diff --git a/README.md b/README.md index 54aa6c90..a059f22e 100644 --- a/README.md +++ b/README.md @@ -126,18 +126,20 @@ def handle_data(context, data): short_mavg = history(100, '1d', 'price').mean() long_mavg = history(300, '1d', 'price').mean() + sym = symbol('AAPL') + # Trading logic - if short_mavg[0] > long_mavg[0]: + if short_mavg[sym] > long_mavg[sym]: # order_target orders as many shares as needed to # achieve the desired number of shares. - order_target(symbol('AAPL'), 100) - elif short_mavg[0] < long_mavg[0]: - order_target(symbol('AAPL'), 0) + order_target(sym, 100) + elif short_mavg[sym] < long_mavg[sym]: + order_target(sym, 0) # Save values for later inspection - record(AAPL=data[symbol('AAPL')].price, - short_mavg=short_mavg[0], - long_mavg=long_mavg[0]) + record(AAPL=data[sym].price, + short_mavg=short_mavg[sym], + long_mavg=long_mavg[sym]) ``` You can then run this algorithm using the Zipline CLI. From the diff --git a/docs/tutorial.ipynb b/docs/tutorial.ipynb index 08794dff..46753a34 100644 --- a/docs/tutorial.ipynb +++ b/docs/tutorial.ipynb @@ -148,7 +148,7 @@ "cell_type": "code", "collapsed": false, "input": [ - "!run_algo.py -f ../zipline/examples/buyapple.py --start 2000-1-1 --end 2012-1-1 --symbols AAPL -o buyapple_out.pickle" + "!run_algo.py -f ../zipline/examples/buyapple.py --start 2000-1-1 --end 2014-1-1 --symbols AAPL -o buyapple_out.pickle" ], "language": "python", "metadata": {}, @@ -196,13 +196,7 @@ "\u001b[34mdef\u001b[39;49;00m \u001b[39;49;00m\u001b[32manalyze\u001b[39;49;00m(\u001b[39;49;00mcontext\u001b[39;49;00m,\u001b[39;49;00m \u001b[39;49;00mperf\u001b[39;49;00m)\u001b[39;49;00m:\u001b[39;49;00m\r\n", " \u001b[39;49;00max1\u001b[39;49;00m \u001b[39;49;00m=\u001b[39;49;00m \u001b[39;49;00mplt\u001b[39;49;00m.\u001b[39;49;00msubplot\u001b[39;49;00m(\u001b[39;49;00m\u001b[34m211\u001b[39;49;00m)\u001b[39;49;00m\r\n", " \u001b[39;49;00mperf\u001b[39;49;00m.\u001b[39;49;00mportfolio_value\u001b[39;49;00m.\u001b[39;49;00mplot\u001b[39;49;00m(\u001b[39;49;00max\u001b[39;49;00m=\u001b[39;49;00max1\u001b[39;49;00m)\u001b[39;49;00m\r\n", - " \u001b[39;49;00max2\u001b[39;49;00m \u001b[39;49;00m=\u001b[39;49;00m \u001b[39;49;00mplt\u001b[39;49;00m.\u001b[39;49;00msubplot\u001b[39;49;00m(\u001b[39;49;00m\u001b[34m212\u001b[39;49;00m,\u001b[39;49;00m \u001b[39;49;00msharex\u001b[39;49;00m=\u001b[39;49;00max1\u001b[39;49;00m)\u001b[39;49;00m\r\n" - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ + " \u001b[39;49;00max2\u001b[39;49;00m \u001b[39;49;00m=\u001b[39;49;00m \u001b[39;49;00mplt\u001b[39;49;00m.\u001b[39;49;00msubplot\u001b[39;49;00m(\u001b[39;49;00m\u001b[34m212\u001b[39;49;00m,\u001b[39;49;00m \u001b[39;49;00msharex\u001b[39;49;00m=\u001b[39;49;00max1\u001b[39;49;00m)\u001b[39;49;00m\r\n", " \u001b[39;49;00mperf\u001b[39;49;00m.\u001b[39;49;00mAAPL\u001b[39;49;00m.\u001b[39;49;00mplot\u001b[39;49;00m(\u001b[39;49;00max\u001b[39;49;00m=\u001b[39;49;00max2\u001b[39;49;00m)\u001b[39;49;00m\r\n", " \u001b[39;49;00mplt\u001b[39;49;00m.\u001b[39;49;00mgcf\u001b[39;49;00m(\u001b[39;49;00m)\u001b[39;49;00m.\u001b[39;49;00mset_size_inches\u001b[39;49;00m(\u001b[39;49;00m\u001b[34m18\u001b[39;49;00m,\u001b[39;49;00m \u001b[39;49;00m\u001b[34m8\u001b[39;49;00m)\u001b[39;49;00m\r\n", " \u001b[39;49;00mplt\u001b[39;49;00m.\u001b[39;49;00mshow\u001b[39;49;00m(\u001b[39;49;00m)\u001b[39;49;00m\r\n" @@ -212,13 +206,13 @@ "output_type": "stream", "stream": "stdout", "text": [ - "[2014-07-25 17:10] INFO: Performance: Simulated 3019 trading days out of 3019.\r\n", - "[2014-07-25 17:10] INFO: Performance: first open: 2000-01-03 14:31:00+00:00\r\n", - "[2014-07-25 17:10] INFO: Performance: last close: 2011-12-30 21:00:00+00:00\r\n" + "[2014-07-25 17:50] INFO: Performance: Simulated 3521 trading days out of 3521.\r\n", + "[2014-07-25 17:50] INFO: Performance: first open: 2000-01-03 14:31:00+00:00\r\n", + "[2014-07-25 17:50] INFO: Performance: last close: 2013-12-31 21:00:00+00:00\r\n" ] } ], - "prompt_number": 3 + "prompt_number": 14 }, { "cell_type": "markdown", @@ -268,88 +262,88 @@ " \n", " \n", " 2000-01-03 21:00:00\n", - " 26.75\n", - " 0.0\n", + " 3.82\n", + " 0.0\n", " 10000000.0\n", " 0.0\n", " [{u'status': 0, u'limit_reached': False, u'cre...\n", " 2000-01-03 21:00:00+00:00\n", " 2000-01-03 14:31:00+00:00\n", - " 0.0\n", + " 0.0\n", " 10000000.0\n", " []\n", " 0.000000e+00\n", " 10000000.0\n", - " 0.0\n", + " 0.0\n", " []\n", " \n", " \n", " 2000-01-04 21:00:00\n", - " 24.49\n", - " -245.2\n", - " 9999754.8\n", - " 244.9\n", + " 3.50\n", + " -35.3\n", + " 9999964.7\n", + " 35.0\n", " [{u'status': 1, u'limit_reached': False, u'cre...\n", " 2000-01-04 21:00:00+00:00\n", " 2000-01-04 14:31:00+00:00\n", - " -0.3\n", + " -0.3\n", " 9999999.7\n", - " [{u'amount': 10, u'last_sale_price': 24.49, u'...\n", + " [{u'amount': 10, u'last_sale_price': 3.5, u'co...\n", " -3.000000e-08\n", " 10000000.0\n", - " 0.0\n", - " [{u'order_id': u'd04e12ae3016483893b0f7bac87d8...\n", + " 0.0\n", + " [{u'order_id': u'a52893c358834d60a09c7865d6779...\n", " \n", " \n", " 2000-01-05 21:00:00\n", - " 24.85\n", - " -248.8\n", - " 9999506.0\n", - " 497.0\n", + " 3.55\n", + " -35.8\n", + " 9999928.9\n", + " 71.0\n", " [{u'status': 1, u'limit_reached': False, u'cre...\n", " 2000-01-05 21:00:00+00:00\n", " 2000-01-05 14:31:00+00:00\n", - " 3.3\n", - " 10000003.0\n", - " [{u'amount': 20, u'last_sale_price': 24.85, u'...\n", - " 3.300000e-07\n", - " 9999754.8\n", - " 244.9\n", - " [{u'order_id': u'60cfb1732c65496797d442bbf4778...\n", + " 0.2\n", + " 9999999.9\n", + " [{u'amount': 20, u'last_sale_price': 3.55, u'c...\n", + " 2.000000e-08\n", + " 9999964.7\n", + " 35.0\n", + " [{u'order_id': u'0e6af58f1f6b4cc9b55f896b05532...\n", " \n", " \n", " 2000-01-06 21:00:00\n", - " 22.70\n", - " -227.3\n", - " 9999278.7\n", - " 681.0\n", + " 3.24\n", + " -32.7\n", + " 9999896.2\n", + " 97.2\n", " [{u'status': 1, u'limit_reached': False, u'cre...\n", " 2000-01-06 21:00:00+00:00\n", " 2000-01-06 14:31:00+00:00\n", - " -43.3\n", - " 9999959.7\n", - " [{u'amount': 30, u'last_sale_price': 22.7, u'c...\n", - " -4.329999e-06\n", - " 9999506.0\n", - " 497.0\n", - " [{u'order_id': u'088c7a17ff0e4a1fa493b1b70f7b2...\n", + " -6.5\n", + " 9999993.4\n", + " [{u'amount': 30, u'last_sale_price': 3.24, u'c...\n", + " -6.500000e-07\n", + " 9999928.9\n", + " 71.0\n", + " [{u'order_id': u'f27eb86362e641b7a7ba2b8e76e33...\n", " \n", " \n", " 2000-01-07 21:00:00\n", - " 23.78\n", - " -238.1\n", - " 9999040.6\n", - " 951.2\n", + " 3.40\n", + " -34.3\n", + " 9999861.9\n", + " 136.0\n", " [{u'status': 1, u'limit_reached': False, u'cre...\n", " 2000-01-07 21:00:00+00:00\n", " 2000-01-07 14:31:00+00:00\n", - " 32.1\n", - " 9999991.8\n", - " [{u'amount': 40, u'last_sale_price': 23.78, u'...\n", - " 3.210013e-06\n", - " 9999278.7\n", - " 681.0\n", - " [{u'order_id': u'eb242dd02742422199f5e542c458e...\n", + " 4.5\n", + " 9999997.9\n", + " [{u'amount': 40, u'last_sale_price': 3.4, u'co...\n", + " 4.500003e-07\n", + " 9999896.2\n", + " 97.2\n", + " [{u'order_id': u'9e5ef91c4c3c40cdbb49220e10dd5...\n", " \n", " \n", "\n", @@ -357,14 +351,14 @@ ], "metadata": {}, "output_type": "pyout", - "prompt_number": 4, + "prompt_number": 15, "text": [ - " AAPL capital_used ending_cash ending_value \\\n", - "2000-01-03 21:00:00 26.75 0.0 10000000.0 0.0 \n", - "2000-01-04 21:00:00 24.49 -245.2 9999754.8 244.9 \n", - "2000-01-05 21:00:00 24.85 -248.8 9999506.0 497.0 \n", - "2000-01-06 21:00:00 22.70 -227.3 9999278.7 681.0 \n", - "2000-01-07 21:00:00 23.78 -238.1 9999040.6 951.2 \n", + " AAPL capital_used ending_cash ending_value \\\n", + "2000-01-03 21:00:00 3.82 0.0 10000000.0 0.0 \n", + "2000-01-04 21:00:00 3.50 -35.3 9999964.7 35.0 \n", + "2000-01-05 21:00:00 3.55 -35.8 9999928.9 71.0 \n", + "2000-01-06 21:00:00 3.24 -32.7 9999896.2 97.2 \n", + "2000-01-07 21:00:00 3.40 -34.3 9999861.9 136.0 \n", "\n", " orders \\\n", "2000-01-03 21:00:00 [{u'status': 0, u'limit_reached': False, u'cre... \n", @@ -380,37 +374,37 @@ "2000-01-06 21:00:00 2000-01-06 21:00:00+00:00 2000-01-06 14:31:00+00:00 \n", "2000-01-07 21:00:00 2000-01-07 21:00:00+00:00 2000-01-07 14:31:00+00:00 \n", "\n", - " pnl portfolio_value \\\n", - "2000-01-03 21:00:00 0.0 10000000.0 \n", - "2000-01-04 21:00:00 -0.3 9999999.7 \n", - "2000-01-05 21:00:00 3.3 10000003.0 \n", - "2000-01-06 21:00:00 -43.3 9999959.7 \n", - "2000-01-07 21:00:00 32.1 9999991.8 \n", + " pnl portfolio_value \\\n", + "2000-01-03 21:00:00 0.0 10000000.0 \n", + "2000-01-04 21:00:00 -0.3 9999999.7 \n", + "2000-01-05 21:00:00 0.2 9999999.9 \n", + "2000-01-06 21:00:00 -6.5 9999993.4 \n", + "2000-01-07 21:00:00 4.5 9999997.9 \n", "\n", " positions \\\n", "2000-01-03 21:00:00 [] \n", - "2000-01-04 21:00:00 [{u'amount': 10, u'last_sale_price': 24.49, u'... \n", - "2000-01-05 21:00:00 [{u'amount': 20, u'last_sale_price': 24.85, u'... \n", - "2000-01-06 21:00:00 [{u'amount': 30, u'last_sale_price': 22.7, u'c... \n", - "2000-01-07 21:00:00 [{u'amount': 40, u'last_sale_price': 23.78, u'... \n", + "2000-01-04 21:00:00 [{u'amount': 10, u'last_sale_price': 3.5, u'co... \n", + "2000-01-05 21:00:00 [{u'amount': 20, u'last_sale_price': 3.55, u'c... \n", + "2000-01-06 21:00:00 [{u'amount': 30, u'last_sale_price': 3.24, u'c... \n", + "2000-01-07 21:00:00 [{u'amount': 40, u'last_sale_price': 3.4, u'co... \n", "\n", " returns starting_cash starting_value \\\n", "2000-01-03 21:00:00 0.000000e+00 10000000.0 0.0 \n", "2000-01-04 21:00:00 -3.000000e-08 10000000.0 0.0 \n", - "2000-01-05 21:00:00 3.300000e-07 9999754.8 244.9 \n", - "2000-01-06 21:00:00 -4.329999e-06 9999506.0 497.0 \n", - "2000-01-07 21:00:00 3.210013e-06 9999278.7 681.0 \n", + "2000-01-05 21:00:00 2.000000e-08 9999964.7 35.0 \n", + "2000-01-06 21:00:00 -6.500000e-07 9999928.9 71.0 \n", + "2000-01-07 21:00:00 4.500003e-07 9999896.2 97.2 \n", "\n", " transactions \n", "2000-01-03 21:00:00 [] \n", - "2000-01-04 21:00:00 [{u'order_id': u'd04e12ae3016483893b0f7bac87d8... \n", - "2000-01-05 21:00:00 [{u'order_id': u'60cfb1732c65496797d442bbf4778... \n", - "2000-01-06 21:00:00 [{u'order_id': u'088c7a17ff0e4a1fa493b1b70f7b2... \n", - "2000-01-07 21:00:00 [{u'order_id': u'eb242dd02742422199f5e542c458e... " + "2000-01-04 21:00:00 [{u'order_id': u'a52893c358834d60a09c7865d6779... \n", + "2000-01-05 21:00:00 [{u'order_id': u'0e6af58f1f6b4cc9b55f896b05532... \n", + "2000-01-06 21:00:00 [{u'order_id': u'f27eb86362e641b7a7ba2b8e76e33... \n", + "2000-01-07 21:00:00 [{u'order_id': u'9e5ef91c4c3c40cdbb49220e10dd5... " ] } ], - "prompt_number": 4 + "prompt_number": 15 }, { "cell_type": "markdown", @@ -447,21 +441,21 @@ { "metadata": {}, "output_type": "pyout", - "prompt_number": 5, + "prompt_number": 16, "text": [ - "" + "" ] }, { "metadata": {}, "output_type": "display_data", - "png": 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belxEREREFZq2dHfLlnKDIGA+c+zjI1ut80ZYGHDwoKxY+OyzQNeu+rnNmsli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\nOp3OQA/CGw6HA5sNWURERKRKuvRSsxR3RATccw8cPmzKMwpyOk1ru5Y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IVDt79sCwYWYG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\nLZ+IiO4B7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JvnEDqFUL+PprOV48mT5/Hrj3XuD6dbl2+nRg61Zg3bqS33/tmtSTN21a8tyu\nXfb7OTRWk2l3d3f4+PjAx8cHn3/+uf1HQJUSZybUYvzVYvzVYvzVYezV0uI/bx5w+TLQvLna8diq\ncAmHr68ssNK/P/DLL0DnzvJwYvFk+sIF4NZbgT//BE6flmPFZ501Fy+a2uA5g9UHEF944QWEhITg\n1VdfxV9//eWMMRERERGRBTduyFanUzsOWxVOgrUVCjdulG1mJjBsWMlk+u+/5S8PV6+aHipMSTH/\n/cePA7ffbt8xl8ZqMq3X67F582Y0bNgQ0dHRCA0NLdPDh1S1Fe7BSM7H+KvF+KvF+KvD2Kulxb9J\nE0k4K6vr103vC89SG43ApUuyqmPxZPrQIfm5r1wxHfvjD5mhL+6dd8yXeDiK1WQaAJo2bYrJkyfj\nk08+QVhYGF5//XVHj4uIiIiIzMjLAzysFuq6Lm11Qk1srGxTUyXRDgwsmnADkjjLQi9izx7Zfvdd\nye/fs8fU/cMZrCbThw8fRkxMDNq1a4dJkybh7rvvRlJSkjPGRi6MdXNqMf5qMf5qMf7qMPZqafGv\nasl0nz5As2ayAE1ODhAUVPIaAAgJke377wMdOwKPPgpER5e8rmlT4O237T5si6z+UYwbNw5DhgzB\nhg0b0KxZM2eMiYiIiIjMMBiAxMTKnUw/8wwQGlp0FcLatYFu3eR9s2bywGFsrHT46NZN6sO1VRIv\nXpTtzYW5ce2aqUXelSsSmzp1nPOzAGVYTtyVcTlxddhrVC3GXy3GXy3GXx3GXi29Xo/k5Cg8/jjQ\nqpU8aFdVtGsnddGA1E67uckWkAcuvbxk1trNTRarCQgA9u4F7rwT+Oc/gdmz5Vrtocxjx+z/EKLN\ny4kTERERkXo5ObKqH1D2ZbUrCy2R1hTOWW/cAGrWlES5cWOgUSM5Hh4uC7BoCbQWG8C5M/ecmSYi\nIiJSpG1bSZJPnLB+bfFWeFUpBdJ+tubNgXPniv6sCQmyLPi5cyU/98knwL59wIIFUgaiLeJy5gxw\nyy32HmMFZ6bT09ORri2YTkREREQVduQIcPJk2a6tX19KF9q3B376ybHjUuXsWdn++KPp2PvvW16E\nxdsbSE+XVnrr1gFDhshxZ/bgtppMx8XFITw8HG3btkXbtm1x5513cvEWYq9RxRh/tRh/tRh/dRh7\nx2jZ0vo1BgNw/boehw5J14t+/Rw/Lme67TbZaklwUJDpocLDh02lHcVpyXSnTrIfGCjbnByHDbUE\nq8n0+PHCYdoOAAAgAElEQVTjMXv2bCQmJiIxMRHvvfcexo8f74yxEREREVUpubmSMP79t+lY4YVL\nLDlzBvDzq9xdPEozdCgQEWHav+MO0wqH166VPjOdlgZoXZvHjQO+/loWfnEWqzXTYWFhOHDggNVj\nKrBmmoiIiCqTEyekE8fevfIAnU4n/ZOtLTKydKmUPvzvf84Zp6vo0UNm5Tt2lHKP4g4elNUgb70V\nWL8eSE4GGjZ0zFgs5Z1W/37TokULvPHGGxg5ciSMRiNWrFiBlmX59wgiIiIiKkLrkZyebnqA8OhR\n6blsNErJx+jRRT+zfz/wxBPARx85daguoX596Vzi42P+fPPmMivduDGwaZPjEunSWC3zWLJkCS5f\nvoxBgwbh0UcfRXJyMpYsWeKMsZELY92cWoy/Woy/Woy/Oox92ezYATz/vPlzly7J9r77gIwM0/HX\nXwfeeAOYNq3kZ7Qkul49vV3HWRl4ekqZh6VFWPz8pHVeUhJQr55zx6axOjPt5+eHOXPmOGMsRERE\nRJXe3LnAihXABx+UPKcl04AkicXVrFnyWFKSLI9t71ZvlUGNGhInLy/z53U6mZ2Oj1czKw2UkkxP\nnjwZH374Ifr371/inE6nw/fff+/QgZFr4wpYajH+ajH+ajH+6jD2ZaOVcsTGAg88UPLc9OnAu+/K\n0tdeXkVnqHv2LHq90ShlILNnA3fcEeXQcbsiT095wLC0VnfNm0t7QUsdPxzNYjI9cuRIAMCUKVOc\nNhgiIiKiym7PHtn27VtyYZVLl4AOHaQW+PhxIDRUykI2bAC2bDHNXBuNwMCB0uHi8mVZ3KU68vSU\nbWmtALUWepZKQRzNYs10xM3+JFFRUWZfVL2xbk4txl8txl8txl8dxr5s8vNLHpszR1bwu3gR8PcH\nmjaVDh4NGwIrVwLduwNt2kgynZMD/P47sHYt8OqrMnut01XP+NeoIVs/P+vXqGJxZjo0NNTih3Q6\nHQ4ePOiQARERERFVVrm58kDcoEHAmjVyLC8PeO456Yl86RLQpIk8LJeYKLOqQ4fKdXXqAD/8AEyY\nULQ+2pkLkLgqb2/L58rSp9uRLCbTP/zwgzPHQZUM/3VCLcZfLcZfLcZfHcbeuosXJUF+800gLg74\n9VdTqce778pstL+/JIfnzsny4Bqt5nfvXkmsP/pIkvC8PDleHeN/4YJsS1usZvBg8w9zOovFoQUF\nBRW8v3TpEnbt2gWdTofOnTujsaVlaIiIiIiqsYwMmXXWHiy8/35T3a+2MIu/v/RN3rcP6NLF9Nm7\n7pLt2bNAaqqp1Zuqlm+uQFvZsDSPPiovVaz2mf7f//6Hzp074+uvvy7ynqq36li35UoYf7UYf7UY\nf3UYe+syMiSR9vIyzZbm5ha9xtsbCA6WBxC1RBswzb5mZ8usdd260qnivffkeHWM/9SpwIsvqh5F\n6az2mf7Pf/6DP//8s2A2Ojk5Gffffz8GDx7s8MERERERVSaXLkm5hpcXkJlZ8nx8vGxbtJBtamrR\n87/+Kktob94MjBwpSXV1NmiQvFyZ1Zlpo9GIRoUa9zVo0MDsuuRUvVTHui1Xwvirxfirxfirw9hb\nFx8PtGpVdMYZACIjgZ07ZUYaAO65R7bFH54r3AJPK/vQMP6uyerM9AMPPIA+ffrgH//4B4xGI1at\nWoW+ffs6Y2xERERElcqJE6aEubB//APo3Nm0HxIC9OoFFF8bz9/f9L5NG8eMkezL4sx0dnY2AODd\nd99FdHQ0Dh48iLi4OERHR+Odd95x2gDJNVXHui1Xwvirxfirxfirw9hbd/IkcNttJY+bWw57wwbT\nDHVh7dqZ/27G3zVZnJm+++67sXfvXowcORLLli3DoyofkyQiIiJygB9+AMaMkaW9jcbSl622JiND\nVis01/TMXDJtydSpwOef2z4Oci6d0UIB9B133IHp06fj1VdfxaxZswqOG41G6HQ6DHKBanCdTsf6\nbSIiIrJJdrYkufn58sBf9+7y3taEunZt+c4jR6SMQ6eTFQ6vXAFiY4E+few7fnIuS3mnxTKPTz75\nBFu3bsX169fxww8/FLx+/PHHMi/oMnbsWPj7+1tcTfHo0aPo2rUratWqhfe0vi83xcbGIiQkBK1a\ntcLbb79dpvsRERERldXXX5uW/tYWB/npJ9u/72aFbJGa6Vq1ZHvrrbZ/L7k2i8l0ZGQkPvnkE8yY\nMQOfffZZkdfHH39cpi8fM2YMYmNjLZ5v0KAB5syZg6lTpxY5bjAYMGnSJMTGxuLw4cNYuXIljmid\nzsklsG5LLcZfLcZfLcZfnaoW++Rk2Xp7ywOCgDwQuGULMH++aeXCF18EHnzQ+ve5u0tbO61fdK9e\nwKRJshx4SEjFx1vV4l9VWG2Nt3jx4hLH7r777jJ9eWRkJOrXr2/xfKNGjRAREQHPYv1jdu3aheDg\nYAQFBcHT0xNDhw7F2rVry3RPIiIiIkv0euDQIXm/bx+waJFpRlkzezbwzDNS+gEAs2YB69ZJ2cZj\nj8mxv/6S8g1NUpKsVPjLL6ZjGzYAL71Usk0eVS0Wk+kLFy5gz549yMrKwt69e7Fnzx7s3bsXer0e\nmea6kNtRUlISAgMDC/YDAgKQVJb1JMlp2OtSLcZfLcZfLcZfnaoQ++7dZfY5KQlYvhy4806pdQaA\nmTNle+mSbA8ckG3NmqbPf/ONbENDZXEWzZYtQLdugJvVaUrbVYX4V0UWu3ls2LABn3/+OZKSkjBl\nypSC4z4+Ppip/bY5iK4clf+jR49GUFAQAMDX1xcdOnQo+GXT/jmE+9znPve5z33ucz88XPbPn9cj\nIAAAotC6NZCdLeenTYvC778D69bpERwM6PVRmDAByM/X49dfgbCwKNx6K/Djj3I9YPr+NWuAu+92\nrZ+X+xXb194nJCSgVMZS5OXlGZcvX17aJVadPn3a2K5du1KviYmJMc6aNatgf/v27cY+ffoU7M+c\nOdP41ltvlficleGTA23evFn1EKo1xl8txl8txl+dyh772FijUSqh5dWmjRy/5Raj0ctL3g8cKOdG\njDAa3dyMxj17jMYmTeRcfr7pszqd0VirltGYni7nRowwGr/4wrHjr+zxr+ws5Z1upSXa7u7umD17\ndunZuB0Yi7UZiYiIQHx8PBISEpCTk4NVq1ZhwIABDh8HERERVV1r1gDPP2/aHzVKttu3m+qoz5yR\n7aefAp06SRmI9kBh4X84NxplcZaTJ2V/+fLy9ZKmqsNin2nNyy+/jIYNG2LIkCHwKvRb4ufnZ/XL\nhw0bhi1btuDKlSvw9/fHjBkzkJubCwCIjo7GxYsX0alTJ6SmpsLNzQ0+Pj44fPgwvL29sX79ejz/\n/PMwGAwYN24cpk2bVnLw7DNNREREZVSjBvDFF9K5IzRUaqKLV5Zq+0Yj8J//AK++CtSvD1y9Ksdv\nvx2Ij5f3ISHA+fPAl18CDz0EnD4N3Kw8pSrIUt5pNZkOCgoqUcOs0+lw6tQp+47QBkymiYiIqCyy\nsgA/P+DaNen93KuXdNsornAyfeIE0KqVzECfOGE6fvIkUKcO8OabwNy5ps8yJanayr1oiyYhIQGn\nT58u8nKFRJrUKlycT87H+KvF+KvF+KtTWWO/Zo3MLuflSWeObt2A4cPNX6tVRQOy+MrEiUDhdeV0\nOjnerBlw112OH3thlTX+VZ3Fbh6anJwcfPzxx/jtt9+g0+nQrVs3TJgwoURvaCIiIiJXEh8PTJ4M\nrF8v+7fdJtvy5KTz51s+9/DDskT4zz8D//d/Ng+TKjmrZR7jxo1DXl4ennjiCRiNRixbtgweHh5Y\ntGiRs8ZoEcs8iIiIqrcbN4DvvwcGD5ZVCq9cAXbulOXBmzWTa3r3Bn78ETAYTMt728u8ebLKYXIy\n0LChfb+bXIvNNdPt27fHwYMHrR5Tgck0ERFR9fbee8DUqVKaodU7x8dLrTMAnD2Lmz2lHWPPHiAi\nQkpI3N0ddx9Sz+aaaQ8PD5zQqu4BnDx5Eh4eVqtDqIpj3ZZajL9ajL9ajL86rhj7xETZpqXJSoaN\nG5sSacCxiTQAdOggXT+ckUi7YvypDDXT7777Lnr06IEWLVoAkAcSP/vsM4cPjIiIiMgabaKwbl3g\nlluKtrqLi3P8/d3dgVdecfx9yHVZLfMAgOzsbBw/fhwA0Lp1a9QsvEi9QizzICIiqt6eegpITwe+\n+gpo1AgYMABYvBg4dw5o3lz16KgqsZR3Wp2ZzsrKwvz58/H7779Dp9MhMjISEydORC17V/ATERER\nlVNqqiTQX30lC6Z07CjJNBNpcharNdOjRo3C4cOH8dxzz2HSpEk4dOgQRo4c6YyxkQtj3ZZajL9a\njL9ajL86rhj7v/4C7rgD+OMP6dgxdCjw7ruqR+UYrhh/KsPM9KFDh3D48OGC/R49eqBt27YOHRQR\nERGRNQcOSDlH27ayVLhm6lR1Y6Lqx2rN9IgRI/DMM8+ga9euAIAdO3Zg3rx5WLZsmVMGWBrWTBMR\nEVU/27YB994LvPCCPHA4a5bqEVF1YHPN9O7du3HPPfcgMDAQOp0OiYmJaN26NUJDQ6HT6Vyi3zQR\nERFVH9u2yXb2bIANxkg1q8l0bGysM8ZBlYxer0dUVJTqYVRbjL9ajL9ajL86rhL7/ftN7yMj1Y3D\n2Vwl/lSU1WQ6KCjICcMgIiIiKpv9+4GZM4Hp0wEvL9WjoequTH2mXRVrpomIiKqXxETg1ltlxUMf\nHyArC2C3XnIGm5cTJyIiInKUGzeAbt3Kvlrhl1/K1ttbVj9kIk2qMZkmm7DXpVqMv1qMv1qMvzq2\nxn7XLmDhQvPnTpwAfvsNaN++bN/l7Q1MmGDTMCo9/u67JibTRERE5FDLlwPjxwM9epQ8d/my6X2h\nZS0s2rQJuOsu+42NqKJYM01EREQONXEi8Mkn8j4xEQgMBM6fB6ZMAfr3B1avBr77Dvj5Z6BXLynf\nqFcPeO89YPBgwNdXPnv6NBAaKgu1aMeInMXmPtNEREREFZGRYXp/yy2SSH//PfDVV0BEhBwbOBDY\nuBH4+2/Aw0MeMBw/Xl5a/jJjBtCnDxNpci0s8yCbsG5LLcZfLcZfLcZfHVtjn5EBfP014Okp+0lJ\nwNKl8v70aaBpU6BuXeCdd4Bhw4AVK+Rcq1ZA48am7/jiC6B794r9DJUZf/ddE5NpIiIicqiMDOkH\nrc0oDxkiDx42bgzMmyelG3Xrmq7/7jtArwe2bpWa6pEjgUuXpCXepElKfgQii1gzTURERA6zaxfQ\npQuwZQvw5JPSCi8rC0hJkaR6xQop45g5E3jlFdPnzpyRZLt2bdn/7ju5ZudONT8HEftMExERkdNN\nnCjbnByZme7QAUhOBvLygCZNTNfde69sf/xRtk2bSg/p116T/Q8/NJV8ELkSJtNkE9ZtqcX4q8X4\nq8X4q1Pe2MfFyatnT6BzZ+nQ0by56XyHDqb3990nM9T9+klXD62+OiYGmDoV2Ly56GerI/7uuyYm\n00RERGR3+flAZCTQti2wYYPURPv6Av7+cv6334ARI0ydOjQ6HdC7d9Fj9erJNibG4cMmKjfWTBMR\nEZHd9e4N/PKLlHO4u8uxf/4TCA8H0tOBceOAmjXL9l1Go7zcOAVIClnKO5lMExERkV2lp0t989Kl\nwGOPmY5r/8vW6dSMi6gi+AAi2RXrttRi/NVi/NVi/NUpS+z1eqBvX+nYUTiRBiSJZiJtO/7uuyau\ngEhERER2ceSIaVGVnj3VjoXIWVjmQURERHbx6qvADz8AFy8CJ0/KQi1EVYWSMo+xY8fC398foaGh\nFq957rnn0KpVK4SFhWHfvn0Fx4OCgtC+fXuEh4ejc+fOjhwmERERlcPff0u3juI++QR49llJpplI\nU3Xh0GR6zJgxiI2NtXh+3bp1OHHiBOLj4/Hpp59iotbZHZL96/V67Nu3D7t27XLkMMkGrNtSi/FX\ni/FXi/FX49w5wMNDj1GjgIYNgc8/L3lNfj7w8MNOH1q1wd991+TQZDoyMhL169e3eP7777/HE088\nAQDo0qULrl27hkuXLhWcZwkHERGRemlpQGAgYDAAy5bJsQMHZGlwzaFDwLVrpp7QRNWF0m4eSUlJ\nCAwMLNgPCAhAUlISAJmZ7tmzJyIiIrBw4UJVQyQLoqKiVA+hWmP81WL81WL87e+vv4Dff5f3cXHS\nceP5503njx2TBVdOnowqOPbRR/ICZEZ6zhzgySdNKxeS/fF33zUp7+Zhafb5999/R7NmzZCcnIxe\nvXohJCQEkZGRJa4bPXo0goKCAAC+vr7o0KFDwS+b9s8h3Oc+97nPfe5z3/J+dLQef/wBpKREoX17\