diff --git a/English_EDA/MainNotebook.ipynb b/English_EDA/MainNotebook.ipynb index dcc2c0e..ba4ed34 100644 --- a/English_EDA/MainNotebook.ipynb +++ b/English_EDA/MainNotebook.ipynb @@ -16,16 +16,16 @@ "outputs": [], "source": [ "# The tdb to analyze\n", - "tdb_fn = \"/Users/english/code/references/hprc_105.tdb/\"\n", + "tdb_fn = \"hprc_105.tdb/\"\n", "\n", "# The results of tdb query len_poly_score\n", - "len_poly_fn = \"../hprc_105_len_poly_score.txt\"\n", + "len_poly_fn = \"hprc_105_len_poly_score.txt\"\n", "\n", "# The results of Fst query by allele length\n", - "fst_fn = \"../result_fst.tsv\"\n", + "fst_fn = \"result_fst.tsv\"\n", "\n", "# The metadata with \"Sample name\" and \"Superpopulation code\"\n", - "meta_fn = \"/Users/english/code/references/hprc_105.tdb/igsr_samples.tsv\"" + "meta_fn = \"igsr_samples.tsv\"" ] }, { @@ -45,8 +45,8 @@ "source": [ "import pandas as pd\n", "\n", - "lp = pd.read_csv(\"../hprc_105_len_poly_score.txt\", sep='\\t')\n", - "fst = pd.read_csv(\"../result_fst.tsv\", sep='\\t')\n", + "lp = pd.read_csv(len_poly_fn, sep='\\t')\n", + "fst = pd.read_csv(fst_fn, sep='\\t')\n", "\n", "lp.set_index(['chrom', 'start', 'end'], inplace=True)\n", "fst.set_index(['chrom', 'start', 'end'], inplace=True)\n", @@ -62,7 +62,7 @@ "outputs": [ { "data": { - "image/png": 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MEXW0+ZpL3L3QCRBxT7F06VJs3LhR9PrLL7+MuXPn4vvvv0dqaipGjhyJZs2a4dKlS9i9ezc2b96MS5cuXfP1Fi1ahOnTp+P7779Hp06drmvvKpUK8+bNQ1ZWFjp27IhBgwahsLAQCxYsQKNGjfDqq6/6XCMlJQVJSUn44osv0LRpU7Rq1QoA8Msvv6Bz586YOnUqpk2bxp3/+++/Y/DgwejZsycyMjJQp04dnDt3DitWrEBBQQHmz5/vOVGaM2cO/ve//6Fjx4549tln0bRpU5w/fx5ffPEFcnNzER4ejnHjxuGTTz5Bz549MWrUKNSpUwcrVqzAiRMnsHLlSp8ih3K5HP/973/Rs2dPJCYmIisrC/Xq1cO5c+fw/fffIzQ0FGvXrvX5XOrUqYP09HRkZWWhsLAQ8+fPh8FgwMiRI73ep1Kp8OSTT2LRokVQKBQYNGiQz7WvlmeeeQaXLl1Cly5dcN999+HUqVNYuHAhWrZs6amJatmyJRQKBebNmwej0QiNRoMuXbpwa3cAQKvVYuPGjRg6dChSU1PxzTffYP369ZgwYYIntdWxY0c899xzyMnJwd69e/HII49ApVIhLy8PX3zxBRYsWIDHHnvsmu+pd+/e+Ne//oUePXpg8ODBKCoqwuLFi2EwGLBv375rWut6PuvQ0FC8/fbbePrpp9GqVSs8+eSTqFu3Lk6fPo3169cjLS3NK0gk7hH82IFGELcMd1ss78+ZM2cEQRCEwsJC4cUXXxTq168vqFQqITo6WujatavwzjvveNZyt+d+8cUXXtdwt7IvW7bM85q7/dlX27J77htvvOHzXj777DMhJSVF0Gg0Qp06dYSnnnpKOHv2rNd7arbBX8nrr78uABDmzJkjuqepU6dKXruwsFCYO3eu0LFjRyEmJkZQKpVCRESE0KVLF+HLL78Uvf/UqVPCkCFDhLp16woajUZo3Lix8OKLL3rJBxw7dkx47LHHhPDwcEGr1Qrt2rUT1q1b57UO75m72bNnj/Doo48KOp1O0Gg0QsOGDYW//OUvwpYtWyTvx73uJ598IowfP16IjIwUAgIChN69ezNb+wVBEH755RcBgPDII49Irn0l7s/D3XbO4ssvvxQeeeQRITIyUlCr1UKDBg2E5557Tjh//rzX+959912hcePGgkKh8Plva+jQoUJQUJBw7Ngx4ZFHHhECAwOFqKgoYerUqR6JgSt55513hNatWwsBAQFCSEiIkJycLIwZM0YoKCjwvKdhw4ZC7969r/re33vvPSE+Pl7QaDRCQkKCsGzZMua/T19t8G6u5rOu2QZ/5Zrdu3cXwsLCBK1WKzRp0kQYNmyY8Ntvv131/RB3DzJBuI6KTYIg7jgWLFiAV199FSdPnhR1shG++f3339GyZUu8//7719xBd6sZNmwYvvzyS2bKiCDudagGiCDuIQRBwHvvvYeOHTtS8FNL3n33XQQHB+PRRx/191YIgrgOqAaIIO4BKisrsWbNGnz//ffYv38/vv76a39v6Y5j7dq1OHToEN555x1kZ2dftXgkQRC3JxQAEcQ9wMWLFzF48GCEh4djwoQJ6Nevn7+3dMfx0ksvobCwEL169cL06dP9vR2CIK4TqgEiCIIgCOKe47aoAVq8eDEaNWoErVaL1NTUq3Zw/vTTTyGTyTBgwACv1wVBwJQpUxATE4OAgAB069ZNJHRGEARBEMS9i98DoM8++wyjR4/G1KlTsXv3brRo0QLdu3cXec/U5OTJk3jttdc8BpRX8vrrr+Ott97CkiVLsHPnTgQFBaF79+6wWCw36zYIgiAIgriD8HsKLDU1FW3btvWIULlcLtSvXx8vvfQSxo0bx5zjdDrRoUMHDB8+HNu2bUNZWZlHWVQQBMTGxuLvf/87XnvtNQDVBnlRUVFYvnw5nnzySZ97crlcKCgoQEhISK2k5wmCIAiCuPUIgoDy8nLExsb6FFL1axG0zWbDrl27MH78eM9rcrkc3bp185LGr8mMGTMQGRmJESNGYNu2bV5jJ06cwIULF7z8XsLCwpCamoodO3ZcVQBUUFCA+vXr1+KOCIIgCILwN2fOnMF9990n+R6/BkDFxcVwOp2Iioryej0qKspjhliT3NxcvPfee9i7dy9z/MKFC541aq7pHquJ1Wr18lZyH4qdOXMGoaGhV3UvBEEQBEH4F5PJhPr16yMkJMTne++oNvjy8nI8/fTTePfdd6HX62/Yujk5Ocy21tDQUAqACIIgCOIO42rKV/waAOn1eigUChQWFnq9XlhYiOjoaNH7jx07hpMnT6Jv376e11wuFwBAqVTi6NGjnnmFhYWIiYnxWrNly5bMfYwfPx6jR4/2/OyOIAmCIAiCuDvxaxeYWq1G69atsWXLFs9rLpcLW7ZswUMPPSR6f0JCAvbv34+9e/d6/vTr1w+dO3fG3r17Ub9+fcTFxSE6OtprTZPJhJ07dzLXBACNRuM57aFTH4IgCIK4+/F7Cmz06NEYOnQo2rRpg3bt2mH+/PmorKxEVlYWAGDIkCGoV68ecnJyoNVqkZSU5DU/PDwcALxef+WVVzBr1izEx8cjLi4OkydPRmxsrEgviCAIgiCIexO/B0BPPPEELl68iClTpuDChQto2bIlNm7c6CliPn36tM9WtpqMGTMGlZWVePbZZ1FWVob09HRs3LgRWq32ZtwCQRAEQRB3GH7XAbodMZlMCAsLg9FopHQYQRAEQdwhXMv3t9+VoAmCIAiCIG41FAARBEEQBHHPQQEQQRAEQRD3HBQAEQRBEARxz0EBEEEQBEEQ9xx+b4Mn/IOxyobiChtMFjtCA1TQB6kRFqj297YIgiAI4pZAAdA9SEGZGWNX7sO2vGLPax3i9Zg7sDliwwP8uDOCIAiCuDVQCuwew1hlEwU/APBjXjHGrdwHY5XNTzsjCIIgiFsHBUD3GMUVNlHw4+bHvGIUV1AARBAEQdz9UAB0j2Gy2CXHy32MEwRBEMTdANUA3SZIFSXXdoxFqFaFQLUCw9PjkFI/HFaHC1qVArtPl2Jp7gmEBqioQJogCIK466EA6DaAV5Q8b2BzCAC3YFkGYMw1FjPrg9VYOqwtFn6Xh0Xf5XteTzPosDyrLdQKObI/2UMF0gRBEMRdDaXA/IxUUfLWPy5i7Jf8guWtf1ysVTHz4u/ysT2/xOu17fklOHaxEuO/2k8F0gRBEMRdDwVAfkaqKDkyRINt+fyC5cgQDXeMV8xcXGHjrunrelQgTRAEQdwtUADkZ6SKkq0Ol+RcqXFeMfP1XI8KpAmCIIi7BQqA/EyoVsUd0yilPx6p8RDOutdzPd6aBEEQBHGnQQGQn9EHq9EhXs8cKyq3csc6xOtRVG7ljumD2V1b13M93poEQRAEcadBAZCfCQtUY+7A5qLAo0O8Hp3vr8sdmzewOTrdX5c7xmtbv57rUSs8QRAEcbcgEwRB8PcmbjdMJhPCwsJgNBoRGhp6S67p1t4pt9gRolVBHyzW+rnWsZtxPYIgCIK4XbmW72/SAbpNCAvkBxm1HbsZ1yMIgiCIuwFKgREEQRAEcc9BJ0D3KIUmC0orbTBZHAgNUCIiUI2oUC2Aa7fXIAiCIIg7DQqA7kFOl1Ri/Kr9XmrQ6QYd5mQmQ6WQX7O9BkEQBEHcaVAK7DbBWGXDsaIK7DldimMXK26a7UShyYIJNYIfAMjNL8HEVfux9Wjt7DWAW3cPBEEQBHG90AnQbQDPDPVmnLqUVtmQWyP4cbMtvwRZ6Y2ZY24rDF4q7FbeA0EQBEFcL3QC5GekzFBvhgFpucUhOa5UyCTmsq0wbvU9EARBEMT1QidAfqa4wobD5014b2gbRIZqUGFxIkSrRKHJgrEr93kMSHlFyQVlZhjNdpjMdoQFqBAaoPKcuLCKmYM1SgSqFRieHoeU+uGwOlzQqhTYfboUS3NPICJQjewuBuYYzwpDytDV18kRQRAEQfgDCoD8TJXNjo+eeRAz1h0UFSV/9MyDqLDaMG3tQVFq6Y2BzWFxukT1POkGHWZnJkOjkOMfjJTUrP5JeG9oGyz6Ph+Lvsv3jKUZdHhvaBuoFTLsOV0qGls6rC3XCkPKYBUgE1WCIAji9oNSYH4mPEAtCn6A6qLkmesOIkSjZqaWLpntksXMJy9VMeftPHkJ//4+XzRve34J/v39MbhcAnNs8ff54CFlsAqQiSpBEARx+0EnQH6m0uYUBRxucvNLYHY4mWMCgD2ny7jpqiCNgjmvTpAa27hF0MWotLGvty2vGCWVNlgcLpF+kNtg9UdGGoxMVAmCIIjbEQqA/IzJR1Gyycwer7TY8dagFCzbfkKUrnprUAqqrOxAxupwSV6vpJJdsByoVkAQgNGf72XqB80b2BxjV+7zCoLIRJUgCIK4XaEAyM+EaqU/gmAt+yRHF6zB/C15zHQVAEzvl8icp1FKZz1jw7XM14enx2HamgPMlNuEVfvxz7+0xMJBKWSiShAEQdwRUA2QnwlSK5Bu0DHH0g06VHJOcmxOFzd1tj2/BFY7+6SnqNyKDM710gw6BKrYAVn7xjpu6iw3vwSlldWdXk0ig9GyQQSaRAZT8EMQBEHcttwWAdDixYvRqFEjaLVapKam4pdffuG+96uvvkKbNm0QHh6OoKAgtGzZEh988IHXe4YNGwaZTOb1p0ePHjf7NmpFmdmGyX0SRUFQukGHKX0TERWiQYd4vddYh3g9TGbpzqoquxNpNdZMM+jQLq4OstLjmGNZaXEorbIyr6fycXLkK5VHEARBELcTfk+BffbZZxg9ejSWLFmC1NRUzJ8/H927d8fRo0cRGRkpen+dOnUwceJEJCQkQK1WY926dcjKykJkZCS6d+/ueV+PHj2wbNkyz88ajeaW3M+1EqhW4Yl3dlTX0PRMQIXFiWCtAkUmKwa/+zM+f+4hZmrpvNEiuW6ASoGUBhEYnhYHq8MFjVKOPWfKYLE7kP3xHgxPjxONjfpkD756vj37eibp6/lK5REEQRDE7YTfv7X+9a9/YeTIkcjKygIALFmyBOvXr8fSpUsxbtw40fs7derk9fPLL7+MFStWIDc31ysA0mg0iI6Ovql7vxHog9VoFhOKESt+E411iNdDd1n0sGY6yeJwId2gY9papBt0qLA6vIqj/xzTo1WDcM6YDhG1vF5EEKW7CIIgiDsHv6bAbDYbdu3ahW7dunlek8vl6NatG3bs2OFzviAI2LJlC44ePYoOHTp4jW3duhWRkZF44IEH8Pzzz6OkhF2/4m/CAtWYO7A5M+0k1UEVFarFnMxkZupsTmYyGtUJZK4ZVydQcl5UKLsI2tf1ePMIgiAI4nZEJgiC4K+LFxQUoF69evjpp5/w0EMPeV4fM2YMfvjhB+zcuZM5z2g0ol69erBarVAoFPj3v/+N4cOHe8Y//fRTBAYGIi4uDseOHcOECRMQHByMHTt2QKEQd1VZrVZYrVbPzyaTCfXr14fRaERoaOgNvGM+12pp4Q6MzpVWwWRxwGSuHgvVKlEvIhBAtfN7Tc0ed6BytrQK5VfMC9Eqcd9VzPMa0yoREaS+quBH6h6kxgiCIAjiajGZTAgLC7uq72+/p8BqQ0hICPbu3YuKigps2bIFo0ePRuPGjT3psSeffNLz3uTkZDRv3hxNmjTB1q1b0bVrV9F6OTk5mD59+q3avojTJZUYz7C0mJOZDJVCjjEMS4vXBzaHzem65nnzLs/jWWjIAYzjrNlAF4SoUO01n/ZIOcXLAOY+yUWeIAiCuJn4NQWm1+uhUChQWFjo9XphYaFk/Y5cLofBYEDLli3x97//HY899hhycnK472/cuDH0ej3y89l2DuPHj4fRaPT8OXPmTO1uqBYUmiyiIAb409Ji69GLTEuLk5eqajVv6x8XMYkzb9KqA9iWX8zV+in0UQjNwpdT/NY/2PskF3mCIAjiZuLXAEitVqN169bYsmWL5zWXy4UtW7Z4pcR84XK5vFJYNTl79ixKSkoQExPDHNdoNAgNDfX6c6sorbRx9Xy25ZcgMpTdvRakUdRqXmSIRtIKg3e649b6uVZ8OcVHhrD36XaRJwiCIIibgd9TYKNHj8bQoUPRpk0btGvXDvPnz0dlZaWnK2zIkCGoV6+e54QnJycHbdq0QZMmTWC1WrFhwwZ88MEHePvttwEAFRUVmD59OgYOHIjo6GgcO3YMY8aMgcFg8OoSu13wpZ/Ds66osLAFEn3N82WFITVeG60fX07xUtcjF3mCIAjiZuH3AOiJJ57AxYsXMWXKFFy4cAEtW7bExo0bERUVBQA4ffo05PI/D6oqKyvxwgsv4OzZswgICEBCQgI+/PBDPPHEEwAAhUKBffv2YcWKFSgrK0NsbCweeeQRzJw587bUAvKln8OzruBZZLjRqhRMo9RAlfQ8KauM2mj9+HKKl7oeucgTBEEQNwu/B0AAkJ2djezsbObY1q1bvX6eNWsWZs2axV0rICAAmzZtupHbu6lEBKm5+joZBh2KytmpPbPNiQyDHtvyxemljHg9YsO0eO90qcgotVdSNLo1jcTmw0XMeUWcOp/aav34corn3R+5yBMEQRA3k9vCCuNeRkpfZ3ZmMgx1g5i2FWEBKrzY2cAcG98zAW9uOsI0Ss355ghee+QB5rzszgakGfQ3VOvHl85Rp/vrXrMGEkEQBEFcL37VAbpduRYdgRuFW8+n3GxHyGU9H4fDhZEf7MLiv7aCwyl4NHuUChkulFnw3Ie7MDw9zpPmcltatGkQgWHLf+Vea+mwtth9ulQ0b2nuCXzzUjoUSjnKr9jLlRpBtcWt9cNyipcau97rkbYQQRDEvcNdrwN0t3GmpNLTgWV1uFBhc2LvaTPSmujxnyGtMWn1AZEuzyvd7keVzcm0tHj7r60kr2dzuJjz6kcEQJDJMHblPqZGUENdUK0DC5a9xtWM1QYp3SHSFiIIgiAACoD8TpHJgrNlZqzff94r6Egz6NCyfgTmbDjE1OV5vhO/e6pusHSxd70Idipr8VOtMHE1X1to7sDmGP/V/ts6sPClO7RwUAqdBBEEQRBUA+RvKq0OLPo+n1mvc6nKxtXs2XG8BBk1amfcBKoVohofN2kGHYJU7LhXpZBztYVy80tQbnHc9qKFvnSHSFuIIAiCAOgEyO9U2Z3Yc7qM2bJeYeXr7izNPYE12emYtuaAVwdZukEHs92JrLQ4ABCdKmWlxeFSlVXUeZZu0MFkltbd4Y27A4tbfbLCSsdVWKXvgbSFCIIgCIACIL9jsTnx1qAULNt+QtSy3q95LALVClTZxKKHVTYn7A4nWjaIQFZanFcxc6Baiaff+wXD0+MwvMbYqE/2YOXz7ZnzQgOkdXekxm91YMGr85nRP4n7zADSFiIIgiCqoQDIz9QJUuNfm/9gpsBmrjuIyX2aYfxX+0Xz0g06FBgtzGLmx1rVQ6sG4cyxdIMOgWoFdx5PkyjdoEOA6vYQLZSq85ny9QHuMyNtIYIgCMINBUB+xuESJD29JvVphpzMJERe7hDTqhQoNJrRvoke//hyL74d3UHUIl9oNGN6vyRMW3PQSygxw6DHtH6JgEtgzjt7yYyZA5IwZfUBr9qjDIMOMwck49ylKuY+b3Vg4avOZ2Lvpsh5NBmRIZo/n5nJgs731/WZpqP2eYIgiHsDCoD8jFSdDwCUWxzYsP+8KCBJa6LH64+1FHVtpRt0mDMgGQDQMzkaw9IaedJcRSYLVAoZZAIw7Wtxa/3MAUkoKDWjV3IMhl2RHisyWXHmUhWiwjQiVecrRQtrGzxc6zxf/mIVVgc27DvvFfx1iNej4/11JedR+zxBEMS9AwVAfiZQLe3NZXW4RJ1g2/JLsP1YMTbUaJ0Hqru13GOsDrJ0gw7ZXQzMeVNWH0TP5GhMWHWAOe+ff2mJhYNSmKKFtQ0eajPPl7+Y1e4SWYT4aoOn9nmCIIh7C2qD9zMqhZzbsp4Rr8eO4+z0WGSoltsiLzWWm1+CIA077nWLMfLmVVgcCAtUo0lkMFo2iECTyGDPyY9U8MBrka/tPLe/GIuMeD1+4jwzqTZ4ap8nCIK4t6AAyM+UVFiRlRbH9Oaa2jcRS3NPMOdZHXwhRKkxAKiwsDukfM3ldXrVNnio7Twpf7Fp/fjPDODfg6+0GrXPEwRB3F1QCszPBGtVGLrsV2bLutXh4LZza5T82FVqrPqa/LSb1Fxep1dtg4frCTpiwwOY6biSShv3mQH8e/CVVqP2eYIgiLsLCoD8TFiACn2bR6N/y1ivrqwGukBUmG3omlAXTWPDRCKJlyqsyDDomKmuIpMFvZOi8Gjr+ogM1aDC4kSIVolCkwUrd51BJafwOsOgQ1G5lTkm1ekVqlUhUK3wMmZ173Np7ombFnTwPMRqFmpfzT2402rXOs8NdY8RBEHcWZAbPINb7QZ/qqQSE1aJu7lmZyZDBmA8Y2xOZjIEABNX7RcpOs/NTIYT4K6pAjCGMW92ZjLkl69Xc2xOZjIa6IKY+zdW2XD4QjkWfpcnUp5+qUs8mkaHcAuPX/pkDzfoqG3hcUGZGeNW7mN2q8X4KMiu7TzqHiMIgvA/1/L9TQEQg1sZAJ0trRK5r7vJMOjQKzkG4xldWRnxemS2jEVYoNpzyhOsVaDIZMV9EQGYsU5sogpUBzOT+zSD1eGCUiFHudmOkAAVHE4Xlm8/gYea6HHqUpXnJMedjjt63oQ3H2/BDWSyP94j6rxy73ORRCBT26DDF+4TmZrdajd6nrHKhuxP9jBrma4niCMIgiCunWv5/qYUmJ8ptzi4XmBLc0/g2YwmeG9oG1Eqa+zKffhbRmOEBKqgkMshlzmhlMtRN0QDyCFpauoSgIvlVkSGauASAJdLwMVyK37MK0a/FvVw6grBQ5lMBgDYfqwEJZXVRck1Uz3FFTZm8AMA23z4hPFqea43aOClx270vKsp5KYAiCAI4vaDAiA/U2Gxc73AljzVGvfpAjBptVi08JORD0KjkGM8Qwhx1oBk1I8IwJlSM/Oa5RY7lm4/IZr38cgHIQjAntzjor0sGpwCOYDDF8oRpFHAYndBpXDicHk5VHKZ5D366qCqbbByO0DdYwRBEHcm1AbvZ3TBGiyrEYwA1Sc4WrVcFPwA1ac409ceRIHJzBybtHo/Fj/VinvNEK2KOW/XyUuYte4gcy/Lck8AMmDhd3nou3A7Br37M/oszMWi7/K4ukJufI3fyVD3GEEQxJ0JBUB+xu50cdNVQRqlZCqLF1jk5pdApWB/tG4zVBZSAorb8ktwrszCDJz2nC5FBkeYMM2gg1ohh7HKhmNFFdhzuhTHLlZwRQ7vNKREGcl8lSAI4vbl7v3V/A7BaOanSCos0j5hUoKG5Ra7yNk93aDDtH5JsDrY86wOl2Q7O2+vM9cfxvqX0jGphr9YmkGHrLQ4XKqyYtLXB+7KLim3KCOvkPtOTe0RBEHc7VAA5GekUiS+0idSgoYhWhWy0uIwtmeCV4fYk+/swAcjUplzAlUKbj3SW4NSoJSxa32qbE4UV1iR0iBCJOY46pM9+O+QNne1x9bNKuQmCIIgbh4UAPmZEK0SGQY9s4tKq5SLTnHcpBt0XEHDdIMOdqcLI1b8xhznzdOq5Vj4XT6zBkgGICstjnsfQRqVV9Dk5mq8ue6GQOFOLuQmCIK4F6EAyM84HC680LkJXBBE6SO7y4Vp/ZIwbc0BUSprer8kqOQyZpprdmYyRq74jdtaHxKgxHd/7wirw+VRntYo5bDanZIt+dmdlcyxwwVGhAco8emzDyJIo/C061dYHYgO0aDXwlzu/Vda7bVWUZaaV9sxgiAI4t6AhBAZ3EohxIMFRjy+ZIdX3Y07ffT1nnP4aEQqCkxmBGmUnlRWpdWBemEBUAAw2hwQIPMIGsogIFytxCmjhanMPKpLPGLCtEx16Rn9k3CypBLv5Z5g1vLUCVThn9/+wVWlZipPD0jGX9/byWzJD1QrsGFUBibXoj6Ip748b2BzCABXmVkGYAypNhMEQdyVkBL0dXIrA6BfT1zC4//ZwRzL7mLAkQIjEq7wAnMHR0cKjOjaNIqpEv35cw9i4ZY8ZkdXRrwevZKimfNyHk3G+n0FzJRbmkGHib2aotdb4tOcnMwkbNh/nnm9dIMOE3s3Q88F25jX27DvPDP9J6WiLKW+7GvNnskxGP/V/mu6HkEQBHFnQErQdxAhAfyPIKV+OBZ9l4/NRy4yxwelNmS+HqBW8NvZ84oxrH0j5lhkiIYZ/ADVdUA8l3Wp9nn3ejWNRjvE69GqQTgzGAGk64Ok1JcjQzRcVeof84oxlHPvd1M9EkEQBOEbCoD8jAzVpzK8L3QprA4X83Wp9nipebzX3VysYDvF+5pXbrEzu6SOF1f6nMdCSn3Z116kxkm1mSAI4t6BAiA/IwAY1aUxpvdLFBUl213SujwhGiXWZKd5TE1DA1SwO11QymWS8wJVCmYxc6CK31YPAAEqBdOXTC2X1tO8sp1fAKqjPtReRVlqnkYpvRep8RCtigqkCYIg7hEoAPIzOq0KWqUCExmeXnMyk7Eiqy3yiiq85sSGafH+8LaoG6zFpNX7vdJPGQYdZmUmY3lWWyzYkifS81me1RbBGiX2nC4VjfVKika3hLrMlFuGQYdGuiDmPmf2T0LvpCisP1Aompdu0CFEqxTV7HSI1yPn0WRRauzKcZ6Kslt9mTWvqNwquWZROfsUq0O8HlqVnLlPKpAmCIK4+yArDD9jFQRRUAFU187sPF4Cp0vA+v3nMWLFb3jho90YvvxXrN9/HsEalSj4AaotKyatPoBTxZVMPZ9jRZXI2XCYOZaz4Qim9k1EukHnNZZ+OaiawfAJy80vweSvD2Bcz6bseQOSsetkKVMIcdqag5iTmSyykrhSRZlloeFWX2bN63x/Xe7YvIHN0en+usyxOZnJmLrmIFew8W6x7iAIgiCqoRMgP1NuceDohXJmaikmTIM3//eHl8KyO11ldbgkC51f7hrPHIsM1Uj4fRWj0ubAmB4JmFAjrWZ1OvHz8UtcjaAKm9NrXkiACg6nC0+/txPT+ycxr/ft4SKM79WUq6LMa3V3n8hIqS9f61hJpQ2bDxcx90kF0gRBEHcft0UAtHjxYrzxxhu4cOECWrRogYULF6Jdu3bM93711VeYM2cO8vPzYbfbER8fj7///e94+umnPe8RBAFTp07Fu+++i7KyMqSlpeHtt99GfDw7KPAnVVY7PnrmQdHpivv0ZOhDjfDOtuOidFWH+LqSdT4OF1vdQKoIWB+shlalxMz14jTXrAHJWPJUa/xn2zGmTUalxY6tecWevVTanNh9uhQllTaolTJu4GQy29G4brAouDBW2UTBDyC20OAFJdc6dry4UvJ5UoE0QRDE3YXfA6DPPvsMo0ePxpIlS5Camor58+eje/fuOHr0KCIjI0Xvr1OnDiZOnIiEhASo1WqsW7cOWVlZiIyMRPfu3QEAr7/+Ot566y2sWLECcXFxmDx5Mrp3745Dhw5Bq9Xe6luURB+iFQkIApdTS6v3o1dyDDNdNaGXXNK3K1TL/milioDnDWzOTcdNWr0f2V0MzL0AwMz+Scy6osWDW6FeWAD21hjLMOiwaHAKQgPYBc1Sre4340QmLEAl/Tw5+yQIgiDuTPxeA/Svf/0LI0eORFZWFpo1a4YlS5YgMDAQS5cuZb6/U6dOyMzMRNOmTdGkSRO8/PLLaN68OXJzqwX6BEHA/PnzMWnSJPTv3x/NmzfH+++/j4KCAqxevfoW3tnVUWVzioIKN9vySxAZyg7Y1EoFlm0/wQxIlm8/gSA1OwAqMlmQYdAzx6JDtdy95OaXIEjDXnN7fgnMjPvYnl+CC0Yzpnx9QKQvtC2/BMtyT3LXlGp1B258y3qQRin9PDn7JAiCIO5M/BoA2Ww27Nq1C926dfO8JpfL0a1bN+zYwVZHvhJBELBlyxYcPXoUHTp0AACcOHECFy5c8FozLCwMqampV7XmrcbXFzkvZVVudkgGK2aHk1mU3K6xDjMHJDHHKm1sk1Q3UvpCLKsLQFokcVt+MUxm9v3XtkW+tlRYpJ9nhUX62RAEQRB3Fn79tba4uBhOpxNRUVFer0dFReHIkSPceUajEfXq1YPVaoVCocC///1vPPzwwwCACxcueNaouaZ7rCZWqxVW65/t0SaTqVb3Uxt8fZHzUla+gxUHsrsYMLZngpeH2LlLZqjkYBY6y2UyyTWDtXydIJWCPdeXMKGREwBJtbpLtcjXllt94kQQBEH4F7+nwGpDSEgI9u7di19//RWzZ8/G6NGjsXXr1lqvl5OTg7CwMM+f+vXr37jN+iBIrRCdxrjJMOhQZLIwx3RBGul1NUrk5pegyGRFaZUNRSYrcvNL8NmvpxGgVWHexiPotWAbnnjnZ/RcsA3zNh6BRiXn7iXdoEOllR10ZRj02HOmjDnmS5gwUM0OqqRa3d0t8jeSW33iRBAEQfgXv54A6fV6KBQKFBZ6C+gVFhYiOjqaO08ul8NgMAAAWrZsicOHDyMnJwedOnXyzCssLERMTIzXmi1btmSuN378eIwePdrzs8lkumVBkBzAtH5JmLbGu04m3aDDzAHJOFVSiTSDTuTOLpdB9PqV4zJAVHicbtAhJzNZ5AQPVNe6/N//jmJ2ZjImrtov2svszGScK61ChkHv5bWVYdDjHz0ewFtb8pj3V1RuRYZBx0yDpRl0CFQruOrLseEBmDuwOYxmu6dlPSxAhZjLooRSqs2FJgtKK20wWRwIDVAiIlCNKE49FXDrT5wIgiAI/+LXAEitVqN169bYsmULBgwYAABwuVzYsmULsrOzr3odl8vlSWHFxcUhOjoaW7Zs8QQ8JpMJO3fuxPPPP8+cr9FooNFIn6jcLEqqrAgPUDPTVWVVVjz/0W4MT4/z6AC53eBdgoCstDgAEAVHWWlxEC6PX7lmkcmKAqOFa3j6y8lSyAQw9wJBQGSYFj2TozEsrZFnL0UmCwLUCkzo1RQWu1MUOKU10aFJ3SC4GPsc1SUecsi46stOpwvjVolb8nMyk6FQyJkaQfMGNofd6RIFeW5l7Qa6IOa9u0+cxq3cJzJtvRknTgRBEIR/8Xtry+jRozF06FC0adMG7dq1w/z581FZWYmsrCwAwJAhQ1CvXj3k5OQAqE5XtWnTBk2aNIHVasWGDRvwwQcf4O233wYAyGQyvPLKK5g1axbi4+M9bfCxsbGeIOt2IlSrxoTVB5gnOatfSEOVzel1iuOme7NofLzzlJdIojs4+njnKYztkYARK34Tzfv3U624e5k3sDnGM9rggeoAIruLARNWHWCOzeyfhJYNIpBVYy8z1h3C6Ifj8VIXA8ZdDqpCtEpUWO0I0VZbgNQ8HfoxrxhjV+5Dz6RoZkt+bn4xNuy/IHJ9/zGvGFv/uIgN+wqY8yas2o9//qUl9yTIl7giQRAEcffg9wDoiSeewMWLFzFlyhRcuHABLVu2xMaNGz1FzKdPn4b8CrPNyspKvPDCCzh79iwCAgKQkJCADz/8EE888YTnPWPGjEFlZSWeffZZlJWVIT09HRs3brztNIAAwOp0cbuP5HJ+muvweSOe7dAEC78T+31ld46H3ckuPpaqyYkM1Uh2Qo3tmcAdq7KzA7VAtQJjeiRg0XdHvE6HMgw6TO6biF2ny5hrbssrxrD2jTj71IqCH89YCF/pOje/BKWVNslUmJSAIkEQBHH34PcACACys7O5Ka+axc2zZs3CrFmzJNeTyWSYMWMGZsyYcaO2eNMwVfG7i84bLdw0V90QLeoEqdE7OcbrBKjQZIHF7uR2Ne05U4aMeD1TZLBSos0dkG6DN5nZBdLD0+Mwc+1Bpg7QzLWHMDw9jhk4AfwOMqnOMl9dZyZqZycIgiBwmwRA9zIhASquBYNKIceYL3/HvIHNvdJHhSYL/vHl71jwZEu0b6KD2e7y+G81qRuEUZ/swYReTZn2E8eKyjGrfxJ+Ol6CyBCNZ6zQZEFYIH8vS3NPIFir5FpahHDGWjWI4AY42/KLMSytEffZ8E6rpE6xfHWdhWqVksXTBEEQxL0BBUB+JlyrxNJhbZmprL7NY7BocCss/C5PdAL076daISpUbKORbtDhrUGtoJBBZE2RbtAhZ0AyXDJgw74Cr1RRhkGHjCY6LGPsJcNQ/XqIWsG0u1g6rC2COGM81Wk3POmhjHg9LlWyHdiLTFbuKVZROX8sw6CvDtQ4Rdexl7vLCIIgiLufO1IH6G7CCWBxjQAHqE557Ttr5I4du1iJSRwPsUmr9+Oc0cwcO2cyY8IqceHxtvwS/Ha6FIu+y2OmqxZ9n4/fz5Yx97L4+3z8drKUOaZR8cUTASAmLABpNbSH0gw6vNDJgDYNI5hjTSKDkJOZzNQI6mDQI7uzgTnvxS4G7DxxiWuwaqxiB1wEQRDE3QedAPmZcosDhy+U472hbRAZqvFKcynkMm5Br69i3/G9EpgpqRCtEntOlzHH6tcJ5NtW5BXj1W73M/c5duU+bsGyL70ih1NgdrKNWPErPn/uIebYsGW/Yt1L6cyOrZJKG7KW/8qUDhi+/FcsHJTC3OfNMFi9GigdRxAE4R8oAPIzVVY7Ph75IH47eQlAdRGv2e5EkcmC+6NDuPOkin0D1QpolEqmA3tmSj38+6lW+O+246KxjvfXldyrSxCwfPsJUers45EP4vSlKuYcqULurLQ4nDeZuTVC5RYHd8xktqNx3WBRsHC8uJIrHQBIP7dbbXdRUGZmahlROo4gCOLmQwGQn6kbosW5MjPW7z8vChBmNK5WSq6yibuvpIp9h6fHYfoatgP7LycuYcO+AubY852kO6hsDhczdTZz7SFM69eMOUcpl+GlT/YwT2RGfbIH7w9vx72elPcYz5092Idru9Rzu5V2F8Yqmyj4Af5Mxy0clEInQQRBEDcRCoD8jMMlYNH3+cz6mWlrDmJa32Y4XWoWpatKKvjFvg811nFPQKRSZz8dLxFZXbjJiNfjp+N8V3e7U2Cm1S5V2tC6QThzP24rDBZS3mNpBh3UCnYgo1bIuSm3DIMOReVWxqxbb3dRXGFjfnaA/9JxBEEQ9xIUAPkZs93JFR/cdaoUM/olYu3vB2qkq/To3yIWLRtEYPrag6KTI4WEq7uNI5AIAEtzT2D1i2nMNaf2TUS/RbncueUWB7Pr7LFW9RAZomFaYWSlxcFidyLdoBNZaMwakIzTJVVMH7SstDgYzTYAYluLMrONn3JLj0MjXZDI88sfdhfkPk8QBOFfKADyM1VWvrjgi52bYMrXBxhpp2LMWHcI43skMIuEq+z8NesG8z3PqmxOCBCY4op2p5OZinOjVcuZXWeTvz6IBxvXYe5z1Cd7sDY7Hf/8S8s/jUu1SkQEqVFldeBvH+3ips7WZqcz9xGsUWHQuzuZ87I/3sMtnr7Vpy3kPk8QBOFfKADyM6EB/I+gw/118camP5hj2/KKMaGXjJlayslM4qbHAtUKya4spUyOAqPFyy6iwGhBqkJ6niCw72FbXjFee+QBfHu40POa7PIJVVoTnSf4qGlPYayyoU1DtoiiVLpKH6yWnKe73GXl7/QSuc8TBEH4FwqA/IxaKefW3Zht0kXJFRYHM32UZtDDEBUClyCI0kBmm7NWXVk9E6OR3dnAnPdS53h8f7SIu0+704XfRR1peszOTEJYoBqFJsufJ0ABSkRcDoheH9gcJy9VIUijuMJE1YG4OoEIC1RzW8h9ubpLtZ7fqrb029V9ntryCYK4V6AAyM+UVFiRld4IgCBqLw/SSIsIBmoUmNi7KQTIPFYYMggwOxwYuvQXZhqowubAKImurPeGtmFe62K5FQLATI/pQtT4zw/Huftkd48VY+LqA8gZkISxDDXrnMxkCIBIBTvdoMOczGScLzNjjEQLOS/NJdV6LgMk17zR3G7u89SWTxDEvQQFQH4mWKvCkKXVwn3DagQkAUrptFOASoEu//xBNPb5cw9xtXDeG9oGrThdWekGHaJCtMzC47ohGjz+nx0Ynh4nSo9t2H8erRtGsO0npLrH8ophtDiYtUO5+cXYUEMawD02cdV+9EqO9dlCXjOQ8NV63jM5RnJNADf8dOR2SMcB1JZPEMS9BwVAfkajkCOFE5AMTKnHTTtld46HgtPsJaWFo5DJMCwtDgJjzWFpcThXamYWLH97uBCtObU1XRLqYmb/JExevV90ijWtbyL6SnSPVXIKqyNDtXxV6vwSDLucxquJVAu5r9bzoRw1699OlaK0yo7JXx+4a09HqC2fIIh7DQqA/ExJhZVbk2O2OxAZqkWfGmmnIpMFkaEanC4xM9e0O13cuiKnIEimwN58vAUzyAlUK7DqhfaYse6QaJ+DUxuitNKKnskxXqdYhSYLbA7p7rEgjg6QlGKzr3FeC7mv1nPemsPT40TBHXB3nY5QWz5BEPcaFAD5mSCtCn/7aDfmDWyOcT0TUGFxIlirRJHJglc+/R3/HdIGcXWDEKRRXh5TIEijgEomw8z1h5jig6YqO57t0BgvdmnimVddQGxHWIBS0iqCp5RcZXOi2GTF2B4JUCrkKDdXp4HsThde/Gg33hnSxqt7TCaTocBoQcv60l5gGhX7elKKzb7GeS3kvlrPeWum1Gef0AF3z+kIteUTBHGvQQGQnwlVK/D2U62QX1QBwNsL7K1BKZi38TAebV3fY/0ggwyVVifmbTqCtwalYNb6QyJPrz7No6FRKFBYbhFdL1CpRO/kaKzff0E0lhGvR4XFjjXZaaIg58vfziA2IkCkS5Rh0GFZVlu4IIiEENMMOvRIjMLLXe+HHHleJ1IZBj1e6mpAWZWNrSBdYUWGQcdMg9VW0dlX6zlvTV/cDacj1JZPEMS9BgVAfkaAAKdLwDqGF1hKw3CM6vYAZqw7KOqEmtwnEeVmG9PTy2JzQKmVY+F3+aJ50/olYkKPBBjNdlH7fM6AJDgFYMJqdlfWhFXiNNC2/BJMX3MIM/onMu08/rvtOF7t9gB6JkdjWFojrzReVIgWCoCpIP1E6/vQrrEOE1ftF6tEZyZDcfnvYgXpJO5pTFigGrMGJGECa80BSVAr5EyV6PsipGt87obTkdu1LZ8gCOJmIRMEnoTdvYvJZEJYWBiMRiNCQ0Nv6rVOXKzAzPWH0Cw2THQKktmyHqasOcBMH6UbdJjZPwnHiysRGarxpLkKTRbERwaLvuSvnDc7Mxn5RRWiefdFBIhqfNx89EwqRr7/G4anx4n2uTT3BL56vj16LNgmmvfe0DZYuv0E9x6yuxjw5Ds7RWM5jybj1+PFGJbeWHQatTz3OB5qUhenSqs8e3HXMR09b8Kbj7dgfmEbq2z4+xe/IyEmlDsPgKgtHQBe+mQP93TkZtUA+UOTx33N26EtnyAI4lq5lu9vOgHyMxaHE4NTG2LZ9hOi9FHv5BiuT1hufgmsTpcouEg36DCpTzNm8OOeV2VziualGXSY1T8Je06XMedVWB14a1AKc59vDUrhGpdGhmok72F8rwRmCqxBeABadYrnnn4VGS34x8p9zHWLK2ye/70yeCiusGHz4SJsPswWbSyusKFJZDDzC/9Wn474S5PndmnLJwiCuNlQAORnZJBhGeOEZHt+CYxV0rUl50rNTJ2ckssBAI9yhvbO9vwSTPn6IIanxzELfmPCtJi38QhzHgDM6JfEvFaFhd8BFqhWQKNUMmuHBraqh5mM06jc/BLMXHcQU/omctctrbJh2tqDouBhVNd47hxAupbnVooWkiYPQRDEzYcCID9TU4/nSoK00krQPKT8xQAgWMse35ZfjKz0OOaJjN3p4u5ze34J7C52C3ko51pAdXv5dEaKzx2Mtagfju+OXBTNy80vgVMQmPtcmnuiWnmaETz8rWMT7l4A37U8t+p0hDR5CIIgbj4UAPkZXuoIAIpMVlGhr5sMgx57zpQx5zmcgg/jUn7ZV7Bagdgwb2PS2DAtnE7pUrEKiwM5mUmIDNV6ApJCoxmhWiX3Hh5qrOO2l2/LK8YwjjBhoFoBtULO3OfyYW2x4wQ7UPvpeAnXJDbjNup0Ik0egiCImw8FQH6GdxoDAGNX7sMXf3sIk1cfEHUtzRiQiN5vsRWWjVV2ScPT4nJ+iixIo8R6RkfahJ5Nfd7H+v3nvfaZYdDh/qhgzM5MZnZz+dL64QkTPtexMS6aLMx9vtQlHko5WyJ7ae4JrH4hDdNr1BWlGXR48bLi9u0AafIQBEHcfCgA8jMquZx7WtM0OhTfHDiPrLQ4jPWIJCpQZLKi3GJHSoNw5rwCoxnfHSliWlp8uvMUujaLZu4lI16P38+WMVNSv58t456epBl0cLkEZku+C8Cc/kmYO7A5yi0OT/1MiFYJq11a7TksgP1F/3DTKMzecJhbjzS2RwLe2PSHaF6VzYmCMrbVx/Dlv2JtdvptkVoiTR6CIIibDwVAfqa0ysY9rXmt+wNYuOUPvL5R/GX+6chU7ryYsABM6t0UO479+bpMJkO9MC0yU+pBIYMomMmI12NGv0T0Xsg+VZq1/jDWv5SOn4+XiNJcbeLq4FRJFXPe9vwSVNid0GuUqD6XkUEmA1QKOUI0Su4XfUa8HveFa5lpNZmMXze1Pb8EMo5HWka8Hr/VKLi+El+ppUKTBaWVNpgsDoQGKBERqPYoX9/IlnXS5CEIgrj5UADkZ4K1SgxZ+gvTm2vEil/x+XMPweIQp8BiwgMwc90h5mnGl7vO4LXuD2DD/vPeqs3xetxXJxANIgLQMykaw9p7CxNeqrRJ+na5BIjXNOjQNq4OYsM03HlmmxOjP9/LFFecOSCJmR6b2T8Rpy6ZGdfTo22cDoFqBXevFruLKWg4o38Ser0l1ipyI5VaOl1SifGrxAKRczKToVbI8Y8b3LJ+K7vOCIIg7kUoAPIzgSoFWjdgu6xnxOux6+QltGwQgawaQQ4EASPS47Do+3xRC/mkXs0wZfUBsWrz5S/ofs1jMGHVAdH1Vr+Qxt3n8PQ4TFvDWDO/BNPWHMTM/uw2eACwOcQdZLn5JRi/aj9GdTUw789sc+I/Px4TzduWX4zpa/nt+gAQplUxgwcAaNMw4ppTS4Umiyj4cd/DhFX7kd0l/qa0rJMmD0EQxM2DAiA/Y3Y4MblvM8xce1B0sjK9XyL6LMxlnnT0TIrGiBW/MU+OzpssTA8toDoIepmjh7P1jyJunU97iY6t3PwSmDkFyxkGPX46zhdCHNszgbluLwkRyG15xXi+YxN20GjQQ6OSc4OH2qSWSittkmKOY3smMMeoZZ0gCOL2hQIgP2OqcuD5j3Zh3sDmGFOj0Dn/YgU3zWMyO7iu7v9+qpXkNR0udkv7Oz8ex9rsdNFJT4ZBB5WPjq0Ki11UzJ1m0GFSn6bI/PdPEvPY91dh4csDAIBSIReZpWYYdMhKbwRjlQ3QBTHn1Sa1ZPKxFymxR2pZJwiCuD2hAMjPBGuVKK6wYcSK30Rj7w1tg0C1gum/FRrAF0n01V4eqGbPrbI54RRcmNIvEQ6nANNl/y2lQgY754THTYhWheFpcRh3OYhz+4sVGa2SdUXBWiVT0JC3xz/36kCLBhEYVuP0K/vjPVibnS4591pTS1JijtX3wN8rtawTBEHcnlAA5GdC1AquUGC5xY6lw9pi4Xd5ojqfAS3roWtCXWxhKCUXmSx8wT+DHiqOTk6XhLpQKxSYyHGDzzDosS2fvWawWsH0F5vYqym6NY1k+m9lxFfPY1phpNSTFC28VGllnn7djDbxiCA19zNKN+hQaWUHeNSyThAEcfsifVRA3HSqHE4MS4tDmkHn9XqaQYfWDSKw+Ls8pt7N9LUHMblPItJrzEs36NC+iR4vdTEw13yhswEalQIZNcYyDDq82u1+TF7NLvb9+XgJXuzchLnmi50NqLSx/cVyvjmCvz98P3svnQwoqbQy512ssOKFTuzrvdDJgNRGOnSI13uN3aw28ahQLeZkJjOf9ZzMZDSqE3jL9kIQBEHcGGSClC/CLWLx4sV44403cOHCBbRo0QILFy5Eu3btmO9999138f777+PAgeouptatW2POnDle7x82bBhWrFjhNa979+7YuHHjVe3HZDIhLCwMRqMRoaGhtbyrq+PXE5cwc91BvDUoBWa7y5N2ClDJYbG78OjbPzFTYEtzT+DdIa1RPyIQlTanZ16QWoFCYxVGf7Efi59qBaVCjvLLY3anCy9+tBvvDGkNABAg84wBAgQBeGzJDub1WjWIQPbHu73G3Gmnpbkn8NmzD2LToULmPhcNboXdp0uZ877820NwuATRPpVymWgvV85b+Xx71AlS10qXp7aaPV46QFolIoLE12PVFd1IjSCCIAiCz7V8f/s9BfbZZ59h9OjRWLJkCVJTUzF//nx0794dR48eRWRkpOj9W7duxaBBg9C+fXtotVrMmzcPjzzyCA4ePIh69ep53tejRw8sW7bM87NGw9ep8SdhQQq8NagVM+00+uH78dagFCzbfkKUInprUAoCVAqmNs2sAclYltUW09eIO8uWZbWFUi7DxNUHRPOm9UvC4sGt8N/c46LrpTfRc4uuAcDicGFvjVRWhkGHRYNT4KhhlCq7rFQYqFZAq1Lg5+MliLosdlhpc6LQaEa7xtWnLVKihXvPlCEyRAOrw4UKqwN7Tpeh8/114QJEbupuXR4ZgDG11OyJCtV6Ap6a8OqKCsrM3L3UViOIIAiCuH78fgKUmpqKtm3bYtGiRQAAl8uF+vXr46WXXsK4ceN8znc6nYiIiMCiRYswZMgQANUnQGVlZVi9enWt9nQrT4DOlFRiHENjBgC+fbUDpq09yBxz19f0YviBZRh06JUcg/EMrZ+cR5OxYV8Bs00+I16PnknRTI2gj0emYvC7O7n38cnIVAxijGcY9JjeLxGTa7i+pxl0GN8zARUWBxZ+n8/09Np16hLMdhfzVGnl8+0xa/0hZs3Rv/73BzYfEdccdYjXo2dyDMZ/tZ85dj2aPSyMVTZkf7KHWcd0M65HEARxr3PHnADZbDbs2rUL48eP97wml8vRrVs37Nix46rWqKqqgt1uR506dbxe37p1KyIjIxEREYEuXbpg1qxZ0Ol0zDWsViusVqvnZ5PJVIu7qR0VNidXY8bpEiQtH3jdVdvySzDssk1GTSJDNJIaQVlpccyuLJvdJVkIzN9LMaxOsRDi9vwSyGUyUfDjHgOAGf2SMGXNAdFp1HtD26DcItbm2Z5fgpwNR9CiQTgzAPoxrxhDOQ7zN0Ozp7jCxgx+btb1CIIgiKvHrwFQcXExnE4noqKivF6PiorCkSNHrmqNsWPHIjY2Ft26dfO81qNHDzz66KOIi4vDsWPHMGHCBPTs2RM7duyAQiFuWc7JycH06dOv72ZqicnM14kpt0rrz1yssHLHeE7qvNfdBHK6svq1iMWI9MYQIPYeG5YWBwXPgAt8TR+HjwDPbHd6WX24g7H3ck/gocbVgVBkqMar7X7syn0YltaIuxep+7/Rmj0mH+uRRhBBEIT/8HsN0PUwd+5cfPrpp9i6dSu02j9rM5588knP35OTk9G8eXM0adIEW7duRdeuXUXrjB8/HqNHj/b8bDKZUL9+/Zu7+cuEBqjQvF4oswjaIbhQPyKAW8wcrFJygwCeFpAvjSBBEJhBx+vfHEbSfeFM77FRn+zBm4+34K4ZqFEwT5Wk9IEAwGx3MoOxrLQ43BdR7YVWs47po2cexPkyM/e5BKrYe1maewKhAapaFywz53Hc7N2QRhBBEIT/8GsApNfroVAoUFhY6PV6YWEhoqOjJee++eabmDt3LjZv3ozmzZtLvrdx48bQ6/XIz89nBkAajcZvRdIRan4R9JwByfhgRCpz7IMRqYAgYOLX4mLmT599EPvOlDGvVyihEdStaSQC1Epu0KGUyTBs+a/MdXlf9mkGHbRKBbNAuldSDPuhXIblIeb+eWyPBGa7/usbD2NKn0RMWr1fVAD+2bMPwe5yItboXcgcG6bFiqy20CjkyP54j5fW0dUULPMKnedkJuPhppH4lqGBRBpBBEEQ/sWvOkBqtRqtW7fGli1bPK+5XC5s2bIFDz30EHfe66+/jpkzZ2Ljxo1o06aNz+ucPXsWJSUliImR/sL1B3ZAFOAA1V/m248Vc3V5Jq8+gJ+OlzDHpq05iJQGEUwNHUPdYMwakMTUtJncuxne2HSEGXQs234CdThf2BnxesSEapnXy+4cD5vTKaod2pZfgoMFRmTU0M+5cs0dHA+x7fkl4GXcku8LFwU/7utNW3sQEGRYv/88Rqz4DS98tBvDl/+K9fvPwykAPx0rEQk9/phXjLEr91XbazAwVtlEwY973oRV+zGtXyJpBBEEQdyG+D0FNnr0aAwdOhRt2rRBu3btMH/+fFRWViIrKwsAMGTIENSrVw85OTkAgHnz5mHKlCn4+OOP0ahRI1y4cAEAEBwcjODgYFRUVGD69OkYOHAgoqOjcezYMYwZMwYGgwHdu3f3233ykCqCjgzV8guW84u5tS65+SWwOFzokxzjla4qMllgtjthrLIiKy0OY2t4j1VYxWKGbrbnl0ClkDP9vl7oZIBMBvSucb1CkwUKOfC/Q4XMNQuMZrzYqQlcgiBac3KfZhiweDtzHgCUVrHrZ9INeszfnMcc25ZXDItd+lSJN6+ovLreqmaay1ehs8XukvQeu1kaQTc0lUeBGkEQdyF+D4CeeOIJXLx4EVOmTMGFCxfQsmVLbNy40VMYffr0acjlfx5Uvf3227DZbHjssce81pk6dSqmTZsGhUKBffv2YcWKFSgrK0NsbCweeeQRzJw587bUApIqgvZVsCxZ0Gu2IzJU66mDCb7sZ/X3L37HByNSMWKFuMvu/eFs8Uk3xRVWZg3QiBW/4ovn2Cd2umAN/vPDceZYUmwYhnMc7QtKzZI1Qi6OoavDKa3qYHGw1+QFfm7KzHbMWHdIlOYa1TVecl65xY4mkcG3VCOotuuSZhFBEPcSfg+AACA7OxvZ2dnMsa1bt3r9fPLkScm1AgICsGnTphu0s5tPqEShrK+CZanxkAAVFtSw0Ugz6LBwUAo4VmBcl3g3dqfAFya0OlBgtHgJBRYYLbA5nNxAxupwccUVs7sYuN5j6QYdtCr2vQdJGJMCfCNYAJIBl1YlZ6a5/taxieT1eIXOUqmzcSv31VojqLbr3qz9EARB3K7cFgHQvUywhBlqkcmCDIOOLVpo0KPIZGGumW7QQaOQs7V3IMP0fonMebtPl/INT+P12H26lHsfSrmMGcgMaBmLLgl10Sw2TNR5FRGo4rrdf/rLaXz8zIOYvu4gs+2eZVCabtAhWK0UpemunCuFVskOjtIMOvDkQn85eUnStJVX6HyzNIJquy5pFhEEca9BAZCfsbqcmDUgGZNW7xd9macZ9HioiQ6TVh8Qjc0akASnIDCDgGn9krDx0Hnm9aqFCZ1Yk50maq3/eOcpjO2ZAGw84vVlmBGvx7geCfj31nxmC/mR8yYUlVvw7egOcDgFTyu/UiFDhdmKsT2aYsa6g14BUrpBh0dT6uHD4W1hcwkI0ig9LevpBh06xeux+cgFbtv9f/7aGmN6JGBCjXswWux4uUs8eifHeOw1tCoFLhjNMEQG4+iFcuZzyYjXI0Atx5zMJOa874+KO7kAQCYDt47pxc4G7ud+szSCarsuaRYRBHGvQQGQnzFV2REeKMPszGRU2ZwoN9sRElB9MqIQBDgEARN7N/UYl4YEqCCDAKfggkomR3YXg1cxc6XVAbVchk92nmFeL1CtgFqhwJz1B2q0iesxOzMJEICeSdEY1r6RV/F0iEZZHXCs2i8KZGYPSAYATGC068/OTMZ0hp1Hbn4J5qw/hIm9m2ESo5V/Wr8k7qlSoFqB++oEYBLDzywnMxkuAAu/yxO1wc/KTEZ0iIYZNM7snwQlgG/2nxfNmzkgGR/sOMV8nlJ1TMOX/4q12enMk5NQHxpAtdUIqu26N2s/BEEQtysUAPkZXbAW09ce9EoRVdic2H26FA0jArDmd45vl0GPXsnRTL+v6gAiESNW/CYae7ZDY0xbc4DRJl6MiasPoF/zGK9aHplMhnNGC3aeKMGa3wuYgcxPx0uwYR97bNKqA2jRIBzfHbko2ktCbBim1Ah+3POmrTmAGf2SMGfDUdG8Sb2bYspq9rzcYyVMr7Nt+SWYtGo/+rWIRcsGEciqEazMXHcQIzs0Zs6bvHo/xvZIwKlLVaLTL4VMJmkSyzs50Qer0SFejx85PmH6YHWtOrKuZl0WwZdP3nhWJ+4ieoIgiLsF+q+anzHbnfjrgw2xNPeESCiwX4tYzNt0lKtcLNUGP75nU6YacmSIBh/+fIo5Nm3NQbRoEIGvfy9g7mXq2kPM60n6i0m066fUD8fS3BPc+7M6XcyUVIv6YUzDVvdedp0uk3hmcfjHSrEZKgC88vD9nHsowcQ+zbB67znR6dfAVvUQqFZwC6h5JydhgWrMHdgc41bu8wpWOsTr8frA5qi0OWvVkSW1rpT2UKXVgWFpcVyrk0oftiwEQRB3GhQA+RkZgGW5J5hCga9/cwT/HdoWb2w6IlJmfmtQimTXltnuxNLtJ0Qpopn9k/DxyAdFaal0gw7vD2+HKV8fYO5l5rpDeLZDY6bGTm3b9R0uAW8NSsGy7SeY91dptTNSUnq0bliHG3T4WlPqmVVa+F1g50rNzBOnqV8fxOQ+zZgO81JF0AAQGx7A1AgCwHSRv9qOLBmAnskxGHplGrOc7xsHAEazHaM+2cNM5Y36ZA8+fiZVcj5BEMSdBgVAfkYAuKcnCbGh+CdHmRngC/cBbBuJ3PwSFJZbsbBGe7x7rMBokXSKf7lrPDMA0qqkW88jAtmnIPUjAjB7w2Hu/c3sn8RM1c1afwjD0+OYaaeYMC3mbazdM/Pl3cXix7xijO2RIOrWyzDokC1RBO25ZqA4rXWsqKLWHVnGKhvGMNrZgepTIF7wFKpVSabyqAaIIIi7DQqA/Ey5mZ9aSKkfzv1C2p5fAhfn4CXDoMdPHBuJII2CK/pnlBBlBAAn5/QkUC2XrB/Rh2iYCtJyuUxSedrGOTnalleM5zs2YT4bl8AXNdyeXwIIYKbHDhUYoeboKmUY9NjD8VYDgAqrAz2TYzCshgp2lc2Jksprbx+/no6s2raz17Z2iCAI4k6FAiA/E6jhn574Si1ZHE5mYDGpT1Nk/vsn5pwKiTSPL+HFYK2SedIRolVK1o8UlFqY7exlHDsLN2VmO7eWR61k23I4nPxnFqhWIFAjNntNN+gwuU8iTBYbs0NsxoBE9H4rl7uuRqlg1iSlGXSY1petuSTF9XRk1TZ4qm3tEEEQxJ0KBUB+JkCl4Ar3+UrJVNmczMDifJmFW5Qr1c2z50wZV9QvzaBDgErBPOkotzgl60fefLwF87Sme2KU5P2FB6iYzvRvDUpBoFrBvPcAiXTc8PQ4TF/D7h6bse4gZvRLwuuPtYDRbPfU5IQFqOBwupDSIJwrrijnxI3b80u4p2ZSXM9pzPUET7yaJAp+CIK4G6EAyM9o5DKM6hIPOSA6WdEFqSWUoHUoNFmYgUVOZhJ3nlIObrrqcIERM/olYsrXNTWCdMjuEg+lTMY86fjomVTJ+pHwQBXzJMdsc3L3kmHQYf/ZMq8gxz3vk52nMLF3M6TUD/fqZEupHw6NSnwy5KZ9Y51kStHucuHiJSuCNAo4XdUpv9OXqhCglCErLc7zPjdpBh2y0uJw3shW5Aak7TUAvvno1ZzGsOZebyqLVZNEEARxN0IBkJ9RQEB0qFZ0slJksiBQpcDMAUlMJegZA5IBjhJ0u8Y6PNhYh8lfi+cpFDJM7pOImesOisbG9mwKB1zMvUSHanGmtIp5DzuOl0jaQdQL1zLTTo+m1MPszGRMXCVWwZ4xIAkni6uwukZLvjvocLhczC63OZnJGNWl2qC0ZrCiUkin+CosDixmCCjO6J+EEe/vwpPtGjBPuBYOSuGuGR6o4gY5vsxHpU5jeHPnDWyOWQOSMIHxTGcNSKLghiAI4jIyQeC5HN27mEwmhIWFwWg0IjQ09KZe60xJJcbX+LJykxGvR9/mMThdavacnri/eA8XGDGlTyK+2H1WNHakwIQJvRNQVG71WEy4VaIVMjme/2gX5g1sfoVTvAJFJivGrtyHeQObMwUUM+L1eLBxHbyx6Q/RWKBagdUvpDF9u17qHI8zlyqZ2jsZ8Xr8/WEDSiodor3Ehmsxa724Q8y97uTezdBjwTbxmgYdJvZuit2nyzz6Qe5UXYv64ZK1PB8/k4rB/93J3Ge/FrH4x5f7RGMd4vXomRzDbIN/uGkkpvZNxPhV+0WBSs6jyRj31f5r7tYCqk9+WG3y7rl9W8R6iTa6/10cPW/Cm4+3oCCIIIi7lmv5/qYTID9TYXMygx+guttpWPtGGMMR7vt7d37a6ZWH70dufonnS7DKVv0l2PmBuiiusDGDHCnce2FRZXOioMzMrMkZvuJX7gnJtrxijOnxAEas+Fk0tuHlDMluLl7Uvi2/BAVGK9OZvqi8kG/2KtE5ty2vGJN6NxWlltwnLu6/1xyb1i+RGeT8mFeMUyVVtW5199XpNbR9I2aw5p5LARBBEAQFQH7H5KP1XKoTzCTRRVVTuVcmkwEATpVUSqarpNq9eWQYdPitRorrSqTugdeVVmGRVh6WGrfY2YFhoFqBVS+0x4x1h66pcw4ATGaHZEqKNSYVqJT5+NylWt19dXpJPW8yNSUIgqiGAiA/E+qj00uqNT1Iy+94CmV0UKUbdHi81X2oXycIEARRrcvUvs3Qb9F27prRoVpm6/nUfomS86TuIZhzDyEa6X+aIRLdbLzrVdmcKK20MU+qSittkgXLgRqFZIEwa+x4ceU179GNVLeWr04vqbVJ0JAgCKIaCoD8TIhaga4JddH0CjNUd7fTkQIjikzsDqN0g47rz5Ru0CFIJcfwtDiMu+wU7/b7en3TEbSoH4Z/9EjAeIUc5ebqwly704XvjhSidcMI9umQQQeNSoaZ/ZNgdbhgujxPo5TDBRdaNwjndqsZzXam99jKXWdgtTuZY0qFjNvNlWbQQa2UMzvLjhQYubYPGfF6RIVqUS/sTy8tmUyGemEBiAkPkLxeoFohaU5aUGaG0WyHyWxHWIAKoQHVLfSBagWGp8eJ9nmgwMg9ifPVreWr04t3/yRoSBAE8SdUBM3gVhZB/1FkguCSYcY6sTfXlL6J0CrkmLBa3NEzOzMZckHAeEaH2LT+iVDK5Ji4ej9zTbVchok1XNjdY0q5DFO/PuhVJ5Nh0GNOZhJcAjCBsebszGQoBGAcY59zMpMh+Jg3ljE2+uH7UWa2Y1nuCdFJ1TMZjXFfRCCmrBHfQ/Vzqb5ezXmzM5MBABNXscfOGy14q4ZNSJpBh1Fd4hEbHoAJjGLmuQObw+F0Yfwq8T3M8bHmfeEBGL9qP7OuKEbC8BSoDrh4bfIyAN//cRGRIRpP0FVosqDz/XUR7WNdgiCIO5lr+f6mAIjBrQyAjl4wiWpS3GQYdMhMqYewQPUVXVJKFJks+GrXWYx+5AFU2hxQ1jjJKauy4T8/HmeumW7QYVTXePyYVyw6lThcYMTUvonIzS/26qAqMlmQYdBjbI0v+SvXnJuZjEtmu2gvEQEqjJOYl93FgCffEXdefTIyFRa7C+eNZlE3V3K9cLy+8TDzxKla1bkZzpaaRZ1lYQFK/N9msQ/alfewLb8EkaGaK+7digyDDuNXH+DWTdXs1HM/zwYRAVj7+3l20XW8HosuF4fXVnjQfSJVc25BmRljv9zndd2rcZInCIK406EusDsIKe+qbfklGN+rqVfRqwzVfl5PtG0Ah+DCgXNGT4BQaXPigrG6G2vP6TKujURIgAqxYVqva8WGadG6QQQqbU6vDiqZTIZzRgvKbU7uPnPzS1Bhd+KNjUdEzu0z+idiz+ky7rzxvRLYIol2J97LPcG85kfPpHJNW3PzS1BTfFmG6gLwQLXS5z2IkAGVdie3mNndyfY1Q6+oe2IUt4Nv2+VOryaRwbXuymLVHRmrbNX6QPnizrOrcZInCIK4V6AAyM9UcOp4gOquJbVSgYXfHRalV6b1S4RLELB+/3lReuX+yGC8NSgFy7afEH0pLxqcArVCzpyX3dkApeJyDdFl/aAQrfJyvZF099C5UjPTuX3KmoNc5/ZAtQIapdibK82gQ4/E6FqbtlZaHUyRxGn9khCoVnCLnc+VmjF+lThgWTqsjeT1ikxWpvt8kYldi+PmZnRk1dYMlSAI4l5DuhWFuOkEqWvnXTVtzUFolGJn9+35JagTrMGy7eLTk+35JViWewK/HC9hji36Ph8ahQILv8tH34XbMejdn9FnYS4WfZcPXbAGgRJ75bHtcqrtWu5ve34JCjnF34DvDiqbw8V8ZtMvB2PXiq+uq9pyMzqyrsdJniAI4l6CToD8jFbCDFXKuyo3vwRmu5OZPrI7xQGAm235JRiWxg4CtueX4GypmRk8TPn6ICb1bsr0Assw6GqlH/SQxP0BqFUHVYZBj19OXuKm/57v1IR5zQwDXwOJ5Tz/5zz+vUuZy2Zc7siS6iyTGuNxPWaoBEEQ9xIUAPkZu9OF7M4GAAzvKomTjkC1Akq5nJk+GtCynmSqx+bkC+XxBPrctS4sHaDJfRMxYDFfB6heRADTs0zqJOdAgRFLh7XFwu/yRPc3qks8MlvWY/pdTeuXiNOXqvDf3ONMF3mNSs7cy4z+iei9kG2TUVRuxdS+iZi59iDTJ4w3b2nuCax7KR1TGJ5sU/smosrqwJiv2J1lMgBjJHzCeFyvGSpBEMS9AnWBMbiVXWBHLhihVMhR7OXbpUSl1Y7wADXT7woAsrsY8PvpUrb2TrweLeqHc09XvvzbQ3hsyQ7m2HtD23BtMpb8tTVUCplIs+dooQk7jl3innTMGZAEoNr2w60fFKxWoNLuRI/57Pt7pVs8dp28xNEW0iMnM4nZdaZRyjBv41E0Y+gqHSowYmKvZszOuRMXK7DjWDFGdGgCh1Pw7FOpkAFw4VKFHccuVoo60lIahGPRljzERYYwNYm6J0bjFMPL7VCBEa898gB6MbzJpPzFfPmEAdIt8r7a6wmCIO5kqAvsDiJIpUSB0YJF3+V7nRJkXNaRqXla4UYqfbQtrxh/68hO9bhF/Vj4ssKoHxGAOd8cFp0Avdw1Hr0SYzCJc9IhAEydnNmZyeiWEInNR4pE12rXqA7mb85j319+McptTszbeES05uS+zTA4tSGzADwrLQ5ORudcodGMBxvXQYv6EUztpNmZyVj+Ux6+OVAo2kuXhLqY0icRE1fvF6luzxyQhMeX7EBxhY15H690u5/5utvPizfmq5DZl5M8QRAEQQGQ33G4BJFQHlBdqzP3myOY3j8JUxmBhdpHIbBCLlZSdgcBFrsTGQadKJ0zvV8i5qw/zFwvw6DDvrNlzIJluUyGvs1j0LJBBLJqWEzsPnUJa38vYNYVTVq1HxN6NYXZ4bym9B8AlJvtzDWtdhe3ABwAJvduxuyASzPoRUGae82Jq/YjKy2OGQA1iw3D5NXseVNWH8CT7RpwA1ULp4Zrae6J6/bzkrLtIAiCICgA8jtVdr6+zvoDF/Bk2wbISovD2MuWFm5RP54Nhmddm5PpeTXqkz344m8PYVhaHMbUWHPRljxM6N0UFodTXCMzIAm9GekaQNq1/r2hbbiaPdvyS3DeZGXuM0Al3XEWwvFQk8n4ukrb80vgdAnM4Kjc4pDUCBrbM4E5liKRapQqOA9UK6AL0jBruN4alALlZfNaFlTITBAEcf1QAORnKq18A04AsLlczJqcnMwk0SmOm4x4PS4YzdwUWIBKIdLJSTPoMKVPM/ztg1148y8tMKFGjUxBmVnSLJR3YiF1kgHwndtT6odz03/pBh0CVWwvsLIq6dORkip2Osrk032efe++7o/H5D7NMI0jASADkN0lnjmPCpkJgiBuDBQA+ZnQAOmPICZMbNKZZtChTVwdRIVp4YK4e2xKn2a4VGllzsvuHA+VXOZllOq21yg2WTGmZ4KotibNoMO4ngnctvSluSe4HV2+NHt442NX7sOXf2uPSRwftPNlVUw16wgfaR9XTZnoy/Bc6d2EctznwzknUW6iQrXMdGNK/XBmkTNQfeI0uU8z5DyazPTzotQWQRDE9UMBkJ8JVCmQYdBz/aJOX6rE7AFJMNv/dGAPUMlx+LwJK3efY6aP3t6aj1Fd4tEnOcZrrMhkQWSoBnIAseFaCJBBLnNCKZchNlyLAKUCb/+Qj2n9EkWdUHmF5dy29KXD2uJMSRXz/opMVgnNHh0uVdqYJzmHC4xQy4CczGRR91i51QYBMmYtT0r9cO7JWLpBB0EQmNcrKbdJnjiFapWi+8iI1+M+Rov/lfd3+LwJLRpEYFiNz+hSJfskyk25xYEN+7x9xDLi9eh4f13JeQRBEMTVQW3wDG5lG/zvpy8hNFCNKavFDuyzByRBAN9J3eUSMJlRID2jfxJUMhnOmcxXtNYrUGl1oF5oAFwQMGG12Ek9Z0AynACzE2pOZrLIRd2z18ut7hNWHRDfQ2YS7E4Xpq45KNrn9P5JUMplmMBxUrc7Babj+6wByZix7iC+O3JRtJcuCXUxqXczTK7hdp9m0GFEehwa1gnElDUHGZ1s9yM6VMPUFpqdmQylAPxwTGwSm95ED5es2mGeNU+rkOMfjJb0Sb2b4hGOBAAAfPxMKgb/V2wS6zZRpVMggiAIMeQGf53cygDoxMUKFFdYkV9UgciaX64GvaST+sz+STheXCnS5ZFyPc8w6NEzOZqp6PzNy+mYtf4wc95Hz6TiKcYXspuNr2Rgz6lS73sotyI1LgJDl/6Kaf0SRe7sRy6Y8POxEmZQlZOZhA37z9dK52jdS2nYeLBQpL2jUsjw2wmOttDlIM7idMHhFFButiPErQMkE5Cz/ghTW6hBRAD+d/ACEq4Yc1/vcIERMwckI0itELWkWxwu/P3zvZyTIz1aN4qAwyUw041fv5iG+KgQ7mdBEARxr3LH6QAtXrwYb7zxBi5cuIAWLVpg4cKFaNeuHfO97777Lt5//30cOFD9Bd66dWvMmTPH6/2CIGDq1Kl49913UVZWhrS0NLz99tuIj2cXlvqb+VvYwco3L2dIdiZZnS5mMfPM/klcB/Zt+cUYkR7HTAPJZDKui7yUaSvgNhJl2GTE6/H0Qw2w50yZZ02zXYE9Z8rQpkEE3tj0B3O9yFAtv3vsctcZj5qF5bLLHVXJ9cLxf99ytIXyilFhc6KgzIzIUA2cAuB0CSgoM+M+XQBXW8jt+L6ZcRoFAK+Z7YgNDxCd2JRcrMCwtDgIENdwTerTDAVlZq6aNfl5EQRBXD9+D4A+++wzjB49GkuWLEFqairmz5+P7t274+jRo4iMjBS9f+vWrRg0aBDat28PrVaLefPm4ZFHHsHBgwdRr149AMDrr7+Ot956CytWrEBcXBwmT56M7t2749ChQ9BqtaI1/UmV3ckNOkw+XM8vlFm8aoDc8+asPyzpwB4TrsWeXHH7dWZKPSwanIL3csVf9P2ax0raa6gVcrw3tI3oNGramoOY3i8RU74+4LVmhkGHvs1joA9W48l2DUT3LmXXAUh3X4UFqlCvRoF0vTAtgn2YufJc5GcNSMa6388xn/XVOL6zPL2MZjtGfbIHw9PjRDVcdqcT/809ztUymtkvSfKaBEEQhG/8HgD961//wsiRI5GVlQUAWLJkCdavX4+lS5di3Lhxovd/9NFHXj//97//xcqVK7FlyxYMGTIEgiBg/vz5mDRpEvr37w8AeP/99xEVFYXVq1fjySefvPk3dQ1Y7E4sHtwK541mr9djw7QIC+R3GAWqFYgND8AexilBVlocV0dmeHocZq07xPxy/eXEJazfJxYt3J5fgpnrDmJyn2bMzqWuCXVxX50ATGLUFa0Y3g5z1h8SpXq25Zdg1vrDWDqsLeZtPMI8WZEijNN9lWbQQS2Xo2ZeVwAQwunkcmNzuphBzsx1BzGuV1NMW3PwmvcZolUh+5M9Ik+vib2bosrGlgDodH9dSS0jm6t2rfcEQRDEn/g1ALLZbNi1axfGjx/veU0ul6Nbt27YsYPtVVWTqqoq2O121KlTBwBw4sQJXLhwAd26dfO8JywsDKmpqdixYwczALJarbBa//xN3mQy1faWrhldoBo2h4vT0RTB7Wia3LsZZqw7yD0lGNuDLdwn5TAfGaJh1qQA1QHLxD7NmK31L3e7H1NWizVtcvNLMPXrg2jRIJyZItqWV4znOzVhBh2HC0ySju8hWiVzLyPS4+AUBObzbFk/HN2aRmLzYbH1Rka8HiEaFVOYMCstDg6Hi/ms95/lO9O7DV9rjv2YV4yep8u4pqUmHymuKh/aUQRBEIRvpEVaOPz4449wOMQ1IQ6HAz/++ONVr1NcXAyn04moKO/foqOionDhwoWrWmPs2LGIjY31BDzuedeyZk5ODsLCwjx/6tevf9X3cL0IABZ9n8/8cn3jf0cwc0C1H9iVpBt0SGkYzg1WtueXQKWQM+dJWUz4EvUzVtmR0iAC7w1tg38/1QrvDW2DlAYRKK6wSag9FyOlfjh3TblMhj2nSzFixW944aPdGL78V+w5XYq6IVrM6J/IvIfp/RMxfPmvzL3sP2fEjLXswHD2hsOY1Lsp0mqsmWbQ4cXOBhw+b2TOW7b9BAD2idqs9Ycxo18iMmqsmXG5C6ywzMycN3PdIczon4QO8Xqv1zvE61HPh2Ep7/SLIAiCuHpqdQLUuXNnnD9/XlSjYzQa0blzZzidt+Y31Llz5+LTTz/F1q1br6u2Z/z48Rg9erTnZ5PJdMuCICkrjO+OXMTfH7ZjTI8EjzJzSIAKDqcL5b6Ui60OTGXo+VwwWrhzfIkWqpRypNQP96rzSakfDpuPwEkqsOJZUwDAlD7NmDYge8+UoeV9YV5z3IXOqY3qcAud3ZYXLO2k4ct/xX+eas2sYxq7ch8gA3esrMqGF7sYPNYiIVolKqx2FJdbEByg5Pp9mW025DyaDJPFAZPZjrAAFUK0SgRrlNzToatVgmbVHV1N63xt5xEEQdxp1CoAEgTB84VzJSUlJQgKCrrqdfR6PRQKBQoLvU0mCwsLER0dLTn3zTffxNy5c7F582Y0b97c87p7XmFhIWJiYrzWbNmyJXMtjUYDjUZz1fu+kfhKZ5RbnXjynZ9Fr3/zcobkvBCtEtNq6N24NYJ4aaCicqukiKA+SI1//u+oaM1JvZtJ7oV3YpERr8eO4/xTLJcALNt+Qqyv0z8JKQ3CMWn1AZEDe2bLepLF2pWcuht9sBr36dh1TB898yDMNjuzQPrjkQ9CLgPeZGgLjeoSD71WzUyrLflrawSq1Rizch9T42n2gCSMZ2gLzRqQ5DMgKSgzY+zKfaK6o7kDmyNW4nSptvMIgiDuRK4pAHr00UcBVP+2PWzYMK+gwel0Yt++fWjfvv1Vr6dWq9G6dWts2bIFAwYMAAC4XC5s2bIF2dnZ3Hmvv/46Zs+ejU2bNqFNmzZeY3FxcYiOjsaWLVs8AY/JZMLOnTvx/PPPX/XebhW+rDCCNOzOpSC1QlKBeM+pUnZNzpqDmNAzAWa72IG9XVwEokI1bHuNvomYxkgt5eaXYM/p0lrV60zp0wz9F2/n3nul1cF0mHcIAqZ+zd7LtLUHuR1wAP95zhvYXBT8uNecue4gZg9IZo7tOnkJG2rUGwHVz08OoFdyDHtMJkPPpGiu+/xk0elXtV3J6xuPYHZmMjcIMlbZREEMUF13NG7lPizkiCjWdh5BEMSdyjUFQGFh1WkHQRAQEhKCgIA/fytUq9V48MEHMXLkyGvawOjRozF06FC0adMG7dq1w/z581FZWenpChsyZAjq1auHnJwcAMC8efMwZcoUfPzxx2jUqJGnric4OBjBwcGQyWR45ZVXMGvWLMTHx3va4GNjYz1B1u2EWiHnW2EY9NxuriqbA5P7JGLmOrbCcp+FfOf282lsB/b8okq8+tlebms2S3kZAGauP4x1L6Uz1Zdf6/4A/vPDMeb1LlVaJQ1WgzRKZiDTKzmGX6ydV4znOzZhzpN6ntGhWknNpSq7k5nKigoLkHS757nBS2kZ5V4+/WJpPGWlxaGk0sYNRoorbMxAFKgOZoor2HNrO48gCOJO5ZoCoGXLlgEAGjVqhNdee+2a0l08nnjiCVy8eBFTpkzBhQsX0LJlS2zcuNFTxHz69GnI5X/Wprz99tuw2Wx47LHHvNaZOnUqpk2bBgAYM2YMKisr8eyzz6KsrAzp6enYuHHjbacBBADFFVZkpTcCIIgMM7PSG6Hc6mCenhjNDrz48W7MG9hcVCOTf7FCMrDgObC/N7QNtzU7rYle0gz1Yjk7qBqx4ld8+uxDmL5GrAM0oGUs/+TosqM9i3If+khyuYxpQJqV3ghVdidzrNImXVNVbrEzU1npTfQSs6Trn6TGjGY7tzZqWt9E7jxfHWQ8EcXaziMIgrhTqVUN0JgxY3Clg8apU6ewatUqNGvWDI888sg1r5ednc1NeW3dutXr55MnT/pcTyaTYcaMGZgxY8Y17+VWE6xVYfTnv2PxU60w/nKhc2iACnanCy9+tBtvPpaMnMxkVF5hCBqkVuB8WRUCVArUDdFAIZdfNjWVo26IBsYqu2SwEqhSME8zDhQY0S0hEgmxoaKxiEAlFg1OwdIaIokZBh0WDU5BsJZ9WgMADpcLw9LiPEXC7nTOhK/24c3HWmL7sWKPhYZWpUCh0Yw0gx6vfbGXuc9gH3o+Vrv39dwFy2O+3IcPn0lFr+QYL3PSonIrQrTSnVVBaiUzIHmhk0FynlRhudQYL1W3Pb8EzsuO9qyC5VAf98G7z9rOIwiCuFOpVQDUv39/PProo/jb3/6GsrIytGvXDmq1GsXFxfjXv/51W9ba3K6EqhVYltUO09ccEJ1KfDC8HSCTYTzDLHT2gGR8OCIVk1bvF82blZmM5VltsWCL2Ll9eVZbBGuUzNOMl7vGo3+LWExeXfO0Ro8nWt+HZbknmIKGgAwz+rNPJdINOoSoFEz3+X8ObIHz5RaR51eGQY/4qBDMe6wFpjD2ktmyHrom1MUWRkquW0Jd1A1RY86Gw157zTDosHhwK+w/U8a07Pj02Qcl3eAvVliZwdhvpy5JnmIVlbOVojPi9VwV6QyDHmWVdm73mMXu5BYs5zyaXKsOMn2w+ro7zwiCIO4kahUA7d69G//3f/8HAPjyyy8RHR2NPXv2YOXKlZgyZQoFQNdIzeAHqA4szA4XZq0Xqzbn5pfgp2PFTLPQbfklmLT6AHoxCmy355egT/NYbOCoPctlMvRKimasWYySKruk1o/V6RIFEOkGHXIyk2EXIDJZdY8t3JLHvF6v5Bgs2FzAHJu29iDmDEiC1SHukpraN1Hk6O5+LpDJkG5gp6yyP96NL//2ECatPiBac1q/JFjsDmbQOCI9Dr2SYzBjzUFRIPpSFwOiQ7XM5zJ7QBIuGM3M9OZLXQyICGJ3j701KAV1AtXcguVpaw5iTmYyJqzaL3KgnzewObeOJyxQjbkDm2Mcw7leah5BEMSdSq0CoKqqKoSEVLtR/+9//8Ojjz4KuVyOBx98EKdOnbqhG7zbKbc7uYFFTaPMK6mtWWhkiKZW8ywSNUUAUG5hd2ydN1mwpEYRtPs045JEUBUZKr1PE6dD7GyZWXLemB4PcE9Wjl+sYmoufXfkArb9UcytyZk9IEmcVjNZYbW7UGV3MvdZaXVg2PLfmAXnPx2v7i5jXU8GYNaAJG7B8reHizC+V1MsHJQicqD3FcTEhgfUah5BEMSdSK0CIIPBgNWrVyMzMxObNm3Cq6++CgAoKiryaT9PeGMy84tvpYp9fak288Z9zeOZkAZyalI842oFswaoZ1I010m9Y3xd7nq+9llpZRdrN4uR/vdnsbm4Jysx4VrRiVuaQYdxPRMwZ8NR5nrb80tQUGZhptUy4vWY1Lspc5/pTfTcgvP3hrbB/M1sMcfc/BLJAncAMJntaFw3uFaBS1ggBTwEQdwb1CoAmjJlCgYPHoxXX30VXbp0wUMPPQSg+jQoJSXlhm7wbodX7AoAIRKWB75Um3njvubVDeYLQtZM11z5ulbJLqxWyGRYVqOdG6gOHF7sxA9yfO0zSM2+nlblO1DjnaxkdzEwx3w5vpdxAtVtecUiU1Y34RJGt76CP18BUJDG7x7HBEEQtz3X5AV2/PhxCIKAxx57DKdPn8Zvv/2GTZs2eca7du3qqQ0iro5AlULkTeVGBoi8sNwUmSzIiGfXs2TE61FoYlteFJmsIt8qN2kGHQLV7ADi6PlyvNTZwPTRyu4cD7kM2FvD0+v306WSabyfjpcgg1OTczX7ZHmI6YPV3OeSZtBBo2L/k68+Wamdy7pUsFbOOeFTKeTcz92X11eQRsmdm2bQQa2olcUfQRDEPcU1/ZcyPj4eFy9Wd95ER0dj7ty5np8BoF27dkhIYLuQE2xUchle6hzPDCwUCmAWxww1zaDHzP6JzHnT+iYiJiyAOda6UTiy0uOYY1lpcTDbncyxpPtCoZDL0Ds5xsuAtHdyDOSy6tQZq/D4UqWNe+9Lc09g8mWH+ZrXa9kgDNld2M/lpc7x+I1TI7Ng8x+Y0Y/9XLI7x+PsJba2EFCtj8Riz5kyyWBzz5ky7pq81GFJhRVZaezPIUSrlAz+ZAB3blZaHIxm/jMnCIIgqrmms/IrtX8AYMOGDR6FZqJ2uFwCYsK06JMc41UMW2SyQCtXQAFgdmYyqmxOT2FuoFoBJQC7IOClLgaMu0Jfp9Jqh93lwosf72YW2BaUWpD98R7m2KhP9mDl8+2Ze1EpqzWG8osqvPYvA1AnWI0ijsmqVDqnyuaEIBPQu8b1Ck0WqJVy1AlWM/cSFarB8BW/MtfccuQixvZ0MefFhmsx8O2fuPvhneQszT2B9S+lYxJD6Xpm/yTMWHeQOS/NoEPA5RO+mvOCA1QYtvxX5ucwfPmv+PiZBzF9ndhfLCstDpABoz7hf4Zrs9O590gQBEFUQ8UCfqbK6cKlcitSG+tgdbg8QU6cPghnS6sgAxAUoIJSIYeA6s4wo9kOjUqG82VWvLftuEhDZ+aARKQ0CGcW2OZkJqE1ZyzdoEOhyYLIUK3H9TxYW32C8b+DF7D7ZCkSYsMQGfqnovY5owWbNxzGkIcaMd3SD583cq0+0gw6uJwCCowWRF2xZoHRgl0nS7H7dClGZDSGwyl4nksDXSDOlpqhC1Lj02dbQckQjyyrsiOxXphnLCRAhbohGlgdDrS8L5wp9HjkvIlb65PSIBw2p4updF1cYcbznQywOwWvzqyMeD1e7hoPhQwY2yNBtM/icgtacT6HDIMOv58pZV7vk52nMHNAMtKaeJ/+uM2J05rooA9Wk6s7QRCED2RCzWMdCRQKBS5cuIC6dau7d0JCQrBv3z7ExbH9ju5UTCYTwsLCYDQab3pX29ELJlyqtGHR9/mi3/azOxsQrFFg06Ei0Rd2r6RozN5wmFlf0y0hEtld4/HGpiOiNZ/NaIyGuiBMWi3W0JmdmYx53xzGhgOFojU/eiYVT/13J/c+Nr6cgZk1OqjSL5uoquQy5ulJVlocYsO0ovtIM+jwfIcmuK9OICauZolAJsEFMJ3bZw5Igs3hxIx14jVf7RaP0AA1ptcwdXXvUyYTMG2NuAssKy0O9esEYObaQ6Jn9vplnaPtx4oRdVnN2n3i1L6JHgoIGMvY57T+iVDK5NzPQQaI9IzcYw11QThdUskUyMzJTIZCISdXd4Ig7kmu5fv7mgIguVyOnj17elzg165diy5duog8wb766qtabPv24VYGQMcvVohMRN10SaiLKX2aYfLqmirRekzs0xQ95m/jrvvJyFRsP1biCZzcJwiHC4yY3jcRDkGA2f7niVOASg6b04nTlyyiri133c2T7/7Mvd57Q9tgxIrfRK+7A5Yvdp8T7eVIgRHdE2NwqrRKNNYhXo8FW/KYz+XTZx/Ewu/YY+kGHeZkJuPzXWdFQWPvpGjM4gSN7tqpr38vEO3lUIER/3jkAaw/cEE01ic5RhT4XbmXib2boucCsTFthkGHzJR6CAtUe522FZmsMFbZsWF/ARJiw5if38wByUwhRADIeTQZG/adZ564dYjXk6s7QRB3Ndfy/X1NKbChQ4d6/fzXv/712ndHeGG2O7ldUs3vCxcFP0C1GvK5Un4xL1CdEmHp3WSlxaHS7sSMdeKTjun9kjBu5T482a6BKPVSZXdK+ovxqHZSd2Fvjb24T13UchlW/35OtM/eyTHc5xKkEbeyX3m9SpuTee+9kvhrbs8vgVMQ8HuNeRkGHbK7xOP7P4q83u9OObnA73LLzS+BALb7vNspnhU0vje0DTYfuYjNDKsPAHjNbOcKIVYLXZKrO0EQhC9q5QZP3DiqrHxNl3SDniuIB0AyILHaXRieFucpkHbX5IxduQ/zBjZndlBNX3sQT7ZrwKxLefXheCwd1hYLvxP7iy0d2hY7T7KDAKDaSZylhjz3m8MY1yPBq5A7RKtEhdUu6T5eYfEtBMi6v/Mcd/kr5/UUKTpXF10nxoThnW3HRffOa+P33HstxCx96QBJPZvrmUsQBHEvQUXQfiZEq+QGMg4XPzt5oMCIpUPbYuH3bMNTrUqB1zceERmCvv5Yc8h5pxJ5xXi+YxNmABQbFoDFjLST20OsdcMIiXtUIaV+uFeBdEr9cHz6y2m4ACz6Ll+0zwm9m3HXcxdmc6/nQ0eHR5BaiQkcReeeHG+1SRL7BIDQABWzOHzsyn3crjNfYo5Szuy+BCTJ1Z0gCKIaCoD8TJBawT1Z6ZMcw50nCMDi79kBidvwlOfc/kxGHNcPS6uS49NnH0SQRnHFiYwDEUEq/OPLfcy9bMsrxoudmjDXPFxghPZyaztQfUJhtjtRZLLg45EPotBoYe6z3GJH14S6aHpFHYx7TbPNIenc7uDYeew5U8btSHM7vvPuLyuNXehvZ5jAXrlmsFqBpTVqqtINOnz67EPYd6aUuWagWo5eSVEY2Lq+KHBauesMQrVKrnN7UbmVXN0JgiCuAgqA/IwLAvdk5dB5IzLi9cx6j3aN6nDTY5KGp/nFGN+rKbNGZtHgaqfxiV+Lu5am90tCoFrBtGEIVCtQN0QrWjPdoMOszGTA5cL6/edFNUeN9EGoH8HuSjpywYjJfRIxcfV+0ZqPt74PswckYyKjg2pWZjKe5nSrLc09gXUvpWPK12zH9/Nl/BSZUsE+NXvxo934YEQqt5tr4fd5TCPYnA2HMK1vItMpXh+ixpgeTZkdcLMGJMPhcHGd2zvfXxcd769Lru4EQRA+uKYusHuFW90Gn/nvn5gpsNSGdRCgkSOvsBKRoRrPWKHRgiaRQRi27FfmvMTYUDz/4W7uNXkdWxkGHXolx3CNPVvUZ+vWZHcx4PfTpcygK92gw+Q+zbB233nRPg8VGDGpdzN8teecaOzxVveJApwr15ydmQSj2eGl9eNwuvDziWL8crwUCTFsrZ92cRFoUjdE1Hk1duU+rBjeDt9c0el15cnYF397EN8cKGSOrchqA41KKdqLViXjdtVlpcWhXpgWBUbLFXtRoshkQZO6waKA6sp7n5OZjAa6II/WD8u5XWpMCtIPIgjiTuamdYERN54KiwOLBqdgae4JUffRYyn1IMiABZvzarTB6zCpbzO8NSiF6bLeIzFa8pruDqaauDuTmGN5xfgbpz7oocY65uuAuxMKoi6wDIMOWelxsDrYHVu9k2OYAYB7zSqbC/0WbReN9U6KwsReTTHp6wOik6Np/ZLw3ZELzOAPACqtDuZelg1rgwCVkjm2dFhb/HrqEqpsLk9wVGlzYvfpUvRJjuEawQLA5N7NROmxNIMOk3o3k7z3ysuncFLO7bVxdS8oM5N+EEEQ9wzkmuhn6gSpsSz3BLMOZseJS5jCbIMvQWmljfvlWmG1c01U0w06kaXJlUh1ESnkMqb/lMqH+ea5UjPz/pblnoRcJkNKgwiPv9jSYW2R0iACJonuKaC6m6mmX1aGQYfXeiSIRBeB6sBh6poD6Hh/JHfNYK2K+TyPX6zCVMaa2/NL8N9tx5HWpC7TmFWjlGPP6TLmtbZfDgxZa1Za2QaqbnyN1wZjlY2pLfRjXjHGrdwHYxX5ixEEcXdBJ0B+xuZ0cet1pGp5qmwurv6MxebCsLQ40RdsmkGHYWlxUHBOgADpLqIqm5Npz8BzkPfFtvxiCABiw7Rer8eGaX06oodoVaKW9UKTBVVWvq7S9vwSOFwCt1hbo5Azx6LCtNzPISEmFG/WUNx2X2vK1wcxPD2OezrGC2SCNNL/t/Q1XhuKK2xcbaHr1Q+itBpBELcjFAD5mXKLg9sGb+N0MwF853IAqLI78doXv3PNMhcOSmHOy4jXo8jENjXNMOhQVmVjtrPLZYLI8PPKeVJu6RUWB7NAun0Tvc/uKlbL+mfPPsi9FgCYGSKJ7uJil+BiprnSm/C1flo1iOAGONvyi5GVzreJCeAEjrLL1+UpVvPD16uDFZBUWH2fuNUGSqsRBHG7QgGQnwnWKrm1PN0To7jzpE5qNEo5qmxO7hdzvYgApkN5dmcDokO1zM6k6f2ToJDJMIHTmfRcRhMA4hOnyX0TMWCxuFbHjc0hPsnanl+CWesO4bXuCRAg9jMbdlnNmoVCLh0esK6Xm1+Ciav3Y1LvpsyOLQH8lKHSx/W0nM8pI16PABV7TBAET9s9q3haaj++4AUkM/rzu/yA2ukH+UqrkS0HQRD+hAKgWwjrN2+NQo7lnFqeA2f5TupFJgt6J0XhUYZWjNFcXR/DStu4TxCuVIl2dx+9+PFuLM9qi6y0OIz1jFV3SRWUmfH2D8eYwcOk1fsxqms8Mz32+5kytG4QztxLhkGPn46zU0ubjxThrw82ZK456pM9eH94W6zJThO5rP964hJXOiAjXo89Z0qZwoTT1hyERqlgFms/3CwKj6bEonfzWNE8XZD0F3hEkJoZbL7QyQAVZPh2dAc4nAJMl+9BqZBBIQM+3nmKee8f7zyFyZfFF681tSQVkEz5+gAm92mG8V/tF82rrX7QzUyrEQRBXC8UAN0ieL95j+/VlNvxM3P9YawflY7Jq8W6NWlNdHiwiY7piD5rQDKa1w/DtK8PiuZN6ZsIlyAwu4/mDmyOKpuT2SX1zcsZkp5XE3s3Y6aPMlNioQtWizyz0gw6TOrTFJn//on7zKrs7FOsQLUCumAN596T8HDTKExg6PLM7J8Eu8uFaWvEbvDvj2iHKTWeM3BZPHLjUczJTMI4hvv65D7NfKarWIFMzoZDeGtQK0xjaC7NzkzGC50M+L/Nf4ie50td4qGUy2qVWvIVkEzs3VQkong9+kEmH2kzsuUgCMKfUAB0C5D6zXuUlV8DtDT3BEorbZjYuykEyDwaMzIIcArgdjtNWr0fox+Ox5geCZhQ44Tk7e/z8FSNkxX39T7eeQrjeiYwC4ErfXxZVVrtTO+xTQcvYPfJMmYQcKnSxk25AEA4pxB6cu+mmL3uEPMeZq07hF7JMV6nWO697D5dig37CpjzCo0WSfHIS1V25ryyKptkuqpmwY5bguBfT7YUCR26P7+Jq/YjJzMZfZJjvJ5ZkckChQxwugRMWH3tqSVfAYnZ5sTCQSm10g9iEeojbUa2HARB+BMKgG4BUr95S9UAvTUoBYEaJdZdISJYYXVgz5kySbf03afLEBGoEQVI7hMguQzM05pn0htDJZcz00ADU+pJKkHrgjT4v815oiBgRHocHmkWjV9OXPK8LpPJEBumRUSgmp+uMuhxX0QAsx6pVaMI1A3VMp/ZM+mNcV9EAKatPSjay9S+iYgIVOO/uWJT077NYyRrYKwOdoF0t6ZReH8HO121ctcZjO3BVt0emFKP2yKfm1+CCpsT54wWRIb+2SF3zmjBzPWHsfL59rVKLV1NQFIb/SAe+mA12XIQBHHbQgHQLUDqN2+NQs7V85EBmNk/iZkG6hCv554cKeUyTOGcDs1cexC9GMHT9vwS9E6OwdLc48w00JQ1BzG5d1OmSvTk3k2Z13P/nJOZjG/2nxeJObZtVAez+icxLS2m9ktEpc3mdYrlVlgWXOA+M/c9sMZmrjvENTWdte6wZMt6gFrOub8jHluOmkHO2B4JmMw45bmaFvlyi507VuHj1JCXWrrVAUlYoJpr2UG2HARB+BsKgG4BUr95Wxwu7DldxjUntXCECYM1/JOjcT0TuD5hUmrPUaF8vZttl2tEWCcyKQ0imIERUP1lf7bUzBRznLH2IPq1iEXLBhHIqnF6MnfDYUzo1RSz1h8Q1w71bsY9/fJ1D8PaN2KP5Rfj+U5spes0gw4Q2N1e2/NLYLY7mem/S5U2ybTasDT2XgDp9FCIVslVD180OAWhnNShPwKS2PCAG5pWIwiCuFFQAHQLkPrN22xzSKbAqqwOZnDkdAncU5AiE9vV3A1P7VlKBRqo1ixi1SP5qi0p46g6b8svwTMdGuOBmFCvbq66IRp8veccyq0OjtI1XwnZ1z1IjasUco48QDxKOE7xQLWg4bLt3mreGZcLlqXg6VFmGPQI4mgEpRl01aeGHPVwyGR48/EWKDRZUFppg8niQGiAEhGBakSFahEbHoCcR5Nhsjg8nWehWiVibqImz41MqxEEQdwoKAC6BUj95h0RqMY/v/2Dmz6a1T+JqZSskMu4pyC+4GkISWkLAdUnD7PXHfJOZcXrMbF301pdDwCC1ErM23hEVKv0/oh2KK20MNvEHU6+Do6ve5AaD1Ar0LtG4XGhyQKL3SkpPhigUjCDkb93T5DcS2w4u8Zpar9mcLnE4pLuwmqLg68evi2vGGVVNsxYd0j0TOdmJsMJYAKjm212ZjIa6oIk91tbSAmaIIjbEQqAbhG8VMB5k4WbAvv0l9MQAGzYf150uhAfFcK91p4zZVz9oAyDDkXl7NOMIpOFqx+UflkJWpTKyitmfln/eT29pBI0T5hw8uoDyMlMZrae52Qmc1Wii0wWycJqntJ1ukGHonILCowWRF1ReFxgtGDW+sNc9ew0g46r2K2QySRb5F0ugZn+m7PhMCb1asbVAXqhk4F5PTcms/jkLDe/BGeNZiz8Lp/befb6Yy1uuDozKUETBHG7QgHQLYSVCsgvquCmwJYNa4epX7O1acb15PtvLc09gfUvpWPy12L9oMl9E6GSi7+Y0ww6tImrg6gwLVOzZ1haHCw29hf9mVIztxX8te4PYOGWP5jzpIQQc/NLcKbUzPyyPldm5nqdRYcFYEb/RJGJbIZBhyl9m+FsqZl578PS4qCSe58Oya7IUUWGargnMsYqdorPZJFukT9bZuYWOv/9EbFlh3tebb3CgjRKSS0no9l+Q4MSUoImCOJ2hgIgPxMRpMa/NrNTYE6XwE112Jwu7ulCSoNwVFgdTEXnwe/+jMWDWzFPF45frMSrn+3leoi9+XgL5l6Uchle+mQPc96IFb/i42cehLnGSc/VCCHyaocuVdm5Xmf/+PJ3fP7cQ0yjVAD4x5e/48l2DZj3tyKrHTPoeG9oG9gdTqZ69le7zyKubjBznxGBGoxc8hP3eb4/vB333qusbOPZT3aewpgeCRInfHrw3DkqLHzNJeDGCxOSEjRBELczfg+AFi9ejDfeeAMXLlxAixYtsHDhQrRrx/5iOHjwIKZMmYJdu3bh1KlT+L//+z+88sorXu+ZNm0apk+f7vXaAw88gCNHjtysW7gurIwUkBspw1NjlV3ydKGkwsZUdAaAQI2CefLw3tA2kh5ivPqZPWfK0Loh2xQ0I16Pbw6eZ36Zny+zSAohStUq8faZ3cWAqV8fYFtvxOvxZLsG3PsLVCuYgagcMszOTMI/v2X7oL2xkf1vS62UIaVBOLezTC1RjxSsVXJPgDQKOV7o3AQuCGKLjc4GqJTsCChYyz81BG68MCEpQRMEcTvj1wDos88+w+jRo7FkyRKkpqZi/vz56N69O44ePYrIyEjR+6uqqtC4cWM8/vjjePXVV7nrJiYmYvPmzZ6flUq/x3lcpDqaAjX8L6zfTpfiSIGJGVh8uvM0ujYVPz+g+kvbbGN3ll2qsEr6aBVy6mcOFRgx87KeT80v5Bn9EjFz/SF8d+SiaF5OZjK35kiqdkiqxumhxjq+O3teMf7Wkd3qnm7QcZ/3tvxinOWk4yavPoAJvRJQZrGL7r3MR5B6qcLGvF6GQQ+NQs71QfvqhfYYseI37onbyufbM9ettDq4tVPpBh3COO3ztYWUoAmCuJ3xa2Twr3/9CyNHjkRWVhYAYMmSJVi/fj2WLl2KcePGid7ftm1btG3bFgCY426USiWio6NvzqZvMCFa6Y+Al+Y6UmDCqG7xOHDO6HnNrbCc2qgOGtQJZHYYzR6QDJtTrGqcbtChX4tYtGoUgSlfi1WUZ/ZPQqGJXT8zMqMJBEFgfmF/c/A8nu3QRHTSlWbQoV3jCESFaZg1R9W1Q2wtoyMFJvy9+wPMExAFr7f8MgpO/dOwy91VPPit/MU4b7Iy710mA0ZxUoOjPtmDlc+3FwWAGQYdsrsYYHHwT+JMZrvkSV25xc787CNDtJidmYyJq8TCk7Mzk294UTIpQRMEcTvjtwDIZrNh165dGD9+vOc1uVyObt26YceOHde1dl5eHmJjY6HVavHQQw8hJycHDRo04L7farXCav2zM8pkMl3X9a8FNUN7xs2R8yaPlkzNL+yxvRJwrtTM7BDLSo+D0WzFxN7NIABXaPYAVocT02u0SAPVpxnT1x7EmO4JGNsjQeSyfr6sCpFhWqY/VWSoBgK8W9PdBcRLc0+ix3MxeKmLwUsosMJqh0omw4c/s20k3vnhGLK7xsPscIru/aWu8Vix/QRTfFAmEyRVktVKOXPe2JX7sHhwK64gpVT7vL1GF5j73n8+XiKZGlTIgF7JsV61SkUmKxRyoIpzSneowOjz5CRQrcTUfoki+YC/fbAL/3m6NV5/rAWMZrunGzEsQOUJfqRa1q+1nf1qhBepRZ4gCH/htwCouLgYTqcTUVFRXq9HRUVdV71Oamoqli9fjgceeADnz5/H9OnTkZGRgQMHDiAkhN06npOTI6obulVImWnWDdGiTpCaqU0jB/DuNrHlw7b8ErhQrR805WtxJ9QECRXl7fklUPeWY9Z6sYbMzP5JcIKtv+MSBLgEgVmz8sZjLSCTAYu/yxftZeaAJEztkyiykXCfSIxc8RseSYoWBUfZH+/GByNSRSm3dIMOczKTsWxYW7z1XR6zmFkfpMY//3dU9KznDmyOsEAV8x6WDmuLnSfYzyxQrUCcLgjv7zgpmjciPQ69k2IwmfE5PNehMbRKhShwBATogzWwC+xTupkDkiCXQTqVpVViW34xokK1sDpcqLQ5UWg0Y9FTrVBptSOubjDztIfXsj5vYHMIQK3a2aWUoKlFniAIf3L7FsfUkp49e3r+3rx5c6SmpqJhw4b4/PPPMWLECOac8ePHY/To0Z6fTSYT6tevf9P3ClT/tv7X935hpkle/Hg33hvahqlNU2F1SgYyJouDaT9xqZJdd+Km3MJ2PZ+94TC6JERiAsPyIs2gw2RGYLU9vwR9LntzsfYy+euD6Ns8hqmFM2PtQcwYkIQn3/lZdL2czCSmx1Zufgm2HyvBhn0F7GJmmQz9mrN90GQAJvZuyp/XIpb5vCb3aYaZ6w5y15ydmYQWDSK8Tnn2nCmD0yVgPOMegOogZka/JG7N0dzMZMzJTMYERiprTmYyzpssWL//vCjIa6QPQn1OYCHVsr71j4vYsO+8qObqatvZWfIP1CJPEIS/8VsApNfroVAoUFhY6PV6YWHhDa3fCQ8Px/3334/8fHa9BABoNBpoNJobds1rQa2UczuFMuL1CNKwu4E63V9Xcl1eB44vq4hQLfsUJCstDkpOfc32/BLO2RAQeRXeXGNW7meOv9Y9gVmv0/y+cK73WGSIplZeYLn5JSjkWIhsyyvGxF5NmfU6ze8Lw/iv2PvPzS9Blc3F/Gw3jMqQ1OSxcsQV3U7xEQEqrxSn2//LBQELtuRJKouzkGpZr36mN7adnVrkCYLwN34LgNRqNVq3bo0tW7ZgwIABAACXy4UtW7YgOzv7hl2noqICx44dw9NPP33D1ryRmMw2TO2biBlrD4p+m5/RPxGPL9nB1K3xJYYXHsiuE9l9ulRSJXrP6VLul+eY7gncGhleN5uvgMvmdHHXLLfYvWqHgrVKVFrtqJKQB7geLzCplvwys515kuPrRK3C4mAGcb5awKXGTRYHysx2LPwuT7Qu6yTOzfb8Eu6zk2pZ9+0Rd+3t7NQiTxCEv/FrCmz06NEYOnQo2rRpg3bt2mH+/PmorKz0dIUNGTIE9erVQ05ODoDqwulDhw55/n7u3Dns3bsXwcHBMBiq7QFee+019O3bFw0bNkRBQQGmTp0KhUKBQYMG+ecmfRAWoMabm454iRZ6CnoFoOV94V7vdxfYygB0SaiLZrFhzEJZl0vg2mt8/txDmPy12GV9ct9EDFi8nbnP7fkl0PaRM33JFg9uhWCNnHm9QJW09sx9EQH48OdTTCPY0AAV9pwqReTlWhazvbqWJaVhBHc9X15gWpWiVoXOoVoV8ySn+0tpktcL1iqZRd6+CpmlxkMDlJjJKGTfflklW4oqKzsAkmpZ9+0Rd+3t7NQiTxCEv/FrAPTEE0/g4sWLmDJlCi5cuICWLVti48aNnsLo06dPQ36FPUFBQQFSUv70ZHrzzTfx5ptvomPHjti6dSsA4OzZsxg0aBBKSkpQt25dpKen4+eff0bdutIpo1sBy6Hb5nJhYJv6WJordhOf2jcRU/o0ExUJZxj0GJASg8l9mmHS6gPMQllBAPbWSGVlGHRYPLgVLlVamF/KBaVm7ilIoFoBGWTM2pJRXQwIUKnwu+h6evROjkbvpCjERYaIgo4j5004cNbIrZ/JyUzGekaX24ONdbXzAovXIyZUwy50HtoGZy6xg4c0gw5KRbVQZGSoxitIFQS+VEGaQSdSZXYHsFqVXLKQOVDFDigPFxihUchrbYTL0/rRB6vRJzkama3uE92j0Wz/f/a+PL6pKn3/udmT7iQUWjYLqXRJgLJLWxFEWVpKKzoj+h1ZdRwFdVxA9kLL4joq6DAquMy4/UZHdpxR0JEiLgjKVpRCtayFhrZps+cmvz/S1Lb3PSdQoOCY5/OZz/drD+fcc869yX3znud9npDl7BdazRUukQ8jjDCuNAS/38+21v6Nwmq1IiYmBrW1tYiOjr4kY1ZYbJhNGHsuyE1DUQuH9SCykw3I65WAxwiOzKePDJV4fTX2M+oxxpxA8mSykw1Ylm/C4wSBdl5uGkY9t52c//ThRnxfUU3Oc2mBCVv2nWKuYUm+iVx7cb4Zf1j9FcZldCIzMq9NGoDfEyTo9+4ZhDqXiNd2lEuCsWlZ3XGNQUd6gRUXmFG04QA+IUQZs5MNWDwuHfPWSjNjU7OS0E0fgQUtsmYBXSUTyi12SUVekDfVJU5LOrMvLTDDLfpRuF7q17ZonAlKmYC5H+4j11Brd+H2V74mS/2VcgG7fqpmBoArOeTiny02plO8Si7DLEY5OwDMbEU118kaB7NEPiFcBRZGGGG0Ahfy/g4HQAQudQBUaXXi4f/3Hfmr/aOHsplBBwC8f+91uHWVVBdpy4PZGP08u9/qif2ZVhgfPZSNCKUc9W6xUSMoUiWHwyviyS0/ICUxWvJizTbq8fuXv7rgawHAuvsz8XFppWTM8jP1uHtoDzz170Nk8KBRyvB/r34tGe/vUwfij3//tlkAEMxirSkpxz+mDkS13dOYyQj6oEWpFfgdEVAFseXBbGzad0oyplIuYFf5OTLAyzLq8cCNyfj8cJWk36FTVjx687UY9XyJpF92gxdatd2DCLWicZ42lxftdCp2UGw0YGmBCT+cqScDwECwpkPhugOEwGIyUjpGkQEQ7xnNMurxzO/6QKOQScrZAWD6O3vIgOv6ZEPIaq5g5qhliXwYYYQRRmtwIe/v/7ky+KsR1TY388iizsG2wgAAkcHlsTKUiYPgEVfrnF74/X74ITRWb9W7vYhSyDE7JwVfHz3X7N93itGgfZQGOpWcPCI7H6Izdez02MgUrNxKG8ECQNE4E3nsZIhUcZWQtSoFbvmrNGjkmY8CAVsSasy3pw3CXz6mValLyiyYm5OG7ytqJMd/M24MiFiyOEdnrG7E6JSQy2SQCSIUMhl0KgXq3SK7kq2sCl6fXxL8AL8cHd6d3R2TMpMws4Vx6/1v78Z791xHBhi8Z7SkzIJqmxspCdGSvkfO1F9UNRdVIh9GGGGE0RYIB0BtAKuzdX5fAAJEYCJ4yDEncPvxiKtRGgV2/1wtEcrLNhpwtsaJjQTPJ6l9JP44tDsZCIQiyXoIw9eAyegP6J8UhxSCyP3u1xUQBGBNixd98OhseEp70l8s06gHywwjLoJPrI1UK8iKLTnLXr0BdU4P7h/eAzNH92ymdN0uUglFgz1JUyTGaPDy//VDp3ZayZFbllGPh0Zcy72e3cPWgCops2DW6BQs3yLNqi0f3wsOt4fkovE86QD2Mxyu5gojjDB+rQgHQG2AaI7fl0YhZ5Jos416fMcoS69zetjl7MkGnKmjNW2ykw0AcerpB+D2+bHi0zJmRmbumFQyAKrkEY+NBnxxlH5Zf1tRjflj07BowwFJgPfqxAFYwrDsmLd2HxaOTSf9xSZnJhHqygH4fOBIABggE0CSwxVyfgAUrVWieONBCVl7Tk4qLA4vSRxflGciK7lKyiz40w38jJqNUckVxBmri7yHaoUMC3LTJUddQaVvVoYPYD/D4WquMMII49eKcADUBoiLUDErflRyATOG0X5fC/PSkbeSLkv/5qdzmD7cCMAv4XrMGJ4MQ6SKFO4rHmdCVb1TkiURGv73w+k65pGNgADhOZg50ijlOF3rQOdYHRbnpWMeWVqfxiytn5KVhCe3lJLK0yu3Hoa5SyyZHVpTUg6310cGK29/9TPm56SR11MpBNw3rAdponrfMCNU8uaZrGDFlkrODlIzjXr4ff5matbBee4/YcW6706QwciiDQeQfW0g29PSd+3L8ipmQBlwbed/bAVBIO+hQiYwFbQXrD+A+TmpJHE+y6hvFFpsCUOkCjelxqNngpQ39sMpa7iaK4wwwrhqEQ6A2gAdotku3KLPD6UcpOBfndPD/EXeq1Ms7G4Ro80JzcT5Kq1O2FxexEUoMKZF2xmrE3IB8Ih+5jHXG5MHYOmWQ5KMzMo7MqBSyknz1enDk+H1+0ijVD/8zDX07xqHPl1i8dqOcsn1pmV1R6c4LZkdemFCBhweLzo1OVoSBAGdYjQYmmyA6Pdh2S1mxEepG1/IlVYnAAFT39hF2o5MfeMbfPCnIeRxlcvrxbSs7sgxJ0iCv06xWsjlMlJyIK93IhauP0Cu/acqG4rGmUg/s6J8E25K6UgGlJMyk6BSyLil/u0j1eQ6enWOxXOf0Fym7YerMDcnlXSRLy4ww+Whj8BidCrMz03D7A+lfm5LC8xhw9MwwgjjqkU4AGoD1NrdePKj5mKHwcokpygiSqtC0QZp1c5izrGEIUotMS0NIqgIfKLWifgGDzFBEHCi1ok6tzfkMRfN1wHGmBMkWazAnAUsHpeO+GhNM8IyAPhEPzN70i5ShSc+OkReL6fBQ4xn6fD8vsOkwaoMwOa9JyVtyfGRXPK0zeUlA7zruptQ77KTbY+NSsGTW0rJfSnacBBTspLI6714Z19J8AP84ve1rMBMZrgeeGcP3po6EAvHpqFwvVQ9vHicCWfqaC+wHu0jyXUHcbLGSfqyFW04gHmMrFqt3Y25LXhMwXXMW7sfy28xo6LagQi1HE6PD0q5iNK6OlzTToeOsdpwcBRGGGFcMYQDoDZAVb0bm/adxqZ9pyVtnz4yVPJLHwi8QBes2888lgBABhWNfxdAkqdvyeiEPRU1zH6ij+bPbC+zYFKDa31LfFtRDUBKWM5s4JZMy+oumW9AXJAt6NeB4yG2o8wCO1Eptb3hpTt9uJFsuzcEt8bt9ZGBzJfl57B570k6+Pv3D+jdJZbUFtpeVoVJmdeQ1+KtPej3xaxyUyuwdHMpGax8/dM55rHb/TcYWUsHEOD5sK756Eh673ieXrt+robT65NYdmQZ9SjMM+HEOTse/3Bf2A0+jDDCuCLgl++EcUnAq5RxEhVSQWwvsyCjWxyyjYZmf882GlDPqSwDgBPVDvIluHD9AUzJogMZAHB42EECq9x9SlaSRCSw6fXO1gWUp1dP7I+X7uyL1RP7I6NrHGo4PlqhSutZVUslZRamT9rOo5YACZxAdjKbrB3KYDWjSyx3rhTqQsgYsKqnMo16KGUybDt0Fiu3lWHqG7tw31u7MfWNXVi5rQztIlQk1wwAvjhqkTxLTcdVcar5WPOpdbDv4ZSsJCwknouSMgsWrd+Pzw+fZbrB19r5HmthhBFGGBeLcAaoDcCrlAlVJlzv9GK0uSMmZV7TjFsTyaks44HniA4AEZyyfFa5e0YX2s0+eL2Zo3pi3fcnJdmoUekdL/haQWhV7HnWO2nO0ZqScqyfnoVF66Uq0QvHpuP2l3eS5GEvIysWBC9Y6xSrlfB1spMNTFJxEFEaJVmSPzkzCdWc4IA3lzUl5fjwviESZerguKdqncy+rGdYp2I/h9zngpNRDLvBhxFGGG2BcADUBuD5HoUqE3Z5fZhDHIFtf+wGZmVZttGAPcdqLniemUY9fIyXfXayoYFIfOE4Xu0g+SyflFYyybxnrC5JFVvTefIQrWUbnnp9PlIk0CN6sXx8L5KQndcrkVsizvLXyjTqoVbIcP+wHpg5qmczgnukSs71AotUyTElM6mRGB8UgXz/22N4kKMTxAsc7W4Rp2poH7gH3tmDV+7qT/bLMuqZAbdMJjA5XqHAF+sM6weFEUYYlxfhAKgNEKNTYfn4XqTvkUbBNsXMTjZgJ+NYxuYRMSkzCX5IuTW80nMAiI9WM7MLKoWMbFs4Ng3VNjdZWt8xunnFUUuwnNRvTGmPwrHpKCQyMn26xqJ7+wj4iPXNGJ6MH05ZyWvdmNIeaoWCrMp6bdIARCnlzbJcAgJZrwiVEq/voAnZRRsPBCqd/iX1ZMtONqCdjs7WTB+WDAHA0bO2xuoxh0fE6VoHEqM0KM43Y95aaWVgcb4ZCqAx4Az2O2N14tGRKVDJBIw2dcCt/bpIjUvtHmbgmG3U42x9c32oYKn/kB56RGloIchJmUmwuekjR4VMwOSGTE7Lfp1C8Hj4Yp1h/aAwwgjj8iIcALUREmO1WDEhQ+J7dNbmRFG+CfPXSk0xF45NR95KqY8UANTaPXjgnT1kSfeW/acwpLue9PQ6dLIWh05a2Ro6uWl0ObvgR4xOJSm7P2N1IkIt55Zld47TkuXVc3LSIBdAjqlSyJAYrUGuObHFXFzoFKNBQrSGHLNwbDoWbThA6vK8sv0o5uemYcW2Mgkpd15OGpM7s73Mgrm5aeT1Fo5Ng1omI/esU6wGTpEWQry2QyQ6RmkwNycVfgiNnmwC/FAIwHErXcmV1D4SiTFqzByVQqpIF+ebER+tbpx3430w6nHP9T3QuZ0Wa787ISlZb2pMS2WHXp88kKzY0keosGxzKfk81bs8nCylninWGXaDDyOMMNoCYTNUApfDDZ6FCosNT2wpxS1Nfs0HS+Q7xWlxy0tfkK7fOeYEphmqIVKF9+8dQmrMLCkwo6rOiWc/OUxmLDpGq3G0yiaZS0KMBk//5wekEcKE3fW6QIDXorw+06jHjGHJEP0+OD0+yZiHTlvx5REL85hreYEZ28uqGrMnwcBiSA8DXvzsMEamJ0jGjNYoUOv0kkahkzOTEKmS4/ZXpKauayb2xxSOoevb0wbhi6MW0vB0ZFoH/FztkLadrMWNqR3IKr6lBSZs2XeKztQkGzDa1JE8+sw06rGswIzZH0pL6IEGN/m8dHxVfq7ZvlVanTB3isWTH5Uyr9mbw9n56MFsLNlcSlZsCQDpFP/U+F5wiT7MIfSvlhaYoeQ4zIfd4MMII4zWIGyG+iuC3SNi0/5KbNpfKWn77JGhWD2xP1Z+Wibhpfy+X2fmr+tHbrqWqfg7b+1+PD4qBTktMhaVViecHhFu0Uc6u295KBt/GHwNTtU6mv09MUYDc+dYTHjlS9w+sKskCzDljW/w/r1DMOYFabC2ZtIAPPXvH8l92VFmwbEaBxkEZDUIJe6qqG4MOhweOfYcq8FoU0c8t/UweZQFAI/e3JO8XihScqxOxQwOJgzsisc+kB6PAcCEQd3Iv/PK/HlE9R1lFtjcfC8wp4fmjb01bRD3mvcO7UGuMcuoh1YpZ1ZsrZiQQWY3gyTmZ37X5xfvMY0CcREqdGg4NuX1CyOMMMK4nAgHQFcYPDd4P4CXGKKFyz86hKJxJsxfJz06y+gax9QO2n64Cg+NEHGy1tn4EgKAk7VOFG8qxd+nDMTHD18Pr+iHtcGeQSEX4Pf7oVHKyGOZ7oYI/OG6bkzHdFbJuiKEySir+mp3RQ266nV4teSohOeT2yuBq480e7SMJEjzPNkyjXooFey58si8rLZQZf4XQxBmGZfWhii9lxOE5iAHqN5F9w1WbPWIj2QGLh2iNc2etaYIu8GHEUYYVwrhAOgKQ6eWQ6eSk8dcLtHH/MW+ad9pTB/eA9OHG5upS9tcXtS5vMwx15SUwyP6yV/6OpUc7SJUEmHG4JHFSo6C9OzRKfCIfvJ6EYySdX0E/8UXp6OzMkF9GUqY8ES1g+wThN0tkgKReb0TMDWLJvNOzkzi6tLwyLystlBl/hdDEI7U0Psd6pp2t8isEFszaQCzX7hiK4wwwvg1IhwAXWFEKOXMY66h17bn9j1V64bf728i/CfA5hKREKPECxMyyJLuFyZkIEpDl4l3jdOSgoYlZRYcJ4QVg9hTUQOdil15FaGSZlcyjXrIZQKGp7QneUUHT9YyVal5+jKh4BGlwpM7yiwo2lCK/klxzADggz8NIffs0CkrzjDkAXhE3zN17DJ/Xr/sZEPIEvozVrrvnmM1XLL67hb3ryl42bporTJsaRFGGGH86hAOgK4wZDKBecx1fwjrhoQYjcQPLKuBJNuSBBwcM+DobpZkQbKMeuSaE1C44SD5oq/l/MrnZWQgCFiSbyKrpORyYNaoVCzeeEAyl/m56fB4ad0dHvYcq0G20YDtZcRL3siWFdheVoU/3dADd7wqJUhnGw3QqeTknhXnmyCDwDQRhc9Ptg1MagdTYjR8LbzQMo16TM5KQnd9hGQd2UYDCsemQw6gMM+EwvXS48/ifDOe+ugQucZDJ61YnJdOmqw+enNPrNhGH2FmJxtQXmUj225KjYdKLsP0d/aELS3CCCOMXxXCVWAE2rIKrPSUFfe8uQsv3tkXCrkMdQ28G4/ow5dHq7D9Rwv9Mk82IK9XQrPqo2Cwkm3U4/cvS1/kQayfngkAkus53V5YXSJZQfX46BSMXUFrC62e2J8kTgex5cFsRKrkqHeLjbyiSJUcPgBzW1QIBRE8dqMqiOblpGEUowJOp5Jj04wskhu1KM+EsStLmIKG7997HZ775EdJv6JxJqzY+iMS20WQsgL5GZ3QMyFawptavf0o+naNQwVRIXbwZC0evaknTlmdTSrZAqKMsz7Yi1fv6gd9hBr1brGxRD5SJYfN7YJMpkBlrQtKhYAItaLZ8WdClAan65w40kR7KOhc36N9JAxRKvj8gFf0N46rkAt45L3v8MKEvpi/br9EtfrJ8b0gA1B+zo4ItbxRd6je5UXXOC1m/WsfmVW6PtmAFRMyACCcHQojjDDaBOEqsF8R3B4v3pw6kNR0Kco3YURqRywgXuZF49JxtMqGtYTFxNheCVzlYrfXh+c/+ZFwUjdj1cYDZOZo3/Fa5vFJKNS7vNhTUd34Qra5RVTWOtC7SyxTe6ekzIJ6lxeTM5OacZzOWF34749nmXPp1y0OeyqqSaNQt1dk7gkQCAqofks2l+KRm65F8eZSyV7fe30PdGmnIyUHivJNOHnOgZmMCrHHRqaQBrJP3dobMToVHv9QOmZxvhl+vwivz49jZ+2Ne2p3Byr54nQq2Nwi6Vw/Nbs75IIgOebMMurxwoS+UAvAaFNHTBrS3HbFJ/rgAUhT0/m5acxn4vPDVThtDZDrw9mhMMII42pDOAC6wmgXocbCDQeacU+C2YXijQexcGw6+VKud4pYXUIfcxVvKsWUrCQmn8PtlZKrt5dZMH/dfvTrFodthLN58aZSbJqRhQXrpKrNneL4L7JItYKsHkvuEMXtZ3eLZGbpzzcl4/4besDn90vGvP8GI776yUKufXzfTrgxpT1SCc5R6cla2Nxe5p5NH5ZM7nWuOREvf36E5E3NX7sfRfkm5vpO1dKGtbnmBKwpOcqQMdiHZQVmvEq0A4FsG/VcBO/ZGLO0Si447rzcNLJ8/t17BuHlz4+Sz2go0vnxage3fD6cCQojjDCuFMIB0BWGzSPijkHdSMLy5Mwk2D0i+VIemd6B7SLP0XThuZ5vP1yFB29MxnOfSLkgdreIGru7mY9W0H5BLZfaZzRdh0ouaxXHKUKtIPlIvTvFYvo7e/DE+F6NXlnB46Pp7+zG07f2Jvu5fT7M5HCOqqxOpoeYk8FHio9mO8UHNXlYYBmMxnM0gkrKLKh3i/jhdB1WT+wvscIAwH4uytgGpCVlFvj9INcfrVEyn9GR6R2Y6+MhbHgaRhhhXGmEA6ArDT+YhGUAmJ+TRnarsYfWdKF8u3j2GgBbe0enkiNGp8LTH/8oyboszjNhWlb3ZvMOtk3OTMJpq4N8sX7z8zl2VZLRALkARsl6Ip66tbckCxI8PkqI1WJPC42gTKMe4zM6oeijg2QGZPHGAygeZ8Kez6XXe2FCBiLVdGl5KD2fOob2TsAola7Gc4shxnR68Na0wVjc4rgyy6jHQxyj1FDzrXN6yP3ONScwn1He0Wi2Uc815Q2Xz4cRRhhXEuEA6AqjpZlpU+wos4DFUI9S829dpFoh8diqtDobK6tYmY4Ixot+Xk4qFhIl8jvKLCjccAD9urFLyP/fH68jX6xTs5IwxpSAwg0HJIHMfcOMEFsccQWvV7TxIEabOpJtOYzjox1lFixYfwCDu7fDnYO6STInsz7Yi1O1Tmbl3MK8dHJfQmnrRGmVWFpgkhCSE2K0cHi85L6EyqpEaZR44qNS8kjKK/JrGkLpC1Hr5z2jvKPRBWPTMeGVL5nPWtjwNIwwwriSCAdAVxg2hkpyqHZ9hIqrBSOXgeRzfPLw9UzdodUT+yNKpSAzR707x5LjAb8cud1JlZAnG7D3eA1bQHFUKhk4TX3jG7w5ZSDzelOzksgjILlM4No9zBmTSkoHvDVtMI5V28l+JWUW2F30Edg5m5ubxYpUyUlC8uSsJPj9fjKIOXTSyizlzzLqEaWSM4+kbk7rwNX6YWkEZRsN8Pv9ZLDCUvIGAkej1XY3GWx7fT68dGdfPL/1sGSeayYNCGl4GtYWCiOMMC4nwgHQFYaOoZLctP3dewY1ljsHyo89sHlETMpMkvw6D1oX+BjqBgLY9hoyCFhSYCLd2R0eviaPgmGjUDg2HWMZR247yixwemmOEwCcradf1kCAH/TcJz9KApkHb+QfAZ2skRKPS8osKNp4gJnlAQICiqSezzXt0CVOSxOyhxvx5VELqY+kUsgwa1QqmQHq2zUWC/LSULhemhmblJkEm0cqVQAE9vO5T37E4rx0UgZgSb4Jp2sd5H26f7gRUWo5EmOaW1YkxmgQpeF/TchlMjI4zk42YIxJSrreUWaBTBCwsqFEnsLJGgdmfbA3XD0WRhhhXDaEA6ArjAiVgpvJiVQrsGxzqSQj88CIa/HAO3swJSvpgqwL7G6RnSEpq0Kd00u+zDbNyOKvQy0nMzlHquq5pee8IEclZx/XaBQyTMlMaiRBBzNAYitlrUrKLHBz+DFapZysxjtR68C0N3aR92HK69806uC0RGpiDIoYkgMAMHNkCvNI8Y3JA5lHUtsOncXMUT7MHJWCOQ06T1FaJbyiDw6PiEmvs+f64X1DyDFDkdzlgsA85mKZum7nkKBr7W5J8AOcf/VYOHMURhhhnA/CAVAb4ni1HXVOL6wOD2K0SkRqFHCKIqZld4cAQaL6u2BsGhZvOECWrP/pBh/sbnb2JFanJI+IeMEIANgY7Wol/yWoVSqQ0SW22fUyusRCJeNzZGK1Stpi4mQt0w5ieEp7RGmUWN5CRTnLqMeSAjMzoMw2GrD/ZC3zZV3HMBHNMupx2uok9zotQSq0JQi/2EawSMcZXWKxpqScOReZDMx7q2PwtBqv6fYiLkLdeC8FBPbZUu+CTiUn75NOJYfV4SXlCgZc047pkzY1KwkqpUBmsl6YkMEk1QNsEnRVvZurLcSrHguVOQoHR2GEEUYQ4QCojfCzxYY5hLDdozdfi05xWtw/vAdmju7ZWNJtc3nghx+fEJo8APDFUQuT65Fp1EOnlOP1HeWSzNHcXLqqLAiWT1iN3Y0Fueko2nhAcrSyYGw66pxuiahfUEU5x9wRm/adJufZKVaL7wkPsQVj06GQCSSBeGBSO8xrITwINFRzbTiABbnpWLRReny0eFw6fj5nx6vbpS7yK+/IQFyEEssKTIhvcr3KWgeu66HHrat2kvulU8q5vmsKgfbQ8vr83H42RjCWnWyATsk20F235wRidGrMZogovvfHwfj66DkAgeDM4RFxxurEO/cMhlcUSU7SE1sOwdwlhsxI7TtRi9cYelRAwCT3QknQ1hDVYazAKVTmaNktZjzeQrU6fKwWRhi/XYQDoDbA8Wq7JPgBAi/sZQVqHK9xSJzWM0OUNK8pKcf66VlYuF7q6zRzZAozc7SnooZpwpll1CNSpSB/zY/P6ISiTQfJY6DlW0oxe3QqLQa4bj+WFZhR4/Bc0Dyf2HII83JTSQLx4O567K6oIfdl66GzePjma8mXtd0tYvX2o7RnGQLB1uZ9p1oEjQYMSGoHgK6c88HP9V2bPjyZnGeXOC2WbC5lBg7F40wkV+e+G4xQywSsmTQAK7ZJycWvTR4oKY8HfhE7XJxnwkYiy5NkiETnWA157ydnJiFCJceEV6Qk97emDcJfPqY9xPZU1EDLeJ54JOjIEBWOEYz2UJmjny32sChjGGGE0YhwANQGqHN6mZwNj88vCX6A0EKBdrcIl8fbjAcTFAP0+X3MzFHRxoNYe18mmSGZlJmEepd0rgGysg/bDp0lVaIB4NGbU8i/l5RZUOcSyYBEEMCcZ0piNOavpQ1WF647wFW6tjroo8HhPeO5/Kdj1Q4iGKvCog0H8fepg1C86aDkRU6V4zdd++zRqWQgIwgCV/7AJfqY1XEfPZiNF1vYUgT7LdpwAL27xJL3qaTMgtNWutQfCARdrLZ5OWnkOuSCwMxGKeUCChnSCTwStOo8hDUphMoc1TA0mcKijGGE8dtEOABqA1gdHnSJ05KGpw63yHwRfv0TXygwQq3Amh1SN3Fe5sjuFlFusTEJtqsn0uTp2hDCi1bGywUA6l0efH+spvmxU7IBQ5PbM/tkdIllBjjby6owKfMaZt9YrYLkP3lCCAyyXpDbD1ehxu4mj4eq6lwwRKrwxPhepLbQyVonSdauOEeX3AdhdXhwa99OcHh8jQarPdpH4PMfzsDGI7IfrmISj3lr3FFmgd0jkvs264O98Pn95Do8oo95lLcwNx1/++9R5jxZQUeNw42pWUmQAZIj3MlZSah1uAFESPpFa5TMYGxNSTlXAyksyhhGGL89XPEA6MUXX8RTTz2F06dPo3fv3lixYgUGDqT1Xw4cOIAFCxbg22+/xc8//4y//OUveOihhy5qzLZAXKSSaXjKK9sWBDA9r2aPSUHxRqmq8flYTChkAjO4iNTQBNsIxt/Ppz1Gp8ScMSnwQ2gM/gA/GPQYAAiphiwwOt+Y0h46tYLkI81jqGoHoVHS/Kc1JeWQCTTR95aMTnj77sFYtEGqyvz23YOhkAmYv056TDl7dCp3LjFaJeYSz8sLE/pyK+cAvtqzRsm+T3aXSO7b23cPhkwAady6MDcdyz+ij/KKNh7kZupYQUeURolzNg+pLSRAQCSDO2SIVDGPBtdMGoCvyumgMXjNMMII47eFKxoAvffee3j44YexatUqDBo0CM899xxGjhyJH374AfHx8ZJ/b7fb0b17d9x2223485//fEnGbAto5XKJszfQwJHJZd8CU2IMpjBKrM9YXXyCNENIL9towJkGz6iWyDLqmUJ5Z6wubrm+wy2SwcOJczZoFHKSAF6cb0Z+nwR0bhch6ZcYwyelJsZoyCOZx0enYjHDXHbf8Vom/ynbaIAhUsWsZvIzVKm/Kj+HzXtP0tpCGw6Q5qM7yiyod3m4+6lRypk8nvkhiOwxWvplnmXUw8+RCYjSKMhrfvvTOWxuwRsKrqNo40H07kofuYXK1GkZGlgRagXT7DXLqMczv+vDHPPFbQyNK0FAXu9Ess/1yYaQooxhhBHG/x6uaAD07LPP4u6778bkyZMBAKtWrcKmTZuwZs0aPP7445J/P2DAAAwYEDiiodpbM2ZboJ5zzCUTwDzmAsAsdX/pzr7MdP+7X1fg7bsHo6gFwTjbqMeDI5LRPlJNivoV55vx1L8PkfP41+7jKM43Y97afVKBvQIzPD6fJHjIMuqxtMDMJIDPW7sPSwvMmP3hPkm/3/XrzOWBKOQy8hjPI/owgaGS3K9rHBbmpWMhITC4MC8NSxmkZAHAZIaJaHwU2wyVZz7qdPswJSsJAuhjHoeHDijXlJRDyeHIZBsNiNIoyOBwUgOZmUK20YDTjMCYZ84aKshhIdOoh5LB5anncOZKyiyod3rRQao+ECBBE0E/EDhym5eTiuuTDfi8RRXYE+N7hfk/YYTxG8QVC4Dcbje+/fZbzJ49u/FvMpkMI0aMwM6ddMnx5RrT5XLB5fol82G1Wlt1fRZ4/Bi5TIYZw42AHxIdoI4tVHmbgld+vXx8LwgyP+bkpEqOnSKVCjzy/neYl5suEcq7581dWPWHfmTF1h+uuwaf/1hJCuzVOz145uMfyaxLndNLZjmABoI08bILlLMfxGMjUwBIOU6TM5NgqXeRgWGOiW3cCQALxqYhx5zQLHCqtDrhbiB5s+Y5pcHstSVCmaGy2l2iDyq5jHnMU88wJn1hQgasDhdTkmBhXjomv/Y1CvPSJXydWR/sxar/60danRTlm3Drqi8u6RoBID5aTQZjkzOTcM7mQvf2kZI+rS2DD9XP4RaxYkIGqurdqHN6EKVRwhAZ1gEKI4zfKq5YAFRVVQVRFNGhQ3Pjxw4dOuDQIToLcbnGXLZsGRYtWtSqa54PohlHEkCA6/L0vw/h6dv6wOYWGwmvESo5tv94FiNS4pGSGC3JBOjUcrywla4EEgAsLTCjcJP02KkwLx0PDr8W/zlY2TimzS1id0U1jtc4UFXnwJJ8UzPyrVYpwwPv7MGicelkvxxzB6Y31Q3XsonOQEB4kZXp+L/B3Zhk7Q/uvY4k7ELgm8v6fMDJWic6RP8SXJ6sdSIugk9KdjKsQEKZobLaE2I0eO6TH5GWGNM4F0EQcLLWiU9KKzEvJw2zRqVISPNrSo7izzf1xOINB0hJgnP1TizMSyf5OsvH90KUVoHHRqVgdotxq+ocAEDuqUom45KL43QsMUsrtpaeYd/DP9HK09Eh+DhRGiUpaHg+/WJ04YAnjDDCCOCKk6CvBsyePRsPP/xw439brVZ06dLlko0fo1Uy+R6i6MVTt/ZBSVlVo+CfzS2istaB65PbIyu5PeaslR4Rje/biamFU1JmwfFq2vNq2eZSLBibju8+PyIRA1z1f/3QIVqHOWulgdMLE/rC7/eTWYlb+3bCay2q0YBAwDFnNJ88Ha1VkP5TL97RFwCthswjOvMq4IBA9oAa861pg7j9YhlB7Jk6F4dXpGeqWcMPZtA4OTMJXp8PTxBK10X5Jji9IrYeOoutRMYqo0ssV5doWYEZizcclARHs0en4N17rpPoSgXFLN+cMgB/+URKLn590gAYotTk8eficSY88+8fsGm/VAQzy6hncpUMkSrJUVUQ1ycboFHKMP2dPRJBw2W3mLn9wjyfMMIIoyn4P18vIwwGA+RyOSorK5v9vbKyEh07dmzTMdVqNaKjo5v971IiQiVHcX7AoqEpsox6xGjUOFnrwKZ9pzD1jV24763dmPL6N9i47xTq3V6m4vGCBi0cFljlzqmJMZj34T5SX+eV7UfxxZEqmqy9dh++PGohX6wna6TaMkG4RR8yW6w7iOEp7aGWyyRr37TvFDRKGa7R68g9Wzg2HXMZvKJQpe5RGqVkPplGPdrpVMhONpB9spMN6BKnJecyKKkd5o9NJ9vmj03HoKR2ZJtaKWMGKq/tKIcoSknXgfuwH+DYnfH0hUrKLDhn95DXrHd5JcFP4zXX7YfXR5PAj1TZsIDQ+gn2e2xUCrn+wjwTlDK6ki9Gp8Ly8b1wfYv7cX2yAUsLzFi4/gApaFi4/gCWFpjJfmGeTxhhhNESVywDpFKp0K9fP2zduhX5+fkAAJ/Ph61bt2L69OlXzZiXAlX1bkx67Wu8eGdfCX/GzRFCPGf3tFrvhXX0wtXX4YzJI/Sygi0goB8UJBBTekXUyzP434Vj02kD0hoHk1e04wi7Ai4ookdxgGwuDxbnpWPBuv0SfsyC3DQ4RBHFDUeDwfunVcrg9Ir4v1e/xhPje2FWoyClHGesLtzxypf4x7SBzXhTwSMnn59/VMfSCCgps4Bjr8U8qgvCwWiPUEsrwJpec9ZoWugyPkrNvhdlFjg8IiZnJkn25vaXd+IfUwehfTTNc0uM1ZJ8HYvNjU9Kz5B9Pi49g9ljUsM8nzDCCOO8cEWPwB5++GFMnDgR/fv3x8CBA/Hcc8/BZrM1VnDddddd6NSpE5YtWwYgQHI+ePBg4/9/4sQJfPfdd4iMjITRaDyvMa8ErE4PLDY3yZ8Znc5WEq7lBBY8ZBsN2HOshmy7GEKr1+cnuR48b6rvT9Rg37FakgdS7/IyA7wdZRa4vL7zNiANYk1JOT68bwgWb5Qe80zODIjotQwtBAAdojU4bXWSpORzNhfiIlSkLs+SAjN6dY7B1Dd2SeYyPKU9NAoFijc2z7gFqvH4R3X1DC+wYBsryGMd1QURqaa1juqd/MCJ1R7qeapzesm9AQArZ40ASL7O0Sobt4/V4UH39pHhgCeMMMIIiSsaAP3+97/H2bNnsWDBApw+fRp9+vTBRx991EhirqiogKyJm/jJkyeRkfGLfP7TTz+Np59+GkOHDsVnn312XmNeCcRolcyKLZ4aciiCbXy0mqzoeXRkT6zYRvszhXpBsq6pU8mRZIjA33f+JOEOjUzrgNcnD8DzW6UckQeGJ+PmtA4o3lQqacs20kdOQThYzvScfbG7RZyqcTKJt+/fOwTx0ZpmRF8AsLm9eI4glQfnujhPahNRUmbB3A/3YVmBGTelVklMVLOMBsxhHDfeN4wfOERqaDXrWR/sRaRGgfuG9YAPUoHMznFaZon88JT20DG8ucaYE0LMh+ZyhXpGdYyyewCI1lz418/5EJ3DCCOMMM4HV5wEPX36dObxVDCoCeKaa67hCrmdz5hXAhFqBV5n8D0WcIQQ9xyrYVthJBuglAm4f7gRM5t4gdlcHnhFL+blpMHlESXBUec4LXdMFml3fm4aijYcIF/m+PcPGEN4YgUF6Irz08ljp1Cml1GMF+SeYzVsocdkA07WOsjMUaZRD7mMVjQuGmfCHgapPJCNoqvV3v26Ai7Rh02EaWuvzrHsDBfnqC7LqEeESk6SvN+9ZzC0chnG/5UWyKx1uDF9mLFx3k3X+NjIFCxkHDlaHW6uMKPNRQejZ6xOrrkuQ+oHWUY9tzqShVAE6TDROYwwwjhfXPEA6LeAeo4WjkYpYwYkh05ZMWdMCoo3lUpeZoV56bDUObFim9RFfsawZCgFYEyL45wzVhfkAO5j2Gs8eGMy4qNokcSMrrGY/a995Bq43KHDVbC7fGTp+Zm6Si5fhyWUd+hkLR4Z2ZPMgCzITcPxagdTe6ba5iYDAJ7Bqk4lh0ohx3ctMifZRj1WTxyA5ZtLycBwEkNYEAgc1a2fnoXC9fsle12cb0bhBtrRPUj0ZQlk9u8aBz9ABpyCAGZANv3tQHaMErpcMDYdaplA7mn/pHboEKOBD9KAa1JmEmSCQD5PC8amwxWCr0QhSJB+/IO9YUHDMMII46IQDoDaAAHzRhoyCHjoxmQAaBYEZScbcN8NPSD6/OTLTA5g1edHSfHBl7cfwWM398TsD/dLrrdpRhamMuw16p1evPRZGUk8Plnt4K6RxwWpc9Gl5zqVHB/eNwTFGw+Sasg1Djd5xDdrdCqmvP5NM7G/SI0CZ6xOfFx6Grt/qiGPwN79qgKmzjFM3SGWovGUrCQs33yw2b4E+63YdhgZ3eIwYVA3yXGVQsY/qhP9PkwfntyMIGxziXB6Ra4oo41xNAgAuyqqUX62Hrf07dw4n8iGTFqdg825qap3o9rmwsK8dHhFfyPRWyEXcP8/dmPpLSZyT4+eteHP731HPk8PvLMHr9zVnySPP/DOHiweZ2LOhwcWQfp8gh9KPygcNIURxm8T4QCoDaBTKZgkYbtXhNXpxWhTR0wack2zIKfW4YWiQRyvZfbE4RW5OjIi46jQ6vQyswcbZmRi26Gz5Mt39cT+3DXyTDZZbXa3CK/Px1RDjlAryDaXV8TTt/XGC9sOS7IODwxPRk56Ar44+svfBUFApxgNbsnohJ8tdrxacpRUWFYyApasHnr0adDXofa6S5xWQroO6uCMSI0nq5YyjXqoZDIcPVvfqP9kd8twxupEj3ipOnJT1Dk9TJ7PkTN1mD06FSUNWTWX1weHR8QZqxOd4/j+ajq1AoXrpaauK+7oC5+PfmZWT+zPfJ6AwJHVF0csjWusb9C4emFCBrecPxRaI2h4ssaBWR/slegHLR/fC4mx/L0JI4ww/vcQDoDaAIIQeFGs/LRM8gId2yuBafyYadRj1qgU8uWSa+ZbPrCcz1lkVoBd6QPweTdZRj2T7Jpp1EPB0HvJNhrw/bFazCEyVUHV6qbBX1ApWSkTsP57qQHpjjILtEo5Hr25JzbvO9Uic2TAdT30+PuXPzH3rHiciTzmidWpsOLTg8x+j49KITNxSzYdROHYdAxPiW8MADRKOU7XOpAQo0Wl1UmuffMD2eR+BRGlUTJ5PjNHpuBETUBXqmVbny6xXP4XZfhaUmZB0cYDWFZgJudSaXUyx8wy6qFRyMm5XGOIQLd2Ou46ebjQTE6t3S0JfoCAftDjH+zFigkZ4UxQGGH8xhAOgNoASrkMLzG0fkLpwagUMmx5MEvi6eVHCB0Z+Mkqopp6D8aYOmB8vy6Stlgt+3FYU1KOtfdlYtFGqZHopMwkxOqUZPAwfVgyotQKkgeyOD8dt63ayTyS8oi08nRer0Q88e8fyH5KuYAlmw5KuC7by6owf90B9O5CO5fvKLPALfpI+4mWfKmW/RRyGTnPaVnd4fX7sZkgSE/OSoLLS6dAlAoBN6a0R2pijGR9pSdrGzhJGuS2OBo9Y3XCDzB1pZ76zw8oGmfC/HX7JcethXnp+PeBU+R8SsossHlELC0wSQK5zrE6LBybLhFRDD4XdrfU6y3430WtPAI7VePAZz+eRXyUGi6vD9V2D74uP4cbrm2PBEYmp6rezTQc/vxwFarq3eEAKIwwfmMIB0BtALfXxySf8vRedCo5lDIZFhD2BDzLB51KDpVcjtd3lEv4M4vHmTBrVCppd7GkwMw8sunXLQ4fl55mlpe/NmkAyVVyekRU1jlJMTxLvQvLx/cij5ZemJCBeietWvzkR6VYM2kA9p+obdaWGKPBgGva4W//PUruC4+srVPJoZDL8O3P1RJLkoHdAxkuO4N7U+/0kBmgs3VOrCk5ShKk/WA7zB8/58C83DTMW7tfYi9RlG9Ctc2JaK0KSe0jEKFWNO5phFoOp0dkBmvbDp3FYyO96N0lttlx655jNVi2uRQZXWOZlW4KmYwZyJ2tc2BKZpKEjzXrg71YMaEvOZegSOKFotbuxs/n7Ni496Qk4EoyRECnkpOBTGsNVs93TmFeURhh/PoQDoDaAPUudpATydFCmZKVhEKGPcGfbmCTju+5vjsK1+8nsiAWVNa5sGKbVO8mqGmzOM8ER4uXaKZRj/uHGfFVuYXJ9VAqZDB1immWPWkfpcb9b+3G3/7QH7eu+lLS55OHh+Ivn9CGrgCwOM9ECy+qZLC7vOTRSndDBP44tDv+8jGtg8Qia/9xaHectTrJMZPaRzLH1Knk0EeqyQqxvN6JKNxwkLxeSZkFf7y+B9ZPz5RknOSCgHlr6fs+b+1+FI0zoXjTQaQ1yRA5PIG9CWk+26KcXWhQnP7uWA1mjkzBoo0HJMHoqxMHYPnmg8xArmicCfPWSTNAy8f3QrSWfeRqZ5TW81Bj9+Dlz4/Q5P/Pj6AwNx0ApAFJiJL7aC1tsBoqkAnzisII49eLcADUBojSsEnQUSo5k0MxpLueGXDsPGrBiNR4pCRIneKH9YzHc5/QAUCEWs61PLB7RDLLM+X1b/DKXTQROtOoR5xWKXkJZhn1eG3yAMgEkIGMR/RhT0UN+wjM5wto4jRkOaI0gaO0jtEaiSoz8EvgNHtUKjyinxyzHcO5/ObUDnjqPz8wX6yP3tyTDIDm5aRi4br9ZHBQtOEg7rm+O7w+ei5alZw0PJ2Xm8Y9cvOIPkzLTELHWC1cXh+sDcHTLRmd4A7hhRahpoUQX504AM9/Qq9/5dbDSEmMwSfE0WFJmQWnaqVecEHz1cdHpTLvbzTnyBUI8IuqbW5YnV5EaxWI06lg93iZ5P+pWUnw+f2kUerSAjNuSo3Hx0R286bUeKjktMEqL5C5nLyicFYpjDAuP8IBUBtAq5Th/T8ORIRGDbtbbHxh3davM/xg6/LIGeRhAFi35wT+PnUQ5hJO8Tx16VCWB3VOLzvLIxfw7j2DmgUk9S4P3B4/jp1rfgwS5BW9uO0wHhzRE99LMiQG3JLRCS/d2Revbj8qyZ6svCMDTjedOXOJvhCcHIHMyLw+eQASojXo1MJ9vlOMBoKM784uACQHplfnWJLIDAR4R7NGp6De5ZEEcQO7tYOXWEdJmQUnqh3MgHlNSTlsLi86xekwb+0+6RFnvgnDU9qTPKegCSx1n97cUY57bjDiqY8OSfZtclYS5IKMGcg4PCKZybr/rd1QKIAcc8dmHLYcc0cM72lAHOeFftxiw/FaByLUCog+P7yiH+VV9YjTqZjkfxkC2ldUQDLnw31Ykh/Ibko0iXLTMPvDfRccyFwuXtHlyiqFg6owwmiOcADUBtBCgE+txpwPpbybuTlpTF0ent5LYV460yl+1mi2/gyvCozXrlPJYYhUYz6R5VkwNh0Q/Fi0XloKXpRvwvwWL2ogEBx8+3M11n93glaXhoAlBSbMJvasMM/E5eRQZqnbyyxQK+V4+KZrsZE45rquh4FbVTc/J43kwCTHR5FzCMLpESVilcEKt1M1tFCiXBCY1ikvTMhAO51KEvwE17hg3QHMHJkCl9cnWePkzCQIglQJO3ifFqylM1mAgLk5qWTmaNWd/dBVr8NcglP296kDA32JtuJ8M1yMAPes1Qmn6CP3jafYzTPs/fxwFY7XOEiNq+M1jlYFMpeDV3S5skrho7owrhZcTYF4OABqAzgByUsACAQrdYThaZCXse8Eu/S8Y7SGqS7t94OpE2NzeUNYHtAvpfkNRz3UGhZvOIAl+WayrdbuxbeMY67u7SPYbvdlVThe7SDHXLSerdrMQ0pCNJZtLiWDnJM10ms1bfc3XLv5HC14fDQ/oNQqpUeOQUVnVhWU6PczgzEBAc4Nc98OV+HRm/3kMeY7X/2MR0f2ZN4n3r2gqg53lFkwY7iR+WzvPGLB5hbBZrBt3tp9zNJ6h0fEwvW0EvYCjmI3wBfkrLbTgpw8c12AHchcDl+yy5FVCksAhHG14GoLxMMBUBug3s2uzInWKfHSnX2xWnIMZMA9Q7tjXO9EzFsrtUuwMX49A8CnP5zBDIZOjFwQUJxvJi0PigvMOG6xk0c9fbvFkcrSwC9l0hTcXrFVRrAAUEMEh0DghXz/sB4AIAmqDp2y4tBpKykBoJDJmC9O1rWCYFXruUUfM9jMNOqZnJySMgucjJe1IAgheVo8uL0+yRFgMFNXWeskg1GnN9TRqIfsF6lWMucaH61hBlUlZRbUMzJ4Ns7nZXtZFVOxG+Cbs7LaQhm6sgKZy+FLdjmySmEJgDCuBlyNgXg4AGoDWDkv10ilHKu3HyWPiCAAY3slkGn7CBX71v3tv0cxtlcCZgw3NuN61Lsa5uH3k2XpNTYn3D4fedQzMCl0KTiFuEgVnieqznaUWXA/p5IN4DvTt4/SSI5kgkcrHp+PVDTmHZ2FegmyqvVq7Z7GcnbqyKnWzr73rJdZKMPfUNVTaqWMvL93vPIlVt7RlzzKGp3ekTtmBMNFnhfE8rIxQGD9VDq8tSXp2UY908w3O9mAPcdqyDae6TAvkLkcvmSXI6t0OSUAwgjjfHE1BuLhAKgNwHO9trVwbG+KoG7NzA+kJqQ3p3VgHmVd170dZIIML24rk5Bk549Nxzm7C1Pf2CXpt+2RoXhh2xHS82r5llLu0QPri9njZYsIfnGU7YiebWS/sHjyAPPX7cdowpk+1NFZKKVrrZIOkHY1ZJ1I77GvK5DCOV6J0tDikR2jNcw+gX4KbtYJAHl/AUD0Se/HjjILBIF9bJpp1EMQ6CMwXhB7PpkVqvJqTk4qt1+nOC0tujk8GZ1jtZKszPXJBhQXmLFoPZ3BLD1ZiyUFZsz7cN8FBzIX40tG4XJklS5HUBVGGBeKqzEQDwdAbYAolZwZrFg5BpUA4PX5yaOHWrsHkzKTJNyMTKMeD464lkE8tmDRhgMoHJtOXssj+riVUBEqORk8ZBn1iFDJyXnW2NlGsDx16dljUvDsf34g+/HkAbjO9GVV+NMNPci+h05ZmQ7zkzKTUMc4Ajt4shYLctMxf11z0cLsZAMW56WjeBOtA5Rl1EP00Vydj0srmcFYZoPtyAPDkyEDJAHu9OHJOHTKSl4zO9mAnUfpYPTj0krMGB4w5W25/hnDk/FxaSXZjxfEnrE6JWa2Tddf5/Q0E2UMPjMHT9ayLTuMBmgUMqbbfaRGQQYk52xuTBjUDU6CHD5hUDeIoq/VgUxrfMl4Y13qrNLlCKrCCONCcTUG4uEAqA2ghh9L8s2YS/BudGo2iVankiPJEIE3d/5EeohNe2NXM0f0INel2uZhZpV2lFnggx/LCkyIb8Lzqax1wA9wK6EW5KaR/fontYPXJ7WtyDLqkdsrgbk+u1uEX/CTlg5apRx3DO4GB/HCUsr5mQXe0YtSISMd5h8fnYrbX96J2wd2JZWu35gykMw63DGoG6wOF+4f1gMzR/VsVEK2uTywuVyYn5sOl1d635cUmDHj7d24vmd849+D5Pd/fPkz3r3nOhSul3K/CvPSIfj8MESpJUaxZ6xOGKLUSIzWkPdpUHc9cleUkPvyt/8exRhzAhlY6CNVTHXtNSXl2DA9SyK8mW3UI9NowHU9DEy+WUWVnXEc1wH3M6Qh7h9uxI7DVThV55IYBBdvKsWG6VnoER8pCRSOVtnwwDt7mK71b08bhKT20n5XApc6q3Q5gqowwrhQXI2BeDgAagM4IOCLw6exrMCMereIOocHUVolIlVy+ACm71PXOC2KNkirYXaUWVC8sRQv3tlXIqSX2aBrwuK6BO01JBAE+EP4kvn8kJqMJhtg6hyD5z/+kTx22vNzDTcLoFMQAaAgQPT7sXDdATLA0zKMV4PgHb1olXL07hrXLHDYc6wGos+Hqno354hPQWZrHv9gL969ezCe+Lc0izV3TCpWfXYYM0elYE6DRk6UVgmv6MPzn/yI4gIznmihuxNUUD5X7yS5X8s3H8KCsWko/FCa4QOAESnxmJubSt6nAUntuPpCJ845mpnPAoHA4mS1k8n9AgAIAf2dlsFYpdWJhGgNpg83NuMj2VwiBJ8ff9t+hHy2ax1eTHuTloaY8vo3eP/eIZj7wnZyKryKLZ5r/dV2DHQps0rApQ+qwgjjQnE1BuLhAKgNYHOLKNpyGFPqvI0vnnq3iN0V1RjXJwEzR6VicQsLgiyjHjnmBBRuOMgUoKtz0kaTxRvZfJ37h/XAGauT1MIxto/krqPa5pYeqzU8yIO7t0MKEcQ98/EPeHvaYPKY67GRKVi04QCpMDwipT3+9od+WLq5VELIXpRnYh4pZhsNOGOl9XWyjHpUWp3kvhT06cTlwCgZFWTLbjGjkBGkLtt8CL27xiJv5Q5yPuP7dWGWuvP4Vo+M7MnM8KUkRmPBWsIG5XAVFm04iH9MHYSiTQclQdeaSQOYVierJ/Zn7vf8nFQUrpNeLzhuUZ4Jt7/8laTt7WmDmMF2jcPDDVZYUg1A21Zs/dpwqYOqMMK4UFxtgXg4AGoD1Ds9ePGOvjhV62j298QYDUQfULSR1jyprHVyBfEcHpEZHLG4LjendWS+sO8fxq/aYZVtbz9chdmjU7Fks/TFunx8L1RU28nsSbXNTQY/AGDqHItlLYIfIMB5WbqlFIvHmbBgnfSIaMHYNKjkMtJ9vjjfjFtXfUFer9ru5lZz1TjcpAp2rE6F2f+SktQDc+WXbNcyqgNLyiz4801ss9s6h4eZyenbNY7Ljzpnc9MqyoKAft3iyH5yQWDyzUydY5jyCEHDU0qSwOr0MtegUfIzfDpGBjAYyLCE1q62X59hhPFbhh8A2GYHbYJwANQGMESq4fXRRpsZXeOYflj6SDWWf0QL9wFA8TgTMzhSK2mui5tjI/HFEQubfJpswO6KauYaT9VKhQSD//34qFTypfzSnbRTOABkGQ1MP7NPSs9g+jAjWeo94ZUv8fL/9SWOXbxwiSL6dI4hM1URajnuWvM1kyPy4X1DsHijVOn6oRHsQAUA15uL96L3iOxS+GidkhkYZ/UwcOfD1FY6XIU/De1Btol+P5M/c7zaQfYJwuERSeXpeblpzB8F7SPVXBK4ViUnK72eHN8LNrfIFVq7mn59hhHGbw1hIcTfKFZ+WkYGCA63l/kyG2NK4HJyTjJMKIGAWjDFdWnpBt4U735dgffvHUKSVhePS0fOCzSBloeANxdthtpOx+ZdeH18LRy36MeeYzXN3ND3HKuB3S1CIZdj24+VEqf04+dsmJebTvqn3dq3M67r3o5Z5VZtl2ZOSsosuC+EllFiDP2hzjLquXo/EQxyfJZRjwilnElWv+8GI3c+GiVdrbempBwqhey8y/KDhG2tQs7lFUWoFeS+WR1uaJQy8kdBj/YRWJiXJlGDzjTqMX1YMjQKGRnIAMAj//yerCxbuG4/nr6td5sfA11Nsv9hhHElERZC/I3C7hGZWZ4YrQrPEATiHWUWya/jlmAdoQQdwxObmH4KgoDEGA1idOxbfvvArijeeIAk3+76qRr9usUxS5NZmj06lRxqhbzZXICAAWlCjBajTR3QIz5Ksi9Rav6jGaGWkxVEr00agCiNgjRDnTkqBfMZtg3z1+7HY6N6kmXSkzKT4HTTgQ6vDDzTqEe0RkEqayfEaKFT0QajB0/WIkrF7mfzsJWSd4bQVjJEqsh9e2FCBqJ1CiwtMDcz7NWp5FAiwANa+WkZEaR3xOuT+uP5bdK21RP7Qy6jg98IlRLPfEy7z//t86OYl5NGVqQ5PSKcXh8S46SBxNGz9bh9YFemjIPFFpBkaKuAJNSv3XBwFMZvCWEhxN8onB62HUSumZ3lCf7KZoFX7VTn9JKKzplGA0akxOOTQ2ckfYL6OhQvR6eSY+OMLIkZaqZRj4V5aUyi7x+HdscZK338l9Q+ErNGpWDu2v2SjMwtGXxSsgBamE8mCBhj6khyh/7k5PtdTbMnkU7psz7Yi8UM3641JeXk8VimUY9pWd0hNlTOtbwP07K7wxDJUrM2wc/oNzkrCTaGJlFwPuvuz5TwvDKNeswfm4blW+gjVY1ChgVj00nD3qUFZrzEyGAu23IIYwjhyR1lFsggYPG4dDLgGp/RCf83uBtWl9DBit3tJSvSijeV4u1pg8i1e31sDzUgIONACS9ejvQ779fuwnX7sXBsusSBPmxOGsb/MsJCiL9RtNOp8Cwjy1PPqWjx+/3caidW1gUI+EFRQcC8tfuxeFw6XF5Rwg9ScgIqu1tEtc3dLECI1ChwxurEvw+cZmaHbkrtgCUMA1IAmDcmjczI2N1eTGf4mc0Yxhbm4wkhhvL70ioVeP7zHyXXWz6+FxSMYNTuFnGqxkmSvL8/XoM1JUfJ+zDanIBXtx9lZqPGmBPIfj6AaaIanI9bFMn5nKpxYhuDdJ6aGIN5H9LZsWPVjpBq5WRbWRUcHinnbEeZBV8ePYdN+06yn4ucNCaZO4KRHfQRKtdNx/WK/jZLv/N+7fZMiMbsf+2V7GnYnDSM/2WEhRB/o3CJPuYRWCTnqIdXffPoyJ5YsY0mCWcbDfiCofi7/XAVKs7ZMSkzCTNbEIh55cUAoFMr8Own0gBhWlZ3jExPwCJCDI9yEQ8ioC1E82Cq6tzwA+QxSLtIJVOYD2ALIYayZohQSZ3bg2XpD9yYTN6/QydrUe/yYFyfRHhFf+PRUVe9DtU2N5PI3YFjFLq9zIJJDRVpLbGjzAKXl2/AKvrALGdnIaNLLDPgYB21BsETnmT9qouPVpOBPRBYI4selWnUQy2XkcdHdo5BMABYGKrklyP9zvu1y9vrsDlpGP+ruBqlKMIBUBvA5mQTncdndGJmeXjVN1Pf+AZvTRsMl0eayVkwNg0TXvmSSXZVyGSYuEaqzbK0wMSsAss06qFWyEjOxt+//Anzc9IkysSVVmdI4047o5T/+xM1+PGUFbf069KshBoI6BEBNLdkTUk5M9DhmV6Gcm6fl5tGHlctzTfDD2DOWunR0SKO+Wooo1Beu83l5Zbsy2VSX69Mo77ZcdKFXC9U4Mhrl8vozFmo9dtcXnIN07K6w+v3k0dZc0N4iHk5lXWXOv3O+7V7PiaxYYTxv4arUYoiHAC1AWJ1KknmBAi8vNw+HzPLEx+tZgrC6VRyyASQQYcffiwf34tZIq+PVJEE286xOhSNS8fOI+cQH61uYqPgRNd2WoiE3UXwpesWfZhD6MFseTCbuzdRGtpl/J7s7hjXOxHz10qzSovHmfDapAF4YdthUtCvwmIjr3XwZC0W5aWTPKZQzu0nqqVl/iVlFpy0OrGCcLsvKbOgkGO+ejFBRYRagZc+K6MNWL+qgKlzDNl2ps7JDLZjOIa9vMAxlAN7CUHGDrU+AJDLBe6xInV8NLqihvkLM5SMA+tYrbXg/dqN5ew1cPWpUocRxqXC1SZFEQ6A2gAenw8/nK6jBeHsXmaWZ2vpGYxIiUdKYrQk09GtnQ6LNxwgj1H+3x8H4+2vfiazNe989TMKx6aTBNs/35QMAQI27zspCTqK8s0oJgQbg/89PyeNzMioFQK7KinZgH3Hash5nrE68ep26Ytue5kFX5afw+a9NH9EJgiYOyaFDPCM7SPxXYvrna9zOwsRaumx2S9zrcJ9wwLaOi33xVLv4mouVTLUrIPO7H++sQeidZpmFVvG+Eh4MkS8tO0IcnolNnvWMrrEIkotZwbbURoF8z6VnqxFcb4J81rYb2Qb9Zia3R3XtNORmlOL89Lxt8+PkM99rd3NzcZFN8y55Roi1HLmsWLRxoPY/EA25q/b32zc7GQDivNNWLThAHNPWcdql8N/q5teF/IoIFwh1rYI73fb4WpSJA8HQG0Ap9uLt6YNxuIWAUSWUY/ZY1KZWR5DpArv3zsE81vo1mQb9RjftxOe+OgQGXSo5DKuq3uNw0MSbO8fniw5ygm2zV+7H727xpIVYjvKLIAASal7YowGPgCFeemkWWZRXjqOWmxY+/1JyTzzeiVi4QbaST0+Ss0l5UIQsKWlF5ZRj6J8EzpGqfGv3cclR1lLCsx4krGfh05ZmYRzm5N/xKeUy8ijs3F9EjEwqR3mrZWqWS/OS8dPFjt5BDQ5MwkyAYjSasiKrSX5Zvz5xmux/Ujg5RrQQRJxxupEkkGPP71FG75Oef0bvNdgwCo9Uk1HncOJ+4cbm/DGAoavbo8fJ6odLThlAXL8im2H8eCIa8l5FuUHdKoWENm4qVlJEASBFFDkHSvqVHIIAEabOjbqAAV9yeAHpmYmweP1Nwvyso0G3HM9+1jtYqqyeL92eUcBdreImVeRWNz/Oq42cb4w2g6Cn6fG9huF1WpFTEwMamtrER194VmBlqiw2DCbqLABgE8fGYoF6w6Qv7yfGt8L678/Qb7ss5MNeGxkT9IMdX5OGoo2HWSSZOflpGH081IzyQ0zMjF2BV3ODgRItFPf2EW2vXfPYLzQ4igoULFlxMkaB45a7I2BRfClOyqtI5YRStdA4MXbm2Hr8NKdfXHfW7sveJ7ZRgMW56fj6FlbY2Yh+LJ2e0WkJURjxxFLs8xRZa0DQ3oY8H+rv8IxQvV48wPZGMMw5gQCnld3vErzrbaVVjZTpQ7uS3e9Dpv3n0ZKQrSk7dBJKwrHpmEW43nKNuoxZ0wqiltU3gWr5776yYK/fExnULY8kIXvjtU0usgHgwdjfCT0kWry6PCB4UbER2kwv4UtSVB36cmPDjGNcJcUmPDPb09I1qiUC9hVfo5+7o0G9LsmDl6fn7ABicXqEmkZfPB6SwvMKCmrary/wfUN7qEn/dOAwIvwclVlBbMOLcUcWwZibTGX3ypq7e7wfv+P4ULe3+EMUBvA5mYL18llAu4b1gM++CUvF1PnGCzccOCCzVDFEOXArJC3PkQ2g0fe9BLXbGqF8fA/90r6jEqX6scEwauECsUfYWF7WRXcoq/xeCmYHam0OnG90YBjNQ5Sr+gaQwSe+V1v/O5vX0rGVMoFZkUWrxqvQ7QGnxw6S2bU/nxTMqZlJWEFITw4fVgybF7287S9zIJzdg/zXswdk0oGQNnJAVkFiseVadSjcGw6OWaOOQErt5VdsO5SQOrARwa4b00bxAzStpdV4fHRKVi6pVSyNzkcTa2SMgvqnF5yfW9NG8Sc5/lUZbX2+IQ6Cjhypv6qE4v7X8bVKM4XRtshHAC1AeqcHnSJ0+LFO/tCIZehroGz4RF9sLlFzHx/L9nGs8l4YUIGU0MoqHjLAqtfpIZvQskib2YnG7CT8aLfUWZhqgHXu7wwRKrwxPheEo7IrA+kAVMQlVYnlz/DU6VWyGQS/z1BECD6gVcIXZ6m1iIUr6je5cG9Q3tAJggS3sn83DTkv0hn1HjBpCkxBo8xnon739qNZ37Xh2s/wVMI9yPgYB8f1YTkbnXiuqR2uPVvO5nBttNLm5oqZDKUsvhtHMPTQADvIfdUIRO4/SrrnCRvrJZjErumpBz1Li/zOeSBV5V1MWrPlVYnqm1uWJ1eRGsViNOpYHdfPrG4K8FzodYYrEbktbUVLqc4X5hXRONq2pdwANQGiItU4s2pAzFv7X4Jp+GRm6/FqxMHkPygpQVmpk0GAMwalUJeL5SPFiuD4nCLzCqhLKMeXeK0pMt64dh0jF1J+4TpVHKoFLRtRV7vBCY36q1pgyEIfpIHY4yPxKK8dNINfnFeOnJW0HP549DuOGt1YiOlSm2IQO8usaRQ4I4yC5wekSSOX9dDD71OIHknKjlbyZuXxfIDzGfi1YkD4PP7sPKODKxpoaKcbdRj5R0ZkIZ4v8DuFrF5r5Tkfl13PZ69rQ/+tv0IGWx7vD6Sk7N4nAlv3z0YizZI5zovN40bwMfolARXy4B5Y1O5/TpEq8nnKbdXAtNgddWd/RAfRffL65XI5BUB7KqsUN5Gy24x4/F/SdWenxzfC27RJzkWD6iAm2GIVKGqnv4R09oKsSvBc6mw2DCXIM4vKTBDBkiOcYPfeV31EZdlPhQulzhfmFdE41SNA5/9eLbxB1i13YOvy8/hhmvbI+G3aob64osv4qmnnsLp06fRu3dvrFixAgMHDmT++3/+85+YP38+fvrpJyQnJ+OJJ57AmDFjGtsnTZqEN954o1mfkSNH4qOPPrpsa+BBI5OTHKCSMguWFqiZbceJ0usggn5f1C/a0lO13AyJXqfEsgJTI9cjyHVpH6kKVPsQxNzifDNe/PQw6RN2ts7JfHlMyUrC8s0HyV/sPh9QtElaWVZSZkHRxgNYVmAmhRAB4LuKanIuSpmAvl1jySAulCr1rFEpzKMXm0skj3kWrDuA0aaO5NFKtlGP+blpmP2vfZK2M5wsVnd9BOav38/cl+UFZiwtKSfnAwiYknUNuQYAUMpkZGXdvLX7MH24kbk31BFYSZkFZ+pcTBmAGrubaU0hIJAVlM6lCtU2T8h+VJtOIWcarM4bkyohXAf7FW08wLxP2RyBtlDHJz9b7GRwVFFtx/Nb6T2bt3YfXrqzL3nc2lqxuCthQllpdUqCHyDwrM39cD8eHCG9hyVlFsz5cB+e+V2fNssEXQ5xvqvR9PNqQK3djZ/P2bGxRQVv8AeoTiX/7XmBvffee3j44YexatUqDBo0CM899xxGjhyJH374AfHx8ZJ//8UXX2DChAlYtmwZcnNz8fbbbyM/Px+7d++GyfSLRcCoUaPw2muvNf63Wq1uk/VQqHdLX55B8PhBoawbRJHW5Zmfm4Z+XePg80t5Rfdz3MIVMhmWbinF5MwkzGrhh/XUR4eQFB/JVLBlvcyzeujRp0ss+Ws+FGej3i0y/aBWTMjASoJXlNsrgVnq7ffzVal50DHc2flWEBbMzU0js2ZDehhg6hxD3iOXKLWPCKKkzIL6FuKXza9ZhUdH9iTbspMN+OxHqQdccNxZo+mMYiDYprOKPBkAu5u/jilZ3Rn92J8JXj+Pz4+VDM+yc3YPV3l7bm4amW28fxj78xLq+IT1+Y1QK7jrm5uTJnkpX4xY3JXguVTb3dxndA5DtLKkzIJqm7vNAqDLIc4X5hXRqLF7yB9Lwf9emm/+7QVAzz77LO6++25MnjwZALBq1Sps2rQJa9asweOPPy75988//zxGjRqFxx57DABQVFSEjz/+GCtXrsSqVasa/51arUbHjh3bZhEhUM8xr7RygpxQZF8W8fhcvRvT3txFagtNeeMbfPCnIeQx0MCkdvj9gK54dftRyVHP5KwkKAUZQGSc3v26Am/fPRhFGw5KSoxjdSqs+FRakbajzMIVHgSAOoeH1ILRqeQQ/X4y+1Xn8DB1lepcfE6Kw02rUh88WQsPQyU6eB9Y3Jl6pweLx5ng8voa9XrUChm8fhFFGw7gyVt7w+H5pU2rlOGMlRYWDMLq4HNWvKKP5PkMSmqHXMbxIADYXfT615SUw+7ykDwfJyPzBwRMgHlweenrubyt6+f0ikzLmVDBSq3dQ+pDTXn9G2yYnkV+MUdrlNznifX55X0fAAHeyaUUi7sSJpShnlHud2KI/bnUuNTifFej6efVAJtbWrQTxI4yC2whrGwuB65oAOR2u/Htt99i9uzZjX+TyWQYMWIEdu7cSfbZuXMnHn744WZ/GzlyJNauXdvsb5999hni4+MRFxeH4cOHo7i4GHq9nhzT5XLB5frlpWO1Wlu5IhqRGvY2R7dWgTeZXWFU4/AwtYWAQNBFBSS7f67G+u9PMo9WFuenY9V2acZp+fhegODHaHNHTMpszoPheYFFhCBdR2mVeL7FL4Ysox5v3z0YcpmAN774ibQW0amajys0GJmqFQKXWxIboSQ1e+bnpge0ZAjoVHIk6SPw5k7pXFbekQFDhBrziBLxxePS8eStfTCXsNAoGsfWugECWRcWdCo54iJUBM/HgMHd23H7tWdwZF66sy/aR2nwl60XxlnRKPn3t0ucDv/48mfJ9Ual83+4dInT4a0W/bKNegy7tj3z/o5M78AdU6mQMT8vrBeWIVKFNZMGYAVDkfyrcvq5D8UridIoL6lY3JUwoeQ9owA7owoA0Zzvy8uFX/t+/xpg4/xYAsD8vrucaF098SVCVVUVRFFEhw7Nv5w6dOiA06dPk31Onz4d8t+PGjUKb775JrZu3YonnngC//3vfzF69GiIIr3By5YtQ0xMTOP/unTpcpEra44IlRxZRjr44rUdOmXFnDEpyDYamv0922jAwrFpWFNSTvYLlTnSqugvn6T2kdy0da2dLrt/fUc5ztW7MefD/Zj6xi7c99ZuTH1jF2Z/uB/nOBVpZ6wu5toDf5dmuErKLPj2p3MoZPA5Fqw/gL9PGYg9FdWNc5ny+jfYU1GNWK2KyS15fUc5GRgGeTeGKPoIdX5uGooYCtmvlZRj51ELGVBW1rkxjxCdLGlYw3zGEUGWUQ+dUo5Mxr7Ny0nFwnVSTZvtZVVYsI497vyGftQ6Vm8vx44jVUzOyso7MsgxdSoZ9/7Wu+hAvN7l4fZTyAT06RqH1RP746U7+2LNpAHo3TUOMTol8/7uOx7gxbHG5L10eS+sF7fRR24vflqGxBia1BlqXyIYn8/WIshzoXC5TCh5z2imUQ8tIzjOMuoRF/HrPh66Evv9a0AoCxieHc/lwhUNgC4Xbr/9duTl5cFsNiM/Px8bN27EN998g88++4z897Nnz0ZtbW3j/44dO3ZJ52P3iJiUmST5Qsg06lFtc6Eo3yT5Qswy6jE3JxUKuQyjzR0bv+xXT+yPMeaOUAjsSp9g5ogC60sJ4JtFAoBbDBw9NH3xTB9uxO6KGtjd9BERr9x71gd7UZxvJte+pMCMe978luwXz3NSP1yFaoYOjpXQTQqipCxgo8FqAwJZhqbINuqR0SWWyy2JZ3AZItUKJi9s++EqZHSLI/elKN8MQQBmDEsmn6fenTnzOVyFPl3pcTO6xnGDXxYno6TMghititybOJ2K+dxPykyCk/HMON0+bj9BABngChCwp6KGHLN4UykW56Uzx2RVTvJeWFX1blLAFAjsda/OMZIX4fXJBgj+gDo6dR8K80wQLrE0bZDnQs3lcplQRqgVzGd0xrBkqGUCuf6lBeY2L4W/1LgS+/1rQHyUmvleyk42IJ7xI/Ny4ooegRkMBsjlclRWVjb7e2VlJZO/07Fjxwv69wDQvXt3GAwGlJWV4cYbb5S0q9Xqy0qSttrZvJRIjQp//awMC/PS4RX9qHN4EKVVQiEXAl+U66XZBaChwignFbOJ6iOe6eeMYcn49AeaCMtLS+tUchgi6SOSFyZkwMfg5Ow9XsP0mOrZMQrw+zFzVArmNOjdRGmV8Io+VNU5SeVlILSbNot86giRYmURfYHAMQhlPFsXQkOGNddQ6d56Z0CzZlajvYQcNpcXVXUOyAQBLq+I3BYVcmfOYz4/W+zNSO6RGjnOWF34yWJv1TqAwN6MabE3Z6xOVHOe+wfe2YOnb+tN741HxKP//J7Zb8WEDDLALVy/n2k+a3eLOFnrIHk+D7yzB69PHnDBxONQXA+HWyS5JT9ZbKi10/f3ZLUDsToFuuDSloK3tQllfLQGLg/9jHaK1aCTPgLP/K7PLzpAGgXiItpeB+hy4Woz/bwaEKMLaL6F3eAboFKp0K9fP2zduhX5+fkAAJ/Ph61bt2L69Olkn+uuuw5bt27FQw891Pi3jz/+GNdddx3zOsePH4fFYkFCQsKlnP55I0qrZHJy8vokYGpWD0mgE8gApXEVf+fm0JUrdwzqBpfXS5aQR6jl2He8lhxTIWOrGs/jHJEAQPE4E8m9+GN2D+T36YT5a6V6IPPHpqPa7sbWH842Bk42t4jdFdUYmd6RKZIol7GzXwD7CJAX4AGQcIeaIkqjRIdoTbO5AIFKvNbMhccLAwCtUo4tB37ZF4fnF0L2vJw0/GFNCaZkJTXLMJ2odYbU0tCqZM0yfUKDZpBGeRHu9CoFTtQ6G+ciCAJO1DpxjUH6EheaZNlYY6oVMi6HjQWeejgAuLx+5pgxOiWeuq33BQnzhSJBs7g8kfVuTHjlq2b97O5AMLampBwbpmdd0Lqbgicu2NYmlF30EbheJsDq9Db+uEnpGIVOcToAATX0qyXguRzifFeT6ScPbSlMeLUFhle8Cuzhhx/GxIkT0b9/fwwcOBDPPfccbDZbY1XYXXfdhU6dOmHZsmUAgAcffBBDhw7FM888g5ycHLz77rvYtWsXXn75ZQBAfX09Fi1ahPHjx6Njx444cuQIZs6cCaPRiJEjR16RNUY18HyoIw+lIMPzn/2IWaNSJKq/oaoFah105cq7X1dgtKljsxd28IW7puQo5uemwdWilDrbqEeUWoHpDWW/LYOq3p1jSa2b4L91eaUlzzvKLMjvnQiNUiCzJ9U2FzpEacisUkFGIt69ZzAWEoHhkgITlxy+7wQd4MnAcaY3GqBkBFZZRj0iVXJSCLAonz8XSz2jossvFXkMItOoh0wmkPsyOTMJXp8P/Rg+ae/eM5grZpmkj2AI8PHXwapMyzYaoFFKDV8DZOYOeI0gCWcb9Xht0gBUnKOzTmfqXOy5GNlK3zxkJxtQWUsT2UekxEMtl+PRf35/QcJ1oUjQrKMzQ6QK/bvR9+9iOCKU5+CVEBe8WufDwm9ZtPBKrP1qCgyveAD0+9//HmfPnsWCBQtw+vRp9OnTBx999FEj0bmiogIy2S+/FIcMGYK3334b8+bNw5w5c5CcnIy1a9c2agDJ5XLs3bsXb7zxBmpqapCYmIibb74ZRUVFV0wLSAlg8bh0nKlzIUKtaMwg1Ls88Ph9eHDEtaRK9NycNO640Volvm/x4gkqrfr9kDi7B6t2vD4vFjQcuQXLrxVyAU6fCEOUmkxb20OUNLOOA3omREsMW4PINOqxZJwJUzKT8HgL3SGrw42n/0OLxX199Bzuv6EHrXM0zIhjjBer3eNl+q7dN8yIKLWC1OwpLjDDYnOSc9lVzp9LpFpOZukAYHJDtqJl2+TMJNTY3cxs24LcNNzPWEeMRsHUQZqUmYQTNVJxzQDR+yAKx6ZjwXrpsemcMamoc7hpnZzhRnx/rIac6w+n67B2zwm6qlAQsDTfRI7Z3RCBhWPTJMFvplGPhXlpyFvJNuztFKeVBLnZRgOKxqXjbJ0L2Ua9JPB/dGRPSYYSOD/hOhYJWiYIWDmBJodfrPYM9Yvd6ZUqSwNXRlwQCGSirqb5sPBbFi38La89iLAbPIFL7Qb/Q6UVMggoJOwClhaYUbjhANKauIIH0+jXJ+vxwlap0WSwb9E4E45WNXU2D/A5YrQKPPfJYbLfjSntsWBsOuYREvWL8004V++Ex4fGQC1So4DN5UGsToVRz7Fdzzc/mI3N+05J1nBzWgfmC0unkmPjjCwJVykYqN266guyvHr1xP6Y0cAtaekkvqakHP/843Woc3kRoZY3CTa9iFIrcNvfdjL7vTZpAOpdXsl+vv/tMTxyc0+MePbzC57LmokDYHN7Je7ztXY32/H9lBUpCdHM45otD2bjwXf24MX/6ysJYn+22PH4B3ubHR0Grznrg71YPM6E+97azRg3EydrXJJ+KpkMf3zrW+YaV0zIwNQ3dknGe//e63DrKlrOAgA+ejAbJ2oc5DzfmDIQp2udkrZDp63YU1HTbN+Cz9qhU1Ysyk2D1e2FH0JjNhXwI1IhR0WNA+0iVZI20QeuPtLWh4eiR3yk5O9HztTjxmf/e8H9gqDc4EO9cFi/2GePScXo59mfz48ezEZKwsV/l50vDp2yYtRVNB8WLvYe/prxv7r2sBv8VQa1XIa5a2lrA7tHxB2DupH8mYHXtMOSfDPmrt0nyUoU5Ztx3GLHnmM1zXgie47VYLSpA7PCKDUxRhL8AL/YOswZnYLiFnYRQSuBEanx9IvnpBVRKtrv6/rk9sx9mZKVRPKKguXVT4zvRb5YA5wJNkfE4REliqNZRj0eGnGt5N825aRYbG5mcHAfQxHYLfLnIpcLTA+tvt3aBcrIW+gOFeaZkMfwVgMCZrZ/u6sfmTUsyjfhqVt749WSo5J7uHx8L2b1oE4lh1KuwJodhyT9FuQGMpGsNbII0qGqCutc3kZrk8DzKwZUx2/tDbvLK9m3IKcsx5yIucS+Feeb4fX7sXRTKRncd4zVYME66Y+QB4nnotk8GdnN8xG84/ErLvQogPeL/b4QoqJtLS4Y6nptPR8Wfsuihb/ltQcRDoDaAA4P2xIAfjC1S2QACjI6kVU7T35UisdHpWIVYV6Z36cTDJEq3D6wqyRY6cvgjgCB0t1zQ+kS8he2Hca8nDTyxVOYZ4LbR3OAHruZTZ7N6BLLnAvPmiGUzpFb9JHeY6LPxxVC5EkLnKim+SPtI9VcIqyb4EaVlFnw5VELtpVWkn5mlnq2txoQEIprGfwEx12w9gBGmzuS90LAL8duLTElKwmLCP+xHWUWFG8sZVZXARdBOlfKSd+u6cOM0EeqybnkmBPwyvYj5Nrnr92HMeYEZnA/tpfUeqWkzII/3cCvKmTpAIUSvNOq5Jj+zp5W8SuowMliY1sshBIVbWtxwVDXuxJihxR+y6KFv+W1B/E/qQN0tYEXSfOUkreXWRAbocaeYzU4Y3Wh2u7G2To39hyrwX9/rCL5HDvKLFi+pRSvThxAaqXoQqjz1jJKyHvER2E+Q7hv4fr9YBnQf/bjGab2QyjYXHQQcMbqlIhDBpGdbECkWkGuvV2kmiuE6IOf1DnSqeSI0dJf2JFqOdYw9nrNpAH47lg12a9DtAZfHD3X7G/BbNSX5eeY68sy6qGUyzjPDF+zh1XpNqS7nqsDNKQ7rR+VbdTjTB1NkA5WFVLINOohCNJnf0eZBSs/LYOPcTLfgacBxdFd2n64Ct3b0+n8nUctzGeUR0oOJXi3u6KGya+otbMFQk/WODD9nT248dn/ouClL3DjM//FjHf2wA92pWIoUdG2FheMi1BdVfNh4bcsWvhbXnsQV0cY/j8OXiRtC6HbomMcLb0wIYOp+ZKSEI2VW38ksyB+8I8ldCo56fmkkAtYU1LO9IpyM45BXv78KD68LxPFGw9IjiXio/mk9Bgt7Vqf2cOAhFgtSQJenJeOok2099jZOhdXCHH26FRyr1dP7I8usVqSIK1WyvHip7TDvEwQMCXzGvJ6ot/PzEZNzUrCaFMCijZI92xyVhK7sqwBPM0ehUzA0gITOjTZ09O1DijlfGkBlUJGrn/+2HQoZAJJLtap5JgxPLlxP5quccbwZHxc2lzPK4gdZRY4PRcurBmqnSV2uKakHOunZ2HxhgMXREqO0alQnG/CnA+pI2oTxv/1C7IfzxCTd8xVuP4AMxM364O9eP/eIZhHHJdfCXHBDtEaLC0wk3tzNYkdXg4z1F8LfstrDyIcALUBdJwy+Eg1/xaIDMNTAJg1ij4i6t81Dv26xuFUbXMhwcQYDSLVSm65c7d2OswjSMkP33QtXryjLznmi3f0ZRpf2t0ivD4RvbvGNSuD33OsBltLzzDL0oOl55v3nZJ4Wg1M0mPpplI8/bveEukAl8+HbYfOknOpCcGTqKxzkkHj6u3lmJubSgrXOT0+fMsw4FxTUs68R93a6fDcJz+SFXD/3HUMj41MIaUDBAiIDJGa1inl5Hze/boCsREqtAx1BAiIjVBx/cdEn6/ZUWxwrn/5+AfMHJWCRYTha63dicRoLWYMNzauMUiqj49S42//PcpcA8uYNpS/GO94VKei92VNSTl88GH5+F6odXhgdXgQo1UiWqvk6irV2t1YvPEgeYxZtPEgbh/Y9YL9xXhO4tsPV+FPQ3uQY6YlRCNOp7xs4oKt0Yrp+isRO7zatGnaWpfnQvWv/pcQDoDaANU2F+bnpqNo4wHJryEIYOrBZCcb8M1P55hf2l7RR7bpI1Wod3lJfkVyfASKx5nwxZEqaWbFaMCyLdJsRkmZBYvHqZiO6DqVDO0YH9CA70/zxyx41HO4sg6L89OxYO0BSdlycb4JhS0yIEDgOGbZ5lL87Q/9sPOopTGTYXOLqKx1YGB3PfNFHurl2SFKg04xzT/4nWI0GNAtDk6PCH2kGl7RD5kgQiGTQR+pRp3Dw+UVuVnO5gLw55t6YhFRGbhgbDo8Ph+pu5Rp1GN5gRljTB0wvl8XSaZu0/cn0CFGjcQW60iM0eAf0waixuaW5AD98KPa5saisel47IO9kmuOSIlHhFqBo2dtAH4hLJ+xunDHwG7w+nyw1LsRoVbA5w8E7WfqXOgUrYEfgVLxZkFssgGLx6XT+9KAKK2CXENirEaSbWo6Lk+vKLpB5qCpFEWWUY8be+qhlssx6/3vJVmsJRzNmqp6N344XYcHbkxuFoi3j1Jj3Z4TuGNQN+ZnN1arxMkahyTgcno8fId5pYyrWB0DXPKX18VoxVwOscP/ZdHC0zUO/HTOjgi1HE6PD0q5iNK6OlzTToeOreCNhVrTqRoHPvvxLOKj1HB5fah3ebGnogY3XNs+pKjq/wLCAVAbQKtS4M5Xv8QT43tJyMwyAZialQQZIPnyLcxLR4XFjldLjpJO41FaqXt50BF9OaG9s6PMgnG9E+HzC9i075TEobx7+0ikJERjy37p0YQAwOcHk7Qa/P9btk3L6g6/H6TL+tICM+D34/7hPTBzdM9mGQIBwI+V9eQLRKsMZEOouSQZIvHHod3xAhtJagAATTpJREFUl48PS9bg9/u5IoE6lZwIDgKqzAqZQKp1Lx5nwjMf/8jM0hWNo7VuVDKZJNMGNASbGw6gaJyJPIqc9cFeuHwiZo5KJZ3klxaYcabOhc3E/c3oGgef38+8hwOuiSOPshaMTcPJGgc2Ev0evDEZCpkMK1ro4QSPgZZsJILYwwFj1mUFJjz43veSezEiJR5aBkG6R/tILGEcrSzJN8Hj85FHdYvGpQOCQM6zON+MJ7eUkuTpuR/ux9O/602+xJ0eD96cOpCsxntz6kDU2Fzk5/MfUwdAkAl47P3vybm8/H/98NfPpcUNL0zIQJxO1abZiiulFcN6mf8vixbW2t2od9MVrIV5JtTa6WNToHVBaq3djZ/P2bFx70niezQiwH28CoLCy4lwANQGUCtkSE2IJku6P31kKCJUcsZxByTlzMAvFWJjzNKqlh1lFtS72aafKQxhwu1lFvgQOFajggefH1j5KS36BgCL80ykKvX3x2uwhlhDSZkFp60OiD7puJlGPR4Ynow1kwagcMMByYtgUV66RCSv6Vzmjkkl16BTybkigaxjPD/8UMikxOOSMloBu+l8XF4fuS9OTr+SMgucXh9ZPv/WtMFQCoJE5DLY78ujFmz4/iQpPrh0cylZCdUYrOWZyOdQ9PmxgnHvc8wJWLGVFqxcsO4AeneJxSfEkeT2w1WYl5NKBlwPjkjGPEJEL/jfxfkmzM1JbdTzidIqIcAP0efHkk2l5JFUVb0LzzPmOW/tPkzOTMImIvDfXlaFarubDICiNSo8zhD7m792P5bkm8k1zMtJwxxGv3lr92FuTiqziu/JW3u3abaCdyTH4zJdDFgv82W3mPH4v/b9zwr3WR0eLCQqMUvKAj53ywrMF8wb4+1Ljd0jCbaAXz5nS/Pp6/0vIRwAtQFcXh+mD+vRaE/RlHzq9vqw6fuTmJLdHQ7PLxyKHu0j4Pb58MPpOmYmYGpWdzJD4nCJTB8tgF11xizVB+D0itx+Ti+thfPWtEF4+fOj9FFdhBorth0mbUBeLzmKAUnSo8EdZRY4PCL2cHg3fj9I8rQgCFi0/gBevLOv5Hr3v7UbzzDMOQEwqeN1IfRM6p1e2vLAaGDeo1kf7EWtQypHEFBsPoDF40zMe9G9fSTXDf7BG5PJth1lFji8InnstumBLOb1uFVZh6swacg1ZBsQ2LvHRqVgdot7cc7uZo65o8wCu1tEU9eS4P9r94jYdugsyQEbmd6BG3A+PjqV+Tmrc9D3uN7N/kwENb4o8Co/S8os8ENgPttWpweJYGc6eF5grcHFasVQx3zBjAQ1V41CxnyZ/2yxt3kwdjG40COpUM9TPYOf19og1cb5obyjzAK7x9umfKQrgXAA1AbwA7C5RfJYYmD3OEzJ7kEeZyzJN+OduweTCtJv3z0YAPBdi+OxbKMet2R0wtt3Dyb5JQ/eyBd9Yzmm2xkl6Y3tbpE86lHKBSZ52if4mTYgRfkmnGS4wTvcIpd34/SIBHlaj/lj07B60gCyumr1pAHw+XzM4yFWjVRUCD2TKEb5fEyEEm9NG4zFG6X36K1pg+Hz03yrkjIL19U+lPggqxIKAJwM4jHvehdTlRWhVqC4RcXe+QgT2t0invvkR0m/BzjPdr0z1PMrFV4M3gs/6DVYGZIRodrrQvSrd3qYlZ/1nID7cnhvXYxWzM8WmyTTldXAq1IAmEl60plRespKjlcTYt+uJuG+1hxJhZr/xQhyUuBpjelUcqjkrdex+rUgHAC1AQQA6787gZmjUjCnxa9dtUyOf3z5M5YXmFHvFhszQJEqOQ6dtuLNnT/TmYANBzDGnEAedSxcfwBjTFIxvJIyCx7lCBMCQKxOSXIoorSKEM7XCizJNzXLYmmVMvj9fog+FxlYZBkNWPnpYRQSvmSrPivDfcPobEW7CBVe21FOVlC9/+0xPHpzCiZlJmFmiza/H5Jy/OCeFW04iHm5qeSYb+78CY/enEIGB6KPzyuKVNKyAjqFHAs3HCCrzp78qBSFY9Oxfnommamye0SMSDFg4ViT5JlxeD3oEqdlZrlYMgeF6w+gfYQKOeaOzawicswJiFDKcG18JFl1V213czNZiTFqbH/sBsk8/7X7GASAfO7rXF7usxatUZD9vD4RA6+JxdO39YGtSVuESo46pxfXxkeS9iH3/2M3ItQKLCswS/q9saOc6TAfrVWiV6dovDAhQ/LcP/DOHsTolOTa693seT76z+8QpVGSWdE1JUfx4I3X4ni1HXVOb2NWJVKjgFIuw8ufHyE/g698fgQP3HgtXKJP0q9zgzM7NWbnOB0MkSo8MsKI/IzOknWs3XOcqRVzssaB97+pIO/T//umAuP6dibbPtx9DKv+ry86RGkkbSdqHMg2tsPSgl6Stjkf7r0o4T7W+luDWrsbSzYdxKQh12DmqJ7NPhNLNx3EEsZRVrRGyfxcL9qwnxmMRmuUuGtQZ9x9vVHS75XPy5j7EqVRIMcUj8dHp0n6ffPTOWz+/jiW5kvn8sGuCtw1JKnVmaBLudcXi7AXGIFL7QV2+IwVCpmMzHQsHpcGmSAnM0DzctO4/lurJ/YneUW8tsdGXosvj55jlsEvzTfhRK2jiRdYoNy7XYQK5+o9WPHpYUkgM2NYMtpFKrFog/TXfNE4E0n2BYCPH8mGkrH24nwzPH4RNz0jXf+//5wN+AUyezI/Nx2CzI9F66VzCbWfHz2UjaKN0n7zc9Phhw/FG0slGby5uakQICMr/BaMTQcE9lyOVzskwoxBM9TOcVpyLkX5Jsj8PvgZ+7Yk3wwF/JhJPGvF+SbI/MBsQuZgWb4ZIvwSy5bgvVAK9C/25QVmOEW/hLsQJIjLZQKZBSjON0PmFzF7nXSNxeNMqKxzYcW2w5L9nj48GR2i1JhLrGFJgRkqP/AosS9PFZjh8oP5rKkF4FHGPH1+Ed3bS78HzlhssHPG1AjAI8SYTxeY4WxFv6J8E0S/DwuJPSsclwYF45n4S74ZdtDmyEsKzNABeIiRqemmj+BmcroxMks/nbUCnM82/CLmUvee0/ZMgRkOzr7F6ZSteim3Zn08lJ+th1v0M7+fVHIBSYQo51mrEza3yFxfhEqO9sRxZq3djWq754L35dTZergEgf4eGZfG/I4pzjdD5fcjkSEsysOl3msKF/L+DitBtwHUcjnTukApkz5kwbYTjCOgIHjHC25GybrX58cDw41YVmBqpni8rMCEB4Yb8eVRC25/+SuMXbEDE175EmNX7MDtL38FpUyGFz+lCXMvfloGJYMkXO/2NvJ1Wiosazhrn7d2HzQyumxdJZNJvlyC/Yo2HoBSoOfC4nIEUeeQnokHx1TL5bSruV/AEx8FiLfB9a2e2B99usZh+ZZS+H1SvkdJmYVrgfLajnLAT/ebv3Y/ZJx9m7t2H7yCwNjT/RBBj+sDmH5189bug5cxn5NWJ5O4eabOySX7CjI52WZzi1i5TWrmu70soBJtI7gSJWUWzP1wH7yEunRJmQVOn5/7rDkJva1gm5LxHLogfRk37ecBPRdPK/vNX7sfKsaeqTnPhEuQBj/Btrkf7oOLcb25H+7D8Wo78x4G2ynIQ3y25Yx18Nrc4O8bSxiWh9auLxR4308suEQfd30uxnd6ncvbqn3xyqTBT7Af7ztm3tp9EGV84VQKl2uvLwbhI7A2APWFHQSP+BYKPNG39pG0ynLvTrGoa9AIavnrenJWEtpH0YRJl+jjWiWwPpwOF5uvk0NUsQURJP1RVULnU0FFIaQ3FaOdN6YfwJdHzyEtMabxb42WFkfPMS1CeETYHWUWJuk6uC9c8i3jbL+kzAIHYx12T+sIvVqV9GUVRIRa0SpSpyAIXGL17NH0ly9vzNY+M7wxW0tabW2/YHB4oWPWhbheHed6dU42UTbYfqHzCbXG1u5bqIIECq1dHw+tfdZaO5fLcY9ae/94uBx7fbEIB0BtAB5Zkte251gNUyk5O9nQWNXVEpkNmjYU2kWq8NwnPzYrFQ7yK/7x5c+N1gUXMk9ee4xOiecZpZahxqxzesiy7NaSBTUKOVN0MtOoh0bBDpCYREKXl0vItjN+fYWyQOG1h9w3TjurrbVj8sjFoYjHrD2td4UgCXPaL/X6AA75tJWk3Nb2a+2YF3O9X8saQ43JwuUYs9Vk5jbe68v1zLTlmBeLcADUBojWssl5vLY1JeXYNCNLwqHJNOpRODYdFefsZOXV5Mwk1Lu8dFWWQoY7BnUjX9iTM5OgUtC/rnWqENVODKKdW2T/GuKtPTgmVZa95cHsVs3F6REbRRtb7sv0YclMHSDemHERKjz7CV8IkUJECAsULUe1OuS+cdpZba0dM5LjQs5rA9h7Gkqxm9d+qdcHcNzgz+P5vZT9WjvmxVzv17LGUGOycDnGDNXnanmeLtcz05ZjXizCAVAbIFIlx+M3JyOndycJo14AmFVEfbvGQikTSCE9j8+Hx97/Hk+M79XMZ+lMQ/XNk7f2Jvv5fH4m9wQA5o1JJaud7G4vt9pJwziOs7tEZkWPTsn2SAt6gVHQKqXGnE37sbJfB0/WopshAjnmhGb7Uml1Qi4LtFPgzcXDCfB2lFmY9iERKjnXk83mpjNAwbm0Zv1ZRj0ExuGaILCfwyxjwLmdgsMtMvvZXPxnhrWnQRd5VqZOweAf8MZUE2auTfuxjpOzjHqm1EGo+8CaS2v78dq4foMXeb2rZY2tHZOHyzFmjFZaSdt0zBjWj4lWziVo6cLqx3p+ef1CzSWU/MelnOflRJgE3QbQABjTqxNKyqpwssYBi82NU7VOlJRVQQmgON8c8AVrgiAzXgngu4pqTH1jF+57azemvrEL31VUQwCwYkIG1uwob0JYLsGaHeVYOaEv9p2owcptZc36rdxWBhlBkA1iR5kFEATsaXK9Ka9/g+8qqtExSoNFeSZkt5hnwLLDBFnDnFuuIVqrwAsTMiRj7qmohtsvMtdeXGCG20dnZB54Zw93zxR+ei4Dk/ToGKVG9/YRiI9WI06nQny0Bt3bRyAxSoOBSXrmmCoEXr5NkWnUn5cQIjWmHMD9N/Qgx7x/mBGJ0Rp6X/LNUMKPJa1Y/5ICMzQNgUDLtgiFnH0v8s2IaghWW7YlRmtQmJdOtnWI0mBJAXuemgYJgZZtUWoFZgxPJvdmxvBkRDV4elFjqkCvXS0TuM+MShCYbWpG9KcJMaaSMRcN+J95DaNf4N7TbUqAudetvd6SAjM0chm/LyMbp1Gyn6dQ1/T5RLJNFWodITKHrZpnK8ZMjNVyn3uWhk6o50nDCPw7x+m412OVmMu8Pub11AD3O6Y1ZeutneflRLgMnsClLoM/YbHhWI1DYieQadRjXk4alm460KhtEZT2D2pb/GlYMr44YmnMngQzObf06YSF6/czTSHzeifisfelxpb/vPc63LZqJ3Ou7997HW4l2kekxuPBEcnYf7y2UWFZrZDhjNWJxFgt2kepcarW2agFE/Q6u0YfgQVElRAA/L8/Xod5H+5r1GYJrj2ozbLkFjNzrtseyYZSJpfsmeAT4RPkOGmVlvJ3jtZCBDBv7T4Jsbq4wIy/7yjH7wd3k8xl9faj+OP1PZqZrwYzR327xYUsra+xuyVzidWpcMtLXzTLjAXv7ZqScnx43xD4/H6J3UOkUgG3X4RakEEUBNibrF+nkkPu98Pl90GADC6vr7FNrZDBBx9OnnNBpRQk84nWKHGu3g19lEpyTUudG34h8Ms2qE0TpVXCK/pQa/fgz//vu2Y6QMF7f+RsHfp2iYXXD8n1FDIBhkg1fH5I5llldaBDjBZfHLFInrWB3dshQhDgEQTJvZf7/Zi1dh+WFPSCrUlbUF9n6Xgz1MQz4/KJWLSO/Rmcm5uOlI7098BJiw0eQHIflAAEvx8OYn0++BAhyOAl1qDwA/U+EV5Reu8tdW7Ex6ihVsjJ6yXqIxo1VoI+YVENGiuVFhvcgOR6agCCXAan6JO0aeQytI/V4qzFBifRVwOgPad0mddv48GTGJGWKGn7cPcxjO/fFT6fn5yPV/TBS4ypAJDQyjJq1t6oAHS4iNLsoAp28F7ENFHBvhxzYd17FvZUVOPvXxzFn29KkVzvLx8fwn03dodGob6gMXmotbthsdVBKdNIrufxOaGPiLokKtMX8v4OH4G1Adw+P3pE+0nhrzN1zYnMLaPRepcXGV1im4nMZXSJhdvHqco6XIW5OamSI5bsZAMiQ3BPItQKUijv0Gkr/vl1BWnZsXr7Udw5+BpSd+iDP13HqRKS45zdjQqLHfHRaogNTuInaxw4Z3czRfs++PYY3F4/lCrpngkyORZtOIDUxJjGwMLhCRy5XZ9swOsNwnYtRRKf2FKKR25Owdl6JyLUisa51DrcyDEnwiX6MCCpXTMRva56HVQy/tGKViGHnHCRt9S5YWwfgVv7dpLs5+c/nMGp2oAHV3x0IEjw+fyNa589OhVLtpTi1gY3+OBcy87U44Nvj+Hx0akQECjTDu6NUibgnM2DV7aXNb7og/PpFKNFjcODjw6cwrSG+wsEBDy1Sjk+OnAKt/XvCq1K3qg0LSBQAWZ1etFOp0JXva7ZGrvqdegYrcEbO8tx9/U9JOt/5fMj+NNQI+pdXijkssZ51ru8OGl14T8HKnFXZlIzocDk+Ei80SCAGUTTe68UBMwZndyo2h1sEwAszuuJCJkcXqKfCjKUnq7He98eb3xm6t0idldU49uKWmaW72SNA5v3n8BIU6dmY8oAbD5wEp3jIpCWGNPsPihkAhwe4JsTFmRcY5DM5Zufq5CcEItItaKx0kYAEKlSYOnnB3HPUCOuaaeTXO/dXccwNbv7L/viRzP18g4NwVGzfZEJiG8ihBhsExra2je8rNu36NvYznkR1trd+Peh0xia0lGyxn//cBrD0+J/mWuTtpzeeri8PqgajiSbzlWlkmPdruMYmZ4o6bfpwEnc1r9bq16grL3pcJEZCV9DbiF4L3znkWu4FHNpee9ZiNEqce/Qrr/0a9J279CuiIISQVry+Y7JQ43dg30Vdeh7jUZyvX0VdejTTdPmNhvhDBCBS50BOnu2FjZBQYtKjUtjCoYtyTfDDz/mr93fImNhQOG4dIxdUcIseX7/3uvwY2Vds4zFGasTg7vrsWDdAbqyzGjA4nHpEtJ1llGPRePSIOcIY4l+ER/uOSXh+fTqFIOH3vuO5ADdmtEJXj9IEb3CPBMUAjB/Xcu1B6T9fX5a2K0434wKix1/235Ekm1bMDatVQKKhXkm+OFDIdG2cFwqVIICXxypkniPZRoNcPm8KFxXKhW1G5cGgbOfPr+I+YQY3PzcgLgibx0Q/FhMiFIW55shB/A4cU2ekF5xvhlev0gK8C0cl8YUs1yQlwqVjPHc55vh9nmxaL10b0I9a6y9WVJghtIPPEb0CyU+6PZ5sGj9IckzMzkzCZ1iNUhN+EXmIIhjZ60QOfNkCz1eCwhqjkigC3PXSa0+eCKBT+Sb4QX9mfhLQYMQIkOA7nIIIZ46WweXIGOuUekXMZMhhKjwuzCLWP+vSZyvtWO2ZT+e8OJf8s2wC+xnpjX7cupsLVys92C+GWq/FwntpZ+zC8WFvL/DARCBSx0AHbPYSNdoANj+2A2Y/eE+MoPwzG29sOPwWUzK6i41C91Rjp4do1HXkCFqaRfwwZ+GYNM+aUAytlcCnG43YiO0sDf5da1TyVFjc0KjUmIkcaSz/bEbmGvIMuqxrMDcTEE6SqNAvcuDuAgVjp2jFY+XF5hR2CJbE5xn6claFI5Nh+j3S6T9q+0ePPOfH5hZl+nDjbj95a8kbZ8+MhRFmw4ijXG9eTlpGPbMf8kxlxaYcf1Tn0naSh67AVU2J9RKRTMLCQBweTwwRGiQxeg3i7OfywvMZL9A8GTC/HX7mesvGmfC0SobmTl7YMS15JEd7zkM3t9sYj6852L7YzeEvL+sMZdtKcX4hgxXyzXMHp1K9gs1z6VNsmbUmE0zQC3n2YX4wj/W4L3F2zOn6JNYb2jkMizccID5HBaOTQcA0kLi9wO64pzDI/k+iNUqJT5gQZQ8dgMWcK63aGw63mWsfdE4E2Z9sJf9nI7vRR6J8L7zePcp1D0Mtd/UfeLheLUdj3+wlzkma32hxlywbj97v8eZyDGPV9tbtdetXUOo99IzH/+AKcS757WSo3hkZMoF78v5PBMXev8ohI/ArjLwRKVsbpF8cAEgvVMU+naLY5qFev0+FK47KClnXz2xP+SyAHm6pVFqQUYCYnRapj2B109nlOrdfAf2ereIFdvKyF8Lb3/1M+l5ZfOIuHNwN6wpKZfMc3JWEmwekbSDmJuTht2cuUSq6SoLl+jjSgC4RB9zTJYAnc/nR6xOTWTp9CjKN8PHUEI8H3E6lheY0+tjPjNBobWIFqKOEWo5/nxzT2Yavp7zHIYSp2M9FzaPiGlZSYiNUKGlv1hm93awMWQH7F4RD93UkzTzXTA2HXYvbdoafA5ZY/45xJiUAenkzCQ4vOy1Hzpdx3SRr3eL+K6iujEzaHOLqLQ6kdE1FlOGJDXjWwX2pSMGXxPYlz0/t+hX68Bt/bvC4xMRqVY0U4GPVCv4YqseEfdmJyEhVtcsqPp9v8441aMd6j0ibsnoBJf3lx8at2R0wtke7S5KZO+HEHvDu4es5+lni535uWA9TzzUOb3c75LWiPPVu7y467prsHp7S6NqA6ZmByRKWHNprRAi77PLu0esz65DFLlG1XZPK/bFLaKCc/9aI654sQgHQG0Ansga68MAADol/asuKIu/tMBMlrPLIGDOmBTSSkAlk5NReFDifFmBmZyLzenhCv7ZXB5yTLvbyww6xvZKwGsl5bTFBATMy02lxwwhPuhifRFy7CcAYH5OGtOF28YQ3xNkAuZ/uI80WA3cI1oH6HzE0p7feljy5fPm1IGw1Lu5fW0uLxmMFualQyOjCz9bK8xoc7Gfi4KMBCTEapn+YiIj2FbJZKR/XEmZBYs3HEDRONMF36fzGZP1XCzITSPHdLq9eGvaYPIo8q1pg2F3e7CRMAHuf00sOrdj7YsJHp+P7JdkiESXWA3pyfbAjbSAKQCo5EB8jE7yuW9+pEjfo5YcxZZgPccOt4e7NzaXm3kPHW4v2XZzanu8OXUg+VJ+c+pA1Dn4nwt6nvzvEgdDjoIHAcDq7UeJ74QqQADm56SS/VoroMh7h/DaeZ/d3/XrHPLdc6Fwuj3c+1drd13wmBeLcBl8GyBaxxP9YsegvF91PFn87WVVrZLM5/3S10equd5V+gjaekOAwOznB7j2Gqyz2bgGN3jWXOIiaCLd+dhPXOj6bB6RuwbWr9LzEUtjffmEElGkLChKyiwoXH8AYJTSns+YFNpFsJ8LlUzO9RdTMTy2zsdK4ELvU2vtCXaUWZh2Ju0i1VzPp3YRanKeGjlvX/ZDI5fai+wos2DFp4fhZniW8UTmeH6DQa8zVhtLsyYIVrs+UsPdG32khv351anItjidmumpOH/tfsTp6HvPQ6yO/10S2wpSLvd77XAVWA6OrRVQDKWfw2rnfXZb++7hwRCp4d4/fQRtw3Q5EQ6A2gBquUyiaRKEktN2MdLhZ+vpaLq1Y7pCCP6xvMB4Qcf5mJOSc+G8zHaUWZgmsaF+KbGyHLz1WVu5BkqPJ4gsI1tYsqTMAgFSTaIgMo16ZrUGzyestWPylL5bG2zzMqYA+xnl3afWjgkEtJwo2FvpydbafdlRxvZk433HXIwvF+/7KdOoh1LOEEBt5d5wP7+XwZ+qtd8lPLT2e01HaG0FkWXUQ8fQJFLKQtwjRtaX99m9HLYVl+P+XSzCAVAboNruwuTMJFLYzVLPbrsY6XAV44vpfMakhKpa6wXG69dac1LWC6mxvcEGpCl4/mhBaDntVoeH3JeWXJuW0KlpAUG3z4f5ubSA4IKx6XD7OF+8ApjPzOTMJG69ap2TXsf5jEn143EkzudLlLoez5YC4D/3rPt0MWNGMn5BtzaoupiXi91FvyR43yMXcz3euJMzk3DORv/QupiA09qGXmDn811yoQj1PcP6XrPYXNzvBNZeV9vd3HtUY6ePBnn7eTlsK8JeYL9RaFVKPLD6G0zJSpJYU0RqlJj4GqOtldLoPKPUiBBjRqjkKM43weH5RbxNq5Q1asOw0Bq/GZ2Sb07K+sUTpQ2d8qVsQFp7vcCYSswclYI5LYQAz2dMqp9WIcfyLaWYnJmEWY1WJgEBwec+/gGPj6Z5AkBg395pQSwPrvGdr37GvByasxJqHbwxF45NJ+fKS7+fz5codb3zeUZ5Yy7MS5eIWarkrbNPyTLqEcWyILgSPlmMZz9Co8RdjO+Ri7ke7/vpgXf24IM/DWHM89fhBXY+3yUXCq2K/53A8vnTqRW489Uv8cT4XpLP2R2vfIl/TBtE9ovUKHDXmq+Z9+hf9zHuEe++XwaLkLAX2G8UkSo5+naNbUY0C+L2fp1xXfd2zf4mNEjvV9udKM43Y97a5qWfTTVdWj6kAZ2RQIUY1eb3+1GYZ0Lh+v2StsI8E/x+v4SfECxZD/WBoK6nVsiYXwZKmYAZwwLkzZbXmzEsGUqZQI8pZ4+Z2dDesgIuy6jH7/t15l4vlMdU9lPS8vHPHh3KHVMQgLyVO6T9HhmKmaNSMG+t9D4Uc6rHsox6+H1+zB6TisL1ByRrLMwzwcdgT/HWsf2xoZg9Jg2F6/eTY8oRIJC3nOvyAjPT0+x8vkSpz8Qd/Tpzn1HWl1ZwzJal0llGPZ4oMKMwLx2F6w8wxyQ/S/lmZuVcVGu9m0L5LLF+2BgNiGL9KAjxHdOa6wXbWONyg8NWrvFyjMlDlJLvycfabx7UMoFruqxmfM9EKeVI7RhNCsry7n2kUo5+XePIe5RtNCCS9cxwvLmCFk2sd09rQpXLcf8uFmEdIAKXWgfotMUGpx/kw/SX/AaRMkIcalmBGYIfqPN4JbL4USoF7nt7N4oLzBJ7AgHA85/8iJQmOhSNFhoZnVDrcMPl9SNCLW9iTyBCrRAQo1VhOKGF85+Hs6GUyTCf8cJ2+0Scq5daPsgFAbVOL6kDND83DZW1TpyscZD2Gh1iNJDLBMmveUudC/VukRxzcmYSIlRyRKgVkn3xeEVE61TYVX5Ocr3+Se1Q53Dj2Y8Pk+uT+f24ntiX9++9DjaXl7mGSLVC4hYfXPvdb+zCi3f2lczz/rd245WJ/VG88aBkLkX5ZpyzuWBziqSlhdvjR6RGjmc//pFcR43diaf/I13jozdfiyitEmfr3JLnon2UCnUOD9RKueQ5hM8LnTpAbmwqrpltNGDmSCOitBryuV9SYEadw4knPiqT9Hv0ZiPa6TQ4QdiZdIrRotruxJP/lq6hKN8Mt+hFtc0j6RejliFCrSYtUjrFaFHvdMHjl5H3YtUf+iE9USrQdvSstVGwkVqf1yeicN1BiTzConGpkDcIwlH9RJ8XC9eVknYtfp+Ieeukz8Wc0ckN90E65rJx18LXILxIXU/mc2H2OunzsqTADPi8AGeu8HnRjRCv+/lsbch+c9eVXtB8isZdCxlnHfC50a19nGQuPJSdtUAp0M9vcYEJHp8TxvY0v4aFirPVgKDCjibiqMHvhEyjAfC50ZWYZ+VZK5yCnGnVo/GJ6NBe+j46frYWoqBg9pP7vOhM3KNauxs1dg+5nwvzroVWpma+e1w+N3pc4F5XnLXAL2iY90/wOdH1AveaQlgI8SJxqQOgHyutsNpdaB+tk3j4iKIfC9bzRe3qGuwCmn4xuzwibvvbl+T1NszIxNgV0qwDAGx95HpU1blw5KxN4mvVo30kDFFqfLjnhEQX4nqjAY/883vmC/uZ3/VGx2iNxIPJ5hYx/q+051W20YDJr3/D9MN6ffIA/I5Y44YZmfj9375k9nvvj4PJ9W95MBt/WP0V6Vs164O9+PvUQQCkHkzn6t1QKWTkfm96IAu3rdrJnMs/770OW/aflrTdcG170nMtiPfvvQ4qBf1Cfvmu/sw9XVNSjvfvHQKvz8fsq5BLg8rTNU6mp9esD/bimd/1RpxOJRlTKZcxvezq3SJmvf99oJy4xZHqA+/swRO39ibn4hX9ePCdPUyPuOcnZMAj0ut79nd9YHV6JGvoGK3Bog378fRtfUifsIVjTchZUULei3/+8ToMSGon+fvXRy0o3nSQub6Hb+6JHoYIyb6crHVi5bYfmd5jM268FgnRUr+kt7+swO8GdoFCJvUQq3eLWLhuH7m+Y9V27Ks4h5zenSX9Nn1/HMPTEqBTK0jPp29+Ood3vixn+kXdMTgJ/a+R7s3Rs/X4974TyCWuufH74xhp7gQlsY5/7z+B65I7ILrBCqRp27FqB74sO4vbBnSVtP3zmwqM69sFPeIvTAm69JQV73xZjruvN0rGfOXzMkwYnITUhAt7Bxw5U491u49d8Dy/Lrfgq7KzyO/bRdJv7e5jGGRsj4FJ0gDhm/Jz2HbwFO4YfA3xzPyE4WkJ5PN75Ew9CtfvI5/DY9UOvL/rZ+Z9v394z1bt9Sf7TzLXN8KUeMF7TSEshHiVodbhxcTXvm32wqpzebHnWA1GmzpyRazsHpE8QtkwI4t5vWobm0x28pwTie00OHrW1uzvAgBDlAqAn9TgyDEn4Fi1g5wLEDi//X+El9L4jE7MFHqOOQF2t0i2BcekIPgFbsqXxR/WKmVI6RhFppizjHpolTK8v/uX4K++4R4FgwoKOqUcGYz1BTlAVNvYXgn0JBvg8/vJvc4y6iETwF2/jHHsFjySpDJ8D41IRmoCI/2ebEBlrRMT13wjafvvozfAD4Gp3ButVeKGp2l17cBxnLTfp48ORXy0Gjc9+znZT6OUYfTztAFttFaB2/4mDSy3PTIUSoWcVPPONOq5BHgWTyRKq8TeE1ZyfUCgwpNa39r7MrG97BzZBgBzc5XkMd6Cselw+XwY9ox07f997AaoGOt7crwZO8prsPw/9PNS0L8bOkTTJcixWiX+9d1p/Ou702T7n4ZdS/5dq5SjTze9RHsoeAzkFkUMf0YacGYa9RielkjuzZ9vSsaQa+PJMWcMT4Yh8sJL1iNVchy1OJiq1K3huhgiVfjuhBUvfCYd8/pkA6ZeT88zWqPEM1uP4JmtR8j2j0yJdD+tAn/d/hP+uv0nsj2/Xxfy71anh/kcTh9uxFmbl2y7PtnQ6r3+6ucacn1ZRj3y+9LzvJwIV4G1AaI1isYX/dQ3duG+t3Zj6hu7sHJbGbOqIwhWu9/vZ5ZMKuXsMqCDp61YtqkUJ2qbk6RP1DqxbPMh7DteS2uXhCjbjlDJsaeiunF9U17/Bt9VVEMpE1Ccb6Yrc1T8ss+IBjJhU2QaA5VX9w3rQbbdN8zIrMxyekUU5tFVFoV5Jji99D3q2zUWUYxqLkEAZgxPJucyY3iAA0QhVMlrQrSGvN6SAjPUchl3/dS9Cr5A7YyqlsQYDe6/gR7z/mFGDEpqR44pF8Dc0yCPgLUO1ldoVZ0TRfkmsl9RvhkWhjhfdrKhkZTecg2qBl4G1Tadw//KNhoQweBQtItQMe9hdrIBXeK05Br0EUpkJxuY/Q6cqEWfrnFYPbE/XrqzL1ZP7I8+XeOwfEsp/Izg3ubyMO/DoCQ97r+BXvv9w41MyQUAiI9Sc+caH0Vr7yTEatEpVotcc0KzdeSaE9ApVgO7k67UnDEsGV7GL5iEaA1e3HaY/H568VP6R1QoRGuVKMyjn7XCPFNI4i6FGJ0Ky8f3wvUt9u36ZAOeGN+LafgZx3mesox6pr5ZtIb/PEWzSOUc0vGaknIUjTNd8Bp4iNYqmd8HxfnmVu31xeKqOAJ78cUX8dRTT+H06dPo3bs3VqxYgYEDBzL//T//+U/Mnz8fP/30E5KTk/HEE09gzJgxje1+vx8LFy7EK6+8gpqaGmRmZuKvf/0rkpPZaqlNcTm8wOas3U8S7bY8mM38NQsAmx/IxpgXpO3v3TMIsTo1ijZKSZ1F+aaA4SlxvXX3Z2Lci3QWBwD+9achuOWvX0j+vmH6EGhVSiYx1eMVMfoF6S+67GQD7hjYBakJ0dLKMrcLWpWaSQRWCsDnZdJz9IxucbjlJfYR0L/uG0LyZ5YVmFFZ54TX55fwQBSCgA7RGvKXd1G+CTK/H6cIfky7CCWqbW7mkWJchBJFG6Q8kPlj01DB8EibnJmEru20UMhkgWxhw56pFTLIADhFH3f9H/xpSAMnqfkx0L92H8eM4UYUbSqVXHPO6FTc9jf+UV6dU8qtiVAKiNFqSG5NuwgVaupdjRYMTVPep2rsiItUY9EG+j795ZMfMSkzSXLM9fqOckzN7o7lWw41e76zkw344/XdER+txrc/VUuemYHd46AQ5M1Ma4NtQ4wGeHwiFhF8naIG/ldXhslmRYMJZcs1LMozYfa/vseTt/aWPPcz3/8ey27pjUUbDuDzJmu4PtmARePSkfMC2+R404ws8qjuloxE/HnEtc38+IL3IU6nQgHnedkwPYt7nHGyxoHHP9grmesT43shocExnte31uFpPFqL0Srh9Yhw+/34huDiDUhqBx/8WLxe+lzMy00jfeyC2Prw0As+lqm1u3H4TB39nSATkBwf1WqH8lq7G1X17sa1GyJVIcdiPU9LC8zoyvDJKj9bD68vYIDckse0YGwaFDIBScTzW2t3Y8Y7e5rd1yCuTzZgxYQMALjgNfBQWePAOYcHfqAJzQDQa5WID/EsnS9+VUdg7733Hh5++GGsWrUKgwYNwnPPPYeRI0fihx9+QHx8vOTff/HFF5gwYQKWLVuG3NxcvP3228jPz8fu3bthMgVsB5588km88MILeOONN5CUlIT58+dj5MiROHjwIDSatlebVAIoHmciiXZqhQzZRgPTnV2rlJbvZhn1kMlkzJLJu1Z/jdcmD8Si9VJ/Kg9DKC4IkRUPCwJuf3kneb3bX96J1yYPILttP1yFmaN6kl5Zc3PS8IfVX+PFO/tKyrL/sPorPHVbL5yodSK+SXr+RK0TSXYP9+isxu4hS72nvrELL/+hH3YetTR+8drdvxCWq+0uTB9ubLY+m8sLj8+HO14OcIeaZpdsLi8i1QpMfn0XpmQlNTtGOFnrRPGmUvzz3uvw2KgUzG4xl5M1Tjzwzh5m6errkwfA5w98KYt+wOvzobbODbkgwA9w11/n9OD1L36SBAgLx6bhZLUTOeaEZtestDpR5/KGGNOLo02CPLs70G9gkh6FG5sbbdrdgXX07RKL6Q1rbHn0u6akHG9OGYhlBWZJcOTyOTElqzue2HJI8nmZl5uGO1/9ErcP7IpJQ65ptm/3/P1bvDF5ALKMhmZjXhsfiZ8sdhRtPCjhFXXV63D3G7tQlG/CnJxUCf/r+Dk7IjUKdCV3Beiqj8Azv+uDapsbVqcX0RoF4iJUOGdz4eufapjHY25RxIoJGZKXS3lVPTP4AQCnR8T1yQZJMPLYyBQkxGohl8tQ6/BALhOhkMnQtV0EKq3OkM8LD4mxWnKu5/MiTIzVIrHFi21PRTXufnOXhG8GALe//CVevas/nry1tyRwYkl7nO86KFTVu3HXmuY8xODzGwwOW/vCj9FdeLDAep5YR5QAUOPwNO7nzNE9m303T3glsJ+s+S0f34sZ3AbnfjEBT0t0iNVCo5Kjqt4Nt0IGtVx20UHVxeCKB0DPPvss7r77bkyePBkAsGrVKmzatAlr1qzB448/Lvn3zz//PEaNGoXHHnsMAFBUVISPP/4YK1euxKpVq+D3+/Hcc89h3rx5GDduHADgzTffRIcOHbB27Vrcfvvtbbe4BrgBLP+oFJMyr5E8oEDgvBXwSwKE6cON2HuihtRfEUU/qurdJGcDCLwwJ2UmYWaLfqEsDyIZ7dU2D/d61XaOKnWdC727xmFSixd9rcPD5RWds3nIL+2R6R24a4jWKMmsWaZRDz9ABlVFDcGKXq2EV/RDLgReIPpINU5UO5hrf3PKQO7LxWJz467VX0v+vnpif26/eleAQ0V9KbO0V4LQqhTo3SVWEiC4vCLufetbMljrGMP/9WV3izhZ65T0c3hEbDt0FtsOnb3gNUaoFc0c2JsGRy/d0Re9u8ZiUmbzNZyqCdwL1piRGqUk25qdbMDcnFT8eKae5BUBAduZ7WVVJP/rXyH2u0O0RvKCsjWIcTKlGhRy8gUZpeG/CGJ1Km4wQgUcjhAKu+ejv9KalzkL0Rol97skSqO8bOtoCauT/2PqSojzUc8TD+eznyxcTHDbWlzKZ+licUUDILfbjW+//RazZ89u/JtMJsOIESOwcyddIbNz5048/PDDzf42cuRIrF27FgBQXl6O06dPY8SIEY3tMTExGDRoEHbu3EkGQC6XCy7XLyqbVqv1YpYlgc0tYsv+SmzZXylp++yRoQD8GG1OaBYgVFqdkAlA706xmL9Omj0pDqHLIxME8gPx0YPZ3C9mFntIweEVAYBXZJ+kto9Sk8TqMSY+EVjN4Cacsbq4a9eppDpBwaOlqnoXk7AsFwQUrj9AHg+x4GUZRQXbGfsSrIJjZf52t9ivpghyfFjrt7nowPHmtA5MwvbSAhNXD6Wy1kFrwfSguQcAf43BZ421RtHvJ9uWFZiYY2YZ9VDKBTL44+1ZdrIBpxnryzTqIWfwg3gQfT6uFozIeG4MkSpJhieIIPn0Ql8g5zNmW6K187kc6+DxYIArI853objYfbmaApK2xhUlQVdVVUEURXTo0PwXfYcOHXD6NF11cPr0ae6/D/7fCxlz2bJliImJafxfly6Xlo3OkwCXCb8IH7aEHwGxwDEtiIRjzAlw+0SubHoNQzY9lOWBIEg9oTKNesRpVchmET6NemZ6OjvZgK2lZ5DRgtSZ0TUOn/5QySXv7TlWQ7bN+mAvk0y3YGw6jpy1kdd74J09iNQo2WuXgSRtRmkUzHlWWp3cNeyuqCbb1pSUY9E4+v4tHpeONSXlZD8A8Ph9bDJhgRluj59co1zGvvcJMVosZsxnQW4ahvQwkG0xHKPf4BpZ++1n2t0CnRgE4iE9DChmEKSXFJhx3z92k0T2E+ccTGL14nHpSIjRMufZmgBILpPB6fEhp8XzlGNOgNMjMsdsLYGWh8sx5sWgtfO5HOsIBg8UrkRw2Bpcbff314QrfgR2NWD27NnNskpWq/WSBkE8dvvG/acwJj0BR860LEsX0CFKA8HnJzkNcgBL/nOIPB57/pMfMWtUCskdilDK8e5XFaQFwbtfVWD2mFSSI+Lz+zB9eDJ8IH7RDk9GrE4p+WWebTRgUV46clfQpE6dSo5ND2RhAcEPKs43YfGGA+SepXSMwjGLnVz7Ha98iedvz2Aq19Y5PfTav65Abq8EpHeKaUa8bR+lxoufHsbCselYuF6qkN2nayx6tI8E/NIjzNljUvHsvw+Ra8joGgulTMD04cktOEcivD4f+nWLo7MxRgO0cjle31GOpQVmiebLD5V1eO+bY+QaD56sw7/3nyLb/vHlT5ifk0Zbc3zyI8b1SSQtUqrtHmZmpW/XWFTVO5n2Gn8c2oPcmyyjHnaXl+RxPf/Jj3hoRDKWFJglmloqQUB8tBo/nqmXjFlRbccHe46TY+49XoON39P78t7XFXj6tt7kPHnQR6iwbHMpeiZES44NPz10hjvm5TiWuBJHHZdjPpd6HefLg7nacbXd318LrmgAZDAYIJfLUVnZ/GiosrISHTt2JPt07NiR+++D/7eyshIJCQnN/k2fPn3IMdVqNdRqupzzUoAnOf7tT9UYa05EUntdsyqECLUccgEQIeBErRMRankjGfZErQc9ojUBK4UPaQVTuR8koVcGYP7YNMz7cF+zICF4rPb8Jz8iMU4n+dLeUVaFx27uidwWwdEZqxPto9Tw+n0YY05oxtk4Y3XB52e/zPt1iwsI2A03NuMqBYjHgQyXy0urhj6xpRSbiSPFLKMeXRuyB6TKrB+kTcaSBtXtOQyVUr/PT649UiGHOlLAmF6JzY4wz9S5EKGU4e7re8DRwnE6WO4rR6CCoyUhu1OMoYE0Tym7mqCRCfjDkGvIapEl+WYsyE3D3A/3t7i/Bvy+X2cMTGqHuS3ufXCNCj/w+o6fyOdJBpDcmmX5JqZtxaI8ExQyer8X5ZmYVidLCsyoqnPiqY8OEby4ZGhUCqgVMnhFP1QKGVRyGWK1SsToVFhSYMZcYl8yjQYM7RlPvuieHN8LA67R4/EP9jab58VmXRaNM7V6zMtxLHG1HXW0dj6Xeh3/K8HD1XZ/fw244mXwgwYNwsCBA7FixQoAgM/nQ9euXTF9+nSSBP373/8edrsdGzZsaPzbkCFD0KtXr0YSdGJiIh599FE88sgjAAIZnfj4eLz++uvnRYK+1GXwAPCzxUZ+MS8pMEMHoM7nl5Q8q2UCZABq3LQcuRqAE5BU0WgAeBr+1/JXshKBqjRWPweAucSLbml+4CV4rCEYa5qx6BKjgR/A9iMWxEepmwUB1/fQQ2SMuSTfBAEBwcf4aHWzwCnLqIcMgNUtSkom41RyuADuflLrC341uIk2BQJikC5iz9QNe3mCsXYfQJYfd47RNmTMaEl8Lec+gNPWXh+B4xYb6lrxXEAug1P0SdvkMnhEH/OZUQCoJ55RnUyAF8Bxxt4AwDHG3sgZz3asSgEvgBJi37KMBnRhlAMHQZVeBwm1vNLk1pQth8LlGDOMMMJg41dVBv/www9j4sSJ6N+/PwYOHIjnnnsONputsSrsrrvuQqdOnbBs2TIAwIMPPoihQ4fimWeeQU5ODt59913s2rULL7/8MoAAn+ahhx5CcXExkpOTG8vgExMTkZ+ff6WWiW76CCwf34uUmwcAV7UdLq8PQRaySiFDp4Y2sdqOOqcXghBojtIoG/sdr7YHOjT0E2QC2jPa5DIBiefRb9ktZuY8/TIBdU5vY5lt5zhV4zyzG9qC/Xp2jGps441J9Wu8nmTtCnT8/+3deVBUVxYH4N9rlmYHxdDQQUBlXwVZRHALIGoWmbEYKslkQGOMBguZWGosFwwW0TiKpZEQYxKwZiwwmmAkM6K4QAyDRBA0BgRxSEICirFA0KggfeYPw5MHDUElNtrnq+oq+t77Xp8+3fX6cPu9vr/19ZdPdc9P0U+fTT8563o8oZ/n3rvPSIxF1s/zu5/Xr3ufraUxfnrA98W1X9vR3m32xOy32RMA+LnHdrrd3jPUegvtd9oBQYCAu1dxdc0Uynpdfi0Xiw5dPR0032iHjkwFPZkMo0aY3Nuu9Raab7RDEO4W+8OM5WLfM79t13U5sOfT5gO6OkbdFURd+vsvWRtmXRhj92h8BggAtm/fLv4Q4tixY7Ft2zYEBQUBAKZMmQIHBwdkZmaK4/fu3YtVq1aJP4S4ceNGtT+E+OGHH6KlpQWhoaF4//334eys/mfbe/ojZoAYY4wx9sfixVAfEhdAjDHG2OPnfj6/eS0wxhhjjGkdLoAYY4wxpnW4AGKMMcaY1uECiDHGGGNahwsgxhhjjGkdLoAYY4wxpnW4AGKMMcaY1uECiDHGGGNahwsgxhhjjGkdja8FNhR1/Th2a2urhiNhjDHG2EB1fW4PZJELLoDUaGtrAwCMHDlSw5Ewxhhj7H61tbXB3Ny83zG8FpgaKpUKDQ0NMDU1hSAI9719a2srRo4cifr6el5LrB+cp9/HORoYztPAcJ4GhvM0MEMxT0SEtrY2KJVKyGT9n+XDM0BqyGQy2NraPvR+zMzMhsybYijjPP0+ztHAcJ4GhvM0MJyngRlqefq9mZ8ufBI0Y4wxxrQOF0CMMcYY0zpcAP0B5HI5kpKSIJfLNR3KkMZ5+n2co4HhPA0M52lgOE8D87jniU+CZowxxpjW4RkgxhhjjGkdLoAYY4wxpnW4AGKMMcaY1uECiDHGGGNahwugQZaWlgYHBwcYGBggKCgI33zzjaZD0qivvvoKzz//PJRKJQRBwP79+yX9RIQ1a9bAxsYGhoaGCA8Px4ULFzQTrAatX78eAQEBMDU1hZWVFaKiolBdXS0Zc+vWLcTHx8PS0hImJiaYPXs2Ll++rKGINSM9PR3e3t7iD68FBwfj4MGDYj/nqLcNGzZAEAQkJiaKbZynu9auXQtBECQ3V1dXsZ/zdM/PP/+Mv/71r7C0tIShoSG8vLxQWloq9j+Ox3IugAbRnj178OabbyIpKQmnT5+Gj48PIiMj0dTUpOnQNObGjRvw8fFBWlqa2v6NGzdi27Zt+OCDD1BSUgJjY2NERkbi1q1bjzhSzSosLER8fDxOnjyJ/Px8dHR0YNq0abhx44Y45u9//ztyc3Oxd+9eFBYWoqGhAX/+8581GPWjZ2triw0bNqCsrAylpaV45plnMGvWLHz33XcAOEc9nTp1Cjt27IC3t7eknfN0j4eHBxobG8Xb119/LfZxnu5qbm5GSEgI9PT0cPDgQVRWVmLz5s0YNmyYOOaxPJYTGzSBgYEUHx8v3u/s7CSlUknr16/XYFRDBwDKyckR76tUKrK2tqZ//OMfYltLSwvJ5XLKysrSQIRDR1NTEwGgwsJCIrqbFz09Pdq7d684pqqqigBQcXGxpsIcEoYNG0YfffQR56iHtrY2cnJyovz8fJo8eTItXryYiPi91F1SUhL5+Pio7eM83bN8+XIKDQ3ts/9xPZbzDNAgaW9vR1lZGcLDw8U2mUyG8PBwFBcXazCyoauurg6XLl2S5Mzc3BxBQUFan7Nr164BAIYPHw4AKCsrQ0dHhyRXrq6usLOz09pcdXZ2Ijs7Gzdu3EBwcDDnqIf4+Hg8++yzknwA/F7q6cKFC1AqlRg9ejRefvll/PjjjwA4T90dOHAA/v7+iI6OhpWVFXx9fbFz506x/3E9lnMBNEh++eUXdHZ2QqFQSNoVCgUuXbqkoaiGtq68cM6kVCoVEhMTERISAk9PTwB3c6Wvrw8LCwvJWG3M1bfffgsTExPI5XIsWLAAOTk5cHd35xx1k52djdOnT2P9+vW9+jhP9wQFBSEzMxN5eXlIT09HXV0dJk6ciLa2Ns5TN//73/+Qnp4OJycnHDp0CAsXLkRCQgJ27doF4PE9lvNq8IwNMfHx8Th37pzkXAR2j4uLCyoqKnDt2jXs27cPsbGxKCws1HRYQ0Z9fT0WL16M/Px8GBgYaDqcIW3GjBni397e3ggKCoK9vT0+/fRTGBoaajCyoUWlUsHf3x/vvPMOAMDX1xfnzp3DBx98gNjYWA1H9+B4BmiQjBgxAjo6Or2uELh8+TKsra01FNXQ1pUXztk9ixYtwpdffonjx4/D1tZWbLe2tkZ7eztaWlok47UxV/r6+nB0dMS4ceOwfv16+Pj4YOvWrZyj35SVlaGpqQl+fn7Q1dWFrq4uCgsLsW3bNujq6kKhUHCe+mBhYQFnZ2fU1tby+6kbGxsbuLu7S9rc3NzErwsf12M5F0CDRF9fH+PGjcPRo0fFNpVKhaNHjyI4OFiDkQ1do0aNgrW1tSRnra2tKCkp0bqcEREWLVqEnJwcHDt2DKNGjZL0jxs3Dnp6epJcVVdX48cff9S6XPWkUqlw+/ZtztFvwsLC8O2336KiokK8+fv74+WXXxb/5jypd/36dVy8eBE2Njb8fuomJCSk189y1NTUwN7eHsBjfCzX9FnYT5Ls7GySy+WUmZlJlZWVNH/+fLKwsKBLly5pOjSNaWtro/LyciovLycAlJqaSuXl5fTDDz8QEdGGDRvIwsKCvvjiCzp79izNmjWLRo0aRTdv3tRw5I/WwoULydzcnAoKCqixsVG8/frrr+KYBQsWkJ2dHR07doxKS0spODiYgoODNRj1o/fWW29RYWEh1dXV0dmzZ+mtt94iQRDo8OHDRMQ56kv3q8CIOE9dlixZQgUFBVRXV0dFRUUUHh5OI0aMoKamJiLiPHX55ptvSFdXl1JSUujChQu0e/duMjIyon/961/imMfxWM4F0CB77733yM7OjvT19SkwMJBOnjyp6ZA06vjx4wSg1y02NpaI7l4+uXr1alIoFCSXyyksLIyqq6s1G7QGqMsRAMrIyBDH3Lx5k9544w0aNmwYGRkZ0Z/+9CdqbGzUXNAaMHfuXLK3tyd9fX166qmnKCwsTCx+iDhHfelZAHGe7oqJiSEbGxvS19enp59+mmJiYqi2tlbs5zzdk5ubS56eniSXy8nV1ZU+/PBDSf/jeCwXiIg0M/fEGGOMMaYZfA4QY4wxxrQOF0CMMcYY0zpcADHGGGNM63ABxBhjjDGtwwUQY4wxxrQOF0CMMcYY0zpcADHGGGNM63ABxBiTiIuLQ1RU1CN9zO+//x6CIKCiouKRPu5gyszM7LVyeE+ayC1jTD0ugBjTgKHwQTiYRUdmZiYEQYAgCJDJZLC1tcWcOXPQ1NT08IE+QbZu3YrMzMxH+phXrlzBwoULYWdnB7lcDmtra0RGRqKoqOiRxsHYUKOr6QAYY08GMzMzVFdXQ6VS4cyZM5gzZw4aGhpw6NAhTYf2UDo6OqCnpzco+zI3Nx+U/dyP2bNno729Hbt27cLo0aNx+fJlHD16FFevXv3DHrO9vR36+vp/2P4ZGww8A8TYEHTu3DnMmDEDJiYmUCgUeOWVV/DLL7+I/VOmTEFCQgKWLVuG4cOHw9raGmvXrpXs4/z58wgNDYWBgQHc3d1x5MgRCIKA/fv3A4C44ryvry8EQcCUKVMk22/atAk2NjawtLREfHw8Ojo6+o1ZEARYW1tDqVRixowZSEhIwJEjR3Dz5k2oVCokJyfD1tYWcrkcY8eORV5entr9EBEcHR2xadMmSXtFRQUEQUBtba34eDt27MBzzz0HIyMjuLm5obi4GLW1tZgyZQqMjY0xYcIEXLx4UbKf9PR0jBkzBvr6+nBxccE///nPXs8jPT0dL7zwAoyNjZGSkoKCggIIgoB///vf8Pb2hoGBAcaPH49z5871iv/QoUNwc3ODiYkJpk+fjsbGRrGv58zfvn374OXlBUNDQ1haWiI8PBw3btyQjH3nnXegUChgYWGB5ORk3LlzB0uXLsXw4cNha2uLjIyMPl+TlpYWnDhxAu+++y6mTp0Ke3t7BAYGYsWKFXjhhRck415//XUoFAoYGBjA09MTX375pdj/2WefwcPDA3K5HA4ODti8ebPkcRwcHLBu3Tr87W9/g5mZGebPnw8A+PrrrzFx4kQYGhpi5MiRSEhIEJ8fYxqn4bXIGNNKsbGxNGvWLLV9zc3N9NRTT9GKFSuoqqqKTp8+TRERETR16lRxzOTJk8nMzIzWrl1LNTU1tGvXLsmq6Hfu3CEXFxeKiIigiooKOnHiBAUGBhIAysnJIaK7KzwDoCNHjlBjYyNdvXpVjM3MzIwWLFhAVVVVlJubS0ZGRr0WP+wuIyODzM3NJW2pqakEgFpbWyk1NZXMzMwoKyuLzp8/T8uWLSM9PT2qqakhIqK6ujoCQOXl5URElJKSQu7u7pL9JSQk0KRJk8T7AOjpp5+mPXv2UHV1NUVFRZGDgwM988wzlJeXR5WVlTR+/HiaPn26uM3nn39Oenp6lJaWRtXV1bR582bS0dGhY8eOSfZrZWVFn3zyCV28eJF++OEHcVFfNzc3Onz4MJ09e5aee+45cnBwoPb2djEHenp6FB4eTqdOnaKysjJyc3Ojl156Se3r3tDQQLq6upSamiqubp+WlkZtbW3iWFNTU4qPj6fz58/Txx9/TAAoMjKSUlJSqKamhtatW0d6enpUX1+v9nXp6OggExMTSkxMpFu3bqkd09nZSePHjycPDw86fPgwXbx4kXJzc+k///kPERGVlpaSTCaj5ORkqq6upoyMDDI0NJQs1Gtvb09mZma0adMmqq2tFW/Gxsa0ZcsWqqmpoaKiIvL19aW4uDi1cTD2qHEBxJgG9FcArVu3jqZNmyZpq6+vJwDi6sqTJ0+m0NBQyZiAgABavnw5EREdPHiQdHV1JStX5+fnSwqgnkVH99js7e3pzp07Ylt0dDTFxMT0+Xx6FkA1NTXk7OxM/v7+RESkVCopJSWlV7xvvPGG2lh+/vln0tHRoZKSEiIiam9vpxEjRlBmZqa4PQBatWqVeL+4uJgA0Mcffyy2ZWVlkYGBgXh/woQJ9Nprr0niiI6OppkzZ0r2m5iYKBnTVQBlZ2eLbVevXiVDQ0Pas2ePmAMAktXE09LSSKFQiPe7v+5lZWUEgL7//ntSp+t16OzsFNtcXFxo4sSJ4v07d+6QsbExZWVlqd0HEdG+ffto2LBhZGBgQBMmTKAVK1bQmTNnxP5Dhw6RTCbrc+Xul156iSIiIiRtS5culRSo9vb2FBUVJRnz6quv0vz58yVtJ06cIJlMRjdv3uwzXsYeFf4KjLEh5syZMzh+/DhMTEzEm6urKwBIvs7x9vaWbGdjYyOedFxdXY2RI0fC2tpa7A8MDBxwDB4eHtDR0VG7775cu3YNJiYmMDIygouLCxQKBXbv3o3W1lY0NDQgJCREMj4kJARVVVVq96VUKvHss8/ik08+AQDk5ubi9u3biI6OlozrngOFQgEA8PLykrTdunULra2tAICqqqoBxeHv7682ruDgYPHv4cOHw8XFRbKtkZERxowZI97vL28+Pj4ICwuDl5cXoqOjsXPnTjQ3N0vGeHh4QCa7d5hWKBSS56ejowNLS8t+X5vZs2ejoaEBBw4cwPTp01FQUAA/Pz/xZOyKigrY2trC2dlZ7fZ95ezChQvo7OwU23rm7MyZM8jMzJS8jyMjI6FSqVBXV9dnvIw9KnwSNGNDzPXr1/H888/j3Xff7dVnY2Mj/t3zxFxBEKBSqQYlhgfZt6mpKU6fPg2ZTAYbGxsYGhoCgFh83K958+bhlVdewZYtW5CRkYGYmBgYGRn1GacgCH223W9ejI2NHyhmdXkjIrVjdXR0kJ+fj//+9784fPgw3nvvPaxcuRIlJSXi+Vnq9vcgr42BgQEiIiIQERGB1atXY968eUhKSkJcXJz4Oj2snjm7fv06Xn/9dSQkJPQaa2dnNyiPydjD4BkgxoYYPz8/fPfdd3BwcICjo6PkNtAPZhcXF9TX1+Py5cti26lTpyRjuq7S6f5f/MOQyWRwdHTE6NGjJR+qZmZmUCqVvS67Lioqgru7e5/7mzlzJoyNjZGeno68vDzMnTv3oWN0c3O77zi6O3nypPh3c3Mzampq4Obm9sDxCIKAkJAQvP322ygvL4e+vj5ycnIeeH8D5e7uLp6M7O3tjZ9++gk1NTVqx/aVM2dnZ8ksYU9+fn6orKzs9R52dHTkK8TYkMAzQIxpyLVr13r9Bk/XFVc7d+7Eiy++KF7lVVtbi+zsbHz00Uf9fuh0iYiIwJgxYxAbG4uNGzeira0Nq1atAnBvVsTKygqGhobIy8uDra0tDAwM/rDLtJcuXYqkpCSMGTMGY8eORUZGBioqKrB79+4+t9HR0UFcXBxWrFgBJycnyddPDxPHX/7yF/j6+iI8PBy5ubn4/PPPceTIkQFtn5ycDEtLSygUCqxcuRIjRox44N9zKikpwdGjRzFt2jRYWVmhpKQEV65ceaiCqqerV68iOjoac+fOhbe3N0xNTVFaWoqNGzdi1qxZAIDJkydj0qRJmD17NlJTU+Ho6Ijz589DEARMnz4dS5YsQUBAANatW4eYmBgUFxdj+/bteP/99/t97OXLl2P8+PFYtGgR5s2bB2NjY1RWViI/Px/bt28ftOfI2IPiGSDGNKSgoAC+vr6S29tvvy3OlnR2dmLatGnw8vJCYmIiLCwsJOeD9EdHRwf79+/H9evXERAQgHnz5mHlypUA7n4dAgC6urrYtm0bduzYAaVSKX4g/hESEhLw5ptvYsmSJfDy8kJeXh4OHDgAJyenfrd79dVX0d7ejjlz5gxKHFFRUdi6dSs2bdoEDw8P7NixAxkZGb1+AqAvGzZswOLFizFu3DhcunQJubm5DzybYWZmhq+++gozZ86Es7MzVq1ahc2bN2PGjBkPtD91TExMEBQUhC1btmDSpEnw9PTE6tWr8dprr0mKkM8++wwBAQF48cUX4e7ujmXLlokzg35+fvj000+RnZ0NT09PrFmzBsnJyYiLi+v3sb29vVFYWIiamhpMnDgRvr6+WLNmDZRK5aA9P8YehkB9fUHNGHuiFBUVITQ0FLW1tZITdYeyEydOICwsDPX19eJJzppQUFCAqVOnorm5+XeXu2CMPR74KzDGnlA5OTkwMTGBk5MTamtrsXjxYoSEhDwWxc/t27dx5coVrF27FtHR0RotfhhjTyb+CoyxJ1RbWxvi4+Ph6uqKuLg4BAQE4IsvvtB0WAOSlZUFe3t7tLS0YOPGjZoOhzH2BOKvwBhjjDGmdXgGiDHGGGNahwsgxhhjjGkdLoAYY4wxpnW4AGKMMcaY1uECiDHGGGNahwsgxhhjjGkdLoAYY4wxpnW4AGKMMcaY1uECiDHGGGNa5/+0IeTfu+dWEwAAAABJRU5ErkJggg==\n", + "image/png": 