{ "cells": [ { "cell_type": "markdown", "id": "5a83a5ab", "metadata": {}, "source": [ "# Selecting model points by cluster analysis\n", "\n", "This notebook applies cluster analysis to model point selection.\n", "More specifically, we use the k-means method to partition a sample portfolio of seriatim policies and select representative model points.\n", "\n", "As the sample portfolio, we use 10,000 seriatim term policies and their projection results, such as cashflows and present values of the cashflows. The sample policies are generated by a jupyter notebook included in the ``cluster`` library. The model used for generating the cashflows and present values are derived from ``BasicTerm_ME`` in the `basiclife` library, and included in the ``cluster`` library.\n", "\n", "* What is the target use case?\n", "* What should we look at to validate results?\n", "* What should we use for *variables* ?\n", "* What should the number of representative model points be?\n", "* What initializataion method should we use for k-means?\n", "\n", "**Target use case**\n", "\n", "The target use case for this exercise is when we want to run deterministic projections of a large block of protection business under many different sensitivity scenarios. \n", "\n", "We construct a proxy portfolio based on the seriatim projection result of a base scenario by selecting and scaling representative polices. If the policy attributes of the proxy portfolio and projections results under the sensitivity scenarios obtained by using the proxy are close enough to those of the seriatim policies, then we can use the proxy portfolio for running the sensitivities and save time and computing resources.\n", "\n", "In this exercise, we do not cover the cases where stochastic runs are involved. In reliaity, the stochastic cases would benefit more from the reduction in time and computing resources.\n", "\n", "\n", "**Target metrics**\n", "\n", "To determine how closely selected policies represents the seriatim policies, we look at the following figures:\n", "\n", "* Net cashflows\n", "* Policy attributes, such as issue age, policy term, sum assured and duration. \n", "* Presnet value of net cashflows and their components.\n", "\n", "Among the above, the most important metric would be the present value of net cashflows, as it often represents the whole or a major part of insurance liabilities. \n", "In practice, the maximum allowable error in the estimation of the present value of cashflows should be specified (e.g. 1%).\n", "\n", "**Choice of variables** \n", "\n", "The k-means method partitions samples based on squared Euclidean distances between samples. Samples are vectors of variable values.\n", "What we choose for the variables has significant impact on the results. The chosen variables are more accurately estimated by the proxy portfolio. In this exercise, we test the following 3 types of variables and compare the results. \n", "\n", "* Net cashflows\n", "* Policy attributes\n", "* Present values of net cashflows and their components\n", "\n", "Although not covered in this exercise, combinations of variables chosen across the 3 types above may yield better results. Further tests are left to subsequent studies.\n", "\n", "**Reduction ratio**\n", "\n", "Reduction ratio is defined as the number of seriatim policies devided by the number of selected representative model points.\n", "The higher the ratio is, the more effective the proxy portfolio is. In this exercise, we select 1000 model points out of 10,000,\n", "so the ratio in 10. The ratio and the accuracy of the proxy is a trade-off. Furthur tests beyond this exercise are desired to see how high the ratio we can get while maintaiing a certain level of accuracy. \n", "\n", "\n", "**Initialization method**\n", "\n", "The k-means method returns diffrent outcomes depending on their initial values of cluster centroids. \n", "How to select the initial values is an area to be furthur explored, but in this exercise, we simply use the default method provided by sciki-learn.\n", "\n", "\n", "*References:*\n", "\n", "- [Gan, G. and Huang, J. (2017). A Data Mining Framework for Valuing Large Portfolios of Variable Annuities](http://library.usc.edu.ph/ACM/KKD%202017/pdfs/p1467.pdf)\n", "- [Gan, G. and Valdez, E. A. (2019). Data Clustering with Actuarial Applications](https://deliverypdf.ssrn.com/delivery.php?ID=790086090127101095023064120110126117016083053010057028103075008126105105078103014074010017029060104024054109107072101085009103005023049082020120108076087100122100031019062051090024067099088106113090004110007127008101072121110098068079127127080025125064&EXT=pdf&INDEX=TRUE)\n", "- [Goto, Y. A method to determine model points with cluster analysis, *Virtual ICA 2018*](https://www.actuview.com/video/A-method-to-determine-model-points-with-cluster-analysis/9084a36ba)\n", "- [Milliman. Cluster analysis: A spatial approach to actuarial modeling](https://www.milliman.com/-/media/milliman/importedfiles/uploadedfiles/insight/research/life-rr/clusteranalysisaspatialrr080108pdf.ashx)\n" ] }, { "cell_type": "code", "execution_count": 45, "id": "350e2d4f", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "from sklearn.cluster import KMeans\n", "from sklearn.metrics import pairwise_distances_argmin_min, r2_score\n", "import matplotlib.cm \n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "3ffbef54", "metadata": {}, "source": [ "## Sample Data\n", "\n", "3 types of data are used, which are policy data, cashflow data and present value data. The policy data is in one file, while each of the other two consists of 3 sets of files, which correspond to the base, lapse-stress, and mortality-stress scenarios. \n", "\n", "The base cashflows and present values are used for calibration, while the cashflows and present values of the stressed scenarios are not." ] }, { "cell_type": "markdown", "id": "0c23ffe5", "metadata": {}, "source": [ "### Cashflow Data\n", "\n", "3 sets of cashflow data are read from Excel files into DataFrames. The DataFrames are assigned to these 3 global variables:\n", "\n", "* `cfs`: The base scenario\n", "* `csf_lapse50`: The stress scenario of 50% level increase in lapse rates\n", "* `cfs_mort15`: The stress scenario of 15% level increase in mortality rates\n", "\n", "In each file, net annual cashflows of the 10,000 sample policies are included. \n", "The files are outputs of `net_cf_annual` in `BasicTerm_ME_for_Cluster`." ] }, { "cell_type": "code", "execution_count": 46, "id": "44e781a5", "metadata": {}, "outputs": [], "source": [ "cfs = pd.read_excel('cashflows_seriatim_10K.xlsx', index_col=0)\n", "cfs_lapse50 = pd.read_excel('cashflows_seriatim_10K_lapse50.xlsx', index_col=0)\n", "cfs_mort15 = pd.read_excel('cashflows_seriatim_10K_mort15.xlsx', index_col=0)\n", "cfs_list = [cfs, cfs_lapse50, cfs_mort15]" ] }, { "cell_type": "markdown", "id": "053d8f24", "metadata": {}, "source": [ "The chart below compares the shapes of the 3 aggregated cashflows." ] }, { "cell_type": "code", "execution_count": 47, "id": "ec5901e4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pd.DataFrame.from_dict({\n", " 'Base': cfs.sum(), \n", " 'Lapse+50%': cfs_lapse50.sum(), \n", " 'Mort+15%': cfs_mort15.sum()}).plot(grid=True, title='Cashflows')" ] }, { "cell_type": "markdown", "id": "d3094168", "metadata": {}, "source": [ "### Policy Data\n", "\n", "Policy data is read from an Excel file into a DataFrame. In this sample case, 4 attributes completely defines a policy, so only the attributes are extracted as columns of the DataFrame. The DataFrame is then assigned to `pol_data`. " ] }, { "cell_type": "code", "execution_count": 48, "id": "1df838c2", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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age_at_entrypolicy_termsum_assuredduration_mth
policy_id
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...............
