Skip to content

Instantly share code, notes, and snippets.

@jaircastruita
Last active June 17, 2016 23:41
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save jaircastruita/7de3d42ed3d9f282a11b33c20864fcda to your computer and use it in GitHub Desktop.
Save jaircastruita/7de3d42ed3d9f282a11b33c20864fcda to your computer and use it in GitHub Desktop.
{
"metadata": {
"name": "",
"signature": "sha256:54166f6914b9ffaf3770b33c61adc8ba2fb19fcb83dc41d343e3f243da1c2350"
},
"nbformat": 3,
"nbformat_minor": 0,
"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": "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": 3
},
{
"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": 4
},
{
"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": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"by_hour = by_hour.between_time('6:00','23:00')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"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": 7
},
{
"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": 8
},
{
"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": 9
},
{
"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": "iVBORw0KGgoAAAANSUhEUgAABA0AAAJZCAYAAADCssw2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0xa835080>"
]
}
],
"prompt_number": 10
},
{
"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(sd_d_logged_ts[[1]].values.squeeze(), lags=40, ax=ax1)\n",
"ax2 = fig.add_subplot(422)\n",
"fig = sm.graphics.tsa.plot_pacf(sd_d_logged_ts[[1]], lags=100, ax=ax2)\n",
"ax3 = fig.add_subplot(423)\n",
"fig = sm.graphics.tsa.plot_acf(sd_d_logged_ts[[27]].values.squeeze(), lags=40, ax=ax3)\n",
"ax4 = fig.add_subplot(424)\n",
"fig = sm.graphics.tsa.plot_pacf(sd_d_logged_ts[[27]], lags=100, ax=ax4)\n",
"ax5 = fig.add_subplot(425)\n",
"fig = sm.graphics.tsa.plot_acf(sd_d_logged_ts[[14]].values.squeeze(), lags=40, ax=ax5)\n",
"ax6 = fig.add_subplot(426)\n",
"fig = sm.graphics.tsa.plot_pacf(sd_d_logged_ts[[14]], lags=100, ax=ax6)\n",
"ax7 = fig.add_subplot(427)\n",
"fig = sm.graphics.tsa.plot_acf(sd_d_logged_ts[[50]].values.squeeze(), lags=40, ax=ax7)\n",
"ax8 = fig.add_subplot(428)\n",
"fig = sm.graphics.tsa.plot_pacf(sd_d_logged_ts[[50]], lags=100, ax=ax8)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABE0AAAHpCAYAAAB3KsJ+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nl4KN3/8DgAAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x67814e48>"
]
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"r,q,p = sm.tsa.acf(sd_d_logged_ts[[1]], qstat=True)\n",
"data = np.c_[range(1,41), r[1:], q, p]\n",
"table = pd.DataFrame(data, columns=['lag', \"AC\", \"Q\", \"Prob(>Q)\"])\n",
"print table.set_index('lag')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
" AC Q Prob(>Q)\n",
"lag \n",
"1.0 -0.447027 3658.540311 0.0\n",
"2.0 -0.010252 3660.464747 0.0\n",
"3.0 -0.025329 3672.211736 0.0\n",
"4.0 -0.001727 3672.266369 0.0\n",
"5.0 -0.012823 3675.277357 0.0\n",
"6.0 -0.009403 3676.896456 0.0\n",
"7.0 0.016289 3681.755567 0.0\n",
"8.0 -0.000253 3681.756740 0.0\n",
"9.0 0.004899 3682.196320 0.0\n",
"10.0 -0.020723 3690.062598 0.0\n",
"11.0 0.000959 3690.079450 0.0\n",
"12.0 0.009902 3691.875589 0.0\n",
"13.0 0.000591 3691.881981 0.0\n",
"14.0 0.020207 3699.363226 0.0\n",
"15.0 0.001806 3699.422987 0.0\n",
"16.0 -0.007423 3700.432682 0.0\n",
"17.0 0.230501 4673.997055 0.0\n",
"18.0 -0.490813 9088.450528 0.0\n",
"19.0 0.212643 9917.096892 0.0\n",
"20.0 0.014725 9921.070679 0.0\n",
"21.0 0.013757 9924.539243 0.0\n",
"22.0 -0.012895 9927.586851 0.0\n",
"23.0 0.015236 9931.842023 0.0\n",
"24.0 0.002892 9931.995363 0.0\n",
"25.0 -0.013866 9935.519822 0.0\n",
"26.0 0.012429 9938.351874 0.0\n",
"27.0 -0.013724 9941.805177 0.0\n",
"28.0 0.019506 9948.781251 0.0\n",
"29.0 -0.010146 9950.668821 0.0\n",
"30.0 0.001557 9950.713294 0.0\n",
"31.0 -0.004404 9951.068997 0.0\n",
"32.0 -0.004803 9951.492144 0.0\n",
"33.0 0.009425 9953.121236 0.0\n",
"34.0 -0.002839 9953.269084 0.0\n",
"35.0 -0.000932 9953.285002 0.0\n",
"36.0 0.001677 9953.336567 0.0\n",
"37.0 -0.002252 9953.429601 0.0\n",
"38.0 0.002909 9953.584841 0.0\n",
"39.0 -0.005204 9954.081644 0.0\n",
"40.0 0.012847 9957.109686 0.0\n"
]
}
],
"prompt_number": 12
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Usando el modelo SARIMA desde la librer\u00eda de R"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"test = logged_ts['2013-11-29']"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 30
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"logged_ts = logged_ts['2010-03-01':'2013-11-28']"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 31
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import statsmodels.api as sm\n",
"import rpy2.robjects as R\n",
"from rpy2.robjects.packages import importr\n",
"from rpy2.robjects import pandas2ri\n",
