{ "cells": [ { "cell_type": "code", "execution_count": 118, "id": "5e2fcc95", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 118, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import importlib\n", "import bayesian\n", "import bayesianconstraints\n", "\n", "importlib.reload(bayesian)\n", "importlib.reload(bayesianconstraints)" ] }, { "cell_type": "code", "execution_count": 120, "id": "a8947196", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "======================================================================\n", "THEORETICAL CONSTRAINT CHECK: BETAPRIME vs GAMMA\n", "======================================================================\n", " model a b k theta s all_positive a_ge_k status note\n", "BetaPrime vs Gamma 6.0 3.0 4.0 0.8 1.0 True True MEET a > k\n", "BetaPrime vs Gamma 5.0 1.0 2.0 0.5 1.0 True True MEET a > k\n", "BetaPrime vs Gamma 7.0 2.0 3.0 0.6 0.5 True True MEET a > k\n", "BetaPrime vs Gamma 3.0 2.0 3.0 0.7 1.0 True True EDGE a = k\n", "BetaPrime vs Gamma 2.0 3.0 5.0 0.5 1.0 True False FAIL a < k\n", "\n", "======================================================================\n", "THEORETICAL CONSTRAINT CHECK: BETAPRIME vs LOGNORMAL\n", "======================================================================\n", " model a b mu sigma s all_positive status note\n", "BetaPrime vs LogNormal 5.0 1.0 -2.00 0.60 1.0 True FAIL left tail goes to 1, not 0\n", "BetaPrime vs LogNormal 50.0 1.0 -2.25 0.78 1.0 True FAIL left tail goes to 1, not 0\n", "BetaPrime vs LogNormal 2.0 4.0 0.00 1.20 1.0 True FAIL left tail goes to 1, not 0\n", "Loading SUV from: c:\\Users\\zahra\\Desktop\\PHD FMF\\PhD Thesis\\OPTIMIZATION\\uncertainty_study\\python\\Zahra\\suv_percentilesSLOthenUWM.mat\n", "Loading FLAGS from: c:\\Users\\zahra\\Desktop\\PHD FMF\\PhD Thesis\\OPTIMIZATION\\uncertainty_study\\python\\Zahra\\flags_combined.mat\n", "\n", "======================================================================\n", "NC FIT TABLE\n", "======================================================================\n", "Distribution n k LogLik AIC BIC KS_stat KS_pvalue\n", " Lognorm 53 3 -0.0576 6.1152 12.0261 0.1136 0.4674\n", " Gamma 53 3 -0.6388 7.2776 13.1885 0.1159 0.4415\n", " BetaPrime 53 4 0.0531 7.8937 15.7749 0.1129 0.4746\n", " Norm 53 2 -3.4932 10.9864 14.9270 0.1268 0.3329\n", " Weibull 53 3 -9.3947 24.7895 30.7004 0.1728 0.0746\n", "\n", "======================================================================\n", "AE FIT TABLE\n", "======================================================================\n", "Distribution n k LogLik AIC BIC KS_stat KS_pvalue\n", " Lognorm 5 3 -5.3894 16.7788 15.6071 0.3552 0.4507\n", " Norm 5 2 -6.4030 16.8061 16.0249 0.3997 0.3095\n", " Gamma 5 3 -5.6857 17.3713 16.1996 0.3727 0.3901\n", " BetaPrime 5 4 -5.1461 18.2923 16.7300 0.3369 0.5192\n", " Weibull 5 3 -6.3166 18.6332 17.4615 0.3805 0.3650\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# DISTRIBUTIONAL AND CONSTRAINT ANALYSIS\n", "import matplotlib.pyplot as plt\n", "\n", "from bayesianconstraints import (\n", " make_gamma_constraint_table,\n", " make_lognorm_constraint_table,\n", " plot_gamma_constraint_curves,\n", " plot_lognorm_constraint_curves,\n", ")\n", "\n", "from bayesian import (\n", " run_distribution_analysis,\n", " plot_distribution_comparison,\n", ")\n", "\n", "\n", "def main():\n", " # =====================================================\n", " # 1) Theoretical constraints before fitting\n", " # =====================================================\n", " gamma_meet = [\n", " dict(a=6.0, b=3.0, k=4.0, theta=0.8, s=1.0),\n", " dict(a=5.0, b=1.0, k=2.0, theta=0.5, s=1.0),\n", " dict(a=7.0, b=2.0, k=3.0, theta=0.6, s=0.5),\n", " ]\n", "\n", " gamma_edge_fail = [\n", " dict(a=3.0, b=2.0, k=3.0, theta=0.7, s=1.0),\n", " dict(a=2.0, b=3.0, k=5.0, theta=0.5, s=1.0),\n", " ]\n", "\n", " lognorm_fail = [\n", " dict(a=5.0, b=1.0, mu=-2.0, sigma=0.6, s=1.0),\n", " dict(a=50.0, b=1.0, mu=-2.25, sigma=0.78, s=1.0),\n", " dict(a=2.0, b=4.0, mu=0.0, sigma=1.2, s=1.0),\n", " ]\n", "\n", " gamma_table = make_gamma_constraint_table(gamma_meet + gamma_edge_fail)\n", " lognorm_table = make_lognorm_constraint_table(lognorm_fail)\n", "\n", " print(\"\\n\" + \"=\" * 70)\n", " print(\"THEORETICAL CONSTRAINT CHECK: BETAPRIME vs GAMMA\")\n", " print(\"=\" * 70)\n", " print(gamma_table.to_string(index=False))\n", "\n", " print(\"\\n\" + \"=\" * 70)\n", " print(\"THEORETICAL CONSTRAINT CHECK: BETAPRIME vs LOGNORMAL\")\n", " print(\"=\" * 70)\n", " print(lognorm_table.to_string(index=False))\n", "\n", " plot_gamma_constraint_curves(gamma_meet, gamma_edge_fail, p_prior=5/58)\n", " plot_lognorm_constraint_curves(lognorm_fail, p_prior=5/58)\n", "\n", " # =====================================================\n", " # 2) Empirical distribution fitting\n", " # =====================================================\n", " results = run_distribution_analysis(\n", " perc=95,\n", " suv_path=\"suv_percentilesSLOthenUWM.mat\",\n", " flags_path=\"flags_combined.mat\",\n", " )\n", "\n", " print(\"\\n\" + \"=\" * 70)\n", " print(\"NC FIT TABLE\")\n", " print(\"=\" * 70)\n", " print(results[\"table_nc\"].round(4).to_string(index=False))\n", "\n", " print(\"\\n\" + \"=\" * 70)\n", " print(\"AE FIT TABLE\")\n", " print(\"=\" * 70)\n", " print(results[\"table_ae\"].round(4).to_string(index=False))\n", "\n", " plot_distribution_comparison(\n", " x_all=results[\"x_all\"],\n", " x_nc=results[\"x_nc\"],\n", " x_ae=results[\"x_ae\"],\n", " fits_nc=results[\"fits_nc\"],\n", " fits_ae=results[\"fits_ae\"],\n", " nc_bins=15,\n", " ae_bins=10,\n", " figsize=(15, 5),\n", " bw_adjust=1.0,\n", " )\n", "\n", " plt.show()\n", "\n", "\n", "if __name__ == \"__main__\":\n", " main()" ] }, { "cell_type": "code", "execution_count": 121, "id": "f66d6ae0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 121, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import importlib\n", "import bayesian\n", "importlib.reload(bayesian)" ] }, { "cell_type": "code", "execution_count": 122, "id": "fa1cfc37", "metadata": {}, "outputs": [], "source": [ "from bayesian import (\n", " run_distribution_analysis,\n", " plot_distribution_comparison,\n", " run_bayesian_group_fit,\n", " summarize_theta,\n", " plot_bayesian_orig_trim_raw,\n", ")" ] }, { "cell_type": "code", "execution_count": 