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@jaircastruita
Created June 19, 2016 23:29
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"metadata": {
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"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Ajustando un modelo de regresi\u00f3n adecuado para las series de tiempo de Ecobici"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pylab as plt\n",
"import seaborn as sns; sns.set()\n",
"import datetime as dt\n",
"from matplotlib.pylab import rcParams\n",
"rcParams['figure.figsize'] = 18, 10\n",
"\n",
"import statsmodels.api as sm\n",
"from statsmodels.tsa.arima_model import ARIMA\n",
"from statsmodels.tsa.stattools import adfuller\n",
"from statsmodels.tsa.stattools import acf \n",
"from statsmodels.tsa.stattools import pacf\n",
"\n",
"from IPython.display import Image"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Todas las metodolog\u00edas para realizar un an\u00e1lisis sobre series de tiempo asumen que \u00e9stas son estacionarias. Una se\u00f1al estacionaria es de utilidad en estos estudios porque con ella podemos extraer medias, desviaci\u00f3n est\u00e1ndar y autocorrelaci\u00f3n, propiedades que ayudan a estimar posibles estados futuros. Para que una estaci\u00f3n sea estacionaria debe de cumplir una serie de requisitos:\n",
"\n",
"- Que los valores de la serie de tiempo no contengan una tendencia (Un aumento progresivo en sus valores con el tiempo).\n",
"- La variaci\u00f3n, media y autocorrelaci\u00f3n de la serie de tiempo sea constante con el tiempo.\n",
"\n",
"Obtener estas propiedades de una serie de tiempo que no es estacionaria conlleva a obtener valores mal calculados de media, varianza y correlaci\u00f3n que no son de utilidad al momento de realizar una predicci\u00f3n."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def test_stationarity(timeseries):\n",
" \n",
" #Determing rolling statistics\n",
" rolmean = timeseries.rolling(window=18,center=False).mean()\n",
" rolstd = timeseries.rolling(window=18,center=False).std()\n",
"\n",
" #Plot rolling statistics:\n",
" orig = plt.plot(timeseries, color='blue',label='Original')\n",
" mean = plt.plot(rolmean, color='red', label='Rolling Mean')\n",
" std = plt.plot(rolstd, color='black', label = 'Rolling Std')\n",
" plt.legend(loc='best')\n",
" plt.title('Rolling Mean & Standard Deviation')\n",
" \n",
" #Perform Dickey-Fuller test:\n",
" print 'Results of Dickey-Fuller Test:'\n",
" dftest = adfuller(timeseries.values.ravel(), autolag='AIC', maxlag=18)\n",
" dfoutput = pd.Series(dftest[0:4], index=['Test Statistic','p-value','#Lags Used','Number of Observations Used'])\n",
" for key,value in dftest[4].items():\n",
" dfoutput['Critical Value (%s)'%key] = value\n",
" print dfoutput"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Preparaci\u00f3n de la serie de tiempo."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Se toman los conteos de entradas de bicicletas por estaci\u00f3n en cada hora para realizar la regresi\u00f3n en las serie de tiempo. Adem\u00e1s de realizar de eliminaci\u00f3n en datos que no se consideran relevantes:\n",
"\n",
"- Eliminaci\u00f3n de viajes etiquetados como cancelados.\n",
"- Eliminaci\u00f3n de viajes de estaciones con IDs inexistentes.\n",
"- Se removieron los conteos en los horarios que el sistema no ofrece servicio, reteniendo solo los conteos de 6:00-23:00 y as\u00ed, reduciendo el periodo de estacionalidad de 24 a 18 horas."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"path = r'D:\\ownCloud\\Documentos posgrado\\Posgrado 2do semestre\\Seminario investigacion\\Experimental Data\\Cd Mex\\Movilidad\\Hist Ecobici\\ecobici.csv'\n",
"trips = pd.read_csv(path,\n",
" parse_dates=['date_removed', 'date_arrived'],\n",
" infer_datetime_format=True,\n",
" low_memory=False)\n",
"\n",
"# Find the start date\n",
"ind = pd.DatetimeIndex(trips.date_arrived)\n",
"trips['date'] = ind.date.astype('datetime64')\n",
"trips['hour'] = ind.hour\n",
"\n",
"trips = trips.loc[trips['action'] != 'C ']\n",
"\n",
"idx = pd.date_range(trips.date.min(), trips.date.max() + dt.timedelta(days=1), freq='H')\n",
"\n",
"by_hour = (trips\n",
" .set_index('date_arrived')\n",
" .groupby([pd.TimeGrouper('H'), 'station_arrived'])\n",
" .station_arrived\n",
" .count()\n",
" .unstack()\n",
" .reindex(idx)\n",
" .fillna(0)\n",
" )\n",
"\n",
"by_hour.drop([col for col in list(by_hour.columns.values) if col > 275], axis=1, inplace=True)\n",
"by_hour = by_hour[by_hour.index.dayofweek < 5]\n",
"by_hour = by_hour.between_time('6:00','23:00')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"*Nota:\n",
"Solo con meros fines ilustrativos los an\u00e1lisis que se realicen en este notebook se realizar\u00e1n a la estaci\u00f3n 1 ubicado en RIO BALSAS-RIO SENA."
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Prueba estacionaria para la se\u00f1al."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"La siguiente funci\u00f3n regresa los siguientes elementos que se toman en consideraci\u00f3n para determinar si la se\u00f1al en conteos de la estaci\u00f3n es estacionaria o no:\n",
"\n",
"- Resultado de la prueba Dickey-Fuller\n",
"- Actividad de conteos de la estaci\u00f3n a lo largo de 4 a\u00f1os (azul)\n",
"- Media movil de la se\u00f1al (rojo)\n",
"- Desviaci\u00f3n est\u00e1ndar de la se\u00f1al (negro)\n",
"\n",
"Se muestra un gr\u00e1fico muy comprimido debido a la cantidad de datos que se est\u00e1n graficando, en las siguientes presentaciones planeo mostrar gr\u00e1ficos interactivos en los que se pueda hacer acercamientos a la serie de tiempo. Por el momento estoy experimentando problemas con las librer\u00edas, es por eso que decid\u00ed realizar el gr\u00e1fico de esta manera."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"test_stationarity(by_hour[[1]])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Results of Dickey-Fuller Test:\n",
"Test Statistic -6.483319e+00\n",
"p-value 1.278955e-08\n",
"#Lags Used 1.700000e+01\n",
"Number of Observations Used 1.830600e+04\n",
"Critical Value (5%) -2.861698e+00\n",
"Critical Value (1%) -3.430707e+00\n",
"Critical Value (10%) -2.566854e+00\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
},
{
"metadata": {},
"output_type": "display_data",
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tGglJA3+eD1esCM31l3GvfAAAAJyIpluHo2lbER7CbUBd\nKpT7EvsxAsnT5KU3SBoAAAAHRrvINVo8QLQx+j7oLJnhTszhmgQJJl/riDoOLGfPVvF3nZM0AAAA\nDow+QDCCYHy6AyA4OOYFRiASBrRV8JE0AAAnyIoDcMWbJ+d7iovj6MV5yFhoD4QTf587SBoAAAAH\nDFYB5wK9bxh132PQHBpG7Q8SfSIUQtUfSBoAAAAH3HoPwNvnBBhRJA9wfdm2SK4X+A9JAwAAAAMI\n18FYJGEAFVre1n9Vy0Vzexpp240US7gLVV2SNAAQtTiJAVULhwEs+7B3wqFtUbVgtl849ZVwitVI\nwvE4Go4xhzuSBgAAwIGRL8CNHJs/cWFsfMF4GGY0C9W+Huj1sm8j3JA0AAAnomVQEu648IoetDUA\nX7g6r3OM8Zy710pcU/kPD0IE4JHCQql9+yQtWWIO+rp79UrU9OlxQV+vP33xRazGj08o+7t9+6Sg\nx/Djj7G6885kZWX5dgaoWzdVx4/bX2/cGKPWrZPVvn2SJkyIlyTt2GFS69bJ2rIluId8q1Xq1i1J\n77xTdR9dvNis9u2TVFQUxMCcePrpBL30Unxog4ChvPxyvJ58MqHStJMv1mbN8v44aLNJ//lPombO\njNNzzyVozBjn/c+XC8Q//nBv3//ppxjVrZuqLl2Cfxz01skDvLw86e67k/TFF7E+lfvqq/Z2WLMm\nRnfemawDBxwbwJPB5c8/V657V8sWFUlFRfZ1njjhvPE/+SR45/3vvjNrypTKffOjj/xz/p8yJV51\n66aqbt1UrVrlW7udXK8zZthjzMpyfd6zWOz1XFhY9c62fLlv8S1ZYpxrpvXrq6+T1asd36/qOHT4\nsOMbe/f6d1Q7c6bjsXH8eL+uIqx8/bXj/v/KK4515Oz85EtijKQBEKZWrIjVt9+a1aNH8C/yFiyI\n0/PPJwZ9vf70738nV/r722+9uwjz5YK+ffsk/fRTrF8SMB98YC+jd+9E/fyzvW+MG2cf8AwYYJ/2\n1FPBbbPdu0367DOznnyy6j764INJ+vZbs1au9O2CzFezZ8dr7NiEaueJtk+hvO3bkVJPo0Yl6J13\nqk8kvf++9/tufr598DVwYKLeeCNeEydW3/+80b+/fd/v27f6fb9TJ/vxcNmy4CehfVXaTxcvNmvV\nKrPDsd1Tb79tb/MuXZL100+xmjSp+j7g6ldGunTxLJ7vvis/Fi5d6rw9FiwI/AC04v4/YoT/++bJ\n5bZt699rmSFD3D/frV3rejjUsaNv/SrQ519PjrsPPFC5rk9e1pNt/fJLxz5aeu1RymRyXIcn8Y4Z\nE5j+Z0T79vkv4TJsmH/7HEkDAAgxf9xqFu63/oV7/AiuSElMnOzk/cBf+wX7l/d8rTtflo+mdoum\nbTU62gLOkDQAAABhKRoubqNhG8NNNLRJqBJz/v7JxWDHEQiBjiUa+jN8R9IAACIIJ39Eqmjo28Ea\nqBhpQITwEQ37YDTieAB3kDQAAAAIMgZgAPyF4wkCjaQBAESQaLtwiLbtRWXR8AmZL308GuoHkc3d\n/u9LX4+E/YRzIQKNpAEA+MAoFyrVXTBEwgURUFEkXCAHc7909YR/wChIkkUm2sYYfNm/SBoAQIj5\ncwBUXVmRMNACAGc4viGaGeUDDEQukgYAEGKcsGFE9MvAcjbIZeDruVD3U5uNRotE0bwvRvIvURid\nkfsdSQMACBEjnxz8IRgXClyMINJF+nHCW+FSL+F6jAq3uMMt3kjmTluEy/6LciQNAMCJcD2hhWvc\nQDjg2QDRh8FocJ1c38FJPkf3iTMYdcy1SfgjaQAgLHz4obRzZ+WzzqefmrVjh+sz0f79Ji1YYPZq\nvdu3m/TZZ7FVvh+ME+HBgyZ98IFZNpv0668xWrGi6njCydGjzqdv2xbjtM4XLDBrz57K044fl+bN\nM6ugIAABeqioyB7LsWOeL5uba1+2sND/cQXaypWxWrfO9eVEYaF9G3Nz/bfubdvcW7cz338fmv1o\n/nz7vuzNsaNXr0QdPOjbQScnR5o3L87t+RctMmvPnvJ1Ll0aq+3bQz8CCPRA58gRU5Xrqdh2+/Y5\n1sUff1RdP1XFvXixWbt3e16vR454vIhbXPXPLVvK97v162P03XfB2Z/mz5dX9VRRdXVd3fk+GHbt\nKo9r+vS4gBynXLVtfr7jDJs2+RbH77+Hrl6PHw/ZqiOKd1fRABBEe/aY1K6dJNVQZqZ9xJGZadJ9\n9yX99br6UUiLFsnKyorRmWfm6//+r8SjdV97bQ1J0vbtuapZ0+PQq+XuRe+ddyYrIyNGp52Wr44d\nkyVVvc3hlM3v1Sup7HXFumjePEWStGNHrmrYq1+rV8eoV68k1a0rbdhQPm96eqIkadeuQg0YUBTQ\neF211+uvx2nYsES1bFmsWbM8y2I8+2yi5s+PU0ZGoZ59NrDb4W/33FN9nyw1ZUq8XnghQcuXF2v6\ndFaa23MAACAASURBVP9leW6/PcXlup1ZvDhOUvCzTY88kqS6dfN15ZWeHYskacGCOK1cGavffsvz\nev1PP52oRYvcSxps3Bijhx5KUlKSTbt3H9fRo1L37u61d7AE+pj3ww+Og52Kx4Jbb01xeP+aa2p4\ntI6dO0168EH78XDevHyPln3ooSR98MEJj5bxVsXtvuGG8v3uttvsdVBdn7BYfF//zp0m/etfkuRY\nv+6eT3fsKK9rZ/F265asP/4IfN8+etR5x7366vJte/55+/mtQ4dir9bhzwStvwXzDp6BAxODtzKD\n86XeudMAgOHl5DieXPM8uGbOyrIf6jIzvb+6LCgI3JWpq4vejAx7/AcOeBeDUW+vXbOm+k8eiiqM\nnQ8eLG1D5/Nu3Rr609kff9hjWLfO809Ufv3Vvuy2baHfDl9V1d9Kt239+si4U8YX+/d7fzwp3Re8\n5Un/zM62x3niROX/o4kv5w13VTWAdIer46gnAnmu8EfZvtRTqdI7SKpTWBj4Nj8RhDyPu9ctRr1G\n8JfS8yt8Qy0CAICwEk531DgT6RfpoRAufSIc2t5Iz+4Il3YNNV/6lb/rmDaLTCQNACDCheoEzoVD\neKP9HPnrgWlVPdOAn2H0XjgMxj0Vqm2y2Uwun+VgRP6MLxL7U1WM3q7RxMhtQdIACFNGPrAEQzSd\n0D0R7f0ikKjb0Iqk+rda3Z/XH8e6SKo7BE409JNo2EYgEEgaAECIhdOggGQN4DurlZEL4EwgzzFG\nShgY6VxqpFhgXCQNACBEjHQBE2rUBaKJtz+56A/sa8F18oCM+g8PtJP3SEJEJpIGABAigTixGulC\nhwsHwDmr1fn+EarvkbOvhpaRjtuB4qqPuVMHgaqnUCR2oqHNEVlIGgBAiAX64oEBAWAsnjzTwBfR\ntO8HcxDGgC980XaOouk4Ae+Zq3vTYrHoueee0969e1VcXKxevXrpjDPOUM+ePVW/fn1JUufOndWq\nVatgxAoAIRMuJ9XqLojC+WLJVezhvG2IPlUlDejHxhMux/5w5496jua24tiBQKs2afDRRx/plFNO\n0QsvvKBjx46pbdu26t27t3r06KH7778/SCECiHahuBDgBOwcP2kFVyJ53/HX79d70vd9qc9Iboto\n4E4/oY1Rlar6D30G3qg2adCqVSu1bNlSkmS1WmU2m7Vx40bt2LFDy5Yt07nnnqtBgwYpOTk5KMEC\ncM1ikczV7tmwWPxXlj9OvhaL74WUxhHoi4GSksCV7Y++W1RkLyPGjS/fueoHFosUGxteF1hGS8S4\natOq3i9tm6qWDac2cSaQ7VTV8xJKeVJ3J+8jFcsN9bnG0+N4xXhDGXtxseM0f56TQt0uvqru+QKu\n9htX5ydfH0Ba3fpdHbOiWSCvGxA81V5WJSUlKTk5WcePH9cTTzyhJ598Uo0aNVL//v01Z84cnX32\n2ZoyZUqwYgXgwvr1MapXL1UzZ8aFOpSAu+OOFI+XKT3h16uX6udofPPKK/FuzffWW+7NFygnTkhL\nlwambz3xRKLq1UtVTo53y9tsUv/+CTrrrFRdcEENl/OvXBlbbT+wWu395N57kyqtw+iGDk0M2bob\nNXLcJ+vVS63ygvHwYfv7/fsnVJr+2mtxqlcv1XD7qT/54yJ68uTKx4Pt2+2jocaNU3TGGak6+2zX\n+4GkKve50aPj1alT+YdCP/1U+ZKxXr1UbdgQmkdjbd4sbd8eK6l8EDhtWtXHx2PH7PH27ZtQtu+/\n+657o7vDhx230ZdjQf36jv26devyfWfjxlivy1661L5tn3wSfiPX0p8hveYa9/qtM4MGVX/8u+mm\nyseo33933n+HDElwOv1kw4eX97nSY9ZHH4Wm7t94w7H///mn8+3LyKg83d/ntnffrXydMHCgY7sE\n83y6ebP3+1Sk8aXeXfbs/fv367HHHlPXrl115513Kjc3V6mp9gPebbfdppEjR7pcySmnJMts9r3B\n0tIi9wIC7qMf2NWqVf66tE4++8z+94gRiRowIPCDh2C1RZ06jus8dszzOGrWTFJamnvrjI2NqVTu\naafVcLpsxRutPK2Pigdvd5Zdu7b8OHry/DVqJCotLVFxJ43p09JSFf/XtURcXKzS0lJVs6Z3MW/b\nVv46NjbW5bKu2qjiJz7799svYg4fLp8vLS21rO2d9feKEhLi9NZb9te5uSan81Sc9v77zmMunaew\n0P738uXmsmnO+mHlGOz/x8TEeNwXSu+MSEiIU1qafxIzvu6fFQeT7pR14IB9u7OyKk+vVStVSUnl\n9fP/7J13oBTV1cB/+3pFLBhFibG3qDGxRgVrVCwk+kWjosbeW6KJiLEkxBpjJxJrLFhiNxEVC1EU\nUbCAgqIgvfgePOA9Hq/v98fu7E65U3d2d3b3/P6AtzN37j33zi3nnLlFa1vTpiV+P/xwFQ89lFZ4\nr7lGna6+DlRXG8soaF69PKcP4zSDxY8MDQ01bLCBtY9ebz2jUbPxxvXK/Q8GDGjErH598EEDe+8N\ny5Ylfvf0xKhIfvasrEzXY3MempsbDW1RC3fHHcZwr7xSz8iRxmtvv6123mZ7bHjggfTfWpuZMcM+\n/W+/Tfz/+ONV9PUl6tqdd9Zy4YXq+M3Pm3+X+1BpYzF1f2THuHFpg9VLX6KP/6GHSP5fy6mnepdR\no7Y2HWdlpdFEGDCg0ZJvt3LSs8EG3tpaS4vxWv/+6UHW3D7c0jZfmz+/jHXXTccxcWI9++yDZdx8\n9tlKhgyx9sO1tUbD/J57qrn7bqOD4b77ajnjDFsxU1RUuI+hGjU17v1dW5v7FAq79Bobc+9s1r/X\nbFJoNkNDQ3bfhUqX9VpGjk6D5uZmzjjjDK655hr22msvAM4880yuvvpqdtppJyZNmsSOO+7omkhL\nS7snYZxIKCKtGccjFDZSD9KsWlUOJDpdrUza26uBKiBOU1NbFlNvNKSbbRJfeupNaaY7OXc5EmFX\nr15LU1OP4Vk7env7aGpakwrb3NxGebnVRbtmTRVQ7VEOMw1AzMOzVnkT4dPXW1s7aGrqpru7Dig3\nhOvqqgUq6O7upampndWrK4Ba3zKvWBFLygy9vYm4nFi+PB1elU48ns6/RkvLGrR33dzcmvoiu2qV\nWWZjmXR2dgNpxcqYnrW+dnTUGMKbn0s4DYzPqethmo6ORPuLx7W6453e3sR76+rqpqmpw9ezRvy0\nC2fc3p9dmsuXp8tJu1ZbC52diTLX2tbKldY+LIG6Xej7POf37YbXMrLWmxUrjM/r8doPAbS1Jdqr\nOa4VK9L1X/u9cmUMLd/GtIzPquLs7u4BKujp6aGpaS0Avb316CeatrSsIR6vw1rmxvjXru1i+fIu\ntDoB0N7eidb/WeXLJmnZOju1NmP/Xlta0nWyoyNRd9J9vDVOc/ma49PaqxficW089qaY9/T0puLu\n6zOOQ87xQ3e31ten37cf1q7V+rA43d296M2EpqZWS77NdUXV7xrDOpeBKszKle1o9V8/Pnh5Vh1f\nOo62tk6amros42biXgdgNODWru0ioWOZ0yCVTk+PeWxU5zk9hrrXC63OOuXLC3Ztu7XVmtdso3+v\n2SRoWeULVb0Lk+bmNt3ePNZ26+RAcHQajBkzhtWrVzN69GjuvfdeYrEYV111FTfccAOVlZUMGDCA\nP//5z5nnQBAEIeJkYw11rtZlm6ejFcI0ezOFKLMgCIIgCEIx4Og0GDlyJCPNc9GAJ598MmsCCYIg\nCP7xshFiWDu/C4IfNIePOH7cyYUjsdA3kRSMZKtdqeKVuiMI2SXKbSw/O9gIgiDkgSh3xrkgHi/c\nAij1d1dMBHVeSR3IHlK2/shmecm7EEoBqedqouxcF6eBIAglQyadcZQ7cjdKYXAuhTwKgl8Kud/y\nStA8FmPZFGOeooSMM0IpI04DQRB8IUpJeEhZWin1Min1/HulGJT3XL7rsMqrGMq9kPLgpY6o8pOt\nPOajfyqk9yUIxYw4DQShQCmlgVQMKe8UUr2Q95qmkN6bkDvCqhfS1gqHYn1XYeSrmJwhglBoiNNA\nEARBEISsEZZCHgXFPtfOnUzz7OUrdBTKVUgTlfcRFUemvjycysZruUUlX1EiKnVOiHb9FKeBIAiC\nAq8dd1Q6+PTpCdbRv5AUgqiUpyAIVqLSl/iVo9T6lai8p6gj5SREjSj3VeI0EIQiRAbCzCnGMpQj\nF4VCIMpKU6FRjP1YEEqlHMJsO6VSZmEj/ZdQrIjTQBCKiLAHqzlzYlx1VTVr1oQb72uvlTN6dCUA\nTzxRydNPV6TuTZpUzk03VfHJJ2Vcf301fX3u8d14YxXxeELJOfnkWg4/vI7OzszlXL48XaDjx1c4\nhAyG/n2NGFHNggWJCy++WMFDD1X6ju+llyr46KPw5cwWra3eKuycOTFGjqzOsjTR4dNPvdd9Lzz6\naCXPPhtOvejogJEjq5k1K3P1wWt/tWYNXHVVNXPmhK+yTJmSPTVo/vwYI0ZUs3p11pLwzIcfVng2\nAidNKs84vUceqWTw4DomTHCOq7sbDj+8jhNPrA1spDrVo/Z2+NWvajnppDrl/c8+K+O666xtbf58\nY6QbbtjIwoWJay+8UMHMmd7LaNWqWOC8LVpUxrRpznW0rS3GF18kwpjT6e2Fa66pdo1D4/HH/Y87\nuWTq1MzrZth60ldflXH11enx6dNPy1m8ONH2W1rCSePDDzPPt4aqP5o7N/fm4K23VuU8TSEzCke7\nFAQh5/z613UsWFDGRhvFufjirtDiPeWUhAJ3/vndXHZZDQDHH98KwLBhiXt//3tiED7ooB7693fW\nuG6/vZpjj+1hxYoYr7+e6NaeeKKS00/vNoTzq7hdf31