From 72b5f62ef8f5953d01b78f9a51d8e651afcccf87 Mon Sep 17 00:00:00 2001 From: John Bogaardt Date: Sat, 26 Jan 2019 15:37:24 -0700 Subject: [PATCH] munich example for docs --- chainladder/core/base.py | 4 +- docs/auto_examples/auto_examples_jupyter.zip | Bin 12864 -> 15454 bytes docs/auto_examples/auto_examples_python.zip | Bin 7051 -> 8656 bytes .../images/sphx_glr_plot_munich_001.png | Bin 0 -> 36648 bytes .../thumb/sphx_glr_plot_munich_thumb.png | Bin 0 -> 18923 bytes docs/auto_examples/index.rst | 20 ++++ .../plot_bf_apriori_from_cl_codeobj.pickle | Bin 328 -> 328 bytes .../plot_development_periods_codeobj.pickle | Bin 420 -> 420 bytes .../plot_industry_to_company_codeobj.pickle | Bin 157 -> 157 bytes docs/auto_examples/plot_mack_codeobj.pickle | Bin 320 -> 320 bytes docs/auto_examples/plot_munich.ipynb | 54 ++++++++++ docs/auto_examples/plot_munich.py | 42 ++++++++ docs/auto_examples/plot_munich.py.md5 | 1 + docs/auto_examples/plot_munich.rst | 92 ++++++++++++++++++ docs/auto_examples/plot_munich_codeobj.pickle | Bin 0 -> 533 bytes .../plot_triangle_from_pandas_codeobj.pickle | Bin 308 -> 308 bytes .../plot_triangle_slicing_codeobj.pickle | Bin 393 -> 393 bytes .../chainladder.Chainladder.examples | 18 ++++ .../chainladder.Development.examples | 18 ++++ .../chainladder.MunichAdjustment.examples | 22 +++++ .../chainladder.load_dataset.examples | 18 ++++ docs/themes/scikit-learn/layout.html | 4 +- examples/plot_munich.py | 42 ++++++++ 23 files changed, 331 insertions(+), 4 deletions(-) create mode 100644 docs/auto_examples/images/sphx_glr_plot_munich_001.png create mode 100644 docs/auto_examples/images/thumb/sphx_glr_plot_munich_thumb.png create mode 100644 docs/auto_examples/plot_munich.ipynb create mode 100644 docs/auto_examples/plot_munich.py create mode 100644 docs/auto_examples/plot_munich.py.md5 create mode 100644 docs/auto_examples/plot_munich.rst create mode 100644 docs/auto_examples/plot_munich_codeobj.pickle create mode 100644 examples/plot_munich.py diff --git a/chainladder/core/base.py b/chainladder/core/base.py index b1fe2fa9..8110a76b 100644 --- a/chainladder/core/base.py +++ b/chainladder/core/base.py @@ -618,11 +618,11 @@ def complete_date_range(origin_date, development_date, ''' Determines origin/development combinations in full. Useful for when the triangle has holes in it. ''' origin_unique = \ - pd.PeriodIndex(start=origin_date.min(), + pd.period_range(start=origin_date.min(), end=origin_date.max(), freq=origin_grain).to_timestamp() development_unique = \ - pd.PeriodIndex(start=origin_date.min(), + pd.period_range(start=origin_date.min(), end=development_date.max(), freq=development_grain).to_timestamp() development_unique = TriangleBase.period_end(development_unique) diff --git a/docs/auto_examples/auto_examples_jupyter.zip b/docs/auto_examples/auto_examples_jupyter.zip index 02914ffe20c85d4a7868211088b25dd39bd37751..4e00220202a6e41a54886505e54de5f654ef92bf 100644 GIT binary patch delta 1311 zcmaJ>zi-n(6m}D-g#l0nYLQUkqzauQj9W)ypppmF3aM&A1qw?XS(n@;IXIs!