123, "id": "9255624d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading SUV from: c:\\Users\\zahra\\Desktop\\PHD FMF\\PhD Thesis\\OPTIMIZATION\\uncertainty_study\\python\\Zahra\\suv_percentilesSLOthenUWM.mat\n", "Loading FLAGS from: c:\\Users\\zahra\\Desktop\\PHD FMF\\PhD Thesis\\OPTIMIZATION\\uncertainty_study\\python\\Zahra\\flags_combined.mat\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\zahra\\Desktop\\PHD FMF\\PhD Thesis\\OPTIMIZATION\\uncertainty_study\\python\\Zahra\\bayesian.py:148: RuntimeWarning: divide by zero encountered in log\n", " kde_color = \"black\" if name == \"NC\" else \"darkred\"\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "======================================================================\n", "TRIM REMOVED ROWS\n", "======================================================================\n", "[53]\n", "removed (x=2.48123, y=0)\n", "\n", "======================================================================\n", "ORIGINAL FIT\n", "======================================================================\n", "success=True fval=9.612766\n", "{'p': 0.05013031639340312, 'a': 835.7394119971459, 'b': 812.0599466844761, 's': 1.5849829783592195, 'k': 260.69110931079496, 'theta': 0.005737139709007281, 'theta_cap': 0.005742911483788018, 'r': 0.9989949741003269}\n", "\n", "======================================================================\n", "TRIM FIT\n", "======================================================================\n", "success=True fval=7.423491\n", "{'p': 0.050915239967693926, 'a': 547.8229343628883, 'b': 297.1652388267381, 's': 0.9319626391393511, 'k': 116.9852193858385, 'theta': 0.012177886089862443, 'theta_cap': 0.013489077344124132, 'r': 0.9027960756090669}\n" ] }, { "data": { "text/plain": [ "(
, )" ] }, "execution_count": 123, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ " # =====================================================\n", " # 3) Constrained Bayesian group fit: ORIGINAL vs TRIM\n", " # =====================================================\n", " fit_res = run_bayesian_group_fit(\n", " perc=95,\n", " suv_path=\"suv_percentilesSLOthenUWM.mat\",\n", " flags_path=\"flags_combined.mat\",\n", " value_to_drop=2.48122597,\n", " tol=1e-3,\n", " use_prior_p=True,\n", " prior_r=(1.05, 1.05),\n", " tau=25.0,\n", " )\n", "\n", " print(\"\\n\" + \"=\" * 70)\n", " print(\"TRIM REMOVED ROWS\")\n", " print(\"=\" * 70)\n", " print(fit_res[\"removed_idx\"].tolist())\n", "\n", " for i in fit_res[\"removed_idx\"]:\n", " print(f\"removed (x={float(fit_res['X_orig'][i]):.6g}, y={int(fit_res['y_orig'][i])})\")\n", "\n", " sO = summarize_theta(fit_res[\"theta_orig\"])\n", " sT = summarize_theta(fit_res[\"theta_trim\"])\n", "\n", " print(\"\\n\" + \"=\" * 70)\n", " print(\"ORIGINAL FIT\")\n", " print(\"=\" * 70)\n", " print(f\"success={fit_res['res_orig'].success} fval={float(fit_res['res_orig'].fun):.6f}\")\n", " print(sO)\n", "\n", " print(\"\\n\" + \"=\" * 70)\n", " print(\"TRIM FIT\")\n", " print(\"=\" * 