aEfjd72oYPrzbIXRmPPhgFZ99Vs64ce2c\nfXYtgEV+N846qzYbouWd446rY8mS3Co1qrqSqy9vhx5aD8CBB/aw3369Gcd3+eWJNvZ//9eacVyP\nP17J/fdX8cILFcyY4c2bmGm5PfBAFQ88kB0Fc+jQer7/PvNyUXHGGbV8/nk5NTVw7bXBvZhh1btv\nviljm23cPVHDhtUpy8SPHH/4Q6LOHXecOi6N55+vSBmCU6aUsfvuIXnKkjz8cCXvv2+v6v7iF4m2\nNmRIj+H6mWda+9J99qln3rw2zjnHfz+rGfVBOPjgetcwBx5orMeaYfz66xXcd18V991X5amed3ZG\n+zP5iBE1ocYXhgNh6NA62tqMEQ0bVse8eWX09Ng8hL/2tGBBeOPfCSdYHWhjxuTegC+kDxzFRCbj\nicw0EATBliVLEgNhW1v+ZPA6Y6CrK/EVVMM8iAdhxYrsKlDmzrupKdoKWy7Ql4mm0C1dWhjlkslg\nrHpWX5+jgjY7pLk5d+rDqlU5SypUli1LlJWd/EGP0wtKV3h+39DQ99PZMFi9zmbq6DCG+/5763Nr\n1waXL19l396en3RLCZWusXhx4trKldEbuwplPBWihzgNBEEQSgxZc5ldMinfYng3shY6P4TttBIE\nwYi0E6HQyUTHEKeBIAiC4IliMGgFoZQQI8ceKZvCIJvjTj7rgIynQqEhTgNBEARBECJDKRtzYkh4\no5hn80Sh/tudtBP1shMEIXuI00AQhMgTBSWqGCgEhS8qMkZBjijIIOSfbNcD6V+LB3mXwchHXyvv\nSig0xGkgCEKkCXNgLfVBOtP8l3r5CZkh9Sf3qIyhYnBGSV3yhpSTN6ScBMEdcRoIglA0hD3we4mv\nEJWNQpQ5ChSDseWHfOW31Mo5LKTcokuu+tyw6kA8LpVJEAQj4jQQBCHSBFWCivULmx12a1CFwqXY\nnDvF3P6yRabtOup1KCp1olj7z6iUL0SzLkZRJkGIKuI0EIQipBQHwrDz7FXZipJSVgzkqu6WYhuJ\nGsXedqJWx8KQJ2p5ciMqdSwqcgi5eRdRbidSF4WgiNNAEIqIYv1aIpQ2XhSwYlSEopinfOwxEsVy\n8EOhyx91slG++XxnUl+KB3mXQjEhTgNBEDKmvR1mz3YfHZcvj7Fkif9RdM0a92fa22OuA/T33/tL\n+9tvc99Fdnd7C7dmjbdwS5bEaG5O5NuvArNwYYyVK9O//Tw/a1YZ3d3WBxYtitHS4k8OM/Pnexek\nvd1f3F9/bX3nnZ3WcLNmRWP4nDs3RmtrOHH19cHMmWX09anvFSorV8KkSeWsWpV5XKtW2de9776L\nMXlyueX6N9+UKeuQilwYGfl2Ls+bF2P1avv7ixbFWLAgxnffpQtjzpwYbW2JMm5rc0/Dr3NL1VcV\nIk75nj07ZukPv/66jK4uu7isZdLVZbw2d272y81rm1i7NntxByVbMw7s3pkbixcXRz0XgpOJvhAN\nrUcQhILm6KPr2HvvBhYscB6Qtt++gV12aQgUvxtHHeUeZuTIGs9pfvddjO++y30Xefnl3mQ86KB6\nT+F22aWBmTOthowXfvrTBrbZptH3cx9/XMa++9Zz1lnWvOy6awPbbus/Tj277WatQ3bK2ZFHutcL\nPfvtV8/kyeWG+E47rdaSxr771vPZZ/kdQjs6YI89GpTlEYQ776xiyJB6Hn640nLvvvus17yS76m6\n22zTyLBhdfz4x5mX0x572Mex554NHHVUncWo/fDDCk45pTbjtIuBri7YffcGdt3Vvhx33bWBn/2s\ngT33bKC1FVasgL32amCPPerZc88G9trLve97/XV/fd4ZZxjfj12dnTMn+0ZXGO1FM4b1ce29d4Nh\nnPzww3L226+ec8/1Pi7OmWPs8/bYo8GzQ8wLM2cG71MPO8zbmJjLr/8vvRS833TimGOC9Sc/+Uk4\nY0UhMXWqmLp69toreB2QkhQEwRavysu0aQkFbcGC8LuUfBkcfX35UQ6ffrrC07Nm5S1K0yC1+vDV\nV/6dFWHn44sv1DI4pTN9urFs33xT/U6+/DKYMyYstK+GLS3hFNq4cYl8vvWWNb/jx3url1GmszM3\njUSbGaWvY++8Yy0/VfuP+gkw5nbjt71qX0hbW709uHJljObmRHvU/v/+e/dx5qOPygPJ58bs2YWt\nNk+fnu6zNKfnf/6TmWEbptNANdPLK+Yx0Qv5dmgG5aOPCr8/zhWaPiJkTmH3foIg5IQoGaRO6BWA\nfE/BzTWFqvwUI5m8C2MdzlyWTIhCnYqCDII9Yb6foPU9qAy5rFtSjwVBKHTEaSAIgiui8AhC6ZBp\ne5f+QogyXpwT+XbYhUWU8iH9giAUNuI0EATBligoHFGQIVuo8lbqipUq/4VWBzKRtxh3bS+1Ol1q\n+c2EXM8uKBVK9cQZL+Sify4lx5RQOojTQBAEQRCEyFDKynQmeS8Gh1vYRCX/fuSIikOklJb4RaXM\nBSEqfZYKcRoIgiCUCJkORlEezKIsW6GRqQIt7yI6FJIxFIX9EYqFMPKvOnKx2PBb57yGL6R2Jwhe\nEaeBIBQhMmAVLkEVtVJXkv0SzrFmxdXQcl2Hir3OSj+cPYq97oSF1EErpV53Sj3/QnDEaSAIRUQx\nDgbFrPQUc96E4iQqdTbKfV0hfo30Wp5RklnIjCi3oVJA2pJQaIjTQBCEoiRXClEhKV65UlLC3mgq\nqspVvqfvFuvGhflOP0pk4x0XUp8FhSevCqnTUgaCUOiI00AQBEEQdMRixWGo+MWc57DLQIyGaBKP\nxwr63ZRiW/WKlI0zUj6C4B1xGgiCEBryVUzIlEI2XsImX3U/2++gEHeSL1SiXn6F1r9HXV4/7zvq\neckFUW8fghAlxGkgCHnguuuque666nyLYWHNGhg2rJbx48tZvjxGT08wrWLmzDKGDq1jzhzn5//9\n7wrfce++ez1jxlQq711wQY3r8319vpPMG//6VyWnnuqeJ4DbbnOvT5MnV9DdnalUCWbOLOfjj6Mz\nhLzyirpO6Nlll3ra2xPt74UX7MOPGFHjqZ6YN0IcO7bKEub882sYPdpdNie++SbRnr75xlje227b\n6Pjc/Pn+2m9TUyL8lCnltmH0hsZvf1vjSen+5S/reP31dJzffFPuWVmfOzfGnDnu9ezXv65N1e1L\nLqnhrrus7yIoQ4fWMXGifZmYycQQMafz4ove686qVTGOPLLWd5q33WYtK7s8HHtsne/49cycaf8u\njzmmjtmzjXXWzrDt7MxIjMD8/vfe+uN8oO+P33/f/9iqp6UlRkeH8Zrdu7vxxvTYc8ABdWy4YSO9\nvRklH1leeslbuXrVnZ56KrP3JAhh4FVHiY7GJwglxOjRVYweHZ5SGxavvFLBpEkVnHRSHQ88oO5E\nnBRi7d5FF9UwZUo5f/qTs4J1wQX+Fdx588ps421udu/SFiyIzucVty89V1xRw7hx3jrz+fO9decf\nfeTdYHPjhBPUBkRY8Yf9JWzJkjLGjavw1PYWLLCWZ5B8PftsJdddl5mhcfnl1UyZUs4VV/hzNN5w\ng7/wWh1qa/NW8K++WsmKFe5hv/iinJNPNtYVr86ra6+t4b//dW8D//tfBVOnJgzuJ5+sZNSo8Jyy\nU6aUc8wx/o3lIPX3yiuNdeXmm73n49FHK/noI/9GyIQJ1meam63Cx+N4cuA4ceGFzn2+Of92be7N\nN72lp3oHmfQrS5YEy38uvuoff7y1jmbSF0+fbnRgXXqpuh978MF0f/rll4lnvv3WWk5RmdmQiRzL\nl4drNl18sX8dSBDCxquOIk4DQShQCmHDuHDOis48jmySiXz5yFuYiltUlEA/FKLMGlGUPeixk055\n0d/zE38Uy8eJfPVtXsrJa1mGXeZhneJQaHUhDPzuxeK3jLIZt5A7oq5TCdFFnAaCUITkS5ETBKE4\nkT4gXERxF4TSRvpUodAQp4EgCEWJDMhCIZHv4xvd8GPkikGcIKrlkE+5gqQddDZLlMhV+4lqnYNo\nyqbJFEXZhNIkyrqrOA0EQVAig6ggBCOTQT9MhSEbbTgq/UKUFat8lVHUHU+CN8KsP1FuJ14phjxE\niVIrz6iMWcWAOA0EoQgppk4y6ABXTGUQVezKuNSUEiEYUk/yQ5TKPags2d5zIUplJBQnUscEFVHW\nXcVpIAhFRLYGoSh3YoIgCEK4FHOfH/W8iTEpCEIUEaeBIAglRdgKoyh4hUXUDQYn/Mqei7xmu/4X\n85T7sN9PIdbtqMocVbn8Uiz5EISgiI4WHuI0EAQhNLTOOUxFRZSe6CCDb/ZR1fdiLXcxmrOPlEnp\nkM0jFHNFlI8hFYRSR5wGgiBkDRmIo4m8l+iRjR3io2wweq2DUc5D1CilstLXH6e6FJW+zo8cmcgc\nlTqgkiMqspU6UWkTQuEhTgNBEFIU02BSTHkRooG5ThV7HfOi5IshUHgUUr31Ims2ZueEXUa5aCfF\n0BYLqW5mSjG8LyF8otwGxGkgCAVCWxs89VQFa9fmW5I0K1aorzc1JXq9MAbFqVPLAz133XU1zJsX\ns8gwd25m3d4LL1SwaJG6V9fS0t5VR4fx/ldflfH66+U89VQFLS0ZiRGYefPCG5H8vt+lS3M3Gra2\nZj+Nl1+uZP58dZ5eeaXCUNbxODz3XAVLlljDT59exrffWuv5Cy9UsnhxOvwHH1Tw0ksVyvTeeCNY\nOwmbKVO8t6/eXvV1vdL0xhvq/KqYPz/GscfWpn6fcUaNpY6uXGn//EcflfHRR7lRi556qpLu7txq\nh888U5nqm3PJf/6Tfod+FeIPPijPSInu7LRe0+pEV5f9cwsXFqZ6PHmye3tpawsW9yefRKOPyRUr\nV2a3rfT1ZTV6QbDl44/LmDzZ2J6ffrqCO+6ocnyuMHtFQShB/vSnai6+uJa//c25UeeSM8+sNfzW\nlLGlSxNdix+F347bbqsO/OzuuzcwfryxYzzuuLrA8U2dWsY559Ry4IH1yvsffJBI66qrarj44lpu\nv934rgYPrufkk+u4+OJazjqrVhVF1rnkkvykC3Dooe5lH9bXlyuuqMnoeS/Ta996q4K99rLWhUWL\nyjjjjFp2370hdW3y5HLOO6+WX/zCWgYHHaSuT08/XckhhxjD29Wb4cPrWLPGPQ92qIzlIMba0KHq\nvKh4/vlK/wkkUcl24YW1vPdeus955ZVKnnrK2Adts02jbZxHHlnPkUd6l98OL+U+c2Y5Dz0UPP9B\nGDOmil//ulZpDHV3G3+r8jB+fLD+/PTTa1m4MJgBduGFmfVXt99uHT8mTEj009o4FTWC9oGtrdYy\nVrWTa68NPqZmwpo1Ef6EquDmm7NbTjNnlpYTJl/IjA4rRxxRz1FHGXWLiy6q5YYbnOt8NHtMQRAs\nTJ+eGGC+/jo6A82UKdGRxY5Fi8Lr5r7/PhFXS4ta+dG+pE+blgj31Vf2aQedQVHILFni/i68rlV2\nY/r03AxvPT3ehNTqxrJl/uRqavIe3unLqRt+5dLw847MypvdrJcwlbxZs6Lbzr77zluZh7n/w4wZ\n5axda43QbtaHHpWR7VW21avVAfMxFbe5Odqqb7Y3Ev7yy/y0CfPMu3yhLxPtbzEsBcGdaPecgiAI\nBUQUj8QTghHldYVeyUb9kjobHlKWQj4phj4uLKQtClEhyu1SnAaCILgS5U7MjVwqA+Y1in7Tjno5\nR12+YqVYThootY0ko4qq3IPWnbDrnFfZ3OqO1C1BEIRwEaeBIBQhUTceihWt3EVhFYqNTJYhlBph\n5z/q8UWRUshjoSHvRMgHoo+FhzgNBKGICLNzlAG+eAnr3UodCR9pw94o5rzlAynP0iPXxpTUsWgg\nRrQQFHEaCIIghIQfpSgWK7zBO19Knyib3ojHC6dCFWL9jzqZLDswh8tWmwsSr9STcMlFeRZKn10o\ncgpCFBCngSAUGNkc5DLduT6Kyl22lYIo5lnInFJ7r275LVTlOhYrUMGFjCi19uuHKDt/C7WfEYRS\nQJwGglAgRFEJiqJM2USl0OivmTdCdItLFKTSoVi/7mUjX4XerwT9up8r1DMS8lPohf6us4GMC7lD\n6p8geKfC6WZPTw9XXXUVixYtoru7m3PPPZetttqKK6+8krKyMrbeemuuvfbaXMkqCEKeKGQlIKxE\ntQAAIABJREFUJpdKgaZ4l7oikkn+wyq7TOtsIdb5fMicya77mchb6m2s1NHXHakL0SPoO8nXu5Q6\nVLwU4lgeVRydBi+//DLrrrsut9xyC6tXr2bYsGFst912/O53v2O33Xbj2muv5c033+Tggw/OlbyC\nIOQI6Wj943dPA8EbsjlgMLKRV6m34VGKpyJI/RGE/CJtUAiK4/KEww8/nEsuuQSA3t5eysvLmTFj\nBrvtthsAgwcPZtKkSdmXUhBKgL4+6O1N/N3TY7wXj1uvZYN8Kp36/IdJLvNkTqu3N0Z3d+7SDwu7\numZWNgrBSMkVftpnb286fC7adVBUy23CfOf6+hTlctDwm/dctw+v6YVpNPhZkgXWPt7v8yo6O1V9\nb2HUKRXZNuqibDRGtc0IQq6Icvt0dBrU1tZSV1dHW1sbl1xyCZdddhlxXQurr6+ntbU160IKQimw\n55717LRTPWvXwsCBjZx9dk3q3kEH1fHll+VAdjuUiy6qzeh51QDc2ent2cGD69h224aM0s8248eX\np/5euND6Isz5Hz++gk02aeTWW6s8xR8FBaatLVH/Lrigxj2wDap8fPWVcbiZPl09/Nx+u7eyciPT\nduK2f4We994rZ+DARs9xb7xxIwMHNnLXXVWennv/feOkwNdeK1eGu+KKasPveBzOPz/4e9xrL2t7\nvOWWakVI/3R0GH8PHNiYNyNv4kR1eZo5+mhv/WPY7fg//7FOCl25Mtw0gm4Yefvt3uvD8uUx5s83\ntvs//CFY/dS379deq2T//esM9+++u9pXm4wS2lifKeed51y22dQlfvMba1vx0i7OOcf6XFNTuIKO\nGmWts1EYewUh6jguTwBYsmQJF154IcOHD+eII47g1ltvTd1bs2YN/fr1c01k3XXrqKjIvBMcMKAw\nBwAhXIqpHujzMm9e4v/u7sS1F1+s5IUXKgH44ov0M1VVFQwY0Ej//tZ46lJ6Uyzjcqqrqzb8PWBA\n4rfxy5Axnf796xgwwBhPPN5ouaZi1qxwFCUzjY3BjSYzTzyRNminTWtg112hvt6Y1oABNVSYetZb\nb622GFsxhcZWXp6bvWn79UsrZuZ6snRp4v9//7vSEmbNGmM8sZi6njUqqt6779Ybfr/1Vr01EAkD\nQGODDRpZZx1lMFfKy8uVsunz7sR66xnlGzCgkfXWU4d9+uk69Q0djY3WdFXKa3V1peWamUceqePk\nk63XX33V+Gx1dSXPPpv+7dQnmMvZHLayskL5/AYbWK+Zy04vj0ZXVyNVJv9QXZ33911T415OAPX1\n7kbts8/W8atfpX/bldPkya4qEwDrr9/AgAFQ7tKleXnXAP/6l9WR9v33VhlVfUplpVXmsjKVw9N4\nbf31w3XgrrdefWqM01CVc1WVVd711rPKYs7qzJnZGT/CYt111W0imzz3XCW//KW1jlVUJPpGfT8d\ntl61aJF1LFO9Ry/MnBn8Y4YqX+PHp+tYfX1CtzGP2cVMrvSMqNCvX3g6YC4IU2cNG8dm0tzczBln\nnME111zDXnvtBcD222/Pxx9/zO677867776buu5ES0t7xoIOGNBIU5PMaih1iqceJAYyY14S15Yv\nbwMaTPfTA19XVw9NTWtZubIcqDOEa2+vAqqBOE1NbYHlAlizpjMZF7S3d9LU1AVoToNEuFhMSyfx\ne+XKdpqaeg3xNDe3UVOjufFz7/Bpbe0Awu+EV69eS1NTD2vWaGWeSKupqZve3jrAqMQm3lE6/+lZ\nW2ntt7e3j1wcarN69VqgVidXmhUrygCjgquFWb48hlY3IZEHVT1rba3EXOb6+gSJOqX/raK5uZWu\nLpJp+vva1NvbS1NTO+Y6p8+7EytWrEFfDk1NrcqyAejs7AacDUCv6XqJq7s70Qe4tSdzXE5956pV\nFQb5zPXVLs3ly1st18xlp5JnxYo2urtr0Kshft53R4d7OYG3etbR0U1TUwfWfjlYf7V8eRsNDXH6\n+upxas9e86AioVcZnVWJPsVYbt3dPZhVPVU4M/pxKAxWrFjDypUx9DKb6xgkxjezvC0t4cqSD1pa\n1G0i26j6ne7uRN+o76czrfNeWLEi2Htsb+8Cgs1AU9UxPWvWJHSbnh7rmF2s5ErPiArZ0gGzRZTl\ndXQajBkzhtWrVzN69GjuvfdeYrEYI0eOZNSoUXR3d7Plllty2GGH5UpWQRCQs46LhSivW8sFUkez\nT5SO9BOyTzG0qWLIQ6GQ63Ya5XcbZdmE0iLKddHRaTBy5EhGjhxpuf7YY49lTSBBEIITphIgin92\nifLAEDXyUVZ+6r+XsF7jK2ZDX58383T4UiQ3ZR6dcpYxJRrIe0hTiuNwKea5WDmY8TzE6RzAO8xm\nq6ynVzrzUwRBCIxXJaPUlREt/4V2RnVQ7JQPVT7MYUVxyT75KuNcpFtobSVKSNsT8kGUHFhC6VBo\n/Z2fse1JTmAQC7mM27MnkA5xGgiCkFUKrcP2ixcDuVgoJEMtl++gFGb45FKuUijPUiTMGTlC5hTK\n8gSpE4KgZgOW5zQ9cRoIgqDEboCP+lnlQmbI+xL8kEl9CauPyZRiqfPFko9iRN5NNClFh0Qp5rnY\n6XE/DDEUxGkgCIIQMvJFzZ2oK9FRli/KsnklV3nIZ1m5pV0M71EQigFpi0IhU0fmpxR6QZwGgiAU\nNVFWBqIsW9gUs5OkmPPmRiZ5L9Zy89quc9H+VWnkq9yL9X0XKvI+SmsMFgqDIHVyKj8LXxAF4jQQ\nBEEImagrY2EpSn7yKRshhof3kxgiXhEjgtRFIdtEcUyQZUClSRTropAmyPtZQ334gigQp4EgRIyo\ndOhhDfDFqiiE8Z6i8q71ZOIIEOyJ4rv2g7zraOF1BkGU6p1scCkIQq6JWl+xPTPYgtm294PIW0Zf\nBhL5SUcQBAGYP99bT/Xll/bdxogR1SxbZoxn2rTyjOTKlFwOGL//fQ1ff+2tW21tjdHXl//RbOXK\nxP+XXlrNhhs2Mm2aVf6mJrWc7e0xvv/eWx6WLjWG++QT93px1VU1rF7tKXoL335bnpGh+9lnxnLY\ndtsG27r8/POVrvG1tQWXRcX06e71rLvb+Fv1bjXeecf5fbz/fgVvvGENM2FCsA2YcuWE8NL+X3zR\n/f35ZezYCr7/PnsqVrtiCWuYZXrzzVXhRZZk9Ohgcc6day3Hd9/NVJrSYOlSa9kV2lGsEydmT4e4\n9dbqrMUdVWbPFtMvn8xgR2azVahxltMbanx2SM0RhCIkyOB82mm1nuI7+GD7aVAzZpRzxRXGQfiM\nM+zjzQW5VpCGDq3LbYIZcvPNifc1dmxCob/4Yuv7+tOf7BWrP/7Rm9L1yCNGg+GDD9yNzWeeqeSO\nO4IbL1OnBleYL7rIWA4tLTEuu6wmsCz33huuEXbQQe7TEd9+21jGTm330Ufd5Rs+3Fq3zz47v+07\nLMzOzkyIx+HSS7NbLg8+GL5Rr+fxx8OP31wfvXLSScVRx/LBX/5i7Z81h23UvsDa8fnn2f3woHLA\nCUIhITMNBEHwTSZKgFlpDhrX8uWl3a20thaIJpakpcVd3hUr7MM43QuDVatigetiV1d03oWXci41\norSJYk9PuPFlG68zcKKyrCQTOXp7C7/tROU9CFbk3RQ3pfB+T2QsR/NS1tPJzcGOgiAIRUopDEj5\nRsrYSLGUh10+CuULaKZk8h5LpYwEIRcUS58qlCYH8g4H8g4xsluRS/uToCAUGWEOfMUyiOYjH6LQ\nC4KQTVT9mte+LhYrks5dyAgZpwQht8RysowgzrMcy295OPSYxWkgCEWIKAOCE2HWj2JxLgnFide6\nLm0iu8iYJAhCIdCfFsjSF/tKut0D2VBGLy9xNL/hScdwezKZY3mehzk9cFr2MgiCUFBkSyF1UupE\n4bNHjhETBCNe+igxrIVSQvp2afNC9PkR39HCejzGyVmJv4ou1zB2fcXOTONoXuFJTnR8vp3sbcYt\nTgNBEEJFpr4KUSZfynuYX7yLxQAplnzkA68GmBhqgh25bn9SF4WosxtTABjOE1mJvz8rXcPYtROv\nJyT0kr3TRsRpIAiCkqADfDwulkCxUajGXSbrvoXw0Ze9vAdBEKJCoY5xgjt+3m22NxI8gwcDP+vV\naTCApsBpuMsgCEKkcOvgZHCLBsWynMPXgJqHfIlxKeQCqdvRoJD6Tj/Iu5YyEKLPxdwVanxn8U8u\n0sW5Id8Hjsur0+BtDgychhty5KIgCEAwZa1YFTzBOypFUOqF4AWpJ8HxOqNLVcYyG0wAWUqoRxwa\nxYufd7sv74eWbow+/sk5ANzNxQBsz0z352y65z2ZrPsVB9QBy7I4W0JmGgiCAFg71mJR6EUZEKJA\nmGvQC7VOF0ufEgUKrQ4UmryCIAiZUEOH5Vo/VgeKqz8t3MUlqd8V9ASWKxPEaSAIOeabb7w3uzlz\n7LVsJwW8uztz7by3N1i47uAnyhQUy5f7K+Oe/PTxShYsSMs+b14ZbW3O4efMKePJJytYu1ad55kz\ny7Kav54esTaLjVwZkV4dFR0d6r+jitf9OlTXOjvDl8eNNWu8hRPnQm6YObOMvj7pVwUhW5RjVaK9\n7JmgGrPMzoZjeD6wXJkgTgNByCFffVXGPvvUew6/114NNDUZexAnpUrf2fzvf5ntoHrPPdWewl1/\nvTHcZ59lb+fWKHHttTW29z791FoGO+/s/t5zpTD/+c9p2adMKWePPZxlmzevjEsuqVXW3cmTKxgy\npJ6rr07Xg6go/vJlW/DKSSfVKv+OKlOnWvsYO6eemfb23DeMI4+09h3vvWfNwzvvyKrZXDBkSD13\n312V0zT7vC3JFoSiIOhsAJX+1Gcy172cwpANxGkgCDlk1iz/TW7ZsmAK3ief+DPegxpYL74YbSUv\nKgZsc3N0u9swZHvhhcoQJLESlfeXKYXkwBg4sHi0e6/l/u236f7yvfei3acVC37HqEImiu3/u++i\nOyYJQqGjmmnwGT+xXOvHKhpodYzL7DSoJD9TemVkFISIUSxGkiAIhUm/fsXTCUl/KgiCIOSaLZlt\nubaQTS3XVtEfcF66EDdtepgvp4G4GQVBcKWQFe8ofuERcoPXNd65IMx0i6FOZ1oeXssgyn1XlGUT\nwkXetSDkjqN5iTgxDuLNwHGsT7Py+g58yRscwiDmOz4/mb0s17zsaaDqK3oxzsryevxi2IjTQBAi\nTpSVjUIwXrJdfoVQBoLgh6htUlisRLlvFwRBKFRe4pcAvMkhgceZP3CL8vrjDOcQ3uRm/ug7Ti9O\nAz2DmM9RvGy5nlj6kPsBRJYnCIIAiAIvZIbeAAqzLolhZSXqZRLm8ZKZIv2aIAhuRL1PFfzxNduw\nLbOYpPja75V3OEB5XdvgsBr/x9B4mSGgH7PmsxkAe/KhRYZ8zDaQmQaCEDGiqORGUaZiRMpZEARB\nEHKLOA2Khyo62ZZZACzjB4Hfrd2sAG1TwiBGu5+ZBvrlEfUYz6ytpNvmSEezTOFWbHEaCEKBETXD\nUgZbQRCCYO7L/PQl0u8IQmEhbVbIBTcyIvW3eQNBNz5h19TfKqM8SJx69I6GdVyOTZzCbqm/zXsa\nLGCQ0mlhPuZRC7MFs/kH57qm6YY4DQShwJCB1x9SXoKefDndvKYbNaegIAiCIBQKQ/hf4Gf1hng5\nvaxPMy3050zut4T1uz+B+ZmR/FUdJqkD/Ih5qWtmR8W3bKV0amzEUsNvLcxbHMS5jGEEN/qWWY84\nDQRBEDJAnBLZJR4XK7pU0JQlcZyUBqX0nkspr4KQCRuzmJv4I7vyCSO4gTKbL/526A1zv7MCzE6D\nw3iN/qzifs62xLk/E3zFbY5/PVZ4fs7soCijTznT4BDGG35rTgPNAbFNctlGUGQjREEQAhOLiTIk\nJIii8yRKRy4K+UH6JyEKSL8TXaSPiBZPcgJDeJc/Jk8vWM76/JNzcpK22WmwjB9YwqzDquT/q33H\nrzf+D+X1ABKm41HNNDBfM//+AcsCpwky00AQigoZ/ARBiCp6w0mOdRSE0iKqjpOoylWqDOFdw+9B\nLAgcV6YzDdZSawmzBd95imsRAx3j35RFgeTSfqucBtsz0/DbHCbTExfEaSAIGfL552UMHVrHwoXh\naKcPPFBl+G0e0JYvV6fT2wu3316d+n3jjdVMmFCuDBsWra0xli6VbiQs5s4t7LI899wa7ruvMt9i\npIiSwdjUFI13q/UfLS1w5JG1TJwYfh9hV+6TJjmntdVWjTz3XAWdnRF6cQG4774q90DAuHHRaSuC\nIAhRQL8ZITjvHfADljKRffg573sK70Q9beygM7rL6VUY2d7j3oTFlmteZFONn2Y5YsSVDoDLuMPw\n2+w0CFo2aTkEQciI006rZcqUcm6+udo9sAfGjHFWOD/9VK14z5hhbc7HHVfnOd0oGVhCYfL885Vc\nc01NqHHGYvIZKEzuvz9hqD7ySBUffVTBMcd47yMypbnZXeU47zzrl51C45FHvDkNBEEQBCMfs7vn\nsH/gFvbhA17jMOX9ODHPuu1xPGP4rfqa39/j6QObsFB53cuXftXMF68zDdyee4FfuT7jHJ8gCKEg\nRnc0kamHhY1shBguXvqpXPRl8Xju0illSj3/giAUFubjBTWGMIHnOIYqOi339MsQzF/TvfaB5nTL\n6bUY5naymdnEZumBWbb1afYUn2rGgBcHhPm5djL7SCBOA0EoUMRJIUQJMU6KB3mXgiCETVT7lajK\nFSabMZeDeDPfYniiz8Y0ncABHMMLHMRbjs9X0JP628+eBuZ0VcsT7GQzs5L+piuJSmZ2Gvye21J/\n17DWNr6gMw3MYdpocH3GCXEaCELEKYUBrZAR541QSEh9FQRBKC3msjlvcgjreJxen0/cvuavYD3H\n+z/my0DpmpceqGYaeMVs5G+e3DzRfL2b9L42A2iyjS/oTINMNz60xicIglDEiNMlN0TRGJUjF60U\nS/691rco1ktBEIRcsYPOiK6hwzHs1sxiW77KtkiOmJ0G5q/z5zPac1x+ZhpMZyfDb5XTwOtGguZw\nOzADgI1Ymro2ipFM5WfWZz1shBh0T4Mrucn1Gef4BEEQBCFDsmWMFouR65ViyK/XPIhBn32kjIWo\nUAx9WyHyG55K/e32FT/hMtg+2yI54ibjKTzmeH8yexh+e+0DzUa4anmCV6eB+TktT8fwguGaarmD\navNnlfNiOwfnzvv8XCnHNnzjIrkz4jQQhAyRgTDaiNIsCGmi0h6k38wNUs6C4E6ptBMng/xNDsqh\nJGl+zHS6qeAoXgas+wb4PSbQz+wCgO2ZQQOthv0FwOvyBKNsZfSyK59YnlMtEyijz5C3tdifHFRF\nl+XZVznCNryWnixPEIQSo1QGM6GwkXoqCIIgFCLFPH45nSyg5yDezoU4Fi7mLiro5T7OBaCHCs/P\n/pgvAPt8uTkQNmIJM9iRT9mV9VhhuGeeaVDHGks6qo0NP+Fn/JGbHcNBwqDXx++0yeINXOUan+p+\njDh7MNkxrB/EaSAIGRKVL3eCmmJWBoTiQ/oTQRAEIRv4/Wpvx+v8gmu5LpS4zIa9+fcIh3X4v2A8\nAI20BUpbOxpxK2ZbyqaKLsOMgTraLWH0JzUADOVVw/8aXmYaOL2bLZIbKTrFp6KMPiazl6ew3uIT\nBEFAjBUhPMKsS2E7faSeC4Ig5B5x4OcHvRFub2x6fzkx+vgF47mO6zOUTE0XVRk9rze+48Qcx3x9\n2AUMMty7kasMTgPV0o7buczwe3/+Z4kX7J0G+uvaM/G4VeAJDDH8/h1/t4TR8wU/tk03E8RpIAhF\nghhDgmBE2kS0kfcjCKWDOA3yw95MSv1t9zXbj3EZ9BhCN/RT6jNhHVYZfjvVu82Yl/p7PIdY7uvL\npZdyi2znMMZRlp6ko8G89AFgMO/yFL9J/U47DazxzOVHht/78r5jutpRjuI0EIQs0NsLTz1VwQpr\nu/bMhx867/jqxOLFmWnPEyc6p71oUYwXX/S+TszMpEnB8wbw0EOVeVMYmpqkm8sFHc4nOQWmtTU7\n8RYyEycGb8vvvGN91tw2v/46s/a+ZIl7f/bxx5mlsXCheBy8MHt2dPu/b76JrmxhIwZzfvCi0xX7\nu9Gm8EM4TgPzlPxM0Y4j1PDqNNiTD5XXf8Cy1N9xYrS1qceKi7iLZ/l16veY5J4KevQOkhhxxfIE\ntQOllrVAulwf4gxLmL35kEpdWWpxL1pkldevo0bbH0GcBoKQBZ58spKLL67l9NPtdy91Y+7c4M3p\n4IPrfIU3G2jHHOP8/ODB9Zx9di2ffx5Mxg8/DG6kAFx5ZU1GTpVMuPfezKa6Cd7o7k4PdGEqYa++\nWhn4WZUcixeX9rA3dWqiHerLZtw4a/vOxKAbPty9PxsxoiZw/JCZ46SUWLUqus6Vp58O3rYFwQtn\nnhlcpytGcuk0GMp/eZSTibnErX011wxjL06DCrr5kL2V9x7ht4bff/lLtTLcJdypvH4v5wPwKodb\nnAZeqaIbgDLdM42s9vTsbbdZ5fXyfv6g23xRnAaCkEXmzk0oVlOm+DdswzCQmpv9NcVen7PDWltj\nyXTsFchsTxVetiy6yqtQOqz2Nm6XFKqZTsuXZ7+9FvsXPkHQkKU4+WnvQXS6YsbOiMzG8oT/ciQn\n8zi787Gn8BvSRAXdHg3kW2zvXcYdqb+djpi0c3600QDAYgZa9hzwu3SiR5f+STzhGNYpbi9loj99\nQZwGgiBkFVHgBaF0iIIREwUZBEEQokEwJWwA3/NPzmIjlriGtTNM/RjDfpcnOB0laOZS7vAky1+5\n2lN8nahnGUDiNASnZyroMThI7ucsfsZUT+lq6JcvmPclMJOp00D/vFbmKgfPJix0jcteDkEQMiLb\niq9XY14UcEEQwkKciIIgCLlhFCOJU8Y6rPT97GT25Cwe4EqHowk1wphpcAzPewiVHkCcvvab+Smf\nBN4IsYpOhRT2ivEAmpXX9U4Dfbkcy/O8waGBZIP05oQT2Ud5/3xG2+7ToMnRhXVJ1yhGAvA8x6Su\naflWlWX/AHUsLYcgCEIOEKeGIBQOxeI0kH5HEAQn8t3XbctXjOQGAHZjiu/nN2cukN58z4kw9jS4\nlStcw5zI2NTfPfjbfybolPqBLPYV10fsrryuHflonmmQKdq7nc8Plff/xCg+ZG9+qpjNoMmxiE0s\n9+7kEmL0MYctOZEnGMENqZkGqvftx4ljRpwGgqAj34NHPhHlWgiLKNelKMsWJUq5LxQEIXzy0acU\nQj/2AT9P/Z2JkerlWS8zDbp1Rv5P+JRV9GN/3kldW8fDhn578FHqbz9G6pbMthi6K1nH07OqWQVO\nToP/MUR53W55gooJNnGouIkRgPuX/m2YZbmm5eMZjrPcSzhlEnl/khO5iRGOexqI00AQMqQQDYlC\nk7nQ5BWEYsZNmS4EZVsQCgVpT4Id69GS+jvo1Hzwv+7d7ll9mKsZRT9aeYcDA8vVgfeTcvbgY4uM\nfh0peieDU3m2sK7yun6mgVuZLmCQL9m0eP2i5WMi+1ruqWZyiNNAEEoUO2UjiBIiiotQSkh9D46U\nnSAIhU6hfazw6zTYWDclXzMQB7IIu00V7Yxgfbr6v1fTzxL2fs50lUv/1d9vnszhnTYz1KMZ+1+y\nY+qaPr/ncB9vcwBlSSeEXVlo6VXSzd5MckxTc2iU0+NpI0pw3xhSVV7DeBlIlOvefMC+vJe6p3IC\naGncwFWWe+I0EIQ8EhXlutAGR0EQ8odbf5GLfk36LEEoHaKiK5nJtVwbsozzGE254ouzn/X8u/AZ\ni3Vr3Cvp5mheYhGbch3XKZ/xsjyhXPf3LnxuCevl67reaeCWp9U0Osro5/QFgH34IPW33gC/j/M4\ngAlswRzAfgZDO3X0EeMIXuV4nnFMS5P1FY5iCQM9yeeWn3VYZXsvTowP2Zv3dTMOnJwGB+qWlWhk\nNpvFA59//jknn3wyADNnzmTw4MGccsopnHLKKYwbNy5w4oIgRAdR4AVB0Iiqgi8IhYiMr4LGyxzN\naC7gNB623PPjNHiI0w2/y+nlCP4LwNn8M3W9iQ1Sf3vfCDHOVnzDT/nUEtbL9Ho/Mw3MexEEXZ6g\nPadfnuBUnnb3OqjhfEZ7SlOL43Be8xQe4Gu2dbx/Kv/CbqaIat8G1TUnx0TQjSYTz7rwwAMPcPXV\nV9Pd3Q3AF198wemnn86jjz7Ko48+yuGHHx44cUEQBEHIFqKoBycXTgNxTAhC6RCPS4cMsGdyk8Ct\n+NZyz89XYLNBX0ZfamaAPp42GgxhVJivl9FHI63KsHZOg8N5lc2TX/GXsHHq+vE8jZ0RDO5OA69G\nrvZcjDjL2FAZl5d4+yhjDOfyNge4pllOL/11e1J4QT9TYxZbW+5PYH+D3N/xo9TfYTgNsjrTYLPN\nNuPee+9N/f7yyy+ZMGECw4cPZ+TIkbS3twdOXBA0evzvC5LT9JzC+zFMguQzTMW6tze4HLl+R4KQ\nDcRQTZRBp/VIa0sYQRCEQiYb/VgVnTgZwV75I7dYrmXyFThOLOWQ8OocgMR6fJXTwA6V0+CXvMCr\nHMEctgSMhvGfuZbDHL7E643e+zmTY3nOJJ+/mQbgvBGght29nyeXN+idLU5xaMsdvKI36C/lDnbh\nM8P9Zt3MEICDeMsxPq+OBI2szjQ45JBDKC9Pr5fYZZdd+MMf/sDjjz/OoEGDuPvuuwMnLggAL71U\nwcCBjbz9dvDNOfwwf36MgQMbuemmKk/h58xJhP/7372Ft+P3v6/m3HNrM4rDid/+1j3uk0+u4667\nqhg4sJFbbvGXn4EDG/n5z+uCiuc7vULgwQcreeMNf2cQlwKPP16ZbxFsueceb5sq5Yuvvsr+VkO/\n/GUtf/97uhw6Oqxh2tuz/1VQZoIIpUJXl1T2YmArvqGTGuJZ2hIuk6/AXuI0xz+MF+mhkqN4xXC9\njD5bWSrptlx7gWMMv82OhR8x11Y+vYHbRgObMd8iC8A8fmi4/p7pJAH9TAPNMA8y02D+j3k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wmnPQ2CzDTQ0DYknc+gwHHI6CMIRY44OYRSRWYBCcXGr/k3g5ifbzGKGj9OA9U0aDAak+vSYjsO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gGAww8/nJYtW9rahyQzhEkOFBcX07RpU8rKyrjsssu44oorMn79DZkwyoDCwkJatWoFwJ/+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\nBhKJRCKRSCQSiUQikUiE/D90r/d9AMqgIAAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x9f90be0>"
]
}
],
"prompt_number": 4
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"El resultado de la prueba Dickey-Fuller indica que la serie con la que se est\u00e1 trabajando es estacionaria en un 100% de los datos pero si se presta atenci\u00f3n a los gr\u00e1ficos se puede ver que la se\u00f1al tiene una tendencia, su variabilidad y su media incrementa con el tiempo lo cual hablan de una se\u00f1al no estacionaria. Debido a lo anterior la se\u00f1al ser\u00e1 transformada para obtener una se\u00f1al estacionaria."
