{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis of local base-pairs parameters\n", "\n", "* This tutorial discuss the analyses that can be performed using the [dnaMD Python module](http://do-x3dna.readthedocs.io/en/latest/api_summary.html) included in the _do\\_x3dna_ package. The tutorial is prepared using [Jupyter Notebook](https://jupyter.org/) and this notebook tutorial file could be downloaded from this [link](http://rjdkmr.github.io/do_x3dna/tut_notebook/base_pairs_tutorial.ipynb).\n", "\n", "\n", "* Download the input files that are used in the tutorial from this [link](http://rjdkmr.github.io/do_x3dna/tutorial_data.tar.gz).\n", "\n", "\n", "* Two following input files are required in this tutorial\n", " * ``L-BP_cdna.dat`` (``do_x3dna`` output from the trajectory, which contains the DNA bound with the protein)\n", " * ``L-BP_odna.dat`` (``do_x3dna`` output from the trajectory, which only contains the free DNA)\n", " \n", " These two file **should be** present inside tutorial_data of the current/present working directory.\n", " \n", " \n", "* The Python APIs **should be** only used when ``do_x3dna`` is executed with ``-ref`` option.\n", "\n", "\n", "* Detailed documentation is provided [here](http://do-x3dna.readthedocs.io/en/latest/dna_class_api.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Importing Python Modules\n", "\n", "* [numpy](http://www.numpy.org/): Required for the calculations involving large arrays\n", "\n", "\n", "* [matplotlib](http://matplotlib.org/): Required to plot the results\n", "\n", "\n", "* [dnaMD](http://do-x3dna.readthedocs.io/en/latest/api_summary.html): Python module to analyze DNA/RNA structures from the do_x3dna output files.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import dnaMD\n", "\n", "\n", "%matplotlib inline\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Initializing DNA object and storing data to it\n", "\n", "* [DNA object](http://do-x3dna.readthedocs.io/en/latest/dna_class_api.html#dnaMD.dnaMD.DNA) is initialized by using the total number of base-pairs\n", "\n", "\n", "* Six base-pair parameters (**shear**, **stretch**, **stagger**, **buckle**, **propeller** and **opening**) can be read and stored in DNA object from the input file using function [set_base_pair_parameters(...)](http://do-x3dna.readthedocs.io/en/latest/dna_class_api.html#dnaMD.dnaMD.DNA.set_base_pair_parameters).\n", "\n", "\n", "* To speed up processing and analysis, data can be stored in a HDF5 file by including HDF5 file name as a argument during initialization. Same file can be used to store and retrieve all other parameters." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Reading file : tutorial_data/L-BP_cdna.dat\n", "Reading frame 1000\n", "Finished reading.... Total number of frame read = 1001\n", "\n", "Reading file : tutorial_data/L-BP_odna.dat\n", "Reading frame 1000\n", "Finished reading.... Total number of frame read = 1001\n" ] } ], "source": [ "# Initialization\n", "pdna = dnaMD.DNA(60) #Initialization for 60 base-pairs DNA bound with the protein\n", "fdna = dnaMD.DNA(60) #Initialization for 60 base-pairs free DNA\n", "\n", "## If HDF5 file is used to store/save data use these:\n", "# pdna = dnaMD.DNA(60, filename='cdna.h5') #Initialization for 60 base-pairs DNA bound with the protein\n", "# fdna = dnaMD.DNA(60, filename='odna.h5') #Initialization for 60 base-pairs free DNA\n", "\n", "# Loading data from input files in respective DNA object\n", "# \"bp=[1, 60]\" will load local base-pair parameters of 1 to 60 base-pairs\n", "# It will load all six parameters (shear, stretch, stagger, buckle, propeller and opening)\n", "parameters=['shear', 'stretch', 'stagger', 'buckle', 'propeller', 'opening']\n", "pdna.set_base_pair_parameters('tutorial_data/L-BP_cdna.dat', bp=[1, 60], parameters=parameters, bp_range=True)\n", "fdna.set_base_pair_parameters('tutorial_data/L-BP_odna.dat', bp=[1, 60], parameters=parameters, bp_range=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Local base-pair parameter of a base-pair directly from dictionary\n", "\n", "* The ``DNA.data`` is a python dictionary which contains all the data. For a base-pair, parameter as a function of time can be directly extracted.\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Extracting \"Shear\" of 22nd bp\n", "shear_20bp = pdna.data['bp']['22']['shear']\n", "\n", "#Shear vs Time for 22nd bp\n", "plt.title('22nd bp')\n", "plt.plot(pdna.time, shear_20bp)\n", "plt.xlabel('Time (ps)')\n", "plt.ylabel('Shear ($\\AA$)')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Local base-pair parameters as a function of time (manually)\n", "\n", "* A specific local base-pair parameters for the given base-pairs range can be extracted from the DNA obejct using function [dnaMD.DNA.get_parameters(...)](http://do-x3dna.readthedocs.io/en/latest/dna_class_api.html#dnaMD.dnaMD.DNA.get_parameters).