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10000 rows × 4 columns

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" ], "text/plain": [ " age_at_entry policy_term sum_assured duration_mth\n", "policy_id \n", "1 47 10 622000 28\n", "2 29 20 752000 213\n", "3 51 10 799000 39\n", "4 32 20 422000 140\n", "5 28 15 605000 76\n", "... ... ... ... ...\n", "9996 47 20 827000 168\n", "9997 30 15 826000 169\n", "9998 45 20 783000 158\n", "9999 39 20 302000 41\n", "10000 22 15 576000 167\n", "\n", "[10000 rows x 4 columns]" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pol_data = pd.read_excel(\n", " 'BasicTerm_ME_for_Cluster/model_point_table.xlsx', index_col=0\n", ")[['age_at_entry', 'policy_term', 'sum_assured', 'duration_mth']]\n", "pol_data" ] }, { "cell_type": "markdown", "id": "c54dfd92", "metadata": {}, "source": [ "### Present Value Data" ] }, { "cell_type": "markdown", "id": "dc87462f", "metadata": {}, "source": [ "For each of the 3 scnarios, the present values of the net cashflowand their components are read from an Excel file into a DataFrame. The components are the present values of premiums, claims, expenses and commissions. The DataFrames are assigned to these 3 global variables:\n", "\n", "* `pvs`: The base scenario\n", "* `pvs_lapse50`: The stress scenario of 50% level increase in lapse rates\n", "* `pvs_mort15`: The stress scenario of 15% level increase in mortality rates\n", "\n", "In each file, net annual cashflows of the 10,000 sample policies are included. The files are outputs of `result_pv` in `BasicTerm_ME_for_Cluster`. The discount rate used is flat 3%." ] }, { "cell_type": "code", "execution_count": 49, "id": "d7aeac90", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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pv_premiumspv_claimspv_expensespv_commissionspv_net_cf
policy_id
15117.9312133786.367310278.5366740.01053.027229
21563.1983031733.892221129.1982520.0-299.892170
38333.6175766646.840127270.3600680.01416.417381
43229.2757113098.020912424.5606250.0-293.305825
53203.5273952653.011845401.8558970.0148.659654
..................
999611839.03748713872.879725318.0250350.0-2351.867273
9997662.104216670.31485754.0779230.0-62.288565
999810887.62380912130.102842356.6974570.0-1599.176490
99994041.5770202997.112776522.5589130.0521.905331
10000403.672732379.49416563.7041860.0-39.525618
\n", "

10000 rows × 5 columns

\n", "
" ], "text/plain": [ " pv_premiums pv_claims pv_expenses pv_commissions \\\n", "policy_id \n", "1 5117.931213 3786.367310 278.536674 0.0 \n", "2 1563.198303 1733.892221 129.198252 0.0 \n", "3 8333.617576 6646.840127 270.360068 0.0 \n", "4 3229.275711 3098.020912 424.560625 0.0 \n", "5 3203.527395 2653.011845 401.855897 0.0 \n", "... ... ... ... ... \n", "9996 11839.037487 13872.879725 318.025035 0.0 \n", "9997 662.104216 670.314857 54.077923 0.0 \n", "9998 10887.623809 12130.102842 356.697457 0.0 \n", "9999 4041.577020 2997.112776 522.558913 0.0 \n", "10000 403.672732 379.494165 63.704186 0.0 \n", "\n", " pv_net_cf \n", "policy_id \n", "1 1053.027229 \n", "2 -299.892170 \n", "3 1416.417381 \n", "4 -293.305825 \n", "5 148.659654 \n", "... ... \n", "9996 -2351.867273 \n", "9997 -62.288565 \n", "9998 -1599.176490 \n", "9999 521.905331 \n", "10000 -39.525618 \n", "\n", "[10000 rows x 5 columns]" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pvs = pd.read_excel('pv_seriatim_10K.xlsx', index_col=0)\n", "pvs_lapse50 = pd.read_excel('pv_seriatim_10K_lapse50.xlsx', index_col=0)\n", "pvs_mort15 = pd.read_excel('pv_seriatim_10K_mort15.xlsx', index_col=0)\n", "pvs_list = [pvs, pvs_lapse50, pvs_mort15]\n", "pvs" ] }, { "cell_type": "markdown", "id": "5398d672", "metadata": {}, "source": [ "## Python Code\n", "\n", "\n", "`Clusters`, a class to facilitate the calibration process is defined below. \n", "The `Clusters` class wraps the fitted `KMeans` object which is calibrated using variables given as `loc_vars` through its initializer. \n", "\n", "\n", "We use the `KMeans` class imported from scikit-learn library in the initializer of the `Clusters` class.\n", "The `fit` method on a `KMeans` object returns the object fitted using the local variables given to the method.\n", "\n", "We use the `pairwise_distances_argmin_min` method from sckit-learn to find the samples closest to the centroids of the fitted `KMeans` object.\n", "\n", "The `labels_` property of the fitted `KMeans` object holds cluster ID for each sample, indicating which cluster each sample belongs to.