{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Tutorial: Single chromosome optimization using OpenMiChroM\n",
"\n",
"\n",
"## This tutorial performs optimization in the MiChroM Parameters (Second-order optimization -> Hessian inversion)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"*The first step is to import the OpenMiChroM modules.*\n",
"\n",
"To install OpenMM and OpenMiChroM, follow the [instalation guide](https://open-michrom.readthedocs.io/en/latest/#).\n",
"\n",
"The inputs and apps used in this tutorial can be downloaded [here](https://github.com/junioreif/OpenMiChroM/tree/main/Tutorials/MiChroM_Optimization).\n",
"\n",
"Types optimization is available starting in the OpenMichroM version 1.0.7. "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# OpenMiChroM simulation module\n",
"from OpenMiChroM.ChromDynamics import MiChroM\n",
"# Optimization of MiChroM parameters module\n",
"from OpenMiChroM.Optimization import CustomMiChroMTraining\n",
"# Analysis tools module\n",
"from OpenMiChroM.CndbTools import cndbTools\n",
"\n",
"# Extra modules to load and plot .dense file \n",
"import matplotlib.pyplot as plt\n",
"import matplotlib as mpl\n",
"from sklearn.preprocessing import normalize\n",
"import numpy as np\n",
"import pandas as pd\n",
"import h5py\n",
"from scipy.optimize import curve_fit"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"*The second step is to have a look on the experimental Hi-C*\n",
"\n",
"A Hi-C file is required for the analysis and training of the MiChroM Potentials (Types and Ideal Chromosome). The file format chosen here is a matrix .txt file (we call it the dense file).\n",
"\n",
"For this tutorial, we will use chromosome 10 from GM12878 in 100 kb resolution. To extract it from the .hic file, we can use juicer_tools with the folowing command. Please note that the juicer_tools java file is located at the `apps` folder located at the `$HOME` directory."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING: sun.reflect.Reflection.getCallerClass is not supported. This will impact performance.\n",
"WARN [2023-04-13T15:13:03,709] [Globals.java:138] [main] Development mode is enabled\n",
"INFO [2023-04-13T15:13:04,138] [DirectoryManager.java:179] [main] IGV Directory: /Users/ro21/igv\n",
"INFO [2023-04-13T15:13:04,317] [HttpUtils.java:937] [main] Range-byte request succeeded\n"
]
}
],
"source": [
"%%bash\n",
"java -jar ~/apps/juicer_tools_1.22.01.jar dump observed Balanced -d https://hicfiles.s3.amazonaws.com/hiseq/gm12878/in-situ/combined.hic 10 10 BP 100000 input/chr10_100k.dense"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"This command downloads the .hic from the web and extracts the chromosome 10 in .dense format to the folder \"input\".\n",
"\n",
"You can get more information about it at the [JuicerTools](https://github.com/aidenlab/juicer) documentation."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Visualize the .dense file."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"number of beads: 1356\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"filename = 'input/chr10_100k.dense'\n",
"hic_file = np.loadtxt(filename)\n",
"\n",
"r=np.triu(hic_file, k=1) \n",
"r[np.isnan(r)]= 0.0\n",
"r = normalize(r, axis=1, norm='max') \n",
"rd = np.transpose(r) \n",
"r=r+rd + np.diag(np.ones(len(r)))\n",
"print(\"number of beads: \", len(r))\n",
"plt.matshow(r,norm=mpl.colors.LogNorm(vmin=0.0001, vmax=r.max()),cmap=\"Reds\") \n",
"plt.colorbar()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"This Hi-C map has a resolution of 100 kb per bead, so the chromosome 10 model has a polymer chain with a total of 1356 beads."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"The next step is to extract the sequence file containing the A/B compartments along the sequence by using the eigenvector decomposition. \n",
"\n",
"Using the juicertools, you can extract the eigenvector file. The eigenvector has values both negatives and positives and here we will arbitrary set positives as B and negatives as A. \n",
"\n",
"For more details about how it works, please take a look on this paper: https://pubs.acs.org/doi/full/10.1021/acs.jpcb.1c04174"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING: sun.reflect.Reflection.getCallerClass is not supported. This will impact performance.\n",
"WARN [2023-04-13T15:13:12,055] [Globals.java:138] [main] Development mode is enabled\n",
"INFO [2023-04-13T15:13:12,506] [DirectoryManager.java:179] [main] IGV Directory: /Users/ro21/igv\n",
"INFO [2023-04-13T15:13:12,700] [HttpUtils.java:937] [main] Range-byte request succeeded\n"
]
}
],
"source": [
"%%bash\n",
"java -jar ~/apps/juicer_tools_1.22.01.jar eigenvector -p Balanced https://hicfiles.s3.amazonaws.com/hiseq/gm12878/in-situ/combined.hic 10 BP 100000 input/chr10_100k.eigen"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"And visualize the .eigen file."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of beads: A1 = 618 , B1 = 707\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"eigen = np.loadtxt(\"input/chr10_100k.eigen\")\n",
"\n",
"index = np.arange(eigen.size)\n",
"df = pd.Series(eigen, index=index)\n",
"\n",
"A1_df = pd.Series(np.zeros(eigen.size), index=index) \n",
"A1_df[df < 0] = df[df < 0]\n",
"B1_df = pd.Series(np.zeros(eigen.size), index=index) \n",
"B1_df[df > 0] = df[df > 0]\n",
"\n",
"NA_df = df.isna()\n",
"# y = sc.signal.savgol_filter(A1,20, 2)\n",
"\n",
"fig, axes = plt.subplots(ncols=1, nrows=2,\n",
" figsize=(6.4*3/2, 4.8*2/3),\n",
" gridspec_kw={'height_ratios': [1, 10]})\n",
"fig.tight_layout()\n",
"\n",
"fig.subplots_adjust(hspace=0.05) # top=0.92, bottom=0.01, wspace=0.)\n",
"\n",
"# sequence\n",
"A11_df = A1_df.copy()\n",
"A11_df[A1_df<0] = 1\n",
"B11_df = B1_df.copy()\n",
"B11_df[B1_df>0] = 1\n",
"\n",
"axes[0].axis('off')\n",
"width=1\n",
"axes[0].bar(A11_df.index, A11_df,\n",
" width,\n",
" color=\"tab:red\")\n",
"axes[0].bar(B11_df.index, B11_df,\n",
" width,\n",
" color=\"tab:blue\")\n",
"\n",
"axes[0].set_xlim([-50,eigen.size + 50])\n",
"\n",
"# Eigen PC1\n",
"step=1\n",
"axes[1].fill_between(A1_df.index[::step], A1_df[::step], 0,\n",
" facecolor=\"tab:red\",\n",
" alpha=0.8,\n",
" label=\"A\")\n",
"axes[1].fill_between(B1_df.index[::step], B1_df[::step], 0,\n",
" facecolor=\"tab:blue\",\n",
" alpha=0.8,\n",
" label=\"B\")\n",
"\n",
"axes[1].set_ylim([-0.05,0.05])\n",
"axes[1].set_xlim([-50,eigen.size + 50])\n",
"\n",
"axes[1].set_ylabel('Eigen values, PC1')\n",
"axes[1].set_xlabel('Genomic distance (50 kb)')\n",
"\n",
"axes[1].legend(title='compartments', bbox_to_anchor=(1.,1.45), \n",
" frameon=False)\n",
"\n",
"print(\"Number of beads: A1 = \", A1_df[A1_df<0].shape[0], \n",
" \", B1 = \", B1_df[B1_df>0].shape[0])"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"From the .eigen, file we can create the A/B sequence file."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of beads: \n",
" 618 A1\n",
" 738 B1\n"
]
}
],
"source": [
"%%bash\n",
"awk '{if ($1 < 0) print \"A1\"; else print \"B1\"}' input/chr10_100k.eigen | cat -n > input/seq_chr10_100k.txt\n",
"echo \"Number of beads: \"\n",
"awk '{print $2}' input/seq_chr10_100k.txt | sort | uniq -c"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1\\# Types Interaction Opmization"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"In addition to the homopolimer term, MiChroM energy function has two main terms: the type-to-type and Ideal Chromosome interactions. \n",
"\n",
"\n",
"\n",
"${ U }_{\\text{MiChroM} }(\\vec { r } )={ U }_{ HP }\\left( \\vec { r } \\right) +\\sum _{\\tiny{ \\begin{matrix} k\\ge l \\\\ k,l \\in \\text{Types} \\end{matrix} } }{ { \\alpha }_{ kl } } \\sum _{\\tiny{ \\begin{matrix} i \\in \\{ \\text{Loci of Type k}\\} \\\\ j \\in \\{ \\text{Loci of Type l} \\} \\end{matrix} }} f({ r }_{ ij }) + \\sum _{ d=3 }^{ { d }_{ cutoff } }{ \\gamma (d)\\sum _{ i }{ f({ r }_{ i,i+d }) } }$\n",
"\n",
"In this section, the types interaction terms will be minimized."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"The pipeline to perform the Types Potential Optimization is the following:\n",
"\n",
"1. Run a long simulation using the homopolymer + customTypes potential of the `OpenMiChroM` module. \n",
" The first iteration can start with all parameters equal to zero or set to an initial guess.\n",
"\n",
"2. Get the frames from this simualtion to perform the inversion for Types.\n",
"\n",
"3. In the end of the inversion, new values to types interactions will be produced.\n",
"\n",
"4. Calcule the error/tolerance between the simulated and experimental parameters. If it is above the treshold, re-do steps 1-3 until reaching the treshold (usually 10% or 15% is enougth)."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"The Types file is a `.txt` with a matrix labeled with the values for each interaction. In this tutorial, we are training A and B types. \n",
"\n",
"Lets create the initial file with this format:\n",
"
\n",
"A,B\n",
"0,0\n",
"0,0\n",
"
\n",
"For this matrix, we have AA AB BA BB interactions.\n",
"\n",
"Save it as `lambda_0`"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"A1,B1\n",
"0,0\n",
"0,0\n"
]
}
],
"source": [
"%%bash\n",
"echo \"A1,B1\n",
"0,0\n",
"0,0\" > input/lambda_0\n",
"\n",
"cat input/lambda_0"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"With all the required inputs, lets perform a simulation for iteration 0."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In MiChroM initiation there are some variables to setup:\n",
"\n",
"**time_step=0.01** (the time step using for integration, default is 0.01) \n",
"**temperature=1** (Set the temperature of your simulation) \n",
"**name='opt_chr10_100K'** (the simulation name) "
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" *************************************************************************************** \n",
" **** **** *** *** *** *** *** *** OpenMiChroM-1.0.6 *** *** *** *** *** *** **** **** \n",
"\n",
" OpenMiChroM is a Python library for performing chromatin dynamics simulations. \n",
" OpenMiChroM uses the OpenMM Python API, \n",
" employing the MiChroM (Minimal Chromatin Model) energy function. \n",
" The chromatin dynamics simulations generate an ensemble of 3D chromosomal structures \n",
" that are consistent with experimental Hi-C maps, also allows simulations of a single \n",
" or multiple chromosome chain using High-Performance Computing \n",
" in different platforms (GPUs and CPUs). \n",
" OpenMiChroM documentation is available at https://open-michrom.readthedocs.io \n",
"\n",
" OpenMiChroM is described in: Oliveira Junior, A. B & Contessoto, V, G et. al. \n",
" A Scalable Computational Approach for Simulating Complexes of Multiple Chromosomes. \n",
" Journal of Molecular Biology. doi:10.1016/j.jmb.2020.10.034. \n",
" and \n",
" Oliveira Junior, A. B. et al. \n",
" Chromosome Modeling on Downsampled Hi-C Maps Enhances the Compartmentalization Signal. \n",
" J. Phys. Chem. B, doi:10.1021/acs.jpcb.1c04174. \n",
"\n",
" Copyright (c) 2022, The OpenMiChroM development team at \n",
" Rice University \n",
" *************************************************************************************** \n"
]
}
],
"source": [
"simulation = MiChroM(name='opt_chr10_100K', temperature=1.0, time_step=0.01)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Now you need to setup the platform that you will use, the options are:\n",
"\n",
"**platform=\"OpenCL\"** (it can also be CUDA or CPU depending of your system) \n",
"**GPU=\"0\" (optional)** (if you have more than one GPU device, you can set the GPUs that you want [\"0\", \"1\",...,\"n\"]) "
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"simulation.setup(platform=\"OpenCL\")"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Set the folder name where the output will be saved."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"simulation.saveFolder('iteration_0')"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"The next step is to setup your chromosome sequence and initial configuration."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"mychro = simulation.createSpringSpiral(ChromSeq=\"input/seq_chr10_100k.txt\")"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Load the initial structure in the `simulation` object."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"simulation.loadStructure(mychro, center=True)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Now it is time to include the force field in the `simulation` object\n",
"\n",
"Lets separate forces in two sets:\n",
"\n",
"**Homopolymer Potentials** "
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"simulation.addFENEBonds(kfb=30.0)\n",
"simulation.addAngles(ka=2.0)\n",
"simulation.addRepulsiveSoftCore(Ecut=4.0)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"**Chromosome Potentials**\n",
"\n",
"In this tutorial, it is used the CustomTypes potential. \n",
"Here we need to pass a file that contains a matrix of interactions for each other different type of chromosome.\n",
"To check that, you can look on the [OpenMiChroM](https://open-michrom.readthedocs.io/en/latest/OpenMiChroM.html#OpenMiChroM.ChromDynamics.MiChroM.addCustomTypes) documentation. "
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"simulation.addCustomTypes(mu=3.22, rc = 1.78, TypesTable='input/lambda_0')"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Note: these valeus for $\\mu$ and $r_c$ were calculated for human GM12878 cells and can be changed for other species."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"The last potential to be added is the spherical restraint in order to collapse the initial structure."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"simulation.addFlatBottomHarmonic(kr=5*10**-3, n_rad=8.0)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we will run a short simulation in order to get a collapsed structure.\n",
"\n",
"There are two variables that control the chromosomes simulation steps:\n",
"\n",
"**block:** The number of steps performed in each cycle. \n",
"**n_blocks:** The number of blocks that will be perfomed. \n",
"\n",
"In this example, to perfom the collapsing we will run $1\\times10^3 \\times 10^2 = 1\\times10^5$ steps"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"block = 1000\n",
"n_blocks = 100"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"We can save the radius of gyration of each block to observe the convergence into the collapsed state (the time required here depends on the size of your chromosome)."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"rg = []"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"for _ in range(n_blocks):\n",
