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                """This module tests the baseline function."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    2
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                # import functions and modules  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    3
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                import numpy as np  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    4
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                from voltcycle import file_read  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    5
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                from voltcycle import baseline  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    7
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                #Test functions:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    8
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                def test_split():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    9
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                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    10
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                    This function tests the split function.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    11
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                    The output of the function has to be np.array.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    12
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                    Split function splits the length of input vector  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    13
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                    in two. So, len of output should equal to half len  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    14
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                    of input.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    15
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                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    16
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                    dict_1 = file_read.read_file('../../data/10mM_2,7-AQDS_1M_KOH_25mVs_0.5step_2.txt') | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    data = file_read.data_frame(dict_1, 1)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    18
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                    vec_x = data.Potential  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    19
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                    a_val, b_val = baseline.split(vec_x)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    20
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                    assert isinstance(a_val == np.ndarray), "The output type is incorrect."  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    21
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                    assert isinstance(b_val == np.ndarray), "The output type is incorrect."  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    22
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                    #assert len(a)  int(len(x)/2), "The output should be "  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    23
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                    (np.testing.assert_almost_equal(len(a_val), (len(vec_x)/2), decimal=0),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    24
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                     "Output length is incorrect")  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    25
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                    (np.testing.assert_almost_equal(len(b_val), (len(vec_x)/2), decimal=0),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    26
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                     "Output length is incorrect")  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    27
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                    return "Test of split function passed!"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    29
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                    30
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                def test_critical_idx():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    31
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                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    32
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                    Critical_idx returns idx of the index of the intercepts of different moving average curves.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    33
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                    Test the output if it is a single index.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    34
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                    Test if the output is integer.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    35
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                    Test if the index exist in original input.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    36
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                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    37
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                    dict_1 = file_read.read_file('../../data/10mM_2,7-AQDS_1M_KOH_25mVs_0.5step_2.txt') | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    38
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                    data = file_read.data_frame(dict_1, 1)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    39
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                    col_x1, col_x2 = baseline.split(data.Potential)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    40
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                    col_y1, col_y2 = baseline.split(data.Current)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    41
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                    idx = baseline.critical_idx(col_x1, col_y1)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    42
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                    assert isinstance(idx == np.int64), ("Output should be integer, but" | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    43
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                                                         "Function is returning {}".format(type(idx))) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    44
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                    assert idx.shape == (), "This function should return single idx"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    assert 0 < idx < len(col_x1), "Output index is out of order"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    46
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                    return "Test of critical_idx function passed!"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    47
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                    48
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                    49
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                def test_sum_mean():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    50
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                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    51
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                    Target function returns the mean and sum of the given vector.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    52
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                    Expect output to be a list, with length 2.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    53
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                    Can also test if the mean is correctly calculated.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    54
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                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    55
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                    dict_1 = file_read.read_file('../../data/10mM_2,7-AQDS_1M_KOH_25mVs_0.5step_2.txt') | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    56
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                    data = file_read.data_frame(dict_1, 1)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    57
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                    col_x1, col_x2 = baseline.split(data.Potential)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    58
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                    a_val = baseline.sum_mean(col_x1)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    assert isinstance(a_val == list), ("Output should be list object," | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    60
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                                                       " but fuction is returning{}".format(type(a_val))) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    61
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                    assert len(a_val) == 2, ("length of output should be 2," | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    62
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                                             "but, function is returning a list with length{}".format(len(a_val))) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    63
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                    (np.testing.assert_almost_equal(a_val[1], np.mean(col_x1), decimal=3),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    64
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                     "Mean is calculated incorrectly")  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    65
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                    return "Test of sum_mean function passed!"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    67
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                def test_multiplica():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    68
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                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    69
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                    Target function returns the sum of the multilica of two given vector.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    70
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                    Expect output as np.float object.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    71
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                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    72
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                    dict_1 = file_read.read_file('../../data/10mM_2,7-AQDS_1M_KOH_25mVs_0.5step_2.txt') | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    73
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                    data = file_read.data_frame(dict_1, 1)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    74
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                    col_x1, col_x2 = baseline.split(data.Potential)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    75
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                    col_y1, col_y2 = baseline.split(data.Current)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    76
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                    a_val = baseline.multiplica(col_x1, col_y1)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    77
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                    assert isinstance(a_val == np.float64), ("Output should be float object," | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    78
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                                                             " but fuction is returning{}".format(type(a_val))) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    79
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                    b_val = np.multiply(col_x1, col_y1).sum()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    80
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                    (np.testing.assert_almost_equal(a_val, b_val, decimal=3),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    81
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                     "Calculation is incorrect")  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    82
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                    return "Test Passed for multiplica function!"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    83
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                    84
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                    85
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                def test_linear_coeff():  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    86
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                    """  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    87
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                    Target function returns the inclination coeffecient  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    88
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                    and y axis interception coeffecient m and b.  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    89
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                    T  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    90
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                    """  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    91
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                    x_arr = np.array([1, 2, 3, 4, 5, 6, 7, 8, 9])  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    92
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                    y_arr = np.array([1, 2, 3, 4, 5, 6, 7, 8, 9])  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    93
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                    m_val, b_val = baseline.linear_coeff(x_arr, y_arr)  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    94
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                    assert m_val == 1, "Inclination coeffecient is incorrect"  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    95
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                    assert b_val == 0, "Interception is incorrect"  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    96
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                    return "Test passed for linear_coeff function!"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    97
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                    98
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                def test_y_fitted_line():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    99
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                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    100
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                    Target function returns the fitted baseline y.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    101
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                    Should exam if the output is correct shape,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    102
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                    correct type, and correct value.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    103
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                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    104
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                    x_arr = np.array([1, 2, 3, 4, 5, 6, 7, 8, 9])  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    105
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                    m_val = 1  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    106
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                    b_val = 0  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    107
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                    y_val = baseline.y_fitted_line(m_val, b_val, x_arr)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    108
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                    if len(y_val) != len(x_arr):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    109
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                        raise ValueError("Output must have same length as input x," | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    110
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                                         "but have lenth {}".format(len(y_val))) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    111
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                    assert isinstance(y_val == list), "Output should be list object"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    112
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                    if np.all(y_val != x_arr):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    113
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                        raise ValueError("Fitted line y values are calculated incorrectly") | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    114
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                    return "Test passed for y_fitted_line function!"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    115
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                    116
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                def test_linear_background():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    117
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                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    118
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                    Target function is wrapping function which returns  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    119
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                    linear fitted line.Should exam if the output is  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    120
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                    correct shape, correct type, and correct value.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    121
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                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    122
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                    dict_1 = file_read.read_file('../../data/10mM_2,7-AQDS_1M_KOH_25mVs_0.5step_2.txt') | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    123
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                    data = file_read.data_frame(dict_1, 1)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    124
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                    col_x1, col_x2 = baseline.split(data.Potential)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    125
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                                                     | 
                
                 | 
                    col_y1, col_y2 = baseline.split(data.Current)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    126
                 | 
                                    
                                                     | 
                
                 | 
                    y_fit = baseline.linear_background(col_x1, col_y1)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    127
                 | 
                                    
                                                     | 
                
                 | 
                    assert isinstance(y_fit == list), "Output should be list object"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    128
                 | 
                                    
                                                     | 
                
                 | 
                    if len(y_fit) != len(col_x1):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    129
                 | 
                                    
                                                     | 
                
                 | 
                        raise ValueError("Output must have same length as input x," | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    130
                 | 
                                    
                                                     | 
                
                 | 
                                         "but have lenth {}".format(len(y_fit))) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    131
                 | 
                                    
                                                     | 
                
                 | 
                    if len(y_fit) != len(col_y1):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    132
                 | 
                                    
                                                     | 
                
                 | 
                        raise ValueError("Output must have same length as input y," | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    133
                 | 
                                    
                                                     | 
                
                 | 
                                         "but have lenth {}".format(len(y_fit))) | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
                | 
                    134
                 | 
                                    
                                                     | 
                
                 | 
                    return "Test passed for linear_background function!"  | 
            
            
                                                        
            
                                    
            
            
                | 
                    135
                 | 
                                    
                                                     | 
                
                 | 
                 |