\n", "\n" ] }, { "cell_type": "code", "execution_count": 50, "id": "ee7c40d9", "metadata": {}, "outputs": [], "source": [ "class Clusters:\n", " \n", " def __init__(self, loc_vars):\n", " \n", " self.kmeans = kmeans = KMeans(n_clusters=1000, random_state=0).fit(np.ascontiguousarray(loc_vars))\n", " closest, _ = pairwise_distances_argmin_min(kmeans.cluster_centers_, np.ascontiguousarray(loc_vars))\n", " \n", " rep_ids = pd.Series(data=(closest+1)) # 0-based to 1-based indexes\n", " rep_ids.name = 'policy_id'\n", " rep_ids.index.name = 'cluster_id'\n", " self.rep_ids = rep_ids\n", " \n", " self.policy_count = self.agg_by_cluster(pd.DataFrame({'policy_count': [1] * len(loc_vars)}))['policy_count']\n", "\n", " def agg_by_cluster(self, df, agg=None):\n", " \"\"\"Aggregate columns by cluster\"\"\"\n", " temp = df.copy()\n", " temp['cluster_id'] = self.kmeans.labels_\n", " temp = temp.set_index('cluster_id')\n", " agg = {c: (agg[c] if c in agg else 'sum') for c in temp.columns} if agg else sum\n", " return temp.groupby(temp.index).agg(agg)\n", " \n", " def extract_reps(self, df):\n", " \"\"\"Extract the rows of representative policies\"\"\"\n", " temp = pd.merge(self.rep_ids, df.reset_index(), how='left', on='policy_id')\n", " temp.index.name = 'cluster_id'\n", " return temp.drop('policy_id', axis=1)\n", " \n", " def extract_and_scale_reps(self, df, agg=None):\n", " \"\"\"Extract and scale the rows of representative policies\"\"\"\n", " if agg:\n", " cols = df.columns\n", " mult = pd.DataFrame({c: (self.policy_count if (c not in agg or agg[c] == 'sum') else 1) for c in cols})\n", " return self.extract_reps(df).mul(mult)\n", " else:\n", " return self.extract_reps(df).mul(self.policy_count, axis=0)\n", " \n", " def compare(self, df, agg=None):\n", " \"\"\"Returns a multi-indexed Dataframe comparing actual and estimate\"\"\"\n", " source = self.agg_by_cluster(df, agg)\n", " target = self.extract_and_scale_reps(df, agg)\n", " return pd.DataFrame({'actual': source.stack(), 'estimate':target.stack()})\n", " \n", " def compare_total(self, df, agg=None): \n", " \"\"\"Aggregate ``df`` by columns\"\"\"\n", " if agg:\n", " cols = df.columns\n", " op = {c: (agg[c] if c in agg else 'sum') for c in df.columns}\n", " actual = df.agg(op)\n", " estimate = self.extract_and_scale_reps(df, agg=op)\n", " \n", " op = {k: ((lambda s: s.dot(self.policy_count) / self.policy_count.sum()) if v == 'mean' else v) for k, v in op.items()}\n", " estimate = estimate.agg(op)\n", " \n", " else:\n", " actual = df.sum()\n", " estimate = self.extract_and_scale_reps(df).sum()\n", "\n", " return pd.DataFrame({'actual': actual, 'estimate': estimate, 'error': estimate / actual - 1})" ] }, { "cell_type": "markdown", "id": "40fe2a51", "metadata": {}, "source": [ "The functions below are for outputting plots." ] }, { "cell_type": "code", "execution_count": 51, "id": "b330c6fe", "metadata": {}, "outputs": [], "source": [ "def generate_subplots(count, shape):\n", " \"Generator to output multiple charts in subplots\"\n", " \n", " row_count, col_count = shape\n", " size_x, size_y = plt.rcParams['figure.figsize']\n", " size_x, size_y = size_x * col_count, size_y * row_count\n", " \n", " fig, axs = plt.subplots(row_count, col_count, figsize=(size_x, size_y))\n", " fig.tight_layout(pad=3)\n", " \n", " for i in range(count):\n", " r = i // col_count\n", " c = i - r * col_count\n", " ax = axs[r, c] if (row_count > 1 and col_count > 1) else axs[r] if row_count > 1 else axs[c] if col_count > 1 else axs\n", " ax.grid(True)\n", " yield ax\n", "\n", "\n", "def plot_colored_scatter(ax, df, title=None):\n", " \"\"\"Draw a scatter plot in different colours by level-1 index\n", " \n", " ``df`` should be a DataFrame returned by the compare method.\n", " \"\"\"\n", "\n", " colors = matplotlib.cm.rainbow(np.linspace(0, 1, len(df.index.levels[1])))\n", "\n", " for y, c in zip(df.index.levels[1], colors):\n", " ax.scatter(df.xs(y, level=1)['actual'], df.xs(y, level=1)['estimate'], color=c, s=9)\n", "\n", " ax.set_xlabel('actual')\n", " ax.set_ylabel('estimate')\n", " if title:\n", " ax.set_title(title)\n", " ax.grid(True)\n", " draw_identity_line(ax)\n", "\n", "\n", "def plot_separate_scatter(df, row_count, col_count):\n", " \"\"\"Draw multiple scatter plot with R-squared\n", " \n", " ``df`` should be a DataFrame returned by the compare method.\n", " \"\"\"\n", " names = df.index.levels[1]\n", " count = len(names)\n", "\n", " size_x, size_y = plt.rcParams['figure.figsize']\n", " size_x, size_y = size_x * col_count, size_y * row_count\n", " \n", " for i, ax in enumerate(generate_subplots(count, (row_count, col_count))):\n", " df_n = df.xs(names[i], level=1)\n", " df_n.plot(x='actual', y='estimate', kind='scatter', ax=ax, title=names[i], grid=True)\n", " draw_identity_line(ax)\n", " \n", " # Add R2 in upper left corner\n", " r2_x = 0.95 * ax.get_xlim()[0] + 0.05 * ax.get_xlim()[1]\n", " r2_y = 0.05 * ax.get_ylim()[0] + 0.95 * ax.get_ylim()[1]\n", " ax.text(r2_x, r2_y, 'R2: {:.1f}%'.format(calc_r2_score(df_n) * 100), verticalalignment='top')\n", "\n", " \n", "def draw_identity_line(ax):\n", " lims = [\n", " np.min([ax.get_xlim(), ax.get_ylim()]), # min of both axes\n", " np.max([ax.get_xlim(), ax.get_ylim()]), # max of both axes\n", " ]\n", " # now plot both limits against eachother\n", " ax.plot(lims, lims, 