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du3axHn/rrbewcOFC7N+/H+3bt8eoUaPQokULlJWV4dixY9izZw/Kyspu+3rLly/HrFmzsH//fnTt2vWO9i6RSLBo0SKkpaWhS5cuGDJkCIqKirBkyRI0adIE77zzTq1rxMfHIzY2Fj/++COaN2+ONm3aAAD+/PNPdOvWDTNmzMDMmTM55//999944YUX0Lt3byQnJ6NBgwa4evUq1q5di4KCAixevNh5ojR//nz8/PPP6NKlC0aPHo3mzZvj2rVr+PHHH5GZmQk/Pz9MnDgR3377LXr37o2xY8eiQYMGWLt2LfLy8rBhw4ZaRQ6FQiG++OIL9O7dGzExMUhLS0NYWBiuXr2K/fv3w8fHB1u3bq31dWnQoAGSkpKQlpaGoqIiLF68GGq1GqNGjXJ5nkQiwfPPP4/ly5dDJBJhyJAhta59q7zyyisoKytD9+7d0bBhQ1y6dAnLli1D69atnTVRrVu3hkgkwqJFi6DRaCCTydC9e3fO2h0AkMvl2LVrF4YNG4b27dtj586d2L59OyZPnuxMbXXp0gWvvvoqFixYgBMnTuCpp56CRCJBTk4OfvzxRyxZsgRPP/30bd9T37598dFHH6FXr1544YUXUFxcjBUrVkCtVuPkyZO3tdadvNc+Pj745JNP8PLLL6NNmzZ4/vnnERAQgPz8fGzfvh2JiYkuQSLlEcGNHWgUyj3D0RbL9e/y5csMwzBMUVER88YbbzDh4eGMRCJhgoODmSeeeIL57LPPnGs52nN//PFHl2s4WtlXr17tfMzR/lxb27Jj7vvvv1/rvXz//fdMfHw8I5PJmAYNGjAvvvgic+XKFZfn1GyDv5n33nuPAcDMnz+fdU8zZszgvXZRURGzcOFCpkuXLkxISAgjFosZf39/pnv37sz69etZz7906RIzdOhQJiAggJHJZEzTpk2ZN954w0U+4Pz588zTTz/N+Pn5MXK5nGnXrh2zbds2l3W4XnMHx48fZwYNGsQolUpGJpMxjRs3Zp599llm7969vPfjWPfbb79lJk2axAQGBjIKhYLp27cvsbWfYRjmzz//ZAAwTz31FO/aN+N4Pxxt5yTWr1/PPPXUU0xgYCAjlUqZRo0aMa+++ipz7do1l+d9/vnnTNOmTRmRSFTrz9awYcMYT09P5vz588xTTz3FeHh4MEFBQcyMGTOcEgM389lnnzEJCQmMQqFgvL29mbi4OGb8+PFMQUGB8zmNGzdm+vbte8v3vnLlSiYqKoqRyWRMdHQ0s3r1auLPZ21t8A5u5b2u2QZ/85o9e/ZkfH19GblczkRGRjLDhw9n/vrrr1u+H8rDg4Bh7qBik0KhPHAsWbIE77zzDi5evMjqZKPUzt9//43WrVvjyy+/vO0OunvN8OHDsX79emLKiEJ51KE1QBTKIwTDMFi5ciW6dOlCg5868vnnn8PLywuDBg1y91YoFModQGuAKJRHgOrqamzZsgX79+9HVlYWNm/e7O4tPXBs3boVp0+fxmeffYb09PRbFo+kUCj3JzQAolAeAa5fv44XXngBfn5+mDx5MgYMGODuLT1wvPnmmygqKkKfPn0wa9Ysd2+HQqHcIbQGiEKhUCgUyiPHfVEDtGLFCjRp0gRyuRzt27e/ZQfn7777DgKBACkpKS6PMwyD6dOnIyQkBAqFAj169GAJnVEoFAqFQnl0cXsA9P3332PcuHGYMWMGjh07hlatWqFnz54s75maXLx4Ee+++67TgPJm3nvvPSxduhSffvopDh8+DE9PT/Ts2RMGg+Fu3QaFQqFQKJQHCLenwNq3b4/HH3/cKUJls9kQHh6ON998ExMnTiTOsVqt6Ny5M0aMGIGMjAxUVFQ4lUUZhkFoaCj+85//4N133wVgN8gLCgrCmjVr8Pzzz9e6J5vNhoKCAnh7e9dJep5CoVAoFMq9h2EYVFZWIjQ0tFYhVbcWQZtMJhw9ehSTJk1yPiYUCtGjRw8XafyazJ49G4GBgRg5ciQyMjJcxvLy8lBYWOji9+Lr64v27dvj0KFDtxQAFRQUIDw8vA53RKFQKBQKxd1cvnwZDRs25H2OWwOgkpISWK1WBAUFuTweFBTkNEOsSWZmJlauXIkTJ04QxwsLC51r1FzTMVYTo9Ho4q3kOBS7fPkyfHx8buleKJS7wokTQJcuwK+/AhwO2BQKhUKxo9VqER4eDm9v71qf+0C1wVdWVuLll1/G559/DpVKVW/rLliwgNjW6uPjQwMgint57DHgww/tX+nPIoVCodwSt1K+4tYASKVSQSQSoaioyOXxoqIiBAcHs55//vx5XLx4Ef3793c+ZrPZAABisRjnzp1zzisqKkJISIjLmq05/oKeNGkSxo0b5/zeEUFSKG4nKAi46WeTQqFQKPWDW7vApFIpEhISsHfvXudjNpsNe/fuRceOHVnPj46ORlZWFk6cOOH8N2DAAHTr1g0nTpxAeHg4IiIiEBwc7LKmVqvF4cOHiWsCgEwmc5720FMfyn1FeTnw44/2rxQKhUKpN9yeAhs3bhyGDRuGtm3bol27dli8eDGqq6uRlpYGABg6dCjCwsKwYMECyOVyxMbGusz38/MDAJfH3377bcydOxdRUVGIiIjAtGnTEBoaytILolDue/LygGefBY4eBfz93b0bCoVCeWhwewD03HPP4fr165g+fToKCwvRunVr7Nq1y1nEnJ+fX2srW03Gjx+P6upqjB49GhUVFUhKSsKuXbsgl8vvxi1QKBQKhUJ5wHC7DtD9iFarha+vLzQaDU2HUdzLsWNAQoL9BKhNG3fvhkKhUO5rbufz2+1K0BQKhUKhUCj3GhoAUSj3MwoFEB9v/0qhUCiUesPtNUAUCoWH5s3taTAKhUKh1Cv0BIhCoVAoFMojBw2AKJT7mePHAZnM/pVCoVAo9QZNgT2iaHQmlFSZoDWY4aOQQOUpha+H1N3botSEYQCTyf6VQqFQKPUGDYAeQQoq9Jiw4SQyckqcj3WOUmHh4JYI9aPFthQKhUJ5+KEpsEcMjc7ECn4A4LecEkzccBIanclNO6NQKBQK5d5BA6BHjJIqEyv4cfBbTglKqmgARKFQKJSHH5oCe8TQGsy845W1jFPuMc2bA6dOAU2bunsnFAqF8lBBA6D7BL6i5LqOkfCRS+AhFWFEUgTiw/1gtNggl4hwLL8cqzLz4KOQ0ALp+wmFAoiJcfcuKBQK5aGDBkD3AVxFyYsGtwQDcBYsCwCMv81iZpWXFKuGP45l+3KwfF+u8/FEtRJr0h6HVCRE+rfHaYH0/cKlS8CcOcC0aUDjxu7eDYVCoTw00BogN8NXlHzgn+uYsJ67YPnAP9frVMy8Yl8uDuaWujx2MLcU569XY9JPWbRA+n6itBRYudL+lUKhUCj1Bg2A3AxfUXKgtwwZudwFy4HeMs4xrmLmkioT55q1XY8WSFMoFArlYYEGQG6GryjZaLHxzuUb5ypmvpPr0QJpCoVCoTws0ADIzfjIJZxjMjH/28M37s2x7p1cj2tNCoVCoVAeNGgA5GZUXlJ0jlIRx4orjZxjnaNUKK40co6pvMhdW3dyPa41KXeRoCBg4kT7VwqFQqHUGzQAcjO+HlIsHNySFXh0jlKhW7MAzrFFg1uia7MAzjGutvU7uR5thXcDYWHAggX2rxQKhUKpNwQMQ10Wa6LVauHr6wuNRgMfH597ck2H9k6lwQxvuQQqL7bWz+2O3Y3rUe4xlZXA0aNAQgLg7e3u3VAoFMp9ze18flMdoPsEXw/uIKOuY3fjepR7TE4O0K2bPQhq08bdu6FQKJSHBpoCo1AoFAqF8shBT4AeUYq0BpRXm6A1WOCjEMPfQ4ogHzmA27fXoFAoFArlQYMGQI8g+aXVmLQxy0UNOkmtxPzUOEhEwtu216BQKBQK5UGDpsDuEzQ6E84XV+F4fjnOX6+6a7YTRVoDJtcIfgAgM7cUUzZm4cC5utlrAPfuHh4pJBJ7B5iEajBRKBRKfUJPgO4DuMxQ78apS7nOhMxcsq9URm4p0pKaEsccVhhcqbB7eQ+PFHFxwJUr7t4FhUKhPHTQEyA3w2eGejcMSCsNFt5xsUjAM5dshXGv74FCoVAolDuFngC5mZIqE85c02LlsLYI9JGhymCFt1yMIq0BEzacdBqQchUlF1ToodGbodWb4auQwEchcZ64kIqZvWRieEhFGJEUgfhwPxgtNsglIhzLL8eqzDz4e0iR3l1NHOOywuAzdK3t5IhSC1lZQO/ewM6d9tMgCoVCodQLNAByMzqTGete6YDZ27JZRcnrXumAKqMJM7dms1JL7w9uCYPVxqrnSVIrMS81DjKREP8lpKTmDozFymFtsXx/Lpbvy3WOJaqVWDmsLaQiAY7nl7PGVg1/nNMKg89gFaAmqneE2QxcvWr/SqFQKJR6g6bA3IyfQsoKfgB7UfKcbdnwlkmJqaUyvZm3mPlimY447/DFMny8P5c172BuKT7efx42G0McW7E/F1zwGawC1ESVQqFQKPcf9ATIzVSbrKyAw0Fmbin0FitxjAFwPL+CM13lKRMR5zXwlCKDswi6BNUm8vUyckpQWm2CwWJj6Qc5DFZ/I6TBqIkqhUKhUO5HaADkZrS1FCVr9eTxaoMZS4fEY/XBPFa6aumQeOiM5EDGaLHxXq+0mlyw7CEVgWGAcT+cIOoHLRrcEhM2nHQJgqiJKoVCoVDuV2gA5GZ85PxvgZecfJKj9JJh8d4cYroKAGYNiCHOk4n5s56hfnLi4yOSIjBzyyliym3yxix8+GxrLBsST01U65uoKGD/fvtXCoVCodQbtAbIzXhKRUhSK4ljSWolqjlOckxWG2fq7GBuKYxm8klPcaURyRzXS1Qr4SEhB2Sdmio5U2eZuaUor7Z3ekUGeqF1I39EBnrR4Kc+8PYGunalTvAUCoVSz9wXAdCKFSvQpEkTyOVytG/fHn/++Sfnc3/66Se0bdsWfn5+8PT0ROvWrfHVV1+5PGf48OEQCAQu/3r16nW3b6NOVOhNmNYvhhUEJamVmN4/BkHeMnSOUrmMdY5SQavn7wrSma1IrLFmolqJdhENkJYUQRxLS4xAuc5IvJ6klpOj2lJ5lDpy9SowaZL9K4VCoVDqDbenwL7//nuMGzcOn376Kdq3b4/FixejZ8+eOHfuHAIDA1nPb9CgAaZMmYLo6GhIpVJs27YNaWlpCAwMRM+ePZ3P69WrF1avXu38XiaT3ZP7uV08pBI899khew1N72hUGazwkotQrDXihc//wA+vdiSmlq5pDLzrKiQixDfyx4jECBgtNsjEQhy/XAGD2YL0b45jRFIEa2zst8fx0+udyNfT8l+vtlQepY4UFQELFwLPPGO3xKBQKBRKveD2T62PPvoIo0aNQlpaGgDg008/xfbt27Fq1SpMnDiR9fyuXbu6fP/WW29h7dq1yMzMdAmAZDIZgoOD7+re6wOVlxQtQnwwcu1frLHOUSoob4ge1kwnGSw2JKmVRFuLJLUSVUaLS3H0v2MqtGnkxzGmhH8dr+fvSdNdFAqFQnlwcGsKzGQy4ejRo+jRo4fzMaFQiB49euDQoUO1zmcYBnv37sW5c+fQuXNnl7EDBw4gMDAQjz32GF5//XWUlpLrV9yNr4cUCwe3JKad+DqognzkmJ8aR0ydzU+NQ5MGHsQ1Ixp48M4L8iEXQdd2Pa55FAqFQqHcj7j1BKikpARWqxVBQUEujwcFBeHs2bOc8zQaDcLCwmA0GiESifDxxx/jySefdI736tULgwYNQkREBM6fP4/Jkyejd+/eOHToEEQidleV0WiE0Wh0fq/Vauvh7m6dUD8FFg5uybK0COGxtPD1kKKR0hOLBreE1mCBVm8f85GLEebvAQB4/5lWLM0eR6CycHBLVN40z1suRsMb84q0BuK8RkpPfPhs63/H5GL4e0pvKfjhuofaxigUCoVCuRu4PQVWF7y9vXHixAlUVVVh7969GDduHJo2bepMjz3//PPO58bFxaFly5aIjIzEgQMH8MQTT7DWW7BgAWbNmnWvts8iv7QakwiWFvNT4yARCTGeYGnx3uCWMFlttz1v0Y15XBYaQgATOdZspPREkI/8tk97+JziBQBxn9RF/gZKJTBypP0rhUKhUOoNAcMwjLsubjKZ4OHhgfXr1yMlJcX5+LBhw1BRUYHNmzff0jqvvPIKLl++jN27d3M+JyAgAHPnzsWrr77KGiOdAIWHh0Oj0cDHx+fWb6gOFGkNLHFBB8lqJfrEhWLSxizW2HejO2DZPrYOUG3zFgyKw46TBcSW9mS1Cr3jgjF54ynWWJJaiQ+fbX3bwY9GZ0L6t8eJZqmdo1ToHReCST+x99k5SoVlQ+LpSRCFQqFQbhmtVgtfX99b+vx2aw2QVCpFQkIC9u7d63zMZrNh79696Nix4y2vY7PZXAKYmly5cgWlpaUICQkhjstkMvj4+Lj8u1eUV5s49XwycksR6EPuXvOUieo0L9BbxmuFwRXgOLR+bpfanOIDvcn7dLjIP/Lo9UB2tv0rhUKhUOoNt+sAjRs3Dp9//jnWrl2LM2fO4PXXX0d1dbWzK2zo0KGYNGmS8/kLFizAL7/8ggsXLuDMmTP48MMP8dVXX+Gll14CAFRVVeG///0v/vjjD1y8eBF79+7FwIEDoVarXbrE7hdq08/hsq6oMpAFEmubV5sVBt94XbR+anOK57sedZEHcOYMEBtr/0qhUCiUesPtNUDPPfccrl+/junTp6OwsBCtW7fGrl27nIXR+fn5EAr/jdOqq6sxZswYXLlyBQqFAtHR0fj666/x3HPPAQBEIhFOnjyJtWvXoqKiAqGhoXjqqacwZ86c+1ILqDb9HC7rCi6LDAdyiYholOoh4Z/HZ5VRF62f2pzi+a5HXeQpFAqFcrdwewAEAOnp6UhPTyeOHThwwOX7uXPnYu7cuZxrKRQK3lqg+w1/Tymnvk6yWoniSnJqT2+yIlmtQkYuO72UHKVCqK8cK/PLWUapfWKD0aN5IPacKSbOK+YQPKyr1k9tTvFc90dd5CkUCoVyN3F7CuxRh09fZ15qHNQBnkTbCl+FBG90UxPHJvWOxge7zxKNUhfsPIt3n3qMOC+9mxqJalW9av3UpnPUtVnAbWsgUSgUCoVyp7i1C+x+5XaqyOuLq+U6aA0WVOrN8L6h52Ox2DDqq6NY8VIbWKyMU7NHLBKgsMKAV78+ihFJEc40l8PSom0jfwxfc4TzWquGP45j+eWseasy87DzzSSIxEJU3rSXmzWC6opD64fkFM83dqfXe+C1hY4fBzp0AP74A4iPd/duKBQK5b7mdj6/74sU2KPO5dJqZweW0WJDlcmKE/l6JEaq8L+hCZi66RRLl+ftHs2gM1mJlhafvNSG93omi404L9xfAUYgwIQNJ4kaQY2VnnUOLEj2GrcyVhf4dIceOG2h+HiAp8ORQqFQKHWDBkBuplhrwJUKPbZnXXMJOhLVSrQO98f8HadZqazM3FK83pW7eyrAi7/YO8yfnMpa8WIbTNmURbzelI1ZWDi4JSb9lHVfBxYanYkV/AD2tvqJG05SbSEKhUKhAKA1QG6n2mjB8v25xHqdMp2JU7Pn0IVSJNeonXHgIRWxanwcJKqV8JSQ416JSMipLZSZW4pKg4UzsNDo7g/Nntp0hx44baEzZ4A2bWgbPIVCodQz9ATIzejMVhzPryC2rFcZuXV3VmXmYUt6EmZuOeXSQZakVkJvtiItMQIAWKdKaYkRKNMZWZ1nSWoltHp+3R2ucUdgca9PVkjpuCoj/z08cNpCer29DogKIVIoFEq9QgMgN2MwWbF0SDxWH8xjtawPaBkKD6kIOhNb9FBnssJssaJ1I3+kJUa4FDN7SMV4eeWfGJEUgRE1xsZ+exwbXu9EnOej4Nfd4Ru/14EFV53P7IGxnK8ZQLWFKBQKhWKHBkBupoGnFB/t+YeYApuzLRvT+rUgemUlqZUo0BiIxcxPtwlDm0Z+xLEktRIeUhHnPC5NoiS1EgrJ/SFayFfnM33zKc7XjGoLUSgUCsUBDYDcjMXG8Hp6Te3XAgtSYxF4o0NMLhGhSKNHp0gV/rv+BH4Z15nVIl+k0WPWgFjM3JLtIpSYrFZh5oAYwMYQ510p02NOSiymbzrlUnuUrFZiTkocrpbpiPu814FFbXU+U/o2x4JBcQj0lv37mmkN6NYsoNY03UPTPk+hUCgUXmgA5Gb46nwAoNJgwY6sa6yAJDFShfeebs3q2kpSKzE/JQ4A0DsuGMMTmzjTXMVaAyQiAQQMMHMzu7V+TkosCsr16BMXguE3pceKtUZcLtMhyFfGUnW+WbSwrsHD7c6rzV+symjBjpPXXIK/zlEqdGkWwDvvvmyfj4gAfvjB/pVCoVAo9QYNgNyMh5Tfm8tosbE6wTJyS3HwfAl21GidB+zdWo4xUgdZklqJ9O5q4rzpm7LROy4YkzeeIs778NnWWDYknihaWNfgoS7zavMXM5ptLIuQ2trg79v2eX9/4Jln7v11KRQK5SGHtsG7GYlIyNmynhylwqEL5PRYoI+cs0WebywztxSeMnLc6xBj5JpXZbDA10OKyEAvtG7kj8hAL+fJD1/wwNUiX9d5Dn8xEslRKvzO8ZrxtcHft+3zRUXARx/Zv1IoFAql3qABkJsprTIiLTGC6M01o38MVmXmEecZLdxCiHxjAFBlIHdI1TaXq9OrrsFDXefx+YvNHMD9mgHc91BbWs1t7fNXrwL/+Y/9K4VCoVDqDZoCczNecgmGrT5CbFk3Wiyc7dwyMXfsyjdmvyZ32o1vLlenV12DhzsJOkL9FMR0XGm1ifM1A7jvoba0Gm2fp1AolIcLGgC5GV+FBP1bBmNg61CXrqxGSg9U6U14IjoAzUN9WSKJZVVGJKuVxFRXsdaAvrFBGJQQjkAfGaoMVnjLxSjSGrDh6GVUcxReJ6uVKK4k+07xdXr5yCXwkIpcjFkd+1yVmXfXgg4uD7Gahdq3cg+OtNrtznNAu8coFArlwYIGQG4m1E+BMd2iMHkju5trXmocZvSPwaSNWS66PUlqJZ5NaIh2TZWYsjGLpeicrFahk1rFuabkxn/XnDc3NQ5CrrGUWM4PdJWXFKuGP45l+3JYYo6rhj9+14IOEo702MQNJzm71epzHnCfdo9RKBQKhRcBwzCMuzdxv6HVauHr6wuNRgMfH5+7eq0r5TqW+7qDZLUSfeJCMInQlZUcpUJq61D4ekidpzxechGKtUY09Fdg9ja2iSpgD2am9WsBo8UGsUiISr0Z3goJLFYb1hzMQ8dIFS6V6ZwnOY503LlrWnzwTCvODqr0b46zOq8c+1zO00FVUKHnDDpC7iB4cJzI1OxWq+95Gp0J6d8eJ9YydY5S3Xn32PnzwDvvAP/3f0BkZN3XoVAolEeA2/n8pidAbqbSYOH0AluVmYfRyZFYOawtK5U1YcNJvJbcFN4eEoiEQggFVoiFQgR4ywAheE1NbQxwvdKIQB8ZbAxgszG4XmnEbzklGNAqDJduEjwUCAQAgIPnS1FabS9KrpnqKakyEYMfAMioxSeMq5bnTtNHXOmx+p53K4Xcd3QvkZHAli11n0+hUCgUIjQAcjNVBjOnF9inLyagoVKBqZvYooXfjuoAmUiISQQhxLkpcQj3V+ByOdlAs9JgxqqDeax534zqAIYBjmdeYO1l+QvxEAI4U1gJT5kIBrMNEpEVZyorIREKeO+xtg6qugYr9wN3vXvMbAYqKgA/P0BCC7EpFAqlvqBt8G5G6SXD6hrBCGA/wZFLhazgB7Cf4szamo0CrZ44NnVTFla82Ibzmt5yCXHe0YtlmLstm7iX1Zl5gABYti8H/ZcdxJDP/0C/ZZlYvi+HU1fIQW3jDzJ3vXssKwsIDLR/pVAoFEq9QQMgN2O22jjTVZ4yMW8qiyuwyMwthUREfmsdZqgk+AQUM3JLcbXCQAycjueXI5lDmDBRrYRUJIRGZ8L54ioczy/H+etVnCKHDxp8oozUfJVCoVDuXx7eP80fEDR67hRJlYHfJ4xP0LDSYCZ2c80cEAujhTzPaLHxtrNz7XXO9jPY/mYSptbwF0tUK5GWGIEynRFTN596KLuk7qR7jEKhUCjugwZAboYvRVJb+oRP0NBbLkFaYgQm9I526RB7/rND+Gpke+IcD4mIsx5p6ZB4iAXkWh+dyYqSKiPiG/mzxBzHfnscXwxte/95bNUjd6uQm0KhUCh3DxoAuRlvuRjJahWxi0ouFrJOcRwkqZWcgoZJaiXMVhtGrv2LOM41Ty4VYtm+XGINkABAWiK3I7mnTOISNDm4FW+uhyFQeJALuSkUCuVRhAZAbsZisWFMt0jYwLDSR2abDTMHxGLmllOsVNasAbGQCAXENNe81DiMWvsXZ2u9t0KMff/pAqPF5lSelomFMJqtvC356d3ExLEzBRr4KcT4bnQHeMpEznb9KqMFwd4y9FmWyXn/1UZznVWU+ebVdey+o1UrQKMBPD3dvRMKhUJ5qKBCiATupRBidoEGz3x6yKXuxpE+2nz8KtaNbI8CrR6eMrEzlVVttCDMVwERAI3JAgYCp6ChAAz8pGJc0hiwbF8OK6ga2z0KIb5yTCKoRM8eGIuLpdVYmZlHrOVp4CHBh7/8w5o3PzUODEBWnk6Jw0srDxNb8j2kIuwYm4xpdagP4lJfXjS4JRiAU5lZAGA8VW2mUCiUh5Lb+fymARCBexkAHckrwzP/O0QcS++uxtkCDaJv8gJzBEdnCzR4onkQUSX6h1c7YNneHGJHV3KUCn1ig4nzFgyKw/aTBcSUW6JaiSl9mqPPUvZpzoLUWOzIuka8XpJaiSl9W6D3kgzi9XacvEZM//GpKPOpL9e2Zu+4EEz6id1SXi+qzXeDnBwgPR1YvhyIinL3bigUCuW+hipBP0B4K7jfgvhwPyzfl4s9Z68Tx4e0b0x8XCEVcbez55RgeKcmxLFAbxkx+AHsdUBcLut87fOO9Wp6fnWOUqFNIz9iMALw1wfxqS8Hess4Val/yynBMI57v2/rkSorgZ9/tn+lUCgUSr1BAyA3I4D9VIbrA50Po8VGfJyvPZ5vHtfjDq5XkZ3ia5tXaTATu6QulFTXOo8En/pybXvhG79j1WYKhUKhPDDQAMjNMADGdm+KWQNiWEXJZhu/Lo+3TIwt6YlOU1MfhQRmqw1ioYB3nodERCxm9pBwt9UDgEIiIvqSSYX8epo3t/MzgD3qQ91VlPnmycT8e+Eb95ZLHqwCaQqFQqHUGRoAuRmlXAK5WIQpBE+v+alxWJv2OHKKq1zmhPrK8eWIxxHgJcfUTVku6adktRJzU+OwJu1xLNmbw9LzWZP2OLxkYhzPL2eN9YkNRo/oAGLKLVmtRBOlJ3GfcwbGom9sELafKmLNS1Ir4S0Xs2p2OkepsGBQHCs1dvM4l4qyQ32ZNK+40si7ZnEl+RSrc5QKcomQuE9aIE2hUCgPH9QKw80YGYYVVAD22pnDF0phtTHYnnUNI9f+hTHrjmHEmiPYnnUNXjIJK/gB7JYVUzedwqWSaqKez/niaizYcYY4tmDHWczoH4MktdJlLOlGUDWb4BOWmVuKaZtPYWLv5uR5KXE4erGcKIQ4c0s25qfGsawkblZRJlloONSXSfO6NQvgHFs0uCW6Ngsgjs1PjcOMLdmcgo1us+4ID7cXQIeHu+f6FAqF8pBCT4DcTKXBgnOFlcTUUoivDB/8/I+LwrIjXWW02HgLnd96gtwxFOgj4/H7KkG1yYLxvaIxuUZazWi14o8LZZwaQVUmq8s8b4UEFqsNL688jFkDY4nX++VMMSb1ac6poszV6u44keFTX77dsdJqE/acKSbu060F0gEBwBtv3PvrUigUykPOfREArVixAu+//z4KCwvRqlUrLFu2DO3atSM+96effsL8+fORm5sLs9mMqKgo/Oc//8HLL7/sfA7DMJgxYwY+//xzVFRUIDExEZ988gmi7sM2Yp3RjHWvdGCdrjhOT4Z1bILPMi6w0lWdowJ463wsNrK6AV8RsMpLCrlEjDnb2WmuuSlx+PTFBPwv4zzRJqPaYMaBnBLnXqpNVhzLL0dptQlSsYAzcNLqzWga4MUKLjQ6Eyv4AdgWGlxBye2OXSip5n093VYgXVYG7NgB9OkDNGjgnj1QKBTKQ4jbA6Dvv/8e48aNw6effor27dtj8eLF6NmzJ86dO4fAwEDW8xs0aIApU6YgOjoaUqkU27ZtQ1paGgIDA9GzZ08AwHvvvYelS5di7dq1iIiIwLRp09CzZ0+cPn0acrn8Xt8iLypvOUtAELiRWtqUhT5xIcR01eQ+Ql7fLh85+a3lKwJeNLglZzpu6qYspHdXE/cCAHMGxhLrila80AZhvgqcqDGWrFZi+Qvx8FGQC5r5Wt3vxomMr0LC/3py7POuc/Ei8PLLwNGjNACiUCiUesTtNUAfffQRRo0ahbS0NLRo0QKffvopPDw8sGrVKuLzu3btitTUVDRv3hyRkZF466230LJlS2Rm2gX6GIbB4sWLMXXqVAwcOBAtW7bEl19+iYKCAmzatOke3tmtoTNZWUGFg4zcUgT6kAM2qViE1QfziAHJmoN58JSSA6BirQHJahVxLNhHzrmXzNxSeMrIax7MLYWecB8Hc0tRqNFj+uZTLH2hjNxSrM68yLkmX6s7UP8t654yMf/rybFPCoVCoTyYuDUAMplMOHr0KHr06OF8TCgUokePHjh0iKyOfDMMw2Dv3r04d+4cOnfuDADIy8tDYWGhy5q+vr5o3779La15r6ntg5wrZVWpt/AGK3qLlViU3K6pEnNSYolj1SaySaoDPn0hktUFwC+SmJFbAq2efP91bZGvK1UG/tezysD/2lAoFArlwcKtf9aWlJTAarUiKCjI5fGgoCCcPXuWc55Go0FYWBiMRiNEIhE+/vhjPPnkkwCAwsJC5xo113SM1cRoNMJo/Lc9WqvV1ul+6kJtH+RcKavagxUL0rurMaF3tIuH2NUyPSRCEAudhQIB75pecm6dIImIPLc2YUINRwDE1+rO1yJfV+71iROFQqFQ3IvbU2B1wdvbGydOnMCRI0cwb948jBs3DgcOHKjzegsWLICvr6/zX/g9bDn2lIpYpzEOktVKFGsNxDGlp4x/XZkYmbmlKNYaUa4zoVhrRGZuKb4/kg+FXIJFu86iz5IMPPfZH+i9JAOLdp2FTCLk3EuSWolqIznoSlarcPxyBXGsNmFCDyk5qOJrdXe0yNcn9/rE6Zbx9AQ6dKBu8BQKhVLPuPUESKVSQSQSoajIVUCvqKgIwcHBnPOEQiHUajUAoHXr1jhz5gwWLFiArl27OucVFRUhJCTEZc3WrVsT15s0aRLGjRvn/F6r1d6zIEgIYOaAWMzc4lonk6RWYk5KHC6VViNRrWS5swsFYD1+87gAYBUeJ6mVWJAax3KCB+y1Lv/38znMS43DlI1ZrL3MS43D1XIdktUqF6+tZLUK/+31GJbuzSHeX3GlEclqJTENlqhWwkMq4lRfDvVTYOHgltDozc6WdV+FBCE3RAn5VJuLtAaUV5ugNVjgoxDD30OKII56KuDenzjdMo89BtyHqVsKhUJ50HFrACSVSpGQkIC9e/ciJSUFAGCz2bB3716kp6ff8jo2m82ZwoqIiEBwcDD27t3rDHi0Wi0OHz6M119/nThfJpNBJuM/UblblOqM8FNIiemqCp0Rr687hhFJEU4dIIcbvI1hkJYYAQCs4CgtMQLMjfGb1yzWGlGgMXAanv55sRwCBsS9gGEQ6CtH77hgDE9s4txLsdYAhVSEyX2aw2C2sgKnxEglIgM8YSPsc2z3KAgh4FRftlptmLiR3ZK/IDUOIpGQqBG0aHBLmK02VpDnUNZupCSfpDhOnCZuOMkybb0bJ04UCoVCcS9ub20ZN24chg0bhrZt26Jdu3ZYvHgxqqurkZaWBgAYOnQowsLCsGDBAgD2dFXbtm0RGRkJo9GIHTt24KuvvsInn3wCABAIBHj77bcxd+5cREVFOdvgQ0NDnUHW/YSPXIrJm04RT3I2jUmEzmR1OcVx0LNFML45fMlFJNERHH1z+BIm9IrGyLV/seZ9/GIbzr0sGtwSkwht8IA9gEjvrsbkjaeIY3MGxqJ1I3+k1djL7G2nMe7JKLzZXY2JN4Iqb7kYVUYzvOV2C5Cap0O/5ZRgwoaT6B0bTGzJz8wtwY6sQpbr+285JTjwz3XsOFlAnDd5YxY+fLY150lQbeKKbuHYMSAhwd4G34b7vaNQKBTK7eH2AOi5557D9evXMX36dBQWFqJ169bYtWuXs4g5Pz8fwpvMNqurqzFmzBhcuXIFCoUC0dHR+Prrr/Hcc885nzN+/HhUV1dj9OjRqKioQFJSEnbt2nXfaQABgNFq4+w+Egq501xnrmkwunMklu1j+32ld4uC2UouPuaryQn0kfF2Qk3oHc05pjOTAzUPqQjje0Vj+b6zLqdDyWolpvWPwdH8CuKaGTklGN6pCcc+5azgxznmza10nZlbivJqE28qjE9AkUKhUCgPD24PgAAgPT2dM+VVs7h57ty5mDt3Lu96AoEAs2fPxuzZs+tri3cNrY67u+iaxsCZ5grwlqOBpxR940JcToCKtAYYzFbOrqbjlyuQHKUiigxW87S5A/xt8Fo9uUB6RFIE5mzNJuoAzdl6GiOSIoiBE8DdQcbXWVZb15mWtrNTKBQKBfdJAPQo462QcFowSERCjF//NxYNbumSPirSGvDf9X9jyfOt0SlSCb3Z5vTfigzwxNhvj2Nyn+ZE+4nzxZWYOzAWv18oRaC3zDlWpDXA14N7L6sy8+AlF3NaWnhzjLVp5M8Z4GTklmB4YhPO14brtIrvFKu2rjMfuZi3eJpCoVAojwY0AHIzfnIxVg1/nJjK6t8yBMtfaINl+3JYJ0Afv9gGQT5sG40ktRJLh7SBSACWNUWSWokFKXGwCYAdJwtcUkXJaiWSI5VYTdhLstr+uLdURLS7WDX8cXhyjHGpTjvgkh5KjlKhrJrswF6sNXKeYhVXco8lq1X2QI2j6Dr0RncZhUKhUB5+HkgdoIcJK4AVNQIcwJ7yOnlFwzl2/no1pnJ4iE3dlIWrGj1x7KpWj8kb2YXHGbml+Cu/HMv35RDTVcv35+LvKxXEvazYn4u/LpYTx2QSbvFEAAjxVSCxhvZQolqJMV3VaNvYnzgWGeiJBalxRI2gzmoV0rupifPe6K7G4bwyToNVjY4ccLmVFi2AnBz7VwqFQqHUG/QEyM1UGiw4U1iJlcPaItBH5pLmEgkFnAW9tRX7TuoTTUxJecvFOJ5fQRwLb+DBbVuRU4J3ejQj7nPChpOcBcu16RVZrAyxk23k2iP44dWOxLHhq49g25tJxI6t0moT0tYcIUoHjFhzBMuGxBP3eTcMVm+FWtNxcjlwQ/OKQqFQKPUHDYDcjM5oxjejOuCvi2UA7EW8erMVxVoDmgV7c87jK/b1kIogE4uJDuyp8WH4+MU2+CLjAmusS7MA3r3aGAZrDuaxUmffjOqA/DIdcQ5fIXdaYgSuafWcNUKVBgvnmFZvRtMAL1bAcqGkmlM6AOB/3e613UVBhZ6oZeSSjsvLA6ZNA+bMASIi7un+KBQK5WGGpsDcTIC3HKVVRmzPuoaRa//CmHXHMGLNEWzLugY/DymnVQRfse+IpAjM2kJ2YP8zrwwrMy4Qx8y1dFCZLDZi6mzO1tOIUHoQ54iFAoz99jjiG/lj5bC2+PjFNlg5rC3iG/lj7LfH0YDnxIXPe4zLnd2rFtd2vtftXtpdaHQmVvADENJx5eXAunX2rxQKhUKpN+gJkJux2Bgs359LrJ+ZuSUbM/u3QH65npWuKq3iLvbt2FTJeQLClzr7/UIpy+rCQXKUCr9f4HZ1N1sZYlqtrNqEhEZ+xP04rDBI8HmPJaqVkIrIgYxUJORMuSWrlSiuNBJm3Xu7i5IqE/G9A9yXjqNQKJRHCRoAuRm92copPnj0UjlmD4jB1r9P1UhXqTCwVShaN/LHrK3ZrNSSiMfV3cQhkAgAqzLzsOmNROKaM/rHYMDyTM65lQYLsevs6TZhCPSWEa0w0hIjYDBbkaRWsiw05qbEIb9UR/RBS0uMgEZvAsC2tajQm7hTbkkRaKL0ZHl+ucPugrrPUygUinuhAZCb0Rm5xQXf6BaJ6ZtPEdJOJZi97TQm9YomFgnrzNxrBnhxe57pTFYwYIjiimarFToT97pyqZDYdTZtczY6NG1A3OfYb49ja3oSPny29b/GpXIx/D2l0BkteG3dUWIxs2MeCS+ZBEM+P0ycl/7Ncc7i6Xt92nLfus9TKBTKIwINgNyMj4L7LejcLADv7/6HOJaRU4LJfQTE1NKC1FjO9JiHVMTblSUWCFGgMbjYRRRoDGgv4p/HMOR7yMgpwbtPPYZfzhQ5HxPcOKFKjFQ6g4+a9hQanQltG5NFFPnSVSovKe885Y0uK3enl27ZfT4kBJgxw/6VQqFQKPUGDYDcjFQs5Ky70Zv4i5KrDBZi+ihRrYI6yBs2hmGlgfQma526snrHBCO9m5o4781uUdh/rphzn2arDX+zOtJUmJcaC18PKYq0hn9PgBRi+N8IiN4b3BIXy3TwlIluMlG1IKKBB3w9pJwt5LW5uvO1nt8rlehbdp8PCQFmzqz363NBVbIpFMqjAg2A3ExplRFpSU0AMKz2ck8Zv4igh0yEKX2bg4HAaYUhAAO9xYJhq/4kpoGqTBaM/fY4Z2pp5bC2xGtdrzSCAYjpMaW3FP/79QLnPsndYyWYsukUFqTEYgJBzXpBahwYgKWCnaRWYn5qHK5V6DGep4WcK83F13ouAHjXrG9uyX1eqwUOHQI6dgR8fOp9DzdzS235FAqF8pBAAyA34yWXYOgqu3Df8BoBiULMn3ZSSETo/uGvrLEfXu3IqYWzclhbtOHoykpSKxHkLScWHgd4y/DM/w5hRFIEKz22I+saEhr7k+0n+LrHckqgMViItUOZuSXYkXWNODZlYxb6xIVytpAvGxJPTHPV1nreOy6Ed00A9X46Ums6LjcX6NULOHoUaNPmjq7FR22vjeM1pVAolIcFGgC5GZlIiHiOgGRwfBhn2im9WxREHM1efFo4IoEAwxMjwBDWHJ4YgavlemLB8i9nipDAUVvTPToAcwbGYtqmLNYp1sz+MejP0z1WzVFYHegj51alzi3F8ESyKCBfC3ltrefDONSs/7pUjnKdGdM2n3poT0doWz6FQnnUoAGQmymtMnLW5OjNFgT6yNGvRtqpWGtAoI8M+aV64ppmq42zrsjKMLwpsA+eaUUMcjykImwc0wmzt51m7fOF9o1RXm1E77gQl1OsIq0BJgt/95gnhw4Qn2JzbeNcLeS1tZ5zrTkiKYIV3AEP1+kIbcunUCiPGjQAcjOecgleW3cMiwa3xMTe0agyWOElF6NYa8Db3/2NL4a2RUSAJzxl4htjInjKRJAIBJiz/TRRfFCrM2N056Z4o3ukc569gNgMX4WY1yqCSylZZ7KiRGvEhF7REIuEqNTb00Bmqw1vrDuGz4a2dekeEwgEKNAY0Dqc3wtMJiFfj0+xubZxrhby2lrPudaMDyef0AEPz+kIbcunUCiPGjQAcjM+UhE+ebENcourALh6gS0dEo9Fu85gUEK40/pBAAGqjVYs2n0WS4fEY+720yxPr34tgyETiVBUaWBdz0MsRt+4YGzPKmSNJUepUGUwY0t6IivIWf/XZYT6K1i6RMlqJVanPQ4bGJYQYqJaiV4xQXjriWYQIsflRCpZrcKbT6hRoTORFaSrjEhWK4lpsLoqOtfWes61Zm3c1dMRmQyIjLR/vYvccls+hUKhPCTQAMjNMGBgtTHYVqPgN1GtRHxjP4zt8Rhmb8tmdUJN6xeDSr2J6OllMFkglguxbF8ua97MATGY3CsaGr2Z1T6/ICUWVgaYvInclTV5IzsNlJFbillbTmP2wBiinccXGRfwTo/H0DsuGMMTm7ik8YK85RABRAXp5xIaol1TJaZszGKrRKfGQXTjv9kK0rGcpzG+HlLMTYnFZNKaKbGQioREleiG/vw1Pnf1dCQmxl4IfZe55bZ8CoVCeUgQMAyXhN2ji1arha+vLzQaDXzucutx3vUqzNl+Gi1CfVmnIKmtwzB9yyli+ihJrcScgbG4UFKNQB+ZM81VpDUgKtCL9SF/87x5qXHILa5izWvor2DV+DhY90p7jPryL4xIimDtc1VmHn56vRN6LclgzVs5rC1WHczjvIf07mo8/9lh1tiCQXE4cqEEw5Oask6j1mReQMfIAFwq1zn34qhjOndNiw+eaUX8wNboTPjPj38jOsSHcx4AVls6ALz57XHO05G7VQPkDk0exzXdqZJNoVAodeV2Pr/pCZCbMViseKF9Y6w+mMdKH/WNC+H0CcvMLYXRamMFF0lqJab2a0EMfhzzdCYra16iWom5A2NxPL+COK/KaMHSIfHEfS4dEs9pXBroI+O9h0l9ookpsEZ+CrTpGsV5+lWsMeC/G04S1y2pMjm/3hw8lFSZsOdMMfacIYs2llSZEBnoRfzAv9enIw5NnusHj2Ddd1Pw4vPzEJj4+F3vOrsfVLIpFArlXkADIDcjgACrCSckB3NLodHx15ZcLdcTdXJKbwQAXFQStHcO5pZi+uZsjEiKIBb8hvjKsWjXWeI8AJg9IJZ4rSoDdweYh1QEmVhMrB0a3CYMcwinUZm5pZizLRvT+8dwrluuM2Hm1mxWy/rYJ6I45wD8tTy3JFpYT9ysyRNjs0Kp10Jksz5UXWcUCoXibmgA5GZq6vHcjKecXwmaCz5/MQDwkpPHM3JLkJYUQTyRMVttnPs8mFsKs43cQu7DcS3A3l4+i5DicwRjrcL9sO/sdda8zNxSWBmGuM9VmXl25WmCoN9rXSI59wLUXstzr05HqCYPhUKh3H1oAORmuFJHAFCsNbIKfR0kq1U4frmCOM9iZWoxLuUu+/KSihDq62pMGuorh9XKXypWZbBgQWosAn3kzoCkSKOHj1zMeQ8dmyo528szckownEOY0EMqglQkJO5zzfDHcSiPHKj9fqGU0yQ2+T7qdKKaPBQKhXL3oQGQm+E6jQGACRtO4sfXOmLaplOsrqXZKTHou5SssKzRmXkNT0squVNknjIxthM60ib3bl7rfWzPuuayz2S1Es2CvDAvNY7YzVWb1g+XMOGrXZriutZA3Oeb3aMgFpIlsldl5mHTmETMqlFXlKhW4o0bitv3A1STh0KhUO4+NAByMxKhkPO0pnmwD3aeuoa0xAhMcIokilCsNaLSYEZ8Iz/ivAKNHvvOFhMtLb47fAlPtAgm7iU5SoW/r1QQU1J/X6ngPD1JVCthszHElnwbgPkDY7FwcEtUGizO+hlvuRhGM7/as6+C/EH/ZPMgzNtxhrMeaUKvaLy/+x/WPJ3JioIKstXHiDVHsDU96b5ILd2syZPXIAyDXnofeQ3CAFBNHgqFQqkvaADkZsp1Js7Tmnd7PoZle//Be7vYH+bfjWrPOS/EV4GpfZvj0Pl/HxcIBAjzlSM1PgwiAVjBTHKUCrMHxKDvMvKp0tztZ7D9zST8caGUleZqG9EAl0p1xHkHc0tRZbZCJRPDfi4jgEAASERCeMvEnOJ7yVEqNPSTE9NqAgF33dTB3FIIODzSkqNU+KtGwfXN1JZaKtIaUF5tgtZggY9CDH8PqVP5uj5b1mtq8hwLs5++UU0eCoVCqT9oAORmvORiDF31J9Gba+TaI/jh1Y4wWNgpsBA/BeZsO008zVh/9DLe7fkYdmRdc1VtjlKhYQMPNPJXoHdsMIZ3chUmLKs28fp22Riw11Qr8XhEA4T6cisV601WjPvhBFFccU5KLDE9NmdgDC6V6QnXU+HxCCU8pCLOvRrMNqKg4eyBseizlK1V5IAvtZRfWo1JG9kCkfNT4yAVCfHfGk7qd2qU6ug6K/8nDx7Ll0CX/hb8m0XQ4IdCoVDqCRoAuRkPiQgJjcgu68lRKhy9WIbWjfyRViPIAcNgZFIElu/PZbWQT+3TAtM3nWKrNt/4gB7QMgSTN55iXW/TmETOfY5IisDMLYQ1c0sxc0s25gwkt8EDgMnC7iDLzC3FpI1ZGPuEmnh/epMV//vtPGteRm4JZm3lbtcHAF+5hNiyDgBtG/vftt1DkdbACn4c9zB5YxbSu0cRu87utGXd10MKX1s1sPITYMwrAA1+KBQKpd6gAZCb0VusmNa/BeZszWadrMwaEIN+yzKJJx29Y4Mxcu1fxJOja1oD0UMLsAdBb3Ho4Rz4p5izzqcTT8dWZm4p9BwFy8lqFX6/wC2EOKF3NHHdPjwikBk5JXi9SyQ5aFSrIJMIOVvW6yJoWF5t4hVznNA7mjhGW9YpFArl/oUGQG5Gq7Pg9XVHsWhwS4yvUeice72KM82j1Vs4Xd0/frEN7zUtNnJL+2e/XcDW9CTWSU+yWglJLR1bVQYzq5g7Ua3E1H7Nkfrx7zzzyPdXZeCWBwAAsUjIMktNViuRltQEGp0JUHoS59VF0FBby174xB5pyzqFQqHcn9AAyM14ycUoqTJh5Nq/WGMrh7WFh1RE9N/yUXCLJNbWXu4hJc/VmaywMjZMHxADi5WB9ob/llgkgJnjhMeBt1yCEYkRmHgjiHP4ixVrjLx1RV5yMVHQkGuP/+7VglaN/DG8xulX+jfHsTU9iXfu7Qoa8ok52u+Be6+0ZZ1CoVDuT2gA5Ga8pSJOocBKgxmrhj+OZftyWHU+Ka3D8ER0APYSlJKLtQZuwT+1ChIOnZzu0QGQikSYwuEGn6xWISOXvKaXVET0F5vSpzl6NA8k+m8lR9nnEa0w4sN4RQvLqo3E06+70Sbu7ynlfI+S1EpUG8kBXr3sRaUCxoyxf6VQKBRKvcF/VEC56+gsVgxPjECiWunyeKJaiYRG/lixL4eodzNrazam9YtBUo15SWolOkWq8GZ3NXHNMd3UkElESK4xlqxW4p0ezTBtE7nY948LpXijWyRxzTe6qVFtIvuLLdh5Fv95shl5L13VKK02EuddrzJiTFfy9cZ0VaN9EyU6R7kGBXerTTzIR475qXHE13p+ahyaNPC4e3tp1AhYscL+lUKhUCj1hoDh80W4R6xYsQLvv/8+CgsL0apVKyxbtgzt2rUjPvfzzz/Hl19+iVOn7F1MCQkJmD9/vsvzhw8fjrVr17rM69mzJ3bt2nVL+9FqtfD19YVGo4GPj08d7+rWOJJXhjnbsrF0SDz0Zpsz7aSQCGEw2zDok9+JKbBVmXn4fGgCwv09UG2yOud5SkUo0ugw7scsrHixDcQiISpvjJmtNryx7hg+G5oAAGAgcI4BDBgGePrTQ8TrtWnkj/RvjrmMOdJOqzLz8P3oDth9uoi4z+UvtMGx/HLivPWvdYTFxrD2KRYKWHu5ed6G1zuhgae0Tro8ddXscdEBkovh78m+Hqmu6I40gnQ64OxZIDoa8PC4zZ8uCoVCebS4nc9vt6fAvv/+e4wbNw6ffvop2rdvj8WLF6Nnz544d+4cAgMDWc8/cOAAhgwZgk6dOkEul2PRokV46qmnkJ2djbCwMOfzevXqhdWrVzu/l8m4dWrcia+nCEuHtCGmncY92QxLh8Rj9cE8Vopo6ZB4KCQiojbN3JQ4rE57HLO2sDvLVqc9DrFQgCmbTrHmzRwQixUvtMEXmRdY10uKVHEWXQOAwWLDiRqprGS1EstfiIelhlGq4IZSoYdUBLlEhD8ulCLohthhtcmKIo0e7ZraT1v4RAtPXK5AoLcMRosNVUYLjudXoFuzANgAp5u6A4cujwDA+Dpq9gT5yJ0BT0246ooKKvSce7kljaCzZ4GEBODoUaANf3E7hUKhUG4dtwdAH330EUaNGoW0tDQAwKeffort27dj1apVmDhxIuv569atc/n+iy++wIYNG7B3714MHTrU+bhMJkNwMNny4X5CIRJjIofGzIz+Enz4yz+clg9T+jQnzpu2KQt94kKImj1HLpZjx8kC4rxZW7PROzaYeL3avLIsVhvRCgMQYNaAGKz9/SIrqFqT9jiKOTy9IgK88Ea3SOjNNuKpkrdcgm017iNRrUSrhr746Od/OHV5eseF3BXNHhIanYkV/NzN61EoFArl1nFrAGQymXD06FFMmjTJ+ZhQKESPHj1w6NChW1pDp9PBbDajQYMGLo8fOHAAgYGB8Pf3R/fu3TF37lwolUriGkajEUaj0fm9Vqutw93UjSqTlVNjxmpjeC0fuLqrMnJLMfyGTUZNAr1lvBpBaYkRxK4sk9nGWwjMvZcSGK1sIcSDuaUQCgRYtj+XM8CbPSAW07ecYgVOK4e1RaWBrc1zMLcUC3acRatGfthzll10/VtOCYZxOMzfDc2ekioTsYj7bl2PQqFQKLeOWwOgkpISWK1WBAUFuTweFBSEs2fP3tIaEyZMQGhoKHr06OF8rFevXhg0aBAiIiJw/vx5TJ48Gb1798ahQ4cgErFblhcsWIBZs2bd2c3UEa2eWyem0sivP3O9ysg5xuWkzvW4Aw+OrqwBrUIxMqkpGLC9x4YnRkDEZcAFbk0fSy0Bnt5sdbH6cARjKzPz0LGpPRAK9JG5tN1P2HASwxObcO6F7/7rW7NHW8t6VCOIQqFQ3IfbU2B3wsKFC/Hdd9/hwIEDkMv/rc14/vnnnf8dFxeHli1bIjIyEgcOHMATTzzBWmfSpEkYN26c83utVovw8PC7u/kb+CgkaBnmQyyCtjA2hPsrOIuZvSRiziCASwuoNo0ghmGIQcd7O88gtqEf0Xts7LfH8cEzrTjX9JCJiKdKfPpAAKA3W4nBWFpiBBr6273QatYxrXulA65V6DlfFw8JeS+rMvPgo5DUuWCZOI/Dzd7BLWkECYWAt7f9K4VCoVDqDbcGQCqVCiKRCEVFRS6PFxUV1Vq/88EHH2DhwoXYs2cPWrZsyfvcpk2bQqVSITc3lxgAyWQytxVJ+0u5i6Dnp8Thq5HtiWNfjWwPMAymbGYXM383ugNOXq4gXq+IRyOoR/NAKKRizqBDLBBg+JojxHW5PuwT1UrIxSJigXSf2BDyi3IDkoeY4/sJvaKJdUzv7TqD6f1iMHVTFqsA/PvRHWG2WRGqcS1kDvWVY23a45CJhEj/5riL1tGtFCxzFTrPT43Dk80D8QtBA+mWNYJatwbuYUqWQqFQHhXc+melVCpFQkIC9u7d63zMZrNh79696NixI+e89957D3PmzMGuXbvQtm3bWq9z5coVlJaWIiSE/wPXHZgBVoAD2D/MD54v4dTlmbbpFH6/UEocm7klG/GN/IkaOuoAL8xNiSVq2kzr2wLv7z5LDDpWH8xDA44P7OQoFUJ85MTrpXeLgslqJRZIZxdokBxFFvhLjlLhEIeH2MHcUnBl3OIa+rGCH8f1Zm7NBhgBtmddw8i1f2HMumMYseYItmddg5UBfj9fyhJ6/C2nBBM2nLTbaxDgK3SevDELMwfE3DO9IgqFQqHcOm5PgY0bNw7Dhg1D27Zt0a5dOyxevBjV1dXOrrChQ4ciLCwMCxYsAAAsWrQI06dPxzfffIMmTZqgsLAQAODl5QUvLy9UVVVh1qxZGDx4MIKDg3H+/HmMHz8earUaPXv2dNt9csFXBB3oI+cuWM4t4ax1ycwthcFiQ7+4EJd0VbHWAL3ZCo3OiLTECEyo4T1WZWSLGTo4mFsKiUhI9Psa01UNgQDoW+N6RVoDRELg59NFxDULNHq80TUSNoZhrTmtXwukrDhInAcA5Tpy/UySWoXFe3KIYxk5JTCY+U+VuOYVV9rrrWqmuWordDaYbbzeY7Wm3E6fBp55BvjxR6BFC87Xoyb1msqjgRqFQnkIcXsA9Nxzz+H69euYPn06CgsL0bp1a+zatctZGJ2fnw/hTfUPn3zyCUwmE55++mmXdWbMmIGZM2dCJBLh5MmTWLt2LSoqKhAaGoqnnnoKc+bMuS+1gPiKoGsrWOYt6NWbEegjd9bBeN3ws/rPj3/jq5HtMXItu8vuyxFk8UkHJVVGYg3QyLVH8OOr5BM7pZcM//v1AnEsNtQXIzgc7QvK9bw1QjYOQ1eLlV/X02Ahr8kV+Dmo0Jsxe9tpVppr7BNRvPMqDWZEBnrVXSPIYLAHQQYD73Vue916nEehUCgPIm4PgAAgPT0d6enpxLEDBw64fH/x4kXetRQKBXbv3l1PO7v7+PAUytZWsMw37q2QYEkNG41EtRLLhsSDwwqM0yXegdnKcAsTGi0o0BhchAILNAaYLFbOQMZosXGKK6Z3V3N6jyWplZBLyPfuyWNMCnAbwQLgDbjkEiExzfVal0je63EVOt8tjaC6rks1iygUyqPGfREAPcp48ZihFmsNSFYriWmwZLUKxVryqUCSWgmZSEjW3rkhTEjiWH45t+FplArH8ss570MsFBADmZTWoegeHYAWob6szit/Dwmn2/13f+bjm1c6YNa2bGLbPcmgNEmthJdUzErT3TyXD7mYHBwlqpXgMoz582IZr2krV6Hz3dIIquu6VLOIQqE8atAAyM0YbVbMTYnD1E1ZrA/zRLUKHSOVmLrpFGtsbkosrAxDDAJmDojFrtPXiNezCxNasSU9kdVa/83hS5jQOxrYddblwzA5SoWJvaLx8YFcYgv52WtaFFca8Mu4zrBYGWcrv1gkQJXeiAm9mmP2tmyXAClJrcSg+DB8PeJxmGwMPGViZ8t6klqJrlEq7DlbyNl2/7+XEjC+VzQm17gHjcGMt7pHoW9ciNNeQy4RoVCjhzrQC+cKK4mvS3KUCgqpEPNTY4nz9p9jd3IBgEAAzjomPvXsu6URVNd1qWYRhUJ51KABkJvR6szw8xBgXmocdCYrKvVmeCvsJyMihoGFYTClb3Oncam3QgIBGFgZGyQCIdK7q12KmauNFkiFAnx7+DLxeh5SEaQiEeZvP1WjTVyFeamxAAP0jg3G8E5NXIqnvWVie8CxMYsVyMxLiQMATCa0689LjcOsrdnEbrX5209jSt8WmEpo5Z85IJbzVMlDKkLDBgpMJfiZLUiNgw3Asn05rDb4ualxCPaWEYPGOQNjIQawM+saa96clDh8degS8fXkq2MaseYItqYnEU9OfGrRAHKmzpo2BTZvtn+9BW553XqaR6FQKA8qNAByM0ovOWZtzXZJEVWZrDiWX47G/gps+buAMwXWJy4YkzaeYo3ZA4gYjFz7F2tsdOemmLnlFKFNvARTNp3CgJYhLrU8AoEAVzUGHM4rxZa/yR5iv18o5fQXm7rxFFo18sO+s9dZe4kO9cX0GsGPY97MLacwe0As5u84x5o3tW9zTN9Enpd53r4XUhv81I1ZGNAqFK0b+SOtRrAyZ1s2RnVuSpw3bVMWJvSKxqUyHev0SyQQ8JrEcp2cqLyk6Bylwm+EtJNDI0ijM6HEJIa2dTJ8zGKodLWnoW5lXRJeN07euKxOHEX0FAqF8rBAf6u5Gb3Zipc6NMaqzDyWUOCAVqFYtPscp3IxXxv8pN7NiWrIgd4yfP3HJeLYzC3ZaNXIH5v/LiDuZcbW08Tr8fqL8bTrx4f7YVVmHuf9Ga02YkqqVbgvJhMCP8dejuZX8LxmEfjvhizi3LefbMZxD6WY0q8FNp24yjr9GtwmDB5SEWcBNdfJia+HFAsHt8TEDSddgpXOUSq8N7glqk1WTNhwEmeP5+CZrF/wY9yTaB4fVWtHFt+6fNpD1UYLhidGcFqdVNdiy0KhUCgPGjQAcjMCAKsz84hCge/tPIsvhj2O93efZSkzLx0Sz9u1pTdbsepgHitFNGdgLL4Z1YGVlkpSK/HliHaYvvkUcS9ztp3G6M5NiRo7dW3Xt9gYLB0Sj9UH84j3V200E1JSKiQ0bsAZdNS2Jt9rVm3g7gK7Wq4nnjjN2JyNaf1aYNJP7KCKrwgaAEL9FESNIABI//Y4MnJKEFNVivG/fYlfI9rgtxz/W+rIEgDoHReCYTenMSu5feMAQKM3Y+y3x4mpvLHfHsc3r7TnnU+hUCgPGjQAcjMMwHl6Eh3qgw85lJkBbuE+gGwjkZlbiqJKI5bVaI93jBVoDLxO8W89EUUMgOQS/tZzfw/yKUi4vwLzdpzhvL85A2OJqbq5209jRFIEMe0U4ivHol11e81q8+4i8VtOCSb0imZ16yWrlUjnKYJ2XtODLTR4vriqzh1ZGp0J4wnt7ID9FIgrePKRS3hTebQGiEKhPGzQAMjNVOq5Uwvx4X6cH0gHc0th4zh4SVar8DuHjYSnTMQp+qfhEWUEACvH6YmHVMhbP6LylhEVpIVCAa/ytInj5CgjpwSvd4kkvjY2hlvU8GBuKcCAmB47XaCBlENXKVmtwnEObzUAqDJa0DsuBMNrqGDrTFaUVt9++/iddGTVtZ29rrVDFAqF8qBCAyA34yHjPj2pLbVksFiJgcXUfs2R+vHvxDlVPGme2oQXveRi4kmHt1zMWz9SUG4gtrNXcNhZOKjQmzlreaRisi2Hxcr9mnlIRfCQsc1ek9RKTOsXA63BROwQm50Sg75LMznXlYlFxJqkRLUSM/uTNZf4uJOOrLoGT3WtHaJQKJQHFRoAuRmFRMQp3FdbSkZnshIDi2sVBs6iXL5unuOXKzhF/RLVSigkIuJJR6XByls/8sEzrYinNT1jgnjvz08hITrTLx0SDw+piHjvCp503IikCMzaQu4em70tG7MHxOK9p1tBozc7a3J8FRJYrDbEN/LjFFcUcsSNB3NLOU/N+Lj5NEYr98L2xxKhlXsBqP005k6CJ66aJBr8UCiUhxEaALkZmVCAsd2jIARYJytKTymPErQSRVoDMbBYkBrLOU8sBGe66kyBBrMHxGD65poaQUqkd4+CWCAgnnSse6U9b/2In4eEeJKjN1k595KsViLrSoVLkOOY9+3hS5jStwXiw/1cOtniw/0gk7BPhhx0aqrkTSmabTZcLzPCUyaC1WZP+eWX6aAQC5CWGOF8noNEtRJpiRG4puH26eKz1wC4zUf/PY0B3kiZBIB9GkOae6epLFJNEoVCoTyM0ADIzYjAINhHzjpZKdYa4CERYU5KLFEJenZKHMChBN2uqRIdmioxbTN7nkgkwLR+MZizLZs1NqF3c1hgI+4l2EeOy+U64j0culDKawcR5icnpp0GxYdhXmocpmxkq2DPTonFxRIdNtVoyXcEHRabjdjlNj81DmO72w1KawYrEhF/iq/KYMEKgoDi7IGxGPnlUTzfrhHxhGvZkHjONf08JJxBTm3mo8uGxKOkrAqGqwWQh4VC1eBfU1WuuYsGt8TclFhMJrymc1NiaXBDoVAoNxAwDJfL0aOLVquFr68vNBoNfHx87uq1LpdWY1KNDysHyVEq9G8ZgvxyvfP0xPHBe6ZAg+n9YvDjsSussbMFWkzuG43iSqPTYsKhEi0SCPH6uqNYNLjlTU7xIhRrjZiw4SQWDW5JFFBMjlKhQ9MGeH/3P6wxD6kIm8YkEn273uwWhctl1UTtneQoFf7zpBql1RbWXkL95Ji7nd0h5lh3Wt8W6LUkg72mWokpfZvjWH6FUz/IkaprFe7HW8vzzSvt8cIXh4n7HNAqFP9df5I11jlKhd5xIcQ2+CebB2JG/xhM2pjFClQWDIrDxJ+yau/WOnYMSEgAjh4F2rQBYD/5cbTJk+b2bxXqItro+Lk4d02LD55pRYMgCoXy0HI7n9/0BMjNVJmsxOAHsHc7De/UBOM5hPv+05M77fT2k82QmVvq/BDUmewfgt0eC0BJlYkY5PDh2AsJncmKggo9sSZnxNojnCckGTklGN/rMYxc+wdrbMdbybzdXFxRe0ZuKQo0RqIzfXFlEbfZK0/nXEZOCab2bc5KLTlOXBz/XXNs5oAYYpDzW04JLpXq6tzqXlun17BOTYjBmmMuDYAoFAqFBkBuR1tL6zlfJ5iWp4uqpnKvQCAAAFwqreZNV/G1e3ORrFbirxoprpvhuweurrQqA7/yMN+4wUwODD2kImwc0wmzt52+rc45ANDqLbwFwqQxvkClopb3na/VvbZOL77Xm5qaUigUih0aALkZn1o6vfha0z3l3B1PPoQOqiS1Es+0aYjwBp4Aw7BqXWb0b4EByw9yrhnsIye2ns8YEMM7j+8evDjuwVvG/6PpzdPNxnU9ncmK8moT8aSqvNrEW7DsIRPxFgiTxi6UVN/2Hh3wdWvV1unFtzYVNKRQKBQ7NAByM95SEZ6IDkDzm8xQHd1OZws0KNaSO4yS1EpOf6YktRKeEiFGJEZg4g2neIff13u7z6JVuC/+2ysak0RCVOrthblmqw37zhYhobE/+XRIrYRMIsCcgbEwWmzQ3pgnEwthgw0Jjfw4u9U0ejPRe2zD0cswmq3EMbFIwNnNlahWQioWEjvLzhZoOG0fkqNUCPKRI8z3Xy8tgUCAMF8FQvwUvNfzkIo4i5kBe1GyRm+GVm+Gr0ICH4W9hd5DKsKIpAjWPk8VaDhP4mrr1qqt04vr/qmgIYVCofwLLYImcC+LoP8p1oKxCTB7G9uba3r/GMhFQkzexO7omZcaByHDYBKhQ2zmwBiIBUJM2ZRFXFMqFGBKDRd2x5hYKMCMzdkudTLJahXmp8bCxgCTCWvOS42DiAEmEvY5PzUOTC3zJhDGxj3ZDBV6M1Zn5rFOql5JboqG/h6YvoV9D/bXxX69mvPmpcYBAKZsJI9d0xiwtIZNSKJaibHdoxDqp8BkQjHzwsEtYbHaMGkj+x7m17JmQz8FJm3MItYVhTgMT202wGwGJBLcLDhUUKHnFC0UANj/z3UEesucQVeR1oBuzQIQzGOkSqFQKA86t/P5TQMgAvcyADpXqGXVpDhIViuRGh8GXw/pTV1SYhRrDfjp6BWMe+oxVJssENc4yanQmfC/3y4Q10xSKzH2iSj8llPCOpU4U6DBjP4xyMwtcemgKtYakKxWYUKND/mb11yYGocyvZm1F3+FBBN55qV3V+P5z9idV9+Oag+D2YZrGj2rmysuzA/v7TpDPHGyqzq3wJVyPauzzFchxv/tYfug3XwPGbmlCPSR3XTvRiSrlZi06RRn3VTNTj3H69nIX4Gtf18jF11HqbD8RnF4XYUHHSdSNecWVOgxYf1Jl+ve3F5PoVAoDyu0C+wBgs+7KiO3FJP6NHcpehXA7uf13OONYGFsOHVV4wwQqk1WFGrs3VjH8ys4bSS8FRKE+spdrhXqK0dCI39Um6wuHVQCgQBXNQZUmqyc+8zMLUWV2Yr3d51lObfPHhiD4/kVnPMm9YkmiySarViZmUe85rpX2nOatmbmlqKm+LIA9gJwD6m41ntgIQCqzVbOYmZHJ9tmgl5Rz5ggzg6+jBudXpGBXvwBzz//AKNHA599BjRr5jJEqjvS6Ex2faBcdufZrTjJUygUyqMCDYDcTBVHHQ9g71qSikVYtu8MK70yc0AMbAyD7VnXWOmVZoFeWDokHqsP5rE+lJe/EA+pSEicl95NDbHoRg3RDf0gb7n4Rr0Rf/fQ1XI90bl9+pZsTud2D6kIMjHbmytRrUSvmOA6m7ZWGy1EkcSZA2LhIRVxFjtfLddj0kZ2wLJqeFve6xVrjUT3+WItuRbHwS11ZFVVAb/+av96C9TVDJVCoVAeNfhbUSh3HU9p3byrZm7JhkzMdnY/mFuKBl4yrD7IPj05mFuK1Zl5+PNCKXFs+f5cyEQiLNuXi/7LDmLI53+g37JMLN+XC6WXDB48e+Ui40aq7Xbu72BuKYo4ir+B2juoTBYb8TWbdSMYu11q67qqK3ejI+tOnOQpFArlUYKeALkZOY8ZKp93VWZuKfRmKzF9ZLayAwAHGbmlGJ5IDgIO5pbiSrmeGDxM35yNqX2bE73AktXKOukHdeS5PwB16qBKVqvw58UyzvTf610jiddMVnNrIJGc5/+dx33vfOayyTc6svg6yzQ6E7RlOoQDuFyug4+u9tObOzFDpVAolEcJGgC5GbPVhvRuagAE7yqekw4PqQhioZCYPkppHcab6jFZuYXyuAT6HLUuJB2gaf1jkLKCWwcozF9B9CzjO8k5VaDBquGPY9m+HNb9je0ehdTWYUS/q5kDYpBfpsMXmReILvIyiZC4l9kDY9B3Gdkmo7jSiBn9YzBnazbRJ4xr3qrMPGx7MwnTCZ5sM/rHQGe0YPxP5M4yAYDxG06iLOMotgN47aujUF6U1FrIfKdmqBQKhfKoQLvACNzLLrCzhRqIRUKUuPh2iVFtNMNPISX6XQFAenc1/s4vJ2vvRKnQKtyP83Rl/Wsd8fSnh4hjK4e15bTJ+PSlBEhEApZmz7kiLQ6dL+M86ZifEgvAbvvh0A/ykopQbbai12Ly/b3dIwpHL5ZxaAupsCA1lth1JhMLsGjXObQg6CqdLtBgSp8WxM65vOtVOHS+BCM7R8JiZZz7FIsEAGwoqzLj/PVqVkdafCM/LN+bg4hAb6ImUc+YYFwieLmdLtDg3aceQx+CN9nN/mL+Og2eyvkDP0d1QLmHr6tPGAd8LfIhtAuMQqE8xNAusAcIT4kYBRoDlu/LdTklSL6hI1PztMIBX/ooI6cEr3Uhp3ocon4karPCCPdXYP7OM6wToLeeiEKfmBBM5TjpYACiTs681Dj0iA7EnrPFrGu1a9IAi/fkkO8vtwSVJisW7TrLWnNa/xZ4oX1jYgF4WmIErITOuSKNHh2aNkCrcH+idtK81Dis+T0HO08VsfbSPToA0/vFYMqmLJbq9pyUWDzz6SGUVJmI9/F2j2bExx1+XgBQ7uGL71v1dBmrrZDZ6SRfx/Z6CoVCeRSgAZCbsdgYllAeYK/VWbjzLGYNjMUMQmAhraUQWCRkKyk7ggCD2YpktZKVzpk1IAbzt58hrpesVuLklQpiwbJQIED/liFo3cgfaTUsJo5dKsPWvwuIdUVTN2Zhcp/m0Fust5X+A4BKvZm4ptFs4ywAB4BpfVsQO+AS1SpWkOZYc8rGLKQlRhADoBahvpi2iTxv+qZTeL5dI85A1cBRw7UqM8/p51XzBAi4tUJmPtsOCoVCodAAyO3ozNz6OttPFeL5xxshLTECE25YWjhE/bhsMJzrmqxEz6ux3x7Hj691xPDECIyvsebyvTmY3Lc5DBYru0YmJRZ9CekagN+1fuWwtpyaPRm5pbimNRL3qZDwd5x5c3ioCQTcukoHc0thtTHE4KjSYOHVCJrQO5o4Fs+TauQrOPeQiqD0lBFruJYOiYf4hnltqPY6Fu1ahlNBkc4AiBYyUygUyp1DAyA3U23kNuAEAJPNRqzJWZAayzrFcZAcpUKhRs+ZAlNIRCydnES1EtP7tcBrXx3FB8+2wuQaNTIFFXpes1AuB3I+Z3KA27k9PtyPM/2XpFbCQ0L2AqvQ8Z+OlOrI6Shtre7z5Huv7f64mNavBWZySAAIAKR3jyLOo4XMFAqFUj/QAMjN+Cj434IQX7ZJZ6JaibYRDRDkK4cN7O6x6f1aoKzaSJyX3i0KEqHAxSjVYa9RojVifO9oVm1NolqJib2jOdvSV2XmcXZ01abZwzU+YcNJrH+tE6Zy+KBdq9AR1az9a0n72GrKRN+Ay5XegQ+H+7wfx0mUgyAfOTHdGB/uh0k/kVWiM3NLMa1fCywYFIfIy1JgLTCjfwzOhzdDt2YBNLVFoVAo9QANgNyMh0SEZLWK0y8qv6wa81JioTf/68CukAhx5poWG45dJaaPPjmQi7Hdo9AvLsRlrFhrQKCPDEIAoX5yMBBAKLBCLBQg1E8OhViET37NxcwBMaxOqJyiSs629FXDH8flUh3x/oq1Rh7NHiXKqk3Ek5wzBRpIBcCC1DhW91il0QQGAmItT3y4H+fJWJJaCYZhiNcrrTTxnjj5yMWs+0iOUqEhocX/5vs7c02LVo38MbzGe1RWTT6JclBpsGDHyWsoyzyN7QBmbc1Gg2RvdGkWwDuPQqFQKLcGDYDcTHm1EbNTYjB9E9uBfd7AWDDgdlKPDvbBtM2nWN1HswfGQiQQICLA86bWehE8ZSJIBQJYGAZzt7PtNRakxOH1rlHETqj5qXGYQigSdhRBz0+JZQVyyWoVEtVKtIvwx4wt2QTX+liIhQJsOnGVdQ/zU+OgtzJEx/e5KXH44Ods4l7e//kcZg2MxbQabveJaiVGJEWgUQMPfJHJ7hDrHBWA+alxRG0hh8N879hgDO/UxCWgFDDAvBuvTc15c1PjIBcJ8d8NJ12u1zlKhQEtQ8CHyWJDRm4JIqQK/BEeC51UgeycEkzYcBLLqZ8XhUKh3DFUB4jAvdQByrtehZIqI3KLqxBYw4E9Sa3idVKfMzAWF0qqWbo8fK7nyWoVescFExWdd76VxAqMHKx7pT1e/ILt2u5g19vJOH6p3PUeKo1oH+GPYauOYOaAGJY7+9lCLf44X0o8rVmQGosdWdfqpHO07c1E7MouYmnvSEQC/JXHoS10Q6/IYLXBYmVQqTfD26EDJGCwYPtZorZQI38Ffs4uRPRNY47rnSnQYE5KHDylIlZLusFiw39+OMFxcqRCQhN/WGwMMd24+Y1ERAV5c74XFAqF8qjywOkArVixAu+//z4KCwvRqlUrLFu2DO3atSM+9/PPP8eXX36JU6fsH+AJCQmYP3++y/MZhsGMGTPw+eefo6KiAomJifjkk08QFUUuLHU3i/eSg5WdbyXzdiYZrTZiMfOcgbGcDuwZuSUYmRRBTAMJBAJOF3k+01bAYSRKsMmIUuHljo1w/HKFc029WYTjlyvQtpE/3t/9D3G9QB85d/fYja4zLmoWlgtudFTFhfnh/37h0BbKKUGVyYqCCj0CfWSwMoDVxqCgQo+GSgWntpDD8X3P2evEdd/VmxHqp2Cd2JRer8LwxAgwYNdwTe3XAgUVenyReQEr9v4DidUKs0iETlEBWDoknvp5USgUSj3g9gDo+++/x7hx4/Dpp5+iffv2WLx4MXr27Ilz584hMDCQ9fwDBw5gyJAh6NSpE+RyORYtWoSnnnoK2dnZCAsLAwC89957WLp0KdauXYuIiAhMmzYNPXv2xOnTpyGXy1lruhOd2coZdGhrcT0vrDC41AA55s3ffobXgT3ET47jmez269T4MCx/IR4rCSmiAS1Dee01pCIhVg5ryzqNmrklG7MGxGB6jVRdslqJ/i1DoPKS4vl2jVj3zmfXAfB3X/l6SBBWo0A6zFcOr1rMXLlc5OemxGHb31eJr/WtOL6T/L40ejPGfnscI5IiWDVcZqsVX2RewMHcUsQUXcD2tW+j77DFOCiwF4zPGRDLe00KhUKh1I7bA6CPPvoIo0aNQlpaGgDg008/xfbt27Fq1SpMnDiR9fx169a5fP/FF19gw4YN2Lt3L4YOHQqGYbB48WJMnToVAwcOBAB8+eWXCAoKwqZNm/D888/f/Zu6DQxmK1a80AbXNHqXx0N95fD14O4w8pCKEOqnwHGC51VaYoRTR6YmI5IiMHfbaWL9zJ95Zdh+ki1aeDC3FHO2ZWNavxbEzqUnogPQsIECUzex63XWjmiH+dtPs1I9GbmlmLv9DFYNfxyLdp0lnqzw4cvRfZWoVkIqFKJmXpcB4M3RyeXAZLURg5w527IxsU9zzNySfdv79JZLkP7tcZbf15S+zaEzkSUAujYL4NUyMtnq1npPoVAolH9xawBkMplw9OhRTJo0yfmYUChEjx49cOgQ2auqJjqdDmazGQ0aNAAA5OXlobCwED169HA+x9fXF+3bt8ehQ4eIAZDRaITR+O9f8lqtFgBwovAEvKq9nI/7y/0R4R8Bg8WA09dPs9ZpE9IGAHCu5ByqzdUuY038mqCBogGuV1/HZe1l5+PXqnXQGSXYnsUgM7cYJkEeAKB1uB9kigi0aFSC7Hw/CCCGWXANNtjXHZ2kxts//YSsfBFE8IcVVbAICrHvfC7KTOcwvFMTmAWXIWHCAQAmwXkwYKD0k2PP/lOAAJAw4RBCBougGFZoobFIsff8aUAAiBg/iKGCDTqYBQXYcz4XKe3j0bxRCf6+XAUp0wQAENO4HE+19sIbP2yw22gIAAkTCiE8cCD3HNJ/PIdmwd4wCuz3LIIPxEwgbDBiT+4f6B5XhYAGGkwc4A2zlUFMQGscyy/HL/8cRYvGJS6pPDETDBG80DZCgCtV2WjeqAQnblh3COGJrpGxGNapIU4WH8dXRy84xwCga9O2aB3uh8fVBmSev+Ly3oiZAHSNioQNVdib+wc+3P/vvLaNgvFW166wWGzYd/4wcFNcue98Lp685I/kKBX25Z6CDVUu63ZqEgmZWIhfc/JhFhQ4H/8lNxdx2ZVO01KTIA8M/j1Z+6tAChv0EEIBvagCx0IAjfQyjDeufb60EaKD46Az63C25KzLNYUCIVoHtwYAnL5+GgaLwWW8qX9T+Mn9UFhViILKApcxP7kfmvo3hclqwqlidjqzdXBrCAVC/FP6D6pMrvfayLcRVB4qlOhKkK/JdxnzknqhmbIZbIwNJwpPsNaNDYyFVCTFhfILqDBUuIyFeoci2CsYFYYKXCi/4DImF8vRIqAFAPv/qzbGNTCMVkXDQ+KBfE0+SnSuXYiBnoFo6NMQVaYq/FPqmoYVC8VoGdQSAJBdnA2j1fWUT91ADR+ZD65VXsO1qmsuY3fjdwQAeEu9EaWMgtVmxd9Ff7PWjQuMg0Qkwfmy89AYNS5jYd5hCPIKQrm+HHkVeS5jCrECzQOaAwCOXzsOpsafDs1VzaGQKHCp4hJK9a5BeZBnEMJ8wlBprEROmWtqWSKUIC4oDgCQVZQFs831NDuqQRS8Zd64qr2KompXhXWlQonGfo2hN+txpsRVmV4AAeJD4gEAZ66fgd7i+odjhF8E/BX+KKoqwtXKqy5jvjJfRDaIhNlqRlYx+w+5VkGtIBKKkFOag0pTpctYuE84AjwDUKYvw8WKiy5jnhJPPKZ6DABw7Nox1rotAlpALpYjrzwP5YZyl7EQrxCEeIdAa9Qit8z1jyGZSIaYwBgAwMmik7DYXMsQmimbwUvqhSvaKyiudrUTUnmo0Mi30SP5O6Kqsoo1n4s6FUH/9ttv6NSpE8Ri1/jJYrHg999/R+fOnW9pnYKCAoSFheH3339Hx44dnY+PHz8ev/76Kw4f5i66dTBmzBjs3r0b2dnZkMvl+P3335GYmIiCggKEhPzbafPss89CIBDg+++/Z60xc+ZMzJo1i734RAA3ZVJejHsRXw/6GrlluYhaxq4nYmbYX8qOKzvijyt/uIx9lfoVXmr5Elb8uQLpO9NdxoJl7SGrmAYbdLiseJa17uDgHfgrz4Zi6WzoRX+6jPmbR8LHkopqYSZKZAtdxyTN4KP9CABwSZ4CCFz/BwoxrICUaYxSyVJUiX92GfMxPw1/y3AYhCdRJJvsMqZShGBt76OQiYUYvKkVNCbXX2BBxvmQ21qiXLwGWsl6lzEvy1NQmsfCJLiEa/I3XG+UEaOxYRMS1Ur8WT0auRWuv6RUxono2XQgGjfej/m/u+6pY+hTGNR4KYy2ckw93BE1Cdf/gGR1OC4LpyLj8l6Xsba+/8GyAZOw7uRXWP73Oy5jUttjeDp8Dab2aYEWn/uy1o20rsQvbz6L7qufxkX9bpextx6fhOei3kHK6k9QLJvhMiZhQvBPeg6mbz6FdZefgk2gdRkPNr4Pma05BKb3cdH3V5exF2NG4eunP8Oxa8eQ8FmCy5i31BvaSfa1Yj6OYX0Ib35+MwY8NgALMhZg8j7X1/DpFk/jx2d+xBXtFYT/XzjrXg1TDJCJZei6pit+veS6p8/7f45X2ryCL459gVFbR7mMdWncBQeGH4DRYoR8HjsFffmdy2jo0xDP/PgM1p92/XmZ330+JiVPwpZzWzDwu4EuYy0CWiB7TDYAwGeBD+tD6+joo2gT0gZvbH8DH//1scvYOx3ewUc9P8Khy4fQaVUnlzGVhwrX/2uv6VIvVeN8+XmX8V0v7kJPdU/MPDATs351/b1xt35HPBX5FHa/tBtaoxa+C9k/h8XvFiPAMwADvh2Arf9sdRn78KkPMa7jOPyY/SOeXe/6+yU+OB7HXrV/aMvmymCyusoznHr9FGICY/DKllew8vhKl7GJiROxoMcCHLh4AN3WdnMZC/MOw5Vx9j80Gn7UkBWM7B+2H12bdMWkPZOw8KDr762R8SPxxYAvkF2cjdhPXNO9UpEUxqn2gLTN/9rgeOFxl/Efnv4Bz8Q8g48OfYT//Pwfl7H+zfpjy5AtuF59HYEfsMsrNBM18JH5oOfXPfHzedffh8t7L8cb7d7A1ye/xssbX3YZ69CwAw6NtP/BLpjFPnnPeTMH6gZqvPTTS1iX5ZrBmNFlBmZ2nYndubvRa10vl7FI/0jkjrUHRQHvB7CC+N9H/I6O4R0xbvc4/N8f/+cyNqbtGKzou+LR/B1hALAQt1QEXacASCQS4dq1a6wandLSUgQGBsJq5Vc3dnCnAdDChQvx3nvv4cCBA2jZ0v4XW10CINIJUHh4OH499yu8vO/uCdD565V4+9tzkDBhYGB1ngA5WPp8azT1bwGFRIYzxf+AEepgtTIwWW0Yv/4kxIzS5QTIwXtPt4TKyxtNfJpBqzfjSvVpiIRASZUJ0zbZI/eaJ0Az+rfArK32+6p5AgQAHzzTCpUGMwK8PRDqEQ1vuRiH8o/DaDFh3o5//1JznABZUAKroAKTekdjwU77XyE3nwCZBZcxLzUWU24UTwsggJSJBADENq7EiKRQFFca4e8phd5oRZSqKQxGBS5VFGDLySw0CfBCdLA3TBYbGnj4o7DMFx0ifPDMqh9Y742UiYAAIix/ORh7zl1yzpOKhSgs98IPhzV4/+mmuFx1yXk9D5kIOoMYy3/R4auR7fFr3mGXsbJqEz7ba8LKoR2RV5EHM6qcY3qTBcGewQj1CcXmkxeg8iu7cT0RzhZqsfXEdWx77Vn4KGQ4cvUENHoDvORieEpFUEjF+HSPDofO69D0+l/4YOdMjO33H5xXhqNNIz8sSk1EbLCa9687jc6EQ/knUaargqdcDD+FBN5ySa1/3SllDVGgqcLxaydd5gH3x193N0NPgP6FngDZoSdAdh71E6Auj3W5ewGQUChEUVERAgJcRdn++ecftG3b1plCqg2TyQQPDw+sX78eKSkpzseHDRuGiooKbN68mXPuBx98gLlz52LPnj1o27at8/ELFy4gMjISx48fR+vWrZ2Pd+nSBa1bt8aSJUtq3de9bIM/kleGZ/7Hne77bnQHPP/ZH6zHd76VjN5LMjjn7Xo7GXNq1Po4NILm7ziDPWfYDuwLBsVhx8kCThHB+alxRFf3qX1boBfPXrha6GtrZ9/5VjLm1agfSlIrMW9gLGwCEGuOZg2IRf/lmZzF2lyvp8pLih9f60hcc1q/GOhNZrz/8z+ssen9YyAUADO2ZLO6ucZ2j0Kwj5yl45SoVuLVzpFo3MCDU+NJCGDSxiwcPlcIZbUGpZ6+aP9YMOanxqGR0pN4bw4KKvSYsOEkq+5o4eCWCPVT1Ps8CoVCuV+4a23wgwYNAmBvKx4+fDhkMplzzGq14uTJk+jUqRPXdBZSqRQJCQnYu3evMwCy2WzYu3cv0tPTOee99957mDdvHnbv3u0S/ABAREQEgoODsXfvXmcApNVqcfjwYbz++uu3vLd7RW1WGJ4ycueSp1TEq0B8/FI50aF8xpZsTO4dDb2Z7cDeLsIfQT4ysr1G/xjM3MoWH8zMLcXx/HIetWcVvOVioi3H9H4tMHDFQc57rzZaiA7zFobBjM3kvczcms3ZAQdwv56LBrdkBT+ONedsy8a8lDji2NGLZdhRQ5EauCEQCaBPXAineGTv2GBO9/lp/VrUMMG125W8t+ss5qXGcQohanQmVhADAL/llGDihpNYxiGiWNd5FAqF8qByWwGQr68998wwDLy9vaFQ/PtXoVQqRYcOHTBq1Ciu6UTGjRuHYcOGoW3btmjXrh0WL16M6upqZ1fY0KFDERYWhgULFgAAFi1ahOnTp+Obb75BkyZNUFhoT/t4eXnBy8sLAoEAb7/9NubOnYuoqChnG3xoaKjLKdP9glQk5LbCUKs4u7l0Jgum9YvBnG1sheVZA2PRbxm3c/u1RLIDe25xNd75/gRna/Y+Dq2bOdvPYNubSUT15Xd7Pob//XqeeL2yaiOvwaqnTEwMZPrEhRADP8f9vd4lkjiP7/UM9pHzai7pzFaiVEGQr4LX7Z7LDZ5PyygztxQ2Blh1MA/5f2Vj4oHVGN81DY3axiAtMQKl1SbOYKSkykQMRAF7MFNSRZ5b13kUCoXyoHJbAdDq1asBAE2aNMG7774LT0/+o/hb4bnnnsP169cxffp0FBYWonXr1ti1axeCguztxfn5+RAK/zXM/OSTT2AymfD000+7rDNjxgzMnDkTgL2GqLq6GqNHj0ZFRQWSkpKwa9eu+04DCABKqoxIS2oCgGEZZqYlNUGl0UI8PdHoLXjjm2NYNLjlTacEdoXl3OtVvIEFlwP7ymFtOVuzEyNVvGao1yvJQdXItUfw3eiOmLWFrQOU0jqU++TohqM9icpa9JGEQgHRgDQtqQl0ZitxrNrEL/RYaTDjeD5bOykpUsU7j0+viG9MozfbdYAMVeh77iA+7vCM82dgZv8YznnaWkQSuUQU6zqPQqFQHlTq1AY/fvx43Fw6dOnSJWzcuBEtWrTAU089ddvrpaenc6a8Dhw44PL9xYsXa11PIBBg9uzZmD179m3v5V7jJZdg3A9/Y8WLbTBJJETlDdNPs9WGN9YdwwdPx2FBahyqbzIE9ZSKcK1CB4VEhABvGURC4Q1TUyECvGXQ6My8wYqHREQ8zThVoEGP6EBEh/qwxvw9xFj+QjxW1RBJTFYrsfyFeHjJyac1AGCx2TA8MQLja6RzJv90Eh883RoHz5c4LTTkEhGKNHokqlV498cTxH161aLnYzS7Xs8hyjh+/Ul8/Up79IkLcTEnLa40Ogt9ufCUiomprDFd1bzzuNzuaxvjStUdzC2F9YajPUlg0aeW++C6z7rOo1AolAeVOgVAAwcOxKBBg/Daa6+hoqIC7dq1g1QqRUlJCT766KP7stbmfsVHKsLqtHaYteUU61TiqxHtAIGAWHg8LyUOX49sj6mbsljz5qbGYU3a41iyl+3cvibtcXjJxMTTjLeeiMLAVqGYtqnmaY0KzyU0xOrMPKKgISDA7IHkU4kktRLeEhHRff7Dwa1wrdLA8vxKVqsQFeSNRU+3wnTCXlJbh+GJ6ADsJaTkekQHIMBbivk7zrjsNVmtxIoX2iDrcgXRsuO70R143eCvVxmJwdhfl8p4T7GKK8lK0clRKk4V6WS1ChXVZqR3V6NzpRRYC8zoH4PfvMOxKjMPBrOVs2B5waA4p75QTTpHqaDyIqexVF7SOs2jUCiUBxXuP0F5OHbsGJKTkwEA69evR3BwMC5duoQvv/wSS5curdcNPgrUDH4Ae2Cht9hYzuyAvUbk9/MlrODHMW/qplM4X1xFPLE4f70aC3awDU8P5pZi2b5cHCKYk2bklqBUZ+apdSmB0WpDklrp8niSWokFqXEwM8Dc7WfQZ0kGnvvsD/RekoF5288AQgGW7c0hXi+nqArTN5FelxLM3JqNmf1jiNeb0T8GC2oEP47XZfn+XJTpyKmc9G+OYW5KLHHNmQNiofKS4nh+OUau/Qtj1h3DiDVHcDy/HHFhvpjevwWSa8xLVivxZnc1EiOVxDXnpcQiMsADiTXGEm/MC/aV43h+uVOWYNbWbBzPL8fSIfFo4CHlLFieuSUb81PtQdDNdI5SYdHglpx1PL4eUiwc3PK251EoFMqDSp1OgHQ6Hby97W7UP//8MwYNGgShUIgOHTrg0qVL9brBh51Ks5UzsKhplHkzdTULDfSW1WmegaemCAAqDeSOrWtaAz6tUQTtOD0p4wmqAn3496nl6BC7UqHnnTe+12PEk5xVmXm4cF2H8b2iMflGKtJbIYHFasO+s4XI+KeEGDQCwLyUWHZaTWuE0WyDzmwl7rPaaMHwNX8RC85/v2DvLjuYW4oALyXe6zwUxV5KZOeWQgBgbkosZ8HyL2eKMalPcywbEs9yoK8tiAn1U9RpHoVCoTyI1CkAUqvV2LRpE1JTU7F79268845dPbe4uPiu6+Y8bGj13MW3fMW+fAW0fOO1zeMyIfXgqElxjktFxBqg3rHBnE7qXaICWM+/1X1WG8nF2i1C+H/+DCYbMf23dEg8QvzkmLv9NKvgfGLvaMzfcY643sHcUhRUGIhpteQoFab2bU7cZ1KkirPgfOWwtli8xy4sd93LHx93/Fe9NzO3lLfAHQC0ejOaBnjVKXDx9aABD4VCeTSoUwA0ffp0vPDCC3jnnXfQvXt3p4rzzz//jPj4+Hrd4MMOV7ErAHhzGH4C/AW0fOO1zQvwknGO1exGu/lxuZhcWC0SCLC6hsM6YA8c3ujKHeTUtk9PKfl6ckntgRppLwIA6d3VxLHaHN8rOALVjJwSlimrAz8eo9ubgz8fQxXaXc7Gn+Ex0MrtquS1BUCeMrd7HFMoFMp9z23VAF24cAEMw+Dpp59Gfn4+/vrrL+ze/a//0RNPPIH/+7//41mBUhMPiYhVB+JAALDqRxwUaw1IjiK3YCdHqVCkNRDHirVGVr2Kg0S1Eh5ScgBx7lol3uymJtaspHeLglAAnKhRI/N3fjlvGu/3C6VIVpPv4Vb2SarJUXlJOV+XRLUSMgn5R95+slI3l3W+YK2S44RPIhJyvu83O92HVxTii5/mILziX5sTT5mYc26iWgmpqE6lfRQKhfJIcVu/KaOionD9ur3zJjg4GAsXLnR+DwDt2rVDdHR0/e7wIUciFODNblHEwEIkAuamxBGLaBPVKswZGEOcN7N/DEJ8FcSxhCZ+SEuKII6lJUZAb7YSx2Ib+kAkFKBvXAhWDmuLj19sg5XD2qJvXAiEAnvqjFR4XFbtaq54M6sy8zCtXwvi9Vo38kV6d/Lr8ma3KPx1o0bmZg7mlmLJnn8wewD5dUnvFoUrZWRtIcCuj0Ti+OUK3mDz+E2u8zXhSh2WVhmRlkh+H7zlYt7gTwBwzk1LjIBGz/2aUygUCsXObZ2V17QN27Fjh1OhmVI3bDYGIb5y9IsLcSmGLdYaIBeKIAIwLzUOOpPVWZjrIRVBDMDMMHizuxoTb9LXqTaaYbbZ8MY3x4gFtgXlBqR/c5w4Nvbb49jweifiXiRiu8ZQbrGrwZ0AQAMvKYo15BMnvloenckKRsCgb43rFWkNkIqFaOAlJe4lyEeGEWuPENfce/Y6JvS2EeeF+skx+JPfOffDdZKzKjMP299MwlSC0vWcgbGYvS2bOC9RrYTixglfzXleCgmGrzlCfB9GrDmCb17pgFnbslFR6FqrlJYYAQiAsd9yv4db05M475FCoVAodmixgJvRWW0oqzSifVMljBabM8iJUHniSrkOAgCeCgnEIiEY2DvDNHozZBIBrlUYsTLjAktDZ05KDOIbkU1GF6TGIoFjLEmtRJHWgEAfOQJ9ZE51aQD4ObsQxy6WIzrUF4E+/ypqX9UYsGfHGQzt2AQrh7V1znOID565puG0+khUK2GzMijQGBB005oFGgOOXizHsfxyjExuCouVcb4ujZQeuFKuh9JTiu9Gt4GYIB5ZoTMjJszXOeatkCDAWwajxYLWDf2IQo9nr2k5a33iG/nBZLURla5LqvR4vasaZivj0pmVHKXCW09EQSQAJvSKZu2zpNKANhzvQ7Jaib8vlyO+kT86929xQweoBX7z9se3hy9hTkocEiNdT38ENyw+EiOVUHlJiSKJtLiZQqFQ/uW2AiCBQOD8RXvzY5S6IwAgEAqIPlrp3dTwkomw+3SR8wO72mTFsfxy9IkNxucZF1hpoIzcEszddgb/7RkN4CxrzVA/BeakxGHqpiy2y3pqHBbtPIMdp4pY+1z3Snu8t+sf7OHwA/tvz2jM2c52n5/ePwZ9YkOIpydpiRFgAGJXVocmDdCui5Klg+TQ0PlyZDuic/uXI9vBZLFi9rYzrOu90yMK43tHY9bWbJfrOfYpEDDE0xrHqcuJGvtMUivxQkJDmBl7t9vwTk1cTpwCvGQQgcGiXWdZ+5w5MAZzOd6HualxEADYvDELu/7IxcfKRpi8MxfBHbwxLzUOoX4KTOvXApM2ZrH241ANp67uFAqFwo+AqZnX4kEoFKJ3795OF/itW7eie/fuLE+wn376qX53eY/RarXw9fWFRqO56239F65XsYIfB92jAzC9XwtM21RTJVqFKf2ao9fiDM51vx3VHgfPlzoDJ8eJxZkCDWb1j4GFYaA3/3vipJAIYbJakV9mYHVtOepunv/8D87rrRzWFiPX/sV63BGw/HjsKmsvZws06BkTgkvlOtZY5ygVluzNIb4u343ugGX7yGNJaiXmp8bhh6NXWKc8fWODMZcgAum4x5n9Y7D57wLWXk4XaPDfpx7D9lOFrLF+cSGswO/mvUzp2xy9l7CNaZPVSqTGh8HXQ+py2lasNUKjM2NHVgGiQ32J79+clDiiECIALBgUhx0nrxFP3DpHqairO4VCeai5nc/v2zoBGjZsmMv3L7300u3vjuKC3mzl7JJq2dCPFfwA9lOeq+XcxbyA/WSOdLKSlhiBarMVs7ex9W5mDYjFxA0n8Xy7RqxUj85s5fUX48LupG4jnp5M7x8DqVCATX9fZe2zb1wI5+viKWO3st98vWqTlXjvfWK51zyYWworw+DvGvOS1Uqkd4/C/n+KXZ7vOPm0gbvLLTO3FAzIJ6QOp3hS0LhyWFvsOXud87TtXb2ZUwjRLnRJXd0pFAqlNurkBk+pP3RGbk2XJLXKKYhHgi8gMZptGJEY4SyQdtTkTNhwEosGtyR2UM3amo3n2zUi1qW882QUVg1/HMv2sf3FVg17HIcvkoMAwO4kTlJDXrjzDCb2inYp5PaWi1FlNPO6j1cZahcCJN3fNQ53+Zvn9WYpOtuLrmNCfPFZxgXWvXO18TvvvQ5iljc/3qLoAr7/ZgKee2ERTgc1ta/J89rUJiBJXd0pFArFDi2CdjPecjFnIGOxcWcnTxVosGrY41i2n2x4KpeI8N6usyxD0Peebgkh16lETgle7xJJDIBCfRVYQUg7HcwthVAgQEJjf557lCA+3M+lQDo+3A/f/ZkPG4Dl+3JZ+5zctwXneo7CbM7r8QhI8uEpFWMyh6Jz79hg4r1P5dknAPgoJMTi8AkbTnJ2nd0s5ihgbPA26SFg/g1s+JzZaxOQpK7uFAqFYocGQG7GUyriPFnpFxfCOY9hgBX7yQFJv5ah2HGygNO5/ZXkCE4/LLlEiO9Gd4CnTHTTiYwF/p4S/Hf9SeJeMnJK8EbXSOKaZwo0kN9obQfsJxR6sxXFWgO+GdUBRRoDcZ+VBjOeiA5A85vqYBxr6k0WXud2C4edx/HLFZwdaQ7Hd677S0uMII6Zb5jAcu3FSyrCqho1VUlqJb4b3REnL5cT1/SQCtEnNgiDE8LR6JIXsBZY8nxrXGocjQ1HL8NHLuZ0bi+uNFJXdwqFQrkFaADkZmxgOE9WTl/TIDlKRaz3aNekAWd6jNfwNLcEk/o0J9bILH/B7jQ+ZTO7u2rWgFh4SEVEGwYPqQgB3nLWmo6OJths2J51jVVz1ETliXB/clfS2UINpvWLwZRN7E6nZxIaYl5KHKZwdFC9/MVh4pqrMvOw7c0kTN98ijVv5oBYXKvgTpGJReRTszfWHcNXI9tzdtUt259DNIJdsOO009G+5jyVtxTjezXHlE1ZqMg8ge0A3vruBPyTZJibEgeLxYaFg1ti4oaTLoFO5ygVujULQJdmAcQx6upOoVAo/3JbXWCPCveyC+xcoRapH/9OTIG1b9wACpkQOUXVCPSROceKNAZEBnpi+OojxHkxoT54/etjnNfk6thKVivRJy6E09izVThZtya9uxp/55cTg64ktRLT+rXA1pPXWPs8XaDB1L4t8NPxq6yxZ9o0ZAU4N685LzUWGr3FRevHYrXhj7wS/HmhHNEhZK2fdhH+iAzwZnVeTdhwEmtHtMPOmzq9bj4Z+/G1Dth5qog4tjatLWQSMWsvcomAs6suLTECYb5yFGgMN+1FjGKtAZEBXs6AKqYwF9vXvo2+wxYjO1jt7HJrpPR0av2QnNv5xvig+kEUCuVB5q51gVHqnyqDBctfiMeqzDxW99HT8WFgBMCSPTk12uCVmNq/BZYOiSe6rPeKCea9Jpd2k6MziTiWU4LXOOqDOjZVEh8HHJ1QbA2dZLUSaUkRMFrIHVt940KIwY9jTZ3JhgHLD7LG+sYGYUqf5pi6+RTr5GjmgFjsO1tIDP4AoNpoIe5l9fC2UEjExLFVwx/HkUtl0JlsLK2mfnEhnEawADCtbwtWeixRrcTUvi2c935e2RB9hy3GeWVD571X3ziF43Nur4ure0GFnuoHUSiURwbqmuhmGnhKsTozj1gHcyivDNOJbfClKK82cX64VhnNnCaqSWoly9LkZvi6iERCAdF/SlKL+ebVcj3x/lZnXoRQIEB8I3+nv9iq4Y8jvpE/tDzdU4C9m6mmX1ayWol3e0WzRBcBe+AwY8spdGkWyLmml1xCfD0vXNdhBmHNg7ml+CLjAhIjA4jGrDKxEMfzK4jXOngjMCStWW3810DVIJEjO1gNg+Rfpeybx+sLjc5E1Bb6LacEEzechEZH/cUoFMrDBT0BcjMmq42zXoevlkdnsnHqzxhMNgy/obJc83RheGIERDzq3XxdRDqTlWgHweUgXxsZuSVgAIT6yl0eD/WVuziik/CWS1gt60VaA3RGbl2lg7mlsNgYzmJtmUhIHAvylXO+D9EhPvhg91liIDN9czZGJEVwno5xBTKesn//twzVFuO1Pzbg0w6DUeATyBqvL0qqTJzaQneqH0TTahQK5X6EBkBuptJg4WyDN3F0MwHczuUAoDNb8e6Pf3OaZS4bEk+clxylQrGWbGqarFaiQmcitrMLCRYSN8/jc0uvMliIBdKdIlW1dleRWta/H92B81oAoCeIJCaplZibEgcbYyOmuZIiubV+2jTy5wxwMnJLkJZETikCgIIjcBTcuO7B3FL467QYenw7vm/5JAp8Ap1u8HcCKSCpMtZ+4lYXaFqNQqHcr9AAyM14ycWctTw9Y4I45/Gd1MjEQuhMVs4P5jB/BdHzKr2bGsE+cmJn0qyBsRAJBJhM8OaamxKHV5MjAbBPnKb1j0HKCnatjgOThX2SdTC3FHO3nca7PaPBEPzMht9QsyYhEvKHB6TrZeaWYsqmLEzt25zYscWAO2UoruV6co73KTlKBYWEPMYwjLPtnuQGz7ef2uAKSGYP5O7yA+qmH1RbWo3aclAoFHdCA6B7COkvb5lIiDUctTynrnA7qRdrDegbG4RBCeEskT2N3l4fQ0rbOE4QblaJdnQfvfHNMaxJexxpiRGY4Byzd0kVVOjxya/nicHD1E1ZGPtEFDE99vflCiQ08iPuJVmtwu8XyKmlPWeL8VKHxsQ1x357HF+OeBxb0hNZLutH8so4pQOSo1Q4frmcKEw4c0s2ZGIRsVj7yRZBGBQfir4tQ1nzlJ78H+D+nlJisDmmqxoSCPDLuM6wWBlob9yDWCSASAB8c/gS0Q3+m8OXMO2G+OLtppb4ApLpm0/ZDVZ/ymLNq6t+0N1Mq1EoFMqdQgOgewTXX96T+jTn7Haas/0Mto9NwrRNbN2axEglOkQqiY7oc1Pi8P/sfXd8VFX6/nOnZ9KZIZBQAxNJGyB0TaKChZJCIroruitV14JdQUpCIKG46lrA/bkqKO5adldXOu5XQVcSu6BCKDKABAgEMiSZZHr7/TGZkOS+5wwECOx6n8/Hz0dyc+4959ybue+87/M+z8Be0ShZVykaV5yXBp/fT3YfLZ80EDaXl+yS2vJwNtfzan5OKlk+KsxIgC5CJfLMyjTosCA3BYV//oK5ZzY3ncXSquTQRagZa0/HTSndMI/Q5SmdmA63z4eS9ZWki3xxu30GmsUjP9qPpYXpeOpDcfarKDeVWf4LBptUELds8x68NHkISgjNpSWFRtx/vQHPf/IzPi3fg00AFm3Yg5isSDw4JgkKmdCh0lKogGR+TopIRPFC9IMsIcpmki2HBAkSLiekAKgTwPvm/ZCTzQFaXX4YdVYX5uekwA+hRWNGgB9eP5jdTgvW7sJjNyVh9rhkzGuXIfl/nx7Ane0yK8HrvfP1ETw1PpkkAltDvKysTjfpPfbvypPY8Us9GQScsbqYJRcAiGEQoYtyUrBk4x5yDWUb92CCMb5NFis4lx1Vddj8UzU5rqbBwRWPPGNzk+Pqba6WchWl9dOesBOUIPjT7YMxv105MXj/5n+4C8sKjcg1xqNX/2tx2HcP5k65Fke1XSAXAK/Pj3lrz7+0FCogsbu8WDE5o0P6QRSiQpTNJFsOCRIkXE5IAVAngPfNm8cBemlyBrRqBTa2EhFscnqw82g91y19R1U9YrVqUYAUzADJBJDZmplZ/aCUycgy0KSMHlwlaF24Gs9/ckAUBMzISsTNqd3xzeEzLT8XBAEJ0RrEalXscpVBj56xYSQfaUjfWHSN0pB7NjOrH3rGhqFkQ6VoLgvz0hCrVeH1crGpad7AeC4HxumhCdI3pnTDW18eIQO8D74/ijnjaNXtSRk9mC3y5SYzmlxeHG9wIK5XAvY+WQK1QobjR+tRumkvPrjvmg6Vls4lIOmIfhAL+giVZMshQYKEKxZSANQJ4H3zVstlTD0fAUDpxHSyDHRtkp6ZOVLIBBQzskOlGyoxgQieKkxm5Bjjsbr8EFkGKl5fiaKcFFIluignhbxe8N/LCo3YsuuESMxxeN8uKJuYTlpaLMxPg9XlapPFCios+31g7llwDdSx0o17mKamZRv3clvWw1Qyxvr2tdhytA9y5oxLRhGR5TmXFvlGhxsrt5mgddmRfPoX7OvaFzZVoLTVFCJryCotdXZAEq1VMS07JFsOCRIkXG5IAVAngPfN2+HxYWdVPdOc1MEQJoxQszNHT41PZvqE8dSeu0Wx9W62N3NEqIxMRu9YMjACAi/7Y3V2Usxx8YZK5A9KwODesZjWLnuyfPNezJuQgrJNu8XcoZxUZvYr1BqmXtOXPmaqxX3X00rXmQYd4Ke7vSpMZtjdXrL8d8bq4pbVpmbScwHOlocSzxzHv/72ZIsVRuCYgqkevvKODEQxSoeXIyBJiAm7qGU1CRIkSLhYkAKgTgDvm7fd5eGWwGxODxkceX1+ZhbklIV2NQ+CpfbMU4EGAppFFB8pFLeknqHqvN1kxsxr+2FAfFSbbq6ukWqs23kcjU4PQ+marYQcag2840q5jCEPkAQzwykeCAgavlHRVs0726DDg2OSuHNh6VFmG/QIZ2gEZRp0gawhQz0cgoBnbxuEGosDdVYXLA4PosIUiNWq0C1Kg4SYMCy7xQiLw9PSeRalUSD+EmryXMyymgQJEiRcLEgBUCeA9807VqvCcx//zCwflU1MJ5WS5TKBmQUJBZaGEE9bCAhkHpZs3NO2lJWkx/yclA5dDwDCVQo8/dE+EVfprRkjUGd1kG3iHi9bByfUGnjHw1Ry5Bjj23B5aiwOONxervhgmFJOBiOPj03mziUhhuY4LcxPhc8XEJekdIAcHrZ6+PYDtai3ubB44x7Rni4vNMILYB7Rzbak0Ig+unDufDsKSQlaggQJVyKkAKiTwCoFnLA4mCWw976pgh/A5l0nRNmFpG6RzGvtPFrP1A/KNuhwqpHOZpyyOJj6QVnNStCiUtaB2paXNa0ErecqQbOECYvW7sayQiPZer6s0MhUiT5lcXCJ1Syl6yyDDqcaHahucKBb1NmAs7rBgbJNe5nq2ZkGHVOxWy4I3BZ5n89Plv+Wbt6LBRNSmTpA919vIK8XhMUuzpyVm8w41mDHim0mZufZH28ddNHVmSUlaAkSJFypkAKgTgRVCjCdamKWwN6YOgIL19HaNE+NZ/tvrS4/jE0PZqFonVg/qCgvDUqZ+MWcadBhWGIXdIvWkJo9UzMT4XDRL/qjdXZmK/gTYwdgxdafyXE8IcRykxlH6+zky/p4vZ3pddY9OgyLJ6aJTGSzDToU56XiWJ2dXPvUzEQoZW2zQ0KrGlVclJocNy0zEQ02usRncfBb5I/V25kk6MdvDlh2fPLFfrwdFoXiTfuhuyYS0zITQ3qBsY6HqxVcLacGu/uiBiWSErQECRKuZEgB0GVGbLgKf/qELoF5fX5mqcPl9TGzCxm9Y9Dk9JCKzne89hVevmMI2bZ96LQVj/79B6aH2LO3DSLnopAJePDdneS4GWu+xTszR8HeLtNzLkKILO7QGZub6XX25Ps/4h9/uJo0SgWAJ9//EbeP6E2ub820EWTL+qopw+D2eEn17H/tOIbErhHkPGO1atz9yhfM/Xxr+gjm2m3OgPFsRuZt+PrRSXiyedy7Xx/B7HHJnAyfHix3jiYHW3MJuPjChJIStAQJEq5kXPYA6OWXX8YzzzyDkydPYtCgQVixYgVGjKBfDJWVlSguLsb333+PI0eO4Pnnn8cjjzzS5ndKSkqwaNGiNj8bMGAA9u3bd6mWcEFwEiWgIHiGpw02Nze7YG5ykYrOAKBVy8nMw6opw7geYiz+zM6j9RjahzYFzU7SY0vlCTLgOlHv4Aoh8rhKrHnOGmPAwnW7aeuNJD1uH9GbuT6tSk4GojIIWFKYjuc+pn3QnvmIfrZUCgEZvWOYnWUqDh8pQqMgg7FpmYlQy2W4f3R/+OAXW2yMNkCpoCOgCA07awhcfGFCSQlaggQJVzIuawD097//HY899hheeeUVjBw5Ei+88ALGjh2L/fv3Iy4uTvT7NpsN/fr1w2233YZHH32Ued60tDR88sknLf9WKC57nMcEr6NJq2a/sL6rqsO+agsZWLz3dRVuSBHvHxB4adtddGfZmSYn10erhsGf2VPdgNJmPZ/2L+TF+Wko3bQH2/adFo1bVmhkco543CEex+nqfjq2O/uBWtx7Hd3qnmXQMfd7u6kWxxjluKK1uzFvQjLqHW7R2utDBKlnmlzk9bINeqjlMmT0jsWDcU4YZ03FrpVvolwTi4fe3Yl/3X8NZqz5jplx++C+a8jzWp0eJncqy6BDNKN9vqOQlKAlSJBwJeOyRgZ/+tOfcPfdd2PatGkAgFdeeQWbNm3C6tWr8dRTT4l+f/jw4Rg+fDgAkMeDUCgU6N69+6WZ9EVGpIZ/C1hlrn3VFjx0YxJ2H29o+VlQYXlk3y7o3UVLdhgtKTDC5RWrGmcZdMgflIAhfWNRvE6solw6MR01Fpo/c3d2f/j9fjIY21J5Avdc21+U6co06DCiXyy6RatJzlGAO0RrGe2rtuDxsQPIDIic1VveDDmD/zS1ubuKBXYrfy1OWJzk2gUBeIhRGnzo3Z344L5rRAFgtkGHWWMMcHgCGa5PT5qw6egvKP3XDy06QBa7m5upa3S4yXsfF6nBkkIj5n8oFp5cUmi86KRkSQlaggQJVzIuWwDkcrnw/fffY+7cuS0/k8lkuPHGG/Hll19e0LkPHDiAhIQEaDQaXH311Vi2bBl69+7N/H2n0wmn82xnlMViuaDrnw9UhPZMEPtOWFq0ZNq/sOdMSMbxOjvZITYtKxENdifm56TCD7TS7AGcHi8WtWuRBgLZjEUbKjF7bDLmjEsWuayfqLchLlqD3HZt4qcsDsRFqeFH29b0IIF4dfkvGPeHeDw4xtBGKLDJ6YZSEPC3r2gbiVf/cxCzbkiC3eMVrf3BG5KwpuIwKT4oCH6uSrJKISPHzfngJ7x8xxCmICWvfd7drgssuPavDpm5pUG5AEwwJrThKp2yOCGXAbbmLN21jarmLrA0fB7ZC3uqG0JmTrQqBRbmp4nkA+796/f4y++H4o+3DkKD3d3SjRgdpmwJfngt6+fbzn4uwotSi7wECRIuFy5bAFRbWwuv14tu3bq1+Xm3bt0uiK8zcuRIvPnmmxgwYABOnDiBRYsWITs7G7t370ZkJN06vmzZMhFvqLPAM9PsGqlBl3AVqU0jA/DadrHlw3aTGT4E9IOK14k7oeZxVJQrTGaocmQo2yTWkCmdmA4vaP0dn98Pn99PclaeuXUQBAF4eZtJNJfSgnQszE0T2UgEMxJ3r/kON6d3FwVHs97Zgb/OGCkquWUZdFhaaMQbU4fjpW0HSDKzPlyF5/5vv2ivl08aiGitklzD6qnD8fVhes+0KjkSdeF468tfRONmZCUiJz0eRcR9+MO1/aBRyEWBI+CHPkINtz+QpTvrBl+J2KwIlBakQyaAX8rSKLDdVItuURo4PT5YXV7UNNix8s4hsDrdSOwaQWZ7WC3rT08aCD/QoXZ2nhK01CIvQYKEy4krlxzTQYwfP77l/wcOHIiRI0eiT58++Mc//oEZM2aQY+bOnYvHHnus5d8WiwW9evW65HMFAt/Wf7fqG7JM8sA7O7BqyjBSm6bJ6eUGMhaHh7SfOGOleSdBNDpo1/Mlm/diTHIc5hGWF5kGHYqIwKrCZEZuszcXNZeidZXIGxhPauEs3lCJxQXpuP3Vr0TXW1aYTnpslZvMqDhoxuafqmkysyAgfyDtgyYAmJ+Twh43KIHcr6LcVJRurGSec0lhOgb1jm2T5dl5tB5enx9ziTUAgSBmcX46KkxmpLVbX9Ha3VheaMTSQiPmEaWspYVGnLA4sGnXCVGQ11cfjl6MwILXsv7Zz6ex+acTIs7VubazU/IPUou8BAkSLjcuWwCk1+shl8tRU1PT5uc1NTUXlb8TExODq666CiYTzZcAALVaDbVafdGueT5QKWTMTqHsJD3C1XQ30PVXdeWel9WBE8oqIkpDZ0GmZSZCweDXVJjMjNwQEHcO3lyzP9hFHn9ibDLJ1xnYM4bpPRYXqe6QF1i5yYwahoXI9gO1mD8hheTrDOwZjbn/oudfbjLD5vKR93bzQ9lcTR5nc1ntSGwC7rptEY7EJrQca3J5ERumbFPiDPp/+eDHi1sPcJXFKfBa1gN7enHb2aUWeQkSJFxuXLYASKVSYejQodi6dSsKCgoAAD6fD1u3bsWsWbMu2nWamppw8OBB/P73v79o57yYsNhdWJiXhsUbKkXf5hdPTMNtr3xJ6taEEsOL0dI8kR1VdVyV6J1VdcyX5+yxyUyODKubLVTA5fL6mOdsdLjbcIciNApYnW7YOPIAF+IFxmvJr7e7yUxOqIxak8NDBnGhWsCDx5vUWnzeb2ibYxaHB/V2N1ZsOyA6L5WJC6LCZGbuHa9lPbRH3Pm3s0st8hIkSLjcuKwlsMceewxTpkzBsGHDMGLECLzwwguwWq0tXWF33XUXevTogWXLlgEIEKf37NnT8v/Hjx/HDz/8gIiICBgMgQ6ZJ554Anl5eejTpw+qq6uxcOFCyOVyTJ48+fIsMgSiw1R49t/72ogWthB6/cDgnjFtfj9IsBUAjEnuitSEaFHwsKe6AT6fn2mv8Y8/XI2idWKX9aK8NBS8XEHOs8JkhiZXRvqSvXzHEESoZeT1tEq+9kzP2DD87asjpBFsVJgSO4/UIa6Zy2J3B7gsGX1imecL5QWmUco7RHSO0ijJTM7YBzO514vQKEiSdygic/B416YzuPOHLXh78HicjugSmEuYAqUEkb2iWSWbB5uTDoB4LeuhPeLOv51dapGXIEHC5cZlDYB++9vf4vTp0yguLsbJkycxePBgfPTRRy3E6KqqKsha2RNUV1cjI+OsJ9Ozzz6LZ599Ftdddx0+++wzAMCxY8cwefJkmM1mdO3aFVlZWfjqq6/QtSu/ZNQZoBy6XT4fJg3rhdXlYjfxhXlpKM5NFZGEsw16FGTEoyg3FQvW7hYRiEsL0uH3Az+0K2VlG3R4+Y4hOGN1kC/l6jo7MwuiVckhQCC5JQ+NMSBMqcSPouvpkWPsjpz0bkiMixQFHftOWLD7WAOTP7Os0IhNRJfbqH66jnmBJekRH6Wmic5ThuHoGTp4yDTooJAHhCLjotRtglS/ny1VkGnQiVSZgwGsRinjEpm1SllzF1gVRrz8Lq55dDo+j+yFvdUNUMtlHTbCZWn96CNUyDV2R+GQnqI1NtjdIdvZz7ebS2qRlyBBwuWG4Pf72dbav1JYLBZER0ejoaEBUVFRF+WcVWYr5hLGnsW5qSht57AeRHaSHvkD4/EkwZH59PHrRF5fLeMMOkwwxpM8mewkPZYVpOMpgkC7IDcV417YTs5/1hgDfqyqI+e5tDAdW3adYK5hSUE6ufayAiN+v+prTMzoQWZk3pg6HL8lSNB/v2ckGp1evFFxWBSMzczqh756LekFVlZoROmGSnxCiDJmJ+mxeGIaFqwVZ8ZmZCWijy4cxe2yZgFdpXQcNttEHXlB3lSv2DDSmX1poREurx8l68V+bYsmpkMpEzD/w104U/41Nq15BDlTXkCXrJEoKzSiwebE7a99Q7b6K+UCvvuljhkAruSQi4+YrUyneJVchjmMdnYAmN2Bbq7qejuzRT5e6gKTIEFCB3A+728pACJwsQOgGosDj/3jB/Jb+0ePZDODDgB4/96rcesrYl2kLQ9nY/yL7HGrpgxjWmF89Eg2wpVyNLm8LRpBESo57B4v/rhlP5ITokQv1myDDr999evzvhYArHsgEx/vrRGd8/CpJtx9XX888+99ZPCgUcrwu9e/EZ3vrzNG4A9//b5NABDMYq0uP4y/zRiBOpu7JZMR9EGLVCvwGyKgCmLLw9nYtOuE6JxKuYDvDp8hA7wsgw4P3ZCEzw/UisbtO2HBEzdfhXEvlovGZTd7odXZ3AhXK1rmaXV60EWragmK006aWgKgyu4GZBv0WFqYjv2nmsgAMBCsaVGyrpIQWExCcvdIMgDiPaNZBh2e+81gaBQyUTs7AMx6dycZcF2bpA/ZzRXMHLVvkZcgQYKEjuB83t//c23wVyLqrC5myaLRzrbCAAAvg8tjYSgTB8EjrjY6PPD7/fBDaOneanJ5EKmQY25OMr45dKbN7/eI1qBrpAZalZwskZ0L0ZkqOz05Nhkrt9JGsABQOjGdLDvpI1RcJeQwlQK3/D9x0MgzHwUCtiTUOd+ZORLPf0yrUpebzJifk4ofq+pF5b8HbwiIWLI4R6csLkRrlZDLZJAJXihkMmhVCjS5vOxONlMtPD6/KPgBzpYO787uh6mZiZjdzrj1gXd24O/3XE0GGLxntNxkRp3VheT4KNHYg6eaLqibi2qRlyBBgoTOgBQAdQIsjo75fQEIEIGJ4CHHGM8dxyOuRmoU2HGkTiSUl23Q43S9AxsJnk9i1wj84bp+ZCAQiiTrJgxfAyaj+zEsMRbJBJH7vW+qIAjA6nYv+mDpbExyV9JfLNOgA8sMIzacT6yNUCvIji05y169GY0ONx4Y0x+zxw9oo3TdJUIJRbM9SWskRGvw6u+GokeXMFHJLcugwyM3XtXy7wZNBD5MvR4NmrOO8zY3WwOq3GTGnPHJWL5FnFVbPmkg7C43yUXjedIB7GdY6uaSIEHCfyukAKgTEMXx+9Io5EwSbbZBhx8YbemNDje7nT1Jj1ONtKZNdpIeIKqefgAunx8rPjUxMzLzJ6SQAVANj3hs0OOLQ/TL+vuqOhTlpWLRhkpRgPf6lOFYwrDsWLB2FxbmpZH+YtMyEwl15QB8PnAkAPSQCSDJ4Qo5PwCKClOibOMeEVl7Xk4KzHYPSRxflJ9OdnKVm8y47/qzGbVjMd3xaN4TbX7HyujkCuKUxUneQ7VChuLcNFGpK6j0zcrwAexnWOrmkiBBwn8rpACoExAbrmJ2/KjkAh4cTft9LcxPQ/5Kui3921/OYNYYAwC/iOvx4Jgk6CNUpHBf2cR01DY5RFkSofm//ScbmSUbAQHCczBzpFHKcbLBjp4xWizOT8MCsrU+ldlaPz0rEX/cspdUnl659QCMvWLI7NDq8sNweXxksPLO10dQlJNKXk+lEHD/6P6kier9ow1QydtmsoIdWyo5O0jNNOjg9/nbqFkH57n7uAXrfjhOBiOLNlQi+6pAtqe979pXh2tbAkq1x4XujbU4GamHU6Fqdm3n/9kKgkDeQ4VMYCpoF6+vRFFOCkmczzLoWoQW20MfocJNKXEYEC/mje0/YZG6uSRIkHDFQgqAOgHdotgu3F6fH0o5SMG/Roeb+Y18YI8Y2FxejDfGtxHnq7E4YHV6EBuuwIR2x05ZHJALgNvrZ5a51kwbjqVb9okyMivvyIBKKSfNV2eNSYLH7yONUv3wM9cwrHcsBveKwRsVh0XXm5nVDz1iw8js0EuTM2B3e9CjVWlJEAT0iNbguiQ9vH4flt1iRFykuuWFXGNxABAwY813pO3IjDXf4oP7riHLVU6PBzOz+iHHGC8K/nrEhEEul5GSA/mDErBwfSW59l9qrSidmE76mZUWpOOm5O5YsG436lt1gcVkjcTUzESoFDJuq3/XCDW5joE9Y/DCJzSXafuBWszPSSFd5MsKjXC66RJYtFaFotxUzP1Q7Oe2tNAoGZ5KkCDhioUUAHUCGmwu/PGjtmKHwc4kh9eLyDAVSjeIu3YWc8oS+ki1yLQ0iKAi8PEGB+KaPcQEQcDxBgcaXZ6QZS6arwNMMMaLsliBOQtYPDENcVGaNoRlAPB5/czsSZcIFZ7+aB95vZxmDzGepcOLuw6QBqsyAJt/qhYdS4qL4JKnrU4PGeBd3S8dTU4beezJccn445a95L6UbtiD6VmJ5PVevnOIKPgBzvp9LSs0IqN3LK7NS212g0/F55GxeOjdnXh7xggszEtFyXqxenjZxHScaqS9wPp3jQAP1fUO0petdEMlFjCyag02F+a34zEF17Fg7W4sv8WIqjo7wtVyONw+KOVe7G1sRN8uWnSPCZOCIwkSJFw2SAFQJ6C2yYVNu05i066TomOfPn6dqHQEBF6gxet2M8sSAMigouXnAkjy9C0ZPbCzqp45zuuj+TPbTWZMbXatb4/vq+oAiAnLmc3ckplZ/UTzDYgLsgX9unE8xCpMZtiITqntzS/dWWMM5LF7rw/RrebxkYHMV4fPYPNP1XTw9+/9GNQrhtQW2m6qxdTMvuS1eGsP+n2t3GbCpydNzW7we1DZPWC7EaZWYOnmvWSw8s0vZ5hltweuN3DXH6VRMIPDJ8bSe8fz9PruSB0cHp/IsiPLoENJfjqOn7HhqQ93SW7wEiRIuCzgt+9IuCjgdco4iA6pILabzMjoE4tsg77Nz7MNejRxOssA4HidnXwJLlxfielZdCADAHY3O0hgtbtPz0oUiQS2vt7pxoDy9Kopw/DnO4dg1ZRhyOgdi3qOj1ao1npW11K5ycz0SfvykDlAAieQncQma4cyWM3oFcOdK4XGEDIGrO6pTIMOSpkM2/adxsptJsxY8x3uf3sHZqz5Diu3mdAlXEVyzQDgi0Nm0bPU+rwqTjcfaz4NdvY9nJ6ViIXEc1FuMmPR+t34/MBppht8g43vsSZBggQJFwopA9QJ4HXKhGoTbnJ4MN7YHVMz+7bh1kRwOst44DmiA0A4py2f1e6e0Yt2sw9eb/a4AVj3Y7UoGzUurft5XyuIMBV7nk0OmnO0uvww1s/KwqL1YpXohXlpuP3VL0nysIeRFQuCF6z1iAkT8XWyk/RMUnEQkRolMg061J9su2fTMhNRxwkOeHNZXX4YH95/jUiZOnjeEw0O5ljWM6xVsZ9D7nPByShKbvASJEjoDEgBUCeA53sUqk3Y6fFhHlEC2/7k9czOsmyDHjuP1p/3PDMNOvgYL/vsJH0zkfj8cazOTnZsfbK3hknmPWVxirrYWs+Th6gwtuGpx+cjRQLdXg+WTxpIErLzByZwW8RZ/lqZBh3UChkeGN0fs8cNaENwj1DJuV5gESo5pmcmIm58Mr4s+h2ebhaBfP/7o3i4lU5Qe/ACR5vLixP1tA/cQ+/uxGt3DSPHZRl0zIBbJhOYHK9Q4It1SvpBEiRIuLSQAqBOQLRWheWTBpK+RxoF2xQzO0mPLxllGavbi6mZifBDzK3htZ4DQFyUmhT8m9bcYUQdW5iXijqri2yt7x7VtuOoPVhO6jckd0VJXhpKiIzM4N4x6Nc1HD5ifQ+OScL+ExbyWjckd4VaoSC7st6YOhyRSnmbLJeAQNYrXKXEmxU0Ibt0Y2Wg0+lfYk+27CQ9umiV5J7NGp0EAcCh09aW7jG724uTDXYkRGpQVmDEgrXizsCyAiMUQEvAGRx3yuLAE2OToZIJGJ/eDbcO7SU2LrW5mYFjtkGH001t9aGCrf7X9NchUkMLQU7NTITVRZccFTIB05ozOe3H9QjB4+GLdUr6QRIkSLi0kAKgTkJCTBhWTM4Q+R6dtjpQWpCOorViU8yFeWnIXyn2kQKABpsbD727k2zp3rL7BK7ppyM9vfZVN2BftYWtoZObSrezC35Ea1WitvtTFgfC1XJuW3bP2DCyvXpeTirkAshzqhQyJERpkGtMaDcXJ3pEaxAfpSHPWZKXhkUbKkldnte2H0JRbipWbDOJSLkLclKZ3JntJjPm56aS11uYlwq1TEbuWY8YDRxeWgjxqm4R6B6pwfycFPghtHiyCfBDIQDHLIFOrhNf/4hnNz+PJyY8iviRg5DYNQIJ0WrMHpdMqkiXFRgRF6VumXfLfTDocM+1/dGzSxjW/nBc1LLe2piWyg69OW0E2bGlC1dh2ea95PPU5HRzspQ6plin5AYvQYKEzoAUAHUiKN+jBrsbT2/ZS7bIe3yBEgFVzokKUzJbuvURKrx/7zWYv1aszbKk0IjaRgfWEpycWaOTAD/atLNHaALZErfbj2f/bx9SE6LRrV1r/Y4jdXjg+v7w+cUCgw9cb8CxOhu5vo92n8BXB83MMtfyQiOh6uyHzw+8/NkB8pwnLQ7cPrIPWcqalpmIE/Vicni5yYzqejvv1uFMk4vsulq+ZR/GpnZrIzkAAMcbHFi8oRI3pHRjtvm/+MkBOlOTpMf49O6oMJmR5nZgSPV+hLkdLedZVhjIHLFUshflp5H6UDFaFYoZLetF63ZjYkYPJmcnSqMQmZ4GO7YWT0zHnA9+ajP22iQ9fj+iN5YWGjGP0L9aUmiEUi4TlYaDbvAS/0eCBAmXGlIAdJlhc3uxaXcNNu2uER377PHrsGrKMKz81CR6mf92aE/mt+vHb7qKqfi7YO1uPDUuGTntMhY1Fgccbi9cXh/p7L7lkWz8flRfnGhoGygkRGtg7BmDya99hdtH9BZlAaav+Rbv33sNJrwkdq5fPXU4nvn3z+S+VJjMOFpvJ/lPWc1Cid9V1bUEhna3HDuP1mN8ene8sPUAGXQAwBM3DyCvF4qUHKNVMYODySN648kPxOUxAJg8sg/5c16bP4+oXmEyw+rie4E53DRv7O2ZI7nXvPe6/uQasww6hCnlzI6tFZMzyOxmMIh57jeDz3qPaRSIDVe1BNG8cRIkSJBwKSEFQJcZPDd4P4A/M0QLl3+0D6UT01G0Tlw6y+gdy9QO2n6gFo/c6EV1g6PlJQQA1Q0OlG3ai79OH4GPH7sWHq8flmZ7BoVcgN/vh0YpI8s5/fTh+P3VfZiO6ayWdUUIk1FW99WOqnr01mnxevkhEc8nd2A8Vx9p7ngZmVHjebJlGnRQKthz5ZF5WcdCtflfCEGYZVzaEKL1Xk4QmoMcoCYnPTbYsdU/LoIZuHSL0rR51lpDcoOXIEHC5YIUAF1maNVyaFVyTM9KFL2UnV4f8xv7pl0nMWtMf8waY2hTBrI6PWh0epjnXF1+GG6vn/ymr1XJ0SVcJRJmDNoarOQoSM8dnwy3109eL5zRsq4L57/4YrV0ViaoL0MJEx6v45eybC4vKRCZPygeM7JoMu+0zESuLg2PzMs6FqrN/0IIwsGy5fle0+byMjvEVk8dzhwndWxJkCDhvxFSAHSZEa6UM8tc113VlTv2RIMLfr+/lfCfAKvTi/hoJV6anEHyYF6anIFIDd0m3js2jBQ0LDeZcYwQVgxiZ1U9tCp251W4SpxdyTToIJcJGJPcFamE4eme6gamKjVPXyYU3F6x8GSFyYzSDXsxLDGWGQB8cN815J7tO2HBKYY8AI/oe6qR3ebfetyx6G54JPdxHIvuFjiWpA/ZQn/KQl9z59F6Lll9R7v71xq8bF1UmFKytJAgQcJ/HaQA6DJDJhOYZa4HQlg3xEdrRH5gWQYdlhUa8UY7W4rgOQOO7kZRFiTLoEOuMR4lG/aQL/oGzrd8XkYGgoAlBelkl5RcDswZl4LFGytFcynKTYPbQ+vu8LDzaD2yDXpsNxEveQNbVmC7qRb3Xd8fd7z+NTlOq5KTe1ZWkA4ZBKaJKHx+8tiIxC5IT4iCr50XWqZBh2lZieinC29eB7A2bXTLPEry0iAHUJKfjpL14vJnWYERz3y0j1zjvmoLFueniTJ8mQYdnrh5AFZso0uY2Ul6HK61ksduSomDSi5jEqQlSwsJEiRcqRD8fj9f5vZXCIvFgujoaDQ0NCAqKuqSXmvvCQvuees7vHznECjkMjQ2827cXh++OlSL7T+b6Zd5kh75A+NxpM4uClayDTr89lXxizyI9bMyAUB0PYfLA4vTKwqeMg06PDU+GXkraG2hVVOGkcTpILY8nI0IlRxNLm8LryhCJYcPwPx2HUJBBMtuVAfRgpxUjHtRTKoGAmW8TQ9mkdyoRfnpyFtZzhQ0fP/eq/HCJz+LxpVOTMeKrT8joUs4KStQkNEDA+KjRLypVdsPYUjvWFS1ukfBrNKe6gY8cdMAnLA4WnXcBUQZ53zwE16/ayh04WrYT9RA9cH7cE26FWHx3WB1OSGTKVDT4IRSISBcrWhT/oyP1OBkowMHW2kPBZ3r+3eNgD5SBZ8f8Hj9La33CrmAx//+A16aPARF63aLVKv/OGkgZAAOn7EhXC1v0R1qcnrQOzYMc/61i8wqXZukx4rJGQAgZYckSJDQKTif97eUAbrMcLk9eGvGCFLTpbQgHTemdEcx8TIvnZiGQ7VWsp09b2A8V7nY5fHhxU9+JpzUjXhlYyWZOdp1rIFZPgmFJqcHO6vqWl7IVpcXNQ12DOoVw9TeKTeZ0eT0kK3u//n5NHMuQ/vEYmdVHdmy7vJ4mXsCBIICatySzXvx+E1XoWzzXtFe33ttf/TqohU5uwfvX/UZO2YzOsSeHJtMGsg+c+sgRGtVeOrDXagv/xqb1sxBzmE1YrNGoqzACL/fC4/Pj6OnbS17anMFOvlitSpYXV7SuX5Gdj/IBUFU5swy6PDS5CFQC8D49O6Yek1b2xWf1wc3QJqaFuWmMp+Jzw/U4qQlQK6XskMSJEi40iAFQJcZXcLVWLihsg33JJhdKNu4Bwvz0siXcpPDi1XldJmrbNNeTM9KZPI5XB4xuXp7sxbM0D6x2EY4m5dt2otND2aheJ1YtblHLP9FFqFWkN1jSd0iueNsLi+ZWXr0piSu7tDXv5jJtU8a0gM3JHdFCsE52lvdAKvLw9yzWaOTyL3ONSbg1c8P0to6a3ejtCCdub4TDbRhba4xHqvLDwV0gNqdc8HaXVhWaMTrzcfbY8vD2eRzEbxnE4ziLrngeRfkppLt8+/dMxKvfn6IfEZDkc6P1dm57fNSJkiCBAmXC1IAdJlhdXtxB0e4z+amxQ7HpokF9oLgabrwXM+3H6jFwzck4YVPxFwQm8uLepurjY9W0H5BLRfbZ7Reh0ou6xDHKVytIPlIg3rEYNa7O/H0pIF4qp2n16x3d+DZWweR41w+H2ZzOEe1FgfTQ8zB4CPFRbGd4oOaPCywDEbjOBpB5SYzmlxe7D/ZiFVThomsMACwnwsT24C03GSG388Q3dQomc/o2LRuzPXxIBmeSpAg4XJDCoAuN/xgEpYBoCgnlRxWbwut6UL5dvHsNQC29o5WJUe0VoVnP/5ZlHVZnJ+OmVn92sw7eGxaZiJOWuzki/XbI2fYXUkGPeQCGC3rCXjm1kGiLEiwfBQfE4ad7TSCMg06TMrogdKP9pAZkMUbK1E2MR07Pxdf76XJGYhQ063lofR8GhnaOwGjVLobz+UNcU6HG2/PHIXF7cqVWQYdHuEYpYaab6PDTe53rjGe+YzySqPZBh3XlFdqn5cgQcLlhBQAXWa0NzNtjQqTWWQEEUSkmn/rItQK0g4h2FnFynSEM170C3JSsJBoka8wmVGyoRJD+7BbyP/xh6vJF+uMrERMSI9HyYZKUSBz/2gDvO1KXMHrlW7c02IV0f5YTqvyUftjxesrMapfF9w5so8oczLng59wosFBjhMALMxPA4VQ2jqRYUosLUwXEZLjo8Ngd3vIfWmdVbGqwvB53wxYVWfLjJEaJZ7+aC9ZkvJ4+T0NofSFqPXznlFeabQ4Lw2TX/uK+axJhqcSJEi4nJACoMsMK0MlOdRxXbiKqwUjl4Hkc3zy2LVM3aFVU4YhUqUgM0eDesaQ5wPOltzupFrIk/T46Vg9W0BxXAoZOM1Y8y3emj6Ceb0ZWYlkCUguE7h2D/MmpJDSAW/PHIWjdTZyXLnJDJuTLoGdsbq4WawIlZwkJE/LSoTf7yeDmH3VlpZW/l+69MBdvy1tM9dIlZxZkro5tRtX64elEZRt0MPv95PBCkvJGwiURutsLjLY9vh8+POdQ/Di1gOiea6eOjyk4amkLSRBgoRLCSkAuszQMlSSWx9/756RLe3OgfZjN6xuL6ZmJoq+nQetC3wMdQMBbHsNGQQsKUwn3dntbr4mj4Jho1CSl4Y8RsmtwmSGw0NznADgdBP9sgYC/KAXPvlZFMg8fAO/BFTNMEMt3VjJzPIAAQFFUs+nbxf0ig2jCdljDPjqkJnUR1IpZJgzLoXMAA3pHYPi/FSUrK/Elz+fgtbthE2pxtVXxWFqZiKsbrFUARDYzxc++RmL89NIGYAlBek42WAn79MDYwyIVMuREN3WsiIhWoNIDf9jQi6TkcFxdpIeE9LFpOsKkxkyQcDK5hZ5CtX1dsz54Cepe0yCBAmXDFIAdJkRrlJwMzkRagWWbd4rysg8dONVeOjdnZielXhe1gU2l5edITHVotHhIV9mmx7M4q9DLSczOQdrm7it57wgRyVnl2s0ChmmZya2kKCDGSBvB2Wtyk1muDj8mDClnOzGO95gx8w135H3Yfqb37bo4LRHSkI0ShmSAwAwe2wyMnrH4uHYRoy4dSK+ef//8HlkLB56dyfWTBvBLElt23cas8f5MHtcMuY16zxFhinh8fpgd3sx9U32XD+8/xrynKFI7nJBYJa5WKau2zkk6AabSxT8AOfePSZljiRIkHAukAKgTsSxOhsaHR5Y7G5EhykRoVHA4fViZnY/CBDaCB5mG/QozkvF4g2VZMv6fdf7YHOxsycxWiVZIuIFIwBgZRxXK/kvwTClAhm9YtpcL6NXDFQyPkcmJkxJW0xUNzBtJMYkd0WkRonl7VSUsww6LCk0MgPKbIMeu6sbmC/rRoaJaJZBh5MWB7nXqfFioS1BOGsbwSIdZ/SKweryw8y5yGTAym0mfHrShE0AFm3Yg8ruAT8yLYOn1XJNlwex4eqWeykgsM/mJie0Kjl5n7QqOSx2DylXMLxvF6ZP2oysRKiUApnJemlyBpNUD7BJ0LVNLq62EK97LFTmSAqOJEiQEIQUAHUSjpitmPehWCzviZuvQo/YMDwwpj9mjx/Q0tJtdbrhhx+fEJo8APDFITOT65Fp0EGrlOPNisOizNH8XLqrLAiWT1i9zYXi3DSUbqwUlVaK89LQ6HCJRP2CKso5xu7YtOskOc8eMWH4kfAQK85Lg0ImkATiEYldsKCd8CDQ3M21oRLFuWlYtFFMrF48MQ1Hztjw+naxi/zKOzIQG67EssJ0xLW6Xk2DHVf31+HWV74k90urlHN91xQC7aHl8fm546yMYCw7SQ+tkm2gu27ncURr1ZhLPGtlBUb8/Q+j8M2hMwACwZnd7cUpiwPv3jMKHq+X5CQ9vWUfjL2iyQzfruMNeIOhRwUETHLPlwRtCdEdxgqcQmWOlt1ixFPtVKulspoECb9eSAFQJ+BYnU0U/ACBF/ayQjWO1dtFTuuZIVqaV5cfxvpZWVi4XuzrNHtsMjNztLOqnmnCmWXQIUKlIL/NT8rogdJNe8gy0PItezF3fAotBrhuN5YVGlFvd5/XPJ/esg8LclNIAvGofjrsqKon92XrvtN47OaryJe1zeXFqu2HaM8yBIKtzbtOtAsa9Rie2AUA3Tnng5/ruzZrTBI5z16xYViyeS8zcCibmI5Mgw71J9veh/uvN0AtE7B66nCs2CYmF78xbYSoPR44K3a4OD8dG4ksT6I+Aj1jNOS9n5aZiHCVHJNfE5Pc3545Es9/THuI7ayqRxjjeeKRoCNCdDiGM46HyhwdMdskUUYJEiS0QAqAOgGNDg+Ts+H2+UXBDxBaKNDm8sLp9rThwQTFAH1+HzNzVLpxD9ben0lmSKZmJqLJKZ5rgKzsw7Z9p0mVaAB44uZk8uflJjManV4yIBEEMOeZnBCForW0werCdZVcpWuLnS4NjhkQx+U/Ha2zE8FYLRZt2IO/zhiJsk17RC9yqh2/9drnjk8hSceCIHDlD5xeHzJ6x+LavFRgDbAwLxWfR8Zixppv8dHD2Xi5nS1FcNyiDZUY1CuGvE/lJjNOWuhWfyAQdLGOLchJJdchFwRmNkopF1DCkE7gkaBV5yCsSSFU5qieockkiTJKkPDrhBQAdQIsdjd6xYaRhqd2l5f5IvzmF75QYLhagdUVYjdxXubI5vLisNnK1OxZNYUmTzeEEF60MF4uANDkdOPHo/Vty05JelyX1JU5JqNXDDPA2W6qxdTMvsyxMWEKkv/kDiEwyHpBbj9Qi3qbiywP1TY6oY9Q4elJA0ltoeoGB0nWrjpDt9wHYbG7ceuQHrDb9Pj+m32I7KbHrVo1Pt9/ClYekf1ALZN4zFtjhckMm9tL7tucD36Cz+8n1+H2+pilvIW5afjLfw4x58kKOurtLszISoQMEJVwp2UlosHuAhAuGhelUTKDsdXlh7kaSJIoowQJvz5c9gDo5ZdfxjPPPIOTJ09i0KBBWLFiBUaMoPVfKisrUVxcjO+//x5HjhzB888/j0ceeeSCztkZiI1QMg1PeW3bggCm59XcCcko2yhWNT4XiwmFTGAGFxEammAbzvj5uRyP1ioxb0Iy/BBagj/ADwY9BgBCqiELjME3JHeFVq0g+UgLGKraQWiUNP9pdflhyASa6HtLRg+8c/coLNogVmV+5+5RUMgEFK0Tlynnjk/hziU6TIn5bZ4XU4tpKa9zDuCrPWuU7Ptkc3rJfXvn7lGQCSCNWxfmpmH5R3Qpr3TjHm6mjhV0RGqUOGN1k9pCAgREMLhD+ggVszS4eupwfH2YDhqD15QgQcKvC5c1APr73/+Oxx57DK+88gpGjhyJF154AWPHjsX+/fsRFxcn+n2bzYZ+/frhtttuw6OPPnpRztkZCJPL8RSDA1SUy74F6QnRmM5osT5lcfIJ0s1Ceu2RbdDjVLNnVHtkGXRMobxTFie3Xd/u8pLBw/EzVmgUcpIAXlZgRMHgePTsEi4alxDNJ6UmRGvIksxT41OwmGEuu+tYA5P/lG3QQx+hYnYz+Rmq1F8fPoPNP1XT2kIbKknz0QqTGU1ON3c/NUo5Kkxm9K47gaJtr6F0zN0oNwEL1u5CUQgie3QY/TLPMujg58gERGoU5Dq+/+UMNrfjDQXXUbpxDwb1pktuoTJ1YQwNrHC1gmn2mmXQ4bnfDGae8+VtDI0rQUD+oARyzLVJ+pCijBIkSPjfw2UNgP70pz/h7rvvxrRp0wAAr7zyCjZt2oTVq1fjqaeeEv3+8OHDMXx4oERDHe/IOTsDTZwyl0wAs8wFgNnq/uc7hzDT/e99U4V37h6F0nYE42yDDg/fmISuEWpS1K+swIhn/r2PnMe/dhxDWYERC9buEgvsFRrh9vlEwUOWQYelhUYmAXzB2l1YWmjE3A93icb9ZmhPLg9EIZeRZTy314fJDJXkob1jsTA/DQvXi/lPC/NTsZRBShYATGOYiMZFss1QeeajDpcP07MSIYAu89jdgYDy2kYVRrz6DaKXL8Hnkb2wuvwwlByOTLZBj0iNggwOpzaTmSlkG/Q4yQiMeeasoYIcFjINOigZXJ4mDmeu3GRGk8ODbmL1gQAJmgj6gUDJbUFOCq5N0uPzdl1gT08aKPF/JEj4FeKyBUAulwvff/895s6d2/IzmUyGG2+8EV9+SbccX6pzOp1OOJ1nMx8Wi6VD12eBx4+Ry2R4cIwB8EOkA9S9nSpva/Dar5dPGghB5se8nBRR2SlCqcDj7/+ABblpIqG8e976Dq/8fijZsfX7q/vi859rSIG9Jocbz338M5l1aXR4yCwH0EyQJl52gXb2PXhybDIAMcdpWmYizE1OMjDMSWcbdwJAcV4qcozxbQKnGosDrmaSN2ue05vNXtsjlBkq67jT64NKLmOWeZqajUk/Ld/TrANUiZisCLw0OQMWu5MpSbAwPw3T3vgGJflpIr7OnA9+wiu/G0panZQWpOPWV764qGsEgLgoNRmMTctMxBmrE/26RojGdLQNPtQ4u8uLFZMzUNvkQqPDjUiNEvoISQdIgoRfKy5bAFRbWwuv14tu3bq1+Xm3bt2wbx+dhbhU51y2bBkWLVrUoWueC6IYJQkgwHV59t/78Oxtg2F1eWFpDlbCVXJs//k0bkyOQ3JClCjLo1XL8dJWuhNIALC00IiSTeKyU0l+Gh4ecxX+b09NyzmtLi92VNXhWL0dtY12LClIh93ta5lLmFKGh97diUUT08hxOcZuTG+q669iE52BgPAii3fzu1F9mGTtD+69miTsQuCby/p8QHWDA92izgaX1Q0OxIbzSckOhhVIKDNU1vH4aA1e+ORnpCZEt8xFEARUNzjwyd4aLMhJxZxxyYjo5QLWACsnZ6AxLRmryw/h0ZsGYPGGSlKS4EyTAwvz00i+zvJJAxEZpsCT45Ixtx0Zv7bRDgDknqpkMi65OFbLErO0YOveU+x7eB+tPB0Vgo8TqVGSgobnMi5aKwU8EiRICOCyk6CvBMydOxePPfZYy78tFgt69ep10c4fHaZk8j28Xg+euXUwyk21LYJ/VpcXNQ12XJvUFVlJXTFvrbhENGlID6YWTrnJjGN1tOfVss17UZyXhh8+PygSA3zld0PRLUqLeWvFgdNLk4fA7/eTHJlbh/TAG+260YBAwDFvPJ88HRWmIP2nXr5jCACQWR4e0ZnXAQcEsgfUOd+eOZI7LoYRxJ5qdHJ4RTqmmjX8YAaN0zIT4fH58PRH+1BfvhObAMx6dydis1QoLUiHw+PF1n2nsZXIWGX0iuHqEi0rNGLxhj2i4Gju+GS8d8/VIl2poJjlW9OH4/lPxOTiN6cOhz5STZY/F09Mx3P/3o9Nu8UimFkGHZOrpI9QiUpVQVybpIdGKcOsd3eKBA2X3WLkjpN4PhIkSGgN/tfXSwi9Xg+5XI6ampo2P6+pqUH37t079ZxqtRpRUVFt/ruYCFfJUVYQsGhojSyDDtEaNaob7Ni06wRmrPkO97+9A9Pf/BYbd51Ak8vDVDwubtbCYYHV7pySEI0FH+4i9XVe234IXxyspcnaa3fhq0Nm8sVaXS/WlgnC5fUhs926gxiT3BVquUy09k27TkCjlKGvTkvu2cK8NMxn8IpCtbpHapSi+WQadOiiVSE7SU+OyU7So1dsGDmXkYldUJSXRh4rykvDyMQu5DG1UsYMVN6oOAyvN0C6ronUoXT0DNRE6prvw26AY3fG0xcqN5lxxuYmr9nk9IiCn+CYonW74fHRJPCDtVYUE1o/wXFPjksm11+Snw6ljO7ki9aqsHzSQFzb7n5cm6TH0kIjFq6vJAUNS9ZXYmmhkRwn8XwkSJDQHpctA6RSqTB06FBs3boVBQUFAACfz4etW7di1qxZV8w5LwZqm1yY+sY3ePnOISL+jIsjhHjG5u6w3gur9MLV1+Gck0foZQVbQEA/KEggpvSKqJdn8N8leWm0AWm9nckrqjjI7oALiuhRHCCr043F+WkoXrdbxI8pzk2F3etFWXNpMHj/wpQyODxe/O71b/D0pIGY0yJIKccpixN3vPYV/jZzRBveVLDk5PPzS3VBjYDa8FisGlHYcqzcZAbHXotZqgvCzjgerhZ3gLW+5pzxtNBlXKSafS9MZtjdXkzLTBTtze2vfom/zRiJrlE0zy0hJozk65itLnyy9xQ55uO9pzB3QorE85EgQcI54bKWwB577DFMmTIFw4YNw4gRI/DCCy/AarW2dHDddddd6NGjB5YtWwYgQHLes2dPy/8fP34cP/zwAyIiImAwGM7pnJcDFocbZquL5M+MT2MrCTdwAgsesg167DxaTx67EEKrx+cnuR48b6ofj9dj19EGkgfS5PQwA7wKkxlOj++cDUiDWF1+GB/efw0WbxSXeaZlBkT02ucdBADdojQ4aXGQpOQzVidiw1XtdHnOdsAN7BmNGWu+E81lTHJXaBQKlG1sm3ELdOPxS3VNzV5gUY4mZP3yA8r7DoZFE9FyjBXksUp1QUSoaa2jJgc/cGIdD/U8NTo85N4AgIXhdxYExdc5VGvljrHY3ejXNUIKeCRIkBASlzUA+u1vf4vTp0+juLgYJ0+exODBg/HRRx+1kJirqqoga+UmXl1djYyMs/L5zz77LJ599llcd911+Oyzz87pnJcD0WFKZscWTw05FME2LkpNdvQ8MXYAVmyj/ZlCvSBZ19Sq5EjUh+OvX/4i4g6NTe2GN6cNx4tbxRyRh8Yk4ebUbijbtFd0LNtAl5yCsLOc6Tn7YnN5caLewSTevn/vNYiL0rQh+gKA1eXBCwSpPDjXxflim4hykxnzP9yFZYVG3JRSKzJRzTLoMY9Rbrx/ND9wiNAE1Kx7H9mHpPHLYdryGY70ScacD35ChEaB+0f3hw9igcyesWHMFvkxyV2hZXhzTTDGh5gPzeUK9YxqGW33ABClOf+Pn3MhOkuQIEHCueCyk6BnzZrFLE8Fg5og+vbtyxVyO5dzXg6EqxV4k8H3KOYIIe48Ws+2wkjSQykT8MAYA2a38gKzOt3weD1YkJMKp9srCo56xoZxz8ki7RblpqJ0QyX5Mse/92MC4YkVFKArK0gjy06hTC8jGS/InUfr2UKPSXpUN9jJzFGmQQe5jFY0Lp2Yjp0MUnkgG0V3q733TRWcXh82EaatA3vGsDNcnFJdlkGHcJUcqysOo778B2wC8PB7PyA2S4337hmFMLkMk/4fLZDZYHdh1mhDy7xbr/HJsclYyCg5WuwurjCj1UkHo6csDq65LkPqB1kGHbc7koVQBGmJ6CxBgoRzxWUPgH4NaOJo4WiUMmZAsu+EBfMmJKNs017Ry6wkPw3mRgdWbBO7yD84OglKAZjQrpxzyuKEHMD9DHuNh29IQlwkLZKY0TsGc/+1i1wDlzt0oBY2p49sPT/VWMPl67CE8vZVN+DxsQPIDEhxbiqO1dmZ2jN1VhcZAPAMVrUqOVQKOX5olznJNuiwaspwLN+8lwwMpzKEBYFAqW79rCyUrN8t2uuyAiNKmq010lqNKTeZW4i+LIHMYb1j4QfIgFMQwAzIZr0TyI5RQpfFeWlQywRyT4cldkG3aA18EAdcUzMTIRME8nkqzkuDMwRfiUKQIP3UBz9JgoYSJEi4IEgBUCcgYN5IQwYBj9yQBABtgqDsJD3uv74/vD4/+TKTA3jl80Ok+OCr2w/iyZsHYO6Hu0XX2/RgFmYw7DWaHB78+TMTSTyurrNz18jjgjQ66dZzrUqOD++/BmUb95BqyPV2F1nimzM+BdPf/LaN2F+ERoFTFgc+3nsSO36pJ0tg731dhfSe0UzdIZai8fSsRCzfvKfNvgTHrdh2ABl9YjF5ZB+Rfo5Cxi/Vef0+zBqT1IYgbHV64fB4uaKMVkZpEAC+q6rD4dNNuGVIz5b5RDRn0hrtbM5NbZMLdVYnFuanweP1txC9FXIBD/xtB5bekk7u6aHTVjz69x/I5+mhd3fitbuGkeTxh97dicUT05nz4YFFkD6X4IfSD5KCJgkSfp2QAqBOgFalYJKEbR4vLA4Pxqd3x9Rr+rYJchrsHiiaxfHaZ0/sHi9XR8bLKBVaHB5m9mDDg5nYtu80+fJdNWUYd408k03WMZvLC4/Px1RDDlcryGNOjxfP3jYIL207IMo6PDQmCTlp8fji0NmfC4KAHtEa3JLRA0fMNrxefoj0+1IyApas/joMbtbXofa6V2yYiHQd1MG5MSWO7FrKNOigkslw6HRTi/6TzSXDKYsD/ePOqiM7FGrs7tYfDoW65WeNDjeT53PwVCPmjk9BeXNWzenxwe724pTFgZ6xfH81rVqBkvViU9cVdwyBz0c/M6umDGM+T0CgZPXFQXPLGpuaNa5empzBbecPhY4IGlbX2zHng59E+kHLJw1EQgx/byRIkPC/BykA6gQIQuBFsfJTk+gFmjcwnmn8mGnQYc64ZPLlkmvkWz6wnM9ZZFaA3ekD8Hk3WQYdk+yaadBBwdB7yTbo8ePRBswjMlVB1erWwV9QKVkpE7D+R7EBaYXJjDClHE/cPACbd51olznS4+r+Ovz1q1+Ye1Y2MZ0s88RoVVjx6R7muKfGJZOZuCWb9qAkLw1jkuNaAgCNUo6TDXbER4ehxuIg1775oeyW/z+o74XcqS+2OR6pUTJ5PrPHJuN4fUBXqv2xwb1iuPwvyvC13GRG6cZKLCs0isYAQI3FwTxnlkEHjUJOzqWvPhx9umjJc54LzjeT02BziYIfIKAf9NQHP2HF5AwpEyRBwq8MUgDUCVDKZfgzQ+snlB6MSiHDloezRJ5efoTQkYGftDWob3JjQno3TBraS3QsJoz9OKwuP4y192di0UaxkejUzETEaJVk8DBrdBIi1QqSB7K4IA23vfIlsyTl9tLK0/kDE/D0v/eT45RyAUs27RFxXbabalG0rhKDetHO5RUmM1xeH+aMS4ZCpNkjDgxaj1PIZeQ8Z2b1g8fvx2aCID0tKxFOD50CUSoE3JDcFSkJ0aL17a1uaOYkaZDbrjR6yuKAH2DqSj3zf/tROjEdRet2i8qtJflp+HflCXI+5SYzrG4vlhamiwK5njFaLMxLE4koBp8Lm0vs9Rb8d2kHS2An6u347OfTiItUw+nxoc7mxjeHz+D6q7oinpHJqW1yMQ2HPz9Qi9omlxQASZDwK4MUAHUCXB4fk3zaxNFC0arkUMpkKCbsCXiWD1qVHCq5HG9WHBbxZxZPTMeccSmk3cWSQiOzZDO0Tyw+3nuS2V7+xtThJFfJ4faiptFBiuGZm5xYPmkgWVp6aXIGmhy0avEfP9qL1VOHY/fxhjbHEqI1GN63C/7yn0PkvvDI2lqVHAq5DN8fqRNZkozoF8hw2RjcmyaHm8wAnW50YHX5IZIg7QfbYf7YGTsW5KZiwdrd+PTdf+Nff30ct/z+OcRmjkBpQTrqrA5EhamQ2DUc4WpFy56Gq+VwuL3MYG3bvtN4cqwHg3rFtCm37jxaj2Wb9yKjdwyz000hkzEDudONdkzPTBTxseZ88BNWTB5CziUokni+aLC5cOSMDRt/qhYFXIn6cGhVcjKQ6ajB6rnOSeIVSZDw3wcpAOoENDnZQU4ERwtlelYiShj2BPddzyYd33NtP5Ss301kQcyoaXRixTax3k1Q02Zxfjrs7V6imQYdHhhtwNeHzUyuh1IhQ3qP6DbZk66Rajzw9g785ffDcOsrX4nGfPLYdXj+E9rQFQAW56fTwosqGWxOD1la6acPxx+u64fnP6Z1kFhk7T9c1w+nLQ7ynIldI5jn1Krk0EWoyQ6x/EEJKNmwh7xeucmMP1zbH+tnZYoyTnJBwIJm0cU0vx9qrwfw+1FuMmPB2t0onZiOsk17kNoqQ2R3B/YmpPlsu3Z2oVlx+oej9Zg9NhmLNlaKgtHXpwzH8s17mIFc6cR0LFgnzgAtnzQQUWHskquN0VrPQ73NjVc/P0iT/z8/iJLcQN+cKCAJ0XIfFUYbrIYKZCRekQQJ/72QAqBOQKSGTYKOVMmZHIpr+umYAceXh8y4MSUOyfFip/jRA+Lwwid0ABCulnMtD2xuL5nlmf7mt3jtLpoInWnQITZMKXoJZhl0eGPacMgEkIGM2+vDzqp6dgnM5wto4jRnOSI1gVJa9yiNSJUZOBs4zR2XArfXT56zC8O5/OaUbnjm//YzX6xP3DyADIAW5KRg4brdZHBQumEP7rm2Hzw+ei5hKjme/mifaM8W5KZyS25urw8zMxPRPSYMTo8Plubg6ZaMHnCF8EILV9NCiK9PGY4XP6HXv3LrASQnROMTonRYbjLjRIPYCy5ovvrUuBTm/Y3ilFyBAL+ozuqCxeFBVJgCsVoVbG4Pk/w/IysRPr+fNEpdWmjETSlx+JjIbt6UEgeVnDZY5QUyl5JXJGWVJEi49JACoE5AmFKG9/8wAuEaNWwub8sL67ahPeEHW5dHziAPA8C6ncfx1xkjMZ9wiuepS4eyPGh0eNhZHrmA9+4Z2SYgaXK64XL7cfRM2zJIkFf08rYDePjGAfhRlCHR45aMHvjznUPw+vZDouzJyjsy4HDRmTOn1xeCkyOQGZk3pw1HfJQGPdq5z/eI1kCQ8d3ZBYDkwAzsGUMSmYEA72jO+GQ0Od2iIG5Eny7wEOsoN5lxvM7eEjBf26gC1gAL89LweWQvrC4/DKvTgx6xWixYu0tc4ixIx5jkriTPKWgCS92ntyoO457rDXjmo32ifZuWlQi5IGMGMna3l8xkPfD2DigUQI6xexsOW46xO8YM0COW80I/ZrbiWIMd4WoFvD4/PF4/Dtc2IVarYpL/ZQhoX1EBybwPd2FJQSC7KdIkyk3F3A93nXcgc6l4RZcqqyQFVRIktIUUAHUCwiDAp1Zj3odi3s38nFSmLg9P76UkP43pFD9nPFt/htcFxjuuVcmhj1CjiMjyFOelAYIfi9aLW8FLC9JR1O5FDQSCg++P1GH9D8dpdWkIWFKYjrnEnpXkp3M5OZRZ6naTGWqlHI/ddBU2EmWuq/vruV11RTmpJAcmKS6SnEMQDrdXJFYZ7HA7UU8LJcoFocU65dPyPdgEYNGGSsRkReClyRnoolWJgp/gGovXVWL22GQ4PT7RGqdlJkIQxErYwftUvJbOZAEC5uekkJmjV+4cit46LeYTnLK/zhgRGEscKyswwskIcE9bHHB4feS+8RS7eYa9nx+oxbF6O6lxdaze3qFA5lLwii5VVkkq1Um4UnAlBeJSANQJcACilwAQCFYaCcPTIC9j13F263n3KA1TXdrvB1Mnxur0hLA8oF9KRc2lHmoNizdUYkmBkTzWYPPge0aZq1/XcLbbvakWx+rs5DkXrWerNvOQHB+FZZv3kkFOdb34Wq2P+5uv3XaOZjw1nh9QhinFJcegojOrC8rr97cEY2pdL9w0/WVUxXSHs7msVDoxnb1vB2rxxM1+soz57tdH8MTYAcz7xLsXVNdhhcmMB8cYmM/2lwfN2Nwu2AweW7B2F7O13u72YmE7PaLguGKOYjfAF+Sss9GCnDxzXYAdyFwKX7JLkVWSJAAkXCm40gJxKQDqBDS52J05UVol/nznEKwSlYH0uOe6fpg4KAEL1ortEqyMb88A8On+U3iQoRMjFwSUFRhJy4OyQiOOmW1kqWdIn1hSWRo42yZNweXxdsgIFgDqieAQCLyQHxjdHwBEQdW+ExbsO2khJQAUMhnzxcm6VhCsbj2X18cMNjMNOiYnp9xkhoPxshYEoeV8TqUaB7r2aTPOFqJ7yuXxiUqAwUxdTYODDEYdnlClUTc5LkKtZD7bcVEaZlBVbjKjiZHBs3L+XrabapmK3QDfnJV1LJShKyuQuRS+ZJciqyRJAEi4EnAlBuJSANQJsHBerhFKOVZtP0SWiCAAeQPjybR9uIp96/7yn0PIGxiPB8cY2nA9mpzN8/D7ybb0eqsDLp+PLPWMSAzdCk4hNkKFF4muswqTGQ9wOtkAvjN910iNqCQTLK24fT5S0ZhXOgv1EmR16zXY3C3t7FTJqcHGvvesl1lrw98eDafw4BfvYcU1t+N4dByA0N1TaqWMvL93vPYVVt4xhCxljU/rzj1nOMNFnhfE8rIxQGD9VDq8oy3p2QYd08w3O0mPnUfryWM802FeIHMpfMkuRVbpUkoASJBwrrgSA3EpAOoE8Fyvre0c21sjqFsz+wOxCenNqd2Ypayr+3WBTJDh5W0mEUm2KC8NZ2xOzFjznWjctsevw0vbDpKeV8u37OWWHlgfzG4PW0Twi0NsR/RsA/uFxZMHKFq3G+MJZ/pQpbNQStdhSjpA+q4560R6j31ThWROeSVSQ4tHdm9lexJjt+D2n/4Pf82Y0BIARWoU3KwTAPL+AoDXJ74fFSYzBIFdNs006CAIdAmMF8SeS2aF6ryal5PCHdcjNowW3RyThJ4xYaKszLVJepQVGrFoPZ3B3FvdgCWFRiz4cNd5BzIX4ktG4VJklS5FUCVBwvniSgzEpQCoExCpkjODFQvHoBIAPD4/WXposLkxNTNRxM3INOjw8I1XMYjHZizaUImSvDRQcHt93E6ocJWcDB6yDDqEq+TkPOttbCNYnrr03AnJ+NP/7SfH8eQBuM70plrcd31/cuy+Examw/zUzEQ0Mkpge6obUJybhqJ1u9uWMJP0WJyfhrJNtA5QlkEHr4/m6ny8t4YZjGU22448NCYJMkAU4M4ak4R9JyzkNbOT9PjyEB2Mfry3Bg+OCZjytl//g2OS8PHeGnIcL4g9ZXGIzGxbr7/R4W4jyhh8ZvZUN7AtOwx6aBQyptt9hEZBBiRnrC5MHtkHDoIcPnlkH3i9vg4HMh3xJeOd62JnlS5FUCVBwvniSgzEpQCoE6CGH0sKjJhP8G60ajaJVquSI1Efjre+/IX0EJu55rs2juhBrkud1c3MKlWYzPDBj2WF6YhrxfOpabDDD3A7oYpzU8lxwxK7wOMT21ZkGXTIHRjPXJ/N5YVf8JOWDmFKOe4Y1Qd24oWllPMzC7zSi1IhIx3mnxqfgttf/RK3j+hNKl2vmT6CzDrcMbIPLHYnHhjdH7PHDWhRQrY63bA6nSjKTYPTI77vSwqNePCdHbh2QFzLz4Pk9799dQTv3XM1StbvRt3JtvtZkp8GweeHPlItMoo9ZXFAH6lGQpSGvE8j++mQu6Kc3Je//OcQJhjjycBCF6FiqmuvLj+MDbOyRMKb2QYdMg16XN1fz+SbVdXaGOW4bniAIQ3xwBgDKg7U4kSjU2QQXLZpLzbMykL/uAhRoHCo1oqH3t3JdK1/Z+ZIJHYVj7scuNhZpUsRVEmQcL64EgNxKQDqBNgh4IsDJ7Gs0IgmlxeNdjciw5SIUMnhA5i+T71jw1C6QdwNU2Eyo2zjXrx85xCRkF5ms64Ji+sStNcQQRDgD+FL5vNDbDKapEd6z2i8+PHPZNlp55F6bhZAqyACQEGA1+/HwnWVZIAXxjBeDYJXeglTyjGod2ybwGHn0Xp4fT7UNrk4JT4Fma156oOf8N7do/D0v8VZrPkTUvDKZwcwe1wy5jVr5ESGKeHx+vDiJz+jrNCIp9vp7gQVlM80OTC4dyyuzUtt1gFKxeeRsVi+eR+K81JR8qE4wwcANybHYX5uCnmfhid2YQpyri4/jONn7G3MZ4FAYFFd52ByvwAAQkB/p30wVmNxID5Kg1ljDG34SFanF4LPj79sP0g+2w12D2a+RUtDTH/zW7x/7zWY/9J2ciq8ji2ea/2VVga6mFkl4OIHVRIknC+uxEBcCoA6AVaXF6VbDmB6o6flxdPk8mJHVR0mDo7H7HEpWNzOgiDLoEOOMR4lG/YwBegaHbTRZNlGNl/ngdH9ccriILVwDF0juOuos7rEZbXmB3lUvy5IJoK45z7ej3dmjiLLXE+OTcaiDZWkwvCNyV3xl98PxdLNe0WE7EX56cySYrZBj1MWWl8ny6BDjcVB7kvh4B5cDoyS0UG27BYjShhB6rLN+zCodwzyV1aQ85k0tBdTQTl4//7ZWIspo27Fmm3VqIkMlBMfHzuAmeFLTohC8VrCBuVALRZt2IO/zRiJ0k17REHX6qnDmVYnq6YMY+53UU4KStaJrxc8b2l+Om5/9WvRsXdmjmQG2/V2NzdYYUk1AJ3bsfXfhosdVEmQcL640gJxKQDqBDQ53Hj5jiE40WBv8/OEaA28PqB0I615UtPgYLaQvzQ5A3a3lxkcsbguN6d2Z76wHxjN79phtW1vP1CLueNTsGSz+MW6fNJAVNXZyOxJndVFBj8AkN4zBsvaBT9AgPOydMteLJ6YjuJ1YnmA4rxUqOQy0n2+rMCIW1/5grxenc3F7eaqt7tIFewYrQpz/yUmqQfmym/ZbmB0B5abzHj0poDZbU2kHn+8bmqb4412NzOTM6R3LJcfdcbqolWUBQFD+8SS4+SCwOSbpfeMZsojBA1PKUkCi8PDXINGyc/waRkZwGAgwxJau9K+fUqQ8GuGHwDYZgedAikA6gToI9Tw+GijzYzesUw/LF2EGss/ooX7AKBsYjozOFIraa6Li2Mj8cVBM5t8mqTHjqo65hpPNIiFBIP/fmpcCvlS/vOdtFM4AGQZ9Ew/s0/2nsKs0Qay1Xvya1/h1d8NIcouHji9XgzuGU1mqsLVcty1+hsmR+TD+6/B4o1ipetHbryKuQYAXG8u3ove7Q20woc7bTDWmLCrmwFWtRZAQDuKFRhn9ddz58PUVjpQi/uu608e8/r9TP7MsTo7OSYIu9tLKk8vyE1lfinoGqHmksDDVHKy0+uPkwbC6vJyhdaupG+fEiT82iAJIf5KsfJTExkg2F0e5stsQno8l5NTzTChBAJqwRTXpb0beGu8900V3r/3GpK0unhiGnJeogm0PAS8uWgz1C5aNu/C4/MzjwGAy+vHzqP1bdzQdx6th83lhUIux7afa0RO6cfOWLEgN430T7t1SE9c3a8Ls8utzibOnJSbzLg/hJZRQjT9R51l0LXR+2mP8GZyfN+6arz37jzkTHkBld0NgY47pZxJVr//egN3Phol3a23uvwwVApZyLb8IIKE7TCFnMsrClcryH2z2F3QKGXkl4L+XcOxMD9VpAadadBh1ugkaBQyMpABgMf/+SPZWbZw3W48e9ugTi8DXUmy/xIkXE5IQoi/UtjcXmaWJzpMhecIAnGFySz6dtwerBJK0DE8oZXppyAISIjWIFrLvuW3j+iNso2VpPDid7/UYWifWGZrMkuzR6uSQ62Qt5kLEDAgjY8Ow/j0bugfFynal0g1/9EMV8vJDqI3pg5HpEZBmqHOHpeMIoZtQ9Ha3Xhy3ACyTXpqZiIcLjrQ4bWBZxp0iNIoSGXt+OgwaFW0weie6gZEqgLjDMfOmqGaeiYhPjoMVjdbKfnLENpK+ggVuW8vTc5AlFaBpYXGNoa9WpUcSgR4QCs/NRFBene8OXUYXtwmPrZqyjDIZXTwG65S4rmPaff5v3x+CAtyUsmONIfbC4fHh4RYcSBx6HQTbh/RmynjYLYGOFSdFZCE+rYrBUcSfk2QhBB/pXC42XYQuUZ2lif4LZsFXrdTo8NDKjpnGvS4MTkOn+w7JRoT1NeheDlalRwbH8wSmaFmGnRYmJ/KJPr+4bp+OGWhy3+JXSMwZ1wy5q/dLcrI3JLBJyULoIX5ZIKACendSe7QfQ6+39VMWyLplD7ng5+wmOHbtbr8MFkeyzToMDOrH7zNnXPt78PM7H7QR7DUrNPhbx5X18oMtUtWBKZlJcLK0CQKzmfdA5kinlemQYeivFQs30KXVDUKGYrz0kjD3qWFRvyZkcFctmUfJhDCkxUmM2QQsHhiGhlwTcrogd+N6oNV5XSwYnN5yI60sk178c7MkeTaPT5/SBkHSnjxUqTfed92F67bjYV5aSIHesmcVML/MiQhxF8pumhV+BMjy9PE6Wjx+/3cbidW1gUI+EFRQcCCtbuxeGIanB6viB+k5ARUNpcXdVZXmwAhQqPAKYsD/648ycwO3ZTSDUsYBqQAsGBCKpmRsbk8mMXwM3twNFuYjyeEGMrvK0ypwIuf/yy63vJJA6FgBKM2lxcn6h0kyfvHY/VYXX6IvA/jjfF4ffshZjZqgjEe5SYz0tqN8wFME9XgfFxeLzmfE/UObGOQzlMSorHgQzo7drTOHlKtnDxmqoXdLeacVZjM+OrQGWzaVc1+LnJSmWTucEZ20EeoXLc+r8fr77T0O+/b7oD4KMz910+iPZXMSSX8L0MSQvyVwun1MUtgEZxSD6/75omxA7BiG00Szjbo8QVD8Xf7gVpUnbFhamYiZrcjEPPaiwFAq1bgT5+IA4SZWf0wNi0eiwgxPMpFPIiAthDNg6ltdMEPkGWQLhFKpjAfwBZCDGXNEK4SO7cH29IfuiGJvH/7qhvQ5HRj4uAEeLz+ltJRb50WdVYXk8jdjWMUut1kxtTmjjSPXIETETp45IqW+Tg9fANWrw/MdnYWMnrFMAMOVqk1CJ7wJOtbXVyUmgzsgcAaWfSoTIMOarmMLB/ZOAbBAGBmqJJfivQ779sub68lc1IJ/6u4EqUopACoE2B1sInOkzJ6MLM8vO6bGWu+xdszR8HpFmdyivNSMfm1r5hkV4VMhimrxdosSwvTmV1gmQYd1AoZydn461e/oCgnVaRMXGNxhDTutDFa+X88Xo+fT1hwy9BebVqogYAeEUBzS1aXH2YGOjzTy1DO7QtyU8ly1dICI/wA5q0Vl44WccxXQxmFBo/v79oXVz+wps0xq9PDbdmXy8S+XpkGXZty0vnMJ1TgyDsul9GZs1Drtzo95BpmZvWDx+8nS1nzQ3iIebxs0vnFTr/zvu2ei0msBAn/a7gSpSikAKgTEKNViTInQODl5fL5mFmeuCg1UxBOq5JDJoAMOvzwY/mkgcwWeV2EiiTm9ozRonRiGr48eAZxUepWNgoO9O4SBi9hdxF86bq8Pswj9GC2PJzN3ZtIDe0yfk92P0wclICiteKs0uKJ6Xhj6nC8tO0AKehXZbaS19pT3YBF+WkkjymUc/vxOnGbf7nJjGqLAysIt/tykxklHPPVCwkqwtUK/PkzE23A+nUV0ntGk8dONTqYwXY0x7CXFziGcmAvJ8jYodYHAHK5wC0rUuWj8VX1zG+YoWQcWGW1joL3bTeGs9fAladKLUHCxcKVJkUhBUCdALfPh/0nG2lBOJuHmeXZuvcUbkyOQ3JClCjT0aeLFos3VJJllH/8YRTe+foIma159+sjKMlLI4m5j96UBAECNu+qFgUdpQVGlBGCjcF/F+WkkhkZtUJgdyUl6bHraD05z1MWB17fLn7RbTeZ8dXhM9j8E80fkQkC5k9IJgM8Q9cI/NDueufq3M5CuFpcNjs711rcPzqgrdN+X8xNTq7mUk2zmvWA07/gzX8sxNTfLML+rn1bnNkfvaE/orSaNh1bhrgIuDO8+PO2g8gZmNDmWcvoFYNItZwZbEdqFMz7tLe6AWUF6VjQzn4j26DDjOx+6NtFS2pOLc5Pw18+P0g+9w02FzcbF9U85/ZrCFfLmWXF0o17sPmhbBSt293mvNlJepQVpGPRhkpyHK+sdin8t/rotCFLAVKHWOdC2u/Ow5WkSC4FQJ0Ah8uDt2eOwuJ2AUSWQYe5E1KYWR59hArv33sNitrp1mQbdJg0pAee/mgfGXSo5DKuq3u93U0Scx8YkyQq5QSPFa3djUG9Y8gOsQqTGRAganVPiNbAB6AkP400yyzNT8MhsxVrf6wWzTN/YAIWbqCd1OMi1VxSLgQBW9p7YRl0KC1IR/dINf6145iolLWk0Ig/MvZz3wkLk3BudfBLfEq5jCydTRycgBGJXbBgrVjNenF+Gn4x25Bp0KH+pAnxTWYovJ6W+ycTgMgwDdmxtaTAiEdvuArbDwZergEdJC9OWRxI1Otw39u04ev0N7/F35sNWMUl1TQ02h14YIyhFW8sYPjqcvtxvM7ejlMWIMev2HYAD994FTnP0oKATlUxkY2bkZUIQRBIAUVeWVGrkkMAMD69e4sOUNCXDH5gRmYi3B5/myAv26DHPdeyy2oX0pXF+7bLKwXYXF7MvoLE4v7XcaWJ80noPAh+nhrbrxQWiwXR0dFoaGhAVNT5ZwXao8psxVyiwwYAPn38OhSvqyS/eT8zaSDW/3icfNlnJ+nx5NgBpBlqUU4qSjftYZJkF+SkYvyLYjPJDQ9mIm8F3c4OBEi0M9Z8Rx77+z2j8FK7UlCgY8uA6no7DpltLYFF8KU7LrU7lhFK10DgxTuIYevw5zuH4P63d5z3PLMNeiwuSMOh09aWzELwZe3yeJEaH4WKg+Y2maOaBjuu6a/H71Z9jaOE6vHmh7IxgWHMCQQ8r+54neZbbdtb00aVOrgv/XRabN59EsnxUbi2sQojbr0Z37z/f/g8sjf2VVtQkpeKOYznKdugw7wJKShr13kX7J77+hcznv+YzqBseSgLPxytb3GRDwYPhrgI6CLUZOnwoTEGxEVqUNTOliSou/THj/YxjXCXFKbjn98fF61fKRfw3eEz9HNv0GNo31h4fH7CBiQGq8rFbfDB6y0tNKLcVNtyf4PrG9VfR/qnAYEX4aXqygpmHdqLObYPxDpjLr9WNNhc0n7/j+F83t9SBqgTYHWxhevkMgH3j+4PH/yil0t6z2gs3FB53mao3hDtwKyQtylENoNH3vQQ12xthfHYP38SjRmXJtaPCaJ1J1R7hOKPsLDdVAuX19dSXgpmR2osDlxr0ONovZ3UK+qrD8dzvxmE3/zlK9E5lXKB2ZHF68brFqXBJ/tOkxm1R29KwsysRKz41IRPW3SA9iAmKxKzRifB6mE/T9tNZpyxuZn3Yv6EFDIAyk4KyCpQPK5Mgw4leWnkOXOM8Vi5zXTeuksBqQMfGeC+PXMkM0jbbqrFU+OTsXTLXlHWMIejqVVuMqPR4SHX9/bMkcx5nktXVkfLJ1Qp4OCppitOLO5/GVeiOJ+EzoMUAHUCGh1u9IoNw8t3DoFCLkNjM2fD7fXB6vJi9vs/kcd4NhkvTc5gaggFFW9ZYI2L0PBNKFnkzewkPb5kvOgrTGamGnCT0wN9hApPTxoo4ojM+UAcMAVRY3Fw+TM8VWqFTCby3xMEAV4/8Bqhy9PaWoTiFTU53bj3uv6QCYKId1KUm4qCl+mMGi+YTE+IxpPNz0RELxewBlg5OQONacl44O0deO43g7n2EzyFcD8CDvZxka1I7hYHrk7sglv/8iUz2HZ4aFNThUyGvSx+G8fwNBDAu8k9VcgE7riaRgfJG2vgmMSuLj+MJqeH+RzywOvKuhC15xqLA3VWFywOD6LCFIjVqmBzXTqxuMvBc6HWGOxG5B3rLFxKcT6JV0TjStoXKQDqBMRGKPHWjBFYsHa3iNPw+M1X4fUpw0l+0NJCI9MmAwDmjEsmrxfKR4uVQbG7vMwuoSyDDr1iw0iX9ZK8NOStpH3CtCo5VAratiJ/UDyTG/X2zFEQBD/ZCm2Ii8Ci/DTSDX5xfhpyVtBz+cN1/XDa4sBGSpVaH45BvWJIocAKkxkOt5ckjl/dXwedViB5Jyo5W8mbl8XyAy3PxA+VNTBOXopdH9Ug4+g+vD5lOHx+H1bekYHV7VSUsw06rLwjA+IQ7yxsLi82/yQmuV/dT4c/3TYYf9l+kAy23R4fyclZPDEd79w9Cos2iO/hgtxUbgAfrVUSXC09FuSlcMd1i1KTz1PuwHimweordw5FXCQ9Ln9gApNXBLC7skJ5Gy27xYin/iVWe/7jpIFweX2isnhABdwIfYQKtU30l5iOdohdDp5LldmK+QRxfkmhETJAVMYNfub11oVfkvlQuFTifBKviMaJejs++/l0yxewOpsb3xw+g+uv6or4X6sZ6ssvv4xnnnkGJ0+exKBBg7BixQqMGDGC+fv//Oc/UVRUhF9++QVJSUl4+umnMWHChJbjU6dOxZo1bbVTxo4di48++uiSrYEHjUxOcoDKTWYsLVQzjx0jWq+DCPp9Ud9o955o4GZIdFollhWmt3A9glyXrhGqQLcPQcwtKzDi5U8PkD5hpxsdzJfH9KxELN+8h/zG7vMBpZvEnWXlJjNKN1ZiWaGRFEIEgB+q6si5KGUChvSOIYO4UKrUc8YlM0svVqeXLPMUr6vE+PTuZGkl26BDUW4q5v5rl+jYKU4Wq58uHEXrm4NltRZf9R7YZl+WFxqxtPwwOR9AwPSsvuQaAEApk5GddQvW7sKsMQbm3lAlsHKTGacanUwZgHqbi2lNISCQFRTPpRZ1VnfIcdQxrULONFhdMCFFRLgOjivdWMm8T9kcgbZQ5ZMjZhsZHFXV2fDiVnrPFqzdhT/fOYQst3ZULO5ymFDWWByi4AcIPGvzP9yNh28U38NykxnzPtyF534zuNMyQZdCnO9KNP28EtBgc+HIGRs2tuvgDX4B1arkvz4vsL///e947LHH8Morr2DkyJF44YUXMHbsWOzfvx9xcXGi3//iiy8wefJkLFu2DLm5uXjnnXdQUFCAHTt2ID39rEXAuHHj8MYbb7T8W61Wd8p6KDS5xC/PIHj8oFDWDV4vrctTlJuKob1j4fOLeUUPcNzCFTIZlm7Zi2mZiZjTzg/rmY/2ITEugqlgy3qZZ/XXYXCvGPLbfCjORpPLy/SDWjE5AysJXlHuwHhmq7ffz1el5kGrpsuDfCsIM+bnppJZs2v665HeM5q8R07vWfuIbo21mLJjI9YMyUVNpD6wL+3EL9tesxZPjB1AHstO0uOzn8UecEBgv+eMpzOKgWCbziryZABsLrENRuvrTc/qxxjH/pvgjXP7/FjJ8Cw7Y3Nzlbfn56aS2cYHRrP/XkKVT1h/v+FqBXd983NSRS/lCxGLuxw8lzqbi/uMzmOIVpabzKizujotALoU4nwSr4hGvc1NflkK/ntpgfHXFwD96U9/wt13341p06YBAF555RVs2rQJq1evxlNPPSX6/RdffBHjxo3Dk08+CQAoLS3Fxx9/jJUrV+KVV15p+T21Wo3u3bt3ziJCoIljXmnhBDmhyL4s4vGZJhdmvvUdqS00fc23+OC+a8gy0IjELvjt8N54ffshUalnWlYilIIMIDJO731ThXfuHoXSDXtELcYxWhVWfCruSKswmbnCgwDQaHeTWjBalRxev5/MfjXa3UxdpUYnn5Nid9Gq1HuqG+BmqEQH7wOLO9PkcGPxxHQ4Pb4WvR61QgaP34vSDZX4462DYHefPRamlOGU5aywoN5aj/u/eh+bBmShJlIPALDY+ZwVj9dH8nxGJnZBLqM8CAA2J73+1eWHYXO6SZ6Pg5H5AwImwDw4PfT1nJ6OjXN4vEzLmVDBSoPNTepDTX/zW2yYlUV+MEdplNznifX3y/s8AAK8k4spFnc5TChDPaPcz8QQ+3OxcbHF+a5E088rAVaXuGkniAqTGdYQVjaXApc1AHK5XPj+++8xd+7clp/JZDLceOON+PLLL8kxX375JR577LE2Pxs7dizWrl3b5mefffYZ4uLiEBsbizFjxqCsrAw6nY48p9PphNN59qVjsVg6uCIaERr2Nkd1VIE3id1hVG93M7WFgEDQRQUkO47UYf2P1czSyuKCNLyyXZxxWj5pICD4Md7YHVMz2/JgeF5g4SFI15FhSrzY7htDlkGHd+4eBblMwJovfiGtRbSqtucVmo1M1QqByy2JCVeSmj1FuWkBLRkCWpUcibpwvPWleC4r78iAPlyNBUSL+OKJafjjrYMxn7DQKJ3I1roBAlkXFrQqOWLDVQTPR49R/bpwx3VlcGT+fOcQdI3U4Pmt58dZ0Sj597dXrBZ/++qI6Hrj0vhfXHrFavF2u3HZBh1GX9WVeX/HpnXjnlOpkDH/XlgvLH2ECqunDscKhiL514fp5z4UryRSo7yoYnGXw4SS94wC7IwqAERxPi8vFf7b9/u/AVbOlyUAzM+7S4mO9RNfJNTW1sLr9aJbt7YfTt26dcPJkyfJMSdPngz5++PGjcNbb72FrVu34umnn8Z//vMfjB8/Hl4vvcHLli1DdHR0y3+9evW6wJW1RbhKjiwDHXzxju07YcG8CcnINujb/DzboMfCvFSsLj9MjguVOQpT0R8+iV0juGnrBhvddv9mxWGcaXJh3oe7MWPNd7j/7R2YseY7zP1wN85wOtJOWZzMtQd+Ls5wlZvM+P6XMyhh8DmK11fir9NHYGdVXctcpr/5LXZW1SEmTMXklrxZcZgMDIO8G30kXUItyk1FKUMh+43yw/jykJkMKGsaXVhAiE6WN6+hiFEiyDLooFXKkcnYtwU5KVi4Tqxps91Ui+J17PMWNY+j1rFq+2FUHKxlclZW3pFBnlOrknHvb5OTDsSbnG7uOIVMwODesVg1ZRj+fOcQrJ46HIN6xyJaq2Te313HArw41jl5L13eC+vlbXTJ7eVPTUiIpkmdofYlnPH32VEEeS4ULpUJJe8ZzTToEMYIjrMMOsSG/3eXhy7Hfv83IJQFDM+O51LhsgZAlwq333478vPzYTQaUVBQgI0bN+Lbb7/FZ599Rv7+3Llz0dDQ0PLf0aNHL+p8bG4vpmYmij4QMg061FmdKC1IF30gZhl0mJ+TAoVchvHG7i0f9qumDMMEY3coBHanTzBzRIH1oQTwzSIBwOUNlB5av3hmQ0OwLAAAYP9JREFUjTFgR1U9bC66RMRr957zwU8oKzCSa19SaMQ9b31PjovjOakfqEUdQwfHQugmBVFuCthosI4BgSxDa2QbdMjoFcPllsQxuAwRagWTF7b9QC0y+sSS+1JaYIQgAA+OTiKfp0E9OfM5UIvBvenzZvSO5Qa/LE5GucmM6DAVuTexWhXzuZ+amQgH45lxuHzccYIAMsAVIGBnVT15zrJNe7E4P415TlbnJO+FVdvkIgVMgcBeD+wZLXoRXpukh+APqKNT96EkPx3CRZamDfJcqLlcKhPKcLWC+Yw+ODoJaplArn9pobHTW+EvNi7Hfv83IC5SzXwvZSfpEcf4knkpcVlLYHq9HnK5HDU1NW1+XlNTw+TvdO/e/bx+HwD69esHvV4Pk8mEG264QXRcrVZfUpK0xcbmpURoVPh/n5mwMD8NHq8fjXY3IsOUUMiFwAflenF2AWjuMMpJwVyi+4hn+vng6CR8up8mwvLS0lqVHPoIukTy0uQM+BicnJ+O1TM9pgZ0jwT8fswel4x5zRpIkWFKeLw+1DY6SOVlILSbNot8ag+RYmURfYFAGYQynm0MoSHDmmuodG+TI6BZE2PUosZ2J567bzTquyagttEOmSDA6fEit12H3KlzmM8Rs60NyT1CI8cpixO/mG0dWgcQ2JsJ7fbmlMWBOs5z/9C7O/HsbYPovXF78cQ/f2SOWzE5gwxwS9bvZprP2lxeVDfYSZ7PQ+/uxJvThp838TgU18Pu8pLckl/MVjTYAve39X2wOj2orrMjRqtAL1zcVvDONqGMi9LA6aaf0R4xGvTQheO53ww+qwOkUSA2vPN1gC4VrjTTzysB0dqA5pvkBt8MlUqFoUOHYuvWrSgoKAAA+Hw+bN26FbNmzSLHXH311di6dSseeeSRlp99/PHHuPrqq5nXOXbsGMxmM+Lj4y/m9M8ZkWFKJicnf3A8ZmT1FwU6gQxQKlfxd34O3blyx8g+cHo8ZAt5uFqOXccayHMqZGxV4wWcEgkAlE1MJ7kXf8juj4LBPVC0VqwHUpSXhjqbC1v3n24JnKwuL3ZU1WFsWnemSKJcxs5+AewSIC/AAyDiDrVGpEaJblGaNnMBAp14HZkLjxcGAGFKObZUnkZGr244VPRMIKA0mbGnugELclLx+9XlmJ6V2CbDdLzBEVJLI0wla5PpE5o1gzTKC3CnVylwvMHRMhdBEHC8wYG+evFLXGiVZWOdU62QcTlsLPDUwwHA6fEzzxmtVeKZ2wadlzBfKBI0i8sT0eTC5Ne+bjPO5goEY6vLD2PDrKzzWndr8MQFO9uEspcuHNfKBFgcnpYvN8ndI9EjVgsgoIZ+pQQ8l0Kc70oy/eShM4UJr7TA8LJ3gT322GOYMmUKhg0bhhEjRuCFF16A1Wpt6Qq766670KNHDyxbtgwA8PDDD+O6667Dc889h5ycHLz33nv47rvv8OqrrwIAmpqasGjRIkyaNAndu3fHwYMHMXv2bBgMBowdO/ayrDGymedDlTyUggwvfvYz5oxLFilBh+oWaLDTnSvvfVOF8end27ywgy/c1eWHUJSbCme7Vupsgw6RagVmNbf9tg+qBvWMIbVugr/r9IhbnitMZhQMSoBGKZDZkzqrE90iNWRWqTAjAe/dMwoLicBwSWE6lxy+6zgd4MnAcaY36KFkBFZZBh0iVHJSCLC0gD8Xc5NT9HMAgF8s8hhEpkEHmUzAzqo6vPbvSvSuP4mqmO4YlpKAaZmJ8Ph8GMrwSXvvnlFcMctEXThDgI+/jtadaW2OGfTQKMWGrwEycze8QZCEsw06vDF1OKrO0FmnU41O9lwMbKVvHrKT9KhpoInsNybHQS2X44l//nhewnWhSNCs0pk+QoVhfej7dyEcEcpz8HKIC16p82Hh1yxaeDnWfiUFhpc9APrtb3+L06dPo7i4GCdPnsTgwYPx0UcftRCdq6qqIJOd/aZ4zTXX4J133sGCBQswb948JCUlYe3atS0aQHK5HD/99BPWrFmD+vp6JCQk4Oabb0Zpaell0wJSAlg8MQ2nGp0IVytaMghNTjfcfh8evvEqUiV6fk4q97xRYUr82O7FE1Ra9fshcnYPdu14fB4UN5fcgu3XCrkAh88LfaSaTFvbQrQ0s8oBA+KjRIatQWQadFgyMR3TMxPxVDvdIYvdhWf/jxaL++bQGTxwfX9a52i0AUcZL1ab28P0Xbt/tAGRagWp2VNWaITZ6iDn8t1h/lwi1HIySwcA05qzFe2PTctMRL3NhQqTGWnmo9i05hHkTHkBFabA81ucm4oHGOuI1iiYOkhTMxNxvF4srhkgeu9BSV4aiteLy6bzJqSg0e6idXLGGPDj0Xoy+N1/shFrdx6nuwoFAUsL0slz9tOHY2Feqij4zTTosDA/Ffkr2Ya9PWLDREFutkGP0olpON3oRLZBJwr8nxg7QJShBM5NuI5FgpYJAlZOpsnhF6o9Q31jd3jEytLA5REXBAKZqCtpPiz8mkULf81rD+KyB0AAMGvWLGbJiyIu33bbbbjtttvI3w8LC8O///3vizm9C0a9xwsZBKxo92EZ/DZUsqGSVEpudLi43+Y1ChmmZiZidjs+x6lGB174hA4eSjdWojgvDQsIifrFBek4Y3UgsWt4S6AWoVEgXC1vKfmwEKFRkhwggN0Gv7OqHj6AzKyUFRix/2QjOa5LhBrT1zB0jt78Fv/8w9V4755RCFfLWwWbHoSrFLjtL1+S42as+RZvTB1O8mOe3rIXj99MiwuGmsvqKcPbBHhB9/l9JyzYvPskM4OXHE+7GFeYzPD5geJ1lXj5d0NEQewRsw1PffBToNbe7ppzPvgJiyemk+fduu80nhjrIedaa3HiD29/z1zjCsaLvo8unEvItrq85PUeeGcH1kwfQR77d+VJXNNfh+T4KNGztu+EBZFKOeblJMMPoSWbCvgh9wMujw/zclJExzw+f4fMUEORoHmCdx0tBbC+sc+dkMIl+HemuCAA1FldV9R8WPg1ixb+mtcexBURAP2vQy2XYf5aMX+m3GSGze3FHSP7kPyZEX27YEmBEfPX7hJlJUoLjDhmtmHn0fqWF4HdLcfOo/UYn96N2WGUkhAtCn6As7YO88Yno6ydXUTQSuDGlDj6xVNtQaSK9vu6Nqkrc1+mZyWSvKJge/XTkwZixprvROMCnAk2R8Tu9ooUR7MMOjxy41Wi323NSTFbXbj/7R3kOe9nKAK7vPy5yOUC00NrSJ8ugTbydrpDJfnpyGd4qwEBM9u/3DWUzBqWFqTjmVsH4fXyQ6J7uHzSQGb3oFYlh1KuwOqKfaJxxbmBTCRrjSyCdKiuwkanp8XaJPD8egOq47cOgs3pEe1bkFOWY0zAfGLfygqM8Pj9WLppLxncd4/RoHiduKT6MPFctJknI7t5LoJ3PH7F+ZYCeN/Y7w8hKtrZ4oKhrtfZ82Hh1yxa+GteexBSANQJsLvZlgDwg6ldIgNQmNGDzEr88aO9eGpcCl4hzCsLBveAPkKF20f0FgUrQxjcESDwrfXMdXQL+UvbDmBBTir54inJT4fLR3OAnryZTZ7N6BXDnAvPmiGUzpHL6yMzal6fjyuEyJMWOF5H80e6Rqi5RFgXwY0qN5nx1SEztu2tIf3MzE1sbzUgIBTXPvgJnrd4bSXGG7uT90LA2bJbe0zPSsSi9TTJvWzjXmZ3FXABpHOlnPTtmjXaAF2EmpxLjjEer20/SK69aO0uTDDGM4P7vIFi65Vykxn3Xc/vKmTpAIUSvAtTyTHr3Z0d4ldQgZPZyv7GHkpUtLPFBUNd73KIHVL4NYsW/prXHsT/pA7QlQZeJM1TSt5uMiMmXI2dR+txyuJEnc2F040u7Dxaj//8XEvyOSpMZizfshevTxlOaqVoQ6jzNjBayPvHRaKIIdy3cP1usAzoP/v5FFP7IRSsTjoIOGVxiMQhg8hO0iNCrSDX3iVCzRVC9MFP6hxpVXJEh9Ef2BFqOVYz9nr11OH44WgdOa5blAZfHDrT5mfBbNRXh8+cXZ8gwClXAM3Hsgw6KOUyzjPD1+xhdbpd00/H1QG6ph+tH5Vt0OFUI02QDnYVUsg06CAI4me/wmTGyk9N8PnpB6obTwPKxNZd2n6gFv26RpDHvjxkZj6jPFJyKMG7HVX1TH5Fg40tEFpdb8esd3fihj/9B4V//gI3PPcfPPjuTvjB7lQMJSra2eKCseGqK2o+LPyaRQt/zWsP4soIw//HwYukrSF0W7SM0tJLkzOYmi/J8VFYufVnMgviB78soVXJSc8nhVzA6vLDTK8oF6MM8urnh/Dh/Zko21gpKkvERfFJ6dFhtGt9Zn894mPCSBLw4vw0lG6ivcdONzq5vIS541PIvV41ZRh6xYSRBGm1Uo6XP6Ud5mWCgOmZfcnref1+ZjZqRlYixqfHo3RDJbYDGPDE2pY9m5aVyO4sawZPs0chE7C0MB3dWu3pyQY7lHK+tIBKISPXX5SXBoVMIMnFWpUcD45JatmP1mt8cEwSPt7bVs8riAqTGQ73+QtrhjrOEjtcXX4Y62dlYfGGyvMiJUdrVSgrSMe8D6kSdTom/b8vyHE8fgWvzFWyvpKZiZvzwU94/95rsIAol18OccFuURosLTSSe3MliR1eCjPU/xb8mtcehBQAdQK0nDb4CDX/FngZhqcAMGccXSIa1jsWQ3vH4kRDWyHBhGgNItRKbrtzny5aLFgn5pY8dtNVePmOIeQ5X75jCNP40ubywuPzYlDv2DZt8DuP1mPr3lPMtvRg6/nmXSdEnlYjEnVYumkvnv3NIJF0gNPnw7Z9p8m51IfgSdQ0OsigcdX2w5ifm0IK1zncPnzPMOBcXX6YeY/6dNHihU9+Jjvg/vndUTw5NpmUDhAgICJEalqrlJPzee+bKsSEq9A+1BEgICZcxfUf8/p8bUqxwbk+//F+zB6XjEWE4WuDzYGEqDA8OMbQhsxsdboRF6nGX/5ziLkGljFtKH8xXnlUq6L3ZXX5Yfjgw/JJA9Fgd8NidyM6TImoMCVXV6nB5sLijXvIMmbpxj24fUTv8/YX4xFTtx+oxX3X9SfPmRofhVit8pKJC3ZEK6b3f4nY4ZWmTdPZujznq3/1vwQpAOoE1FmdKMpNQ+nGStG3IQhg6sFkJ+nx7S9nmB/aHq+PPKaLUKHJ6SH5FUlx4SibmI4vDtaKMysGPZZtEWczyk1mLJ6oYjqia1UydGH8gQZ8f9o+ZsFSz4GaRiwuSEPx2kpR23JZQTpKNlQSfI5aLNu8F3/5/VB8ecjcksmwuryoabBjRD8d80Ue6uXZLVKDHtFt//B7RGswvE8sHG4vdBFqeLx+yAQvFDIZdBFqNNrdXF6Ri+VsLgCP3jQAizaISbnFeWlw+3yY9+Fu9K89ihc3PouHc5/AQX2vAJm50IgJ6d0waWgvUaZu04/H0S1ajYR260iI1uBvM0eg3uoS5QD98KPO6sKivDQ8+cFPoqnemByHcLUCh05bAZwlLJ+yOHHHiD7w+HwwN7kQrlbA5w8E7acanegRpYEfgVbxNkFskh6LJ6Zx70VkmIJcQ0KMRpRtan1enl5RVLPMQWspiiyDDjcM0EEtl2PO+z+KslhLOJo1tU0u7D/ZiIduSGoTiHeNVGPdzuO4Y2Qf5t9uTJgS1fV2UcDlcLv5DvNKGVexOhq46C+vC9GKuRRih//LooUn6+345YwN4Wo5HG4flHIv9jY2om8XLbp3gDcWak0n6u347OfTiItUw+nxocnpwc6qelx/VdeQoqr/C5ACoE5AmEqBO1//Ck9PGigiM8sEYEZWImSA6MO3JD8NVWYbXi8/RDqNR4aJ3cuDjujLCe2dCpMZEwclwOcXsGnXCZFDeb+uEUiOj8KW3eLShADA5weTtBr8//bHZmb1g98P0mV9aaER8PvxwJj+mD1+QJsMgQDg55om8gUSpgxkQ6i5JOoj8Ifr+uH5jw+I1uD3+7myAlqVnAgOAqrMCplAqnUvnpiO5z7+mZmlK51Ia92oZDJRpg1oDjY3VKJ0YjpWTRmG3kcikLTqIP5yawqO9EnGnA9+gtPnxexxKaST/NJCI041OrGZuL8ZvWPh8/uZ93B431iylFWcl4rqejs2EuMeviEJCpmMlHgoLUjHko1EEHsgYMy6rDAdD//9R9G9uDE5DmEMgnT/rhFYwiitLClIh9vnI0t1iyamAQItRVFWYMQft+wlydPzP9yNZ38ziHyJO9xuvDVjBNmN99aMEai3Osm/z7/NGA5BJuDJ938k5/Lq74bi/30ubm54aXIGYrWqTs1WXC6tGNbL/H9ZtLDB5kKTi+5gLclPR4ON3ZbekX1psLlw5IwNG3+qJj5HwwPcxysgKLyUkAKgToBaIUNKfBTZ0v3p49chXCVnlDsgamcGznaITTCKu1oqTGY0udimn8kMYcLtJjN8CJTVqODB5wdWfkqLvgHA4vx0UtPmx2P1WE2sodxkxkmLHV6f+LyZBh0eGpOE1VOHo2RDpehFsCg/TSSS13ou8yekkGvQquRckUBWGc8PPxQyMfG43EQrYLeej9PjI/fFwRlXbjLD4fFhdcVh1Jf/gE0AHn7vB8RmqfH2zFFQCoJI5DI47qtDZmz4sZoUH1y6eS/ZCdUSrOWnk8+h1+fHCsa9zzHGY8VWWnOqeF0lBvWKwSdESXL7gVosyEkhA66Hb0zCAkJEL/jvsoJ0zG+l5xMZpoQAP7w+P5Zs2kuWpGqbnHiRMc8Fa3dhWmYiNhGB/3ZTLepstGZNlEaFpxhif0Vrd2NJgZFcw4KcVMxjjFuwdhfm54g1fYJdfH+8dVCnZisuh1YM62W+7BYjnvrXrv9Z4T6L3Y2FRCdmuSngc7es0HjevDHevtTb3KJgCzj7d7a0gL7e/xKkAKgT4PT4MGt0/xZ7itbkU5fHh00/VmN6dj/Y3Wc5FP27hsPl82H/yUaSlDzng58wI6sfmSGxO71MHy2A3XXGbNUH4PB4ueMcHloL5+2ZI/Hq54foUl24Giu2HSBtQN4sP4ThieLSYIXJDLvbi50c3o3fD5I8LQgCFq2vxMt3DhFd74G3d+A5hjknACZ1vDGEnkmTw0NbHhj0zHs054Of0GAPyBG0LhQFhSwXT0xn3ot+XSO44oMP35BEHqswmWH3eEm7k00PZTGvx+3KOlCLqdf0JY8Bgb17clwy5ra7F2dsLuY5K0xm2FxetHYtCf6vze3Ftn2nSQ7Y2LRu3IDzqfEpzL+zRjt9j5tc7L+JoMYXBV7nZ7nJDD8E5rNtcbiRAHamg+cF1hFcqFYMVeYLZiSouWoUMubL/IjZ9l8l3He+JalQz1MTg5/X0SDVyvmiXGEyw+b2dCof6XJACoA6AX4AVpeXLEuM6BeL6dn9yXLGkgIj3r17FEoInsg7d48CAPzQrjyWbdDhloweeOfuUSS/5OEb+KJvLMd0G6MlveW4y0uWepRygUme9gl+pg1IaUE6qhlu8HaXl8u7cbi9BHlah6K8VKyaOjzQXdXu2Kqpw+Hz+ZjlIVaPVCiF7EhG+3x0uBJvzxyFxRvF9+jtmaPg89N8q3KTmetqH0p8kNUJBQAOBvGYd70L6coKVytQ1q5j71yECW0uL1745GfRuIc4z3aTI9TzKxZeDN4LP+g1WBiSEaGON4YY1+RwMzs/mzgB96Xw3roQrZgjZqso05XVzKtSAJhNetIZsfeEhTxffYh9u5KE+zpSkgo1/wsR5KTA0xrTquRQyTuuY/XfAikA6gQIANb/cByzxyVjXrtvu2qZHH/76giWFxrR5PK2ZIAiVHLsO2nBW18eIVOipRsqMcEYT5Y6Fq6vxIR0sRheucmMJzjChAAQo1WSHIrIMEUI52sFlhSkt8lihSll8Pv98PqcZGCRZdBj5acHUEL4kr3ymQn3j6azFV3CVXij4jDZQfX+90fxxM3JbSxCgsf8foja8YN7VrphDxbkppDnfOvLX/DEzclkcOD18XlFEUpaVkCrkGMhwwLljx/tRUleGtbPyoSqMR0HhkXiTzfcAGdkNB54ewdsbi9uTNZjYV666Jmxe9zoFRvGzHKxZA5K1leia7gKOcbubawicozxCFfKcFVcBNl1V2dzcTNZCdFqbH/yetE8/7XjKASAfO4bnR7usxalUZDjPD4vRvSNwbO3DYa11bFwlRyNDg+uiosg7UMe+NsOhKsVWFZoFI1bU3GY6TAfFabEwB5ReGlyhui5f+jdnYjWKsm1N7nY83zinz8gUqMks6Kryw/h4RuuwrE6GxodnpasSoRGAaVchlc/P0j+Db72+UE8dMNVcHp9onE9m53ZqXP2jNVCH6HC4zcaUJDRU7SOtTuPMbViquvteP/bKvI+/ePbKkwc0pM89uGOo3jld0PQLVIjOna83o5sQxcsLRwoOjbvw58uSLiPtf6OoMHmwpJNezD1mr6YPW5Am7+JpZv2YAmjlBWlUTL/rhdt2M0MRqM0Stw1sifuvtYgGvfa5ybmvkRqFMhJj8NT41NF47795Qw2/3gMSwvEc/nguyrcdU1ihzNBF3OvLxSC389QHPsVw2KxIDo6Gg0NDYiKoj2ZzgcHTlmgkMnITMfiiamQCXIyA7QgNxXjXtjOPO+qKcNIXhHv2JNjr8JXh84w2+CXFqTjeIO9lRdYoN27S7gKZ5rcWPHpAVEg8+DoJHSJUGLRBvG3+dKJ6STZFwA+fjwbSsbaywqMcPu9uOk58fr//Wg24BfI7ElRbhoEmR+L1ovnEmo/P3okG6UbxeOKctPghw9lG/eKMnjzc1MgQEZ2+BXnpQECey7H6uwiYcagGWrP2DByLqUF6ZD5ffAz9m1JgREK+DGbeNbKCtIh8wNzCZmDZQVGeOEXWbYE74VSoL+xLy80wuH1i7gLQYK4XCaQWYCyAiNkfi/mrhOvsWxiOmoanVix7YBov2eNSUK3SDXmE2tYUmiEyg88QezLM4VGOP1gPmtqAXiCMU+f34t+XcWfA6fMVtg459QIwOPEOZ8tNMLRgXGlBenw+n1YSOxZycRUKBjPxPMFRthAmyMvKTRCC+ARRqamjy6cm8npw8gs/XLaAnD+tuH3Yj517znHnis0ws7Zt1itskMv5Y6sj4fDp5vg8vqZn08quYBEQpTztMUBq8vLXF+4So6uRDmzweZCnc193vty4nQTnIJAf45MTGV+xpQVGKHy+5HAEBbl4WLvNYXzeX9LStCdALVczrQuUMrED1nw2HFGCSgIXnnBxWhZ9/j8eGiMAcsK09soHi8rTMdDYwz46pAZt7/6NfJWVGDya18hb0UFbn/1ayhlMrz8KU2Ye/lTE5QMknCTy9PC12mvsKzhrH3B2l3QyOi2dZVMJvpwCY4r3VgJpUDPhcXlCKLRLq6JB8+plstpV3O/gKc/ChBvg+tbNWUYBveOxfIte+H3ifke5SYz1wLljYrDgD/w/3prHWZ88yH01roWcq2Ms2/z1+6CRxAYe7obXtDz8QFMv7oFa3fB46fHVVscTOLmqUYHl+wryOTkMavLi5Xtgp/gfq/81AQrwZUoN5kx/8Nd8BDq0uUmMxw+P/dZcxB6W8FjSsZz6IT4Zdx6nBv0XNwdHFe0djdUjD1Tc54JpyAOfoLH5n+4C07G9eZ/uAvH6mzMexg8TkEe4m9bzlgH75gL/H1jCcPy0NH1hQLv84kFp9fHXZ+T8Zne6PR0aF88MnHwExzH+4xZsHYXvDK+cCqFS7XXFwKpBNYJoD6wg+AR30KBJ/rWNYJWWR7UIwaNzRpB7b9dT8tKRNdImjDp9Pq4VgmsP067k83XySG62IIIkv6oLqFz6aCiENKbinGcd04/gK8OnUFqQnTLz1osLQ6dYVqE8IiwFSZzC+m6W6MZRZ+uwle9jagNj23ZFy75llHbLzeZYWesw+buGKE3TCV+WQURrlZ0iNQpCAKXWD13PP3hyztnR58Z3jk7Slrt6LhgcHi+52wMcb1GzvUaHWyibPD4+c4n1Bo7um+hGhIodHR9PHT0WevoXC7FPero/ePhUuz1hUIKgDoBPLIk79jOo/VMpeTsJH1LV1d7ZDZr2lDoEqHCC5/83KZVOMiv+NtXR1qsC85nnrzj0VolXmS0WoY6Z6PDTbZld5QsqFHImaKTmQYdNAp2gMQkEjo9XEK2jfHtK5QFCu94yH3jHGcd6+g5eeTiUMRj1p42OUOQhDnHL/b6AA75tIOk3I6O6+g5L+R6/y1rDHVOFi7FOTtMZu7kvb5Uz0xnnvNCIQVAnYCoMDY5j3dsdflhbHowS8ShyTToUJKXhqozNrLzalpmIpqcHrorSyHDHSP7kC/saZmJUCnob9daVYhuJwbRzuVlfxvirT14Tqote8vD2R2ai8PtbRFtbL8vs0YnMXWAeOeMDVfhT5/whRAphIewQAnjqFaH3DfOcdaxjp4zguNCzjsGsPc0lGI37/jFXh/AcYM/h+f3Yo7r6Dkv5Hr/LWsMdU4WLsU5Q425Up6nS/XMdOY5LxRSANQJiFDJ8dTNScgZ1EPEqBcAZhfRkN4xUMoEUkjP7fPhyfd/xNOTBrbxWTrV3H3zx1sHkeN8Pj+TewIACyakkN1ONpeH2+2kYZTjbE4vs6NHq2R7pAW9wCiEKcXGnK3HsbJfe6ob0EcfjhxjfJt9qbE4IJcFjlPgzcXNCfAqTGamfUi4Ss71ZLO66AxQcC4dWX+WQQeBoWgkCOznMMugC5rRi2B3eZnjrE7+M8Pa06CLPCtTp2DwD3jnVBNmrq3HscrJWQYdU+og1H1gzaWj43jHuH6DF3i9K2WNHT0nD5finNFh4k7a1ueMZn2Z6OBcgpYurHGs55c3LtRcQsl/XMx5XkpIJOhOgAbAhIE9UG6qRXW9HWarCycaHCg31UIJoKzAGPAFa4UgM14J4IeqOsxY8x3uf3sHZqz5Dj9U1UEAsGJyBlZXHG5FWC7H6orDWDl5CHYdr8fKbaY241ZuM0FGEGSDqDCZAUHAzlbXm/7mt/ihqg7dIzVYlJ+O7HbzDFh2pEPWPOf2a4gKU+ClyRmic+6sqoPL72WuvazQCJePzsg89O5O7p4p/PRcRiTq0D1SjX5dwxEXpUasVoW4KA36dQ1HQqQGIxJ1zHOqEHj5tkamQXdOQojUOeUAHri+P3nOB0YbkBClQZZBh0Z1OD42jECjOvxsRxb8WNKB9S8pNELTHAi0PxaukLPvRYERkc3BavtjCVEalOSnkce6RWqwpJA9T02zhED7Y5FqBR4ck0TuzYNjkhDZ7OlFnVMFeu1qmcB9ZlSCwDymZkR/mhDnVDLmogH/b17DGBe49/QxJcDc645eb0mhERq5jD+WkY3TKNnPU6hr+nxe8pgq1DpCZA47NM8OnDMhJoz73LM0dEI9TxpG4N8zVsu9HqvFXObxMa+nBrifMR1pW+/oPC8lpDZ4Ahe7Df642Yqj9XaRnUCmQYcFOalYuqmyRdsiKO0f1La4b3QSvjhobsmeBDM5twzugYXrdzNNIfMHJeDJ98XGlv+892rc9sqXzLm+f+/VuJU4fmNKHB6+MQm7jzW0KCyrFTKcsjiQEBOGrpFqnGhwtGjBBL3O+urCUUx0CQHAP/5wNRZ8uKtFmyW49qA2y5JbjMy5bns8G0qZXLRngs8LnyBHtUXcyt8zKgxeAAvW7hIRq8sKjfhrxWH8dlQf0VxWbT+EP1zbv435ajBzNKRPbMjW+nqbSzSXGK0Kt/z5izaZseC9XV1+GB/efw18fr/I7iFCqYDL74VakMErCLC1Wr9WJYfc74fT74MAGZweX8sxtUIGH3yoPuOESimI5hOlUeJMkwu6SJXomuZGF/xC4JttUJsmMkwJj9eHBpsbj/7jhzY6QMF7f/B0I4b0ioHHD9H1FDIB+gg1fH6I5llrsaNbdBi+OGgWPWsj+nVBuCDALQiiey/3+zFn7S4sKRwIa6tjQX2dpZOMUBPPjNPnxaJ17L/B+blpSO5Ofw5Um61wA6L7oAQg+P2wE+vzwYdwQQYPsQaFH2jyeeHxiu+9udGFuGg11Ao5eb0EXXiLxkrQJyyyWWOlxmyFCxBdTw1AkMvg8PpExzRyGbrGhOG02QoHMVYDoCundZk3buOeatyYmiA69uGOo5g0rDd8Pj85H4/XBw9xTgWA+A62UbP2RgWg2wW0ZgdVsIP3IrqVCvalmAvr3rOws6oOf/3iEB69KVl0vec/3of7b+gHjUJ9XufkocHmgtnaCKVMI7qe2+eALjzyoqhMn8/7WyqBdQJcPj/6R/lJ4a9TjW2JzO2j0SanBxm9YtqIzGX0ioHLx+nKOlCL+TkpohJLdpIeESG4J+FqBSmUt++kBf/8poq07Fi1/RDuHNWX1B364L6rOV1CcpyxuVBltiEuSg1vs5N4db0dZ2wupmjfB98fhcvjh1Il3jNBJseiDZVISYhuCSzs7kDJ7dokPd5sFrZrL5L49Ja9ePzmZJxuciBcrWiZS4PdhRxjApxeH4Yndmkjotdbp4VKxi+thCnkkBMu8uZGFwxdw3HrkB6i/fx8/ymcaAh4cMWFySCrPQNfnA41di8++P4o5o5PwZIte3Frsxt8cK6mU0344PujeGp8CgQE2rSDe6OUCThjdeO17aaWF31wPj2iw1Bvd+OjyhOY2Xx/gYCAZ5hSjo8qT+C2Yb0RppK3KE0LCHSAWRwedNGq0FunbbPG3jotukdpsObLw7j72v6i9b/2+UHcd50BTU4PFHJZyzybnB5UW5z4v8oa3JWZ2EYoMCkuAmuaBTCDaH3vlYKAeeOTWlS7g8cEAIvzByBcJoeHGKeCDHtPNuHv3x9reWaaXF7sqKrD91UNzCxfdb0dm3cfx9j0Hm3OKQOwubIaPWPDkZoQ3eY+KGQC7G7g2+NmZPTVi+by7ZFaJMXHIEKtaOm0EQBEqBRY+vke3HOdAX27aEXXe++7o5iR3e/svvjRRr28W3Nw1GZfZALiWgkhBo8Jzce6Nr+su7Yb23Kc8yJssLnw730ncV1yd9Ea/73/JMakxp2da6tjOYN0cHp8UDWXJFvPVaWSY913xzA2LUE0blNlNW4b1qdDL1DW3nS7wIyErzm3ELwXvnPINVyMubS/9yxEhylx73W9z45rdeze63ojEkoEacnnek4e6m1u7KpqxJC+GtH1dlU1YnAfTafbbEgZIAIXOwN0+nQDrIKCFpWamMoUDFtSYIQffhSt3d0uY6FHycQ05K0oZ7Y8v3/v1fi5prFNxuKUxYFR/XQoXldJd5YZ9Fg8MU1Eus4y6LBoYirkHGEsr9+LD3eeEPF8BvaIxiN//4HkAN2a0QMeP0gRvZL8dCgEoGhd+7UHpP19flrYrazAiCqzDX/ZflCUbSvOS+2QgGJJfjr88KGEOLZwYgpUggJfHKwVeY9lGvRw+jwoWbdXLGo3MRUCZz99fi+K1u1BffnX2LTmEeRMeQGxWSNRlBsQV+StA4IfiwlRyrICI+QAniKuyRPSKyswwuP3kgJ8CyemMsUsi/NToJIxnvsCI1w+DxatF+9NqGctuDeUmJrSDzxJjAslPujyubFo/T7RMzMtMxE9YjRIiT8rcxDE0dMWeDnzZAs9XgUIao5IoBPz14mtPngigU8XGOEB/TfxfGGzECJDgO5SCCGeON0IpyBjrlHp92I2QwhR4XdiDrH+/yZxvo6eszPH8YQXny8wwiawn5mO7MuJ0w1wst6DBUao/R7EdxX/nZ0vzuf9LQVABC52AHTUbCVdowFg+5PXY+6Hu8gMwnO3DUTFgdOYmtVPbBZacRgDukehsTlD1N4u4IP7rsGmXeKAJG9gPBwuF2LCw2Br9e1aq5Kj3uqARqXEWKKks/3J65lryDLosKzQ2EZBOlKjQJPTjdhwFY6eoRWPlxcaUdIuWxOc597qBpTkpcHr94uk/etsbjz3f/uZWZdZYwy4/dWvRcc+ffw6lG7ag1TG9RbkpGL0c/8hz7m00Ihrn/lMdKz8yetRa3VArVS0sZAAAKfbDX24BlmMcXM4+7m80IisZz5D2klTSwBU2d3QHDylo2jdbub6Syem41CtlcycPXTjVWTJjvccBu9vNrEO3nOx/cnrQ95f1jmXbdmLSc0ZrvZrmDs+hRwXap5LW2XNqHO2zgC1n2cv4gP/aLP3Fm/PHF6fyHpDI5dh4YZK5nNYkhewwKUsJH47vDfO2N2iz4OYMKXIByyI8ievRzHneovy0vAeY+2LJqZjzgc/sZ/TSQPJkgjvM493n0Ldw1D7Td0nHo7V2fDUBz8xz8laX6hzFq/bzd7vienkOY/V2Tq01x1dQ6j30nMf78d04t3zRvkhPD42+bz35VyeifO9fxSkEtgVBp6olNXlJR9cAEjrEYkhfWKZZqEevw8l6/aI2tlXTRkGuSxAnm5vlFqYEY9obRjTnsDjpzNKTS6+A3uTy4sV20zkt4V3vj5Cel5Z3V7cOaoPVpcfFs1zWlYirG4vaQcxPycVOzhziVDTXRZOr48rAeD0+pjnZAnQ+Xx+xGjVRJZOh9ICI3wMJcRzEadbPysTEZWRwBpg5eQMNKYNxANv74DD42M+M0GhtfB2oo7hajkevXkAMw3fxHkOQ4nTsZ4Lq9uLmVmJiAlXob2/WGa/LrAyZAdsHi8euWkAaeZbnJcGm4c2bQ0+h6xzPhrinJQB6bTMRNg97LXvO9nIdJFvcnnxQ1VdS2bQ6vKixuJARu8YTL8msQ3fKrAv3TGqb2Bfdh5pN67BjtuG9Ybb50WEWtFGBT5CreCLrbq9uDc7EfEx2jZB1W+H9sSJ/l3Q5PbilowecHrOftG4JaMHTvfvckEie/tD7A3vHrKepyNmG9bPyiR97ljPEw+NDg/3s6Qj4nxNTg/uurovVm1vb1Stx4zsgEQJay4dFULk/e3y7hHrb9fu9XKNqm3uDuyLy4sqzv3riLjihUIKgDoBPJE11h8DAGiV9Le6oCz+0kIj2c4ug4B5E5JJKwGVTE5G4UGJ82WFRnIuVoebK/hndbrJc9pcHmbQkTcwHm+UH6YtJiBgQW4Kfc4Q4oNO1gchx34CAIpyUpku3FaG+J4gE1D04S7SYDVwj2gdoHMRS3tx6wHUl+/EJgCz3t2J2CwV3poxAuYmF3es1ekhg9GS/DRoZHTjZ0eFGa1O9nNRmBGP+Jgwpr+YlxFsq2Qy0j+u3GTG4g2VKJ2Yft736VzOyXouinNTyXM6XB68PXMUWYp8e+Yo2FxubCRMgIf1jUHPLqx9SYfb5yPHJeoj0CtGQ3qyPXQDLWAKACo5EBetFf3dty0p0veoPUexPVjPsd3l5u6N1eli3kO7y0MeuzmlK96aMYJ8Kb81YwQa7fy/C3qe/M8SO0OOggcBwKrth4jPhFpAAIpyUshxHRVQ5L1DeMd5f7u/Gdoz5LvnfOFwubn3r8HmPO9zXiikNvhOQJSWJ/rFjkF53+p4svjbTbUdksznfdPXRai53lW6cNp6Q4DAHOcHuPYarNpsbLMbPGsuseE0ke5c7CfOd31Wt5e7Bta30nMRS2N9+IQSUaQsKMpNZpSsrwQYrbTnck4KXcLZz4VKJuf6i6kYHlvnYiVwvvepo/YEFSYz086kS4Sa6/nUJVxNzlMj5+3LbmjkYnuRCpMZKz49ABfDs4wnMsfzGwx6nbGOsTRrgmAd10VouHuji9Cw/361KvJYrFbN9FQsWrsbsVr63vMQo+V/lsR0gJTL/Vw7UAuWg2NHBRRD6eewjvP+djv67uFBH6Hh3j9dOG3DdCkhBUCdALVcJtI0CULJOXYh0uGnm+houqPndIYQ/GN5gfGCjnMxJyXnwnmZVZjMTJPYUN+UWFkO3vosHVwDpccTRJbhrLDk3rhEpD/yD+yNC3Q+lZvMECDWJAoi06BjdmvwfMI6ek6e0ndHg21exhRgP6O8+9TRcwIBLScKtg56snV0XypMbE823mfMhfhy8T6fMg06KOUMAdQO7g337/cS+FN19LOEh45+rmkJra0gsgw6aBmaREpZiHvEyPry/nYvhW3Fpbh/FwopAOoE1NmcmJaZSAq7mZvYxy5EOlzF+GA6l3NSQlUd9QLjjeuoOSnrhdRyvNkGpDV4/mhBhHGOW+xucl/ac23aQ6umBQRdPh+KcmkBweK8NLh8gQ9en0yOJrUWvtbZEgHMZ2ZaZiK3X7XRQa/jXM5JjeNxJM7lQ5S6Hs+WAuA/96z7dCHnjGB8g+5oUHUhLxebk35J8D5HLuR6vPNOy0zEGSv9RetCAk5LJ3qBnctnyfki1OcM63PNbHVyPxNYe11nc3HvUb2NLg3y9vNS2FZIXmC/UoSplHho1beYnpUosqaI0Cgx5Q3GsQ5Ko/OMUsNDnDNcJUdZQTrs7rPibWFKWYs2DAsd8ZvRKvnmpKxvPJFhoVO+lA1IR68XOKcSs8clY147IcBzOSc1Lkwhx/ItezEtMxFzWqxMAgKCL3y8H0+ND/AE+p45jsUfv4Lim+7FL116tOzbu+2I5cE1vvv1ESzIoTkrodbBO+fCvDRyrrz0+7l8iFLXO5dnlHfOhflpIjFLlbxj9ilZBh0iWRYEl8Mni/Hsh2uUuIvxOXIh1+N9Pj307k58cN81jHn+d3iBnctnyfkiTMX/TGD5/GnVCtz5+ld4etJA0d/ZHa99hb/NHEmOi9AocNfqb5j36F/3M+4R775fAosQyQvsV4oIlRxDese0IZoFcfvQnri6X5c2PxOapffrbA6UFRixYG3b1s/Wmi7tH9KAzkigQ4w65vf7UZKfjpL1u0XHSvLT4ff7RfyEYMt6qD8I6npqhYz5YaCUCXhwdIC82f56D45OglIm0OeUs8+Z2Xy8fQdclkGH3w7tyb1eKI+p7GfE7eOfPXEd95yCAOSvrBCPe/w6zB6XjAVrxfehrFX3WLjLjmt/2Ylwl73luN/nx9wJKShZXylaY0l+OnwM9hRvHdufvA5zJ6SiZP1u8pxyBAjk7ee6vNDI9DQ7lw9R6m/ijqE9uc8o60MreM72rdJZBh2eLjSiJD8NJesrmeck/5YKjMzOuciOejeF8llifbEx6BHJ+lIQ4jOmI9cLHmOdlxscdnCNl+KcPEQq+Z58rP3mQS0TuKbLasbnTKRSjpTuUaSgLO/eRyjlGNo7lrxH2QY9IljPDMebK2jRxHr3dCRUuRT370Ih6QARuNg6QCfNVjj8IB+m5wuaRcoIcahlhUYIfqDR7RHJ4keqFLj/nR0oKzSK7AkEAC9+8jOSW+lQtFhoZPRAg90Fp8ePcLW8lT2BF2qFgOgwFcYQWjj/91g2lDIZihgvbJfPizNNYssHuSCgweEhdYCKclNR0+BAdb2dtNfoFq2BXCaIvs2bG51ocnnJc07LTES4So5wtUK0L26PF1FaFb47fEZ0vWGJ/7+9Mw+L4kj/+LfnHo4BBBlABNFB5BYPUAFPFG8x/og5NlGTmJhg1NVo4nqLBjVqosZVY1TcXVeNJh7E9b5ijCdeMSqIwYgHeIQbhoGZ+v0BjAxdPSKig6E+zzMPTldX9fu+XXa/U/VWvY2QX6zD4v3XqfqJCEFnil22juqIwpIyQR1s5BJetvhK3UeuP4vlb7bhyRm34RxWD2uHOT9eQXa1jRDjYwLxZ2EJCrV6akoLXSmBjUKMxftTqXrkFGmxcB9fx096tYStUooH+Tpev2hsK0N+cSnkUjGvH8JQBit5eXBj1c01IzVOmBStga1SQe33cwcHIr9Yi/l70nj1PumlQSMrBe5Q0pk0sVMiu0iLBXv5OsTHBEKnL0N2YSmvnp1cBGu5nJoipYmdEgXaEpQSEfVerHyrLfzd+Bu0/f4gz7hhI02/MoMeM3dc4W2PMGuQL8QVG8LR6ukNZZix4yo1XQsx6DF1xxVevX/08a64D/w2Ewa1hKFi40Xa9USGEkzewe8vcwcHAoYywIysMJTBk7J53R8Pcp9Yb8qOq08lT/yglhCZ0QMGHTwbO/BkMUfag0eQcvT+O2dwAEoNWmga0+NrhLj1IBvgZDheZXPUymdCuMYJMOjgQZEz60EetJxYMFWPwqCHujH/fXT7QS70nESwnthQBnfKPcot0iGnqJRqzxkDW0Ipkgu+e0oMOrR4SlvfevAIhFMI3j/OoIXHU9qaBtsI8RmpawcoNSsPeUUlaKyy4uXw0esJpu80v6ldfkW6gKoP5pJSPWJXnaReL+njcAxYxh91AICDEzrjYX4Jbjwo5OW1atHYBk62cmw7f4e3L0RnjRMmbLko+MJe9GowXFQKXg6mQp0eQ1bQc15FapwwIvGMYD6sxBHt8SpFx6SPwzF01UnBeps/6EDVf/fYSLy15hQ1b9Wn31/Cv98NA8DPwfRngQ4yiYhq711jIhC78oSgLFtGdcTuy5m8sq4tG1NzrlWydVRHyCQi2Px2Cc17d8Hve46ioGIfoG/ebido07U/p2PrqE4oMxio9+mbt9tBIuY7lZk5WsGcXp9+fwmLXg2Gg5WM16ZULBLMZVeg0+PTrRfLlxNXm1Ids/E85v9fMFWWMj3B2I3nBXPELXk9BKV6un6LX22NPG0pTwcXlQKzki5jYWxrap6wGQMC0G/Zz9R7seWDjmjv1Yh3/PTvjzBn1xVB/cb38kELJ2ueXe7mavH1oVTB3GMf92gJVxU/X9J/T97Cq6FNIRHxc4gV6PSYseNXqn4Z2UX49daf6Bfszqu36+JtdPdzhZVcQs35dObmn9h4Ml0wX9QbHbzQrhnfNr8/KMDeX++gP+WaP168jejAJpBS9Nh7+Q46equhqkgFUrUsI7sYJ9MeILa9B69sy5lbGNSmKVo4P91O0Ffv5WHjyXSM7Kzhtbn6pzS83sELvq5P9w64cb8AO85lPLWcp9Mf4VTaA8S0acqrt/1cBsI0jRHqxXcQzqT/iUNX7uGNDs0ofeYmuvu5UvvvjfsFmLnzV2o/zMguxtazfwje97juPrWy9YHLdwX1iwpwe2pb02AbIdYzcovLMGxdsskLK7+kDOczctAnwMXsJlZFpXrqFErSxxGC18suFA4mu/unFm6NFPj9QaHJcQ6Ak60MAKHuwdEv0BUZ2cVUWYDy+dvvKLmUhoQ0ERxC7xfoiiKdnlpW2SYNjnBmh3wNAuFKSqkIrVxsqUPMERpHKKUibD332PkrqLhHlU4FDSupGCEC+lXGANHKBgS50oWswEAIBn59vHwnaAAfbzyP31zyEaFxhIiDWf1FAtNulVOStBG+cVHe8HUVGH73dkJWrhbD1p7hlR39pCsIOMGde1VKKboupO+uXT4dx693+JMucFbJ0XPxT9R6CqkIfZbQE9CqlBLEruI7locmdIFUIqbu5h2ucTQbAC8UJ2KrlOLSnTyqfkD5Ck+afts/CsextD+pZQAwpb+UOo03fYA/SgwGdFvE1/3oxK6QCei3YEggjqfnYN4+en8Z3M4TahV9CbK9UoofLmTihwuZ1PIPu7WkHldKxWjt6cjbe6hyGkin16P7Ir7DGa5xRHc/N6pt/t7TG51aOlPb/Li7N5xsnn7Juo1MjN8fFQvuSl2bWBcnGxku3MnD0iP8Njt7O+HdznQ5VQopFh28gUUHb1DL9wS40espJVhx7CZWHLtJLY9p25R6PE9bKtgPR3fX4EFhGbWss7dTrW196o8cqn4RGkfEtKHL+Txhq8BeACqFxPiif3f9WXy04RzeXX8WXx9KE1zVUYlQOSFEcMmkVCy8DOhKZh4Sdl3FnVzTIOk7uVok/O8afr2dS9+75AnLtq1lYpy/lW3U753EM7hwKxtSEYc5MYH0lTky88s+rSuCCasSrilfefVRtxbUso+6aQRXZmnL9Jg5kL7KYubAAGjL6PeojYc9bAVWc3Ec8HF3b6osH3cvjwGi8aQlr64qBSI0jrinaoxpPUfhnqqxcahYLhaZ1Z92rypfoEUCq1rc7BSI60pvM66bBmFejahtijkI2rQyjoBWNndwIIQeoQ/ztYiPCaDWi48JxCOBzfkivZ2MQenVdZBVxGXQykabif+K1DjBWiCGopG1TPAeRno7oamDkqqDo7UUkd5OgvV+u5OL1h4OWDOsHf75ZhusGdYOrT0cMG/3VRAB576wpFTwPoR5OSKuK133uO4a45YLNJxt5WZldbal773jaq9EE3sl+ge6mujRP9AVTewVKNLSV2p+3M0bZQK/YFxVCiw/dJ36fFp+mP4j6kmolFLMHEjvazMHBjwxcJeGnZUM84YEoXM1u3X2dsL8IUGCCT8dzPSnCI2j4P5mKoX5/qQSCio3E3S89ud0xA8KeGodzKFSSgWfB3NiAmtl62elXkyBLV++HF988QUyMzMRHByMZcuWITQ0VPD8LVu2YNq0abh58ya8vb0xf/589O3b11hOCMGMGTOwevVq5OTkIDw8HCtWrIC3t/BuqVV5HrnA/rH9MjXQbvfYSMFfswDwvzGR6LuUX775/TDYW8kR/yM/qDM+JqA84SnlejviwjFoOX0UBwB++LATXlnxC+940uhOUMqkgoGppWV69FnK/0UX6e2EN0KbwtdVxV9ZpiuBUiYXDASWcsBPafx59BBPB7zyT+EpoB8+6oQ5P/LjJBIGByIrX4syA+HFgUg4DmqVgvrLOz4mACJCcI8SH9PIWorsQp3glKKDtRTxSfw4kGkD/HBLIEfaiHAveDRSQiISlY8WVthMLhFBBECrN5jV//sPO1XEJJlOA/1w7jY+7q5B/K6rvGv+o48vYleZn8rL1/Jja6ylHOyUCmpsTSNrGXIKSowpGKoOed/LKYKDjRyzkuj36csDqRge7sWb5ko8no53I5tj3u5rJv070tsJH3RuDmeVHMk3s3l9JrS5AySc2CRpbWVZJ40TSg16zKLE68RXxH95CCTZvFWRhLK6DrMGBmDyDxex4P+Cef1+0taLSHglGLOSfsNPVXTo7O2EWYP80W+pcJLjXR9HUKfqXglxw9+jWprk46u8Dw5WMgw201+SRkeYnc64m1OMz76/xJN1/pAguFZkjDdXN7e41Di1ZqeUoqxUDx0hOEOJxWvv1QgGEMzeye8XU/v7UfPYVXJwfJennpbJLdLh+v18+jNBxMHb2bbWGcpzi3R4WKAz6u5kI3tiW0L96fPBgfAQyJOV/qAAZYbyBMjV45imD/CDRMTBi9J/c4t0+HjjeZP7Wklnbycsez0EAJ5aB3Nk5RTjz+JSEKBKmAHgqJTC+Ql9qaa8VFNgmzdvxvjx47Fy5UqEhYXhq6++QnR0NFJSUuDs7Mw7/5dffsHrr7+OhIQE9O/fH//9738RExODc+fOISCgPO3AggULsHTpUqxfvx5eXl6YNm0aoqOjceXKFSgUL363SSmAOYMCqIF2cokIkRonwezsSil/+W6ExhEikUhwyeTba05j3YhQzNrJz09VKrBRXCV6IX+Y4/DaNyeo13vtmxNYN6I9tdqx6w8xqbcPNVfWlH5+eGvNaSx/sw1vWfZba07hi9gg3MnVwrnK8PydXC28ikrNTp3lFJVSl3q/u/4svnmrLU78/sj44C3SPQ5Yzi4qwejuGhP9CkvKUGow4I1vymOHqo4uFZaUwUYuwYjEs3gnwstkGuFurhZzdl3FllEdMbF3K0yuJsvdHC3GbDwvuHQ1cUR7GAiBqigfDnv3oDS6N+5b2ULMcSCAWf3ztaVI/OUmz0GYMcAPd7O16BfoanLNrDwt8kvKntBmGX6v4uQV6crrhXo5YuaPpok2i3TlerRpao/RFTpWn/pd+3M6/vVOKBIGB/KcoxKDFu9ENMf83dd4/1+m9vfDm9+exGuhHhjeqZmJ3d7/dzLWj2iPCI2TSZstnW1w81ER4n+8wosr8nC0wsj1ZxEfE4B/9PPlxX/d/rMINgoJPKhWATwcrbHo1dbILtQhT1sGlUICB2sZ/iwswembOYLTYzq9HsteD+G9XNIfFgg6PwCgLdWjs7cTzxmZGN0KrvZKiMUi5BaXQizSQyISwaORNbLytE/sL+Zws1dSZa3Ji9DNXgm3ai+287eyMfJfZ3nxZgDw2jcn8e3b7bDg/4J5jpPQ1h411YPGwwId3l5rGodY2X8rncPavvDtrJ7eWRDqT0JTlACQU1xqtOekPj4mz+bXV5fbU0i+eUOCBJ3bStmfxeGpjtpeCYVMjIcFOugkIsjFomd2qp4FiztAixcvxsiRIzFixAgAwMqVK7Fr1y6sXbsWn332Ge/8JUuWoHfv3pg4cSIAID4+Hvv378fXX3+NlStXghCCr776ClOnTsWgQYMAAP/617+gVquxfft2vPbaay9OuQp0AObtuYrh4c14HRQon28FCM9BGN1dg0t3cqj7r+j1BA8LdNSYDQAoMxgwPNwLk6rVe1LKAxuB8uzCUrPXyy4ysyt1fgmCPRwwvNqLPre41Gxc0Z+FpdSHdrS/2qwOKoWUOmoWrnEEAahOVXyFs+Iol6JMTyDmyl8gjjZy3MkuFtT9X++Emn25PCrU4e01p3nH1wxrZ7ZeQUl5DFXn/FsI/eQjnG62Dz/behhHeMyhlEkQ3NSe5yCUlOkxakMy1VlzsTP/66tIp8fdXC2vXnGpHoeuPcChaw+eWkdrucQkA3tV5+ifb7RBsIc9hoeb6nAvp/xeCLVpo5DyRlsjvZ0wpZ8vUu8XUOOKgPK0M8fSHlLjv354gr3VKgXvBVVYsRmn4FYNEjH1BWmrMP8isLeSmXVGaA5H8RN22K3J/iu1eZkLoVJIzT5LbBXS56ZHdfK05n9MWWJzPlp/MkdN7CnEszi3taUu+9KzYlEHSKfTITk5GZMnTzYeE4lEiIqKwokT9BUyJ06cwPjx402ORUdHY/v27QCA9PR0ZGZmIioqylhuZ2eHsLAwnDhxguoAlZSUoKTk8S6beXl5z6IWj0KdHrsvZ2H35Sxe2ZEJXQAQ9Al0NXEQsvK0EHFAcBN7TNvBHz2Z84R9eUQcR/0PsWdspNkHs1D0kMRMXBEAlOmFZ1Ib28qpgdV9A8wHAssFYhPu55WY1d1Kxt8nqHJq6WFBiWDAspjjMHPnb9TpISHKhBJFVZYL2KVyFZzQyN+5CnsdrgiCnpV0Bb+5lO/oWhnjI6R/YQndcezlpxYM2P58cIDZ/VCycovpe8G0oMcePEnHyr4m9OLRE0ItSxgcINhmhMYRUjFHdf7M2SzS2wmZAvqFaxwhFogPMofeYDC7F4xeoN842ch4IzyVVAafPu0LpCZtvkhqK8/z0MNcHAxgmc35npZntUt9ckheNBYNgn748CH0ej3UatNf9Gq1GpmZ9FUHmZmZZs+v/Ps0bSYkJMDOzs74adq0bqPRzW0BLuIeb3xYHYLyzQL7Vgsk7BvoCp1Bb3bb9ByBbdOflPKA4/g5ocI1jnBQyhApFPCpcRQcno70dsLBq/cRUi2oM8TDAYdTsswG753PyKGWffr9JcFguukD/HHjQSH1emM2noeNQiqsuwjUoE1bhURQzqw8rVkdzt3Kppat/TkdswbR79/sQf5Y+3M6tR4AlBKDcDDh4EDoSglVR7FI+N672ikxW0Ce6f390KmFE7XMzkyi30odhexNBNPdAk0EAog7tXDCHIEA6bmDA/HRf85RA9nv/FksGFg9e5A/XO2UgnLWxgESi0TQlhrQr1p/6hfoCm2pXrDN2gbQmuN5tPks1Fae56FHpfNAwxLOYW2ob/f3ZcLiU2D1gcmTJ5uMKuXl5dWpE2Quuv3Hy/fQ198VN+5XX5bOQW2rAGcg1JgGMYC5+65Rp8eWHEjFp71bUWOHrKVibDp1i5qCYNOpW5jc15caI2IgBozu7g0DKL9ou3vD3krK+2UeqXHCrIH+6L+MHtRpJRNj15gITKfEB82JCcDspN+oNmvlYouMR0VU3d9YfRJLXgsR3Lk2X1tK1/30LfQPcoV/EzuTwNvGtnIsP3wdMwb4Y8ZO/g7ZrT3s0aKxDUD4U5iT+/pi8d5rVB1CPOwhFXEY3d27WsyRHmUGA9p6OtBHYzROUIrFSDyejs8HB/L2fEnJysfmMxlUHa/czcfey/eoZf85eRPT+vnRU3McSMWg1m7UFCnZRaWCIyttPOzxsEArmF7jgy4tqLaJ0DiiqKSMGse15EAqxkV5Y+7gQN6eWjKOg7NKjtT7Bbw2b2UX4fvzt6ltXrqdgx8v0u2y+fQtLIwNpsppDkdrGRL+dxU+riretOHha/fNtvk8piUsMdXxPOSpaz1qGgdT36lv9/dlwaIOkJOTE8RiMbKyTKeGsrKy4OLiQq3j4uJi9vzKv1lZWXB1dTU5p3Xr1tQ25XI55HL6cs66wNyW48k3szEg0A1eja1MViFYy8UQc4AeHO7kamEtF0NPymN77uSWooVKUZ5KYRt9B1MxATWgVwRg2gA/TN32q4mTUDmttuRAKtwcrHgP7eNpDzGxlw/6V3OO7udp0dhWjjJiQN9AV5OYjft5JTAQ4Zd5W0+H8g3sumtMYpXKA4/LR7hKyui7hs7ffRX/o0wpRmgc4VExekDdZZaAmiZjbsWu2/8Q2KWUGAhVdxuJGHIbDn2D3EymMO/nl8BaKsLIzi1QXC3jdOVyXzHKV3BUD8huYudUETT/K+48uo1zbj4olioq7lEAFCIOb3VqRl0tMjcmENP7+2HKtsvV7q8ThrZ1R6hXI0ypdu8rdZQQIPH4TWp/EgHU2JqEmADBtBWzBgZAIqLbe9bAAMFUJ3MHB+JhvhZf7LlGiYvzhkImgVwiQpmeQCYRQSYWwV4phZ2VDHMHB2IKxS7hGid08XGmvugWDAlC+2aO+Oz7SyZyPuuoy6xBAbVu83lMS9S3qY7aylPXevxVnIf6dn9fBiy+DD4sLAyhoaFYtmwZAMBgMMDDwwOjR4+mBkEPHToURUVFSEpKMh7r1KkTgoKCjEHQbm5u+OSTTzBhwgQA5SM6zs7OSExMrFEQdF0vgweAPx4VUh/McwcHwgpAvoHwljzLRRxEAHJ09O3I5QC0AG8VjQJAacWn+q9kKcpXpQnVKwYwhfKi+zym/CWYUeGMVR2xaGqnAAFw7MYjONvKTZyAzi0coRdoc25MADiUb/jorJKbOE4RGkeIAOTp9Lwlkw4yMUoAs/ak6Vf5aNBRyiQo3wyyhGIzeYUt7wjobgCoy4/d7ZQVI2b0LfGVZu4DzJQ1drTG7UeFyK9Fv4BYBK3ewC8Ti1CqNwj2GQmAAkoftRJxKANwW8A2AJAhYBuxQN+2l0lQBuBnit0iNE5oKrAcuBLa0uvKgFpzS5Nrs2z5STyPNhkMhjAv1TL48ePHY9iwYWjXrh1CQ0Px1VdfobCw0Lgq7O2330aTJk2QkJAAABg7diy6dOmCRYsWoV+/fti0aRPOnj2Lb775BkB5PM24ceMwZ84ceHt7G5fBu7m5ISYmxlJqwtPRGvOGBFG3mweAkuwilJQZUBmFLJOI0KSiTJ9dhHxtGTiuvNhWITXWu51dVF6hoh4n4tBYoEws4uBWg3oJrwQKyklEHPK1ZcZltu4OMqOckRVllfV8XGyNZebapNUzXo+nuwQuFWXm7EnTT22mzNWMzSqvx5nRnV9mZZRFZEa/p7l/VcvcHa1xu5b9IrdIB12V0RNVxegJANypVk9Spc+QPC10ZTqA48ChfBVX5UihiLf8Wm50OiRSMbILdRCLDJCKRPBysnlcL0+L7EIdOK7c2XewlhvLulfUq1wOHNDErkarY2griCox9yu5IYy6MBiMKpB6wLJly4iHhweRyWQkNDSUnDx50ljWpUsXMmzYMJPzv/vuO9KyZUsik8mIv78/2bVrl0m5wWAg06ZNI2q1msjlctKjRw+SkpJSY3lyc3MJAJKbm/tMejEYz0xyMiFA+V8Gg8FgmOVp3t8WnwKrjzyPKTAGo1acOwe0bQskJwNt2lhaGgaDwajXPM37m+UCYzAYDAaD0eBgDhCDwWAwGIwGB3OAGAwGg8FgNDgsvgqMwWCYwc8PuH4dcHe3tCQMBoPxl4I5QAxGfUahADQaS0vBYDAYfznYFBiDUZ9JTwf+9rfyvwwGg8GoM5gDxGDUZ7KzgQ0byv8yGAwGo85gDhCDwWAwGIwGB3OAGAwGg8FgNDhYEDSFys2x8/LyLCwJo8FTUPD4L+uPDAaDYZbK93ZNklwwB4hCfn4+AKBp06YWloTBqKBLF0tLwGAwGC8N+fn5sLOzM3sOywVGwWAw4O7du7C1tQXHcU9dPy8vD02bNkVGRgbLJWYGZqcnw2xUM5idagazU81gdqoZ9dFOhBDk5+fDzc0NIpH5KB82AkRBJBLBvQ42nlOpVPWmU9RnmJ2eDLNRzWB2qhnMTjWD2alm1Dc7PWnkpxIWBM1gMBgMBqPBwRwgBoPBYDAYDQ7mAD0H5HI5ZsyYAblcbmlR6jXMTk+G2ahmMDvVDGanmsHsVDNedjuxIGgGg8FgMBgNDjYCxGAwGAwGo8HBHCAGg8FgMBgNDuYAMRgMBoPBaHAwB4jBYDAYDEaDgzlAdczy5cvRrFkzKBQKhIWF4fTp05YWyaL89NNPGDBgANzc3MBxHLZv325STgjB9OnT4erqCqVSiaioKFy/ft0ywlqQhIQEtG/fHra2tnB2dkZMTAxSUlJMztFqtYiLi4OjoyNsbGwwZMgQZGVlWUhiy7BixQoEBQUZN17r2LEjdu/ebSxnNuIzb948cByHcePGGY8xO5Uzc+ZMcBxn8mnVqpWxnNnpMXfu3MHf/vY3ODo6QqlUIjAwEGfPnjWWv4zPcuYA1SGbN2/G+PHjMWPGDJw7dw7BwcGIjo7G/fv3LS2axSgsLERwcDCWL19OLV+wYAGWLl2KlStX4tSpU7C2tkZ0dDS0Wu0LltSyHD16FHFxcTh58iT279+P0tJS9OrVC4WFhcZz/v73vyMpKQlbtmzB0aNHcffuXbzyyisWlPrF4+7ujnnz5iE5ORlnz55F9+7dMWjQIPz2228AmI2qc+bMGaxatQpBQUEmx5mdHuPv74979+4ZPz///LOxjNmpnOzsbISHh0MqlWL37t24cuUKFi1aBAcHB+M5L+WznDDqjNDQUBIXF2f8rtfriZubG0lISLCgVPUHAGTbtm3G7waDgbi4uJAvvvjCeCwnJ4fI5XKyceNGC0hYf7h//z4BQI4ePUoIKbeLVColW7ZsMZ5z9epVAoCcOHHCUmLWCxwcHMi3337LbFSN/Px84u3tTfbv30+6dOlCxo4dSwhhfakqM2bMIMHBwdQyZqfHfPrppyQiIkKw/GV9lrMRoDpCp9MhOTkZUVFRxmMikQhRUVE4ceKEBSWrv6SnpyMzM9PEZnZ2dggLC2vwNsvNzQUANGrUCACQnJyM0tJSE1u1atUKHh4eDdZWer0emzZtQmFhITp27MhsVI24uDj069fPxB4A60vVuX79Otzc3NC8eXO8+eabuHXrFgBmp6rs3LkT7dq1Q2xsLJydnRESEoLVq1cby1/WZzlzgOqIhw8fQq/XQ61WmxxXq9XIzMy0kFT1m0q7MJuZYjAYMG7cOISHhyMgIABAua1kMhns7e1Nzm2Itvr1119hY2MDuVyOUaNGYdu2bfDz82M2qsKmTZtw7tw5JCQk8MqYnR4TFhaGxMRE7NmzBytWrEB6ejoiIyORn5/P7FSF33//HStWrIC3tzf27t2LDz/8EGPGjMH69esBvLzPcpYNnsGoZ8TFxeHy5csmsQiMx/j4+ODChQvIzc3F1q1bMWzYMBw9etTSYtUbMjIyMHbsWOzfvx8KhcLS4tRr+vTpY/x3UFAQwsLC4Onpie+++w5KpdKCktUvDAYD2rVrh88//xwAEBISgsuXL2PlypUYNmyYhaWrPWwEqI5wcnKCWCzmrRDIysqCi4uLhaSq31TahdnsMaNHj8aPP/6Iw4cPw93d3XjcxcUFOp0OOTk5Juc3RFvJZDJoNBq0bdsWCQkJCA4OxpIlS5iNKkhOTsb9+/fRpk0bSCQSSCQSHD16FEuXLoVEIoFarWZ2EsDe3h4tW7ZEWloa609VcHV1hZ+fn8kxX19f43Thy/osZw5QHSGTydC2bVscPHjQeMxgMODgwYPo2LGjBSWrv3h5ecHFxcXEZnl5eTh16lSDsxkhBKNHj8a2bdtw6NAheHl5mZS3bdsWUqnUxFYpKSm4detWg7NVdQwGA0pKSpiNKujRowd+/fVXXLhwwfhp164d3nzzTeO/mZ3oFBQU4MaNG3B1dWX9qQrh4eG8bTlSU1Ph6ekJ4CV+lls6CvuvxKZNm4hcLieJiYnkypUr5P333yf29vYkMzPT0qJZjPz8fHL+/Hly/vx5AoAsXryYnD9/nvzxxx+EEELmzZtH7O3tyY4dO8ilS5fIoEGDiJeXFykuLraw5C+WDz/8kNjZ2ZEjR46Qe/fuGT9FRUXGc0aNGkU8PDzIoUOHyNmzZ0nHjh1Jx44dLSj1i+ezzz4jR48eJenp6eTSpUvks88+IxzHkX379hFCmI2EqLoKjBBmp0omTJhAjhw5QtLT08nx48dJVFQUcXJyIvfv3yeEMDtVcvr0aSKRSMjcuXPJ9evXyYYNG4iVlRX5z3/+YzznZXyWMweojlm2bBnx8PAgMpmMhIaGkpMnT1paJIty+PBhAoD3GTZsGCGkfPnktGnTiFqtJnK5nPTo0YOkpKRYVmgLQLMRALJu3TrjOcXFxeSjjz4iDg4OxMrKigwePJjcu3fPckJbgHfeeYd4enoSmUxGGjduTHr06GF0fghhNhKiugPE7FTO0KFDiaurK5HJZKRJkyZk6NChJC0tzVjO7PSYpKQkEhAQQORyOWnVqhX55ptvTMpfxmc5Rwghlhl7YjAYDAaDwbAMLAaIwWAwGAxGg4M5QAwGg8FgMBoczAFiMBgMBoPR4GAOEIPBYDAYjAYHc4AYDAaDwWA0OJgDxGAwGAwGo8HBHCAGg8FgMBgNDuYAMRgME4YPH46YmJgXes2bN2+C4zhcuHDhhV63LklMTORlDq+OJWzLYDDoMAeIwbAA9eFFWJdOR2JiIjiOA8dxEIlEcHd3x4gRI3D//v1nF/QvxJIlS5CYmPhCr/ngwQN8+OGH8PDwgFwuh4uLC6Kjo3H8+PEXKgeDUd+QWFoABoPx10ClUiElJQUGgwEXL17EiBEjcPfuXezdu9fSoj0TpaWlkEqlddKWnZ1dnbTzNAwZMgQ6nQ7r169H8+bNkZWVhYMHD+LRo0fP7Zo6nQ4ymey5tc9g1AVsBIjBqIdcvnwZffr0gY2NDdRqNd566y08fPjQWN61a1eMGTMGkyZNQqNGjeDi4oKZM2eatHHt2jVERERAoVDAz88PBw4cAMdx2L59OwAYM86HhISA4zh07drVpP7ChQvh6uoKR0dHxMXFobS01KzMHMfBxcUFbm5u6NOnD8aMGYMDBw6guLgYBoMBs2fPhru7O+RyOVq3bo09e/ZQ2yGEQKPRYOHChSbHL1y4AI7jkJaWZrzeqlWr0L9/f1hZWcHX1xcnTpxAWloaunbtCmtra3Tq1Ak3btwwaWfFihVo0aIFZDIZfHx88O9//5unx4oVKzBw4EBYW1tj7ty5OHLkCDiOw65duxAUFASFQoEOHTrg8uXLPPn37t0LX19f2NjYoHfv3rh3756xrPrI39atWxEYGAilUglHR0dERUWhsLDQ5NzPP/8carUa9vb2mD17NsrKyjBx4kQ0atQI7u7uWLduneA9ycnJwbFjxzB//nx069YNnp6eCA0NxeTJkzFw4ECT8z744AOo1WooFAoEBATgxx9/NJZ///338Pf3h1wuR7NmzbBo0SKT6zRr1gzx8fF4++23oVKp8P777wMAfv75Z0RGRkKpVKJp06YYM2aMUT8Gw+JYOBcZg9EgGTZsGBk0aBC1LDs7mzRu3JhMnjyZXL16lZw7d4707NmTdOvWzXhOly5diEqlIjNnziSpqalk/fr1JlnRy8rKiI+PD+nZsye5cOECOXbsGAkNDSUAyLZt2wgh5RmeAZADBw6Qe/fukUePHhllU6lUZNSoUeTq1askKSmJWFlZ8ZIfVmXdunXEzs7O5NjixYsJAJKXl0cWL15MVCoV2bhxI7l27RqZNGkSkUqlJDU1lRBCSHp6OgFAzp8/TwghZO7cucTPz8+kvTFjxpDOnTsbvwMgTZo0IZs3byYpKSkkJiaGNGvWjHTv3p3s2bOHXLlyhXTo0IH07t3bWOeHH34gUqmULF++nKSkpJBFixYRsVhMDh06ZNKus7MzWbt2Lblx4wb5448/jEl9fX19yb59+8ilS5dI//79SbNmzYhOpzPaQCqVkqioKHLmzBmSnJxMfH19yRtvvEG973fv3iUSiYQsXrzYmN1++fLlJD8/33iura0tiYuLI9euXSNr1qwhAEh0dDSZO3cuSU1NJfHx8UQqlZKMjAzqfSktLSU2NjZk3LhxRKvVUs/R6/WkQ4cOxN/fn+zbt4/cuHGDJCUlkf/973+EEELOnj1LRCIRmT17NklJSSHr1q0jSqXSJFGvp6cnUalUZOHChSQtLc34sba2Jl9++SVJTU0lx48fJyEhIWT48OFUORiMFw1zgBgMC2DOAYqPjye9evUyOZaRkUEAGLMrd+nShURERJic0759e/Lpp58SQgjZvXs3kUgkJpmr9+/fb+IAVXc6qsrm6elJysrKjMdiY2PJ0KFDBfWp7gClpqaSli1bknbt2hFCCHFzcyNz587lyfvRRx9RZblz5w4Ri8Xk1KlThBBCdDodcXJyIomJicb6AMjUqVON30+cOEEAkDVr1hiPbdy4kSgUCuP3Tp06kZEjR5rIERsbS/r27WvS7rhx40zOqXSANm3aZDz26NEjolQqyebNm402AGCSTXz58uVErVYbv1e978nJyQQAuXnzJqFReR/0er3xmI+PD4mMjDR+LysrI9bW1mTjxo3UNgghZOvWrcTBwYEoFArSqVMnMnnyZHLx4kVj+d69e4lIJBLM3P3GG2+Qnj17mhybOHGiiYPq6elJYmJiTM559913yfvvv29y7NixY0QkEpHi4mJBeRmMFwWbAmMw6hkXL17E4cOHYWNjY/y0atUKAEymc4KCgkzqubq6GoOOU1JS0LRpU7i4uBjLQ0NDayyDv78/xGIxtW0hcnNzYWNjAysrK/j4+ECtVmPDhg3Iy8vD3bt3ER4ebnJ+eHg4rl69Sm3Lzc0N/fr1w9q1awEASUlJKCkpQWxsrMl5VW2gVqsBAIGBgSbHtFot8vLyAABXr16tkRzt2rWjytWxY0fjvxs1agQfHx+TulZWVmjRooXxuzm7BQcHo0ePHggMDERsbCxWr16N7Oxsk3P8/f0hEj1+TKvVahP9xGIxHB0dzd6bIUOG4O7du9i5cyd69+6NI0eOoE2bNsZg7AsXLsDd3R0tW7ak1hey2fXr16HX643Hqtvs4sWLSExMNOnH0dHRMBgMSE9PF5SXwXhRsCBoBqOeUVBQgAEDBmD+/Pm8MldXV+O/qwfmchwHg8FQJzLUpm1bW1ucO3cOIpEIrq6uUCqVAGB0Pp6W9957D2+99Ra+/PJLrFu3DkOHDoWVlZWgnBzHCR57WrtYW1vXSmaa3Qgh1HPFYjH279+PX375Bfv27cOyZcswZcoUnDp1yhifRWuvNvdGoVCgZ8+e6NmzJ6ZNm4b33nsPM2bMwPDhw4336VmpbrOCggJ88MEHGDNmDO9cDw+POrkmg/EssBEgBqOe0aZNG/z2229o1qwZNBqNyaemL2YfHx9kZGQgKyvLeOzMmTMm51Su0qn6K/5ZEIlE0Gg0aN68uclLVaVSwc3Njbfs+vjx4/Dz8xNsr2/fvrC2tsaKFSuwZ88evPPOO88so6+v71PLUZWTJ08a/52dnY3U1FT4+vrWWh6O4xAeHo5Zs2bh/PnzkMlk2LZtW63bqyl+fn7GYOSgoCDcvn0bqamp1HOFbNayZUuTUcLqtGnTBleuXOH1YY1Gw1aIMeoFbASIwbAQubm5vD14KldcrV69Gq+//rpxlVdaWho2bdqEb7/91uxLp5KePXuiRYsWGDZsGBYsWID8/HxMnToVwONREWdnZyiVSuzZswfu7u5QKBTPbZn2xIkTMWPGDLRo0QKtW7fGunXrcOHCBWzYsEGwjlgsxvDhwzF58mR4e3ubTD89ixyvvvoqQkJCEBUVhaSkJPzwww84cOBAjerPnj0bjo6OUKvVmDJlCpycnGq9n9OpU6dw8OBB9OrVC87Ozjh16hQePHjwTA5VdR49eoTY2Fi88847CAoKgq2tLc6ePYsFCxZg0KBBAIAuXbqgc+fOGDJkCBYvXgyNRoNr166B4zj07t0bEyZMQPv27REfH4+hQ4fixIkT+Prrr/HPf/7T7LU//fRTdOjQAaNHj8Z7770Ha2trXLlyBfv378fXX39dZzoyGLWFjQAxGBbiyJEjCAkJMfnMmjXLOFqi1+vRq1cvBAYGYty4cbC3tzeJBzGHWCzG9u3bUVBQgPbt2+O9997DlClTAJRPhwCARCLB0qVLsWrVKri5uRlfiM+DMWPGYPz48ZgwYQICAwOxZ88e7Ny5E97e3mbrvfvuu9DpdBgxYkSdyBETE4MlS5Zg4cKF8Pf3x6pVq7Bu3TreFgBCzJs3D2PHjkXbtm2RmZmJpKSkWo9mqFQq/PTTT+jbty9atmyJqVOnYtGiRejTp0+t2qNhY2ODsLAwfPnll+jcuTMCAgIwbdo0jBw50sQJ+f7779G+fXu8/vrr8PPzw6RJk4wjg23atMF3332HTZs2ISAgANOnT8fs2bMxfPhws9cOCgrC0aNHkZqaisjISISEhGD69Olwc3OrM/0YjGeBI0IT1AwG4y/F8ePHERERgbS0NJNA3frMsWPH0KNHD2RkZBiDnC3BkSNH0K1bN2RnZz8x3QWDwXg5YFNgDMZflG3btsHGxgbe3t5IS0vD2LFjER4e/lI4PyUlJXjw4AFmzpyJ2NhYizo/DAbjrwmbAmMw/qLk5+cjLi4OrVq1wvDhw9G+fXvs2LHD0mLViI0bN8LT0xM5OTlYsGCBpcVhMBh/QdgUGIPBYDAYjAYHGwFiMBgMBoPR4GAOEIPBYDAYjAYHc4AYDAaDwWA0OJgDxGAwGAwGo8HBHCAGg8FgMBgNDuYAMRgMBoPBaHAwB4jBYDAYDEaDgzlADAaDwWAwGhzMAWIwGAwGg9Hg+H9vK6cLMrs1gwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] @@ -75,7 +75,9 @@ "import seaborn as sb\n", "\n", "p = sb.scatterplot(data=fst.reset_index(), x=\"len_poly_score\", y='fst')\n", - "_ = p.set(title=\"Len. Poly. Score by Fst per-allele\", xlabel=\"Length Polymorphism Score\", ylabel=\"Fst\")" + "_ = p.set(title=\"Len. Poly. Score by Fst per-allele\", xlabel=\"Length Polymorphism Score\", ylabel=\"Fst\")\n", + "_ = p.axvline(x=20, color='r', linestyle='--', linewidth=1)\n", + "_ = p.axhline(y=0.2, color='g', linestyle='--', linewidth=1)" ] }, { @@ -132,7 +134,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "0bff3b2c-2953-4272-b792-2c076e13ec6a", "metadata": {}, "outputs": [], @@ -148,7 +150,7 @@ "\n", "candidate_loci_ids = loci[loci.index.isin(idx_candidate_loci)]['LocusID']\n", "\n", - "data = tdb.load_tdb(\"/Users/english/code/references/hprc_105.tdb\",\n", + "data = tdb.load_tdb(\"hprc_105.tdb\",\n", " lfilters=[('LocusID', 'in', candidate_loci_ids)])" ] }, @@ -162,7 +164,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "9aa992a9-8ddf-4225-8efe-85ed81918ae7", "metadata": {}, "outputs": [], @@ -196,7 +198,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "a07da120-0089-4378-a321-33e6b251ebe6", "metadata": {}, "outputs": [], @@ -232,13 +234,13 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "8203af04-efd6-4128-a26c-90c0f1eee71c", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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/P8888wwbN25k7NixPPfcc0DZflaNGjVi/PjxzJkzh7///pt9+/axePHiCo1dCFEySY6EKCtjENz0vmuC1Kivs7wCBmPbbDYWLFjAW2+9xc6dOwsfu3btIjo6mi+//NLlNePGjWPt2rUlthpd7LbbbkOr1TJr1qzyDL9CaM1mol980SVB8u3Rg+iXXqyQwdgladmyJTk5OZf1szqvfv36+Pr6kpOTU4mRCyEupvV2AEJUS+YY56y0nCTnGCNDgLPFqIJmqf3yyy+kpaVxzz33YL7opj906FDmzp3LoEGDipXfe++93H777QQGBpb6OiqViilTpvD8889z//334+vrWx7hVxhdVCQxb72JPSUFR1Y2an8TmpCQCk2MUlJSuP322xk3bhxt27bF39+fbdu28frrr/Of//ynVD+rCRMm8Pzzz5Obm8sNN9xAvXr1SE9P53//+x9Wq5X+/ftXWPxCiEuTliMhLpcxCEKbQp2Ozv9WUGIEzm6afv36udxswXnD3bZtG5mZxQeCa7VaQkND0WrL9h1ozJgxWK1WPvjggyuKubJozWb0DRtibNcWfcOGFd5iZDKZ6NKlC++88w7XXnstrVu35plnnuHee+/lgw8+KNXP6p9//qFXr14cO3aM0aNH07x5c66//nri4+NZvnw5zZo1q9D3IIQomaxzJGodWatECHE55G9H7SEtR0IIIYQQRUhyJIQQQghRhCRHQgghhBBFSHIkhBBCCFGEJEei1pK5CEKIspC/GbWHJEei1tFoNAAUFBR4ORIhRHVyfluX6rC9jrgysgikqHW0Wi2+vr4kJSWh0+lQq+U7ghDCM0VRyM3NJTExkcDAwMIvWKLmknWORK1UUFDA8ePHcTgc3g5FCFFNBAYGEhkZiUql8nYoooJJciRqLYfDIV1rQohS0el00mJUi0hyJIQQQghRhAy2EEIIIYQoQpIjIYQQQogiJDkSQgghhChCkiMhhBBCiCIkORJCCCGEKEKSIyGEEEKIIiQ5EkIIIYQoQpIjIYQQQogiJDkSQgghhChCkiMhhBBCiCIkORJCCCGEKEKSIyGEEEKIIiQ5EkIIIYQoQpIjIYQQQogiJDkSQgghhChCkiMhhBBCiCIkORJCCCGEKEKSIyGEEEKIIiQ5EkIIIYQoQpIjIYQQQogiJDkSQgghhChCkiMhhBBCiCIkORJCCCGEKEKSIyGEEEKIIiQ5EkIIIYQoQpIjIYQQQogiJDkSQgghhChCkiMhhBBCiCIkORJCCCGEKEKSIyGEEEKIIiQ5EkIIIYQoQpIjIYQQQogiJDkSQgghhChCkiMhhBBCiCIkORJCCCGEKEKSIyGEEEKIIiQ5EkIIIYQoQpIjISpYdnY248ePJzIyEpVKxdSpU70dUqE33niDhg0botFoaN++vbfDEZXo+eefR6VSeeXaN9xwA/fee69Xrl3Zxo4dS/369Qufp6Sk4Ofnx7Jly7wXlLgkSY5ElTZv3jxUKlXhw2Aw0LRpUyZPnkxCQoLL8QkJCTzyyCM0b94cX19f/Pz86NChAy+99BLp6elur9G5c2dUKhWzZ8+ukPfwyiuvMG/ePCZOnMjChQsZNWqUyzHnb1SXevTu3Rtw/sEtWq7X62natCnPPvss+fn5pYpr+fLlPPbYY3Tv3p3PPvuMV155pTzfdrnbsmULDzzwAB06dECn013yxj537lxatGiBwWCgSZMmvP/++y7HePrcDQZDqWIqKCjgvffe46qrriIgIIDAwEBatWrFfffdx4EDBy7rfdZ0GzZsYPny5Tz++OPFyl9++WVuuukmIiIiUKlUPP/886U6X//+/VGpVEyePLlUx9evX58bb7yxrGGXm5CQEMaPH88zzzzjtRjEpWm9HYAQpfHCCy/QoEED8vPz+fPPP5k9ezbLli1jz549+Pr6ArB161ZuuOEGsrOzGTlyJB06dABg27ZtvPrqq6xfv57ly5cXO+/hw4fZunUr9evX54svvmDixInlHvvq1avp2rUrzz33nMdjbr31Vho3blz4PDs7m4kTJ3LLLbdw6623FpZHREQU/n+9Xs+cOXMAyMjI4Mcff+TFF1/k6NGjfPHFF6WKS61WM3fuXHx8fC7nrVWqZcuWMWfOHNq2bUvDhg05dOiQx2M//vhjJkyYwNChQ5k2bRp//PEHU6ZMITc31+WmDDB79mxMJlPhc41GU6qYhg4dyq+//sqIESO49957sVqtHDhwgF9++YVrrrmG5s2bl/2N1nBvvPEGffv2Lfb7DvD0008TGRnJVVddxe+//16qc3333Xds2rSpIsIsN//3f/+Hw+EoVjZhwgT+97//sXr1avr06eOlyESJFCGqsM8++0wBlK1btxYrnzZtmgIoixYtUhRFUdLS0pSYmBglIiJC2b9/v8t54uPjlRdffNGl/Nlnn1XCw8OVb7/9VlGpVMrx48fL/T00aNBAGTx4cJlek5SUpADKc88957Z+zJgxip+fX7Eyh8OhdO3aVVGpVEp8fPwlr3H33Xe7nMMdu92u5OXllSruihQfH6/k5uYqiqIokyZNUjz9+crNzVVCQkJcPvO77rpL8fPzU1JTUwvLnnvuOQVQkpKSyhzPli1bFEB5+eWXXepsNpuSnJxc5nNWpvPvvTIlJCQoWq1WmTNnjkvd+X97l/rdPy8vL0+pX7++8sILLyiAMmnSpFLFUK9evTL/e6wIrVu3VkaNGuXtMIQH0q0mqqXz37aOHz8OOFsKzp49y9tvv+3223pERARPP/20S/miRYu47bbbuPHGGzGbzSxatKjUMSQmJnLPPfcQERGBwWCgXbt2zJ8/v7B+7dq1qFQqjh8/ztKlSwu7bE6cOFHGd1s6KpWKHj16oCgKx44du+Sxn332GTk5OYVxzZs3r7Bu8uTJfPHFF7Rq1Qq9Xs9vv/0GwI4dO7j++usJCAjAZDLRt29f/vrrr2LnPt8V+ueffzJlyhTCwsIIDAzk/vvvp6CggPT0dEaPHk1QUBBBQUE89thjKIpyyfcXERGB0Wi85HFr1qwhJSWFBx54oFj5pEmTyMnJYenSpS6vURSFzMzMUsVx3tGjRwHo3r27S51GoyEkJKTw+cmTJ3nggQdo1qwZRqORkJAQbr/9dpffhSv97E6cOIFKpeLNN9/knXfeoV69ehiNRnr16sWePXtK9b4+//xzOnTogNFoJDg4mOHDh3P69Olixxw+fJihQ4cSGRmJwWCgTp06DB8+nIyMjBLPvXTpUmw2G/369XOpKzoupzRef/11HA4HjzzySJleVxo2m40XX3yRRo0aodfrqV+/Pk8++SQWi8Xl2F9//ZVevXrh7+9PQEAAnTp1KvZ35OIxR+f179+fn3/+uUy/c6LySHIkqqXzN6bzN6CffvoJo9HIbbfdVupzbN68mSNHjjBixAh8fHy49dZbS9UdBZCXl0fv3r1ZuHAhd911F2+88QZms5mxY8fy3nvvAdCiRQsWLlxIaGgo7du3Z+HChSxcuJCwsLAyvtvSO3+zDQoKKvG4hQsX0rNnT/R6fWFc1157bWH96tWreeihhxg2bBjvvfce9evXZ+/evfTs2ZNdu3bx2GOP8cwzz3D8+HF69+7N5s2bXa7x4IMPcvjwYWbMmMFNN93EJ598wjPPPMOQIUOw2+288sor9OjRgzfeeIOFCxeW22ewY8cOADp27FisvEOHDqjV6sL6oho2bIjZbMbf35+RI0e6Hc92sXr16gHwxRdfYLPZSjx269atbNy4keHDh/O///2PCRMmsGrVKnr37k1ubq7L8Vf62S1YsID//e9/TJo0ienTp7Nnzx769Olzyff18ssvM3r0aJo0acLbb7/N1KlTWbVqFddee23hmL2CggIGDhzIX3/9xYMPPsiHH37Ifffdx7FjxzyO6ztv48aNhISEFH52l+vUqVO8+uqrvPbaa6VKmMtq/PjxPPvss1x99dW888479OrVi5kzZzJ8+PBix82bN4/BgweTmprK9OnTefXVV2nfvn3hl4mSdOjQgfT0dPbu3Vvu8Yty4M1mKyEu5Xy32sqVK5WkpCTl9OnTyldffaWEhIQoRqNROXPmjKIoihIUFKS0a9euTOeePHmyEhsbqzgcDkVRFGX58uUKoOzYseOSr3333XcVQPn8888LywoKCpRu3bopJpNJyczMLCy/nGb80narJSUlKUlJScqRI0eUN998U1GpVErr1q0L31NJ3HXNKYqiAIparVb27t1brPzmm29WfHx8lKNHjxaWxcXFKf7+/sq1115bWHb+ZzZw4MBicXTr1k1RqVTKhAkTCstsNptSp04dpVevXpeMt6iSutUmTZqkaDQat3VhYWHK8OHDC5+/++67yuTJk5UvvvhC+eabb5T//ve/ilarVZo0aaJkZGSUGIPD4VB69eqlAEpERIQyYsQI5cMPP1ROnjzpcuz57sCiNm3apADKggULCsuu9LM7fvy4AhT7t6EoirJ582YFUB566KHCsou71U6cOKFoNBqXbsLdu3crWq22sHzHjh0KoCxZsqTEz8edHj16KB06dCjxmNJ0q912223KNddcU/iccuxW27lzpwIo48ePL1b+yCOPKICyevVqRVEUJT09XfH391e6dOni0u1c9Gc3ZswYpV69ei7X2bhxowIoixcvLlXconJJy5GoFvr160dYWBixsbEMHz4ck8nE999/T0xMDACZmZn4+/uX+nw2m43FixczbNiwwllPffr0ITw8vFStR8uWLSMyMpIRI0YUlul0OqZMmUJ2djbr1q0r4zssu5ycHMLCwggLC6Nx48Y88sgjdO/enR9//PGKp2j36tWLli1bFj632+0sX76cm2++mYYNGxaWR0VFceedd/Lnn3+SmZlZ7Bz33HNPsTi6dOmCoijcc889hWUajYaOHTteshuwLPLy8jwOMDcYDOTl5RU+/+9//8v777/PnXfeydChQ3n33XeZP38+hw8fZtasWSVeR6VS8fvvv/PSSy8RFBTEl19+yaRJk6hXrx7Dhg0r1opStHXDarWSkpJC48aNCQwM5O+//3Y595V+djfffHPhvw1wzsjs0qVLidPHv/vuOxwOB3fccQfJycmFj8jISJo0acKaNWsAMJvNAPz+++9uW71KkpKScslWzUtZs2YN3377Le++++4VnceT85/RtGnTipU//PDDAIXdsitWrCArK4snnnjCZXZjaf79nf8ckpOTrzhmUf4kORLVwocffsiKFStYs2YN+/bt49ixYwwcOLCwPiAggKysrFKfb/ny5SQlJdG5c2eOHDnCkSNHOH78ONdddx1ffvmly+ySi508eZImTZqgVhf/J9SiRYvC+opmMBhYsWIFK1as4LPPPqNFixYkJiaWSzdDgwYNij1PSkoiNzeXZs2auRzbokULHA6Hy7iUunXrFnt+/qYaGxvrUp6WlnbFMZ9nNBopKChwW5efn3/Jz+fOO+8kMjKSlStXXvJaer2ep556iv379xMXF8eXX35J165d+frrr4tNLc/Ly+PZZ58lNjYWvV5PaGgoYWFhpKenux2nc6WfXZMmTVzKmjZtWuJ4t8OHD6MoCk2aNClMus8/9u/fT2JiIuD83Zg2bRpz5swhNDSUgQMH8uGHH15yvNF5yhWMsbHZbEyZMoVRo0bRqVOnyz5PSU6ePIlarXaZTRcZGUlgYGDhv+3zXfutW7e+rOuc/xy8tdaUKJlM5RfVQufOnV3GkBTVvHlzdu7cSUFBQammpZ9vHbrjjjvc1q9bt47rrrvu8oKtJBqNptjA1oEDB9K8eXPuv/9+fvrppys6d3kkWJ6mw7srv5Ib5sWioqKw2+0kJiYSHh5eWF5QUEBKSgrR0dGXPEdsbCypqallvu7w4cMZOnQorVq14uuvv2bevHlotVoefPBBPvvsM6ZOnUq3bt0wm82oVCqGDx/uNhH3xmfncDhQqVT8+uuvbq9TdKmDt956i7Fjx/Ljjz+yfPlypkyZwsyZM/nrr7+oU6eOx2uEhIRcUSK8YMECDh48yMcff+yS6GVlZXHixAnCw8MLl/e4EhWdtJz/HEJDQyv0OuLySHIkaoQhQ4awadMmvv3222JdXe7k5OTw448/MmzYMLcDuKdMmcIXX3xRYnJUr149/vnnHxwOR7HWo/ML/13pgNPLERUVxUMPPcSMGTP466+/6Nq1a7mdOywsDF9fXw4ePOhSd+DAAdRqtUurhrecX+l727Zt3HDDDYXl27Ztw+FwXHIlcEVROHHiBFddddVlXV+n09G2bVsOHz5c2C31zTffMGbMGN56663C4/Lz8y85gPlyHT582KXs0KFDJc4Ia9SoEYqi0KBBA5o2bXrJa7Rp04Y2bdrw9NNPs3HjRrp3785HH33ESy+95PE1zZs359tvvy3Ve3Dn1KlTWK1WtzMEFyxYwIIFC/j++++5+eabL/sa9erVw+FwcPjw4cKWYHAuMJuenl74b7tRo0YA7Nmzx6WVqTTOz7Qteg1RdUi3mqgRJkyYQFRUFA8//LDbxQETExML/2h///335OTkMGnSJG677TaXx4033si3337rdtrueTfccAPx8fEsXry4sMxms/H+++9jMpno1atX+b/JUnjwwQfx9fXl1VdfLdfzajQaBgwYwI8//ljsG3tCQgKLFi2iR48eBAQElOs1L1efPn0IDg52WfF89uzZ+Pr6Mnjw4MKypKQkl9fPnj2bpKQkBg0aVOJ1Dh8+zKlTp1zK09PT2bRpE0FBQYUzEzUajUsLz/vvv4/dbi/1+yqLH374gbNnzxY+37JlC5s3b+b666/3+Jpbb70VjUbDjBkzXGJVFIWUlBTAOb7v4tl5bdq0Qa1Wl/hvBqBbt26kpaVd9hiz4cOH8/3337s8wPlv8vvvv6dLly6Xde7zzifUF49pevvttwEKf38GDBiAv78/M2fOdFmVvjStedu3b8dsNtOqVasrildUDGk5EjVCUFAQ33//PTfccAPt27cvtkL233//zZdffkm3bt0AZ5daSEgI11xzjdtz3XTTTfzf//0fS5cuLbY6dVH33XcfH3/8MWPHjmX79u3Ur1+fb775hg0bNvDuu++WaXB4eQoJCeHuu+9m1qxZ7N+/v1y/lb700kusWLGCHj168MADD6DVavn444+xWCy8/vrr5XYdT06ePFk4bX3btm2FMYHz2/75bVmMRiMvvvgikyZN4vbbb2fgwIH88ccffP7557z88ssEBwcXnvP84Ok2bdpgMBj4888/+eqrr2jfvj33339/ifHs2rWLO++8k+uvv56ePXsSHBzM2bNnmT9/PnFxcbz77ruF3VM33ngjCxcuxGw207JlSzZt2sTKlSuLrYVUnho3bkyPHj2YOHEiFouFd999l5CQEB577DGPr2nUqBEvvfQS06dP58SJE9x88834+/tz/Phxvv/+e+677z4eeeQRVq9ezeTJk7n99ttp2rQpNpuNhQsXotFoGDp0aIlxDR48GK1Wy8qVK7nvvvuK1S1cuJCTJ08WDvJev3594c931KhR1KtXj+bNm3tcdbxBgwalbjE6cuSI2xauq666isGDBzNmzBg++eQT0tPT6dWrF1u2bGH+/PncfPPNhS3KAQEBvPPOO4wfP55OnTpx5513EhQUxK5du8jNzS225pk7K1asYMiQITLmqKryyhw5IUrJ0wrZnsTFxSkPPfSQ0rRpU8VgMCi+vr5Khw4dlJdfflnJyMgoXKG3pJVpc3NzFV9fX+WWW24p8VoJCQnK3XffrYSGhio+Pj5KmzZtlM8++8zluIqcyu/O0aNHFY1Go4wZM6bEa5Q0ld/TtOi///5bGThwoGIymRRfX1/luuuuUzZu3FjsGE8/M0+rUZf0Xopas2aNArh9uFsK4JNPPlGaNWum+Pj4KI0aNVLeeecdlyUOxo8fr7Rs2VLx9/dXdDqd0rhxY+Xxxx8vthSDJwkJCcqrr76q9OrVS4mKilK0Wq0SFBSk9OnTR/nmm2+KHZuWllb4u2IymZSBAwcqBw4cUOrVq1fs53Sln935qfxvvPGG8tZbbymxsbGKXq9XevbsqezatcvtOS/27bffKj169FD8/PwUPz8/pXnz5sqkSZOUgwcPKoqiKMeOHVPGjRunNGrUSDEYDEpwcLBy3XXXKStXrrzkZ6YoinLTTTcpffv2dSk/vyyCu8eaNWtKPGdJv7MXq1evnsfr3HPPPYqiKIrValVmzJihNGjQQNHpdEpsbKwyffp0JT8/3+V8P/30k3LNNdcoRqNRCQgIUDp37qx8+eWXhfXupvLv37+/cIkSUTWpFEWW5xRCiJrgxIkTNGjQgDfeeKNCVo4uD3/88Qe9e/fmwIEDbmfV1QZTp05l/fr1bN++XVqOqigZcySEEKLS9OzZkwEDBlRKV2xVlJKSwpw5c3jppZckMarCZMyREEKISvXrr796OwSvCQkJITs729thiEuQliMhhBBCiCJkzJEQQgghRBHSciSEEEIIUUS1SY5mz55N27ZtCQgIICAggG7duhXrt87Pz2fSpEmEhIRgMpkYOnQoCQkJxc5x6tQpBg8ejK+vL+Hh4Tz66KMui5kJIYQQonarNgOy69Spw6uvvkqTJk1QFIX58+fzn//8hx07dtCqVSseeughli5dypIlSzCbzUyePJlbb72VDRs2AM5dxQcPHkxkZCQbN27k3LlzjB49Gp1OxyuvvFLqOBwOB3Fxcfj7+8tMAyGEEKKaUBSFrKwsoqOjXTYNd3dwtRUUFKTMmTNHSU9PV3Q6nbJkyZLCuvOLbG3atElRFEVZtmyZolarlfj4+MJjZs+erQQEBCgWi6XU1zx9+rTHBcTkIQ95yEMe8pBH1X6cPn36kvf6atNyVJTdbmfJkiXk5OTQrVs3tm/fjtVqLbZDefPmzalbty6bNm2ia9eubNq0iTZt2hAREVF4zMCBA5k4cSJ79+71uMmkxWIptl+Q8u/49dOnT1eZvaSEEEIIUbLMzExiY2NLtb1TtUqOdu/eTbdu3cjPz8dkMvH999/TsmVLdu7ciY+PD4GBgcWOj4iIID4+HoD4+PhiidH5+vN1nsycOZMZM2a4lJ8f+ySEEEKI6qM0Q2KqzYBsgGbNmrFz5042b97MxIkTGTNmDPv27avQa06fPp2MjIzCx+nTpyv0ekIIIYTwrmrVcuTj40Pjxo0B6NChA1u3buW9995j2LBhFBQUkJ6eXqz1KCEhgcjISAAiIyPZsmVLsfOdn812/hh39Ho9er2+nN+JEEIIIaqqatVydDGHw4HFYqFDhw7odDpWrVpVWHfw4EFOnTpFt27dAOjWrRu7d+8mMTGx8JgVK1YQEBBAy5YtKz12IYQQQlRN1ablaPr06Vx//fXUrVuXrKwsFi1axNq1a/n9998xm83cc889TJs2jeDgYAICAnjwwQfp1q0bXbt2BWDAgAG0bNmSUaNG8frrrxMfH8/TTz/NpEmTpGVICCGEEIWqTXKUmJjI6NGjOXfuHGazmbZt2/L777/Tv39/AN555x3UajVDhw7FYrEwcOBAZs2aVfh6jUbDL7/8wsSJE+nWrRt+fn6MGTOGF154wVtvSQghhBBVkOytVkaZmZmYzWYyMjJktpoQQghRTZTl/l2txxwJIYQQQpQ3SY6EEEIIIYqQ5EgIIYQQoohqMyBbuLLbHeRnW1GpVBhNOlRq2QhXCCGEuFKSHFVTmSl57F1/lsPbElFrVLTsEU3TThGYggzeDk0IIYSo1iQ5qoYyk/P49o3t5GYUFJZt+u4oBzfHM2RyO0mQhBBCiCsgY46qGbvdwd4/44olRuelns3h3JEML0QlhBBC1BySHFUz+dlWjmxL9Fi/b2McVou9EiMSQgghahZJjqoZlQo0Ws8DrzVaNSr5qQohhBCXTW6j1YzR34eWPaM91rfpXQetTlOJEQkhhBA1iyRH1YxKpaJxh3BCY00udfXbhrotF0IIIUTpyWy1asgUaGDwA22JP5bJ/o1xqLVq2vSKIaSOCb8AvbfDE0IIIao1SY6qKVOQgcYdDNRrE4JKpUKrk0ZAIYQQojxIclTN6XxkfJEQQghRnqS5QQghhBCiCEmOhBBCCCGKkORICCGEEKIISY6EEEIIIYqQ5EgIIYQQoghJjoQQQgghipDkSAghhBCiCEmOhBBCCCGKkORICCGEEKIISY6EEEIIIYqQ5EgIIYQQoghJjoQQQgghipDkSAghhBCiCEmOhBBCCCGKkORICCGEEKIISY6EEEIIIYqQ5EgUk2fNw2KzeDsMIYQQwmu03g5AVA0JOQlsT9jOD0d/wEftw/Bmw2ke0pxQY6i3QxNCCCEqlSRHgoScBB5Y+QCH0g8Vlq07s47rYq/j2W7PSoIkhBCiVpFutVrOoTj49fivxRKj89acXsOhVNdyIYQQoiaT5KiWS81P5ZvD33is/+rgVzIGSQghRK0iyVEtpygKNofNY73VYUVBqcSIhBBCCO+S5KiWC9IHMaj+II/1tzS+BYPWUIkRCSGEEN4lyVEtp9Voub3Z7YQZw1zqWgS3oH14+8oPSgghhPAima0miDHFsPCGhXx76Ft+Pf4rOo2OO5reQf96/Qn3Dfd2eEIIIUSlUimKIgNKyiAzMxOz2UxGRgYBAQHeDqdc2Rw20vPTUalUBBuCUalU3g5JCCGEKBdluX9Ly5EopFVrCfWVNY2EEELUbjLmSAghhBCiCEmOhBBCCCGKkORICCGEEKIISY6EEEIIIYqQ5EgIIYQQoghJjoQQQgghipDkSAghhBCiCEmOhBBCCCGKkORICCGEEKIISY6EEEIIIYqQ5EgIIYQQogjZW62KSM1LJceWg0alIVAfiK/O19shCSGEELWSJEdelm/LZ2/KXl7Z/AqH0g6hVWkZWH8gD171IDH+Md4OTwghhKh1pFvNyw6nH2bc7+M4lHYIAJtiY+nxpYxfPp74nHgvRyeEEELUPpIceVGGJYO3tr2FQ3G41J3JPsPe5L1eiEoIIYSo3SQ58qI8Wx47End4rF9/Zn0lRiOEEEIIkOTIq9QqNUH6II/1EX4RlRiNEEIIIUCSI68KMYQwquUoj/WD6g+qxGiEEEIIAZIceZVGreGmRjfRPbp7sXK1Ss3L3V8m0i/SS5EJIYQQtZdM5feyMN8wXunxCudyzrH53GYC9AF0juxMmDEMo87o7fCEEEKIWkeSoyog2BhMsDGYVqGtvB2KEEIIUetJt5oQQgghRBGSHAkhhBBCFCHJkRBCCCFEEdUmOZo5cyadOnXC39+f8PBwbr75Zg4ePFjsmPz8fCZNmkRISAgmk4mhQ4eSkJBQ7JhTp04xePBgfH19CQ8P59FHH8Vms1XmWxFCCCFEFVZtkqN169YxadIk/vrrL1asWIHVamXAgAHk5OQUHvPQQw/x888/s2TJEtatW0dcXBy33nprYb3dbmfw4MEUFBSwceNG5s+fz7x583j22We98ZaEEEIIUQWpFEVRvB3E5UhKSiI8PJx169Zx7bXXkpGRQVhYGIsWLeK2224D4MCBA7Ro0YJNmzbRtWtXfv31V2688Ubi4uKIiHCuPv3RRx/x+OOPk5SUhI+PzyWvm5mZidlsJiMjg4CAgAp9j+UhMSeRcznnSMxNJNY/lnC/cIINwd4OSwghhKhUZbl/V9up/BkZGQAEBztv9Nu3b8dqtdKvX7/CY5o3b07dunULk6NNmzbRpk2bwsQIYODAgUycOJG9e/dy1VVXVe6bqGDH0o8xYeUEzuWcKyxrF9aON3u9KQtMCiGEEB5Um261ohwOB1OnTqV79+60bt0agPj4eHx8fAgMDCx2bEREBPHx8YXHFE2Mztefr3PHYrGQmZlZ7FEdJOYmMnHlxGKJEcCupF3M3DKT7IJsL0UmhBBCVG3VMjmaNGkSe/bs4auvvqrwa82cOROz2Vz4iI2NrfBrloeEnATicuLc1q05tYbU/NRKjkgIIYSoHqpdcjR58mR++eUX1qxZQ506dQrLIyMjKSgoID09vdjxCQkJREZGFh5z8ey188/PH3Ox6dOnk5GRUfg4ffp0Ob6bipOSn+KxTkEhz5ZXidEIIYQQ1Ue1SY4URWHy5Ml8//33rF69mgYNGhSr79ChAzqdjlWrVhWWHTx4kFOnTtGtWzcAunXrxu7du0lMTCw8ZsWKFQQEBNCyZUu319Xr9QQEBBR7VAcxphiPdQaNAZPOVInRCCGEENVHtRmQPWnSJBYtWsSPP/6Iv79/4Rghs9mM0WjEbDZzzz33MG3aNIKDgwkICODBBx+kW7dudO3aFYABAwbQsmVLRo0axeuvv058fDxPP/00kyZNQq/Xe/PtlbtQYyidIzqzJWGLS93IFiMJNYZ6ISohhBCi6qs2U/lVKpXb8s8++4yxY8cCzkUgH374Yb788kssFgsDBw5k1qxZxbrMTp48ycSJE1m7di1+fn6MGTOGV199Fa22dHlidZrKH58Tz9vb3mb5yeXYFTtGrZFRLUdxZ/M7CTGGeDs8IYQQotKU5f5dbZKjqsLbyVFedgH52VbsVgd6Xy2+gXo0Gs+9oznWHFLzUsmz5+Gn8yPMGIaP5tLrOQkhhBA1Sa1Y56g2Sk/IZeW8fSQcdy4n4GPQ0OU/DWnSKQKjyX3C46fzw0/nV5lhCiGEENVatRmQXdtlpebzwzt/FyZGAAX5dv5YfJjT+2RavhBCCFFeJDmqJpJPZ5GTXuC27q8fj5GTYankiIQQQoiaSZKjaiLhhOeVubNS8rFbHZUYjRBCCFFzSXJUTQRFeh43ZPDToda4n80nhBBCiLKR5KiaiGpkRqfXuK27akBdfM01a50mIYQQwlskOaomTMEGbpraHoNJV6y8+TWRNO8WiVotLUdCCCFEeZCp/NWEWq0iol4AdzzZiew0CwX5NsyhRoz+OvS+ukufQAghhBClIslRNaJSq/APNuAfbPB2KEIIIUSNJd1qwiusdiuZlkwsNlmCQAghRNUiLUeiUlntVs5mn+Wrg1+xO2k3dQPqMrrlaOoG1JWVvIUQQlQJkhyJSrUnZQ/3/H4PVocVgH+S/+GXY7/wSo9XGFB/AHqNzLoTQgjhXdKtJipNUm4ST/7xZGFiVNQLm14gOS/ZC1EJIYQQxUlyJCpNuiWdM9ln3Nbl2/M5m3W2kiMSQgghXElyJCqNoiiF/1+tUhNiCMFf519Y5lBkCxQhhBDeJ2OORKUJ1AcS5RvFgAYD6BLZhTPZZ/DT+WHQGFi0fxGx/rHeDlEIIYSQ5EhUnjDfMGb1m8Unuz/hgVUPFJb76fx4teermPVmL0YnhBBCOEm3mqhUm89t5tfjvxYry7HmMG3tNNIsaV6KSgghhLhAkiNRaZLykpi7Z67bOqvDyh9n/qjkiIQQQghXkhyJSuNQHCTlJXmsP5ZxrBKjEUIIIdyT5EhUGh+1D00Cm3is7xjRsRKjEUIIIdyT5KiWyrflcybrDL8c/YWvDnzFwdSDpOVX7JifYGMw0zpOc1sXYgihXVi7Cr2+EEIIURoyW60WyrXmsvb0Wp7880nsir2wvH+9/jzZ5UlCjaEVdu22oW15teervLH1DVLyUwBoH9aeF7u/SJQpqsKuK4QQQpSWJEe1UHxuPE/88QQKSrHyFSdX0DGiIyOaj0ClUlXItQP0AVzf4Ho6RHQgsyATH7UPgfpAAg2BFXI9IYQQoqykW60WWnZsmUtidN5nez+r8D3O1Co1kX6RNA1qSn1zfUmMhBBCVCmSHNVCZ7Lc728GkJKXUqyrrarKteaSnp+O1e66ia0QQghxJaRbrRa6ts61LD2+1G1du7B2GLXGSo6o9NLz0zmYdpB5e+eRlJtEt+hu3N70dmJMMWjUGm+HJ4QQogaQ5KgWuiriKiJ8I0jITShWHmYM4+muT5OYm8jxjOMEGYII1gfjr/f3cKbKlWnJZP7e+czZM6ew7GDaQRYfXMznN3xO06CmXoxOCCFETSHdarVQlF8Unw36jN51eqNWOX8FOkZ05KN+H/HIuke49adbGfXrKIZ8P4RXtrxCUq7nhRsrU3J+crHE6Lw8Wx6vbH6FDEuGF6ISQghR00jLUS0V6x/LzJ4zSbekY3PY0Kl1jF8+njPZF8YjKSj8cuwXAn0CmdphKnqt3osRw7b4bR7rtidsJ9OSKZvXCiGEuGLSclSFpeSlcCj1EFvPbeV4xnEy8su3ZcTkY6KOfx3qm+uTlJdULDEqasnhJSTnV+wMtvLgaQaeEEIIURbSclRFnco8xdQ1UzmcfriwrHtMd2ZcM4MI34hyv15JM9gsdgt51rxyv2ZZdYrs5LGuQ0QHaTUSQghRLqTlqApKzk1m8urJxRIjgA1nN/D2trfJseaU+zVj/WM91hk0Bow6789gCzGEcE/re1zKjVojT3Z5UpIjIYQQ5UKSoyooMc85W8yd30/8TkpeSrlfM9oUTf2A+m7rRrQYQZgxrNyvWVYB+gDGthrLnAFz6B7dnWZBzRjTcgzfDPmGRuZG3g5PCCFEDSHdalVQSbPD7IqdXFtuuV8zzDeM2f1m8+j6R9mTvAcAjUrDrU1uZXTL0fhofMr9mpcj0BBIl6gutA5tjdVuxU/nh06j83ZYQgghahBJjqqgSL9Ij3U6tQ6TzlQh163jX4dZfWeRmp9Kni0Ps95MiCEEX51vhVzvSvjp/EByIiGEEBVAkqMqKMw3jNYhrdmTsselbmiToYQYQyrs2kGGIIIMQRV2/qoqqyCLrIIsVKgw681VMiEUQghROWTMURUUbAjm7d5vc030NYVlGpWGoU2Gcn/b+6v09h7Vjc1h40jaER5d9yiDvh3E9d9dz7Mbn+V05mlvhyaEEMJLVIqiyOIwZZCZmYnZbCYjI4OAgICKvZYlk9T8VHJtufjr/Ak1hlaJWWM1ycnMk9z+8+3k2YovVRBiCGHR4EVEm6K9FJkQQojyVJb7t3SrVWEB+gAC9BWbgNVmFpuFBXsXuCRGACn5Kaw+tZq7WtyFSqXyQnRCCCG8RbrVRK2VVZDFhrgNHutXn15dITMDhRBCVG2SHIlaS6PWYPbxvHBkkD4IrUoaV4UQoraR5EjUWkGGIMa0GuOx/q4Wd3l9s10hhBCVT5IjUat1jurMwPoDXcrHtR5HQ3NDL0QkhBDC22S2WhlV5mw1UTnS8tM4l3OOtafXolPruK7udYQbw2UwvBBC1CAyW02IMji/8GXLkJbeDkUIIUQVIMmRuGKZBZlk5GdgU2yYdCbCfL2/Sa0QQghxuSQ5ElfkZOZJXtn8ChvjNgIQY4pheufpdIzoiJ+Pn5ejE0IIIcpOBmSLy3Yu+xzjfh9XmBgBnM0+y+TVkzmQdsCLkQkhhBCXT5Ijcdl2Je0iMTfRbd2b294kPT+9cgMSQgghyoEkR+KybYrb5LFuX8o+8u35lRiNEEIIUT4kORKXLTYg1mNdqDEUtUp+vYQQQlQ/cvcSl61/vf5oVBq3dXe3upswo8xaE0IIUf1IciQuW6RvJO/0fgcftU+x8uvrX8+gBoNkN3shhBDVkkzlF5dNr9XTPaY7P938EwdSD5BVkEXrsNaEGkIJNAR6OzwhhBDiskhyJK6Ij8aHGP8YYvxjvB2KEEIIUS6kW00IIYQQoghJjmqJPGsemZZMHIrD26FcUoYlgwxLhrfDEEIIUUtJt1oNl5afxuG0w8zfN58MSwbXxV7HoAaDiDFVvW6whJwENsRtYMmhJSiKwtAmQ7m2zrVE+EV4OzQhhBC1iEpRFMXbQVQnmZmZmM1mMjIyCAgI8HY4JcqwZDBr5ywWHVhUrDzYEMyC6xdQL6CelyJzlZCTwORVrtuONAlswux+syVBEkIIcUXKcv+WbrUaLCEnwSUxAkjNT+X9He+Ta831QlTu/XXuL7f7sR1OP8y6M+u8EJEQorqz2h3kWKzY7VV/OIGoWi6rW+3UqVOcPHmS3NxcwsLCaNWqFXq9vrxjE1do1alVHutWnlzJwx0exlfnW4kRuZdpyWTJoSUe67899C0D6g2Q5QGEEKWSW2DjdGouCzae5GhyNlfFBnFHpzrUCfRFp5U2AXFppU6OTpw4wezZs/nqq684c+YMRXvjfHx86NmzJ/fddx9Dhw5FrZZfvqrArtg91in//q9akLUkhRClVGCzs+5QEg988Tfnb1N/HUvl0w3HWXRvVzrUC/JugKJaKFUWM2XKFNq1a8fx48d56aWX2LdvHxkZGRQUFBAfH8+yZcvo0aMHzz77LG3btmXr1q0VHbcohT51+3isuzbmWgJ8qsaYqQB9ALc3vd1j/dAmQ6XVSAhRKolZFh7+ehcXj6a12Bw8tHgniZmyIba4tFK1HPn5+XHs2DFCQkJc6sLDw+nTpw99+vThueee47fffuP06dN06tSp3IMVZRPlF8WNDW/kl2O/FCs36Uw81OEhTD4mL0XmqmtUV1qGtGRfyr5i5U0Dm9KrTi8vRSWEqG7i0vPILXDfan4qNZe03ALCAwyVHJWobmS2WhlVp9lqACl5KexI3MG8vfPItGTSs05PhjcbTox/DGpV1er+TMhJYOO5jXxz8BsUnFP5e8T0kJlqQohS23g0mTv/b7PH+mVTetAy2lyJEYmqotJmqyUnJ7N06VJ++uknzp07dyWnKpX169czZMgQoqOjUalU/PDDD8XqFUXh2WefJSoqCqPRSL9+/Th8+HCxY1JTU7nrrrsICAggMDCQe+65h+zs7AqP3VtCjCH0q9ePWX1n8dmgz5h69VRiA2KrXGIEEOEXwS2Nb2F2v9nM7jeboU2HSmIkhCiTOkG++Gjc/30L89cT5Ofjtk6Ioi77Dvntt9/SuHFjZsyYwXPPPUejRo347LPPyjM2Fzk5ObRr144PP/zQbf3rr7/O//73Pz766CM2b96Mn58fAwcOJD//Qh/zXXfdxd69e1mxYgW//PIL69ev57777qvQuKuCAH0AIcYQdBqdt0O5pAB9AGa9fLMTQpRdmMmHJ65v7lKuUsHMW9sQ4S9dauLSSt2tlp2djcl0YYxK27Zt+eabb2jatCkAS5cu5d577yUuLq5iIr2ISqXi+++/5+abbwacrUbR0dE8/PDDPPLIIwBkZGQQERHBvHnzGD58OPv376dly5Zs3bqVjh07AvDbb79xww03cObMGaKjoy953erWrSaEELVNem4B+89l8t6qw5xOzaNVdAAP9m1Co1A/fPWyMURtVSHdah06dODHH38sfK7VaklMTCx8npCQgI+P95orjx8/Tnx8PP369SssM5vNdOnShU2bNgGwadMmAgMDCxMjgH79+qFWq9m82X0ftcViITMzs9hDCCFE1RXo60O3RqF8Mqoj3z9wDW8Pa0ebGLMkRqLUSv2b8vvvvzNp0iTmzZvHhx9+yHvvvcewYcOw2+3YbDbUajXz5s2rwFBLFh8fD0BERPExKhEREYV18fHxhIeHF6vXarUEBwcXHnOxmTNnMmPGjAqIWAghREUKMOoIMFb9oQSi6il1clS/fn2WLl3Kl19+Sa9evZgyZQpHjhzhyJEj2O12mjdvjsFQ8/pyp0+fzrRp0wqfZ2ZmEhsb68WIhBBCCFGRyjwge8SIEWzdupVdu3bRu3dvHA4H7du393piFBkZCTi794pKSEgorIuMjCzWFQhgs9lITU0tPOZier2egICAYg8hhBBC1FxlSo6WLVvGW2+9xbZt25gzZw6vv/46d911F48++ih5eXkVFWOpNGjQgMjISFaturCfWGZmJps3b6Zbt24AdOvWjfT0dLZv3154zOrVq3E4HHTp0qXSYxZCCCFE1VPq5Ojhhx/m7rvvZuvWrdx///28+OKL9OrVi7///huDwcBVV13Fr7/+WpGxkp2dzc6dO9m5cyfgHIS9c+dOTp06hUqlYurUqbz00kv89NNP7N69m9GjRxMdHV04o61FixYMGjSIe++9ly1btrBhwwYmT57M8OHDSzVTTQghhBC1gFJKwcHByrZt2xRFUZSUlBSlSZMmxer37t2r9OjRo7Snuyxr1qxRAJfHmDFjFEVRFIfDoTzzzDNKRESEotfrlb59+yoHDx4sdo6UlBRlxIgRislkUgICApS7775bycrKKnUMGRkZCqBkZGSU51sTQgghRAUqy/271Osc1a1bl7fffpvbbruNXbt2MWrUKP75558KS9qqKlnnSAghhKh+ynL/LvVstZkzZzJ69GimTJlCbm4u8+fPv+JAhRBCCFEzZeQVkJ5rBcBs1BHoW322binTxrMpKSkcO3aMJk2aEBgYWIFhVV3SclRObBbISQKHDXxM4Bfq7YiEEKKYbIuV9BwrDsBs0GKuRjd3b3I4FI4kZfPsj3v461gqAB3rB/Hif1rTJNyE1sPedxWtLPfvMiVHQpKjcpF5Fv58D3YsAGseRLaBQa9BdDtnoiSEqHWsBXZsFjtaHzW6KrCS9fHkHGYu28/K/Qk4FOjSIIjnbyp+c7fbHSRkWcjIs6LXqgn286lWrSMV5VRKDoP/9ydZFluxcqNOw7L/9qRBqJ9X4qqQ7UMuXh9o586djBkzhu7du3Pbbbexdu3aywpWeJ/NbiPTkonFZqn4i2XFw5cjYMvHzsQIIH43zB8McTsr/vpCiCrFarGTfCaLNQsP8MM7O1g5fz+JJzMpyLdd+sUV5ExaLrfN3sjyfc7ECGDz8TRu/nADp1JzAef+bYu3neb69/7g+vf+oM9b67hv4TZOJOd4Le6qwGZ38PW2My6JEUCe1c78jccpsNm9EFnZlDo5ioqKKkyQNm7cSOfOnTl58iTdu3cnMzOT/v37s379+goLVJQ/m93GycyTvLfjPR5Y9QDPbXyOfcn7yCrIqriLphyBc7tcyxUFfnsCcpIr7tpCiCrF4VA4czCVxS9v5fDWBFLjcjj2dxJLZm7jxD8p2G2OSo9JURR+35tASk6BS53F5uCjdUfJK7Cx/lAyT36/h4w8a2H9luNp3Pl/f3Euw7vr/nlTtsXG+sNJHus3HEkhy4uJb2mVuu2yaO/b888/z6hRo5g7d25h2dSpU5kxY0axRRhF1bY/bT93/3Y3FruzxWhX0i6WHl/KjGtmcEODGzBoK2DV82PrPNfF74aCHBl/JEQtkZNuYfWCA85FWS6ydtEBohqb8Q+u3N0XcgvsrNyf4LF+w5EUkrIsvP77Abf1cRn5HIjPIspsrKgQqzS9VkOYv95jfai/Hh+td8YclcVlRbhnzx7uvffeYmX33ntvrZzaX10l5yXz1J9PFSZGRb3010sk51VQC44p3HOdzghqTcVcVwhR5eRnW8nPtrqts+bbycmohK7+i+g0akJNnscNBfnpABVn0jy3Du04mVYBkVUPRh8N9/Vs6LF+Yq9G+Buq/mbAZUqOsrKyyMzMxGAwoNcXzwwNBgO5ubnlGpyoOBmWDI5nHHdbZ3VYPdZdsUZ9QOXh1+6q0eAXVjHXFUJUO6pyPp/DoZCcZSE5y4LD4X4uko9Wzd3dG3g8x/3XNsKgU2M2er7BNwir3RNLmkb482Cfxi7l9/RoQOuY6jGRqUxTApo2bQo4u9i2bdvGVVddVVi3d+9e2YKjGrnUJEW7UkED5vyj4LZP4ZtxoBQZTxDVDnr8F7Sem2OFEDWL0V+H0V9HXpZr65GPQYOv+fL+HqRkW8gtsKNRqwg1Obtx4tLz+GlnHEu2nwbgtg6x/Kd9NNGBrt1fDUP9eKhfE95ZebhY+c3tY+jaMIRgXx3jezTgrRWHXN+TTkOHeoGXFXdNEeTnw709G3Jz+xg2HUvBoSh0axhCeIChxKSyKil1crRmzZpiz6Oiooo9P378OPfdd1/5RCUqnFlvpo5/Hc5knXGp06g0NApsVDEX9vGFJgPhwe1wZDVkJ0DD3hDSGPwjKuaaQogqyc+sp+/Yliz9YBfFvq+p4LrRLfA1l21afK7Fxq4z6cz4eR8H4rMw6NTc0TGW8T0b8MDnf7MnLrPw2Nd+O8DX207zxfguLglSoK8Pd3dvwI1to1l7MBGLzUHvZuFEmg0E+zljGtY5liNJ2fy4M67I63S8NrQt6w4mMqBVFBEBlTteqioJMOoIMOpoFF49W9FknaMyqknrHG09t5X7VtyHTSk+c2Bah2kMazYMX52vlyITQtQW1gI7mcl57Fp1muTT2QRF+XJVv7oEhBnxMZRtvaO/jqUw/JO/XMpbRQcwsms9pn+326Xuhf+0YlTXeqhUZe/ES88t4GxaHn+fSifAqEWtUvHRuqPsjcuka8NgPrjzakJN0hpeVVTI9iGi5mkT1oYlQ5bw6Z5P+Sf5H6JN0dzb5l6aBjWVxEgIUSl0PhpCok1cO7wZNosNrY8GrU/ZJ2akZFuY8fNet3V74zIx6jQE+epIyy3ehbdk2xmGtIsm6DIWbyywO5jy1Q7Scq3kW+3kFlwYjvDXsVTOpuVJclRNlVtyNGbMGE6fPs3q1avL65Sighm0BhoHNeaZbs+Qa81Fr9FjkhWqhRBeoNWp0eouf3Xp3AI7+895XqPtnzPpNAozse2imWRaterypm0DORY7R5M8L/q49UQq7WIDL/PswpvKLTmKiYlBra76axcIV0atESVPg8PiwOqwozPIdHohRPWiUasw6jTkWd1PJjH7+hRr2TlvVLd6l71nmlatQqtWYfMw8+38+CRR/ZRbcvTKK6+U16lEJcrNLODUvlR2LD9JXlYB0U2C6DS4PoHhRjQ6SZKEENVDqEnPsE51mLfxpEudWgWd6gfxzkWzyzrUC+Kaxpe/6GyInw83tovihx1xLnVatYqO9YMv+9zCu2TMUS2Wn21lwzeHObTlwmqwR/9O5PiuJG599Goi6pu9GJ0QQpSej1bN/b0asf1kGrvPXpiVplbBB3deTcNQPz4a2YEvNp9EUeCuLnW5ul7QFc0o89VreXRgc/45ncGxInuqadQqZt11NeElrBQtqrYyzVZbsWIFf/75J7169aJPnz6sX7+emTNnYrFYGDVqFHfffXdFxlol1KTZaslnsln80ha3dWF1/RkypR3GElaKFUKIqiYxM5/jyTlsPJpCmL+eHo1DiTAbMP7bEp5XYEdBwden/NoG4jPzORSfxYYjyUQHGunVNIxIswGDtL5XKRUyW+3zzz/n7rvvpm3btrz99tu8//77PPTQQ9x22204HA4mTJiAv78/t9122xW/AVE5zh7yvMR90qksLLk2SY6EENVKeICB8AADXRqGuK03XsZMuEuJDDAQGWDg2qaywn9NUerk6K233uKtt95iypQprFq1iiFDhvDyyy/z0EMPAdCyZUveffddSY6qEY2uhAH0KlCry3vxfiGEEKLqK/X0ssOHDzNkyBAA+vbti81mo2/fvoX1gwcP5sAB97sUi6qpTrMgj5sX1W8Tgt6vCizznp8FifthxfPw3QTY/zNkug5+FEIIIcpLqVuOdDodBQUFhc/1ej0mk6nY87w8z7sUi6rHN8CHHrc34c+vi+8fZPTX0X1oE/RGL4/Xt2TDP1/BskculP3zJQQ3hNE/QWCs92ITQohqwGKzk2exY9Rr0GtlDFRplfru17hxYw4cOECzZs0AOHv2LP7+/oX1R48epU6dOuUfoagwPgYtzbtGEt0kkD1rz5CTUUC9NiHUbx2Cf4jrZoyVLutc8cTovNRjsP5NuP5V0FWBOIUQooJk5lk5m57Hku2nSckuYHCbKNrWMRNpLvlvX26BjVMpucz58zgH47NoGeXPuB4NqBviVzg4XXhW6uToySefJCgoqPD5xSO9t23bxh133FF+kYlKoffVEearo9edzXA4nKvUVhmHfvdc98+X0OsRMEvrkRCiZsrKs/LlllPM/PXCkJUfd8bRKMyPBfd0ISbQfYJkszvYcCSF+xZuK9zQd/fZDJZsP8Oc0R3p1SwcjYwpLVGpk6NbbrmlxPonnnjiioMR3qPWqFFXtS8T+eme62wWcDgqLRQhhKhs5zLziyVG5x1NyuHjdUd58voWpOYWcCo1l/RcK43D/Qg16ckpsPPwkp1cvFCPQ4FHvvmHXx7sQbSHxEo4ySKQoupq3B/Wv+G+rk5n0Pu7rxNCiBrg193nPNZ9ve00o7rW4/aPN5FeZDPdG9pE8uiAZmTl29y+LjWngJQciyRHl1CqPpRBgwbx119/XfK4rKwsXnvtNT788MMrDkzUPraMDCzHjpG7cyeWo0dxmGKgfk/XA9VauP418JWl+YUQNZenBAcg3+rgSGJ2scQIYNnueL79+yy9m4Z7PnGpl36uvUrVcnT77bczdOhQzGYzQ4YMoWPHjkRHR2MwGEhLS2Pfvn38+eefLFu2jMGDB/PGGx6+7QvhgTU+nnPPPEvOH38Ulvle043YN2ah3vctbJ4NealQryf0nwGhTb0YrRBCVLz+LSOY8+dxt3XdG4Ww60y627oFm07w0s2tWXMw0aUu0FdHiEm2NbmUUiVH99xzDyNHjmTJkiUsXryYTz75hIyMDABUKhUtW7Zk4MCBbN26lRYtWlRowKLmsWdmcu75GcUSI4DcjZs49d+niP3wAzTthoPiAB8TGGXPNyFEzdcwzI9O9YLYerL4bgY+GjX/7deECZ//7fZ1mfk26of6uZSrVPDqrW1kz7dSKNPeakVlZGSQl5dHSEgIOl0VWCywktSkvdWqCsuJExwbdL3H+oZLf0HfqFElRiSEEFVDQmY+320/w2cbT5CRZ+XapqE8MqAZ2RYbQ2dvcvuamEAjSyZ0IyWngNlrjnA4MZtmkf5M6NWIhqF++Opr53DjCtlb7WJmsxmzWb7BiyvnyMwqsd7+byulEELUNhEBBu7r1YhbO9TB4VDwN+gwGbTEZ+RRJ8jImTTXxZcfG9iM6EAj0YFG3ry9HXlWO0YfTblutlvTVaFFbUR1ZktNxRofjy0lpcyvVQf4O9t7PdBIEi6EqMU0ahURAQaiAo2YDM4EJ9JsZNH4LlzT6MIGu2ajjpdubk2vZhc2wPXVawkx6SUxKiP5tMQVsWdkkLtjJ0nvvEPBsWPo6tUjbMqD+HbqhLbIoqEl0YaEYOrbl+yVK13qfLt2RRvifndtIYSozeqG+DH7rqtJzSnAYncQYNAR4a9Ho5F2jysln6C4bA6rlYylyzgzYQKWgwdRrFYKjhzh7JT/kv711zjy80t1Ho2/P5HPPI2pT59i5b7duxM98xU0gYEVEL0QQlR/Zl8fGoSZaB4ZQHSgURKjcnLZA7JrKxmQfUHB2TiODRmCkpvrUqfS6Wj46zJ8yrDfnj0zE1tqKo6sLNQmE5rgELTm2v0ZCyGEKB+VMiBbCHtaqtvECECxWrElJZcpOdIEBKCp5QmnEMI7HA6F+Mx8jifnkJhloWmEiUizgRA/mfZeG0lyJC6bSlvyEg4qn9qzxIMQovqyOxT2nM1g9KdbyMi7sOJ0t4bBvDPsKiLNBi9GJ7xBOifFZdMEB6Hz0DKkCQ2VgdRCiGohPiOPUXM3F0uMADYdS+X91YfJt9q9FJnwFkmOxGXThYcT8+47qHx9i5Wr9HrqvPcu2vAS9vYRQogq4kB8Fpke9jH7ZvsZkrMtlRyR8DbpVhNXxNCiBQ1//IHsdevI27ETQ+tW+Pftiy46GpVacm8hRNUXl+66kOJ5FpsDi81RidGIqqBMydG5c+dYtWoVwcHB9OvXDx8fn8K6nJwc3nrrLZ599tlyD1JUXSqNBp/YWIJHjoSRI70djhCiktkdCvEZeeyNy+RMWh6tYwKoF+JHRED1GafTMtrzQrNhJj2+PppKjKZ2y7XYyMy3odWoCPXiBrmlTo62bt3KgAEDcDgcWK1WYmJi+OGHH2jVqhUA2dnZzJgxQ5IjIYSoJRz/DmQeOWczWZYL3VKNwkzMH9eJOkG+Jby66qgbbKRFlD/7z7luZTRtQFMi/KtPolddFdjsnEzJ5f3VR9h0NIUgPx33X9uIa5uGEuaFz7/U/R5PPvkkt9xyC2lpaSQkJNC/f3969erFjh07KjI+IYQQVVR8Zj5jPttSLDECOJqUzfM/7SUr3+rhlVVLmL+BOWM6cX3rSNT/7mQU6Kvjxf+0YlCrSNRqz9sbifJxMCGbwf/7k592xZGUbeFQQjYPL9nFCz/vIzWnoNLjKXXL0fbt2/nwww9Rq9X4+/sza9Ys6tatS9++ffn999+pW7duRcYphBCiijmZkkN6rvsEaNWBRFKyC/A3VI8lPWICjbxxe1ueuL45FpsDk14rW3FUkrTcAp77aQ8FdtexXT//c46JvRsR7Ofj5pUVp0xjjvIv2g7iiSeeQKvVMmDAAD799NNyDUwIIUTVlpzt+Ru9olDtBjKb9DpM+uqRzNUkWflW/j6Z7rF+/eHkEseFVYRSJ0etW7dm48aNtG3btlj5I488gsPhYMSIEeUenBBCiKqrSbjJY12grw5/g0yIFpemQoVaBQ4Pm5kZdJXfelfqK44ePZo///zTbd1jjz3GjBkzpGtNCCFqkfAAPb2bhrmte7h/MyL8ZesNcWlBfjr6t4z0WN+zifvfsYokG8+WkWw8W5wtJQXFYgGNBm1oKCqNTHkVojZJyMzn43VHWbTlFPlWB2H+eh4d2Iz+LSIIquRxIqL6OpGcw+0fbSLpogU3p1/fnDu71C2XsWtluX+XOjnKz89n+fLlXHfddfj7+7tccO3atQwcOBC9vmZ/U5DkyMmemUnerl0kvv4GlsOH0QQGEnz3WAJvvRVtWOVn+UII7ymwOUjKysdic+DroyEiwIBKJTO8RNmcSctl7cEkVu5LIDxAz8iu9agf4kuAsXyS7ApJjt577z1++uknVq1a5ba+X79+3HzzzUyePLnsEVcjkhyBoihkrVjB2Sn/dakz9e9P1Asz0AYFeSEyIYQQ1V2+1Y5WrUJbzjMFy3L/LvWVv/jiC6ZOneqxfurUqSxYsKDUQYrqy5aYSMLLr7ity16xAltSciVHJIQQoqYw6DTlnhiVVamnEhw+fJh27dp5rG/bti2HDx8ul6BE1ebIysKWkOCxPn/vXgxNm1RiRJfPmpiIIysLlU6HJigIzUVdxkKI8pVjsZGZZwUVhPjp8dHKOkKi6il1cmSz2UhKSvI4Iy0pKQmbzf2uxqJmUfn4gErlXMjEDU1QYOUGdBns2dnkbtlCwssvYz0bByoVftdeS+TTT+ETG+vt8ISocRwOhRMpOby5/CAr9iWg06gZenUM9/dqVGybEUVRSMjMJzWnAAUI9vUhPMCARlapFpWo1MlRq1atWLlyJR06dHBbv3z58sJ91kTNpgkKwq9nT3LWr3epUxkM6JtU/Vaj/D17OPPApAsFikLOunWcPHyY+ou+QBfpeVppibITIfUYHFkFxiBoMgD8I0HveT0YIWqDU6m5/OeDDYVbjVjtdhb+dYo1B5P4+v5uRAcaKbDZ+ftUOg8t3sm5DOeiw8F+Prx6axt6NA7FVy/rJonKUer2zHHjxvHiiy/yyy+/uNT9/PPPvPzyy4wbN65cgxNVk8bfn8hnnkYXE128Qqejzgfvow0P905gpWRLTSXhtdfd18XFkbdnz+WdOOscLBkDnw6E9a/D79Phgw6w5xuwuG5oKURtYbHZmfPHMZc92ADOpOXx5xHnOMXTaXmMmru5MDECSM0p4P7Pt3MsOafS4hWi1Gn4fffdx/r167npppto3rw5zZo1A+DAgQMcOnSIO+64g/vuu6/CAhVVi09sLPW++IL8ffvI2bIVn9g6mHr2RBsZiVpXtZffVywWLPv3e6zP3fQXAf36le2kdjv8/Tmc3Oha9/N/oW43CGtWxkiFuDJJWRYSMvM5k5ZHlNlAlNlAeEDl73Cenmtl1YFEj/U/74pjcJtIvvjrJFa7a3e9osD7q4/w9h3t8JPWI1EJyvRb9vnnn3PTTTfxxRdfcOjQIRRFoVmzZsyYMYM77rijomIU5SirIIvU/FTybHn4+/gTaghFr728tal0kZHoIiPx79OnnKOsYGo1mqAg7Glpbqt1dS9jzFFOImye7bl+9zfQ56myn1eIy3QmLZf7Fm5nX1xmYVmDUD8+G9uJ+qF+lRqLRq3CVEJSYzbqcDgU/jmT4fGY/ecyyS2wS3IkKkWZf8vuuOMOSYSqqbjsOF7Y9AIb4jYAoNfoGdliJKNajiJEY3COl7FkOcfH+IXX2HEy2tBQgu8ZR9Kbb7lWajSYevcu+0kVB+Sne67POlf2cwpxmdJzC3hkya5iiRHA8eQc7lu4jUXjuxJaiVt7hJr0jOvRgOnf7XZbP6ZbffQ6LU3CTWw76f5LS/1QP6/ssSVqp1L/pjkcDl577TW6d+9Op06deOKJJ8jLy6vI2EQ5Ss5LZsrqKYWJEYDFbmHunrl8deBLrDu/gA86wsc9nf/95SHIjLuyizrsYM3zOKvNW1QaDYH/+Q+m/v2Ll/v4UOfDD9BFRJT9pD5+UPcaz/XNbyz7OYW4TCk5Bfx1LNVt3aGEbJJzLG7rKlLf5uH0bBzqUj7mmno0Cjfho1Uztnt9PE1Km9KncblsISFEaZS65ejll1/m+eefp1+/fhiNRt577z0SExP59NNPKzI+UU7ic+I5mHbQbd38fQu4pcPTRDv+HSzpsMPur6EgG26e5Zx1VRYFuZB+CrbPh5SDENsV2twG5rqgqRpN4tqwMKJemIHtwcnk7d6NxmzG0Lw52vBw1D6XsVS9MRAGvARz+jg/v6JCGkNU23KJW4jSyHUz8LmojDxrJUVyQXiAgbeHted4cjY/7YzD4KPh5vYxxAQaC/dgiw32ZfbIDjzy9a7CwdsGnZrnbmxF0whZg0xUnlLfqRYsWMCsWbO4//77AVi5ciWDBw9mzpw5qNXS1OlVdpuz2yY7ERQbmCLBFAG6CwMvT2We8vjyPFseue6SloPLICe5bMmRvQCOroavRzm7msA5rf3Pd2DsUoi5uvTnqmDaoCC0QUEYmjYtnxOGNYdxy+HXx+HsNtDqoe0IuPYRCIi+9OuFKCcBRh0atQq7w32rbZjJO3tghvnrCfPX07lBiNt6Xx8tfZqH89tD15KQkY9dUYgyGwgz6dHrZFNrUXlKnRydOnWKG264ofB5v379UKlUxMXFUadOnQoJTpSCNQ+O/wHf3XthzIvWAANfhta3OVs0gAg/z11FWrUWAx7asnOTAQ/rFuWlgc0CPqYL45Oy4uH7+y4kRoVx5jrLxy51Jm41kc4AdTrCXUucY7fUGvANLZakClEZQk16hnWsw6Itp13qBrSMINivfDbyrAg6jZqYQCMxgUZvhyJqsTKtkG0wFP8jr9PpsForv3lWFJF+Cr4aXrwrx5YPSx92tmTU7wFAHVMdInwjSMh13fbjxrr9Cdm31P35DYGuZbmpcHY7rHsNMs9C1FXQ+wln91HaSSjwsB5J8mHnay+RHNmSk7GlpGBPz0AbFoomOBhtoJs4qirfYOdDCC/x02t5qH9T9DoNizafwmJzoFWruOWqGB4e0IxA36qbHAlRFZQ6OVIUhbFjx6LXX2iOzc/PZ8KECfj5XZgW+t1335VvhMIzux22z3Md43Le2ldh2OdgDCTCL4JP+n/CA6se4Gz22cJDesb0ZHL9GzEuGOr6+qh2zpaPoizZsPljWPfqhbLMODj0K4z+EeyXSJY9xfqvgpOnODN5MpYi+/T5XXstUS++cHkDpcsiO8nZLajVg5/rwFEhqpMwfwOPD2rOuO4NyLbY8PPREGrSyyrTQpRCqf+VjBkzxqVs5MiR5RqMKCN7PiTu81yfetTZ7fZv11rDwIYsuH4BSblJpOWnEWWKIsQYQmBeNkS0grgdF14b3gLuWACmsOLnzEl0rv58McUBP06Ckd+BWgsONwNCTREltqhYk5I4PeF+Co6fKH7J9etJfPMtIp9/Do1fBazPkpMCJ/6Ata9A6nHnYo19n4M6nQo/u/Jgz87GnpqK5egx1AY9urp10YaFXd4AcCFKwaDTEBvse+kDhRDFlDo5+uyzzyoyDnE5tAaIvgqOrXVfH9bCOcW8iHDfcMJ9L9reQx8Idy6B7ARnN5l/JPhHgcnNNiCJB1zHE52Xfsq5IW3v6bD6xeJ1KhXc+I7zvB7YEhJcEqPzMpctI+zByeWfHBXkwNY5zsTovPjd8MVtcOO7cNVdoLny5MWWmkrKZ/NInTsXHM7PT2U0EvPmG/he0x2NUcYlCSFEVSHTzKoztQauGun55t37CTAElO5cpjCIbA1NBzq709wlRnDpRMFhh47j4K5vIKaD8zyN+sI9q6BBL2eS5IEtMcnzee12HLm5nusz4+D0Ftj/szO5ySnhXEXlJMEfb7ivW/EMZLmO0bocuVu3kvp//1eYGAEoeXmceXAKtrizJbxSCCFEZau1ydGHH35I/fr1MRgMdOnShS1btng7pMsTWNc51icg5kKZMQhu+8zZNVbeQps4x+S4E9HqwmDkJv2dCdJ96+H2eVCnwyVX3NZFeW5VUul0qD21GiUdhLkDYG5/WDwSPuoBX42CjFIkHVnnPI+TsmRBbsqlz3EJtpQUkj+c5b7S4SDjhx+u+BpCCCHKT61MjhYvXsy0adN47rnn+Pvvv2nXrh0DBw4kMdHzxohVlsbHuanp+JUw4U+4b53zvy1uAn0FLJpmioCbPnRtAfLxg//MAr8iY5R8gyEgqtStV9rwMAytW7utC7zjDrRhYa4VmXHw+VDIuGjK8ulN8PuTzgSnJJpLrPeiufIVeRWbDes5z9uHWI4ew2EredE+IYQQladWJkdvv/029957L3fffTctW7bko48+wtfXt/qu9q1SORcZjGwD0e3BXKfiVqLWGaDZ9TBhg7P7rEEvuO4p5/PINld0am1ICHX+9x6+1xTZhkOrJXDYHYTeOw61JRkyzxXrmiLjrGtidN7+ny7dvWaK8DwzLbih62y9y6A2GjG08NyK59ulM2qtzCASoirJyCvgXHoe8Rl52O0exlmKGqvW/UUuKChg+/btTJ8+vbBMrVbTr18/Nm3a5HK8xWLBYrmwD1FmZqbLMbWO3uTsQrv+DbBbQGuEclolXRcdTZ133saWmoojNxeNyQ+tOhP1D8Mhfpczkbnmv9BumDOxyS5hTJDicC4+WRL/KLhjISy82bmgZeF79Hd2B/pf+fIBmoAAwqY9xMnhI1zq1CYT/n37XvE1hBDlI99q53BCNi8v28eW46mYjTrGXlOf4Z3rEhEgEydqi1rXcpScnIzdbifiojVzIiIiiI+Pdzl+5syZmM3mwkdsbGxlhVr1abTO7rRy3j5GYzajb9AAY6tW+OTuRj23pzMxAud2JiuecW7RkZsKQfU8n0jnCz6X6FpUqyGmEzywGfq/CK1vQxn0Bo571mJVhWPPKbKgZX6mc5HLtBPO1cHLQN+kCXU+/ABt+IWuQX2zZtT7fCG6aNlaRIiq4sC5TG6etYG/jqXiUCAt18o7Kw8zedHfJGXlezs8UUlqXctRWU2fPp1p06YVPs/MzJQEqbJknnMmQe7s/R56PeZcdiC2m3OM0cW6PuCsvxStDoIb4Og0AWtcHMmzZ5P54zug0eDfvz/hjz+Gj08O/P40HP4NFAXq9YDrX3OuQl6KLkyNnx+mPn2o37o19vR0VFotmqAgtMGykrYQVUVaTgEzftnndk+6rSfSOJWaS5i/tB7VBrWu5Sg0NBSNRkNCQvHumISEBCIjXW+ker2egICAYg9RSSyZznWXPInb5RwAfttcaHkzqP79ddb5wrWPQpcJnmfWuVFw7BjHbhxC5o8/OQvsdrJ++w0l4bBzJtyhX52JEcDJP2FuP2crUimpVCp0EREYmjVD36iRJEZCVDHZFhs7TqV7rF97sJRLhIhqr9YlRz4+PnTo0IFVq1YVljkcDlatWkW3bt28GJlwodGVuC5S4erV5hj4zwfw4HbnwPAHNjuTo4tX9y6BPTubxPf+BxfNGjN27IDm3DpnF97FrHmw8X2wSlO7EDWBRq1Cr/V8Wwz0vfLZq6J6qJXdatOmTWPMmDF07NiRzp078+6775KTk8Pdd9/t7dBEUcYQaNgHjq5yrdMaILzlhed6/ytausCRnU2em7WufFs3Qxu/0fMLj6+D/AznLD4hRLUW7OfD0KvrsGjLKbf11zXzsDhuNZCVbyXbYkOrVhPmX/oW9Ytl5llJybGQlmPFT68lxORDqOnyz1dV1crkaNiwYSQlJfHss88SHx9P+/bt+e2331wGaYvK5cjPR3E40Pj+uxeU0Qw3vQeHVoAlAw78Ame2OfduG/Z5iVuRlJVKo0ETFISj6ABswJaZjVIvBI/tV75B5bIWkhDC+ww6DZP6NGbz8RSOJhX/WzDzljZEVMPxRnlWO0cSsnlz+UF2nEojzN/AxN4N6d0svMxJTUJmPi/+so+lu88VjjBoFR3ArLuupl5IBex76UUqRVFcR54JjzIzMzGbzWRkZMj4o3JiS04h/8AB0r74HEdePub//Ae/Ht3RabLhr4/g4C+gMzq3Sql/LRiCnItLlmNrjaIopH35JQkvFN8TTm020/D96eiWjXb/wjsWQMv/lFscQgjvi8/IY29cJiv2JRARYODGtlFEmQ2YDNXvi9Cmo8ncNWczF48xv6NjHZ68oQWBvqXbOzLPauOln/fzhZtWtUZhfnx5b1fCq/hSB2W5f9fKliNRddhSUoh/6SWyfvutsCzv779p9OUs+OWu4lPmVzwHdbvC7fPLvRtLpVIR0H8AORs2kl10PFpmJjZtGNprH0O1/vXiL2p/l3N1ciFEjRJpNhJpNtK3RfXuTUjKsvDU93tcEiOAr7edYXzPhqVOjpKyCvh6u/sFd48m5XAuI7/KJ0dlIcmR8CrLkaPFEiMA840D0eyd534toVN/QcLe0k3RLyNtWChRL76AddID5GzYiNrkh1+3bmjDwlCpW0Gb2+DISudebI37OVcl95UZZ0KIqikr38qx5ByP9TtOpdM0onRjNXMsNqx2zx1NZ9PzaBcbWNYQqyxJjoTXKHY7aYu/cin3794B9e7HPL9w5xfQqE/JM9kukzY4GG1wMMaWLV0rjWYIa1bu1xSitknNKSC3wIZGpSLU3wedRuPtkGokjbrkv5G+PqX/3E16LT4aNQUetlKJMtecViOohVP5RRWiKFBgdS2220se5KwzVkhiJISoWLkFNradSGXsZ1vo8doa+r29jjd+P8S5jDxvh1YjBfr60K2h+9ZtrVpFuzrmUp8rzF/PiM7uF0BuEm4iNaeAHEvN2UBbkiPhNSqtFvPQoS7l6b/9gb3prZ5fePWYCoxKCFFR9sZlcvvHm/jnTAYAOQV2Pll/jImf/03iv1tzZOQVsP9cJjN/3c/07/7hj8NJJGZW/7XECmwOciw2KnMOlNmo46Wb2xDi5zqu6PXb2pZpSr9Bp2HMNfW5qV00RRukrooN5JkbWzL9u90kZ1s8n6CakW414VWGVi0xtG9P/s6dhWXZa9djGz8bzamVkHK0+Avaj4TghpUbpBDiiqXmWHj+p724yw12nk7nRHIOeq2Gzzac4N2VhwvrvtxymvaxgXw0sgOR1bDrJiPPyvHkbOZtOEFiloU+zcMZ2CqS2GDfSrl+o3ATP07uzvpDyaw7lEidIF+GdYwlJsiI0adsKcCRxGzMRh2fjO6IxepAr1Oz/1wmU77aQXquldwCewW9i8onyZHwKl14OHXee5fsNWtI+2IRjvx8Aq4fhCqyCYz+CU5sgH8Wg48JutwHoc3AL9TbYZeeokB2Ajjszu5AGcAtaqkci529cZke6zcdTcHPR1ssMTpv5+l0vt52mkm9G6HRVJ8Oj6x8K4s2n+S13w4Wlm08msKstUf5ZkI3GoaZKiWOOkG+3NmlLnd0rIP2Cj6/mCAjC/86ycK/TrrU6bVqTPqak1LUnHciqi1dRARBw4fj378/isOBNjAQle7fMUfthkHLIaDSgrZ0U06rjOwE2PsDbHjX+f9jOsKAFyGilTPZE6IW0ahVGHRq8q3uB/S2ijGzZPsZj69f+NdJhnWKJaKSpos7HAoqlXOZj8uVmGUplhidl5pTwMvL9vPusPb4V+LaSVeSGAFEBBhoH2tm5+kMl7ox19QnPKDmrJRdfVJwUeNpQ0LQhYVdSIzO0/lWv8QoNxV+fRx+fQwy45wtR6c3w6cD4ZTrNiVC1HQhJh9u7+h+QK9KBW1jzKTmeB6zkp1fOeN1zmXksWz3OSYt+punftjD7jPppOcWlPia9NwCjiRms+t0OidScsi2OCeabDiS7PE1qw8kkp7rOiGlKgs16Zl1Vwf6NAsrnBPjo1Ezrnt97u3ZEL225sw6lJYjISpC1jnY+71ruaLAsofh7t/Av3ovMCdEWei1Gh7o1Yitx1M5EJ9VWK5SwTt3tMffoGVIu2h+2nXO7et7NQvDZKjYW1Zceh4j52wutjbQos2nmNKnMff0bIjZ6NrKcyYtl4e/3sXm487NqdUquOWqGJ68oQUFNvetZOD8U+CohhtURAcaeXf4VaT8uxxDgEFHqMmnzOOXqrqa9W6EqCrObPNcl3oMLJmSHIlaJyrQyPxxnTmSmM26Q0mE++vp2yKCiAA9Rh8tbWICaRph4lBCdrHX6bVqHu7fFJO+4rqgCmx2/u+PY24XTfzf6iNc3ybKJTlKzrYw8fPt7D57YSyVQ4Fv/z6LUafhzq71PF7v6nqBbpOt6iDAqCOgmsZeWtKtJkRFMJSwb49K5dw8V4haKCLAQPfGoTx5QwvG92xIg1A/fP9tdYg0G5h/d2fuv7YhAQYtWrWKfi3C+WlyDxqEVuzGpik5BSze6n57DIBfdsW5lCVmWYolRkUt3nYak4+G2zvUcanTa9W8cFPrUm/dISqf/IUWoowc+fnYEhPJ3rARW2ICft264VO/Prrw8AsHRV3lXMjS7mZMQeN+4BtSeQELUY1EBRp5ZGBT7u5eH0UBk0FbKYOWFQXyrZ6nomfmu/5bji9h8UqrXSHbYuPxQc3p1SyMj9YdJTW7gG6NQpjYuzH1Kmkqv7g8khwJUQaO/Hyy16/n7EPTwO78Q5oy+yP0LVoQO3sWush/93zzj4Rb58A3d4NSZNxBQDRc/3rJLUtC1HI6jYZIs7FSr+lv0HJd83BW7U90Wz+4TbRLWbi/55lzGrUKP72WUH89N7aN5ppGIdjsCv5GLUad3HqrOvkJCVEGtoTEYonReZb9+0n++BMinngctV4POgM06Q+TtjgHZqcdh0b9oG4XMLs2swtRXlJzCohLz+PXPfFoVDCwdSTRZiNBblZJvhLZ+VbiMvL5fsdZzqXn0b9lBFfXDSIqsHKTmvLib9Dx2MDmbDiS7LLcQKd6QTQMd+3WiwjQux0jBXBTuyhCTRemtgf71Zxp7rWBSqnMtcxrgMzMTMxmMxkZGQQEyLf/2ibt66+Jf/Y5t3UqvZ6Gvy7DJ9r1G6YQlSE5y8LMX/fz7d9ni5WP6BzLIwOaEWIqnxt0jsXGT7vimP7d7mLldYKMfHlv10pb/bm82ewOTqTk8u7KQ6w/lIRJr2XMNfW5+aoYj+srnUrNZeLn24stcDmgZQQv3ty60tZkEqVTlvu3tBxVZw4HqGVMfWWyJad4rFMsFrDVnOXzRfWz80y6S2IEzi04rm8dxbVNw8rlOolZFp78frdL+Zm0PN5cfpCZt7YpHGRdnWg1ahqHm3htaFuy8q2oVSpCTXrUJexuXzfYlwXjOpOcXUBWvpVgPx9CTD6YjTLYujqrfr+9AtJPw7E1cHg5BNaHq0Y6u2r0supyRfPr3BlPy7rpmzZB7Vc9vzGL6i8zz8on6495rP+/P47RoV4QfuWwxcMfh5Pc7pEGsPSfczw6sFm1TI7O89Nry/Q5hZj05dYqJ6qG6vvbW1slH4HPBkFO0oWyvz6AWz6GFjc59+8SFUZXrx6GNm3I3+36rTniySfRhsgsNOEdVruDjBJWXE7PtWK1e16UsCyy8m0e62wOBbtDRmuI6k36ZKqTvAxY+nDxxAicc1B/eACyErwTVy2iCwulzvvvEzRmNCqjMxHVN2tG3fnzMLZp4+XoRG0WYNTRt0W4x/r+LSPwL6eNQXs09rz5c5sYM/4VvJK1EBVNfoOrk7xUOL7WfZ3DBnHbIbh+ZUZUK+kiIwh/+GFCxo5FsdtRG43SYiS8TqdRM7xzXb7YfIqMvOItSEG+Om65KqbcdrSPCTLSq2kY6w4V/6KmUauYcVMrmZklqj1pOapOHJ6bsgEocF32XlQMtY8PuqgofOrUkcRIVBmxQUa+f+AaBrWORK1yJiuD20Tx/QPdy3UGWahJzxu3teWpG1oQEaBHr1XTs0koP07qTstomcUrqj+Zyl9GXp3Kn5UA826AlCPu6x/YDOHNKzcmIUSVk22xOscfqVQEGnXlMgjbHYdDISnbgsOh4KfX1vj9tkT1JlP5ayr/CLjxHVjwn+KrLgO0vwtMnscbCCFqD5NeV6GbtJ6nVqtkLR9RI0lyVN3EdIR7V8PKGXB2mzMh6j4Nmg4A32BvRydKQbFascbHk71mLfmHD+N79VX4du6MLjoalcrzeipCCCEqh3SrlVGVWSE7LwOsOc7d3aXFqNpQ7Hbyduzk1LhxKAUFheVqs5l6CxdiaNrEi9EJIUTNVZb7twzIrq6MZucmppIYVSu2xETOTJ5cLDECcGRkEPfIw+w/upldibtIyfO8ErcQQoiKJcmREJXImpCAPT3dbZ3l0GE0GTmM/HUk09ZMIzHX/e7gQgghKpYkR0JUIkdubskH2Jzr0/yd9Ddf7PsCq93zisdCCOFJgc3OieQcPv3zOM/+uIdlu88Rl57n7bCqDRmQLUQl8qlTx7lZsMN1Gwd1QAAZ+gvliw8tZkSLEUT6RVZmiEKIaq7AZmfT0VTumb8V279buSzYdJKIAD2L7+tG/VA/L0dY9UnLkaiZHA7IjHNu0ptddbqnNCEhBI8d47ZOP+Ve5pz7tvB5jjUHu2KvrNCEEDVEYpaF+z/fVpgYnZeQaeHpH/a4rKAuXEnLkah5shNh9xL48x3nPnShTaH/C1C3GxgDvRqaxs+PkPHj0TduTPKHs7DGxaFv3BjNpDEs9TvGxmObC49tFtQMo1Y2EhZClM2RxGzyre43Gf7zSDJpOQWYZcHOEklyJGqWvHRY8RzsWnShLPkQfDkcbp4NbYeBWuO18AC0wcEE3norfj17Yi3I48/EzfzvxGecTDhZ7LjHOj1GsEHWrhJClM2lWoYK7O4TJ3GBdKuJmiUnsXhiVNTypyErvnLjKYEuLAzfmLq0adqDq8OvRqd2fpNraG7IJ/0/oVVIKy9HKISojlpGeV7DJzLAQIBB2kUuRT4hUbMkHfJcl5sC+elgjqm0cEojyi+KJ7s8yYR2E7A5bPjp/Agxyma2QojLE+av56Z20fy0K86l7rkhLWXLl1KQ5EjULIZLrFqu8amcOMrIoDUQbYr2dhhCiBog0NeHZ25sQds6Zj5ed4ykbAstovx56oYWtI0NlG2KSkGSI1GzBDUAfQBYMl3rYruCr7TICCFqvjB/A+O6N2BI22hsioJBqybEpPd2WNWGjDkSNYt/FIz4ErQX/RHwj4T/fCib8wohag21WkWE2UBMoFESozKSliNRs2i0ENsFJm2BI6sh5bBzCn/M1WCuU+xQW3Kyc8VqjQZtSAhqg/TDiyoo6xxkJ4EtH/zCnA+9ydtRCVGjSXIkah6NDoLqQ6dxbqsdubnk/fMP8S+9TMGRI6h0OgJuuomwSQ+gi5ZxP6KKUBRI2ANf3Qnpp5xlai10fQCumQKmMO/GJ0QNJt1qotbJ27uXU3ePo+DIEQAUq5WMb7/l1L33YU1I8HJ0Qvwr4wzMu/FCYgTgsMHG/8G+H5zJkxCiQkhyJGoVW2oqiTNfdXtjKTh6FMvRo16ISgg3zmxxLj3hzvo3qtSaXULUNJIciVrFkZdH/r59HutzNmysxGiEKEH8Hs912QlgL6i8WISoZSQ5ErWKSqNB7ed5R2pdRHglRiNECaLae64LiK6ya3YJURNIciRqFU1ICEF33um+Uq3Gr1evyg1ICE9irva89ESvJ5zLUwghKoQkR6JWUet0BI28C2OHDsUrNBpi3n4Lbbhry5EtJYX8/QfIWr2GvD17sCYlVVK0olYLjIWxyyC0yYUyrR56T4fmN4KscixEhVEpikx5KIvMzEzMZjMZGRkEBFxiqwpRZdmSkyk4c5bcLZvRBAfj17kzmrBwNMbiax1Z4+I4M+W/5O+5MP7Dp0EDYj/+CJ+6dSs7bFEbZSdCTrJznSPfEDBFgE7W5BKirMpy/5bkqIwkOao9bBkZnH3oIXI3bnKp0zdpQt3PPkUbGuqFyIQQQpRVWe7f0q0mhAf21FS3iRGA5fBhbCkplRyREEKIyiDJkRAeOHJzS6y3p2dUUiRCCCEqk2wfIrzHmg9ZcXDod0g9BvV7QkwHMMeU/Dq7DXISQXGAzrfCNpPV+PuDVgs2m9t6bZh0qQkhRE0kyZHwDnsBnNwAi+5wbokAsOUTCIiBsb9AcEP3r8s8B3/Ph80fgS0fR5epOJr8B1VAOJqgkHINURsaSuCtt5L+9dcudX69eqEJKd/rCSGEqBqkW014R1Y8LL7rQmJ0XuZZ+GUa5LnpsspOgu/ug7UzcURcTf7ALzn3azwn7nuIM/99iOwNG7Gnp5dbiGpfX8IenEzQXXei0umchRoNAUOGEPXCDLRmc7ldSwghRNUhLUfCOxL3gzXPfd2xNZCbAsaLko+MU3BiPYQ0Jr/BeE6OnVLY5WU9eZLcLVsJfXAywWPHoilhFeyy0IaFEf7oowSPHYsjJwe1ry+akJByO78QQoiqR5Ij4R156SXXu9s36vh6AGxt7ufcq++7HQuU/OEszDfeWK7Ji9pgwCc2ttzOJ4QQomqTbjXhHVFtPdcFRIPBzRoUvs4B0HZDDAXHT7h/rcNB/v79Vx6fcMuWloY1Lg5rQgKKh4HqQghR3UlyJLzDFAGtbnVfN+hV8I9yLa/fHVTqS2+boNFceXyiGEdODjlbt3J6/HiO9OnLsSE3kfzRR1gTE70dmhBClDtJjoR3+AbD9a9C/xfB798p8RGtYdQP0PA69wmQKRJunYMm5yj65s3dn1erxeCpTly23J27ODVqNPl79wHgyMwk+YMPOff4E7IYphCixpExR+LS8jMBFRj8y/e8pgjoNhna3O6ctaYzXkiU3PHxhaaD0MYkEfVcZ06Om4iSV3xQd+TTT6GpSVt6FOQ4Pxt9gNc2GrUlJ5Pw0ktu63I2bcJ67hxaWdZACFGDSHIkPMuMg2PrnOsKqdTQcZyza8tdl9flUqshoAzn0/uB3g9DQB0a/vAD6d99R+7WreiiowkeMxqf+vXRGI3lF5+3ZCdC3E7nek7WHGg1FJpd79ypvZI5srMpOH7cY33utm0YW7euxIiEEKJiSXIk3MuMgy/ugITdF8pOboCYTjBsYdkSmgqg0mrxqVeXsAcn48jLQ+Xjg1qv92pM5SYnCX59HPZ+d6Hs1F+w8X9w9zIIrHuhvCDHebzdBnoT+EeWfzxabckrhQcFlf81hRDCi2TMkXDv0O/FE6Pzzm6FE39UfjweqLRaNP7+NScxAkg+UjwxOi/jNPz1Edj+XeYg/RT8OBnevxo+6ACfDoSDv/7bDVp+tMHBBAwc6KFSi/Hqq8v1ekII4W2SHAlXuSmwfZ7n+m2flvsNWBSxY6Hnul2LIDfZuY3KwlucSZTD7qxLOwFfDocz28o1HLWvL2HTHkJXr95FFWpi3n4LbVhYuV5PCCG8TbrVhCsF56auHusdoCiVFk6toigXkh239Q7n+K+EfZByxP0xy5+EyJ/AFF5uYfnExFBv/jzyDx4iZ8MGdFFR+Pe5Dk14BGqDodyuUy4UBexW0Pp4OxIhRDUlyZFw5RsM7e+E3/5xX3/1aNetPcQVsVnt5GdbURTQd30En4PLwOKmda71UDAGldy1WdLWLFdAFxmJLjIS/17Xlvu5y4U1z9nVuPMLSD4E9bpDiyFgrusc+C+EEKVUbf5ivPzyy1xzzTX4+voSGBjo9phTp04xePBgfH19CQ8P59FHH8V20SDStWvXcvXVV6PX62ncuDHz5s2r+OCrG5UKWtwEIY1d68JbQaM+lR9TTZSXDokHcGx4H8cf/8Nxbi9H/jzAyh/zSL39D5SIi1YR9wuD7v8FrR7MJcxa0weAupZ977EXwNHVMKsrbHjPOfZq+dPwUQ9I3Ovt6IQQ1Uy1+QtaUFDA7bffTrdu3Zg7d65Lvd1uZ/DgwURGRrJx40bOnTvH6NGj0el0vPLKKwAcP36cwYMHM2HCBL744gtWrVrF+PHjiYqKYqCnAac1mCM/H0d2NiofHzQBF23XYY6B0T/B/p9gx+fOrpyrx0DzG5zbe4grk5sCf74HG99DDfj8+2jVZizGZvfyzQcnGfbId5h/uxMsGdDiP3D1SAj8d9xPo+ucCZDDzQyyzveWa5datZAVD9+Od+0OtmTB9/fD6B+dyaUQQpSCSlGq1+CRefPmMXXqVNLT04uV//rrr9x4443ExcUREREBwEcffcTjjz9OUlISPj4+PP744yxdupQ9e/YUvm748OGkp6fz22+/ler6mZmZmM1mMjIyCLg4oagmFKuVgtNnSJ03j9wtW9CEhBBy770Y27ZBGxx80cGK80aOytndVmQhQkdeHva0NBS7HbWvH9qQi14rPDv+B8y/0W1V9g0L+e6HUOq3DeGaIVFoFYuzK01T5LuMNd+5Ee/iu4pv0tugN9z6ccVM6a/Kjq2DBTd5rp+0GcJk5XQharOy3L+rTcvRpWzatIk2bdoUJkYAAwcOZOLEiezdu5errrqKTZs20a9fv2KvGzhwIFOnTvV4XovFgsViKXyemVn9Z2nlHzrMyTvvRDn/vk6c4Mz27QSPGUPopAeKtyKpVG5XrS6IiyP5gw/J/PlnFKsVffPmRD79NPpWLWvGIowVqSAHNr7vsdq0dzYtOr7K/u0pdLi+Plqzm3/EOgM07AWTt0Hc35CTDLGdICCmdraQ2PJLrnfXwiaEEB5UmzFHlxIfH18sMQIKn8fHx5d4TGZmJnl57gewzpw5E7PZXPiIja38FYrLky0tjfjnnruQGBWROn8+tqSkS57DmpDA6XH3kPHddyhWKwCWAwc4OXo0BYcOlXvMNY69AHJL+JxzUzAYFPS+WtSaErYM0eohqB60usXZlRbVvnYmRgChTZxdv+74R4JRWjWFEKXn1eToiSeeQKVSlfg4cOCAN0Nk+vTpZGRkFD5Onz7t1XiulCMzk/wi3YoXy9269ZLnyN9/gIITJ9yc3EHCa69ju6jLU1zEJwCaeB7jZq3Tm7jTCu371cVokunopeIXBj2mua+74a3y3fJGCFHjebVb7eGHH2bs2LElHtOwYcNSnSsyMpItW7YUK0tISCisO//f82VFjwkICMDooStIr9ejr0mrL19q81LNpX8lstet9ViXt2OHczNYDzMKazvFbscaF4e6/g1ojR9BXlrxA3xM5DYfgyPeTmxz2Zaj1PT+0O0BiG4P6153riYe0Rr6PgvhLb22aa8QonryanIUFhZGWDmtrtutWzdefvllEhMTCQ93ztRZsWIFAQEBtGzZsvCYZcuWFXvdihUr6NatW7nEUB2ozWaMnTqSt9XNKsoqFb6dOl7yHLoIz4N9NWaz5+4NQf6BA5wcNRqfmGjqvPgZun/eR3V8NSgKSoPeFPR6EaumDr3uNOLrL61GZeIb4lzXqG43Z9elzk/W4xJCXJZqcxc7deoUO3fu5NSpU9jtdnbu3MnOnTvJzs4GYMCAAbRs2ZJRo0axa9cufv/9d55++mkmTZpU2PIzYcIEjh07xmOPPcaBAweYNWsWX3/9NQ899JA331ql0prNRD77LGqTyaUu7L//RRsScslz+A8Y4PGbeNCokWjDXAdwC7AlJRH3yCMoublYDh/h+P3TSU7sRF7fReQP+hrHkI/Q129LaKxZEqMr4RfqXG5CEiMhxGWqNlP5x44dy/z5813K16xZQ+/evQE4efIkEydOZO3atfj5+TFmzBheffVVtNoLDWRr167loYceYt++fdSpU4dnnnnmkl17RVXXqfyOggJsScnYEhMBBU1QEHl//036km/QhocTPHYM+oYNnS0/lzpXbi5ZK1YSN306OC6sK2Ps1JHoV1/FJyamAt9J9ZV/+DDHh3iebl5v0Rf4yiauQghRIcpy/642yVFVUR2TI3tODtlr1nLu2WdRcnMBUPn6EjXjefy6d0ft64faULZxVfa8PGxnz5K1ajX2jAyMbdtgS0wk7eslxM76EJ+6dSvirVRr+fsPcPyWWzzW1/3sU/xqURevEEJUplq5zpHwrODESeIeeaRYmZKbS9yjj1H/myUYW7cu8zmVnBzOTPkvKq0WldFI+uLFOHJyADg77WFiP/nYdUHJWk4TaEYTGIjd3Ww+rRZdnTrFyxwO2RNMCCG8QP7y1nCO/HxSP3XdbuW8lP+bg8PDGk8lsaWkUHDsGJZDh8jftaswMQLI37MHe2pq2YPNToSMs5B96bWWqiNteDgRTz/tti70gYnO8V75WZCwD35/Er4ZC/8showzlRuoEELUctJyVMM58vKwHDvusb7gxAkcefmoy7iqtSMn95LXLbXcFOdWGGtegdRjENoU+jwD9bo5t82oIVQaDaZe11Lv84UkvvMulkOH0NWpQ9ikSRg7XI1a44Dd38AvUy+8aN+PzlWvxy6F4AZei10IIWoTSY5qOLWvL4YWLbDs3++2Xt+iOWpf3zKfVxPy7z5r7oasabWlGtgNQEEubPsMVr94oSxxH3w1Aga9Bh3HgbbmzNzS+Pvj27EjdWZ9iJKfj8rHB23QvwlgylFY6mbmZOZZWPk83DwLfPwqNV4hhKiNpFuthlPr9QTfPRY0GjeVakLGjSvzYGwAbXAwAf9xP/MqaNgwtKGlnM6fkwjrXnNft/oFyI4vc2zVgdZsRhcRcSExAmfrWUhjbL1fo2DQ5xQMXoS9/XhnQnTg5383ABZCCFHRpOWoFvCJjSX2o9nETX8Se3IyAJrQUKJfeQVd7OXNKtP4+xPx8MNo/7+9O49vqsz/Bf5J0iTd0yVdLZQuUNG27NS6gNLSZZAB9adsgzB3BgSLCDKMMi9ZHQHBbUQW9d4BvSIoXgEHF6zQ0kFKEYbKXiiU1kLLUrpvWfrcPzqNCW1KuiYpn/frlRfteZ6c8/1y0tNvn/Occ7y8UfrZZxB1dZC6OMPz2WnwmjLZ8tGoquumT5WXKYD7xgERvwOkMkDb9vlQ9qpB7o3aiCUoXvMBNJcuATIZ3EY9Ct8/fwZF6kygQW/tEImI7gq8lL+N7PFSfgAQDQ3Q3bhhmCgt8/SEg68vJB28Gqrx/kk3IGprIXFyhoOvD6RyueUrKPoF+GBE49fO3sATHwCnvgRO7wR09UDQcCD5jcZHQMgdOxSrras5egT5U6c3O1UpDwpC8Jt/hbzvYMDlzjfpJCKi5ngpPzUjkUoh9/OD3M+vU9crVSg6dtNHFx/A1Q+outZYBH3/cuPcmyaFR4D/MxqYsR8IGNDxgG2UvqwM1958u8U5XNrCQtRd10M+kIUREVF34Jwjsi63AGDC/wXUEUB9pWlh1KRBB6QuA2rLuz287tJQW4u6X06Yba/66XA3RtO5hE4Hza+/onT7dlxdvASlO76EprAQwuju6kREtoQjR2RdEgkQOASYtgf4cYn5fpczAE1Vz31elkzWeIPI0tIWm+WBgd0cUOcQQqDuzBnkT/+j4e7s5Tt2QOrqit6ffAyn/z4UmojIlnDkiKxP5gC4+TaOIpnj5Nmj7xbt4O0Nr+nTWm6USuGWMLpTtqMrL0f95cuoz82F9tq1Tllnq9u7fh2FL8w1FEZNGqqqcGXui9De6Jk3/CQi+9Zzf9uQ/Yl+xnxbzCzAxbf7YulmEpkMqiefhMuIEaYNMhkC33oTDv7+Hd5G/aU8FKbMwaWkZFx6fCwuT5yEyv37oTe6u3ln05WUQGemCNMWFkJf0o47qRMRdTGeViPb4R4EjHkL+GaB6fLgh4BBf2i8tN9CVaV1uFFQiasXyqDydUKv/t5w9VRA5mD5Orqb3McHgatXQVtcjNqjxyBTucNp8GDI1D6QOXXsSj3t1avInzoV+pLf7pWkKypC4fMpCN76KZyHDOlo+C0SGk3r7Vptl2yXiKgjWByR7XB0A6InAiEjgfPfA7VlQN/RgFco4Gr5qFH59Rrseuc4qkrrDcukDhKMnTMQAeEqyBw6b8C0QaeDRCrt8C0Rmjh4ecHBy6vT5+JUZx0xKYyMXX/zTQRt3AgHD49O3SYAOKjVkMjlLRZBEkdHyLx6zuNhiKjnYHFEtkXpCij7Auq+7Xp7fY0W6Z/lmBRGANCgE/h24wlMWhIDN++O3y9JW1SE6qwsVO79AQ4+anhMmABFr16Q2ei9r6oP/WS2re7UaYi6ui7ZroO3N7xnzcLNdeuatfnMfcHyO6kTEXUjFkfUo9RWaVF4ruUrvrT1epQWV3e4ONIUFiL/2WnQXb1qWFb2xQ74zJ8Hz0mTIXN369D6u4IixPxDax38/CBp6fEynUDq5ATPyZOgCO6NG++tg7agAIqQPvB5cR5cHoiBVNn2R9cQEXU1FkfUo+h1rd87p66mY3NcGmprceP9900KoyY33nkXbnHxzYujuvLGFySNV90pXTsUQ3u4J/8ON9dvAPTNH0HiPXMmHHx8umzbDp6eUD3+OFweeABCq4VELueIERHZNF6tRj2K0skBzu4Ks+3qoI6N6uhKS1Hxzbdm2yvT9v/2TYMeuH4W+GI68I9o4L0BwO4U4NalDsXQHg7+/gha9x4kt43UqJ7+H7iNeqx7YlCrIQ8IYGFERDaPI0fUo7iolHjof/oi9Z+nm7WFD/GFs3sbnvvWEiGAVq6wajC+LL70MvC/4wDNf5cJPXBmF5B/EJiRBni076G/7SFzcoTLww8j9JtvUH8xFw2VVXC8rz8c1GqbnSdFRGQtHDmiHkUilSA40gtjUqLh6e8MAHB0keOB8aF4eEJfOLqYH1WyhMzVFc4xMWbb3UaNavxCVwdkrv+tMDJWfRM4sxvo5sdnSBUKKILugdvIkVA9PgbK0FAWRkRELeDIEfU4Smc5+kSp4RvsDp1WD6lMAmd3JaRSSYfXLVOp4LfoFVx+ZkKze/i4jBwJedNDeGvLgUtp5leU8y0wZDqgtL3J20REdzsWR9RjtTb3qCOUYWEI2fkVbqxfj5pDmZCqVPCePh1u8XFw8PZu7CSTA44erQTnA0g7eIqPiIi6BIsjojaSyOVQhoUh4LXX0FBVBchkkN8+ydjZC3hoLrBjessreWA2IO/4/ZaIiKjzcc4RUTvJXFwg9/NrXhg1CX4IiGrheXEPzQN8Iro0NiIiaj+OHBF1FVdfIGkV8OAcIOe7xlNtEb8D3AIAJw+zb6ur1qKqtA45h4tRW6lF+FBfqHu5wdWDN0wkIuoOLI7sUc0toLIYyMsAZAog5BHA1Q9w5JVHNsdF3fgKGGBR9/oaLU4duIKsr3+7F1JOVjG87nHB2DkD4OrJU3FERF2NxZG9qboB7F8B/OcT0+VxS4Gh/6vVEQmyfVWl9SaFUZNbV6pxMr0Qw8eGduqDc4mIqDkeZe1NwaHmhREA7FsOlOR2fzzUqXKyis22ncq4itpKjdl2IiLqHCyO7EnNLeCnd823Z20CdPXm28nm1dfozLZp6/UQ3RgLEdHdisWRPdFrGu+ubE5lMaDv2INVybrCB/uabQu+3wsKR54JJyLqaiyO7IlSBfQZYb49fDQgd+6+eKjTeQW6wDe4+V2zZQ5SPDA+DEonFkdERF2NR1p7onACHn4ROLWj+ekzJ0/g/vGA1A7q3aobQNU1oLKo8So7N//Gy97vUnp9A+oqtRBCQOnsgORZUTjz01WcOnAFmlo9ekd6Ieb3ofDwZeFLRNQdWBzZG48Q4E+pwDcLgMKfAYkECItrvJ+OZ7C1o7uzsgLg86lAUfZvy/wigYlbAc8+1orKaqpK63D64FWczrgCnaYBfaK8MezxEAxODMZ9DwcCAlA4OfB0GhFRN5IIITjHsw0qKiqgUqlQXl4Od2s+0bzmFlBX3lgcOXkCjirrxWKpmlvA538A8n9q3hY4CJjyZeM9gVohhIC+pARoaIDU0xNSuf0+n6yqrB573s9GSWG1yXK5UoanFw2Fp7+LlSIjIup52vL7m3+O2itnr8aXPam+0XJhBABXjzdONm+lONJeu4aKvXtRtm07Gurr4Z6QAM8pU6DoFdRFAXetG/kVzQojoPGqtKPfXMajf4iAXMkfUSKi7sYjL3UfTfNCwER9hdkm7fXrKHxhLupOnDAsu7VlC8p370afLz6HolevzoqyW4gGgfNHrpltv3zyJuprwlgcERFZgR3M3qUew1HVeBrQHCdPs011p0+bFEZN9KWluPXxx2jQ2NfNESVSSatXnjkoZZC09n9FRERdhsURdR8XHyDy6ZbbIsY0trdA6HQo/39fmV1txXffQ19a2hkRdqv7Hg402xY54h44uSu6MRoiImrC4oi6j6M7kPAaMPAPgPS/oyZSGRD1DDDmLfPPhZNIAKX5J9JLFIrWR6RslLuPIwaObn460KeXK/o/GACp1P5yIiLqCXi1WhvZzNVq9qy+Gqi+DtRXAkpXwMW38d9WVP/8MwqmPttim3ruXKifmwmJTNYV0XapumoNKm7W4cxPV6Gp1aHfcH/49HKDi4f5YpCIiNqOV6uRbVO6AMqQtr0lNBTuj49BxZ5vTJYrQkPh8eQTdlkYAYCjiwKOLgr4BrtDCMF5RkRENoAjR23EkSPr0ZWUoP78Bdz6bCtEbS1U48fDeehQyP39rR0aERHZOI4cUY/k4O0Nh1hvOA0e1HgTSCcna4dEREQ9EIsjsjvSViZnExERdRSvViMiIiIywuKIiIiIyAiLIyIiIiIjLI6IiIiIjLA4IiIiIjLC4oiIiIjICIsjIiIiIiMsjoiIiIiMsDgiIiIiMsLiiIiIiMgIHx/SRk3P6a2oqLByJERERGSppt/bTb/HW8PiqI0qKysBAL169bJyJERERNRWlZWVUKlUrfaRCEtKKDJoaGjA1atX4ebmBolEYlheUVGBXr164ddff4W7u7sVI+xazLNnYZ49C/PsOe6GHIHuzVMIgcrKSgQGBkIqbX1WEUeO2kgqlSIoKMhsu7u7e4/+IDdhnj0L8+xZmGfPcTfkCHRfnncaMWrCCdlERERERlgcERERERlhcdRJlEolli5dCqVSae1QuhTz7FmYZ8/CPHuOuyFHwHbz5IRsIiIiIiMcOSIiIiIywuKIiIiIyAiLIyIiIiIjLI6IiIiIjLA4aqPXX38dDz74IJydneHh4dFiH4lE0uy1fft2kz7p6ekYPHgwlEolwsPDsWXLlq4Pvg0sybOgoABjxoyBs7MzfH19sXDhQuh0OpM+tp5nS/r06dNs/61evdqkz4kTJ/DII4/A0dERvXr1wpo1a6wUbfutX78effr0gaOjI2JiYnDkyBFrh9Qhy5Yta7bf7r33XkN7XV0dUlJS4O3tDVdXVzz11FO4du2aFSO2TEZGBsaOHYvAwEBIJBLs2rXLpF0IgSVLliAgIABOTk6Ij4/HhQsXTPrcunULU6ZMgbu7Ozw8PPCnP/0JVVVV3ZjFnd0pz+nTpzfbv0lJSSZ9bD3PVatWYdiwYXBzc4Ovry/Gjx+PnJwckz6WfE4tOfZakyV5Pvroo83256xZs0z6WDNPFkdtpNFo8PTTT2P27Nmt9tu8eTOKiooMr/Hjxxva8vLyMGbMGDz22GPIzs7GvHnz8Oc//xl79+7t4ugtd6c89Xo9xowZA41Gg0OHDuHjjz/Gli1bsGTJEkMfe8jTnBUrVpjsvxdeeMHQVlFRgYSEBAQHB+PYsWNYu3Ytli1bhg8//NCKEbfN559/jpdeeglLly7Ff/7zHwwYMACJiYm4fv26tUPrkPvvv99kvx08eNDQNn/+fPzrX//Cjh07cODAAVy9ehVPPvmkFaO1THV1NQYMGID169e32L5mzRq899572LRpE7KysuDi4oLExETU1dUZ+kyZMgWnT59Gamoq9uzZg4yMDMycObO7UrDInfIEgKSkJJP9u23bNpN2W8/zwIEDSElJweHDh5GamgqtVouEhARUV1cb+tzpc2rJsdfaLMkTAGbMmGGyP43/yLR6noLaZfPmzUKlUrXYBkDs3LnT7Hv/+te/ivvvv99k2YQJE0RiYmInRtg5zOX57bffCqlUKoqLiw3LNm7cKNzd3UV9fb0Qwr7yNBYcHCzeeecds+0bNmwQnp6ehjyFEOLll18WERER3RBd5xg+fLhISUkxfK/X60VgYKBYtWqVFaPqmKVLl4oBAwa02FZWVibkcrnYsWOHYdnZs2cFAJGZmdlNEXbc7ceWhoYG4e/vL9auXWtYVlZWJpRKpdi2bZsQQogzZ84IAOLnn3829Pnuu++ERCIRV65c6bbY26KlY+i0adPEuHHjzL7HHvO8fv26ACAOHDgghLDsc2rJsdfW3J6nEEKMHDlSvPjii2bfY+08OXLURVJSUqBWqzF8+HD885//hDC6nVRmZibi4+NN+icmJiIzM7O7w2y3zMxMREVFwc/Pz7AsMTERFRUVOH36tKGPvea5evVqeHt7Y9CgQVi7dq3JUG5mZiZGjBgBhUJhWJaYmIicnByUlpZaI9w20Wg0OHbsmMm+kUqliI+Pt4t905oLFy4gMDAQoaGhmDJlCgoKCgAAx44dg1arNcn53nvvRe/eve0657y8PBQXF5vkpVKpEBMTY8grMzMTHh4eGDp0qKFPfHw8pFIpsrKyuj3mjkhPT4evry8iIiIwe/ZslJSUGNrsMc/y8nIAgJeXFwDLPqeWHHttze15Ntm6dSvUajUiIyOxaNEi1NTUGNqsnScfPNsFVqxYgVGjRsHZ2Rk//PADnn/+eVRVVWHu3LkAgOLiYpMdDgB+fn6oqKhAbW0tnJycrBF2m5jLoamttT62nufcuXMxePBgeHl54dChQ1i0aBGKiorw9ttvA2jMKyQkxOQ9xrl7enp2e8xtcfPmTej1+hb3zblz56wUVcfFxMRgy5YtiIiIQFFREZYvX45HHnkEp06dQnFxMRQKRbP5c35+fobPqz1qir2lfWn8c+jr62vS7uDgAC8vL7vKPSkpCU8++SRCQkJw8eJF/O1vf0NycjIyMzMhk8nsLs+GhgbMmzcPDz30ECIjIwHAos+pJcdeW9JSngAwefJkBAcHIzAwECdOnMDLL7+MnJwcfPXVVwCsnyeLIwCvvPIK3njjjVb7nD171mRyZ2sWL15s+HrQoEGorq7G2rVrDcWRtXR2nvakLbm/9NJLhmXR0dFQKBR47rnnsGrVKpu7xT39Jjk52fB1dHQ0YmJiEBwcjC+++MJmC3Gy3MSJEw1fR0VFITo6GmFhYUhPT0dcXJwVI2uflJQUnDp1ymReXE9kLk/juWBRUVEICAhAXFwcLl68iLCwsO4OsxkWRwAWLFiA6dOnt9onNDS03euPiYnBa6+9hvr6eiiVSvj7+ze7+uDatWtwd3fv0oN4Z+bp7+/f7Oqmppz8/f0N/1ojz5Z0JPeYmBjodDpcvnwZERERZvMCfsvdlqnVashkshZzsIf4LeXh4YF+/fohNzcXo0ePhkajQVlZmclf5faec1Ps165dQ0BAgGH5tWvXMHDgQEOf2yfa63Q63Lp1y65zDw0NhVqtRm5uLuLi4uwqzzlz5hgmjAcFBRmW+/v73/Fzasmx11aYy7MlMTExAIDc3FyEhYVZPU/OOQLg4+ODe++9t9WX8fyStsrOzoanp6dh1CE2Nhb79u0z6ZOamorY2NgO5XEnnZlnbGwsTp48aXIwSk1Nhbu7O+677z5DH2vk2ZKO5J6dnQ2pVGoYso+NjUVGRga0Wq2hT2pqKiIiImz+lBoAKBQKDBkyxGTfNDQ0YN++fVbZN12lqqoKFy9eREBAAIYMGQK5XG6Sc05ODgoKCuw655CQEPj7+5vkVVFRgaysLENesbGxKCsrw7Fjxwx99u/fj4aGBsMvJHtUWFiIkpISQ1FoD3kKITBnzhzs3LkT+/fvb3Z63pLPqSXHXmu7U54tyc7OBgCT/WnVPLt8yncPk5+fL44fPy6WL18uXF1dxfHjx8Xx48dFZWWlEEKIr7/+Wnz00Ufi5MmT4sKFC2LDhg3C2dlZLFmyxLCOS5cuCWdnZ7Fw4UJx9uxZsX79eiGTycT3339vrbSauVOeOp1OREZGioSEBJGdnS2+//574ePjIxYtWmRYhz3kebtDhw6Jd955R2RnZ4uLFy+KTz/9VPj4+Ihnn33W0KesrEz4+fmJqVOnilOnTont27cLZ2dn8cEHH1gx8rbZvn27UCqVYsuWLeLMmTNi5syZwsPDw+TKEHuzYMECkZ6eLvLy8sRPP/0k4uPjhVqtFtevXxdCCDFr1izRu3dvsX//fnH06FERGxsrYmNjrRz1nVVWVhp+/gCIt99+Wxw/flzk5+cLIYRYvXq18PDwELt37xYnTpwQ48aNEyEhIaK2ttawjqSkJDFo0CCRlZUlDh48KPr27SsmTZpkrZRa1FqelZWV4i9/+YvIzMwUeXl54scffxSDBw8Wffv2FXV1dYZ12Hqes2fPFiqVSqSnp4uioiLDq6amxtDnTp9TS4691nanPHNzc8WKFSvE0aNHRV5enti9e7cIDQ0VI0aMMKzD2nmyOGqjadOmCQDNXmlpaUKIxktHBw4cKFxdXYWLi4sYMGCA2LRpk9Dr9SbrSUtLEwMHDhQKhUKEhoaKzZs3d38yrbhTnkIIcfnyZZGcnCycnJyEWq0WCxYsEFqt1mQ9tp7n7Y4dOyZiYmKESqUSjo6Oon///mLlypUmB2AhhPjll1/Eww8/LJRKpbjnnnvE6tWrrRRx+61bt0707t1bKBQKMXz4cHH48GFrh9QhEyZMEAEBAUKhUIh77rlHTJgwQeTm5hraa2trxfPPPy88PT2Fs7OzeOKJJ0RRUZEVI7ZMWlpaiz+L06ZNE0I0Xs6/ePFi4efnJ5RKpYiLixM5OTkm6ygpKRGTJk0Srq6uwt3dXfzxj380/KFjK1rLs6amRiQkJAgfHx8hl8tFcHCwmDFjRrNi3tbzbCk/ACbHRUs+p5Yce63pTnkWFBSIESNGCC8vL6FUKkV4eLhYuHChKC8vN1mPNfOU/DcRIiIiIgLnHBERERGZYHFEREREZITFEREREZERFkdERERERlgcERERERlhcURERERkhMURERERkREWR0RERERGWBwR0V1t6tSpWLlypbXDaNHEiRPx1ltvWTsMorsOiyMisprp06dDIpFAIpFAoVAgPDwcK1asgE6nM/QRQuDDDz9ETEwMXF1d4eHhgaFDh+Ldd99FTU0NAOD06dN46qmn0KdPH0gkErz77rsWbf+XX37Bt99+i7lz57YYU9MrKSmp1fVkZGRg7NixCAwMhEQiwa5du5r1efPNN+Hr6wtfX99mBU9WVhaGDBlikjcAvPrqq3j99ddRXl5uUT5E1DlYHBGRVSUlJaGoqAgXLlzAggULsGzZMqxdu9bQPnXqVMybNw/jxo1DWloasrOzsXjxYuzevRs//PADAKCmpgahoaFYvXo1/P39Ld72unXr8PTTT8PV1bXFmJpe27Zta3U91dXVGDBgANavX99i+4kTJ7BkyRJs374d27Ztw6uvvoqTJ08CAHQ6HWbNmoVNmzbBwcHB5H2RkZEICwvDp59+anFORNRxDnfuQkTUdZRKpaGgmT17Nnbu3Imvv/4aixYtwhdffIGtW7di165dGDdunOE9ffr0we9//3tUVFQAAIYNG4Zhw4YBAF555RWLtqvX6/Hll19i69atrcZkieTkZCQnJ5ttP3fuHKKjozFq1CgAQHR0NM6dO4eoqCisXbsWI0aMMMR/u7Fjx2L79u1ISUmxOB4i6hiOHBGRTXFycoJGowEAbN26FRERESaFUROJRAKVStXu7Zw4cQLl5eUYOnRos7b09HT4+voiIiICs2fPRklJSbu3AwBRUVE4f/48CgoKkJ+fj/PnzyMyMhIXL17E5s2b8fe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"text/plain": [ "
" ] @@ -254,17 +256,191 @@ "plot_pca(allele_samples, meta, title, \"PopLoci_14.png\")" ] }, + { + "cell_type": "markdown", + "id": "5e63f45c-6580-42da-a4b9-a5f79b16462a", + "metadata": {}, + "source": [ + "# Gene overlap of 14 loci" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "64cd4307-5e14-4f85-9491-ba41ed90c436", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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LocusIDhits_genehits_exongene_name
0132443TrueFalseKIAA1549L
1271491FalseFalse
2347074TrueFalseCCDC200
3347381FalseFalse
4385018TrueFalseGTSCR1
5396168TrueFalseZNF433-AS1,CTC-359D24.6
6453703TrueTrueTMEM87B
7520559FalseFalse
8585194TrueFalsePIK3CB
9648426FalseFalse
10772512FalseFalse
11774573FalseFalse
12875424TrueFalseRP11-370B11.4
13914869TrueFalseDMD
\n", + "
" + ], + "text/plain": [ + " LocusID hits_gene hits_exon gene_name\n", + "0 132443 True False KIAA1549L\n", + "1 271491 False False \n", + "2 347074 True False CCDC200\n", + "3 347381 False False \n", + "4 385018 True False GTSCR1\n", + "5 396168 True False ZNF433-AS1,CTC-359D24.6\n", + "6 453703 True True TMEM87B\n", + "7 520559 False False \n", + "8 585194 True False PIK3CB\n", + "9 648426 False False \n", + "10 772512 False False \n", + "11 774573 False False \n", + "12 875424 True False RP11-370B11.4\n", + "13 914869 True False DMD" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv(\"interesting_loci_gene_name.txt\", sep='\\t')\n", + "df['gene_name'] = df['gene_name'].fillna('')\n", + "df" + ] + }, { "cell_type": "markdown", "id": "1d16314a-351f-407c-874d-ac454d7633dd", "metadata": {}, "source": [ + "# Population K-NN Classifier\n", "Another thing we can do is 'test' how well these loci can classify a sample as part of a population. To do this, we'll use a k-nearest neighbors algorithm. Again, we have to first setup our data. Here we want every row to be a sample and every column to be our locus of interest" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "id": "dc031e2b-aef1-451d-b902-da0d059c95c3", "metadata": {}, "outputs": [], @@ -307,7 +483,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 13, "id": "4aade23d-b148-4d83-b657-5b5b21643b99", "metadata": {}, "outputs": [], @@ -353,7 +529,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, "id": "9ac3de4f-62b4-4dba-8cd1-7f8f42ea3ce0", "metadata": {}, "outputs": [ @@ -425,7 +601,7 @@ "SAS 0 3 0 3" ] }, - "execution_count": 11, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -474,7 +650,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "id": "a2a85535-499a-4ecd-b8b4-62eb0148c24f", "metadata": {}, "outputs": [ @@ -560,7 +736,7 @@ "7 EAS HG005" ] }, - "execution_count": 13, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -571,184 +747,12 @@ }, { "cell_type": "markdown", - "id": "a34a9838-0034-41ca-977f-7a5213af9fb2", - "metadata": {}, - "source": [ - "# Gene overlap of 14 loci" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "e9dd897f-1447-4fc2-b91a-f187ae68034c", + "id": "907f2a65-ec83-4441-9784-920cefa46ab5", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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LocusIDhits_genehits_exongene_name
0132443TrueFalseKIAA1549L
1271491FalseFalse
2347074TrueFalseCCDC200
3347381FalseFalse
4385018TrueFalseGTSCR1
5396168TrueFalseZNF433-AS1,CTC-359D24.6
6453703TrueTrueTMEM87B
7520559FalseFalse
8585194TrueFalsePIK3CB
9648426FalseFalse
10772512FalseFalse
11774573FalseFalse
12875424TrueFalseRP11-370B11.4
13914869TrueFalseDMD
\n", - "
" - ], - "text/plain": [ - " LocusID hits_gene hits_exon gene_name\n", - "0 132443 True False KIAA1549L\n", - "1 271491 False False \n", - "2 347074 True False CCDC200\n", - "3 347381 False False \n", - "4 385018 True False GTSCR1\n", - "5 396168 True False ZNF433-AS1,CTC-359D24.6\n", - "6 453703 True True TMEM87B\n", - "7 520559 False False \n", - "8 585194 True False PIK3CB\n", - "9 648426 False False \n", - "10 772512 False False \n", - "11 774573 False False \n", - "12 875424 True False RP11-370B11.4\n", - "13 914869 True False DMD" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "df = pd.read_csv(\"interesting_loci_gene_name.txt\", sep='\\t')\n", - "df['gene_name'] = df['gene_name'].fillna('')\n", - "df" + "# Future Work\n", + "* Consider pairwise fst when choosing the ancestry tagging loci to be able to distinguish AMR from SAS" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f76c7845-4660-40b4-bccb-9590a82ae21c", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -767,7 +771,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.6" + "version": "3.12.2" } }, "nbformat": 4, diff --git a/English_EDA/MainNotebook2.ipynb b/English_EDA/MainNotebook2.ipynb new file mode 100644 index 0000000..3e51d11 --- /dev/null +++ b/English_EDA/MainNotebook2.ipynb @@ -0,0 +1,952 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "d760fa6e-cd5b-44d2-a838-2843ca0192ca", + "metadata": {}, + "source": [ + "Inputs to this analysis are:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "d7ca0105-dcc6-4226-b6cf-376833767e56", + "metadata": {}, + "outputs": [], + "source": [ + "# The tdb to analyze\n", + "tdb_fn = \"hprc_105.tdb/\"\n", + "\n", + "# The results of tdb query len_poly_score\n", + "len_poly_fn = \"hprc_105_len_poly_score.txt\"\n", + "\n", + "# The results of Fst query by allele length\n", + "fst_fn = \"result_fst.tsv\"\n", + "\n", + "# The metadata with \"Sample name\" and \"Superpopulation code\"\n", + "meta_fn = \"igsr_samples.tsv\"" + ] + }, + { + "cell_type": "markdown", + "id": "64da02c9-2ae1-4952-8c1c-e1d4c9cd254c", + "metadata": {}, + "source": [ + "Now we combine the len_poly and fst tables using the locus position as the key" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "c248462a-405b-41c6-9397-c28859ae1dde", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "\n", + "lp = pd.read_csv(len_poly_fn, sep='\\t')\n", + "fst = pd.read_csv(fst_fn, sep='\\t')\n", + "\n", + "lp.set_index(['chrom', 'start', 'end'], inplace=True)\n", + "fst.set_index(['chrom', 'start', 'end'], inplace=True)\n", + "\n", + "fst['len_poly_score'] = lp['len_poly_score']" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ea668af9-068d-42c1-84e9-853af532db93", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sb\n", + "\n", + "p = sb.scatterplot(data=fst.reset_index(), x=\"len_poly_score\", y='fst')\n", + "_ = p.set(title=\"Len. Poly. Score by Fst per-allele\", xlabel=\"Length Polymorphism Score\", ylabel=\"Fst\")\n", + "_ = p.axvline(x=20, color='r', linestyle='--', linewidth=1)\n", + "_ = p.axhline(y=0.2, color='g', linestyle='--', linewidth=1)" + ] + }, + { + "cell_type": "markdown", + "id": "79a7c8d5-a226-4245-b746-221598ef52b5", + "metadata": {}, + "source": [ + "The first set of candidate loci will be those with an allele having Fst ≥ 0.20 and length polymorphism score above 20" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "dae28132-b34f-43f8-a611-dbc536154fb0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "7277 fst alleles\n", + "59428 lpoly loci\n", + "14 total alleles\n", + "14 total loci\n" + ] + } + ], + "source": [ + "# Candidate loci\n", + "keep_fs = fst['fst'] >= 0.20\n", + "print(keep_fs.sum(), 'fst alleles')\n", + "\n", + "keep_lp = fst['len_poly_score'] >= 20\n", + "print(keep_lp.sum(), 'lpoly loci')\n", + "\n", + "keep_both = keep_fs & keep_lp\n", + "\n", + "candidate_alleles = fst[keep_both]\n", + "candidate_loci = candidate_alleles.reset_index()[['chrom', 'start', 'end']].drop_duplicates()\n", + "\n", + "print(len(candidate_alleles), 'total alleles')\n", + "print(len(candidate_loci), 'total loci')" + ] + }, + { + "cell_type": "markdown", + "id": "c65c23e6-fee0-405b-9191-203c26b84094", + "metadata": {}, + "source": [ + "In this case, each locus had 1 allele with an fst passing the threshold.\n", + "\n", + "Now, we fetch the locus ids. Instead of loading the entire tdb, we just load the locus table." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "0bff3b2c-2953-4272-b792-2c076e13ec6a", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import tdb\n", + "\n", + "loci = pd.read_parquet(os.path.join(tdb_fn, 'locus.pq'))\n", + "\n", + "# turn the candidate_loci into an index\n", + "idx_candidate_loci = candidate_loci.set_index(['chrom', 'start', 'end']).index\n", + "loci.set_index(['chrom', 'start', 'end'], inplace=True)\n", + "\n", + "candidate_loci_ids = loci[loci.index.isin(idx_candidate_loci)]['LocusID']\n", + "\n", + "data = tdb.load_tdb(\"hprc_105.tdb\",\n", + " lfilters=[('LocusID', 'in', candidate_loci_ids)])" + ] + }, + { + "cell_type": "markdown", + "id": "0bbbda94-6ece-44ad-863f-028ac5c7fb3e", + "metadata": {}, + "source": [ + "We want to plot the PCA, but first we need to make data for the PCA by seeing what alleles are in each sample.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "9aa992a9-8ddf-4225-8efe-85ed81918ae7", + "metadata": {}, + "outputs": [], + "source": [ + "# We'll build a table with every row having the unique by length allele every column being \n", + "# 0 if the allele isn't observed in the sample or the allele length observed\n", + "allele_length_lookup = data['allele'].set_index(['LocusID', 'allele_number'])[['allele_length']]\n", + "keys = [\"LocusID\", 'allele_length']\n", + "allele_samples = (data['allele'][keys]\n", + " .sort_values(by=keys)\n", + " .drop_duplicates()\n", + " .set_index(keys))\n", + "\n", + "all_lengths = []\n", + "for i, sample in enumerate(data['sample']):\n", + " # Setup the sample table index\n", + " m_samp = data['sample'][sample].set_index(['LocusID', 'allele_number'])\n", + " m_samp['allele_length'] = allele_length_lookup['allele_length']\n", + " m_samp = m_samp.reset_index().set_index(['LocusID', 'allele_length'])\n", + " # Just mark 0/1 for present /absent\n", + " allele_samples[sample] = allele_samples.index.isin(m_samp.index).astype(int)\n", + " # de-fragment the frame every once in a while. Useful for big tables\n", + " if i % 50 == 0:\n", + " allele_samples = allele_samples.copy()\n", + "\n", + "# We'll make a lookup of allele lengths\n", + "all_lengths = allele_samples.reset_index()['allele_length'].values.reshape((len(allele_samples), 1))\n", + "\n", + "allele_samples = allele_samples * all_lengths" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "a07da120-0089-4378-a321-33e6b251ebe6", + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sb\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.decomposition import PCA\n", + "\n", + "# Method to plot PCA\n", + "def plot_pca(alleles, meta, title, out_fn):\n", + " pca = PCA(n_components=2)\n", + " values = alleles.values.T\n", + " X_r = pca.fit(values).transform(values)\n", + "\n", + " m_X = pd.DataFrame(X_r, columns=[\"PC1\", \"PC2\"])\n", + " m_X['sample'] = alleles.columns\n", + "\n", + " # Add Population information for the plot\n", + " slookup = dict(zip(meta[\"Sample name\"], meta[\"Superpopulation code\"]))\n", + " m_X['Super Pop'] = m_X['sample'].map(slookup).fillna('UNK')\n", + "\n", + " pc1, pc2 = pca.explained_variance_ratio_\n", + " pc1 = round(pc1*100, 1)\n", + " pc2 = round(pc2*100, 1)\n", + "\n", + " order = sorted(m_X['Super Pop'].unique())\n", + " p = sb.scatterplot(data=m_X, x=\"PC1\", y=\"PC2\", hue=\"Super Pop\",\n", + " hue_order=order)\n", + " plt.legend(loc='lower center', bbox_to_anchor=(0.5, 1.15), ncol=3)\n", + " _ = p.set(title=title, xlabel=f\"PC1 ({pc1}%)\", ylabel=f\"PC2 ({pc2}%)\")\n", + " plt.savefig(out_fn)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "8203af04-efd6-4128-a26c-90c0f1eee71c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "meta = pd.read_csv(meta_fn, sep='\\t')\n", + "\n", + "title = f\"PCA of TR from {len(data['sample'])} Samples ({len(candidate_loci_ids)} Loci)\"\n", + "plot_pca(allele_samples, meta, title, \"PopLoci_14.png\")" + ] + }, + { + "cell_type": "markdown", + "id": "5e63f45c-6580-42da-a4b9-a5f79b16462a", + "metadata": {}, + "source": [ + "# Gene overlap of 14 loci" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "64cd4307-5e14-4f85-9491-ba41ed90c436", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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LocusIDhits_genehits_exongene_name
0132443TrueFalseKIAA1549L
1271491FalseFalse
2347074TrueFalseCCDC200
3347381FalseFalse
4385018TrueFalseGTSCR1
5396168TrueFalseZNF433-AS1,CTC-359D24.6
6453703TrueTrueTMEM87B
7520559FalseFalse
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" + ], + "text/plain": [ + " LocusID hits_gene hits_exon gene_name\n", + "0 132443 True False KIAA1549L\n", + "1 271491 False False \n", + "2 347074 True False CCDC200\n", + "3 347381 False False \n", + "4 385018 True False GTSCR1\n", + "5 396168 True False ZNF433-AS1,CTC-359D24.6\n", + "6 453703 True True TMEM87B\n", + "7 520559 False False \n", + "8 585194 True False PIK3CB\n", + "9 648426 False False \n", + "10 772512 False False \n", + "11 774573 False False \n", + "12 875424 True False RP11-370B11.4\n", + "13 914869 True False DMD" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv(\"interesting_loci_gene_name.txt\", sep='\\t')\n", + "df['gene_name'] = df['gene_name'].fillna('')\n", + "df" + ] + }, + { + "cell_type": "markdown", + "id": "1d16314a-351f-407c-874d-ac454d7633dd", + "metadata": {}, + "source": [ + "# Population K-NN Classifier\n", + "Another thing we can do is 'test' how well these loci can classify a sample as part of a population. To do this, we'll use a k-nearest neighbors algorithm. Again, we have to first setup our data. Here we want every row to be a sample and every column to be our locus of interest" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "dc031e2b-aef1-451d-b902-da0d059c95c3", + "metadata": {}, + "outputs": [], + "source": [ + "allele_length_lookup = data['allele'].set_index(['LocusID', 'allele_number'])[['allele_length']]\n", + "metadata = meta.set_index(['Sample name'])\n", + "known_rows = []\n", + "unk_rows = []\n", + "\n", + "known_pops = []\n", + "unk_pops = []\n", + "\n", + "known_samps = []\n", + "unk_samps = []\n", + "\n", + "for samp, table in data[\"sample\"].items():\n", + " view = table.set_index([\"LocusID\", \"allele_number\"])\n", + " view[\"allele_length\"] = allele_length_lookup\n", + " \n", + " if samp not in metadata.index:\n", + " unk_pops.append('UNK')\n", + " unk_rows.append(view.iloc[::2][\"allele_length\"].reset_index(drop=True))\n", + " unk_samps.append(samp)\n", + " else:\n", + " known_pops.extend([metadata.loc[samp][\"Superpopulation code\"]])\n", + " known_rows.append(view.iloc[::2][\"allele_length\"].reset_index(drop=True))\n", + " known_samps.append(samp)\n", + " \n", + "# And we'll separate our unknown from known sets\n", + "unknown_data = pd.concat(unk_rows, axis=1).T\n", + "unknown_data['Population'] = unk_pops\n", + "unknown_data['Sample'] = unk_samps\n", + "unknown_data.reset_index(drop=True, inplace=True)\n", + "\n", + "known_data = pd.concat(known_rows, axis=1).T\n", + "known_data['Population'] = known_pops\n", + "known_data['Sample'] = known_samps\n", + "known_data.reset_index(drop=True, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "4aade23d-b148-4d83-b657-5b5b21643b99", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "import pandas as pd\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "from sklearn.metrics import classification_report, confusion_matrix\n", + "\n", + "scaler = StandardScaler()\n", + "known_data_scaled = scaler.fit_transform(known_data.drop(columns=['Population', \"Sample\"]))\n", + "unknown_data_scaled = scaler.transform(unknown_data.drop(columns=['Population', \"Sample\"])) # Use the same scaler\n", + "\n", + "# Split known data into training and testing sets\n", + "X_train, X_test, y_train, y_test = train_test_split(\n", + " known_data_scaled, known_data['Population'], test_size=0.20, random_state=42\n", + ")\n", + "\n", + "# Train a K-Nearest Neighbors classifier\n", + "knn = KNeighborsClassifier(n_neighbors=3, weights='distance') # You may need to tune this parameter\n", + "knn.fit(X_train, y_train)\n", + "\n", + "# Evaluate the model\n", + "y_pred = knn.predict(X_test)\n", + "\n", + "\n", + "# Predict populations for unknown samples\n", + "unknown_predictions = knn.predict(unknown_data_scaled)\n", + "\n", + "# Add predictions to the unknown dataset\n", + "unknown_data['Population'] = unknown_predictions" + ] + }, + { + "cell_type": "markdown", + "id": "d800f70f-8350-4f4e-8fdb-17f984625745", + "metadata": {}, + "source": [ + "# Summarize KNN performance" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "9ac3de4f-62b4-4dba-8cd1-7f8f42ea3ce0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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AFRAMREASSAS
AFR3000
AMR1501
EAS0310
SAS0303
\n", + "
" + ], + "text/plain": [ + " AFR AMR EAS SAS\n", + "AFR 3 0 0 0\n", + "AMR 1 5 0 1\n", + "EAS 0 3 1 0\n", + "SAS 0 3 0 3" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Confusion matrix (columns=truth, rows=prediction)\n", + "pops = ['AFR', 'AMR', 'EAS', 'SAS']\n", + "pd.DataFrame(confusion_matrix(y_test, y_pred, labels=pops), index=pops, columns=pops)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "016e4187-0ce8-4adb-91eb-093ef199ef9a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " AFR 0.75 1.00 0.86 3\n", + " AMR 0.45 0.71 0.56 7\n", + " EAS 1.00 0.25 0.40 4\n", + " SAS 0.75 0.50 0.60 6\n", + "\n", + " accuracy 0.60 20\n", + " macro avg 0.74 0.62 0.60 20\n", + "weighted avg 0.70 0.60 0.58 20\n", + "\n" + ] + } + ], + "source": [ + "print(classification_report(y_test, y_pred))" + ] + }, + { + "cell_type": "markdown", + "id": "397b6853-e368-460c-a362-bd25edd716df", + "metadata": {}, + "source": [ + "# Example Prediction of Population for UNK samples" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "a2a85535-499a-4ecd-b8b4-62eb0148c24f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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PopulationSample
0AMRHG002
1EASHG006
2EASHG007
3AMRHG003
4AFRHG02109
5SASHG004
6AMRHG001
7EASHG005
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" + ], + "text/plain": [ + " Population Sample\n", + "0 AMR HG002\n", + "1 EAS HG006\n", + "2 EAS HG007\n", + "3 AMR HG003\n", + "4 AFR HG02109\n", + "5 SAS HG004\n", + "6 AMR HG001\n", + "7 EAS HG005" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "unknown_data[['Population', 'Sample']]" + ] + }, + { + "cell_type": "markdown", + "id": "a34a9838-0034-41ca-977f-7a5213af9fb2", + "metadata": {}, + "source": [ + "# Gene overlap of 14 loci" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "e9dd897f-1447-4fc2-b91a-f187ae68034c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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LocusIDhits_genehits_exongene_name
0132443TrueFalseKIAA1549L
1271491FalseFalse
2347074TrueFalseCCDC200
3347381FalseFalse
4385018TrueFalseGTSCR1
5396168TrueFalseZNF433-AS1,CTC-359D24.6
6453703TrueTrueTMEM87B
7520559FalseFalse
8585194TrueFalsePIK3CB
9648426FalseFalse
10772512FalseFalse
11774573FalseFalse
12875424TrueFalseRP11-370B11.4
13914869TrueFalseDMD
\n", + "
" + ], + "text/plain": [ + " LocusID hits_gene hits_exon gene_name\n", + "0 132443 True False KIAA1549L\n", + "1 271491 False False \n", + "2 347074 True False CCDC200\n", + "3 347381 False False \n", + "4 385018 True False GTSCR1\n", + "5 396168 True False ZNF433-AS1,CTC-359D24.6\n", + "6 453703 True True TMEM87B\n", + "7 520559 False False \n", + "8 585194 True False PIK3CB\n", + "9 648426 False False \n", + "10 772512 False False \n", + "11 774573 False False \n", + "12 875424 True False RP11-370B11.4\n", + "13 914869 True False DMD" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv(\"interesting_loci_gene_name.txt\", sep='\\t')\n", + "df['gene_name'] = df['gene_name'].fillna('')\n", + "df" + ] + }, + { + "cell_type": "markdown", + "id": "907f2a65-ec83-4441-9784-920cefa46ab5", + "metadata": {}, + "source": [ + "# Future Work\n", + "* Consider pairwise fst when choosing the ancestry tagging loci to be able to distinguish AMR from SAS" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.12.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/README.md b/README.md index 7b9b23f..7d4438d 100644 --- a/README.md +++ b/README.md @@ -127,17 +127,15 @@ population in a PCA. See [this notebook](https://github.com/collaborativebioinformatics/tandemrepeats/blob/main/English_EDA/MainNotebook.ipynb) for details. # Old README - - # Outlines ![alt text](https://github.com/collaborativebioinformatics/tandemrepeats/blob/main/imgs/Slide1.png?raw=true) ![alt text](https://github.com/collaborativebioinformatics/tandemrepeats/blob/main/imgs/Slide2.png?raw=true) Background =========== - For a tutorial on using tdb for programmatic access, see Introduction notebook. The motivation for tdb was that TRs can be better represented as ‘replacements’ of reference sequence spans with contracted/expanded alternate allele sequence. This type of representation removes alignment ambiguities, which TRs are highly susceptible to. Furthermore, VCFs are not a normalized data structure. Each ‘row’ in a VCF can hold multiple alleles and multiple samples. This, combined with the mixed data-types, makes parsing VCF files… unpleasant. The tdb is a normalized database with three tables with information on loci, alleles, and samples. The data can be parsed by standard data science libraries, such as pandas, with ease. -**Methods** +Methods +============ Query #1 - Population Structure --------------