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@jaircastruita
Created June 13, 2016 01:43
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{
"metadata": {
"name": "",
"signature": "sha256:7dcbc3494d103bb64638a59d37b2f07316e47138a6a03f43f38c153b5ea5e2b1"
},
"nbformat": 3,
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"worksheets": [
{
"cells": [
{
"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"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"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"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"How to Check Stationarity of a Time Series?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Un m\u00e9todo para graficar la media m\u00f3vil, desviaci\u00f3n est\u00e1ndar m\u00f3vil y la serie de tiempo en si, acompa\u00f1ado de la prueba de Dickey-Fuller, con la que se compara el valor t statistic con los valores cr\u00edticos de la distribuci\u00f3n."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def test_stationarity(timeseries):\n",
" \n",
" #Determing rolling statistics\n",
" rolmean = timeseries.rolling(window=12,center=False).mean()\n",
" rolstd = timeseries.rolling(window=12,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')\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": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def plot_freqHeatmap(data):\n",
" \n",
" fig, ax = plt.subplots(1, 1, figsize=(16, 10), sharey=True)\n",
" ax.set_title('Station over rank frequency')\n",
" \n",
" yticks = data.index\n",
" keptticks = yticks[::int(len(yticks)/10)]\n",
" yticks = ['' for y in yticks]\n",
" yticks[::int(len(yticks)/10)] = keptticks\n",
" \n",
" xticks = data.columns\n",
" keptticks = xticks[::int(len(xticks)/10)]\n",
" xticks = ['' for y in xticks]\n",
" xticks[::int(len(xticks)/10)] = keptticks\n",
"\n",
" sns.heatmap(data, ax=ax, yticklabels=yticks, xticklabels=xticks)\n",
" \n",
" #This sets the yticks \"upright\" with 0, as opposed to sideways with 90.\n",
" plt.yticks(rotation=0) \n",
"\n",
" plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def ARIMA_pack(sub_sample,ts,diff_ts,train,params,model_type):\n",
" p,d,q = params\n",
" columns = ['Best p','Best q','Best value PACF','Best value ACF','AIC','BIC','HQIC','Durbin-Watson','RSS train','Unit root']\n",
" df_ = pd.DataFrame(index = sub_sample.index.astype(int),columns=columns)\n",
" df_ = df_.fillna(0) # with 0s rather than NaNs\n",
" \n",
" arima_models = []\n",
"\n",
" for i in sub_sample.index.astype(int):\n",
" dlt = diff_ts.loc[train][i].iloc[d:].values\n",
" lag_correlations = acf(dlt) \n",
" lag_partial_correlations = pacf(dlt) \n",
"\n",
" best_q = abs(lag_correlations[1:]).argmax() + 1\n",
" best_p = abs(lag_partial_correlations[1:]).argmax() + 1\n",
"\n",
" max_MA = lag_correlations[1:][abs(lag_correlations[1:]).argmax()]\n",
" max_AR = lag_partial_correlations[1:][abs(lag_partial_correlations[1:]).argmax()]\n",
" \n",
" if model_type == 'ar':\n",
" model = sm.tsa.ARIMA(ts.loc[train][i].values, order=(p, d, 0))\n",
" elif model_type == 'ma':\n",
" model = sm.tsa.ARIMA(ts.loc[train][i].values, order=(0, d, q))\n",
" else:\n",
" model = sm.tsa.ARIMA(ts.loc[train][i].values, order=(p, d, q))\n",
" results = model.fit(disp=-1)\n",
"\n",
" AIC, BIC, HQIC = results.aic, results.bic, results.hqic\n",
" durbin_watson = sm.stats.durbin_watson(results.resid)\n",
" RSS = sum((ts[[i]].values-results.fittedvalues)**2)\n",
" unit_root = sum(results.params)\n",
"\n",
" df_.loc[i] = [best_p, best_q, max_AR, max_MA, AIC, BIC, HQIC, durbin_watson, RSS, unit_root]\n",
" arima_models.append(results)\n",
" print 'exited successful'\n",
" return df_, arima_models"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def ARIMA_forecast(test,models,ts,diffed_ts,sub_sample):\n",
" columns = ['RMSE test']\n",
" df_ = pd.DataFrame(index = sub_sample.index.astype(int),columns=columns)\n",
" df_ = df_.fillna(0) # with 0s rather than NaNs\n",
" \n",
" start = logged_ts.index.get_loc(test[0])\n",