'r-', linewidth=0.5)\n", " ax.set_xlim(lims)\n", " ax.set_ylim(lims)\n", "\n", " \n", "def calc_r2_score(df):\n", " \"Return R-squared between actual and estimate columns\"\n", " return r2_score(df['actual'], df['estimate'])\n" ] }, { "cell_type": "markdown", "id": "be71c63f", "metadata": {}, "source": [ "## Cashflow Calibration\n", "\n", "The first calibration approach we test is to use base annual cashflows as calibration variables." ] }, { "cell_type": "code", "execution_count": 52, "id": "75b42a59", "metadata": {}, "outputs": [], "source": [ "cluster_cfs = Clusters(cfs)" ] }, { "cell_type": "markdown", "id": "0a6d08b2", "metadata": {}, "source": [ "### Cashflow Analysis\n", "\n", "Below the total net cashflows under the base scenario are compared between `actual`, which denotes the total net cashflows of the seriatim sample policies, \n", "and `estimate`, which denots the total net cashflows calculated as the net cashflows of the selected representative policies multiplied by the numbers of policies in the clusters." ] }, { "cell_type": "code", "execution_count": 53, "id": "5c3bbd23", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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actualestimateerror
01.435932e+061.427125e+06-0.006133
11.105742e+061.104242e+06-0.001357
26.820530e+056.790717e+05-0.004371
33.579056e+053.540011e+05-0.010909
41.450520e+051.497167e+050.032159
53.343158e+031.154617e+042.453673
6-9.917748e+04-9.180151e+04-0.074372
7-1.636027e+05-1.579898e+05-0.034308
8-2.099648e+05-2.022847e+05-0.036578
9-2.391351e+05-2.346361e+05-0.018814
10-2.521441e+05-2.476664e+05-0.017759
11-2.458585e+05-2.412905e+05-0.018580
12-2.214476e+05-2.174765e+05-0.017933
13-1.802033e+05-1.775134e+05-0.014927
14-1.492649e+05-1.468853e+05-0.015942
15-1.242241e+05-1.218126e+05-0.019412
16-9.948838e+04-9.894720e+04-0.005440
17-7.169144e+04-7.200858e+040.004424
18-4.188922e+04-4.088051e+04-0.024080
19-1.398866e+04-1.295090e+04-0.074186
\n", "
" ], "text/plain": [ " actual estimate error\n", "0 1.435932e+06 1.427125e+06 -0.006133\n", "1 1.105742e+06 1.104242e+06 -0.001357\n", "2 6.820530e+05 6.790717e+05 -0.004371\n", "3 3.579056e+05 3.540011e+05 -0.010909\n", "4 1.450520e+05 1.497167e+05 0.032159\n", "5 3.343158e+03 1.154617e+04 2.453673\n", "6 -9.917748e+04 -9.180151e+04 -0.074372\n", "7 -1.636027e+05 -1.579898e+05 -0.034308\n", "8 -2.099648e+05 -2.022847e+05 -0.036578\n", "9 -2.391351e+05 -2.346361e+05 -0.018814\n", "10 -2.521441e+05 -2.476664e+05 -0.017759\n", "11 -2.458585e+05 -2.412905e+05 -0.018580\n", "12 -2.214476e+05 -2.174765e+05 -0.017933\n", "13 -1.802033e+05 -1.775134e+05 -0.014927\n", "14 -1.492649e+05 -1.468853e+05 -0.015942\n", "15 -1.242241e+05 -1.218126e+05 -0.019412\n", "16 -9.948838e+04 -9.894720e+04 -0.005440\n", "17 -7.169144e+04 -7.200858e+04 0.004424\n", "18 -4.188922e+04 -4.088051e+04 -0.024080\n", "19 -1.398866e+04 -1.295090e+04 -0.074186" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cluster_cfs.compare_total(cfs)" ] }, { "cell_type": "markdown", "id": "093cfb64", "metadata": {}, "source": [ "The charts below visualize how well the estimated cashflows match the actual." ] }, { "cell_type": "code", "execution_count": 54, "id": "8a2761c8", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def plot_cashflows(ax, cfs, title=None):\n", " \"Draw line plots of cashflows\"\n", " cfs[['actual', 'estimate']].plot(ax= ax, grid=True, title=title, xlabel='actual', ylabel='estimate')\n", "\n", "scen_titles = ['Base', 'Lapse+50%', 'Mort+15%']\n", "for ax, df, title in zip(generate_subplots(3, (2, 2)), cfs_list, scen_titles):\n", " plot_cashflows(ax, cluster_cfs.compare_total(df), title)" ] }, { "cell_type": "markdown", "id": "a10947b6", "metadata": {}, "source": [ "The scatter charts below plots net annual cashflows by cluster. The read plots represent the nearest cashflows while violet plots are the farthest." ] }, { "cell_type": "code", "execution_count": 55, "id": "0056d761", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for ax, df, title in zip(generate_subplots(3, (2, 2)), cfs_list, scen_titles):\n", " plot_colored_scatter(ax, cluster_cfs.compare(df), title=title)" ] }, { "cell_type": "markdown", "id": "83ca9996", "metadata": {}, "source": [ "### Policy Attribute Analysis" ] }, { "cell_type": "code", "execution_count": 56, "id": "8a0999c5", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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actualestimateerror
age_at_entry3.937720e+013.677740e+01-0.066023
policy_term1.493600e+011.541050e+010.031769
sum_assured5.060517e+095.143883e+090.016474
duration_mth8.977470e+019.594070e+010.068683
\n", "
