{ "cells": [ { "cell_type": "markdown", "id": "cognitive-production", "metadata": {}, "source": [ "# More Forex Analysis" ] }, { "cell_type": "code", "execution_count": 1, "id": "median-cowboy", "metadata": {}, "outputs": [], "source": [ "import hotstepper as hs\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "necessary-hands", "metadata": {}, "source": [ "Get some data from the trusty hotstepper-data repository" ] }, { "cell_type": "code", "execution_count": 2, "id": "resistant-fishing", "metadata": {}, "outputs": [], "source": [ "df_gbpaud = pd.read_csv('https://raw.githubusercontent.com/TangleSpace/hotstepper-data/master/data/forex/GBPAUD_H1.csv',delimiter='\\t',parse_dates=['Time'])\n", "df_audusd = pd.read_csv('https://raw.githubusercontent.com/TangleSpace/hotstepper-data/master/data/forex/AUDUSD_H1.csv',delimiter='\\t',parse_dates=['Time'])\n", "df_gbpusd = pd.read_csv('https://raw.githubusercontent.com/TangleSpace/hotstepper-data/master/data/forex/GBPUSD_H1.csv',delimiter='\\t',parse_dates=['Time'])\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "fundamental-compression", "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " Time Open High Low Close Volume\n", "0 2013-01-28 10:00:00 1.57474 1.57475 1.57243 1.57243 8337\n", "1 2013-01-28 11:00:00 1.57245 1.57263 1.57050 1.57050 8119\n", "2 2013-01-28 12:00:00 1.57049 1.57329 1.57049 1.57257 11026\n", "3 2013-01-28 13:00:00 1.57256 1.57389 1.57102 1.57366 11717\n", "4 2013-01-28 14:00:00 1.57366 1.57431 1.57133 1.57171 11911" ], "text/html": "
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TimeOpenHighLowCloseVolume
02013-01-28 10:00:001.574741.574751.572431.572438337
12013-01-28 11:00:001.572451.572631.570501.570508119
22013-01-28 12:00:001.570491.573291.570491.5725711026
32013-01-28 13:00:001.572561.573891.571021.5736611717
42013-01-28 14:00:001.573661.574311.571331.5717111911
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" }, "metadata": {}, "execution_count": 3 } ], "source": [ "df_gbpusd.head()" ] }, { "cell_type": "markdown", "id": "mechanical-might", "metadata": {}, "source": [ "Hotstepper can deal with regular datasets by performing a delta conversion (convert_delta=True) when loading the data, this way, a regular dataset is transformed into a series of steps that provide all the convenience available from being a Steps object. In this case, we have loaded 3 forex 1 hour data sets spanning 10 years, we can have a quick look and create a smooth plot all with little effort." ] }, { "cell_type": "code", "execution_count": 4, "id": "drawn-norwegian", "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "fig,ax = plt.subplots(ncols=3,figsize=(22,6))\n", "\n", "gbpaud_close = hs.Steps.read_dataframe(df_gbpaud,start='Time', weight='Close',convert_delta=True)\n", "audusd_close = hs.Steps.read_dataframe(df_audusd,start='Time', weight='Close',convert_delta=True)\n", "gbpusd_close = hs.Steps.read_dataframe(df_gbpusd,start='Time', weight='Close',convert_delta=True)\n", "\n", "ax[0].set_title('GBPAUD Close')\n", "gbpaud_close.plot(ax=ax[0])\n", "gbpaud_close.smooth_plot(ax=ax[0])\n", "\n", "ax[1].set_title('AUDUSD Close')\n", "audusd_close.plot(ax=ax[1])\n", "audusd_close.smooth_plot(ax=ax[1])\n", "\n", "ax[2].set_title('GBPUSD Close')\n", "gbpusd_close.plot(ax=ax[2])\n", "gbpusd_close.smooth_plot(ax=ax[2]);\n" ] }, { "cell_type": "markdown", "id": "ceramic-stroke", "metadata": {}, "source": [ "Now for an interesting manipulation, in forex, currencys prices represent the conversion price for the pairs, for example, GBPAUD represents how many AUD (Australian dollars) are needed to buy 1 GBP (Great British Pound). You can also think of this like a ratio, $price=\\frac{GBP}{AUD}$.\n", "\n", "Now, since it is a ratio, we could use some simple manipulations to find the price of another pair, for example $\\frac{GBP}{USD}$ and $\\frac{AUD}{USD}$. If we divide these and use the rules of simple algebra, we have $price=\\frac{\\frac{GBP}{USD}}{\\frac{AUD}{USD}} = \\frac{GBP}{AUD}$.\n", "\n", "With the data loaded into a Steps object, this type of simple mathematical operation between Steps object is as easy as;" ] }, { "cell_type": "code", "execution_count": 5, "id": "convertible-output", "metadata": {}, "outputs": [], "source": [ "gbpaud_close_div = gbpusd_close/audusd_close" ] }, { "cell_type": "markdown", "id": "obvious-bridal", "metadata": {}, "source": [ "We have derived a new pair from two related ones by eliminating the common USD. We can compare the result with the published GBPAUD price to see if there are any differences. As we'd expect, the two series are effectively identical, however, we can difference them to zero in further." ] }, { "cell_type": "code", "execution_count": 6, "id": "crucial-pearl", "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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lIgqAC68a4PdrDuvn/JrmavX6o0REREThiENziYjCQO8j57vsY4XF6fFvV//or3CIiIiIAoqJKBFRGFj+ys848r9ipJQ2U7TfsWuKbXvn0T1OrzG1ZFwgQiMiIiLyOyaiRERhID7diObd4qGT9GhS2BEAcMmxBzHzi0cxM/VPAEClpSqUIRIREbm0+uA6PPXT86EOgyIAE1EiahA6HhwW6hDcUq2rxImk3QCAS4aeAwBo0zkDABBniAtZXERERO4YPHsA3tjwcqjDoAjARJSIGoTEpNhQh+CWotgs27ZRL9eTMxrl/282O58jSkREFC4kSQp1CBTmmIgSUYNglayhDsFj+3L3AwAMRj0AYN7eP0IZDhERkduYh5IrTESJqF4rriyGGC+wPmVBqEPxWPPoVgCAUnMJAOAn3Ue2YwZzlMvzl6xYi1tefoJPpYmIKOj43UOuMBElonptxroZtu30klYhjMRzzdqkAAASdEmqY5Jw/Yb3rPmD8al5MqqquL4oERERhRcmokRUr236sti2bbC4fosYTtKj5SJFaY3jNY5K0FsMTs+XdHKyKoTwd2hEREROWa3yG1GrZEWFuSLE0VA4YiJKRPXaP6VLbduNrC1CF4gXBg/rBAAwGO0J54XjboLZYoFVWJ0m1uXV5bbtjxd+E7ggiYiINEiQE9HLX70NMS/HhDgaCkdMRImoXmuS28m2XaIrwF37puDlishKzIwnixUBwO/ic2zbdhCSzopqg/YT5i/+/BmxE+1Vgu9Zc2PAYyQiIlI4OUX056pPQxsHhS3n47qIiCKQ2WqGcYIRAHBhpztt7fuS1mPvlP9CFZZHzjx2s23baFR+VF/81YVAFGDVqZdzEeMF4qtSAFPAQyQiInJIsrJYETnHN6JEVO+c2Ftq25ZEZK69+dSV99u26yaih6J2OD23xJQfkJiIiIi8VVBaFOoQKMwwESWieqe0oNK2/Xv8xyGMxHtHMk/YtqNMRof9lvTZhquKHw5GSG6RJAlivMDnC+aGOhQiIgqharOyYvvpb54XokgoXDERJaJ6p9xaFuoQfGaptFe6jUtwXJRoxKVdIUyul3IJll8XLAcA3LTy8hBHQkREoSAk+fvLalEOzd1k+ScU4VAYYyJKRPWO0Ef+vBRdpfItaHp+W1Wf83PvAAB0jesVlJjcUZBX6roTERHVXzWJKOeIkgtMRImo/qkHiai5XLm/9oHVmJz4taKtZVpzAMCYJ+8IVlguWST7UKz80sIQRkJERKEkSZH/XUyBxUSUiOof4bpLuDtUckCx37pDOs45a5CiTVTKRYz0Jtf/wU9/+pLfYnPm1XUTbNvtX+4SlHsSEVH4ECe/hK1MRMkFJqJEVO9YpfCZM+mtY+aDqja9Xl5PNLEsAwDwwYTn3b7enNW/+CcwF3YmrLZt50edcNKTiIjqM74RJVeYiBJRvWO1aCeip+ReEuRIPDcs82oAwOBWg1THDAb5I7soNhvG6mjo9O6/+h2SPMIv8RERETlTU6yIiSi5wkSUiOodi1U7Ee2a1CPIkXju+9EzcW/xa7jzlktVx3Q6+0e2kDz7+LZIgV9PdeaP3wf8HkREFBkkq4StWVtt+7EVyaELhsISE1EiqnesDhLRSNCoRQLen/QUjFHqj2ed3t6m8/DjOxiJ6F2b/hfwexARUWRYsGY5enxgfwBcFl2AKnN1CCOicMNElIjqHUdvRBOMiUGOxL8sFnsy6ekb0fowb5aIiCKBPDR387a9qiMlhZXBDobCmCHUARAR+ZuksXbZM9XT8MIT4bPMiTdqrYzicSK62rLYz9G4llLaLOj3JCKi8GCBWdUmgfNGyY5vRImo3tF6I/rKS3cjNjmyn7116GRP7HRuJqKW0fKX/sG4LQGJyZn8uGNBvycREYWWRS8Pv51U/oT6mDnw00QocjARJaJ6pyYRfajoTbQ63hf3nXgrtAH5iU4vcHb2LQAAUefju9WxftrnGOX/3y1reEBjIyIicsXR1BlqmCL79QARkQbp5PItvfu0x9s3/RfiaPxrc+JSAIAklF/ma0Yvw9oVu3Hh7r6a521rtCzQoRERETllMTMRJTu+ESWiemdP1n4AQHZ5dogj8b/MqIMAgFJTgaK9Ues49BrWIgQRabum4hFEV8WHOgwiIgqCtfs2QowX2Jt1wGk/s4VDc8mOiSgR1TtT1r4BAJix470QR+J/lx97FADQrKCL6pg1jBYPN+gMsAr+4CAiagje+OgjAMBHn/3ktN+85X8HIxyKEExEiajeORq1GwBwacr1IY7E/76ZMhkrux/CP7evVh3TqhZc2+8r/wpUWLBUK++tF3omokREDYRekgsS5FXlOu2Xm1MUjHAoQnCOKBHVK0eOZqM0Kh8AYDTqQxyN/xnjBE69qqXmsaQE5VDYXllnK/YvXDAC0pDAvDWtO9xKr2MiSkTUUBh1JgDA9KoJTvsN6TIgGOFQhOAbUSKqV1rObGTbHjngzBBGEnzJabG27XcTfsL6txcE7d7WOpUQ9UIPq46JKBFRQ2CR1GuGajHEMPUgO/5tIKJ6q1uP1qEOIWSuvXEEdEEc82I2q9+IAoDFwgqJRET1Xawx1nUnAFZL+NQyoNBjIkpE9cbCZWsU+ympDa9qq8EsD48ymoI780LrjSgAmKv5VpSIqL4TEG71W7JxRYAjoUjCRJSI6o3jmcrlWoym+jdH1BVJyE+bDYbg/rdbJGUiml8hz9MtLasIahxERBR8QriXiI4vujfAkVAkcZmICiFaCiGWCCG2CSG2CiEe1ugjhBDvCCH2CCE2CSH6BSZcIiKl4spiHC06iq/n/4abt10Y6nBCrneOXKCodqGmMfgo4PetOzS3ZaJcUGn+ipUBvzcREYWWu29EiWpzZ+yWGcDjkiT9J4RIALBOCLFAkqRttfqMBNDx5P8NBvDByf9PRBRQ7Sd0Q7bxCNoU9wISQh1N6C144XtsWXcIpij7x3uPnm2BzYG9r7XOG1GjwQhUAtf9dz6uvZhzgoiIiEjJ5RtRSZKOS5L038ntYgDbATSv0+1SAJ9Ksn8AJAshmvo9WiIKa/llBTiafzyo98w2HgEAHEjYFNT7hqvUprEYflEXRVvtIVPvfvdZQO5rqbN8iyGYlZKIiCik+EaUvOHRHFEhRBsAfQH8W+dQcwCHa+0fgTpZJaJ6rvnEVmjxTrNQh0F15Bbl2bb37QrMg4KadUSvyX8CWy86ApPBGJD7EBFR+HF3jihRbW4nokKIeABzADwiSVKRNzcTQowSQqwVQqzNzs52fQIRRZRyY3GoQ7C5ds/YUIcQNgpK7H8uVgRmOZUqSxUAoFHTZHTr3xyVKA/IfYiIiKh+cCsRFUIYISehX0iS9INGl6MAWtbab3GyTUGSpBmSJA2QJGlARkaGN/ESEbnlq8/GhTqEsGGx2ofNSlJg5mvWLN/SSC+/EbeWNbyKxUREDRXfiJI33KmaKwB8BGC7JElTHHT7GcDNJ6vnngKgUJKk4E4UI6KwsmPPAVw94V5UW8yhDqXBS4pJtG3XLSrkLxaLfF3dya8VYwxXByMiIiLH3KkmcRqAmwBsFkJsONk2GkArAJAkaRqA3wFcAGAPgDIAt/k9UiKKGHuOHsKImWciM2Y/bvjzOlx6wfBQh9Sg6fT2J9UBS0RPvnXV6+Q3oduLA1yml4iIwsbh6n0AB8KQh1wmopIkLQecl8KS5LFe9/srKCKKbB1ntgZi5G3JEpjhOg9MGo/3SscF5Nr1Tc2wWSBwQ3NrihXphfxL5GvL1IDch4iIwk91uQTEhzoKijQcO0VEARWoeSNMQt03vPspiCtLBRC4N6I1iahUzkfiREQNjatv+nNO2AdLdhjfA71fPDWwAVFEYCJKRAFlrZbfwEmShHX7grPW57Pm6UG5T6ToeUpLHLsnB0DgquYeWyonovs/lxPRB0omBeQ+REQUfiySxeGx0cUf4cvn3rXt78VWbJL+CUZYFOa44jgRBdR3G+cg15yNzIJsPH/sHnw3aAGuGnl2wO4njQ3M0NNIl9hWQFh1kBCY/33KKyoBAEKSn2/ec901mPrLEwG5FxERhZdqUenw2MuTbgcAXFZ4HxYav0FJbG6wwqIwxzeiRBRQX4m3cde2K7Fy978AgE3bdoU4ooZLJ+kCNjT3waNXAwAkIV+/e78WGJpzFQxmU0DuR0REodfouVZ44t1XsDj+G1tb2yODNPsaonSQBB8Wkx0TUSIKit/jPgYAbCnYGOJIGjIRkER0++G9yEk+AADY1P9HW3uxPh/JFU38fj8iIgoP2abDmJw3WtF2a7c7NfsKIWwPK4kAJqJEFGQ/GmaEOoQGS0i6gFTN7Targ2376lMvtW03NbQM2FBgIiIKT1H6KM12AQHwO4FqYSJKRBFDkiTMmv8NLFYL2mb3D3U4ESeQQ3NrHMs/Yb+f0PHpNxFRBKs0V6KgokDzWEFxsWb7nedfh/T8Nqp2ndDByu8EqoWJKBEF1Sn5l3h97i2vPI47Vl2La1+5D/sz1vkxqgZCEn6vmltlrq7TYF++RQ99wKr0EhFR4J0y5jykvJaieazry30029M6GTG2x2uq9mpRhYoo7eSVGiYmokQUVNnGw16f+22pPKz3p/JPFe0jDt/kU0wNRZWpDF+aJvv1mte+fJ9i3xBjX01O643om3+9iz92zPdrDEREFBgbov4CAOw5qP7uPhGzz+F5Fqv6IWSVqFDs787d7WN0FOmYiBKRX1it7s372Bu/3ut7XGWWk57zK262tb1Y9Tkm3/uC19ck77364Uf4ETMVbQn6RNu2EDpYhXJtuceWPoQLvjkPu47uD0qMRETku8mfznKrX8+cMwEAVo1ENKGosWK/09ROWL6Ro5saMiaiROQXFkvgh2A2SswAAKwxLLS1vfDyDQG/b33SNq+v3671+u4xqrZbrrQPvdYLPYpjclBQVqTq9+zHr/gtDiIiCowLSuQ1QCuqHa8TWluMiAMAWCSL6tg83ReqtqnffOZDdBTpmIgSkc8emPEsRk65EgAQX57mtO/grEudHnemAPIi2HWHAwmh1ZvqSihPR+/oU/x2PbOuStXWqHW8bdsAAwBg2EsjVf1+sHzotziIiCgwrJATSrPF7Fb/r0Z9BACwWNSJaF7yIVXbKU2G+BAdRTomokTkk5lzvsd7x1/FooqfAAAlMblO+/dvNECz/UD2YeQW5zs8b86fC/GxWV38AACS4hPcjLZhE5J/S+cXx+Qo9g9cnQed3v5U4P5T5KHUW6JW+u2eREQUPDVvNqutysJ0Gw9u0+zfrkfGyfPcGyWV1ijRdSeqt5iIEpFPvlkx16P+uZXK5EWSJIx68mW0fb8V2rza3uF5f676W9XWsqAHAKBdpyYAgGvmvelRLA2PCMg6ojVad1VWVhx2WUfF/s4DBwJ2byIi8r8FCZ8DAMySMhHtM7u70/OqzOoRMwazSd2RI5oaNCaiROSTXboNTo+Pyn1VsW+EcqHrn3/4Bx/GPw8AKDE5fiMqNL6tDidvsW2X3y/h8yWPuIi2YRMQkCAhuygXeaUFQb//wV3ZQb8nERH57nClZwXmJI0Chk1zuqratL7bqeFgIkpEPtFVGxX76cWtcXrOtQCAOR1X4uZrL1QcNxoMiv31u7a6dR/hYiJodDpgiHbrUg1WYWwm1uoWo9Gb6UibpL0uXCDFRPMPiIgokjQt6AwASNVneHRegi5Z1fZk+/Gqtkqze0WQqH5iIkpEPjkn/jLF/otdp+CXF2dj7Yj9uOL6UyHplQULrHXmjXxz9BO37sOnpv5xLGZPyO4dEx3luhMREYWNdKkpAMAKzyrjnzf8NABAm6P2uhAPPK4uVnjnHu8LGFLkYyJKRD7p2LydYj8tJRkJKVHof3obAMCuUmVBg7qJaK8T57h1H603ohnFbdwPlPzu0sq7bNsbzj/gtO8vi/9CTCwTUSKiSLI5ZSkA7eVYnOnRrxU+iluM1c8vtbUJAbTI155bml2cq7nUF9VvTESJyK+MeuXQ29hY5XDMuolo68TWLq+5ev1W5Faoq/EaJKNGbwqWeCTZtnsPdv7neMnfI1iUgogohLLy8vDz34u8OrdmGRdnTj1xhW1bCOD2J85ARqs4RZ97Gj2teW6jKeloOrG5V7FR5GIiSkR+talOSfez25yt2K+biM5LnWXb7n5A/XZ05T9bMPjnHvg26m3VsRRLY19CJR9JkCAkgcybS9zrH8CKvURE5NzwV0fi0sVno7SswuNza393d3imr237HusE2/bTFzzq8jqjn7kJe0cWaB6rMLr3XUL1BxNRIvJadn4+VmUql1UpKFYOrUlvolzjs24iujlhmW17a5sFqnvM+2eZqq2GJJjYhJIECabqWDRqG+e6MxERhcw/GzdhZ9xqeceL705LrTeie2M22La7ptsr4RoMepfXETqg3aAk/Nl7va1typeznJxB9RkTUSLyWo/X++JH3YeKNr3e8RdRbHmyxwUPXip4wPFB5qEhJUmSyyJSM1v+atvekW9/W35a9lUBi4uIiJSu/ML+maszOOnogKM5ovffax+OW/dBszPNO9ortz+++w4AQFQVH2o2NExEichrWdEHVW0tk1s47C+gw3/Vf2PmnO8dDtNcvHwtxk97D5Ik4eFpY/nWM4x9Hf0mKkzOh1LpTPY/v0k/v2fb7tmoZ8DiIiIipWNxu23bkhdPcQtFDgBgR84ORbveYH8YGWU0uX09rRXZkqs43aahYSJKRH7VqUU7h8d00GFvwnrcteV/uHLcPZp9zlo0EOMyH0Cj51vincwXnd4r1pLoU6zkvXd/mu1WP4vV/oRcMgNNsruc3AlAUEREpKlnwem27YpCz0YmAcC2pBWotlSj63tdHfbxZJm1aKO9inqrPPnBpMHMyuoNDRNRIvKb+b02YeRFAx0eF5L9S+pH3Qyn18oxHXV6/IHyN/Ddg+6tQUraVq7Z5PW5D224za1+/xbY5xBbYEGCQZ4z7M0TeSIi8s7+qM227d/2/ObVNUwvOX/j2b51S7ev1bZDE9t2C2NbAIBRuP9GleoHJqJE5DfnXO58uGVRbLbf7vXuq0+gbacMv12vIfrrn3UBv0fVCftkJAss0MF1MQsiIvKvSmOZbftQoXpajTcuyLlLsd+mfSO3z609NLe6Wp5/mh19yC9xUeRgIkpEAdcz+8xQh0Aaoo3Rrjs5ECPcKypxy5AbbNsbkhdiV9Jqr+9JRESeq6quRrXBvmRL1k7Pl2/RclrHUxT7Or13i0WvSZXf0JZG5aOyusrnuChyMBElooBbNfEPnLi1yHVHCqrkeO/n2DYxurfw+BkX9kCj3A5oUtQBACDp5LlJXFOUiCg41qzdqdjXHUxx0FPp1VkfOj2eV5nrdUyOnP3SFa47Ub3BRJSI/GJmi18dHotLNKFx6wSHxyk4TjdfptiPifG+MMTDrZ9zq58QQE/jIFQaSr2+FxEReS83r0C5v83s1nnPHh6l2d7iRC/El6Vh1MC7NI/7YrnOu/mrFJmYiBKRTV5hEf7dvNl1Rw2dO7fyczTkb/d0fESx//Ga2V5fyyTkJPaaQ6Nd9tVBj/zY44o2FisiIgqOwpJixf7qrt/6dL3LWlyN/PE56DQiGQDQM+ssr65jeV5Ct/1n+xQLRTYmokRkM+ylkTjlh15enVtYVuy6kwNRUgx+7r/Crb7fdFqKBX03en2vhuyam05X7O+UNnh9LevJobX3X3Ojy763tL7b6/sQEZFv7t14vWL/vKTLfbreh+UTYahVYmDFhN9w4Oo8j6+j0wMitdKnWCiyMRElIptt8SsBAFare2+rUors8wSLCsqc9HTuitIHYDC6V021Q6dmOPsS75Llhq7uAuIHY7d6fa395fLi6ELnujjFJbf0U7XxjSgRUeA9/fYklEYVKNraNfNtBFPtCrwAkJAahdZd3Zt3WtfWpL9dd6J6i4koEamYzRa3+lVF2ef9uVMtb+b+TWh5ordt/8eVfwIAsqIPwKB3LxF1J/EhxzJvKMPnHef7fJ3JR8YAgFvLl9d9yCAkAeahRESB93rBk6o2i9W973iiQGMiSkQqt779MF77fLrLfrWfslosVpf975jdE1dK99j2J8yZBABYZZkPnc69jyPJzbe1pK1Rhxgs2LXQtp9bludxBdsPv/nBti0J1+caTfa1REfm3imfx0yUiCjgYirU1dF9TUTTilgTgvyDiSgRqXxV9j6e2XuP6461ZCSku9UvvoX9Y2d9opwQNS/sBoPBvTeicXExHsVFat1T7EOb099Iw+ufzPTo/Kf/e9C2bYHr6ot6vf3PvFuzLoDEt9pERMHQIrenqi1vh/NE9ODhExDjHX9Of38OK9uSfzARJSKHdh7f61a/mQkLcPb5fd3qK8WoF6uef98vMOjUiejZ+Tep2txNWMmxLh3bKPY/2/iZR+fnxx6zbVdbql32rz03dUepd1WZiYjIcwcb/adqM6U5H8G0aPE6xf7peVfbtisekjDi/B7+CY4aPCaiFBEmzf4Yq9d7X1iFvNNlRgeH80Xz80ps23c8draqEI4jtw9XVlntmD8QbbqnQWdQfxx1bdZJ1cZE1HflFcoqhVbJ9bBqR8xW99ajq/Gb4RMA8Hg4MBERec5UHatq+0N87vScliktbNtt8vrg3WumAADOO34XoryrSeTQM3gPABBXIV+4RQ6T3IaEiShFhCcP3o7BP/PDKZCqLdoJxbsfaq83ZvUykWg3MBnmZ+2Jjw7y/EGtN6I7ju9StTER9d3A7sp/S1bh/Xyh8qoKj8+RdFaUoNDrexIRkXsam1ur2tZYl6raJrw/DUeOZgMAdEZ7+6K756PnkOaQxkqYN22G3+Pr26MLAMCsq0J6SSv0iBrg93tQ+GIiSkQAgO/nLtZs/2Tvh7YvJ3/Rm+yvT/UnE1GhkV+aDCZVm9FoUHckj7Tt3Eixb4X3b0Rr/vw8VV3GN6JERIHy4/zFEOMF9ibKQ3NN1Y7rK3w29xeMyb4XLWfK3w21v4/bdcsIaJzRUVEAALO+CkLSwQpW9G1ImIgSEQBAJ2m/adyYsARXTrlV1e7uUFxXtqXIa4iJSqPq2I29blS18Y2o/0k+JKJms2dDc++teAXCqkO8Kd7rexIRkXPXLbtE2eCkSNzNG5V9RRCzA93JHxMWfTV0kh6bdasw/qN3gxcAhRQTUQp7nEoWHCaTOhGsUWjNU7Vt2r7br/dv2irZtm0wR6HiSTOuvWkEWmT1xMisUbZjRiMTUX/4MmOFbXtP8lr0e3G4V9epMrsuVgQAKUXNAQDp6YnQW41B/aFDRNTQVBpLFfs6D37y/71zlb/DcSg1Jdm2rYMOx+P2YNyRh4J2fwot/hSgsCd59sKFvLS2eIViv+uREbbtY1F7VP2PnfDPcN3+WRcAAKJj7YnwrG5zERUrJ5yH39uE39+zr2nKN6L+ccnN/RX766W/PS48BLifiN6AxwAAjXTNPb4HEVFDN3exPNR22dp1DvtIkoSrJt6Fhav+UbS3yOvu9I3oGQduVexP2ycXJ0ovUs8v9beYGPsUHMG0pMFx+ScuhJglhMgSQmxxcDxFCPGjEGKTEGK1EIIVZcivLGa+Eg2GiXtG27YvKR2Fz++xFyUojslR9R+76jmf7te4uB0AYF2j3wEAKSkJtmO9W6rXPasRE6ueN0qeM5rUCb1xghFZeeq337VZrcp/jwbh3hzRG/SP4NFP5+PshEtcdyYiIoVvF8prd/68cKnDPqWlFZhTPRPnzD9V0a7TCwg4TkTP6jNMsS9B/pzvbhnsZbTuy82zF67Ljz4e8PtReHHn0cNsAOc7OT4awAZJknoBuBnA236Ii8hGsjIRDTaDMKBvv462/bTCVqo+exIcP5V1R2bCPsV+zZzTqKo49BrKt2aB5ujN8hsffuz0PKvVPp/0/rwp+N9lZ7l1vwHjdLjp1nPQ6VY/TS4mImpAdCfnM9T+DK7rlwXLNNsPJW2BcPJGVBLKa3ZBPwDA+Iuf9zRMj/XpZf+tUW4qCvj9KLy4TEQlSVoGwNkj8m4AFp/suwNAGyFEY/+ERwRYnHzokn+UlJcp9m8/8wZFMaJrk+9WHK+yVAUkjuWn7sS2G/YH5NqkpNNp/yhpHN3U6XlVVfLw3dukZzH17UdhjHEvsTTEAn1fAHQsekxE5LGaOZ7O1n1esGmpw2Nl0Y6XzMoqyVLs77JsAgCkpSd6EKF3tEbnAMC+I0cCfm8KPX8Mxt4I4AoAEEIMAtAaQAunZxB5IKc017a9YsP6EEZSf83+9mfF/oXnDVHsvyc9h2377PNEjx7JRSCcdm4nh6Xibz30Mi7Z92hA7kt2LVo0wrkTrsa0OV9pHreY5R9B1sA8iyAiIg3i5NNhR4no0exMfIxXXV4nqipO1VZQWWDbtlituCLtZgBA2/ZNvIjUMwnxsZrt7T9qGfB7U+j5IxF9FUCyEGIDgAcBrAe0FwESQowSQqwVQqzNzvbvuoRUf23465Bte+hP/bBrF5+S+duDB65z2WfKJ5/Ytqsrg7/O18cfjcZPn0wJ+n0bmk/Xf4oF1u9w75brnfZLjkvy6T41c5CIiMi1jbrlAIBvzR9oHn9hqvOZcVOTfkJGXntcWHkboquUy2d9pnvDtj337/lYUD4HABAV7biavr/o9AJnbB6FZ/OdTwuh+snnRFSSpCJJkm6TJKkP5DmiGQD2Oeg7Q5KkAZIkDcjICOwCuVR/JOtTFfs7Nx8LUSQNw79nai/LImqN1d2yf2ewwqEg+8P4WcDv4WyuEhERqZlK5YJ+hiLtNZiTMtW1HGq7/5FLkPX2HkQbomEVjh8mX7V0JHZGyTUgDIbgVLFd/P10THzr1qDci8KLz3/DhBDJQoiaMpZ3AlgmSRJnG5PfmJoql5Q47qdlQ0it//ELMWhYB9v+x2mLbNtV1faxmHP/nm/bHmeYFZzgKCxIXNiXiCjo1iTOAwAcTdquebxJR+0EFQBaFdoXtMhbp1clopcW3OeHCH23YOCGUIdAQebO8i1fAVgFoLMQ4ogQ4g4hxD1CiHtOdukKYIsQYieAkQAeDly41BDlVijnI761/bUQRVL/lcQpl2m59YEzbdvxUfYvOSvsc1TGPndb4AOjsONsKQAiIgocMV7ghz8WK9pSGztORGtPhdjWbgHMhiqsWiOvyng45xiqTeWBCdRDZ1/QO9QhUJC5rF8oSZLTyWOSJK0C0MlvERHVESVFK/a3Z/wdokjqv4MxWx0eizfYq+d1SugCVACnZ7qeW+rKKPN4n69B3mmU1wFZqXtcdyQiorAycf7ruGKk/WGxuVJdxGho5tVY3vhbjDDY128+1Ow/AMDPC5aiedMMtP6oOaBdL4go4IIz+JvIB8dWmF13Ir+oNJSq2nrsHgkAaN3EvrZnv55dAQC3D7nF53t2a9LV52uQdw68tB03H5mgaDNW2x/8HCs6jipzteJ4WWWFfG753sAHSEQUADv3H8Anv84NdRg+sUjK30YnlxnFnz024q8ue3Hu/rvxx8TP8Ef39Xjv6bGq8+eVf4tjtSrgm6rCIxt91jw91CFQEDERpbCXtT74FVobqqbFHVVtU+6Q31jO2m2v1FczT9AY5ftHyDlnDPL5GuSdmAQDPvnweSQXNbO1NS5rZ9tu/mYzXPHinYpzbp7yIABgrnFGcIIkIvKzfjP74NZ1l4c6DJ/sjl2n2K+yyA8NE5obMPyadvhz9jTEJ5tw/lV9kJAWZet36uH/AQAGpQxFRaW99oPJqhx9FioTJ4wKdQgURExEKexVpeeHOoQGo1Knniey/9BRAMC6aHvhIotVHgKkE95/hERVyvNZWjYJ/Dpl5Fwfaaht+0jSNsWx3/SfKvazKzL9ck8u30JEvlq7bSvKKyo9Oqe0qhRlpsIARRQ4/fLPVeyXRhXgxz+W2PYPFBwAAEQZnS+5cvPQawEAM4pfQV6B/X+Hkug8Rb9dl/rns94bN1Y/CQDYufNwyGKg4GAiSmFvVscn3O57PCcbyzeuc92RNBVGq794tJJN68lEVOi8L1hz9I5crGhxHAmpUa47U4A5/3M8VmxfMsmMaic93b2bAPNQIvLFsaO5GPhdD1wx4S6Pzjt4IMu2bbVGzgdRCtTLHt6/6G7b9pulzwAADAbn5V/OSbzUtj1/1wLNPj93XY2OfRp5E6ZfdEyVR2eN+5Rrh9d3TEQp7HWM7uZWP7PFgmbvNcKwuQMCHFH99XKSekHps4ecCgAYmnOVra1maK5e5/1HSFp7E4bcwbeh4aD2GrFamk9pjnWbdgAAtqQsC0ZIRERO7dsvPyCbZ/Js7eOqcntRH4tFXeAnXDWNba5qO56wGxt37FIk1DoXZUjbXa7HoM3yW9HpZS9r9mnRNlWzPVjGPCY/XPja9FZI46DAYyJKYe/cBHkex9k77rG1VVWpCxht3XogWCHVK8ey7U+HH77vGtXx9CbyItpx8dHILy5EQUkRKi3yUChfhuZS+HBnKZZNm5XFiTLy2jnoSUQUeG/+bC9qs+v4PrfPk2oln9XVkVMM0dF0hj7fdMaWrftt+0aYnF5HCKB/L/UD/n+G2iuot2nLh8QUHPwVSWGvZhhoQr79g3HMW++p+lXXSk4jabhNqDV/v7FtOypWrzpuMMgfE39Gf47UKclImZyEG7acDwBYtW91cIKkgNK58VUgWa22N+EA8OGgrwMZEhGRU/q8BNt25xnt3T6v9u+DohJ1pfhwpdepv59rGGq9Bu3cXf3mVHUtobzW1KoFGHxWe/zS5x/MbPIHUtLjvA+UyANMRCns/bl3HgCgxRD7XMLyk0tI1FZttlfXrf10kByrnViklmp/eRmNjsf5bD643e8xUfC580Z02aFl2Lhzp21/5FV9AxkSEZGmfzdshhgvsKtyi1fn1xTbA4DXP/3QX2EFXCXkYoI/N96MS5aMUxzTO38JqlJ3NJOpRzEA4KJLB+OOu8/3OsZAOHIsO9QhUAAxEaWw9tRbb2B+9JcAgMwSeyGdPq16qvqaaw2xKS4qC3xw9cBv81fatoWk/XGg1zv+mHjknPv8HhMFX4m1yGWfvzIXIfeY/e2B3sCvDyIKvnGfvgkA2NjhV0X70RPZGD9jquIBq5bqCnsi+t/xyClu+I3xbQDAxff0wE9LleuCdvmyNQCgdXYft661oXiNYr+y3PcidIGye9eRUIdAAcRfEhTW3ih8yrY9ossw27bepH6DU2W2J6LxseGxMHO4i42KsW3PHvCDx+fHJ7PibX2QpHddmOJ000WorvVvzFWBIyKKTH2eH47/jb831GFoEuMF5mkU1QOAiyZdi3HHH8TyVZucXkNCrWJFZiu+/O03v8YYKDEViS773N7BvT+3ZbHK7/vmyc0c9Ay9M//qF+oQKICYiFJYKa4shlXSrmJ3xbln2wqk5BTmqY4/9sejtu2oaOfraNUHq1Zvxc5dvq2x9ft6e+n2i67xvNqwxWpx3YnC3tnNXA/FOmHaB7PF/uet82HpHoDriBKFq43Gv/E9poU6DI/tM2wGABQWOp/3WbtS7vLUObhh7UU4cjS8h3/+u3kzEqRUJJfaa2XcbR2n0dPzz+X3k3/B5VcMdd2RKACYiFLYKC4pQ+Kribjp1Uc0jyckR+PTC74CAOSW56qOb4qzLysx9fePAhJjuFjw12oM+aMHunzVyqfrHMo65rqTE5VVVT6dT+HhsUevwYHLnC/w/mfUFzCfnIf9ZK6P86okvk0lIs9s2bnX6fGiGDmZjDI6nzCptWTL1F+037KGi/M+ORdZMQegk+w1G8qt5ap+Px37xq3rRVXZixHddf8FvgcYYDkFBaEOgQKEiSiFhSMFx5A4Wf5g/LLqXVu7qPWDVW/QobJaXjZkYtHDtvajmdn4e91/iuu9VzI+kOGG3LlLB7vd9+tf5+HgkROax7qmd3HrGndXv6jZXl5R6XYcFL6EAFr3tg/7mtNhpWY/y8k3ogPPcL9CJRGRP8xbusKtfnqD4+qyALDriHqpl9cyn/YqpmApTJC/w/Pi7fMlbxt6g6pfo5K2bl3v6J25GPvBBqyMKrZVxg9nGW+nhDoECpDw/9tHDcKzb0/RbI+tTLZtm6L0tjcytfV8qzeG/9o/UKGFncoqz4oKXLduJNp81FTz2MTCRwAAz0e/7/QaOdBOZCsq+Ua0PurUW/33pV3WAFSZ5T9vg975Dz0iIn+rLHdvzU+ji8+nB/ap18uORCPO6wnzs8opDr+/595olbS2URh3ojdOfSY+EKH5xZsZyiXCLnjqthBFQoHERJTCQlm5eogJAJRG59u2hRCKYimz587FkDEXID/6eMDjCyevT3d/CJGr9VTNejmxsOqcz/WcY9ROVIWVHyH1kVaiua/RWnyxRh72tXjz38EOiYgCbN2hjRDj7aOQwm097uZpTVx3ArDj2G4sWeN4jWuL3r2ENhLUXbalPtWQa9Vc+ef9R9zs0ARCAcVfkRQWzFb1F8O3v81X96tVLOW2jZdjlf4Ph9dctWEjMnPURY0iXXm5ejjsz78tx3OT31W1W63ahZ9qpBa3AAA0iXfvC76urp3beHUehaf15+3HquE7YXAwtO2MFmcBAM7veXYwwyKiIJj3vXKKS1FheC2D1qxJhmb7dfoHFfujdlyFM393f/pKjYJy5/Pkw1Xravem2EQaV79fqH5gIkphIUs6qmp7dIXGGpUePO0b8lMfNHkvzYeowtOMvNdUbZeuHYaJJQ+p2rWKMtQ2UH8GAOCay87xKpauXVt7dR6Fpz6ntMEpZ3RymIjGxsvL9SSlcHkkovqmbfMWin1HFexDxeIgMWlr6uSX66e8nozPfvrFL9fyt94HRjo8NqrTgw6PRbKKak79aQiYiFJI/bN5I0pKyvFPvHIdLzFe4FiUukKerj6NO/FSbow6aXfE0dCq8opK3P368/gz9jMAgN7k3UeB3sA/j/rIaDRotj++T56jY3BwnIgiV93luG5/8zGPaxIEUkFxkWZ7lNGz9ay7ZA11OK3k138XeRxXMMQ5WbN7ePMRAIAbCp4JUjTBUVmpHv1VVOJ8aR6KPExEKWTyyvJx6g990GfsUCSWNnLrnKbp7vUjmaM3oo9Pfg0zyl+27btK8Fvn9PFnWBTmTCbtRLPcUCwf90MiynVEicKLuU4i+pNhJqZ9+n2IolFztCxLtINE9MBx7eXJdjRajvSKlngTP+PUndcpjlVqLIkSDpx9Xg49qxv+7LEBsya+FMSIAq+4TJ10XvTSTSGIhAKJiSiFzL9rtgEA9ib+h6K4LKd9Kx+TE6rhw3sBAG4zjw5scBHE2RNCR3Ms9FZlIqHXO/8o2PTiKs8Do4glSfYfPd9lrFEdFz4WzRVeLLpORIFV940oAPy2+zeNnv5XXlmJAyecj/apGZr7XY+lOC3vClv7wcKDmv3v+UI9ZDU/T/6+zI49iEfGXoyVX36pOK6zhOdoD0myonF+Bxy7tkTz+LlX9oYppn5VM7/j6isw7Ni1irZD5eqld8LB4+9NhBgvUFkRPiMIIgUTUQqZeGuSW/3eavYVTAnyD1dx8s2dUW902P/sIvXaWvWR3mKEqToG27ZofwkDjt+Irs5TrhPpaChmjYTkaM8DpIiVnpGEWwpfwE/x23HVfQMQW56sOF4tce4ONWyHT2Si/+gzcSwrO9Sh+E2lWT0U8kjlgaDcO/bVaLSd3gK5udrDbwHgeL68jJjBpIPeaH+Y1TGps/Y1RYKqzVytTrYvzX7Atv1jvPOlzAItuyAfm/fsUrVLkBCnS0DTznEhiCo0ElKisGz6V4q2kcbrHPQOrWmH3wAArPtvN96YNSvE0UQWJqIUMo2bJbvVr3Mb+wLNOp385SNBwsjC2zX7L0z8wufYIkH/onMRXR2vubZqDUeJaN1EIiZWe8hTDU7NbVh0OoHZU17EJY/L1RiTSpTrikpm/oWghm38tHfxX9QSvDR9mqL9uwXzsGiFvHTIl4t+wuHjmaEIzysv7HxY1bY9ZUVQY9ix45DDYw8fvh4AUFJeCp2w/3xt3VK76vv5aZer2qyQvy8NZvtw3v8Nu9irWAOh0dup6PWFOrGWIDXYkSTv16ohEp0Snv8blMUUAAAu+ukcPHX4Duzb17CWFfQFE1EKmWonCVRtwkEWlBqT6tb5Z73wP7djCmflFZU4+xn7MJVW0e1Qra90WnJea6gVAAxJGeHx/Ztmd/X4HKofjmdsV+x3ad/WQU+ihqHQIq9xrTv5M2rxijXYsfsgrl45EmcvHIw58xbihuWXodUM75bGCoX8GO0fz2XVwVvGxWLWfnj6yY8/27Z3H92PpfHf2faLK7WHqyYnarwRPfm748mESbY2R3NPQ2nPPuUwZUmSIBroT/Z7H78Az5TNAAC8ZX4aADDls9nYudfxaLBQyY+V5yU/8MlTiiku5FjD/FtNYcHZm7zasrLVa4FKkoTtVRtU7WcVXa9qW2wIn2ILvpjx+Q9YFPONbX9n9SaURxXh4pXDbG2luWb88soe1FTdrzLb5yucPfoa2xyb9/CcrT26Uv1lraWDqZsv4VME652tXDc0KTXGp+tVmkrxvT60Q+CIfPG9Qf77u6rgLwDAWQsHoeuXbWzHr/rXuyWxwlHcxDjs2BWcH/3/HF+FSrN66P+tmy61bS88/CfGWT+x7R84pF2U6LV/JqK8wj7cePITv+P2p8cAAAw6+3zKYf0G+By3v/X8WLk2qBXWBvtGFADGjLvFtl1eXoXH992GYdNPD2FEzv2h