zM4olnDhR97kIPHxIitz9+yTz8+eyeU5IIDdfXBwVJk5Loxg1f3/K1s3MVC/vw4ekCP7+O5CQIIa3N7nX9bUaCjFw169TZqoye/aoJpGoQ51VVh4nJ7LayctVvz7VFXR3Jxe2qal+MsvDGP0lJZH1+WMwNiY5kpLoun4K5crRAzAzE+jf/9P64nA+hdmz1Stg6n5gyyejCQQFqf64tbLKewLRxYsX0aVLF5jnBiD369cPwcHBCA8PR3JyMi7k1hfKzs5GyZIl8f79e0RFRWHAgAEAgPLly+PEiRMa+9fUD4cDcOVOIb7u/HlKBLhyBejYkRQSX19g8mRZG8ZImRo7Frh0CRg+nPYPH05B9EOGUOyZPH360EP8f//TrVilp+tXq83UlBJBJk8ma9SkScDatTIl4swZKtsiULYsrYSRkaG7YK+vr/Zs1Zkz6TxyFwLRS1YLC1kMn7oSH0L5DWEJNh8fSjI5dIjKeBgY0LlJJLSvRw9SIkQiUsJWrKAkkIQEKg+jC2NjmcVQXrn7919SUoQxtdGiBbUVizWXblFWmhijxJVly2QxgXkhNZUUyilTKJwgPDxvNQ2Vad36449Vpnt3uhYpKV83oYbDKSgwOY3QMDfORSKRYOrUqWiXm3GVmpqKzMxMGOV+6Yrkfgk+fvwYVsrrL+aiqR8OB+BuWYVltMqWJevamzdk6bK0BFxcFOPvRCJSoqpVoxUthOzLoCCydlWtqn6ctm11xzRJJKSAde+un+x//EGxeUWK0BJW8okTiYmq43XrRn3v2qW5z/371WdyymNqSlYnfQgNpVIx6tZU1UXNmmQhDA0luQTXa3o6KV7KVtVmzci9eOOGfr+yixenuoFz5pCMs2dT1vTIkaSk6GMFrF5dMVtZF+npFBcJkPVRl2UQoHOJjqb7cMoUGm/lSlKSR40iZVFX/N+XwMiI4u4+thQPh/Mt0bZtWxw9ehRJSUmQSCQ4cOAAAKB169bYunUrsrKyIJFIMGPGDCxbtgzm5uaoU6cO9u/fDwB4+fIlBg8ejGQN8TSa+uFwAK7cSa0zT56Q2/DdO7IKLVhAr83MSMGQL4z74gXV+vLzo8XdT58mBSEoiJSCjAzVciT16pE1Sn7dVmVyclQVFnkYg8IyW2KxrJ7cyJEyC1RkJCU3qLM8GRuTFS0hgTJ1lenTR/eSYSIRoMeqbgAoI7hePf3aaqJPH1qrdvNmUsIGDlSveJmYkOJz4QIpUfq6UcaNA374gTKQDQwUFX5d1KpFKzjoKo0iEBYmS0ipVo3uG11IJFQzz9SU3NWA4vn/9BOFEOharu1LYGdH86gU+83hfHe0a9cO/fr1Q79+/TBgwABY5C7xM2rUKFSoUAF9+/ZFjx49wBiDl5cXAGDp0qU4cuQInJycMHLkSMybNw+lNTwUtPXD4YB959y7d48xxti7d4xFRTG2Zg1jEgm9d+IEY2fP0uv79xm7du2N9LicHMZSUhhLS5Ntp6bS64wMxmbMUB3r9WvGMjMZe/FCvSwrV8rGVubdO8bS0xnz9WUsLOwdY4zaxsertj1zhrGXL7WeNrt+nbGTJxm7fJmxo0epr3fvGBszRvtxAk+fMjZlSorWNkuXMnbjhn79fQqJiYkq+2JiGPP0ZCwri+RgjLEnT/Le98OHutvExTGWna1ZFnmEdgLz5zN2967m9mlpjP31l24ZEhPp/lGWQSKhe/POHbqHvwTv3zO2dq2qLJrw9WVs2zbGduz4PPLoI8OXoiDIkl8yCN+dX5OCIAOH87XQdv9/95Y7gILAhdp0PXvKrCKdOlECwPjxZAlKSpKZS44cIReqpye59oSEBYAseGPHkkVPnpIlqfaZkBEqD2NUOkPZIiW4fefMofcmTQKuXBFiMyjO7PJlWftHj8jaWK6c9nO2t6e4wurVyWUaHk7r4qqz6sfFqe6rXBnw8EhHWBhlvCqTnk5z8DmK8epDxYqU6SoSkTuaMXKnZ2dTsoQubt2iudy6lSyqyjXp5LGyomSO6GjtfTImq08o4OmpfZkxQ0NZ4ow2SpUiF+2yZUBUlCGCgihxJSCA3NSpqXRffIml2YoVA9zc6DOljZwcundcXSnWUlcsKIfD4XD05AsqmQWSe/fusexsxm7fZiwiQr0VJTGR/jZufM+SkmT7P3yQWezk9z98SPvXr9dsiZs2jbFXr2Tby5bJLH/yzJ3L2IMHivuePElk167R64QEsujJ3mPs5k2tp5xnRoxQtTgxRhaA69fJUqNs4ZoxgyxaX4K8WCIyMhg7coQsYllZ6ttkZZFlMzqatmNiGJsyRXu/ycl0rbXJou5eyMpi7H//09x+3jzN99DJk6r3THo6YwkJiSw2ls5VuT8PD8bEYi0nko+cOsVYdPRrduiQ+vefPWMsKEi2vX8/Y7t3578cBcFaJlAQZOGWOw7n24Bb7nTg60vxT4ULq7eilCpFcWwvXhgqlL5YtYqWDPvjD9natA8eULxRWhpZ9AIDyYqlzNSplLAhWPEcHBQzK+/epWzKadOozIo8YrFIuvJF6dKyuLv0dMr0lbeWMaZf9q0mLl4kC9jhwxSXqIy9PSV1bNlCVkaJhOZgzhyyaBU0ChUiS96JE8CxY6rvZ2RQNrS9vWxJuooVaam53bs1r/Zhbg7MmAHExGj+SIWEqK7tamwMrF6tWd4+fVStuTExJEdqKpUxkcfUlNpbW6uW3hGJaKxr12Rxf5+TDh3o/rO0pJjEfftk73l5kYVPyDYHyGr+44+ftkQch8PhcHhCBQAK1k9NlSkv6h4uvXoBLVpkK7haPT1p/dKlS2UFXMuXp4SFX3+lB1v79urr25mZUe07oaabfK0yxihT1MlJfeJAsWIMrVrJFEpXVzpGLKaMX4GICOpbHzekJhISSIYaNcitrA6RiLI+X76k1TJCQ9Wv8FGQcHQkZWLyZJnyvX071Qb86y+az+HDKenEy4vOsW1bUrTPnVOfrOHtDZQvr9l/O2SIrOSLPEeOKCo+Ar6+pKQJSCR0zYW6iY6OVI7n3bu8nXv16pTkoq7w84MHVHj5yBFateJTKVGCoXlz+lzY2VGJnlOn6MeNcpaxkREpwOrCFgQYo3P/7bdPl43D4XC+Vb575S4xkSxPT5+S1SAzU3GpKHmuXzdSWeXBw4MyR4VCtJs2UUbs/PmkKNSrR5a1p09V+ytShBTL/v0VY+QOHaJyJdoyZ9+/lz3Us7KoVMiOHYp1y8qVo3Pp358scHklKoqU1mLF6H9sLGUJa8Lamixcf/yhu55fQUFILrt4EWjYkOYsPp6UqJUrZVa7yEhg7166ZsLKFuPHk1X08WOKHzMwABYtMlNbGJUxzWu3OjiojzcbNIh+KABkCU5OpjI1P/xAZV8AUpryutxb8eJkVZ03j+6d7Gw6p+XL6cdB/fq0tnCTJrSOsrZ4Q32xsKAyQS1a0NJ9RYuqbzdkCMWCavpxsH8/WZF9fSkm8syZT5eNw+FwvjW+e+WuWDF6oEVG0sM5I4Pcb1u2qLq8nJ0z8cMPtJSNwO7dtDKEQIMGpCSUKUMuWYBKbVSqpNndZGUlW8c1OZlKscgXIFaHnR09lJOSaI3apk3poSk86PfuJWtkuXLUTr6Eir5kZyu6dGvXpnPRtjSaJkWjoLraLC3JcvfsGVnlTE2pOPPLl1RaBZAlNbi7k3WvalU6z5kzya26cycpdwEBwJQpaTA1VbXsiUS0Pq06ChUiS5S8y3/NGpJLmM+JE0mxFJaXE2jalCyz6hRKXSxdSgrS8uVkKR49mhS/KlXIzVy0KC2VlpWVf9fP2Jj618bOnYqfzj9pYgAAIABJREFUMYFHjyjxom1bKotTpAhdv5cv8756AIfD4XzLfPfKXWYmKStC7bSpU+lBITzo5R8a2dnkMpJ/0BkYyNyVly+ThSUigo6dPZsyKIsUAdav1896tn8/udoEZU8bKSk0XrFiVHOvZk3Ze+3ayWLGChem+L+5c1UVVk18+ECWR4mEjn3wgObHwIBiDfPyMGVMtjrFyJGkwApzExGh/0oXH0NOjsz9/eoVXcP4eMU2lpaydV49POjat22r2pexMd0nbdqQ3CVK0H4vL7rerVrRuQYGqp7Ttm2UXa0J5VVBBgwgJZIxslStWqV51ZD27dUvFacPtWrJVjlRV2R7+HBy306b9nH9fwxDh9JSdMpLau7dS0r4pk1koS5XjjK9t29Xr9wKVvZTp4whkZAlNj6elNpr18j9nFeENY9376YfT5GRee+Dw+FwPjffvXJnZkaxdi9eUMmPwEB6CFhZ0QN8yxbFtuPHk5KgTkkqVYra/PQTPVhSUmRB+7/8QhY9bRaWO3fIhdqihX6yOzjIyqCMHy9z7W7cSAHsyq4vd3dSNHWthwpQGxMTeuiPH08PW4CUznnzyLry9q1uf+CxYzSPQlmMv/4iF52wGkR2NikVt25pVhjFYnqQ7t2rWPZFG2vX0rhHj5Jy9PQplY159Ypkf/eO5gmgcV+/JmUzIED7SiIGBjQv6pJLatUC1q83xcyZpBDJn8/gwXS9ADqXiAjFeygujsYGSN5z58iil5lJf9qoVo2sbzExumbl47CyotCCXbso0Ucfnj8npVrdWsv6cPIkWeoAmqfAQCoDVLkyhU/UrUufKYmE7s8yZWibMZklfdIk+v/hgwjZ2RSjWKIEWUEbNqR7Tx+XM2PAiBH0eskSOk74rF27lj9uaw5HF97e3gjI/ZIYPnw4HgpB1xyOOr5g1m6B5O7de9LSIdOmUemRq1epXERGBv1/9IjeT0xMZKGhVCxWuZqARMJYcLCsKK27O5UPefeOyqwwxti1a4zt3Uv7cnJUZdmyRX1RYsaoAHJ8PJXnuHpVVkx5507FviQSKpSsXAZDYMcOxg4f1j0vISF03idO0La7u2IJjatXGYuJoVIomoiNZezNGyoZo4ulS6ksyOvXsn1paVSM+e+/GTt4kLG3b6mvDRsUC0HLl3Y4d44KUesq95GaSoV9ExMZ+/13umYnT+qWU0AiYWzJEtXrGB7+ljHGmJ8fXWeh7S+/yMvLmI8PySmQmUnlVBij+0Z4vWWL5lIo8rx9K2v3ucptxMbSvOlT2HnjRpqDNWt0X/ysLCqLEhGhuP/ePTovsZiuT0ICfUYFMjIUSxAJ5XqUS9xomg+JhLE//9R9LhKJ7Hook5Oj3+dJLKbSRwkJvBRKflIQZPhSzJkzh/n7+39tMTgFCG33v5bl4b8PxGL69W1sTBmf79+TBe7CBVpCbOhQcvtMnUrte/Ui19ClS4qZjxIJuUednMhlM2cOlUQRChfXrUvxeA0aUOyVjQ1ZDwQr0datFFQvLH2Vnk6Wv4MHKUbJ2JhktbQE3r2TWcx69iTrmLAe7dq11HfuWtIqDBxIlqBz5zQvGi+RkHXN3FxmoVi5UnE5s4YNKdYpPJwC8C9dUrQ45uSQK9HHR3McXkICWVwAiiVLTSXLyKxZNGdpaWTRUk42aNaMkk3WraNMYYAsouvW0dqrzZurX3pNHjMzoE4der1iBf3XVkxYGZGI1rFVHsfYmCyMY8fS3LRtS238/GRtLlwgN2d6Olm4rK3JGvjXX2T9u36dXKWMkaVJn4SJEiWoz19/lSX3CFy9SjGfQUGUsFC2rGLZHX2xtqZ7Y8sWijdUJ9e7d3QN582j7bi4LGRmqs8YF3j8mKypysWanzyh+79WLfpcMUYZ6gKFCtE4o0fTfSS4rXWt4SwgEtG9y5jmORYsgYKVVxkDA/rO0MXz5yS7nZ0p8nuFqIwM+pPPuP9e2byZQmA+J//7HxXp1sWlS5ewbNkylC9fHk+ePEHhwoXh4eGB4OBgPHnyBA4ODpg6dSpOnTqFVatWITs7G6ampvD09ESDBg2QkpKCadOmISoqCmXKlIGhoSEaNWoEAOjYsSP8/PxQp04dzJ8/Hzdv3kRqaioYY/Dx8UGjRo3g5eUFc3NzPHjwAK9evYKtrS0WLVqEInlZX5Hzn+W7d8tmZ5OCcOoUKWQpKfRF36oVuTFv3CDFLihI5oZcvZpi0uSJjKQH9O7dlBBRoQIFo5ubU820mzdlbV1dSUGZNEmW8VqxomKGaUwM8PffJEPHjhTn1b49PYzEYpHUBSe47gD6/8sv1FbXOcfFaXaDHjhAyujff8sUoNRU1WB+Y2NKsEhOJmUsJYXiCjdvJoV53jz1D83UVBp76VKaF2EFjCJFyP0XG0v9NWmiPou0Vi16kNvakgy+vmYoX54UKiMj/eIV8wM7O3pgy98L5ctL0LQpvX75khS4ffso6xSg8xZKrzx8qBiH6exM13rMGNpev5629WXOHMWs64cP6S81lRTliRPJrbliBSlUV66o3sfKMEZu0atX6Tr/+Scp3+fPqz5Eo6LoGgru0Js3gd27C+HWLe1jFC1KNQI7dSIXq3Bf9uhBSq6jI7nNJ0yQZQ8LeHuTcqUcR6mLkBByGTdvTiECmkhNJcXu8GH17nGRSPaDThPJyfQ5DwkB3N0z8tWNyxhl52vLYud8PW7fvg0PDw8cOHAA5ubmCAoKwurVq7F3715s27YN//zzD5YvX46goCDs378fc+fOxZgxY5CWlgZ/f3+Ympri6NGj8PPzwxM1sSA3b95EQkICduzYgcOHD6Nv375Ys2aN9P07d+5g3bp1OHz4MOLi4nBUW+Av55viu7fcJSWRpcTFhSwe8hYGsZji4Fq0IIWpWDF66nh704Ps+nWyxAH0JV+lCv0dPUqxXZ6eVC/MwkLVmgLQQ1YiIWva9u2KViADA0pkUId8O0NDUh4vXqSYsUqVSAnUhrk5ldlYsICUJ6FGn4CFBVkv5S0plpbAokXq+ytWjCycr16RstC7t8wCKQ9jdL4rVpCCu2gRWbGUrTo1atCfLlq3JgvhoEEZEInMVOqmfQlmzlS8thYWDGfOUMzd4MGUSNG7t0xhOXFCZmWtV4+saHfvkhJtYUGKglDouGZN7RYvZYyM6IdIp06GsLSU3SfKySGCFfrmTUraWLSIZLpxg+LrTExIYahUiUqNuLmRtbphQ7q3cnLox0+TJvQDoGNHsgT+8w+dQ4UKpMCGhgIjR2aCMQtIJOqtqSkpZLG8eZM+A9Onk9IlnLfw46BoUfoxoI4XL0gm+RqPmti/nz7LVlb0+W3alGJk1SEWk6K6ciUpdklJ6ssTFS6sWrNPnnfv6AeLnR2wbp0p2rfXb0k5fdi6layWPj4k75f6YVNQcXPTz6r2pbC2tkbtXJdApUqVYGFhARMTE1haWqJIkSKIiopCQkICfpYruSASiRATE4OLFy9i6tSpEIlEsLS0RJcuXVT6b9CgAYoVK4bt27cjNjYWly5dUrDMtWnTBia5af82Njb4oOvXHOeb4bu33JUsSV+8S5eSciRvaTI2pmzBxYup3YoVhfHyJVlDQkNl2Xzp6fTn709f9A0ayILnK1cmK5iBAblplTEwoPp08g++tDT1RW0F7O1zcOWKzOpnbEyyODvrVuzkmTyZkhrkf8ydPUsPyeXLVd2UERFkldNEuXK0+kOxYuozO4ODyVU5bRopDgDQsiVZNvRNlFDGyAioXPnrRbSbm9MKHvLryjZrRkkOAM3lnDnUDoCKi1LI4gXo3jl4kF6vW0fXJq817ObPB0qVYvjwgZQJOzvNbfv2JaXd05Mswq6upKg1aUJWtEaNyJJWsiQlMYhEdC+PG0dyFypE921iIlne3NxIsTt3jn78eHoCf/xRBJs3kxVTHfHx1G7/flIgixenH0/y7d+8IYVUk6u9fXt6T1ux7tOnKeO7YkW6Z9q1I+UuOZn2jR2reszjxxRasGcPKU0PHpAFTxkDA5q/rVtV33v6lKzQvXrR9i+/ZKBJE81y5oUHD8jN3rkznZ+mUjucr4egWAkYKX0xikQitGjRAgcOHJD+7dy5EzVyf90yOfeKoRrNPTw8HCNys306deqEwYMHK7xvKvfLUyQSKfTH+bb57pW79+/pi9nbmx5c6nBxIUuWm1sGypWT1QQDyFKVkUEPCX9/yuq7coUsTxMn0sP98mWZVUMdyg/wR4+oELA2KlWSPewqVKBjBNefPILSJDyUzp+n/xIJPbDEYlJMhc98qVL0MB8yRLWv9u1lMW55IT6eLFxubqQ0KFOmjKI7saDz9KliFuj06WTREbJfK1Qg5Tgjg5SlUaNo//XrdF/IK3dVq5K19+xZ2ha+v1u1+vjyJhUqSPKk5AsIpW4KF9ZcZBigrN5370j56dGDfsAI1kCxmJSlcuXoR8fcuamYMEG9S5Mx+rEwZw65XSMiyOI5bx699+yZrM8lS7TLXrEi0LgxKWPx8aRo3b5NVtCICGOUL0+KY6NGMivbL7/QDzuSU7G/7GyKAwQog713b/p+aNlSfXaspaX674/ChVVXdhk9mty9mkhPp3kJCpIp/uo4cIDuQwMDus9cXT8+O5nzdWjSpAnOnz+PR7mp4REREXByckJGRgbatGmD3bt3QyKR4MOHDzipZsmY8+fPo0OHDhgyZAjq1q2LEydOQFxQi4pyvijfvXJXuDCVeLh4UaZkpaUpfoFbWZE77exZY/z6K7mA1q2jh1t6Olkp0tMp7mbcOKBLF1LkFi8mF1f9+hQ7d+sWlSjRxZEj9LC/fVvmmlUuX9L4/+xdd3gU1dc+KUDo0hWliQWxgB17RWyAKCqWD1QEQUCkKSi9FwGldwGlht4hQGihJQghnZCEFNJ20zabzdY53x+vNzNbswEk+cG8zxNld6ecW2buue9pT2GnLl7mffo4B0gUF8NXillm+cLD8blnTyyaAQFgcGbNAnty5QpYzObNneXy9wczVNaEyA0byn5YrtCsGRZZT35Lej3YUrP52hL23ijYbDCjCmVMIDiYSur9EsFMXbky5pToy0qVXDOa1arZK/5//YXxrqgmNh8fKGM5OfJ3VavKJdvuvhuVMwR694a/mWPVidhYBIBMmQJFtndv9G16Ov4yMjBvFy2yP2/RIiiCSlSvjnn07rtQ4jp0AHv6yitETz9toVatnM22zHKN3YAAuc4tM1Kx/PorlM2BA/H9HXdg/B19T4kwtgEB9uzZqVPYXClrPRNBAXUgdOzg44MN5GuvYdOwebP9+yg7G76PP/1k7xKwatW1M+Aqyge+vr40fvx4Gjx4MHXq1In++OMPWrhwIVWvXp0GDBhA/v7+9M4771CfPn3oAcci40TUrVs3Onv2LHXs2JG6dOlCTZo0obS0NJLU/DwqblbIbkXFmTPRJSkUrFakqFi0CKk+HHH1qoZzc+XPBQXMBw4gXYVOx7xpE/OqVfapEbZvZz5+nPniReahQ0tPCxIRgXQT8fFI92G1IiXId98hJUNOjpzK4MIF57QPAjExzDt3ur+PJOH6U6bgs82GNCRRUUjZ4A7K1B/epFS4fJl5zJhSD2Odzn26CZ0OaS8OHEDKjAULIOu2bd7LcaPQt68sa1qa/W8JCcz//IM0NSYT88iR8m/Z2cz79rm/bkQE89at+HdODubAteJm9UdREfPPP+PfWi2eGce0LRqNpiQ9z4UL9r/NnYsUOHFx8nehofL802iYHTM/xMRgLhQX26eS8QRP/ZGTw5ySgn9brfgzGpEyiNl1GhpJspdZQKTuESgqcn6WNBoNWyz2qXGU0OuZp02zv9fWrXg+o6OR7sVmc5+OpqCg9DRAaioUFSpuDXia/7c9c2c0ggUQJZa6dkXC0hYt5ATEAps2VaHoaJhzbDak3bh4EQENgwbBNPLUU7LDPBEc5B98EMzU9OlIk+HKb0fg/HmYW7RasB9+fmBFFi0Ci6BMqfHYY3CkduVG0bixfcUKR/j4wHT27beIbI2JgfloxQrPaTL8/OCA7s3GUCR7HTOm9GNr1oQMomSbEhMngoVs3x7m6L59wYDdfTfSZUydWo2KisD8EMk1XL/8En0zZQrM74cPyxUGygqbDeb2+fNlWS9csD8mJwcJc4nAzAh5iNDfoqKFKzRpAl+3HTtwn2tJVXKzUa0aGFmdDmbGvDzXPoI6HdwMgoLkuRobi+elTx+k7hF46ikw1kFBmI/K9DqSBBarcmWYtlu3xnN7PW5EV67ITLTRCPZu9WoEORHh+XBkHH18wDI7sulVq8Ifd8MGsMxBQa6DPPz9UV7Olam6alWijz6yv9cHH+DZP3aM6M8/EYQkfDqJYL4VbZg/X44+V6FCxW2Mm6hkVkhEREDz3bULO2RJwp9ezxwUZH+sRqPhnByZLZMkMHJ794IBGDmSedIk53vo9WDvcnPBYlksrpMYx8eDDcrNZTuG0BGTJhWWMArx8c7swowZcuJkbxAbC9YpIcGZWRQsRo6cN7mEGSiNAQgPZ1640Hs5bDb0i8mEzydOyAyKJ2RleZZDMKAhIWjH1Kn2yW+9QX4+kicrkZ3NfPiw/Xf79+dxYiL+HR0NdkmSnM91hbNnmZctc89geoubyWQyMw8Z4p7tVcqSns58+jT+vWsX8+LFYOockZODZ0aJY8eQANwR8+a5voY7GVwhNlaec2azfL3Skkdv2gQmWQm9HoydzQZ20Z0sUVF4TpUwGJgHD/Z8T0eZLBbMw02b5OdSyR66gsrcqVBxa0Bl7jygqAisWIcO2CHHxoJlyMxEFFq/fvY77Hnz5EjAffvgQ3fxIqIl+/aFz50jqleHI/bIkYgqnDMHPjOOyM7Grj8szDPL8/TTMmXQpAkYRIGsLPgIifx03uDBB+HYv3mzcz3PnTvRNmVi2Px8ORebO+TkgHnp08d7OXx90Z+zZ8On7ckn7VlQT+d5gmBAn38eju8ff4wxiYz0Tq7du8HSKbIVEJFrv6lKlbjEV65FC7AwkiRHBws4skFESI3y2WdyZK1AQgLYGBf+1BUCv/1WehoSjQa+ZtHRYMtq1UIC7qeecj62bl343gkWNzcXrKarIJF+/RDI4CpSVJLA+GZn+7gsFydw+rTsP1ipkizTX3/JPnmu8NBDmONKBq96dQRzbN/unP4oJ4eosBDUZuvWYPuV75aqVfF+8ARHZrRPH/gCBgTI15ozx33JOmaiqKgK6sypQoWKG4ebqGRWSERFRXNIiLwjFqWODhzA5+JilJHS6eQdb3o6jhO+RJLEPGwY2BlPjJlOh+utW4fzr16Vf9NomMPCwByU5m919aqGp06VPytZk59+cu+HV1YI3yabjXnJEvvfJMkzA3DhAhjNa4HFIjNe3uBamAitFm0qzT+puBjj5o7py8+395HSaDS8YwdzUhI+b9zI3K+fPRtnMjF/8on3sk6eDL+w0FDm8+dR5s5T39xs5s4TlLKYzZjjS5fiWTl50v15gsXV6zGnlc/E0qXM+/fbH3v0KJgvkwls6rlz8HfduZP52LFcPnQIfTd9Op41JZMqSa6fW2Uf//yz6zmQlsY8fLjnPrDZ4Ce6aRPzwYMyJf/33zLzaza798Nzd01RNpEZbRfPmyS59skzmfBsjRunZ6u1bOy+K1QE1iw6OpptpT3EKlTcgpAkyeMzeNsrd0ePyp1jtWLRbdkSjtthYfheBEUI5/ChQ5mPHIFy8MEHzH36QBFSKmvuMGgQTK4jRsjBDMxYvMeNY9682f25otatRqPhmBj5+/R0LD6bNnnX5pgY717sYWEwE/bv71w/c/9+5nnzdC6VjMjI6184yoLrUWYWL4bJT0CY5WNjsZj37+9sIlRCkmRFTsgSEyPXlc3NRc1asf5YrRjr/HzPARYCycn2SoXZDDPciROocVxQ4FyP+HqVO4sFY7hx43VdxkmW9HTU4127lj3WJBZITcWmSYkzZ+SNlePYLF8O03ZyMvrIlQzMUBSjo/EMW624lvJZFLIOGYJ/22y4psWC+tCOkCSYjJV1kQX0epwXEoLPJ0/m2rk46HQ432aTa+N6g7w8BH4JWK2y2dpmcx3ENHIk2qHRaFijkV0AlH1VFlQE5S45OZlTUlLYZDKx5O1uUIWK/3FIksQajYYThQ+QC/gw395ZDWNiYuihf0s02Gxwpv7mGwQZ2GyyiaaggGjt2kLq27cm2WyoFdm0KY4JCYFpltl1MlRHXLkCc/D99yOY44034EjfubOcf46ISrL6r1oFB++pU2G227ZNT199VYP+/hsmZGYEYEREuC5XFRGBVBMHDyItSaNGMIvde697GSUJpjSR1LhpU5ijO3TA7yh7pKVJk+rTiBEIMHj0UZjU4uLwu6eAjhsJrVZL9RVJ4axWmOs6dkTQhagi4gpi9g8ciMoZQ4YgZ9vRo6he4GhOdQWbDUE4y5bJsixZgoTOjuenpWGsv/kGAR7vvuv52tu2YZ64MrMzY2wvXUKy4qQkJM927I+yQJIQRDBvHsyI8fFIDSSS8DoiPBzzVZIQUNGmDVwaHnhApOCxl6WgAGljGjRALr/SoKz7yoyAgb59cU+TCX2/eDFMnO7grj8CA9FftWvDHUGrldPWKO87aJCcRHnXLuSTc3QFOHUKgVV+fvbm+tWr0ReiIsXGjQX0+OO1SyqwjBqFuTp8uPv6tY4IDUU/vvmm/feXL8MM/eijCDS5fBnm33Pn8HyKQCNlf1y8iN/eegvuAN7W5SWyf3eWFyRJIq1WSwUFBWR1jHBRoeIWRkBAAN1zzz1Uyd1De9NUzZuE2NhY/vLLL7lz587cpUsXjiiFQlLuPn/4gblDB5hLUlKYT50C68KMXfW+faBjdDo45S9fjt2/yQTTqNg4btyI4Iy+fcG2OW4oN2xAKoUJE8BkGAzMY8cyr1ljf1zv3mAZQkNxDDOudfx4LttsYBc8IT4eDM/x4wiWUMqRkMB2pl1HZGTA4VunA8vUrZu9GYjZnhE5cADHTZ58c1k7Rzny8mB2Ky6GyaygAJ9LQ16e92ZgVzCbMUZCluRkZ/N4TAyYH0nCPEtIgDnRHXJznR323UGjAdt49iwCbpKSwN4UFzN//z2O8TTezDCTXrhg3w8mE+RYs4Y5OBj3yMxEyp99+zCP4+MxXxITwWJu3465+dNPzqxZRoac8qUsCA93dg1ghqzR0ZDJ3bzzxGRu2ACmKy6OOTBQ/r5HDzzzwu1CiQULZCZOicxMtJkZz8348a5lOXbMnm1NTXU+LigIz1N+vn3wlSRhPFydExcnp5spLEQamb178Q4STLKQwRFbt2J8y4KKwNypUKHCNW4p5c5gMPALL7zAR44cYWbmoKAg7tChg8dzxAtKLMSnTkEh6NkTJlSlye3kydyShamwEAtvURHz118z//ILFndh1pMkOVruyy+xgAgFjRlRtiEhePF++639bwcPMu/e7Vrew4eZw8NzePZsvMiVphlHXL3qfsGTJLTBnX9efDzaLvKMWa1YzK9ckY+5XvPfjbKiKOU4edLehGyxYByv515CWTx5Er5M+/a5jtDs1Ys5M1OWZexYe5NXQgLMncz4PijIWWFWIioKPmMXLiC61FtkZ8N9wGxGu8W8vHgRc3v1audzjEa0zTF3n4DFgj44fBgKnrf9+dtvhSWRqNcKrRbPj6cI8kuXoCgfOYLxT0+H353Fwpyc7H6e7t+PtjNjbgsTuGjfb785P0Pi+Z4yxXXU+7p16HNXfanRaDgkRN6YSRLzV1859+fu3bjGnDno7xUroLiPHs3swRLD+/bJ/ok2G/P69a5lcIWCApj6vYWq3KlQUXFxSyl3QUFB3K1bt5LPkiRxjNI5zQXEC2rNGrxARRqBK1eY69bFS1b4wSUkaEuUG5F0duxYObEqM17Ejjt24VPTq5f8XXIyFKgtW+A7JFi76GjXCX1nzsRCsmIFc1qahjMywCoolUIlRowondnT68EuOsJkQjJnq1VmGJKSIL9yXbhW5c5qRfu++w4LsKsFyBFXrmBxU6aicZRj4kT3/nH79jmntikN8+fjvosXY6wuXgRjcvUqFA1Xi2xamtwnSmVkyRKMLTOS9777LubPsWOuFTxJkhVIvR7zLTJSTrjrCZ7GxWBAnyclQRFihgLUq9eNU7aV2L8/z6UCVBZMmlR6eg+BwkKZ8Tx+HOP3yy96LiiQA19iY+3PmTsXz+fGjVASlyxB3+h0rpU3gagoPCvCX08osaGh9s+e6NcLF+S0PYGBrttktSIAx3EsiovxjinNLy8oyLMSzOx+fogNgLfzQFXuVKiouLillLslS5bwgAEDeMSIEdylSxfu0aMHRwqqxA0QbYWX5pdfwuQi8OOPCJYQud80Gg0HBcmmWuG4ffCgvTOzp5fjtm2yqS0xEUqbgMWChUJ5fp8+eLGHh8sLzeefF3NoKJSPnTud83+lpdnn2EpMZI/siaOS8s8/uNfgwVCkRJtsNig6Qr6yKncmE67bowc+SxIWrKwsLCruFq60NCg1Z84gaOT4cSyMoj80Gg0XFdmzrI4oKMCfp2MEzp/HAn31qudo2nHj7BXN1FTmwYPtQ5379YOSoNXK7TObMQ+mTIFy52qRLyyEkgHlBN+dOiWbQT0pHd6MS3o65lRwsHPliBsJjUbD06a5r6ighNGIMdJq0f95eVC8boQMYPAwBydPxhiIZ08EaTDLzKokQQETz7q7eWC1QiFUVp1Yuxb/F2ZwYeJdsgQbRGYo666ibw2G0qvYKJGfDzO4uJbVis/uIEnMn31WzEaje9b+u+88BxEJqMqdChUVF7dUQMXChQtp0aJFtHr1amrTpg0dPHiQxowZQ8HBwVTZTTHHyMhIKipqTFu3VqHFi6vSsWP5dNddKL+Ql+dDZjPRpUv+pNH4UKdOBsrPr0QBAUw1ahAdOVKJGjSQqFkziWrUYDKbiYYNq0F//KHBRRt8AAAgAElEQVR3eS8iothYP2rcWKJatZgkiUin86GaNZlWrgygp56yUJs2KPr8119VqG1bKz34oM3OQbugwIeKi61Ut64fSRKcvkUNUyI4mc+aVY1GjDDQtm2VqWZNpoQEP/r0UxNt3FiF3nvPTAEBTLVqMfn7w3F8+vRqNGyYocRJfOHCAOrTx/hvfjA/Wr06gF57zULVqzNFRfnRkCHF5OtLZLVayd9VsVQ3GDSoBs2YoXdZX/Wvv6pQx45mql2bS9oiSWjPnDnV6OefDXbHr1oVQC+/bKZKlSDHpk3VaejQYiJCm4KCKtFbb1nszmEmmjy5Gv3yi4H2769Mb79tX2XdYCC6fNmP7riDiZmoWbPSy3BcvuxHu3ZVph9/xL0tFisR+Zc4ppvNRL/+Wp3GjDFQjRpMGo0P9epVk+bM0VN2ti/VqMF04YI/vf66mRo2lB/Fc+f8qW1bK/n4UMmfwPLlAdSli4n8/Ylq1XJ+fMsyLgkJvlS3LlOdOv/Na8BqtZLR6E/VqiH4wZXvb1KSL1265E9160qUluZLzz9voagof3rpJQulpPhSy5bXVyfTVX8wE0VH+9HDD9uIGVVOhg830NCh1alOHaaBA4vJx4eoRg30y08/VachQwzUqJHnfpIkokOHKlH79haKisL1lfc8cMCXOnRAe5YvD6D33jPTnXfic1qaL61fX6VkHpeG9HRfqldPorNnK9G+fZVp1KgiCggg2r69MnXubHY6HtV4KtPrrxvI39+ffvihBs2Zo6eiIvvcipJElJPjQwEBRDVrum+vRqMp94AKFSpUuEF5a5c3Eps2beIuXbrYfffss8/yZQ+0QXR0NBuNMGc8+6zz7+npzLNmYUecnQ1GZMkSeYcfEoKdLrMz85SQgP9fuoT/X74MRm3vXrkuqsEAh3dl4EV+Pnbvgp0xGuGs/fPPzE88wdyhg5G/+gpBDH/9xfz772A6wsNlpiEzE+crd+cZGfi8dKksv8DWrfjtzBl7Xx+9XjYH2WxgKoWZ2lvm7vffPfuWCeTnw0Qt8P33pbMYU6cyX74s56CIiICc69aB5XKsTcqMft64Ef/v1w/fJSfD5Ltunev7FBWhzwwGtEcJkwnm+8xMpIdxrFqhZGJFTV+bDakp1q6Vr6vEvHno8+7dXcsjSegfSXL27aqIee42bnTtR5qdjTGePdu9i8GNkkGYNrdswVz//Xe5/q94VpnRpydPyoz4xo14DgoLvUtf4wkLFsjpg1JS5Gf8yhXnvJc5Oa5N/8Lnb/RozL24OLgkiNfc1atwYXBEYSHeGcr5YTLJz4By2mzf7r7yx/Dh6EuVuVOhouLillLusrOz+emnny6JkD179iy3a9eOjcIhzgWioqK5Z0+Y1FwlVdXpmBs2hHloyRJoGhqNbKZZv17Ob9WrFxaPo0exaImFQ+ScWrYMCkBRERYXoQwqfWRE/i6zGb5RGRnwn5MkvFQ//ZS5YUMr5+fLCqHFIpIKy4vU2LFQltwhPt4+L55wxF69GousMI3NnYvvDxxAhOSvv8r5z7xRIqKjsRC4M1WnpTmXNtuyBebCsiQx1ukg59Kl8iIlSXJBe3dJiEWU7PDhrv2c/vkHUcNaLdov/JLOn7e/5smTWDw1Go1HE3jv3rKp0WqFkp+fj8hpoYhfuAC5vMl7ZjbL80PkjlOOi7LIvKtAiv8KkgS3howMWZbiYnvzrCTB9G+xIGDkv9BJMzKY587VcUYGzNs2G/OOHej7U6fkZ9diYR44EP/W6+2VqsBAzCuRm/B6fAiTkrR2vp+jR8Mt4dQpWSGzWhEEFB2N4JCICLm8mCRB8Rdl3K5cgXKXk4M5ZDTimTpxwv6+QUHyhtLVcytKI1qt8rzLyMDmUWDYMPSXSJquKncqVFRc3FLKHTMUuq5du/J7773HXbp04dBSCk9GRsLnztN7avZs5vffhzO0SCnw00/26QWU+uPBg/a/KbFpExixqCjn1BRZWTIzkJ8PZZAZipjwuZMk5okTC3nNGryMV61CxN+334IRMpm8W8T1emc/qJkzca/jx6G0pqZiERk0SK4YUVyMhSMionTlzmSyr96gREICfNaCg6EYJSbKfoL5+Z59BJWwWJhTUzW8bp284Dli2zYsVGVJEqvXMw8Y4P73Xbucgxv278cGoE8f9yxURgbaJyp//N//gdG6fFlWLoW8ffrY+z4lJ+Mcofgp26PToY5vcTHztm15XFAAxclmQz9LEuaWJMlMsyMrKjY3332H6wwbBoXrxAks6t4qNTNnQtFNSbGv+5uQIPujrVsnB3SsWAHlY/36svmblYakJPTRiROuIww0GjBeIlWM2GRdviwH+UyYgLb89pvsOzd6tD3T5w1EMuO0NI2dT1xBASLelVVmkpLsNxqFhXgWz51D3yr9/8LDoRRGR+NZE5uikBA5Ulv414nNiKfn9uxZ+B2LaOuLF5lHjUJ7lXM6NVVV7lSoqMi45ZS7suLAgWjev5+5VSv3xxQXMz/+OPOWLXm8eDG+c2SCpk/HC3bdOigq7izBiYnygi1J9gxBTg528Hl5slP0+fPMd93FvHKl8hpaXrwYL1ujEYuuWHjNZnnRLA06nb0Ck54O2cxmMFZ//AFFdMsWLDD79yMvWJcuWIA8LRLbt0PJdQSUU+eM/H//jQXk8mX7xSsxEW1buhSMxNy5UEICA2FKPnWK+Y8/dE73ECybULLNZqS38QYbN3pONyEQG2ufisZkkpUZV87qp08jSlaSmLt2xfhZLIiUtlhgdr9yBWZ85Wbhp58wNuPHYy7+9hsUvZkznSs9aLXMa9bksyS5L2MnqiL06YPP33yD/8+fj74XirVghoOCcN1589DfJ0+CLXLEpk2Q69IlmWX65JNiO0VFr5crIwjGWfyFhjpHiV8PJkywzz3oCEmSK0+YzZCtd2+0USAkBErTpk2QLSZGfk7cmfCVsFgwDgsWQLlevbqAExLg/iAg+ktg9Gj5PE9YvVpWMoUytmIFxu3YMdnMO2ZM2VMYLV4s52AUOTVFmcWsLNxXVe5UqKi4uO2Vu6ioaB4xAqYtT5Ak+NwZDLIvyjffyPnrhHIVGQlFzN8fZilX5sClS2F60+lkZksoh8xQSE6dwgu6QQP75KrMzElJGq5aFdGWmzfDJ/DCBeQgU7J2CQlYhMQi7mqxMBrtZSwqgjIRGoryY59+inaeOAGlorgYC/2yZfYmNyWysrAQOt7v3Dl8J7LTFBU5K1EzZ4LZ+uEHyDZrlpzaQhkBrIRysYqNxcK4fz9YkeHDMUb5+RjD06c9L8r5+biGwYB2rF+P80aNwu9ff43PwqdRo7FnNGbP1vGOHZDfEQYDrn3sGOabSDo7bhzY0rQ0MKJnz8JXUORpE2ZxRwilybF2bVl97tz1qztERYG5WbsW0drR0dgMxMQ4z3cRySxgs7GdT2JYGJhxgTlzSi+HpdO5Vi4FduywjyB3Z4a02WRfVpESKCMDGxjBcFqtGMuUFNSj3bQJ7TWbofwkJqLdjiZ9ScKzt3WrXPNVr2c+fDiXU1Lcl1+LjsbzHxkJ5dQTkpLk5zc5GSze9Okwpdps2GCdOeMsmzfzQyjcI0ZA7smT8dwLxf/8eVW5U6GiIuO2V+5OnYrmVq3sd9Lu0Lu3gZcskRUo8aLbvx8v/Vmz5DQn6elITvryy87XEQsLM16ga9bILMnFi3LOu9BQ17nZNBoN9+4N1k2wP4mJuKZyoZ47FwqK2YzFf9AgHKM0XwrHfKGcShIUjFmzwLzVrYtFpGlTLB5BQWhrly5yTjdxz507cZ0hQ+xNeDYb7r91KxQYjQaLuF5vv7Ar4c5HzhU0Gk1J21escM7vl5goVwIpLMQitWsXFGPlwpeTI6cdEYyomBeCiTUaoQAIk7rIXyiuk5UFWVzVCv3gAyyKgwaBhevVC/fIyYHyJmoEi3szQ9EOC8NYZma6VnxMJoyxqI7g6DB/4gTk+e230vuyuBjjsmAB7puaWnretMhIeyVdzO1TpzBHXOVSFHA09Qqm1h0EszhvHo4TzPP58+i39evl4B8BjUZT4ls3bRrOHzNG9vHT62WfVeV94uIwH4Q88fE4Nz8f48QMRTcsDAzf3LmY35s34zvHBONaLXNwcG5JNQhX7PDChVB+ha/bkiWuE5H36SP77vbrh82HqKaxaxe+37ABz5myLywW95syV9Dp7N8pWVnyM6IqdypUVFzc9spdVFQ0L1/uOZ+ZwN69edy4MRbjefOwmHz9tewnlJ0NFmbHDvmcggK8aAcMsH+Zz5ol794FO8SMF3RiInbt7nzENBoNh4Yy16+P46KjsWMXimVhIT67QkEBmEW93t7p+swZ3HvoUChvUVFQPgRjNWcOoomnTYOSERPD/N13oGR69oT8O3a49jULCUFQQlYW2Eylkz8zFJ3rMcdpNBrevds5358jTp2CYi5YCaMRn/ftw0KsLOk0cyYY0/x8OTfhxYtQdHNz0Vc7d9q3EaXPNDxpEvrLsczWP/9AOb58GYEpPXtiLs2ejTkQFwfl4OhRLO5aLUx27dqBKT14EAu2UEYckZmJv6VLCzgzUw5WWL5cDrjQ6WAWd4TJBFk2bsT9haly3z4wiNu3QyG5cgVjn5UFhlGvR5vMZgTxMCNfJDP69OpVTQnT6QidznUS7VGj3LN3s2ahHwWE4jljBuaVI8N59iwU7oEDoaTFxcnP1a5dmOtXr0LhFgqbzYYoZYsF91NGnq5cCeY1P9++5KBAfj6eHSVETsb+/ZljY7Wcno655JjfMDISCr7SlzMnB3IEBcn3ys1FfxcX28t28CA2hIsWYfOh9FsVZtslS1BG8bffXDOOniCU26IijLuq3KlQUXFx2yt34eHRXjuKazQa7tEDfieC0UlMhMIzahRerHXqONd9NJthQq1XD75gzDK7oFQq9+2DyXDwYOaPP3b/4tVosGBevQqlQhkVK5IOx8djEZw3D4vYX39BcQgJkX1o9uyRa4Ju3ChH206ZAubBapV9vywW5kcfhXJx4AB8csaOLeSiIvdy6vVgBfPzsfBfugTlTziMi+oXIiWEpyAKScLvsbFQ0hIS0JcaDXPfvmXLoeFYwkmSIJPVir4RZvDduyFbdDTaEBqKNmzeDEVHmO+YsbBmZNin3VAq5ytXgllbvZq5fXssrGfPggWxWMCKXrqE64nxnDwZx4SEQNmMiUF//vYbZHLV7wYDTH9KHDqEdk2cKAJQMP6jR2O+pKVBYfFU81Wvx8YgKgoyXb2KPigslEujuQoymD69kLOzcS9HiPHWaNB+wYa6C6o4exZtXrsWCqcnxcRkwt/y5YhQdQWjUWZYhXtFeDj6/8oVKHuO9xCl3MxmVM7IznZf4i8yEscOGQKFfvVq5i+/NPD+/ZhbK1bYs2K7d8M8v3y5/XVsNpiEbTaMg4jqzcyU0xIxy4q/8LkTslutsC4Ii8COHXklqZZ+/RVzPyendEXvr7/kwIqwMFW5U6GiIuO2V+42b472uiyVRqPhzEw5uEGkLBGKyQ8/yC9eV4iJYb77btm5ecYMOf+bMKkcOMDcuLHntBBCgcjMBMMwaJDMmAUGYrGNjJTNVn5+zFWrMjdqJFe0ePllLALnzyMA48oVsH1DhmDh/uQTOT+fwMWLcKafPx8MSHBwLv/5J5SP6Gj7YuiTJmGHv3Ilfo+LwwJz9Sp8Dg0G5vfew190NFg/T8rFwYNYXFJSoGAUFUEpASvk3FkWi7xYW61y2pfJk+XoQREco4TVCkW3f3/0S8+e+HdKCpS3GTNw3tWrUPAnTpSVkeho5smTQUH+9BN8tkSalytXIMOhQ+inDh2YX3sNrF1GBkz4W7ZgoR03Dv2Vmsr8zjvwe8rLw+I+eTLGdvx4jL3Nhr5RBmCI+bFiBRZ7sejHxeE4oYzo9RhjR2UiMhJ/R4+CsYuJwbW0WgTZeIPUVGEizGWLBfM7Pt7+GOGzGhwMZqqgAH1os4Hh1Sp0MknCvWNioFAJllk4+jti7VrZt8+Tj9nRo2BFU1KgaM+YgWcmLw/zcft2MGXDh8vn7N6NPhUQ5cfEeGzciHk0Y4Y8LpMmgakMDs7lnBzMzbNnZeUuJgYbl7Aw93164YKcY/H4cTlwKi9PZvtWrUKbNmyQ06mIVEznzon6sbqS+S/uP3485uW2beh3x2hd4ZO8d6+sUKrKnQoVFRe3vXK3dm202zI8jhCLhIggzM/HS3zECLxcv//etflJCaEIiEW/sBCKxvr1eHFOn156kXghR14ec61aeJGLNCqCLRo+XPbXE87daWn4PTMTisWLL4LZM5uxiB07htx8M2cyP/SQa7NwSgoUtl27mI8ezS1RsA4eBDsRGIhjEhOxKKang4l0NNdKEpiRZ56BLxozFmzHtmdlQeH0hNRUTYk5bM8eKKEzZuD+Imp2zRooVx99BAVq/nwoqiI5LTPOFQEdISFQhmfPhlKRlQXT7ODBUMxefx2LuFBiRHm2xERtSYSuMKkVFjJ37gzGsV075ldegTm/fXv0+fLlOO7wYZlRXLIEfSpy3gmI0mOLFqGvjxxBpLHVio1FdjbzqFF6TksDc2swQBnRamWlfN0619G8IidgTAz+CgvltC0aDc5JSoLCcPGi67EQ/TBxIjYSCxboeMwYzA2lD5qYD7GxsjsBM3zOcnLsE3BHRqKPdDr7cn2C9e7ZU86lmJrqzBKWFkAgaigjaAryTJwoKz5WK57bvn3lSHfBeDq2nRnKqnjOExLs2z1hQiF/8QWYuGPHZGXtwgXMOWVUvCfk5Mi+pfv3y5GtFy7I4yVMtjod2rdnD9oWFQWt+fRpyNy3r2xuPXECYzN2LObK6dO43pUrmPsCSB+lKncqVFRU+I0dO3ZseVfJKE+kpmqpVasGXh1rMBioWrVqZLUSde5MdN99RMuWEQ0bRlStGtGHH9qX8XGFKlWI0tKI2rYleucdou3biYqKiDp0QGmm998neuAB7+QICCCKiSGKiiKKiCCqV48oN5dozx6iVatwnaeekkuU1apF5OsLGT/7jOjECaK4OPxevTrRSy8RtWtH9N13RDNnErVq5XzvggKiLl2I2rQhev31Ilq2rBo9/jjRnXcSNW5MVLMm2tGwIdGoUbhuv35y2SlmojFj8Pvnn6Mfjx0jCgnBNZOTiR56CMcNGoQ+feMNyL1+PVGzZkRr1+K6O3cSaTREiYkWSk8PoFatiGrXRruff57IaiV65hmi338nGjqUKCuL6IMPiF5+mejUKaJ77yU6fJgoIwOlsdq1I0pPJ0pNJXrzTaIvvyRq357o2Wdxv9q1MU7duhElJBD16EE0YwZRZCTG9e67iaxWA40bV406dCD65ReizZuJOnYksliIMjPRFzNmEO3YAZmKi4lef50oL49o926iwED04zPPEC1dirF98kmMXXY2+j8jg0irxXiFh6OdOTmQq2ZNombNCql582oUFISxvnQJ97ZaiZo3J7rrLvSlvz/uZbUSXbyIOXz5MtqSn48xyMvDMdWqEfn5Ed1xB77DPIRcytJoK1dCxu7diRo1ImrevJBatKhGrVoRtWxJFB+P78ePx/zSaHBeg38fwaeewjgtWUK0bRvRI48QtWhBtGULjn/3XciVmgpZiNC//v5EX31F9H//h7FXVhsTz4s7xMURHTxIVL8+0d9/E91/P8YyOJioalWi2bMxpxo2hOyFhZgnJ05gzgqIfmjeHH2Yl4fj77kHpb9CQoiqVSum7t0D6Mkn8f7w9cXcy87Ge+Cjj3CNgQMxT9PSMKaiNCAR0eTJuEfz5pjbfn6Yg9u3o/2LFmFeWSzo1wsXiFJS8L7Raom2bZOoXr3KFBtL9OijmH8BAUQ//EDUqxeuOWAArnH1KtHevUSvvIK/ypVxjYAAopwcLTVo4N27U4UKFTcZ5a1dljdCQ73ffSoZgKAg5ubNsduNj4cp1UMhDCf8/TdzkyZgudauxQ7+gQe8S7SrlOPoUeTg274du2yDgfmll+x32e4gSTAJGo1ow/jxYB0GD/bsfzNhApI6//13Qcl1BgzgktxqBw7AvGQ0ytUsmNG2r78Ge6WsSsEMxio5GezCzz+DRRJmuVmzwJKcPo3rZ2XZ+yo5RocGBoIVa9QIDEtKinNS6TFjEAk8diyuPXYs82efoS89RXcqkZKCcSwultkSIUtQEPo2KQnM7oYNCEj55BPZcX/dOrArhw/DXCvyvm3bBhNtRgYYtGHD5FJqDz/M/Mgj8H8MDYWpeupU/G3cCOZl2rRCPn0aTO7SpeivtDSwOjExuL9IiD1sGBi6BQvQ34cOweScnAxWLTwcc2LpUjC+Sgf+efPkknaJiWDVJAn9YrFgTuzalcubNoF9vXgR5vfCQtz/8GE5LY4SkgS2KSoK47R9u5xWZ8MGMILjxzun2nE1Z41GBHWUhsJCOToYaX7wnU4H5u3VV9H24GD8MeM3VylqBCZOlNm1efNw/ZQUBNx88gmeo1On8P8zZ+QUPRqN3LapU/FM//kn7peXh/6WJPRheDjmysWLYAvz82X/OTGvmcG0ffstrjt4cBEbDGhrWBh8OPV62RVE+MSKijpHj8rvtqIi2USrMncqVFRc3PbKXVleUI7mnQ8/hPnsiy+w2JQVv/3G/PnnWHzvvBN+NGWVQ5Jgfty9GwtIYiIW1bKUSDp6FCXWdu3yLgVJcTFz27bMK1YUcHq6HPWn08FXKjUVC6GosCHwzTcwaSqrLgiMGQOFbPduLDJGI/zLYmLk6hJ792JhdVVLVcgwYgTMnmvWlF6rNCwMStLHH8Ms3rAhFElvIwgvXEDE8sCBuN/mzfLYnD0LE98XXyB69Pvv5XQkSUnyNcaPxzFxcTBJ9u0LhWDhQvhwrVyJXIfuEtpevMj89ttQZIcPh9/Y4cO5JUqBq77+4w+YOYUCabXCRK3TuU69wywn/D1+HAqF8I+02WTfubg4KBiLF6MvNm2C835mJvrabIZ5b/hwmJxjY+VyfH36QJZjx+R7LloEn8DAQCg18+fLSikzjheKsitYrei/PXvy+I8/4Gvo7rnIzZX96ITZ/tQp+D8WFsIUPXYs2irKxRkMeGby8pCORJKgbOflyf6ckiRHKzMz//67jk+fRj+Ims2Rkdjgic3R8OGQQRkVfPo0+njQIDx/ubmomDFvnnzM77/jfWI0ym4HzLJiHhqKcyMjtZyWJpfckyQo0qtW4bruIteXLcOYMcN8ryp3KlRUXPgwM5c3e1ieiImJoYceesirY7VaLdWvX7/kc2EhzIhvvAFzU61aZb+/yQTzY82aRNOmeXeOoxyJiUT798Pc1qEDTEllxeHDMIF+/jnRggWlH89MpNFoKSysPtWoQfTww0R168I0xSybmho3JtLrIdPlyzCxVa7sfD2LBWbGTz+FyefZZ4kee0w2r3XvDtNT9eowI546RTR3LsxpeXlmiourTPHx+N3Pz/t2m80YA42G6MoVmKjKgg0biIYPhxwmE9GsWcU0c2ZVql0b5tDAQJgvz51DGz7/3L4PmzWDGc3Hh6hpU/RVXBzRF1/A7LdmDfqwNOeJCxeI5szBX3R0Lj34YF2qXdv98cXFRD/9BBN4z54w4/fu7frY9HTMrSNHYCL29YXJMSEB8//DD2FSPHkS49uwIczJVaoQjRljorlzq1BGBszvnTqhrbGxRI8/juPNZpg+P/0Uz1StWrje00/j/lFRkDMmBvNMCbMZ/dS0KcycAmfOEIWFEfXtSxQamktt29YlX1+YxLt0wT0aNbI33+p0MPW3bQsZa9WCzGvXwmQ+Zw7R99/DLJ6cDBNylSry+VYr0dGjRK++ShQdDZMns/xdejqRyZRDzZvXoylTMGZ33QX3hdOniR58ECbPypVhci4owFyuWRMuBALJyTimYUMcX7060erVGEd/f4xTq1Z4jrKzcY3mzWHmfvFFIr0+h/z86lHz5kTnz6P/Bg5Em4ODMY+ffJKoTh1cT5jBK1eG6ZoI5utnn/X+3alChYqbjPLWLssb18PcMYN1O3To+mTQ6cpm0nWUIyuLuXp1mHkdE/iWBSkpZavtuW1bHt9zD1iN2bPhPG6xgAEQ5iqNhvnJJ70r1ZSYyNyihSzDuXNgtQwGsGCOjFpiItihFSsKylxl4UZi3DgwL7t3M586lcNaLRgeqxUsSNeu+P+jj9qXtmKGWbRNG7BCx47JQSXdu4Mpef310is2OOKXX/R8111gjzyZ+aOjmTt2REm01FSwT8xynrovvsD/R4/GGGzdCpPfokXydU0myK00T/bsibQ/06YxP/CAhRctAqu3bx/aYrXCBCwiRkWaHkmS09TExiJYJDISTKOSTQoNta9ygTrHuHZuLphU4XKg0zGPG6dng0FOBcIMZislBcynSMlis8kM+IkTiJLOz8ezuWwZXC9698bzfuYM0h85pj1SIjZWTu9SVATW9syZHB49GsxdRATatXgx7pGSgu/mz5ffB+fOIRjl+HF5Hhw/jgjdHTvQp0FBctT9sWOYSykp+PeZM3gux4wBiztqFPPJk7m8dy/G5OxZuZqFMgJ49Wow06JPRd7M3Fywypcvq8ydChUVGapyd53KXXnAlRy//y6/4G+mHKtWwaQsTEg9e8o+QWlpiLr95RfvTZ1GIxbUbt1w3QULXEd2OspR3pAkKBzr1+dzVBT8wi5ehDn200+hxD34oHM/RESgdnB8PMykIlXLkSPe+V+6gkaj4bAw+Im9+679b0YjFCGtlvmee2DW7NIFi7moluFYXeTgQfgj1q6NRf3gQRwTGWl/7TNn4KbQrJmcA7B1azO//z6UjbAwKGr9+uHczZuhgH33ndwvCQkwHc6fjz4R5najEdGkS5ZA9uRk+/rFkiRXYBE+Z0OH4v9Hj+ZyZCQUtowMOXWJJEFR0evhmiDm2dq1uH5cHFwvhKl66VJ8L2o6//ADrtG9uyyjQHY2xnJrWlMAACAASURBVM9oxHWmT0efnTiRwxoNzps9G5uAbduwQTh7Fm4BrhAUJCtZ0dG4lk4nRzQzI+m4SAG0bh3eCaLW7OHDaJ8yF2NSEuZfcDDmm1BulZg61X7DaLHI5eZU5U6FioqL2z5aVqv1PuKrtKi7mwVXcrRrBzPTzZbjueeqUYsWRPv2IbK0UyeYgXx8YAJ79lmi0aPtIyo9wd+fKCgIZtp164heeKF0M2tFGJeiIpgVr1zxoc8+86fq1TEeqamIut29m6hrV/SHEg0bwpy3dSvRE0/A/LhxI6JXf/kF5llXZmxPMBgMdN991ahHD7gMVK0Kc2JwMCJKa9bE9z/+iDH79FNEff7zD0yhWi2iLBs0gFl59GiM6/LliCLt3RsmWZ0OpkcfH0S4NmsGU3SLFrgforCLKCioCul0MJvm5hL9/LMcdZqbS9SnD6I0O3aEaZ8IbW7QAO4OmZmI2OzYEVG7u3fjfrVqYd7/9RdM3z16YK6MG4do4wYNYCquWtVIdetWpfR0mINbt0a7Nm2CaVqjgQn3iSdgumzShGjxYpgwV6xAxO5jj+F3nU6O9H3/fbhEPPoozKv9+0PGpCTMYT8/oqlTMYa7dsE0f+oUU+vWlWjMGJjzGzSA2f2VV9A/LVu6jri/916MY4MGcKFo2hRyiCh7vR5jZDTi+NhYok8+wXN0552YT82aoX9PnzbRvfdWpTvuwPyrXRvf79wJM+6TT8rP64svYr4QYX4EBsIFpGfPsr07VahQcZNR3tplecNx95mfj1xvorzQkSNgKxANWf4MEXPFlePcOTApFy+CpSlLaaMbKUd5AWxOETdqJJegEmW8li2zrySihCTBYV5E9J4/DwavS5drk8OxP0RevBEjnBMJOyIlBQyYqCVsszmPY1oa82OPgZXcvBnM0/DhclJdJbKyNBwUJNcSTkvDNXv2RH8sW4Z2T5wIc6MyCbiI3mWW+zArC0zo8uXo7xkz0CZRKiwiAqzZ0qVyDsOjR3N55UrUfmXGvevWZb7jDvTL4sW419atCKzR63G9rl3RTmUVmW3bENWelCQziLGxMI9u2YI2iajzzEy099w5RAu3a8ccE6Pl4GCwXxYL5Bw+HKZgUY7QFcTcWLECzKsofZebC5Pv0KH4PHkyZJIkmGL37ZPNrRYLrjNqlJ61WrCxNht+NxjkHHkzZkA+JYxG/JaZKQfpqMydChUVF76lq3+3D4xG5EGLjYWjdHw80ciRYDdq1ybavLlK6Re5jVFUhPx5b7wB9sJbtu5WQZUqRKNGGWjPHuRFO38eTvGpqURff01uAxw0GgRy9O4NhurPPxFkMXTojZHLzw+5CydPtg86cIUmTYhmzYLT/mOPIXjCcRzvvhuBBklJYOk6dwYT98MPYIqU8PUF++PjA6YwNlZu25EjCDT4809c58MPcc6RI8jxV68e+iU8HG3QahGEUbcuntPERDB0996LgJNevZDvsW5doueeQ6DBsGFEn39ei/btk2WaNw/XGj0aQT4vv4zr33MPxm3tWtzTZgPzpswx17kz+mXECATgNG2KQIj27Yneeovo7Fn0cUAAAhG0WrCl4eFgBdetC6CkJDDUvXvLTOr33yOQg4hIkhBEYrHgeyKiX3/F/5s1wzyrUwefp09HcMzEibh+jx5gglNSkPOuQwcweEQICFmzhujxx620axf6JiQE96lSBbkF09PBij74IBhTgV27iBYuBCM5ZQry76lQoaICo7y1y/KGcvfZrRvSYrhKl2CzMWdna0qtQCHwX7JWFYWpciXHhQuuGZybLUd5QSnLpElwwq9f35kJccQ778CfKiMD7GdpVTm8leG/hJjjAweijcoUL0pZLBbkhJwxA89RRASCZlauhC+ZKI+VnQ0ftMGDwQ4FBiIAZfFiME5Dh9rPrZ07cd/582XfvN275RJyNhtY5NRU9/1hsUB+x0CiefPAVrl6jtPTmVu2hN9ZSIj7/unTB6l8xo+X6xY3b27lLVuQz1Hk7xMpS5jBjhUVyZUrRDofSYKs06fDX3HbNpy/ZQtS4XTvDgZQr4dMShYwLQ19JFjRc+dyOD0d1wsNBRs3fz7Y49xczNVFi+RqIAkJcunA/fvl66rMnQoVFReqcqd4QR075jlqNTFRy40auS+9JDB3LvO9915/FK0j0tNhetq7N6/0g28CKopSVVHkYHaW5cgR53JYrrB2LSKFX34Z+fxupAz/JSQJSptSQXEly+LFCPDo2lUujXf0KHOrVjA1KiFy5rVvD7Nl69buay3HxSHnokg8HRODsnrt2snRpaX1x6BBSF4tzJc7dzK/8IJ7MzozImyvXsVmZsMGKFrR0XiHZGcjgEZEGysxdqye33oLx2VmIphEif797XMa/vMPlKu1azEvcnKQONtoRFsbNEAgS2wsFN2QECjHV66gXyMjcVx4OBS3FSuYa9WyccOGqH/MjPrOr76KwKdVq2DKDQ6GojlrFkzg69dDgRZ9ZDaryp0KFRUZap67mBgKDHyImjSB6cwTtFotbd9en+bOhfnFnaP7pUswd4wahXJTI0Zcu3x6PZzX27SBicXPjyglxUoXL/rbmYvKA4759m53OYiuXRaDAaXKIiMR+HD27M2X4b+AkMVkgrnyzz9hBu3TB8ER2dnIFeho+rVYkMdw7VqYHN9+2/09jEaYV/38cO0xY5DfTgTilNYfVitMwiLwZPlymNO3b/fctnHjYBJt3Rpm1ldfhUl7506YVvftQ4CEEvHxOfT00/UoMBBm39hY5D7ctQum0Oeew/d//onr1qiBwJEWLRDc8dVXyIn33HMIfOjdG20lwu9//IHAh61bYWI/fhznPvooTM7DhhF99FEetWtXp0SmqCiYY0eOhAyrV6Mfvv0Wcvj4IOCjalWUMPvnH4xb8+ZqnjsVKiosylu7LG8cPRrNLVuyV+ZWjUbDkoTSW9OmOf+ekABTjDDl5ObCsd5odM9suENmJkwttWsjtxaznE3+228NJaW5yhMVhTGrKHIwX58sOh0CGRYuLD8ZbjSUsuh0MBEuWABz4+jReEZuFCQJAReeZHAHg4H5gw+QB65+fTkgxhMuXUKqmS++QFoTZjBkZ864twBoNBoOD4c59PJlsHw//ojnXauFqTo4GCZTvR5t6tkT54q0LwIREfZmY0lCIBMzgjjS0pCuhRkyiXRF7vojJwcBKFOmgJHMyYGc0dFg6oxGMILNmuE9pzJ3KlRUXPiXrv7d2khPR2i/t2lEfHxQHL2KQ2xFURGcvHv1klmIOnXwFxmJNBgffwyndm+ydowejRQGly4hXYG4NxHRlClFVKlSVbLZylaNQUXFRlgYHOF79ChvSf4b1KyJovSNGuGZGDfuxl7fx0d+VsqKqlXBdl2+DDlbty79nPvvR1oWJR57rPTzHnkE6VsaNEDQR9WqCL6pVg1jr9PhuR48GClZ5s7FeW+8gf+LiibffWd/XR8fsHmLFyM45IkniH77De+Qzp2Jli1DQIo7iDQ0wcF4bxUWglHesQNpeaZOJXr+eaT2mTABrKMKFSoqJm77aNkHH3Q2nZSGevVgdvnoIyh1zETffIMXa//+zsc/8gii+DQavFz1evfXDgtDpOL8+ShH5m6x6tYN5qz/GhkZMM94klnFjcFrr2ExvZbycf8r8PPDM7JjR3lL4hr33QfT5X8JX19EniYn490weTLMzi++iHfJ2LEwjTZuDLN0ZCTMv0Qw148e7blMXuvWeGYzMhCt+/bbRJMmEb33nnfyzZuHe6xahQjgoUMRxW02Iyp44sTbLxJehYr/Ndz2yl1AwLWdV6sWFuHhw/G5Qwe8sN299OrWRRqCDRvgR3PwoPzCFti3Dz4tcXH2NS9dYcgQLAJWa9nkvnoVPoBTpsC3pzRUqYKkumPGlO0+Kq4Nt7JiRwQf1CFDoDzczujXDz59e/eiDi0R/PUiIpD8+403oExt3w6/urg4+MZ16ICUJfff7/7aL70kp1nJykKKmm++8V62+++HNWPPHqRgCQ0FS1i/vqrUqVDxP4PytguXN66n/FhuLrOvLyL6ygJJgp9Oq1ZIP8CMCLiGDT2nVlDKIUmIrPzzz9KORe3Obt3gh5OczPzrr6hZ2r69+1qy6ek4p7gYfkENG+J8RzkqAm60HJIE/6SBA5FmghnRnUOGINnuwoXufTS9kcVoRISit2l1yoqKMi7MFUOWiiCDgJCluBiRrqdPI6J65UrMu82b3Sev1usRHewNLBbUmFVG3jrKUBoKChCF++CDKPvmCNXnToWKiovb3ufuelCnDsyoZfV78/Eh+vtvMGKdO8ME27Ahkrd6G3zm4wNfHE+lqcLCYFZ55RWYZJo1g0l54kQwfitWwOfHZLL3IczIgImwe3cwmwEBSJBaVvN1RUNODtHRo2BFW7VC9KAShYXwtxo6lGjLFrRfMLN168JXLC8PPkzvvAOTV9Wq6MOyYONGsLRTpxLNnn1j2qbifwsBASgJduedYOjatUN5su++A2vmCtWrO89Zd/D3v362vVYtuJ1Mn47SZipUqPjfgZoKJcb7cP7/IsVEVhYUqzvu8P4cpRxZWUiV8vzz8u+ShOz5zZqhioCnqgRWKzLjDxsGZ26zGX6Bn38uZ8UXiImBaahrV2c5vAUznMd37SJ6+GGiLl2woL38MnyDrqVUpTs5TCakpPHzg4Lbpg2qK/j44D4rVxINHIjUDpUqQWlLSsKCVqsWlZpqZt48+EVOmgQnc19f7/rk6lXcq6AAQThlBTP8N5OSMHaOwT0VMRXK7S6DgFIWZphg+/XDvx96CBu2a5kT1yrD9aAs704VKlTcXKjMnQOsVjBbP/98c/yfvI3SdYekJARXxMdjkS8shKJRqRIKo5dWbsrfH36AXboQnTgBFnHdOtdRfz4+yE/Wrh2i8bwFMxTO/Hxct3p1FFi/917097PPIlKxf3+iAQPQ/3v24Jxq1cA2tmkD5i03FznQLBYshkVFRMeOVSK9HkrTm29C4XnhBSijDz+MPGCvvEJ04YKzz9CIEfBn0ung51SpkveKdv/+CKIZNAgsaHBw6efEx0P2117D/0NCIKsnxMZC9m7dkIts/ny0o3VrsDx6PZhF1R/qfws+Pnjm6tRBlP2hQ94zcypUqFDhCapy5wB/f6RH+ewzKEelBTaUN9q1Q4LSZctgeu3UCcrS/PneX+Phh+E03acPGCV36RxatZIVsK1bvbu2JIEVrF6daPx41CR1NO9++y3+TCYogERIBJuSgujRu++GGfv336F4VqqEv/37EXE4e3ZVatYMx/n64re5c7FQ1pFztbpUfu68E3/XiueeIzp1Sk4LkZnpS55IkfHjoXy2bo22duoE5rBZM9fH5+bCtP7tt/j83XdgG5XO7QMGQEGdNQtjr+J/B/364bm97z4o/CpUqFBxQ1DeTn/lDaVT8LlzSPppMiHYoHdv+yShFcUx21GO0FCUOwsPZ54z58bWtdVomD/9VC7/VFzM/NprKEVUWn9YLMw9ejA/99yNTVbrLGPFGJeTJ5mbNrWyTuf698xM5jvuQHJYgV9+kZPUOkKSmD/8EEluPcFqRWDN3XejpJQIuKkIqAhjUxFkEHCUxWZDQJbZXH4yXCvUgAoVKioubvtUKAKShJI7bdogSGHzZpgDy5pq5L+G0Qi/OCWeegr5rx57DCzOjTLPSRLSKZw7h6SrRHAEP3wYPmtGo+fzV68myswkCgqyZ9BuVTz3HNGLL1po6FDXvy9bhkTWIlksEYI3tm0jSk11Pt5mI3r6aaSt8QQ/P4xTXBxM8kRgLR9+GMzgtGn4LiwMSXcPHYI52GKBOfqff2BS3rYNTKjRCJY0JqbMXeAkvwrP8PUFK1upUnlLokKFilsJqnL3L5Yvx4v2q6/wuWZNJBdNSkJ+uvKGyYTozLg4ol69apJjGEy9ejf+nhoNFJGICKIff4R/m8DkyUT9+tWk4GD4+Smh0yFo4quvkKy2rNGk/8uYMKGI9u0jOnPG+bcBA5DZX4k6daBcNWli/31cHPzshg/3Phdj9eow0RPhmuvWoV6y8Ls8fpxowQKM3U8/YU6dOEHUsyeqRaxYAeXOzw9m5vbtkWR38+ay9YHBgOv5+xNlZpa+07DZEMxz6JD397jWTZckwZz/4YeIhvYmnIyZaP16502VChUqVFRUqMrdvzCZsPA5Rkj6+sJnrLQi4koww7l/2TKwI9cDSYK/WatWREuXIoggPd2X5sy5tusZjfB7O3/e83Hx8VBwV6+GcmEyQXEID8fv/fsT3XOPjUaORKQrEZifxYuRPX/dOvSdp1QttyJq1WI6eZLomWfsvz9xAgqbCKAJDZUVi6ZNUVJKMGUmE4Inzp27djlq1gST26ULKqkQIfBDydzVqEH07ruYC0eOQBF/+WWwSIsWwedx8WIEvhQXg5mcMAER0+6UovBwVH2JjSVKTCS6804ulcFbtAiJfBs3ho9hRITr43Q6pA/R65Fo9/ffvVe4NBo8S3/+iWCpt94CSy9JpZ+7YQN8cJWbGxUqVKio0Chvu3B5Izo6mktzHQkNRcLRXbvyvLge/PViY5Eo+L77mNeuhW9NWSFJzK++ytyuHRKdyvLkcIMGkKs0FBWh4LgoRj9kCPPTTzPfeScKt7vyzcrLY27RgnnPHvvv//oLCU31enwWvjviGjt3Mnfvzjxt2o31+ysNN9unKjub+exZz7KcPs08aJD8/YsvMgcG4t8REcxEzNu2yb9Pncr8ySf49+DBSGR7rX34X/SHzcZ8/DgSOzdtyjxqFL6PisJvp06haH1RkX0i7kmTCnnwYE+yMtevzxwZic9HjuBZ++EHzENmFLOfPBnf//KLfN9332Vu2ZL5zBnX187PZ964kfmDD4xcuzaeTavVvl9DQnB9d8jNZb7rLvhTajTM8+d77qfSUBH8/1SfOxUqbn3c9srd2bPR3Lgxs8Hg+bj9+5l37PCs3BmNzG3a2FesOHgQClp6OhYRbxZsqxUZ62025suXnc/RaDR85EjpFQ62bGGuU4f5+eeZR47EdcS1MjJkOZWLmyQxf/QRc79+rq/ZvTsWXiHHzUJaGvN330FRtljsfytNDpMJytby5Qg4OHy47PfPzWX++Wfm7duZg4OhkBw44HyckKWwEAryzp3M588z33OPLHe/fsxvvQVlWUCvZ27UiPnECSiCWm3ZZXSU4b+CJEFes5n5scfQF3ffzbx7t/OxMTFabtTIvTJsszn/lp3N3KsXlEiDgblTJ1RLiYlxPj8oCHPjyhUomOfOoYqIXo+xevdd5mnTCt0G9HTvjg2POxw8KP+u1aKqzO+/uz++NKjKnQoVKm4GbknlLigoiNu2bevVsZs2RfOaNd5dV6PR8LhxeOG7wpAhnhmXoUOZ33gDC5E76HQoTfXGGzJD5koOZiyCEyY430+wE3v3OpcMc74WmIm//8bn06eZn3gCUbGuUFiIxVQphydIEpSqlSvxuWlTsJlt2oAFYsai7S5aMCEBjEtBAfO4ccwvvcTcvDkUJrkNshwmE/PRo2Al33kHzExKCtr05Ze4xqFDOO633+QoYHcwmZinTIEC07u33Pbjx1GSbeNG++OVshw5wty4MRSIiRPlYwwGWaFWKnGzZzNPn379rOfNViASEjzP1b//Zn70UfSlEqdOYQPiDunp+L/jea5w+DD6+oEHsPnIzraXwR2yssAIhoc7/5af7/zdlStQZDdsKF0mV1CVOxUqVNwM3HLKXVJSEr/55pteK3dbt0Z7vZhqNBo+ehSLgSuWYs8ez4yLxSIrCqtWOf+elwel59tvPadGUNanbNuWecEC+bfcXNRD9VZhZUYd1VatoISYzWAgPUGSmD//HOZhTygoYP7sM+ZHHoEZjRnKUVwclDPBxHz6KRSlQYPkRTYjAwxX3br2DBczTGSFhVDixo5l3r07j6dNw/127GB+6ikwdFu32qcdUUKrZf76a6Qm+eYbyGQwMK9YARPpoEFIL2KzMQ8b5rqm54ULnpU7ZoxNYqJc43PFCpzHDLP6/ffLjN6NMmVXBAVCQKRl2bQJmw4BiwVzfd26G3cvd/1XWn8sXox5qoTZjHl79Kjz8RcugEG+FlSEsVGVOxUqbn3cUsqdwWDgrl278sGDB71W7sLDvX9BKf2pGjaEkoHvmf/4w3s5IyJk/yuhfBQXY3HasaP0RV75cr50Ccri+fO4bsuWyIvmaLosDUVFYB4TErw7fvZs5HQbM4Y5Odn1MT17wpRamsmbGe0YOZL5++/R/rZt0Q4lA+OIhAQowq1bW7hfPyiEZUV2Nvy5Tp5EH3TvDmVuxgx7P0dPWL0aSrskeV449XqMVXy8/N1rrzEvW1Z2uT2hIigQAkpZdu2SFfo5c9D2m+GbWVp/2GzOTPXUqdgkeZJvxQrmixdvrCw3A6pyp0LFrY9bSrkbOnQoBwYGcmpqqtfKnasXVEGB6wAI5UsxLg67e72euXNnmFzLithYsIAjRsBU6Y0S5CgHM0xEW7fCT2n16rLLcS2QJASY/PgjFKPsbObhw8FGzZvHfPVq6QygJ3hjihMo7wUzLY354YcxB7Kz3csybx7M9kqcPMncpInnvrJawf4FBUH5Z8Zmol07mJkd/cnKuz+UUMoydy78CW02JGcWbO7NlMEdTCYEQGVnw/Rarx763BPWr5eZX7HRc4XLl6Esvvwy88GD/2E2by/hsj9sNvc0txuoyp0KFRUXPszeZHqq+FizZg1FRkbSlClTKC0tjTp27EjnS8v3QUSRkZF0p0P9qbFjq9G5c5Vo5kw9PfCAnMfBarWSv6IeGTPRm2/eQcxE+/blX1Paj4gIP5o+vRoNHlxMjz/uXfIuRznKC0o5srN9aMmSqrRrV2WqW5dp8eJCatLEizwTN1iO8kJeng9161aLOnYspv79Xefn+PTTWjR4sIGefdZ+nA8erESvvmpxW+ruk09qUVycH7VoYaMnnrDS6NEGio72I63WlwIDq1BYmD+FhOSTjw8SWFeE/hBQyiJJRO+/X5s6djRR376lZMD+j2TwhFGjqlN+vg/Nnq2nyEh/atv233FiJr+LF8n2yCNIAqhAZibGwGwmGjKkmLZurUxPPmkli4VIo/Gldu2s9OGHtahlSxs1bizRAw+Y6b33bmx2Z5vNSSyPcNUfWT0m0H37llDBli3k+8LTXl1Ho9HQQw89VBZRVahQcbNQ3trljcJHH33E7733Hnfq1InfeecdbtWqFXfq1IkzSwkpVe4+MzPh52W1gmWoXx87bgFXO97U1GszB14PbiYzI0nuU01UFIbopslhNMIW166dsyMgIxgmIUHLWq1rs7jN5t7Mt2WLc1DC5cs4JznZs3lQ+PN98AHSqJw7l2Pn31aecBybqCjmZ5+tmKlydDqkqBHBPyUYOxY/fPyxR0pZkuCrWa8eUg1Nn+58THa2xivGMjTUdUCHIw4dgr+sTue9K4ZTf2RmsqVSADMR5wc0ZCnJQ8QXM1uWr+LMz35UmTsVKiowbhnlTolrNct+9hn8rQTS0hBxKkkIOihPZUaYio8dY169uuCm3XfVKqxrjoEDzLehcrdzJzqjalXm2rURaulClv79kU5GqQf06MGclOT+0p98Ar89gT17sLn45x/vxUtNRQRy/fo2fuUVfPfLL/Bt++QT5v/7P8i0ezfMyHffzVy9Ovw/8/KYa9RgrlUL6XN698b5eaWndvSIijBHyiJDWBjcJexw6RLsyETMHTq4Dw3+FxYLu1WuIyJyuF49e79LR1itSJ90111ySiRHSBKivRs1Yj68p5j/+Yf5ySc95+wTUPZHUhLz6iXFzPPnszFwBxf612bTQ23caoq29RvZSr58sdEbqnKnQkUFhqrc/fuC2rcPeclcvbczM5HCo2dPg1eMQ1AQ81df4d87dsDXaudOOF+XxZcsJgakwQsvYOGNj8d39evbrilX27UgJATRhC0bG5yczivCws38H8qRlARtadIkfLbZkOQuJoa5UiWE27qQxWiEH+Z778FR/+RJzK2SBX/SJDgoKlZtjCuUqfnzwfwokwGXBSJClRlBJwcPIrpz5UrMP60WczElBYyPSJ1TUID7a7V4DqxWyP3220i4XNYgHSFLeeOaZLBY0GHKB375cmZfXzyQBdewwcrOZk12Ns+YgVRHrt4lmZkyY3fmDBKOu4p8T09nfvNN5vStp5nvuoul02f4q6+Yu3axlpowXfRHXh5z69YOefuCgti6dbvLvISSxcr8+OOsbfUCm3L1qnKnQkUFxi2p3JUF4gW1eDEUPHfQ6ZjbtDGXrPPukJKC3bRwfN+8GRGjb7+NXF95eVhYDx923t0LhnD4cFgAd+2Ck/6BA/bBFlu35nPDhoiO9QSTCfnVNm4se1Jcs5l57kwTW9cHMk+dypamLZxCCivCws18g+WQJITJdumChdzfX87arMTPPzM/84zbPjGbkVfv0CGweCXR1MnJzAEByMqr0yHZ27/46itEkY4ZA5OsR+j1MA27SEh4I/vDYAB7266dzGp743efmAim8PTpsjnp/xco6Q9JwkB89hm01rvugvLuGPJqMmHQiLBTUyIwEPZvb3ZpycnovK+/Zr73XmYiLho6lC0W5scfx4bP8bYvvGCvbNlseE/s2oX3yJkzeCdIEmMgmjZF4sfcXDYvXckRNdrx4okeQsz/7Q+zGQpm4MtzmBctsvs9MRGBXqF/yxRmcTE2LGH7tSXap6rcqVBRcaEqd9HRpUbFCURE5PDgwe79hWw2VINQ+um5wp49eLk3bgwfqbw8KIOtWmHN+fVXz/42Go2GAwPlfGmuoNdDzunTwSDVrIk0I8wo9VRaZO6vvzLPbb0AC9zIkcxEfLjTbN661V6Om4rERJf00Q2VY+hQtLlePYQxp6a6Ps5odGl7c5TFbEb/l5jLunWDWTc5Gf++4w6EFjOOKbVMvB8mNQAAIABJREFUnV6PPC0NGiBRnJiMx46VON+57I+8vGtjmzQaaCFTp7L18y/Z0rUbd6hzht99F36CynyMV6+CaT58GGL++CNzixbW66q24RWUD2T79ujTJk1ASz37LBf17y//3rIlyoV07QoFvnJl5vHj8ZvRCBPs++9jDsya5fl+2dnYzeXnw0luzRqUxWCGNlS5Mq5Tty7u1b07a//NBZOd7TzW/fvj1q7mQG4u84ABmDrz5jFLVhsOrlRJLvGxdStLAQFsvfc+luLd7w40Gg3n5zNP/imPpVq1oMg64MzM42whP84at5CNB4/zwbu+4C+6Gu0eP1W5U6Gi4uK2V+7OnYvmBg28W/fEohkR4b6cUkiI93Vko6ORysJshqP5qVPeOZoLOaxWnK/T2f++ejVzs2b2JmaTqUSH4I8/hr/Vxo2u73fkCHOLOw1svbMxqARJYn7jDTbd0YDva6QrWaxvqnI3ezYWShfFPV3KYbW6d3xSQqtFJwpHq7Aw1GXzPi+NXT0zj31y/DjaMGYMPl+6hNX63XdLH3ilUkcEJebECfyWlyf7Af7wA+dv3ozkecLJLzAQ5wQEIG+HsryHI9LSsDsRyQvXrsW5RFCK6tZlydeXN81K5pdegp+gVgv9oE4d5r590SxmZrbZ+KfeV0tcFG4EDhzAxuiee5jnzywGzdWqlZwPZv58aEk9esBPrn17Lv7wQ/kC+fksSXgWcnIY/xFU5KZNclsVmcHT0mQ2ze7Zfv11KFfiHCIucXZkRo6i8HC7kzQaDR745GQOC5NJ4dhY5oce+tfHMS7Omdb7FyXTZNo03G/uXPsDTp5kqV49zq3UgGNWOUdCGQzMs2fr8C6YMAHXcDUfrFa+8uh7bPPx4+JKNfhqzQfYkm7PCKrKnQoVFRe3vXK3eXM0L1ni3bFi4d65E6ybsozY1q3s9XWuF0IOSYKp5q235MoSffqg6kFpyVWPH4dTvSsz89ixzNG9/1WmgoPx5ZkzzES8u914/vJLezn+U0hSSbRijM9D/MGbhbBk7t0LO7okOcuxbx/Ym9q1mb/4Aou2ozNlUhKokGrV0E4XWajFQupRz/vwQ9zr3+AKt30iSQgTveceObyVGfclgj+XJ5w+7azUKa99/DjMjUplY8UKua3TpmGyiPa++KK8ozEYUCqiQweYoonkzMoaDZwGBZWs07GSvrVNn8HWs+d43bRkNixcCaUqLAw//v47W++8k/Wb97HB4EZ/lSTmdes4o+nTPH2axNHRzNKleCdzc14eDu3Vi3nLGgOnj17ApgZ3MxNxaM1X+eeul3nnTtmcHRoKZnHNGuZZs7D72bQJVSeqVYPrhFPJsZQU+DGIDOOMYX3wQQxTcTHyUf766791ncPDYdadNg19EhXlvm4fi+7UILqlZUvWp+Vxixby7UwmhpZ3113YfRkMUDy3brXvPEnCvP74Y9edGhfHhQ1bcJFPNV48MoV1OhC7TZsyV6nC3LatmdMvFYJRfP9998LqdCy1acPWZvey9Yozg60qdypUVFzc9srdli3RXjNtyoV79mwoR/n5cFpv0MB9ypAbDaUcFgvMfl9/DSfrb7/1LoUCMxTC3FysaRMmYF26fJmhCDVsCKccJT74gKX6DXjCSCNbrd4rd0YjCKC8PFhWhw2DnvHZZy4zisiQJLYNHMRMxFfb9+AzIRZetAjpJviNN0qYksLJk7FIiZpQyclQMr76CuZVIrZVCeBlI5O460cS8zffsM3Xj61+lTjpta85KjCKjUa5Hz76CC5Sy5Zhfa1SBazUww+D5BNtYmbQr/7+JcEVHvskMhJOeErYbAiNrFnTuejwuXP2DliRkaX0NDNnZXH++vUYSFfMZW4u88yZUDCY0cD69dGXTZrABF9CvZWC3FwoCErmql49WVsJC2PLgw8yE3HwQ3144nCHUM6sLM54Ab5tBa935r59JL7nHua4yg+zVKUKm194hXN7DuHg+3ry2DsX4jk1m2UF9PnnmQ8d4qQkPI+vvgp9nRnkaOfOmGPduxvYYoGF/fx5e6b7hx+Y9+9337zHHmMeNUr+Lj4e7OQdd7hImeIFNBoNlHN/f+aOHXnfHhsT/es/GxODSJqGDeWxHjMGbe3UCRNUQJI8Z77OzORj/7eEBwyACbggX+KEBLwvNBoN/DX+n73rDo+iertvGiWEQELoVUCKiIIoTRAEFURp6g8QqQIqAtIEBBEBld6bdGmhd6TXUELvKRDS+7LpZbPZMu/3x+Eym81usqHuJ3OeJ89mZ6e8c+fO3DPnLZcILw15ITvbKmFVyJ0CBfaLV57cmU8/FnY6jM+8NYzDDuTOVjAduCUJIVmXL2NS+hzCj9GY21f6DJE+fXqOuhrp6RjcbCWp5oiORox4uXKYl1W66wf5z7zsfljYY3fdtWvMDx7kH0x19Cgmc2/bFseJjJB43h8ZvHZOInt7wz0WFYWwJ3NxLeFcAGsdi/D9dsNynZw+M5unllnMiYXKMhOxrkJV5rVr+d49jJHh4Y8GTL2eZ392mue7TeRBAyXMCTx2LEf2GMO/D4zmzp0xgAcGgtOMHQuOGBgocyNMKwahxt8ffKhmTWSQMmN/TMTs62u9+n9eCA0FQxfkLiMDsX9OTpCIC9iXCqyozp8P0vkkHSglBWRxwYJcLkhmZnVUFPPo0Sw5OHC4c3U++BsSSLI27uC0Il6spUKsGjXjcSylJDFHr/iXefRojq/4DmeTC6e6lWftMJMpYGbORKKDjcXy8mqPc+fApSxlpGZkQI23dJiHD9F3IyPxHMinOkpuWxYtQp/54w9M+RcQADmxbNmcU3fo9XDHu7oiZb5bN8sTHeeFixfhQo6Olm04cgRBkU8BhdwpUGC/eOXJnekDKiqK2bdwK2YiNpAjX238I2fHygTG0iCRloa46xwDwE8/IQbqWVU3liQcJDycOT6ejSVKwHWTy69kYTuBb76BtPHOOyBubdrI7rNHOHrUZG7ZfOLVhg/O5tats3nPntzTXwncu4f4dd8/TyKgyNMThIUILspH0LTrwuer9OCxJVfw7plBbDRIfPkyhKT5P9xjg97yIK7VMq9akMG9m/rx4kVYp0sXuNGqVGHu2BHrCZfes8SVK/CcTZvGLKWl40vjxqy2VDR73DgkT9gSA3jkCLIfieCDtNa4ecBespiZTWzx8eHsyjW4q8dpDr2bwfHOFTi0VCNOv5S3GikZn/7C5dced+/CW372LL5nZkKIzWteY4GHD3FrVa1qNUyOmdFXL19mjokxydz95htmBwdc80mTQOysEaawMOZPP0W/WLUqf8NMsXs3ChqWLs184oQyt6wCBa8AFHL36AGlVoN/NCgWxNcn7OTDNYewnpw4xdGDb665/mgdGx6KISFyhtyzQHIyXDJEnDn6N963j/nmxvMgEyVKMPv45N7GYAAZbN9eVlI+/RSTW372GYhGmTKocGuO8+dzyBAxMRCRHtfrNRqZO3Rg3YDv+fffM7hdO7lExuLFCIWbMUOO5dPrGSSldm0Euk+YAOVl61asIElwn5Yvn8O9t771Gt6927YmellkJiYGzRoXx8hO6daN1aKhGjYEme7bF1mTffs+3i4hAVVUHhNpgbg4pEvXrm35utoIuyR3zMw63eNknAcH7+dMtX1RNliBSoWuGBSE26ZXr4IJmceP471JnJ8kgaeJ8MQBA/DC0apVtizEZmTgbeTWLWwQG5v3QSTJYvZ2aGhOj61FBATgAUfEhnLlCl4byeIuFXKnQIG9QiF3AQGclsbctf4DLlxI4jNn5N/OLLnL24r1ZxfK5u+/Zw69lkdZeYHevVkqUoST/R+lpp45AwnpCRSYmH9vcFqZ6mxwcOa/yi5gIomJmEuWNHLwqQiQgMKFOQcLunkTvlUiZGFaC8BLSZED+48fR6E/tRpTFDxKb0xORm0+Ecf/eLD78UdmZ2dONAsy/PNP8McuXR7F7olaYHp9/ucvSZD6/v4bBdI2bbK5nV42mTEaUZsw7rYKtuj1zD17IiasQgX8PUpVliTEwb/xhoXZBNRqBHLlFUtlA152e5jCHmwpiA3t26NKypMUbBbq8LffQnWuXFnOhhX16vr21fAvv9i2v6go6/zXaJS9twMHIqQi35DM9HTm7t1xQ5vHfj4BFHKnQIH94pUnd35+AdynWRCnUnEO/HpKrt/T01GLrrhDOkc6VeX4raet78zfnyUHB95X62cmgniz/fP1bHR2YalmTdsC4hkCzu8f+nAWFeYoqshtXX3500/hAty3DzNU1KjBnHBPjeqy69cjEGzsWLg9y5SBMmarL7JfP1ltdHBgvnOHs7JQ1cHFBVNREZnU74uNZS5alLWff2492GjTJpSoyE+NeAZ42QRCknBt4NrLm8T++y8EFI0GBHjuXNuO4euLLM0FCxAfFhdnPabeUnvs2AFvXlCQfc7rai825DX/r60ID0fMpuVYPRQQvnfPct5KSAhuY6MR7zhubpiJQkxNl5iIacdq1MCLlDiGtzfE/FxqsBmSkyT++qMonjdPLo30pFDInQIF9otXntz9u9+Pb1AD1hbzzNO3cfVkKt9zrMOJTl6svh5heaVNmzi9WBkuRWru2ZO5ZUtwreZ0nuMdyrLG2Y0v91rEmSGWY/Gkh2reM+kGlyzJ7OmSxtfe/pbvnnqYK1Tr0KFkLlwYJeiyMh79mJmJFM8BA3JMIZCaijf8EyeQmTp7NsjqjBkmcfqShCyCihWZBwxggwHqBREGDUlCHLeTk0mOxW+/YYVChVB3ghlKnSQhCt3BAZOaPpKnRFHlJ4Uk5c50FLAHAsGMJixd2mi17jEz1JtHce2cmIhYLVH31hIWLUIs5K1bSDoZNgziy/XrcMcVK4ZBfsIEuVyZSqXma9eQ+btiBZYNGwYxsVIlZJEyI5ng3j3YITh4TAxiz06eBPl4Ws+pPVwbe7BBQNji7Q21TdTL1OlwT5YqhagFcc8nJqLA+fz5+D56NFzGlmpi7t2bd71O8XhbuTKV+/VDBrhIxrZlTlpzKOROgQL7xStP7nw2HAZJOXgw33VPL7/CqVSc/Ys24pS43MXPdu5kLkxZ3KeP/OBNScEUZGN6RvPVQs2Yifh/RQ/wwIHM17c9YGnnLuYHDzhx4BjWOBVjP3qDW7aQ+FEhe4tQq9W8bRvM/vprk4e8CfNJTIT3VFSNMP0rWhSfZcvCC/rYBSVJLBklHjoUv5uqSikpiPOvWvWRh9Vo5JSdOxGQJ+Sj8ePhiyJCMNqjAnEzZoDreXggj2P0aAxuphmpeSEqCh5mIuzjt9/gwTRtj+eBhw9BoApCSs+eTWJJyj1YGo2InzdXa3x9IbRGWHhfmDcPIXjmFVJMkZoK8jdxIkiiwcBcoYKB69RByRjzhGcxhywzlMAqVVDWo149LFu7Fi8NH3yAY9+4AcG5dWu8N8yfb33SDkuwB2JlDzYImNoCFR75FHv3ol5lfspbfsjMxGQYprlcBgPIf61aIJHChqwshN6lpeG+6tHDJLbWCiRJTtRXyJ0CBfaLV57cBWzYgGxGG6BWq/na7/uYifhwmT6syZRH/XubrrJrUYmbNrVex1QySnxlQyB/1yuTixVj/pX+eMy4DOTIW12+4a2/5193Tzycp0/H5qZ1uAwGEDZPTxC7wYOhKJ0+DZUmNRUP6EuXoCwSIXRv714sF/scPTr3cS9fRnmuL78U5UHMBs1duyALDRnymPCJIvgdO8K9+957CBM0LYs2caLlxGIhArq7oxLEH38gno8I34cPhxqR3+CdkICZDaZPh+r1zTdwfS1cCJMvXQKB2bYN/LRDB4TJCRtLlkQpl7FjkTcREmKd8KnVas7MBBE2fV+YPx8heJZiuZYtw8wmpli9GkKsJdKXF4xG5rt3n+18X2lpcljmwIFos+xsuAdNp+4zGkEGV69Gvxs3Dm7IZwWNBtcsORlRByNH5j8H78aNzB9/nM1jx8I1/SSxdCIU1aS28RPDvK9euIDcGUl6du7yKVMQK5uYiJeyzz4DWRfEzdL9kpqK61WuXK4k+sdIT8e9L+oeK+ROgQL7hULu9u+32ff0ePqxrybzBWrGX7VPRyHgA+eZifgnjw02h5ilpzP/s1LHP751jofTfB768T2bY2BMZ6gYMAAEZN06uNkaNJBnQcpvlgpJAql7VGeW334bnz17Ws8UnD1bnp0pL1IlSXL91d69cyp0Oh2quKxbBy7o4ADvbv/+ss1hYYg1IoJqZDqI+/sj+dTZGX8ff5z9qFgtgtm//x78smtXKI2mqmW1avgT036a/zk7Y2Ds1QvkZfly7K9Ro5yTP9Sti7Ywr3wi2sTXF5Untm8HcfTyks8hMxOqnKlKYjDIMe4GA0hrQYmduQ3PEwkJIOulSyNLdOdO2P3uu7je8+ej4O+DBwn5EjCxP5F/Yw6tFvOpVqwIch8VhbYZOxYvBx07ykppVhaI38CB6IPHjjGvWpXKU6ci1MBoRIhqhw4gq/m9SIkIh/37cXxr083aihdxbSQJGezNmqF/TpyY8xGXlw0XLoDMh4bmdPE+eAB1d8AAWahXyJ0CBfYLhdwV4AH1+KFoNPLKJdkgQl9