deploy: 82111d0

jkitchin · Jan 3, 2024 · e0301f7 · e0301f7
1 parent 7e6aa29
commit e0301f7
Show file tree

Hide file tree

Showing 295 changed files with 418 additions and 417 deletions.
diff --git a/_images/00-intro_26_0.png b/_images/00-intro_26_0.png
diff --git a/_images/00-intro_31_0.png b/_images/00-intro_31_0.png
diff --git a/_images/01-jupyter_4_0.png b/_images/01-jupyter_4_0.png
diff --git a/_images/02-integration-1_14_0.png b/_images/02-integration-1_14_0.png
diff --git a/_images/02-integration-1_33_1.png b/_images/02-integration-1_33_1.png
diff --git a/_images/02-integration-1_41_2.png b/_images/02-integration-1_41_2.png
diff --git a/_images/02-integration-1_42_2.png b/_images/02-integration-1_42_2.png
diff --git a/_images/02-integration-1_44_1.png b/_images/02-integration-1_44_1.png
diff --git a/_images/02-integration-1_48_2.png b/_images/02-integration-1_48_2.png
diff --git a/_images/02-integration-1_4_0.png b/_images/02-integration-1_4_0.png
diff --git a/_images/03-fode-1_16_0.png b/_images/03-fode-1_16_0.png
diff --git a/_images/03-fode-1_20_1.png b/_images/03-fode-1_20_1.png
diff --git a/_images/03-fode-1_42_0.png b/_images/03-fode-1_42_0.png
diff --git a/_images/03-fode-1_47_0.png b/_images/03-fode-1_47_0.png
diff --git a/_images/03-fode-1_61_0.png b/_images/03-fode-1_61_0.png
diff --git a/_images/03-fode-1_64_1.png b/_images/03-fode-1_64_1.png
diff --git a/_images/04-fode-2_15_0.png b/_images/04-fode-2_15_0.png
diff --git a/_images/04-fode-2_19_1.png b/_images/04-fode-2_19_1.png
diff --git a/_images/04-fode-2_21_0.png b/_images/04-fode-2_21_0.png
diff --git a/_images/04-fode-2_23_0.png b/_images/04-fode-2_23_0.png
diff --git a/_images/04-fode-2_35_0.png b/_images/04-fode-2_35_0.png
diff --git a/_images/04-fode-2_39_0.png b/_images/04-fode-2_39_0.png
diff --git a/_images/04-fode-2_46_0.png b/_images/04-fode-2_46_0.png
diff --git a/_images/04-fode-2_50_0.png b/_images/04-fode-2_50_0.png
diff --git a/_images/05-nth-odes_11_0.png b/_images/05-nth-odes_11_0.png
diff --git a/_images/05-nth-odes_13_0.png b/_images/05-nth-odes_13_0.png
diff --git a/_images/05-nth-odes_15_0.png b/_images/05-nth-odes_15_0.png
diff --git a/_images/05-nth-odes_19_0.png b/_images/05-nth-odes_19_0.png
diff --git a/_images/05-nth-odes_23_0.png b/_images/05-nth-odes_23_0.png
diff --git a/_images/05-nth-odes_29_9.png b/_images/05-nth-odes_29_9.png
diff --git a/_images/05-nth-odes_4_0.png b/_images/05-nth-odes_4_0.png
diff --git a/_images/05-nth-odes_6_0.png b/_images/05-nth-odes_6_0.png
diff --git a/_images/07-nla-1_19_0.png b/_images/07-nla-1_19_0.png
diff --git a/_images/07-nla-1_3_0.png b/_images/07-nla-1_3_0.png
diff --git a/_images/07-nla-1_57_0.png b/_images/07-nla-1_57_0.png
diff --git a/_images/07-nla-1_5_0.png b/_images/07-nla-1_5_0.png
diff --git a/_images/07-nla-1_63_0.png b/_images/07-nla-1_63_0.png
diff --git a/_images/07-nla-1_7_0.png b/_images/07-nla-1_7_0.png
diff --git a/_images/07-nla-1_9_0.png b/_images/07-nla-1_9_0.png
diff --git a/_images/08-nla-2_41_0.png b/_images/08-nla-2_41_0.png
diff --git a/_images/08-nla-2_45_0.png b/_images/08-nla-2_45_0.png
diff --git a/_images/08-nla-2_46_0.png b/_images/08-nla-2_46_0.png
diff --git a/_images/08-nla-2_49_0.png b/_images/08-nla-2_49_0.png
diff --git a/_images/08-nla-2_49_2.png b/_images/08-nla-2_49_2.png
diff --git a/_images/08-nla-2_51_0.png b/_images/08-nla-2_51_0.png
diff --git a/_images/08-nla-2_6_0.png b/_images/08-nla-2_6_0.png
diff --git a/_images/08-nla-2_8_0.png b/_images/08-nla-2_8_0.png
diff --git a/_images/09-bvp_10_0.png b/_images/09-bvp_10_0.png
diff --git a/_images/09-bvp_14_1.png b/_images/09-bvp_14_1.png
diff --git a/_images/09-bvp_18_0.png b/_images/09-bvp_18_0.png
diff --git a/_images/09-bvp_33_1.png b/_images/09-bvp_33_1.png
diff --git a/_images/09-bvp_35_1.png b/_images/09-bvp_35_1.png
diff --git a/_images/09-bvp_37_0.png b/_images/09-bvp_37_0.png
diff --git a/_images/09-bvp_39_1.png b/_images/09-bvp_39_1.png
diff --git a/_images/09-bvp_45_0.png b/_images/09-bvp_45_0.png