70)\n", " print(f\"success={fit_res['res_trim'].success} fval={float(fit_res['res_trim'].fun):.6f}\")\n", " print(sT)\n", "\n", " plot_bayesian_orig_trim_raw(\n", " fit_res,\n", " xmax=6.0,\n", " suptitle=\"Conditional Probability of AE\",\n", " figsize=(12, 7),\n", " dpi=140,\n", " )" ] }, { "cell_type": "code", "execution_count": 124, "id": "70f454a4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 124, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import importlib\n", "import bayesian\n", "import bayesianconstraints\n", "\n", "importlib.reload(bayesian)\n", "importlib.reload(bayesianconstraints)" ] }, { "cell_type": "code", "execution_count": 125, "id": "ed2811d0", "metadata": {}, "outputs": [], "source": [ "from bayesian import (\n", " run_distribution_analysis,\n", " plot_distribution_comparison,\n", " run_bayesian_group_fit,\n", " summarize_theta,\n", " plot_bayesian_orig_trim_raw,\n", " run_bayesian_ci,\n", " plot_ci_original_trim,\n", ")" ] }, { "cell_type": "code", "execution_count": 126, "id": "cd1f32f4", "metadata": {}, "outputs": [], "source": [ "from bayesian import (\n", " make_param_ci_table,\n", " make_x50_ci_table,\n", " make_curve_ci_table,\n", ")" ] }, { "cell_type": "code", "execution_count": 127, "id": "7f1d017a", "metadata": {}, "outputs": [], "source": [ "param_ci_table = make_param_ci_table(ci_res)\n", "x50_ci_table = make_x50_ci_table(ci_res)\n", "curve_ci_table = make_curve_ci_table(ci_res, grid_every=25)" ] }, { "cell_type": "code", "execution_count": 128, "id": "c2ef474d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading SUV from: c:\\Users\\zahra\\Desktop\\PHD FMF\\PhD Thesis\\OPTIMIZATION\\uncertainty_study\\python\\Zahra\\suv_percentilesSLOthenUWM.mat\n", "Loading FLAGS from: c:\\Users\\zahra\\Desktop\\PHD FMF\\PhD Thesis\\OPTIMIZATION\\uncertainty_study\\python\\Zahra\\flags_combined.mat\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\zahra\\Desktop\\PHD FMF\\PhD Thesis\\OPTIMIZATION\\uncertainty_study\\python\\Zahra\\bayesian.py:72: RuntimeWarning: divide by zero encountered in log\n", " except Exception:\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[ORIGINAL] nonparam used 991\n", "[ORIGINAL] param used 954\n", "[TRIM] nonparam used 997\n", "[TRIM] param used 954\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 3) CI estimation: ORIGINAL vs TRIM\n", "ci_res = run_bayesian_ci(\n", " perc=95,\n", " xmax=10.0,\n", " n_grid=600,\n", " B_nonpar=1000,\n", " B_param=1000,\n", " seed=123,\n", " use_prior_p=True,\n", " prior_r=(1.05, 1.05),\n", " tau=25.0,\n", ")\n", "\n", "print(\"[ORIGINAL] nonparam used\", ci_res[\"orig\"][\"used_np\"])\n", "print(\"[ORIGINAL] param used\", ci_res[\"orig\"][\"used_pb\"])\n", "print(\"[TRIM] nonparam used\", ci_res[\"trim\"][\"used_np\"])\n", "print(\"[TRIM] param used\", ci_res[\"trim\"][\"used_pb\"])\n", "\n", "plot_ci_original_trim(ci_res, xmax=6.0)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 130, "id": "5dda4389", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "PARAMETER CI TABLE\n", "Dataset Method Parameter Estimate LL UL\n", " FULL Wald p 0.0501 -0.0390 0.1393\n", " FULL Wald a 835.7394 835.7394 835.7394\n", " FULL Wald b 812.0599 812.0599 812.0599\n", " FULL Wald s 1.5850 1.5850 1.5850\n", " FULL Wald k 260.6911 260.6911 260.6911\n", " FULL Wald theta 0.0057 0.0057 0.0057\n", " FULL Wald r 0.9990 0.9914 1.0066\n", " FULL Nonparam p 0.0501 0.0000 0.1439\n", " FULL Nonparam a 835.7394 3.9577 3521.1145\n", " FULL Nonparam b 812.0599 0.0000 1652.6783\n", " FULL Nonparam s 1.5850 0.0922 423.4932\n", " FULL Nonparam k 260.6911 0.0000 706.0762\n", " FULL Nonparam theta 0.0057 0.0021 0.3809\n", " FULL Nonparam r 0.9990 0.2497 0.9998\n", " FULL Parametric p 0.0501 0.0000 0.0690\n", " FULL Parametric a 835.7394 184.4722 895.1514\n", " FULL Parametric b 812.0599 1.0478 533.9122\n", " FULL Parametric s 1.5850 0.4580 2.2464\n", " FULL Parametric k 260.6911 43.1470 422.3405\n", " FULL Parametric theta 0.0057 0.0019 0.0126\n", " FULL Parametric r 0.9990 0.4855 1.0000\n", " TRIM Wald p 0.0509 -0.0389 0.1407\n", " TRIM Wald a 547.8229 -7888.3564 8984.0023\n", " TRIM Wald b 297.1652 297.1652 297.1652\n", " TRIM Wald s 0.9320 -18.8188 20.6827\n", " TRIM Wald k 116.9852 116.9852 116.9852\n", " TRIM Wald theta 0.0122 0.0122 0.0122\n", " TRIM Wald r 0.9028 0.9028 0.9028\n", " TRIM Nonparam p 0.0509 0.0000 0.1472\n", " TRIM Nonparam a 547.8229 34.5177 3432.3263\n", " TRIM Nonparam b 297.1652 0.0000 1915.2036\n", " TRIM Nonparam s 0.9320 0.2552 1.8077\n", " TRIM Nonparam k 116.9852 0.0000 876.1603\n", " TRIM Nonparam theta 0.0122 0.0016 0.1035\n", " TRIM Nonparam r 0.9028 0.4992 0.9942\n", " TRIM Parametric p 0.0509 0.0000 0.0711\n", " TRIM Parametric a 547.8229 15.2588 1458.0872\n", " TRIM Parametric b 297.1652 0.0000 339.3867\n", " TRIM Parametric s 0.9320 0.2669 2.4869\n", " TRIM Parametric k 116.9852 0.1513 404.2849\n", " TRIM Parametric theta 0.0122 0.0025 0.0686\n", " TRIM Parametric r 0.9028 0.4724 1.0000\n", "\n", "X50 CI TABLE\n", "Dataset Method Estimate LL UL\n", " FULL Wald 1.7923 2.9193 1.6470\n", " FULL Nonparam 1.7923 1.6092 2.8878\n", " FULL Parametric 1.7923 1.6690 2.6428\n", " TRIM Wald 1.7541 1.9363 1.6382\n", " TRIM Nonparam 1.7541 1.6076 2.0087\n", " TRIM Parametric 1.7541 1.6512 3.4778\n" ] } ], "source": [ "param_ci_table = make_param_ci_table(ci_res)\n", "x50_ci_table = make_x50_ci_table(ci_res)\n", "curve_ci_table = make_curve_ci_table(ci_res, grid_every=25)\n", "\n", "print(\"\\nPARAMETER CI TABLE\")\n", "print(param_ci_table.round(4).to_string(index=False))\n", "\n", "print(\"\\nX50 CI TABLE\")\n", "print(x50_ci_table.round(4).to_string(index=False))\n" ] }, { "cell_type": "code", "execution_count": 131, "id": "d4b27f87", "metadata": {}, "outputs": [], "source": [ "from bayesian import (\n", " run_bayesian_group_fit,\n", " summarize_theta,\n", " compute_elasticity,\n", " make_elasticity_table,\n", "\n", ")" ] }, { "cell_type": "code", "execution_count": 132, "id": "2c62d6a2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading SUV from: c:\\Users\\zahra\\Desktop\\PHD FMF\\PhD Thesis\\OPTIMIZATION\\uncertainty_study\\python\\Zahra\\suv_percentilesSLOthenUWM.mat\n", "Loading FLAGS from: c:\\Users\\zahra\\Desktop\\PHD FMF\\PhD Thesis\\OPTIMIZATION\\uncertainty_study\\python\\Zahra\\flags_combined.mat\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\zahra\\Desktop\\PHD FMF\\PhD Thesis\\OPTIMIZATION\\uncertainty_study\\python\\Zahra\\bayesian.py:148: RuntimeWarning: divide by zero encountered in log\n", " kde_color = \"black\" if name == \"NC\" else \"darkred\"\n" ] } ], "source": [ "fit_res = run_bayesian_group_fit(\n", " perc=95,\n", " suv_path=\"suv_percentilesSLOthenUWM.mat\",\n", " flags_path=\"flags_combined.mat\",\n", " value_to_drop=2.48122597,\n", " tol=1e-3,\n", " use_prior_p=True,\n", " prior_r=(1.05, 1.05),\n", " tau=25.0,\n", ")" ] }, { "cell_type": "code", "execution_count": 133, "id": "8564f60f", "metadata": {}, "outputs": [], "source": [ "\n", "elas_full = compute_elasticity(\n", " fit_res[\"theta_orig\"],\n", " x_lo=1e-6,\n", " x_hi=6.0,\n", ")\n", "\n", "elas_trim = compute_elasticity(\n", " fit_res[\"theta_trim\"],\n", " x_lo=1e-6,\n", " x_hi=6.0,\n", ")" ] }, { "cell_type": "code", "execution_count": 135, "id": "ef0d574c", "metadata": {}, "outputs": [], "source": [ "elas_table_full = make_elasticity_table(elas_full, dataset_name=\"FULL\")\n", "elas_table_trim = make_elasticity_table(elas_trim, dataset_name=\"TRIM\")" ] }, { "cell_type": "code", "execution_count": 138, "id": "a856c102", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "======================================================================\n", "ELASTICITY TABLE: FULL\n", "======================================================================\n", "Dataset Parameter Elasticity_x50 Elasticity_s50\n", " FULL $\\pi$ 0.0811 0.6940\n", " FULL $a$ 2.9382 55.3553\n", " FULL $b$ 3.0404 59.2153\n", " FULL $s$ 2.9863 57.1685\n", " FULL $k$ 3.6750 51.5204\n", " FULL $\\vartheta$ 3.9866 58.1697\n", "\n", "======================================================================\n", "ELASTICITY TABLE: TRIM\n", "======================================================================\n", "Dataset Parameter Elasticity_x50 Elasticity_s50\n", " TRIM $\\pi$ 0.0457 0.1395\n", " TRIM $a$ 0.1799 8.7873\n", " TRIM $b$ 0.1600 8.8994\n", " TRIM $s$ 0.1729 8.8259\n", " TRIM $k$ 1.0768 8.3597\n", " TRIM $\\vartheta$ 1.1729 9.8258\n" ] } ], "source": [ "print(\"\\n\" + \"=\" * 70)\n", "print(\"ELASTICITY TABLE: FULL\")\n", "print(\"=\" * 70)\n", "print(elas_table_full.round(4).to_string(index=False))\n", "\n", "print(\"\\n\" + \"=\" * 70)\n", "print(\"ELASTICITY TABLE: TRIM\")\n", "print(\"=\" * 70)\n", "print(elas_table_trim.round(4).to_string(index=False))" ] }, { "cell_type": "code", "execution_count": 139, "id": "3e24c5c5", "metadata": {}, "outputs": [], "source": [ "from bayesian import (\n", "run_bayesian_group_fit,\n", " compute_elasticity,\n", " make_elasticity_table,\n", " plot_elasticity_bars,\n", ")" ] }, { "cell_type": "code", "execution_count": 140, "id": "651b5d7d", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_elasticity_bars(elas_full, elas_trim, figsize=(11, 5), dpi=150)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 1, "id": "36616ab1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading SUV from: c:\\Users\\zahra\\Desktop\\PHD FMF\\PhD Thesis\\OPTIMIZATION\\uncertainty_study\\python\\Zahra\\FINAL FILES\\suv_percentilesSLOthenUWM.mat\n", "Loading FLAGS from: c:\\Users\\zahra\\Desktop\\PHD FMF\\PhD Thesis\\OPTIMIZATION\\uncertainty_study\\python\\Zahra\\FINAL FILES\\flags_combined.mat\n", "Loading SUV from: c:\\Users\\zahra\\Desktop\\PHD FMF\\PhD Thesis\\OPTIMIZATION\\uncertainty_study\\python\\Zahra\\FINAL FILES\\suv_percentilesSLOthenUWM.mat\n", "Loading FLAGS from: c:\\Users\\zahra\\Desktop\\PHD FMF\\PhD Thesis\\OPTIMIZATION\\uncertainty_study\\python\\Zahra\\FINAL FILES\\flags_combined.mat\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\zahra\\Desktop\\PHD FMF\\PhD Thesis\\OPTIMIZATION\\uncertainty_study\\python\\Zahra\\FINAL FILES\\bayesian.py:148: RuntimeWarning: divide by zero encountered in log\n", " logit_val = (np.log(p) - np.log(1.0 - p)) + dE_full(X, a, b, s, k, th)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Dataset NoiseType Sigma x50 Delta_refit_at_x50 \\\n", "0 FULL multiplicative 0.129 1.793406 0.318499 \n", "1 FULL additive 0.144 1.793406 0.362032 \n", "2 TRIM multiplicative 0.129 1.755129 0.735454 \n", "3 TRIM additive 0.144 1.755129 1.000000 \n", "\n", " Delta_tta_at_x50 N_refit_success N_tta \n", "0 0.746221 150 300 \n", "1 0.710823 150 300 \n", "2 0.995193 150 300 \n", "3 0.939436 150 300 \n" ] }, { "ename": "NameError", "evalue": "name 'plt' is not defined", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", "Cell \u001b[1;32mIn[1], line 34\u001b[0m\n\u001b[0;32m 24\u001b[0m \u001b[38;5;28mprint\u001b[39m(noise_table)\n\u001b[0;32m 26\u001b[0m fig, axs \u001b[38;5;241m=\u001b[39m plot_4panels(\n\u001b[0;32m 27\u001b[0m noise_res[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfull\u001b[39m\u001b[38;5;124m\"\u001b[39m],\n\u001b[0;32m 28\u001b[0m noise_res[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtrim\u001b[39m\u001b[38;5;124m\"\u001b[39m],\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 32\u001b[0m sigma_add\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.144\u001b[39m,\n\u001b[0;32m 33\u001b[0m )\n\u001b[1;32m---> 34\u001b[0m \u001b[43mplt\u001b[49m\u001b[38;5;241m.\u001b[39mshow()\n", "\u001b[1;31mNameError\u001b[0m: name 'plt' is not defined" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from bayesian_noise import run_noise_analysis, make_noise_summary_table, plot_4panels\n", "\n", "noise_res = run_noise_analysis(\n", " perc=95,\n", " suv_path=\"suv_percentilesSLOthenUWM.mat\",\n", " flags_path=\"flags_combined.mat\",\n", " value_to_drop=2.48122597,\n", " tol=1e-3,\n", " sigma_mult=0.129,\n", " sigma_add=0.144,\n", " x_max=5.0,\n", " grid_n=1000,\n", " n_refit=150,\n", " n_tta=300,\n", " seed=1234,\n", " use_prior_p=True,\n", " prior_r=(1.05, 1.05),\n", " tau=25.0,\n", ")\n", "\n", "\n", "\n", "noise_table = make_noise_summary_table(noise_res)\n", "print(noise_table)\n", "\n", "fig, axs = plot_4panels(\n", " noise_res[\"full\"],\n", " noise_res[\"trim\"],\n", " save_prefix=\"noise_cb_raw_4panels_sigma129_0144_x50\",\n", " x_max=5.0,\n", " sigma_mult=0.129,\n", " sigma_add=0.144,\n", ")\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "logit-env (3.10.11)", "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": "3.10.11" } }, "nbformat": 4, "nbformat_minor": 5 }