+xw7dx0OdRgRgYkohYzFzUQUkvLDV0gCEiT8F78QAPB1i7/RO1v+0u/fJPy+UPylpEz5VHpz4l+qPt0nDMAlVR2x+OctAID3f/zMdmxR1LfYt0f9xLvoOfcW8W6oT2MJiDL7f15SlT48q1MSeWJj3NJQh+A1rTmhAPBQ4Zuqtk1b1MupBcLTO+/B6x995LTP5PMmY8y4m237jqrp/xe3CKPffsu2/0TChZjf8QMAgEFnr4vQuE28y7jMFgtixsbjwdnPuuzrDxWGEpgtFhw9kY2i4lKsS52H3UnqwnENRe21rasqzQCA7LiDyC7I9/naufmF2Lxzj8/XqcukD7837eGIvywpZMwWZSJ6bflj2h11yqE6kpCwvGSBbf+aO4bi0UGPAwBG9Bji3yDDiDvDhw6mbAQAnKiWh/W8mvOE4rjWW2hjnHtPWXUN+GlsQ7e66U+hDoEoLFn0kVklc8XajYh+ORqzvp+rOjbhhbtVbcEcZrh2/3qHx0xVsTjlvPYQAvix60rsuOIo2rZsDgCIqUhU9T+Ur/1WSq9zXGG22mxW7B/NzMbvS5ejQleKqQdfdTjlxd+eevt1tJjeCB0n9AjK/cJZ7cr+NYkoANw7xbMVFA4cOY4fFy5WtHWa2AO9vu7oW4AazFaz607ERJRCp6RM+UakdXIrNC1SfxhoTU/ZmfivYv+Wm89D1RNWjBw5GK2P9fdrnOHCk2E5N247X7Pd4mA5F3e0i5ELKMSXpnt9DSKiSLd+1zbF/pqdm1R9+uTLw9kvLhkVlJg8tWi5XFBp7urfbW0XFt8JAEhMicHuq04o+gczEd1a+Z/DY7paP1svu/pUdO7ZDBkpKQCA3iVnqPrH6mM1ryOsjhNR08vKqvwtpjXCpctH2PY7vdDX4bn+9GaxnGRlxR0Iyv3CWU2hSgCorLI//FlfvNqj67T9qBmuWHEWDhyxjw7Liz/iU2xV1doJ56Q50zTbSYmJKIWNLBzF8cTdqva83e49ca55s9cytrXq2K49jivxBYIYLyDGy/FUVlbjstGjsHuPbx92tV2Y792Pm5o3osnFzTw+9/3nx2BWi3nYeOletD7WH1+WbfYqBiKiSDbr+x8V+4O+7q3qc9AkJ6txxvBbbuPzX39BZtkJVbtOJ5BUKhdX6tC9seJYtSV4b3cqdI7Xxq4wqQsT9e7XDu+n/owfn/xEdexz0xsoLVdPA9hXplwi5cD1OW7Ht8/E775QKim2v53Yl+z4oUVdFZX2ucezf/oBuw8dwphZU3yOp7xUe4j7h1Uv+3zthoCJKIVMdbUywTxapV0Moc0p7hXTqfHhre/i/BN3Kdo6f6FOTj1RWFSKnXs8L9Ygxgt8O3chfor6EDe859uTcQn2J9K3DL/WSU/ZgBfOVLV9u+RXAMBF0Z6vtRoVY8Btd5yHdqclYu2otbhmIocLEVHDM7X6eZd98uPkAjpWyftRKIGwZet+3LTuErxfLRftqT3SxiyZYZC01+jeccT/c+gcuS7pHlSYK5Bf7v78v3sfvBhNWmmvTX7PZPXwzdyCAsV+645piv2aN8DzV6xyOwZ3lVeXI6s0y+/XbSjW79zmupOGm96637Y9PucB3DD5Pkw4/LjP8RQUa1dtJvcwEaWQEOMFzl85WNGWvle7KmurJk012x3p0rsZ/vhgBj5u87vrzm4aOm4kunzRxqtzD+fL8zXXJP/ht3haNmuCawufcNpnnWGJqu3Xg3MBABbJgqiqOFhGezfcKr0/4GSKDdUzj639CkISeDj/HQzeVz+WQyIKhtoPEMPBR7N+VezXTkQtkhl6yVD3FABAl6b+n0PnSPPGjRDzcgxSX0/1aTpJjc8tb+HM1y9BfJk92dxQqU4w+x+9yLa954A8gmn2L3N8vn9dp44/F40nNXbdsRZTVSwu8nIkVH0xvPAqRJljcfP6S7w6f03hSuV+6m+K/Vk//uDxNY8cy0bn6e28iodkTEQpbEy+c6xm+6DBXTTbXbn1lpG+hKOwJelvAMDPC5Z5fO5zmXe57uSG0ir7cBSjQY9ZL070+Bo1i4DnV+ei0lQKnfbDbyKFN368FpVPWPHWWw/in0++DXU4RCFTe26ZO1Za/sShY+phsKHSo49ydFCF1T5s1ewkEYU+eAl17WJAhfn+WcN0SfkvKInNte2/dcp0VZ/Fr9jXJn3u49cAAEd1+/xy/9o2Gpc7PJZS2gwtctWjjapMZbBWNeyCgcuSvkeloQxmvXp5H3dk46jT43dsuhKLV6zBsewsnMh1b6j2HW89hkqje39Hj2Zl4eF3X3Srb0PCRJTCRpNhrvsEw+1jnsPzk97TPDbqz9uDHI3dq1n2N6AGgwEx8UZMSHBe5r5Gj5wRAIBbu94BAJgXp55LQ+SIzgAYXa9wQFTvTfnSvc/cGkfjdqL1h56N6gmkJukZin2LZE/6zFK1w0T0px1zAxmWgrl2VVrhWQI8t6v8pvOtlO8c9rGMlnDpDQNV7Ylp0WiaIz/4/k4v/wZYFvWjql8g5ccdQ1W09lBPU3zDTkQd+fufDW71K4tyvVTdo78+jubvN0bTqRmax5dvXIf8oiLbfp452617A0CLDxrjnbyx+HPxv647NyBMRCks3FkSmKdELyV59qMBAD7WT8TLpQ9oHstMCM5aalpqF2kwGOVxsddepF0dt653LpfXhYs2RuP1n6f6Pzgiogbg3fIXQh2CT+ouPbIw8Qvb9mFpD2oXZ9db7ENm5kD9BjFQrLWG45ZVlqO8qsLtcy+9+hTsuTAXDz14lcM+zkYCfXOmfejygqWhWbfTYZVc5qGaNv7nv7fWm6L/dnisqtqMYXMHYMRLF9vaSqzFTq9nGGvEB998AwDQnazUnBSjXmaoIWMiSiH3fqO5+PAN5Zf7NfnO5z+6q2m69lMtRywW+xeg1pqbADD2Y/Vi33V1zT9Ns/2Fd9/xKB5HjCcXd05L1S7OUFvPghEwmeSn3BarFU+vf9AvMRARkXuOZGZh1YaNoQ5D8R1Xo7xcHupYZixEdrS9wnyT4g5BiyuuIgVtC+RlUXLL7ENoW85ojFtec7DGuAPtB6RCCOD85U95HMewy9vbts/9a5Bte+iB6xX9qqp9Xz923Zbtiv0DB10N4WYmqqVa8m6orqcki/x2fnOMfWj1jhT7vNMXj6jfnlt0Zty341os+Xc1rDr5N2W1uRrTv/5etV5tQ8VElELutlsvsG3/d9YB/HPqXrz3/Bi/XLu4yvnTqrraPNvdtj3omfM0+7x4yPWXohXaSexLeQ97FE9tUVX2ZQDatZWXX0lJd700wCUZ10BnkP+pl+QG5wObyJm0gtbodlhd1ZkokozfPxenbrjZtj+z+W9oUaBddK/ltMYY8lOfIEXmmFWj+E/1yXUQM+P2o9JkXzplyahFuCT/3qDEVRqdj+aiLQBAWJU/Tb+zfuDVNT956TXbts7JuqHuWDbrC5TdK+HCw3Ll1bxi18M8tRSV2kc2DZij/LvyzZJf63ZX0DER1RSL4MwbsZ6spCzp7P+GOuTaH1agRzbmdluFL9ouUp175jx7cc4rf78Y9+z8Hx574zVVv4aIiSiFXHSMfZxM36GtMfjcdjAa/VOSdWPJWtv2qv/Ui47XdSRuh217fYL6w8RdO1P+cXis9hPpPQeP4OBR9wpZXK+Xk9iheVfCYLL/0z0vRzlv9eqyRxRJ6/8uPBcGvfy/Z265fQJ+07zObt2XyN9S0QixCaZQh0HkkzGzL8XKH+3z7e+484Kwf2k1e526PkCTN5rghony90tScRNbe8euTfHQxXcEPKaDh+XvwOVJctXSSVW+L6kBAI0GAzfveQUAbG+jvCUEENMIaJEuPwQ+ftj9pWVq273jmGb70nWr8cxB54UND1h3OT3eUBmi1f/o/ly5AuUV2ut7uqvuGqOSVT1feU/aatt236Z9cOn/TsG1N5zh9Lo1ow6mVj1vWyaoIWMiSkG1fsd2FBS5fktpMPgnEU2ttBeJGPKLetFxV6Z+/I3LPpIkodfoofjyF/eWi/lr5Xq0eKEDWj/fFR1nt0Sbme4VsviuehoA4JEzlPNX5737EaSx9g+zb157E0cesX/ZmYwG6HTyB/U8s/2/p7Fo6dZ9ifxPYG3yPIjxAuXlvv1YIAqFlMIWtu3Jid9g1ZnyQ8xRjeVpJe0zB2meF8rheHl5xfjVMFvVXm4oxpfV8rSRwgTlg9HBA7ur+vvbwf3ur6m57uz9Hl37k8+eUeyftv96Bz1r9cl2Mr80QR6SO/zbwQ771DZ/xSosXGl/MF1Rqf15t3WDfZ3yH3pqz1P8L36hW/dsaDaWr1bsb9t+AOcvGIrY16KRX+DeqLjUohaqtrprjDqrft08sycuulougKXTC/TLPxfx5WkO+9fYvNWzv8/1ERNRCqp+33RDp4n20uR7LtOuOBYV7biawEOFb7l9P5Pe/bcuj735iqpt6Xb7XIDabxlrO3AgE5ujVuCG/y7Emr0b8ObcD23HpLESep04W9F/5h9f4qhhLw4Zd9S9lFPdi+Sywj07d3LZt2ZOKABUmasRbYoCAJh19i9BveBCoBQatdcuPHok10lPovC04PrFtu3HHr0apwyTR5i88PRt+LXdeux4axUuqrpNfd6S1aq2YFm7YZvH58QnRiv2rZIVOWXuLW1R15LVqyHGCwx6WfnGSKd3/zVyv9PaeHXvGl8+Os1ln1/HfqrYvy93km37A/M4AECJKR/9xg93ea3zFg7BOQtOte0XFGpXxK1dKfifvaEpkhSpfi3+WrGfm21PPg8dsP/G7HNUWdzxtRT7n/PvlzsfAbd37zF0/bKNw+PLHp2v2NdDD50bKVZlue9zjSMdE1EKmtxcueR1doy9GEL73umafYVw/MX09pSHIY2VIKw6NMvt6vSe7VPcK7aQX1SEN4tGq9qvGXQlAKBRcVsMr7jc1t7q6a7Yf0h+61hRYZ93Oejzvnhso3LR6Y0fLMCmi+xPO/PM6i9xMV44LI5UY3uiPCk+vXGCq/8cxRvlJo3TEJ8QI19Dt87WroeD9eKIAkxI9q8eDk2iSBQbE+3w2IU39YHBpMMvL89SHUuOTg5gVM4VHPLtR+/VE+7Dna89i4w3MrD/kGfrqQLA9/PkH+trzEsV7TXrW9foka09tFFIvo17vnLBa2jV2/X3Z3JGjGL/vXfsb8biS+2/WdbDcYVVR9buX6/YP3xEfhtsttjflCdHJWN1fBke/2QRVvc/BHJuf5VyyHKVZH/gHmWq9TIiqRKNCtrZds8/cwgOXFqIHxO2YPBQ5w/4DxxQ/n0X4wXEePvfx8apyt+yQuhgEa5HP5SVu18Rur5iIkpBs3+/+19cNUNJnbGOt+DoO86f8N52ywW4PN91ldj/TVQmj50yhwAADEb5n4hZVMNQq+b74dgdaPdxcwDAsRPaT4drl77v2b8VOuWeAgCIssRq9i9zMUSxY6VcUTA52fXEfMUbZQmIjla/GWYiSqFS+43oll17QhgJkWe658lvwbp2925qgyEqdD+70lu6/u64tNBxcaLvrB/g48rXAQCvfeFNASEH3+snm582vIPYimRsyVii2W147tVe3NPu4a7uV9FNLpLngu67Sjlqa9s9O32KYVz2/Yr98R+/DQD4+8hftrb0pDQMfDwGk/adiYEXcQqNI30KzrJtdxrTB2WV5QCAy+afa2s3W+3JYIw5AUXxmTh+RwHeb/IjevVoj9Z9EnHZY9rDz5vn2190WF08MI1LU/6e2m/cgtJo1/OIjUb+DmMiSkFTWRj8Nx86ncCIbkNd9lsUo5wLenMXuQBQZpH8JWQVZhiE9gfGxn1bNdsHFCur7k4+T5743ja1jWb/eQtXOY2xbVRnxFYkO0zSD12Xj+O3yG+d9Xr7P+3GTZK1E1EOzaUQORC32bb90bLPQhgJkfskScLW1GU+XWPtno1Ys0X7OyPQUlPlt4H3Wl7CU0J7KbFSg3vVYMsKPX+7ukX6V7O9qkq+VptmzVEWXWBrTy5V1k/4faJyyKy7OlT3AgCc5npUrk3epKOoflpC2+7KN10t26V6FYMj31ZMx7Wv3YufjDNtbddfrhxCWpMUN3S3VdiX+btg/wO4rMU1tv3d+o2Y/t5vAORh0zU277Y/OFiV/DMqDKVo0iIJ9959mcv7lcTYp414OnInO+6g604A9DqmYfxfgIIm/1/lvM9+FcFZvuH0vtpFI5yRquRk7959V2H3viMoiDsBIQRSC1op+0kSHj9ys9YlsD1GWTk3Nk4eyvW2+Rmt7mjXwvmTz1xrJnSS4+SxZadkNGljH3b0/PS1eGr9dwCAhIQYVf8qiUNCKDQqTPY5PJKkXk6CKBy99Msk153qiCtXJi73774Wg+b0cNA7sGqmf3Ro1gavjdEeKbQw7ku3rqWH5w8ypePq0UCvz/4IZyyVR/sYDcrfCO0rlAUGva20vfuljbCOkaDzIGQhAIPj0dd+U2zKxTcV09A+y/47JS5R+d+57+ndAIAWOaH5exMu7v/fDbbt32a/iwtOHaE4vndNLsqryxVtj668DwBwPEe7HkltM9P+VOwXRtuLaFk0lj3yxq0Vzyv2J//+nl+uG8lcJqJCiFlCiCwhxBYHx5OEEL8IITYKIbYKIdSz86nB275nP762vqto66zzvIqtN3oPbGPbfun9Gbjq2Qfwwew5ij5ppfaKaVcWP4SBHfvY9jt91hIGcxTKzKW4JVX55f3OLOUkecU1K5RV2EwG50MwnA1H/vzXX7Ak9lvFEzpXJhzrj9fmytX/tIpBZBkPu30tIn+KLU+xbVdY+UCEIsPvC1d4fM5Zlb4NJ/Uny8mCOPqTy3k9Z3zfrfM2nn5U1banfCe+/vsnt+/9/Gevw5Bof6t05IT8I/+5fffZ2ox1viNPa3S629d3xUnZibBwIsXx0iwpjWKxfOAu/Pvocod9GoJWzZRvyAcO6ajYf6/LPYidqHzYkRm/D2K8wIA3TnN5/TseOBfTmv2EN9PUqyUYPHmK4UTHpm0V+9/pmIi680Z0NoDznRy/H8A2SZJ6AxgBYLIQggvEkULvT7rhC8vbijYhgv9C/oXsuzEn+j3cd1BZnv1ynbx+14Syb/DNq28huanyDaJFV41WcW1hqDOe/69NjofTTu3/sWJ/x5G9TmNzNvTjpnWXOD3XG7WHRxIF0+jDX9i2Y/Xa1aiJws3QpvL80PfSfnT7nH7tewUqHI+I8QKnzOsGADDo5O+x/j3cW5ql1wj10NDlqd/jusWX4dDRTJfnL1n3L17e9zSWxH1ra3v/y68AAGa9vdjf6oNrFec5K1oYSpcdesy2LUmSLcF3xwW52muFlhoLAChrS9R22gUd0axdkvtB1kMZTRIxoeIr/NZjrevOdRyL3e1Wv7vvugSPPKB+eKQz+P57NbWwJcpRqmrPKyjy+dqRzOX/spIkLQOQ56wLgAQhf2LEn+wbuoWyKCxVG9RvPfLMztcOu6bwccxuPt9pH3el57d1eGzXvkOYGTMWAHD93cOhNwgMGqisxivprIg2RKHKoiwodChlEwDgieL30SS7CwBgUfftkMZKuOCGPoq+nbso35AOyLxIse+voR9E4e7Gl/vbtiXw7z1FhpolNq6/8WwXPe3aJbhXuT2Yat7u6DyYn3Z5uXYRo1c+df1Wdc6Seaq2ykr1HNNUNHJ4je0jHa/hGGzfTZ2MpGL57Vz7F3rCMMGAohJ1gqGlVZr9d0CvXReqjhc85t66lw3V869ciwuu7O+6o5+Ulcm/+awW37+nbjU8hb8OL1W1n/uS43VrnamsrMbQy27H6uXuJdnhyh+vpKYC6ArgGIDNAB6WOOmH3DAvxnmRkq+nTMItd57jl3vNv9lxQtv5s9a2bd3JJ7BaD2KzyjNV8zvXCbnSnTER+OOW33Bn+TiMuLyz5n36d+pp25bGSvjsPrlywkVZ8hd8sJexSC9q7boTUQBIsP9dr7ZyHTWKDOWWMgDK5bFc6d6jjWb7j/O0K8MGQt03dsfL5KXH6n7PJRU3RdWznr1H+LTobZd9jNXqGgWHi9TLkrTMUL553VxoX+qk80DHSWqwGWKAwgR5FYD9Rrnw1Ib17lX/tp78ebx5eCZaN1O/aTZGs3SLP1xT9qhme0KZ9pKBjuTmyW8ryys9m0Iyv416nfizRwxCF6N6Stq6hAUeXRuQfy8mj0/Dir4fY/Ai12vLhzN//I0/D8AGAM0A9AEwVQiRqNVRCDFKCLFWCLE2O9v1xGEif6mZE1PX9t37Ffs6veN/Et9HT3V47Kyhg9FnYDt8+OpYh4tzx8ZGIaoqDvdVvgIA6NKjOSzPSTinrzwPpqS0XPO8QIiqisP6B/8L2v2IajPVKkpyccdLQxgJRbpbXnkcl4z3rTRFeWUltu/b57LfdGkcAMBgdD8RLSjRfsN169JrNNtt5xWV4MAh/7wFrLIoH/aUF8qJ6dEc+/Utz1tRMOkYjCbt/7aNVf9otsdXua4iO6TzQFXbQvMcVdsF55ymGJp6rOowfmm5ER8Y54fdMN2zdiqXfHvoJznxqayqxtNvTkZFZRV2H1ZXTrVKVghJoMcZjTSX7vDk7xY5ViIKNNuvj3rIo+tkZckDQo/nOB/BV9c5t3TGgHx5VuPDljdwyuGrMGJYX7z19LMYW/I5jlzgW22EP5asREVU/Xh77o9E9DYAP0iyPQD2A+ii1VGSpBmSJA2QJGlARkaGH25Nkazd4VOCdi9HT7DvffdZxb6u1pfdG8bvFMcG5I7EXZXjNK9jdPPLo+LlErw30f5WVWewl65/c9FUrPxXsyaYX9xcab/vnKEL0KKNf8vQE7mr9vRwrYrORO76tGoKfsFsn65x5bhR6PZZe+TluffDLsrkfhmMAb26arYXxTh+GF9YWIqUNxPQ9uOm2Hpot8/TNvIPK6eU/FOxGABgMduv6+gBao1Dcdprdmcl7tdsr23MqtGqttvjn1S1RccZ0e3YCEXbRbf3wj2j/TMyyp8G9lbOr92YIL/hfuHtd/F60RN45s0puP3dR2zHy6vlxGOmbgIkIY8I+SFKvRar3snDcHLfZstqzfaxd7iXiLbLkh+e6E5Whzbq5H/znfPd/91qPTntZED3nlg18zvEJBgRm2TEuDduQPOBUW5fpy6L1YIL/3a9LGGk8Mff+EMAzgIAIURjAJ0BuH60SA3e/X21y8cHgkHjjWifJ89AaYXyLaTJaH8a+8Ro5bj9L+6eicQ4eXmUlJLmiC9Lsx3TezBUqy5hlD+sfjN9jNPm9VQdLy7yz5tSA+z/bWkpyX65JpE3ar/dsHJuNIXYUjEXAJCb694amp68nEtM8fxBy71v2NdL7PFxJxgm6CHGC5z+7BX4e9u/KCzz7E3I5/OVxZXuiXsOAJAeJQ93HXH8BtU5dXXb5/682Lp2xKvfpjZKVz8IjTIZsXLSr2iaLSfvnQzhUehJi0mv/TDiRIFcvOntymex3rDU1n48KwdifHi91a0P3kn6QbP9ULx6rd7/lTyCpq3dK/j0QM9HANiHtZut8pD1OJ19ibxvW63AilN2Yf9V2qsZjEi8AADQpXV7t+7priefVC6I2yl/sF+vH2zuLN/yFYBVADoLIY4IIe4QQtwjhLjnZJcJAIYIITYDWATgaUmScgIXMtUXD97pfGiSX2lMv9wYvxRrm/9s23+o8C00aqL8kGpcZP8A6dS9Gd4Y/RjuLn8JR8btw+LbF9uO+fIUU1+tfDK2e6eyVH5+fonX11bcB/ZhQNFRLGxNoSNqLVWUW+asFh5R4JVHyfPAbvpwlIue3nn24Jc4779HFG1NSx0XMSqq1K6iuSz6Rwz/7hQ0eaWp5nFHPsp+U7F/1QMDAAAjB5+OG357D+Nbvqt1mkKVQX4gestPM3F1xcO29qgqz6peP1D6BgDg6Zxb8MeKv23tpuoYRMeYEJ9swhVNrwcAlOvCd+hhaVWZqs1sseDvUns9itKoAtv29B++CkZYDc6Dj1yO9Pw2SClqrjr2pmGuYv+KARep+jhiMsq/kSoq5arO1WY5EdVb7Q/0/3fbEAw5ryPadNceXfb6mIew+4IcDDjFecGy/nn2hUnKq8tdVmE+YlWuwFDzhj1SuVM19zpJkppKkmSUJKmFJEkfSZI0TZKkaSePH5Mk6VxJknpKktRDkqTPAx821QfGqODNhTDX+od9Ts4tmn3envKwqi0zUf4H/2rGbADyk/Bprz6H2DgTGifaiyfoXQxrcubGq0Yq9i+bdq1iv6TcvWp8LpXbE9HcPPee/BMFQu0h8E8e1/73SOTMnPkLMOOHb1139MBBi1x90myxYM58zwuIODJx1nX4fMaLAIC7iycCAI7H7cG69Ts1+x/Ndj43tMLg2XeCOUo5H80YJ//7S+ooMP2H+zDs2RSt0xSiE+Tvj+5XxyPd0NjWfp/hRY9iufv6/9m2L1g43LZdMaEMhpNLZHxeLCfGC+K+QLg69Kv6x/9TkyfhQMoGzf6v5z2l7m91XHeC3Hfi9f14pu1EVfsjz12KBYPttTDOOcP9N4c1w+/vniu/czNb5ES0g+gBAGh5Ql10qC69QaDDwDSX/ZpGtcDv/yxFRVUlYifGovG4Fk77F1UpH1TtTl4d9GKX/sTB6BRwtf+B/DVwG37p9S8WDd4Q1BhqL50SF6seKpVY6rwi30971MM/YkzRtm2rDx8CqekJiv1s/RHF/sJl2nMdPJWcZn9yfcYZff1yTSJvhFvhEYo8V606F3dv9u+ompEx8kPAp6ZMwlWrzkXUmFhYrFZUWapcnOlaeuMEFI+y4L1X7XP166wGZiNVuf5pVlrlfjLaoWCAw2NxLZRzth0xnHwTFNdM4LUH7ElVSmqCo1MA2KuO1igq0x7hU/sjoWepnKC2zOvhOrAQWdZ/hqotzehZ7ZM8vfKBQ2x5si8hNVh6E/C/c85XtN1fMBkAcMpQ+xzt6FjtNVq1lFfLIwC2xa8EYE9E4xLlEWwd4b9h4zstG3Hhn2fg5lfk9Wlz9c4fRFVVqyvNb9oRuUu4MBGlgLNa7Una8Au64qLLB+HM810/TfInvV6HJ8XbGJR5CfZCXRCot3mY0/ObmVqp2lKS7MWhffmhotMJfJD6i20/O+EA5q1YbtsfUGvR8ZE5d3p9nwevuhUA0CavD3Q6JgIUQpH78JbqscSYeADA9kx56YUqfTnOGH0lol7yvrBIbfFNddAbBKY0+hIAIBwMCtrY+RftA7Wv9Uq8229B5kd96XaMjkhGeVRRWmwa4hvbA3c1jPD4UfvQ+9jyFLRp5XpY8ZxnZmHIvmux/ul/vYw28DLTd9m2t1wiL0VzouKYZ9cosBesumH/eGQ97VllVrJr3VF+CNA1axiqnpAw9U05qYuKsiefUdHuJ6I5+copI8eK5eV6DDp5ZIA+1vcvsfmD5Le1BUL+e/AdXK/JCwCZeuXSR01yOiMjPnILwDIRpYCz+GEhYH94fcxD+Pf9n7A5drnq2JC0052eO7TpcFVbzTAiADAJ336o3POgcu7CyIXDcN+kMXhn5je2p1/TWv2A39/90Ot7tOySBGmshP1vr3fdmSiALFxqmvwsK8+7uca3TX7Mtq07+Wpwi7AX1/k7Zi4AYNy0qeh0YDhSC9QPJT1lMsk/iMsr1Es47MtzXYW2RjC/W2ddOwMXH34Il56v/K6stjhfd7T2fPB9l+ShaXPX1dobNU/Aik++QlqzWO+CDYINI+U/px/b/ouYJPnPc2POevTOcb+oU6LJ/jD789ljEJfifqJESjqdwJrT92HFuHkw1pq2XLt+R+3fbK6sz1Yubze1aCwAoHfzXmh9oh9evPgFrdM8cs7Ivmhc3E7zWFm1eg5yjc7V/RX7E3pNRrOWrofXhysmohRwNV+W5+TdHOJIZK0L1ZVpr7tAexL7kuEb0Of4eXjwwSudXrPmh4U/fVA6AQ8fvRbv/ikPAVq8Z6nf70EUCpKVr0TJv/q85nnlyLlLF2J2ib2QT8dGcnG6I/HqxejHZz4IfZIFLSXnhUfcUVYpD/srKlIPr/382z/cvk5lpXqIXqD0OrUlfp75NqLjlWtfVlqdr4f48Kf2ociNh8hDcB8onRSQGIOp96A2kMZKuOzmQchIk4sc9k0ZiObRLV2em1TSBAAQZfLPm3aSDRjRFikZyocX3o7+ahptL34kxgukVjYDAFx6/uk48ME6nDKik/eB1iIkHbITDqjan3r/VYfntG0v//1pkSMPXbdE+T51IJSYiFLAmc3y0J2uGdrrqQXbxsfXYVUnZWXa3n3bavYdcUZvrJ82D3qd9j+V/TefwJiED9C3j+8/Thw5XCovip1bpl0inCjS1B1SmF2QH6JIqL4osWpXmnVm9gJlsaO8yjy8/8U3DvtbhcW2rqAvmqTKw+h0GtXWU+Pcf7OxaftuHDh6DKXlzpf4ap7p/7mWuy6TlynJKnC+SMKi2K9VbW9NfEyxH1Ph3pIa4SoqRn4QXW2tRrXk+uHAoIrzAAA3DpWXiPtz4LrABUdeufNceUmj9KLWAIAT8XLhSk/mmbojP/q4ZvusE287PGd/gbxCZrxefqNesxZ9pGIiSgFXU/56b0l4TKZOam7EKdc188u12rRtjPGP3eO6oxs2XnxAs/26LjcBAO4bFpilBYiCTV9nctzSpf4bLv7RD3Ow/7Bnc7Uo8g3HxR6f84dQFvl/Pucu3L/nWge9gZ3J/2Bz4l8e36cuo0F+qzh7pXqRgUPrtJcs+bnJJlXb+O9fR9uZzTFsjPP/9jOTLoLeIv+ATilWL3PhjSZtT66pHZeMeyY/jy179rh9rt6gfEtl1Tkf3hvuDCfXEf9AGoMFCc4Xjnih4mN8O/YDAMAZ5/aGNFbCuRf0C3iM5JmBQzrCYI5CrC5e0R4d7d+l7xqXaw/NLY8uwvCxl+DbP+epjiWa5Ac3NzW7GwAwoFP4rrfrDiaiFHCPz5LH1v8WMyvEkYS3Xv1aa7bHxsjDd9LSI/upMVGNjCZJuDf/ddu+udp5wRN3VVRU4c7NV2Hou2f45XoUOX6L/8jjc6qMzt8kajHrfR8GZ9DLieh3+vdUx95Iudu2fWfFONv2+bd1U/X9M0ZOetbHL0Las83x1U9/at5P6CUISYfJSd9g2Y0rfQndpmbu3f6ivZhe8jJ6ftHRafGkK8rud3gsujre4bFI4MnwzxdfuRXJ6erK/RR+dJIOh+K3KtpqFz/y1z0c+Vv3C65ddYGqfV+VvOzTs0/ejOPXleDU4V38GlOwMRGlgPusXB5iEFceuZOpg8X8nLL4hN5igMUqtzkaHkwUaYQA3n/rSdt+zWLhALD/+BFc/fYdqKhysLaFE9VVckKbFXXA5xgpfFkjfI5xzRtRQD1MvcYzldMx4+Wxtn2D0fmQ4LzoY7h+w/max6ySFTpJh8ceuRo9+vhebAmwFyFaYvre1tb+xe6OuuP6/o7fNAvU3yru52bdHuoQyFuS+u+lzoc147W4GuovCeXnww8LFuLv2B8ByN+jTTrFaZ0WUfjLloKmQ1l/152CaHrGr3gw/y28bvTvoui+qDtkyaI3QzpZYVTHRJTqKXOtypvtZrTEdwWzcNeroz2+TlW1fB2zIbKLN5BzK1eql+CKJLUreW7bLtcAsFolrN243dZ+/bXnQuiAs3PkIn+119l8ruATj+5nkawQTt68eKPmv6HEUGBr24/tqKiqwqUv3YZDJ5Rz3/qdqj0EEVD/2K5PuqWp32RTZBAQSChLD+g9dC7SsEHb7WslHz6RiStXnhPQeEKBv2wpoF771L7o88P9Hw1hJGqj7rsQ77z1MJ4c/b9Qh6Jwr2mcbTu6MgHfZ34GAJAEl7yg+klrCYifyj71+DqzfnNcaIbqj2hDtE/nL125DkmjM3B+6S1+isgz+4/Yi+X1+K4tHpj6Al6cOg0D59qTlp692gAAfn/jY+SNUg4hPp60U/O6NdVY65ICmIjWNfOLufjZMhutpzfDn8tWoePBoQCAZhmN/Hr/SNGxSXtEVcYjtbAldp9ZEOpwyAMCAsWxzotx+crVG9HVXe3faa2ma//7jnRMRCmgXt72nG07Iz05dIFEkLceeR73lL6Ci4vuBoSEpdXy4uZ5RYUhjozIv274VV7A22xWJ6LFMZ7/AHhq/10+x0Thr1JyvmSIK2O/fxVFUTnYYl3tp4g806+bsoL8e7kv4a+DSzX7GqN1SGmqTLzP6Ki97nVh/AnFfk5BAcR4gb3WrS7fvHhKCO0hitGwz3/88I8vMLTFcOgtBkRFGzT7A4CE+vtGNDbVgOM3FuPEhEPoMIx1HkLhjGM34eaC5z0+z98Pb7TsSv5X1daoUDl64Pcly5H0nPLN7Gm7bgxoXMHERJQCqvaPSa1S9aRmitHjg9efQXJMEizC/gM91hi+i3sTeWOQQS4qdCz/hOpYUnH9fPpLvlv07