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import numpy as np
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from IPython.testing.decorators import skip_without
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from IPython.extensions import rmagic
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from IPython.utils.py3compat import PY3
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from rpy2 import rinterface
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import nose.tools as nt
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if PY3:
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from io import StringIO
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else:
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from StringIO import StringIO
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ip = get_ipython()
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ip.magic('load_ext rmagic')
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def test_push():
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rm = rmagic.RMagics(ip)
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ip.push({'X':np.arange(5), 'Y':np.array([3,5,4,6,7])})
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ip.run_line_magic('Rpush', 'X Y')
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np.testing.assert_almost_equal(np.asarray(rm.r('X')), ip.user_ns['X'])
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np.testing.assert_almost_equal(np.asarray(rm.r('Y')), ip.user_ns['Y'])
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def test_push_localscope():
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"""Test that Rpush looks for variables in the local scope first."""
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ip.run_cell('''
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def rmagic_addone(u):
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%Rpush u
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%R result = u+1
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%Rpull result
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return result[0]
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u = 0
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result = rmagic_addone(12344)
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''')
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result = ip.user_ns['result']
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np.testing.assert_equal(result, 12345)
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@skip_without('pandas')
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def test_push_dataframe():
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from pandas import DataFrame
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rm = rmagic.RMagics(ip)
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df = DataFrame([{'a': 1, 'b': 'bar'}, {'a': 5, 'b': 'foo', 'c': 20}])
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ip.push({'df':df})
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ip.run_line_magic('Rpush', 'df')
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# This is converted to factors, which are currently converted back to Python
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# as integers, so for now we test its representation in R.
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sio = StringIO()
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rinterface.set_writeconsole(sio.write)
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try:
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rm.r('print(df$b[1])')
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nt.assert_in('[1] bar', sio.getvalue())
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finally:
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rinterface.set_writeconsole(None)
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# Values come packaged in arrays, so we unbox them to test.
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nt.assert_equal(rm.r('df$a[2]')[0], 5)
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missing = rm.r('df$c[1]')[0]
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assert np.isnan(missing), missing
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def test_pull():
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rm = rmagic.RMagics(ip)
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rm.r('Z=c(11:20)')
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ip.run_line_magic('Rpull', 'Z')
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np.testing.assert_almost_equal(np.asarray(rm.r('Z')), ip.user_ns['Z'])
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np.testing.assert_almost_equal(ip.user_ns['Z'], np.arange(11,21))
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def test_Rconverter():
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datapy= np.array([(1, 2.9, 'a'), (2, 3.5, 'b'), (3, 2.1, 'c')],
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dtype=[('x', '<i4'), ('y', '<f8'), ('z', '|S1')])
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ip.user_ns['datapy'] = datapy
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ip.run_line_magic('Rpush', 'datapy')
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# test to see if a copy is being made
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v = ip.run_line_magic('Rget', '-d datapy')
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w = ip.run_line_magic('Rget', '-d datapy')
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np.testing.assert_almost_equal(w['x'], v['x'])
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np.testing.assert_almost_equal(w['y'], v['y'])
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nt.assert_true(np.all(w['z'] == v['z']))
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np.testing.assert_equal(id(w.data), id(v.data))
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nt.assert_equal(w.dtype, v.dtype)
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ip.run_cell_magic('R', ' -d datar', 'datar=datapy')
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u = ip.run_line_magic('Rget', ' -d datar')
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np.testing.assert_almost_equal(u['x'], v['x'])
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np.testing.assert_almost_equal(u['y'], v['y'])
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nt.assert_true(np.all(u['z'] == v['z']))
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np.testing.assert_equal(id(u.data), id(v.data))
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nt.assert_equal(u.dtype, v.dtype)
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def test_cell_magic():
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ip.push({'x':np.arange(5), 'y':np.array([3,5,4,6,7])})
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snippet = '''
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print(summary(a))
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plot(x, y, pch=23, bg='orange', cex=2)
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plot(x, x)
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print(summary(x))
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r = resid(a)
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xc = coef(a)
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'''
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ip.run_cell_magic('R', '-i x,y -o r,xc -w 150 -u mm a=lm(y~x)', snippet)
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np.testing.assert_almost_equal(ip.user_ns['xc'], [3.2, 0.9])
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np.testing.assert_almost_equal(ip.user_ns['r'], np.array([-0.2, 0.9, -1. , 0.1, 0.2]))
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def test_rmagic_localscope():
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ip.push({'x':0})
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ip.run_line_magic('R', '-i x -o result result <-x+1')
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result = ip.user_ns['result']
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nt.assert_equal(result[0], 1)
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ip.run_cell('''def rmagic_addone(u):
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%R -i u -o result result <- u+1
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return result[0]''')
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ip.run_cell('result = rmagic_addone(1)')
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result = ip.user_ns['result']
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nt.assert_equal(result, 2)
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nt.assert_raises(
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NameError,
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ip.run_line_magic,
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"R",
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"-i var_not_defined 1+1")
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