\n", "\n", "\n", "* The extracted parameters of the given base-pair can be plotted as a function of time\n", "\n", "\n", "* The extracted parameters (average) for the DNA segment can be plotted as a function of time\n", "\n", "\n", "Following example shows **Shear** vs **Time** plots. These example also shows that how to extract the parameters value from the DNA object. Other properties could be extracted and plotted using similar steps. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Extracting \"Shear\" of 20 to 30 bp\n", "shear_20to30, bp_nums = pdna.get_parameters('shear',[20,30], bp_range=True)\n", "\n", "# Shear vs Time for 22nd bp\n", "plt.title('22nd bp')\n", "plt.plot(pdna.time, shear_20to30[2]) # index is 2 for 22nd bp: (20 + 2)\n", "plt.xlabel('Time (ps)')\n", "plt.ylabel('Shear ($\\AA$)')\n", "plt.show()\n", "\n", "# Average Shear vs Time for segment 20-30 bp\n", "avg_shear_20to30 = np.mean(shear_20to30, axis=0) # Calculation of mean using mean function of numpy\n", "plt.title('20-30 bp segment')\n", "plt.plot(pdna.time, avg_shear_20to30)\n", "plt.xlabel('Time (ps)')\n", "plt.ylabel('Shear ($\\AA$)')\n", "plt.show()\n", "\n", "# Average Shear vs Time for segment 24-28 bp\n", "avg_shear_24to28 = np.mean(shear_20to30[4:8], axis=0) # index of 24th bp is 4 (20 + 4). index of 28th bp is 8 (20 + 8)\n", "plt.title('24-28 bp segment')\n", "plt.plot(pdna.time, avg_shear_24to28)\n", "plt.xlabel('Time (ps)')\n", "plt.ylabel('Shear ($\\AA$)')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Local base-pair parameters as a function of time (using provided functions)\n", "\n", "Above examples show the step to extract the values from the DNA object. However, [dnaMD.DNA.time_vs_parameter(...)](http://do-x3dna.readthedocs.io/en/latest/dna_class_api.html#dnaMD.dnaMD.DNA.time_vs_parameter) function could be use to get parameter values as a function of time for the given base-pairs/step or segment\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Stagger vs Time for 22nd bp\n", "plt.title('Stagger for 22nd bp')\n", "time, value = pdna.time_vs_parameter('stagger', [22])\n", "plt.plot(time, value)\n", "plt.xlabel('Time (ps)')\n", "plt.ylabel('Stagger ($\\AA$)')\n", "plt.show()\n", "\n", "# Propeller vs Time for 30-35 bp segment\n", "plt.title('Propeller for 24-28 bp segment')\n", "# Bound DNA\n", "time, value = pdna.time_vs_parameter('propeller', [30, 35], merge=True, merge_method='mean')\n", "plt.plot(time, value, label='bound DNA', c='k') # balck color => bound DNA\n", "# Free DNA\n", "time, value = fdna.time_vs_parameter('propeller', [30, 35], merge=True, merge_method='mean')\n", "plt.plot(time, value, label='free DNA', c='r') # red color => free DNA\n", "\n", "plt.xlabel('Time (ps)')\n", "plt.ylabel('Propeller ( $^o$)')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Distribution of local base-pairs parameters during MD simulations\n", "\n", "* As shown in above plot of time vs propeller, comparison between bound and free DNA is very difficult. Therefore, to compare the parameters of either different DNAs or same DNAs in different environment or different segment of same DNAs, the distribution of parameters over the MD trajectory are sometime useful.\n", "\n", "\n", "* The distribution could be calculated using the function [dnaMD.DNA.parameter_distribution(...)](http://do-x3dna.readthedocs.io/en/latest/dna_class_api.html#dnaMD.dnaMD.DNA.parameter_distribution) as shown in the following examples.\n", "\n", "\n", "* The normalized distribution is calculated using [numpy.histogram(...)](http://docs.scipy.org/doc/numpy/reference/generated/numpy.histogram.html).\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#### Propeller distribution for 30-35 bp segment\n", "plt.title('Propeller distribution for 30-35 bp segment')\n", "\n", "### Bound DNA ###\n", "\n", "## calculation of parameter distribution for the segment\n", "values, density = pdna.parameter_distribution('propeller', [30, 35], bins=20, merge=True, merge_method='mean')\n", "\n", "## plot distribution\n", "plt.plot(values, density, label='bound DNA', c='k') # balck color => bound DNA\n", "\n", "### Free DNA ###\n", "\n", "## calculation of parameter distribution for the segment\n", "values, density = fdna.parameter_distribution('propeller', [30, 35], bins=20, merge=True, merge_method='mean')\n", "\n", "## plot