yrN9tIy94oP7dHLFWglN4q1JhU3wRPGKW7H5o4+vTuq2pYmuj9FpNLgeLH72pq8KS8TsyZ2Psqi/Psg01GBnsM59orVHVM7wWK1aP6g711wpm37LtNzquP1hZB0SOkGGCN/Kl/EWjz9U3zy5gSPzxMac0SD4bmWbyj2H/rlERSZlMv3Lf/is2CGFFDMDCig7jW/ZNs26Hxff60hMegMsOjt60M5GgpFFKlOe1f+TMisUq+lVphwAq1ecr0+b+OxLdF4rOtF5BsSSZJQZam/82RbZ2j/ed/9untvPY7F7wIA5MQfdNpPGiuhYNJxxCZE2dqmNfnZzSgdi6t1PU/80W8NZjb7DUs2rrC1VTzuuOK0JQTLohRUFNi2m6c0weKqnzTnbA+KHwYAeExMwRsvPhSs8AKm75ELoLcY8Zz+A2y/6rCtvXFKRgijIl+URYdmFNpDj16h2DdYlUvGjDRcF8xwAs7xWAkiP2iSlgGc/LecXRbYsfb1TVZFJqxx9h8ZnpSIJ4oENWuyfVT9CmZiour4Yctel9fI0h0B4Lj6aEPU+YV+2G3cgN23H0KHlvUvSW/RrDGgsWxlRalnC7tXGt17s9i21L5O36D+/ik+07KgBw4ne1Z06fyLBwAAit8vxhfZcltUvA63F4/DrIRxOK3gcr/E5os4QxxwMu/clrkDR+J2aPZ7/eGnUPmqGeNfuA8ORvlGlP8+/M22XVlp/3t43nkDQxEOBcBNhaF5c78zRTkCpFRXv6Zp8RULBdQfR36xbe8o2OqkJ9X1W5xyXbz6XOKeGqbKSv+9tTtyhA+6auw2bgAA9Hu/b2gDCZCDWYc125NiEr26XmJJY1Xb953/tm3f9NhQ23bfAe29ukddd7R6wOtzhw/up9j/aJK8zMuK5JPLOowXEOMFbqp82tYntcA/y7a48qv5c9t2Ihwv2ZacHotPJr2E+CTv3g6Hs9pL7dSHJJuA73oswSeTX3Ld0UuLT92g2B+nn+Wwb1RB/VoKkYkoBVRRpf3JTXZlZggjiXx9e3cKdQhEftW7tzz0tu/uS7B7/xGI8epfba/PnIU3v3X8pVzjhllcr6+umGrvErNwlV9QjJnf/YDxq7XfTJRXe17EKKoyHoVvnMCzMe8AAPrkngNprIQrr7Unn3oTMOjI5Ugt9N/b5ZYpLbw+NypKHkmQVqKOp6i41La9w7LBtp2XfMjr+3lis9VefOU1c+QPufUG1/yufwb27R7Qhwqduik/D8Y+f5vDvq0M/nkYFi74r4UCalj6WbZtYy4rxnniq64LAQCxFcloXtgF8Ym+LVlAFG70BoH0klZo3CQVX72mXcH06aN34LHtd7i81t/41d/hRbyshP24f9JYHDyqLgYVidLeSsJd265EB6mXov2KYvnt4o6qjW5dp3PBKbbtmmqyD1x9E9ocH4A3L5ysec6qaT8g+3X/JXO33XIhzj7k+u+1ls6dWmLYnpswu9+PqmNXvHSnbXtN7J9ex0e+i6pihaL6onW7wM711et1mNXiD3zTeanTftdnPof3nn8hoLEEGxNRCqhqqzxXovOh0/H6g0+76E21JcbLX2JWnRmC/1SpnhKSDlZYoOMYtoB4v/RFXPnmzaEOw2f7Dx2DJOR5wAd1ynU09SdXDFmfuNCtaxkl+3DQ8qgiAECzNsnYP20NRpzXU/McnR7Q+bGqhhDAgo9menWuwaTDss8+xUXX9be1DV8nL10UWx2aB77NCjuH5L7h6rxDd+O95nNCHQZFCINej9vuOB9XX6u9NBMAtM8dgC/efwlRMfWrvA9/3VJAma1mGMwm7PhoKWISjKEOJ6KIk8WJLMLs9zXgiMJFmakQJaIQMY28S0STipv6OaLIVm1RF+wptOaHIBL/Gv6ufXTN3oT/FMdu7XeLR9fakvKXX2IKlMa56uVdXPl95jQAwD/60LwFTa5Wz7NtyOZ9NA133HdeqMMgP3gs7/2A36P2vGJHvrjmi4DHEQr8dUsBZbaaobcyAfVGzTyTamMFwEJFVE+VRuVjZfzP+LLyXa/OT7c0U+xfWno3ksoa7o9i00smVduepLUhiMS/MqMOqNrOz70dzbN7IKlx5E5bGCydo9i/aNtj2DLG8z+vuEby90V2/AF/hOWRx6vewcQz1VWva4w3uZ7jTRRu2mUNRMucnpj89r0Bv5fB4DoRHXxa/awTwkSUAupwxQFWe/WSrta6oSX6vBBGQhR4/8Us9uq8vcnrFPtC6CDB6o+QKIzID+SU7jvvdhyZuhkxBnsiGvdMqtOlfCzW8Pq78c+4+Wid19u2/8s3k5Ge7t8iUwZzFCZV/uTXa9b2xksPIiElxuHxF55xXHiFKFztfmc1Dry1KSj30hsabjrWcP/LCUWVRQFfey9Vn44KU0lA71FfmWv/z+b6YRlRg7Nrv7p4jE7oYBXhlWyEg8WrViO/tBBivMD6XdtCHY5f1CSV/QZ1sLWVxeTjihfucXhOeXllwOPy1KmxZ/rlOk2LtIf0Vk+owOMTL/HLPWqLL0sDIM93PXTsuGYfU3UMlzChiKTTy/8XDFGmhjtykIloA2WxWpH0ahIemzk+oPexwork0iYBvUd9tSdzv207P/pYCCMhCk+H96vXDtVBB6uwhCCa8Pbvuq246aVHAQD9vuoe4mj8w2Kx/zn3yLcX+ZhrnOHwnNIyz5d4CbiTidoTJu2Kve5KkIK7vuChJw7h6C3y/OPcUu1ROzods1AiRzZeuB+T4r+GTq/+d9IS9mVa/k2qvy90mIg2UJUVckGLd468hKXr1gTszahFskAn8XWeN+640f4Ee2jxFSGMhCg8mVGlatMLPSS+EVV549hodMgfGOowvNYhd5CqzVwrEXW3AFFRQanrTkFWaZWT49wq9YMVT+xK0l4CKVBSMmLRrE0yAKB1SmvNPi80eieIERFFll4D2uDxx6/RPHYcB23b/e+rv0sBMRFtoCor5UTUqrPgjF8HoenzbZ32X79hD44f93yeolWyQMdxpV6JibUXHeFTZSKlX/9aiv8tulDVrhM6JqIa8qNOQFckz+NreaK3i97hp0/sYFVbRZX2MNsBmfLfi5z8AqzfvkNxrLxc+fCiQ27ok/OfTfIyLn8V+Kfi7QVlwZ+TGR1rX1LCVBVr277/2huCHgtRfbDyHHkKxcz2P0GvrkFXbzARbaDm/K5cby3TdNDhl3puYSH6/dQRzWakeXwfvhH1D8FJNtSAzOm91GWfi5eegWKT+uGYTuhgbeDFim63PKfZPrvp8wCAw002BjMcv/hd/ykAwPK8hA55cvJotWqP5BnSfCgAYNDE09Hv264AgPLqCpSWlePvrf8CAEaW3goA2JO2JpBhu6Vdrrwe6CD9GX653u+xH+P3nusw8dDvKH3A7JdrutKzi72iZ5WpzLadlB65FY2JQmngkI6QxkqK0XH1ERPRBiozN1fVdsrz2mtezZm7xLZdXFzu0X0sYCLqD4L/UqkB6d+1J7ofc7+Ayxl519m2V4l5qDKV4ZMl3wUitLBWWCgPO52lf1nzeEG8dkGZcFdYWIoyUyEAuXhIii5d3nbwgO4d87MAgP3xcsVLs9mCpmNaI/6NWDyw63oAwDJD4KrIemrNhMW4vXA8PnxB+8/NGyOv6IdnPxqJ2LTgfP+2bpeOHnmnu+5IRFQLf942UBXV6refmWWZmn1rJ0E1P3TcZWUi6hdLYhrej2pqmFKKmqN151Rsmb4Ib4qf3TrnuSset23vM24BAHz13t8BiS+cHTlin2OYXthGdVzSRcabYrPFgrZjuuHTP34EAJyoMy3k7u4PAACG9u9na3u38Rw8JbTnI5rNFhRGZynaSqPkIjunHL/cb3F7Kyk1Bh9NGYP4pCi/XK9Xzll+uY6nSvWFIbkvEUUuJqINVOemHVRtegcjaMbteMK2XVDgWeUuC+eIEpEHJnR/y7b9yJiLcZtlNPQWg6JPcWmZYj8+2j4n7YyddwAACtruDVyQYWjb7n2YOHeKbX/Rte4V7wlHWScKcEC/Hbeslou0ZeUrE9E77rwA0lgJ7TvbK7I/cM8VeOX5B2z71824w7a95F91EZ+OOafgKetU/PnKl/4OP2QyCuVaD6lRnk+j8Yd8w4mQ3JeIIpfBdReqj1JS41VtRxN2aPQEzJVW4ORE6YLCYo/uk4WjfCPqB42KnReTIqovLJJyTpvWnM8v58xT7Itaxbx+emMGEmd+hH/jfw9ckGGo+5f2Uv9tCnqj16BWyGtdhpgEI2LeUK9Rd9WEe/D9C9OCGaLbDtZZk/L3v5e5dV7tom5fH59l275g6TBV3y1vLIcpun59N7Wo6IzspP3Yaw7NOrFcv5eIPMU3og2IbpwOo9+X1ym7d9Fdbp+XlWBfz/Kr5T+4dY7FakGluRJRllgUmLSH/JL7qnSezc0lilS9WndT7AsI1ZDSNhmtFPtFtaYMJDTn19q4ga8AAFIaxyiqmdY2xzo9mCF5RKpS/hmO6HOK2+e2L+vjsk98WVq9S0IB4LyWFwAARsSoq0kHA9fvJSJP8Ru7AZGEhFey5WG2h+O9e2L6fsU4t/qd9/z1iH45GtBJaFHRyfUJ5FRBHIc8UcPQuVsLxb7u5CT12hVS4xLrzKXTycdaZPcMbHARIibaP3MNQ0XUyRHjYuV5I+NiZ7g8d+1t6132WX5V6CvlBsKz99yFqwsew5SHtasmB9oDtYpkfd3uL7xi+iIkcRBR5GAi2kD8PN+9oU1aDBb7AkZ6i3qIl5ZFUd8CAE4YDiBaxLroTY5EVyaEOgSioLLWeakiTiaikiQnm5XVVViyU/l5lhSXiMxbS7BlTP1MMDxlNiv/R/y5w9oQReIdS634cwsLMeHPiQCApo0yXJ6b3AWIK0t1eHxOm3/Qe2D9nOqQmBKNb96cjPQmofneGPOcff3Sa24ajmeevT4kcRBR5GAi2kBcusr7suoxVYm27bjKFI/OLYjKRIEu2+t7N3QTm8vD51oUdA9xJETBIaBckqNmiQ6LRR6ee+NLj2DMYXtRmqfEuxg4uBMatY5DUiP5TWCL3Ib97yUjRfk5ffEN/UMUiefMVjOKq+y1CEa+/j/MN3wNADDq3StrURqrXl8WAG6wPI4rbhnse5CkSa/nT0oi8gw/NRqo8/Jvdbtv7Xkf5cYij+5TZSxDKyuH5nrrnluuwnlZd+DPW+a57kxUDzRrqUyiJCG/Cd12YDcA4N/85Yrjzz14B+rqE9ewkw2jKXLrEBonGHHB36fZ9teYFti2Nxzd5NY12ub002wvKvWs2B55Rm/gT0oi8gw/NRqolkktNdvz8tVf1BadvYpl8zzP3zQYDPWvKESwxMQbMe+9mejWp4XrzkQRyGC2D/1vkt1FdXyadSwAoO9XchGjKpN96ZbnY95DYkqM6pxfo+WKqV/88IdfY3Vmb95eHCg4ELT71fbPmq2KfZPRvSkUO3YeCkQ4AbP6+L9u9fv3uSXofvBs/NBpFQCgW5Y8IihHHHd2GvlInBy9cGXuoyGOhIgiReQ+NiW3HchV/9jYVLoWSAA2XnAAlZXVGLSoIwDg029/xcizhiC7MA9D+/fF7gOHUWEqRu/cs7AxbRFubjXK4/uv1S/2+b+BiOons6HKtv1Yt9Eu+1uF/cHYs3c7/zw6fCTL+8A8NOjdITBJ0Tg+7mDQ7llj81blmqlmi9lBT6WtO/eiS+dWrjuGiYvaX+JWv4wmidgyS36TKkHC8CevBACsSvglYLGRvHxO6T1WmJJDHQkRRQq+EW0AnnzvFVXb6gT5TUGvga0xcGgHW3v3dh3R5Ys2GParPLSp//vy3KKNaYsAABZDtcf3L4wO3o9BIoosnTOH2rb1OtejJ7Lj7YlebJLzZ6n9u/lnrmhldRUKSouweO0/tqJJkhWQ7IV8kYcsnBChecPYvrVyhEtFRZWqT59ydZ2Aq9afGbCY6rJYrbhq3L34c9kq3DjuMZSUer4kVc08YU/tsrg3pJd8F9tYwBAlXHckIgIT0Qbh98qv3O5bWK6cA9oot6Ni/0D+AY/vn1Ha2uNziKhh+OO+ubbtzTkbnfa1WD1LRApKC70JSWXI6AuRMikJZ/12KqZ8/Bn+WroJsc8n4orH7wcAlFVU+OU+3jIZlQl5l/btVH3Wv7o0pFW4N23ahzliGs5fMgRfiDcxfur7Hl+jcXxjr+6tq3JvqDIREQUXE9EG4OLyOxX7jZ5Tzw89O+dmAMDV/52taI+plCvmmqrleVipMY7L4tfYtG2PYl8HzhElIm1te6TZtv/Mm6s6fl3pE7Ztc7W9cNq7Seq+NeJL0wEAV28422EfT/wXv9C2vW7vRmzfvwcVUcWYm/Q+xHiBuNfU81SDyWxRLtfSql2aZr+tV+/HumH2t7bd95yr2a/aYsayjav9FyCAKnOlYv9EmefzNe+6/WKv7t28TC6Yd9bxW7w6n4iIAoOJaAMwqFNfxX626QgAoHFRe1vb5X3luTc1FSoBoOOzfbGlo1yttdogP/F/1zIai1c4X6uv93fKt6gnEvY46ElEZJeUqy7K1Sgp3bZ96NgJ2/Z9DzqeL1hlKvVvYLWvba2Epe5ipyFWXOLef2+7Pmnod6b9QeTpW9UVhwGgz3PDcPrcwaqHir7IP6Ecivu5brLH19DpvBvyeUk3OYEd3GaQV+cTEVFgMBFtABwNZ9PV+uPfcWKn6vie6A2IrUwCAAwtuNLWftZCfpkTkf8M3nQDAKB1mnq0Rtf0rrbtQ4X2t3k6veOkpEveaQ6P+Wp59R8eDxEOpLe++gQlVSVenSsk7Z8A22L+AQCs37jL67jq0sWrk/ePP1ZXNdZb/D+M9tmHb8ObCd9j/GP3+P3aRETkPSaiDYCjp/c6yT5k9uecrzX7lEXJc6wub3eVW/f6ZI66KuFp+Ze7dS4RNUxndjgDAKDTq7+SRo2yv/ksrXTvzd/7171l216y7D/fgqujqzQA1jBJRBctW4tHd92K6zedDwC4p/oljDV96PK8qMp4AIDVKmkeTyyV52K2b6W9zJc3tJLeTd/lq9pSypph6LZbIKzK/tOaz/X63gajDo88diUMJv7kISIKJy4/lYUQs4QQWUKILQ6OPymE2HDy/7YIISxCCNcTCSloHCWiotYf/8GkzU6v8ciD17h1r4nLX1LsN8npjMlXvObWuUTUMA07rTcA4IzG56iOiVovPrOKs9263uDB9reoZy7p71twdSxN/BYWyXEiWlnheWVxb5UVKavjnjPoNIx79k4Hve2mlf8FAJAcJKJFcZkAALPZf0OQrRoVbxNOL1K1ScKKhFY6JFQo57nefeelfouFiIjCgzuPB2cDON/RQUmS3pAkqY8kSX0APAvgL0mS8vwTHvmDo2FkpUb70+ioqjin1xBuTs3ZlWwvcDG88Cocf3cHBg/v6OQMImroRl4yALtG5uCJx69z2u+uFTe6db26b746je7ndWxaLBbHCVp1VfDmj249qJxSMW/jIrfOi0+OBgBYJXUimp1TYNu2+DERNWs8EG3WuJGqTYIVOuhg0clrod5SPhoLh/j3rTYREYUHl4moJEnLALibWF4HwP21Qigo1hQvBwBcUXa/oj0/1l618JM+P/v9vlNv9LwYBRE1TB0Hpbl84JVYrk5c3LE7ar1X5zlidfJGtNqPyZsrzZObKfavGOi4gFNttvm1QpmIjp3xDs6dZJ9KUW0x+xbgSZIk4blFo1Xtm05swj971uHrf360tVmFFTqhQ2m0/KD0+rMvxVnn9FWdS0REkc9vEyaEELGQ35zOcdJnlBBirRBibXa2e0OsyHe/Wj8F4Hyx+Gv+59vC5pIkoaTEXhXxNulZ9OzXyqdrEhEBwMVFowAARTFZIY5E9mzubQ6P1V5iJtAMUcqv8DPPcC9hq0lEJSgT0RePP4wNMUtt+/4ampv2fDNsjP1L1f5B5Xic+sUAXPfnFdh3+Kgck7AqCunFRod2aRwiIgocf87cvxjACmfDciVJmiFJ0gBJkgZkZGT48dbkjmqz87lLpx9yb9ib5rmTRiJhcqxt/84zvb8WEVFtj158b9DvuWD5PxDjBf7+Z4PDPiuH7cTYj9Yp2oKZiNZNFA0G99Zs1hnkRHR9l7mQNIbn1rh4zWnYf+SY9wGelG864bLPve8+AwAojM1EtWT/rurZu63P9yciovDkz0T0WnBYblhrnqBeo6+2JTM/02zPHCVXzn2087OaxyVJwt9lfyra+g/ivFAi8o+6b+7csfsK18mPM+cuOhUAcPO3tzjs06JDKsYdUs4/ff/XT326ryfMZuXQWWdL2mj1W9vjW3zw2XdO+57+5rneBeeh+XGfY/FieQj17/GzbO01STMREdU/fklEhRBJAE4H8JM/rkf+U1BUbNuONSmHOP3aY41iv/b8LFOV/HazQ/5ANGqaCACYcu1Ee9/xApkF8vDqrdsPqO6rtQwDEZE36iZc7ujQs7Fiv7Si3EFP54r0jkskREXJa16+lzrX1vZS5iNe3ccbe7P2e3Xerszdtu3p26c67ZtvOu70uDfOztZO7jfv36FqMxj4XUJEVF+5s3zLVwBWAegshDgihLhDCHGPEKL2ytCXA5gvSZJ7i7xR0Dz+9iu27aIKZan8C68c4PC8Fxq/DQAwwuSwz5YNh7Br7yH0/K6d6pieiSgR+UlCdLxi/9aK5zy+xvnjrvXq3nnxRxweq0lE73vwUsSXpTnsFygvFz/k1Xnl0fbvgk3RfzvvbPHvZ/mFh+/HH1NmaR4bvc8+BNtojQIAmPSOv4OIiCiyuVM19zpJkppKkmSUJKmFJEkfSZI0TZKkabX6zJYkybtveQooUWWwbRsT7e3Hbi1wet7IgfIC8w90esJhn+mLPsa8Ras0j+l0HE5FRP5xymldFfvdWnT2+BobpBX+CscmOtpo225Z0s3v13flwpy7vTrvvPMGuuyTkSc/YOyz071KvM7EVibbtp+57W7V8jo1ykyFtu0T9+bhv9MPOS2yR0REkY2vrSJQSUk5Bj53Nv7btdVlX53O/ke8NtO+xmfT1kma/RefuhFX5z+O/qe2hzRWwn33Xebw2lsLN2HG7nfdD5yIyAt1l3UprSxz67wJ0ucY+t/tAIDzim71+v4xFUmIK0tVtRtN9gd9vZP7e319bw3pOAgA0DyrB2LLU9w+LzUjQbFvtqqHPjcq6AAAaHXC96VTJNiXuzEaDE562qU2iUXfES19vjcREYUvJqIR6PsvlmOtaRFGzXoEADDr+7m4ZuyDmn1zy3Ns29Yq19c+49xe+OatSW7FcXr6Odga7/+3DEREzmQkuzcM9vlxN+Dvnz6CzqpHUka01/drVtEB3atOVbXXHvnx+u0veH19b9WsZ7rwgd9R+qq7y30D5jrrg8aOjcc97yiL0V3c5SIAQOr5JT5GKS/JUsOdRHR4FgdYERE1BExEI9B3u74GAKyLWQgAuGPr5fhWp11wIt5gf/Ld1ej7k+1Tsy+zba8qWezz9YiIPFVV7cZTtVqEJGCt9VbOlZy8AuX9RIVibUstLdur35gGmvXk0iuezsmvrlP8qdpQien5r9r2912Zg0duvwkAsLJwiY9RAlZhX2bGnaG2Xz3zvs/3JCKi8MdENAKt0s1zu6+lVqHIaePG+XzvRa98i2tyngIAbIhbams/M/Mm2/b1pU/5fB8iIkd+3f2Lh2cIp+tl1vXqrA8V+2X6Igjo0DVnKABgeuNfkXN3sdapAIAth3d6GJ93pJNvREXdscsu1F1/tK62PdIQEysXCfovZb53wdVS+43o4RPOl9WZ2uI7NGvp/jBjIiKKXExEI1Clwb35UaNnTMIXyfJT7tjyFETHGlB4XwVyR7l3vpaYBCPeG/e8qn3WU/bhvCusf3h9fSIiLZcfecy2vc+63aNzLfpqrK1wUR22lvWZ/yn2c+MPQwcdfrn/ezwnpuOuuy9EWpN41XkvVn4JAJj44TTVsUCoeSPq6XJZaWnaNQIAoH/e+QCA6Gj/VKutqKpCtaHStt+qcTMAwL7rsmxtHzW3f2cs38/pHkREDQUT0Qj0kMm+JEtFVaXDfq8cf9K2/UFXeThvYkYUUpvGODrFLUaDemhVzTIGANC6rLtP1yciqmvOjMm2bZ3keSXVrfErcCw7y3VHAGVm9UpkK5J/RPsujfHSmFGq4kk1Ro+7DvFlaaiqqvY4Pm/UzBHVefhGtEXLNCwftk3z2LpUecSNyWifyynGe18Ffd4va23bLxZ9g1792gAA2nbKQPZ1lah+xorb7zzf1qddfEev70VERJGFiWgEatuuiW075hV7AY6CQsdFJTp0aO63+5uMRlVbWnoiFg/aBAD4+pkP/HYvIiJAWTm3hbW9V9fo/fJgt/pZoK4i6w69CdBBD4tkH/p6LCsbYrzApM+11870heTlG1EA6H9qB4/6/7bAuzeVxmh7bC9MvlpxLL2TCYYo+Q+2a/5pAIA+nZVL9RARUf3FRLQeOX7UcdXE2su4+Co6Vp2IGo16nDGyJ6SxEpq2SvbbvYiIatQsodImzrtENCflgNPjVsmKm996EBvjl3p1fUB+W1s7ER33gbzE1ZN778DfG9d4fV0t3r4RBQBTlHb12qiqOM324sJyzXaXrO7Ftj1FTnRLK9Rvo4mIqH5iIhqBTuRna7br9TpcPnYUDh9TDz/zZyJKRBQKn/aVixRd1f/ygFx/zbrt+KxwKqoMXiZdUCeiueW5tu3hcwdh3cYdPsVYY9Hfa2zX9rRqLqBceqa2M4uu02xPiLUnqIuXr8X6zbvcuk+jdPnhwb2H33Kr/8drP3GrHxERRT73VpamsBIfHQsUqts/+e1HzNV9iKOTD2P1ZGXBoNIK7wsUERGFgyuuHYKyTAkxjb07v1Ge8+Goekk92sNTOkkPK+yJ6A8xyqVI5v2zDP17d/HpHn+v3IizFw+y7XtaNbfGC7oZmGAdZdtf1HsrBo3Q/t+o9vDfsxYNBABIPV1XItYZ5T7tB6S7FVPPeN+XGSMiosjA12QRqKJau0BRlJDni65JnKdaqmDDNv88ha9x0bH7/Xo9IiJ3eJuEAkDX6N5Oj0fH+F4pVged4o1oXX/s8L2q+JjvXlHse/NGFADGP3cXyu6zf1eceVk3xCfb/zfom3uubdug97xAFFBrrVPhPMad5+XgvPUP482nnvXqPkREFHn4RjSC/LxkKUwGI6rM2ou5RxntPyDG/DFBcaxZclO/xvLL9KkApvpUTZGIKJi6xPZyevzg8aM+30Mn6WGB40S0Co4rnburSlQo9r19Iyp0QEyG4+OpRvtbzLhY76qtW63urXXa6ZQ0zJv7llf3ICKiyMQ3ohHk0mVnYOTioThUcEjzeKwx1rb90pqximOnnhaYJVWO/68cZQ84XxydiCgcuErXtuzZrdif03EFumYPAwA8HfW2m/fQ4ah1v23fVK1M4PyRiPZMUg5f9faNqCuNDb5XW695I+ptskxERPUXE9EIFG9SL6QOAPHxjp9YS1bXc3m80aRbNGLS+NeIiMJXfFkaAECC88/B6DrTGK+4fgjaxcrrWuoN7n3OFUSdQCrs44fvjVY+FKySfE9EOzZRVg02mXyf26pl+rMT0D/zAgD2pWL27j/m0TVqvnv0LJhHRER18JshAv2e/71m+5SNrzk8JyMjOUDREBGFt+137QEA1dz5uno066Zq+y1OXv9z6YkFbt2raXkHRbGiuq9hzaLares4YxTKuawxsb7NbZ3b6V/svvKEqj0+OQrpiXISv3anvE700tWrPbq22VKzJivfiBIRkRLniEagEq2SuQB2RGmvURdfmo7YON+LcBARRaIWHZIBuH4jGqvXHm0C1E6onNPDAAvsfQ8XHQLssyZQpM9x6zqO6MbpIAn7f4eQhMOlWNx16XWDHB4bnDQMf1Z9hpZJLQEAd+7wbOmc0xf3AQDoXBQrIiKihoffDBEoM2GfZrvZoD3kK/N5z4ZSERHVR67eiBaWqR/yXVf5GABgQPIQt+6xO3k11ibPs+2nRqcpjt+V/qRb16mtvKISD74xAeUVlYokFIBq39/atZbnicYlRAEAkkrtw46nzPoM97/2olvXySvN939wREQU0ZiIRgirZPX63NjEwMwfIiKKFEISLt+ITv/zU1Xbc5c/jk4HhuOxK0ZpnOHYrn1yUbkiSZmAtWrmeQXzRya/jKllYzD67bc8PtdXupNzOy0nq9/elfqU7djjh2/G+xVjNc+ra+qBV/0fHBERRTQmohHi3Feu8uq8p0qn+TkSIqIIJAmXb0QPW/aq2roPbIadH/+F9j2drHOiYeMG+Vrf6qcq2muWM/HEDLO8HFdWcbbH5/qqJhG1Wq34Z8d6TKp8XNXHnWW8euM0v8dGRESRjXNEI8Q/xUuBaOd9ril5DN/ET7HtVz0hweDd0m9ERPWKgOs3ousS3CtI5I7YaO0PbF9Gt3xpnOz1ud6qqXZ7JOc4Ll7j3QNRANhm+sdfIRERUT3BN6IRQm91Pby2dhIKAMY4ecFyIqKGTrjxRtSfoqOjNNutflxK69umq1DyiO/LwTiz9dBOAMDbGyf5dJ3+FWf7IxwiIqpHmKZEiNIoFnogIvKWRW/GJ/rgzVN0VGV3f+4BNH26PXbuPuTT9ZcN2In/jToFcUmBrYh+JO8oAGBHovM3muWVzhPiH6ZMdXqciIgaHiaiEcKi933tOSKihizQFWYBYHrTnwEAVdXan9nfnJiFE7H78MbnH7p9zZTi5qq2YRd28i5AT7n5K2H+QufriwouI0pERHUwEY1gLbN6hToEIiKqZcXR5QCAS9YMVRTx0VvkkgwlRnl0S6m5xK3rHTqaifyEo36O0n0riha61a+sNLBDhImIqP5hIhrBOkR1AwB0yjo1xJEQEdUvpmrvKr0ZyrXPW3nuNgBAQewJAMDXprew+8Bhl9drPbOJqm1EznVexeaNC9LVBYpGFbxi+9/ntEz5eFJSvKrfn8tXBjY4IiKKaExEI5hRyHODOsR2DXEkRESRobK6ymWfef3XofDZIq+un5ysTsiG5F0GY7x6bOqQD7xb0uS3ibO9Os8bT914t6rt0btuxLJzNqDTsaEY1HIQAGD+hiW245IkYdGK1Th/EZdsISIix5iIRqjOhYNxUfPLAQB9EgeGOBoiosgQPyFBs/3Jd16zbTdukYToOO9WN6syq+eG7jStQ1ZOnqo9J9b1G9G6vmi/ELEJgS1QVFuzNkmqti7dWmDw6Z2wc/rfSDWlAQCy8nIBAL/M/xu6F3U4e+HgoMVIRESRiYlohNqZ9C8eePQynLi8Cqf06xnqcIiIIoJZr34jWlZWiUn5z9j2hQ+Vda4//XJV2z2xL8BcbdHsX15eCTFe4LWZH2keb57XTbHfq097r2MLhDNOkd+IJiXHAQBG//mcqs+bid8FNSYiIooMTEQjQM3adwPyRyrahQAa9zLitIF9FPOZ/mizFUUPsHAEEZE7JKtyX+dDInrK8C6qtgnj7nLY/+gR+U3iq7te0DxuMCq/ps1m7YQ2VAwGPQBgWtWLAIAtiX+r+jzyqHqeKRERERPRCPDd/PkAgLUpf9jabim2/2hJbRSHxefbS+efe2NXJKQFb+gWEVEks1T7b1kXrRxWCGDooD6a/WuWedFL2kOBDyZs8VdoPmuc2wkDj1+iaDMavBvCTERExG+QCPDWn+8DdabpzJgwVrEfExNl2xY6LthGROQua51ENBCfoUlp2tV0P/zjCwBAXtwRt65j0Ov9FpO7Gud1RGbqbhx/e6cq0dYb7PFklWYFOTIiIopkTEQjQAKSVW2mGOWPkdiYaNs2Fw4nInLf0WM5in1f5ojW1Tyrh9Pjb5XIcyoloX4ra7Wq25KTtIstBdKecVtQnF+p+d1SVFJs2248qXEQoyIiokjHobkRoEVUG5d9YmKjXPYhIiK1c748U7HvyxzRuj4aOdvtvmnPNseKtRtt+1rzQVu0SvNHWB6JTzGhaTvtBLiqzKrZTkRE5AoT0QgwoH1vAEByUTNcsOdBvG36SdUnlokoEZFDWy44atuuKQBX43jcHsW+gH8S0djyFJx3UX/bfuf9I5z2z4s+hqG/9YEYL5CZk+ew0m44GXFm71CHQEREEYqJaARITpafRL/X71P89tk7eOjZS1R9oqNZnIiIyJHuA5vZtquqzYpjqWXNlJ399EI02hKr2F/+0BK3z121aqvtjWjHE6f6J6AA0Ov5M4KIiLzDb5AIUFBWCABITNEudgEAUdHGYIVDRBTRol9RPri7N/l5xb7F6ttw04E5FwIARJ2v2PR+wH/n7MeOy4+5vEZaUjKqTyaiF7e6wqd4iIiIwhET0QjwzPb7AADLtq1y2MdgCH4lRSKi+iAlVTn/say0wqfrNYtpAUB7iG/fIW3QuVdTl9cYvqQX8grkh5B6ocfm4SeQc3uZT3EFyu7LM