nANDjww+ByZOj0KIFsHmzHi1bAi1bRiEnB3j8cT2++w6oUycKO3cCd90l33fwoGv8PNznvj32tfcJ\nCQkojcO7eSQkJKB///6Ii4srcW7ChAmIiorC0KFDAQAhISHYsmUL/LW1Rm+aMWMGvL29MWXKlCLH\n2c1DHb1eX/BLR87H+KvF+KvF+NvfyJHA8uXAokXA+PHAkCHAn38CHh7AmDFAQgJQqxYwYIDEfuJE\nedgQAFq2BFJTgStXgNxc+Qw5Bn/31XLJRVsGDBiApUuXAgB27NgBX19f+Pv7IzMzE2lpaQCAjIwM\nbNiwodSOIERERGS7lBTZPvkkMGIE8OWXwP79wNGjwEsvAR9/DNx8xAmAtMDr0kXenzoFfP01MGUK\nE2mqnhw6Mz1s2DBs2bIFV65cgb+/P2bMmIHc3FwAQHR0NABg0qRJiI2NhZeXFz777DN07NgRp06d\nwqBBgwAAeXl5GD58OKZNm1Zy8JyZJiKqNvLz5QE41uTaz7ZtwL33Fj22cKEk1QDQvDlw/ry8z88v\nunphTAwwYwbQurUk3URVnaW8k4u2EBGRy8vNlXZsaWnSQYIJdcVcvQps3gy88AKQmCjHvvkGePRR\n2dd6A6xbB/z6KzBrlvnvMRq5PDhVHy5Z5kGVV+HifHI+xl8txt9x8vKkxZomKcnUWcLfX+p2X3lF\nX6F7nDkDfPutvL9yBbh8uUJfV+nk5gINGgCPPSaJc3y8JMWDBsm2UJMt9OtXNJEu/rvPRNq5+N8e\n18RkmoiIXMLlyzLj3K6d6djhw7KdPx/o3l3KDzIzbb/Hn38CQUGSOI4bBzRqJEl6dnaFhl6pXLwI\nNGsG/Pe/gLc3EBysekRElRvLPIiISLn0dMDHx7RvNMqs6a23At26AVu2yDLVXl5A3bqAmcdoyqT4\nTGpgIHD2LBAeDvz8syTX5lSlcoY//pCZfi4uTFQ+LPMgIiKXde2abM+cAdzdJXndsUOORUQAP/wA\nTJokifT06cAbb5T/Hvn5QM2awO7dwNixciwxURL0ffuAxo2lg4VOJ9dq5syRc5s3V+xnVCk/X2L7\n6afAPfcADz6oekREVQeTabIJ67bUYvzVYvzt75tvZFb4llukLjo9HTh9WjpNTJ8OPPQQcPvtwKhR\nAKDHv/9d/nusWCEPL955J/Dmm8DGjXJ8wADTNeHhsvX1NR375Repre7Rw7YkXqUDB4DJk2WJ76Ag\nIDpaekrbEj+Av/uqMf6uick0EREp9dtvUnZQu7bsZ2RIEv3yy8DrrwN+fqZrmzWz7R4XLkgirj1M\n17gxcP/98v6VVySZLywtTWq4b9wAtm6VMd51F/Ddd0VnrV3Z6dNAhw6y5Hd6OjB1qhyfNavqlKwQ\nuQLWTBMRkTKnT8sKeoB08nB3NyV63t6S1BaXmyuz17m5gFsZp4TuuUdqhbV7mDN7tiw8kpVlSux3\n7pTFSYxGU1333LnAM8+U7+d0tosXgUcekZrz3FzpXpKaWrQunYjKhzXTRETkcubMke3ChSWT3K1b\nzX/G01Nmh3/8sez3+eMP2VpKpAHpuWw0SqKuzeKOGGEq+fD2BmbOBI4fL/t9Vdm0SZL/Tz8FVq+W\nWDGRJnIMJtNkE9ZtqcX4q8X420dsLPD++zKDqq24B5iSvg4dzH9Or9ejZ0+pe7bm2DGpkW7RAvjq\nq7KP7e23ZRsfDwwfbjo+eDCwZInM9rqqGzfkLwEdOkittJub/R445O++Woy/a2IyTURESvTrB7Rt\nC6xaVfT4smXSV7o0y5cDJ09av8ewYcDevVJO8tBDZR+bmxuweLG8b9rUdDw4WGZ816wp+3c5W1yc\nbGNilA6DqNpgzTQREdldairwf/8HTJhQdIb50iWpW/bxke4Shw8DTZqU//uzs2XWNTvb8sN0f/0F\nhIbK+xo1ZMa2vMz1l77vPqBVK1OyrdJnn0npyqhRQHIykJMDrFwJHDwILF2qenREVYulvJPJNBER\n2d1DDwE//SSdOP7+23S8Vi1pcXfbbdJhQ+slbYtatYCUFNPDgsVpSfDVq3KtpevKKzZWOmJorfVU\nyc42/Uy//y4dUACgdWvgqafkYUoish8+gEh2xbottRh/tRj/0n35pSTSgCSy77wj7z//XGaH4+Kk\nxdxzz9n2/Vr869WTmW5zLlyQ7VdfAfXr2y+RBmSmfdMmKSFR6ZtvgF69gM6dTYl0jRpSJz5pkmPu\nyd99tRh/18RkmoiI7Oadd+SBvc8+A2bMkGMvvSSLh4wZY7pu1y7gH/+o2L08PeXBQq1TR2EREVKT\nPWRIxe5hjlaWUp4HGu1l4UJZwRGQLh2jRkmsb7lF6rx//llmpGvWdP7YiKorlnkQEVGF/PUXkJkp\nC6FMmCAlFd98I7W8R48CbdoUvf7cOaB584rf9777irbP++Yb6Qry/vvA6NHAuHHAokUVv485WgnJ\n1q2mWWFHS02V2Xjtvg8+KG36/P2dc3+i6o4100REZFe5uZIUJycXPX7gANC+vWl/2jTgrbekXdsH\nHwANGtjn/kYjsH27LMgCSIlDTo7pfGamfcs7CtOSaWct4PLVV1JW0rmzzOpr+L9AIudhzTTZFeu2\n1GL81WL8xS+/SCKtJbMvvigPvmkdNDRai7YZM+yTSGvx1+mkq4aHh9RfF06kDxxwXCINSBL78MO2\ndQgp731iYkz12cuWmc7985+Ovbc5/N1Xi/F3TR6qB0BERJXLlSuyYMrs2bIi4LRpgMFgeXXBmjWB\nM2ekrtfeGjWSGXKjEXjgAXk4MDcXCAy0/72Ku/NOecDSkby9ZYYdMJXHLFwoM/+dOzv23kRUNizz\nICKiMsvNBVq2lMTu3XflYTdLfZ6rulmzZDbeUf8bMhrlocIRI2RZcEfOtBORdSzzICKiComPByZO\nlAcKMzKAqVOrbyINAJcvy/aTT+TBy127JB4V7VICyCqLbjf/D71sGRNpIlfGZJpswrottRh/tSp7\n/Jcvl6TvwAHL12RnS63u++/Lct83bgD//jewZ4+s/FenjtOGW4KrxF9rkTd9OrBgAXDxouzv2VO+\n78nLK3ns7bdl6+Vl+/gcwVViX10x/q6JyTQRURU1erTMaE6YUHSlQW0Z7NjYotdv2iQPFH73ndQe\nz5gBvPCClBk0bCgPHK5f75x65MpAWxglJcW09fQs2snEaAS+/RbIzzf/Henp8plvvjEdy88H3ntP\nZrwrskIkETkHa6aJiGxw6JDUDrviP7+fOyeJ9KZNsmCKNsv5yiuS3M2cKd0vPvpIOlIkJUmXjZ9/\nNn1Hu3by+caNgfPnZfXC/v1Lduqo7tzdiybK3bsDmzdLacYDD8hqkJMnS8KckyPxz82VNn4AsG6d\n9IsGJLH28pI2gtOmse0dkathzTQRkZ389Zckm45asrms8vKkdhmQBLp+fUnGbr9dukwcOyaJWUYG\nsHIl8N//SiI9eLDMfK5ZA0RGSqeNevWAr7+WhVAuX5Ylvxs3lu9u1kxKGZhIl7RwoWz9/GSrLaoy\ncqR0Gpk8WfZzc+U1erR0N8nPl57bDz4o/3LQvr30qz54UBLpiROd/qMQkY04M0020ev1iIqKUj2M\naovxd54bN+Sf6RMTgY4dgbNngaef1uOee6KwaZMknzNmAOX548jKqtiM9o4dUhYwa5bsN20KXLgA\n3H+/JLyNGwMvv1zy4cDUVEmyg4Jsv7crcKXf/7g4SYS3bgV+/BGIjpakeP160zXr1snS5tOny78S\nGAxSavPvf8u/Cpw5A6xYIec1166ZEnNX4kqxr44Yf7Us5Z3sM01EZMHu3UCnTiWP33svsHQp8Pvv\nwJAh8k/7jz4qNcWpqZLs+vnJgiLXrwO+vpJsJSTIjCUgD/f9+9/Wu2FMmSLJ7x13yPefOSOzzI8+\nKgn8tGkyo2w0yveV1su5bl15kf2EhsqS6a1bm5YVX7fO9OeanCz15l9/Lf8iAAAbNwIDBsjviMEg\nXTtefBHYssVUauOKiTQRmceZaSKiQlJTgR9+kKRm2TJgzBjgtdfkoTuj0fzCJFriNHUqcPKkzGQD\nkiCdOyfJr2bcOJm97NxZkqmnn5b9gICi32k0yuzyO++YjgUFAbfeKuUBHTrY9ccmO3v8cdNfcjTJ\nyfIXKzc3WbWxaVOpRy8sIUGWDn/5ZacOl4jKwFLeyWSaiKqtnByZ6XV3l/rjWbNMNbCDBslMb1iY\n9e8xGCQJr19f9g8cANLS5DuSkyUhnjgRqFVLkihAZq+/+EI6NhT39ttSp/zCC/LgX7NmUvesLdtN\nri89XdoLNmxo/vwHH8jKhoVLO4jItTGZJrti3ZZajH/5nTghtcQ1asjDd59/LseK69MHWL1alnG2\npKzxz8uTpFpLss0xGoFt2+RBwS5dZFY7M1MeHpw2TR4YpKL4+68OY68W468Wa6aJyGXl5EhpxVdf\nyQxsnTpS+rB5s9QKX7kis7rR0UU/ZzDIg4EBAdJ6rLA9e4APP5RZZx8fYM4c07muXWXW94EHpLNC\nVpbMEsfEmFadswcPj9ITaUBKRO69Vx5eA4BXX5VZzQ8+kHppIiJybQ6dmR47dix++uknNG7cGHFx\ncWavee6557B+/XrUqVMHn3/+OcLDwwEAsbGxeP7552EwGPDkk0/ipZdeKjl4zkwTubxTpyTR9fGR\nbbsYFjUAACAASURBVJ060sHg229l5nb7dqktBYChQ6VjxqefSteJwYOlTVt2tqk7woQJ0lYsL08e\n2Lp4UZLqyEjg+HGpJT5/HvjzT+Cf/5TZaHd36boRFibJa82a6uJBRESVk5Iyj61bt8Lb2xujRo0y\nm0yvW7cOc+fOxbp167Bz505MnjwZO3bsgMFgQOvWrbFx40Y0b94cnTp1wsqVK9GmTZsy/VBEpM7p\n04BeLzPMBw+aapABSWoNBtP++PGS4I4cKWUVpXW2+OILeXjv5ZflIa4dOyTZfvxxYP58SaDvuktW\noWvUSL63WTOH/ZhERFTNKCnziIyMREJCgsXz33//PZ544gkAQJcuXXDt2jVcvHgRp0+fRnBwMIJu\nNkMdOnQo1q5dWyKZJnVYt6WWo+JvNMqsr7mOFZq0NOlpfOOGzBqnpUmN7/btsgx1aqr0O27aVJLe\nq1elRMPTUz5Tp458j7WWcMU98YS8zHnmmfJ9V0Xx918txl8dxl4txt81Ka2ZTkpKQmBgYMF+QEAA\nkpKScP78+RLHd+7cafY7nn7a8veX9j9re59r3Fj60bq7m16A1Ex6esrWw8P0+eJ/sSm8b+m9rdcV\nH79OJ+Nzc5NtzZoyW5iXJyt0GQzyeaNRkp+cHNlqM4o6nSxUkJ1t+nm07zX3Ks/5GjVkVtHNrehL\nG6+l49r3aD9Haqoc9/QsOu6yvsxdr90nN1dqbLOzTVstAc3KksQyP1+uy8mR+tfateWVmyvnMzNN\nSwsbjfK9aWny8+fny9bb2/S74+4u72vUkHvs3i2JrLaqmnav3Fy53/nzsuhD/fqmz2RmytbdXRLa\n/Hz5c01Nldnc5GSZVdbpgCZNZPv334C/v1xbr57MNl+4IOfr1JHWbr6+supe/frSX7dVK0mezfHg\nUxpERFTFKP9fW0XLNPbuHY0GDYIAALVr+yIgoANuvz0KRiNw/LgeAHD77VEATPutWsl+fHzJfaPR\n8vnjx82fb9EiClu3AmvX6mEwAHXrRsFgAK5f1yMvD/DyikJuruwDsg8AGRmy7+1dcl+nA9LTZd/H\nR84X309L00Ons3ze3PVGo9w/Px9ITZXxenhEwcMDuHFDD3d3oF490/09PYHGjaNQo4aM32gE/Pyi\nYDRGYfVq+f769SXeV6/KeV9f2U9JkfP16hXdr1tX9q9dK7p//boe2dlAbm7UzURPfzNJlf2cHNl3\nc4u6mazqbyajUTf/8iDx8PSMgo8PkJ0t19esKT+/dr27u1yflyf7bm6ybzCU3BdRNxNe2dfpolC7\nNuDmpkfNmvLzurlJfGvUkHi5u8ufp4cH0Ly5/PmfPy/xDQiIgpeXxAsAmjWTn0f7fQkIiEJODnDq\nlPz5+PrK79Ply3rk5gJNmkShdu0obNwo3x8QEAVPTzlfowYQEhKF226T709LAwIDZbxnzsj5Nm2i\nkJUFHD0q+506RcHPDzh9Wo/GjYH774/C+fPAzz/r0aAB0KFDFG7cALZt06NWLeDxx6NQs6bMkAAo\nmCXR6/