GLM(\n",
+ " observation_model=PoissonObservations(),\n",
+ " inverse_link_function=exp,\n",
+ " regularizer=Ridge(),\n",
+ " regularizer_strength=7.745e-06,\n",
+ " solver_name='LBFGS',\n",
+ " solver_kwargs={'maxiter': 5000}\n",
+ ")In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. | \n", + " | observation_model | \n", + "PoissonObservations() | \n", + "
| \n", + " | inverse_link_function | \n", + "<function exp at 0x11680aa20> | \n", + "
| \n", + " | regularizer | \n", + "Ridge() | \n", + "
| \n", + " | regularizer_strength | \n", + "7.745e-06 | \n", + "
| \n", + " | solver_name | \n", + "'LBFGS' | \n", + "
| \n", + " | solver_kwargs | \n", + "{'maxiter': 5000} | \n", + "
| Name | \n", + "Type | \n", + "Value | \n", + "
|---|---|---|
| aux_ | \n", + "NoneType | \n", + "None | \n", + "\n", + "\n", + "
| coef_ | \n", + "ArrayImpl[float32](30,) | \n", + "Array([ 0.956...dtype=float32) | \n", + "\n", + "\n", + "
| dof_resid_ | \n", + "ArrayImpl[float32](1,) | \n", + "Array([24969.], dtype=float32) | \n", + "\n", + "\n", + "
| intercept_ | \n", + "ArrayImpl[float32](1,) | \n", + "Array([-3.892...dtype=float32) | \n", + "\n", + "\n", + "
| scale_ | \n", + "ArrayImpl[float32](1,) | \n", + "Array([1.], dtype=float32) | \n", + "\n", + "\n", + "
| solver_state_ | \n", + "OptimistixAdapterState | \n", + "OptimistixAda...k_bool[]\n", + " )\n", + ") | \n", + "\n", + "\n", + "
PopulationGLM(\n",
+ " observation_model=PoissonObservations(),\n",
+ " inverse_link_function=exp,\n",
+ " regularizer=Ridge(),\n",
+ " regularizer_strength=7.745e-06,\n",
+ " solver_name='LBFGS',\n",
+ " solver_kwargs={'maxiter': 5000}\n",
+ ")In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. | \n", + " | observation_model | \n", + "PoissonObservations() | \n", + "
| \n", + " | inverse_link_function | \n", + "<function exp at 0x11680aa20> | \n", + "
| \n", + " | regularizer | \n", + "Ridge() | \n", + "
| \n", + " | regularizer_strength | \n", + "7.745e-06 | \n", + "
| \n", + " | solver_name | \n", + "'LBFGS' | \n", + "
| \n", + " | solver_kwargs | \n", + "{'maxiter': 5000} | \n", + "
| \n", + " | feature_mask | \n", + "None | \n", + "
| Name | \n", + "Type | \n", + "Value | \n", + "
|---|---|---|
| aux_ | \n", + "NoneType | \n", + "None | \n", + "\n", + "\n", + "
| coef_ | \n", + "ArrayImpl[float32](30, 19) | \n", + "Array([[-1.58...dtype=float32) | \n", + "\n", + "\n", + "
| dof_resid_ | \n", + "ArrayImpl[float32](19,) | \n", + "Array([24969....dtype=float32) | \n", + "\n", + "\n", + "
| intercept_ | \n", + "ArrayImpl[float32](19,) | \n", + "Array([-4.329...dtype=float32) | \n", + "\n", + "\n", + "
| scale_ | \n", + "ArrayImpl[float32](19,) | \n", + "Array([1., 1....dtype=float32) | \n", + "\n", + "\n", + "
| solver_state_ | \n", + "OptimistixAdapterState | \n", + "OptimistixAda...k_bool[]\n", + " )\n", + ") | \n", + "\n", + "\n", + "
PopulationGLM(\n", + " observation_model=PoissonObservations(),\n", + " inverse_link_function=exp,\n", + " regularizer=Ridge(),\n", + " regularizer_strength=0.005,\n", + " solver_name='LBFGS'\n", + ")In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
| \n", + " | observation_model | \n", + "PoissonObservations() | \n", + "
| \n", + " | inverse_link_function | \n", + "<function exp at 0x11680aa20> | \n", + "
| \n", + " | regularizer | \n", + "Ridge() | \n", + "
| \n", + " | regularizer_strength | \n", + "0.005 | \n", + "
| \n", + " | solver_name | \n", + "'LBFGS' | \n", + "
| \n", + " | solver_kwargs | \n", + "{} | \n", + "
| \n", + " | feature_mask | \n", + "None | \n", + "
| Name | \n", + "Type | \n", + "Value | \n", + "
|---|---|---|
| aux_ | \n", + "NoneType | \n", + "None | \n", + "\n", + "\n", + "
| coef_ | \n", + "ArrayImpl[float32](182, 19) | \n", + "Array([[-0.00...dtype=float32) | \n", + "\n", + "\n", + "
| dof_resid_ | \n", + "ArrayImpl[float32](19,) | \n", + "Array([24817....dtype=float32) | \n", + "\n", + "\n", + "
| intercept_ | \n", + "ArrayImpl[float32](19,) | \n", + "Array([-4.673...dtype=float32) | \n", + "\n", + "\n", + "
| scale_ | \n", + "ArrayImpl[float32](19,) | \n", + "Array([1., 1....dtype=float32) | \n", + "\n", + "\n", + "
| solver_state_ | \n", + "OptimistixAdapterState | \n", + "OptimistixAda...k_bool[]\n", + " )\n", + ") | \n", + "\n", + "\n", + "