/G68RtF26Ebc9EotwOuK3wqRFEREVG4Y9XcCFAUnQ0AKC4tddhHpxO48+hrSE1MDlJURET1Q905oxaLb29EhZCf8ebEH/LpOhdMuxSIBww6A3qcEb4VaTv0aoQne12NKzadgVad01BVbkFcshGZ7+wOdWhERBTG+EY0AlxSfDcA4Py+Zznt9+GMp/DapFHBCImIqN6wSv6t/KoTrr9aJ0R/jJiKJOy64TCeTpys2WdP/H8AgFJziV/jC5T2vTJgjNIhLplTRYiIyDUmohFgYMsBAICunVuHOBIiosgXW5mMH+cvxvQfv0FWbh7GH3lYcVyCev1OT+jcqHb03FO3omB0Pjp2aIFXH33Mad9ZRdqJKhERUSTj0NwIUPO0XqfjcwMiIl+VRRXgilXyCJN7NgHwc9HxaBHrso8QgCnBvfK8d8U962tIREREYYeZTQQ4XnwcAKBjmXwiooCrO2fUUy9c9YSfIpG1bOy6uBEREVGkcZnZCCFmCSGyhBBbnPQZIYTYIITYKoT4y78h0jTrOADAgQPHQxsIEVEE23TRwaDcp1P/DABAalFLv1yvtLTcL9chIiIKJ+68YpsN4HxHB4UQyQDeB3CJJEndAfzPL5GRTaOC9gCAFo3Dt2oiEVG469m/lVv9Wjf3/Q3kW/FzsOyGlT5fBwD+yV7hl+sQERGFE5eJqCRJywDkOelyPYAfJEk6dLJ/lp9io5OuTb8TANCkWUqIIyEiqv+at071+RoPP34Fuvdr4fF5N2Q/hz96rVO0DWky1Od4iIiIwo0/Jh12ApAihFgqhFgnhLjZD9ekWiySBQBgMOpDHAkREQXCjSXPIK2oFT6f+hLOv7yf4lhKYlKIoiIiIgocf1TNNQDoD+AsADEAVgkh/pEkaVfdjkKIUQBGAUCrVu4NkaJaiaiBiSgRUX00+5WJqCh+UfPYvqodQY6GiIgo8PzxRvQIgD8lSSqVJCkHwDIAvbU6SpI0Q5KkAZIkDcjIyPDDrRsGi1VORPUGVs0lIvLF6VvuDHUImvQGgbgUo+axpy55MMjREBERBZ4/MpufAAwVQhiEELEABgPY7ofr0klWyQohCej07q05R0RE2pZ8+2GoQ/CINFZCRpPEUIdBRETkdy6H5gohvgIwAkC6EOIIgLEAjAAgSdI0SZK2CyHmAdgEwApgpiRJDpd6Ic9VSuWQdBIE81AiIp9Eyudom5y+OJC+PtRhEBERBYzLRFSSpOvc6PMGgDf8EhEpFFYU4nPd5FCHQURUbySUZqA4Ltu2/2DeW+jdoRvmrVyGRvHhMW1k16Q1qKqwhDoMIiKigBGSJIXkxgMGDJDWrl0bkntHEjHe/vheGhuaPysiovpk/65sfDZ7PsZG3QiAn61ERESBIoRYJ0nSAK1jrH5DREQNSttOGRgz8YZQh0FERNSgMRElIiIiIiKioGIiSkREREREREHlslgRERFRfTR09404kLAp1GEQERE1SExEiYioQVo0/RNUVlSHOgwiIqIGiYloGMvNLwx1CERE9ZYpTgdTXFSowyAiImqQOEc0jKW/kxzqEIiIiIiIiPyOiWiYKigoCXUIREREREREAcFENEyZzdZQh0BERERERBQQTETD1OWv3hrqEIiIiIiIiAKCxYrCzGc//IZqczWWJ/yoaB+zfH6IIiIiIiIiIvIvJqJh5ubNF6naRhReg/ELzglBNERERERERP7HobkR4NkRT4c6BCIiIiIiIr9hIhoBzr2kb6hDICIiIiIi8hsmomGuzdEBoQ6BiIiIiIjIr5iIhrn9M9aEOgQiIiIiIiK/YiJKREREREREQcVElIiIiIiIiIKKiej/27vzIKvKM4/jv4duoGkaAQU3EDA1gcCgILaaEDUKZqIGl8mkjMxkyky0LGcxomWhWUxGJwuJJmMGMk4ZXEiCWEbRzBidQWOijkYDIkaQ4BBZZLObRTbp/Zk/7rHpjjTdfe97lnvv91PVxbnnnn7P8/LU4fLrs3TGVDXVpF0CAAAAAMSKIJoxLX2a0i4BAAAAAGJFEM2QNm9TSyVBFAAAAEBpI4hmyJvrN3R6fdL2aSlVAgAAAADxIYhmyPiffKjT62dv+a+UKgEAAACA+FSmXQBy6t/d1b7cr6lajd/an2I1AAAAABAfzohmxPg5J7UvN/V7L8VKAAAAACBeBNGM2DFgc/vy+LfPTbESAAAAAIgXQbQHVq1dqy9+d7bWbdiayP5+P+9XiewHAAAAANJAEO2BiQs/rPsabteUf5+SyP4qqyyR/QAAAABAGgiivfBu9bbY9zF/0FOx7wMAAAAA0sRTcw9jwpfPULXVSP1zr6ftnhnLft58a2P78pU3nBfLPgAAAAAgKwiih7G66nedXj8zeJGkB4LvZ9xPRwcfEwAAAACyiktzAQAAAACJIoim7JY756VdAgAAAAAkiiDahXUb4n8wkSR9c/e1iewHAAAAALKCINqFfbsPpF0CAAAAAJQkgmgXnnzhubRLAAAAAICSRBDtwrOPrDnk+sbG5mD7aGruPNbUus8EGxsAAAAAsoog2oUnzvpOp9cnbT9XktTa0hZsH/Xb9rYvV7b015LvLAo2NgAAAABkFUG0h04bOlWS1NLSGmzMPh1+i+vU/Rdr4BH9go0NAAAAAFlFEO2hqsoqSVJLa7gg2nGsUa1jg40LAAAAAFlGEO2hJm+UJE343snac2BfweNtqduu2xf/qP31Ny/7asFjAgAAAEAx6DaImtm9ZlZnZiu7eP8cM9ttZiuir6+HLzN9P3/vx5Kkdwas18KHnyx4vBF3DdfcXbdKkmbZ7Rr98QEFjwkAAAAAxaAnZ0Tvl3R+N9s87+6To6/bCi8re64aNLt9+dE1iwser1/zweD5w7bZh9kSAAAAAEpLt0HU3Z+TtDOBWjLpp8Of1bcrHtCoo0e0r3uq74MFj3tZ27Xty3/f/O2CxwMAAACAYlHZ/SY98jEze03SFkk3uvuqQOOmZvkn12nTxnpddPlpkqTJXzpPOirc+D/r/72DLwY1hRsYAAAAADIuxMOKlksa7e6TJM2V9FhXG5rZ1Wa2zMyW1dfXB9h1fE6ZOqY9hEpSY3N8YfF/djwW29gAAAAAkDUFB1F33+Pu+6LlJyT1NbNhXWx7t7vXunvt8OHDC911ohZdO799uW9zVdCx/2XiD4KOBwAAAABZVnAQNbNjzcyi5dOjMXcUOm7WTBz7Z+3LIxvGFTTWijfe7PR6+qdOKWg8AAAAACgmPfn1LYsk/VbSODPbZGZXmtk1ZnZNtMlnJa2M7hH9N0mXu7vHV3I6Kiv7qOXm3LTWDXpNLa2teY/16fsukiQduW+k1ly6TUcfOzhIjQAAAABQDLp9WJG7z+zm/XmS5gWrKMMq+h9c/tr352rO7Fl5jbOlJndGdGfNJo2ddEyAygAAAACgeIR4WFFZWvD2f2hP4560ywAAAACAokMQzdO2YWs0eM5gLXz6MbV5W4+/78yvz4ixKgAAAADIPoJogT7/wl+q4raKw27T1NqkvY17teTFF/VCxS8TqgwAAAAAsqnbe0RRuMlf+YRWV78kc5Ps4Pqx6z+RXlEAAAAAkBLOiMbM3bW6+qXcsnV+mPCa+36TQkUAAAAAkC6CaC+9ftHGXm3/1Xl3xlMIAAAAABQpgmgvTZxyQq+2f/ytXxxy/aoZm0OUAwAAAABFhyCah+F7x/R422lHHPopuRNOPT5QNQAAAABQXAiieagftL7H204aO759+bP7r5Uk1ewfFrokAAAAACgaBNEA+rZUdfleW9vB3zG6ofmPkqR116+LvSYAAAAAyCqCaADNlQ1qaGo65HutHYLogD7VkqRhx9UkUhcAAAAAZBFBNJA7frzgkOs7nhHd2/auhu7n3lAAAAAA5Y0gmocfDfngk3Bv2X71IbdtaGloX351yNOqaOsbW10AAAAAUAwIonn43MxpkqSv6e5O62+e+31trdshSWpqadYVP/ySrt/y15222T5oQzJFAgAAAEBGmbunsuPa2lpftmxZKvsOoeWAVFEl9bnNPvBeVVu1Gvq81+X3+jfS+TsHAAAAgKSY2SvuXnuo9zgjmqfKAZKZdFXDrR9473Ah9Oi9J8ZZFgAAAABkHkG0QP9680292v6ZK34TTyEAAAAAUCQIogWqGdxfF276hx5v/+cnjYqxGgAAAADIPoJoAJ/66FlplwAAAAAARaMy7QJKgTd2n+dP2DZJ41tOS6AaAAAAAMg2gmgAl154jmYtOPw2G+9akUgtAAAAAJB1XJobQN/Kg3l+zoCF+uWUl1OsBgAAAACyjTOiARw/8sj25UtmnKWaQQOk5SkWBAAAAAAZxhnRwNrUJmutkCQdW/+RlKsBAAAAgOwhiAbWcKBJxxw3RNOX/pPumrQw7XIAAAAAIHO4NDewcWNHqbK/6enH50qSHr1/qU4+dUy6RQEAAABAhhBEA6k+MEQX7PmiBg7q32n9pV+oTakiAAA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}, "metadata": { "needs_background": "light" } } ], "source": [ "ax = gbpaud_close.plot()\n", "ax = gbpaud_close_div.plot(ax=ax,color='g')" ] }, { "cell_type": "code", "execution_count": 7, "id": "strange-samuel", "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "gbpaud_close_diff = gbpaud_close - gbpaud_close_div\n", "gbpaud_close_diff.summary();" ] }, { "cell_type": "markdown", "id": "electronic-reviewer", "metadata": {}, "source": [ "We can see that they are very close, but not quite the same, this is interesting, as we can also see how strongly they are correlated, but we can go one step further, we can shift each one forward and backward compare to the other to see if one appears to lead or lag the other. Hotstepper reuses the bitshift operator to shift a Steps object very easily." ] }, { "cell_type": "code", "execution_count": 8, "id": "after-alliance", "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "0.996277977934457" ] }, "metadata": {}, "execution_count": 8 } ], "source": [ "gbpaud_close.correlation(gbpaud_close_div)" ] }, { "cell_type": "code", "execution_count": 9, "id": "romantic-married", "metadata": {}, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Correction with derived price shifted 1 hour forward, 0.9957581358580396\n", "Correction with derived price shifted 1 hour backwards, 0.9965015268457172\n" ] } ], "source": [ "print(f'Correction with derived price shifted 1 hour forward, {gbpaud_close.correlation(gbpaud_close_div >> pd.Timedelta(hours=1))}')\n", "print(f'Correction with derived price shifted 1 hour backwards, {gbpaud_close.correlation(gbpaud_close_div << pd.Timedelta(hours=1))}')" ] }, { "cell_type": "markdown", "id": "economic-stick", "metadata": {}, "source": [ "Interesting, so based on the shifted and unshifted correlation scores, there appears to be a slight lead from the derived GBPAUD based on using the common USD. In order words, the GBPAUD derived from the ratio of GBPUSD and AUDUSD appears to lead or change before the published GBPAUD price, in this case, we have looked 1 hour earlier and found the correlation score is slightly higher compared to the unshifted and as partial confirmation, actually decreases if the shift is reversed, compared to the unshifted data sets. " ] }, { "cell_type": "code", "execution_count": null, "id": "dangerous-smooth", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "name": "python3", "display_name": "Python 3.8.5 64-bit (conda)", "metadata": { "interpreter": { "hash": "97ae724bfa85b9b34df7982b8bb8c7216f435b92902d749e4263f71162bea840" } } }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5-final" } }, "nbformat": 4, "nbformat_minor": 5 }