X4+28gNNS0X/x8VdmPiopyqfFUt33Gn/vc574z9rX3pVVZAE5ojZeQkID+/fubrZmeMGEC\noqKiMHToUABASEgItmzZgtOnTyMmJgaxsbEAgDfffBNubm4lHkJkzTRptNldR7pxQ2Z1ObtKRERU\n/VjKO90UjKXAgAEDsHTpUgDAjh074OvrC39/f0RERCA+Ph4JCQnIycnBqlWrMGDAAJVDpWIK/63N\nFTg6kQakHMZVEmlXi391w/irxfirw9irxfi7JoemBsOGDcOWLVtw5coVBAYGYsaMGcjNzQUAREdH\no1+/fli3bh2Cg4Ph5eWFzz77TAbl4YG5c+eiT58+MBgMGDduHB8+JCIiIiKXwxUQiYiIiIiscMky\nDyIiIiKiyozJNNmEdVtqMf5qMf5qMf7qMPZqMf6uick0EREREZGNWDNNRERERGQFa6aJiIiIiOyM\nyTTZhHVbajH+ajH+ajH+6jD2ajH+ronJNBERERGRjVgzTURERERkBWumiYiIiIjsjMk02YR1W2ox\n/mox/mox/uow9mox/q6JyTQRERERkY1YM01EREREZAVrpomIiIiI7IzJNNmEdVtqMf5qMf5qMf7q\nMPZqMf6uick0EREREZGNWDNNRERERGQFa6aJiIiIiOyMyTTZhHVbajH+ajH+ajH+6jD2ajH+ronJ\nNBERERGRjVgzTURERERkBWumiYiIiIjsjMk02YR1W2ox/mox/mox/uow9mox/q6JyTQRERERkY1Y\nM01EREREZAVrpomIiIiI7IzJNNmEdVtqMf5qMf5qMf7qMPZqMf6uick0EREREZGNWDNNRERERGQF\na6aJiIiIiOyMyTTZhHVbajH+ajH+ajH+6jD2ajH+rsmhyXRsbCxCQkLQqlUrvP322yXOp6SkYODA\ngQgLC0OXLl1w6NChgnNBQUFo3749wsPD0blzZ0cOk2ywf/9+1UOo1hh/tRh/tRh/dRh7tRh/1+Th\nqC82GAyYNGkSNm7ciObNm6NTp04YMGAA2rRpU3DNzJkz0bFjR3z77bc4duwYnnnmGWzcuBGA1KXo\n9Xr4+fk5aohUAdeuXVM9hGqN8VeL8VeL8VeHsVeL8XdNDpuZ3rVrF4KDgxEUFARPT08MHToUa9eu\nLXLNkSNH0L17dwBA69atkZCQgOTk5ILzfLiQiIiIiFyZw5LppKQkBAYGFuwHBAQgKSmpyDVhYWFY\ns2YNAEm+z5w5g3PnzgGQmemePXsiIiICCxcudNQwyUYJCQmqh1CtMf5qMf5qMf7qMPZqMf4uyugg\nq1evNj755JMF+8uWLTNOmjSpyDWpqanGMWPGGDt06GAcOXKksVOnTsYDBw4YjUajMSkpyWg0Go2X\nL182hoWFGX/77bcS9wgLCzMC4Isvvvjiiy+++OKLL4e+wsLCzOa8DquZbt68Oc6ePVuwf/bsWQQE\nBBS5xsfHB0uWLCnYb9GiBVq2bAkAaNasGQCgUaNGGDhwIHbt2oXIyMgin2chPhERERGp5LAyj4iI\nCMTHxyMhIQE5OTlYtWoVBgwYUOSa69evIycnBwCwcOFCdOvWDd7e3sjMzERaWhoAICMjAxs2bEBo\naKijhkpEREREZBOHzUx7eHhg7ty56NOnDwwGA8aNG4c2bdpgwYIFAIDo6GgcPnwYo0ePhk6nQ7t2\n7bB48WIAwKVLlzBw4EAAQF5eHoYPH47evXs7aqhERERERDap1MuJExERERGpxBUQqVR5eXmqh1Bt\naW0i+Wegxu7du3H58mXVw6i22E9XHa38ktTgf/MrHybTZNbOnTsxYsQITJs2DXFxcez57SRGoxEZ\nGRkYOnQoHn74YQBSMsX4O8+hQ4fQtWtXxMTEICUlRfVwqp2dO3fi4YcfxlNPPYXFixcjOztb9ZCq\nje3bt2Pw4MGYOnUqDh8+DIPBoHpI1Qr/v1t5MZmmIoxGI2JiYvDkk0+ib9++yMvLw7x587Bv3z7V\nQ6sWdDodvLy8AAB///035s+fDwDIz89XOaxq5YMPPsDAgQPx448/onXr1gDA/6k5yZ49ezBx4kQ8\n9thjeOyxx7B582acOHFC9bCqhcuXL2PSpEno168fGjRogA8//LBIty1yHP5/t/JjMk1F6HQ6BAQE\n4IsvvsDw4cPxr3/9C2fOnOEMhZPk5eXhwoUL8Pf3x6JFi/Dxxx8jJSUF7u7u/DNwguTkZLi5ueHZ\nZ58FAKxZswZnz55FVlYWACbVjrZjxw7cdtttGDlyJHr37o2srP9n777Do6q2NoC/k0pLCCUk9IAx\nJPRqRQhCQEQQUUDk8gFeBBtXEFQsCFZQLDRFcgVEUIqIgIp0hiZBBKVIQmiB0EIJIQkE0ub7Y92T\nyaTOTGayp7y/5+HZc86Us2fdXFnZrLN2Bho0aKB6Wm7h0KFDCAsLw/DhwzF+/Hj069cPq1evRnx8\nvOqpuTydToeGDRvy710n5jl58uTJqidBan3//ff44YcfkJqaivDwcERERKBu3brIzMyEv78/1qxZ\ng8aNG+et0pHtaLFPT09HkyZN4OHhAT8/P3z11VcYPHgwzp07hz179qBRo0aoWbOm6um6HC3+aWlp\naNKkCXQ6Hd58802EhobinXfewY4dO7B3715s2LABffr0gU6nUz1ll1Lwvz0NGjTA+PHjkZ6ejhEj\nRsDDwwN//vkn4uLi0LFjR9XTdSl6vR4XL17M2//B398f7733Hnr16oWgoCBUq1YNiYmJ+P3339Gj\nRw/Fs3U9BeMfERGBOnXqICsrC35+fvx718lwZdqNGQwGzJkzB9OmTUNISAheeeUVLFiwANnZ2fD0\n9ESFChWQlZWFxMREhIeHq56uSykY+3HjxmHBggVIT09HQkICQkJCUK9ePURFRWHOnDno378/bt++\njaysLNVTdwkF4z9+/HhER0ejUqVKGDVqFJ5//nl0794d69evxwcffIDDhw9j7dq1qqftMor6b090\ndDSCg4Nx5MgR3Lp1Cx9//DFiYmIwbNgw7Nq1C7t371Y9bZeQlpaGfv364bHHHsPcuXORnJwMAKhZ\nsyYGDBiAmTNnAgCqVauGbt264ebNm7hw4YLKKbuU4uLv4+MDT09P+Pr68u9dJ8Rk2o3pdDrExMTg\ntddew9NPP40vv/wSmzZtwvbt2/P+OfvIkSMICgpCWFgYUlNT8ccffyietWsoKvYbN27Ezp07Ub16\ndZw+fRq9e/fG+PHj0blzZ4SEhMDX1xfe3t6qp+4Sioq/Xq/HunXrMHz4cGRnZ+d1U6lbty46duwI\nT09PxbN2HcXFf+3atQgODsamTZvy/iWmbdu2qFWrFnx8fBTP2jX4+PigS5cu+O6771CnTh388MMP\nAOQXnP79+yMuLg6bNm2Ch4cHatSogXPnzqFq1aqKZ+06iou/h4cxHYuNjeXfu06GybSb+fbbb7Ft\n27a834YjIiJw7tw5ZGdno1u3bmjRogV27tyJhIQEAHITXKVKlbBgwQLcd999OHTokMLZO7fSYt+y\nZUvs2LEDR48eRe3atdGoUSPs27cPP//8M86cOYN9+/Yp/gbOzZz4b9myBT4+Ppg1axa+/fZb/P33\n35gzZw42bdqEkJAQtV/AyZkTf+2fvp955hl8/PHHyM3NxbJly3D48GHUqFFD8TdwXt9++y30ej2u\nXbsGX19fPPPMM+jWrRvCwsKwb98+xMXFQafToUWLFhg0aBDGjBmD48ePY8uWLTAYDGyVV0alxV+r\nS9f+5ZF/7zof1ky7AYPBgAsXLqB37944cOAAzp07h1WrVqFbt264ePEiEhIS0KBBA9SsWRP16tXD\n4sWLcc8996B27dqYM2cOoqOjUa1aNUybNg09e/ZU/XWciiWxr1u3LhYvXoyuXbtiyJAheOSRR+Dr\n6wsAGDhwIBo3bqz42zgfS+P/3XffoVmzZujatSv8/f2h1+uxe/duzJ49G02bNlX9dZyOpfH//vvv\n0b59e/Tu3RubN2/GN998g7///htfffUV7rzzTtVfx6kUF/tOnTqhatWq8PT0RKVKlXDs2DHEx8ej\nc+fO8PDwQOvWrZGeno5Vq1Zh27ZtmDlzJurXr6/66zgdS+J/9OhRdO7cOe9fv6KjozF37lz+vetE\nuDLt4rKzs6HT6ZCWloa6detiy5Yt+PLLLxEQEIDRo0djwIABuHz5Mv744w9cv34dISEhqFq1Klas\nWAEAePTRR7FkyRIsWLAArVq1UvxtnIulsW/UqBH8/f2xYsUK+Pj4IDc3N68lXkBAgOJv43ysiX9A\nQAB+/PFHAMDgwYPx/vvvY/Xq1WjevLnib+N8rIl//v/2zJs3D/PmzcPGjRv5i4yFiot99erVMWrU\nqLzXhYWFoX379rhw4QKOHz+O9PR05OTk4NVXX8WXX36JnTt3MvZWsDb+N27cAAD07t2bf+86GS/V\nEyD7yMnJwVtvvYXc3Fz07NkTaWlp8PKS/7m9vLwwa9Ys1K5dG0eOHMGgQYPw008/4ezZs3jjjTfg\n6emJe++9FwBw//33q/waTqmssb/77rsBmNbQkfls9bMP8H8Da5Q1/vfccw8AwNvbG4GBgSq/itMp\nLfYzZsxAnTp1sG3bNnTu3BkA8NhjjyE2NhY9evRAeno69Ho9IiIi8v5VjMxni/hv3boV9913n8qv\nQVbg3xQuaNu2bWjXrh1SUlIQGhqKiRMnwtvbG1u3bs27kcHT0xOTJk3Ca6+9hm7dumHUqFHYtWsX\n7r77bly7dg2RkZFqv4STYuzVYvzVYvzVMTf2kydPxqRJk/Let3z5cnzwwQfo0qULDh06hIiICFVf\nwanZKv78lwDnpDNwFwKXs337dpw+fRpDhgwBADz33HNo2bIlKlSogNmzZ2Pfvn3IycnB5cuX8eKL\nL2LatGlo1KgRrl27hps3b6Ju3bqKv4HzYuzVYvzVYvzVsST2o0ePxscff4xGjRph+/btAIBOnTqp\nnL7TY/zdG1emXVCHDh3Qv3//vN2TOnbsiDNnzmD48OHIycnBzJkz4enpibNnz8Lb2xuNGjUCIH1F\n+ZdZ2TD2ajH+ajH+6lgSey8vr7zYd+rUiYmcDTD+7o3JtAuqWLEiKlSokHdn8MaNG/N6ts6fPx+x\nsbHo1asXBg0ahLZt26qcqsth7NVi/NVi/NVh7NVi/N0byzxcmHZH8SOPPIJZs2YhNDQUx48fR40a\nNfDPP//k7bJHtsfYq8X4q8X4q8PYq8X4uyeuTLswLy8vZGVloWbNmjh48CB69eqF9957D56enujY\nsSP/D21HjL1ajL9ajL86jL1ajL97Yms8F/fXX3/hu+++w6lTpzB8+HD8+9//Vj0lt8HYq8X4q8X4\nq8PYq8X4ux/ugOjidDodatSogblz56JDhw6qp+NWGHu1GH+1GH91GHu1GH/3w5ppIiIiIiIrsWaa\niIiIiMhKTKaJiIiIiKzEZJqIiIiIyEpMpomIiIiIrMRkmoiIiIjISkymiYiIiIisxGSaiIiIiMhK\nTKaJiIiIiKzEZJqIiIiIyEpMpomIiIiIrMRkmoiIiIjISkymiYiIiIisxGSaiIiIiMhKTKaJiIiI\niKzEZJqIiIiIyEpMpomIiIiIrMRkmoiIiIjISkymiYiIiIisxGSaiIiIiMhKTKaJiIiIiKzEZJqI\niIiIyEpMpomIiIiIrMRkmoiIiIjISkymiYiIiIisxGSaiIiIiMhKTKaJiIiIiKxUbsn0008/jaCg\nILRo0SLvXHJyMqKiohAWFobu3bsjJSUl77kpU6bgzjvvRHh4ODZs2FBe0yQiIiIiMlu5JdPDhw/H\nunXrTM5NnToVUVFRiI+PR9euXTF16lQAwJEjR7Bs2TIcOXIE69atw/PPP4/c3NzymioRERERkVnK\nLZl+4IEHUK1aNZNza9aswdChQwEAQ4cOxapVqwAAq1evxqBBg+Dt7Y2QkBCEhobijz/+KK+pEhER\nERGZRWnNdFJSEoKCggAAQUFBSEpKAgCcP38e9erVy3tdvXr1cO7cOSVzJCIiIiIqjpfqCWh0Oh10\nOl2JzxcUGhqKEydO2HNaRERERERo1aoV/v7770Lnla5MBwUF4eLFiwCACxcuoFatWgCAunXrIjEx\nMe91Z8+eRd26dQu9/8SJEzAYDPyj4M+kSZOUz8Gd/zD+jL87/2H8GXt3/cP4q/1z4MCBIvNZpcl0\nnz59sHDhQgDAwoUL0bdv37zzS5cuRWZmJk6dOoVjx47hrrvuUjlVKiAhIUH1FNwa468W468W468O\nY68W4++Yyq3MY9CgQdi2bRuuXLmC+vXr491338WECRMwYMAAzJs3DyEhIVi+fDkAoGnTphgwYACa\nNm0KLy8vfPnllyWWgBARERERqaAzGAwG1ZOwlk6ngxNP36np9XpERkaqnobbYvzVYvzVYvzVYezV\nYvzVKi7vZDJNRERERFSK4vJObidOVtHr9aqn4NYYf7UYf7UYf3UYe7UYf8fEZJqIiIiIyEos8yAi\nIiIiKgXLPIiIiIiozDIzVc/AsTCZJquwbkstxl8txl8txl8dxl4tR4j/L78Avr4ACwOMmEwTERER\nkVni4mQ8fFjtPBwJa6aJiIiIyCzjxwOffgps2ABERameTflizTQRERERlcnJk0DlykBiouqZOA4m\n02QVR6jbcmeMv1qMv1qMvzqMvVqOEP/EROC++4CzZ1XPxHEwmSYiIiIis9y4AQQHy0iCNdNERERE\nZJZGjYDevQEPD2D6dNWzKV+smSYiIiKiMsnIAAICgKNHVc/EcTCZJqs4Qt2WO2P81WL81WL81WHs\n1VId/0aNgKQk4MIFYN06pVNxKEymiYiIiKhEqalAQoI89vFROhWHw5ppIiIiIirWgQNA69bG49df\nB6ZMcb9dEFkzTUREREQWu3rV9LhCBRl/+qn85+KImEyTVVTXbbk7xl8txl8txl8dxl4tVfH/4APT\nY29vGfv1K/+5OCIm00RERERUrC1bTI89mD2aYM00ERERERUpMRFo0EAeBwQAKSnA338ba6jdKQ1j\nzTQRERERWeTaNRlfew1491153KqVuvk4IibTZBXWzanF+KvF+KvF+KvD2KulIv4ZGTK+9BIwfDiw\nbJkch4WV+1QcFpNpIiIiIirS9esyenkBVaoAAwbI8fbtQGCgunk5EtZMExEREVGRfvgB+OwzYPdu\n0/MpKUBIiIzugjXTRERERGSRlBSgWbPC5ytXBm7cAOLigMuXy39ejoTJNFmFdXNqMf5qMf5qMf7q\nMPZqqYj/9etA1aqFz3t7S9lHRATw+OPlPi2HwmSaiIiIiIp086asQhdFq5lOSiq/+Tgi1kwTERER\nUZHefBOoVEnGgjp2BHbtAho2BBISyn1q5Y4100RERERkkVu3AF/fop/btUtGd1/XZDJNVmHdnFqM\nv1qMv1qMvzqMvVoq4n/rFlChQsmvYTJNRERERC4nIwNITy/bZ9y8CVSsWPRzDRvKmJgIZGaW7TrO\njDXTRERERC5IpwOeeEJ6RZflM779FhgypPBzq1YBjz0mj5ctM27o4qpYM01ERETkJrRtwItqa2cu\nLW8MDS36+fz9pb28rL+Os2MyTVZh3ZxajL9ajL9ajL86jL1alsT/r79kLEuZx5UrQLVqwL33Fv18\n+/bGx8XdpOgOmEwTERERuZhPP5Xx6lXrP+P48eJXpQGgTRtgzRp5zGSayEKRkZGqp+DWGH+1GH+1\nGH91GHu1LIm/v7+MZdnq+9Ah4I47Sn5Nbq6Mnp7WX8fZMZkmIiIicjEdOsifS5ese7/BAIwaVfrr\nbt+WMTvbuuu4AibTZBXWzanF+KvF+KvF+KvD2KtlSfyPHAEiIoCsLOuupSXhffqU/DotmR4/3rrr\nuAIm00REREQuJCEB+OILuXnQ2mT66FG58XDQoJJfpyXTBw9adx1XwGSarMK6ObUYf7UYf7UYf3UY\ne7XMjf/16zJamkw/+yzw4IPSW/rSJaB27dLfoyXTzz5r/nVcDZNpIiIiIhdy44aMfn6yg+E//8hK\nc0kMBmDuXGDrVjkeP7709wDAo48CVaoAOTllm7MzYzJNVmHdnFqMv1qMv1qMvzqMvVrmxj8lRcYK\nFWRs3hwIDy/5PYcOmR6fPi1JeGnq1QOio4HUVLOm5pKYTBMRERG5iPPngV695LEl7eqK6sYxcKB5\n761ZE0hKMv9arkZnKGqTcSdR3B7pRERERO4oJsa4Y2F0NDBypPG5klImvR7o0kUeV6ki5SFbtgCd\nO5d+zcuXgbAwIDlZ6q1dVXF5J1emiYiIiFzErVvGxx4WZHnaTYsA0K+fbMbi42PeewMD5UbEvXvN\nv54rYTJNVmHdnFqMv1qMv1qMvzqMvVrmxD85WcawMOCpp0yfK2ll+vp14IEHpK+0tjW4t7f5c8vI\nAB5/3PzXuxKHSKanTJmCZs2aoUWLFnjqqadw+/ZtJCcnIyoqCmFhYejevTtStGp6IiIiIirStWsy\nfv01ULGi6XNal4+ipKQArVoBq1cDXl5yztyVaQCYMAH4v/+Tx6dPS7mHu6RuypPphIQE/Pe//8X+\n/ftx6NAh5OTkYOnSpZg6dSqioqIQHx+Prl27YurUqaqnSvmw16hajL9ajL9ajL86jL1a5sQ/ORkY\nN05WmQvSEu2ipKQAAQHyWLtxsVYt8+fm7y+lIQCwcqWMH39s/vudmfJk2t/fH97e3rh58yays7Nx\n8+ZN1KlTB2vWrMHQoUMBAEOHDsWqVasUz5SIiIjIsb36qnFluaCSkunERKBuXXms9Yy2JJn28jJu\nEFO5soxTppj/fkfWs6dxe/WiKE+mq1evjnHjxqFBgwaoU6cOAgICEBUVhaSkJAQFBQEAgoKCkOTO\nPVccEOvm1GL81WL81WL81WHs1TI3/omJRZ8vasvvv/+WVeXTp4GGDeWcljhacgOjlxfw6adAZqax\nNrtTJ/Pf72h+/llKVTIygHXrgJ07i39tMb+7lJ8TJ05g+vTpSEhIQNWqVdG/f38sXrzY5DU6nQ66\nYnqtDBs2DCEhIQCAgIAAtG7dOu+fQbQfOh7zmMc85jGPeVz2Y42jzMfdjjWlvb55cz30euMxIM8P\nGRKJf/3L9PWHDwNpaXrExgING8rrjx3Trmf+/Pbtk9efPg3s369H06ZAdnb5xseWx336SAS6dNED\nSMC0aSiW8j7Ty5Ytw8aNG/H1118DABYtWoSYmBhs2bIFW7duRXBwMC5cuIAuXbogLi7O5L3sM01E\nRERkVKmS9H3WSi0KrkXmT5uSkoDFi2XrcEA2fKldW/pUx8SU3P2joP/7P2DRItk1cfFi2Yr81Clg\n//6yfR9VevUC1q4Fnn4amD8feOQR4JdfHLTPdHh4OGJiYpCRkQGDwYBNmzahadOm6N27NxYuXAgA\nWLhwIfr27at4pkRERESOLSvLtKXdY4/JGBoKDBhgPN+pExAcbEykAWP3Dq322RLBwcb3pqRIs5M9\nswAAIABJREFU72lrPsdRaL+MpKXJ+Msvxb9WeTLdqlUr/N///R/at2+Pli1bAgBGjhyJCRMmYOPG\njQgLC8OWLVswYcIExTOl/Ar+kxOVL8ZfLcZfLcZfHcZerdLibzDItuD5b0CcM0dGX1+pZ9bs2FH4\n/WVJpqdMAZo3l+unpAA1ahi7ezija9eADh2AH34o/bXKa6YB4NVXX8Wrr75qcq569erYtGmTohkR\nEREROZecHLlp0CPfUqm2Su3jU3qSrCXTb75Z/E2MxfH0lNVcLZmuXt3YFcTZpKcDmzZJFw9zKK+Z\nLgvWTBMRERGJjAygWjXTLcVzc419owFAr5e65hdeMJ4LDJQ6ay0Zt1bHjrJ5S+/eUmc8ZQoQH2/9\n56mSlCRlK08+CaxYIb8gxMUB4eFF550OsTJNRERERGVTsF4aKJwc5zX4+J+EBNkpMSiobIk0IOUl\nu3fL4+rVnbfMQ9sp8p13gDNngN9/B5o0Kf71ymumyTmxbk4txl8txl8txl8dxl6t0uKfnV04mS6o\nWzfT4zp1ZHMWW/xDv5cXUKGCPK5b13nLPG7eBJo2BcLCzPuFgMk0ERERkQvIyip+98Nq1YDPPgNS\nU03Pl5Z8W8LLSxL6iAgpHXHWlembN43dPEJDS1+xZzJNVoks+O9EVK4Yf7UYf7UYf3UYe7VKi39R\nZR6A7HDYuDHQpw9w8aLxfIcOtp2fl5fcvBcYKAmosybTN25Iv24A+PrrkrdhB1gzTUREROQSikum\nT56URNfDw9ilY/t24IEHbHt9b29Z1fX1lWs5c5mHlkz7+sqfknBlmqzCujm1GH+1GH+1GH91GHu1\nSot/ccl0jRpA1apAlSrG2uh77rH9/Ly8ZFXX11c6iORfmb5+XW52dAb5yzzMwWSaiIiIyAWUVDMN\nyNbiWps8W9ZKaw4eBFatMq5MJyVJuz5Athtv1Mj217SH/GUe5mAyTVZh3ZxajL9ajL9ajL86jL1a\npcX/3Dnjtt7F8fOz3XwKio+X7be1ZBqQ1nIAkJxsv+vaWv4yD3MwmSYiIiJycgYDcPRoyf2QAfsm\n05rMTGMyHRMjY1l7WNvT888Dhw7J41WrZGWaZR5kd6ybU4vxV4vxV4vxV4exV6uk+PfuDfznP8Ad\nd5T8GaXdTGcL6enGrcuHDZMxO9v+17XWnDlAy5Zyw+RjjwFnz3JlmoiIiMit/PqrjAEBJb/Onh02\n+vSR8dYtaY+XX2am/a5rKyNHynj4sGUr0zpDUZuMOwmdrug90omIiIjciU4n4/ffA4MGFf+6hg2l\njtle6ZNOB3TqBGzbZpzT/PnAjBnAgQP2u25ZaPPM77ffgIceKvi6ovNOrkwTERERuYjSaqLLYyOV\ngvnm008byz4cTVpa0ec7djT/M5hMk1VYN6cW468W468W468OY69WSfGvWFHGKlVK/ozy2EhFS6bf\nfdd4zlGT6SNHTI+feELG0uKYH5NpIiIiIien3TCnJdXFqVbN/nPR5jBxovGc1s3j0iX7X98SqanA\nnXcaj4cPN/0lwBysmSYiIiJycn5+wNSpwIgRJXfs+OMPuRnQkjIGS2zdKu356tSRY60euV07YN8+\neexIqduSJcDq1UB0NPDhh8CkScX/QlJc3slkmoiIiMiJZWVJAnjrVsk7IKqgJdNVq8qW4oBjJdMz\nZwLHjgGzZpX+Wt6ASDbFujm1GH+1GH+1GH91GHu1iov/9u2y8utoiXR+WiJd3i5dKlwXnd/ly4Xb\n+FmKyTQRERGRE/vnH+Cuu1TPonha2cnzz8uYk1N+q9OPPAI0ayaPR40C1qwxff7KFaBmzbJdg2Ue\nRERERE7s7bflBr/Jk1XPpLD8PZzPnwciImQ3xP/8R2qU7c3LS5L3338H7rsPGDgQWLrU+Hy/fsBT\nTxm7eJSEZR5ERERELui992QLb0c1c6aMgYHS1/nGDeDgwfK5ttYKcMQIGYODTZ8/fVo2sikLJtNk\nFdbNqcX4q8X4q8X4q8PYq1VS/Mujf7Q1VqwAnnkGeP99WSX28ZHzJXUcsRWtt3W/fsZfNoKCTF9z\n5gzQoEHZrsNkmoiIiMhJffKJjB98oHYexXn8caBCBeDNN+X41i0ZyyOZvnlTxq5dJWkGTGu1U1Lk\nNbVqle06TKbJKpGRkaqn4NYYf7UYf7UYf3UYe7WKiv8rr8iobdriLMLC7H+NzEy5uTB/4p6ZaXz8\n22/Agw+a1nVbg8k0EREREZWrsq4GmyMzU8pKTpwwnsvJAaKigJ9+AnbsANq3L/t1mEyTVVg3pxbj\nrxbjrxbjrw5jr5YrxT831/7XyMqSZDo01HguOxvYtEnqqOfMsU1S78DtvYmIiIioOFr9r3ZTnzMp\njxsmMzMBb2/g6aeBypVl85aMDNPX2CJ2XJkmq7BuTi3GXy3GXy3GXx3GXq2C8U9OljE6uvznUlbl\nuTINSH9pP7/CSXyFCmW/DpNpIiIiIicUFwe0aAEMHap6JpYrz5VpjbaBS34tWpT9OkymySquVLfl\njBh/tRh/tRh/dRh7tQrG//hxIDxczVzKqjxWprUbEDWensbWfABw+DDQsmXZr8NkmoiIiMgJZWVJ\n6YIzWbUKGDRIVogNBuDsWftdKyvLdGXa01N2YPTzA+bNA+680zbX0RmK2mTcSRS3RzoRERGRq5sz\nR7blnjNH9Uws8+ab0he7dWvgkUdMN1KxpS1bZOfFLVvkeMgQYPFieWzNNYvLO7kyTUREROSECtYE\nOwsPDynz+P13+14n/w2IALB5s32uw2SarMK6ObUYf7UYf7UYf3UYe7UKxr9gGYOz8PCQMg97lnhk\nZEg/6fzxeeAB+1yLyTQRERGREyp4g52z8PSUlWl73oQ4ezbwySdAtWrGc9OmyThsmG2vxWSarMJe\no2ox/mox/mox/uow9moVjP+tW7bpk1zetJVprfw4K8v217h6VcYqVYznAgJkrF/fttdiMk1ERETk\nhFJTAX9/1bOwnLYyrfV8Nrd2OjPT/Gukpcl45YrxnNb5xNfX/M8xh1XJ9I4dO7BgwQIAwOXLl3Hq\n1CmbToocH+vm1GL81WL81WL81WHs1SoYf2dNprWVaW1r72vXjM8ZDECdOsCSJYXf5+sLxMaad41L\nl4zv0eh0Mtp6JdziZHry5Mn4+OOPMWXKFABAZmYm/vWvf9l2VkRERERUImdNprWV6Vu3gOrVpb5Z\nk5YGXLgAxMebvufkSRnPnzfvGtpW602aFH7OkhVuc1icTP/0009YvXo1KleuDACoW7cu0rS1dHIb\nrJtTi/FXi/FXi/FXh7FXq2D8r193vk1bAGNrvIwMYOJE05Z1N2/KePu26XsSEmTs39+8a/z1l3zu\n668Xfk75yrSvry88PIxvu3Hjhk0nREREREQlMxiAQ4eccztxDw/g88+B7duBFi3kWLsZsUcPGbWk\nWqPdUHjtmrz2rbdMy0Pyy8yU58LCZBU8v6gooFcv230XwIpkun///hg1ahRSUlIQHR2Nrl27YsSI\nEbadFTk81s2pxfirxfirxfirw9irlT/+p09LohgSomw6Vsuf4LZrJ6vUWvJ88KCMWj215sIFoGNH\nSb5v3wY++EC2JS9KSgpQowZQr17h5zZsAGz9Dyxelr7hlVdewYYNG+Dn54f4+Hi89957iIqKsu2s\niIiIiKhYM2eaXz/saPIVOOS19uvUCdi3D7j/fkmWC65MX7wINGwI7N0LXL4s54rbsObSJSAw0Pbz\nLo7OUNQm4yU4deoUgoODUbFiRQBARkYGkpKSEKLgV6Pi9kgnIiIicmVhYVIznZSkeiaWmzMHeP55\neZydDXj9b2nXYABatgT69gWOHAFWrDC+59lnpT78u+9klRqQxHvnzsKfv2oVMG8e8PPPtp13cXmn\nxWUeTzzxBDzzrc97eHjgiSeeKNvsiIiIiMhsfn62TxbLS2qq8XHBmuZLl6R0paia6aAgYyINALt2\nyS8UBa1aBTRubLPplsriZDonJwc++fau9PX1RVYZb4tMSUnBE088gYiICDRt2hR79uxBcnIyoqKi\nEBYWhu7duyMlJaVM1yDbYt2cWoy/Woy/Woy/Ooy9Wlr8DQbpt3znnWrnY62LF02PtZ7S6elS71yv\nnnHTFc2KFcZNXgDg119lXLu28OcvXAjs3m27+ZbG4mS6Zs2aWL16dd7x6tWrUbNmzTJN4qWXXsLD\nDz+M2NhYHDx4EOHh4Zg6dSqioqIQHx+Prl27YurUqWW6BhEREZEreOstuUGvWjXVM7FOwWT6ySeB\n2rWlBvz2baBBg8KvAYw9tT/+GOjZU25IfOqpoq/x4Ye2nXNJLK6ZPn78OAYPHozz/6t6r1evHhYt\nWoTQ0FCrJnD9+nW0adMGJ7Vu3P8THh6Obdu2ISgoCBcvXkRkZCTi4uJMJ8+aaSIiInIzM2YAY8YY\n28k5m+nTgf/+V1r7aTcjNm4svaQNBikDqV1bOntUqCA7Iup0snJdpQrw8svAp59Ki7u1awvHoVkz\nYPlyGW3JZjXToaGh2LNnD2JjYxEbG4vdu3dbnUgDckNjYGAghg8fjrZt2+KZZ57BjRs3kJSUhKCg\nIABAUFAQkpyxwp6IiIjIxgIDZTXXWY0ZA/zzT+GuHlqeqm1EExEBtG4tNyl6eACVKsn5oUNl1Fal\n869C33233LzoZXG/OuuZfalFixZhyJAh+PTTT6HTNjcHYDAYoNPp8PLLL1s1gezsbOzfvx+zZ89G\nhw4dMGbMmEIlHTqdzuSa+Q0bNiyvk0hAQABat26dt0OQVlvEY9sf56+bc4T5uNsx48/4u/Mx46/u\nWDvnKPNxt2Pt3OHDely5AgCONb+yHJ85Y/p9ZE/ASFy+DGzcqIeXF6DTyfOJiXokJwNPPhmJf/0L\n+OsvPfR6oGXLSPzxBwDo8eefQJMmZZuf9jhB236xGGaXecydOxejRo3CO++8U+TzkyZNMudjCrl4\n8SLuvfdenDp1CgCwc+dOTJkyBSdPnsTWrVsRHByMCxcuoEuXLizzcCB6vT7vh47KH+OvFuOvFuOv\nDmOvlhb/BQuAbduAb75RPSPbyb9majCYHiclAU2bAleuSK34/7ozAwBmz5abMb/4wlj2AUjJSMOG\ntp5j0Xmn2SvTo0aNQk5ODvz8/KxehS5KcHAw6tevj/j4eISFhWHTpk1o1qwZmjVrhoULF+K1117D\nwoUL0bdvX5tdk8qO/zFVi/FXi/FXi/FXh7FXS4t/Tk7hlnKuQlsUjo4GRo6Ux1u2GDdhyZ9IA1JD\nnZ4uj9PSgMceA376qXzjY1FFiaenJ5YsWWLTZBoAZs2ahcGDByMzMxN33HEHFixYgJycHAwYMADz\n5s1DSEgIli9fbtNrEhERETmb1FTgl1+k57IrCQ6WDh6dO8tx/frG55YsAYprHKcl0599BuzYATzw\ngJzP30bP3izu5jF27FhkZWVh4MCBqFy5ct75tm3b2nxypWGZhzr8pz61GH+1GH+1GH91GHu19Ho9\njh2LxMiRckNeeSaM9ta8udyUqKV1WVnA338Dd90lf+rWBVauLPy+336T7ibr18txTAxwzz1AcrLt\nWweWucxD89dff0Gn0+Htt982Ob9161brZ0dEREREJcrJAY4elce5uWrnYmtLlgCJicZjb2+gQwd5\nXKVK8SvTAQHAtWvy2r175XXlvc5q8cq0I+HKNBERETkz7UY7c9KZgo3N3CEFevRRuQGxc2fgo48K\nP3/6tGze0rw50KSJlHt4eNhnLjbrM33lyhWMHj0abdq0Qdu2bfHSSy/h6tWrNpkkERERERUtX3Ut\nChQIuCwfH9liPP93z692bUm2r10DBgywXyJdEosv+eSTT6JWrVpYuXIlVqxYgcDAQAwcONAecyMH\nlr8HI5U/xl8txl8txl8dxt4+GjUq/TUGA5CZKf2XDQagmE7FLsfbG7h+3bhhS0E+PlLqER8PVK1a\nvnPTWJxMX7x4ERMnTkSjRo3QuHFjvPXWW9ydkIiIiMhM06bJrn4ac9q4ySYmxSeVrsrbW7p8FLcy\nDch249euGdvnlTeLk+nu3btjyZIlyM3NRW5uLpYtW4bu3bvbY27kwHg3t1qMv1qMv1qMvzqMfdld\nvgy8+qqspGrMSaaPHAGaNo2027wclbe36ViU4GAZq1e3/3yKYnEyHR0djcGDB8PHxwc+Pj4YNGgQ\noqOj4efnB39/f3vMkYiIiMglaP+Yr600A+bV+e7da+xu4U60JPrhh4t/jbaRi5fFPepsw+JkOj09\nHbm5ucjOzkZ2djZyc3ORlpaGtLQ0pKam2mOO5IBYN6cW468W468W468OY192V67IeP26sRtHbCzw\n0EOyHfabbxZ+T0wM8OKLgL+/vtzm6Si0ZLqkMg8fn/KZS3EU3PNIRERE5Lp++w3o2bPo57RkOirK\ndHV6/Xpg7Vpg/vzC75k3T8ZWrWw7T2eg9dOuUqX41xRsGVje2GeaiIiIyIaGDAEWLy66D/TcucCz\nz8rjc+dkZ7/86tUz3bwEkBXrO+6Qnf5UJ47l7fHHZefDktK948eBffsAezeXs1mfaSIiIiIq3vXr\nMhbV7OzKFWDMGMDXFyiqOvbeewufu3QJeOop90ukAeD8+dJfExpq/0S6JBYn0/O0f2vI57XXXrPJ\nZMh5sG5OLcZfLcZfLcZfHcbePLGxMkZFFX7uyhVZffb2lpXpiAg5/+yzkhTWqGF87e3bQFoacPAg\n0KyZe8Z/zBjghRdUz6JkFifTK1aswOLFi/OOX3jhBVy+fNmmkyIiIiJyVidPynjoUOHnrl4FataU\nnsgnTsgOfgAwYQLwxhtARoYcp6cDFSoA/v7SrcLPr3zm7mgGDgRmz1Y9i5JZ3ERk5cqV6NOnDzw9\nPfHbb7+hWrVqmF9UtTy5NPYaVYvxV4vxV4vxV4exN09gYOESj/79gddfl5XpmjXlz8mTkixnZEji\nXKGCJODJyUD+RWitowXj75jMXplOTk5GcnIyMjIy8PXXX+Ojjz6Cv78/Jk2ahOTkZHvOkYiIiMgp\n3L4tu/F98YXxXHY2sGKFlGtcuSKlHJUry85+/v6SRAOyAr1/PzB4sIxaX+lbt8r/e5D5zE6m27Zt\ni3bt2qFdu3aIjIxESkoKfv3117xz5F7csW7LkTD+ajH+ajH+6jD2pbt0SZLlrl2BsDDg2DFJogFJ\nqPfulVXpihVl9Tr/fndavfTFi3IT45AhcpyTIyPj75jMLvNISEiw4zSIiIiInF9Ghqw6V6oE3Lwp\nCXWjRvLcr7/KWLOmPH/8ONC2rfG9d90l45UrcuOhVidtznbjpI7FNyB+8cUXuHbtWt7xtWvX8OWX\nX9p0UuT4WLelFuOvFuOvFuOvDmNfulu3ZNW5YkVJpgHg1CnT11StKjceHjhgemOhr6+MSUlyA6K2\nUYnWl5rxd0wWJ9PR0dGoVq1a3nG1atUQHR1t00kREREROaMbN2TVuVIluZGwoIcfln7RjRvLcUqK\n6fPffANkZQE//ig3HsbFAZMn23vWVBYWJ9O5ubnI1fZ2BJCTk4OsrCybToocH+u21GL81WL81WL8\n1WHsS3f+PFCnjvGmwoK0Ug+tJV6+lAoA0Ly56Wc1aSJlIwDj76gsTqZ79OiBJ598Eps3b8amTZvw\n5JNP4qGHHrLH3IiIiIicypkzQIMGgEeBDGvsWNNV6C5dZCz4Om0TFwAYOtQ+cyTb0hmK2mS8BDk5\nOYiOjsbmzZsBAFFRURgxYgQ8FVTHF7dHOhEREZEKY8cC9esDL79suv33nDnG2mfNk08C48cD7dub\nntfexxTHsRSXd1q8aYunpyeefvppdOzYEQAQHh6uJJEmIiIicjRnzgD331/4fMWKhc8tXVr0Z9x7\nL7B7t23nRfZjcZmHXq9HWFgYXnjhBbzwwgu48847sW3bNnvMjRwY67bUYvzVYvzVYvzVccXYHz4M\njB5tu8+7dAmoVavw+aKS6eJERRXdDs8V4+8KLE6mX375ZWzYsAHbt2/H9u3bsWHDBowdO9YecyMi\nIiKyq6+/BmbPls4bixeX7bP27AFOnDBtdxcYKKMlyfSkSca2euT4LK6ZbtmyJQ5qW/mUcK48sGaa\niIiIrBUbCzRtKo8XLZIdBzMzpSWdNbRa5xMnpPWdTicbtFy5AmzcCHTrZpt5kxrF5Z0Wr0y3a9cO\nI0aMgF6vx9atWzFixAi0L1g5T0REROTgtLpkbXMUAPjii7J/rtZDGjCuUjdpUvbPJcdkcTL91Vdf\nISIiAjNnzsSsWbPQrFkzzJkzxx5zIwfGui21GH+1GH+1GH91XC32168byy+GDJFx7Fhg3z7g77+N\nr/voI+PzJfH0BOrVMx536CDvMxikw0dZuVr8XYVVyfS4ceOwcuVKrFy5EmPHjsVXX31lj7kRERER\n2dS1a8Z65Lg4SZRv3TJ9zXvvAW3aAMePy/GECVJP3a4dsGZN0Z9744ZsB37ihPHcH38A77xj++9A\njsXiZPqbb74pdG7BggW2mAs5kcjISNVTcGuMv1qMv1qMvzquEPuQEOnvDBhrprUa6fBwGdPTZdQW\ngitVknH/fuDRR+VxWJisYmv++gto1gzw8bHf3F0h/q7I7D7TS5Yswffff49Tp06hd+/eeefT0tJQ\no0YNu0yOiIiIyJZSUyUpfucdYMcOIDRUtuvOyJDkuVUr4OJFWWU+e1ZKNG7dAqZNA3buBLZskc85\ndgyYPh34/HM53rtXyjrI/Zi9Mn3fffdh3LhxCA8Px/jx4zFu3DiMGzcOn332GdavX2/POZIDYt2W\nWoy/Woy/Woy/Os4e+6Qk4zh5sjyuV08SbAAICpKE+J9/gMhIYNMmWaWuWFF2KvzuO+n2ceaMvL5a\nNeNnx8cbO4PYi7PH31WZvTLdsGFDNGzYEJs2bULFihXh6emJo0eP4ujRo2jRooU950hERERUZgcP\nAhUqGGukmzSRmwb9/ICrV+WcVvIREACsXw+cOgX4+8u5SpWA27eBhg3ldRkZUn9dqZIk3drryL1Y\nXDPduXNn3L59G+fOnUOPHj2waNEiDBs2zA5TI0fGui21GH+1GH+1GH91nD32sbFA/pTl3ntl3LMH\nOHJEHmtthOfNA1q0ANq3N3b80