" end = logged_ts.index.get_loc(test[-1])\n",
" \n",
" for e,i in enumerate(sub_sample.index.astype(int)):\n",
" predict_ = models[e].predict(start=start, end=end)\n",
" \n",
" predictions_ARIMA = pd.Series(models[e].fittedvalues, copy=True)\n",
" predictions_ARIMA = pd.concat([predictions_ARIMA,pd.Series(predict_, copy=True)])\n",
" \n",
" predictions_ARIMA_cumsum = predictions_ARIMA.cumsum()\n",
" predictions_ARIMA_cumsum.index = diffed_ts.index\n",
" \n",
" predictions_ARIMA_log = pd.Series(ts[i][0], index=ts.index)\n",
" predictions_ARIMA_log = predictions_ARIMA_log.add(predictions_ARIMA_cumsum,fill_value=0)\n",
" \n",
" predictions_ARIMA = np.exp(predictions_ARIMA_log) + 1\n",
" \n",
" rmse = np.sqrt(sum((predictions_ARIMA-ts[i][-20:])**2)/len(ts))\n",
" df_.loc[i] = rmse\n",
" \n",
" return df_"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"k_3 = pd.read_csv(r'C:\\Users\\ghost\\Desktop\\pruebas\\ECOBICI_data\\Consensus cluster\\Datos_no_normalizados\\fase 1\\cluster_member3.csv')\n",
"k_6 = pd.read_csv(r'C:\\Users\\ghost\\Desktop\\pruebas\\ECOBICI_data\\Consensus cluster\\Datos_no_normalizados\\fase 1\\cluster_member6.csv')\n",
"res = pd.read_csv(r'C:\\Users\\ghost\\Desktop\\pruebas\\ECOBICI_data\\Consensus cluster\\Datos_no_normalizados\\phase1_no_normalized.csv').T"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"res['cluster'] = k_3.values\n",
"temp_res = res.sort_values(['cluster'])\n",
"plot_freqHeatmap(temp_res[temp_res.columns.difference(['cluster'])])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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jrpvpoL/sSYt/XlcH/GVX56UqmMqSYkEtX787XL3tqtLvl4PV73KpqM9mFXHd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\nnqtkvjiv1LYPTXerhG/Dieu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yJG5/Vf1HFXLSkl8/8lT6/LKRKorJ6pMqgpX96SdtfjWr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\nAAAAAFTBzRIAAAAAVPH/AIuGa3d5pU2xAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0xa718278>"
]
}
],
"prompt_number": 8
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Count Pre-process"
]
},
{
"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 ']"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"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]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 10
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Removidos:\n",
"\n",
"- Registros cancelados\n",
"- Estaciones con IDs inv\u00e1lidos\n",
"- Fines de semana"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"by_hour[[1,27,64,13,36]].plot(title='Tendencia de conteos de entrada');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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t0+QwzOn5YcauWVpycJkpZbV8jaHt7Grv8oGmPGTKrmrZM9H+skN6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\nm2eq2DY1NeH2229XseUUr1hiQGtrK65cuYL6+nrYbLbAeZ+bm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"text": [
"<matplotlib.figure.Figure at 0xb8282b0>"
]
}
],
"prompt_number": 12
},
{
"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 -5.324213\n",
"p-value 0.000005\n",
"#Lags Used 48.000000\n",
"Number of Observations Used 24384.000000\n",
"Critical Value (5%) -2.861659\n",
"Critical Value (1%) -3.430618\n",
"Critical Value (10%) -2.566833\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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3nPf097ynrb9+ujwbbFDJeusZh3X77enP3nmn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/YEXYxSQRCVuEV0uCNGA0EfgupUhw0rZfRo4310N95YTrvNSu8xY7K/ff75EkaOzH7+xRfF3Hpr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MzChb1RuGkHWzjQbqdeuMBvLfg/DH7tzqGo4dNfOUYUV2bB6PuJ9NKQ7uwhL1GuSBUByJYaKU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\nIYQQQgghgvoPPVooLTYTKygAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0xaa50748>"
]
}
],
"prompt_number": 13
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Eliminaci\u00f3n de variabilidad en los conteos"
]
},
{