-?>ex zkeLx;@xqGu2MQh7Q2z}UhOW#kOx)Sdk2ZlJN^yM+0hM_<6hG9f3lzxzK+U^}cxv(`e|0w?r9^jXWkOAQ``?Y8_WC&1x0=73E3eY+L zvPVEn7?L#PqDLdpB66P)4t5a59!DI5P2Nu8m|&0y%DZ_+fj$DaJ)YT>KiT^`t|hpz z1(AM)7?F~gFi0f9u;y`(FN5t6VStfD9uL|qdt1Ghs&9R}3|@pR2?*FHwA)iDz{I43 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zWQKKb!L2m_Sm?;u*a8eugCcXhIebEOTTSSrQLwzLW5msphz&UH0Nz~xe4~aI_}O>w zCIpCcQ79avF|dO1eSCaQS2cp>zlK}|?*AGlf#E*&0iqzI03_>sf4gMQ<6+)Bnb$}e zzB8b#@h^TlsscCyl28L>0-4M2@9#IPcaQMd{o?}jAz+q5@$P%~dFlG9*ZHXr7??(`dwPmEH6O7fice8t zc3wfjWsnaM1L%LgX9B9`Zqs%^Tyk=9`{zi|=pmbUFdHNbb~KU%6qxseUIy>qp>{fS za`O)iF2h%G04Z2mT?Js{2AK0+?)O);qqjPL!U>P;T9^a((R?sl8qt=(m3U}i&<9OF zczE?cGCh%bTMhZj2+)w+4tGqUB^~b9w)6ue0Cg4_QpZ4^6hav0RTD^d&HLi)0H((M zApwKTdZ4|<0QrG7Vh$uVL8>!2^P1o|h)VkP?pzwudlUda@*zHt0E(4*b+EXQM~5bW z44;C?g)nD8!m03*0rJ9CU=RaNl^9)Y`!5_9@B-NWXGjjdvqA-$Dr9w`sRHZ)4e_&K zsixW*2YW5lFpx))iy>bV0E_Wo+Xf^DF;3%vJ#CPqxp;XYDh2baPOLu{@vt$W*k6h3 zdI{kwx+sNagUlVa>@S + +.. only:: html + + .. figure:: /auto_examples/images/thumb/sphx_glr_plot_munich_thumb.png + + :ref:`sphx_glr_auto_examples_plot_munich.py` + +.. raw:: html + + + + +.. toctree:: + :hidden: + + /auto_examples/plot_munich .. raw:: html
diff --git a/docs/auto_examples/plot_bf_apriori_from_cl_codeobj.pickle b/docs/auto_examples/plot_bf_apriori_from_cl_codeobj.pickle index 8125c5f57d76e8ecb6f96270e9a1c923f93a4920..30e4104b6a30770be8daf94ea88077b3bc1bea15 100644 GIT binary patch delta 123 zcmX@Xbb`sHfn};KBLf)JPSNP$Db6d_%gM}3Ey&3)nF11F$xF;lozlYr7wlon%}*)K z0gAB~rzR%l7v)X#_nr99ZQ@B&75?NLy`22Sl=zgylEmUvun8H=Jv_)_lMNUp0Gd-R AYXATM delta 140 zcmX@Xbb`shfn};KBLf)JPSNP$PtMWH$xlp)Pf09EEKV(%0up4&OUzB3(!+xy(ZiOT zpHi9w6z5LPNX*R3NlZyeEt=@!tI1QGSFD$lnU`9SlMgl^gSm$T&d*@&VJ}WiOv*3H Qn|RrB;zTzV@zPQ~0GD7hZvX%Q diff --git a/docs/auto_examples/plot_development_periods_codeobj.pickle b/docs/auto_examples/plot_development_periods_codeobj.pickle index 37139c905ade0f4682f17cacb66aabb40de26a94..d63412f3da7cb5668188f6bf96fa568e273a0295 100644 GIT binary patch delta 121 zcmZ3&yoA}Hfo1AUMg}mboubjhot&c=kXewLlbM$~1th?dmzbM6rH2D1IMFO=GApB* zDt~DYA5g7JYFTPdenD<(UI|Ef26GQLlF-CP5k}$3HjIXh;uEJCGD=T8VKsRHBMSg) Ca40YU delta 119 zcmZ3&yoA}Tfo1AUMg}mboubjhmz<;Ll3JFUlV6aVnpZLfB*v1Ln43DKhZ{+JqCwJR zGe&(z{>f>KR*b?ECs;6wPiA5?l$S2;;RYHJkXewLlbM$a(x1WH!vW(@?qQSw0N;Bi AmH+?% diff --git a/docs/auto_examples/plot_industry_to_company_codeobj.pickle b/docs/auto_examples/plot_industry_to_company_codeobj.pickle index 171021bc80d3e59cc7abfdac5fc58ef6cf179fa3..fb2deb23b9b9521a65a88e5471cd12f26012bef1 100644 GIT binary patch literal 157 zcmZo*nL3F90&1sd^zbF;=s9O3X6EH2rlh16O#z9q1_-E~qA@W+RJ4aBFEKZDN)Jy?equ^|N@7W3acap#Gi@ur;>5eUjNFsC84VfvC(d$U6rLDw#Ufr>ss{j;$#*^3r6mV2OSvsC&ueD3Qz1eWDzed)dK*I%LuCg diff --git a/docs/auto_examples/plot_munich.ipynb b/docs/auto_examples/plot_munich.ipynb new file mode 100644 index 00000000..a79a2f27 --- /dev/null +++ b/docs/auto_examples/plot_munich.ipynb @@ -0,0 +1,54 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n# Munich Adjustment Example\n\n\nThis example demonstrates how to adjust LDFs by the relationship between Paid\nand Incurred using the MunichAdjustment.