" ], "text/plain": [ " actual estimate error\n", "age_at_entry 3.937720e+01 3.677740e+01 -0.066023\n", "policy_term 1.493600e+01 1.541050e+01 0.031769\n", "sum_assured 5.060517e+09 5.143883e+09 0.016474\n", "duration_mth 8.977470e+01 9.594070e+01 0.068683" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mean_attrs = {'age_at_entry':'mean', 'policy_term':'mean', 'duration_mth':'mean'}\n", "cluster_cfs.compare_total(pol_data, agg=mean_attrs)" ] }, { "cell_type": "markdown", "id": "9c4b5098", "metadata": {}, "source": [ "The charts below visualize how well the estimated policy attributes match the actual by cluster. The `age_at_entry`, `policy_term` and `duration_mth` charts plot the average of them in each cluster, while the `sum_assured` chart plots the total of each cluster. \n", "The X axises represent the acutual values, while the Y axises represent the estimated values. " ] }, { "cell_type": "code", "execution_count": 57, "id": "1e1e3483", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_separate_scatter(cluster_cfs.compare(pol_data, agg=mean_attrs), 2, 2)" ] }, { "cell_type": "markdown", "id": "5e24fe3c", "metadata": {}, "source": [ "### Present Value Analysis\n", "\n", "The present values of the net cashflows and their components are estimated and compared against the seriatim results for each scenario." ] }, { "cell_type": "code", "execution_count": 58, "id": "b0eaacdd", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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actualestimateerror
pv_premiums4.860639e+074.808335e+07-0.010761
pv_claims4.331937e+074.277110e+07-0.012656
pv_expenses2.949823e+062.951950e+060.000721
pv_commissions2.748443e+052.678388e+05-0.025489
pv_net_cf2.062353e+062.092461e+060.014599
\n", "
" ], "text/plain": [ " actual estimate error\n", "pv_premiums 4.860639e+07 4.808335e+07 -0.010761\n", "pv_claims 4.331937e+07 4.277110e+07 -0.012656\n", "pv_expenses 2.949823e+06 2.951950e+06 0.000721\n", "pv_commissions 2.748443e+05 2.678388e+05 -0.025489\n", "pv_net_cf 2.062353e+06 2.092461e+06 0.014599" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cluster_cfs.compare_total(pvs)" ] }, { "cell_type": "code", "execution_count": 59, "id": "a6be86a8", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
actualestimateerror
pv_premiums4.280459e+074.229486e+07-0.011908
pv_claims3.831786e+073.778930e+07-0.013794
pv_expenses2.579405e+062.584788e+060.002087
pv_commissions2.653036e+052.585324e+05-0.025522
pv_net_cf1.642024e+061.662240e+060.012312
\n", "
" ], "text/plain": [ " actual estimate error\n", "pv_premiums 4.280459e+07 4.229486e+07 -0.011908\n", "pv_claims 3.831786e+07 3.778930e+07 -0.013794\n", "pv_expenses 2.579405e+06 2.584788e+06 0.002087\n", "pv_commissions 2.653036e+05 2.585324e+05 -0.025522\n", "pv_net_cf 1.642024e+06 1.662240e+06 0.012312" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cluster_cfs.compare_total(pvs_lapse50)" ] }, { "cell_type": "code", "execution_count": 60, "id": "d53e1aee", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
actualestimateerror
pv_premiums4.853083e+074.800983e+07-0.010735
pv_claims4.973258e+074.910429e+07-0.012633
pv_expenses2.946908e+062.949280e+060.000805
pv_commissions2.748356e+052.678307e+05-0.025488
pv_net_cf-4.423494e+06-4.311578e+06-0.025300
\n", "
" ], "text/plain": [ " actual estimate error\n", "pv_premiums 4.853083e+07 4.800983e+07 -0.010735\n", "pv_claims 4.973258e+07 4.910429e+07 -0.012633\n", "pv_expenses 2.946908e+06 2.949280e+06 0.000805\n", "pv_commissions 2.748356e+05 2.678307e+05 -0.025488\n", "pv_net_cf -4.423494e+06 -4.311578e+06 -0.025300" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cluster_cfs.compare_total(pvs_mort15)" ] }, { "cell_type": "code", "execution_count": 61, "id": "bcd8afc9", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_separate_scatter(cluster_cfs.compare(pvs), 3, 2)" ] }, { "cell_type": "code", "execution_count": 62, "id": "4c501052", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_separate_scatter(cluster_cfs.compare(pvs_lapse50), 3, 2)" ] }, { "cell_type": "code", "execution_count": 63, "id": "8d615ac2", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_separate_scatter(cluster_cfs.compare(pvs_mort15), 3, 2)" ] }, { "cell_type": "markdown", "id": "9c46777f", "metadata": {}, "source": [ "## Policy Attribute Calibration\n", "\n", "The next pattern to examine is to use the pollicy attributes as the calibration variables. \n", "The attibutes needs to be standardized beforehand. \n", "We use the range standardization method based.\n", "\n", "*Reference*\n", "* [Effect of (not) standardizing variables in k-means clustering - Dmitrijs Kass' blog](https://dmitrijskass.netlify.app/2019/10/22/effect-of-not-standardizing-variables-in-k-means-clustering/)" ] }, { "cell_type": "code", "execution_count": 64, "id": "c133e443", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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age_at_entrypolicy_termsum_assuredduration_mth
policy_id
10.6923080.00.6181820.113445
20.2307691.00.7494950.890756
30.7948720.00.7969700.159664
40.3076921.00.4161620.584034
50.2051280.50.6010100.315126
...............