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"ACF y PACF de la se\u00f1al"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure()\n",
"ax1 = fig.add_subplot(211)\n",
"fig = sm.graphics.tsa.plot_acf(by_hour[[1]].values.squeeze(), lags=100, ax=ax1)\n",
"ax2 = fig.add_subplot(212)\n",
"fig = sm.graphics.tsa.plot_pacf(by_hour[[1]], lags=100, ax=ax2)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0x60320fd0>"
]
}
],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Los anteriores gr\u00e1ficos reciben el nombre de correlogramas y estos pertenecen a la funci\u00f3n de autocorrelaci\u00f3n(ACF) y funci\u00f3n de autocorrelaci\u00f3n parcial(PACF). Lo que estos gr\u00e1ficos explican es el grado de correlaci\u00f3n que existe con ella misma en un retardo (Lag) T. La funci\u00f3n de autocorrelaci\u00f3n muestra un caracter oscilatorio que no disminuye con el tiempo, Eso nos dice que la se\u00f1al conserva las caracter\u00edsticas de estacionalidad y de tendencia."
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Penalizando la variabilidad"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Para obtener un grado de variabilidad m\u00e1s constante del que se tiene ahora se aplica una funcion logar\u00edtmica a la serie de tiempo. En la serie de tiempo hay momentos en donde los conteos de bicicletas llegan a 0 y el logaritmo de 0 no est\u00e1 definido, es por eso que primero se aplica una suma a la serie de tiempo."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"logged_ts = by_hour + 1\n",
"logged_ts = logged_ts.apply(np.log)\n",
"\n",
"# deal with missing values. see issue\n",
"logged_ts.interpolate(inplace=True)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"test_stationarity(logged_ts[[1]])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Results of Dickey-Fuller Test:\n",
"Test Statistic -6.333779e+00\n",
"p-value 2.863618e-08\n",
"#Lags Used 1.800000e+01\n",
"Number of Observations Used 1.830500e+04\n",
"Critical Value (5%) -2.861698e+00\n",
"Critical Value (1%) -3.430707e+00\n",
"Critical Value (10%) -2.566854e+00\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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zGgP0YjaVeYGKCRDq2HlARBTkiouBH39U4+pV3imJiIgodF24YP+sk5amwJw5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RMH4hyecwWsLKSSYxjmigNhigd+0xa25+dI9duRia7fCZLWut7BrakgcYtYJ7KhlA/cxJ2Af1s5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\numIFZ4tsxH5LjAVanrsDALq6JOZBjK5Tz7SBVq+OCT0GdBtz69XPAZyacS7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beyHnwbnC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2J32IJdx/xhHapdyf3W+ec/D6VdxfvwEPOAMzTCK++PPRZKjb2ycg3z/n5NKlVHtSDinDnP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\nrkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x60330400>"
]
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure()\n",
"ax1 = fig.add_subplot(211)\n",
"fig = sm.graphics.tsa.plot_acf(logged_ts[[1]].values.squeeze(), lags=100, ax=ax1)\n",
"ax2 = fig.add_subplot(212)\n",
"fig = sm.graphics.tsa.plot_pacf(logged_ts[[1]], lags=100, ax=ax2)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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33sETlmv9vWQ7tuVxXKss/XiUnNtp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\nSoGimptYAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x591d9208>"
]
}
],
"prompt_number": 8
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Eliminando la tendencia."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Otro procedimiento al que hay que someter a la serie de tiempo antes de comenzar con el an\u00e1lisis es eliminar su tendencia. "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Differencing by hour forces us to drop the first value.\n",
"d_logged_ts = (logged_ts - logged_ts.shift())[1:]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"test_stationarity(d_logged_ts[[1]])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Results of Dickey-Fuller Test:\n",
"Test Statistic -66.562878\n",
"p-value 0.000000\n",
"#Lags Used 18.000000\n",
"Number of Observations Used 18304.000000\n",
"Critical Value (5%) -2.861698\n",
"Critical Value (1%) -3.430707\n",
"Critical Value (10%) -2.566854\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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O9k1ERERE7vB4IsTJkydj69atGDlyJPI5MwwRkeysXKnBsWNBUieDiIiIiBTI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\nRWbiJ3JfX60CRxwxGI8+2lxi3fz5uQj33tvYCKTDDx+Ct96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y+Lyjgb4QsrCH+t7u4Qnz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qv2aSl/Ypl6bW0bazxHrwUrM3oVac23SwAHiHmSYQVcvlG6j4fWTt48Iy7IkA9XmzuQFZximWvL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\nKIqiKIqiKIpiRJUGiqIoiqIoiqIoiqIYUaWBoiiKoiiKoiiKoihGVGmgK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FRUWRpcewQrpMT+jVS8KaNU0YMyaIH/0oRY8iBZG3XNTy/QkTArjnHnPesJnFqe06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\n",
"text": [
"<matplotlib.figure.Figure at 0x5a13acc0>"
]
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure()\n",
"ax1 = fig.add_subplot(211)\n",
"fig = sm.graphics.tsa.plot_acf(d_logged_ts[[1]].values.squeeze(), lags=100, ax=ax1)\n",
"ax2 = fig.add_subplot(212)\n",
"fig = sm.graphics.tsa.plot_pacf(d_logged_ts[[1]], lags=100, ax=ax2)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0x228426d8>"
]
}
],
"prompt_number": 11
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"El correlograma muestra que la serie de tiempo sigue teniendo picos de correlaci\u00f3n a tiempos 18T. Lo que puede indicarnos que sigue conservando su estacionalidad y que la serie de tiempo esta subdiferenciada."
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Aplicando una diferenciaci\u00f3n estacional."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"La diferenciaci\u00f3n estacional a menudo remueve los valores crudos de estacionalidad en las series de tiempo. Tambi\u00e9n una diferenciaci\u00f3n estacional integrada al modelo SARIMA impide que el componente estacional de desaparecer en las predicciones a largo plazo."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sd_d_logged_ts = (d_logged_ts - d_logged_ts.shift(18))[18:]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"test_stationarity(sd_d_logged_ts[[1]])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Results of Dickey-Fuller Test:\n",
"Test Statistic -42.691616\n",
"p-value 0.000000\n",
"#Lags Used 18.000000\n",
"Number of Observations Used 18286.000000\n",
"Critical Value (5%) -2.861698\n",
"Critical Value (1%) -3.430708\n",
"Critical Value (10%) -2.566854\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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cW7aEyJ0UIiK7Dh1S46OPwvHqqxGivzN7ttaLKSIiIiKiQMWggYWzZ03BgsuX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\nG6PKig0bBeEEuemKx3n1z0Z5cNwPIrq//NGWzs5OULhRNi46DyNHFl/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0vuJGxUni+9n1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/Q3+RteqHkQcdIgT75aHlIMy9OA+xK3xwVw85D1TJbst5LGsjyVbbUEjz22GK5SQT9F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\n1c+sEE59HX0/FmnA0DKxxdinM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RIa6HkspDZY1wpHcOHXmqqskxVha79VedK1S/z2c+L0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\nsjaWi9mJj6ifYIJgAO/yHPu7GpHp4i9zfrL5rOPKB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qkyqQ/AnmO/0PsJBGawOjDbPTEJ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\nXX1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ZuVZm/tbJ8uzKK8O4665i1NYGsGhRxNSUKb2RuKnMtPsTh84XFWU+/rHHxvDee0Gc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\nRK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x5a13a630>"
]
}
],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure()\n",
"ax1 = fig.add_subplot(211)\n",
"fig = sm.graphics.tsa.plot_acf(sd_d_logged_ts[[1]].values.squeeze(), lags=100, ax=ax1)\n",
"ax2 = fig.add_subplot(212)\n",
"fig = sm.graphics.tsa.plot_pacf(sd_d_logged_ts[[1]], lags=100, ax=ax2)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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KOZUkL21Yu+XjEUlKpYak1JCGUmN+/2xbl7FePZ1saeI/Pv6sDN3rjfn+gke2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\nBQAAAKAQoQIAAABQiFABAAA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"text": [
"<matplotlib.figure.Figure at 0xb6db3c8>"
]
}
],
"prompt_number": 14
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"La se\u00f1al obtenida en la serie de tiempo tiene un comportamiento particular. El ACF tiene un fuerte pico negativo en el primer lag y el PACF, si solo nos quedamos con los retardos m\u00faltiplos de la estacionalidad (18), nos podemos dar cuenta que est\u00e1 disminuyendo linealmente."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"De los modelos de gu\u00eda que ofrece el libro de econometr\u00eda de Mu\u00f1oz y Parra, nos indica que este comportamiento, tal como esta, y cuyos picos resaltantes son negativos, usar un modelo $ARIMA(0,0,1)x(0,0,1)_{18}$, es decir, un modelo arima con un termino MA(Moving Average) para modelar la parte no estacional y un t\u00e9rmino SMA (Seasonal Moving Average) para modelar la parte estacional.\n",
"\n",
"Claro, integrando las diferenciaciones que he estado mostrando hasta el momento, nos quedamos con un modelo $ARIMA(0,1,1)x(0,1,1)_{18}$, mejor conocido como \"seasonal exponential smoothing\" model, muy usual en las series de tiempo con una estacionalidad estable:\n",
"\n",
"\"Probably the most commonly used seasonal ARIMA model is the (0,1,1)x(0,1,1) model--i.e., an MA(1)xSMA(1) model with both a seasonal and a non-seasonal difference. This is essentially a \"seasonal exponential smoothing\" model.\""
]
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"input": [
"Image(filename=r'C:\\Users\\ghost\\Desktop\\pruebas\\ECOBICI_data\\ACF.PNG') "
],
"language": "python",
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"outputs": [
{
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"output_type": "pyout",
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