\n.\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import chainladder as cl\nimport seaborn as sns\nimport matplotlib.pyplot as plt\nsns.set_style('whitegrid')\nsns.set_palette('muted')\n\n# Load data\nmcl = cl.load_dataset('mcl')\n# Volume weighted (default) LDFs\ndev = cl.Development().fit_transform(mcl)\n# Traditional Chainladder\ncl_traditional = cl.Chainladder().fit(dev)\n# Munich Adjustment\ndev_munich = cl.MunichAdjustment(paid_to_incurred={'paid':'incurred'}).fit_transform(dev)\ncl_munich = cl.Chainladder().fit(dev_munich)\n\n# Plot data\nfig, (ax, ax2) = plt.subplots(ncols=2, sharex=True, figsize=(10,5))\nplot1_data = cl_munich.ultimate_['paid'].to_frame()\nplot1_data.columns = ['Paid Ultimate']\nplot1_data['Incurred Ultimate'] = cl_munich.ultimate_['incurred'].to_frame()\nplot2_data = (cl_munich.ultimate_['paid']/cl_munich.ultimate_['incurred']).to_frame()\nplot2_data.columns = ['Munich']\nplot2_data['Traditional'] = (cl_traditional.ultimate_['paid']/cl_traditional.ultimate_['incurred']).to_frame()\nplot1_data.plot(kind='bar', ax=ax)\nax.set_ylabel('Ultimate')\nax.set_xlabel('Accident Year')\nax.set_title('Munich Chainladder')\nplot2_data.plot(kind='bar', ax=ax2, ylim=(0,1.25))\nax2.set_title('P/I Ratio Comparison')\nax2.set_xlabel('Accident Year')\ng = plt.ylabel('Paid Ultimate / Incurred Ultimate')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/docs/auto_examples/plot_munich.py b/docs/auto_examples/plot_munich.py new file mode 100644 index 00000000..fa771e11 --- /dev/null +++ b/docs/auto_examples/plot_munich.py @@ -0,0 +1,42 @@ +""" +========================= +Munich Adjustment Example +========================= + +This example demonstrates how to adjust LDFs by the relationship between Paid +and Incurred using the MunichAdjustment. +. +""" + +import chainladder as cl +import seaborn as sns +import matplotlib.pyplot as plt +sns.set_style('whitegrid') +sns.set_palette('muted') + +# Load data +mcl = cl.load_dataset('mcl') +# Volume weighted (default) LDFs +dev = cl.Development().fit_transform(mcl) +# Traditional Chainladder +cl_traditional = cl.Chainladder().fit(dev) +# Munich Adjustment +dev_munich = cl.MunichAdjustment(paid_to_incurred={'paid':'incurred'}).fit_transform(dev) +cl_munich = cl.Chainladder().fit(dev_munich) + +# Plot data +fig, (ax, ax2) = plt.subplots(ncols=2, sharex=True, figsize=(10,5)) +plot1_data = cl_munich.ultimate_['paid'].to_frame() +plot1_data.columns = ['Paid Ultimate'] +plot1_data['Incurred Ultimate'] = cl_munich.ultimate_['incurred'].to_frame() +plot2_data = (cl_munich.ultimate_['paid']/cl_munich.ultimate_['incurred']).to_frame() +plot2_data.columns = ['Munich'] +plot2_data['Traditional'] = (cl_traditional.ultimate_['paid']/cl_traditional.ultimate_['incurred']).to_frame() +plot1_data.plot(kind='bar', ax=ax) +ax.set_ylabel('Ultimate') +ax.set_xlabel('Accident Year') +ax.set_title('Munich Chainladder') +plot2_data.plot(kind='bar', ax=ax2, ylim=(0,1.25)) +ax2.set_title('P/I Ratio Comparison') +ax2.set_xlabel('Accident Year') +g = plt.ylabel('Paid Ultimate / Incurred Ultimate') diff --git a/docs/auto_examples/plot_munich.py.md5 b/docs/auto_examples/plot_munich.py.md5 new file mode 100644 index 00000000..97e4bb30 --- /dev/null +++ b/docs/auto_examples/plot_munich.py.md5 @@ -0,0 +1 @@ +242c50127e7690e88516533290192901 \ No newline at end of file diff --git a/docs/auto_examples/plot_munich.rst b/docs/auto_examples/plot_munich.rst new file mode 100644 index 00000000..67ba1e6e --- /dev/null +++ b/docs/auto_examples/plot_munich.rst @@ -0,0 +1,92 @@ +.. note:: + :class: sphx-glr-download-link-note + + Click :ref:`here ` to download the full example code +.. rst-class:: sphx-glr-example-title + +.. _sphx_glr_auto_examples_plot_munich.py: + + +========================= +Munich Adjustment Example +========================= + +This example demonstrates how to adjust LDFs by the relationship between Paid +and Incurred using the MunichAdjustment. +. + + + + +.. image:: /auto_examples/images/sphx_glr_plot_munich_001.png + :class: sphx-glr-single-img + + + + + +.. code-block:: python + + + import chainladder as cl + import seaborn as sns + import matplotlib.pyplot as plt + sns.set_style('whitegrid') + sns.set_palette('muted') + + # Load data + mcl = cl.load_dataset('mcl') + # Volume weighted (default) LDFs + dev = cl.Development().fit_transform(mcl) + # Traditional Chainladder + cl_traditional = cl.Chainladder().fit(dev) + # Munich Adjustment + dev_munich = cl.MunichAdjustment(paid_to_incurred={'paid':'incurred'}).fit_transform(dev) + cl_munich = cl.Chainladder().fit(dev_munich) + + # Plot data + fig, (ax, ax2) = plt.subplots(ncols=2, sharex=True, figsize=(10,5)) + plot1_data = cl_munich.ultimate_['paid'].to_frame() + plot1_data.columns = ['Paid Ultimate'] + plot1_data['Incurred Ultimate'] = cl_munich.ultimate_['incurred'].to_frame() + plot2_data = (cl_munich.ultimate_['paid']/cl_munich.ultimate_['incurred']).to_frame() + plot2_data.columns = ['Munich'] + plot2_data['Traditional'] = (cl_traditional.ultimate_['paid']/cl_traditional.ultimate_['incurred']).to_frame() + plot1_data.plot(kind='bar', ax=ax) + ax.set_ylabel('Ultimate') + ax.set_xlabel('Accident Year') + ax.set_title('Munich Chainladder') + plot2_data.plot(kind='bar', ax=ax2, ylim=(0,1.25)) + ax2.set_title('P/I Ratio Comparison') + ax2.set_xlabel('Accident Year') + g = plt.ylabel('Paid Ultimate / Incurred Ultimate') + +**Total running time of the script:** ( 0 minutes 0.433 seconds) + + +.. _sphx_glr_download_auto_examples_plot_munich.py: + + +.. only :: html + + .. container:: sphx-glr-footer + :class: sphx-glr-footer-example + + + + .. container:: sphx-glr-download + + :download:`Download Python source code: plot_munich.py ` + + + + .. container:: sphx-glr-download + + :download:`Download Jupyter notebook: plot_munich.ipynb ` + + +.. only:: html + + .. rst-class:: sphx-glr-signature + + `Gallery generated by Sphinx-Gallery `_ diff --git a/docs/auto_examples/plot_munich_codeobj.pickle b/docs/auto_examples/plot_munich_codeobj.pickle new file mode 100644 index 0000000000000000000000000000000000000000..9d666fd6983b733f278aef9a8d4e1034522e6590 GIT binary patch literal 533 zcmb7>!A`^=5QdGeUENk!vsVuuJ@F1kuRcRV3kfw-AZ5m+2NNHFBfhV&WldLmSx(Fc z|NKA0*Xnz7ezsqq;mO~&z+UBt1Y>)tF(kIqyqCe3bMA}Y2!e!L#XAjL2ss2_O}KW- z3>Z{Feiu8wk?vacEZ)iCp{=^`cmKG$JnpB~swBU4+A$}wwj3m)OsS&0oTI2*JINa} z=nz%gsEWp5xTpn39}D^4wmFD|LfNu2@`V#!O)O`X!ii4g5!%gs+I z1xoj@7pEpBMOMXx9|F(p2^xD2E{gSm$T&d*@&VJk??OGzxA QlEI!KGI5sSWCKPP0MBJG_5c6? delta 122 zcmdnOw1vs3fn};DBLf)JPSNP$E=bWUN=;0OPcAN-0uo@!OUzB3(!&84>|x8zPbtj- zim??W=A|SSPjri#%*d$EC@^uJk&;Mh4{vc^v0ia%NqlihB~TgAkPPM?PPo8i1x677 D%SPL^aeWRWc`)dK**FA3`a diff --git a/docs/modules/generated/chainladder.Chainladder.examples b/docs/modules/generated/chainladder.Chainladder.examples index 22cf5656..5c6be769 100644 --- a/docs/modules/generated/chainladder.Chainladder.examples +++ b/docs/modules/generated/chainladder.Chainladder.examples @@ -56,3 +56,21 @@ Examples using ``chainladder.Chainladder`` .. only:: not html * :ref:`sphx_glr_auto_examples_plot_bf_apriori_from_cl.py` + +.. raw:: html + +
+ +.. only:: html + + .. figure:: /auto_examples/images/thumb/sphx_glr_plot_munich_thumb.png + + :ref:`sphx_glr_auto_examples_plot_munich.py` + +.. raw:: html + +
+ +.. only:: not html + + * :ref:`sphx_glr_auto_examples_plot_munich.py` diff --git a/docs/modules/generated/chainladder.Development.examples b/docs/modules/generated/chainladder.Development.examples index 9e34fcb3..cc058189 100644 --- a/docs/modules/generated/chainladder.Development.examples +++ b/docs/modules/generated/chainladder.Development.examples @@ -38,3 +38,21 @@ Examples using ``chainladder.Development`` .. only:: not html * :ref:`sphx_glr_auto_examples_plot_mack.py` + +.. raw:: html + +
+ +.. only:: html + + .. figure:: /auto_examples/images/thumb/sphx_glr_plot_munich_thumb.png + + :ref:`sphx_glr_auto_examples_plot_munich.py` + +.. raw:: html + +
+ +.. only:: not html + + * :ref:`sphx_glr_auto_examples_plot_munich.py` diff --git a/docs/modules/generated/chainladder.MunichAdjustment.examples b/docs/modules/generated/chainladder.MunichAdjustment.examples index e69de29b..a5fc4bc2 100644 --- a/docs/modules/generated/chainladder.MunichAdjustment.examples +++ b/docs/modules/generated/chainladder.MunichAdjustment.examples @@ -0,0 +1,22 @@ + + +Examples using ``chainladder.MunichAdjustment`` +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. raw:: html + +