"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": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"logged_ts[[1,13,27,36,64]].plot(figsize=(18,8),title='Tendencia de conteos de entrada por hora en escala log');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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5AOUoCvPmzYNcLsdLL70EqVSK999/H/Pnz0dSUhIUCgX69u2r3u7FxcWYMGECHj58iPj4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g0kLpY4ESqK71BRJs/51C+McOqhSn3e+O5OSpg+poCX/53SNLiwgDGWEApPBUalXWW8+0L7vadV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\n5a73KzfnZGD6nBN+nVfZkrz4R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"text": [
"<matplotlib.figure.Figure at 0x5c69b160>"
]
}
],
"prompt_number": 15
},
{
"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 -5.293610\n",
"p-value 0.000006\n",
"#Lags Used 48.000000\n",
"Number of Observations Used 24384.000000\n",
"Critical Value (5%) -2.861659\n",
"Critical Value (1%) -3.430618\n",
"Critical Value (10%) -2.566833\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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xhT8QcfCAiMgPxMYqcPEi75RERETkv1JSzPs616/LMG+eElptyWeuDh7odJ7p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wPK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\nEARBEARBcOX/A0Gk+HE1qCu0AAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x390c78d0>"
]
}
],
"prompt_number": 16
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Differencing De-trending"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Differencing by hour forces us to drop the first value.\n",
"diffed_logged_ts = (logged_ts - logged_ts.shift())[1:]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"diffed_logged_ts[[1,13,27,36,64]].plot(title='Tendencia de conteos de entrada por hora usando diferenciacion');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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l7zLgyuVJpdYB1cSXl6u2/J2To6pQmWCP36YpHbFaiCrTM5QUW/7W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\nIj6aieLkmQOaz8eUlTh+dx6372zEqbP7M9OBNn5Ws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i0WNn66WB/ApV3WwYTCBE3BtPbG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\nQPQU+xCMEDBsuPxHJCjs7myjS/H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"text": [
"<matplotlib.figure.Figure at 0x5cab3128>"
]
}
],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"test_stationarity(diffed_logged_ts[[1]])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Results of Dickey-Fuller Test:\n",
"Test Statistic -41.788949\n",
"p-value 0.000000\n",
"#Lags Used 48.000000\n",
"Number of Observations Used 24383.000000\n",
"Critical Value (5%) -2.861659\n",
"Critical Value (1%) -3.430618\n",
"Critical Value (10%) -2.566833\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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ixIkT8dtvv2H48OHIzc2VIkxERCSh7duDsHixVu5gEBEREZEPcnmkQVxcHG7e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"text": [
"<matplotlib.figure.Figure at 0x3d043160>"
]
}
],
"prompt_number": 19
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Signals correlograms (ACF & PACF)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Los siguientes gr\u00e1ficos corresponden a correlogramas realizados a 2 estaciones pertenecientes a la cabeza (las primeras dos) y 2 estaciones pertenecientes al cuerpo (las \u00faltimas dos). Puede apreciarse en los correlogramas que el diagrama de correlaci\u00f3n exhibe un comportamiento sinusoidal mientras que el diagrama de correlaci\u00f3n parcial exhibe un fuerte pico en el retardo 24, despu\u00e9s ning\u00fan punto de correlaci\u00f3n importante."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(19,8))\n",
"\n",
"ax1 = fig.add_subplot(421)\n",
"fig = sm.graphics.tsa.plot_acf(diffed_logged_ts[[1]].values.squeeze(), lags=40, ax=ax1)\n",
"ax2 = fig.add_subplot(422)\n",
"fig = sm.graphics.tsa.plot_pacf(diffed_logged_ts[[1]], lags=40, ax=ax2)\n",
"ax3 = fig.add_subplot(423)\n",
"fig = sm.graphics.tsa.plot_acf(diffed_logged_ts[[13]].values.squeeze(), lags=40, ax=ax3)\n",
"ax4 = fig.add_subplot(424)\n",
