{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "*This notebook contains material from [Controlling Natural Watersheds](https://jckantor.github.io/Controlling-Natural-Watersheds);\n", "content is available [on Github](https://github.com/jckantor/Controlling-Natural-Watersheds.git).*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "< [Projects](http://nbviewer.jupyter.org/github/jckantor/Controlling-Natural-Watersheds/blob/master/notebooks/B.00-Projects.ipynb) | [Contents](toc.ipynb) | [Dashboard](http://nbviewer.jupyter.org/github/jckantor/Controlling-Natural-Watersheds/blob/master/notebooks/B.02-Dashboard.ipynb) >

\"Open

\"Download\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Solar Cycle" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "# ARMA example using sunpots data\n", "\n", "import numpy as np\n", "from scipy import stats\n", "import pandas\n", "import matplotlib.pyplot as plt\n", "\n", "import statsmodels.api as sm\n", "from statsmodels.graphics.api import qqplot\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "::\n", "\n", " Number of Observations - 309 (Annual 1700 - 2008)\n", " Number of Variables - 1\n", " Variable name definitions::\n", "\n", " SUNACTIVITY - Number of sunspots for each year\n", "\n", " The data file contains a 'YEAR' variable that is not returned by load.\n", "\n" ] }, { "data": { "image/png": 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Q6RaWMV0+qaLZWyMVtSo7Qw+BBB55an/Vp6INFsmEEEIIISVQdgvHmrZbKPuFe4DtFspm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\nbPx/5iL0Jd38XDQAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(sm.datasets.sunspots.NOTE)\n", "dta = sm.datasets.sunspots.load_pandas().data\n", "dta.index = pandas.Index(sm.tsa.datetools.dates_from_range('1700', '2008'))\n", "del dta[\"YEAR\"]\n", "dta.plot(figsize=(12,8));" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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0ljTftLtP9VXArszcnZkV4G7g+knWexPwEcD/bSWpSzRzX4c3Wkuab9odqi8Ahhqm95Tz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\nkmoAAAAg0P8BdS6nn9l6iSoAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12,8))\n", "ax1 = fig.add_subplot(211)\n", "fig = sm.graphics.tsa.plot_acf(dta.values.squeeze(), lags=40, ax=ax1)\n", "ax2 = fig.add_subplot(212)\n", "fig = sm.graphics.tsa.plot_pacf(dta, lags=40, ax=ax2)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "const 49.659343\n", "ar.L1.SUNACTIVITY 1.390656\n", "ar.L2.SUNACTIVITY -0.688571\n", "dtype: float64\n", "2622.6363380639814 2637.56970317 2628.60672591\n" ] } ], "source": [ "# \n", "\n", "arma_mod20 = sm.tsa.ARMA(dta, (2,0)).fit()\n", "print(arma_mod20.params)\n", "\n", "print(arma_mod20.aic, arma_mod20.bic, arma_mod20.hqic)\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "const 49.749900\n", "ar.L1.SUNACTIVITY 1.300810\n", "ar.L2.SUNACTIVITY -0.508093\n", "ar.L3.SUNACTIVITY -0.129649\n", "dtype: float64\n", "2619.4036286966957 2638.07033508 2626.8666135\n" ] } ], "source": [ "# \n", "\n", "arma_mod30 = sm.tsa.ARMA(dta, (3,0)).fit()\n", "\n", "# \n", "\n", "print(arma_mod30.params)\n", "\n", "# \n", "\n", "print(arma_mod30.aic, arma_mod30.bic, arma_mod30.hqic)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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6vnbzlF67P268/03QRX/DVa98eIiZs9yGsizJ9/k+WVSWlbH5rj6woVjeQmKp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nsBJo3lW48vOa/HtTUBjiybg6OqKlw9TA1kme4XAP63Dz+Fb/3fP4GqqrQShoOGQQLgtnRcGGoq\nAo/nro6UgDw36BBIHCUTdTSMRMYBUTqjBWcR6TguBUTvo+R8ZKkvLSokjIahmrcc1zMbZSwaRigM\nHziyfGlfqHj4yo1JFCoqSFNJi1/jto1Brez5E+9/FD/2Lz/b+PuAsLalxtA9i28/uZENfhk1+N0Y\nzjKNH2qiovF2fNhRPOVBR5fzieLEY8w4mK4wkGWLswzQ4a/A3kRUSAbsMOijOtiRRKEaq2lRKL4p\nxemVHi7tTRsPRgez3OA4mtc3u9TLUhz+XQ1+HVlpsSMrKlUKtoPmBy0BURAYh851poYxmokN8dhS\nB3lZ1bjytrTY6qCj0NBDa704UrLsomEQPYslv7/20At49z/+mHFwEDSMTk3mzBVFKUwcht0YJxjv\nllc56BCmkOWiWJyzbDT46apcGELRMKpK08yoKro3yXBWSixyGgatzRzhOzEUe/BLuxPDmKInk1s+\nLqeMc2w35HOKjSs4DWNrlCpdfB73nF7Gk5cOjPdsQpYp1+VGGabOsp5reVliYrmquq5JQTQJX7Lc\nZHc99bi3cvCHrx2xUq8o1f2SNCA133YivXeSmoZXOo4hvvYealet6f93x2lrMhtFloa1RcOwwS0S\nEtifZo10OHVvUR1ZzkvW4BdpBz8A18RbvuHJ8qJxYWeMr/2fP+I0BNk8EPQBKnvmClk2O3uPGi9s\njZAVFe45PQRQV3ygUKfpJFIlZbvJr9WUJIQTWa5Jx8mB9sL2CEkUqLKdHXpAm0mzjSzvT4RCAC3Y\nhFRS0nV+e4xnN0c4vz3B+W2R5J1br9MwgiAwbE9VQ1woGwus9z2c5qosPkk1sjyUZWtAl/9MUxKN\n4nI0q7+AdFxsJQeH7JRO6AUhMrFs8KPF1KmGwXnUVgNWEovPvj1KVRn+5V1RMvc3+GmDlTZkmRaF\n2zaWag01z149xDObh42/DwjUeGPYwaATKekoinlMSb50+QCfeKq5GdcVNJZpQSR3susVlDzdfkIk\ny09e2lfceEKT1/pJIxKokTL3Ih261DA4Z7krkeVJhtV+IpBmdhicTw1DJ+RcCozi9EoPk6yoyf7x\n8KlbAHU1jFEqnPX8NIz6c8qL0iuBR5xl3eBnzkuuhjGWfFitZmEikLwKBYjvT6GhtF5IRO/4UsdJ\nw/jJDzyG3/rsBee92ggUoCtAHIV66soB9qe5sk3PihI740wgy/Q8HXQVCuJmL0tkmYIa/PiaQ810\nR9FZ5g1+/IBFDn4AUFXmvrA7TnEwzZQeuZEsk4saS4riKMS59T5e3Bobh0v13Ni9kvRaWcHQlQa0\n7GVzgx8hyzM1Rni89vQy9iaZUWmZ5aWiJdjh01mm75qSZ4A4y6Wx//moRwBHlm3Osvg5R1Fddtdu\nZFn/juk/wJBlmQ+RdBxZ0XMKFdE8Caiwg6uE+JNlQpjFa3cnWWsy62vwU2oYlnoV7Q17k0xKFrYh\ny+L/6ZnHUWholncsZPlVlSw/f3WMCzuTmo3lOM1xOMtxYrmrBkppITy7k8VQBTuevCQSjdcoZFnr\nSRr3kukFggafM1luQAnjMDST5VGKbhyqE5DNg7uwM8G59YGTQ8tfr6xq5cnTRng3D8ViTws2DTZK\nuihp+/Tz28ps5ZwDWQbE5koLa1FpBCMOTWSZylnUpDFlnNBBJ2I6tPUOfq4+wDnLS12Ls2wlrTxs\ncwXOcyR+YiatTAmNaVfDMDmltKgl8rPvjjPcIRFOMrbxNvhFoXqO89hdA8Dtx+vJ8jgtVGLWFIR6\n8pK2vgZRYgqvosn7PvYMfuL9j7a+jx20Id0oGgbZCROy/OzmSCEphCyvDTqNyTKXwnJFHDI1DIe8\noEiOc8WLF42ooslznBZzNfjFoZZrs12uAF26v9zAW25KzBNrbdH8ZocaRuyhYTTIaCnOskI1A+O1\n+rBUiFJrN1LlYRsZtu2Q15cSdcCzK1HHljpOKscHPv8yfueRi857bUaW9fi8KOcw/cnVGexmbFcc\nsoZLOkQvd2OVDBhqGApZPgoNo6whgIBYx5R7WlUZ3+lLuxOUFXDTmhhXHBzS8mDmWLrl+BJe2B6p\nA+9SJ1YJCV+TeHJiN/m1Ictdhixvj1InheCuEwLYevaqBglozri4tE4LZi+yXGGWFcb+5xvzALOx\ntwAP2s94JYb2a3oGPmSZ72d8ftLPp1mp1p9Q0h8zOQZItQJo7mEAzDXMvg9baYv+3JtkxiHKFSHn\nLDtoGJ3I/az2JhnGs3ZkWXOWdd4kkGVTbYPG2LX0ybzikmUqG+xYi6ZynRt21YC3uYPXWjr+0uUD\nhAFwp5yAoowZepHlXhJhrS82Yxuhm2VFY+csd1MCBA1jnZVItM4ya0rr+zdaW2fZhyxvHmiLVvEZ\nzJIjJTCfeWEb57cn2Bh2vSXpYTdRB4lCIbGaykBBE3V7NFOJMy0oS91YSccRmskntNA0Fn/nnGXq\nblUHplLLytlB+o654izbyLLmLItEv2J81Pp3GBhot81ZFp3DVw9nTFO1GVlOQpYst9AwblrvIw4D\n3H9uTWhks4RvkpqOaL7YnzYly1q1w6cvvj/Jatqm8wQt3IqGMUdiv0jQ/dIhJS8r5fh1Uh4O1waJ\nUpZwNXtM2EHYFXwcaR1h/Z0NJA1jf5JhpR9j0BEHSjrEuNBbO/hBmiOFFFRdanIXJX6sK2is0trQ\npJwRh6EzUWsyaCDpODpAiw562rRCKVkp5NnGM4ksL7l1kqeZaQG/2tc0DFp7KInwUTnGaeF0WaXP\nYdNcXDQMetZkp01z+vRKby7ta5ovQ4Ysry91jIMLAQxcDWNxB78KHZIXY58pDHSiIigyen2mfpgT\nywIld9EwhhbCd9vxAV7YGjOaRqQSEk4N43/fOqx/t4C/mtaxkmUXDYP6aS5sa5vzpqouPQPbhITr\n6tOaXxRir+IN7r4xD4i1eWNo8qoBtxpGKOcE0VZ8UrM8OTfpifpAR+9HIE5elrrCK8fUPOua6z2B\nuiGSSpbHmfd6+j4DE8WvqWG4keWtwxRpUc5tStJVyLLZ4NeN9boDvMqQZRq022N3snxypae+WOVz\nrzjL11bW/dLlA9wmETuK5V5SUwbgpdpVhSzbnOU2Bz9Y0nGp0h8F9IBUSewsbzzF1WgYoSdZPtRW\n14A+BWtkWfz56ed3pMZynYJBsdyLVSmYEtpIdstyGgYtvlSKm6QaWW6jYXAkLytMzjKgB3+TFSld\nRx08WCLRiQVfWHcQB6rJC3AvjlGoHfxog0ti85AiGiNFYtvGWY4jzf1u01m+88QQX/jJb8brz66g\nFwvbaDowCGR5jmR5IhrNVvuJQV3K5SKj+Myew6dI/uq2uG2hTUluLGf5xHJXJX6ERlG5e33QUfPS\nlQQq3diGZkx73eFJybAbY3+a4WDGkeVCje25aBiMazjz0DAANCpiHEwzLHfdh2uf/bvr3jpR6FTU\nEWoYPmS5Lh1H6xMhRVQVIbdEnwOf0GTX77M2EDSMqqp0JUqaGFGZnrvFVZVIeM5vT5zj1UVz6VpK\nBUAdWVYN18cGTFu+gUPODiQ8WebNhLRmGnbXmW4AmydMBz/9uUQTmPh7VZn3Sm6gq/0Ew15sVFJp\nPbERvluODXAwzdXhoS+l44A6skyfsY4sN9MwunGkGh/3p7kBJlGcXu0hDLTTLNDcL2Q3+AlqgH6t\nYZyRF8jLCieXe0603o6/+fbb8bv/2TtqP1eue/Y4k7bqigrkWHPMZNmsuAImskxJP1nRc+k4aqT1\nAXg8WbZfU+Msy3/vTrJGjWVAPF/+rOlRN+ksA8ClPTGu5k6WWf6Tu0xJFLXqVZQs0wbUiCyr5jUT\n4bnWDv6nrxzirpND42crLCGkUKe0JMJyN0YYmImFPinO7+AnkGU9GWw1jCYLXqDe4KdOxzVkWVtd\nA6wr10qWn75yiC9e3Hc291H0k0gNPkpooyiQ0ld6cecJ3NXDGaaMn7XEkmVNw2DIMkPyuLYrPQuO\nvDTxybSltECRVxQNQyBnVLojK2DdvFWfIiFTMtGSdeaCAojNcG2QqA3WnyyH6hm0Icv8OjbvbZTm\n6jP6oqoE8rbqQJZpY6ZkzDefRmkuSl1zloYpaCwPOjE6UYjx9eYsq859nZAQGkXI8uogaZT64g1L\nrjAd/HR5kWKpG7MkLjFoGYA5tn0Rs/dw0TCIf325AVn2ScEBrMGvRsNwycy5aRhpUaoDoh2BbPCj\n3FRwlsVr+4xjKDjLzcnyxKZhDBLkUgVjv4Ys16kc1Iw9yQpn8x+nLVDYNIxxqh0ZL8rkkHpqzq33\na7QWV/BnTGPz2MDkz9vIsrC7pga/+Tb5mdXgR8FRPWF1ru/1BflZVnoJht3YVMPwGE9QoznRJQed\nWCPL7F6nWaFUNmyn21kLDYOQ5V3V/O42zTmz2seFHRNZ9jXi2Y3vnKMMSGSZjDjUQSHCcTm2mqzq\ne0mEk46eIsVZdhzKplmpDg2uBJ9/h4bOcqTHaMiS5bICA35CdSgap0WjzJuBLLfQMAiwKsrK697H\n75/GbsRQe+Ky+5LlixIIaHPwoxyL/iSwKy1KBIy3/qps8FPIsrWwXTnQiGgNWSbrzmtIlkn9wdYx\n5k1sFLqkIYSwV/uJwVl2NY3YUZOOG6VOGkbKyig+C17+euLn0iCxN7qrhzMkUaAGpdJ7lAv9JM1x\nVnIid8dZI7LcYdI+vPM9ZpMUMMv5V/ZnSHPtZrfU0WoBmoZhIsu6ma6qIVTEqcsc5WoeZClNJVpN\nw4i0KQlr8CNkz8VZJuRMvK9EoC3JPkB0Hq/2E1zcbeYsd6JAbUptDX48bCSHUNEm3vJUftbVfoK1\ngZks0++fkdxF33yi68/Dj+bBtS/tBs3rEYezHD1peUo0I0rC1gYJTq10ceeJoTIeaEqW51HDUGPe\n4CxzykCiGv6UlJsH7eXBqR4u5LOXiF6JZmTZz1mmDT9VyLL/3nwOfnlROg17AC0dp2kqQe2QS5q8\nozTHoCsSraVO5CzVmw1+4vvcGaU1RFxROdg1+Bg7zxIqipTRFihsGganu7ws/35hZ4zjSx0sdeO5\npOM0ZznB+qCDMLBoGIVHZ/ko0nGWjCgg1jFqjC8rAQbQHkDI8kpfJssM3PBZGt8mJUwfv7iPjtTA\n1usRp2EUOCWR2RrFJm9JliOBvKrmdwcNAwBuPtY3BAGa3HNDa1/kRhn0/zSfaXz1kggby+R/4Adk\nfLHaJzUM83d7ElmeNTyHjoEsm2ZdgKh+0CEokspRpIaRRJrGwqu5ruBjpVZpSSgRre9xrWoYge6/\nEJQX8XPNWTbfiz4j7ZnzIss09mi9onWTDgevygY/hSw7aBhhIDY/TsAXf2qEpMlmuSk2D2eYZnVN\n4eVeArvBj077/UR8sWuDjsFZtvkyrqDOVYqdcapsgIF6g984zb3ar0DdwY9E6F3I8sawqxaNeoNf\ngQfvOK7evwlZ5qLxpgGBLiMDZnc1lcv6HXF9kUwIZ539qUh2eNLLkby0AVluchQDtKU0JYC0UahS\nGCHLodng50oIwtAhHadoGLxk3MH6oNPKF3NJCs0THMnh0lNNVAxNdYnFIY81xdLvnVltTpbp+5yH\n8sGD29Da0n/XI7hDnkLv5AYbBAE+9g/ejR/5mtsAmHxIHtSw5HfwC1lFy40sU6z0YvE5Z0Vrgw2P\npIWzDAj0v6nB73DmV8OwdcdtCTYegrNsriFFWaGs/CVpJR3H7K6T2Jy3fanJO54V6oBxbNipOfDZ\nyDLXtT+wqC0udJpvji7ecupIrLpWHwcly0udSNEOXtweq71CAxv+8cz1iqMwwHvuPY2vuXND96bk\npTJyUmoYhXbwa6J4GJ+n4A1+lhqGApnE3rk+SBAGmlKiaRguzrI5NuizX9yb6gOQRekDxPMnZPbq\nwWI0DJqj9H36ZM/OrQ8MGoZYyz2VIVtn2YEs02tozvaT+ZBlX7jUMACyVS8V3ceJLLN7Mxr8Qj1G\nTek4bUXfifU+3FaZ5h/LVqjoKES5niy30jAYKBEG+mAyyTRwYnzeKMSwG6s512Y8SVAAACAASURB\nVNrgZ+ksU8+RXV14VTb4FUoXsJ4sb0gKhm13zXm5R6VikEyajaSu9JuQZfEFrDI5I0Bz3Zoc/MJQ\na14WZYW9ibvBj9Mwmk6GrtKbjfACptU1oCcoLVyTtMDqIMH951YBwGlIon6XnVxza/ExGvzY86Pn\n3Gc0jEIacrhMGwxTEiZr068ly82cZaJhUAJIvGglHVdoB7+8qAzkwQ6uhqE4y1aJChCb9xr7Tn18\nZP6d+VAWV3Akhy8CTc13/LCw2k8wzUpWbpY0DMlZ9rn4kT35PM2EPG40six4umJxtWkYgBgz9H3y\ngx6PNhqGy8HPVsOg4EhdEy/YjijirpXuZPlUg4tfVVVSHtHDWY7NUrTi07o4yw4ahpJVbGnwU2oY\ngeZK0rztJhGmeSmQ5Y7ml9vo4ywrrWRZNlSPMxxMTS1pnSzrpIwfyM5v15FlV6MiXY/WNkKTv/qW\nNUWpOr890cmyAjYaOMt0WJLo/c/94JvxvW8+J22oJWdZ/j6tjRxZFtSJ9oQ5sxz8KAg8AYSKVC4T\nqtW+rlCs9BMsW8jyaJYjDOqJXC+JFF2LQBwbeAHEftJLIhwf1mX9lBpGS4Ofcrf1IcvrA1zen6l1\nrBlZFn8SBYkfIgBTDYP2rX4nUntm0x7jC8VZDuvjjCPLrnyBc8290nHU1B9qCqGLhtG0t3C6YZ0u\nIpPkuM7bXqTBjz9bn901IPami7LPp01tg9Q0NGdZKJukhTkGeo6xuWi84pJlSrJ2LCm2TWbRzLlX\n/E/g6FSMCx4DjuWuC1k2uWV2ObvJQYiCf4b9SYaygpFY2cnypOVk2HWc+nhzHAW3ugZMU5KqqjCW\nSMBbbz8GoBlZ5mUejSJpFJdi5ECW6X0JsTiUFsF2MhEFduJADX7idVxaqalTWSh0lOowRchyRzbJ\nZfIkKjSidUnU7+BHyB+9rl76XB8khq6lb2FxyVbNExzJ4fzfJsRXHRZ6CTPUET+jjflsA7JcSr6o\neJ8j0jCiEEud2HBgvB7BFSDIofKYZ4PtRB5kuYWGwZvvOM2AwkSWEww6MWa5NqmZVzpOmZI4aBgA\nGZO4XfwmWYGirBo4yxYNg5QaHCiOaJgxn5OqunjmWyARLlqWqdoEsAa/OMQ0KzBJCyWfdtxhKiKk\n43i1Rjy/nXGK/Wlu8Dh7iTCc4UnZdA5k2T6M2JxlajZ6483r2B6lGM1yvLQ7wc2Si0trUhNVghIv\nWzeW7INFZUjzLEkpgTuqtSliUEJNCQRfi6KgTsOIo1ABNEEgpOyWe1ayLHWwXVxXcpMlWTlXg99U\nHnY2ht2GBr8G6biiVM3+vrlMANdLkmaT5nUXOv4cAMvumifLgeYsc2SZaBhNe4wv+kmEv/7gLXjn\na04YPxc0DM1Z7jnuOQgChSJzdN8rHScd/GJJfaJDwSTLG/MH/gz8DX4SEGLI83wNfuxgYpuSOD7z\nSj9RyHJbMq6QZUbDEJJ/Zs8YXYdThBaNV1yy7OcsT3WybCPLxbUny7pho52zTJs8TfI1i7M8Dw1D\nWXZXFTMkMbm6QQDFv8nLqrnBz5KOo7+7kGXuIKWk4zKhhFCUFQadGD/04K34L99zTytnmRadoiyV\n7WbCkDFAb8ZLnUg1YnCdZUDIiJGkGQ/D+tdBwyB0M3OIqfOgZ1GjYdjIcih872ljcjr4yaoA3RNQ\nb7AEiIahP48PQeEL8DwNfup67LQ8nhNZ3reQZUCb+dCzXJc2zbYEF6CbAIHFaRgzuYkFQYD+DaBh\nHDJnRoUsO4wMgAYaBjMccoUbWWYcPpYMrQ4SlRxdkqYJc5uSNOgsA0JreWs0c9LO2lBsFw1j2I1r\nklcADHSKwq6m2BEGsmKmqFn6tTTve0mE/Ukm1zVxn+vMnY+iZkpC6kOShmEfPmwXv3ErZ7m+bthq\nGBf3plgfJEoK8rMv7qAoK9XfQslpc4Nfhn4SOdeTbhRK1YcKSRiqNZQqO2R81ZYs2woABg0jrNMw\n4jBQak70/Q97ZoPfeFZ4m7iIt8ypNUCds9zvhNgYdr3ScU00jFlWthpqEMJP328TsmybkpANOEUc\nMc7yjHGWiYbRYHftiyAI8FPfdR/ectsx4+eiwa/Q+YLX4VXcj9nLo+9DN/iJgxDtkzFzz2tzw+Nz\nv63Bz7feuYKk3AAoS26gGVle6cVac7y1wU9ylomGIRv0p9aBiQ4ir0rO8t4kMxCNzYOZ6mgPApOP\ny/mxR0+W3ZrCy70EY8uggb5oWhzWBh03DaPRwU8n/ISi8zJTIEuXM8Zbm6vBjyPLkWl8UpYVtkap\nOiXze5zlBZPEi3B2rY8fe9dd3u5Zek+FLJemIQr/7mjxveX4Ei7IQwkNbrJYfeLSvkSKzAWRBj9g\nUi2UdJy857ysvGgCPRcnZ1kiXFS+VJI8ElVyOvixsZeppFqW9yONAnTi0KRhdNz3xzfQRRr8uoyG\nwTWLmxBfTkPhbkmA1j1e6sRYcWgwi2vPh2C7gvNDB53Iu3B9/vwu/uy57YWuDZjOjA/ecRxfe9eG\nMhiygzen8hhLfXQfN9FUw6gjy0OLs0yL/eX9KZIomKtyQOgI4O/sP73SQ1XpxmceTbrJAHe01A1+\nvtcmbMOlsI147KAGWE7DUPM20YkVIcADdnDmY6KqqpopidK1lw1+trqInSzT9U6tdJ3Isovm4uIs\nn17tq8ZXGps1znKLGoZX91quo8IVUdOE6BBLSeKsgRPN31/TMMzeD0XDkAlVHAUqEae1QGjnW8iy\nZ2yQIoZWOHFzlntxhI1hB5uHM6cVdpMaxqwosT0S49O3NpLDHgFeLh46ha2zzBv6ADFWKRmk9a3f\nuTZk2RddiSyTKojvnul7XHHQMAC9R5FoQF4K6biOIR3X1uDXjiy7OMttDXih0eCnn/Wk4TOvMsCs\nvcGPKEDmvY1nufE54ihEJwpfXckyT+6oaa4sK1w9TA36QByGCrngKOaRk2WPpjBtvsZpOy1EqUx+\n0av9BPvTvCYn1uzgp5PlXcvqmoJKxaMWVzHAw1kOzUa7nXGKoqycyPI005qebQOUv2fKkeVAN5Zw\nNGqUisa90yuak0gT9223H8PaIMEHH72Ig0lWQ8OEKYmrwY/UMOZr8KMEpJ4sRwqJ7US6XEzoiF8N\nw2zw02Yw4h6oWZM2uiCoL0Lq3thC5UNZXMEb/DilobHBj33+NTtZZuNspR87OctmiXZxGgZPln33\n+dO/9wT+u3/72ELXBqRcmuSE3np8Cf/333rAS3vgVro8JmnR+B0YyHJR5yzT3AkDceigf1/am2K5\nlzQePikMu2tfg99qV13XjgPLBtoOW2eZHzJcr7XRa0VRchwkAS0dV7IGvw773gExzgkxpFKuqDbo\nMZEWJcrKLMV24hBL0qbdhSwfX+pYahjienefXMaFnYlhBAW4daxtGsbFvSnOrPZwVnL5P0XJsqxC\nJtbhwxUHDfbjKlmWaC/9jOYlHRDsZPxjT17BT35AzxNKpqlvwqAXhCYNo5DvRYd5GivLvRhpofsY\nRtI0xhWErHOFE0Any6RxTZzfNC8VWite11yBpZ6Y7dHMaH6349SyMIa5YCDLR23wC2uc5V4Sqga/\no3CWfdGTSky0DvkODfSepoMfQ5aVGkaIshQOfrHkLJPeOTVa+sLQWbaRZatSwWkYrXbXbC0Tahgy\nWU6bOcsUbTQPujcuHQeIvcl1CH5VNfjxBYcW021HkheGjLN8PWgYO2MnP5c2EX7a9pUGKRFpOykC\neoCXpeZnr1kUBFpE25qOgLrdNYBaox0Zkmw4OMuCP0gn6fZSMb1nVohGnqJkCWMYGkk6JTEbw/r7\nJlGI97zhNP7wi5dx9XBWo2Hw5ISbkugGP9IhbecsE7I86ESMfxUajWfU6EAnUFfZzUiW5Sk+YAcF\nQB986M9+g8alyVleoMFPlYsLgx7R3OCn9X5pUaLSNx9nq/3E2Sx77cgyIYuxd+G6fDDFxb16ybwt\nRPI039jtxr4Gv7xxA4jCEFxnOQjMEiYhtMu9RJS1GbLsQ2/tiMNAKSOkean6EXiQyYpLEWO/oWEP\ncNtdN73WNiXJLZ6+HYFlSmI4+LHEip4jlXL7idCdpYTWl0ytDTrYGadOeTwfsnz3qSHSvKzxZt2c\nZaq2SWR5f4rTqz2cllz+z53fRRQGCmm+VmSZDiT8wJ9EoVKqIaoEv/4kLfAP3/8IfuWTz6sqnnIT\ndUjH2TrLZCqzWkOWTXBo1NArc5tElrXRjARe5H2mhdC4pgY/wJT1m0nDEt+6SLSEy/szrxIGIObf\nTet91Q/TaErioGHw+RuGeh/jnOU33bqOf/9NN+Grb17z3seiIRxYC+Zk6AFTpHcBP8TbByHxpwAO\naU/ih+JWNQz2HbRxlhdRw7BRe+3gV3fOpOA5QBtnedCJMOhECkhVyHKa1+Z1XxohHTVecckyR5Zp\n0VOGJMta8JtbwhrI8njxZDkvSry8O1XlHB50muMo2zQr1KIPmDw6gHOW56BhyNM3UOf/ULLMHQN9\nYessAwLl5M+GUCietMayPDfjSfmcigxcC7ooS7XouOyul3uxkaTzw8a3339WmgzUaRjcvIXzkheV\njuM0DH5y5QtUJwpVsjtTnKr6ZCbxd0CMV5dVKCXJdABq6kQ2aRiLIMu6KsATzzbpuKWO4E7aNAyq\nYCx1Y2+ybDf/LBKcUjDoREaCz2Nzf4bdcbbQwkYKEPMmpGJu1a/ftqnw7u6iqmo0HZqj9Gzp35f2\np3Mn8sSbL8vKUIDhcbohWX5xawQANc14Ctvuen/qf25JVD9UaBqGTw1DfB8KWQ45DUM7+FFwZBnQ\n66eiu1nfBzlP7jsOR0J+LlXlfmrGJjrOeYuKkRV1ZJnG6CwrMZVmJmdXeyLpW+ogzUucWe0ZB27+\nXH77cy/hvR/8onHNUcPYpAod6ePSz3YtEIV/D7/0iWdxWfLgaf7WaRhmQsUd/PJS0jDk3kUuiLzh\nGhBJh4+GQQ1+ioduScdN5bPvJ1pNgh9WbIpN7bnI53t5f+pVwqA4t95XFD8fzx/QIBVXaPAiyyxZ\nHnZj/K//wVe33scioaTjWpDlOAqw3DObLG2KDSD3yqoSGuhsL8sklZOkbl0RRXwPM+e1ol84qJ5t\nySxPwm01DB+4RWtnFLbT1npJhA///a/D9775HAD9XEazojav+51XWbLMkztqfNNW1wxZDkw1jDAQ\nG/BRkOWLe1MUZeWUSVtxIMv2hqp4dPJ+F2nwy0vOWXIky0VplMd94Wow405gAPDQs1tIogCvP7ui\nfhYEgWE92/Y+rvfMitJIHITdtamGMezGRpLOJ9mDdxxTEl/25mciy5UxYTtROLd0XCIT+FqyzE7r\nSRwqNIaST9fJ1+AsW+YM9AyosW+NIctN96bu5yg6y3aDX0MSyz8/neDpkDdJCyUTtdLzcZaP3uDH\nDRN8OsuTtFCl2iYd4drvZQXKar4GOqC5wa9pA+gloepJyMvKMDQAdLJByQc1+I3TYv5kOaK1ofLS\nMI7JJkyXfNzTVw4x7Maqx8OOmoOfQ7KRvzYrSoNrSlUjf4NfIEv94t9RECjZKbtkz39Gc4TWO5+0\n2PpSImkYdXm840sdpEVpJHsA8JpTwpn1gtXk50qsSL1jlhdqDJKcIqHJvAppa+J/+PEreP9nXzKu\nedBwICG6nVAx0PxQRcOwkOUrB1O874+eUXvTrp0sR2ZJGnCoYUgaxrpFwxha+914VniT5dV+gluO\nDVTfSSgrCEqGlDn00dq/ZSTLZSPlib6Xi3vTRmQZEI35F47S4Gehm4Z0HDX4zbkfLhq9xJKO8yLL\nYW2c282bgDTwKoXddRyGRsVDVMzm4yzXGvwaOMu2ukvtupaLJOU9k6yezFJooMFfjeVxZlW7aFLl\n+XDmRpZftZzl7ZFYBLjVNQVvXsvKUiFlR0mWz3tk4wCdUHD5OHFKM7veAY4sN3f5AvrEVZZ+xz9a\nRMcehMV4rbPBz7Sd/oMvXsaDdxyvbYzkptUmm+V7z1SqaIRs0to6y0vdSMl5AWbyGEchvuW+0wDg\nVMPIywpVVdU614VWr3bwa6RhhBpZXjGQZcaHjHSD30Qhyw4aRhgY7pF8QaCFhhAI4to189epbBos\nJHrP7a4pKQiCds7yCju5L/dihSCPZqJjOggC71wyaRiLc5ZpzPQ7kRo3PK4c6OTPxcf1RZNWsCs6\nDDF9/uoIP/exp4V0YguyTAtuVVUoijqy3EtChIFOPniiMY97H8AseUstaWhHEAQ4udJ1Wl4/sznC\nnSeWGq1tSWkHaE7kkig03PgAKD3gZlMSMM6y3mi1Gob+3YGFLNPc48kWj7V+B1uHM+cBxLa8poT7\nrpMSWd6uI8uuzyE0cEulq0xGPWdk0sxRe1KvoPE0TnPsTzLjgNFU9UhiYfySsSblThyqMU0HbkqG\n3/exZ5DmJf7BN98DQIM0lNxRhdKQjotMf4K8qBCFoUrEKUFRPTryWoezvFHr9gM//rX4T999p35u\nSaiRZeZ0S2v/JqNhTPMWZJkpGLQhujcf62NrlOLCzhhjB1+VgqYrUVbCwIF+kinJVCPLNyJEc3mz\n3TUgqsV1EKmOLJPMKu2FNK5Hs6LG/bcjbKBhcA1j+//nkY7j96lpGP7viCfLiwZvzqybDUXKDOUo\n8YpLll3IMre6puCNX7RpCUeyxZPlCx5DEsDPWTY7tE0JrnnUMFSDX1V5HXzqNIzFpOM4v/KZzUM8\nuznCN7zuVO13qRzEy/DzhEnDqNREqNldzwRnmR927AXo3/uqmwAAG9aiSKYk9Dm46QdHJ10SUDxI\nAmvfQpb5hCWdZYA1+DmRZZYsy4Oaep/QpmHMgSxL1G0RVJm/niPLx5c6rWoY/LDAk2KOPogGv9zY\n8AG9icZhcCTOMi20mkZjXmOTqTs02Tnb0aYAYQdHln/nkZfxM7//JC7sTFpt5bvsgJJbFBxAJE5L\nnVgny9ykZG4aRjuyDIjS84vbdYWHZzYPceeJoff6pN1KTU5tDX50LxRUNfLRMIIg8NMwXMgy4ywD\nrIwv52DfUpFZGyR4STrpuZBlAKqReJwK04aVXoyNYWcuZBkgSclCHdiIr0wa5PZewXW7R7MCeVnV\n5Bx9BznRyFYINYywnpDQekXX/9LlA9x/blXxZ3ckqEQHBHoGNrJMeUspaRhJFNSqTGSaopDlFsmx\n1X5i7HOElgLMvCuJcHzYxaAT4Zkrh+q1U6mU4Qv+DHwayxQk+fq973sIAYBvue+M83WkpAWIRDkI\nAoOCEIeBMnAh9P16NvXxoGc19RwKKZI4qM1P+7sFmNKHkkEV/6b1fW6dZW+DH9Ex9GtbaRh2k6m8\ndFn5G95VVW7O3iketCa5Dkz9JMT01dTgV5RiwRh0ItXgt3kww6ATGUlcHGotUtq0fHJXbXF+Z4ww\n0DJmPGgxtpFlg4YxcNMwmqTMlOZlqa0ZbSRI0zCIS9zAWaYGP4t7RMjyhx+/DAD4q687WfvdnnTT\noveZ9yTNy488cbDtrkdyMz7OG/ysDfBttx/Dv/rRB/BXrWSen5bFtU1kmXOWfZOP31MbZ5lOplo6\nrn7NSJouABJZNkpYJg2j34nQjcNGBIUS7CbHR1doGkbJkuVus86yxQvn7pPjVJdcV/sJCmZAQkHJ\n7Ynl7sI6ybO8VAg7JaR2kx+XQlsEWV7EThrQZjSA1lN9/OK+mNsN3wNP6IqyclYCTq/21FrC+xDm\n5yxrmkRWVN5xfeeJIZ7ZHNUQzIt7U9x50p8sA5peUcikzt98pjdgCqoa+e4rDAIDjY4CR7LM5p3i\nLCsahky2UjcNY22QqMO4fQBR/SNyTE8y8X0GQYBz64Pa4cJ3yCYA4WXZaEoc8TPye7Upe/zwRXOE\n+lyqqjI0wO2g380KPZ74PWnpOC0DttSN1YGcQCVyLqTEko/NMNQoX8VMSWjvUg1+ClkWyLiQjpt/\nXSIbc4DJgyXCOfMNZ1fw6Et76rWX9ptVLng1zlaKsoMMYnbGKX75h9+KN92y7n2tbojTiCyFro6G\n6vPcqOjGQq2C1lgfWPJt953Ft1nJP9cspgSR1o2qEj+j/GOeZNlQw7A5/NaYPHqDn7mf2nQPCoUs\nLzDu7HsF6vnXtdIwFk/db3BQ0rU+6Cjnns3DWY1/F4UMWS41skxlNuIxz8N5Ob89NngvPGiD27eQ\nZZ5w2dyxuRz85H8Jq2d39y45O42VSkVzk9jGsItTrAmSa8L+wRcv4/VnVmqmK3Sf5KYFzF/+oMGe\n5qKD3dRZNjdwTsPgZVkeX3PnRu1nWg6nXvrlLnB5C2eZ0O6mZFn8vmwuks/ChZ4FAQzZQv6aE8Mu\nekmIe05rXvj6oNO46NLvL4osE7dyKlGpfhJh2ItbaRivP6PvjbtPjtNc3Scl1PsTU4P3UKLWJ5ab\nk3JXpHmp5srASoworkg0OQzmQ5Y/+fRVHFvqqJLpvFQHjgQSivbkpQOMW5yu+AHFhSwDwL/60QfV\nNfhmMo97HwBEkS4/A/5D950nhtibZIas5nObI/l/S43vkcRCC/2wBZFXHfWM323LJdohaBjanjkM\ntCRj36JcAHpTtLXTFeJmfR9UrQHqz1SDG5r3TL9/302r+M2HLxiKJz5N3m4S4ZNPX8UXXt439LKp\nCZw0him4xB4lP/uTHGdWdRWi6UCSFZVCewHzO7el4yZpgRPDLjsYiPm7pZBlMtAw0UfeVE6o6dnV\nHpIoUEg5V8OYZkLNok0ejEcv0ZzlqQW+3HvTKn79z84jL8Tz+OLLe/hb77jDey0TWW6eO689vYJv\neN0p/I2334a331XfR3iIQ4PuN7AVpNTPisUBjEWCEPn9SdZIwfs777rT+XPq5wktZBkAyO4a0Mly\nU8WMEPeyqtOrODWI3lf8TrvUqXEQYWoYgP+wrZLlBnDQF03N8q+6Br9CJj3HljoMWZ4aFAzA1O/L\nJcLDS8rf9/N/gp/+/Sfmes/zOxOnEgYgBk4vCU1k2VLDiCPBKaJFax41DBrguUSWXa/t2shySxL7\nh//FO/FDf+VWfe8yad06nOHhF3bwDa+vUzAAsSAYahgLSMcBkoZRca1hrRgAkENYgvVBB1EoGgrn\nOcQAWg6HkC1+GrWRZV4esiOJAkxSQVdY9XGWY21GoZBljxoGoXl2g9/xYRdf/Mn34G23a7emU6s9\nr/uUeA/x+03osy96sW7OpOpLm901//zrg47aZEczbT1sK2VQjCSHcdhd3K6aS8fZaiYUVw5miMMA\ntx5fmqvB7x++/xH8V7/1KA5n4j4XavAjnWGZWD1x6UDoLDdxljua+kJVMDtOLHdVciXGu/idefnU\ndM1JC+J0l0SPn9nUpW36exMNAyCViwoHs3k1mRkNo82URKrFEOAdhnqjddIwyNTC4iwTLcxO5Plc\nspHlFQvc4Bz0b73vDCZZgY88cUW93kdz+Ztvvw3Hh108dfkAr2WHy296/Wn87A+8EV91btV4vYEs\nz0xkWTkqtuksF6bOsv15NXItPtOwGyMOAyUxt32Yop9E6iDCkx7DlKSEonycXOnhkz/x9Xj3PaLi\nqGiHs5w9/wXkLGX/C6DXUEqW7z+3iklW4JnNER59aQ9ZUeHNDQgwfwZtyHK/E+GXfvgtrYky4ECW\nLaoAoOegTQG6nkHrwt4kWxgoAfT360LIOWeZxmGbypVqLvVIKdJBjgzTBnPs47zSzWkY/P7tWLkG\nZJnTU+xkvPeqRZaXOtiWyeeVgxlee9p04jKSZTnx12SyfHl/is++uFtrFvPF+e1xzbedx3LPdDVy\nlWo5Qkcc5CYaBg3MsiIf8/prVYPfnPSItUGd71uUFT78xBWUFfCNDr4yIEqipLM8z2mRosuQZUM6\njiHas7xAWpRY7gk71WNLnZoxQFNE0nxG20qbnGXi6c2y0kmZoEjCUL22CVkmxFiJpnt0lrkSi51Q\n27bBP/v9b2wcC50jIsuAOOhMM6GoMuhGGHYjvLTjTmInaYHDWa44YYDg+n3osUuiHJ8Vin9Pc8eW\njxvNhJTUoBMr3ui8MWMWpIMumcrUOcsbwy7OrPZaaRhVVeHK/gwXdiZ48pJIEuflLJPNOaApVo9f\n2heJSMM8I0rAJCu8yLIdS50Y0yydO5GnaxJC6Rs7lCw/feUQD95xHIBIlqMwULJeviB3r7bGSJfh\nRhsNg0xJtN11oDZcQtqV8xY7oNL6RnOPHCVtkICvc35kWSu80HXfdvsxnFju4oOPXMS3338WgF+f\n/Yf+ym34ob9yG6ZZUTNsoN/lQW5zAEeWqXG2+Rl34kjaXev+B3q2QaATWJ4s92Uj7togUTr926PU\n4PbSukQVVkpslBqG/P+TrBrZjQXX9XCaq/teCFmONXpHsn10MLrvJnHAePSlPdWb8KZb50uW2zjL\niwQllarHxkLgAZ3k3Vgahrj23iQ7EoJN358r6Y9D3X8zDw1D/X7hR5b5z5MoUGt44zVtZLmBG03h\n6veYN/g92tcn1a+jxisPWZbloWODBDujFKNZjvPb4xpHjCfLpHW72hfW1H/0pU0A2tSkKWZ5gSsH\nMy+yDIjFqmZK4igNas6y0BBs2kjnoWHoBj/hgGcnYW0RR8Lc4F9/+jxuOz7AvTetOF/XSyJhbCE3\nlnlRX1sNg7vYFVLBYqQslMXz2hh2F0JQqdREG4VttTma5dgdpziY5Ti71vNdBjHrVvdyluNQJceT\nrKgZTlAQcgYIxC1qSNIBwW8kEwn3Zwxr9zJvCCmzAqM0xyCJsdSJvQ1+v/eFiwCgEitxb31kRYXL\n+1OMZ5qC4EOWqat/2PU78PmCl7wpqeXzChAH45MrXZxe6SkdWV/sjjP1nf6bh88DOJp0HNFJnr86\nanW64nJ9fMw3BaHM89IwaJOjg4QvKT2z2hNNUxayfMuxQau5DXGW6bM38WkBM1nWyLKPhmFylsMg\nwLvuOYGf+q578bozAvSgAzl/1gMLWfbd2zpDlu3vu5eIZI/GFV+rozDAZjds/gAAIABJREFUt957\nGh954gpGM+G4KhqNmr/veRq8OK2HvjeaO/pz+OX5qO/DpmEMkqim4zxhjbhrA73vbI1SZf4B6HXF\nRh61dFz9cwWBaCY7nOV67V4A4esmdek4Sjhv3xhi0InwhZf28PALO7hjY6kxCeZj+HrqG9OaHqlk\nkyHwFv/3hibLDFnuHWHtV9+vg05Cdtd0faBdAo9+v2NVaJ3Jchw2qqTY16S/N6luUPQS0eczryoX\njyaDL86n/8DnX8bLC4I9r7hkmSPLO6MUf/z0VWRFha+zkN8osGgYYaAk3D70hUsAoDjPTXF5T2zI\nZGXqiuVeYpiSuHzW1waJYUrStlnRoClYg58dvMHvSJ2hYYBnrhziMy/s4AcfuNXvlCRRtnHW3Pns\nuj9Aq2HQZyIb3KyoNCdSJgobw85Ck4BMSWij4M+JXOCelh3Wd59cdl4DMCeRT2eZS8dNs9KJKgOa\nkwnA4BkeNTRn+Qg0DFn2pDHZRMP4DXloeoBRREgu8fz22Oh8p02XN9wBAiUbdCMMjkDD4OOclFE2\nretfOZjhxLCL06s9XN6fNlYhNplmK6kczK3kIqXjqqrCwTRHEmnqQBO3j5LliUyW50GWKbHxleHt\nUC6SDZawgEhs7jwxVOMfAJ65MmrlKwPE4decZd8hgzZkg4ZRUv9AM2eZqEqh1HL/6w/qNYiSEL7e\n9BMzWdb68n4ahn3flOy5kGUA+Lb7z2KWl/jwE1dqJh7XEp1YPE9q1AM0skyJuy/pJLodl7HTUnux\n0UhdVZVcp8W11geJoYZhIMshIcvEaRU/LytRjfWN3WEvxuE09z7/puDoneac66T9DWdX8MiFXXz2\nxZ1GVBkwwQPb3fZawj488OllJ55HocbNG5yzfBRkmeZfFLmS5VBRFhdCllE/PHasMUnXn8fp16dh\nDTTPu3fcfQJvvGVxt0R+gPc1+F05mOLH/58/xy9+/NmFrv3KS5YlpeLYoIODWY5/99hlDLsx3nrb\nMeN1vHmNI8sA8ImnrgLQkjpNQaVklxIGxQpDlgnltE+c5CoFNNtt8vsHJA0jL52ThdCKNqMEX8RR\niP2pEOcmhxtXKFOSWXNzkx3cTpPTEaiUmJd15OpH33EHfvzr75r/M8jnRNQWWxB9nBV4SiYLdzUo\nAPCN3auzbEjHFV7kLAosneUFEf/6vUlkeU76Cw9qqJkwHuMorUu+PX91hE89t43ve8vNxqGJKjbn\ndybSrUs8j1PLPXSisOZ4NpqJg9uwGx+pwY+eNxkMbVr2w5sHU4Esr/aQlxWujvzo8hWJPL/jbsFT\n7M+JAgLiuxZOZiJZphIx0LypECI6y8q5k2WNLC/GWR630DAA0chHclxFWeG5q6NWvjJAzcOVAgH8\n0nF1GgY1YfoSiZopieMZ0e/yBFJxllNClkWFzv78qw0NfvQzLn3G1+q33LqOUytdfPCRl1m16trm\nL8Apc3pOEG+akF8f71abkmi0l5u48AreLC/lgY4qQB2mhuGmYURW0kzIsu9zD7sC+CE6ybwHUIDk\n0EwHRj5O7r1pFZ87v4vtUYo3tyTL9LlX+8lC+vNtYTfEGciylUgfZd+dN7rXyFlW329gfr/i/xzS\ncS0Nc8pUzIcss593ojmR5aYGv4bP/Es//Bb84AO3ev/fFxzgqiXLnQhlBTz0zBYAGMos88QrLlku\nygpRFKiyy+9/4SLecfdGbRMUlsMc3QtVEpQWperWnzksbXlclNJAZxpK+Cu9RCEV08zNH+bqHT4O\nMg/t4FdhlvlpGPP4uvuCBv+333emsYxFCdei72NLxylkWW2wVS1ZfudrTuA7v/qmud9D2WPK75Gf\nbqnB76nLh+gnEW5qOPDEHmSZTyhBndENXL5EKAgClQjYOstHCZUsHwVZdjT4lRVqjQz/5uHzCAPg\ne95kHprOrvUQBAJZHjFkOQwDaSFrlqqIhjHoCK60bSrSFBxZ7iURlnuxSrwAcVDeGqU4sdxTtBWq\n/LiCDEx+5GtuAzB/Ax1gUogOphnecHZVJcJNGyQ3zhBVsPbvflEaht3g17Sp3HVyiJf3phjNclzY\nGSMtyrmS5Y6UUiSqmrfBz6Jh5EWJX33oBbzxljXvfAsCgdIXClmuv6bXhCynGll2JWqELPeS0Pls\nOG1ualHmwjDAt9x7Bh97chPjTLzmKImKHUTr4VKLhCxfJZWKoXsNJtWjnBkrEbpnJMuGjKhGlrUa\nxkxpLNN1AUeyXFaqKd4V955dwaef31ZJ/iI0DOp/AfT3yPfK+8+tKgpba7Is7+968pUBPR6dyLJF\n0bjR0nHA0TnLlBgq+qNFw1ANfkoNo6XarZBlu8Hv6JxlTmMUDX5a7/t6HFLtsBN6HrTmfPxLAkx9\n7OU9w7StLV5xyTJxqWiCjNJCdery4MiycCMKjCToW+8VjnBt6DI5NDXTMGKjuxqoo0/HljrYHWfI\ni9KLFPOggU06y75kmegR85Q8au8hB8sPPnhL4+uEW1Xh5GI3BS3is7xEyeyulalCUSqVgkUSGR6R\nlTgYnOUkRpqXeOLSPu46OWzkdLt0S4E6Z1klKlnhRSmjEAq5vR7IsqJhHAlZFsnyRFJoqHOdDil5\nUeKpywf4zYcv4Otec0KZK1B04winlnt4fmuENC+NcX3zsbou7UgmMHT4Gc1JxSAHRv68Ty53DZrH\n1ihFVYmfk65tk3wcUTgeuOM4Xnt6eW7kFtAL6SwX1Y/VfoJ7TgkaTyOyHB+BsyyvN7cahs1ZbkSW\nRWL87OZIK2GcbKdhkNTZn5/fxYnlbk1tiEJb2ovx/ntfuIQXt8f4T77uTi+tix5JUZZe+U46mPBE\nTMhdBVoNY+amnyVRiGE39h4+DBpGVtQSnjffuo5ZXuILL+2r611r0PMcs2oLIXpk8eyzbCZQhCew\n3OmSj1WbGrG+1MHuJMU4FVJv5GAIWDJo4MgyDAMUO95z72kcTHN8+HGhGrIIBZArFE3zombqQRWc\n5V6Mu1oOdfQM1huUhI4SdTUMhiyrpj99qL9RwR1YrwVZpn2P73/c7npeGoZClq35cMeJJbznDacN\n7eq1Qcdw5G27JlA/pHSOAA61v58fWaY15xNPbSIKA0yzEk+zfo/Wa1+fW7x+QaVNXrJ61z11pQpy\ndgM0Z5l4TceXOnjgjuP4vx56AdujtJYg8Hh5d4K1QdKYJPLF1+e2Q6jBzjibj4ZhcZY3HANHlfZm\neavsiyted2YZu+ONRoF24OjIMlfDyAtmd61oGJXS5Z1XpcAOek7aflpPPrrXRy/s4Rs9sngUCZu0\nXuk4pk05bagOcDWMrKwwuFZk+Rob/LZHpXLfIyRuNCvwma1t/Ef/4s8wTkWz4k9/z23Oa9x8rI8n\nLx0AgJUs9/G587vGa7kaBiAUC3yoJCAQyTDQUoJ8ATux3DU4y0SrOLncVXPWTpYv7k2U5fCVgxn6\nSYSlToT3fve9CxkS8Y2krMQcv+f0Mj5/Ya8RTaojy/NwlhejYdDmTTb33YbxxeXj6Luan4ZR4lPP\nbuOB2495E19lkCL53b/w8Wdwx4klr7IOYMpihp7rupBl+jklW6OZ3xBjbZB4DxHLPa2371rTvuqc\n4EJ+5oVtANePszyzkeUpJcsp1gd+KkEnFk6raV6qdYoUcgadSEl1cTdXGodrgwTTrFTNSscNGobZ\nAEZ5RF6UKCu34RIAvP2uDSx1InzosUvqHuaNY0sd7E0yZEWJSVrW9klq8nvjLeutDeu0Hl5/ZNl8\nHprbzakZfxGcZf38j/I+tQY/n3QcIcst70Gf2d6HBp0YP/9DbzZ+9nM/+Ka57tkwJeFJfQMN6Fqi\nzZQEEPvGt91/Bh985CIeuTA/FeMViCxLzrKcIPfetIKTDiUBgSyLDdjmLD94x3G1aOy0NPld3Juq\nzdcXyz2xIGVFqTt8HcgyIEph85wUaeAUlVTDcKCKvMHvKDSMH3vXXfi1//iBVnULQpYFv2/+pJYm\nY1qYyDLnObaZHrSFomFQssyeK+kwHsxy3H3K39wH6I1j0DF5rTVkOdLJud90gXOWSyMRP0pcS4Nf\nlxr8ZrrBDxCJxqee28Y4LfC/fO/9+IO/93XOCg0gmvwIleRl71uODbA3yYwkVNAwIpXEtPGWf+xf\nfhb/+W98TjVomshyz0CWiVZxYrmLjWEXURjg0p6mgTz1/7d35kGSW/d9/z6gr7mP3Z29Zg8ud5fn\nLq/lodVBhiZF6nAoRaIllW1ZhyNZsqNYcVmxopRSpZRcPuQ4lXKlbPmInZQtxXHsxPIR2cphRbIO\nU7YokQotkUtKvLn37szuTE93v/wBPOABDXQD6Ab6oef7qdqa2Z4eDBoPePjh976/7+/Fizj+c/8L\nX3z8lPt+xzlDCIFb9i3i7qt7PzDpqIlUdT2bblRwtdtIpteDs59Z7sT6LIeZrtsQAphOmKHzNMvr\n/WUY+7ZMwbYE/uBrz+B3vvQU3nbb3i4LySiqFQsnTq7ihQtruF1zR4l6H+Bc4198/DQeefYC3vuq\nAz0DHfUj/QE6jB8sB4/1pNY4YFVrHhJmfrLaJ7Psu2GEXQD2LE5gbqKKrz11FsDwguWmllkWwmlK\nArjyiOnozD3gz6OXmi1vLvB9qSv+9lvdnvsqqfSE24xmMSDDCGUe3fuAuhbjajIaVRt3Xb3kaY/T\naJbVCsXplaZz7EMBlW0JfOLBG/DTr76q77b8zPJwg+WwLrlXc5I8ZRj6scnmsxyUjHQV+GnWcUnc\ntPwOvP33Zdf8RKKHmECBXyioH4b8KYx+Tnc1JdGO9w8c24PpegXfTBEsG5tZVpnau2Nu8EE3DMdj\nd36yhpcd2II337LsDeSZPvZxz5273FPrCmhG7WutWBmG6pp0ZqXpapaTPcW1O719lqUELq5v4ECt\n/9JqVhpVp+3mhcsbONSnTW5g/5Se0dUsN6rBJaxWWw5NhqFuoPqToz4G/fZbTRxzoarqoGbZt45r\ntuK1yLp1XJTPclrU5JTU31qnUbGxvtHxKuS9DlzrLXz39Cq2zdTx4LE9PbexvDjpLbMHMsuaU8bc\n7jm0OxJrGx1M1Sve0mwvR4xmq4PPf/skds1PeAWa3TKMNUgpIYTwAuel2QZsS2DbdB0vaJrlh585\nDymdwoyXH9zqFAPGyAf6ofbj1IozP8w0qji2bwbbZuq4Ymv