"pandas2ri.activate()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 35
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%load_ext rmagic"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 36
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"stats = importr('stats')\n",
"tseries = importr('tseries')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 37
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"r_df = pandas2ri.py2ri(logged_ts[[1]])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 38
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"y = stats.ts(r_df)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 39
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ad = tseries.adf_test(y, alternative=\"stationary\", k=18)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 40
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"a = ad.names[:5]\n",
"{ad.names[i]:ad[i][0] for i in xrange(len(a))}"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 41,
"text": [
"{'alternative': 'stationary',\n",
" 'method': 'Augmented Dickey-Fuller Test',\n",
" 'p.value': 0.01,\n",
" 'parameter': 18.0,\n",
" 'statistic': -10.39955400132386}"
]
}
],
"prompt_number": 41
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"diff1lev = d_logged_ts[1]\n",
"print 'p.value: %f' % sm.tsa.adfuller(diff1lev, maxlag=18)[1]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"p.value: 0.000000\n"
]
}
],
"prompt_number": 42
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"diff1lev_season = diff1lev.diff(18).dropna()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 43
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"r_df = pandas2ri.py2ri(diff1lev_season)\n",
"y = stats.ts(r_df)\n",
"ad = tseries.adf_test(y, alternative=\"stationary\", k=18)\n",
"a = ad.names[:5]\n",
"{ad.names[i]:ad[i][0] for i in xrange(len(a))}"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 44,
"text": [
"{'alternative': 'stationary',\n",
" 'method': 'Augmented Dickey-Fuller Test',\n",
" 'p.value': 0.01,\n",
" 'parameter': 18.0,\n",
" 'statistic': -42.69052402814371}"
]
}
],
"prompt_number": 44
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(12,8))\n",
"ax1 = fig.add_subplot(211)\n",
"fig = sm.graphics.tsa.plot_acf(diff1lev_season.values.squeeze(), lags=150, ax=ax1)\n",
"ax2 = fig.add_subplot(212)\n",
"fig = sm.graphics.tsa.plot_pacf(diff1lev_season, lags=150, ax=ax2)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAsYAAAHpCAYAAACBevrLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x232ac1d0>"
]
}
],
"prompt_number": 45
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"diff1lev_season1lev = diff1lev_season.diff().dropna()\n",
"print 'p.value: %f' % sm.tsa.adfuller(diff1lev_season1lev, maxlag=18)[1]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"p.value: 0.000000\n"
]
}
],
"prompt_number": 46
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(12,8))\n",
"ax1 = fig.add_subplot(211)\n",
"fig = sm.graphics.tsa.plot_acf(diff1lev_season1lev.values.squeeze(), lags=150, ax=ax1)\n",
"ax2 = fig.add_subplot(212)\n",
"fig = sm.graphics.tsa.plot_pacf(diff1lev_season1lev, lags=150, ax=ax2)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAsYAAAHpCAYAAACBevrLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x236624e0>"
]
}
],
"prompt_number": 47
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"SARIMA"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"r_df = pandas2ri.py2ri(logged_ts[[1]])\n",
"y = stats.ts(r_df)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 48
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"order = R.IntVector((1,1,1))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 49
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"season = R.ListVector({'order': R.IntVector((0,1,0)), 'period' : 18})"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 50
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"model = stats.arima(y, order = order, seasonal=season)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 51
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%Rpush model\n",
"%R tsdiag(model, 100)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAeAAAAHgCAMAAABKCk6nAAAAtFBMVEUAAAAAADoAAGYAAP8AOjoA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\ngsGhYHAoGBwKBoeCwaFgcP4fglc5pI8BKwoAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 52
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"forecast = importr('forecast')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 53
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"f = forecast.forecast(model)\n",
"pred = [i[1] for i in f[3].items()]\n",
"dt = pd.date_range(logged_ts[[1]].index[-1], periods=len(pred)+1,freq='H')[1:]\n",
"dt = pd.DataFrame(0,columns=['A'],index=dt).between_time('6:00','23:00').index\n",