PpIA0BWltRfnzolxwcOSLmIPTl7/F2Vxcl0bm4uKlWqhJUrV+L5\n55/HDz/8gMOHD9tjbkREREQ288knQJ06xuNZs2S84w4gIkIer1olY+XKQPfukjQnJxf9eT4+0hHk\n1i3g0CHZoIXcj8XJNADs3r0b3333HXr16gVAEmxyL6zbUovxV4vxV4vxV8fZY5+YCDz+uDzu2NF0\ns5aiNGsmo6en8dyffwIPPyyJuU4HPPGEceW6Uyfbzzk/Z4+/qzK7Zlozffp0TJkyBY899hiaNWuG\nEydOoEuXLvaYGxEREZFNaDcSau3vikukJ04EPP631Dh4MPD000CjRsbn27UDfv1VHleuDDz3nP3m\nTM5BZyhqk3EnUdwe6URERESavXuB11+XlnjJycBddwEjRwIjRpT+3rlzpW66XbvCzy1fDgwcaDxm\nSuLaiss7mUwTERGRy0pLM+2yYcu0ITNTkvKFC4FXX5XdFMl1FZd3WlUzTcS6LbUYf7UYf7UYf3Wc\nIfb5c53wcGMivXcvsHu3ba/l4yObvADAiy/a9rOL4gzxd0c2SaanT59ui48hIiIissi5c4B265ZO\nZ6x3XrsWOHpUHh88KKUa99xj++s3aSJjrVq2/2xyDjYp86hfvz4SExNtMR+LsMyDiIjIvX3wAfDW\nW7IirfWBTkiQHtCAtLbzsrjdgvmuXAECA4HcXNM+1OR6iss77fjjRURERGRf2hbhGRmyK2HVqsZE\nGrBvIg1Ib+lLl5hIuzPWTJNVWLelFuOvFuOvFuOvjiPGXivrmDEDqFHDdBfCTz8tnzkEBpbPdRwx\n/mTBynSVKlWgK+bXrps3b9psQkRERETmysqS8fXXgQYNZGUaAF54AXj5ZXXzIvfB1nhERETktEaM\nAFq2BF56SVaIx4wB3nwTyMkxrloT2UKZW+NlZGTg888/x4svvoi5c+ciOzvbphPMyclBmzZt0Lt3\nbwBAcnIyoqKiEBYWhu7duyMlJcWm1yMiIiLnd+MGUL26PK5dGwgIkMdMpKm8mP2jNnToUOzbtw/N\nmzfH2rVrMW7cOJtOZMaMGWjatGleKcnUqVMRFRWF+Ph4dO3aFVOnTrXp9ahsWLelFuOvFuOvFuOv\njiPG/tQp2e575Urgxx+Bhx4CunVTPSv7cMT4kwXJdGxsLBYvXoxnn30WP/74I7Zv326zSZw9exZr\n167FiBEj8pbP16xZg6FDhwKQRH7VqlU2ux4RERE5P4NBekmHhQGPPQaEhgKNGwMbN6qeGbkTs5Np\nr3y9Zbxs3Gdm7NixmDZtGjzy/ZtMUlISgoKCAABBQUFI0nrfkEOIjIxUPQW3xvirxfirxfir4yix\nNxikFd7q1UD9+tKezh04SvzJlNlZ8cGDB+Hn55d3nJGRkXes0+mQmppq1QR++eUX1KpVC23atCn2\nny90Ol2xnUSGDRuGkP81lAwICEDr1q3zfti0z+Mxj3nMYx7zmMeuc/zpp3q88gowblwkevcGtm1z\nrPnx2DWOtccJCQkoifJuHm+88QYWLVoELy8v3Lp1C6mpqejXrx/27t0LvV6P4OBgXLhwAV26dEFc\nXJzJe9nNQx29Xp/3Q0flj/FXi/FXi/FXx1FiP2OGdO3w9ASmTwdefFH1jMqHo8TfXZW5m0dRbty4\ngUWLFqFXr15Wf8aHH36IxMREnDp1CkuXLsWDDz6IRYsWoU+fPli4cCEAYOHChejbt29ZpkpEREQu\n4tgxGXNyXPdmQ3IeFq9M3759G7/++iuWLFmC9evXo1+/fnj88cfzWtqVxbZt2/Dpp59izZo1SE5O\nxoABA3DmzBmEhIRg+fLlCND63WiT58o0ERGR2+nRQ1rfrVsHJCQADRuqnhG5g+LyTrNurtt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ri4OJP3cdMWIiLHNHKk7GxYr57sPqjR6aSrxCefAAsXlm177sqVgaQkoEqVop/X1mBs/dfEgQOy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\nICBATtJVZ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"text": [ - "" + "" ] } ], - "prompt_number": 5 + "prompt_number": 16 }, { "cell_type": "markdown", @@ -496,7 +490,7 @@ "cell_type": "code", "collapsed": false, "input": [ - "%%zipline --start 2000-1-1 --end 2012-1-1 --symbols AAPL -o perf_ipython\n", + "%%zipline --start 2000-1-1 --end 2014-1-1 --symbols AAPL -o perf_ipython\n", "\n", "from zipline.api import symbol, order, record\n", "\n", @@ -828,19 +822,21 @@ "cell_type": "code", "collapsed": false, "input": [ - "%%zipline --start 2000-1-1 --end 2012-1-1 --symbols AAPL -o perf_dma\n", + "%%zipline --start 2000-1-1 --end 2014-1-1 --symbols AAPL -o perf_dma\n", + "\n", "\n", "from zipline.api import order_target, record, symbol, history, add_history\n", "import numpy as np\n", "\n", "def initialize(context):\n", - " # Register 2 histories that track daily prices, \n", + " # Register 2 histories that track daily prices,\n", " # one with a 100 window and one with a 300 day window\n", " add_history(100, '1d', 'price')\n", " add_history(300, '1d', 'price')\n", - " \n", + "\n", " context.i = 0\n", "\n", + "\n", "def handle_data(context, data):\n", " # Skip first 300 days to get full windows\n", " context.i += 1\n", @@ -866,6 +862,7 @@ " short_mavg=short_mavg[0],\n", " long_mavg=long_mavg[0])\n", " \n", + " \n", "def analyze(context, perf):\n", " fig = plt.figure()\n", " ax1 = fig.add_subplot(211)\n", @@ -895,21 +892,21 @@ "output_type": "stream", "stream": "stderr", "text": [ - "[2014-07-25 17:15] INFO: Performance: Simulated 3019 trading days out of 3019.\n" + "[2014-07-25 17:59] INFO: Performance: Simulated 3521 trading days out of 3521.\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ - "[2014-07-25 17:15] INFO: Performance: first open: 2000-01-03 14:31:00+00:00\n" + "[2014-07-25 17:59] INFO: Performance: first open: 2000-01-03 14:31:00+00:00\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ - "[2014-07-25 17:15] INFO: Performance: last close: 2011-12-30 21:00:00+00:00\n" + "[2014-07-25 17:59] INFO: Performance: last close: 2013-12-31 21:00:00+00:00\n" ] }, { @@ -922,13 +919,13 @@ { "metadata": {}, "output_type": "display_data", - "png": 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h2muv9VqHa5qSbhEREZGa9eyz8Oab8MEHvu5J3VHlBylbtmzJ9OnTmTZtGv7+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\ndAd5eivWHYznQFU8EanxFOlNKD6lcbrYR0SYh/JyJ7rlLHHNS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mQa9eRbv20Uc9Cbf4l0KT7szMTGbPns3EiRMB2LNnD2vWrPH6wKRiUG2fPYq9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vLZZ8C8ecBrrwGbNmk+5u23xS8yt2/njfetD+Va071q1Srs3r0bFy5cwNKlSwEAoaGhGDRoUFnf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\ny7CX6jlPUiTmAsW5TYHgv3ELeUDf2PIMjJmGCRMGB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"text": [ - "" + "" ] } ], - "prompt_number": 10 + "prompt_number": 19 }, { "cell_type": "markdown", diff --git a/zipline/examples/dual_moving_average.conf b/zipline/examples/dual_moving_average.conf index a9cf2b7c..dfe0a805 100644 --- a/zipline/examples/dual_moving_average.conf +++ b/zipline/examples/dual_moving_average.conf @@ -2,4 +2,4 @@ algofile=dual_moving_average.py symbols=AAPL start=2000-1-1 -end=2012-1-1 +end=2014-1-1 diff --git a/zipline/examples/dual_moving_average.py b/zipline/examples/dual_moving_average.py index 420e1fec..9d1708ac 100755 --- a/zipline/examples/dual_moving_average.py +++ b/zipline/examples/dual_moving_average.py @@ -46,15 +46,17 @@ def handle_data(context, data): short_mavg = history(100, '1d', 'price').mean() long_mavg = history(300, '1d', 'price').mean() + sym = symbol('AAPL') + # Trading logic - if short_mavg[0] > long_mavg[0]: + if short_mavg[sym] > long_mavg[sym]: # order_target orders as many shares as needed to # achieve the desired number of shares. - order_target(symbol('AAPL'), 100) - elif short_mavg[0] < long_mavg[0]: - order_target(symbol('AAPL'), 0) + order_target(sym, 100) + elif short_mavg[sym] < long_mavg[sym]: + order_target(sym, 0) # Save values for later inspection - record(AAPL=data[symbol('AAPL')].price, - short_mavg=short_mavg[0], - long_mavg=long_mavg[0]) + record(AAPL=data[sym].price, + short_mavg=short_mavg[sym], + long_mavg=long_mavg[sym])