LfMO9FcdRWb5+1sZKpmawdRpTZsSuRUXJD2edDqqSKB9XqRIUqIKoADod1L4yZTADlbVBlhmD4aefQn07c8Zy8oAkweVHBMKWn+s1KAhkTMyM9cEHiCVzc4Nd1gbg8HDEktWureeaNUHkKlbEeXh4oNBw9+4oxn/yZM6EXUmC2/XmTSQ5bN4M1SmvRFWtFqrGkiVQ4YjQ7p07w8Vm6vJiRpzce+9hm1275P0It/ebb8ru5YQE2N63L4iJKSIjmQ8dwj42bUJixKJFOK9ly6AonT4NEhkfzxwX9+LckHo9EsKt1dVdsyaVq1bNu1THli2o6uPvjzb76COEFCxcCEX33j2oT5YUpcxMeY7k5cuhWH/0EdpJ9DtzMqNSgYw2aQJXqLX+7uMDJUvUu4uIAOl/mmTmF+UiliTEZT6pDdOmwS0vVMWAALSv6XNFIXcKFNgvFHJn9oDy8UEewPbtudc1fyjOm5jIe6gzMxFf67voeZr5GMePM7dunZ2D8CQnw1UycaLtlfItwWCwTKRWr85ZUUWlQlm6cuUMPHAgBuGTJ+VaYWLChkGDClYrLDERrtPq1TGY26pcvayYqsBAnGu5cjjfcuWY9+7NWXrGnGQfPy6HJBYujIzq5GT8duYMCIcpEdq7F0TXkspo7c/RUeLKleF279UL/WLVKhDA/MqbGY0g2wcPIhbszBm4rW/dkpMvCgK1Ws3z5kEdNo/nEmEAlSvL9bhTUkBkFywAwdu2zfZj3bhhmURa6x96vVx4+IFZlaNTp6C2njiRe7vEREzuUJCXsvxseZGw1Yb9+3GfiyndzKGQOwUK7BcKuTN5QJ04ATfTokXIWGPOMctXroeiFHiPtUXcOc2j8lPXJssLkgS16KefoA69847ucfbc80RaGo49axYIl0iKZUa2XosW2WLq1sd/Hh74HDz4yadDKyhe9oApSELdusyurhKfO2d5veRkKKu1a4MYHDoEV2+TJrmzHCVJTkR57z243G/fhkKGOEO4ImNjsfzkSRChJUuYR43K5N69oYBWqZI7qaZ8eSi0P/8MF+XSpXCxNmkiq6fWiSNqHq5fbzlzWaNBWwwYgHId69fjxCZPhlpmCqMRxFNkDz8v5Nc/dDrUHezfX+7zbduCDFuCVovQhaZNcyb2mEOSsL/ISIQbhIe//L7KXDAbUlLklw9zKOROgQL7hULuHj2gtFo8qG/ckH/TauHa69IFqoXFh+K9e/lHdT/CkwRNp6cjI/att2R14erVRPbygpqS37a//orYt5AQ2a0YG5s/8QoLAwkRcWDbt4P4mroX1Wo1SxJcgcePI87q229BBl+1WmrMcCHWqKFnNzeQX3P06QM37uXL+DMaocw5OzO3aCGrrlot3LNEcCsXVCEybw+dDtfz6FHECfbpA8XQNLHFwwOxjT/9xLxmDWKvLlzA9T94ENfd2xv96bXX5KzrHj2g8GzciGB7oTK6u4NYurkZ+d492ZYDB9BO3bs/fWbok7aHJaSnwx1evjzcsPn1X6MRyTdiIppVq6Dcli8P97qPD86vWDF8r1cP8XrinnlWMBisu1+twVJ7GAzWE8GsQSF3ChTYLxRyFxDAU6ZgkLKErCyoeF5eqA9lC9LSMBCuXYvvc+ZgOtfChTHgJSRgv7Y85BcuhKJgOsCr1Wq+ciXvh3FqKpSYbt2QTRsUBAWhQQOQtIoV2er0Xjdv4vdFZp7mkBAMzPHxcE09CakyGNA+cXF5l/gwhQiWHz8eism+fTmFUnM7MjLgVtu/H3FcecUQMoP8JCXlfT0SEhCX17s3YvusuYzv3EnkGjVAbkyVzt27c2Y2T5woq8PbtkERa9MG+33/faw7ZcqTkWRbr4teD9dyVFTBjiNJIH6DB4PcCIJYoQKWHT2KNo+MZC5VyphjNo5+/ZiLFEGSimnmqiiR+DxgqT2svWgdOpR/IpIpRBxnRgZqBEZHoz2t3Zvz5qXZmpyfL3x9kczyySc4Xp8+nINIW0NUFJ4f4v6fMQMktFy5ghFFhdwpUGC/eOXJ3eHDAdywYe6sR3Oo1cwREWoOCbHupmDGgFa/Ptxeoqp8cDACkjMy5IfvggUgCT//jKKxBgMGWkFgmjeHymFpABKDVVAQlBRzSBKUhc2brQ+Yt27BpsRExMaZqoADB1qOORRYuRIkddeulHwHZJUKNo4cie8tW8pzmNevj2UbNuC8L1yQg+AlCe3SowcGnawsKCrLlsHdWLEiyMHDhyBUu3YhQ9BggIrSrBni2mrVQqHY+/exXb9+KIUiYrlq1oRy5u6OWEtmKCw//IDrJ1TIJUswxe+yZXLywPLluUmeWq3miAhk5JYsCSVYpZKzSuPikDwSHo7ED+HC3bgRLlhnZ5Af01iz2FgooydO4Pzi49E2vr7yDHLmNrwoZGcjNu/SJctq8M6dKezoKNdj1OtxHqb9ZsMG+cVn2DD8bimBPT0drtLp06FGe3tDibbkHjaFWq3mlBS04Z9/Ij61dGmEGuSnfjPjfp8589kojffvJ/Abb6BfPQ1WrQKZFkXGJQnudS8vzPFsTZkfNw6hA2+9BSLOjD4p6nF+9ZXtNijkToEC+8UrT+727g3Is6q7KdRqNc+cCXelpamDmDFIz5mTvwohSVAIJk5EmQ2VCtmOU6disDt71jqJFIN3RgZs2bhR/u3+fZAIWwPfU1OZ//oLZKlhQ+vnZY79++GCbNIE31Wq3APK+PFw9/3wg+y5ttQut2+jyOpbb2HQTU2FmlC7tlzXzBwiwWPSJGYPDyN36IAMP2suTKHmrV6N9hUkOyFBJpRC4fP1BZn7+WckTFhTYWbNAkETQfnM8rUJC0OiQKlScHcWLozr+803qM/HjCzdKlVkm//5B9dOzFrADMJfoQKIZ5s2sPHQIbhxGzVClumFCyBDQs00JXfR0SD5P/xQsOSEZwW1Ws1//QVlb/HinL+JaduIQPo7dQKxFbUFe/YEYRk8GIqzyAgnAhE2jyNs3RolTj75BG3VsiVI/uuv63OsX6cO3N6VKiEj+9Ah6/b7+0N1J8I1/P33J0ukMG2P6GiQf9N+Y4qwMLjH+/VDv/X3R19bvhz3anAw+q2l59b9+4gFFNM+Z2TgZeybb9DeV64wBwVZz6qRJLxMWJs1Rdy/EREKuVOgwJ7xypM7f/+Cl0JZsQKD+qlT8m979oA0vAiYDt43b+JtPSgIKlH58nirLyh0Ory5m7t1QkORcWmpft/Dh+rHiqeYvHzwYLkW2KFDBZ9aVqyfmWm7m+5lxtydPw8SJ1xcprYEB8vFkGfPxjo1a+ZU2/JzowUEQJ2xBpUKZOPMGRDpfv2YZ81K5/BwkMlSpRAzOm8eVOXISCRE7N2bf4kaUfD6aaBWq9lohFrm4iLPmGEwIBuWCMRDEOuMDNxL/frx42Sd4sWR4DBxIuL/RFiDnx/67LRpWL95cxDepk1Bflu3RlmUDh20PHUq3MWmLwrR0TJpXL48t+179oD8lS2La9ejB+x57TWQn4K2jUolF3WOiAAZNy+qvHkzXN3jxyP2UaeDujh6NBT2gQPzD/EVds2YAZLcqRPUVbE8v/vlzh3027//zrn85Ekk9wQF4fop5E6BAvvFK0/uzB9QRiMGIEtxWqYPxVOn8CdJUOoqVMgZY/UsYTQiQPvsWbhQWrfOzjEF1Pr1UG9q186dkfi06NwZA/Obb+ZWA80HiaAguMxmz361EirUapCN69eZT5zIWfsvOBiKlcEAl66lTNrNmzEQmyIgAC7KgrRjdDSSWrp3z+K7d2X3vCm0WtSAa9wY6tH58yDUv/wCElCzpmxLhQpImqhZE7X5mKE2HTiQd5YoM5TVCxcwzy0zYtNeew0KcUQECkwTQRm15kI0GPByYcsUdXkhr/6RliZPbTdmDGwxGqEIE6GdTO+1U6eQWSvK2QQEWL9GmZl4wRk+XC4U3qNH1uP1jUaQpe3bsc6DBwgzeFbd+d49y3GtttwvwcHIdv7rL7wQfPop3NimNTQVcqdAgf1CIXcmDyhJgjukXDkER0dG5nywW3ooTpmCh6Bp7FVAANyMRiPihJ508nWdDvuvXh3ZdqJY62+/ZXCFCohzMoWl+CvTfd25Axfu6NFwCeaFM2egkOj1OObixfmTu5cFe7Fjzx7msmUN/NVXnGtuYNMsbL0ecXfC7Oho9DkfH3z39wexelIl2Nb2uHwZ8XsqFfrZzp3ou6b9NS0N53L3Lr6vWAEVrXhxEH6jEb/Pnw9VqVkzEApfX5DHbt2yHqtTN27A7VqkCNyqCxc+2fkVFPm1h14vq4hffokZL4igBlpyyet0UEKLF8d6Li5wrzdpAtI6eDDUUZGNXKQIc/v2UCiSkE8PAAAgAElEQVSJQKQFTp+GUvfTT/nP62oJISHMo0ah7l5+NQwFbO0f8fFQO1NScP+bv/Aq5E6BAvuFQu5MHlB//IEpuITrZvNmuLq++AJB3pbmydRocg4AkZFw04kH+Lx5UD8aNcLgFxMDEhYdnfuNPz4eb8aDB8vV4KdORdC46bpqtZr378/t4jOFJIGgDRoEm86ehXrQrRvexqOiMDBMmJB7UNi4EW5ncyUyORmDkDjfgpIqjQbxRCIh4ehRkAV/f9sUKmsKjr2QO2bm8HA1z5gB16DRCJt37JAnbRf48kuoIUK1OnIEqtatW3Ctm8ZRFhQvoj0MBrk0z6ZNIKvLloGgiv6RmQmVuXdvebv160FmzOdpNRrRF3fuLHj2bn4wbQ+dDjb8+COSC4StksQ8dy5Ip5MTyIypDZayo2NjkVE+bhwyVT/6CC9hHh5Q90aORB8XMXqSxNyvn4aJkFAlYH6uycloi7/+Qnuax/iJe7tLFzkJx9kZ4RmbNuXfdqbtkZ6Ovjd+POy1lSAyK+ROgQJ7hkLuTB5Qq1fnnsA+LQ2DVrNmzGFhedeo0umgZsyZk3N5ejqUjKVL4Z7y9QV5cncHCTh8GMs9PaEazJ2bW/kxhXg4a7V4kHt75yQ+58+D+NWrBxeptQd2TAyK13p6IqM1JQW2V6mCeCZzGAzM//sfXLV6vW0kQqvFdjVrYj7XypUxEDJjbtk+feCuq1ABykBwMI59+zbIdVoaasbVqIFBt0YNuLokCWqS0fh8yUxEBEiMrTWqTef9ZUaGroeHHGt27BiIu06HGDFTd+y2bbgGT+vetyeyGxWlfuyKNs2EFrhwAURGo8GLjMhkFW7gFSvwQtGzJ15UmOEyffttuK137LCe8JKaipi8n3/O5HbtUJrIaESfmzcPBNs8ruzMmZwJLczo6xUronzL09Yqj49X8xdfQMHbsiX371eu4H4wLTzt4oLnxOjRIJMNG2J5qVK4b2NicL80bozl7drBnW0JCQnM3t4pPGYM1hdJKk5OIIjly+N5lB8SExVyp0CBPUMhdwEBvG0bAszzg1qt5q5dMeCYkzzx/eZN24+dkIAYLKEK2Dqjg/mbd6tWcPt07oyHfFwcCJGt6kdYGNRCtRqB46auaHNkZ0Nx6tvXOonIzgZRadUKgzIzSEte9ghS7e0NN3TduijLEBmJQTogAPu9exfrPnwIwliiBHPz5jpevRrbr18P1evECXmQ3rQJKkf9+lg/Lg4uMNMp1QSEKjJkCK7H/PkYbAsVwsCHLEGovEeO5I6PMm+TuDgQOmZ5/lgxpVVkJDJk84JGg7Zu1AiJLTodFKOgoNzB+NZsYEYbWjrf5w1hy9696KOmKtb8+bmzjcVvQpGeOxfrbdokzxiRmoqQhJkzQQY1GhCSQYPQRg0bwuUcHIyXpeHDM3nv3tzXSsQknjiBRA1zXLuGOMTsbLxkdO2KlzzzF0BbIElQylUqNWdlgfS7uKA8i2l7CBevry/6y/79UAbffx99kAiq4MqVuVV7gwHkz80NM43MmQPyPH8+StHUqJGTMLZoAXJ47BieIzdv4oWQCP3ffP9GI65V69ZYRyF3ChTYL155cnfpUgCXLi3PbZkX1Go1BwRANejaVVbE9Hp8P3r0+dpqaocpsrOheqxeLReLfZ4QgeJhYWr+9lsU9v36a5QPYcYA2KoVYgSfNN7QVqhUqLcnrt/UqbCldWtZITx7FgrPjRty3ODatSB63bsj/lCvRwZk3br4W7QoZ4yRwQDSq9djkB4zBsdwd8d5arUgIsHBlmVSSQJZFfX+TLFli/Ugem9vZGleuCC7arduRTxb0aIY9AMDcXxB3kT/SEpCe7RogdqCS5fCjqQky8dill8wpk9HOMKIESAHqam47rGx+N/cRS5JOAfxYrBhAxQ5UXZDrwfRb9MGGbGbNqHsizWFqaAIC8M1W7sWxM5UzctPyTx/HqR74kScl8GADNzSpdHWAkYjjpGcbHuSx4ULiImrVg3FyEVoR3IyXjbc3EDwOnUCYerUyXoZo6wshDTk99IWGQnSa1oqpnJlKJUzZ2L+Y2vlXLKyYC8RwjiuXsWyVatQQkbsa84chdwpUGDPeOXJ3ebNATkyGBMS4Kq5di23kmbqDh09Ws4cGzQItbXymwnhWeFFu92suYijo9W8ahXcq97e8pRbL1ohetL2SEyUiyKnpIAUnDlTsHgvo1Ge4aJ3b2YvLyPPn5/bfafVghBaciGOGYOMTdP+9uCB7H62Zk96OlSn1FSQiGLFoFp9+qmWDx/G8lGjoDCKwdzPD274CRNykgiVCjXcXnsN+42KQv+ePRvuz9RUKDxly4KQODqiVIfBgHpxrq5wP4safitWgEx89FH24/MyGEBw5swB2SvodFdPClv6R3w8agkOHgzFt00bkCRraN8e52iKtDSoXzt2yNP09e2Ldr19G9dx69aUx+7YmBgUMhdK2oIFzy7WUJJwvfbsyV2OyJb2OHkS19XZGSSXCGVjvL3lFzaF3ClQYL945cndpUs5H1Bt2kCxqFMHbk6sg8HP0kNxzhy4MvKrkv+0SE0F4dy6lfnChTykl2cInQ6D3YABln+3l9gue7GDmfns2STu0AFqkJhSKzw879pkOh3UTjEdma8vsmcLWq9QqwXJW7kylR8+tL5eWBiSezw95djGkiURf5lXrKcphEtTkuCqtkTodTrmVq2yc0xpZTQigeZFoiDTsQkilB/Jun8fCu9HH4FAGY2IgXvzTTw31qyxvJ2PTxJ7eckhA/fvQz02j/MLDn6x07FZQnIy+kSXLiB75vYo5E6BAvvFK0/uAgICOCwMDzHzzFcRczJkCFx4bdtm53KZpKTkJnZaLYhYXJztcXSmMBrh4h0wQHZ1Nmkiu4M7dXq6qO6MDM5z8GeGgvnhh8yffQZiefAg1ErzrF17gL3YwZzTlmXLUMfsvfdyJ9mYIyICySqHDyPr0VIM2JPYkBfCwqCmiRjE5wHhhsxrej+DATFkx47Zpn4XlPQ8r/4h5pAWWcO22KVWq3nPHqhilgp8SxJI/vvv4/+rV/MPbTh1Ci5vYYctNphCr0eSj3i5sBUKuVOgwH7hSK84VCqid98lqlaNyNmZqEgR+TdXV3wuWUKkVhPVqmWkGTNybl+iBFHx4jmXXbtG1KMH0VtvYR9btxIZDEQDBxItWEB08yaR0WjZHoOBqEEDojFjiOrXJ2rZEssvXSK6dYto926i1avTKSGBqFs3oshI2881NhYROBs3Er3+OlHv3kQ3blhe99YttMu+fUTu7kTNmhGdP0/0/ffWbX9eYCby8SHKysI5HDpElJj4Ym14Enz/PdHIkUSNG+MzL1SpQrR9O/rM0aNEHTo8f/uqVSNyciIqV46oTJnncwwHB6LgYKK337bcV5mJvvqK6J9/iCZNIvrzTyz/91+i5OSc6y5aRNSlC1HZstjmZaN4caKePYlq1sR3BwfbtuvShWjKFNzrpkhPJ/rf/4h27cIzg4hoxgyiunWJvL1z3ncXL2I/R4+if9WqRdS0KdGIEUQZGbafw+HDuDZbthC1bk2k1xNlZtq+vQIFCuwUL5tdvmzs3Rtg83yqarWaDQa4lc6ezf37tWs561cxQ/3LzISat2IFyinUqSOXeti8GSrdd99BIWTOP2ha2DF9OuJhNm7Me/1r11BA1cNDrjGXnIz5Kt94A0peQgIUw0OHkBhgCWlpSCKYOFG2wxbExOBY48bh+549CPKvVw9xPLduQT0wz/7MyECb1a+PNgsMhJLRpg0SGWrWhLsoIkLNy5ahHfbuld1++WXoPg/Yg4poDzYICFtmzYKCaRqLKOpJnj8vq1OSBPWuUye5ULK4V+bPR1hCZCTqROr18swOttjADJVQqNbh4S+3f6SkoJCzsCEkBOdjHq95+jRKoUyYALWvRQvERi5ZkjOjVaVi/u03tGVQkPWyLWJ+W2aodQcOyDasWoVj5ZV0I6AodwoU2C9eeXJXkAeUeDCfPi2TKoGtW+FOE4HU+UEQmVGjEG81dartJRZMB4gbN5jffRcB8GfPokTHzz+DLEZHIxOvcmUMrqbzagqIh/rIkcjoK18ecVvWoNFgcExJQQ2z/LBkCUjld9/J05KFhyNx4c4dHCs1FbZ7eiLT9Z9/MLhcvIhB/tix3IOwwYCyKGo1MlS/+w6uqY4dQQKYUUeuVCkQ0t9+wzKVKu+ZPASyslBAdutWJFrYmiRiD8TKHmwQMK3798UX8ovD+fPoa3ndfhkZiEXLyLD8e3Y2slpLlUKfN71GqalIHomMhGv4hx9ALl1dUS5FkhB20L493NP5wZoNBYXptcnIQKhF//5yDT9rEOVhDAY8Y6yVwRH46ScQwAEDQAqZQeJGjWLu3FnLFStazqyXJDwL6tfP/3mkkDsFCuwX/ylyt3fvXu7YsSN36tSJu3fvznfu3Ml3mychd8wYOKpVA2nauRNZbwWpcfc0MB+8BfE5dAh1q2bORAxNQgIGA1vKkUgSEkdiYmyzYfJk5rp19fzdd4gn0+lAiPR6tM3AgVD6goLyj+8TiIqCUte1K+KIbIU1MiNJGKCOHpULxv76K0qI1KuH7Na0NJCC4GCUNBkxAv9fv44ir198gZIda9Zgf++9hwDzTZssD7D2QKzswQYB85qMOh2yq0uXRn99FoiLA4k5cgQvDCVKgMTVqYPSKGq1mjdsAKE0jY/V6WRyaG1O5jNnMJWYkxMSH/IjVfnB/NqEh0OJNp9K8Fng3DnEMnp74/vZs7hXZ85M59RU69uJmXHyi8FTyJ0CBfaL/wy5CwkJ4ffff59VjyLDz5w5w61atcp3uycld8wIEr96FWrW8wpIt8WOlwGDgXn37hReuhRqgCTBpVO4MMplTJv27NSO/FDQ9sjOhuIpZizYuhV1zjp2hKvbUqA7M9a9cQOD5QcfoIQJc86aZ7bYIkkYaJ+WKFiDPfQPAUvB+199ZXkGlGeB7GyUeClI4k9QEAi9Wo3rGx8vl2s5fBhEPilJVuUPH37ycj/2cG1stUH00xUroLqPGweCfv48ZlZRyJ0CBfYLB2bmlx339ywQHR1NwcHB1Lp1ayIiSkxMpFatWtGNGzeoUKFCVrcLDAykunXr2nSMhIQE8vLyehbmPhXs2Y6sLCJHR6LChV+uHS8COh1RWhrRO+8QDR6MP4Mhf1tCQ5GgUr06kltEQH5BodcTubgQ+fkR3btH9PAh/gYPTiAnJy8yGJAs8TJhD33VVhvOnkVCg06Hz1mziEqWzL3e0KFEO3ciAeS775CI9axteZ4oiA27dhHt30/k5UVUujTRkCFEWi0SzBwcbH92KlCg4MXiP5MtW6lSpcfEjplp+vTp1KZNmzyJnSVs3kxUowayWv8btPfFomjRF0vsXiYKFcKgd+gQUWAgSNrZsy5W1zcYkAX52mtEcXFEX39N1KoVUWqq7cfcto3oxx+R4di+PZbt3Yt+e/cu+qzBQHT6NNEbb+BYPXsiYzU7G9nhSr+2jA8+IAoKIgoPJ1q50jKxI0L2/NGjyFwX2b3Bwf/Ndv3yS6L164nmziX65RdkCJcujb6lQIEC+8V/RrkT0Gg09Msvv1B8fDytXr2a3N3d81zfz8+Pyj2SN86dc6GffnKjadMyKSDAiUaPzqLoaEeqVEkiIiKDwUDOBXlNf05Q7LBPO4KDnahECR0lJRWi+HhHatVK//g3rZZo0KDipNM50MaNaSTeOVJTHahECaZNmwpTu3Y6Kl0atyMzUXi4I50750LnzhWiOnUMNHp0Fk2d6kplykjUuLGB3nzTQJbeXUR7SBJsunbNmT7+WEdxcY7UrVsJyspyoGrVjDRihIa6dtXR1KmulJTkSCkpDlS9upEmTdLQ2LHF6MYNZ/LyYipVSqIFCzIoLMyJAgOdqGVLPXl62vbYsIdr87xsYIZSTUT0wQce5OzM1Lmzjr76Kptef91IN244U0SEI0VGOpGrK9OgQVqKipKocuWX+079rNpDrVYryp0CBXaKlz8iPkPExsbSDz/8QDVq1KANGzZQEdOidVbg5OREJUt6UXAwUefORAcOEDVv7k737hF5eBSjDz9ETbi5c4mKF3/5LhUi+3DtKHbkhpcXbElI8KAxY+CunTuXqFQpuPnKliXasIGoUCGvHNswQ1Fr25bo55+JmjdHrcPu3fF/p05EbdsWJi+vYrRoUf52mLZHmTLYBxHqpSUkwJUcGupMnp7u5OUFpbp+fSJPT6KqVYm8vFxp2jTUpVOr8VeuXBEKCYFKOHIklJv167GtgwPq5eVny8vCi7AhLIzo6lWiHTuc6e5dV2rWjGj+fCI3N9QTrFePqFQpN+rQQU/VqrnQ4sXoDy8Dz6o91Gr1M7BGgQIFzwP/GeUuIyODOnfuTF27dqWhQ4favJ2fXyCNHVuXXF2JJkxAEVnxUrtvHxSXkBCiefOIFixIo1698