diff --git a/_images/09-bvp_48_0.png b/_images/09-bvp_48_0.png
diff --git a/_images/09-bvp_49_1.png b/_images/09-bvp_49_1.png
diff --git a/_images/10-min-max_21_0.png b/_images/10-min-max_21_0.png
diff --git a/_images/10-min-max_25_0.png b/_images/10-min-max_25_0.png
diff --git a/_images/10-min-max_33_0.png b/_images/10-min-max_33_0.png
diff --git a/_images/10-min-max_35_1.png b/_images/10-min-max_35_1.png
diff --git a/_images/10-min-max_3_0.png b/_images/10-min-max_3_0.png
diff --git a/_images/10-min-max_45_0.png b/_images/10-min-max_45_0.png
diff --git a/_images/11-regression_13_1.png b/_images/11-regression_13_1.png
diff --git a/_images/11-regression_15_0.png b/_images/11-regression_15_0.png
diff --git a/_images/11-regression_28_0.png b/_images/11-regression_28_0.png
diff --git a/_images/11-regression_36_0.png b/_images/11-regression_36_0.png
diff --git a/_images/11-regression_3_0.png b/_images/11-regression_3_0.png
diff --git a/_images/11-regression_52_1.png b/_images/11-regression_52_1.png
diff --git a/_images/11-regression_54_0.png b/_images/11-regression_54_0.png
diff --git a/_images/11-regression_56_1.png b/_images/11-regression_56_1.png
diff --git a/_images/12-nonlinear-regression-2_14_1.png b/_images/12-nonlinear-regression-2_14_1.png
diff --git a/_images/12-nonlinear-regression-2_20_1.png b/_images/12-nonlinear-regression-2_20_1.png
diff --git a/_images/12-nonlinear-regression-2_22_1.png b/_images/12-nonlinear-regression-2_22_1.png
diff --git a/_images/12-nonlinear-regression-2_26_0.png b/_images/12-nonlinear-regression-2_26_0.png
diff --git a/_images/12-nonlinear-regression-2_29_1.png b/_images/12-nonlinear-regression-2_29_1.png
diff --git a/_images/12-nonlinear-regression-2_32_0.png b/_images/12-nonlinear-regression-2_32_0.png
diff --git a/_images/12-nonlinear-regression-2_35_0.png b/_images/12-nonlinear-regression-2_35_0.png
diff --git a/_images/12-nonlinear-regression-2_37_1.png b/_images/12-nonlinear-regression-2_37_1.png
diff --git a/_images/13-constrained-optimization_30_0.png b/_images/13-constrained-optimization_30_0.png
diff --git a/_images/13-constrained-optimization_36_0.png b/_images/13-constrained-optimization_36_0.png
diff --git a/_images/13-constrained-optimization_3_0.png b/_images/13-constrained-optimization_3_0.png
diff --git a/_images/13-constrained-optimization_5_0.png b/_images/13-constrained-optimization_5_0.png
diff --git a/_images/15-intro-linear-algebra_120_0.png b/_images/15-intro-linear-algebra_120_0.png
diff --git a/_images/15-intro-linear-algebra_123_0.png b/_images/15-intro-linear-algebra_123_0.png
diff --git a/_images/16-linear-algebra_40_0.png b/_images/16-linear-algebra_40_0.png
diff --git a/_images/16-linear-algebra_50_0.png b/_images/16-linear-algebra_50_0.png
diff --git a/_images/17-linear-algebra-2_10_0.png b/_images/17-linear-algebra-2_10_0.png
diff --git a/_images/17-linear-algebra-2_16_2.png b/_images/17-linear-algebra-2_16_2.png
diff --git a/_images/17-linear-algebra-2_19_0.png b/_images/17-linear-algebra-2_19_0.png
diff --git a/_images/17-linear-algebra-2_21_0.png b/_images/17-linear-algebra-2_21_0.png
diff --git a/_images/17-linear-algebra-2_22_0.png b/_images/17-linear-algebra-2_22_0.png
diff --git a/_images/17-linear-algebra-2_23_0.png b/_images/17-linear-algebra-2_23_0.png
diff --git a/_images/17-linear-algebra-2_3_0.png b/_images/17-linear-algebra-2_3_0.png
diff --git a/_images/18-linear-regression_12_0.png b/_images/18-linear-regression_12_0.png
diff --git a/_images/18-linear-regression_13_0.png b/_images/18-linear-regression_13_0.png
diff --git a/_images/18-linear-regression_15_0.png b/_images/18-linear-regression_15_0.png
diff --git a/_images/18-linear-regression_28_0.png b/_images/18-linear-regression_28_0.png
diff --git a/_images/18-linear-regression_32_0.png b/_images/18-linear-regression_32_0.png
diff --git a/_images/18-linear-regression_34_1.png b/_images/18-linear-regression_34_1.png
diff --git a/_images/18-linear-regression_46_1.png b/_images/18-linear-regression_46_1.png
diff --git a/_images/18-linear-regression_46_2.png b/_images/18-linear-regression_46_2.png
diff --git a/_images/18-linear-regression_48_0.png b/_images/18-linear-regression_48_0.png
diff --git a/_images/18-linear-regression_52_1.png b/_images/18-linear-regression_52_1.png
diff --git a/_images/18-linear-regression_54_5.png b/_images/18-linear-regression_54_5.png
diff --git a/_images/20-autograd-applications_24_1.png b/_images/20-autograd-applications_24_1.png
diff --git a/_images/20-autograd-applications_37_1.png b/_images/20-autograd-applications_37_1.png
diff --git a/_images/20-autograd-applications_45_0.png b/_images/20-autograd-applications_45_0.png
diff --git a/_images/20-autograd-applications_47_0.png b/_images/20-autograd-applications_47_0.png
diff --git a/_images/20-autograd-applications_7_1.png b/_images/20-autograd-applications_7_1.png
diff --git a/_images/21-machine-learning_21_0.png b/_images/21-machine-learning_21_0.png
diff --git a/_images/21-machine-learning_26_0.png b/_images/21-machine-learning_26_0.png
diff --git a/_images/21-machine-learning_28_0.png b/_images/21-machine-learning_28_0.png
diff --git a/_images/21-machine-learning_46_0.png b/_images/21-machine-learning_46_0.png
diff --git a/_images/21-machine-learning_5_0.png b/_images/21-machine-learning_5_0.png
diff --git a/_images/22-ml-2_13_1.png b/_images/22-ml-2_13_1.png
diff --git a/_images/22-ml-2_17_0.png b/_images/22-ml-2_17_0.png
diff --git a/_images/22-ml-2_20_0.png b/_images/22-ml-2_20_0.png
diff --git a/_images/22-ml-2_23_0.png b/_images/22-ml-2_23_0.png
diff --git a/_images/22-ml-2_27_0.png b/_images/22-ml-2_27_0.png
diff --git a/_images/22-ml-2_30_0.png b/_images/22-ml-2_30_0.png
diff --git a/_images/22-ml-2_32_1.png b/_images/22-ml-2_32_1.png
diff --git a/_images/22-ml-2_35_1.png b/_images/22-ml-2_35_1.png
diff --git a/_images/22-ml-2_50_0.png b/_images/22-ml-2_50_0.png
diff --git a/_images/22-ml-2_54_0.png b/_images/22-ml-2_54_0.png
diff --git a/_images/22-ml-2_6_0.png b/_images/22-ml-2_6_0.png
diff --git a/_images/22-ml-2_9_0.png b/_images/22-ml-2_9_0.png
diff --git a/_images/23-gp_12_0.png b/_images/23-gp_12_0.png
diff --git a/_images/23-gp_28_0.png b/_images/23-gp_28_0.png
diff --git a/_images/23-gp_30_1.png b/_images/23-gp_30_1.png
diff --git a/_images/23-gp_32_1.png b/_images/23-gp_32_1.png
diff --git a/_images/23-gp_39_0.png b/_images/23-gp_39_0.png
diff --git a/_images/23-gp_42_0.png b/_images/23-gp_42_0.png
diff --git a/_images/23-gp_45_1.png b/_images/23-gp_45_1.png
diff --git a/_images/23-gp_46_1.png b/_images/23-gp_46_1.png
diff --git a/_images/23-gp_52_0.png b/_images/23-gp_52_0.png
diff --git a/_images/23-gp_56_0.png b/_images/23-gp_56_0.png
diff --git a/_images/23-gp_63_0.png b/_images/23-gp_63_0.png
diff --git a/_images/23-gp_66_0.png b/_images/23-gp_66_0.png
diff --git a/_images/23-gp_70_0.png b/_images/23-gp_70_0.png
diff --git a/_images/basic-python_106_0.png b/_images/basic-python_106_0.png
diff --git a/_images/basic-python_42_0.png b/_images/basic-python_42_0.png
diff --git a/_images/basic-python_55_0.png b/_images/basic-python_55_0.png
diff --git a/_images/basic-python_56_0.png b/_images/basic-python_56_0.png
diff --git a/_images/data-analysis_10_1.png b/_images/data-analysis_10_1.png
diff --git a/_images/data-analysis_17_1.png b/_images/data-analysis_17_1.png
diff --git a/_images/data-analysis_21_1.png b/_images/data-analysis_21_1.png
diff --git a/_images/data-analysis_25_1.png b/_images/data-analysis_25_1.png
diff --git a/_images/data-analysis_28_0.png b/_images/data-analysis_28_0.png
diff --git a/_images/data-analysis_30_0.png b/_images/data-analysis_30_0.png
diff --git a/_images/data-analysis_32_1.png b/_images/data-analysis_32_1.png
diff --git a/_images/data-analysis_36_1.png b/_images/data-analysis_36_1.png
diff --git a/_images/data-analysis_40_1.png b/_images/data-analysis_40_1.png
diff --git a/_images/data-analysis_43_0.png b/_images/data-analysis_43_0.png
diff --git a/_images/data-analysis_44_1.png b/_images/data-analysis_44_1.png
diff --git a/_images/data-analysis_45_0.png b/_images/data-analysis_45_0.png
diff --git a/_images/data-analysis_49_1.png b/_images/data-analysis_49_1.png
diff --git a/_images/data-analysis_7_0.png b/_images/data-analysis_7_0.png
diff --git a/_images/differential-equations_100_0.png b/_images/differential-equations_100_0.png
diff --git a/_images/differential-equations_104_0.png b/_images/differential-equations_104_0.png
diff --git a/_images/differential-equations_107_0.png b/_images/differential-equations_107_0.png
diff --git a/_images/differential-equations_10_0.png b/_images/differential-equations_10_0.png
diff --git a/_images/differential-equations_113_0.png b/_images/differential-equations_113_0.png
diff --git a/_images/differential-equations_115_0.png b/_images/differential-equations_115_0.png
diff --git a/_images/differential-equations_117_2.png b/_images/differential-equations_117_2.png
diff --git a/_images/differential-equations_121_0.png b/_images/differential-equations_121_0.png
diff --git a/_images/differential-equations_122_0.png b/_images/differential-equations_122_0.png
diff --git a/_images/differential-equations_126_1.png b/_images/differential-equations_126_1.png
diff --git a/_images/differential-equations_126_2.png b/_images/differential-equations_126_2.png
diff --git a/_images/differential-equations_13_0.png b/_images/differential-equations_13_0.png
diff --git a/_images/differential-equations_17_1.png b/_images/differential-equations_17_1.png
diff --git a/_images/differential-equations_21_1.png b/_images/differential-equations_21_1.png
diff --git a/_images/differential-equations_25_0.png b/_images/differential-equations_25_0.png
diff --git a/_images/differential-equations_27_0.png b/_images/differential-equations_27_0.png
diff --git a/_images/differential-equations_37_0.png b/_images/differential-equations_37_0.png
diff --git a/_images/differential-equations_41_0.png b/_images/differential-equations_41_0.png
diff --git a/_images/differential-equations_45_0.png b/_images/differential-equations_45_0.png
diff --git a/_images/differential-equations_49_1.png b/_images/differential-equations_49_1.png
diff --git a/_images/differential-equations_53_0.png b/_images/differential-equations_53_0.png
diff --git a/_images/differential-equations_57_0.png b/_images/differential-equations_57_0.png
diff --git a/_images/differential-equations_5_0.png b/_images/differential-equations_5_0.png
diff --git a/_images/differential-equations_61_0.png b/_images/differential-equations_61_0.png
diff --git a/_images/differential-equations_61_1.png b/_images/differential-equations_61_1.png
diff --git a/_images/differential-equations_65_0.png b/_images/differential-equations_65_0.png
diff --git a/_images/differential-equations_69_0.png b/_images/differential-equations_69_0.png
diff --git a/_images/differential-equations_71_0.png b/_images/differential-equations_71_0.png
diff --git a/_images/differential-equations_79_0.png b/_images/differential-equations_79_0.png
diff --git a/_images/differential-equations_90_0.png b/_images/differential-equations_90_0.png
diff --git a/_images/differential-equations_93_0.png b/_images/differential-equations_93_0.png
diff --git a/_images/interpolation_13_0.png b/_images/interpolation_13_0.png
diff --git a/_images/interpolation_31_0.png b/_images/interpolation_31_0.png
diff --git a/_images/interpolation_3_0.png b/_images/interpolation_3_0.png
diff --git a/_images/interpolation_41_1.png b/_images/interpolation_41_1.png
diff --git a/_images/math_12_0.png b/_images/math_12_0.png
diff --git a/_images/math_12_1.png b/_images/math_12_1.png
diff --git a/_images/math_16_0.png b/_images/math_16_0.png
diff --git a/_images/math_16_1.png b/_images/math_16_1.png
diff --git a/_images/math_19_0.png b/_images/math_19_0.png
diff --git a/_images/math_28_0.png b/_images/math_28_0.png
diff --git a/_images/math_30_1.png b/_images/math_30_1.png
diff --git a/_images/math_33_0.png b/_images/math_33_0.png