"fig = sm.graphics.tsa.plot_pacf(diffed_logged_ts[[13]], lags=40, ax=ax4)\n",
"ax5 = fig.add_subplot(425)\n",
"fig = sm.graphics.tsa.plot_acf(diffed_logged_ts[[14]].values.squeeze(), lags=40, ax=ax5)\n",
"ax6 = fig.add_subplot(426)\n",
"fig = sm.graphics.tsa.plot_pacf(diffed_logged_ts[[14]], lags=40, ax=ax6)\n",
"ax7 = fig.add_subplot(427)\n",
"fig = sm.graphics.tsa.plot_acf(diffed_logged_ts[[50]].values.squeeze(), lags=40, ax=ax7)\n",
"ax8 = fig.add_subplot(428)\n",
"fig = sm.graphics.tsa.plot_pacf(diffed_logged_ts[[50]], lags=40, ax=ax8)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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lPcyZNDFv0sOcWS72g8hYmC/pYc6kiXmTnubOWZOLJoIg6Cx3794dV65cQXFxMRwcHJCR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\nYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7ea38400>"
]
}
],
"prompt_number": 81
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Los datos pueden seguir un modelo ARIMA(p,d,0) si el ACF y PACF de la serie diferenciada muestran los siguientes patrones:\n",
"\n",
"- la ACF decae de manera exponencial o sinusoidal\n",
"- hay un pico significativo en el retardo p en la PACF, pero no despu\u00e9s del retardo p.\n",
"\n",
"Los datos pueden seguir un modelo ARIMA(0,d,q) si el ACF y PACF de la serie diferenciada muestran los siguientes patrones:\n",
"\n",
"- la PACF decae exponencialmente o sinusoidal\n",
"- hay un pico significativo en el retardo q de la ACF pero no despues del retardo q.\n",
"\n",
"En la pr\u00e1ctica, las funciones de autocorrelaci\u00f3n y autocorrelaci\u00f3n parcial son variables aleatorias y no dan el mismo panorama como las funciones te\u00f3ricas. Esto hace el modelo de identificaci\u00f3n m\u00e1s dif\u00edcil. En particular, los modelos mezclados pueden ser particularmente dif\u00edciles de identificar. Aunque la experiencia resulta de ayuda, desarrollar buenos modelos utilizando estos gr\u00e1ficos puede resultar a mucha prueba y error."
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Double differencing"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dd_logged_ts = (diffed_logged_ts - diffed_logged_ts.shift())[1:]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dd_logged_ts[[1]].plot(title='Tendencia de conteos de entrada por hora usando diferenciacion');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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EIiIFBASoHQERERERkecwmUBEREREREREsjCZQERERERERESyMJlARERepUVv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\nY87/5hPMSJ1hgi7W7t6JF7GDvYmTudSI3iOD9PdI0hvO4//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gAAAg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\n84+dvpu09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"text": [
"<matplotlib.figure.Figure at 0xaa5d2860>"
]
}
],
"prompt_number": 22
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"El modelo con dos \u00f3rdenes de diferenciacion asumen que la tendencia en las series var\u00eda con el tiempo, as\u00ed considera el futuro mucho m\u00e1s incierto que cuando el modelo solo tiene un orden de diferenciaci\u00f3n."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"test_stationarity(dd_logged_ts[[1]])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Results of Dickey-Fuller Test:\n",
"Test Statistic -43.425760\n",
"p-value 0.000000\n",
"#Lags Used 48.000000\n",
"Number of Observations Used 24382.000000\n",
"Critical Value (5%) -2.861659\n",
"Critical Value (1%) -3.430618\n",
"Critical Value (10%) -2.566833\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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CODSnARERERERERF5PgYNiIiIiIiIiMgiBg2IiIiIiIiIyCIGDYiIiIiIiIjIIgYNiIiI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\nKv+cFMMm2Yhpz9sOP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hVZW2cOmyLr3FqH6l99f3oSpHnJaURuiSzDdHOQnw1ujKvgfTlM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\nOjCeMxWE4K2PQBxywuvs6QljKvfszj11RMChuDKdn7z
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