lYCXwTsYcBU7LAMYUtWFtGcOXDDXr9OtG4d0aBB1kkQEWK+Vq8m6tePqE2bp7fheSE7GwWtGzdGce2vv0YRZhcXookTUYC5QwcU8P7661Tq1q3Ec7PFFthT/4iKSqClS73on38Qb/nJJ0+/T6MRLwi2inHPqj0KEq+sQIGCF4v/DLlbsWIFLViwgGrVqpVj+bp168jDw8Pqdrt2BdLhw3VpwgS8fbdtK/8m4pdWrSJq0oSoUKEkKlrUk0aMQPB8+/Z5D9bPC/YyWCl25Ia5LTodWXSdvkgbnjdiYoji45Hg8dpriMk6dgzLpkwx0qhRTjRs2AszJxfssX9cu4aYPg8PuHYrVQJJc3AgkiSipCSofmKWHFNIEhTYMmWIRo/G7B5FixKNH49kD2vQ6RCzWaFCMn3wgQfNmoWknho1EC/q6Vmwc1HInQIF9ov/TELF999/T4GBgbRv374cf3kROyI80BwdicqXB7EzGIj++gu/xcdDjejQgahhQ6IrV5ypQgUEGU+ejAfi5ctEGg2mFPPzQ0C2+bRJzwq3b2PapfHjixVoiiEFLw8vmti9DFSsSNSoEaa/KlsW91P79lAgz59Ppr59ie7fJxo1Kve9IUlQxg8fJkpJeSnmvxS8+y6eH+fOYeowZ2c8a65cQVvVq4dnk6sr0cyZ2KZXL6KOHdHGgwdj2TffEPn7Ex08iO2J8H9amnyszEyiadNAvNevJ5IkB8rOxnRne/YgA3baNKxbkOkMFShQYL/4z5C7J0Xx4kR//403X29vqA+1a0O1mzsX66xdi+8uLph7tm5dxNds3454vIgIom+/RYzUZ5/BBUcEQvjxx5jvcdcuLJOkgtlnNOIBrNFg8Gvdmig93YE++KDg+1Kg4EWjcGHMTezpCZJRpw5KiGRng4SUKAEX9MyZICnJyZg31ZI/ISyMaPp0xCdeuwZis3Qp5kc2n6f1/wu6dMF9nZWFe71pUxA7tRrL1GpkRxPhGfPttzhf8Tx55x28mDZogLmMmVGmpUYNtPONGyCOsbEg0CdOEDVsaCA3N8xbu307nmVz5kANbNwYGcAvev5oBQoUPFu88uSOGYOGWg0XhYMD0a1bWD51Ktbp3x9qxOHDhSglBWUPMjMRfO7pCbJ38yYGpyVLEAC/cCEUwEGDiCpUwMOVCIH1TZoQjRmDydHNBzGNBg/WxESiZcuw7xkzsH2rVnC7LFmSQfv3w9b16xEXqECBPaN0aaIVK+CuTUvD/dOqFZSiiAiiM2eI3n8fNQD79EGplyVLsO6VK0gKadwY6+t0iPFr2xb3au/eSPTQakFWbHnpCQtDvKA9oFAhvDg6OORc7uBAVKwYXkCJQIK7diWqXNn6vhwc4Ka9eBFk7e5dEOwlSxBPnBe8vECaT50i+vBD1ExUoEDB/0/8Z2LunhR37waSWl2XypUDkRo0CINQdDTRpk1Ev/4qr6tWJ1BCghfFxMA14u8Pl22RIlD9atcG2StdGvE0zNhH/foYkCpVwgP0yhUEzwcFIah62TIkbKhUUA79/VH7bPZsuF9atsRDOyIChHLLFgSp6/Vw1QQGIguzUSNsHxqKfalUGAiaNsWgl5mJt3gPD6LPP7etfbKziVq0gArQsWPO3+wllsle7CCyD1vswQaBJ7FFkkD2Vq4kmjIFqrq/P9FHH8muR0uIiIB6np2NF6JPPsF9Y27D6NF4KSpWDGEOQqF/EbCHa5OfDUYjvBV9+uBl01pkixJzp0CB/eKVV+6Sk/FGfO4cUVQU0aJFRIsXQxn49Ve4WM+dw7oODghirlIF5Q169EAB26tXibp1w6wDdeqg9IWTE4hUv34gXeK7tzcGrzZtUN0+IQHb7N0L9U+jwawC77yDAeiDDzBQEWGwYybKyHAgJycMUps3Ew0bBvevjw9IaceOyPxdvx7xOxkZiA308YFycuYM9jd1KmIHQ0NztolajeDsH34AyaxfH3E5v/zy/9f9peD/DxwdcX9s3YoXpipViD79NG9iR4QXn4sXiX77jWj4cBBC8ep6/jxi/piR3Rsainvj++/x4jVvHu49UxiNuFd++AFxgcHBuAd27QKR/K++Fjs54SW3cGG4vtu2hfIXEfGyLVOgQIGteOXJXfHicO18+ikGBgcHQaBA7L75BqTt77+Jhg1zIzc3BEBPmYJ1evSAO6lYMdmtcuUKiFRoKAaHtDTss2xZuGQ//BDuktdfhyJmMEAt3LsXtbGGDoXS1qULBqUSJTCwNGgAsiVJOFDLlnDpXLiAYy1ejHWbNsV+3ngDGXcbNiAGp3dvqJPDhhH98QdIYFISbOrYUXZF166NOKCqVaFCTptG9PvvSOh4GQHXkoSBV69HbNCtW0q8oQLLcHAg+uILooAAojffxItRs2YlqW9f3LeShGQGd3co7rVqQdG+cgX3xvbtuA/OngWpHDECiQju7iA7rq54LjRpAven0Qh1/nklUb1s7NqFF7tr11CDkQi1QG/derl2KVCgIG/8p4oYPwngtoH7UqWS3afOzlDn4uPhPm3ShOizzzJIpytCK1eCZISHQznr0gUDwoUL2GfTpnj7ZYYbNjsb8SvZ2SB79evjGOXKQU2oUQPxRO7uGGiKFEH8UGoqYo/q1YM9jRuDxJnXtXr3XbiB27YFmRs0CIPWTz+B7MXGYmBSqXDspCSQQkdHDGCRkZib1MEB57l+PVG7dlD7IiKgoHTpgmms9HqoIl27YvC0FVlZcK9FRaGdYmPx160bEk/CwkB2TeOOoqMxgK5ZA5WyVy+0effuGEynTSMaOJAoMNCJkpOxbw8P2DlqFNraxQV/584RHTkCkl6nDohx69ZyPJOC/xYcH722/vQTUd26mfT55yWs1oHz8EAf9/FB365WDX37xAkQPlNMmoRPZhDF5GSZADVvTjR2LF7e/isoWhRk+Ysv5GX370MV7dz55dmlQIGCvPHKx9xduRJIkZF1qWJF1Ov66CMQpaAgzB/ZvTtIiLMzUWZmEr33nifduwfSlJIiq2qFC4PUOTjArXn9Olyg8+bJx9JoMCgkJeUOik5OxrZiPktJQhHlzz9HhqAYVOAeSiF395JUtSqSNfLC6dNQ38yJmNGIN3CjEW7kkBA8wJ2ccN7NmiETcdo0ENyjR3GsY8cQy9SnD1GnTlnUu3dRatkSRLBoURzLyQnua29vZO7duYM2TE6WC/VWqIC/Pn1A/JAFDHI5dCji/GrVQtmZgQPhpmaWyV94ONqoShWiJk30VL68C1WuDLv79JHd0Xo9/lq2BFE9fhzX+cIFZGi6uyO2sXlzkMu6da3PKarTYdvoaKibZcrkXseWmCqjEW3bq1f+tcUEgShVCgT4tdfyXt9WG14U7MGWF2FDRgZCNKpUgcIuVHM3N7wo/f47XgibN0+m5s3zLs/0vKEUMVag4L+PV94tq9GAjDg5gdjFxUHJCg6G+3LLFqzHTMTsQJcvY0BOS4OyVqQIBvrTp0Ei+vcHyfHzQ7V+jQZxPURQjnbvBuHRaEAgiRAfd+cOYvd8fTHwR0ZiMHd2BgnIzIQKkZJC5ObGZDTCZl9fkKNdu0DAkpNzZrmVKAHCdeAASJo4lzVrkNXbuTOO3agRCJrI+i1fHi4pBwfY9+mnUAZr1wZ53biRqEQJfjzp/dy5cGG/8w6UMyKolj17Qn1LTUWG8CefQElbsACus1KlYNvNm1BOBg6EolmiBOyYPRvK6oULILs7duD4xYohu9nZmejo0VT691+ocn364Ni1a0MRrFQJbvNJk+BmfvAAA+3772MQdnPDuocP43z37wehatgQruoePbA+EdqrVSucR4sWWO/mTZyHra9I4roFBOAYvr7W101JwfWZOBHn3Lw5/latylnHzByRkY7/2Xgwe4WbG1Topk2hih8/DnftnDl4QSFCn+7SpUSe11yBAgUKngVeebcsEYjNtWuIiQsKwqBfsSJizHQ6uPHmziUaMMBI9+7B5RMbCzfpihVwwwwZAqJRsSIGb6MRD/Nr10A6kpIwkM+Zg2OGhyNuxd0dSROtWsn2NG8OF+4334BcVa+O5bNmQTVKSnKgjz/GspMnQagqVoTq9OAB3K9ly4JgXr0Ksli6NI61cycKzNasCRtPnUJGrqMjXFPjxkFVdHKS577s3Rvf162TXcopKUT/+5+WGjdGCf3t23O3a61aUOcmT4brecoUEFZvb5Dodevgfv7sM7SVtzfIzPHjGCyvX8c5NWiAAdPVFcTw0iUQ2uLFcX1Kl3Z4PIG7nx9UyuXLYeu9e2ibr7/GsmHDQBo7dkTbjh4NonrhAgjb5s0g6Z07Q4W5fx9qIhEIoFAOJQltdvky1M1ChbDNyJHW+5mfHwjAiROw5cABuLf37oXiaIqAALjC27WD+uviAsJ/5AjazckJ244cCUUyPBzntGgR0YgRbhQdje2/+kqeW1bBi4GjI/q7OQYNInJ3T6fOnUvQkSN47ihQoEDB84DT5MmTJ79sIwRi7eIAACAASURBVF4mQkMTqGbN0uTsDOKkVkMpMhoRy9asGQbOa9eI6tXLouPHXaldOwzUtWvDlfj++yB37dvDpXf/Ph7u9++D0DVsCNLVv7983JIlEUsXGwsiV7VqTrucnUFwJEmeWN7BAaRGkjRUsWJRIgKBcXJCnFyLFthPrVogZjVqyLEylSqBIERFQfXx94frKDQUKl18PFzARYtCjSxUCIrVBx9AUWvSBL9VrYrj7d1L5OvLVLOmC40fj22vXoXqdu8eVLtp06CwtWuH9d97DyUWWrRA4sYnnyATsW9fqINDhyLR5K23QP4aNEAbqtWw7/JltMe5cyhBc/kyiJyfn44SE4vQyZPYZvp0EOGwMBBXScK5VqoEknvhAkjjmTNEAwagnQ8ehH2JiSB1NWvi2leqhG1XrIDr3dFRnk2ACMR/0CC0T0AAUZs2Gjp40JX8/HAdxPR0hw6BjP31F/oLEfpPr174vHwZbV6sGH67dAn9b8IEeR9OTli3e3f0KUdHXMtOnUBav/oKtn3+eTJ16OBK4eEok9O2LV4w/PxwfgYDFFNLyMiAGnnrFq6FszPW3bQJSQd+flivXDnb7i+NRkOulubQeoGwBxsEypXLoG7dXKlePajZRYvmXsdoRB93c8OzYdMm9Ifz5/G8qVED94Ora+7aeLbgWbVHQkIClS5d+qn3o0CBgmePV57cZWYmUExMaTp/HoOviJepXh1KU61a+L9tW6Jz53SUnl6E3nwTGaiffoqB8PXXsc3DhyCCnTrBdevsjAF6xw6QqooVQVacnBB7VqECSEXXrlC3WrcG2WnfHu7JZs1ATurXhyuuQgUQLRcXLcXEFKXTp7HPBw8w4Lu4gAjq9fhfo8HgEREBMhkYCLUgLQ3uo8KFQXLCw2UXcZEicDt+/jmIUHg4/g8MBJFavx4D++efE2k0mXTqVBHq0QPqV0wM9nHwICrjjx4NwtO4MdrJ0xPEjghqnVaL9mYGiRTJH9Wrg2S4u6Nda9RAG9evD9vFtjodyOa6dRINHepChQtDxezSBedfqBD2IZRId3dckzfegOqXmIjt582Dsnf5Mo4hCr/GxsKOihVBxF97DSTNwQGxhyoV9hEUhHasUoXIYNCSRlOUFi8GMUtNhXLWrx8Ut88+w/mHheGaFC+O/W3aBKL54AEUul690DZ5wdkZJK96dbm/GY1EcXFZVKeOK7VsSY8V3jt3QGYPHULx7L59Qb6//x5q38SJaLfYWJDsgAD8Va4MQrl0KfpwYCDiM9u1A6mdPx/tFhKC66zVgnSKhAZ7IFb2YIOARqOhqlVdycEBLzfR0ej7oo7lH39gFgpfX/zu7Iy+kZSE0IxatXA/tGiB5I39+3HftW6N5494AcnPhiJFXCksDM8hZtwbffqg/1sj/uZQyJ0CBfaLV94tq1KhppZwvZlCzFDx7bdwo73/voE6d0atq/79Ed92/jwezpcvY5lKhYFfrcZgX6wYBveaNTGYNmgAQpCeDtdm5cpQ49q1g4r2xhtQDt96C4P///6HB3q9etg2OJiocWMjbd6MQTg6GgQiKAjxgaNGYaBeuBDK2+LFUJ2mTaPHZDA8HMra4cM4voibO34cBGv4cKw/bBjWqVsXSkKNGsgsrFoV5CA7uwj9+iuUoE8+wXIfHwwQDg6yKqhWg1RWrAiXZLlyOMeMDJA1ScLgdOcOiETJktinqNAvcOoUlKOqVeXiykREv/6qISJXevfdnNdv+3a5PYYOhaIo4iG//152V/btCxXE2RkDo4cHjlusGMhSSAhIzdtvYyBt3x7t/dFHIOVTp2Jg3LCBaNKkQvTNN7A1MBCfRYpAeXFwwHk5OWHdCRNw7d3d0acaNMByEaNFBLJ35gz6T3w8XgScnHLXfIuMxHVMTCSKjHQhrRbXs2dPxC3OmQPysGGDvM3QoXDlurjIcY4ODlDozLFiRe5lU6ZAAb53D8TP0RHJMmPGgHDWqkU0YYIjFSmCNqxdG22hAO28YwcU6GvXUEcuPR398NQpKMICq1fn3v7WLTx//P3l+nzjx2Of770HdXjyZPSfq1fRb2NjQQgDApypa1f08zffxD1Sty5eFJo3x/Nu4kT0SwUKFPz/xCufLevjE0jvvFOXxowBgRs4EA/T9HS5TAYzVKKBA7W0cWMR0ulABMaMwcDp6Ij4sIAAKGIaDd6gtVo5G/X8eZA9Ly88ZL28QBCKFZPnlezUCce1lIVpCrU6gcLDvejtt6HoDRmS8/fMTCiEr72Ggq5LlkAJ2rQJ8XMbN2K7Pn1gp9EI0pGUBML1+uvYz8OH+AsKAqFo2xYErHp1kMbhwxPI09OLQkPxe1ycXJOueXMMPkJF9PGRkx2EjUZjzgHExweDzbx5IAaffIJ5dZs0QXmK9etBOENDQaY7d8YgGROTSLdvl6J69UB2nZxAdJyc4JYWPfzGDZBZnQ7k0tMT14QIaiMRBkVBcjIycN3atZPrH2Zl4f/bt3GtQ0PRHqINJ0/OpMmTi9Ho0Wh3c6xYAfKr1+PYf/8tTwxv6mLT6RAD2bMnCFuZMjj2rVsYsNu0wfXS66ECNmyI740bW86GZAapL1MGiury5Tn7uMEA8lexokzuN23C/wVFVhZeQu7fJ2rQIJE0mlLUowfaqlo1uKa//BLXuVQpKNI1aqAdk5LQlkJ5LVr0yVyPprCHjF0Bc1vS0jBDzddf5w7NeBIkJeFFIjBQLnL+77+4rhUrinJGCeTq6mVx5on4eJDEH3/EC6aLi3UlUMmWVaDAjsGvOAICAnJ812iYs7KYhw/Hd6NR/i0uTs2Zmcw//MAsScy3bzPHxzPPnMkcEsJ86BBzUBDziRPMwcHMfn7MZ84w37zJrNNh37dvM9+5w/zgAfPp08xxccw7dzKnpDAPHoz9zp2L4927h89du7B8yRLmpCTmgweTOTWVWa9nvnGDOSGBed065shI5hkzmFNTmTduxLaSlPN8xflcuIDPiRNzniMzc1oa85UrOKcTJ7APvZ551SrYrNHgmHfvJvAvvzBnZzMfOcJ89izz9evMd+/K+zIY8Hn+PD7v3EH7hoTATq02t42ZmbJNej3abts25kuXcq537Bjz8uXM06ens0rFnJHBnJ6Oz+zs3OdlisuXmUND0f4GA3Pv3li+ciWuV3Iy7Fq9Gp+xsfK2AQHyeZni4EHm2Fg1+/jgWgUHM4eF4beYGOZ585gvXmTevx/Hj4xkDgxk9vVlXrxY3s/FizjmqVPW7b96FfsIC2NWq3P+pjZfYAaDAf1tzBic55IluKYzZ+J3nQ5tFxLCfP8+7Csorl/HuZnakp2NvhERgfMbN465Vy/mNm2Yf/wR6/TuzezlxezuzlykCNbz9mZ+5x3mjh1x7wUG4hzS0myzJb/2eJGwB1tstWHhQuYmTZiXLkUfycpCf5g1C33d/NmpQIEC+4FC7vJ4QPn7M0+bJn83fSgmJeE3tRoEIylJJjCmCA8HMdi8GWQvPxiNIGzMzFOn4nP3bix/8ABkaN26VE5LY96xA2RGo8G+9XoM2gI+Pthu507mhw9hX1gYSKO/P9YJC8M6gwdj8D17FvvYvt2yfZLEPH8+SOq5c0mcksKsUjEfOIDtfv4ZdowcifUFaVq6FJ9r14JQ7NgB8rBxI/PJkyADTzpWPM2A+dtvIIPmBHPyZJDH2bPRdjNm4LwMBpDvyEjmrVtzbrNhA3NwcAIzo03Hj8c+zp5FH1i2DOeemIj9MaMt09PRhitW4NqvWQObjEZsZzDATmbmb77B54gRWD59OuybOROkdNs25gMHkvn0afx/+zZ+U6mYJ0zIff5Go9wXLCEqCn3Lzw+25wWjEYP+4cPYZ0gI87BhmZyamvd2+SE5GUR2926Q4PBw9BU3N+bWrdEGISHWt7cHQiVgD7bYaoPRyLx+PfOgQXg+pKejP40ejb6vkDsFCuwXCrnL5wElSSBmJ05YfigmJECNyg9CWZo1C+rFw4dQSKwhMRHES6PBtpIkExBhx4kTeADPmQNiJkjh99/j++bNeCBfvw6V48YNKEh372JwPHAAqmBqKkiEXg8FkBn7TU4GMcnOBnFhhuoi8M8/qRwdjQHAx4d5716sd+cOVD61GiRRr8exmOW2yszMSagCA6Gk7dqFv1u3oITGxOC7RgMFhzm3YmPrYJWSYpmgpKczf/ll7uWSlFP9O3NGbp/sbBC39HRZYZs2jfnGjUT+/Xd8f/AA2w8ZIl8HgaNHodCpVFhn5Eisk54OGwXBmzQJ6wsFMD9kZjJHRKhZq4XSYtpvMjJw3adPz01m88OBAyBVBw9iP8ePM0dH44Xhzh1c53370Jeys+XtQkISOCvLtnukoMjIgD3DhqGvaDTMU6bg3jKFPRAqAXuw5VnZoJA7BQrsFwq5s+EBpddjwPr99wwODX264xmNUFzWrgXJOnUKhOnCBbjxduxg3rMHRODUKbh516wBCRgxAgP2kCGZzCwP0GLgnDsX+9dqbbNFkrCury+OefcuBsubN7Gv5GQMmlotBnFJktWfXr0wSIwcid///BPn8fffIEHx8SAqN2+i7fbswXbTp+Nz0CDs76efQGSPHJEJsMGAZVFRIAt+frINer3swpsyBZ8XLyYxc27CqNPh2AcOoD3370c7L18Ot/OTYsAA2MYMInHsGEjonj1oE60WLuTsbPzt3Yt1s7JAiBIT4f49exbbCZtVKuZffsH5mxLBgiK/wVuvBxlfsUJuI6EeCnVGkvDdHMeO4RpduwbyHhyMc8rLlthY5i1b8iaU6em4NpLEj++xghLQxES4bT08EFYREyPbYH6sPXtwr5kS0RcBhdwpUKDgRUAhdwV4QIWGJrDRyDxqFAY+S3FXBYUYJO/cwSBpy4B2/34Cp6czf/dd7kFYkkCsJAkqITPIoS37VakQg2YLjEYMEklJ2LcgZVotfvvlF8vkwBxCWbpwAcraqlWIJ9u+HfF9QUEgiFlZORU7SZJjEseNy2BmqF9paXCpBgXBFSzUSlPXoF6Pv99/t0xMMsGdefNm2SWoUmG5Xm/5PPz8mM+dkwfOzZvhqmcGkVy6FOrbmjUgVKLbpafD5ZUXsrJAQnbuxHdTQmgJlgbvzMzc5ypJIL779oHQbduG89y2De31228433nzsH5eSrMttvz6K9zZAunp+D5+PIjZ/v3oP4K0Cxe0iAsND7d8z4WFYftz5/CCEhMD1+HVq7gG+/cn88qVzH37QhF+8IC5XTvmunWZy5dHP3tRUMidAgUKXgQUcleAB5R4KIoBZvBgkJr8YpGeNYQdkoRjT56MQeyPPzAAjx2L9W7exDonTuB7v37WFZmnscMSNBoca+TIJyPBWVkgJA8egHjcvQu1Kzwcg71OB6LEjNg/Zvm8bFV8hNI3bBiON22a7CIVbuzwcCioQn06fRqEaPdukIrz50G8BJEzbZPISCQN+PjkbIPkZLg1hZ0GA5S++HhcI2YkcmRn49xXr4Yauns3fhszBtv26YNru2wZ7Bb7O3QomdPS8OIQEwPieewYyL5Q6GyFXo+2NxiYv/0Wy/bty3sboRxPmsSsUqkfq2N6Pdr54EGc66RJsDm//iGUvMmT0SZTpuD6TJmCAP9//wVZDguDerxrlxzfevIkc716eu7dG/F68fHM/fvLbvVbt7D9zZtQoy9ftm6HaF/x8jFvHpIOCqIwKuROgQIFLwIKuXsCcmeO4cNBNu7fL7gr6UlgyQ4RfJ8XxCA7fDjs7NUL2/3xB9yL27fLcWJPakfudUCiRAawyELu2RM2DB4MsuPtDdUwLk4mhkYjbNZoQBgSkKvw2E3u6ytcxVDuRozA70OGgGxNnQp17+BBDPbh4Rj8s7NBMgTS0/Hp74/fjUaZIA8dis++fXGNx43DfnbtAiHz9UUw/8KFONfx4zNYkmSyl5oqxysmJuI8Hz4Egdy3D8dJTwdxjI3FywIzVKjkZKwXGQkCymw56SQrC+Rv1Spsv3ZtKicmgnhGROC8AgOx7t27ONbDhyBIvr4gtRkZcgY1M5RPvd5ytvWOHfgUbSOu144d+N6/P74HB6OPfPstCNzx4zhXEX8ZHS3vT6UCERMqnLgmptDp0EZxcXln8EZHQwVeuBD92d8/gSUJfS8tDbbdvIn7NTUV1yQ6GkpltWrI0j12DO3u6clcujT+TPvuF18gpEBkOW/bZltcpELuFChQ8CLwys9QUZAq69Yq3bdvj1pQS5dijtizZ1HP63nBkh0ODnLNMmsQ01i1b4/1v/gCn/Xro3BwsWIoZvv336hvlZKC9U0LCednhzlEcWBPT9T2a9QI+/vySxz7s89Q2FbMZXv4ML4fO4aaW/HxKPJarBhmVyhblmjXLsz8UakS9vH222nk6upK7dvjmB06oD5aq1aoo1a4MD6jo1GDLzYWBZ3d3FCLrnlz1Jrr3Bm119q2RTFpd3fsiwizNzg5oXBxyZKoG/faa5jKzMUF+8/MJHrzzXRydHSl+fNx/M2bMS3Y9Omooffvv7Cnf38UJk5JQX25K1ewn6FDsd3WrajzV7gwiht/+CGOuW4d7J04EXZevYr6aI6O2O7kSaL4eB1VqlSYqlWTpxCLikI7irmBAwJQ2LZECdTxy8pC/bxSpYgmTUJtw2bNMGNClSqwR6vF3MO//orjNWuGa/Xjj6jReP8+iuGK+oOenugjX3/tSo6OKIT93nuYGu7zz1Hf7e23YV/p0qjt5+GBtkhKQq22y5dRg2/zZtRf3LIF571vH2r69e+Pa3PkCNpTknBORYqgEHCZMkTLljHVrFmIvvgCcytnZ+OvQgXsr2FDfHd0RD8YPhz3kkaDuYDfeQfFf+PicM7XrxOtXIn7fMIEtOOxY6iReesW7ChXDsW7Q0JQEzEwELUbQ0OzyN3dlZxfYvl48/v21CnMc+zjg/vL09O2/SgzVChQYL945YsYF6QQpy3FUA0GzALw7bdyQeQdOzDAi6Kx/1+Ksh4/jsKyV6+iuPCbb74cO0yh1YLwMROtWYMizZcuJVOTJh60bx+mYRs7FgRCzBoxdSrRTz+BODZvjkG7ZEnMnkGEorkPH8rfY2MxKJcrR+TtjWLVR4/KBZEtXb+4OJC/ixdTibkEVaqEfZQujdlFzpzBcXr2tHxeISEgN3v3op1LlJDnhT1wAFOTTZtGNGMG9jFzJorNNmqE80lLA2k/coTok0+SSa32oOrVQQ7d3FAQuEIFEBMxtVtyMtqyZUsQPq0WpCgiAtf95EmQ2b/+wgwagwaBDN+8iReAjRtBppycMF2WJKENIyJAiCIjiZKTk6lxY48cc6hqNCCTptNcRUQQ/fMPrmdWFmwW10a8lJjiwQO0rZubPEVXr16Y5m3NGpDQMWNwDq+/nkRXrnhS8+Yg5MWLy/s0GHBNlywBgb56FQWVHRzkQtMqFc4nIQEvbbGxKAgcGYnfx47F9Th4ENcsOxvku1UrkNRy5dAHFiwg+vlnDa1cianh2rfHTCmFCsGOqCgUf27aFMdasADn5uSEqQ4//BD9WqOBzZUr4xmzaxe2q1YNf40aUQ7yKApva7Uoon3njpbCworQZ5+BqPfqJRcT1+nwzDp2DP2wQgXr96JSxFiBAjvGy5YOXzaehVvWGjQafIpM0ZEjsWz+fLjwIiNzugeflx1Pi4cP4SabMweJHyKmyhY7JAkuUZ0OMXNPg+jo3PFZcXHMK1akssEgxxaKxAHhXn74ENuFhuI8fHzgktu2DZmsfn7ITr1wAcVaVaqcbr+0NGS2miaxCFerudtStElmJo774IFcPuVJoNfDdWg0yjUMzY8ZFYXfjx6FS3PNmlS+cweuWh8fnN++fXAf//EH9jN+PNppzhy4c+/fRwxZWppcg2/tWnya18FbtQp2bdiA9li3DnGJcXGIabt5E27pX35hnjMnjZOT4cIWCRlxcTiGTgd3NzMykLOy4PKeNk3Onu3ZE+e2ZAnWCwtDH/zzT7TtqVM4JjPOXRSvFok6kZHMt24l5GrX+HjmTZtyt/emTWingwcRc3n9Olzky5cjEzciQu5nppAktIskYV1mlAhiRu1Ho5G5Rw9mP78EDghACMSwYVh/wQLmwoWZq1Rh/vBDOfv6yy/RFv36yXGB48ahzQcOhBv5n39wvKZN4SquXRt9b9s25jp1mCtXxr6PHMF1HzWKec6cdPbxQXsJZGbmTFgaMQJZx61bI+aTGW728HA5qUhxyypQYL9QyN1zJHfWEBGBB+SaNfh/6VIMIhcvIsBbpcJyrRaDpF4vl94wr/r/ImE04m/GDMSy+fomWYyNEoiKAqmaMQOD7pUrGEBE7FJ+xFbMZDBtGgjBsmUYXM6ckWPamJ++PaKj5fIftkCvlxMiREanKHeSny2iVI1ITrh/37Zjisxg0Q+SkuTrYQ5bZqgQ2d6CeIrzmDUL+wwMBPlKTJRnrDDH/v1ogz/+wEvLuHFYPmgQtlmwgDkyUs1LluB/vR4JKT175tzP1q2wZ+lSXGcx08mGDSBzUVGIcVSpECd66xZekJhBaJOSQEAmTsQ9NHo0zk2Q4q+/zuLYWHm2EaMR5PHiRSRQiJcvZhAYUbfQtKTQvHkgQAsXwpabN7EsJQWJK5KENjAY5LJBmzdj24EDccyFC5kfPlRzy5Z4uTt8WCZVWi1K0xgMzO+/j/327Ilz/uEHkOOZM9Hm//4LG4KCQNrS0kBAExNBKFNTEXd6+zZeqAwGEE9mEMKICDWPGgWSPGkSzn/NGpQxOnECbZqeDht375b7yJgxzJUqMbu4IN5SIXcKFNgvrMwaqOB5okoVuE2+/Rb/DxqEWKiyZeGqio+H2yk8nGjbNrhzt2zBtjt2wIUza9aLt9vREX/jxmES+Dt3nCkjA/PUhobC7UOEODJJgntHp8P6hQoh3qp4ccSfpaYiXslggMuPCG40IriK9HrEWaWlEX33HWKnBg9GfJlGg/i0hQtFXJ4D6XRwwUVFYbujR+GG3bgRk6uvXQu7tmyRbSOCO65iRbhNDQbEciUmIu4rJgaxZyEhiNcTk7VfvIi5XaOj4Q4kgiuOiGjIEDdixjElSW67rCy40vr2RVusWoUYvf37ca779snrGo04j6wseW7XbdvwuXgxPqdPR3tPnQr7/v4b8+Du20d06FAhCgzE+aelwRUrSXAdM+OYZcrABdq3L9GUKXBlRkTgvBwd4d7V63F+0dGw9/BhxPxt3Yp96vVoj7Jl0XYeHvLcwi4u6LdFiqDdhw2Da9zfH25eIsTqqVREfn747uuLfRw5AndgyZJwl6elifg9uKdLlEA8nU6HuYc9POBO/f13tMmcObhWy5djm19+0ZCHB84tNhb9LiEB1/ettxBHt38/4jArVED7a7VEI0bArhEjiFq0QPxoz56IE718GS7grCz8n5CA9nR0RFsSYS5jIrjTHR1x/rGxjrRlC+JPZ8+Gu7RvX7TfkSOw99AhnKO3t4gZRHxhv35EH3yAGMx33sG95OUFe5OSEJd66xZcrElJeKbs3IljHzyIZQ4OsKFFC1yrL76AK71xY4QEeHri3rl2jWjRItznxYqhjyUnE927h9jRP/98smeIAgUKXhBeNrt82XgZyt3TQqVSs78/MhxHj8Yy07IakoQ3fGaoKMxw3eh0eJvPzJRnEsjOlrMiRVkKMTdrUBC2PXIEn+ZKm2gPlQq/LV4MRWP2bLa52LPpvK2mn7aUT4mMxHrTpqVzbCyOrVLhPE1VOK0WqoYovitJUP+Yod4wwwVnNEIhEapOVBT2eecOzsfXFxm7x49DLfnrLznrmBmuw7g4Nev1UCslCeU6tFrMGiLcWaLOnkBGhqxAienIxLR3InvWVuj1mN82IQE2x8ejL6SmytPZiazW8HB8iizPWbOw3syZOPc1a6CSeXvDTXnpEj79/VGM+s4dnNfJk2iDGzfkAtO//QYla8+eZN6zhx/Xh2SGHcnJUPoyMlAo288Pbf7woVwLsH9/rN+7N7afMgXn4+2NvrlhA9Sv48fR9mFhcvZ15844l1atmMeOzeA+feCiHj8erteFC5HtGh+P7TUa9JE//0SpEzF3NDPcoNnZOEcx28rZs1CWR41Ce2Vm4l4MDYWiFx8PpVmrRR/KyIBK++OPmY9duEINXbdOdieL6y2KeN++Lc+vLCBUy7//xvobNyKLWjwLTOsgjh8vq6vMuDevX098XCy7Tx8sHzJEvhcnTMB95O2Ne0ysM3s2PkXIgqLcKVBgv1CyZZ9BtuyLRlaWhqpWdaVChYiaNIECNH48AriHDyfq2BFv8G++CbWiUCE5OPz4cQSMb9uGN/Jz56DoRERAvSpWDOpg/foI1G7SBIrK228j+LtzZygZyFg0UNWqhSkqCoH7depARfnoI3zaAtMsX9NPRxs05RIlsF7dumlUtqwrlSsHO8Q5jh2LjFNnZ2TPiqQCBwc5m7lSJXyWL4/llSphvf9r78zjqiq3Pv47HGaZB8HDjKGCgviKQ1ew0jA1C62bc5avWXpzqjRN02upb86ZojY4pdfh6q0MU7RMEVEUHMBkEEFMBEFmz2E45wD7/WPdfeCglUyHA67v58Nnw+Hsvdf+7WfvvfZaz3oeV1eKgDg7U2TK1pY6sJubQ1OoEBJC64waRcuqKsDRsRwzZ5pj5UqKEoaGUof40aOpuMPFhSoti4spQiKWM7m5UaRKJqNoTUgIRY8UCtpudDRFLVesoPM8YQJVHL/+Ou3/ww/pfO/YARgYKHHjhhmMjMhuT0/a9jPP0L78/GhpY6O9HDCAjqt7d4rgdO5M9gQGUqWqqystHR0pkuXkRFWvXl7U5lxcaBumphTxsbEBrl5VYuhQU6xZQ1W52dkUXRS3n55O50Ymo2gfQMdtZ0ftsl8/+v4rr1DUcMIE6uw/dChF4f72N4qaBgbSsls3OgZXV9LUwgIYO/YBiorMMWYMtfd//IOiY/PmUdTS0JCujnJH8gAAIABJREFUly1bKLr2f/9Hx7ZmDbWLpCS6HhITqd3PnAnMnUuR90mTyB5nZ+DaNbrOEhMpkgjQ+XjwgKJgeXlASYkaYWFGOHmSIoZjxlCx1apVpPuMGaTL1KmkQ3k5tZNff6VijX37KCIaGkqRyv79ad0hQ+i6feEFugcMHkz7HD2avm9rS1FuiiAroVKZwtqaInK2thSV7dmT2tcXX1AUsaiIrrH+/YGlS6lIZNUqOifvvw8EB3O1LMPoK5yWbeNYW1Mqd8MGcjy+/JI+HzOGluIwJk8/TQ7I66/Tzfydd8gZGD2aHgyDB9PDqls3ejhYWdFDDKAHGFCbblq6lB7EVlY1MDSklFRlJT0Eb92iB8W//kVp5QsXah2YP0NMYZ48SQ/Io0fpYZiWRqk5hYIedGo1LauqKLVbU0NpJpWKHtpSKT1MpVJyeJRKqigEyAkWEQRysGpqKLUJkOMA0IO1vJyGBLl1ix76585RCvC77ygtGx5Ox7doEe1jyhRyNNatM8POneS0ODmRk7NlCzk1wcH0wP3f/6VU58SJZKt4jD/+SE72yZNUOXr7NqXfpVKqclSrKQ1XUEA2l5RQeuzePRoS5NYtqqq8dMkIvXtT6lRMSZ86Rc7lzZvAt9/Sul99RTqsX0/HPWsWLefNo32tW0d2b9lC5zEykhyZhATg4EH637ZtdO7FbcyfX7sNiQQ4e9YYFRXkcFlbk9MwciSlVO/do/Z25w61t19/pReQ69fJgZRK6ad3b3JKxArcigpKG966RXYlJZEzlZJC6+bl1VYFx8dT2vLiRTrWq1fpvN+6Rc6OWk1OaWIibX/tWnphuH+fnGAXF+DZZ8m+556jY+vZkxxYtZocZrWari9XV9I/LIyuocBAus569aKXrGHDgJoaCdLT6UVKraYXCRcXckIlEuoS4OlJy9mz6Zp78UVqJ46OlEYOCKC0fFgYndfhw0kDX19KBf/+Ozlm339PWq1dS9f8nj3k/O3da4p33qH/z5xJWn36KWk1YgS188hIsnfBgtrrJj2d2mpW1uO/vDEM00q0duiwtWmLadm2YsedO5SqS0ig1FVODqWJ6g4SLE419eablCb6/ntKS8bHU6fyX3+lYoITJyglGB9PHePv3KE0YmWlIMydS/OFidXJ9RE70M+ZQ6m6zZspDSamCR+3qOGvqKmhIpO6xyWm9D74gFK59+9rp4z/8x9Ku33+OdkmFoosWkSpuH37aP3iYlrv4kVKxf34I6UmY2Jqp1hLS6PvZmYWCOXlpHt1NaX91Grq2F9eTim48nLSWqmkIge1mtJt+flU+JKQQMUFsbGUIhTPx5UrtP/YWErFnz1L+zh3TkwJ01KsWH1UG6mpqR2curycUphKZW3RyJUrtBTn/01Kom3eu0fnW0yZ37hBla1379ZO43f4MH33u+9o3chIskFMx58+Tbbt3UvnIyWFdFepamdFEQdB/ukn7RlfxKITcVDmWbPoeJcvp9Tr8uV0Xlavpirkw4epvScnk+Z5eYIwZEilkJUlCC+/TG1h5EiyNziY7Bs2jI7js88oxbtkCR3n2rV0zJ98QufiwgVKi6emkp15ebQU7b97lwYOr6wUhNdeI7tHjaKlmBqeOZPa1ddfU+Xxjh2k7Tff0HmNjq6dxWPvXkprr15NqeLt2zktyzD6TCsOpcm0d9zc6AegaIcgUBpMIqktFBg7lpY7d9Jy1ChaBgXRctAgWnbtWrtd8X9iAcb8+eUAzLXGUquLgQFFRj7/nCJ1ISEUMVm3jv7fpUuTDlODRAL4+FQDoKgfQAUQxsYUPQEeHmj61VdpOXgwRYemTKHo6/TplC4cN47+b2xMy759afnyy7T08XnYDgsLAWZmpDlAHfYBKooAKIVvZkZpTUGg4pGnnqLoUGkppUQNDUk3c3OKsuXl0TmIjqZI1IkTlK77+WeKSJ4+TWnFgwcpZRobS1G4/Hwj2NjQOauspCiVREI/Dx7Q8sABiq6uW0cp60OHaB+ZmbTeqVNk34YNlLYsLqYUdXIypbCLiykSaWxMdubm0jGFhVEaMyiIIq07d1KEKySEzrlUSpE+CwsqXvD3p8+MjCjSaGBA0cUuXSi1KY6DqFTS98SxEtPTKcqnUlG0Tjw3ANkA0P5VKuBf/5LD0dEEH39MkThXV9rPsGEUZduxg6JiYpHR1Km0H2dniph160ZRRSsripz27UvnytCQIsWlpRQdXraMIqUmJhStB6htAUCPHlVQq2m7JSW1Y9z5+lIWwMaGjrusjI61ooLOnZ8fna+AAGoXavWfXAwMw7QqPIhxMw9irAvYDv20A9APW/TBBpGsrAJYWzsgM5McBkdHSqmGhtbO6nDvXu1LAEBpRQ8PSlOHhVHK1M+vtk/eH6FUUrpe7BYrDjbdED3u3CHHzcyMnBsHB0qRurhQmvdRs8CIA1t/8w2lx5cuJeds0yZ6WYmOJsdYoQDy8h4gJMQKFRXkJD2Kmhrap6Mj2VB3hhi1mhw58dgqKsg5rKig9YyMyGm2sKC+p6NGkT3LllGK+KuvgPHjK7F1qynOnaM+kvfv074MDGjbJia0/bw82r+xMc10EhxMDvKcOeRAhobyIMYMo69w5I5hmBbDzIwiQz171kZvu3Ujh2XaNPpOXccOIMcOqI16iRHIv8LEhH6agrt77e/iNFxi0c0fTe8nOlpTp9Lygw+oT968eeQodutW+92CAhWKi+n306fJmQwJoSiltzcVjcydS47hp58C771H0cwJEyi6OGcOFT1s2gS89ho5yp07k9NXWUn2X7tG/QNLS8lh69yZ9idGiadNq4C1tSmMjcm+5GSKWv72G0X7BIEc7L59ycF++22K1L74IkUPAe1jYhhG/+DIHUfu2I5mRB9s0QcbRPTBFn2wQaS+LVVVlFa+f5/SosDjVYo3pw2NhacfYxj9pd1Vy0ZFReGll17CCy+8gFmzZkGhULS2SQzDMI/E0LB2/mFxkHCGYZim0q5uJUVFRfjoo4+wadMmnDhxAm5ublgr9mRnGIZhGIZ5AmhXzl1MTAz8/f3h+d8RaseNG4cjR47gCc88MwzDMAzzBNGunLvc3Fw4Oztr/nZ2doZCoUBZ3dFrGYZhGIZh2jHtqlq2pqYGErF0rQ4Gf9KRRalUIiUl5bH3kZ+f3yjbmhu2Qxt9sQPQD1v0wQYRfbBFH2wQ0QdbmsMGpVLZDJYwDNMStCvnrlOnTkhMTNT8nZeXB2tr6z+dDzYwMFAXpjEMwzAMw+iEdpWWDQ4ORmJiIm7fvg0AOHDgAAYPHty6RjEMwzAMw+iQdjfO3ZkzZ7Bu3Tqo1Wq4u7tj1apVsLGxaW2zGIZhGIZhdEK7c+4YhmEYhmGeZNpVWpZhGIZhGOZJh527P4ADmvoJnxfmz+D2oQ3rwTBPJuzc1UOstn3UkCq6IjIyEocOHWq1/esjqampAFr3vIicPHmy1ae1i4yMxJQpU1BTU9OqdugLt27dAqAf7UMfyMvLA8B6MMyTSrsaCqUppKamYsOGDZBIJFi2bBns7e11fmNMTEzExo0bYWhoiHnz5gGgN+/WuEHfuHEDGzduROfOndG1a1e8+OKLrWJLcnIy1qxZg+LiYri5uWHUqFEYNGiQTm0QSU1Nxfbt23HkyBFs374dAwYM0LkNv/32G8LDwxEXF4egoCAYGBi0WhtJTU3Fjh070LNnT3Tt2hVBQUGoqan503Elm5tr165h/fr1qKqqgq+vL4YMGYI+ffrobP91SU1NxX/+8x/06dMHMpkM/v7+OtcjMTERX3zxBSwtLeHj44NevXq1SjtlGKZ1eeKdu+rqaoSHhyMyMhIff/wxgoODW8WO06dPY9GiRdi+fTu8vb2RlpaGwsJCWFpawtjYWKe2REVF4fPPP8eoUaPQoUMHZGRktIoDoVQqsXv3boSFhWH48OFIT0/XmoFEV5SVlWHNmjVITU1F//79ERgYCH9/f53aUFFRgfXr1+Py5cuYPn06XnvtNZw9exZA60RnDh06hJ07dyIsLAy5ubn48ccfsWfPHpiYmOjMhqysLKxfvx5jx45Fnz59MG/ePNy+fbtVnLtdu3Zh//79GDt2LPLy8vDZZ5/h0KFDcHR01JkNKSkp+PTTTzFt2jT07t0bkZGR2LRpE7y8vCCTyXRmB8Mwrc8T79yVlpbi+vXrWLJkCRQKBSZMmABPT0+4uLjgH//4h87s8PPzg1qtxvXr1/Hxxx/Dzs4OarUavr6+mD9/vk5sEKMMsbGxeOutt/DSSy8BADIyMlBZWQkzMzOdOnn5+fk4d+4cVqxYAalUiqSkJGRkZKBz587w8/PTiQ1lZWXYs2cPzMzMsGvXLpiammLy5MkoLS2FlZWVTmwAgMLCQvj4+GDBggWQSqVYuXKlZnDuqqoqGBrq7lJWqVS4ePEiVq5ciYCAAMTExKCsrEzj2OmqjZSXlyM/Px9Dhw4FQE6uWq1GUVER7OzsWnz/de04e/YsNm7ciK5duwIATpw4gSVLlmDr1q06syM3Nxc2NjYIDQ0FQAO0b9++HZs3b8aKFSt0ZgfDMK3PE9nnru4sFnZ2dvD09MRHH32EuLg4zJ8/H8HBwfj2229x7NixFrPh9u3b2Lx5MyoqKgAATk5OGDp0KPbs2YMvv/wS33zzDWbMmIETJ07gzJkzLWYHUKuHmD76/fffcfv2bWRmZmL8+PFYtWoVxo4di5iYmBZ9aNfXpKqqCkFBQfj5558xffp0nDt3DvHx8Xj//fcRFRXVYnYAtZp06NABr7/+OubPnw9TU1Ncu3YNt2/fhqura4vuH6jVo7y8HK6urhg9ejSkUikAwMPDA3fv3gUAnTh2da8ZY2NjZGdnY926dfj++++xbNkyxMXFYdq0aUhISIBEImmRjvz124elpSVkMhmmTJmCp59+GiqVCufOncO7776L2NjYZt9/XerqoVQqoVKptKYxDAoKwuXLlxEfHw+gZQob6ushzsgTFxcHAMjOzsa4ceOQnp6OhISEZt8/wzD6i3Tp0qVLW9sIXVJVVYW3334bKpVKM/WYj48PIiIiMGfOHPj7+8PHxweWlpbYuXMnxo0b1yJ27N+/H0eOHIGbmxu8vb1RVVUFlUoFa2trDBw4EDU1NXB1dUV+fj6ysrJaLF1cX4/q6mpUVFQgKSkJCQkJeOONNzB9+nSUlpZi+/btmDBhQovYAdRq4urqCm9vb0gkEvz888/IyclBUFAQPvzwQzz77LMoKytDZGQkwsLCWsSO+poYGRkBoAe0nZ0doqKi4OXlhU6dOrXI/kVEPTw8PODl5aUVEYuPj4cgCBg4cCCqq6tbtF/Xo66ZZ555BiqVCjt37sTChQsxY8YMZGZmYuvWrZg0aVKLvATUbx8WFhYYOnQoMjIy0L9/f6xYsQIDBw5EXl4eLl++jOeff77ZbQAe1kOpVKKkpAQHDhyAqakptmzZAh8fH3h7e+Onn37CyJEjdaKHTCbDlStXcOLECfz000+4ePEixo0bh4KCAlhZWcHHx6fZbWAYRj95YiJ31dXVAICIiAhkZ2fjhx9+0FSUOTo6YuvWrejRo4fm+wMGDIC5uXmzT/JdU1ODwsJCnDlzBjKZDGfOnEFOTg4MDQ0xaNAgzJ49GwYGBppozIMHD9ClSxcAzfv2/yg9cnNzIZVK4e7ujpKSEqSlpaF///4AgGnTpkGpVOLmzZvNZoNIfU2io6Nx9+5dWFtbIzQ0FLGxsSgqKgJAqTczMzP8z//8T7Pb8UdtRCKRaFLW+fn5MDMz0/SDbImITH09oqKicO/ePUgkElRVVQEAevbsicjISFRVVUEqlbaIHX91zbi5ucHd3R3PPvssrKysMHPmTBgbGyMrK6tZ7XhU+xD1EAQBxcXFcHBwAEDRPACaa1kX14yNjQ1ef/11TJs2DVlZWQgICMCkSZPw9NNPo2PHjqioqGhWO/7oerGzs8P8+fOxbNkyTJ06Ff/+978REBCAzMxMnXYhYBim9Wn3kbvCwkKYm5trIhtHjhzByy+/DBMTE5w/fx6DBg2CgYEBTExMEBMTg9LSUjg7O2s6h48YMaLJNpw8eRJqtRoODg6QSCRITk6GgYEBhgwZgrS0NJSWliIwMBCGhoaIi4vDjh07UF5ejqSkJBw/fhwvvvgiXFxcmuXt/8/0iImJweDBg+Hk5ISysjL89ttvcHZ2hpeXF3bv3o2KigqMHTtWkxpsCn+lyYMHDxAYGIhu3bohOzsbKSkpqKysREpKCvbt24chQ4Y0WyTicdqIRCKBRCKBlZUVIiIiIJfL0b9//2arhnzcNiJWx9rZ2SEpKQlyuRw9evRo1sjQ4+gBUEFDeno6PDw84OjoiF27dsHQ0BCvvvpqk21oyDVz/Phx5OXlwdzcHJcvX8aRI0cwZMgQeHp6tvg1c+7cOQwePBgmJibo2rUrvL29ERQUBCMjI+zevRudOnXC3/72tybb8bjXi7GxsaZ/aklJCS5evIikpCS8+uqrsLa2brIWDMO0Ddqtc3fhwgW8//77iI2NRU5ODqysrGBvb4/i4mKEhITA3t4eBw8eRJcuXSCTyaBUKhEdHY2NGzfi6NGjKCwsxIwZM5rUMTslJQWzZs1CcnIyTp48ievXr+Opp56CTCaDn58ffH19cefOHaSkpEAmk6Fjx44AqJAgOjoat27dwuLFixEQEKATPQ4dOgQfHx+4u7vDzc0NEokEe/bsQUREBPLy8jB79uwmV6s2RBMnJyc4OTmhe/fusLa2RlJSEm7cuIHFixdrIootrcnBgwfRtWtXyGQyqFQqSKVSWFtbY82aNZg0aVKTK5kbooeLiwscHR0hkUhQWVmJ9PR0GBsbIyAgoFmcmMZcM3fu3MG+ffvwww8/oKioCO+++y7s7e11oofYPlxdXVFSUoITJ04gIyMD//znP5slstuY9hEZGYn58+fj6NGjkMvlmDZtWpOcqsa0j6KiIly9ehXff/897t27hw8//BDe3t5N1oNhmLZDu5xbNjMzE0uXLsXUqVPh4OCA/fv3Izs7G+vXr9ekJ8rKyvDVV18hOTkZ27Zt06yblZWF4uJijUPVlMq/L7/8EnK5HPPmzUN2dja+/PJLmJqaYtq0aZoHYFpaGvbu3Qt7e3vMmjVLs25ZWRk6dOgAgNIwYuRI13ooFArk5ORopYab4kg0RRO1Wq3p/9aamsjlcmRkZGj6nzWFhujh4OCAmTNnatYtLi6Gra1tk20AGqZHUlIStm/fDoBSlTdv3oRCoUBQUBCA1rtmSkpKYGNjA6B120dqairKysrQu3fvRu27Ls2phy7H22MYpnVpl1d7YWEhysrKEBwcjG7dumHq1KmwsrLC5s2bAdCNrkOHDggLC4NcLse+ffs067q5uWkcu+rq6gY9HKqqqpCRkaH5Ozs7Gx4eHhAEAS4uLggNDYVcLteq9OzSpQsCAgLw22+/ISYmRvN5XcfOwMCgSQ5VQ/XYv38/AHpIW1hYaBy7huoBNK8mdR271tIEoH5djXXsmqLHtWvXtPQQHbvmmKWiIXooFArNNSOVStGtWzeNY9ea14zoyIgFJrpsH3XvId26ddM4dmI/vcelJfRgx45hnjzaRVr2p59+wsaNG3H37l24uLigpqYGGRkZ8PDwgIODAzp06AALCwscOXIEvXr10rzxWlhYoLKyEoWFhY9M8zXkhnjgwAF88sknuHTpEmJiYuDv74/bt28jMTERw4YNAwDIZDLcvHkT+fn5mipMiUQCe3t7WFtbY8CAAQ8Na9GYB1Rz6VF/3w19QLRHTZrCk6CHPlwzjXFk2rMePAUZwzx5tOnXucrKSnzwwQc4fPgwRowYgRs3bmDOnDnw9PREaWkpkpKSUFlZCalUiqeeegqenp5IT0/XrG9sbIwJEyZgzpw5TbIjIiICx48fx+bNm7FkyRJ06NABBw4cwOTJk3Hq1ClcunQJAEWefHx8EBsbiw4dOmhuuk5OThg+fDhMTU2bZIe+6AGwJvVhPbRhPbTRFz0YhmkftGnn7vbt27h//z62bduGoUOHYuHChcjPz4dKpcLAgQMRHR2tGVi0U6dOuH//viZVIXY1rJvqayjiNtLT0+Hn5wdnZ2e4u7tDIpGgoqIClpaWmDhxItauXasZcNbb2xtubm6agUebk9bWo+52WBNobYP1gNY2WA9obUNf9GAYpn3QpqcfMzMzg5WVlWa6oZs3b8LR0RFWVlYYM2YMMjMz8c033+CVV15Bbm4uFAqFJp3S1JRj3W10794dHTt2hFKphImJCXJycjQpmvnz52P27NlYvXo1LC0tERsbi+nTp8PMzKyJR/8wra1H3e2wJtDaBusBrW2wHtDahr7owTBM+6DNVMs+qgJPHBne3t4ehoaGWLVqFe7fv4/Vq1dDKpUiPz8fMTExuHjxIlQqFd577z24ubk1mx3i7+Xl5TAxMYFUKsWDBw8wceJEfPHFF/Dy8gJAc09mZGTgypUrGDZsmGbIk+ayQ6Q19KhvC2vCevyZHayH/ujBMEw7RmhjKJXKR34ul8uFESNGCOfOnRMEQRDS09OF+/fvC4IgCGVlZZrvVVdXN9mGO3fuCIIgCDU1NQ/9b9OmTcL06dMFQRCEhIQEYfHixUJRUZHWd6qqqh65bmPQBz0EgTWpD+uhDeuhjT7pwTBM+0Ov+9wJ9YKKBw4cwLFjxwA83L/l1q1b8PHxQY8ePbB+/XpMnTpV0/HZ3Nxcs05DUid19y/uT6lUYtSoUUhOTn5ogvTq6mqkpaXhueeew7p16/Dpp58iMDAQtra2mu8JggCpVNqoCrbW1qO+DawJ6/Fn+2c99E8PhmGeDPSyz90fjWOWnp6OkpISjBw58qEb7IkTJxAZGYmcnBwEBATg6NGjD/VJachNOTo6GpmZmXjjjTcA0A3ZzMwMJiYmGD58OAoKCgBo97upqalBfHw84uPjMXbsWBw4cEDT2Vr8XmNuyPqgB8Ca1If10Ib10Eaf9GAY5slCr5w78c1UvIHGxcXh9OnTePPNN+Hk5ITnn38eERERWrM3CP/ts2JkZISBAwdi4cKF8PDwAEBvwY2dB/X69etIS0uDv78/zp49i/Pnz2PTpk3o2LEj8vLyNLbWfZOvqKhAWFgYJk2aBJlM1mQb9EkP1oT1YD3anh4MwzyZ6NUgxuJ0QXl5eVi+fDkKCgqQkJCAS5cuwcHBAdXV1bh8+TLCwsI0N2TxLdbHxwejR4+GjY2NJv3RlFHZO3bsiNTUVOTm5mLy5Mm4evUqoqOjYWtrCwsLC8THx2smlAfoAWFqaorg4GBYWlo2iw36pAdrwnqwHm1PD4Zhnkxa3bkTpwoSOX78OLZs2QIHBwcsWLAAQ4cOhVwux9dffw1fX18cO3YMoaGhsLS01NqO2CdGfMttSOpCvMmL62/btg39+vWDRCLBhQsX4OnpiQkTJqCmpgZLliyBmZkZOnbsiP79+z9yDktBEBo9/ZE+6MGasB6sR9vVg2EYptVeCQVB0HQMBmgORQCwtrZGQUGBZqBQc3NzTJw4EePHj8eZM2dQUVGB8vLyP9xuQ9MXdW/KAFBUVITY2Fhs3rwZzz//PGQyGSIiIqBQKDBixAgsXrwY+fn5iI6OBvDot+rGdvzWBz1EW1gTbTtYD207WA9tO/RBD4ZhGJFWi9yJb6pxcXF47733EBUVhZs3b2Ls2LHIzc1FQUEB3N3dYWdnBwDw8/ND//79ceDAAYSEhMDFxeWR41Y9DlVVVRg1ahTc3d3h7u6O1NRUREREoFevXjAxMYFMJsPevXvRr18/eHh4IC4uDiqVCt27d4eXlxcCAgJw6dIl9OvXDxYWFm1eD9aE9WA92r4eDMMwIjqN3FVXVwOoHRLg4MGDCA8Px9y5czF+/HicOnUKP//8M8aMGYOSkhLEx8dr1gEAKysrDBo0CAqFAkDjq+gMDQ3Rt29frFq1CgC98e/atQtpaWkwNDSEn58fBg4ciPDwcPTs2ROenp44deoUsrKyIJVKkZaWBnt7ezg5ObV5PcT9syasB+vR9vRgGIZ5FDp17sR0R0lJCQAgOTkZI0eO1EyEHRgYiN27d8PKygr9+vVDVFQUrl27BoBuwocOHcIvv/wCb2/vRtsg3swXLVqEvLw8HDp0CIMHD0ZoaCjCw8MB0APA29sb8fHxiIqKwiuvvIIxY8bAzc0NKpUK4eHh6Nq1a1OkAKAfeojbAlgTEdZDG9ZDG33Sg2EY5lG0eFpW7Cwssnz5coSHh2P8+PGwt7eHu7s7vvvuOwQFBaFXr144evQocnNzMWXKFCgUCoSEhGjGeVKpVHjrrbfg4uLSaHskEgmqqqpgYGAAZ2dnfPbZZ5g4cSJkMhkOHz4Me3t7eHt748qVKzAxMUF1dTUGDRoET09PAPRwefXVV9GnT592oQdrwnqwHm1LD4ZhmL+k4ZNaPD7i9Di///675rOKigohMDBQOH36tCAIgrBlyxbh7bffFgRBEM6fPy/MmjVLePPNN1tkiqxHMXLkSGHlypWCIAjC1q1bhWeeeUYYNWqUMGXKFCEvL++Rx9NY2oIegsCa1If10Ib10EaXejAMwzwOze7cVVVVaf1dXl4udO3aVYiKitJ89vXXXwvPPfecUF1dLaxdu1ZYuHChsGDBAuGFF14QoqOjtdZvqZuhSqUSBEEQrl+/Lvj6+gpyuVwQBEGIiYkRzpw5o/XdpjwY2ooegsCa1If10Ib10EZXejAMwzSUZkvLiqkTsaz/2LFjUCqVcHFxgYGBAb799luMHz8egiCgd+/e2Lx5MxwdHTF8+HDI5XJIJBJs2LABXl5eAGrHrmqJIQEUCgWysrJgb2+Pjh07IjExEX379oW1tTXc3d21RqdvrA1tSQ+ANakP66EN66GNLvRgGIZpLBJBqDezdhNJTEzEihUrANBcipMnT8bIkSMREhKCd955BxMnTgQAvPPOO7g6tgm5AAAEFElEQVR+/Tp++eUXzeChgG6m2snJycGGDRugVqvx+++/w9fXF5988gkMDZt/Nra2oAfAmtSH9dCG9dBGl3owDMM0lCY5d3VvopWVldi9ezdu3LihuRFv3LgR2dnZmDNnDlJTU/Hee+9hwYIFiImJQc+ePdGnTx8EBgZqtic0YZy2hpKRkYFffvkFQUFBCAoKapZttmU9ANakPqyHNqyHNi2hB8MwTHPQqLSsmGowMDCAUqmEQqGAhYUFLly4gLNnz2LAgAHw9PSEi4sLzp8/j8LCQvz973+Ho6Mj4uPj0b17d0ydOhXOzs5a29WlI2NnZ4egoCDIZDLNSPeN3X970ANgTerDemjDemjTnHowDMM0Jw127oT/znkIAHv27MHcuXORkpICuVyOMWPGICEhAaampvDx8YGDgwMUCgWioqJga2uLYcOGITQ0FL1799Zsq7VvhqINjbWjvelR1w7WBFo2sB7QsoH1gJYNrW0HwzCMyGM5d/Wn2pHL5Vi+fDkKCgqwaNEi5OTk4OjRoxg6dCjMzMxw4cIF2Nrawt3dHV5eXpDL5QgODoa5uTkkEolmdHl9uBk2x9RD7UkPgDWpD+uhDeuhjT7YwDAMU5e/nKGi7lQ7K1eu1HyWlZWFGTNmoLS0FNnZ2XB3d8dXX32FYcOGwcjICL/++isKCgpgZmaGN998E/b29rU7bcPVY6zHw7Am2rAe2rAeDMMwuuWxIncSiQQDBw7Exo0bYWFhgaCgIHh6eqK0tBTnz59HWFgYJBIJDh8+jKeeegp9+/aFra0t/P39NdvQh/RJc8F6PAxrog3roQ3rwTAMozv+MnInTrUDAB9//DHWr1+PyspK9OjRAxs2bICjoyMCAwMhl8s1cyn6+/sjNDT0oe20B1iPh2FNtGE9tGE9GIZhdEuDh0J55ZVX0KdPH8ybNw+zZ8+GTCbDnTt3UF5ejtWrV6NTp04tZatewno8DGuiDeuhDevBMAzTsjy2c6dWq2FkZISkpCSMHj0aV69exY0bN3Ds2DH4+vri5Zdf1ny3pqZGUw3XXmE9HoY10Yb10Ib1YBiG0Q2PNZy6QqFATk4OunTpgu7du+Ppp59GQUEB/P39tfrEiAOStvebMuvxMKyJNqyHNqwHwzCM7ngs5+7BgwfYtm2b1lQ7jo6Omv+LHZ11MU2WPsB6PAxrog3roQ3rwTAMozseOy3LU+1ow3o8DGuiDeuhDevBMAyjGxo1t6w41Q6nTgjW42FYE21YD21YD4ZhmJajwc4djzWlDevxMKyJNqyHNqwHwzBMy9KoyB3DMAzDMAyjn3BOhGEYhmEYph3Bzh3DMAzDMEw7gp07hmEYhmGYdgQ7dwzDMAzDMO0Idu4YhmEYhmHaEezcMQzDMAzDtCP+HxzDPMggF93sAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#create sample deciles\n", + "charts.deciles_chart(\n", + " vitb_df,\n", + " period_column='month',\n", + " column='measure',\n", + " title=\"Vitamin B co products per 1000 patients\",\n", + " show_outer_percentiles=True)\n", + "\n", + "#add in example CCG (Devon - 15N)\n", + "df_subject = vitb_df.loc[vitb_df['pct'] == '15N']\n", + "plt.plot(df_subject['month'], df_subject['measure'], 'r--')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "source": [ + "There is significant use in some CCGs, along with significant variation." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#create choropeth map of 1kcal/ml per 1000 patients\n", + "plt.figure(figsize=(12, 7))\n", + "latest_per_1000_df = vitb_df.loc[vitb_df['month'] == '2019-10-01']\n", + "plt = maps.ccg_map(latest_per_1000_df, title=\"Vitamin B Compound items per 1000 patients\\n(October 2019)\", column='measure', cartogram=False, separate_london=True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Proposed JSON" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "```{\n", + " \"name\": \"Vitamin B complex\",\n", + " \"title\": [\n", + " \"Vitamin B complex prescribing per 1000 patients\"\n", + " ],\n", + " \"description\": [\n", + " \"Prescribing of vitamin B complex (normal and strong tablets) per 1000 registered patients\"\n", + " ],\n", + " \"why_it_matters\": [\n", + " \"One of the most common reasons why vitamin B has been prescribed is to prevent Wernicke's encephalopathy in chronic alcohol disorders. \",\n", + " \"A recent position statment from the Regional Medicines Optimisation Committee (RMOC) \",\n", + " \"\",\n", + " \"states that:

\",\n", + " \"
    \",\n", + " \"
  • Due to a lack of evidence on their efficacy and safety, vitamin B complex preparations (vitamin B compound and \",\n", + " \"vitamin B compound strong tablets) should not be prescribed for prevention of Wernicke’s Encephalopathy (WE) in alcoholism
    • \",\n", + " \"
  • Vitamin B complex preparations should not be prescribed for preventing deficiency or for maintenance treatment following\",\n", + " \"treatment for deficiency.
    • \",\n", + " \"
  • Vitamin B complex preparations should not be prescribed as dietary supplements. Patients who wish to use them for dietary \",\n", + " \"supplementation should be advised to purchase them over the counter.
    • \",\n", + " \"
  • Vitamin B compound strong tablets may be prescribed on a short-term basis (10 days) for patients at risk of refeeding \",\n", + " \"syndrome. This also applies to patients who are not harmful or dependent drinkers.
    • \",\n", + " \"
  • In rare cases where there might be a justifiable reason for prescribing vitamin B complex e.g. medically diagnosed \",\n", + " \"deficiency or chronic malabsorption, vitamin B compound strong and not vitamin B compound should be prescribed as it \",\n", + " \"represents better value for money.
  • \",\n", + " \"
\",\n", + " \"

The RMOC advice is to review all existing patients prescribed vitamin B complex preparations with a view to stopping treatment \",\n", + " \"in all but exceptional circumstances, such as in those patients with a medically diagnosed deficiency due to lifelong or \",\n", + " \"chronic condition, or following surgery that results in malabsorption.\"\n", + " \n", + " ],\n", + " \"numerator_short\": \"Vitamin B complex items\",\n", + " \"denominator_short\": \"1000 patients\",\n", + " \"url\": null,\n", + " \"is_percentage\": false,\n", + " \"is_cost_based\": false,\n", + " \"low_is_good\": true,\n", + " \"tags\": [\n", + " \"core\",\n", + " \"efficacy\",\n", + " \"nice\"\n", + " ],\n", + " \"numerator_type\": \"bnf_items\",\n", + " \"numerator_where\": [\n", + " \"bnf_code LIKE '0906027G0%' --Vit B Compound\"\n", + " ],\n", + " \"denominator_type\": \"list_size\",\n", + " \"date_reviewed\": [\n", + " \"\"\n", + " ],\n", + " \"next_review\": [\n", + " \"\"\n", + " ],\n", + " \"authored_by\": [\n", + " \"richard.croker@phc.ox.ac.uk\"\n", + " ],\n", + " \"checked_by\": [\n", + " \"brian.mackenna@phc.ox.ac.uk\"\n", + " ],\n", + " \"measure_complexity\": [\n", + " \"low\"\n", + " ],\n", + " \"measure_notebook_url\": [\n", + " \"\"\n", + " ]\n", + "}```" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "hide_code_all_hidden": false, + "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": "3.6.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/new_measures/Vitamin B/vitb_df.csv b/new_measures/Vitamin B/vitb_df.csv new file mode 100644 index 0000000..f3c89b1 --- /dev/null +++ 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