99960.6923081.00.8252530.701681
99970.2564100.50.8242420.705882
99980.6410261.00.7808080.659664
99990.4871791.00.2949490.168067
100000.0512820.50.5717170.697479
\n", "

10000 rows × 4 columns

\n", "
" ], "text/plain": [ " age_at_entry policy_term sum_assured duration_mth\n", "policy_id \n", "1 0.692308 0.0 0.618182 0.113445\n", "2 0.230769 1.0 0.749495 0.890756\n", "3 0.794872 0.0 0.796970 0.159664\n", "4 0.307692 1.0 0.416162 0.584034\n", "5 0.205128 0.5 0.601010 0.315126\n", "... ... ... ... ...\n", "9996 0.692308 1.0 0.825253 0.701681\n", "9997 0.256410 0.5 0.824242 0.705882\n", "9998 0.641026 1.0 0.780808 0.659664\n", "9999 0.487179 1.0 0.294949 0.168067\n", "10000 0.051282 0.5 0.571717 0.697479\n", "\n", "[10000 rows x 4 columns]" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "loc_vars = (pol_data- pol_data.min()) / (pol_data.max()- pol_data.min())\n", "loc_vars" ] }, { "cell_type": "code", "execution_count": 65, "id": "46c2a554", "metadata": {}, "outputs": [], "source": [ "cluster_attrs = Clusters(loc_vars)" ] }, { "cell_type": "markdown", "id": "6a0f99d3", "metadata": {}, "source": [ "### Cashflow Analysis" ] }, { "cell_type": "code", "execution_count": 66, "id": "b9616be3", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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actualestimateerror
01.435932e+061.515422e+060.055358
11.105742e+061.078910e+06-0.024266
26.820530e+056.763271e+05-0.008395
33.579056e+053.592551e+050.003771
41.450520e+051.171398e+05-0.192429
53.343158e+032.461364e+03-0.263761
6-9.917748e+04-8.041660e+04-0.189165
7-1.636027e+05-1.620130e+05-0.009717
8-2.099648e+05-2.019957e+05-0.037954
9-2.391351e+05-2.299477e+05-0.038419
10-2.521441e+05-2.790542e+050.106725
11-2.458585e+05-2.456003e+05-0.001050
12-2.214476e+05-2.307265e+050.041901
13-1.802033e+05-1.834564e+050.018053
14-1.492649e+05-1.418086e+05-0.049953
15-1.242241e+05-1.234383e+05-0.006325
16-9.948838e+04-9.432941e+04-0.051855
17-7.169144e+04-7.264595e+040.013314
18-4.188922e+04-4.315736e+040.030273
19-1.398866e+04-5.797181e+03-0.585580
\n", "
" ], "text/plain": [ " actual estimate error\n", "0 1.435932e+06 1.515422e+06 0.055358\n", "1 1.105742e+06 1.078910e+06 -0.024266\n", "2 6.820530e+05 6.763271e+05 -0.008395\n", "3 3.579056e+05 3.592551e+05 0.003771\n", "4 1.450520e+05 1.171398e+05 -0.192429\n", "5 3.343158e+03 2.461364e+03 -0.263761\n", "6 -9.917748e+04 -8.041660e+04 -0.189165\n", "7 -1.636027e+05 -1.620130e+05 -0.009717\n", "8 -2.099648e+05 -2.019957e+05 -0.037954\n", "9 -2.391351e+05 -2.299477e+05 -0.038419\n", "10 -2.521441e+05 -2.790542e+05 0.106725\n", "11 -2.458585e+05 -2.456003e+05 -0.001050\n", "12 -2.214476e+05 -2.307265e+05 0.041901\n", "13 -1.802033e+05 -1.834564e+05 0.018053\n", "14 -1.492649e+05 -1.418086e+05 -0.049953\n", "15 -1.242241e+05 -1.234383e+05 -0.006325\n", "16 -9.948838e+04 -9.432941e+04 -0.051855\n", "17 -7.169144e+04 -7.264595e+04 0.013314\n", "18 -4.188922e+04 -4.315736e+04 0.030273\n", "19 -1.398866e+04 -5.797181e+03 -0.585580" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cluster_attrs.compare_total(cfs)" ] }, { "cell_type": "code", "execution_count": 67, "id": "0e5f5af1", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for ax, df, title in zip(generate_subplots(3, (2, 2)), cfs_list, scen_titles):\n", " plot_cashflows(ax, cluster_attrs.compare_total(df), title)" ] }, { "cell_type": "code", "execution_count": 68, "id": "828a3d4e", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for ax, df, title in zip(generate_subplots(3, (2, 2)), cfs_list, scen_titles):\n", " plot_colored_scatter(ax, cluster_attrs.compare(df), title=title)" ] }, { "cell_type": "markdown", "id": "60230617", "metadata": {}, "source": [ "### Policy Attribute Analysis\n", "\n" ] }, { "cell_type": "code", "execution_count": 69, "id": "c2f072f1", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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actualestimateerror
age_at_entry3.937720e+013.938370e+010.000165
policy_term1.493600e+011.493600e+010.000000
sum_assured5.060517e+095.061894e+090.000272
duration_mth8.977470e+018.992250e+010.001646
\n", "
" ], "text/plain": [ " actual estimate error\n", "age_at_entry 3.937720e+01 3.938370e+01 0.000165\n", "policy_term 1.493600e+01 1.493600e+01 0.000000\n", "sum_assured 5.060517e+09 5.061894e+09 0.000272\n", "duration_mth 8.977470e+01 8.992250e+01 0.001646" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cluster_attrs.compare_total(pol_data, agg=mean_attrs)" ] }, { "cell_type": "code", "execution_count": 70, "id": "e41fcb22", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_separate_scatter(cluster_attrs.compare(pol_data, agg=mean_attrs), 2, 2)" ] }, { "cell_type": "markdown", "id": "cda2cef6", "metadata": {}, "source": [ "### Present Value Analysis" ] }, { "cell_type": "code", "execution_count": 71, "id": "2e3fa108", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
actualestimateerror
pv_premiums4.860639e+074.847696e+07-0.002663
pv_claims4.331937e+074.327108e+07-0.001115
pv_expenses2.949823e+062.954928e+060.001731
pv_commissions2.748443e+051.512570e+05-0.449663
pv_net_cf2.062353e+062.099691e+060.018105
\n", "
" ], "text/plain": [ " actual estimate error\n", "pv_premiums 4.860639e+07 4.847696e+07 -0.002663\n", "pv_claims 4.331937e+07 4.327108e+07 -0.001115\n", "pv_expenses 2.949823e+06 2.954928e+06 0.001731\n", "pv_commissions 2.748443e+05 1.512570e+05 -0.449663\n", "pv_net_cf 2.062353e+06 2.099691e+06 0.018105" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cluster_attrs.compare_total(pvs)" ] }, { "cell_type": "code", "execution_count": 72, "id": "18c4710f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
actualestimateerror
pv_premiums4.280459e+074.274185e+07-0.001466
pv_claims3.831786e+073.831627e+07-0.000041
pv_expenses2.579405e+062.585876e+060.002509
pv_commissions2.653036e+051.467413e+05-0.446893
pv_net_cf1.642024e+061.692962e+060.031021
\n", "
" ], "text/plain": [ " actual estimate error\n", "pv_premiums 4.280459e+07 4.274185e+07 -0.001466\n", "pv_claims 3.831786e+07 3.831627e+07 -0.000041\n", "pv_expenses 2.579405e+06 2.585876e+06 0.002509\n", "pv_commissions 2.653036e+05 1.467413e+05 -0.446893\n", "pv_net_cf 1.642024e+06 1.692962e+06 0.031021" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cluster_attrs.compare_total(pvs_lapse50)" ] }, { "cell_type": "code", "execution_count": 73, "id": "b860d9e0", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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actualestimateerror
pv_premiums4.853083e+074.840284e+07-0.002637
pv_claims4.973258e+074.967881e+07-0.001081
pv_expenses2.946908e+062.952021e+060.001735
pv_commissions2.748356e+051.512528e+05-0.449661
pv_net_cf-4.423494e+06-4.379243e+06-0.010004
\n", "
" ], "text/plain": [ " actual estimate error\n", "pv_premiums 4.853083e+07 4.840284e+07 -0.002637\n", "pv_claims 4.973258e+07 4.967881e+07 -0.001081\n", "pv_expenses 2.946908e+06 2.952021e+06 0.001735\n", "pv_commissions 2.748356e+05 1.512528e+05 -0.449661\n", "pv_net_cf -4.423494e+06 -4.379243e+06 -0.010004" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cluster_attrs.compare_total(pvs_mort15)" ] }, { "cell_type": "code", "execution_count": 74, "id": "74cbbb3b", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_separate_scatter(cluster_attrs.compare(pvs), 3, 2)" ] }, { "cell_type": "code", "execution_count": 75, "id": "12b47438", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_separate_scatter(cluster_attrs.compare(pvs_lapse50), 3, 2)" ] }, { "cell_type": "code", "execution_count": 76, "id": "92f1f154", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_separate_scatter(cluster_attrs.compare(pvs_mort15), 3, 2)" ] }, { "cell_type": "markdown", "id": "1c2ee9aa", "metadata": {}, "source": [ "## Present Value Calibration\n", "\n", "The last approach is to use the present values of cashflows for the variables. This approach makes sense as present values are most often the final figures to be reported." ] }, { "cell_type": "code", "execution_count": 77, "id": "ecf16f8b", "metadata": {}, "outputs": [], "source": [ "cluster_pvs = Clusters(pvs)" ] }, { "cell_type": "markdown", "id": "ee02e0ec", "metadata": {}, "source": [ "### Cashflow Analysis" ] }, { "cell_type": "code", "execution_count": 78, "id": "b708b031", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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actualestimateerror
01.435932e+061.460244e+060.016931
11.105742e+061.077397e+06-0.025635
26.820530e+056.762972e+05-0.008439
33.579056e+053.578314e+05-0.000207
41.450520e+051.665679e+050.148332
53.343158e+032.295105e+045.865080
6-9.917748e+04-8.705404e+04-0.122240
7-1.636027e+05-1.578000e+05-0.035469
8-2.099648e+05-2.047023e+05-0.025064
9-2.391351e+05-2.552303e+050.067306
10-2.521441e+05-2.747626e+050.089705
11-2.458585e+05-2.696516e+050.096776
12-2.214476e+05-2.410807e+050.088658
13-1.802033e+05-1.870220e+050.037839
14-1.492649e+05-1.490466e+05-0.001462
15-1.242241e+05-1.162689e+05-0.064039
16-9.948838e+04-9.022292e+04-0.093131
17-7.169144e+04-6.164886e+04-0.140081
18-4.188922e+04-3.399961e+04-0.188345
19-1.398866e+04-1.145992e+04-0.180771
\n", "
" ], "text/plain": [ " actual estimate error\n", "0 1.435932e+06 1.460244e+06 0.016931\n", "1 1.105742e+06 1.077397e+06 -0.025635\n", "2 6.820530e+05 6.762972e+05 -0.008439\n", "3 3.579056e+05 3.578314e+05 -0.000207\n", "4 1.450520e+05 1.665679e+05 0.148332\n", "5 3.343158e+03 2.295105e+04 5.865080\n", "6 -9.917748e+04 -8.705404e+04 -0.122240\n", "7 -1.636027e+05 -1.578000e+05 -0.035469\n", "8 -2.099648e+05 -2.047023e+05 -0.025064\n", "9 -2.391351e+05 -2.552303e+05 0.067306\n", "10 -2.521441e+05 -2.747626e+05 0.089705\n", "11 -2.458585e+05 -2.696516e+05 0.096776\n", "12 -2.214476e+05 -2.410807e+05 0.088658\n", "13 -1.802033e+05 -1.870220e+05 0.037839\n", "14 -1.492649e+05 -1.490466e+05 -0.001462\n", "15 -1.242241e+05 -1.162689e+05 -0.064039\n", "16 -9.948838e+04 -9.022292e+04 -0.093131\n", "17 -7.169144e+04 -6.164886e+04 -0.140081\n", "18 -4.188922e+04 -3.399961e+04 -0.188345\n", "19 -1.398866e+04 -1.145992e+04 -0.180771" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cluster_pvs.compare_total(cfs)" ] }, { "cell_type": "code", "execution_count": 