From d380ff3439a7063893ba98705796e4d933ee481d Mon Sep 17 00:00:00 2001 From: alexjli Date: Mon, 14 Jun 2021 11:52:51 -0400 Subject: [PATCH] initial commit of simple rewriting of certain components of AssayTools in NumPyro. targetting replicating functionality displaced in direct-fluorescence-assay --- AssayTools/numpyrobindingmodels.py | 122 +++++ AssayTools/numpyromodels.py | 144 ++++++ ... Fit for Two Component Binding model.ipynb | 473 ++++++++++++++++++ 3 files changed, 739 insertions(+) create mode 100644 AssayTools/numpyrobindingmodels.py create mode 100644 AssayTools/numpyromodels.py create mode 100644 examples/direct-fluorescence-assay/4a Numpyro Bayesian Fit for Two Component Binding model.ipynb diff --git a/AssayTools/numpyrobindingmodels.py b/AssayTools/numpyrobindingmodels.py new file mode 100644 index 0000000..bff0ece --- /dev/null +++ b/AssayTools/numpyrobindingmodels.py @@ -0,0 +1,122 @@ +#!/usr/bin/env python + +""" +Various ligand binding models for use in assays. + +""" + +# ============================================================================================= +# IMPORTS +# ============================================================================================= + +import numpy as np +import jax.numpy as jnp +import copy + +from math import sqrt, exp, log + +# ============================================================================================= +# Physical constants +# ============================================================================================= + +Na = 6.02214179e23 # Avogadro's number (number/mol) +kB = Na * 1.3806504e-23 / 4184.0 # Boltzmann constant (kcal/mol/K) +C0 = 1.0 # standard concentration (M) + +# ============================================================================================= +# Binding models +# ============================================================================================= + + +class BindingModel(object): + """ + Abstract base class for reaction models. + + """ + + def __init__(self): + pass + + +# ============================================================================================= +# Two-component binding model +# ============================================================================================= + + +class TwoComponentBindingModel(BindingModel): + """ + Simple two-component association. + + """ + + @classmethod + def equilibrium_concentrations(cls, DeltaG, Ptot, Ltot): + """ + Compute equilibrium concentrations for simple two-component association. + + Parameters + ---------- + DeltaG : float + Reduced free energy of binding (in units of kT) + Ptot : float or numpy array + Total protein concentration summed over bound and unbound species, molarity. + Ltot : float or numpy array + Total ligand concentration summed over bound and unbound speciesl, molarity. + + Returns + ------- + P : float or numpy array with same dimensions as Ptot + Free protein concentration, molarity. + L : float or numpy array with same dimensions as Ptot + Free ligand concentration, molarity. + PL : float or numpy array with same dimensions as Ptot + Bound complex concentration, molarity. + + """ + # Handle only strictly positive elements---all others are set to zero as constants + try: + nonzero_indices = jnp.where(Ltot > 0)[0] + zero_indices = jnp.where(Ltot <= 0)[0] + except: + nonzero_indices = jnp.array(range(Ltot.shape[0])) + zero_indices = jnp.array([]) + nnonzero = len(nonzero_indices) + nzeros = len(zero_indices) + + # Numerically stable variant + dtype = jnp.float32 + Ptot = Ptot.astype(dtype) # promote to dtype + Ltot = Ltot.astype(dtype) # promote to dtype + PL = jnp.zeros(Ptot.shape, dtype) + logP = jnp.log(jnp.take(Ptot, nonzero_indices)) + logL = jnp.log(jnp.take(Ltot, nonzero_indices)) + logPLK = jnp.logaddexp(jnp.logaddexp(logP, logL), DeltaG) + PLK = jnp.exp(logPLK) + sqrt_arg = 1.0 - jnp.exp(jnp.log(4.0) + logP + logL - 2.0 * logPLK) + sqrt_arg = jnp.where(sqrt_arg >= 0.0, sqrt_arg, 0) # ensure always positive + PL = PL.at[nonzero_indices].set( + 0.5 * PLK * (1.0 - jnp.sqrt(sqrt_arg)) + ) # complex concentration (M) + + # Compute remaining concentrations. + P = Ptot - PL + # free protein concentration in sample cell after n injections (M) + L = Ltot - PL + # free ligand concentration in sample cell after n injections (M) + + # Ensure all concentrations are within limits, correcting cases where numerical issues cause problems. + PL = jnp.where(PL >= 0.0, PL, 0.0) # complex cannot have negative concentration + P = jnp.where(P >= 0.0, P, 0.0) + L = jnp.where(L >= 0.0, L, 0.0) + + """ + # Check all concentrations are nonnegative + # this check doesn't work with jax as it requires concrete values (no tracer) + # but P, L, PL all have tracers + + assert jnp.all(P >= 0) + assert jnp.all(L >= 0) + assert jnp.all(PL >= 0) + """ + + return [P, L, PL] diff --git a/AssayTools/numpyromodels.py b/AssayTools/numpyromodels.py new file mode 100644 index 0000000..dcb22d7 --- /dev/null +++ b/AssayTools/numpyromodels.py @@ -0,0 +1,144 @@ +""" + +numpyro models for analysis of fluorescence assay data + +""" + +# ============================================================================================= +# IMPORTS +# ============================================================================================= + +import abc +import numpy as np +import numpyro +import numpyro.distributions as dist +import arviz as az +import jax +import jax.numpy as jnp +from jax import random +from numpyro.infer import MCMC, NUTS, Predictive +from .numpyrobindingmodels import TwoComponentBindingModel +import matplotlib.pyplot as plt + +# ============================================================================================= +# Physical constants +# ============================================================================================= + +Na = 6.02214179e23 # Avogadro's number (number/mol) +kB = Na * 1.3806504e-23 / 4184.0 # Boltzmann constant (kcal/mol/K) +C0 = 1.0 # standard concentration (M) + +# ============================================================================================= +# Parameters for MCMC sampling +# ============================================================================================= + +DG_min = np.log( + 1e-15 +) # kT, most favorable (negative) binding free energy possible; 1 fM +DG_max = +0 # kT, least favorable binding free energy possible +niter = 500000 # number of iterations +nburn = 50000 # number of burn-in iterations to discard +nthin = 500 # thinning interval + +# ============================================================================================= +# numpyro submodels +# i'm assuming that we have LogNormal priors for now +# ============================================================================================= + +# construct a lognorm dist with proper loc and scale +def construct_lognorm(loc, scale): + u = jnp.log(loc ** 2 / jnp.sqrt(loc ** 2 + scale ** 2)) + sig = jnp.log(1 + scale ** 2 / loc ** 2) + return dist.LogNormal(loc=u, scale=sig) + + +# dispense an amount of liquid with expected concentration mu and variance var +def dispense(mu, var, name=""): + return numpyro.sample(f"dispense_{name}", construct_lognorm(loc=mu, scale=var)) + + +# sample a unknown value e.g. extinction coefficient or quantum yield +def hidden(min=0, max=10e6, name=""): + return numpyro.sample(name, dist.Uniform(low=min, high=max)) + + +# ============================================================================================= +# numpyro base modules +# ============================================================================================= + + +class MCMCModel: + def __init__( + self, + model, + mcmc_args={"num_warmup": nburn, "num_samples": niter, "thinning": nthin}, + ): + self.model = model + self.mcmc = None + self.mcmc_args = mcmc_args + self.params = None + rng_key = random.PRNGKey(0) # TODO: make option to choose random seed + self.rng_key_infer, self.rng_key_predict = random.split(rng_key) + + def run_mcmc(self, *args, **kwargs): + nuts_kernel = NUTS(self.model) + self.mcmc = MCMC(nuts_kernel, **self.mcmc_args) + self.mcmc.run(self.rng_key_infer, *args, **kwargs) + self.sample_params() + + def sample_params(self): + self.params = self.mcmc.get_samples() + + def predict(self, *args, **kwargs): + predictor = Predictive(self.model, self.params) + return predictor(self.rng_key_predict, *args, **kwargs) + + def plot_results(self): + self.mcmc.print_summary() + data = az.from_numpyro(self.mcmc) + az.plot_trace(data, compact=True) + + +# ============================================================================================= +# numpyro models +# ============================================================================================= + +# toy model for fluorescence curve +# assume we have precise solutions of each concentration of protein/ligand available +# and only the complex fluoresces +def toy_model(Pstated, dPstated, Lstated, dLstated, fluorescence=None): + # binding free energy (kT), using a Uniform prior + dG = numpyro.sample("dG", dist.Uniform(DG_min, DG_max)) + + # we use our stated concentrations as priors + # we use plate as each dispense should be conditionally independent + with numpyro.plate("dispense_plate", len(Pstated)): + Ptrue = dispense(Pstated, dPstated, name="Ptrue") + Ltrue = dispense(Lstated, dLstated, name="Ltrue") + + # compute equilibrium concentrations using model + [P_i, L_i, PL_i] = TwoComponentBindingModel.equilibrium_concentrations( + dG, Ptrue, Ltrue + ) + + # scale/noise factors + # all the bounds are sorta arbitrary + f_var = hidden( + max=100, name="f_measure_var" + ) # variance for fluorescence measurement + f_gain = hidden(max=1e13, name="f_gain") # gain / quantum yield + f_background = hidden(max=100, name="f_background") # baseline signal + + # assume that only the complex fluoresces + # e.g. FRET experiment at a particular wavelength + F_PL_i = f_background + f_gain * PL_i + + # assume each measurement also has conditionally independent error + with numpyro.plate("measure_plate", len(F_PL_i)): + measurement = numpyro.sample( + "measure_fluorescence", + dist.Normal(loc=F_PL_i, scale=f_var), + obs=fluorescence, + ) + + return measurement diff --git a/examples/direct-fluorescence-assay/4a Numpyro Bayesian Fit for Two Component Binding model.ipynb b/examples/direct-fluorescence-assay/4a Numpyro Bayesian Fit for Two Component Binding model.ipynb new file mode 100644 index 0000000..c0ce363 --- /dev/null +++ b/examples/direct-fluorescence-assay/4a Numpyro Bayesian Fit for Two Component Binding model.ipynb @@ -0,0 +1,473 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "94ab7db0-8535-4f2a-bd1e-abe55cb029e8", + "metadata": {}, + "source": [ + "## 4a Numpyro Bayesian Fit for two component binding model\n", + "on simple simulated data" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "eb22a68a-3237-45f5-9cd9-3649fff62269", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import jax\n", + "import jax.numpy as jnp\n", + "import numpyro\n", + "import numpyro.distributions as dist" + ] + }, + { + "cell_type": "markdown", + "id": "5d2906b7-ba4c-42e9-ae5e-13796ddfbda8", + "metadata": {}, + "source": [ + "Generate an ideal binding curve, with a little extra noise" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "51c3379a-a57a-4d25-927a-caab7fa04cc6", + "metadata": {}, + "outputs": [], + "source": [ + "# We define a Kd,\n", + "Kd = 2e-9 # M\n", + "\n", + "# a protein concentration,\n", + "Ptot = 1e-9 * np.ones([12],np.float64) # M\n", + "\n", + "# and a gradient of ligand concentrations for our experiment.\n", + "Ltot = 20.0e-6 / np.array([10**(float(i)/2.0) for i in range(12)]) # M\n", + "\n", + "def two_component_binding(Kd, Ptot, Ltot):\n", + " \"\"\"\n", + " Parameters\n", + " ----------\n", + " Kd : float\n", + " Dissociation constant\n", + " Ptot : float\n", + " Total protein concentration\n", + " Ltot : float\n", + " Total ligand concentration\n", + " \n", + " Returns\n", + " -------\n", + " P : float\n", + " Free protein concentration\n", + " L : float\n", + " Free ligand concentration\n", + " PL : float\n", + " Complex concentration\n", + " \"\"\"\n", + " \n", + " PL = 0.5 * ((Ptot + Ltot + Kd) - np.sqrt((Ptot + Ltot + Kd)**2 - 4*Ptot*Ltot)) # complex concentration (uM)\n", + " P = Ptot - PL; # free protein concentration in sample cell after n injections (uM) \n", + " L = Ltot - PL; # free ligand concentration in sample cell after n injections (uM) \n", + " \n", + " return [P, L, PL]\n", + "\n", + "[L, P, PL] = two_component_binding(Kd, Ptot, Ltot)\n", + "\n", + "# Making max 1400 relative fluorescence units, and scaling all of PL (complex concentration) \n", + "# to that, adding some random noise\n", + "npoints = len(Ltot)\n", + "sigma = 10.0 # size of noise\n", + "F_PL_i = 40 + (1400/1e-9)*PL + sigma * np.random.randn(npoints)\n", + "\n", + "# make some simplifying assumptions without fluoresence of the ligand\n", + "\"\"\"\n", + "#Let's add an F_background just so we don't ever go below zero\n", + "F_background = 40\n", + "#We also need to model fluorescence for our ligand\n", + "F_L_i = F_background + (.4/1e-8)*Ltot + sigma * np.random.randn(npoints)\n", + "\n", + "#Let's also add these to our complex fluorescence readout\n", + "F_PL_i = F_background + ((1400/1e-9)*PL + sigma * np.random.randn(npoints)) + ((.4/1e-8)*L + sigma * np.random.randn(npoints))\n", + "\"\"\"\n", + "\n", + "# We know errors from our pipetting instruments.\n", + "P_error = 0.35\n", + "L_error = 0.08\n", + "\n", + "assay_volume = 100e-6 # assay volume, L\n", + "\n", + "dPstated = P_error * Ptot\n", + "dLstated = L_error * Ltot" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "87a852e3-afc9-48a0-84f6-e089d1f5907c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# [L]_tot vs [PL]\n", + "\n", + "# y will be complex concentration\n", + "# x will be total ligand concentration\n", + "plt.semilogx(Ltot,PL, 'o')\n", + "plt.xlabel('$[L]_{tot}$ / M')\n", + "plt.ylabel('$[PL]$ / M')\n", + "plt.ylim(0,1.3e-9)\n", + "plt.axhline(Ptot[0],color='0.75',linestyle='--',label='$[P]_{tot}$')\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "5e2b5e74-3e7a-4763-b580-3c39c55f5c29", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "No handles with labels found to put in legend.\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# [L]_tot vs fluoresence\n", + "\n", + "# y will be complex concentration\n", + "# x will be total ligand concentration\n", + "plt.semilogx(Ltot,F_PL_i, 'ro')\n", + "plt.xlabel('$[L]_{tot}$ / M')\n", + "plt.ylabel('$Fluorescence$')\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "id": "4f16e4d5-c9f3-4f2c-96bb-cd2cd5750f80", + "metadata": {}, + "source": [ + "Run MCMC on the simulated data" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "df1f1dfa-af6b-41e4-b6fe-29483c4c1191", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "sample: 100%|██████████| 30000/30000 [00:44<00:00, 676.21it/s, 127 steps of size 2.15e-02. acc. prob=0.88]\n" + ] + } + ], + "source": [ + "from assaytools import numpyromodels\n", + "\n", + "# num_warmup=10000, num_samples=20000, thinning=1\n", + "twocompbind = numpyromodels.MCMCModel(numpyromodels.toy_model)\n", + "twocompbind.run_mcmc(Ptot, dPstated, Ltot, dLstated, fluorescence=F_PL_i)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "a536528a-48b1-459d-a8a0-924ad92573a4", + "metadata": {}, + "outputs": [], + "source": [ + "import arviz as az\n", + "data = az.from_numpyro(twocompbind.mcmc)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "9f8ffcad-f804-4466-bc79-0b7a57cb53ab", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ ]\n", + " [\n", + " ]\n", + " [\n", + " ]\n", + " [\n", + " ]\n", + " [\n", + " ]\n", + " [\n", + " ]]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = az.plot_trace(data)\n", + "print(ax)\n", + "ax[1][0].set_xscale('log')\n", + "ax[1][1].set_yscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "8b425952-caab-4cdf-b5de-0cfa2c9d7903", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " mean std median 5.0% 95.0% n_eff r_hat\n", + " dG -19.95 0.18 -19.95 -20.24 -19.67 6694.24 1.00\n", + " dispense_Ltrue[0] 0.00 0.00 0.00 0.00 0.00 1635.36 1.00\n", + " dispense_Ltrue[1] 0.00 0.00 0.00 0.00 0.00 7827.24 1.00\n", + " dispense_Ltrue[2] 0.00 0.00 0.00 0.00 0.00 7618.37 1.00\n", + " dispense_Ltrue[3] 0.00 0.00 0.00 0.00 0.00 16909.19 1.00\n", + " dispense_Ltrue[4] 0.00 0.00 0.00 0.00 0.00 3899.22 1.00\n", + " dispense_Ltrue[5] 0.00 0.00 0.00 0.00 0.00 2839.73 1.00\n", + " dispense_Ltrue[6] 0.00 0.00 0.00 0.00 0.00 8998.27 1.00\n", + " dispense_Ltrue[7] 0.00 0.00 0.00 0.00 0.00 4013.99 1.00\n", + " dispense_Ltrue[8] 0.00 0.00 0.00 0.00 0.00 5809.93 1.00\n", + " dispense_Ltrue[9] 0.00 0.00 0.00 0.00 0.00 4401.85 1.00\n", + "dispense_Ltrue[10] 0.00 0.00 0.00 0.00 0.00 4751.81 1.00\n", + "dispense_Ltrue[11] 0.00 0.00 0.00 0.00 0.00 11318.07 1.00\n", + " dispense_Ptrue[0] 0.00 0.00 0.00 0.00 0.00 4019.85 1.00\n", + " dispense_Ptrue[1] 0.00 0.00 0.00 0.00 0.00 4087.97 1.00\n", + " dispense_Ptrue[2] 0.00 0.00 0.00 0.00 0.00 4050.32 1.00\n", + " dispense_Ptrue[3] 0.00 0.00 0.00 0.00 0.00 3991.07 1.00\n", + " dispense_Ptrue[4] 0.00 0.00 0.00 0.00 0.00 4047.51 1.00\n", + " dispense_Ptrue[5] 0.00 0.00 0.00 0.00 0.00 4177.48 1.00\n", + " dispense_Ptrue[6] 0.00 0.00 0.00 0.00 0.00 4529.70 1.00\n", + " dispense_Ptrue[7] 0.00 0.00 0.00 0.00 0.00 6920.85 1.00\n", + " dispense_Ptrue[8] 0.00 0.00 0.00 0.00 0.00 9081.98 1.00\n", + " dispense_Ptrue[9] 0.00 0.00 0.00 0.00 0.00 8446.11 1.00\n", + "dispense_Ptrue[10] 0.00 0.00 0.00 0.00 0.00 12027.84 1.00\n", + "dispense_Ptrue[11] 0.00 0.00 0.00 0.00 0.00 8474.34 1.00\n", + " f_background 46.04 15.11 45.52 19.22 71.77 12804.07 1.00\n", + " f_gain 1485083901952.00 66253180928.00 1483248238592.00 1376987119616.00 1593993723904.00 3870.42 1.00\n", + " f_measure_var 16.85 15.60 11.81 1.40 37.26 737.48 1.00\n", + "\n", + "Number of divergences: 999\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "twocompbind.plot_results()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "3e56833d-3ddf-4fdb-83b7-24eaee8b20aa", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'dG': DeviceArray(-19.984436, dtype=float32), 'dispense_Ltrue': DeviceArray([2.0138528e-05, 6.2547333e-06, 2.0006014e-06, 6.2747210e-07,\n", + " 2.0059976e-07, 6.3457890e-08, 1.9843000e-08, 6.3069434e-09,\n", + " 1.9970223e-09, 6.3348016e-10, 1.9915819e-10, 6.2910899e-11], dtype=float32), 'dispense_Ptrue': DeviceArray([9.867667e-10, 9.783222e-10, 9.862210e-10, 9.937910e-10,\n", + " 9.918558e-10, 9.930408e-10, 9.863752e-10, 9.795247e-10,\n", + " 9.953542e-10, 9.546792e-10, 9.517576e-10, 8.908048e-10], dtype=float32), 'f_background': DeviceArray(46.70745, dtype=float32), 'f_gain': DeviceArray(1.4143568e+12, dtype=float32), 'f_measure_var': DeviceArray(2.3207748, dtype=float32)}\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# plot results using a set of params sampled from the model\n", + "\n", + "sample = {key: value[0] for key, value in twocompbind.mcmc.get_samples().items()}\n", + "print(sample)\n", + "Lsample = sample['dispense_Ltrue']\n", + "Psample = sample['dispense_Ptrue']\n", + "dGsample = sample['dG']\n", + "[L_s, P_s, PL_s] = two_component_binding(jnp.exp(dGsample), Psample, Lsample)\n", + "\n", + "# y will be complex concentration\n", + "# x will be total ligand concentration\n", + "plt.semilogx(Lsample,PL_s, 'ro', label=\"Model Sample\")\n", + "plt.semilogx(Ltot,PL, 'bo', label=\"Model Input\")\n", + "plt.xlabel('$[L]_{tot}$ / M')\n", + "plt.ylabel('$[PL]$ / M')\n", + "plt.ylim(0,1.3e-9)\n", + "plt.axhline(Psample[0],color='0.75',linestyle='--',label='$[P]_{tot}$ Sampled')\n", + "plt.axhline(Ptot[0],color='0.75',linestyle='--',label='$[P]_{tot}$ Measured')\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "e3843d64-1a0f-4361-8250-0484df127438", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# plot the model's predictions on the original data to see how closely it matches\n", + "\n", + "predictions = twocompbind.predict(Ptot, dPstated, Ltot, dLstated)\n", + "plt.semilogx(Ltot, predictions['measure_fluorescence'][0], 'ro', label=\"Model Predictions\")\n", + "plt.semilogx(Ltot,F_PL_i, 'bo', label=\"Model Inputs\")\n", + "plt.xlabel('$[L]_{tot}$ / M')\n", + "plt.ylabel('$Fluorescendce$')\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e3911ed4-73a2-4de2-a911-645e275b6a5d", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}