diff --git a/_images/math_39_0.png b/_images/math_39_0.png
diff --git a/_images/math_3_1.png b/_images/math_3_1.png
diff --git a/_images/math_41_0.png b/_images/math_41_0.png
diff --git a/_images/math_43_0.png b/_images/math_43_0.png
diff --git a/_images/math_49_0.png b/_images/math_49_0.png
diff --git a/_images/math_60_0.png b/_images/math_60_0.png
diff --git a/_images/math_6_0.png b/_images/math_6_0.png
diff --git a/_images/math_85_0.png b/_images/math_85_0.png
diff --git a/_images/math_9_0.png b/_images/math_9_0.png
diff --git a/_images/nonlinear-algebra_14_0.png b/_images/nonlinear-algebra_14_0.png
diff --git a/_images/nonlinear-algebra_21_1.png b/_images/nonlinear-algebra_21_1.png
diff --git a/_images/nonlinear-algebra_31_0.png b/_images/nonlinear-algebra_31_0.png
diff --git a/_images/nonlinear-algebra_33_0.png b/_images/nonlinear-algebra_33_0.png
diff --git a/_images/nonlinear-algebra_41_0.png b/_images/nonlinear-algebra_41_0.png
diff --git a/_images/nonlinear-algebra_52_0.png b/_images/nonlinear-algebra_52_0.png
diff --git a/_images/nonlinear-algebra_54_0.png b/_images/nonlinear-algebra_54_0.png
diff --git a/_images/nonlinear-algebra_6_0.png b/_images/nonlinear-algebra_6_0.png
diff --git a/_images/optimization_10_1.png b/_images/optimization_10_1.png
diff --git a/_images/optimization_14_0.png b/_images/optimization_14_0.png
diff --git a/_images/optimization_32_1.png b/_images/optimization_32_1.png
diff --git a/_images/optimization_6_0.png b/_images/optimization_6_0.png
diff --git a/_images/optimization_8_0.png b/_images/optimization_8_0.png
diff --git a/_images/plotting_12_0.png b/_images/plotting_12_0.png
diff --git a/_images/plotting_15_0.png b/_images/plotting_15_0.png
diff --git a/_images/plotting_15_1.png b/_images/plotting_15_1.png
diff --git a/_images/plotting_18_0.png b/_images/plotting_18_0.png
diff --git a/_images/plotting_21_0.png b/_images/plotting_21_0.png
diff --git a/_images/plotting_24_0.png b/_images/plotting_24_0.png
diff --git a/_images/plotting_27_0.png b/_images/plotting_27_0.png
diff --git a/_images/plotting_30_1.png b/_images/plotting_30_1.png
diff --git a/_images/plotting_33_0.png b/_images/plotting_33_0.png
diff --git a/_images/plotting_36_0.png b/_images/plotting_36_0.png
diff --git a/_images/plotting_39_0.png b/_images/plotting_39_0.png
diff --git a/_images/plotting_3_0.png b/_images/plotting_3_0.png
diff --git a/_images/plotting_5_0.png b/_images/plotting_5_0.png
diff --git a/_images/plotting_8_67.png b/_images/plotting_8_67.png
diff --git a/_images/statistics_30_0.png b/_images/statistics_30_0.png
diff --git a/_images/statistics_35_0.png b/_images/statistics_35_0.png
diff --git a/_images/statistics_37_0.png b/_images/statistics_37_0.png
diff --git a/_images/statistics_39_0.png b/_images/statistics_39_0.png
diff --git a/_images/statistics_43_1.png b/_images/statistics_43_1.png
diff --git a/_images/statistics_45_0.png b/_images/statistics_45_0.png
diff --git a/_images/statistics_50_0.png b/_images/statistics_50_0.png
diff --git a/_images/statistics_89_1.png b/_images/statistics_89_1.png
diff --git a/_images/statistics_95_0.png b/_images/statistics_95_0.png
diff --git a/_images/worked-examples_115_0.png b/_images/worked-examples_115_0.png
diff --git a/_images/worked-examples_119_0.png b/_images/worked-examples_119_0.png
diff --git a/_images/worked-examples_140_0.png b/_images/worked-examples_140_0.png
diff --git a/_images/worked-examples_161_1.png b/_images/worked-examples_161_1.png
diff --git a/_images/worked-examples_165_1.png b/_images/worked-examples_165_1.png
diff --git a/_images/worked-examples_177_0.png b/_images/worked-examples_177_0.png
diff --git a/_images/worked-examples_179_0.png b/_images/worked-examples_179_0.png
diff --git a/_images/worked-examples_181_1.png b/_images/worked-examples_181_1.png
diff --git a/_images/worked-examples_187_1.png b/_images/worked-examples_187_1.png
diff --git a/_images/worked-examples_190_0.png b/_images/worked-examples_190_0.png
diff --git a/_images/worked-examples_206_0.png b/_images/worked-examples_206_0.png