8tdbQmpIo+Vc/XnblFpxaaSa2fkxT\n4FerWNi3OIkvPH4KywsT+Mjrrkn0N6qW8JrR3HHFYuz7PBlGq4PPnziJyZqNN9zUu+ZAPZy32p1A\ntkvHt44Lzgt6S9pemeXXHdmFuByAqjFRxdjhwiYhBI4uz+ErTzqZ5WHIMOp2ULO8NFP3MsunVpqB\njG/X77rju9psd8kw1PXoBONt33NfZZbd+Uw97C5GWceFgkJV2NjrQe/+63bgT7/xvOuRnfz46C43\njl68+3dfG2rdHIc6BsPOLHuylJBsMKo5SZ5NSfTjmk2GEcos68G+Zh13Ya3Vdd+LwguWhxjERh3T\nNEF5WuISYYBfQGwJR4p1/e5ZfCNFkZ9xwbKSVGydruO33nEMt10RnfWo2MIr3mu1JWoVC7Yl8Kn3\n3AEAOOXqxPoFy8+fX8Ox/b1lCrrRvVoGi5NhnF5tYr3V7vs0HraOiwqu1WRx7tJGpsxyUtRnObPa\nTFXMoReeBNpd22oZtoOVdUcCkEVGAujBcrcbhp4FP7S9f8cyoDtYjsssA718ZH3ruI1272YoSagO\nkFluVC1ccAODyVolkFl+6vQl7O/TnAIA9mge43rwopwynjl7Cdfvngt0VJvSgvI4vvnseay3Onj2\n3GXvYUf/jEuzdaxtOJrhmUbVk2SoG66yj1N850VHKqLcH166uI5rdkR7h/dD3UjU/DBTd2QYf/OR\ne/r+nhC+ZjmJzvz+63fi/uuTBQgAtNWN/pplADiwbRonTq3iF958NPEKjroeFqdqfVxkfEnVSxfW\nsXOukdgW05FhRL9HHcdwRb0uw7jUbGNrTEY2rgUwAM8nWD3IRQU8R3bPea5Jw8gse5pl92/umJvw\ntMqnV9a9VYso9GJTdV5W7VCwrGQYG0HNslpFUPaBWyIyy36Q4ryuMsu9HvT+wdVLqNkW6lUrse8+\nAG8V+OTKmtNqfABdas228IO37+0rsUtLd4Fft4yhEJ9l7dhkk2GExzecWXYGvN2RiT6H1z0yB+cR\n/Xu1m8P8O4pAB79wsOwe72t3zWK6XsHR5Xn89l8/lXjbxskwdDumu6/eHjv5W0JAWX9GaQfVE3ev\nYHl1vYXzlzd62sYBWgvVyy1vsgqffHomO1zIFIVX4Cd7NyUBnIx2Gq/LtKi/7RTDpC+SUm4YarLR\nW+SurLUwVaukbqii8Ar8emiW6xULywu9g0IVgIS7OlZsK9DiNFBRHBMEB6zjhpBZHqwpie0tOTuZ\nZV8e8b3Tl7B3sf+KhN7wZyqgWXZeV0V+yr95ql7xHqouxTRAAYCHnnIyd81WxyukDWuWAd/L+aWL\na1jQtKg7ZhsBzbKyCDxxyllyPnlhPbYwrR8qyFUBTdKVDyGEZ27flsncMNLiaZab3aspUfyTuw/i\n377lRhy/sn+rX4XKHt22P16vDPjXzUa7gxcvrPVsrqNQm+slwxBC4P13XYn73UJsRViGkUYCoJhp\nOI4wp91Vg6ji6KPLvodrL014Ujw3DPd62DXX8N0wVpqxThhAcHzD7a7VfBwrw5hSmeVuGYaXeXS3\nKUKZ5V6Zvel6Ba86vDW1BEJdjycvrqcuGA8jhMDH33gEx/bHr3xkIa7ddVQWNN8Cv0Ezy8H91gPT\nqi2CksUE4xB2sxoGlYhjmkcG2/t7umY55BetzkVlQ3xk95x3LSTa9hD2b6i02vGWNjpOZzdfsxxe\nUqrYltsKND5YVrZxvZwwAGCrmgBW1rwWnuHgdWGyBiGcm286GYZbDRujWVbkmVnWnTvS+Sz7k6/+\nkOO7YTgyjKx6ZSBCsxwhw7hy23Tf5XAV+EYtR9XdAhshRODc62Ud11HWce3oTlhp8DLLGX2WFXqB\n35nVJl64sIZ9STLLWrCs39zmJqqYm6jiadc+Lhgs93fD+BtXEwoAT55yAt2wZhlwCvuu3DaNly6s\nB1rv7phr4PPfOYlOxwm6vu1mlk+cXMHlZhsX11uZg2U1kSopQhonDdUIpt2RyKFGpUuG0W+58oY9\n87hhTzoDf3XO3X6gdyCiPxC/eHENt/QpFgb8zNFGJ77xBQD89H1Xd702UfO7bK2ut1OtdCnUSqB6\nCIvKqh1d9n21h3HT9oNZlVlu4KJrXXr+8oYn04tCH99wu+ugDMMPltVnUsHsiZdWUHNdQrxtxbhh\nbCTILAPAz77xiHd9JEU5JJy8uI7LzW7NsgmENcp651mFmtNz9VkeOLNsuV+Dn0P9TP9/kvu6km6k\nWUnoh/6w7GX0reA5Pkx6ZZZ3zDZQsYRXu6PPAUkwMrOcpGjG6ezmfB/nd7o4WeuZWX7unJO12tnD\nLUP/+fPn17paeCqUg4cjw0hQ4OfJMDqBZg06cfrcYaNfqGkmB1Wlvd4OBsteZrnjZFqy6pUBzXN2\no1u/qR5Y+kkwAN9/MS5YVtklPUsc94RtW8Pt4OdpljP6LCsmNBnG/3vescVKEizvmG14nyGcyduz\nOOFllle01uVKsxzXWrvTkXjou2e8CUllg2uBYDnYmOSli8FM8ZHdc7jUbOPvX7zo+ghfxuJUDWcv\nbXiBc1bNstoPlX1M80DnZJY7rmY5vyIVFTTmUQij5pbbY2RuCn2V6KUL64kyy7rELE6zHMdE2A0j\nw4qaevBREp6oYHnnXMML7IZx03ZkGNK7HnbMNiAlPFeOnpnlkNe7/tpEWIYRyiyr+ezieguLU7VA\noKPGLiw7SNqMZWm2gWt2ppM51Ss25iYcSdVaq9sNwwTCGc5wAaTzmvN1EBlJP6q27zk8SIFf2MHD\n+ZkVeAhLcl+3LWuoWWXAv38L4a9sqN0ahvwpTK+mJDvmGvi7j96LV7ndoPcuTnqqgSQYFyy3+mQj\nFMHMcnTAsjDVO1j2Mst9ZBjbpuuwBPDi+TVcdjMHjQgd3KL799Zb7b4nQlhe0EuGAfRuwTso9QEy\n2LWKhY2WRFvq1nF+ZvnieralVIU6TlEd/NS+JilKrPTILNcqfmtQ/WKLLfDTi0sTFnn1Qv3trD7L\nismqH8R+ywuW+8swbEt410B4/PcuTno3/CgZRlxr7SdOruDcpQ2vAc0Jd5lYfyj0ZBhuUPPihWDB\nnsp6fuXEaU+TqSzLvnzC6cIU5ZSTBN8Nwy/wS0q9anmZ5UE9tqPwM8vJNMtZ2Dpdx/bZOq7e0dtF\nRs2rp1ccl58kmXyvwM9drUnDRK3iFk86fvVZ5GfhzHLUnOYU+TnZ+GEUGqnM72qzhUbV6nKp6OVJ\nq49vJZR10zPL6wEZhnNcGlXbexgIF8J5HVXdbaqhWPcK/PK5/W+bqePkyjrWmm1MZJjT8iacaY/L\nzAL5ZpaFEF4wnqVeJZxZtgLBsgi0l05yHdli+HNNlB7c81nOIbNsaZ85avv6PC+EwOtv2JV824Pv\n3nBJl1nuHbAsJMgsC4G+2ZKKbWHbTB0vXPAzy1En3+JU8syy7d0QewTLI8gsZwmWm+02Oh29KYlb\nFNTuYGVtAzNDCJb9piT+OO9emMCbb1lOVF0d54YBOBNVLSKzHBcE624YG+3OwDfbXXMN/LN7D/f0\nro0jLMOwLUdT++0XnOAySYEf4DtfhM/rPQuTeObsZXQ6wW6M6n1xBX5fdfXKd1+9hJlGBU9GZJbn\nJhx98smL6zi9so7nz6/hKi14W16YxO75CXzlyTNeJllpXFWwvK2HJVcv1HirQuC0meX1jbbzYJ+D\nDqNLs5xDsPwTdx/En33glX1rCdQD47Ouj2+yzLLztdXuIO2lMVG1cHmjrbVaziLDcMayX1tu1SBj\nGMfX68Z2aQNTtYpXG6HO+17WcQHNsh1cnQvIMFodXG62IETwuldNO8LZ63AQldQ6blC2Tdd9zbKB\nmeWwDCMqM+u5YeS8/ypBksUJyWtKEuGzrK5bdd9LVuBnDeXBUSfcWlz/Pg+fZcA/75Mkn372jUcS\nb9e4YHkj4dJmRQ+WYwLsxan+muWt0/VEk+WO2YYjw3A1y1En35apmq9ZTmgA7i21Rry/KM1yI0La\nkBS1PBgs8HO1cR1nWXIgzXJXUxJ9ydLCJx68AQcSNmEA4mUYSqYRbhkahe6GEXfupUEIgQ9836FM\nWdKA3tw9zlP1CprtDmYblUSeu4AjtwC6z7M9i5Noth29qp5ZVkG5bh3X7kj86l89gT/5xnP4wndO\nYet0Dfu3OAHvd093B8tCOPZwL11cx8PPOA01bgxpb28/sIivusFyzbZw/OAWVG3h6aGXZgeUYaw2\nMeU+ZCSl4dqb5Z9ZTlbgl4VG1e4ZwCnU337mbJpg2V9ZyirDUOdVllUptbTaK7MMAK87uhOvPLQV\nywu9VxaToI7T2UtNTNZtzE44+/Ckl1nuESz3lGE426lrmuWJqh3I2KtrvDuzrAr84H4NyjByzSy7\n1nFGyzBCmeUon+W89189ZGWTYQQLOO2Ie5d6TzIZhhh6sFwJHWv1d4B8OvgB/rU47HnTuAK/pDcg\nWwi03YClHadZnqrj7OqG5+Ma5vnza9jVR6+s2DHXwJOnVnFpo+XZ1IXZMl3DmRPNVB38emaWdRlG\nnhY2g2aWW0HrODXBfPuFi1gZkgwjKlhOQ6VXsFy1vOBXCGcZp92JL9zrdsMY3TNn1KrAdN3GqZVk\nEgzFXVct4Zmzl7vOQ1X89/SZy1qwbHtfVzTN8l88+gJ+7s8f8/7/mut3QAiB5YUJPOZ2CAxvf2nW\nubF+/XvnYFsCR0JFF7dfsYg//Ntn8dlHX8SBbVOoV2zs3zKF77y04jQvytiwQO3H2dXeTgVRqI6X\nSTv4pcVvd92GJeLlQEWgbroqs5xEI+4X+MW7YcQxUas4meX17MGyWmr1NMsxc9rh7TP4T+++PfX2\no1DH6dzlDUxWK15XSz+znFSzbAVeU5abXjfXje4GVcoRoytYDgUqaihUsJzHuQv4wbJlCTOD5VAH\nv6imJL7Pcr77r45PHtZxQLecpxdpPbWTEJm1z8F1Q8dv8jXmwXLSpU3bEmi39aYk0ZllR0cWnd18\n7txlHO7T+U2xY7aBv37itKvDij7xFqfqOHvJsQvq38HP+ZpchpHfUOlLQGknh6ot0GwHA4drds7i\nlYe24hc+6wROaZwGwuhuGLoGKy2qy16kZtm20LKl9/+KFyxH/y0R0Cwn6+KWF42IByoVYCQp7lPc\nd90O3Hfdjq7X92r2ceHW5VP1SiCz/JtfeBJ7FifwiTffgL/69klPMqHXBIRXcbZN1/HU6VX83dPn\ncHj7TNd5rgrQvnfmEv6hqy87sM0JlrdO1zNbEqr9aHVkKr0y4Bzns6sbuWWW/VWnVi4SjLT7IoQW\nLCfI5KvERLvTiW13HcdE1Uaz1cEF1w4x7MOchJlQZrkIKYDKkp271MRUveLNMydOOS4VvaRoUW4Y\nh5amcWzfAq7bPeu9RxX4hedolVkONz7xCvy8IqtgZjmvYGXbTB2rTcdfP+9gMwvq3hvuCxBu6gEU\nIMMYoF4lbA2oP1P73XTNyCzr06Q6H/Oa28IPnMPCOBlG4syyFcwsR+mvVJHFmZVuKYaUMlGra8X2\nuQYurrVwarUZewHpk1VS6zgVbPRqSgLkO+noFb+pZRgVG82WREfKwBPur7ztZiwvOJ3hhmUdN8iy\nypHlObz5lmXcvK/b+qpesQMPK+pii9P02ZaAlI7jQ0fmp/1LQlRmOUuwHMfu+QlYwml6cKnZgiX8\nG8hkreJlAB9++hwe+u5ZvPP4Fbj9wBZ86P6rvQIqvUNmVGb5xQvrePjpc10SDPUZtrsB2mHX9UTJ\nbrLaxgHBB9G056dqMR7nwjMoakXj0oDn/DAQQqBqOYHajKZV74Xk2hL9AAAgAElEQVRvUZY+864a\niCiXkixJgomqI6t5qU9meZioufpsSLOsPJZ7FTrqY6we6rdM1/EH7zvu3Z9867hWV0dC1VNgMWRP\npx50whnIJE1JBkHVEUiZr5tEVvz7VLBALugJ7AaZOQfLav7OUuBXtYP7rc9Fqmhc3ZvC50wUO+ca\n2DWfrWA6jqjMch7NT3TyCpYNzCwnm2DVUjngTMrRmWU3WL7UxF43cHjoqTP4yB89gkPbp3Gp2U58\ncij7uKdOrcYuaejLYP2eFLsK/Ebqs5z976hJPDxuc5NV/Prbj+Gtn/xSzw5h/dBlGINkQmYaVXzi\nwRsif/amW5Y9mQegVZHHumE4D2gbnf7m/nkTdDJxLmcV/O1L0JCkH7WKhZcf3IrPPPwc7r12O6Zq\nFe/GP123Paus3/zCk5ipV/ADt3a31t69EJ9ZXppp4LzbvOGmiGBZCIHbr9iCP374ORxyV4EOuO2o\ns9rGhfcj7crHRNXGWjNY1DpM1PknZX7ZlzQ4q0fJ9eF6gV/aw6M0ulkKLxVCCMw0KjjnrvIVk1l2\nxuncpSYmazZm6hUI4YxhP5lPwA0jZi7Rm5KEg/+FGM0y4Lj7hDunJWlKMgj6Q2ye7aKz4hfEBf+v\nr4L4muV891/N35kK/NzgOKrArxrjqtKLjz1wvScvHBZRrbjV/uY1t6n5c9jBuHFncqrMcqe3ZnnB\nnTzOuo4Y6602PvRfv4GXLq551fRJZRiqsOXJU6ux+iJ9UkyqWfYK/CIGdhBLtzQEvHpT3ljqtoWm\natAQGreDS9P46r+4B2+4aXfmfdPbXed1cb35lmX88B37vP+rSagacx46bhjSO//yytAkQZ2LeoX8\nMDPLAPDgsT149txl/M/HXgxoSCdrFaw2W3j+/GX82Tefx1tu3RMZ3AQzy8HzSw94b9wb3VjjlYe2\nQgjgWtfzVWWWsxb3AYMFy42qhbVWjpplbZujziwDfpYqSXEfEPRZziLDAIBTqjgvgxsGEBzTQoJl\nr9OhxFTd6ViqroVeDUmc3+0u8Ot6T8WXYYTvBfMxbhiAEziErdI8N4wcNcsKE90wwhpfz4LN7g7o\nGjmvStQHsI7zMsue37L/s7CrSpLVlVrFGrrG3PdZ7taD5/WwVrWtXGo9DM0s9/+QlhBodTTNcsQk\ns0VrQQ0Av/ZXJ3Di5Cp++5234s7D23BqpdnT/1JHLYdFPdn7f8+fJFLLMCKeLIOewnlqlv19TVtQ\nU6tYuNRsxTYgyKopVegPFUVlcKuehi0us+wEyxuuZn6kmmUlidAq5FXL6zQFfr149bXbvU5+V27z\ntzldr+CZs5fwG//3SUgAP3J8f+Tv65nl8EOkurFO1yu4MsbV5E03L+OmvfNesaHaB73bX1oq7hK1\nlMBMPb1m+XJzMA19L/RtmpFZdvYhaSZfTQOZZBgqWB4gswyoMXUKVgedg5IQtQo426ji4lorXWY5\nZs7xCvyabS84Vuyan4AQ0c21Kto5qo6D54aRo2ZZ0c8VahTYoUxyuNAP8Of0/GUY2d0wuqzjIqQO\nyuUpz2RbLzwZRqDhS86ZZUtkevjox+hn4hBJM8sVS6CjZZajfsfLLF9q4qlTq/iV//04Xnd0J+66\nasmxrZqpJzbN36FlVRLJMPoW+IVkGH00y7nKMAb4O6rAr92RuXjOqglhvVVcsOw/+cZoloXjs9xq\nj16GoSZbvWnN9tkGFiarA8kUgn/DxhtudIrrpgOZZRsnL67j977yPTxw465A22ydrVO+PWM4U6oC\n3qPLcz19rQ8u+StA85M1/Prbj+GHtNWAtKjukwBSd5hU7a43ciru1AMmI4Jl9zOmzSy3MhT4qfnn\n1Goz8P+0qMxyUUGCap8O+AkHVeTXyzYOCMswoo9XveJ0Sr280e5qUHXfdTvwmZ94BZYXuq8/J8sW\nlGHk3ZRkYbJWmE9xFsI62nBzDwCwbYFKDgVvYdR9f5B21+G23U5nwGD2dlTBcpQtnzrF85rbahUr\nl22PfiYO0WpHZ4nD2JaeWY4OlmfqFVQsgdOrTXzsT76Fmm3ho6+/NtN+TdRsb/KLO7EXtCf+vprl\nJNZxervKHCcdy1I94dM/4Xod/DK0tk2Cyu46meViMrj9CvyUZlmdfyYU+OmT4XtedQB/kqDhRBoe\nPLbH/Tv+jXqqXsGFtRYub7TxvjuvjP1dyxLYPT+Bqi269kkV70UV9/Xi3mu3D1TgB/iTddrsZaNq\nQ0on6MgrsyxyvqGkQckwkh5vFYNl6W7ZCMswMq6oKYeTooI1fW7yMssTSobRO7Os/26c7MbXLLc8\nOzmFbQlcv3su8vcqbtAHdLe7zks+ZlvC+8wmBsu+dVwwkAus6NhWIYWhg/ksB/fb70jYXayeZwfg\nXngNcbSP16vD3jCoWCKXedM4GUYazbLSjUoZvWQuhMDCVA3/45EX8OSpVXz4NVcnzo5EsWPWKUaK\nmwAqtoWFySrOXtoYqhtGo5r/UmK9aqHaEYkz7YpaxXYyyzInGy2tKUlRGdxwJ8Iwaiw2ctb+JUHp\nzfVgebKWzLUgDdfvnsOt+xewf6ufvVJ+y/ddt90rvotj9/wETroBkM62mTr+1fdf69nMFUm9YuEi\nsmiW/WOd19hXLIGNtjRDs2xn0yy3OjJDgZ8vw1CuFllQjUmKsi7Tb86q5bzyWu7X/CVJZlmdBxcu\nt1J9popl9bCOy+/c2jbjNBsy0mc59PAQFSz/0B17cev+xdz3RclUMmWWlXVc6HNEPXyNKrPs7Vtk\nU5L8NMt5zJvGBctJNcsqs9zq9NZfbZmq4bEXLmLflkm84+X7B9q3HXMN/P2LF3ueeItTNTdYTuaG\ncTmBG0aeemVFVo1PzbawvtGGlIPrk6NQx6lToDOAmoTiAiErdNPJazkzCXVPhpH/ZPi7P3pH4Jio\nKvz333Ww7+/u3zqJEydXul4XQuCdL79ieDuZAjWhZnHDUORhHeds1w2WTcgspwyWVVDWandSzwme\nDGOlmanVtWJmhMGyKkpU9nF9Ncu6z3KcZtnd/uWIpiS9qNiiqynJRs7WcYC/CmGkG0ZMRlk/HgeX\nZgLSr7wYJLPsJXXscLDc/fA1qgx/WC+vv5Zngd+wG5IABgbLaTLLUsIrsoq78NUN/SOvvWZg0bfS\nLfd6CtwyVccTJ1f7Z5aVDGOjvwyjiBO9UbVS6wsBZxJXtmt5NmgAitMG+1XG0X9P7dN6zoUySahX\nHPnMVAEPVOHA7cFje3DtzlnckEBC8cF7DuOH79if055lQ32etE1JdJunvMa+allYQye3lrCp9sX9\njEk18F5QlkGapea685c3vIY4WShahlGPyCx7muU+bhhKP99sd3q6YSjSBMs75xrY4Rb+hX2W85S1\nKa9lIzPL7sfuFSwXRd0r8MvihhGyjgsFz/p7RpZZjirwK8A6blPIMBL7LHdl96J/586rtmHX/ATu\nvXb7wPu23Z10+mWWgf6aZa/Abz2+wE9NokWc6I2qnSnYrdnCC5bzzCwD+U7uOlEm9Trqui9iObMf\nQjgtSkfRKWtuoorjB7cmeu+W6Xrf5eiiyapZDmaWc9J95uQVmgXPDSOxz7Kz71ms4wZx5tGZ9jLL\nxdzigs5FvhsG0D+z7Py+42Xdy2dZkeYz/fY7b/PGICzDKCKzbGKwHHZo6Dff54mS0WXr4Bfcb7+N\ntFYg7AXLown11K5YETKMvO7nD96yB+cudzeiGxSjgmVlh50os6y5JPT6nR/rUXiUFmXN0ytboSbG\nJMsAtiW8p/y4J6GqLQoJluuVbEsXtYqFtY38tLujyCxH+W4G9inkVzpKn2XAuSGNKnNQZvzMspma\nZQCoVUZ7bgHOHJS0ex8AqD3eaHeQVqWin8dZWl0rPBlGzk0lFAHNshvk33rFAo5fuSVRYWStYmG1\n2Y49n2oRwXgS9HPVKvAhX61CFLHilZZwgV+U9VpRfN81S7i41spW4KeakoSkDvq4VkcuwwjuI+Af\n/7qdzz697ujOXLZr1pnsRstJLMjUAV93AzW7gEBKyTB6ZfFUFXCSZQDVWKVqx/u11grKGm6fbWTq\nIqR/ziwyjn6MokFD2NA9TFizXFTGO459W6awf0ieypuJrJplPQuUxzkP5F8xnoaqbaVqAONrlrO7\nYQCDZZaVDKOojFpUMHv8yq04fmWylRc1j8bNOcOwEe2Sj+UYHL7hpt2oV21PAmISvuzC+X+UvVlR\nHF2ex9HldE5ACk+r3CNDnqYpSR74xYf+a15Qb0AiIA1GBcsSyZs8hPVXRSyhqAu/14m3b8sU6hUr\nkQ7Se8LqoVeqVaxCns5/+S03Ist9X/cXzWOysUaRWe5X4OfddNSqxmgDmj9833GUa9oxg6yaZT1L\nk5dmWZ1TJhT4veXWPVhZayV+v7psssgwbNf2qdnqDKXArygZQDUis5zq9/vYVeqZx6xZwu4Ofvmd\nW/OTNbzttr25bX8QwjIMy7VqzKtYNy88Nwzb/xxAKLNcsXKzUktClGZZfW9CIiANZgXLKrOc0A0D\n0DLLBQTLV26bxoO3LOPlPbIFb7hpN15+cGsiHaTa515LMBNVe6AMS1JUMUpa9KfDfBo0aMFyQRd8\ntU+mIbycOcoCP2D0MpCyoornsvgsK/I69uqcMiFYfv3RXaneP0hTEsDJnDZbnYGywrOFNyUZLPMb\n17Qn/HNn+9mOS7jWYtTz1qgIyzDUa2U7HNVQIOprlv0PMtOoYH4yWZfiPIh0w7DVw0m5DrhZwbL7\nNWkHPwBotp3sXhFL4bWKhV988Iae77EtkXjpSX3MXsHyx994pG8HqFGiT+5jU+DXR4bRvZw5+oCG\npKdmW7BE+uBmogDNsi/DKJ8WXV0OHZnthjhRtXEOG5lbXQPFu2Ho82CWlcBan8yyfh5kXVIvqimJ\n6URmOy1R2sxyWEaiF4m+91VX4oEbdhe/cy5qV8KZZacJWrnOP6OCZUWSi9jqyiyX60QH/JO63mNC\nf3lCt4FRoQf6eTYlAYrULPe+cYWryjdrhqbs1CsWpuuV1JN2owCf5apBMoy06MczS2ZZBbiDZIWL\n9lm2LIGq7XhjZ/mbapz7+SwD2Y9LWIYxShefURJV0OcEy6Pao2xUQvKLKJeJxama59A1CiIL/CxR\nOgkGYFiwLGVyzXKlK7tXvoDF8jTL5TtxFHkX+OnFnsV38Iv+PF5xqSrwK+GDGgEWpqpYytDRs9DM\ncgnnhqBNVPrfV8HmIPKzxakads9P4NDSdOZtpKVqW+jITjZXIVsV+MUXeiuyBstqWNod5z5bwlvm\nUPCynV3Bcrmutd3zE6hYwjMeiLKOGzVRHfwsMToN9SAMFCwLIX4RwPcDaAJ4AsA7pZTn3J99GMC7\nAbQBfEBK+dl+21Oa5TivSR3LC1gcGUYZl5TUxxyXYDmPDGsgs1xUBz+rd5bHNM0yycZP3XsVVtaT\nF64pdDeMvDXLZZwb9EMySGZ5EOu4esXGF3/m7sy/n4VaxYJtiUzLy15mOU6zrL2eVVoihIAlHHlM\n1c62n+NAOBMLOA8go7JXy8rh7TP41sfu984dq0+SZxT4mmX/tW0z9UxJilEzaGb5LwF8WErZEkL8\nPIAPA/jnQohrAbwVwHUAdgH4nBDisJSynWinkmSW7VB2r4QBSxI3DNPRn2JzySyPwA3D7+DX2w2j\nSCcWMnwWpmpYyLBEqbomSlmEZrmMwbKWRcqiWXaD5MkCCpuHSc22YGW0w6qG9Kdd2w40Jcl+v7CE\nQEemt/QbJ/z23/4x+NUfugW75idGtUuZCSeQKpYwK7NsdR/rn7znEN531/D6XxTFQEdVSvkXUkqV\nmvkygGX3+wcAfFpKuS6lfBLA4wBu67s992sizXJoKbxsSyiAfyPJ0r3HFPSbeR6Fbvq5UCu4wC8+\nsxzWLJd3/Eh6hBBe5608iloBX9pTxiSA/syctt014GdOBynwGwVV28JkRru7fj7L9SG4YQCavVgJ\n75fDIqq99U17F7C9hNnOMJZxwbL66h/rRtXO7L41SoZ5VN8F4M/d73cDeFr72TPua10IId4jhHhI\nCPHQmTNnACTVLDu7XmbNstrnMi61KvQn2zyuUf1ma0wHP3c3+nWPJOOLyu7lr1ku36pTILOc4fB4\nmeWSdaWsD+CJX6s4ziy9mlOpr4NkhdWvbmbp2Cg79uWNLYRRY6uSmFkemk2jb/QhhPicEOKRiH8P\naO/5CIAWgN9NuwNSyk9KKY9JKY/NLywASHYSewHLRnk1y5Z3QxyXYHn4n0MZxgMF+ix71nExMoyu\nDn7lHT+SjYZ7Lm4Gn+W0DCzDKGlmuVaxMgf4NdvquUKlVvAGfYDwA8XynVfDIkoaMC5ULGGUlWmU\np3VZ6TsbSSnv6fVzIcQ7ALwewPdJZWcBPAtgj/a2Zfe1Pn/M3akk7a7dE6LMutFx0CzXc84sA87Y\nbrRlYUGp3bfALxgsl/FBjQxGw8ss53NOltsNw/8+kwzDyyyXK1jeNT+BLRltumq25TWZiPy5ex5M\nDliEFtW4YrMRbnc9TliWQM2gNtLKzWocMsuDumHcD+BDAO6UUl7SfvTHAH5PCPFv4BT4HQLw1X7b\n8zXLSTr4OV/LrBtN0sHPdPQANq9shROcysI0y16BX2wHv2CB32a+8WxWlGY5t8yy8lku4bymuyxk\nbUoCYKB216Pg3//gzcgaE0zVK5jo8XCgguVBfaPV/m3mB3wrosBvXNgyVcOWKXOamNljJHkZ9NH9\nVwDUAfylO0F+WUr5Y1LKR4UQvw/gW3DkGT+exAkjjc+yPQaa5XHzWc7r6bFiCaxjFJrluA5+zlfV\nEKeMD2pkMDzNck4PSmWuZ9Cn4iz2ZH6wXK7McmOArO977zyA19+wM/bnFVeONmi23Svw28RzVlTR\n2bjw+z/2ssy6+TxQ+bNxeC4Z6KhKKQ/2+NnHAXw81fbcr4k0y8oNY6O8S+Gel2rJ/B11aoHMcr7F\nToUFy32s41QAsF5iCRAZjEY1X82yPSaa5SyX7JHlORzZPVfKivmsbJ9t9HRjEG6L4EEzy+OU6cuK\nOj/Hcd7eOm1OVhnwE0/jcL6Z8wiikSyzrKzjyutIMHaZ5byD5YIL/PrKMEq8qkEGQ8kw8hp7pV8t\nfbCcIaV011VLuOuqpWHu0lgwSAGhQoxxoJgUv1HG5j0GRRHVwa+sGDUTq/LAZG4Y5S+yGgfNct7W\ncc52lX6zmDHu18EvrJcv47lHBkMV+OX3gFhmzbL/PQOS4VEfQrCshmNzyzDGJ4AzHbVCNg7zgFFX\njITSLCcp8FOZ5fLad42DG0atgAI/9SeKlmHEFe55MoxWe1O3jd3M5F/gV15taSBY5rUxNBanalia\nGaxxRlRDjs2GV+C3iY9BUYxTZtksGUYq67igDKOMF7+XWS5zB79CCvx6d7fK6+/FnVO2JsMwydOS\nFMdErXd74kEZH81y+eZlU/mdd902cNGjGpvN7ODDzHJxqNvjODyYGBUsqwK/ZB38gpnlMmqwxkKG\nUUCBn1VwZllZVsVVnuvWcWU878jg+JnlfM7JaonnhmAHP14fw2Ln3MTA26B1HIsci8RPPI14R4aA\nUR8hjWZ5HBpDWN4NsbwyjIpteTq43D1nCzJbv++6HfitdxzDjrnoJU9L0yyb1FqUFEf+7a799sZl\nQz8kJZyWx5qinYVMRN13xyHbaTpebDAGD81GXTFpNMsqSFkvc1MS9/wpY/ZIp5Zz69+ii1IaVRt3\nX729x/5oMowSnndkcJSnbu7trkt4fg3alITkh8Ws6lgFcKYjhIBtjUddj1kzscosJ8jWjYN91zho\nlgE/iM0/s2zGcdKdWHq1qCXjiwqW88ssl1mzrH/P68Mk1HBs5loLFjkWi+0GzGXHqCsmm2Z5DAr8\nSizDAPzMeF6Bg2ldp9THbLY7iR7syPhx8955vOzAFsxP1nLZ/tj4LJdwXh5nVDa1jMmlYcHserFs\nm6lj24xZzVKyYGSBXxqfZRb4jR61VJyXBkyNrSlL0mqyXd/oYLaxebqMEZ+b9i7gU++5I7ft33Fg\nC7575lIp57Vggd8Id4R04XWv28QP+X5mecQ7skn4sw+8cuDOkyZgVrAslWY5RbBc4nbXfge/cp9I\ntZwzy6YVpXjBcpsFfiQfjh/ciuMHt456NzLBpiTmosbGlLl0FHg+y5QIFcLc5HgklIy8YlJ18HPt\nu8ooIB8XzbIKlvOafPxg2Ywx1jXLm1n7R0gUeoDMIiqzoF6Xx4Bkw6g7vbKOS9XBb6Nd2pPe7+Bn\n1DCkRmUpcs8sG3Kc9Ps/M8uEBNGngbLOzeMKm5L48gs+yJE0mBF9uKTSLHsth8vbGGJcCvy8zHJe\nwbIwS7Osn59lPfcIyQt9hamMK37jjMWsKttdk0yYEX0ovMxygmDZfTJudWRpL/xxK/DLK3BU2VtT\ndHZ6MECfZUKC6PHxJk5gGomaojezfGzX/AQqlsCO2eimU4REYVaBHyQskeyJT19CMSWISov6nGW0\nh9LJvymJgCXMyYYEgmVD9okQU6B1nLlYtI7D4e0zePRj95V+RZcUi1FRmkTyJ159Ei7rhDwumuVa\n7k1JhFEPRPrHZGaZkCCUYZiL57O8yectBsokLUZdMVImD7jGQTdqW05nm7JPXF5mOacbo2UJY/TK\nQPDcYwc/QoKwwM9cfOs4jgshaTAnAnFJGvjqgVlZu6hN1W3MTZTfgzDvAr+KJYxxwgDCmuVynnuE\n5IWeTabjgFmwex0h2TBLsyxl4sDXsgSEcLLRZS1W+NFXHMDrj+4a9W4MTM22cs3uW5YwKhNiBVY1\nynnuEZIX+lRAxwGzMK3BEyFlwaxgGekkFRVLYKMtSyvDWJiqYWGqNurdGJhaxcr1pli1hFFFkEHN\ncjnPPULygu2uzUUNDTPLhKTDqGAZKTTLgJqUy2sdNy7UKvlmlt/9igN4zfnLuW0/LbZgZpmQOALW\ncZybjYJuGIRkw6hgOY0bBuBc8Otgdm/UvOXWPbhmx2xu2z+yPIcjy3O5bT8tImBbyHOPEJ1gZpnX\nh0mohxcGy4Skw7BgOV2W2O9GxOzeKLl6xyyuzjFYNo1xsC0kJC/0+JjBsll4TUmoWSYkFUZdMU6x\nXjrNsv6VkCLQTzcWyhASJNiUZIQ7QroQlGEQkgnjprI0mTouKZFREHTD4LlHiA5lGObCpiSEZMOo\nKyZNUxJAC5apGyUFEvRZNuoSImTksCmJuSjFImstCEmHUXd6CZkq8LUFNcukeIJuGLzpEKIjmFk2\nFsGmJIRkwqwoM2WDEdXAhAELKRL9/s9VDUK6UVMym5KYhSfDYIKJkFQYdcWkbUpis1iBjAA9K8MC\nP0K68doqM7NsFJ4bBu+ZhKTCqDs9NcukDFiUYRDSE3WNMIFpFhbvmYRkwqipLLVmmT7LZASwgImQ\n3qjnSWqWzcKiDIOQTBh1xTiZ5RSaZfe9zO6RIhFCeMEAZRiEdGOxkMxI/KYkHBdC0mDcnT6VZtlS\nX3nhk2Lx/Up57hESxmJm2UjYm4CQbBgVLEuk1Sw7u0/PSFI0KgiocjmTkC48zTKnZqMQbEpCSCaM\numKklCndMNyvnJFJwVhc1SAkFsG52UjohkFINowKloF0k2vF0ywb9zHImGNRhkFILMp1gTIMs6B8\njJBsGBVlSpnuiZfZPTIq1E2HBX6EdMMCPzMRdMMgJBNGXTGOZjn5LlXohkFGhOByJiGxsMDPTCw2\n8iIkE0YFy0idWeaSEhkNPPcI6YXKLI94N0gANR6ctwhJh1FTWdqmJBU2JSEjwuZyJiGxMLNsJmxK\nQkg2jLpiJFJmlrmkREaEYKEMIbFQs2wmnLcIyYZZwXLKDn5+ZpkXPikWtZzJAj9CumFm2Uy8eYuZ\nZUJSYdwVk+aJVwXJbEpCioaZM0LiURlMi9eHUXjzFu+ZhKTCqGBZSpmygx81y2Q0sIMfIfF4tp7M\nLBuFoHSRkEwYdadPq1lmn3syKixWlRMSC9tdm0mjaqFiCd4zCUlJZdQ7ECZbZpkXPikWvykJzz1C\nwliUYRjJW2/di6O751FhrQUhqTDuikmVWeaSEhkRvmbZuEuIkJGj1BeUYZjF4lQNrzi0ddS7QUjp\nMO5Onyb4UEUKfEomRWNRAkRILMwsE0LGCeOiTGaWSRlQpxyt4wjpxreOG+1+EELIMDDuTk/NMikD\nFs39CYmF1oqEkHHCuGA5i88yM8ukaNg9kpB4PJ9lapYJIWOAecFyhg5+1CyTorF57hESi3qGZGaZ\nEDIOGHenT5OpY5EVGRXqlOO5R0g3FjPLhJAxwrhgOU0mokLNMhkR6kGNBX6EdMMCP0LIODGUO70Q\n4qeEEFIIsVV77cNCiMeFEH8vhLgv6bbSaJapGyWjgh3KCIlHCAFL+NplQggpMwN38BNC7AHwagDf\n0167FsBbAVwHYBeAzwkhDksp2/22x8wyKQO2EKjagsEAIRFYghIMQsj4MIzM8i8D+BAAqb32AIBP\nSynXpZRPAngcwG1JNpZJs8ylcFIwQqQrRiVkMyGEYEMSQsjYMNDdXgjxAIBnpZQPh360G8DT2v+f\ncV+L2sZ7hBAPCSEeAtJ18KuwwI+MCNsSPO8IicESbHVNCBkf+sowhBCfA7Aj4kcfAfAv4EgwMiOl\n/CSATwJAfechmaqDH2UYZERYQrAhCSExCCE4LxNCxoa+wbKU8p6o14UQRwBcAeBhV7e5DOBvhRC3\nAXgWwB7t7cvua33J0sGPQQspGssSlP8QEoNT3DfqvSCEkOGQ+W4vpfymlHJJSrlfSrkfjtTiZinl\nCwD+GMBbhRB1IcQVAA4B+GqS7WbJLHM5nBSNJYAqzztCIrGYWSaEjBEDu2FEIaV8VAjx+wC+BaAF\n4MeTOGEAGTPLLLQiBWMLAZsrGoREYglBzTIhZGwYWrDsZpf1/38cwMdT71CKAERNxsxgkKIRQqDK\nhzRCIhH0WCaEjBHG3e3TZImP7V/Afddtx/bZRo57REg39eoKbtoAAAZVSURBVKqFetUe9W4QYiSO\nDGPUe0EIIcMhFxnGIKTJEh9cmsGv/fCxHPeGkGg+eM8hXFhrjXo3CDESWscRQsYJ4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# \n", "\n", "# * Does our model obey the theory?\n", "\n", "# \n", "\n", "sm.stats.durbin_watson(arma_mod30.resid.values)\n", "\n", "# \n", "\n", "fig = plt.figure(figsize=(12,8))\n", "ax = fig.add_subplot(111)\n", "ax = arma_mod30.resid.plot(ax=ax);" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "NormaltestResult(statistic=49.84502837307943, pvalue=1.5006852489043021e-11)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "resid = arma_mod30.resid\n", "stats.normaltest(resid)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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6vnbzlF67P268/03QRX/DVa98eIiZs9yGsizJ9/k+WVSWlbH5rj6woVjeQmKp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nsBJo3lW48vOa/HtTUBjiybg6OqKlw9TA1kme4XAP63Dz+Fb/3fP4GqqrQShoOGQQLgtnRcGGoq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OZiZ15PkMf6aBwJ3hEF4588fse/HxUF3dfQVL6hbFjMY7H/g34HnSaDzw0BZJ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\nSjtUUpIkqTsZphs9/XQK0FOmwEsvwSa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g7W4G54otGOyvuwrqoMxkpJE0WgcVjbb3E32W2Qzdw40Xp4002pdNRhr4aHfp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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# \n", "\n", "fig = plt.figure(figsize=(12,8))\n", "ax = fig.add_subplot(111)\n", "fig = qqplot(resid, line='q', ax=ax, fit=True)\n", "\n", "# \n", "\n", "fig = plt.figure(figsize=(12,8))\n", "ax1 = fig.add_subplot(211)\n", "fig = sm.graphics.tsa.plot_acf(resid.values.squeeze(), lags=40, ax=ax1)\n", "ax2 = fig.add_subplot(212)\n", "fig = sm.graphics.tsa.plot_pacf(resid, lags=40, ax=ax2)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " AC Q Prob(>Q)\n", "lag \n", "1.0 0.009179 0.026286 8.712033e-01\n", "2.0 0.041793 0.573043 7.508710e-01\n", "3.0 -0.001335 0.573602 9.024480e-01\n", "4.0 0.136089 6.408918 1.706205e-01\n", "5.0 0.092468 9.111822 1.046862e-01\n", "6.0 0.091948 11.793234 6.674370e-02\n", "7.0 0.068748 13.297190 6.519008e-02\n", "8.0 -0.015020 13.369218 9.976168e-02\n", "9.0 0.187592 24.641899 3.393923e-03\n", "10.0 0.213718 39.321985 2.229482e-05\n", "11.0 0.201082 52.361130 2.344956e-07\n", "12.0 0.117182 56.804183 8.574277e-08\n", "13.0 -0.014055 56.868320 1.893906e-07\n", "14.0 0.015398 56.945559 3.997667e-07\n", "15.0 -0.024967 57.149314 7.741483e-07\n", "16.0 