# {octicon}`graph` Example Gallery ```{eval-rst} :parenttoc: True .. title:: Gallery: contents .. toctree:: :hidden: plot_advanced_triangle plot_ave_analysis plot_benktander plot_berqsherm_case plot_bf_apriori_from_cl plot_bondy_sensitivity plot_bootstrap plot_bootstrap_comparison plot_callable_dev_constant plot_capecod plot_capecod_onlevel plot_clarkldf plot_clarkldf_resid plot_development_periods plot_elrf_resid plot_exponential_smoothing plot_exposure_triangle plot_extrap_period plot_glm_ldf plot_ibnr_runoff plot_industry_to_company plot_mack plot_munich plot_munich_resid plot_ptf_resid plot_stochastic_bornferg plot_tailcurve_compare plot_triangle_from_pandas plot_triangle_slicing plot_value_at_risk plot_voting_chainladder plot_loss_development ``` You'll find a collection of gallery examples here. These notebooks syntesize many of the concepts learned in the tutorials or the user guide. Each of these notebooks has a corresponding badge that indicates its the level of difficulty. However, they are not ordered in any way. * {bdg-success}`easy` examples cover the basics of the library. * {bdg-warning}`medium` examples cover the more advanced features of the library. * {bdg-danger}`hard` examples have more complex workflows that are not recommended for beginners. ::::{grid} :gutter: 2 :::{grid-item-card} :columns: 4 :link: plot_benktander :link-type: doc **BornhutterFerguson vs Chainladder** ```{image} ../images/plot_benktander.png --- alt: BornhutterFerguson vs Chainladder --- ``` +++ {bdg-warning}`medium` ::: :::{grid-item-card} :columns: 4 :link: plot_advanced_triangle :link-type: doc **Advanced Triangle Manipulation** ```{image} ../images/plot_advanced_triangle.png --- alt: Advanced Triangle Manipulation --- ``` +++ {bdg-danger}`hard` ::: :::{grid-item-card} :columns: 4 :link: plot_ave_analysis :link-type: doc **Actual Vs Expected** ```{image} ../images/plot_ave_analysis.png --- alt: Actual Vs Expected --- ``` +++ {bdg-success}`easy` ::: :::{grid-item-card} :columns: 4 :link: plot_berqsherm_case :link-type: doc **BerquistSherman Adjustment** ```{image} ../images/plot_berqsherm_case.png --- alt: BerquistSherman Adjustment --- ``` +++ {bdg-success}`easy` ::: :::{grid-item-card} :columns: 4 :link: plot_bf_apriori_from_cl :link-type: doc **Selecting BornheutterFerguson Apriori** ```{image} ../images/plot_bf_apriori_from_cl.png --- alt: Selecting BornheutterFerguson Apriori --- ``` +++ {bdg-success}`easy` ::: :::{grid-item-card} :columns: 4 :link: plot_bondy_sensitivity :link-type: doc **Bondy Tail Sensitivity** ```{image} ../images/plot_bondy_sensitivity.png --- alt: Bondy Tail Sensitivity --- ``` +++ {bdg-warning}`medium` ::: :::{grid-item-card} :columns: 4 :link: plot_bootstrap_comparison :link-type: doc **BootstrapODPSample Variability** ```{image} ../images/plot_bootstrap_comparison.png --- alt: BootstrapODPSample Variability --- ``` +++ {bdg-warning}`medium` ::: :::{grid-item-card} :columns: 4 :link: plot_bootstrap :link-type: doc **Basic BootstrapODPSample** ```{image} ../images/plot_bootstrap.png --- alt: Basic BootstrapODPSample --- ``` +++ {bdg-success}`easy` ::: :::{grid-item-card} :columns: 4 :link: plot_callable_dev_constant :link-type: doc **DevelopmentConstant Callable** ```{image} ../images/plot_callable_dev_constant.png --- alt: DevelopmentConstant Callable --- ``` +++ {bdg-danger}`hard` ::: :::{grid-item-card} :columns: 4 :link: plot_capecod_onlevel :link-type: doc **CapeCod Onleveling** ```{image} ../images/plot_capecod_onlevel.png --- alt: CapeCod Onleveling --- ``` +++ {bdg-warning}`medium` ::: :::{grid-item-card} :columns: 4 :link: plot_capecod :link-type: doc **CapeCod Sensitivity** ```{image} ../images/plot_capecod.png --- alt: CapeCod Sensitivity --- ``` +++ {bdg-danger}`hard` ::: :::{grid-item-card} :columns: 4 :link: plot_clarkldf_resid :link-type: doc **ClarkLDF Residuals** ```{image} ../images/plot_clarkldf_resid.png --- alt: ClarkLDF Residuals --- ``` +++ {bdg-warning}`medium` ::: :::{grid-item-card} :columns: 4 :link: plot_clarkldf :link-type: doc **Clark Growth Curves** ```{image} ../images/plot_clarkldf.png --- alt: Clark Growth Curves --- ``` +++ {bdg-success}`easy` ::: :::{grid-item-card} :columns: 4 :link: plot_development_periods :link-type: doc **Tuning Development Patterns** ```{image} ../images/plot_development_periods.png --- alt: Tuning Development Patterns --- ``` +++ {bdg-warning}`medium` ::: :::{grid-item-card} :columns: 4 :link: plot_elrf_resid :link-type: doc **ELRF Residuals** ```{image} ../images/plot_elrf_resid.png --- alt: ELRF Residuals --- ``` +++ {bdg-success}`easy` ::: :::{grid-item-card} :columns: 4 :link: plot_exponential_smoothing :link-type: doc **Attachment Age Smoothing** ```{image} ../images/plot_exponential_smoothing.png --- alt: Attachment Age Smoothing --- ``` +++ {bdg-success}`easy` ::: :::{grid-item-card} :columns: 4 :link: plot_exposure_triangle :link-type: doc **Exposure Vector** ```{image} ../images/plot_exposure_triangle.png --- alt: Exposure Vector --- ``` +++ {bdg-success}`easy` ::: :::{grid-item-card} :columns: 4 :link: plot_extrap_period :link-type: doc **TailCurve Extrapolation** ```{image} ../images/plot_extrap_period.png --- alt: TailCurve Extrapolation --- ``` +++ {bdg-warning}`medium` ::: :::{grid-item-card} :columns: 4 :link: plot_glm_ldf :link-type: doc **TweedieGLM Basics** ```{image} ../images/plot_glm_ldf.png --- alt: TweedieGLM Basics --- ``` +++ {bdg-success}`easy` ::: :::{grid-item-card} :columns: 4 :link: plot_ibnr_runoff :link-type: doc **IBNR Runoff** ```{image} ../images/plot_ibnr_runoff.png --- alt: IBNR Runoff --- ``` +++ {bdg-success}`easy` ::: :::{grid-item-card} :columns: 4 :link: plot_industry_to_company :link-type: doc **Making Predictions** ```{image} ../images/plot_industry_to_company.png --- alt: Making Predictions --- ``` +++ {bdg-success}`easy` ::: :::{grid-item-card} :columns: 4 :link: plot_mack :link-type: doc **MackChainladder Basics** ```{image} ../images/plot_mack.png --- alt: MackChainladder Basics --- ``` +++ {bdg-success}`easy` ::: :::{grid-item-card} :columns: 4 :link: plot_munich_resid :link-type: doc **MunichAdjustment Residuals** ```{image} ../images/plot_munich_resid.png --- alt: MunichAdjustment Residuals --- ``` +++ {bdg-warning}`medium` ::: :::{grid-item-card} :columns: 4 :link: plot_munich :link-type: doc **MunichAdjustment Basics** ```{image} ../images/plot_munich.png --- alt: MunichAdjustment Basics --- ``` +++ {bdg-success}`easy` ::: :::{grid-item-card} :columns: 4 :link: plot_ptf_resid :link-type: doc **PTF Residuals** ```{image} ../images/plot_ptf_resid.png --- alt: PTF Residuals --- ``` +++ {bdg-warning}`medium` ::: :::{grid-item-card} :columns: 4 :link: plot_stochastic_bornferg :link-type: doc **Stochastic BornhuetterFerguson** ```{image} ../images/plot_stochastic_bornferg.png --- alt: Stochastic BornhuetterFerguson --- ``` +++ {bdg-warning}`medium` ::: :::{grid-item-card} :columns: 4 :link: plot_tailcurve_compare :link-type: doc **TailCurve Basics** ```{image} ../images/plot_tailcurve_compare.png --- alt: TailCurve Basics --- ``` +++ {bdg-success}`easy` ::: :::{grid-item-card} :columns: 4 :link: plot_triangle_from_pandas :link-type: doc **Triangle Creation Basics** ```{image} ../images/plot_triangle_from_pandas.png --- alt: Triangle Creation Basics --- ``` +++ {bdg-success}`easy` ::: :::{grid-item-card} :columns: 4 :link: plot_triangle_slicing :link-type: doc **Triangle Slicing** ```{image} ../images/plot_triangle_slicing.png --- alt: Triangle Slicing --- ``` +++ {bdg-success}`easy` ::: :::{grid-item-card} :columns: 4 :link: plot_value_at_risk :link-type: doc **Value At Risk** ```{image} ../images/plot_value_at_risk.png --- alt: Value At Risk --- ``` +++ {bdg-warning}`medium` ::: :::{grid-item-card} :columns: 4 :link: plot_voting_chainladder :link-type: doc **VotingChainladder Basics** ```{image} ../images/plot_voting_chainladder.png --- alt: VotingChainladder Basics --- ``` +++ {bdg-warning}`medium` ::: :::{grid-item-card} :columns: 4 :link: plot_loss_development :link-type: doc **Loss Development Patterns** ```{image} ../images/plot_loss_development.png --- alt: Loss Development Patterns --- ``` +++ {bdg-success}`easy` ::: ::::