diff --git a/_images/worked-examples_210_0.png b/_images/worked-examples_210_0.png
diff --git a/_images/worked-examples_245_0.png b/_images/worked-examples_245_0.png
diff --git a/_images/worked-examples_247_1.png b/_images/worked-examples_247_1.png
diff --git a/_images/worked-examples_40_0.png b/_images/worked-examples_40_0.png
diff --git a/_images/worked-examples_83_1.png b/_images/worked-examples_83_1.png
diff --git a/_images/worked-examples_85_2.png b/_images/worked-examples_85_2.png
diff --git a/_static/__pycache__/__init__.cpython-38.pyc b/_static/__pycache__/__init__.cpython-38.pyc
diff --git a/blog/basic-python.html b/blog/basic-python.html
@@ -909,7 +909,7 @@ <h3>Exponential and logarithmic functions<a class="headerlink" href="#exponentia
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2.3025850929940455
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2.302585092994046
 1.0
 </pre></div>
 </div>
@@ -1287,7 +1287,7 @@ <h2>Lambda Lambda Lambda<a class="headerlink" href="#lambda-lambda-lambda" title
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;function &lt;lambda&gt; at 0x7f46392db790&gt;
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;function &lt;lambda&gt; at 0x7f7dcd0228b0&gt;
 4
 </pre></div>
 </div>
@@ -1303,7 +1303,7 @@ <h2>Lambda Lambda Lambda<a class="headerlink" href="#lambda-lambda-lambda" title
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;function &lt;lambda&gt; at 0x7f4658f051f0&gt;
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;function &lt;lambda&gt; at 0x7f7dcd022790&gt;
 5
 </pre></div>
 </div>
@@ -1320,7 +1320,7 @@ <h2>Lambda Lambda Lambda<a class="headerlink" href="#lambda-lambda-lambda" title
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;function &lt;lambda&gt; at 0x7f46396a95e0&gt;
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;function &lt;lambda&gt; at 0x7f7dcd022940&gt;
 5
 5
 </pre></div>
@@ -1341,7 +1341,7 @@ <h2>Lambda Lambda Lambda<a class="headerlink" href="#lambda-lambda-lambda" title
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;function &lt;lambda&gt; at 0x7f46392db940&gt;
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;function &lt;lambda&gt; at 0x7f7dcd022790&gt;
 1
 3
 6
@@ -2056,17 +2056,17 @@ <h3>3D arrays<a class="headerlink" href="#id2" title="Permalink to this headline
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[[[0.07863008 0.79535041 0.66706653]
-  [0.96784538 0.69536145 0.24994123]
-  [0.75396588 0.28693332 0.22370333]]
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[[[0.18669699 0.69502029 0.20986348]
+  [0.06565541 0.8897072  0.82854029]
+  [0.12783519 0.18019604 0.23314986]]
 
- [[0.03591956 0.75125393 0.75633291]
-  [0.9002023  0.73377131 0.06033794]
-  [0.22110328 0.41095059 0.77588445]]
+ [[0.48427686 0.53829178 0.1844265 ]
+  [0.97268936 0.22409093 0.44207862]
+  [0.9302502  0.81610388 0.18952069]]
 
- [[0.8353288  0.89398955 0.07328626]
-  [0.33725733 0.62350502 0.84634855]
-  [0.40369363 0.58116225 0.92915112]]]
+ [[0.78955714 0.38903201 0.08592092]
+  [0.92595708 0.86614371 0.55991708]
+  [0.52178892 0.29528652 0.27736734]]]
 </pre></div>
 </div>
 </div>
@@ -2080,11 +2080,11 @@ <h3>3D arrays<a class="headerlink" href="#id2" title="Permalink to this headline
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[[0.07863008 0.96784538 0.75396588]
- [0.03591956 0.9002023  0.22110328]
- [0.8353288  0.33725733 0.40369363]]
-[0.07863008 0.03591956 0.8353288 ]
-[0.75633291 0.06033794 0.77588445]
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[[0.18669699 0.06565541 0.12783519]
+ [0.48427686 0.97268936 0.9302502 ]
+ [0.78955714 0.92595708 0.52178892]]
+[0.18669699 0.48427686 0.78955714]
+[0.1844265  0.44207862 0.18952069]
 </pre></div>
 </div>
 </div>
@@ -2319,9 +2319,6 @@ <h2>Advanced string formatting<a class="headerlink" href="#advanced-string-forma
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>the value of a in the dictionary is 56. It works woohoo!
