Analysis of Variance models
In [1]: import statsmodels.api as sm
---------------------------------------------------------------------------
ImportError Traceback (most recent call last)
<ipython-input-1-6030a6549dc0> in <module>()
----> 1 import statsmodels.api as sm
/builddir/build/BUILD/statsmodels-0.6.1/statsmodels/api.py in <module>()
13 from .discrete.discrete_model import (Poisson, Logit, Probit,
14 MNLogit, NegativeBinomial)
---> 15 from .tsa import api as tsa
16 from .duration.hazard_regression import PHReg
17 from .nonparametric import api as nonparametric
/builddir/build/BUILD/statsmodels-0.6.1/statsmodels/tsa/api.py in <module>()
----> 1 from .ar_model import AR
2 from .arima_model import ARMA, ARIMA
3 from . import vector_ar as var
4 from .arima_process import arma_generate_sample, ArmaProcess
5 from .vector_ar.var_model import VAR
/builddir/build/BUILD/statsmodels-0.6.1/statsmodels/tsa/ar_model.py in <module>()
14 cache_readonly, cache_writable)
15 from statsmodels.tools.numdiff import approx_fprime, approx_hess
---> 16 from statsmodels.tsa.kalmanf.kalmanfilter import KalmanFilter
17 import statsmodels.base.wrapper as wrap
18 from statsmodels.tsa.vector_ar import util
/builddir/build/BUILD/statsmodels-0.6.1/statsmodels/tsa/kalmanf/__init__.py in <module>()
----> 1 from .kalmanfilter import KalmanFilter
/builddir/build/BUILD/statsmodels-0.6.1/statsmodels/tsa/kalmanf/kalmanfilter.py in <module>()
31 from numpy.linalg import inv, pinv
32 from statsmodels.tools.tools import chain_dot
---> 33 from . import kalman_loglike
34
35 #Fast filtering and smoothing for multivariate state space models
ImportError: cannot import name kalman_loglike
In [2]: from statsmodels.formula.api import ols
In [3]: moore = sm.datasets.get_rdataset("Moore", "car",
...: cache=True) # load data
...:
---------------------------------------------------------------------------
NameError Traceback (most recent call last)
<ipython-input-3-924d52d36060> in <module>()
----> 1 moore = sm.datasets.get_rdataset("Moore", "car",
2 cache=True) # load data
NameError: name 'sm' is not defined
In [4]: data = moore.data
---------------------------------------------------------------------------
NameError Traceback (most recent call last)
<ipython-input-4-07b15baaa84d> in <module>()
----> 1 data = moore.data
NameError: name 'moore' is not defined
In [5]: data = data.rename(columns={"partner.status" :
...: "partner_status"}) # make name pythonic
...:
---------------------------------------------------------------------------
NameError Traceback (most recent call last)
<ipython-input-5-aaf036e8c484> in <module>()
----> 1 data = data.rename(columns={"partner.status" :
2 "partner_status"}) # make name pythonic
3
NameError: name 'data' is not defined
In [6]: moore_lm = ols('conformity ~ C(fcategory, Sum)*C(partner_status, Sum)',
...: data=data).fit()
...:
---------------------------------------------------------------------------
NameError Traceback (most recent call last)
<ipython-input-6-0a291eef3047> in <module>()
1 moore_lm = ols('conformity ~ C(fcategory, Sum)*C(partner_status, Sum)',
----> 2 data=data).fit()
NameError: name 'data' is not defined
In [7]: table = sm.stats.anova_lm(moore_lm, typ=2) # Type 2 ANOVA DataFrame
---------------------------------------------------------------------------
NameError Traceback (most recent call last)
<ipython-input-7-4e32df33effd> in <module>()
----> 1 table = sm.stats.anova_lm(moore_lm, typ=2) # Type 2 ANOVA DataFrame
NameError: name 'sm' is not defined
In [8]: print table
---------------------------------------------------------------------------
NameError Traceback (most recent call last)
<ipython-input-8-97e179e9235e> in <module>()
----> 1 print table
NameError: name 'table' is not defined
A more detailed example can be found here: