From 06356ca2c5c25e3825a00056838d3e6bd61d261c Mon Sep 17 00:00:00 2001 From: HugoMVale <57530119+HugoMVale@users.noreply.github.com> Date: Sun, 28 Apr 2024 23:15:10 +0200 Subject: [PATCH] update copo fit method --- docs/tutorials/copolymerization_fit.ipynb | 331 +++++++++--- src/polykin/copolymerization/fitting.py | 598 +++++++++++++--------- src/polykin/math/jcr.py | 2 +- 3 files changed, 595 insertions(+), 336 deletions(-) diff --git a/docs/tutorials/copolymerization_fit.ipynb b/docs/tutorials/copolymerization_fit.ipynb index 5f67161..7a40edd 100644 --- a/docs/tutorials/copolymerization_fit.ipynb +++ b/docs/tutorials/copolymerization_fit.ipynb @@ -4,14 +4,22 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Copolymerization Fit" + "# Copolymerization Fit\n", + "\n", + "## Overview\n", + "\n", + "The `polykin.copolymerization` module includes a fairly generic method to estimate reactivity ratios from binary copolymer composition data. Arbitrary combinations of instantaneous copolymer composition data and comonomer/copolymer composition drift data can be regressed. Specifically, the method can process data in one of 3 forms: $F(f)$, $f(x;f_0)$, or $F(x;f_0)$. We will start with some examples of $F(f)$ data fitting and conclude with an example involving with all types of datasets." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "This is a preliminary demonstration of the copolymerization fitting capabilities being developed. For the time being, we are restricting ourselves to fitting $F(f)$ data. Methods for composition drift data will be introduced soon." + "## $F(f)$ data\n", + "\n", + "### Benchmark: van Herk & Dröge (1997)\n", + "\n", + "[van Herk & Dröge (1997)](https://research.tue.nl/files/1500487/617672.pdf) discuss various approaches to estimating the reactivity ratios and their respective statistical uncertainties. Let's replicate certain elements of their study using the $F(f)$ data for MMA(1)-DMA(2) as reported in Table 1." ] }, { @@ -20,7 +28,9 @@ "metadata": {}, "outputs": [], "source": [ - "# %pip install polykin" + "# %pip install polykin\n", + "from polykin.copolymerization.fitting import fit_copo_data, CopoDataset_Ff\n", + "from numpy import array" ] }, { @@ -29,19 +39,15 @@ "metadata": {}, "outputs": [], "source": [ - "from polykin.copolymerization.fitting import fit_reactivity_ratios\n", - "import numpy as np" + "f1 = array([0.100, 0.300, 0.400, 0.500, 0.600, 0.700, 0.800])\n", + "F1 = array([0.059, 0.243, 0.364, 0.486, 0.583, 0.721, 0.824])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Mayo-Lewis Data\n", - "\n", - "### Benchmark: van Herk & Dröge (1997)\n", - "\n", - "[van Herk & Dröge (1997)](https://research.tue.nl/files/1500487/617672.pdf) discuss various approaches to estimating the reactivity ratios and their respective statistical uncertainties. Let's replicate certain elements of their study using the $F(f)$ data for MMA(1)-DMA(2) as reported in Table 1." + "Let's begin by fitting the data using the nonlinear least squares (NLLS) method, assuming that all $F$ data points have the same _absolute_ error. In this scenario, the scaling for $f$ and $F$ is arbitrary. The first step is to pack the experimental data into a `CopoDataset_Ff`." ] }, { @@ -50,15 +56,15 @@ "metadata": {}, "outputs": [], "source": [ - "f1 = [0.100, 0.300, 0.400, 0.500, 0.600, 0.700, 0.800]\n", - "F1 = [0.059, 0.243, 0.364, 0.486, 0.583, 0.721, 0.824]" + "data = CopoDataset_Ff(name=\"van Herk & Dröge (1997)\",\n", + " f1=f1, F1=F1, scale_f1=1., scale_F1=1.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Let's begin by fitting the data using the nonlinear least squares (NLLS) method, assuming that all $F$ data points have the same _absolute_ error. In this scenario, there is no need to specify the scaling for $F$." + "Now, we launch the regression. By default, the joint confidence (JCR) region will be generated using an approximate method. For comparison, let's also activate the exact JCR. " ] }, { @@ -69,18 +75,18 @@ { "data": { "text/plain": [ - "method: NLLS\n", - "M1: M1\n", - "M2: M2\n", - "r1: 1.43E+00\n", - "r2: 1.67E+00\n", + "method: NLLS\n", + "M1: M1\n", + "M2: M2\n", + "r1: 1.43E+00\n", + "r2: 1.67E+00\n", "alpha: 0.05\n", - "se_r1: 9.11E-02\n", - "se_r2: 1.09E-01\n", - "ci_r1: 2.34E-01\n", - "ci_r2: 2.79E-01\n", - "cov: [[0.00829822 0.00873752]\n", - " [0.00873752 0.01179585]]" + "se_r1: 9.08E-02\n", + "se_r2: 1.08E-01\n", + "ci_r1: 2.33E-01\n", + "ci_r2: 2.77E-01\n", + "cov: [[0.0082368 0.00863158]\n", + " [0.00863158 0.0116331 ]]" ] }, "execution_count": 4, @@ -89,7 +95,7 @@ }, { "data": { - "image/png": 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", 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", 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", + "image/png": 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", "text/plain": [ "
" ] @@ -109,10 +115,7 @@ } ], "source": [ - "fit_reactivity_ratios(f1, F1,\n", - " method = 'NLLS',\n", - " alpha=0.05,\n", - " JCR_method=['linear', 'exact'])" + "fit_copo_data(data_Ff=[data], JCR_exact=True)" ] }, { @@ -133,31 +136,41 @@ "cell_type": "code", "execution_count": 5, "metadata": {}, + "outputs": [], + "source": [ + "data = CopoDataset_Ff(name=\"van Herk & Dröge (1997)\",\n", + " f1=f1, F1=F1, scale_f1=0.01, scale_F1=0.05)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "method: ODR\n", - "M1: M1\n", - "M2: M2\n", - "r1: 1.43E+00\n", - "r2: 1.67E+00\n", + "method: ODR\n", + "M1: M1\n", + "M2: M2\n", + "r1: 1.43E+00\n", + "r2: 1.67E+00\n", "alpha: 0.05\n", "se_r1: 9.10E-02\n", "se_r2: 1.08E-01\n", "ci_r1: 2.34E-01\n", "ci_r2: 2.79E-01\n", - "cov: [[0.00828524 0.00871394]\n", - " [0.00871394 0.01176537]]" + "cov: [[0.00828527 0.00871396]\n", + " [0.00871396 0.01176538]]" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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", 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", "text/plain": [ "
" ] @@ -177,12 +190,7 @@ } ], "source": [ - "fit_reactivity_ratios(f1, F1,\n", - " scale_f=0.01,\n", - " scale_F=0.05,\n", - " method = 'ODR',\n", - " alpha=0.05,\n", - " JCR_method=['linear', 'exact'])" + "fit_copo_data(data_Ff=[data], method='ODR', JCR_exact=True)" ] }, { @@ -194,17 +202,27 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "data = CopoDataset_Ff(name=\"van Herk & Dröge (1997)\",\n", + " f1=f1, F1=F1, scale_f1=0.01*f1, scale_F1=0.05*F1)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "method: ODR\n", - "M1: M1\n", - "M2: M2\n", - "r1: 1.71E+00\n", - "r2: 1.95E+00\n", + "method: ODR\n", + "M1: M1\n", + "M2: M2\n", + "r1: 1.71E+00\n", + "r2: 1.95E+00\n", "alpha: 0.05\n", "se_r1: 1.18E-01\n", "se_r2: 7.46E-02\n", @@ -214,13 +232,13 @@ " [0.0069102 0.00555906]]" ] }, - "execution_count": 6, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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", 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", "text/plain": [ "
" ] @@ -240,12 +258,7 @@ } ], "source": [ - "fit_reactivity_ratios(f1, F1,\n", - " scale_f=0.01*np.array(f1),\n", - " scale_F=0.05*np.array(F1),\n", - " method = 'ODR',\n", - " alpha=0.05,\n", - " JCR_method=['linear', 'exact'])" + "fit_copo_data(data_Ff=[data], method='ODR', JCR_exact=True)" ] }, { @@ -266,43 +279,53 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ - "f1 = [0.100, 0.200, 0.300, 0.400, 0.500, 0.600, 0.700, 0.800, 0.900, 0.100, 0.200, 0.300, 0.400, 0.500, 0.600, 0.700, 0.800, 0.900]\n", - "F1 = [0.010, 0.008, 0.035, 0.036, 0.035, 0.059, 0.088, 0.153, 0.257, 0.000, 0.012, 0.038, 0.042, 0.049, 0.079, 0.106, 0.149, 0.258]" + "f1 = array([0.100, 0.200, 0.300, 0.400, 0.500, 0.600, 0.700, 0.800, 0.900, 0.100, 0.200, 0.300, 0.400, 0.500, 0.600, 0.700, 0.800, 0.900])\n", + "F1 = array([0.010, 0.008, 0.035, 0.036, 0.035, 0.059, 0.088, 0.153, 0.257, 0.000, 0.012, 0.038, 0.042, 0.049, 0.079, 0.106, 0.149, 0.258])" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "data = CopoDataset_Ff(name=\"Harrison (2024)\",\n", + " f1=f1, F1=F1, scale_f1=1., scale_F1=1.)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "method: NLLS\n", - "M1: M1\n", - "M2: M2\n", - "r1: 9.01E-03\n", - "r2: 1.91E+01\n", + "method: NLLS\n", + "M1: M1\n", + "M2: M2\n", + "r1: 9.00E-03\n", + "r2: 1.91E+01\n", "alpha: 0.05\n", - "se_r1: 6.46E-03\n", + "se_r1: 6.47E-03\n", "se_r2: 1.02E+00\n", "ci_r1: 1.37E-02\n", - "ci_r2: 2.16E+00\n", - "cov: [[4.16685640e-05 5.45678436e-03]\n", - " [5.45678436e-03 1.03900732e+00]]" + "ci_r2: 2.17E+00\n", + "cov: [[4.18124314e-05 5.48833184e-03]\n", + " [5.48833184e-03 1.04518256e+00]]" ] }, - "execution_count": 8, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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", 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", "text/plain": [ "
" ] @@ -322,17 +345,159 @@ } ], "source": [ - "fit_reactivity_ratios(f1, F1,\n", - " method = 'NLLS',\n", - " alpha=0.05,\n", - " JCR_method=['linear', 'exact'])" + "fit_copo_data(data_Ff=[data], JCR_exact=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once more, the mathematical accuracy regarding point estimates and JCRs remains intact. It is worth noting that, unlike Harrison, we refrain from applying a logarithmic transformation to the parameters." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Once more, the mathematical accuracy regarding point estimates and JCRs remains intact. It's worth noting that, unlike Harrison, we refrain from applying a logarithmic transformation to the parameters." + "## Joint $F(f)$, $f(x;f_0)$, and $F(x;f_0)$ data\n", + "\n", + "This final example aims to demonstrate how the fitting method can handle arbitrary combinations of the three types of copolymer composition data. Since we are not aware of any system for which all three types of data have been reliably measured and reported, we have generated artificial data for the purpose of this tutorial." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "from polykin.copolymerization import CopoDataset_fx, CopoDataset_Fx" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# 1 set of F(x) data\n", + "data_Ff = CopoDataset_Ff(name='Ff-1',\n", + " f1=array([0.1, 0.3, 0.5, 0.7, 0.9]),\n", + " F1=array([0.17, 0.31, 0.43, 0.57, 0.72]),\n", + " scale_f1=1., scale_F1=1.)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# 3 sets of f(x;f0) data\n", + "data_fx_1 = CopoDataset_fx(name='fx-1',\n", + " f10=0.6,\n", + " x=array([0.2, 0.4, 0.6, 0.8, 0.9]),\n", + " f1=array([0.63, 0.68, 0.73, 0.83, 0.97]),\n", + " scale_x=1.0, scale_f1=1.0)\n", + "\n", + "data_fx_2 = CopoDataset_fx(name='fx-2',\n", + " f10=0.4,\n", + " x=array([0.2, 0.4, 0.6, 0.8, 0.9]),\n", + " f1=array([0.42, 0.41, 0.42, 0.40, 0.43]),\n", + " scale_x=1.0, scale_f1=1.0)\n", + "\n", + "data_fx_3 = CopoDataset_fx(name='fx-3',\n", + " f10=0.2,\n", + " x=array([0.2, 0.4, 0.6, 0.8, 0.9]),\n", + " f1=array([0.18, 0.18, 0.14, 0.12, 0.05]),\n", + " scale_x=1.0, scale_f1=1.0)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "# 1 set of F(x;f0) data\n", + "data_Fx = CopoDataset_Fx(name='Fx-1',\n", + " f10=0.8,\n", + " x=array([0.2, 0.4, 0.6, 0.8, 0.9]),\n", + " F1=array([0.65, 0.67, 0.69, 0.77, 0.77]),\n", + " scale_x=1.0, scale_F1=1.0)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "method: NLLS\n", + "M1: M1\n", + "M2: M2\n", + "r1: 2.07E-01\n", + "r2: 5.05E-01\n", + "alpha: 0.05\n", + "se_r1: 9.72E-03\n", + "se_r2: 1.37E-02\n", + "ci_r1: 2.01E-02\n", + "ci_r2: 2.83E-02\n", + "cov: [[9.44785240e-05 7.26499847e-05]\n", + " [7.26499847e-05 1.86731455e-04]]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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0awX8ZbAHJgzzFrskgzKLHiIASExMxOzZsxEVFYWYmBisWrUK9fX1mDt3LgBg1qxZ8PX1xfLlywEACQkJePPNNxEREYHY2Fjk5ubipZdeQkJCgj4YERERkWFsPHgaaafPw1Euw7JJIRa7I3VHzCYQTZ06FZWVlViyZAnKysoQHh6O5ORk/UTroqKiNj1CixcvhkQiweLFi1FSUoLevXsjISEB//znP8X6EYiIiKzS2ZqL+FdyDgDguXGD4ePaQ+SKDE8i2PD4Um1tLVQqFdRqNVxcXMQuh4iIyOzodAKmf3gQ+/PPYXgfV2x5dARkUnF7h4zx+W0Wc4iIiIjIPK3bW4D9+efgIJfhjSnhoochY2EgIiIionZlna3Faz+0DpUtuTMYge6OIldkPAxEREREdJXGZi2e3pwBjVaH24M9MTXaX+ySjIqBiIiIiK6yMjkHJ8svwN1JgRX3DLO6VWV/xkBEREREbfx6qhIf7SsAALx2Xyh6OVn/psYMRERERKRXXa/Bs1uOAABmxfXFmEEeIldkGgxEREREBADQ6gQ8tSkD5bVNCOrtiEV/tZ6zyq6HgYiIiIgAAG+lnMKvp6qgtJdizfTh6CG3nZMfGIiIiIgIu3Mq8NbPpwAAy+8ZhsFetrVhMQMRERGRjSs+34CnN2dCEIDpsX1wd4Sf2CWZHAMRERGRDWtq0WLBxnTUNDQj1E+FJQnBYpckCgYiIiIiG7ZsexaOFKuh6mGPNdOGQ2FnO/OGrsRAREREZKM2HyrChgNFAIBVU8Ph7+YgckXiYSAiIiKyQfvzzuHFr48DAJ6OH4Axg21jv6GOMBARERHZmMKqeszfmIYWnYA7Q73x1F8GiF2S6BiIiIiIbIi6oRkPfnIINQ3NCPN3xev3hVn9OWWdwUBERERkI5q1Oiz4LB35lfXwVinxwcxIKO1tcxL1nzEQERER2YAWrQ6PbUzH3twqKOykeH9mFDxclGKXZTYYiIiIiKxc8vFSRCzbiZ1Z5QCAphYd5v33MJKPl4pcmflgICIiIrJiycdL8eiGdNQ1trRpL1M3Yv6GdIaiSxiIiIiIrJRWJ2DRV8fa/TXh0v8u3ZYFrU5o9xpbwkBERERkpT7dX4jzDc0d/roAoFTdiNSCatMVZaYYiIiIiKxQdlktVibndOrairpGI1dj/hiIiIiIrMzpc/WY/VEqLjZrO3W9hzNXmzEQERERWZEz1Q2Y9sFBlNc2YYCHEzydFeho20UJAG+VEjGBbqYs0SwxEBEREVmJkpqLeOCDAyipuYh+vR2x8ZFYLL1rKABcFYouf5+UEAyZlDtVMxARERFZgVL1RTzw/gEUn7+IQHdHfP7ITfBwVmJciDfWzhgOL1XbYTEvlRJrZwzHuBBvkSo2L3ZiF0BEREQ3pry2EQ+8fwBF1Q3o4+aAzx6JhecVu1CPC/HG7cFeSC2oRkVdIzycW4fJ2DP0BwYiIiIiC1ambsS0Dw+g8FwD/Hr2wOfzboK3qsdV18mkEsQF9RKhQsvAQERERGShis41YPq6AzhTfRE+KiU+f+Qm+LpeHYbo+hiIiIiILFBuRR2mf9i6mqxvLwdseCgW/m4OYpdlsRiIiIiILMzxEjVmfZSK6noNBno6YcNDsTy5/gYxEBEREVmQw4XVmLv+EOoaWzDMV4VPHoyBm6Nc7LIsHgMRERGRhfg5uxwLNmbgYrMWMQFuWDcnCs5Ke7HLsgoMRERERBbg89QiLP7mOLQ6AbcM7I33ZkSih1wmdllWg4GIiIjIjAmCgH/vPIm3fs4FAEyO9MPye4bBXsa9lQ2JgYiIiMhMNWt1WPTVMWxNKwYAPHlbfzxz+0BIJNxQ0dAYiIiIiMxQbWMzHv8sA3tOVkImleAfk0LwQEwfscuyWgxEREREZub0uXo89Mlh5FZcQA97GdZMj8Btgz3FLsuqMRARERGZkd/yqvDYxnTUNDTD00WBD2dFY5ifSuyyrB4DERERkZnYePA0kr79HS06AWF+Krw/K6rNIa1kPAxEREREImvW6vCP7Vn4ZP9pAMDEMB+snBwKpT2X1ZsKAxEREZGIKmob8djGdBw+fR4A8H9jB+Gx0UFcSWZiDEREREQiSS2oxoLP0lFZ1wRnhR3emBKGO4Z6iV2WTWIgIiIiMjFBEPDRvkK8uuMEtDoBgzyd8e7MSAS6O4pdms1iICIiIjKhusZmLPrqGLYfLQUA3BXug+X3DIODnB/JYuLvPhERkYkcK1bj8c/TcfpcA+ykEiyeMASzRwRwvpAZYCAiIiIysstDZCv+dwLNWgG+rj3w1gPhiOzrJnZpdAkDERERkRGdr9fg2S1HkJJdAQAYO9QTK+8Ng8rBXuTK6EoMREREREby66lK/N+WoyirbYTcToqXJgzBjJv6cojMDDEQERERGdhFjRYr/ndCv9FiP3dHvD0tAkN9eASHuWIgIiIiMqCMovP4+xdHkF9VDwCYFdcXC/86mKvIzByfDhERkQE0a3V4O+UU1uzOg1YnwMtFiZWTQ3HLwN5il0adwEBERER0g06V1+GZLzJxvKQWQOveQq9MDOHEaQvCQERERNRNLVod1u0twBs7T0LTooOqhz3+eXcI7gz1Ebs06iIGIiIiom44XqLG818exe9nW3uFbh3YGysnh8LTRSlyZdQdDERERERdcFGjxaqUk/jw1wJodQJUPezx4oQhuC/Sj8vpLRgDERERUSf9lluFRV8fw+lzDQCACaHeSEoIhocze4UsHQMRERHRddQ0aPDqjhP44nAxAMBbpcSyu0IQH+wpcmVkKAxEREREHdDpBHyZXox/JWej6oIGEgkw86a++L+xg+Cs5Aoya8JARERE1I7jJWos+fY40otqAAD9PZyw4p5hiArggazWiIGIiIjoCuqGZrz+Yw42HjwNnQA4yGV46i8DMHdkIOR2UrHLIyNhICIiIkLr8NiWtDP4V3IOqus1AICEMB+8OH4IvFScNG3tzCrqrlmzBgEBAVAqlYiNjUVqauo1r6+pqcGCBQvg7e0NhUKBgQMHYseOHSaqloiIrEXmmRrcs/Y3PP/lMVTXazDAwwmfPRKLtx+IYBiyEWbTQ7R582YkJibi3XffRWxsLFatWoWxY8ciJycHHh4eV12v0Whw++23w8PDA1u3boWvry9Onz4NV1dX0xdPREQWqaTmIlYmZ+PbzLMAACeFHZ6OH4DZIwJgLzOrPgMyMokgCILYRQBAbGwsoqOjsXr1agCATqeDv78/nnjiCSxcuPCq699991289tpryM7Ohr1992b619bWQqVSQa1Ww8XF5YbqJyIiy1HX2Iy1u/Owbm8Bmlp0kEiAe4f74bmxg+DBnabNnjE+v82ih0ij0SAtLQ2LFi3St0mlUsTHx2P//v3t3vPdd98hLi4OCxYswLfffovevXtj2rRpeP755yGTydq9p6mpCU1NTfrva2trDfuDEBGRWWvR6vDF4WK8uTMHVRda5wnd1M8NiycEI8RXJXJ1JCazCERVVVXQarXw9Gy7wZWnpyeys7PbvSc/Px8///wzpk+fjh07diA3NxePPfYYmpubkZSU1O49y5cvx9KlSw1ePxERmTdBEPDLyUos35GNnPI6AECguyNeGD8E8UM8eOQGmUcg6g6dTgcPDw+8//77kMlkiIyMRElJCV577bUOA9GiRYuQmJio/762thb+/v6mKpmIiESQXnQeK5OzcSC/GgCg6mGPp+MHYHpsXy6jJz2zCETu7u6QyWQoLy9v015eXg4vL6927/H29oa9vX2b4bEhQ4agrKwMGo0Gcrn8qnsUCgUUCoVhiyciIrN0srwOr/+Qgx+zWj9b5DIpZsX1xeO39Yerw9WfEWTbzCIay+VyREZGIiUlRd+m0+mQkpKCuLi4du8ZOXIkcnNzodPp9G0nT56Et7d3u2GIiIhsQ/H5Bvz9iyMYt2oPfswqh1QCTInyw67/G43FdwYzDFG7zKKHCAASExMxe/ZsREVFISYmBqtWrUJ9fT3mzp0LAJg1axZ8fX2xfPlyAMD8+fOxevVqPPXUU3jiiSdw6tQpvPrqq3jyySfF/DGIiEgklXVNeGd3LjYeKIJG2/qP5XFDvfDs2IHo7+EscnVk7swmEE2dOhWVlZVYsmQJysrKEB4ejuTkZP1E66KiIkilf3Ro+fv744cffsAzzzyD0NBQ+Pr64qmnnsLzzz8v1o9AREQiqLrQhPd+ycN/D5xGY3NrEBoR1AvPjRuMcH9XcYsji2E2+xCJgfsQEREZl1YnILWgGhV1jfBwViIm0A0yqWFWdJ270IT39+Tj0/2ncbFZCwAI83fFs3cMxKgBvQ3yHmSerHYfIiIisj7Jx0uxdFsWStWN+jZvlRJJCcEYF+Ld7detrtdcCkKFaNC0BqFQPxWeiR+I0YN6cwk9dQsDERERGVzy8VLM35COPw9BlKkbMX9DOtbOGN7lUFR1oQnr9hbg098KUX8pCA3zVeHp+AG4bTD3EqIbw0BEREQGpdUJWLot66owBAACAAmApduycHuwV6eGz0pqLuKDPfn4PLUITS2tc4SG+rjgmfiB+As3VSQDYSAiIiKDSi2objNM9mcCgFJ1I1ILqhEX1KvD6/IrL2Dt7jx8nVGCFl1rvArzd8WC0UG4PdiTQYgMioGIiIgMqqKu4zDUmet+P6vGO7vzsONYKS4v+xkR1AsLxvTHiKBeDEJkFAxERERkUB7OnTst/s/XpZ2uxuqfc7Erp1LfFj/EE4+NCcLwPj0NWiPRnzEQERGRQcUEusFbpUSZurHdeUQSAF6q1iX4Op2AlOwKfLAnH6mFrWeNSSXAnaE+mD86CEO8uSUKmQYDERERGZRMKkFSQjDmb0iHBGgTii4Pdi3662BsOlSEdb8WIL+qHgBgL5NgcqQf/nZLEALcHU1dNtk4bszIjRmJiIyivX2IPJwViA7oif351aiu1wAAnJV2mB7bF3NGBMBL1bnhNrJtxvj8ZiBiICIiMprLO1UfK6nBwfxq7M2t0i+d93XtgYduDsSUaH84KThgQZ3HnaqJiMhiCIKAQ4XVWLe3AD+dKNe3h/qpMO+Wfhg31At2Muk1XoHIdBiIiIjIoBqbtfg2swQf7ytEdlmdvj1+iAceGdUPMYFuXDpPZoeBiIiIDKKk5iI2HDiNz1OLUNPQDABQ2ktxd4QfHro5EP09nESukKhjDERERNRtgtA6R2j9b4X4Masc2ks7Svu69sCsuL6YGu0PVwe5yFUSXR8DERERdVljsxbfZZ7Fx78V4kRprb49rl8vzBkZgPghnp06p4zIXDAQERFRp529YljsfJthMV/MHhGAwV5csUuWiYGIiIiuSacTsDe3ChsOnEZKdgWHxcgqMRAREVG7qus12HL4DD5LLcLpcw369pv6uWHOiEDED/HgsnmyGgxERESkJwgC0k6fx4YDp7HjWBk02tZNFJ0Vdrg30g/TY/tggKezyFUSGR4DERERoa6xGd9klGDjwaI2ewcN81Vhxk19kBDmAwc5PzLIevG/biIiG5Z1thYbDp7GtxklqNdoAbROkp4Y5oPpsX0R5u8qboFEJsJARERkY+qbWrDtyFlsOnQGmWdq9O1BvR0xPbYv7h3uB5WDvXgFEomAgYiIyAYIgoAjxWpsSi3CtiNn9b1BdlIJxoZ4YUZsX9zUj0dqkO1iICIismI1DRp8k1GCTYfOtJkbFOjuiKnR/rh3uB96OytErJDIPDAQERFZGUEQcCC/GpsPFWHH8TJoWlpXiinspBg/zBv3R/vzgFWiPzFKIDp48CBiY2ON8dJERNSByrombE0rxuZDRSi8Yt+gwV7OeCCmDyaF+3JuEFEHjBKI7rvvPhQVFRnjpYmI6ApanYA9pyqxKbUIKScq0HJpF2lHuQwTw31xf7Q/Qv1U7A0iuo5uB6IpU6a02y4IAqqrq7tdEBERXV9uxQV8mV6Mr9NLUFbbqG+P6OOKB6L7YEKoNxwVnBVB1Fnd/tPy008/4b///S+cnJzatAuCgD179txwYURE1Ja6oRnbjp7Fl+nFyCiq0be7Otjj7ghf3B/dB4O8uIs0UXd0OhA1NDTAwcFB//3o0aPh7OyMW2655aprQ0NDDVMdEZGN0+oE/HqqElvTivFjVrl+grRMKsHogb0xOdIPtw3xgMJOJnKlRJZNIgiC0JkL7e3tUVpaCnd3d2PXZDK1tbVQqVRQq9VwcXERuxwiIr1T5XXYml6MbzJKUF7bpG8f5OmM+6L8MDHcBx7OShErJBKPMT6/O91DpNVqodPp9N+PGjUKW7duhaenp0EKISKydeqGZnx39Cy2phXjyBU7SPd0sMdd4b6YHOmHoT4unCBNZATdnkOUmZmJ+vp6Q9ZCRGRzWrQ6/HqqClvTirEzq1x/urxMKsGYQR6tQ2KDPSC3k4pcKZF14xIEIiIRnCyvw9a0YnydUYLKuj+GxAZ7OWNypB/uCvflDtJEJtSlQPTZZ5/hlltuwbBhw4xVDxGR1Tpfr8G2S0NiR4vV+nY3RznuCve5NCSmErFCItvV6UA0atQoJCUloa6uDvb29mhpaUFSUhJGjRqFiIgIhIaGQqHgv2aIiK7UrNVhz8nWVWI/nShHs7Z1HYudVILbBrcOiY0exCExIrF1epXZZadOnUJaWhrS09P1XzU1NbCzs8OQIUNw5MgRY9VqcFxlRkTGkl1Wi62Hi/FN5llUXfhjSGyojwsmR/phYpgPejnxH5FE3SHqKrPLBgwYgAEDBuD+++/XtxUUFODw4cPIyMgwSFFERJaoul6D7zJLsDW9GMdLavXt7k5y3BXui3uH+yHYh//4IjJHXe4hsibsISKiG9Ws1WF3TiW2pp3Bz9kV+iExe5kEfxnsicmRfrh1UG/YyzgkRmQoZtFDREREQNbZWnx5aePEc/UaffswXxXuHe6LieG+cHOUi1ghEXUFAxERUSedu9CEbzNbV4lllV45JKbA3RE+uDfSD4O92NtMZIkYiIiIrkHTosOunApsTSvGruwKtOhah8TkMinig1tXid0yoDfsOCRGZNEYiIiI2vH7WTW2phXj28yzqL5iSCzMT4V7I/2QEOqDnhwSI7IaDERERJdUXWjCNxkl2JpWjOyyOn17b2cF7onwxb2Rfhjo6SxihURkLAxERGTTNC06/Jxdjq1pxdidU9lmSOz2oa2rxEb1d+eQGJGVYyAiIpsjCAJ+P1t7aUisBOcbmvW/Fu7vismXhsRUDvYiVklEpsRAREQ2o6KuEd9mtK4Syyn/Y0jM00WBuyP8MDnSF/09OCRGZIsYiIjIqjW1aJFyogJfphVj98lKaC8PidlJMXaoFyZH+uHm/u6QSSUiV0pEYmIgIiKrIwgCjpX8sUpMffGPIbHhfVxxb6Qf7gz1gaoHh8SIqBUDERFZjcq6JnybWYIth9sOiXm5KHHP8NZVYkG9nUSskIjMFQMREVm0yxsnbjlcjN05f2ycaC+TYJivCmOHemHuyEDI7bhKjIg6xkBERBYp69IqsW8yS9psnBjo7oBzFzSobWxBelEN0otqsP63QiQlBGNciLeIFROROWMgIiKLcb5e0zokllaM38/+cZZYb2cF7hnuC09nBZZtPwHhT/eVqRsxf0M61s4YzlBERO1iICIis9ai1WHPqUpsOVyMn06Uo1n7x5DY7cGe+rPEJBIJbv7Xz1eFIQAQAEgALN2WhduDvbiijIiuwkBERGYpt6IOWw4X46uMElTWNenbQ3xdMHm4H+4K921zltj+vHMoVTd2+HoCgFJ1I1ILqhEX1MuYpRORBWIgIiKzob7YjG1HzmJLWjGOnKnRt7s5yjEp3Bf3RflhiLdLu/dW1HUchrpzHRHZFgYiIhKVVidgX24VtqQV44ffy6Bp0QEAZFIJxgzywH1RfhgzyOO6q8Q8nJWder/OXkdEtoWBiIhEUVJzEVsOn8GWw8Uoqbmobx/k6Yz7olqHxHo7Kzr9ejGBbvBWKVGmbmx3HpEEgJdKiZhAtxsvnoisDgMREZmMpkWHn06UY9OhM/j1VCWES8nFRWmHSRG+mBzph2G+KkgkXZ/0LJNKkJQQjPkb0iEB2oSiy6+WlBDMCdVE1C4GIiIyutyKOmw+dAZfpZfg3BV7Bo0I6oWp0f4YO9QLSnvZDb/PuBBvrJ0xHEu3ZbWZYO2lUnIfIiK6JgYiIjKKBk0Lth8txReHzuDw6fP6dg9nBe6L8sOUKH/07eVo8PcdF+KN24O9kFpQjYq6Rng4tw6TsWeIiK6FgYiIDEYQBBwtVmPToTPYduQsLjS1APhjgvT90f4YPag37GTGPUZDJpVwaT0RdQkDERHdsJoGDb7JKMGmQ2eQXfbHoap9ezlgSpQ/Jkf6wdOFq7uIyHyZ1WmHa9asQUBAAJRKJWJjY5Gamtqp+zZt2gSJRIJJkyYZt0Ai0hMEAb/lVeGpTRmIeTUFL2/LQnZZHeR2UkwK98Hnj9yEXX8fjQVj+jMMEZHZM5seos2bNyMxMRHvvvsuYmNjsWrVKowdOxY5OTnw8PDo8L7CwkI8++yzGDVqlAmrJbJd5+s1+DK9GJ8dLEJ+Vb2+fYi3C+6P9sekcF+oHOxFrJCIqOskgiC0t2WHycXGxiI6OhqrV68GAOh0Ovj7++OJJ57AwoUL271Hq9XilltuwYMPPohff/0VNTU1+Oabbzp8j6amJjQ1/XEEQG1tLfz9/aFWq+Hi0v7ut0TU2huUdvo8PjtYhO3HSvWbJzrKZbgrwhcPRPdBiK9Lt5bLExF1VW1tLVQqlUE/v82ih0ij0SAtLQ2LFi3St0mlUsTHx2P//v0d3vfKK6/Aw8MDDz30EH799dfrvs/y5cuxdOlSg9RMZAtqG5vxTUYJNh4oQk75H3ODgr1dMP2mPrgr3BdOCrP4a4SI6IaYxd9kVVVV0Gq18PT0bNPu6emJ7Ozsdu/Zu3cv1q1bh8zMzE6/z6JFi5CYmKj//nIPERG1dbS4Bp8dLMK3mWdxsVkLAFDaS5EQ6oPpN/VFmF/3Nk8kIjJXZhGIuqqurg4zZ87EBx98AHd3907fp1AooFB0/igAIltS39SCbUfOYuPBIhwrUevbB3g4YXpsH9w93A+qHpwbRETWySwCkbu7O2QyGcrLy9u0l5eXw8vL66rr8/LyUFhYiISEBH2bTtc6p8HOzg45OTkICgoybtFEViKnrA4bDpzGNxklqLu0b5BcJsVfh3lhemxfRAf0ZG8QEVk9swhEcrkckZGRSElJ0S+d1+l0SElJweOPP37V9YMHD8axY8fatC1evBh1dXX4z3/+w2Ewouto1uqwM6scn/xWiIMF1fr2gF4OmBbbB5Mj/eHmKBexQiIi0zKLQAQAiYmJmD17NqKiohATE4NVq1ahvr4ec+fOBQDMmjULvr6+WL58OZRKJUJCQtrc7+rqCgBXtRPRHyrrmrAptQgbDxahrLb1rC+ZVII7gj0x46a+iOvXC1IecUFENshsAtHUqVNRWVmJJUuWoKysDOHh4UhOTtZPtC4qKoJUalb7SBJZBEEQkHGmBp/+Vojvj5WiWdu604a7kxwPxPTBtNg+8Fb1ELlKIiJxmc0+RGIwxj4GROaisVmLbUfO4tP9p9tMko7o44rZcQH46zAvKOxu/IR5IiJTs9p9iIjIcIrPN2DjwSJsSi3C+YZmAIDcToqJYT6YFdcXoX6u4hZIRGSGGIiIrIAgCDh8+jw+2luAH34vg+5Sv6+vaw/MuKkvpkZzkjQR0bUwEBFZME2LDjuOleKjfQU4WvzHsNjI/r0wOy4AfxniCRknSRMRXRcDEZEFOl+vwWepRfh0fyHKa1vP51PYSXHPcF/MHRmIgZ7OIldIRGRZGIiILEhuRR0+2leIr9KL0djcuhmph7MCs+L64oGYPujlxJ3YiYi6g4GIyMwJgoBfT1Vh3d4C/HKyUt8+1McFD90ciDtDfSC345YUREQ3goGIyEw1tWjxdXoJ1u0twKmKCwAAiQS4I9gTD44MREygG4/UICIyEAYiIjOjvtiMjQdP4+N9haisa50f5CiXYUq0P+aOCESfXg4iV0hEZH0YiIjMRKn6Ij7eV4jPDhbhwqVDVr1VSjw4MhBTY/zhouRJ80RExsJARCSyU+V1eG9PPr7NLNEfqzHQ0wl/uyUICWGcH0REZAoMREQiEAQBhwrP471f8pCSXaFvjw10w6O3BmH0oN6cH0REZEIMREQmpNMJ2HmiHO/9kof0ohoArROlxw31wrxb+iGiT09xCyQislEMREQm0KzV4ZuMEqz9JQ/5lfUAWs8Xu3e4H+bd0g+B7o4iV0hEZNsYiIiMqLFZi61pxVi7Ow8lNRcBAC5KO8yM64vZIwLg4awUuUIiIgIYiIiMokHTgs8OFuGDX/P1R2u4O8nxyKh+mH5TXzgp+EePiMic8G9lIgOqa2zGp/tPY93eAlTXawC0Lp1/9NYgTI32h9JeJnKFRETUHgYiIgM4X6/Bx78VYv2+AtQ2tu4h1MfNAY+NDsI9w/24dJ6IyMwxEBHdgJoGDT74NR/r9xWiXqMFAAT1dsTjt/VHQqgP7GQMQkREloCBiKgb1A3NWLc3Hx/tK9TvKj3E2wVP3NYf44Z6QSrlHkJERJaEgYioC2obm/Hx3kJ8uDcfdY1/BKGn4wfgjmBPbqZIRGShGIiIOuFCUwvW7yvAB78WQH2xGQAwyNMZT8cPwFj2CBERWTwGIqJrqG9qwSf7C/HBnnycb2gNQv09nPB0/ACMD/HWByGtTkBqQTUq6hrh4axETKAbZAxJREQWg4GIqB1NLVpsPFCENbtyce7S8vl+vR3x1F8G4M5QnzZhJ/l4KZZuy0KpulHf5q1SIikhGONCvE1eOxERdR0DEdEVtDoBX2eU4N87T+p3lg7o5YCn4gdgYpjvVb0+ycdLMX9DOoQ/vU6ZuhHzN6Rj7YzhDEVERBaAgYgIrafP78wqx+s/5uBk+QUAgJeLEk/HD8DkSL92l89rdQKWbsu6KgwBgABAAmDptizcHuzF4TMiIjPHQEQ272D+OfwrOVt/+ryqhz0eGx2E2SMCrrmzdGpBdZthsj8TAJSqG5FaUI24oF4GrpqIiAyJgYhs1u9n1XjthxzszqkEACjtpXjo5kDMuyUIqh72172/oq7jMNSd64iISDwMRGRzzlQ34LUfcvDdkbMAADupBPfH+OPJ2wbAw6Xzp8939qR6nmhPRGT+GIjIZtQ2NmPNrlx8vK8QmhYdAGBimA8Sbx+IAHfHLr9eTKAbvFVKlKkb251HJAHgpWpdgk9EROaNgYisXotWh89Ti/Dvn07pT6AfEdQLL4wfghBfVbdfVyaVICkhGPM3pEMCtAlFl6dQJyUEc0I1EZEFYCAiqyUIAnblVODVHdnIrWhdORbU2xEvjB+C2wZ7GOSYjXEh3lg7Y/hV+xB5cR8iIiKLwkBEVinrbC1e3XECe3OrAABujnI8HT8AD8T0gb2BT6AfF+KN24O9uFM1EZEFYyAiq1JR24jXf8zBlrRiCAIgl0kxd2QAHhvTv1Mrx7pLJpVwaT0RkQVjICKroGnRYd3eArz98yk0aLQAgAmh3lg4bjD83RxEro6IiMwdAxFZvF9OVmLpd78jv6oeABDu74qX7hyCyL5c3UVERJ3DQEQW60x1A5Ztz8KPWeUAAHcnBRb9dTDujvDVn0JPRETUGQxEZHEam7VYuzsP7/6Sh6YWHWRSCeaMCMBT8QPgojTePCEiIrJeDERkMQRBwI9Z5Vi2PQvF51tPoh8R1AsvTxyKgZ7OIldHRESWjIGILEJe5QUs3ZaFPSdbzx3zUSnx4oRgjB/mZZD9hIiIyLYxEJFZa2zW4p1duVj7Sx6atQLkMinm3dIPj40JgoOc//kSEZFh8BOFzNa+3Cos/uY4Ci6tHhszqDeSEoZ269wxIiKia2EgIrNTdaEJ//z+BL7OKAEAeLoosHTiUIwdyuExIiIyDgYiMhs6nYAtaWfw6o5sqC82QyIBZscF4O93DIQzV48REZERMRCRWcituIAXvjqG1MJqAMBQHxe8evcwhPm7ilsYERHZBAYiElWzVof39+TjPz+dgkarg4NchsTbB2LOiADYGfgQViIioo4wEJFofj+rxnNbj+L3s7UAWidN/+PuYfB17SFyZUREZGsYiMjkmlq0eDslF+/+kocWnQBXB3skJQRjUrgvJ00TEZEoGIjIpDKKzuO5rUdxquICAGD8MC8snRiC3s4KkSsjIiJbxkBEJtHYrMUbP+Zg3d4C6ITWg1iX3TUUfx3mLXZpREREDERkfEeLa/DM5kzkVbZusHjPcF8suTMYrg5ykSsjIiJqxUBERtOs1WH1z7lYvSsXWp2A3s4K/OveYbhtsKfYpREREbXBQERGkVtRh2c2H8GxEjUAYEKoN/5xVwh6OrJXiIiIzA8DERmUTifg498K8a/kbGhadFD1sMeySSGYGOYjdmlEREQdYiAigympuYi/f5GJA/mtu03fMrA3Vt4bCi+VUuTKiIiIro2BiAzi+6OlWPjVUdQ1tqCHvQyL7xyCaTF9uK8QERFZBAYiuiENmhYs/S4Lmw+fAQCE+7ti1dRwBLg7ilwZERFR5zEQUbcdL1HjyU0ZyK+sh0QCPDY6CE/HD4Q9zyAjIiILw0BEXabTCfhoXwFWJudAo9XBy0WJN6eGYUSQu9ilERERdQsDEXVJZV0Tnt1yBL+crAQA3B7siZX3hnI5PRERWTQGIuq03/Kq8OTnmai60ASFnRSL7wzGjFhOnCYiIsvHQETXpdMJeGd3Lt7ceRI6ARjk6Yy3HojAIC9nsUsjIiIyCAYiuqbz9Ro880Umdue0DpHdF+mHV+4KQQ+5TOTKiIiIDIeBiDqUXnQej29Mx1l1IxR2Uiy7KwRTov3FLouIiMjgzGp99Jo1axAQEAClUonY2FikpqZ2eO0HH3yAUaNGoWfPnujZsyfi4+OveT11niAI+GhvAaa+tx9n1Y0IdHfE14+NZBgiIiKrZTaBaPPmzUhMTERSUhLS09MRFhaGsWPHoqKiot3rd+/ejQceeAC7du3C/v374e/vjzvuuAMlJSUmrty61DU247GN6XhlexaatQLGD/PCd4+PRLCPi9ilERERGY1EEARB7CIAIDY2FtHR0Vi9ejUAQKfTwd/fH0888QQWLlx43fu1Wi169uyJ1atXY9asWe1e09TUhKamJv33tbW18Pf3h1qthosLP/DzKi9g3qeHkVdZD3uZBC+MH4I5IwK4ioyIiMxKbW0tVCqVQT+/zaKHSKPRIC0tDfHx8fo2qVSK+Ph47N+/v1Ov0dDQgObmZri5uXV4zfLly6FSqfRf/v4cArrs5+xyTFq9D3mV9fByUeKLv8Vh7shAhiEiIrIJZhGIqqqqoNVq4enp2abd09MTZWVlnXqN559/Hj4+Pm1C1Z8tWrQIarVa/3XmzJkbqtsaCIKA1T+fwkOfHEZdUwuiA3pi2xM3I6JPT7FLIyIiMhmrWGW2YsUKbNq0Cbt374ZSqezwOoVCAYVCYcLKzFt9Uwue3XIE/zveGjpn3NQHS+4cCrmdWeRkIiIikzGLQOTu7g6ZTIby8vI27eXl5fDy8rrmva+//jpWrFiBn376CaGhocYs06qcPlePeZ+mIae8DvYyCZbdFYL7Y/qIXRYREZEozKIrQC6XIzIyEikpKfo2nU6HlJQUxMXFdXjfypUrsWzZMiQnJyMqKsoUpVqFX09VYuLqfcgpr4OHswKb5sUxDBERkU0zix4iAEhMTMTs2bMRFRWFmJgYrFq1CvX19Zg7dy4AYNasWfD19cXy5csBAP/617+wZMkSfPbZZwgICNDPNXJycoKTk5NoP4e5+3R/IV7+7nfoBCDc3xXvzYyEp0vHw4xERES2wGwC0dSpU1FZWYklS5agrKwM4eHhSE5O1k+0LioqglT6R4fW2rVrodFoMHny5Davk5SUhJdfftmUpYtGqxOQWlCNirpGeDgrERPoBpm0/VVhWp2Af3yfhY/3FQIAJkf64Z93h0BhxyM4iIiIzGYfIjEYYx8DU0k+Xoql27JQqm7Ut3mrlEhKCMa4EO8219Y3teDJzzOQkt26yeVz4wZh/q1BXFJPREQWyWr3IaKuST5eivkb0tuEIQAoUzdi/oZ0JB8v1beVqi/ivnf3IyW7Ago7KdZMG47HRvdnGCIiIroCA5GF0eoELN2Whfa69S63Ld2WBa1OwLFiNe5avQ9ZpbVwd5Jj07ybMCHUu507iYiIbJvZzCGizkktqL6qZ+hKAoBSdSPe2ZWLd3bn4WKzFgM9nbBudjT83RxMVygREZEFYSCyMBV1HYehK7258yQEAKMGuGPN9OFwUdobtzAiIiILxkBkYTycO7dEXgAwPbYPlk4cCjsZR0aJiIiuhZ+UFiYm0A3eKiWuNyX673cMxD8mhTAMERERdQI/LS2MTCpBUkIwAHQYimbE9sETtw3gSjIiIqJOYiCyQONCvLF2xnB4qa4ePpt/az/84+5hIlRFRERkuTiHyEKNC/FGiK8KU987gJKai3CUy/DRnGjE9usldmlEREQWh4HIQuVW1GHWulScVTfCy0WJTx6MwSAvZ7HLIiIiskgMRBboeIkaM9cdxPmGZgT1dsSnD8XC17WH2GURERFZLAYiC5NedB6zP0pFXWMLwvxdsX5ONHo6ysUui4iIyKIxEFmQg/nn8OD6Q6jXaBET4IZ1c6LgzA0XiYiIbhgDkYX49VQlHvn0MBqbdbi5vzvenxUJBzkfHxERkSHwE9UCpJwox/wN6dBodbhtsAfemT4cSnuZ2GURERFZDQYiM7fjWCme/DwDLToB44Z64a0HIiC34/ZRREREhsRAZMa+zijG3784Ap0A3BXugzfuC+NRHEREREbAQGSmthw+g+e+PApBAKZE+WH5PaGQSXkUBxERkTEwEJmhrzOK9WFoxk198MrEEEgZhoiIiIyGgcjMfJtZgr9/cUQfhpbdFcJDWomIiIyME1LMyPdHS5F4ac7Q/dH+eGUiwxAREZEpMBCZieTjZXhyUwa0OgGTI/3w6t3DOExGRERkIgxEZuDn7HI88Xk6tDoBd0f44l/3hjIMERERmRADkcj2553D/A3paNYKSAjzwev3hXE1GRERkYkxEInoyJkaPPzJITS16BA/xBNvTmEYIiIiEgMDkUhOltdh9sepqNdoEdevF1ZPi4A9N10kIiISBT+BRVB0rgEzPjyImoZmhPu74oPZUTybjIiISEQMRCZWXtuI6esOoKKuCYM8nbF+bjScFNwOioiISEwMRCZU29iM2R+l4kz1RfTt5YD/PhQDVwe52GURERHZPAYiE2lq0WLep4eRXVaH3s4KbHgoFh4uSrHLIiIiIjAQmYROJyDxiyM4kF8NJ4Ud1s+Nhr+bg9hlERER0SUMREYmCAJe2Z6F74+Wwl4mwXszIzHURyV2WURERHQFBiIje29PPtb/VggAeGNKOEb2dxe3ICIiIroKA5ERfZtZghX/ywYALJ4wBBPDfESuiIiIiNrDQGQkqQXV+L8tRwEAD98ciIdH9RO5IiIiIuoIA5ERFFbV42//PQyNVodxQ73wwvghYpdERERE18BAZGA1DRo8uP4Qzjc0I8xPhX9PDefJ9URERGaOgciANC06/O2/acivqoevaw98MDsKPeQ8koOIiMjcMRAZiCAIWPjVURwsaN1r6KM50fBw5saLREREloCByEDW/pKHr9JLIJNKsGb6cAzycha7JCIiIuokBiID+Dm7HK/9kAMAeDkhGLcO7C1yRURERNQVDEQ3KLeiDk99nglBAKbF9sHMuACxSyIiIqIuYiC6AeqLzXjk0zTUNbUgJsANLycMFbskIiIi6gYGom7S6gQ8+XkGCi6tKHtnxnDI7fjbSUREZIn4Cd5NK5Oz8cvJSijtpXhvZiTcnRRil0RERETdxEDUDd8dOYv39uQDAF6bHIYQX55eT0REZMkYiLroZHkdnt/aekbZ/NFBSOCBrURERBaPgagLLjS14NENabjYrMXI/r3w7B2DxC6JiIiIDICBqJMEQcBzW48gv7Ie3iol3ro/AjKeUUZERGQVGIg6ad3eAuw4VgZ7WetO1L04iZqIiMhqMBB1QmpBNZb/LxsAsHhCMIb36SlyRURERGRIDETXUVnXhMc/S4dWJ2BimA9mxfUVuyQiIiIyMAaia9DpBDyzORMVdU0Y4OGE5fcMg0TCeUNERETWhoHoGt7dk4e9uVVQ2kvxzvThcFTYiV0SERERGQEDUQfSTp/HGz+eBAAsnTgUAzydRa6IiIiIjIWBqB3qhmY8+XmGft7QlCh/sUsiIiIiI2Ig+hNBELDwq6MoqbmIPm4O+OfdIZw3REREZOUYiP5k48Ei/O94635Dq6dFwFlpL3ZJREREZGQMRFfILqvFK9uzAADPjxuMUD9XcQsiIiIik2AguqSpRYunN2VC06LD6EG98eDIQLFLIiIiIhNhILrkzR9PIrusDm6Ocrw2OQxSnlNGRERkMxiIABwqqMb7v+YDAFbcMwy9nXlOGRERkS1hIALwwtfHIAjA1Ch/3DHUS+xyiIiIyMTMKhCtWbMGAQEBUCqViI2NRWpq6jWv37JlCwYPHgylUolhw4Zhx44d3XrfUnUj+rg54KWE4G7dT0RERJbNbALR5s2bkZiYiKSkJKSnpyMsLAxjx45FRUVFu9f/9ttveOCBB/DQQw8hIyMDkyZNwqRJk3D8+PEuv7dUArw5JQxOPJqDiIjIJkkEQRDELgIAYmNjER0djdWrVwMAdDod/P398cQTT2DhwoVXXT916lTU19dj+/bt+rabbroJ4eHhePfdd9t9j6amJjQ1Nem/V6vV6NOnD1747y48P3G4gX8iIiIiMoba2lr4+/ujpqYGKpXKMC8qmIGmpiZBJpMJX3/9dZv2WbNmCRMnTmz3Hn9/f+Hf//53m7YlS5YIoaGhHb5PUlKSAIBf/OIXv/jFL35ZwVdeXt6NRhA9sxgjqqqqglarhaenZ5t2T09PZGdnt3tPWVlZu9eXlZV1+D6LFi1CYmKi/vuamhr07dsXRUVFhkuY1C2X0/6ZM2fg4uIidjk2jc/CfPBZmA8+C/NyeYTHzc3NYK9pFoHIVBQKBRSKq5fUq1Qq/gduJlxcXPgszASfhfngszAffBbmRSo13FRos5hU7e7uDplMhvLy8jbt5eXl8PJqfxm8l5dXl64nIiIi6ohZBCK5XI7IyEikpKTo23Q6HVJSUhAXF9fuPXFxcW2uB4CdO3d2eD0RERFRR8xmyCwxMRGzZ89GVFQUYmJisGrVKtTX12Pu3LkAgFmzZsHX1xfLly8HADz11FO49dZb8cYbb2DChAnYtGkTDh8+jPfff7/T76lQKJCUlNTuMBqZFp+F+eCzMB98FuaDz8K8GON5mM2yewBYvXo1XnvtNZSVlSE8PBxvvfUWYmNjAQCjR49GQEAA1q9fr79+y5YtWLx4MQoLCzFgwACsXLkS48ePF6l6IiIislRmFYiIiIiIxGAWc4iIiIiIxMRARERERDaPgYiIiIhsHgMRERER2TyrD0Rr1qxBQEAAlEolYmNjkZqaes3rt2zZgsGDB0OpVGLYsGHYsWOHiSq1fl15Fh988AFGjRqFnj17omfPnoiPj7/us6PO6+qfi8s2bdoEiUSCSZMmGbdAG9LVZ1FTU4MFCxbA29sbCoUCAwcO5N9TBtLVZ7Fq1SoMGjQIPXr0gL+/P5555hk0NjaaqFrrtWfPHiQkJMDHxwcSiQTffPPNde/ZvXs3hg8fDoVCgf79+7dZkd5pBjsVzQxt2rRJkMvlwkcffST8/vvvwiOPPCK4uroK5eXl7V6/b98+QSaTCStXrhSysrKExYsXC/b29sKxY8dMXLn16eqzmDZtmrBmzRohIyNDOHHihDBnzhxBpVIJxcXFJq7c+nT1WVxWUFAg+Pr6CqNGjRLuuusu0xRr5br6LJqamoSoqChh/Pjxwt69e4WCggJh9+7dQmZmpokrtz5dfRYbN24UFAqFsHHjRqGgoED44YcfBG9vb+GZZ54xceXWZ8eOHcKLL74ofPXVVwKAqw5+/7P8/HzBwcFBSExMFLKysoS3335bkMlkQnJycpfe16oDUUxMjLBgwQL991qtVvDx8RGWL1/e7vVTpkwRJkyY0KYtNjZW+Nvf/mbUOm1BV5/Fn7W0tAjOzs7CJ598YqwSbUZ3nkVLS4swYsQI4cMPPxRmz57NQGQgXX0Wa9euFfr16ydoNBpTlWgzuvosFixYINx2221t2hITE4WRI0catU5b05lA9NxzzwlDhw5t0zZ16lRh7NixXXovqx0y02g0SEtLQ3x8vL5NKpUiPj4e+/fvb/ee/fv3t7keAMaOHdvh9dQ53XkWf9bQ0IDm5maDnmxsi7r7LF555RV4eHjgoYceMkWZNqE7z+K7775DXFwcFixYAE9PT4SEhODVV1+FVqs1VdlWqTvPYsSIEUhLS9MPq+Xn52PHjh3cHFgEhvrsNpujOwytqqoKWq0Wnp6ebdo9PT2RnZ3d7j1lZWXtXl9WVma0Om1Bd57Fnz3//PPw8fG56j966pruPIu9e/di3bp1yMzMNEGFtqM7zyI/Px8///wzpk+fjh07diA3NxePPfYYmpubkZSUZIqyrVJ3nsW0adNQVVWFm2++GYIgoKWlBY8++iheeOEFU5RMV+jos7u2thYXL15Ejx49OvU6VttDRNZjxYoV2LRpE77++msolUqxy7EpdXV1mDlzJj744AO4u7uLXY7N0+l08PDwwPvvv4/IyEhMnToVL774It59912xS7M5u3fvxquvvop33nkH6enp+Oqrr/D9999j2bJlYpdG3WS1PUTu7u6QyWQoLy9v015eXg4vL6927/Hy8urS9dQ53XkWl73++utYsWIFfvrpJ4SGhhqzTJvQ1WeRl5eHwsJCJCQk6Nt0Oh0AwM7ODjk5OQgKCjJu0VaqO38uvL29YW9vD5lMpm8bMmQIysrKoNFoIJfLjVqzterOs3jppZcwc+ZMPPzwwwCAYcOGob6+HvPmzcOLL74IqZT9DabS0We3i4tLp3uHACvuIZLL5YiMjERKSoq+TafTISUlBXFxce3eExcX1+Z6ANi5c2eH11PndOdZAMDKlSuxbNkyJCcnIyoqyhSlWr2uPovBgwfj2LFjyMzM1H9NnDgRY8aMQWZmJvz9/U1ZvlXpzp+LkSNHIjc3Vx9KAeDkyZPw9vZmGLoB3XkWDQ0NV4Wey0FV4BGhJmWwz+6uzfe2LJs2bRIUCoWwfv16ISsrS5g3b57g6uoqlJWVCYIgCDNnzhQWLlyov37fvn2CnZ2d8PrrrwsnTpwQkpKSuOzeQLr6LFasWCHI5XJh69atQmlpqf6rrq5OrB/BanT1WfwZV5kZTlefRVFRkeDs7Cw8/vjjQk5OjrB9+3bBw8ND+Mc//iHWj2A1uvoskpKSBGdnZ+Hzzz8X8vPzhR9//FEICgoSpkyZItaPYDXq6uqEjIwMISMjQwAgvPnmm0JGRoZw+vRpQRAEYeHChcLMmTP1119edv9///d/wokTJ4Q1a9Zw2X173n77baFPnz6CXC4XYmJihAMHDuh/7dZbbxVmz57d5vovvvhCGDhwoCCXy4WhQ4cK33//vYkrtl5deRZ9+/YVAFz1lZSUZPrCrVBX/1xciYHIsLr6LH777TchNjZWUCgUQr9+/YR//vOfQktLi4mrtk5deRbNzc3Cyy+/LAQFBQlKpVLw9/cXHnvsMeH8+fOmL9zK7Nq1q92//y///s+ePVu49dZbr7onPDxckMvlQr9+/YSPP/64y+8rEQT27REREZFts9o5RERERESdxUBERERENo+BiIiIiGweAxERERHZPAYiIiIisnkMRERERGTzGIiIiIjI5jEQERERkc1jICIiIiKbx0BERFbn7bffRt++fWFnZ4dnn31W7HKIyALw6A4isipHjhxBVFQUvv32W0REREClUsHBwUHssojIzNmJXQARkSFt374dMTExGD9+vNilEJEFYSAiIqvRv39/5OXlAQAkEglmzpyJTz/9VOSqiMgScMiMiKxGRUUF4uLiMH/+fMyYMQNOTk5wcnISuywisgCcVE1EVsPJyQmFhYW4+eab4eXlhZkzZ6Jnz56YPHmy2KURkZljICIiq3H06FEAwLBhwwAATz31FIfMiKhTGIiIyGpkZmaif//+cHR0BACMHj0azs7OIldFRJaAgYiIrEZmZibCwsLELoOILBADERFZjczMTISHh4tdBhFZIAYiIrIKOp0Ox44dYw8REXUL9yEiIqsglUpRX18vdhlEZKG4DxERWa34+HgcOXIE9fX1cHNzw5YtWxAXFyd2WURkhhiIiIiIyOZxDhERERHZPAYiIiIisnkMRERERGTzGIiIiIjI5jEQERERkc1jICIiIiKbx0BERERENo+BiIiIiGweAxERERHZPAYiIiIisnkMRERERGTz/h9HNG+IJufz1AAAAABJRU5ErkJggg==", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fit_copo_data(data_Ff=[data_Ff],\n", + " data_fx=[data_fx_1, data_fx_2, data_fx_3],\n", + " data_Fx=[data_Fx],\n", + " JCR_exact=True)\t" ] }, { @@ -342,7 +507,7 @@ "## Summary\n", "\n", "* Efficient and validated NLLS and ODR (error-in-variables) methods.\n", - "* Linear and exact JCRs. IMO, the linear approximation seems to be good enough (but the only way to know it, was to compute the exact JCR ;)). " + "* Linear and exact JCRs. IMO, the linear approximation seems to be good enough in most cases (but the only way to know it, was to compute the exact JCR ;)). " ] } ], diff --git a/src/polykin/copolymerization/fitting.py b/src/polykin/copolymerization/fitting.py index df3e7e6..922f2b5 100644 --- a/src/polykin/copolymerization/fitting.py +++ b/src/polykin/copolymerization/fitting.py @@ -3,86 +3,87 @@ # Copyright Hugo Vale 2024 from dataclasses import dataclass -from typing import Literal, Optional, Sequence, Union +from typing import Literal, Optional import matplotlib.pyplot as plt import numpy as np from matplotlib.axes._axes import Axes from matplotlib.figure import Figure +from numpy import dot from scipy import odr -from scipy.optimize import curve_fit +from scipy.optimize import minimize from scipy.stats import linregress from scipy.stats.distributions import t as tdist -from polykin.copolymerization.binary import inst_copolymer_binary -from polykin.math import confidence_ellipse, confidence_region +from polykin.copolymerization.binary import (inst_copolymer_binary, + monomer_drift_binary) +from polykin.copolymerization.copodataset import (CopoDataset_Ff, + CopoDataset_fx, + CopoDataset_Fx) +from polykin.math import confidence_ellipse, confidence_region, hessian2 from polykin.utils.exceptions import FitError -from polykin.utils.math import (convert_FloatOrVectorLike_to_FloatOrVector, - convert_FloatOrVectorLike_to_FloatVector) -from polykin.utils.tools import check_bounds, check_shapes -from polykin.utils.types import (Float2x2Matrix, FloatVectorLike) +from polykin.utils.types import Float2x2Matrix, FloatVectorLike __all__ = ['fit_Finemann_Ross', - 'fit_reactivity_ratios'] + 'fit_copo_data', + 'CopoFitResult'] # %% CopoFitResult - @dataclass class CopoFitResult(): r"""Dataclass for copolymerization fit results. - Parameters + Attributes ---------- + method : str + Name of the fit method. r1 : float Reactivity ratio of M1. r2: float Reactivity ratio of M2 - cov : Float2x2Matrix - Scaled variance-covariance matrix. - se_r1 : float - Standard error of r1. - se_r2 : float - Standard error of r2. + alpha : float + Significance level. + ci_r1 : float Confidence interval of r1. ci_r2: float Confidence interval of r2. - alpha : float - Significance level. - method : str - Name of the fit method. + se_r1 : float + Standard error of r1. + se_r2 : float + Standard error of r2. + cov : Float2x2Matrix + Scaled variance-covariance matrix. + plots : dict[str, tuple[Figure, Axes]] + Dictionary of plots. M1 : str Name of M1. M2 : str Name of M2. - Mayo : tuple[Figure, Axes] | None - Mayo-Lewis plot with experimental data and fitted curve. - JCR : tuple[Figure, Axes] | None - Joint confidence region of reactivity ratios. """ + + method: str r1: float r2: float - cov: Float2x2Matrix - se_r1: float - se_r2: float + alpha: float ci_r1: float ci_r2: float - alpha: float - method: str + se_r1: float + se_r2: float + cov: Optional[Float2x2Matrix] + plots: dict[str, tuple[Figure, Axes]] M1: str = 'M1' M2: str = 'M2' - Mayo: Optional[tuple[Figure, Axes]] = None - JCR: Optional[tuple[Figure, Axes]] = None def __repr__(self): s1 = \ - f"method: {self.method}\n" \ - f"M1: {self.M1}\n" \ - f"M2: {self.M2}\n" \ - f"r1: {self.r1:.2E}\n" \ - f"r2: {self.r2:.2E}\n" + f"method: {self.method}\n" \ + f"M1: {self.M1}\n" \ + f"M2: {self.M2}\n" \ + f"r1: {self.r1:.2E}\n" \ + f"r2: {self.r2:.2E}\n" if self.se_r1 is not None: s2 = \ f"alpha: {self.alpha:.2f}\n" \ @@ -95,45 +96,102 @@ def __repr__(self): s2 = "" return s1 + s2 + # %% Fit functions +def fit_Finemann_Ross(f1: FloatVectorLike, + F1: FloatVectorLike + ) -> tuple[float, float]: + r"""Fit binary copolymer composition data using the Finemann-Ross method. -def fit_reactivity_ratios( - f1: FloatVectorLike, - F1: FloatVectorLike, - scale_f: Union[float, FloatVectorLike] = 1.0, - scale_F: Union[float, FloatVectorLike] = 1.0, - initial_guess: tuple[float, float] = (1.0, 1.0), - method: Literal['NLLS', 'ODR'] = 'NLLS', - alpha: float = 0.05, - Mayo_plot: bool = True, - JCR_method: list[Literal['linear', 'exact']] = ['linear'], - rtol: float = 1e-5 -) -> CopoFitResult: - r"""Fit the reactivity ratios of the terminal model from instantaneous - copolymer composition data. + $$ \left(\frac{x(y-1)}{y}\right) = -r_2 + r_1 \left(\frac{x^2}{y}\right) $$ - This function employs rigorous nonlinear algorithms to estimate the - reactivity ratios from experimental $F(f)$ data obtained at low monomer - conversion. The parameters are estimated by minimizing the sum of squared - errors: + where $x = f_1/(1 - f_1)$, $y = F_1/(1 - F_1)$, $r_i$ are the reactivity + ratios, $f_1$ is the monomer composition, and $F_1$ is the instantaneous + copolymer composition. - $$ SSE = \sum_i \left[ \left(\frac{f_i - \hat{f_i}}{s_{f_i}}\right)^2 + - \left(\frac{F_i - \hat{F_i}}{s_{F_i}}\right)^2 \right] $$ + **Reference** - where $s_{f_i}$ and $s_{F_i}$ are the scale factors for the monomer and the - copolymer composition, respectively. + * Fineman, M.; Ross, S. D. J. Polymer Sci. 1950, 5, 259. - The optimization is done using one of two methods: NLLS or ODR. The - nonlinear least squares (NLLS) method neglects the first term of the - summation, i.e. it only considers the observational errors in $F$. In - contrast, the orthogonal distance regression (ODR) method takes the errors - in both variables into account. + Note + ---- + The Finemann-Ross method relies on a linearization procedure that can lead + to significant statistical bias. The method is provided for its historical + significance, but should no longer be used for fitting reactivity ratios. + + + Parameters + ---------- + f1 : FloatVectorLike + Vector of molar fraction of M1, $f_1$. + F1 : FloatVectorLike + Vector of instantaneous copolymer composition of M1, $F_1$. + + Returns + ------- + tuple[float, float] + Point estimates of the reactivity ratios $(r_1, r_2)$. + + See also + -------- + * [`fit_reactivity_ratios`](fit_reactivity_ratios.md): alternative + (recommended) method. - In well-designed experiments, the uncertainty in $f \ll F$, and so the NLLS - method should suffice. However, if this condition is not met, the ODR - method can be utilized to consider the uncertainty on both $f$ and $F$ in - a statistically correct manner. + Examples + -------- + >>> from polykin.copolymerization.fitting import fit_Finemann_Ross + >>> + >>> f1 = [0.186, 0.299, 0.527, 0.600, 0.700, 0.798] + >>> F1 = [0.196, 0.279, 0.415, 0.473, 0.542, 0.634] + >>> + >>> r1, r2 = fit_Finemann_Ross(f1, F1) + >>> print(f"r1={r1:.2f}, r2={r2:.2f}") + r1=0.27, r2=0.84 + + """ + + f1 = np.asarray(f1) + F1 = np.asarray(F1) + + # Variable transformation + x = f1/(1. - f1) + y = F1/(1. - F1) + H = x**2/y + G = x*(y - 1.)/y + + # Linear regression + solution = linregress(H, G) + r1 = solution.slope # type: ignore + r2 = - solution.intercept # type: ignore + + return (r1, r2) + + +def fit_copo_data(data_Ff: list[CopoDataset_Ff] = [], + data_fx: list[CopoDataset_fx] = [], + data_Fx: list[CopoDataset_Fx] = [], + r_guess: tuple[float, float] = (1.0, 1.0), + method: Literal['NLLS', 'ODR'] = 'NLLS', + alpha: float = 0.05, + plot_data: bool = True, + JCR_linear: bool = True, + JCR_exact: bool = False, + rtol: float = 1e-4 + ): + r"""Fit copolymer composition data and estimate reactivity ratios. + + This function employs rigorous nonlinear algorithms to estimate the + reactivity ratios from experimental copolymer composition data of type + $F(f)$, $f(x;f_0)$, and $F(x,f_0)$. + + The fitting is performed using one of two methods: nonlinear least squares + (NLLS) or orthogonal distance regression (ODR). NLLS considers only + observational errors in the dependent variable, whereas ODR takes into + account observational errors in both the dependent and independent + variables. Although the ODR method is statistically more general, it is + also more complex and can (at present) only be used for fitting $F(f)$ + data. Whenever composition drift data is provided, NLLS must be utilized. The joint confidence region (JCR) of the reactivity ratios is generated using approximate (linear) and/or exact methods. In most cases, the linear @@ -152,30 +210,31 @@ def fit_reactivity_ratios( Parameters ---------- - f1 : FloatVectorLike (N) - Molar fraction of M1. - F1 : FloatVectorLike (N) - Instantaneous copolymer composition of M1. - scale_f : float | FloatVectorLike (N) - Absolute scale for f1. - scale_F : float | FloatVectorLike (N) - Absolute scale for F1. - initial_guess : tuple[float, float] + data_Ff : list[CopoDataset_Ff] + F(f) instantaneous composition datasets. + data_fx : list[CopoDataset_fx] + f(x) composition drift datasets. + data_Fx : list[CopoDataset_Fx] + F(x) composition drift datasets + r_guess : tuple[float, float] Initial guess for the reactivity ratios. method : Literal['NLLS', 'ODR'] Optimization method. `NLLS` for nonlinear least squares or `ODR` for - orthogonal distance regression. + orthogonal distance regression. The `ODR` method is only available for + F(f) data. alpha : float Significance level. - Mayo_plot : bool - If `True` a Mayo-Lewis plot will be generated. - JCR_method : list[Literal['linear', 'exact'] - Method used to compute the joint confidence region of the reactivity - ratios. + plot_data : bool + If `True`, comparisons between experimental and fitted data will be + plotted. + JCR_linear : bool, optional + If `True`, the JCR will be computed using the linear method. + JCR_exact : bool, optional + If `True`, the JCR will be computed using the exact method. rtol : float - Relative tolerance of the ODE solver for the exact JCR method. The - default value may be decreased by one or more orders of magnitude if - the resolution of the JCR appears insufficient. + Relative tolerance of the ODE solver for the exact JCR method. Lowering + `rtol` can help improve the resolution of the JCR, but may also cause + the method to fail. Returns ------- @@ -190,208 +249,243 @@ def fit_reactivity_ratios( used to calculate the joint confidence region. * [`fit_Finemann_Ross`](fit_Finemann_Ross.md): alternative method. - Examples - -------- - >>> from polykin.copolymerization.fitting import fit_reactivity_ratios - >>> - >>> f1 = [0.186, 0.299, 0.527, 0.600, 0.700, 0.798] - >>> F1 = [0.196, 0.279, 0.415, 0.473, 0.542, 0.634] - >>> - >>> res = fit_reactivity_ratios(f1, F1) - >>> print( - ... f"r1={res.r1:.2f}±{res.ci_r1:.2f}, r2={res.r2:.2f}±{res.ci_r2:.2f}") - r1=0.26±0.04, r2=0.81±0.10 - """ - f1, F1 = convert_FloatOrVectorLike_to_FloatVector([f1, F1]) - scale_f, scale_F = convert_FloatOrVectorLike_to_FloatOrVector( - [scale_f, scale_F]) - - # Check inputs - check_shapes([f1, F1], [scale_f, scale_F]) - check_bounds(f1, 0., 1., 'f1') - check_bounds(F1, 0., 1., 'F1') - - # Convert scale to vectors - ndata = f1.size - if not isinstance(scale_f, Sequence): - scale_f = np.full(ndata, scale_f) - if not isinstance(scale_F, Sequence): - scale_F = np.full(ndata, scale_F) - - r1, r2, cov, = None, None, None - error_message = '' + # Calculate and check 'ndata' + npar = 2 + ndata = 0 + for dataset in data_Ff: + ndata += len(dataset.f1) + for dataset in data_fx: + ndata += len(dataset.x) + for dataset in data_Fx: + ndata += len(dataset.x) + if ndata < npar: + raise FitError("Not enough data to estimate reactivity ratios.") + + # Check method choice + if method == 'ODR' and (len(data_fx) > 0 or len(data_Fx) > 0): + raise FitError("ODR method not implemented for drift data.") + + # Fit data if method == 'NLLS': - solution = curve_fit(inst_copolymer_binary, - xdata=f1, - ydata=F1, - p0=initial_guess, - sigma=scale_F, - absolute_sigma=False, # for scaled cov - bounds=(0., np.inf), - full_output=True) - if solution[4]: - r1, r2 = solution[0] - cov = solution[1] - else: - error_message = solution[3] + r_opt, cov, sse = _fit_copo_NLLS(data_Ff, data_fx, data_Fx, r_guess, + ndata) elif method == 'ODR': - odr_Model = odr.Model(lambda beta, x: inst_copolymer_binary(x, *beta)) - odr_Data = odr.RealData(x=f1, y=F1, sx=scale_f, sy=scale_F) - odr_ODR = odr.ODR(odr_Data, odr_Model, beta0=initial_guess) - solution = odr_ODR.run() - if (solution.info < 5): # type: ignore - r1, r2 = solution.beta - # cov_beta is absolute, so rescaling is required - cov = solution.cov_beta*solution.res_var # type: ignore - # estimated f1, needed for sse - f1plus = solution.xplus # type: ignore - else: - error_message = solution.stopreason + r_opt, cov, sse = _fit_copo_ODR(data_Ff, r_guess) else: - raise ValueError(f"Invalid method `{method}`.") - - if r1 is None or r2 is None or cov is None: - raise FitError(error_message) + raise ValueError(f"Method {method} is not valid.") # Standard parameter errors and confidence intervals - if ndata > 2: + if ndata > npar and cov is not None: se_r = np.sqrt(np.diag(cov)) - ci_r = se_r*tdist.ppf(1. - alpha/2, ndata - 2) + ci_r = se_r*tdist.ppf(1. - alpha/2, ndata - npar) else: se_r = [np.nan, np.nan] ci_r = [np.nan, np.nan] - # Mayo plot - Mayo = None - if Mayo_plot: - Mayo = plt.subplots() - ax = Mayo[1] - ax.set_xlabel(r"$f_1$") - ax.set_ylabel(r"$F_1$") - ax.scatter(f1, F1) - ax.set_xlim(0., 1.) - ax.set_ylim(0., 1.) - x = np.linspace(0., 1., 200) - y = inst_copolymer_binary(x, r1, r2) - ax.plot(x, y) + # Plot data vs model + plots = {} + if plot_data: + xmax = 1. + npoints = 200 + # Plot F(f) data + if data_Ff: + plots['Ff'] = plt.subplots() + ax = plots['Ff'][1] + ax.set_xlabel(r"$f_1$") + ax.set_ylabel(r"$F_1$") + ax.set_xlim(0., 1.) + ax.set_ylim(0., 1.) + for dataset in data_Ff: + ax.scatter(dataset.f1, dataset.F1, label=dataset.name) + f1 = np.linspace(0., 1., npoints) + F1_est = inst_copolymer_binary(f1, *r_opt) + ax.plot(f1, F1_est) + ax.legend(loc="best") + + # Plot f(x) data + if data_fx: + plots['fx'] = plt.subplots() + ax = plots['fx'][1] + ax.set_xlabel(r"$x$") + ax.set_ylabel(r"$f_1$") + ax.set_xlim(0., 1.) + ax.set_ylim(0., 1.) + x = np.linspace(0., xmax, npoints) + for dataset in data_fx: + ax.scatter(dataset.x, dataset.f1, label=dataset.name) + f1_est = monomer_drift_binary(dataset.f10, x, *r_opt) + ax.plot(x, f1_est) + ax.legend(loc="best") + + # Plot F(x) data + if data_Fx: + plots['Fx'] = plt.subplots() + ax = plots['Fx'][1] + ax.set_xlabel(r"$x$") + ax.set_ylabel(r"$F_1$") + ax.set_xlim(0., 1.) + ax.set_ylim(0., 1.) + x = np.linspace(0., xmax, npoints) + for dataset in data_Fx: + ax.scatter(dataset.x, dataset.F1, label=dataset.name) + f1_est = monomer_drift_binary(dataset.f10, x, *r_opt) + F1_est = f1_est + (dataset.f10 - f1_est)/(x + 1e-10) + ax.plot(x, F1_est) + ax.legend(loc="best") # Joint confidence region - JCR = None - if JCR_method: - JCR = plt.subplots() - ax = JCR[1] + if (JCR_linear or JCR_exact) and cov is not None: + + plots['JCR'] = plt.subplots() + ax = plots['JCR'][1] ax.set_xlabel(r"$r_1$") ax.set_ylabel(r"$r_2$") colors = ['tab:blue', 'tab:orange'] idx = 0 - if 'linear' in JCR_method: - confidence_ellipse(ax, (r1, r2), cov, ndata, alpha=alpha, + if JCR_linear: + confidence_ellipse(ax, + center=r_opt, + cov=cov, + ndata=ndata, + alpha=alpha, color=colors[idx], label='linear JCR') idx += 1 - if 'exact' in JCR_method: - - def sse_NLLS(r1, r2): - ey = (F1 - inst_copolymer_binary(f1, r1, r2))/scale_F - return np.dot(ey, ey) - - def sse_ODR(r1, r2): - ey = (F1 - inst_copolymer_binary(f1plus, r1, r2))/scale_F - ex = (f1 - f1plus)/scale_f - return np.dot(ey, ey) + np.dot(ex, ex) + if JCR_exact: + jcr = confidence_region(center=r_opt, + sse=sse, + ndata=ndata, + alpha=alpha, + width=2*ci_r[0], + rtol=rtol) - sse = sse_NLLS if method == 'NLLS' else sse_ODR - - jcr = confidence_region((r1, r2), sse, ndata, alpha=alpha, - width=ci_r[0], rtol=rtol) - - ax.scatter(r1, r2, c=colors[idx], s=5) - ax.plot(jcr[0], jcr[1], color=colors[idx], label='exact JCR') + # ax.scatter(r1, r2, c=colors[idx], s=5) + ax.plot(*jcr, color=colors[idx], label='exact JCR') ax.legend(loc="best") - result = CopoFitResult(r1=r1, r2=r2, - cov=cov, - se_r1=se_r[0], se_r2=se_r[1], - ci_r1=ci_r[0], ci_r2=ci_r[1], + result = CopoFitResult(method=method, + r1=r_opt[0], r2=r_opt[1], alpha=alpha, - method=method, - Mayo=Mayo, JCR=JCR) + ci_r1=ci_r[0], ci_r2=ci_r[1], + se_r1=se_r[0], se_r2=se_r[1], + cov=cov, + plots=plots) return result -def fit_Finemann_Ross(f1: FloatVectorLike, - F1: FloatVectorLike - ) -> tuple[float, float]: - r"""Fit binary copolymer composition data using the Finemann-Ross method. - - $$ \left(\frac{x(y-1)}{y}\right) = -r_2 + r_1 \left(\frac{x^2}{y}\right) $$ - - where $x = f_1/(1 - f_1)$, $y = F_1/(1 - F_1)$, $r_i$ are the reactivity - ratios, $f_1$ is the monomer composition, and $F_1$ is the instantaneous - copolymer composition. - - **Reference** - - * Fineman, M.; Ross, S. D. J. Polymer Sci. 1950, 5, 259. - - Note - ---- - The Finemann-Ross method relies on a linearization procedure that can lead - to significant statistical bias. The method is provided for its historical - significance, but should no longer be used for fitting reactivity ratios. - - - Parameters - ---------- - f1 : FloatVectorLike - Vector of molar fraction of M1, $f_1$. - F1 : FloatVectorLike - Vector of instantaneous copolymer composition of M1, $F_1$. - - Returns - ------- - tuple[float, float] - Point estimates of the reactivity ratios $(r_1, r_2)$. - - See also - -------- - * [`fit_reactivity_ratios`](fit_reactivity_ratios.md): alternative - (recommended) method. - - Examples - -------- - >>> from polykin.copolymerization.fitting import fit_Finemann_Ross - >>> - >>> f1 = [0.186, 0.299, 0.527, 0.600, 0.700, 0.798] - >>> F1 = [0.196, 0.279, 0.415, 0.473, 0.542, 0.634] - >>> - >>> r1, r2 = fit_Finemann_Ross(f1, F1) - >>> print(f"r1={r1:.2f}, r2={r2:.2f}") - r1=0.27, r2=0.84 - - """ - +def _fit_copo_NLLS(data_Ff: list[CopoDataset_Ff], + data_fx: list[CopoDataset_fx], + data_Fx: list[CopoDataset_Fx], + r_guess: tuple[float, float], + ndata: int): + """Fit copolymerization data using NLLS.""" + + def sse(r: tuple[float, float], method='LSODA') -> float: + "Total sum of squared errors, for optimizer and exact JCR." + result = 0. + # F1(f1) datasets + for dataset in data_Ff: + F1_est = inst_copolymer_binary(dataset.f1, *r) + rx = (dataset.F1 - F1_est)/dataset.scale_F1 + result += dataset.weight*dot(rx, rx) + + # f1(x, f10) datasets + for dataset in data_fx: + f1_est = monomer_drift_binary(dataset.f10, dataset.x, *r, + method=method) + rx = (dataset.f1 - f1_est)/dataset.scale_f1 + result += dataset.weight*dot(rx, rx) + + # F1(x, f10) datasets + for dataset in data_Fx: + f10 = dataset.f10 + x = dataset.x + f1_est = monomer_drift_binary(f10, x, *r, method=method) + F1_est = f1_est + (f10 - f1_est)/(x + 1e-10) + rx = (dataset.F1 - F1_est)/dataset.scale_F1 + result += dataset.weight*dot(rx, rx) + return result + + def sse_NLLS(r): + "Total sum of squared errors, for exact JCR." + return sse(r, method='RK45') + + # Parameter estimation + sol = minimize(sse, + x0=r_guess, + bounds=((0., 1e2), (0., 1e2)), + method='L-BFGS-B', # most efficient + options={'maxiter': 200}) + if not sol.success: + raise FitError(sol.message) + r_opt = sol.x + sse_opt = sol.fun + + # Covarance matrix + npar = 2 + if ndata > npar: + s_sq = sse_opt/(ndata - npar) + H = hessian2(sse, r_opt) + Hinv = np.linalg.inv(H) + cov = 2*Hinv*s_sq + else: + cov = None + + return (r_opt, cov, sse_NLLS) + + +def _fit_copo_ODR(data_Ff: list[CopoDataset_Ff], + r_guess: tuple[float, float]): + """Fit copolymerization data using ODR.""" + + # Concatenate all F(f) datasets + f1, F1, sf1, sF1 = [], [], [], [] + for dataset in data_Ff: + f1.extend(dataset.f1) + F1.extend(dataset.F1) + _sf1 = dataset.scale_f1/(dataset.weight + 1e-10) + if isinstance(_sf1, (int, float)): + _sf1 = [_sf1]*len(dataset.f1) + sf1.extend(_sf1) + _sF1 = dataset.scale_F1/(dataset.weight + 1e-10) + if isinstance(_sF1, (int, float)): + _sF1 = [_sF1]*len(dataset.f1) + sF1.extend(_sF1) f1 = np.asarray(f1) F1 = np.asarray(F1) + sf1 = np.asarray(sf1) + sF1 = np.asarray(sF1) + + # Parameter estimation + odr_Model = odr.Model(lambda beta, x: inst_copolymer_binary(x, *beta)) + odr_Data = odr.RealData(x=f1, y=F1, sx=sf1, sy=sF1) + odr_ODR = odr.ODR(odr_Data, odr_Model, beta0=r_guess) + solution = odr_ODR.run() + + if solution.info > 4: # type: ignore + raise FitError(solution.stopreason) + + r_opt = solution.beta + f1plus = solution.xplus # type: ignore + if f1.size > 2: + # cov_beta is absolute, so rescaling is required + cov = solution.cov_beta*solution.res_var # type: ignore + else: + cov = None - # Variable transformation - x = f1/(1. - f1) - y = F1/(1. - F1) - H = x**2/y - G = x*(y - 1.)/y - - # Linear regression - solution = linregress(H, G) - r1 = solution.slope # type: ignore - r2 = - solution.intercept # type: ignore + def sse_ODR(r): + "Total sum of squared errors, for exact JCR." + ry = (F1 - inst_copolymer_binary(f1plus, *r))/sF1 + rx = (f1 - f1plus)/sf1 + return dot(ry, ry) + dot(rx, rx) - return (r1, r2) + return (r_opt, cov, sse_ODR) diff --git a/src/polykin/math/jcr.py b/src/polykin/math/jcr.py index 963965b..7ae5da6 100644 --- a/src/polykin/math/jcr.py +++ b/src/polykin/math/jcr.py @@ -273,7 +273,7 @@ def f(s: float, q: float) -> float: def dydt(t: float, y: np.ndarray) -> np.ndarray: s = y[0] q = y[1] - h0 = 1e-5 + h0 = 1e-4 # higher values are unsuitable hs = h0*(1. + abs(s)) hq = h0*(1. + abs(q)) f_s = (f(s + hs, q) - f(s - hs, q))/(2*hs)