 </pre></div>
 </div>
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>
-</pre></div>
-</div>
 </div>
 </div>
 <p>And, you can access elements of a list. Note, however you cannot use -1 as an index in this case.</p>

diff --git a/blog/data-analysis.html b/blog/data-analysis.html
@@ -742,7 +742,7 @@ <h2>Linear least squares fitting with linear algebra<a class="headerlink" href="
 </div>
 <div class="cell_output docutils container">
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.0006245733788397211 -0.31452218430034123
-0.0006245733788397446 -0.3145221843003413
+0.000624573378839699 -0.3145221843003413
 </pre></div>
 </div>
 <img alt="../_images/data-analysis_10_1.png" src="../_images/data-analysis_10_1.png" />
@@ -772,11 +772,11 @@ <h2>Linear regression with confidence intervals (updated)<a class="headerlink" h
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[[ 4.90747574e-02  5.09057619e-02]
- [-3.49867288e-04 -2.45825348e-04]
- [ 5.40268291e-07  2.14670133e-06]
- [-7.67338615e-09  7.03689639e-10]
- [-3.23368790e-12  1.06276264e-11]]
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[[ 4.90747573e-02  5.09057619e-02]
+ [-3.49867290e-04 -2.45825350e-04]
+ [ 5.40268319e-07  2.14670135e-06]
+ [-7.67338629e-09  7.03689494e-10]
+ [-3.23368759e-12  1.06276267e-11]]
 </pre></div>
 </div>
 </div>
@@ -840,7 +840,7 @@ <h2>Linear regression with confidence intervals.<a class="headerlink" href="#lin
  1.34e-06 [ 1.0715e-06  1.6155e-06]
 -3.48e-09 [-4.9032e-09 -2.0665e-09]
  3.70e-12 [ 1.3501e-12  6.0439e-12]
-R^2 = 0.9999869672459532
+R^2 = 0.9999869672459537
 </pre></div>
 </div>
 <img alt="../_images/data-analysis_17_1.png" src="../_images/data-analysis_17_1.png" />
@@ -892,7 +892,7 @@ <h2>Nonlinear curve fitting<a class="headerlink" href="#nonlinear-curve-fitting"
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Fitted parameters = [-56.46839642   0.57233248   2.74078161  16.55905697]
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Fitted parameters = [-56.46839641   0.57233217   2.7407944   16.55905648]
 </pre></div>
 </div>
 <img alt="../_images/data-analysis_21_1.png" src="../_images/data-analysis_21_1.png" />
@@ -1135,8 +1135,8 @@ <h2>Nonlinear curve fitting with confidence intervals<a class="headerlink" href=
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>c0: 4.967139663117906 [4.626744762113276  5.307534564122536]
-c1: 2.1099511282728582 [1.7671162232894149  2.452786033256302]
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>c0: 4.967139665561225 [4.626744770869817  5.307534560252633]
+c1: 2.1099511246584144 [1.7671162238282245  2.4527860254886042]
 </pre></div>
 </div>
 <img alt="../_images/data-analysis_40_1.png" src="../_images/data-analysis_40_1.png" />

diff --git a/blog/differential-equations.html b/blog/differential-equations.html
@@ -1256,8 +1256,8 @@ <h3>Solving an ode for a specific solution value<a class="headerlink" href="#sol
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2.4574668234994657
-2.4574668234994657
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2.4574668234994665
+2.4574668234994665
 </pre></div>
 </div>
 </div>
@@ -2420,10 +2420,10 @@ <h3>Modeling a transient plug flow reactor<a class="headerlink" href="#modeling-
 </div>
 <div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="gt">---------------------------------------------------------------------------</span>
 <span class="ne">KeyError</span><span class="g g-Whitespace">                                  </span>Traceback (most recent call last)
-<span class="nn">File /opt/hostedtoolcache/Python/3.8.18/x64/lib/python3.8/site-packages/PIL/Image.py:2390,</span> in <span class="ni">Image.save</span><span class="nt">(self, fp, format, **params)</span>
-<span class="g g-Whitespace">   </span><span class="mi">2389</span> <span class="k">try</span><span class="p">:</span>
-<span class="ne">-&gt; </span><span class="mi">2390</span>     <span class="nb">format</span> <span class="o">=</span> <span class="n">EXTENSION</span><span class="p">[</span><span class="n">ext</span><span class="p">]</span>
-<span class="g g-Whitespace">   </span><span class="mi">2391</span> <span class="k">except</span> <span class="ne">KeyError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
+<span class="nn">File /opt/hostedtoolcache/Python/3.8.18/x64/lib/python3.8/site-packages/PIL/Image.py:2416,</span> in <span class="ni">Image.save</span><span class="nt">(self, fp, format, **params)</span>
+<span class="g g-Whitespace">   </span><span class="mi">2415</span> <span class="k">try</span><span class="p">:</span>
+<span class="ne">-&gt; </span><span class="mi">2416</span>     <span class="nb">format</span> <span class="o">=</span> <span class="n">EXTENSION</span><span class="p">[</span><span class="n">ext</span><span class="p">]</span>
+<span class="g g-Whitespace">   </span><span class="mi">2417</span> <span class="k">except</span> <span class="ne">KeyError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
 
 <span class="ne">KeyError</span>: &#39;.mp4&#39;
 
@@ -2458,12 +2458,12 @@ <h3>Modeling a transient plug flow reactor<a class="headerlink" href="#modeling-
 <span class="g g-Whitespace">    </span><span class="mi">502</span>         <span class="bp">self</span><span class="o">.</span><span class="n">outfile</span><span class="p">,</span> <span class="n">save_all</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">append_images</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_frames</span><span class="p">[</span><span class="mi">1</span><span class="p">:],</span>
 <span class="g g-Whitespace">    </span><span class="mi">503</span>         <span class="n">duration</span><span class="o">=</span><span class="nb">int</span><span class="p">(</span><span class="mi">1000</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">fps</span><span class="p">),</span> <span class="n">loop</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.8.18/x64/lib/python3.8/site-packages/PIL/Image.py:2393,</span> in <span class="ni">Image.save</span><span class="nt">(self, fp, format, **params)</span>
-<span class="g g-Whitespace">   </span><span class="mi">2391</span>     <span class="k">except</span> <span class="ne">KeyError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
-<span class="g g-Whitespace">   </span><span class="mi">2392</span>         <span class="n">msg</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;unknown file extension: </span><span class="si">{</span><span class="n">ext</span><span class="si">}</span><span class="s2">&quot;</span>
-<span class="ne">-&gt; </span><span class="mi">2393</span>         <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span> <span class="kn">from</span> <span class="nn">e</span>
-<span class="g g-Whitespace">   </span><span class="mi">2395</span> <span class="k">if</span> <span class="nb">format</span><span class="o">.</span><span class="n">upper</span><span class="p">()</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">SAVE</span><span class="p">:</span>
-<span class="g g-Whitespace">   </span><span class="mi">2396</span>     <span class="n">init</span><span class="p">()</span>
+<span class="nn">File /opt/hostedtoolcache/Python/3.8.18/x64/lib/python3.8/site-packages/PIL/Image.py:2419,</span> in <span class="ni">Image.save</span><span class="nt">(self, fp, format, **params)</span>
+<span class="g g-Whitespace">   </span><span class="mi">2417</span>     <span class="k">except</span> <span class="ne">KeyError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
+<span class="g g-Whitespace">   </span><span class="mi">2418</span>         <span class="n">msg</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;unknown file extension: </span><span class="si">{</span><span class="n">ext</span><span class="si">}</span><span class="s2">&quot;</span>
+<span class="ne">-&gt; </span><span class="mi">2419</span>         <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span> <span class="kn">from</span> <span class="nn">e</span>
+<span class="g g-Whitespace">   </span><span class="mi">2421</span> <span class="k">if</span> <span class="nb">format</span><span class="o">.</span><span class="n">upper</span><span class="p">()</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">SAVE</span><span class="p">:</span>
+<span class="g g-Whitespace">   </span><span class="mi">2422</span>     <span class="n">init</span><span class="p">()</span>
 
 <span class="ne">ValueError</span>: unknown file extension: .mp4
 </pre></div>

diff --git a/blog/interpolation.html b/blog/interpolation.html
@@ -713,7 +713,7 @@ <h3>Estimate the value of f at t=2.<a class="headerlink" href="#estimate-the-val
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.13533528323661267
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.1353352832366127
 </pre></div>
 </div>
 </div>
@@ -731,7 +731,7 @@ <h3>Improved interpolation?<a class="headerlink" href="#improved-interpolation"
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.1084818181818181
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.10848181818181811
 [0.10848182 0.0498     0.08428727]
 </pre></div>
 </div>

diff --git a/blog/linear-algebra.html b/blog/linear-algebra.html
@@ -996,7 +996,7 @@ <h2>Solving linear equations<a class="headerlink" href="#solving-linear-equation
 <div class="cell_output docutils container">
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Singular values: [27.63016717 21.49453733  1.5996022 ]
 # of independent rows: 3
-Singular values: [6.02105520e+01 1.63994657e+00 1.72274992e-15]
+Singular values: [60.21055203  1.63994657  0.        ]
 # of independent rows: 2
 </pre></div>
 </div>
@@ -1281,7 +1281,7 @@ <h3>Another example<a class="headerlink" href="#another-example" title="Permalin
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>162.39
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>162.39000000000001
 </pre></div>
 </div>
 </div>
@@ -1306,7 +1306,7 @@ <h3>Last example<a class="headerlink" href="#last-example" title="Permalink to t
 </div>
 <div class="cell_output docutils container">
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>57.71
-57.71
+57.71000000000001
 </pre></div>
 </div>
 </div>
@@ -1355,8 +1355,8 @@ <h2>Determining linear independence of a set of vectors<a class="headerlink" hre
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[2.75209239e+01 9.30584482e+00 1.15680550e-15]
-2
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[2.75209239e+01 9.30584482e+00 1.42425400e-15]
+3
 2
 </pre></div>
 </div>
@@ -1386,7 +1386,7 @@ <h2>Determining linear independence of a set of vectors<a class="headerlink" hre
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[ 2. -3.]
 </pre></div>
 </div>
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_2035/1461910281.py:2: FutureWarning: `rcond` parameter will change to the default of machine precision times ``max(M, N)`` where M and N are the input matrix dimensions.
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_2114/1461910281.py:2: FutureWarning: `rcond` parameter will change to the default of machine precision times ``max(M, N)`` where M and N are the input matrix dimensions.
 To use the future default and silence this warning we advise to pass `rcond=None`, to keep using the old, explicitly pass `rcond=-1`.
   x = np.linalg.lstsq(A, v3)
 </pre></div>
@@ -1486,13 +1486,15 @@ <h3>Application to independent chemical reactions.<a class="headerlink" href="#a
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[3.84742803e+00 3.32555975e+00 1.46217301e+00 4.11005892e-16
- 2.03581371e-17]
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[3.84742803e+00 3.32555975e+00 1.46217301e+00 1.03409112e-16
+ 0.00000000e+00]
 3
 </pre></div>
 </div>
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Matrix([[1, 0, 0, 2, -2], [0, 1, 0, 1, -1], [0, 0, 1, -2, 0], [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], [0, 0, 0, 0, 0]])
-0 =  +1H2 +2Br -2HBr
+</pre></div>
+</div>
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0 =  +1H2 +2Br -2HBr
 0 =  +1H +1Br -1HBr
 0 =  +1Br2 -2Br
 </pre></div>