" simulation.runSimBlock(block, increment=False)\n",
" rg.append(simulation.chromRG())\n",
"\n",
"#save a collapsed structure in pdb format for inspection\n",
"simulation.saveStructure(mode = 'pdb')"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Some details about the output for each block performed:\n",
"\n",
"**bl=0** is the number of each block, in this case we set increment=False, so the number of steps is not accounted. \n",
"**pos\\[1\\]=\\[X,Y,Z\\]** the spatial position for the first bead. \n",
"**dr=1.85** show the average positions displacement in each block (in units os sigma). \n",
"**t=1000.0 ps** the time step. in this case we set increment=False, so the number of steps is not accounted. \n",
"**kin=1.48** is the kinect energy of the system. \n",
"**pot=21.60** is the potential energy of the system. \n",
"**RG=11.809** is the radius of gyration in the end of each block. \n",
"**SPS=1538** is the steps per second of each block. A way to look how fast the computations are being performed. In this case, it was executed in a MB Pro 2021 with a Apple M1 Max."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Check the convergence of the radius of gyration:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(rg)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"The next step is to remove the restraint force in order to run the sampling simulation. It also adds a confinement potential with density = 0.1 (volume fraction)."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"14.793027236438204"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Remove Flat initialized in Collapse\n",
"simulation.removeFlatBottomHarmonic()\n",
"\n",
"# Add a confinement potential with density=0.1 (volume fraction)\n",
"simulation.addSphericalConfinementLJ()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Initiate the `optimization` object for this tutorial section."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"optimization = CustomMiChroMTraining(ChromSeq=\"input/seq_chr10_100k.txt\", \n",
" TypesTable='input/lambda_0',\n",
" mu=3.22, rc = 1.78)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"The next step is to perform a long simulation to feed the optimization parameters. \n",
"\n",
"In order to get a good inversion calcultation, it is important to have around $1\\times10^5$ frames from a certain amount of different replicas. For example, $20$ replicas with $5.000$ saved frames from each. \n",
"\n",
"This can take some time, so in this tutorial we will use just 1 replica of $5.000$ frames saved every $1.000$ steps. \n",
"\n",
" block = 1000\n",
" n_blocks = 5000"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"block = 1000\n",
"n_blocks = 5000\n",
"\n",
"for _ in range(n_blocks):\n",
" # perform 1 block of simulation\n",
" simulation.runSimBlock(block, increment=True) \n",
" \n",
" # feed the optimization with the last chromosome configuration\n",
" optimization.prob_calculation_types(simulation.getPositions())"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"In the end of each replica simulation, we need to save some important values required to calculate the inversion. \n",
"\n",
"We are saving these files using the H5 compression because it is faster to write/read. \n",
"\n",
"**Note**: attention to this step. We have these 4 files for each replica for each iteration step. Be organized!"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"replica=\"1\"\n",
"\n",
"with h5py.File(simulation.folder + \"/Nframes_\" + replica + \".h5\", 'w') as hf:\n",
" hf.create_dataset(\"Nframes\", data=optimization.Nframes)\n",
"\n",
"with h5py.File(simulation.folder + \"/Pold_\" + replica + \".h5\", 'w') as hf:\n",
" hf.create_dataset(\"Pold\", data=optimization.Pold)\n",
"\n",
"# Specific for Types minimization\n",
"with h5py.File(simulation.folder + \"/Pold_type_\" + replica + \".h5\", 'w') as hf:\n",
" hf.create_dataset(\"Pold_type\", data=optimization.Pold_type)\n",
"\n",
"with h5py.File(simulation.folder + \"/PiPj_type_\" + replica + \".h5\", 'w') as hf:\n",
" hf.create_dataset(\"PiPj_type\", data=optimization.PiPj_type)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"The first part of the optimization is finished. Look inside the output folder to see these 4 files that will be used in next step."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration_0/Nframes_1.h5\n",
"iteration_0/PiPj_type_1.h5\n",
"iteration_0/Pold_1.h5\n",
"iteration_0/Pold_type_1.h5\n"
]
}
],
"source": [
"%%bash\n",
"ls iteration_0/*.h5"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"The next part is the inversion. It is quite simple, just feed the optmization object with all replicas and make the inversion to get the new lambda file."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"inversion = CustomMiChroMTraining(ChromSeq=\"input/seq_chr10_100k.txt\", \n",
" TypesTable='input/lambda_0',\n",
" mu=3.22, rc = 1.78)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"iterations = \"iteration_0\"\n",
"replica = \"1\"\n",
"\n",
"with h5py.File(iterations + \"/Nframes_\" + replica + \".h5\", 'r') as hf:\n",
" inversion.Nframes += hf['Nframes'][()]\n",
"\n",
"with h5py.File(iterations + \"/Pold_\" + replica + \".h5\", 'r') as hf:\n",
" inversion.Pold += hf['Pold'][:]\n",
"\n",
"# For Types\n",
"with h5py.File(iterations + \"/Pold_type_\" + replica + \".h5\", 'r') as hf:\n",
" inversion.Pold_type += hf['Pold_type'][:]\n",
"\n",
"with h5py.File(iterations + \"/PiPj_type_\" + replica + \".h5\", 'r') as hf:\n",
" inversion.PiPj_type += hf['PiPj_type'][:]"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"With the parameters of all replicas, we calculate the inversion and get the new lambdas. It is calculated by using the Newton Method: \n",
"\n",
"$\\lambda_1 = \\lambda_0 - \\delta\\times\\lambda_{actual}$\n",
"\n",
"$\\delta$ is the learning rate or damp, it can be adjusted in order to get values between [-1:0]. The average value of MiChroM's parameters for Human GM12878 is -0.3 when generating $1\\times10^5$ configurations among different replicas."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" A1 B1\n",
"0 -0.129980 -0.339399\n",
"1 -0.339399 -0.282689\n"
]
}
],
"source": [
"lambdas = inversion.get_lambdas_types(exp_map=\"input/chr10_100k.dense\", \n",
" damp=3e-7)\n",
"\n",
"print(lambdas) "
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Save the new lambda (`lambda_1`) and other files to analyze the inversion."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"iteration = \"0\"\n",
"\n",
"# Probabilities of As/Bs in the simulation and experiment\n",
"phi_sim = inversion.calc_phi_sim_types().ravel()\n",
"phi_exp = inversion.calc_phi_exp_types().ravel()\n",
"\n",
"np.savetxt('iteration_0/phi_sim_' + iteration, phi_sim)\n",
"np.savetxt('iteration_0/phi_exp', phi_exp)\n",
"\n",
"plt.plot(phi_sim[phi_sim>0], 'o', label=\"simulation\")\n",
"plt.plot(phi_exp[phi_exp>0], 'o', label=\"experiment\")\n",
"plt.ylabel(r'Contact probability, $\\phi$')\n",
"labels_exp = [\"AA\", \"AB\", \"BB\"]\n",
"plt.xticks(np.arange(len(labels_exp)), labels_exp)\n",
"plt.legend()\n",
"\n",
"# Save and plot the simulated Hi-C\n",
"dense_sim = inversion.get_HiC_sim()\n",
"np.savetxt('iteration_0/hic_sim_' + iteration + '.dense', dense_sim)\n",
"\n",
"dense_exp = np.loadtxt(filename)\n",
"dense_exp[np.isnan(dense_exp)] = 0.0\n",
"dense_exp = normalize(dense_exp, axis=1, norm='max')\n",
"r = np.zeros(dense_sim.size).reshape(dense_sim.shape)\n",
"r = np.triu(dense_exp, k=1) + np.tril(dense_sim, k=-1) + np.diag(np.ones(len(r)))\n",
"\n",
"plt.matshow(r, \n",
" norm=mpl.colors.LogNorm(vmin=0.0001, \n",
" vmax=dense_sim.max()), \n",
" cmap=\"Reds\")\n",
"\n",
"# Save the new lambda file\n",
"lambdas.to_csv(\"iteration_0/lambda_1\", index=False)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Redo these steps using the new lambda file (`lambda_1`) as input for Types potential in the next iteration. \n",
"\n",
"The tolerance can be calculate using `phi_sim_1` and `phi_exp` by the equation: \n",
"\n",
"$tolerance = \\frac{|\\phi_{sim}-\\phi_{exp}|}{\\phi_{exp}}$\n",
"\n",
"This is appended in to file `tolerance_and_pearson_types`."
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Tolerance: 0.621787 Pearson's Correlation: 0.854001\n"
]
}
],
"source": [
"%%bash\n",
"cat tolerance_and_pearson_types"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"We included a folder named `scripts` that has some `.py` and `.slurm` files that can be used to run this optimization in parallel using slurm clusters. It is located in our github repository https://github.com/junioreif/OpenMiChroM."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2\\# Ideal Chromosome Interaction Opmization"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Following the previous section protocoal, now it is time to learn how to minimize the Ideal Chromosome (IC) interaction, the last term of our hamiltonian\n",
"\n",
"\n",
"\n",
"${ U }_{\\text{MiChroM} }(\\vec { r } )={ U }_{ HP }\\left( \\vec { r } \\right) +\\sum _{\\tiny{ \\begin{matrix} k\\ge l \\\\ k,l \\in \\text{Types} \\end{matrix} } }{ { \\alpha }_{ kl } } \\sum _{\\tiny{ \\begin{matrix} i \\in \\{ \\text{Loci of Type k}\\} \\\\ j \\in \\{ \\text{Loci of Type l} \\} \\end{matrix} }} f({ r }_{ ij }) + \\sum _{ d=3 }^{ { d }_{ cutoff } }{ \\gamma (d)\\sum _{ i }{ f({ r }_{ i,i+d }) } }$"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"The pipeline to perform the IC minimization is similar to the previous one:\n",
"\n",
"1. Run a long simulation using the homopolymer + types potential + addCustomIC of the `OpenMiChroM` module. \n",
" The first iteration can start with all parameters equal to zero or set to an initial guess.\n",
"\n",
"2. Get the frames from this simualtion to perform the inversion.\n",
"\n",
"3. In the end of the inversion, new values to the interactions will be produced.\n",
"\n",
"4. Calcule the tolerance between the simulated and experimental parameters. If it is above the treshold, re-do steps 1-3 until reaching the treshold (usually 10% or 15% is enougth)."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"The IC file is a single column `.txt` with the values for each interaction. The file lenght should the genome distance (`d`) that you want to train. In the above equation, it goes from `d = 3` to a certain cutoff that normaly would be 200 for the human chromosome. \n",
"\n",
"Lets create the initial file with this format:\n",
"
\n",
"0\n",
"0\n",
".\n",
".\n",
".\n",
"0\n",
"
\n",
"\n",
"Save it as `lambda_0`."
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 2708 input/lambda_IC_0\n"
]
}
],
"source": [
"%%bash\n",
"rm input/lambda_0_IC &> /dev/null\n",
"for (( i=3; i<=1356; i++ )); do echo 0 >> input/lambda_IC_0; done\n",
"wc -l input/lambda_IC_0"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Again, create the simulation that will colapse the initial structure."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" *************************************************************************************** \n",
" **** **** *** *** *** *** *** *** OpenMiChroM-1.0.6 *** *** *** *** *** *** **** **** \n",
"\n",
" OpenMiChroM is a Python library for performing chromatin dynamics simulations. \n",
" OpenMiChroM uses the OpenMM Python API, \n",
" employing the MiChroM (Minimal Chromatin Model) energy function. \n",
" The chromatin dynamics simulations generate an ensemble of 3D chromosomal structures \n",
" that are consistent with experimental Hi-C maps, also allows simulations of a single \n",
" or multiple chromosome chain using High-Performance Computing \n",
" in different platforms (GPUs and CPUs). \n",
" OpenMiChroM documentation is available at https://open-michrom.readthedocs.io \n",
"\n",
" OpenMiChroM is described in: Oliveira Junior, A. B & Contessoto, V, G et. al. \n",
" A Scalable Computational Approach for Simulating Complexes of Multiple Chromosomes. \n",
" Journal of Molecular Biology. doi:10.1016/j.jmb.2020.10.034. \n",
" and \n",
" Oliveira Junior, A. B. et al. \n",
" Chromosome Modeling on Downsampled Hi-C Maps Enhances the Compartmentalization Signal. \n",
" J. Phys. Chem. B, doi:10.1021/acs.jpcb.1c04174. \n",
"\n",
" Copyright (c) 2022, The OpenMiChroM development team at \n",
" Rice University \n",
" *************************************************************************************** \n"
]
}
],
"source": [
"simulation_ic = MiChroM(name='opt_ic_chr10_100K', temperature=1.0, time_step=0.01)\n",
"\n",
"simulation_ic.setup(platform=\"OpenCL\")\n",
"simulation_ic.saveFolder('iteration_ic_0')\n",
"mychro_ic = simulation_ic.createSpringSpiral(ChromSeq=\"input/seq_chr10_100k.txt\")\n",
"simulation_ic.loadStructure(mychro_ic, center=True)\n",
"\n",
"# Adding Potentials section\n",
"\n",
"# **Homopolymer Potentials** \n",
"simulation_ic.addFENEBonds(kfb=30.0)\n",
"simulation_ic.addAngles(ka=2.0)\n",
"simulation_ic.addRepulsiveSoftCore(Ecut=4.0)\n",
"\n",
"# **Chromosome Potentials**\n",
"simulation_ic.addTypetoType()\n",
"simulation_ic.addCustomIC(IClist=\"input/lambda_IC_0\",\n",
" dinit=3, dend=200) \n",
"\n",
"# The restriction term for colapsing the beads\n",
"simulation_ic.addFlatBottomHarmonic(kr=5*10**-3, n_rad=8.0)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Execute the simulation to colapse the initial structure"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"block = 1000\n",
"n_blocks = 200\n",
"\n",
"rg_ic = []\n",
"\n",
"for _ in range(n_blocks):\n",
" simulation_ic.runSimBlock(block, increment=False)\n",
" rg_ic.append(simulation_ic.chromRG())\n",
"\n",
"#save a collapsed structure in pdb format for inspection\n",
"simulation_ic.saveStructure(mode = 'pdb')\n",
"\n",
"plt.plot(rg_ic)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"It is time to remove the flat bottom constraint and include the spherical confinement mimicking the nuclear density. "
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"14.793027236438204"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Remove Flat initialized in Collapse\n",
"simulation_ic.removeFlatBottomHarmonic()\n",
"\n",
"# Add a confinement potential with density=0.1 (volume fraction)\n",
"simulation_ic.addSphericalConfinementLJ()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"And create the IC optimization object."
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"optimization_ic = CustomMiChroMTraining(ChromSeq=\"input/seq_chr10_100k.txt\", \n",
" TypesTable='input/lambda_0',\n",
" IClist=\"input/lambda_IC_0\",\n",
" dinit=3, dend=200)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"The next step is to perform a long simulation to feed the optimization parameters. \n",
"\n",
"In order to get a good inversion calcultation, it is important to have around $1\\times10^5$ frames from a certain amount of different replicas. For example, $20$ replicas with $5.000$ saved frames from each. \n",
"\n",
"This can take some time, so in this tutorial we will use just 1 replica. "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"block = 1000\n",
"n_blocks = 5000\n",
"\n",
"for _ in range(n_blocks):\n",
" # perform 1 block of simulation\n",
" simulation_ic.runSimBlock(block, increment=True)\n",
" \n",
" # feed the optimization with the last chromosome configuration\n",
" optimization_ic.prob_calculation_IC(simulation_ic.getPositions())\n"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"It is time to save the important files required for the inversion. \n",
"\n",
"These files are prefered to be saved using the H5 compression. \n",
"\n",
"**Note**: attention to this step. We have these 4 files for each replica for each iteration step. Be organized!"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"replica=\"1\"\n",
"\n",
"with h5py.File(simulation_ic.folder + \"/Nframes_\" + replica + \".h5\", 'w') as hf:\n",
" hf.create_dataset(\"Nframes\", data=optimization_ic.Nframes)\n",
"\n",
"with h5py.File(simulation_ic.folder + \"/Pold_\" + replica + \".h5\", 'w') as hf:\n",
" hf.create_dataset(\"Pold\", data=optimization_ic.Pold)\n",
"\n",
"# Specific for IC minimization\n",
"with h5py.File(simulation_ic.folder + \"/PiPj_IC_\" + replica + \".h5\", 'w') as hf:\n",
" hf.create_dataset(\"PiPj_IC\", data=optimization_ic.PiPj_IC)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration_ic_0/Nframes_1.h5\n",
"iteration_ic_0/PiPj_IC_1.h5\n",
"iteration_ic_0/Pold_1.h5\n"
]
}
],
"source": [
"%%bash\n",
"ls iteration_ic_0/*.h5"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"The next part is the inversion. We need to feed the optmization object with all replicas and make the inversion to get the new lambda file."
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"inversion_ic = CustomMiChroMTraining(ChromSeq=\"input/seq_chr10_100k.txt\",\n",
" TypesTable='input/lambda_0',\n",
" IClist=\"input/lambda_IC_0\", \n",
" dinit=3, dend=200)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"iterations = \"iteration_ic_0\"\n",
"replica = \"1\"\n",
"\n",
"with h5py.File(iterations + \"/Nframes_\" + replica + \".h5\", 'r') as hf:\n",
" inversion_ic.Nframes += hf['Nframes'][()]\n",
"\n",
"with h5py.File(iterations + \"/Pold_\" + replica + \".h5\", 'r') as hf:\n",
" inversion_ic.Pold += hf['Pold'][:]\n",
"\n",
"# For IC\n",
"with h5py.File(iterations + \"/PiPj_IC_\" + replica + \".h5\", 'r') as hf:\n",
" inversion_ic.PiPj_IC += hf['PiPj_IC'][:]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With the parameters of all replicas, we calculate the inversion and get the new lambdas. It is calculated by using the Newton Method: \n",
"\n",
"$\\lambda_1 = \\lambda_0 - \\delta\\times\\lambda_{actual}$\n",
"\n",
"$\\delta$ is the learning rate or damp, it can be adjusted in order to get values between [-1:0]. The average value of MiChroM's parameters for Human GM12878 is -0.3 when generating $1\\times10^5$ configurations among different replicas."
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(197, array([-0.06625294, -1.63630439, 0.2064909 , 0.12058404, -0.03533482]))"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lambdas_ic = inversion_ic.get_lambdas_IC(exp_map=\"input/chr10_100k.dense\",\n",
" damp=5e-4)\n",
"\n",
"lambdas_ic.size, lambdas_ic[:5]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Save the new lambda (`lambda_1_ic`) and other files to analyze the inversion."
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
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zPh5Q7p/pACq3LRCHnUVEriU5OZlDhw5RqVKlzKusioKlS5fSvn17zp8/T7FixcyOY7rr/XeQk7/fOmJUmLm6Q8XW9lunN+D8Efvptn2L4NAyiDsGm2bYb66e9ueFd4JqnaB45RvvX0REpJBRMSpKgir8Mx1A2iU4vDLjaNICuBANBxbbb/Ofg+Cq9sHb1TpB+Vs0HYCIiBQJKkZFlbt3xmm0jmC8a7/0P2qB/YhS9BqI3W+/rY0ADz+o3M4+LqlqRwgobXZ6EREB2rVrh0bE5C0VI7EPwC5Z3X5rNQKSL8KBv/+ZhTsxBvb8br8BlKpnL0nhneyDvjUdgIiIFBIqRnI1r0Co3dN+s9ng5JaMkrQAjm+GU9vst+Xvgndx+3QA1TpDlQ7gU9zk8CIiIrmnYiT/zcXFPklk2UbQ7jlIOGOfDmDfAti/BC6dg+3f228WFyjXzD4uKbwzhNbWdAAikq90Wqloy4vfv4qR5IxfSWjQ136zptunA9iXMR1AzC44utZ+W/w6BJT9ZzqASm3B08/s9CJSSF1eTiIpKQlvb2+T04hZkpKSAK5apiQnNI9RDhS4eYzy24Xof8YlHVwG6Zf+eczV45/pAMI7QXAV83KKSKF08uRJLly4QEhICD4+PpnrbUnhZxgGSUlJxMTEUKxYscxFaC/Lyd9vFaMcUDHKgbRLcHhVxsK3C+DCkayPl6gOTQdDgwfA09+cjCJSqBiGwalTp7hw4YLZUcQkxYoVo1SpUleVYhUjB1ExyiXDgLP7Mk65LYQjq8GWbn/MMwAaDYBm/7PPsyQicpOsVitpaWlmx5B85u7ujqvrta+SVjFyEBWjPJJ8EbZ9D+s+sc+VBPaB2zXuhBaPQfkWGrQtIiJ5RsXIQVSM8pjNZr/Cbe0UOPj3P9tLN7AXpNq9NOO2iIjcNBWjPBYREUFERARWq5WoqCgVI0c4vct+BGnbbEhPtm/zC4WmQ6DJQ+Bbwtx8IiJSYKkYOYiOGOWDxFj7orbrP4OEU/Ztbl5Qrzc0HwahtczNJyIiBY6KkYOoGOWj9FTY9bP9NNuJyH+2V25nP81WtaN98kkREZEbUDFyEBUjExiGfRLJtVNg929g2Ozbi1eBFsOgfl9NHCkiIv9JxchBVIxMdiEa1k+FTbMg5aJ9m2cgNB4AzR6FYmHm5hMREaekYuQgKkZOIiUBtn4Laz+Gcwfs2yyuULO7/TRbWDNd7i8iIplUjBxExcjJ2GywfxGsiYBDy/7ZXqaRvSDVukuX+4uIiIqRo6gYObHTO+1HkLZ9D9YU+zb/0tD0EWj8EPgGm5tPRERMo2LkICpGBUDiWdg4AzZ8Bgmn7dvcvKBeH/tRpJAa5uYTEZF8p2LkICpGBUh6KuycC2sj4OTWf7ZX6WAvSFVu0+X+IiJFhIqRg6gYFUCGAdFr7Zf77/n9n8v9g8OhxVD75f4evuZmFBERh1IxchAVowLu/BH75f6bZ0FKnH2bV6D9Uv9WI8DT39x8IiLiECpGDqJiVEikxMOWb+yDtc8fsm/zLQntnodGg8DVzdR4IiKSt3Ly91uDLKTo8fSH5o/C8E3QexYEV4XEM/DH0/BxS9j7p/0UnIiIFDkqRlJ0ubja5zp6bC10ew98guFsFHx7P3zRPesabSIiUiSoGIm4ukOzITAiElo/Zb+8//AKmNoOfhpiX4pERESKBBUjkcu8AuH2V+2n2Or3tW/b/j1MagKLXoFLF0yNJyIijqdiJPJvgeWg1yfwv2VQ6Vb7TNqrJsJHDWHtJ/Y5kkREpFBSMRK5njINYMCv8MAPULIGXDoH85+DKc1h1y8aoC0iUgipGIn8F4sFqnWCoavgzg/BNwTOHYTvB8D0znB0g9kJRUQkD6kYiWSHqxs0eQhGbIa2z4G7DxxdB5/fDt8PtJclEREp8FSMRHLC0x/avwjDN0PD/oAFdv0Mk5vB/Bcg6ZzZCUVE5CaoGInkRkBpuGsyDFsFVW8HW5p9PbaPGsDqSZCeYnZCERHJBRUjkZsRWhv6/QT95kBoHUi+CAtfgslNYPuPGqAtIlLAqBiJ5IWqt8Gjy+GuKeBf2j4p5E+D4bMOcHiV2elERCSbVIxE8oqLKzR80D7+qP1L4OEHJzbDzG4w538afyQiUgCoGInkNQ8faPuMfYmRJg+DxQW2zYbJTWHHHJ1eExFxYipGIo7iFwJ3fgCDF0HJmpB0Fn58CGb3g7iTZqcTEZFrUDEScbRyTezjj9o+Dy7usOd3iGgOm2fp6JGIiJNRMRLJD24e0P4FeHQZlGkEKRfh1+Ew6y44d8jsdCIikkHFSCQ/hdaGR/6CTm+CmzccWgYf3wJrpoDNanY6EZEiT8VIJL+5uMItw+2TQ1ZsA2lJsOAF+LwTxOw2O52ISJGmYiRiluAqMOBX++K0ngFwfCN80gaWjYf0VLPTiYgUSSpGImZycbEvTvvYWqjWxb60yN//B1PbwfFNZqcTESlyVIxEnEFgWej7HdzzOfgEQ8xOmHY7LHwZUpPMTiciUmSoGIk4C4sF6t4Lj6+HuveBYYPVH8EnreDwSrPTiYgUCSpGIs7GtwTcM81+BMm/DJw7CDPvgN+fhOQ4s9OJiBRqKkYizqp6V3h8LTR+yH5/43SY0gL2LzY3l4hIIaZiJOLMvAKh+4cw8DcIqgRxx+Gru+HP5yDtktnpREQKHRUjkYKg0q0wbDU0+5/9/rpP7FeundxmaiwRkcJGxUikoPDwgW7vwoM/gm8InNkDn3WAVRPBZjM7nYhIoaBiJFLQhHeEx9ZA9Tvs8x4tegVm9YCLx8xOJiJS4KkYiRREviXg/q+h+0fg7gOHV9jXXNv+o9nJREQKNBUjkYLKYoHGA2HoSijbGJIvwk+D4achcOmC2elERAokFSORgi64Cjy8ANo+DxYX2P49fNJak0KKiOSCipFIYeDqDu1fsBekoIpw8SjMvBP+GqsFaUVEckDFSKQwCWtmP7XWsD9gwMoPYNptcGav2clERAoEFSORwsbTH+6aDL2/BO8gOLUNPr0V1n8GhmF2OhERp1Yki1GvXr0ICgri3nvvNTuKiOPU6gHD1kCVDpCeDPNGwze94dJ5s5OJiDitIlmMRowYwaxZs8yOIeJ4AaXhwZ+g63hw9YR9C2Ha7XB2v9nJREScUpEsRu3bt8ff39/sGCL5w8UFmj8Kj/wFAeUgdj9M6wAHlpidTETE6ThdMVq+fDndu3enTJkyWCwWfv7556ueM2XKFCpVqoSXlxeNGzdmxYoV+R9UpKApXQ/+9zeENbfPefTVvbDuU407EhG5gtMVo8TEROrXr8/kyZOv+fjs2bMZNWoUY8aMITIykjZt2tC1a1eio6Mzn9O4cWPq1Klz1e3EiRP59TZEnJNfCAz8DRo8CIYV/nwWfh+lS/pFRDK4mR3g37p27UrXrl2v+/j777/P4MGDeeSRRwD48MMPWbBgAR9//DHjxo0DYNOmTXmSJSUlhZSUlMz7cXFxebJfEVO5ecJdERBSExa+DJtm2scc9Z4FvsFmpxMRMdVNHTHavHkzEydO5OOPP2bbtm15lem6UlNT2bRpE506dcqyvVOnTqxevTrPX2/cuHEEBgZm3sLCwvL8NURMYbHALcPhge/Bwx+OrITP2sPpXWYnExExVa6L0YcffkiTJk147bXXePXVV2nQoAF169bNs6M113L27FmsViuhoaFZtoeGhnLq1Kls76dz587cd999zJs3j3LlyrFhw4ZrPu+FF17g4sWLmbejR4/eVH4Rp1Otk31QdlBFuHAEPu8Ie+ebnUpExDQ5KkbTp09n8+bNpKSk8NZbb/H2228TGxtLTEwMR44c4a677qJdu3asXOnYNZosFkuW+4ZhXLXtvyxYsIAzZ86QlJTEsWPHaNq06TWf5+npSUBAQJabSKETUgOG/A0V20BqAnx7P6yaqEHZIlIk5agYvfvuuzRv3hw/Pz9iY2PZsGEDH3zwAUuXLsXf358333yT8ePHM3r0aIeELVGiBK6urlcdHYqJibnqKJKI5IBPceg/Fxo/BBiw6BX4eRikJZudTEQkX+WoGO3evZv4+HhWr16Nu7s7Li4ufP/999xxxx0EBwdToUIFfvjhByIjI/ntt984dOhQnob18PCgcePGLFq0KMv2RYsWccstt+Tpa4kUOa7ucOcH0O09sLjC1m/hi+4Qf9rsZCIi+SbHV6V5eXnRtGlTWrVqRf369Zk9ezY2m43du3ezdetWli9fztKlSxk0aBDnz5/Hz88vR1dzJSQksH//P7PyHjp0iC1btlC8eHHKly/PU089Rf/+/WnSpAktW7Zk6tSpREdHM3To0Jy+FRH5N4sFmg2B4Krww0A4th4+6wAP/gChtcxOJyLicLm+XH/ChAm0a9eOgwcPMnToUOrXr0/58uXZvHkzZcqU4dixYxw7dowdO3bkaL8bN26kffv2mfefeuopAAYOHMjMmTPp06cPsbGxvP7665w8eZI6deowb948KlSokNu3IiL/VqU9PLLEPt4odh9M7wJ9v4GKrc1OJiLiUBbDyP0IywMHDjB06FD+/vtvLu/Gzc2N6dOn8+CDD+ZZSGcRFxdHYGAgo2atwtPHL1vfk4Mx4ZQJ9KZLnVKEh2q5EnESSefguwcgeg24esDdn0HtnmanEhHJkct/vy9evHjDC6luqhhddvr0adauXUtqaiotWrQodPP9REREEBERgdVqJSoqirBR3+Pi6eOw16sW6ke3uqW5o25plSQxX9ol+OkR2PM7YIGu79jXXhMRKSDyvRgVFZd/sON/3Yy3b/aOGGWXzYAtRy+wYt8Z0qz//EpUksQp2DKWD9kwzX6/1Si4fWzODomKiJhExchBcvKDza2Ll9JYtOs087afVEkS52IYsOI9WPKm/X69++Guyfar2UREnJiKkYPkRzG6kkqSOKXIr+HX4fZFaKt0sK+x5qn/BkXEeakYOUh+F6MrqSSJU9m3CL4fAGlJULo+PPgj+IWYnUpE5JpUjBzEzGJ0JZUkcQrHN8HXvSHprH2ttX5zILiK2alERK6iYuQgzlKMrqSSJKaKPQBf3Q3nD4NPMDzwA5RrbHYqEZEsTC9GLi4utGvXjnfffZfGjQvP/0k6YzG6kkqSmCIhBr6+F05uBXcfuG8mVOtsdioRkUymF6OZM2dy5MgRFi5cyKpVq/J696Zx9mJ0JZUkyVcp8fD9QDiwGCwu0HW8fWkREREnYHoxKmz+PcFjQShGV1JJknxhTYPfRsGWr+z3Wz4BHV8HF1dTY4mI5EsxGjRoEA8//DC33nprrkIWRAXpiNH1qCSJQxkGrJgAS96w369xp30ZEQ/HzRQvInIj+VKM7rnnHv744w/CwsJ46KGHGDhwIGXLls1V4IKiMBSjK6kkicNs/xF+HgbWVCjTCPp+B/6hZqcSkSIq306lxcbG8tVXXzFz5kx27NjB7bffzuDBg7nrrrtwdy98s+EWtmJ0JZUkyXNH1tgXoL10DgLLw4PfQ0hNs1OJSBFkyhijyMhIpk+fzrRp0/Dz86Nfv3489thjhIeH58XunUJhLkZXUkmSPBN7AL6+D84dAM9A6DMLKrczO5WIFDH5XoxOnjzJrFmzmD59OsePH+eee+7h5MmT/P3334wfP54nn3zyZl/CKRSVYnQllSS5aUnn7EeOoteAixvc+SE06m92KhEpQvKlGKWlpfHrr78yY8YMFi5cSL169XjkkUd48MEH8fe3/5H87rvvGDZsGOfPn8/NSzidoliMrqSSJLmWlgy/PA47frTfb/M0tH8JXFzMzSUiRUK+FKMSJUpgs9no27cvQ4YMoUGDBlc95/z58zRq1IhDhw7l5iWcTlEvRldSSZIcMwz4+/9g+bv2+3XuhZ5TwM3T3FwiUujlSzF64403ePrpp/HxyXoZrmEYHD16lPLly+dmt05NxejaVJIkRyK/ht9GgC0dKt0Kfb4Cr0CzU4lIIZYvxcjV1ZWTJ08SEpJ1Re3Y2FhCQkKwWq252a1TUzG6MZUkyZb9i+H7AZCaAKF14MEfIaC02alEpJDKl2Lk4uLCqVOnripGR44coVatWiQmJuZmt06poM98bZb/KknhIX50rVOKznVKUat0ABaLxcSkYooTW+xXrCXG2C/n7/cTlKxmdioRKYQcWoyeeuopACZOnMiQIUOynEqzWq2sW7cOV1fXQrVG2mU6YpR7/1WSyhf3oUudUnSuXYqGYcVwcVFJKjLOHYKv7rFfzu8dBH1nQ/nmZqcSkULGocWoffv2ACxbtoyWLVvi4eGR+ZiHhwcVK1Zk9OjRhWr+ostUjPLGxUtpLNlzmj+3n2JZ1BlS0m2Zj4X4e9K5dim61ilFs0rFcXPVVUuFXmIsfNMbjm8ENy+453OoeafZqUSkEMmXU2kPPfQQEydOLFIFQcUo7yWlprNs7xnm7zzF4t0xJKSkZz5WzMedjjVD6VKnFK2qlsDLXYuRFlqpifDjwxA1Hywu0O09aDrY7FQiUkiYMvN1UaBi5Fgp6VZW749l/o5TLNp9mnOJqZmP+Xm60b5GCF1ql6Jd9ZL4erqZmFQcwpoOfzwJm2fZ79/6DLQfAxp/JiI3yWHF6KmnnuKNN97A19c3c6zR9bz//vvZ3W2BoWKUf9KtNjYcPs+CnaeYv+MUp+KSMx/zcHPh1vCSdKlTittrhlDMx+M/9iQFimHAsndg6Tj7/foPQPeJ4KbfsYjkXk7+fufon92RkZGkpaVlfn09usJIbpabqwstqwTTskowr9xZi63HLjA/oyQdiU3ir92n+Wv3adxcLLSsEkzn2qXoVDuUEH8vs6PLzbBYoN3z4F8Kfn8Stn4DF49Cny/tg7NFRBxMp9JyQEeMzGcYBntPxzN/h70k7TkVn/mYxQKNywdlXuEWVtznP/YkTm/fIvhhkH2uoxLV4MEfIKii2alEpADSGCMHUTFyPofOJmaebtty9EKWx+qUDaBL7VJ0qVOKqiGaULJAOrUdvu4N8SfApwT0/Q7CmpqdSkQKGIeOMcoujTGS/HbiwiUW7jzF/J2nWH/oHLYr/suuUtKXrnVK06VOKWqX0YSSBUrcCfimD5zaZr+cv9enULun2alEpABxWDG6PIfRjVgsFpYsWZLd3RYYKkYFR2xCCn/tPs38HadYuf9slgklyxbzpksd+5GkxuWDNKFkQZCSYL+cf98C+/2Or8MtI3TFmohki06lOYiKUcEUl5zG33timL/jFEv3nuFS2j/r+JX096RrnVL0bFiWhmHFdCTJmdmsMP95WD/Vfr/xIPt8R67upsYSEeenYpTHtFZa4XEp1cryfWdYkDFXUnzyPxNKVirhS88GZenVsCzlgzVw22mt/cRekDCgSge4byZ4BZqdSkScmOYxchAdMSpcUtNtrDpwll8ij7Ng5+ksR5KaVAiiV6Oy3Fm3DIE+OiLhdPbMg58GQ1oShNSCB76HYmFmpxIRJ+XQMUZz586lWLFi/zneSGOMpKBJTElnwc5TzI08zqr9ZzMHbnu4utChRgg9G5alfY2SeLppWRKncSLSPig74TT4hcIDs6FMQ7NTiYgT0qk0B1ExKhpOxyXzy5bjzNl8PMs8ScV83LmjbmnublSWRuWDNB7JGVw4ai9HMTvB3QfumQY17jA7lYg4mXwvRpd3Udj/UKgYFT27T8YxN/I4v2w5zum4lMztFYJ9MscjVSzha2JCITnOPhHkgcWABbqMg+ZDdcWaiGTKt2L0+eef88EHH7Bv3z4AwsPDGTVqFI888khud+nUVIyKLqvNYPWBs8zdfJz5O0+RlPrPeKRG5YvRq1E57qxbmiBfrellCmsazHsGNs2w32/2P+g8Dly12LCI5FMxevnll/nggw8YPnw4LVu2BGDNmjVMnjyZkSNH8uabb+Zmt05NxUgAklLTWbjzNHMij7Ny35nM8UjurhbaVw/h7kZlaV8jROOR8pthwOpJsOhl+/3wzvYr1jx0haFIUZcvxahEiRJMmjSJvn37Ztn+7bffMnz4cM6ePZub3To1FSP5t5i4ZH7deoI5m4+z62Rc5vYALzfuqFeGuxuVpUkFjUfKV7t+gTn/g/Rkezm6/2vNdSRSxOVLMQoKCmL9+vWEh4dn2R4VFUWzZs24cOFCbnbr1FSM5L/sPRXPnMhj/BJ5glNxyZnbw4p7079FBfo0LU+gt/5A54sja+DLnvZyVP8B6DlFY45EirB8KUbDhw/H3d39qvmKRo8ezaVLl4iIiMjNbp2aipFkh9VmsO5gLHMij/Pn9pMkZoxH8vFwpXeTMB5qVZEKwRqw7XB7/4TvHgTDCq1G2pcREZEiKV8WkU1PT2fmzJmUL1+eFi1aALB27VqOHj3KgAEDmDRpUi7jOy8VI8mpS6lWftt6gs9XHmLvaful/xYLdKwZyuDWlWhWqbhOszlS5Ffwy+P2rzv9H9zyhLl5RMQUWkTWQVSMJLcMw2Dl/rN8vvIQS/eeydxep2wAj7SuTLe6pfFwczExYSG24n1Y/Jr9615ToX4fc/OISL7TBI8OomIkeWF/TDyfrzzMnM3HSEm3ARAa4MmAlhV5sHl5ivnokv88ZRiw4EVYOwVc3KDvbAi/3exUIpKP8rUY7dq1i+joaFJTU//ZqcVC9+7db2a3TknFSPLSucRUvll3hC/WHOFMvH3ySG93V+5pXJaHW1Wickk/kxMWIjYbzP0fbP/BPkP2wN+gXBOzU4lIPsmXYnTw4EF69erF9u3bsVgsV81+bbVa/+vbC5SIiAgiIiKwWq1ERUWpGEmeSkm38vvWk3y+8lCWS/5vqxHC4NaVaFklWOOQ8kJ6KnzbBw4sAe/iMPBXKFXX7FQikg/ypRh1794dV1dXPvvsMypXrsz69euJjY3l6aef5r333qNNmza5Cu/MdMRIHMkwDNYePMfnKw+yeE8Mlz+ZNUsH8HCrivRoUEaTRt6slASY1QOObwKvYtB/LpRtZHYqEXGwfJvgccmSJdSrV4/AwEDWr19P9erVWbJkCU8//TSRkZG5Cu/MVIwkvxw8k8CMVYf5cdMxLqXZj76W8PNkQMsKDGxZkUAfzYeUa5cuwNf3wrEN4BkA/eZAWFOzU4mIA+Xk73euL4OxWq34+dnHQJQoUYITJ04AUKFCBfbu3Zvb3YoIULmkH2/0rMOaFzrwXJcalArw4mxCCu8viqL1+CVMWryPhJR0s2MWTN7F7EeKyt8CKXH2iSCPrDY7lYg4iVwXozp16rBt2zYAmjdvzvjx41m1ahWvv/46lStXzrOAIkVZMR8PhrWrworn2jPx/gbUKOVPfHI6ExZFcev4v5m24iDJaYVnPF++8fSHfj9CpVshNQG+ugcOLjM7lYg4gVyfSluwYAGJiYncfffdHDx4kDvvvJM9e/YQHBzM7Nmz6dChQ15nNZ1OpYnZbDaD37ad4MO/9nHobCJgv9R/eIdwejcJ01xIOZV2yT479oHF4OZlX1etqi7lFylsTJvH6Ny5cwQFFd4FM1WMxFmkW238tPkYHy3ez/ELlwD7mmyjbqtGz4ZlcXUpnJ9Bh0hLhh8GQtR8cPWA3l9C9S5mpxKRPJTvxejfl+oXVipG4mxS0q18t/4ok5bs52yCfS6kKiV9eapjdbrWKYWLClL2pKfCTw/D7t/AxR3unQ61epidSkTySL4Mvgb4/PPPqVOnDl5eXnh5eVGnTh2mTZt2M7sUkRzwdHNl4C0VWf5sO57rUoNAb3cOnEnk8W82033ySpbsOY0mt88GNw+4dwbUuQdsafDDINj+o9mpRMQEuT5i9PLLL/PBBx8wfPhwWrZsCcCaNWuYPHkyI0eO5M0338zToM5AR4zE2cUlpzFtxSE+X3GQxFT7oOzGFYIY3ak6LasEm5yuALBZ4efHYNt3YHGBu6ZAg75mpxKRm5Rv8xhNmjSJvn2z/p/Gt99+y/Dhwzl79mxuduvUVIykoDiXmMonyw7wxerDmeuxta5agqc7VaNh+SCT0zk5mxV+HwWbZwEW6PERNBpgdioRuQn5No9RkyZXrzXUuHFj0tM1v4qImYr7evBit5osf7Y9A1pWwN3Vwsr9Z+k1ZTXDv43k2PkksyM6LxdXuHMiNH0EMODX4bD+M7NTiUg+yXUx6tevHx9//PFV26dOncqDDz54U6FEJG+EBnjx+l11WPJ0O+5tXA6LBX7beoIOE5Yxfv4eTRJ5PS4u0O09aPG4/f680bDuU3MziUi+yNGptKeeeirz6/T0dGbOnEn58uVp0aIFAGvXruXo0aMMGDCASZMm5X1ak+lUmhR0O45f5M0/drH24DnAvszI6E7VuK9JmC7xvxbDgL/GwqoP7ffveB+aDjYzkYjkgsPGGLVv3z5bz7NYLCxZsiS7uy0wVIykMDAMg0W7TvPWvN0cjrWfUqtRyp+X7qhF6/ASJqdzQoYBi16G1Rn/2Ov+ETQeaG4mEckR0yZ4LOxUjKQwSU238eXaI0z8K4q4ZPsptdtqhPBCt5pUDfEzOZ2TMQxY8CKsnQJYoOcUaPCA2alEJJtUjBxExUgKo/OJqUxcvI+v1h4h3Wbg5mKhX4sKjLwtnCBfD7PjOQ/DgD+fhfVTAQvcPRXq9TY7lYhkQ74VowsXLvD555+ze/duLBYLNWvWZPDgwQQGBuZ2l05NxUgKswNnEhg3bzd/7Y4BIMDLjRG3hTOgZUWtwXaZYcDvT8KmGfZ5ju7+DOrea3YqEbmBfClGGzdupHPnznh7e9OsWTMMw2Djxo1cunSJhQsX0qhRo1yFd0YRERFERERgtVqJiopSMZJCbeW+s7z5xy72nIoHoFIJX16/qzZtwkuanMxJ2Gzw2wiI/NJ+v90LcOuz9ivZRMQp5UsxatOmDVWrVuWzzz7Dzc0NsF+p9sgjj3Dw4EGWL1+em906NR0xkqLCajP4YeNR3lsYlbkG210NyvDSHbUo6e9pcjonYLPZxxyty5iypMad0OsT8PQ3N5eIXFO+FCNvb28iIyOpUaNGlu27du2iSZMmJCUVvgnkVIykqIlPTmPCwii+WHMYw7CfXnuhW036NAnTArUAkV/ZT61ZU6FkTej7DRSvbHYqEfmXfJn5OiAggOjo6Ku2Hz16FH9//atJpDDw93JnbI/a/PxYK2qXCSAuOZ0X5myn96driDodb3Y88zXsB4PmgV8pOLMbpraHA3+bnUpEbkKui1GfPn0YPHgws2fP5ujRoxw7dozvvvuORx555Kr100SkYKsfVoxfHm/FS3fUxMfDlY1HztNt4greXbCH5DSr2fHMFdYU/rcUyjaB5Avw1d2wJsI+UFtECpxcn0pLTU3lmWee4ZNPPslcG83d3Z1hw4bx9ttv4+lZ+MYh6FSaCBy/cIlXf9nJX7tPA1C+uA9v9qzDrdWK+ODstGT44ynY8rX9fv2+cOeH4O5laiwRyYcxRmlpaXTq1IlPP/2UcuXKceDAAQzDoGrVqvj4+OQ6uLNTMRL5x4Kdp3j1l52ciksGNDgbsB8lWvepfWC2YYUyjeD+ryGgjNnJRIq0fBl8XbJkSVavXk14eHiuQhZEKkYiWSWkpDNh4V6+WH0YW8bg7DF31KR3kzAsliI8OPvgUvhhEFw6D74h0HsWVGhpdiqRIitfBl8PGDCAzz//PLffLiKFgJ+nG692r83Pj7eiTln74OznftrOgOnrOX7hktnxzFO5HQz5G0JqQ2IMzOgCcx6Fi8fNTiYiN5DrI0bDhw9n1qxZVK1alSZNmuDr65vl8ffffz9PAjoTHTESub50q43pqw4xYWEUKek2/DzdeLFbTfo2K8JHj1IS7MuIXB535OYNtzwBrUaBp9ajE8kv+XIqrX379tffqcXCkiVLcrNbp6ZiJHJjB84k8OyP29h05DwArauWYNzddQkrXnjHH97Q8U2w4CWIXm2/7xsCfb6E8i3MzSVSRGgRWQdRMRLJHqvNYObqwxmX89vw9XDl+W41ebBZ+aI7MaRhwO7fYNErcP4QlKgGj60FF1ezk4kUevkyxuhKhmGgfiUil7m6WBjcuhJ/jryVZhWLk5hq5eWfd/DAtLVExxa+WfGzxWKBWj3g0WXgHQRno2DbbLNTici/3FQx+vzzz6lTpw5eXl54eXlRp04dpk2bllfZRKSAq1TCl+/+14Kx3Wvh7e7K2oPn6PzhcvtVbLYi+o8pr0Bo/aT966XjID3V3DwikkWui9HLL7/MyJEj6d69Oz/88AM//PAD3bt358knn+Sll17Ky4wiUoC5uFgY1KoS80e1oXml4lxKs/Lqrzt5YNpajp0vokePmg4Bv1C4EA2bvzA7jYhcIddjjEqUKMGkSZOuWv7j22+/Zfjw4Zw9ezZPAjoTjTESuTk2m8HX644w7s89JKVa8fd04/WetenZoGzRu3Jt/Wcwb7S9II3YAh5FeHC6iIPlyxgjq9VKkyZNrtreuHHjzCVCRESu5OJioX/Liswb0YaG5YsRn5LOk7O38sQ3kZxPLGKnlBoNhGLlIeE0rJ9qdhoRyZDrYtSvXz8+/vjjq7ZPnTqVBx988KZCiUjhVrGELz882pLRnarh5mLhj+0n6fzhcpZFnTE7Wv5x84B2L9i/XvUhJF80NY6I2N30BI9hYWG0aGGfi2Pt2rUcPXqUAQMG4O7unvncwjLZo06lieS9bccuMGr2Fg6eSQRgYMsKPN+1Jt4eReAydpsVprSEs3uh7XPQ/kWzE4kUSqZP8JjlBQrRZI8qRiKOcSnVyjvz9zBz9WEAqpT05YM+DahXrpipufLFzp/hh4Hg4g69PoG695qdSKTQ0QSPDqJiJOJYy6LO8MwPW4mJT8HNxcKTHasxtG0VXAvzpJA2G/z0MOyca7/f8XW4ZYR93iMRyRP5PsGjiEheaFutJAtG3coddUuTbjN4d8Fe+n++jpi4ZLOjOY6LC9zzObR4zH5/0Ssw7xn7aTYRyXcqRtkQERFBrVq1aNq0qdlRRAq9IF8PJj/QkHfvrYe3uyurD8TSdeIK/t4bY3Y0x3FxhS7joPNbgAU2fAaz+0NynNnJRIocnUrLAZ1KE8lfB84k8MQ3kew+aS8I/7u1MqM7VcfDrRD/m27nXJjzKFhToHgV6P0FlKprdiqRAk2n0kSkUKhS0o+5j93CwJYVAJi6/CD3fbK6cK+3VrsXDPoDAsrBuQMw7XbYPMu+CK2IOFyui1F0dPQ1F441DIPo6OibCiUicpmXuyuv3VWHT/s3JtDbna3HLnLHRyv4besJs6M5TlhTGLoCqnaE9GT4dbj9ZrOZnUyk0Mt1MapUqRJnzlw9Gdu5c+eoVKnSTYUSEfm3zrVLMW9kG5pWDCI+JZ3h30by/E/bSE4rpIOUfYrDA9/Dba+AxQUiv4Tt35udSqTQy3UxMgzjmmsbJSQk4OXldVOhRESupWwxb74d0oLhHapiscB3G45yz8eF+NSaiwu0eRo6ZCzMvehVSEkwN5NIIeeW02946qmnAPvEjS+//DI+Pv8sfGi1Wlm3bh0NGjTIs4AiIldyc3Xh6U7VaV4pmBHfRbLzRBx3TlrBB30acFvNULPjOUaLx+3jjM4fhpUfwG0vm51IpNDK8RGjyMhIIiMjMQyD7du3Z96PjIxkz5491K9fn5kzZzogqojIP1qHl+D34a1pWL4YccnpDP5iI+8u2IPVVggHKbt7Qac37V+vnmQvSCLiELm+XP+hhx5i4sSJReqydV2uL+J8UtNtvDVvd+ZyIq2qBjPx/oaU8PM0N1heMwyY1QMOLYdad0HvWWYnEikwtCSIg6gYiTivX7ee4PmftpGUaqVUgBcRDzakcYXiZsfKW6d3wietwbDBwN+hUhuzE4kUCPkyj9G4ceOYPn36VdunT5/OO++8k9vdiojkSo/6Zfjl8VZUKenLqbhk+ny6lhmrDl1zWpECK7Q2NHnY/vXPj0H0OnPziBRCuS5Gn376KTVq1Lhqe+3atfnkk09uKpSISG6Eh/rzyxOtuaOefa21137bxRPfRpKQkm52tLzTfgwEloeL0TCji/1KtfQUs1OJFBq5LkanTp2idOnSV20vWbIkJ0+evKlQIiK55efpxuS+DXm1ey3cXCz8se0kd01eyb7T8WZHyxs+xe2TP9bvaz+ltupD+LQtxOwxO5lIoZDrYhQWFsaqVauu2r5q1SrKlClzU6FERG6GxWLhoVaVmP1oC0oFeHHgTCJ3Razi18IyW7Z3Mej1Cdz/DfiWhDO7YXpnOLre7GQiBV6ui9EjjzzCqFGjmDFjBkeOHOHIkSNMnz6dJ598kiFDhuRlRhGRXGlcoTi/j2jNLVWCSUq1MuLbSMb+upPU9EKytEaNO+CxtVCuGSRfgC96wL5FZqcSKdByfVWaYRg8//zzfPTRR6SmpmIYBt7e3jz33HO8/PLL15wVu6DTVWkiBZPVZvDBoigm/70fgIblizH5gUaULeZtcrI8kpoI3w+E/YvAxQ3umgL1+5idSsRp5Ovl+gkJCezevRtvb2/Cw8Px9Cxkc4dcQcVIpGBbvPs0T87eQlxyOoHe7rx3X3061ioks2Vb0+CXx2HbbPvaavd/A9W7mp1KxCnkazHatWsX0dHRpKamZtneo0ePm9mtU1IxEin4jp5L4olvNrP12EUAHmldiWe71MDDLdcjC5yHzQa/jbAvOOvuAw/9CWUamJ1KxHT5UowOHjxIr1692L59OxaLJXOukMun0KzWwrfitYqRSOGQmm7j7T/3MH3VIQDqhxVjct+GhBX3ucF3FgDWNPimNxxYAn6lYMhiCCxndioRU+XLBI8jR46kUqVKnD59Gh8fH3bs2MHy5ctp0qQJS5cuze1uRUQczsPNhVe612Jq/8YEeLmx9egF7vhoBQt2njI72s1zdYf7ZkJILUg4BV/3hksXzE4lUmDkuhitWbOG119/nZIlS+Li4oKrqyutW7dm3LhxjBgxIi8ziog4RKfapZg3sk3mQrSPfrmJsb/uJCW9gB/x9gqEB74Hv1CI2QkzusLFY2anEikQcl2MrFYrfn5+AJQoUYITJ+zzg1SoUIG9e/fmTToREQcrF+TD94+25H+3VgZg5urD3PvxGqJjk0xOdpOKhUG/OeBfGmJ2wbSOcGqH2alEnF6ui1GdOnXYtm0bAM2bN2f8+PGsWrWK119/ncqVK+dZQBERR3N3deHFbjX5fGATivm4s/34Re74aAXzthfwWfxL1YHBi6BkDYg/AdO7wMFlZqcScWq5LkYvvfQSNpt9krQ333yTI0eO0KZNG+bNm8dHH32UZwFFRPLLbTVDmTeiDY0rBBGfks5jX2/mlV92kJxWgE+tFQuDh+dDhdaQGg9f3wd75pmdSsRp3fTl+lc6d+4cQUFBhXJyR9BVaSJFRZrVxoSFUXyy7AAAtcsEEPFAIyqW8DU52U1IT4EfH4Y9v4PFFXp9CvXuMzuVSL7Il8v1o6OjCQsLu2YJio6Opnz58rnZrVNTMRIpWv7eG8PT32/lXGIqfp5ujLu7Lt3rF+C1IK3pGZNAfgdYoHI7+1prviWhYT8IrWV2QhGHyJdi5OrqysmTJwkJCcmyPTY2lpCQEM1jJCKFwqmLyYz4NpL1h88B8EDz8rxyZy283F1NTpZLNhv8+Sxs+Czr9uKV4bF14OZhTi4RB8qXeYwMw7jm0aKEhAS8vLxyu1sREadSKtCLb4Y054n2VbFY4Jt10fSMWMWBMwlmR8sdFxfo9i48vBB6fgyd3rQfMTp3EDZONzudiOlyfMToqaeeAmDixIkMGTIEH59/Zoq1Wq2sW7cOV1dXVq1albdJnYCOGIkUbcujzvDk7C3EJqbi4+HKW73q0rNhWbNj3byN0+H3J8G7OIyIBO9iZicSyVMOPWIUGRlJZGQkhmGwffv2zPuRkZHs2bOH+vXrM3PmzNxmFxFxWrdWK8m8kW1oUbk4SalWRs3ewvM/bSvYV60BNBwAJarDpXOw8n2z04iYKtdjjB566CE++ugj/P398zqT09IRIxEBsNoMJi7ex6Ql+zAMqB7qT8SDjaga4md2tNzbOx++7QOunjB8IxTLuIDGmmY/opQSD62fBJcCOrZKirR8GXwNsHjxYhYvXkxMTEzmnEaXTZ9eeM5VR0REEBERgdVqJSoqSsVIRABYtf8sI7/bwtmEFLzdXXmzZx3uaVxAF2w1DPiiOxxeAT7B9hJU/hb440k4udX+nHYvQLvn7V+nXYL4U1C8knmZRbIpX4rR66+/zmuvvUaTJk0oXbr0VQOx586dm5vdOjUdMRKRf4uJT+bJ2VtYtT8WgPsal+O1u2rj4+FmcrJcOLsPvukD5w5k3e7hB6kJgAX6/WRfg+27B+BCNNw7HercbUpckezKl2JUunRpxo8fT//+/XMVsiBSMRKRa7HaDCL+3s+Hf0VhMyA8xI+IBxtRLbQADjWwptvnOVr6DlyMhup3wJ3vw9JxsGkmeBUDayqkZawl5x0Ej60F/1Jmphb5T/lSjIKDg1m/fj1VqlTJVciCSMVIRP7LmgOxjPgukjPxKXi5u/D6XXW4r3G5grkaQHoqXDxqn9/IYoG0ZPi8I5yyr5FJlQ6QFGs/zRbeCR743v48ESeUL8Xoueeew8/Pj5dffjlXIQsiFSMRuZGzCSk8OXsLK/adBeDuhmV5o2cdfD0L4Km1fzt/GH4bBeVbwK3PwNko+LQtWFOgzr1QIhxKN4BqnVWSxKnkSzEaOXIks2bNol69etSrVw93d/csj7//fuG75FPFSESyw2Yz+HjZASYs3IvNgColfYl4sBE1ShXC/99Y9REs+tc/kNuPgbbPmpNH5BrypRi1b9/++ju1WFiyZEluduvUVIxEJCfWHbSfWjsdl4Knmwuv9ahNn6bXXmOywDIM2P0rnNxmP6K040f79i5vQ4thpkYTuSzfLtcvalSMRCSnYhNSeOr7rSyLOgPAXQ3K8H+96uJXGE6tXcvSd2DpW/av7/8WanQzN48I+bRWmoiI3FiwnyczBjXluS41cHWx8MuWE/SYtJJdJ+LMjuYYbZ+Fxg/Zv94wzdwsIrlwU0eMLly4wOeff87u3buxWCzUrFmTwYMHExgYmJcZnYaOGInIzdh4+BzDv43k5MVkPN1ceP2u2vRuUshOrQGciYKIpuDiDs8eAK/C+TdBCo58OWK0ceNGqlSpwgcffMC5c+c4e/YsH3zwAVWqVGHz5s253a2ISKHVpGJx5o1oQ/vqJUlJt/HcT9sZ/cM2LqUW8LXW/q1kNShRDWxpsG+R2WlEciTXxejJJ5+kR48eHD58mDlz5jB37lwOHTrEnXfeyahRo/IwoohI4RHk68HnA5vyTOfquFjgp83H6Bmxiv0xCWZHy1s17rT/7+7fzM0hkkO5PpXm7e1NZGQkNWrUyLJ9165dNGnShKSkpDwJ6Ex0Kk1E8tKVE0L6ebox+YGGtKseYnasvHFsE0zrYF9O5JkD4O5ldiIpwvLlVFpAQADR0dFXbT969Cj+/gVwGnwRkXzWskowf4xoTbNKxUlISefhmRuYseoQheJi4TINwb+MfY21Q8vMTiOSbbkuRn369GHw4MHMnj2bo0ePcuzYMb777jseeeQR+vbtm5cZRUQKrRB/L74a3JzeTcphM+C133bx0s87SLPazI52c1xcoMYd9q93/2puFpEcyPVEGu+99x4Wi4UBAwaQnp4OgLu7O8OGDePtt9/Os4AiIoWdh5sL79xTj6ohfoz7cw9fr4vmSGwSEQ80ItDH/cY7cFa1esCGz2DrbGj2KJSuZ3YikRu66Qkek5KSOHDgAIZhULVqVXx8fPIqm9PRGCMRcbRFu04z8rtIklKtVC7py/SBTalYwtfsWLljGDC7H+z5HUJqwf+Wgpun2amkCHLoGKMlS5ZQq1Yt4uLsk5P5+PhQt25d6tWrR1paGrVr12bFihW5Sy4iUsR1rBXKD0NbUibQi4NnEuk5ZRVrD8aaHSt3LBboPhF8S0LMLpj/PCQX0oktpdDIcTH68MMPGTJkyDUbV2BgII8++mihXEBWRCS/1C4TyM9PtKJ+WDEuJKXR//N1fL/hqNmxcse3hL0cAWycDu+Fw8+PQ2rhu3JZCoccF6OtW7fSpUuX6z7eqVMnNm3adFOhRESKuhB/L2b/rwV31itNmtXg2Z+28fpvu0gviIOya9wB3T+C4HBIT4YtX8GPD4E13exkIlfJcTE6ffo07u7XHwzo5ubGmTNnbiqUiIiAl7srk/o2ZNTt4QBMX3WIh2Zu4EJSqsnJcqHxQHhiA/T7Cdy8IGo+/D7SPg5JxInkuBiVLVuW7du3X/fxbdu2Ubp06ZsKJSIidhaLhVG3V+PjBxvh7e7Kin1nuStiFftOx5sdLecsFqh6O9w7HSwuEPkVzPkfpKeYnUwkU46LUbdu3XjllVdITk6+6rFLly7x6quvcuedd+ZJOBERsetatzRzHruFckHeHIlN4q6IVfy06ZjZsXKnxh1w1xSwuML272FWTw3KFqeR48v1T58+TaNGjXB1deWJJ56gevXqWCwWdu/eTUREBFarlc2bNxMaGuqozKbR5foiYrZziakM/3Yzq/bbr1S7u1FZ3rirDr6euZ6WzjwHlsD3AyElDmr3gntn2I8qieSxnPz9ztU8RkeOHGHYsGEsWLAgc+p6i8VC586dmTJlChUrVsxVcGenYiQizsBqM5jy934++CsKmwGVS/oysU9D6pYLNDtazh3dADO6gC3dPkC78UCzE0kh5PBidNn58+fZv38/hmEQHh5OUFBQbndVIKgYiYgzWX/oHCO+jeRUXDKuLhYevbUyI28Px9PN1exoObPyQ/jrVXDztk8CGXLF4uSndsCl81CpjVnppBDIt2JU1KgYiYizOZ+Yysu/7OD3bScBqBrix7v31qNh+QL0D1WbDb6+x35qLaQWDFkC7t5wJgqmtoW0JLj/W6jRzeykUkA5dOZrERFxHkG+Hkx+oBGf9GtECT8P9sckcPfHq3lhznbOJxaQy/pdXKDXp+Ab8s8M2Snx9rmO0jImgvzlMbh43NycUiToiFEO6IiRiDiz84mpvPH7LuZE2gtEMR93nu1cgz5Nw3B1KQCDmg8sgS97Zd3mUwICSsOp7VChNQz8zV6kRHJAR4xERIqgIF8P3u/TgNn/a0GNUv5cSErjxbnb6TVlFVuPXjA73o1V6QBd3gYPf/t9i6v9SNJ9X4C7LxxZCdu+MzejFHo6YpQDOmIkIgVFutXGrDVH+GBRFPEp6VgscH/TMJ7pXIPivh5mx/tvhgFxx8GwQbHy9m2rJsKiV+xHkIZvAu9ipkaUgkVHjEREijg3Vxcebl2JxaPbcnfDshgGfLv+KG3f/ZtpKw6Smu7Ea65ZLBBY7p9SBNB8GJSoBkln4a+xpkWTwk/FSESkEAvx9+L9Pg34/tGW1CwdQHxyOm/+sZvOHy5neVQBWtfSzQO6vWf/etMM2P6juXmk0FIxEhEpAppVKs7vw1vzzj11KeHnwaGziQyYvp4xc7eTmFJAVrmv3BbaPG3/+tfhsG4qnD9ibiYpdDTGKAc0xkhECoP45DQmLIxi5urDAJQv7sN799WnWaXi5gbLDpsVvrobDi79Z1uF1tDmKah6m2mxxLlpgkcHUTESkcJk9f6zPPPjNo5fuITFAo+0rsTTnarj5e7kM2enJMCGaRC1AKLXAAa4uNsnhixdz+x04oRUjBxExUhECpv45DTe/H03szceBewzZ7/fuz71yhUzN1h2XTwOv42E/YugZA0oVReS4+Cez8CrAK4dJw6hYuQgKkYiUlgt3n2a5+ds50x8Cq4uFh5vX5XhHari7loAhqImnoUpLSEx5p9tnf4PbnnCvEziVHS5voiI5MhtNUNZOOpW7qxXGqvN4KPF++gZsYq/98Zgszn5v599S8DdUyGwPJRpaN+2aaZ9PiSRHNIRoxzQESMRKQp+23qCl3/ZwYWkNMB+em1Im0rc3aic8x9BSo6DCTUgLREe+hMq3GJ2InECOmIkIiK51r1+GRY+eSuPtK6En6cb+2MSeO6n7dz+/jLmRh7D6sxHkLwCoO499q9/fwpWfgCpieZmkgJFR4xyQEeMRKSoiU9O47v1R/l0+QHOJqQC0CCsGB/2aUDFEr4mp7uOk1vh07ZAxp+3im3gge/Bw8fUWGIeDb52EBUjESmqElPSmbn6MJ8sPUB8Sjo+Hq6M7V6b+5qUw2KxmB3vajF74ODfsOT/IDUewjvDg9+bnUpMomLkICpGIlLUHb9wiadmb2HdoXMAtKoazOt31aFKST+Tk13H0fUw8w6wpsLgvyCsqdmJxAQaYyQiIg5Rtpg33wxpwfNda+Dp5sKq/bF0/XAFExbuJTnNana8q4U1g7r32b9eG2FuFikQVIxERCRHXF0sDG1bhUVPtqV99ZKkWm1MWrKfjh8sY9Gu0zjdiYgWw+z/u+tXuBBtbhZxeipGIiKSK+WDfZg+qCmf9GtM6UAvjp67xJBZG7n9/WXMWnPYeY4glaoLlW4Fwwp/Pqf5jeQ/qRiJiEiuWSwWutQpxV9PtWVo2yr4erhy4Ewir/yyk84fLmfFvjNmR7Tr9H/g6gF758HaKWanESemwdc5oMHXIiL/LT45jTmbjzNl6X5Ox6UA0K9FeV7rUQdXF5OvXls3Ff58BrBAl7ehxVBz80i+0eDr/3D06FHatWtHrVq1qFevHj/88IPZkURECg1/L3cG3lKRv55qy6BbKuJiga/WRjPyu0hS023mhms2BJo9Chgw/zmI/MrcPOKUitwRo5MnT3L69GkaNGhATEwMjRo1Yu/evfj63niiMh0xEhHJmT+3n2TEd5GkWQ061AhhyoON8HJ3NS+QYcCSN2DFBPDwh8dWQ7Hy5uWRfKEjRv+hdOnSNGjQAICQkBCKFy/OuXPnzA0lIlJIda1bms8GNMHTzYUle2J4aMYGElLSzQtksUD7MRDW3D7x4/cDIDHWvDzidJyuGC1fvpzu3btTpkwZLBYLP//881XPmTJlCpUqVcLLy4vGjRuzYsWKXL3Wxo0bsdlshIWF3WRqERG5nnbVQ5j1cDP8PN1YczCWftPWEZecZl4gF1fo+TF4B8GJSPi8I5w7aF4ecSpOV4wSExOpX78+kydPvubjs2fPZtSoUYwZM4bIyEjatGlD165diY7+Z26Kxo0bU6dOnatuJ06cyHxObGwsAwYMYOrUqdfNkpKSQlxcXJabiIjkXPPKwXz9SHMCvd3ZcvQCj8zcyKVUEy/nD64CDy+0n0Y7dwCmdYTodeblEafh1GOMLBYLc+fOpWfPnpnbmjdvTqNGjfj4448zt9WsWZOePXsybty4bO03JSWFjh07MmTIEPr373/d540dO5bXXnvtqu0aYyQikjs7jl+k79S1xKekc2u1kkx+oCEBXu7mBYo/Dd/0hpNbwMXNfrVasyHm5RGHKLRjjFJTU9m0aROdOnXKsr1Tp06sXr06W/swDINBgwbRoUOH/yxFAC+88AIXL17MvB09ejTX2UVEBOqUDWTGQ03xdndledQZ2r+7lO/WR2O1mfRvdP9QGPQH1O4FtnSYNxr2zjcniziFAlWMzp49i9VqJTQ0NMv20NBQTp06la19rFq1itmzZ/Pzzz/ToEEDGjRowPbt26/5XE9PTwICArLcRETk5jSpWJxZg5tRuaQvsYmpPD9nO3dFrGTjYZMuhPH0g3tnQLP/2e/PfRRiD5iTRUznZnaA3LBYsk4SZhjGVduup3Xr1thsJs+lISJSxDWtWJz5I29l1prDTPxrHzuOx3HvJ2voUb8ML3SrQelA7/wNZLHYZ8c+vsl+m9UTBvxsH4skRUqBOmJUokQJXF1drzo6FBMTc9VRJBERcW4ebi480qYyfz/TjvubhmGxwK9bT9DhvWVMWrwv/9dac/OA+7+F4lXgYjRMbgpzh0FCTP7mEFMVqGLk4eFB48aNWbRoUZbtixYt4pZbbjEplYiI3IwSfp68fU89fn28NU0qBHEpzcqERVHc/v4y5u84Sb5eI+QfCgN/hSq32Red3fqNvSCd3Jp/GcRUTleMEhIS2LJlC1u2bAHg0KFDbNmyJfNy/Keeeopp06Yxffp0du/ezZNPPkl0dDRDh2rNGxGRgqxuuUB+GNqSifc3oFSAF8fOX2LoV5t5cNo69pzKx+lSAstB/znwyBIoVReSL8DXvTXXURHhdJfrL126lPbt21+1feDAgcycOROwT/A4fvx4Tp48SZ06dfjggw+49dZbHZ5NS4KIiOSPpNR0Pl56gE+XHyQ13YaLBYa0qcxzXWrgkp+L0SZfhOldIGaXfQmR216GRgMgeo396rVbnwG/kvmXR3IlJ3+/na4YOaOIiAgiIiKwWq1ERUWpGImI5JOj55J4a95u/txhH1vaq2FZ3r23Hm6u+XjCI+4E/PAQHF1rv+8ZACkZR7CqdYW+39oHb4vTUjFyEB0xEhExxy9bjvP091tJtxl0rh3KR30b4umWj4vRWtNh0wxY9ZF9YPaVen8JtXrkXxbJMRUjB1ExEhExz6Jdp3n8682kWm3cWq0kn/ZrjLdHPpYjAJsNTmyG1EQ4tBxWvAf+peHxdeAVmL9ZJNsK7czXIiJSdHWsFcr0Qf/Mmj1k1sb8v6TfxQXKNYHKbeHW0VC8MsSfhCVv5m8OcRgVIxERKTBah5dg1uBm+Hi4snL/WR79chMp6SYtRuvuDXd+YP96/WdwbKM5OSRPqRiJiEiB0rRicWZkHDlaFnXGfnot3aQVDSq3g3r3AwZ8dQ8sfxc0QqVAUzESEZECp3nlYD4f2ARPNxf+2h3D/77cyJn4FHPCdP4/KFHdPt/Rkjfhr1ch4Yw5WeSmafB1DmjwtYiIc1kedYZHZm0kNd1GkI879zYuR+vwkjSrWDx/B2bbrLDuE1jwov2+uw88+COENQfXArksaaGiq9IcRMVIRMT57DxxkdE/bGP3yX9mx/Zwc6FpxSBaVy1Jm/AS1CodkD8TQ26YBms/gdh99vsWV2g6GOr2htL17euxSb5TMXIQFSMREeeUZrUxf8cplkedYeX+s5y8mJzl8bLFvBl4SwX6taiAj4eDj+CkJsHnneD09qzbPfyg9ZPQapSOIuUzFaM8ppmvRUQKDsMwOHAmkZX77CVpzYFYElPtV66VLebNaz1qc3ut0Gt+76VUKwfPJnD03CWqhvhRpaQvltzMap18EU5th8Sz9okhT22HpFj7Y8UrQ+e3oHrX3L5FySEVIwfRESMRkYInOc3KL1uO89Hi/Ry/cAmAvs3K07tJOS5cSmNL9AW2H79I1Ol4jl+4lOWistplAhh3d13qlSt2cyFsNtj+vX0M0uWC1Gok3P6alhPJBypGDqJiJCJScF1KtfL+or18tuLQfz4vyMedskHeRJ1KINVqX8B2dOfqDL21ys2PU0pJgGXvwOqP7PdvfRY6jLm5fcoNqRg5iIqRiEjBt3LfWaavOsTWoxcI9HanQVgx6ocVo0Ypf6qG+BHs5wnA2YQUxv66k9+3nQSgQ40Q3ruvPsV982AA9YZp8MfT9q87vg63jNCRIwdSMXIQFSMRkaLFMAxmbzjKK7/uJDXdhre7K/c2LsfDrStRqYTvze18yZv2CSHBftXane+Dp//Nh5arqBg5iIqRiEjRtPPERZ75YRu7MqYEcHWx8OitlXm8fVV8PXN5hZlhwPqpMP8FMKzgGwIDfobQ2nkXXAAVI4dRMRIRKboMw2DNgVimrjjI0r32ma2DfNx5pE1lBt5SEb/cFqTDK+HX4XDuoP1+pzeh+VBwdc+j5KJi5CAqRiIiArBg5yne/nMPh84mAhAa4MlTHavRuXYpivnkYgxS/CmY3BRSMiapbPcCtHs+DxMXbSpGDqJiJCIil6Vbbfy+7SQf/BXFkdikzO2ebi6U9PfksXZVub9pWPavZNvzB/zyBFw6Z58xu9kQqNYFKtwCbp4OehdFg4qRg6gYiYjIvyWnWZm5+jA/bjrG/piELI+1qFycSX0bUdI/m8XGMOC3EbB51j/bAspCj0lQ9bY8TF20qBjlMc18LSIi2ZGQks75xFQW7TrNewv3kpRqpXqoP9/9rwVBObnMP2oB7JgDBxZD4hn7ciL3fQGV22k5kVxQMXIQHTESEZHsOnAmgb5T1xITn0LLysF8ObgZbq4uOdtJahJ8fS8cWWW/71vSPji7/v15H9hJGIaRu2VY/kNO/n7n8DckIiIi2VGlpB9fPdIcXw9X1hyM5a15e3K+Ew8f6P0lNB4EPsH2o0dzH4VDK/I8r9lS0228+fsu3pm/19QcKkYiIiIOUi3Unwm9GwAwfdUh5mw+lvOd+AZD94nw9F6oc6992xd3wtxhUIhO+kxYuJdpKw/x6fIDHDiTcONvcBAVIxEREQfqUqcUIzpUBeD5OdvZdOR87nbk6g6d3wKvYvb7W7+xTxBZCJyJT+GLNYcBeOeeelQp6WdaFhUjERERBxt1ezVuqxFCarqNB6etZc7mY+RqiK9/KAzfDE0fsd//81n7IO0C7odNR0lOs1E/rBj3NS5nahYVIxEREQdzcbEwsW9D2lUvSXKajae+38qrv+7EZstFOfINhm7vQbNH7ffnjYbEs3kbOJ8t2nUagPsal8vzgdc5pWIkIiKSD/w83Zg2oAlPdayGxQKz1hzhxbnbseamHFks9qvTQmpBUizML7izZP+5/SSR0Rdwc7HQsVao2XFUjERERPKLm6sLI24LZ8J99XGxwHcbjjJu3u5c7swD7poMFhfY/gPE5OKqNxNdSErl9d92MezrzQDc3yyM0AAvk1OpGImIiOS7uxuV44M+DQCYtvIQ83ecyt2OyjaGal3tX//6BFzK5cDufLbmQCxt313K9FWHAOjfogKvdq9tcio7FSMRERET3NWgLEPaVALgmR+3En3Fems50ixjIPaxDfBFD0gx71L37EhKTWf0D1u5eCmNCsE+fDagCW/0rIN7Tie/dBDnSCEiIlIEPdulBo0rBBGfnM7/zduVu51U6WBfLsQ7CE5tg/fCYefPYLPlada88uWaIxy/cImyxbyZN6KNU4wrupKKUTZERERQq1YtmjZtanYUEREpRNxdXXj77rq4WGDBztOsP3Qudzuq3RPum2n/Oi0JfhgIU9vaxx3ZrHkV96YZhsG366MBGN6hKr6ezrfum4pRNjz++OPs2rWLDRs2mB1FREQKmfBQf/o0DQNg9A9biYlLBsBqM9hx/CIbD58j6nQ85xJT/3tHldtBl7ehUlv7orOntsGU5jClJZzdf9XTj51PYtLifWw9eiGP39H1LYs6w+HYJHw9XOlev0y+vW5OaBHZHNAisiIi4ghxyWl0/XAFxy9cwtPNhbJB3py4cInktKynw+5rXC7L1VsJKelUKuGLh6tL1vl/LkTDp7f+Mxg7uCr0/xmKhREdm8TX647w1dojJKbajyaNu7sufZuVd+h7vJCUyh0freT4hUsMuqUiY3vk32DrnPz9VjHKARUjERFxlP0x8Tz9/Va2HruYuc3P041gPw8uXkrjQlLadb+3TKAXDSsEEZuQwr7TCdQrF8g7twdRMmEPxm9P4pJ0BjwD2N3xC3r9kkJympVbXbZx3CjBAaMsAP/Xqw4PNq/gkPcWE5fMoBkb2HUyjvLFfZg3sg1++XgaTcXIQVSMRETEkQzDYPfJeM4mpBBW3IewIG/cMq7WWnswlllrDrNqfyxJqekYhn1G7dT06w+ydnOxUMM4wHiPadSyHOY4IXycdgdvus+wv567L1OrTmFipJUkvOjbrDxv9qyDq0vezT6dnGbl7imr2XUyjhJ+Hnz9SAuql/LPs/1nh4qRg6gYiYiI2S7/2bZYLKRbbcTEp7A86gzxyekE+Xrg4+HK1OUH2XLF2CEfklnsOZrSlmsP7rZaXFmc3oALhh9+DXrQrfv94HnzC7nGxCdz78driD6XhJ+nG78Pb03FEr43vd+cUjFyEBUjEREpCAzD4GxCKgkp6QR6u/P5yoMcXfcr79rew5MUqNweGvaDX0dAWuJV32/1L4vrfdOhfIubyjHuz918uuwgPh6uTLy/oWmX5qsYOYiKkYiIFGjnD0NiLJRrbL9/eBUc3whuXhgbp2M5c8WyIq6e0G08NBoIxzfDyUiocy94F8vWSyWlptNy3BIuXkrjswFNTJ2vSMXIQVSMRESkMNt/8AAjpi3gOddvaeu67eonlG5A2kML2RAdR2iAF1VCrj9WaNqKg7z5x24qBPuw5Ol2eTpuKady8vfb+WZWEhEREVNUrVyFCrWa8+iOUiz3foWQ1KNZn3ByC+5vhXALcMnw4LXwr7mjdRNS0m2kWm20rx4C2I8WfbLsIADD2lYxtRTllCZ4FBERkUyPtatKMp6MTuxn3+DiRtI9X/FlmZdINtwzn+dtSaVz1Cu88OkPPDhtHQ/N2MCkxfsAeHHOds4mpFAuyJt7Gpcz423kmk6l5YBOpYmISFEwYPp6lkedYWSZ3ZSr3oTxG9M5E59CoCWJ55u5cf+xt7DERgFgMyw0S5nCWQIBuKdROX7afAyLBb5/tCVNKxY3860AGmPkMCpGIiJSFOw4fpH7PlnDpbR/1lmrGOzDhN71aVyhOBgGrJ8Kfz6b+fiHtX/kx83HiDUCGOS6EO/q7Rkx4H4z4l9FxchBVIxERKSo2Bx9ntd+28WFpFT6t6jAgJYV8XD71wicOf+DbbOvv5OgSvDgD1Ai3LFhb0DFKI9FREQQERGB1WolKipKxUhERAQgIQb+eAp2/3b951hc4LZXoPkwcPfKv2xXUDFyEB0xEhERuYbtP8JPg+1f138Aki9CQBnY8Nk/zynfEkpUg5aPQ3A4xB2HwHJgcfwVaypGDqJiJCIich2pSeDunbXo7J0P3/bJ+rxSdcG/DOxbAC0ehy5vOTyaipGDqBiJiIjkkM0GJzbD3KEQu+/qx0PrwF2ToUxDh0XIyd9vzWMkIiIijuPiAuWawBMboNXIqx8/vQOmtoPkuHyPdi0qRiIiIuJ4Fgvc/hr0/xlufQaGLIGQWv88/mFdSDpnWrzLVIxEREQkf1gsUKU9dHgJyjaGR/6Cur3tjyVfgMivTI0HKkYiIiJiFg9fuOcz6Pqu/f6il2H376ZGUjESERERc5Vv8c/Xsx80LwcqRiIiImK2K8cagX3iSJO4mfbKIiIiIgCubjByG6x83z5BpE8J06KoGImIiIj5gipA94lmp9CpNBEREZHLVIxEREREMqgYiYiIiGRQMRIRERHJoGIkIiIikkHFKBsiIiKoVasWTZs2NTuKiIiIOJDFMAzD7BAFRVxcHIGBgVy8eJGAgACz44iIiEg25OTvt44YiYiIiGRQMRIRERHJoGIkIiIikkHFSERERCSDipGIiIhIBhUjERERkQxuZgcoSC7PbBAXF2dyEhEREcmuy3+3szNDkYpRDsTHxwMQFhZmchIRERHJqfj4eAIDA//zOZrgMQdsNhsnTpzA398fi8UCQNOmTdmwYcMNv/dGz4uLiyMsLIyjR48Wickjs/tzyw+OzpLX+7+Z/eXme3P6PfpM5I4+E+bsy9GfCX0eci8v/zsxDIP4+HjKlCmDi8t/jyLSEaMccHFxoVy5clm2ubq6Zus/0uw+LyAgoEj8R5/dn0d+cHSWvN7/zewvN9+b0+/RZyJ39JkwZ1+O/kzo85B7ef3f4Y2OFF2mwdc36fHHH8/T5xUVzvTzcHSWvN7/zewvN9+b0+/RZyJ3nOnnUZA+Eze7L0d/JvR5yD2zfiY6leYktA6bSFb6TIj8Q5+H/KMjRk7C09OTV199FU9PT7OjiDgFfSZE/qHPQ/7RESMRERGRDDpiJCIiIpJBxUhEREQkg4qRiIiISAYVIxEREZEMKkYiIiIiGVSMCoDff/+d6tWrEx4ezrRp08yOI2K6Xr16ERQUxL333mt2FBHTHT16lHbt2lGrVi3q1avHDz/8YHakAk2X6zu59PR0atWqxd9//01AQACNGjVi3bp1FC9e3OxoIqb5+++/SUhI4IsvvuDHH380O46IqU6ePMnp06dp0KABMTExNGrUiL179+Lr62t2tAJJR4yc3Pr166lduzZly5bF39+fbt26sWDBArNjiZiqffv2+Pv7mx1DxCmULl2aBg0aABASEkLx4sU5d+6cuaEKMBUjB1u+fDndu3enTJkyWCwWfv7556ueM2XKFCpVqoSXlxeNGzdmxYoVmY+dOHGCsmXLZt4vV64cx48fz4/oIg5xs58JkcImLz8TGzduxGazERYW5uDUhZeKkYMlJiZSv359Jk+efM3HZ8+ezahRoxgzZgyRkZG0adOGrl27Eh0dDcC1znRaLBaHZhZxpJv9TIgUNnn1mYiNjWXAgAFMnTo1P2IXXobkG8CYO3dulm3NmjUzhg4dmmVbjRo1jOeff94wDMNYtWqV0bNnz8zHRowYYXz99dcOzyqSH3Lzmbjs77//Nu655x5HRxTJV7n9TCQnJxtt2rQxZs2alR8xCzUdMTJRamoqmzZtolOnTlm2d+rUidWrVwPQrFkzduzYwfHjx4mPj2fevHl07tzZjLgiDpedz4RIUZKdz4RhGAwaNIgOHTrQv39/M2IWKm5mByjKzp49i9VqJTQ0NMv20NBQTp06BYCbmxsTJkygffv22Gw2nn32WYKDg82IK+Jw2flMAHTu3JnNmzeTmJhIuXLlmDt3Lk2bNs3vuCIOl53PxKpVq5g9ezb16tXLHJ/05ZdfUrdu3fyOWyioGDmBf48ZMgwjy7YePXrQo0eP/I4lYpobfSZ0ZaYUNf/1mWjdujU2m82MWIWSTqWZqESJEri6umb5lzBATEzMVf86ECkK9JkQyUqfifynYmQiDw8PGjduzKJFi7JsX7RoEbfccotJqUTMo8+ESFb6TOQ/nUpzsISEBPbv3595/9ChQ2zZsoXixYtTvnx5nnrqKfr370+TJk1o2bIlU6dOJTo6mqFDh5qYWsRx9JkQyUqfCSdj7kVxhd/ff/9tAFfdBg4cmPmciIgIo0KFCoaHh4fRqFEjY9myZeYFFnEwfSZEstJnwrlorTQRERGRDBpjJCIiIpJBxUhEREQkg4qRiIiISAYVIxEREZEMKkYiIiIiGVSMRERERDKoGImIiIhkUDESERERyaBiJCIiIpJBxUhEREQkg4qRiBRY7dq1Y9SoUQ7bpyP2X9C8/fbbtGzZ0uwYIvnGzewAImKOU6dOMW7cOP744w+OHTtGYGAg4eHh9OvXjwEDBuDj42N2xBuaM2cO7u7uTrH/du3a0aBBAz788EOH5THD1q1bqV+/vtkxRPKNipFIEXTw4EFatWpFsWLFeOutt6hbty7p6elERUUxffp0ypQpQ48ePcyOeUPFixcv0PsvCLZu3cqIESPMjiGSb3QqTaQIeuyxx3Bzc2Pjxo307t2bmjVrUrduXe655x7++OMPunfvDoBhGIwfP57KlSvj7e1N/fr1+fHHH7Psq127dowYMYJnn32W4sWLU6pUKcaOHZvlOSkpKYwYMYKQkBC8vLxo3bo1GzZsyLKP4cOHM2rUKIKCgggNDWXq1KkkJiby0EMP4e/vT5UqVfjzzz+veu3Lp7psNhvvvPMOVatWxdPTk/Lly/N///d///lzSExMZMCAAfj5+VG6dGkmTJhw3f0D/Pjjj9StWxdvb2+Cg4O5/fbbSUxMZNCgQSxbtoyJEydisViwWCwcPnwYgPnz59O6dWuKFStGcHAwd955JwcOHMjRz+9G7y07v6fs2L17N+3atcPb25uGDRuyceNGoqKidMRIihZDRIqUs2fPGhaLxRg3btwNn/viiy8aNWrUMObPn28cOHDAmDFjhuHp6WksXbo08zlt27Y1AgICjLFjxxpRUVHGF198YVgsFmPhwoWZzxkxYoRRpkwZY968ecbOnTuNgQMHGkFBQUZsbGzmPvz9/Y033njDiIqKMt544w3DxcXF6Nq1qzF16lQjKirKGDZsmBEcHGwkJiZmee2RI0cahmEYzz77rBEUFGTMnDnT2L9/v7FixQrjs88++8/3N2zYMKNcuXLGwoULjW3bthl33nmn4efnl7nPK/d/4sQJw83NzXj//feNQ4cOGdu2bTMiIiKM+Ph448KFC0bLli2NIUOGGCdPnjROnjxppKenG4ZhGD/++KPx008/GVFRUUZkZKTRvXt3o27duobVas32z+9G7y07v6cb2b17t+Hv7288/fTTxv79+405c+YYZcqUMVxcXIyEhIRs70ekoFMxEili1q5dawDGnDlzsmwPDg42fH19DV9fX+PZZ581EhISDC8vL2P16tVZnjd48GCjb9++mffbtm1rtG7dOstzmjZtajz33HOGYRhGQkKC4e7ubnz99deZj6emphplypQxxo8ff819pKenG76+vkb//v0zt508edIAjDVr1mR57ZEjRxpxcXGGp6fnDYvQleLj4w0PDw/ju+++y9wWGxtreHt7X7MYbdq0yQCMw4cPX3N/Vz73v8TExBiAsX379szv+6+f343eW3Z/TzfSoUMHo1+/flm23X///Ua1atWyvQ+RwkBjjESKKIvFkuX++vXrsdlsPPjgg6SkpLBr1y6Sk5Pp2LFjluelpqbSsGHDLNvq1auX5X7p0qWJiYkB4MCBA6SlpdGqVavMx93d3WnWrBm7d+++5j5cXV0JDg6mbt26mdtCQ0MBMvd7pd27d5OSksJtt92Wrfd+OVdqamqWK66KFy9O9erVr/n8+vXrc9ttt1G3bl06d+5Mp06duPfeewkKCrrh67z88susXbuWs2fPYrPZAIiOjqZOnTrAf//8bvTecvJ7up4jR46wZMkSNm/enGW7u7u7TqNJkaNiJFLEVK1aFYvFwp49e7Jsr1y5MgDe3t4AmX/A//jjD8qWLZvluZ6enlnu//vKLYvFkvn9hmFkbruSYRhZtl1rH1duu/zcy/u90uXMOXE5V3a5urqyaNEiVq9ezcKFC5k0aRJjxoxh3bp1VKpU6brf1717d8LCwvjss88oU6YMNpuNOnXqkJqamvmc//r53ei95eT3dD1btmzBzc0tSxEF2Lx5Mw888EC29iFSWGjwtUgRExwcTMeOHZk8eTKJiYnXfV6tWrXw9PQkOjqaqlWrZrmFhYVl+/WqVq2Kh4cHK1euzNyWlpbGxo0bqVmz5k29l8vCw8Px9vZm8eLFOcrl7u7O2rVrM7edP3+eqKio636PxWKhVatWvPbaa0RGRuLh4cHcuXMB8PDwwGq1Znl+bGwsu3fv5qWXXuK2226jZs2anD9/Pk/fW178nlxcXLDZbFnK2rx589i5cycNGjTIUV6Rgk5HjESKoClTptCqVSuaNGnC2LFjqVevHi4uLmzYsIE9e/bQuHFj/P39GT16NE8++SQ2m43WrVsTFxfH6tWr8fPzY+DAgdl6LV9fX4YNG8YzzzxD8eLFKV++POPHjycpKYnBgwfnyfvx8vLiueee49lnn8XDw4NWrVpx5swZdu7ced3X8PPzY/DgwTzzzDMEBwcTGhrKmDFjcHG59r8X161bx+LFi+nUqRMhISGsW7eOM2fOZJa7ihUrsm7dOg4fPoyfnx/FixcnKCiI4OBgpk6dSunSpYmOjub555/P0/eWF7+nxo0b4+7uzujRoxk9ejQ7duxg2LBhADqVJkWOipFIEVSlShUiIyN56623eOGFFzh27Bienp7UqlWL0aNH89hjjwHwxhtvEBISwrhx4zh48CDFihWjUaNGvPjiizl6vbfffhubzUb//v2Jj4+nSZMmLFiw4Ibjc3Li5Zdfxs3NjVdeeYUTJ05QunRphg4d+p/f8+6775KQkECPHj3w9/fn6aef5uLFi9d8bkBAAMuXL+fDDz8kLi6OChUqMGHCBLp27QrA6NGjGThwILVq1eLSpUscOnSIihUr8t133zFixAjq1KlD9erV+eijj2jXrl2evrcb/Z5mzpzJQw89dN3Th2XKlGHatGm88MILfPfddzRs2JCBAwfy2WefXXV6TqSwsxg5PdEuIiIFytixY1m6dClLly41O4qI09MRIxGRQm7BggVMnDjR7BgiBYKOGImIiIhk0FVpIiIiIhlUjEREREQyqBiJiIiIZFAxEhEREcmgYiQiIiKSQcVIREREJIOKkYiIiEgGFSMRERGRDCpGIiIiIhlUjEREREQyqBiJiIiIZPh/eSvlVC9y2skAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"iteration = \"0\"\n",
"\n",
"# Probabilities of As/Bs in the simulation and experiment\n",
"phi_sim = inversion_ic.calc_phi_sim_IC()\n",
"phi_exp = inversion_ic.calc_phi_exp_IC()\n",
"\n",
"np.savetxt('iteration_ic_0/phi_sim_' + iteration, phi_sim)\n",
"np.savetxt('iteration_ic_0/phi_exp', phi_exp)\n",
"\n",
"plt.plot(phi_sim, label=\"simulation\")\n",
"plt.plot(phi_exp, label=\"experiment\")\n",
"plt.ylabel(r'Contact probability, $\\phi$')\n",
"plt.xlabel(r'Genomic distance, $d$')\n",
"plt.yscale('log')\n",
"plt.xscale('log')\n",
"plt.legend()\n",
"\n",
"# Save and plot the simulated Hi-C\n",
"dense_sim = inversion_ic.get_HiC_sim()\n",
"np.savetxt('iteration_ic_0/hic_sim_' + iteration + '.dense', dense_sim)\n",
"\n",
"dense_exp = np.loadtxt(filename)\n",
"dense_exp[np.isnan(dense_exp)] = 0.0\n",
"dense_exp = normalize(dense_exp, axis=1, norm='max')\n",
"r = np.zeros(dense_sim.size).reshape(dense_sim.shape)\n",
"r = np.triu(dense_exp, k=1) + np.tril(dense_sim, k=-1) + np.diag(np.ones(len(r)))\n",
"\n",
"plt.matshow(r, \n",
" norm=mpl.colors.LogNorm(vmin=0.0001, \n",
" vmax=dense_sim.max()), \n",
" cmap=\"Reds\")\n",
"\n",
"# Save the new lambda file\n",
"np.savetxt(\"iteration_ic_0/lambda_1\", lambdas_ic)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"The simulated interaction terms (`lambdas_1` data) can be used to fit a model in order to run production simulations with longer cutoffs in the IC energy term. The resulting model is used in the `addCustomIC` method of the `OpenMiChroM` class."
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[-0.14260129 3.58641988 0.82703462] [0.15690074 5.51415182 1.68569841]\n"
]
},
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def objective1(x, a, b, c):\n",
"\treturn -a / np.log(x) - b / x**2 - c / x\n",
"\n",
"y = lambdas_ic\n",
"x = np.arange(3, lambdas_ic.size + 3)\n",
"plt.scatter(x, y, label='simulation')\n",
"\n",
"# curve fit\n",
"popt, pcov = curve_fit(objective1, x, y)\n",
"a, b, c = popt\n",
"standard_dev = np.sqrt(np.diag(pcov))\n",
"\n",
"# IC generated model \n",
"print(popt, standard_dev)\n",
"\n",
"# plot the fit\n",
"x_fit = x\n",
"y_fit = objective1(x_fit, a, b, c)\n",
"\n",
"plt.plot(x_fit, y_fit, label='fitting', \n",
"\t \t color='#ff7f0e')"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Nice job! You have completed the optimization tutorial of the MiChroM energy terms. "
]
}
],
"metadata": {
"kernelspec": {
"display_name": "base",
"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": "3.9.13"
},
"vscode": {
"interpreter": {
"hash": "40d3a090f54c6569ab1632332b64b2c03c39dcf918b08424e98f38b5ae0af88f"
}
}
},
"nbformat": 4,
"nbformat_minor": 4
}