+ +.. only:: html + + .. figure:: /auto_examples/images/thumb/sphx_glr_plot_munich_thumb.png + + :ref:`sphx_glr_auto_examples_plot_munich.py` + +.. raw:: html + +
+ +.. only:: not html + + * :ref:`sphx_glr_auto_examples_plot_munich.py` diff --git a/docs/modules/generated/chainladder.load_dataset.examples b/docs/modules/generated/chainladder.load_dataset.examples index 454a5296..75faf4db 100644 --- a/docs/modules/generated/chainladder.load_dataset.examples +++ b/docs/modules/generated/chainladder.load_dataset.examples @@ -92,3 +92,21 @@ Examples using ``chainladder.load_dataset`` .. only:: not html * :ref:`sphx_glr_auto_examples_plot_bf_apriori_from_cl.py` + +.. raw:: html + +
+ +.. only:: html + + .. figure:: /auto_examples/images/thumb/sphx_glr_plot_munich_thumb.png + + :ref:`sphx_glr_auto_examples_plot_munich.py` + +.. raw:: html + +
+ +.. only:: not html + + * :ref:`sphx_glr_auto_examples_plot_munich.py` diff --git a/docs/themes/scikit-learn/layout.html b/docs/themes/scikit-learn/layout.html index 10d510b1..166a677a 100644 --- a/docs/themes/scikit-learn/layout.html +++ b/docs/themes/scikit-learn/layout.html @@ -138,8 +138,8 @@
- - + +
diff --git a/examples/plot_munich.py b/examples/plot_munich.py new file mode 100644 index 00000000..fa771e11 --- /dev/null +++ b/examples/plot_munich.py @@ -0,0 +1,42 @@ +""" +========================= +Munich Adjustment Example +========================= + +This example demonstrates how to adjust LDFs by the relationship between Paid +and Incurred using the MunichAdjustment. +. +""" + +import chainladder as cl +import seaborn as sns +import matplotlib.pyplot as plt +sns.set_style('whitegrid') +sns.set_palette('muted') + +# Load data +mcl = cl.load_dataset('mcl') +# Volume weighted (default) LDFs +dev = cl.Development().fit_transform(mcl) +# Traditional Chainladder +cl_traditional = cl.Chainladder().fit(dev) +# Munich Adjustment +dev_munich = cl.MunichAdjustment(paid_to_incurred={'paid':'incurred'}).fit_transform(dev) +cl_munich = cl.Chainladder().fit(dev_munich) + +# Plot data +fig, (ax, ax2) = plt.subplots(ncols=2, sharex=True, figsize=(10,5)) +plot1_data = cl_munich.ultimate_['paid'].to_frame() +plot1_data.columns = ['Paid Ultimate'] +plot1_data['Incurred Ultimate'] = cl_munich.ultimate_['incurred'].to_frame() +plot2_data = (cl_munich.ultimate_['paid']/cl_munich.ultimate_['incurred']).to_frame() +plot2_data.columns = ['Munich'] +plot2_data['Traditional'] = (cl_traditional.ultimate_['paid']/cl_traditional.ultimate_['incurred']).to_frame() +plot1_data.plot(kind='bar', ax=ax) +ax.set_ylabel('Ultimate') +ax.set_xlabel('Accident Year') +ax.set_title('Munich Chainladder') +plot2_data.plot(kind='bar', ax=ax2, ylim=(0,1.25)) +ax2.set_title('P/I Ratio Comparison') +ax2.set_xlabel('Accident Year') +g = plt.ylabel('Paid Ultimate / Incurred Ultimate')