"pr = pd.Series(pred[:24], index = dt)\n",
"\n",
"#logged_ts[[1]][-48:].plot(figsize=(12,6))\n",
"test[1].plot(figsize=(12,6))\n",
"pr.plot(color = 'red')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 87,
"text": [
"<matplotlib.axes._subplots.AxesSubplot at 0xd3ac668>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAsEAAAGGCAYAAACaBFw9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nnP8HRDyDALMd89QAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0xd3ab5c0>"
]
}
],
"prompt_number": 87
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot(logged_ts[[1]][-48:].values,color='red')\n",
"plot(R.r('fitted(model)')[-48:],color='blue')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 36,
"text": [
"[<matplotlib.lines.Line2D at 0x5e59e198>]"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABBUAAAJQCAYAAADRxFziAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAIAl+T9vCsdOPjRduwAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x5ea9e9e8>"
]
}
],
"prompt_number": 36
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"SARIMA modelo 2"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"r_df = pandas2ri.py2ri(logged_ts[[1]])\n",
"y = stats.ts(r_df)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 37
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"order = R.IntVector((0,1,1))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 38
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"season = R.ListVector({'order': R.IntVector((0,0,1)), 'period' : 18})"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 39
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"model = stats.arima(y, order = order, seasonal=season)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 40
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%Rpush model\n",
"%R tsdiag(model, 100)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAeAAAAHgCAMAAABKCk6nAAAAt1BMVEUAAAAAADoAAGYAAP8AOjoA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\nAAAASUVORK5CYII=\n"
}
],
"prompt_number": 41
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"f = forecast.forecast(model)\n",
"pred = [i[1] for i in f[3].items()]\n",
"dt = pd.date_range(logged_ts[[1]].index[-1], periods=len(pred)+1,freq='H')[1:]\n",
"pr = pd.Series(pred, index = dt)\n",
"\n",
"logged_ts[[1]][-48:].plot(figsize=(12,6))\n",
"pr.plot(color = 'red')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 42,
"text": [
"<matplotlib.axes._subplots.AxesSubplot at 0x5e583400>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAsYAAAFsCAYAAADPB3+gAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n1BiLiIiIiABqjEVEREREAPh/1fSArAZGA+YAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x5e59ea58>"
]
}
],
"prompt_number": 42
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import rpy2.robjects as ro\n",
"\n",
"plot(logged_ts[[1]][-48:].values,color='red')\n",
"plot(R.r('fitted(model)')[-48:],color='blue')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 43,
"text": [
"[<matplotlib.lines.Line2D at 0xcaeb6d8>]"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABBUAAAJQCAYAAADRxFziAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAAAAltBUAAAAAAAAlvwF0RcHoWSVIz0AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x20168400>"
]
}
],
"prompt_number": 43
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Sarima Modelo 3"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"r_df = pandas2ri.py2ri(logged_ts[[1]])\n",
"y = stats.ts(r_df)\n",
"\n",
"order = R.IntVector((1,1,2))\n",
"\n",
"season = R.ListVector({'order': R.IntVector((0,1,0)), 'period' : 18})\n",
"\n",
"model = stats.arima(y, order = order, seasonal=season)\n",
"\n",
"%Rpush model\n",
"%R tsdiag(model, 100)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAeAAAAHgCAMAAABKCk6nAAAAtFBMVEUAAAAAADoAAGYAAP8AOjoA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\nnP8Hb9E0zRwX5gUAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 88
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"f = forecast.forecast(model)\n",
"pred = [i[1] for i in f[3].items()]\n",
"dt = pd.date_range(logged_ts[[1]].index[-1], periods=len(pred)+1,freq='H')[1:]\n",
"dt = pd.DataFrame(0,columns=['A'],index=dt).between_time('6:00','23:00').index\n",
"pr = pd.Series(pred[:24], index = dt)\n",
"\n",
"test[1].plot(figsize=(12,6))\n",
"pr.plot(color = 'red')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 90,
"text": [
"<matplotlib.axes._subplots.AxesSubplot at 0xd5bbc18>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAsEAAAGGCAYAAACaBFw9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niYiIiCjm/H/SiSjhCA+JmQAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0xbca08d0>"
]
}
],
"prompt_number": 90
}
],
"metadata": {}
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment