@@ -80,9 +80,10 @@ def model(
8080 :param constraints_loc: Constraints for location model. Can be one of the following:
8181
8282 - np.ndarray:
83- Array with constraints in rows and model parameters in columns.
84- Each constraint contains non-zero entries for the a of parameters that
85- has to sum to zero. This constraint is enforced by binding one parameter
83+ Array with constraints in columns and model parameters in rows.
84+ Each constraint contains non-zero entries for the constrained parameters that
85+ have to sum to zero. For a non-constrained parameter the revelant constraint column
86+ contains 1 in the parameter row. This constraint is enforced by binding one parameter
8687 to the negative sum of the other parameters, effectively representing that
8788 parameter as a function of the other parameters. This dependent
8889 parameter is indicated by a -1 in this array, the independent parameters
@@ -113,9 +114,10 @@ def model(
113114 :param constraints_scale: Constraints for scale model. Can be one of the following:
114115
115116 - np.ndarray:
116- Array with constraints in rows and model parameters in columns.
117- Each constraint contains non-zero entries for the a of parameters that
118- has to sum to zero. This constraint is enforced by binding one parameter
117+ Array with constraints in columns and model parameters in rows.
118+ Each constraint contains non-zero entries for the constrained parameters that
119+ have to sum to zero. For a non-constrained parameter the revelant constraint column
120+ contains 1 in the parameter row. This constraint is enforced by binding one parameter
119121 to the negative sum of the other parameters, effectively representing that
120122 parameter as a function of the other parameters. This dependent
121123 parameter is indicated by a -1 in this array, the independent parameters
@@ -289,9 +291,10 @@ def residuals(
289291 :param constraints_loc: Constraints for location model. Can be one of the following:
290292
291293 - np.ndarray:
292- Array with constraints in rows and model parameters in columns.
293- Each constraint contains non-zero entries for the a of parameters that
294- has to sum to zero. This constraint is enforced by binding one parameter
294+ Array with constraints in columns and model parameters in rows.
295+ Each constraint contains non-zero entries for the constrained parameters that
296+ have to sum to zero. For a non-constrained parameter the revelant constraint column
297+ contains 1 in the parameter row. This constraint is enforced by binding one parameter
295298 to the negative sum of the other parameters, effectively representing that
296299 parameter as a function of the other parameters. This dependent
297300 parameter is indicated by a -1 in this array, the independent parameters
@@ -322,9 +325,10 @@ def residuals(
322325 :param constraints_scale: Constraints for scale model. Can be one of the following:
323326
324327 - np.ndarray:
325- Array with constraints in rows and model parameters in columns.
326- Each constraint contains non-zero entries for the a of parameters that
327- has to sum to zero. This constraint is enforced by binding one parameter
328+ Array with constraints in columns and model parameters in rows.
329+ Each constraint contains non-zero entries for the constrained parameters that
330+ have to sum to zero. For a non-constrained parameter the revelant constraint column
331+ contains 1 in the parameter row. This constraint is enforced by binding one parameter
328332 to the negative sum of the other parameters, effectively representing that
329333 parameter as a function of the other parameters. This dependent
330334 parameter is indicated by a -1 in this array, the independent parameters
@@ -548,9 +552,10 @@ def model(
548552 :param constraints_loc: Constraints for location model. Can be one of the following:
549553
550554 - np.ndarray:
551- Array with constraints in rows and model parameters in columns.
552- Each constraint contains non-zero entries for the a of parameters that
553- has to sum to zero. This constraint is enforced by binding one parameter
555+ Array with constraints in columns and model parameters in rows.
556+ Each constraint contains non-zero entries for the constrained parameters that
557+ have to sum to zero. For a non-constrained parameter the revelant constraint column
558+ contains 1 in the parameter row. This constraint is enforced by binding one parameter
554559 to the negative sum of the other parameters, effectively representing that
555560 parameter as a function of the other parameters. This dependent
556561 parameter is indicated by a -1 in this array, the independent parameters
@@ -581,9 +586,10 @@ def model(
581586 :param constraints_scale: Constraints for scale model. Can be one of the following:
582587
583588 - np.ndarray:
584- Array with constraints in rows and model parameters in columns.
585- Each constraint contains non-zero entries for the a of parameters that
586- has to sum to zero. This constraint is enforced by binding one parameter
589+ Array with constraints in columns and model parameters in rows.
590+ Each constraint contains non-zero entries for the constrained parameters that
591+ have to sum to zero. For a non-constrained parameter the revelant constraint column
592+ contains 1 in the parameter row. This constraint is enforced by binding one parameter
587593 to the negative sum of the other parameters, effectively representing that
588594 parameter as a function of the other parameters. This dependent
589595 parameter is indicated by a -1 in this array, the independent parameters
@@ -705,9 +711,10 @@ def residuals(
705711 :param constraints_loc: Constraints for location model. Can be one of the following:
706712
707713 - np.ndarray:
708- Array with constraints in rows and model parameters in columns.
709- Each constraint contains non-zero entries for the a of parameters that
710- has to sum to zero. This constraint is enforced by binding one parameter
714+ Array with constraints in columns and model parameters in rows.
715+ Each constraint contains non-zero entries for the constrained parameters that
716+ have to sum to zero. For a non-constrained parameter the revelant constraint column
717+ contains 1 in the parameter row. This constraint is enforced by binding one parameter
711718 to the negative sum of the other parameters, effectively representing that
712719 parameter as a function of the other parameters. This dependent
713720 parameter is indicated by a -1 in this array, the independent parameters
@@ -738,9 +745,10 @@ def residuals(
738745 :param constraints_scale: Constraints for scale model. Can be one of the following:
739746
740747 - np.ndarray:
741- Array with constraints in rows and model parameters in columns.
742- Each constraint contains non-zero entries for the a of parameters that
743- has to sum to zero. This constraint is enforced by binding one parameter
748+ Array with constraints in columns and model parameters in rows.
749+ Each constraint contains non-zero entries for the constrained parameters that
750+ have to sum to zero. For a non-constrained parameter the revelant constraint column
751+ contains 1 in the parameter row. This constraint is enforced by binding one parameter
744752 to the negative sum of the other parameters, effectively representing that
745753 parameter as a function of the other parameters. This dependent
746754 parameter is indicated by a -1 in this array, the independent parameters
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