79, "id": "d884661a", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for ax, df, title in zip(generate_subplots(3, (2, 2)), cfs_list, scen_titles):\n", " plot_cashflows(ax, cluster_pvs.compare_total(df), title)" ] }, { "cell_type": "code", "execution_count": 80, "id": "012e7eb3", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for ax, df, title in zip(generate_subplots(3, (2, 2)), cfs_list, scen_titles):\n", " plot_colored_scatter(ax, cluster_pvs.compare(df), title=title)" ] }, { "cell_type": "markdown", "id": "48b270a9", "metadata": {}, "source": [ "### Policy Attribute Analysis" ] }, { "cell_type": "code", "execution_count": 81, "id": "54a08371", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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actualestimateerror
age_at_entry3.937720e+013.867740e+01-0.017772
policy_term1.493600e+011.492750e+01-0.000569
sum_assured5.060517e+094.961158e+09-0.019634
duration_mth8.977470e+019.021580e+010.004913
\n", "
" ], "text/plain": [ " actual estimate error\n", "age_at_entry 3.937720e+01 3.867740e+01 -0.017772\n", "policy_term 1.493600e+01 1.492750e+01 -0.000569\n", "sum_assured 5.060517e+09 4.961158e+09 -0.019634\n", "duration_mth 8.977470e+01 9.021580e+01 0.004913" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cluster_pvs.compare_total(pol_data, agg=mean_attrs)" ] }, { "cell_type": "code", "execution_count": 82, "id": "538de544", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_separate_scatter(cluster_pvs.compare(pol_data, agg=mean_attrs), 2, 2)" ] }, { "cell_type": "markdown", "id": "04367ef5", "metadata": {}, "source": [ "### Present Value Analysis" ] }, { "cell_type": "code", "execution_count": 83, "id": "7265f9f4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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actualestimateerror
pv_premiums4.860639e+074.861718e+070.000222
pv_claims4.331937e+074.331842e+07-0.000022
pv_expenses2.949823e+062.970547e+060.007026
pv_commissions2.748443e+052.608383e+05-0.050960
pv_net_cf2.062353e+062.067374e+060.002435
\n", "
" ], "text/plain": [ " actual estimate error\n", "pv_premiums 4.860639e+07 4.861718e+07 0.000222\n", "pv_claims 4.331937e+07 4.331842e+07 -0.000022\n", "pv_expenses 2.949823e+06 2.970547e+06 0.007026\n", "pv_commissions 2.748443e+05 2.608383e+05 -0.050960\n", "pv_net_cf 2.062353e+06 2.067374e+06 0.002435" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cluster_pvs.compare_total(pvs)" ] }, { "cell_type": "code", "execution_count": 84, "id": "08854fc1", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
actualestimateerror
pv_premiums4.280459e+074.280808e+070.000082
pv_claims3.831786e+073.830402e+07-0.000361
pv_expenses2.579405e+062.606721e+060.010590
pv_commissions2.653036e+052.516164e+05-0.051591
pv_net_cf1.642024e+061.645724e+060.002253
\n", "
" ], "text/plain": [ " actual estimate error\n", "pv_premiums 4.280459e+07 4.280808e+07 0.000082\n", "pv_claims 3.831786e+07 3.830402e+07 -0.000361\n", "pv_expenses 2.579405e+06 2.606721e+06 0.010590\n", "pv_commissions 2.653036e+05 2.516164e+05 -0.051591\n", "pv_net_cf 1.642024e+06 1.645724e+06 0.002253" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cluster_pvs.compare_total(pvs_lapse50)" ] }, { "cell_type": "code", "execution_count": 85, "id": "0d54fba4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
actualestimateerror
pv_premiums4.853083e+074.853956e+070.000180
pv_claims4.973258e+074.972895e+07-0.000073
pv_expenses2.946908e+062.967635e+060.007033
pv_commissions2.748356e+052.608301e+05-0.050960
pv_net_cf-4.423494e+06-4.417858e+06-0.001274
\n", "
" ], "text/plain": [ " actual estimate error\n", "pv_premiums 4.853083e+07 4.853956e+07 0.000180\n", "pv_claims 4.973258e+07 4.972895e+07 -0.000073\n", "pv_expenses 2.946908e+06 2.967635e+06 0.007033\n", "pv_commissions 2.748356e+05 2.608301e+05 -0.050960\n", "pv_net_cf -4.423494e+06 -4.417858e+06 -0.001274" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cluster_pvs.compare_total(pvs_mort15)" ] }, { "cell_type": "code", "execution_count": 86, "id": "701e00da", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_separate_scatter(cluster_pvs.compare(pvs), 3, 2)" ] }, { "cell_type": "code", "execution_count": 87, "id": "0ce3a781", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_separate_scatter(cluster_pvs.compare(pvs_lapse50), 3, 2)" ] }, { "cell_type": "code", "execution_count": 88, "id": "35833451", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_separate_scatter(cluster_pvs.compare(pvs_mort15), 3, 2)" ] }, { "cell_type": "markdown", "id": "12598655", "metadata": {}, "source": [ "## Conclustion\n", "\n", "As expected, the results are highly dependent on the choice of calibration variables. The variables chosen for calibration are more accurately estimated by the proxy portfolio than others. In practice, the present values of cashflows are often the most important metrics. Our exercise shows that choosing the present values of net cashflows for the variables estimates the seriatim results best, with error percentages below 1% in all the scenarios." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 5 }