0.080916 59.296763 6.872181e-07\n", "17.0 0.041138 59.853731 1.110947e-06\n", "18.0 -0.052021 60.747422 1.548436e-06\n", "19.0 0.062496 62.041685 1.831647e-06\n", "20.0 -0.010301 62.076972 3.381250e-06\n", "21.0 0.074453 63.926648 3.193592e-06\n", "22.0 0.124955 69.154766 8.978368e-07\n", "23.0 0.093162 72.071031 5.799790e-07\n", "24.0 -0.082152 74.346683 4.713022e-07\n", "25.0 0.015695 74.430039 8.289052e-07\n", "26.0 -0.025037 74.642898 1.367285e-06\n", "27.0 -0.125861 80.041145 3.722568e-07\n", "28.0 0.053225 81.009978 4.716283e-07\n", "29.0 -0.038693 81.523804 6.916637e-07\n", "30.0 -0.016904 81.622223 1.151662e-06\n", "31.0 -0.019296 81.750935 1.868767e-06\n", "32.0 0.104990 85.575063 8.927962e-07\n", "33.0 0.040086 86.134564 1.247509e-06\n", "34.0 0.008829 86.161808 2.047826e-06\n", "35.0 0.014588 86.236445 3.263808e-06\n", "36.0 -0.119329 91.248896 1.084454e-06\n", "37.0 -0.036665 91.723865 1.521923e-06\n", "38.0 -0.046193 92.480514 1.938734e-06\n", "39.0 -0.017768 92.592883 2.990678e-06\n", "40.0 -0.006220 92.606706 4.696982e-06\n" ] }, { "data": { "image/png": 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6vnbzlF67P268/03QRX/DVa98eIiZs9yGsizJ9/k+WVSWlbH5rj6woVjeQmKp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nsBJo3lW48vOa/HtTUBjiybg6OqKlw9TA1kme4XAP63Dz+Fb/3fP4GqqrQShoOGQQLgtnRcGGoq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OZiZ15PkMf6aBwJ3hEF4588fse/HxUF3dfQVL6hbFjMY7H/g34HnSaDzw0BZJ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\nSjtUUpIkqTsZphs9/XQK0FOmwEsvwSa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g7W4G54otGOyvuwrqoMxkpJE0WgcVjbb3E32W2Qzdw40Xp4002pdNRhr4aHfp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\nt4rfcR3b3ZmuI1X8nsrITB7Zug0GBnn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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# \n", "\n", "r,q,p = sm.tsa.acf(resid.values.squeeze(), qstat=True)\n", "data = np.c_[range(1,41), r[1:], q, p]\n", "table = pandas.DataFrame(data, columns=['lag', \"AC\", \"Q\", \"Prob(>Q)\"])\n", "print(table.set_index('lag'))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "ename": "SyntaxError", "evalue": "Missing parentheses in call to 'print' (, line 50)", "output_type": "error", "traceback": [ "\u001b[0;36m File \u001b[0;32m\"\"\u001b[0;36m, line \u001b[0;32m50\u001b[0m\n\u001b[0;31m print arma_mod20.params\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m Missing parentheses in call to 'print'\n" ] } ], "source": [ "# \n", "\n", "# * This indicates a lack of fit.\n", "\n", "# \n", "\n", "# * In-sample dynamic prediction. How good does our model do?\n", "\n", "# \n", "\n", "predict_sunspots = arma_mod30.predict('1990', '2012', dynamic=True)\n", "print predict_sunspots\n", "\n", "# \n", "\n", "ax = dta.ix['1950':].plot(figsize=(12,8))\n", "ax = predict_sunspots.plot(ax=ax, style='r--', label='Dynamic Prediction');\n", "ax.legend();\n", "ax.axis((-20.0, 38.0, -4.0, 200.0));\n", "\n", "# \n", "\n", "def mean_forecast_err(y, yhat):\n", " return y.sub(yhat).mean()\n", "\n", "# \n", "\n", "mean_forecast_err(dta.SUNACTIVITY, predict_sunspots)\n", "\n", "# \n", "\n", "# Exercise: Can you obtain a better fit for the Sunspots model? (Hint: sm.tsa.AR has a method select_order)\n", "\n", "# \n", "\n", "# Simulated ARMA(4,1): Model Identification is Difficult\n", "\n", "# \n", "\n", "from statsmodels.tsa.arima_process import arma_generate_sample, ArmaProcess\n", "\n", "# \n", "\n", "np.random.seed(1234)\n", "# include zero-th lag\n", "arparams = np.array([1, .75, -.65, -.55, .9])\n", "maparams = np.array([1, .65])\n", "\n", "# \n", "\n", "# * Let's make sure this models is estimable.\n", "\n", "# \n", "\n", "arma_t = ArmaProcess(arparams, maparams)\n", "\n", "# \n", "\n", "arma_t.isinvertible()\n", "\n", "# \n", "\n", "arma_t.isstationary()\n", "\n", "# \n", "\n", "# * What does this mean?\n", "\n", "# \n", "\n", "fig = plt.figure(figsize=(12,8))\n", "ax = fig.add_subplot(111)\n", "ax.plot(arma_t.generate_sample(size=50));\n", "\n", "# \n", "\n", "arparams = np.array([1, .35, -.15, .55, .1])\n", "maparams = np.array([1, .65])\n", "arma_t = ArmaProcess(arparams, maparams)\n", "arma_t.isstationary()\n", "\n", "# \n", "\n", "arma_rvs = arma_t.generate_sample(size=500, burnin=250, scale=2.5)\n", "\n", "# \n", "\n", "fig = plt.figure(figsize=(12,8))\n", "ax1 = fig.add_subplot(211)\n", "fig = sm.graphics.tsa.plot_acf(arma_rvs, lags=40, ax=ax1)\n", "ax2 = fig.add_subplot(212)\n", "fig = sm.graphics.tsa.plot_pacf(arma_rvs, lags=40, ax=ax2)\n", "\n", "# \n", "\n", "# * For mixed ARMA processes the Autocorrelation function is a mixture of exponentials and damped sine waves after (q-p) lags. \n", "# * The partial autocorrelation function is a mixture of exponentials and dampened sine waves after (p-q) lags.\n", "\n", "# \n", "\n", "arma11 = sm.tsa.ARMA(arma_rvs, (1,1)).fit()\n", "resid = arma11.resid\n", "r,q,p = sm.tsa.acf(resid, qstat=True)\n", "data = np.c_[range(1,41), r[1:], q, p]\n", "table = pandas.DataFrame(data, columns=['lag', \"AC\", \"Q\", \"Prob(>Q)\"])\n", "print table.set_index('lag')\n", "\n", "# \n", "\n", "arma41 = sm.tsa.ARMA(arma_rvs, (4,1)).fit()\n", "resid = arma41.resid\n", "r,q,p = sm.tsa.acf(resid, qstat=True)\n", "data = np.c_[range(1,41), r[1:], q, p]\n", "table = pandas.DataFrame(data, columns=['lag', \"AC\", \"Q\", \"Prob(>Q)\"])\n", "print table.set_index('lag')\n", "\n", "# \n", "\n", "# Exercise: How good of in-sample prediction can you do for another series, say, CPI\n", "\n", "# \n", "\n", "macrodta = sm.datasets.macrodata.load_pandas().data\n", "macrodta.index = pandas.Index(sm.tsa.datetools.dates_from_range('1959Q1', '2009Q3'))\n", "cpi = macrodta[\"cpi\"]\n", "\n", "# \n", "\n", "# Hint: \n", "\n", "# \n", "\n", "fig = plt.figure(figsize=(12,8))\n", "ax = fig.add_subplot(111)\n", "ax = cpi.plot(ax=ax);\n", "ax.legend();\n", "\n", "# \n", "\n", "# P-value of the unit-root test, resoundly rejects the null of no unit-root.\n", "\n", "# \n", "\n", "print sm.tsa.adfuller(cpi)[1]\n", "\n", "Contact GitHub API Training Shop Blog About\n", "© 2017 GitHub, Inc. Terms Privacy Security Status Help" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "< [Projects](http://nbviewer.jupyter.org/github/jckantor/Controlling-Natural-Watersheds/blob/master/notebooks/B.00-Projects.ipynb) | [Contents](toc.ipynb) | [Dashboard](http://nbviewer.jupyter.org/github/jckantor/Controlling-Natural-Watersheds/blob/master/notebooks/B.02-Dashboard.ipynb) >

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