distribution\n", "plt.plot(values, density, label='free DNA', c='r') # red color => free DNA\n", "\n", "plt.xlabel('Propeller ( $^o$)')\n", "plt.ylabel('Density')\n", "plt.legend()\n", "plt.show()\n", "\n", "\n", "#### Buckle distribution for 40-45 bp segment\n", "plt.title('Buckle distribution for 40-45 bp segment')\n", "\n", "### Bound DNA ###\n", "\n", "## calculation of parameter distribution for the segment\n", "values, density = pdna.parameter_distribution('buckle', [40, 45], bins=20, merge=True, merge_method='mean')\n", "\n", "## plot distribution\n", "plt.plot(values, density, label='bound DNA', c='k') # balck color => bound DNA\n", "\n", "### Free DNA ###\n", "\n", "## calculation of parameter distribution for the segment\n", "values, density = fdna.parameter_distribution('buckle', [40, 45], bins=20, merge=True, merge_method='mean')\n", "\n", "## plot distribution\n", "plt.plot(values, density, label='free DNA', c='r') # red color => free DNA\n", "\n", "plt.xlabel('Buckle ( $^o$)')\n", "plt.ylabel('Density')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Local base-pair parameters as a function of base-pairs\n", "\n", "* What is the average values of a given parameter for either each base-pair or a DNA segment?\n", "\n", "\n", "* To address this question, average values of a given parameter with its error could be calculated for either each base-pair or a DNA segment using a function [dnaMD.DNA.get_mean_error(...)](http://do-x3dna.readthedocs.io/en/latest/dna_class_api.html#dnaMD.dnaMD.DNA.get_mean_error).\n", "\n", "\n", "* This average values could be also use to compare two DNA.\n", "\n", "\n", "* Standard error could be calculated using block averaging method as derived in this [publication](http://scitation.aip.org/content/aip/journal/jcp/116/1/10.1063/1.1421362). To use this method, [gmx analyze](http://manual.gromacs.org/programs/gmx-analyze.html) of GROMACS package should be present in ``$PATH`` environment variable.\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "######## Average Buckle values as a function of base-pairs ########\n", "\n", "plt.title('Average Buckle for each base-pairs')\n", "\n", "### Calculating Average Buckle values for 1 to 60 base-pairs DNA bound with protein\n", "bp, buckle, error = pdna.get_mean_error([1,60], 'buckle', err_type='block', bp_range=True)\n", "\n", "# plot these values\n", "plt.errorbar(bp, buckle,yerr=error, ecolor='k', elinewidth=1, color='k', lw=0, marker='o', mfc='k', mew=1, ms=4, label='bound DNA' )\n", "\n", "### Calculating Average Buckle values for 1 to 60 base-pairs DNA\n", "bp, buckle, error = fdna.get_mean_error([1,60], 'buckle', err_type='block', bp_range=True)\n", "\n", "# plot these values\n", "plt.errorbar(bp, buckle,yerr=error, ecolor='r', elinewidth=1, color='r', lw=0, marker='x', mfc='r', mew=1, ms=4, label='free DNA' )\n", "\n", "plt.ylabel('Buckle ( $^o$)')\n", "plt.xlabel('base-pair number')\n", "plt.xlim(0,61)\n", "plt.ylim(-20, 20)\n", "plt.legend()\n", "plt.show()\n", "\n", "######## Average Buckle values as a function of DNA segments ########\n", "\n", "plt.title('Average Buckle for DNA segments')\n", "\n", "### Calculating Average Buckle values for 1 to 60 base-pairs DNA bound with protein\n", "### DNA segments are assumed to made up of 5 base-pairs (merge_bp=4)\n", "bp, buckle, error = pdna.get_mean_error([1,60], 'buckle', err_type='block', bp_range=True, merge_bp=4)\n", "\n", "# plot these values\n", "plt.errorbar(bp, buckle,yerr=error, ecolor='k', elinewidth=1, color='k', lw=0, marker='o', mfc='k', mew=1, ms=4, label='bound DNA' )\n", "\n", "### Calculating Average Buckle values for 1 to 60 base-pairs DNA\n", "### DNA segments are assumed to made up of 5 base-pairs (merge_bp=4)\n", "bp, buckle, error = fdna.get_mean_error([1,60], 'buckle', err_type='block', bp_range=True, merge_bp=4)\n", "\n", "# plot these values\n", "plt.errorbar(bp, buckle,yerr=error, ecolor='r', elinewidth=1, color='r', lw=0, marker='x', mfc='r', mew=1, ms=4, label='free DNA' )\n", "\n", "plt.ylabel('Buckle ( $^o$)')\n", "plt.xlabel('base-pair number')\n", "plt.xlim(0,61)\n", "plt.ylim(-15, 15)\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Deviation in parameters of bound DNA with respect to free DNA\n", "\n", "As discussed in the above section, average parameters with standard error can be calculated for both bound and free DNA. Additionally, deviation in bound DNA with respect to the free DNA could be calculated using function [dnaMD.localDeformationVsBPS(...)](http://do-x3dna.readthedocs.io/en/latest/dnaMD_api.html#dnaMD.dnaMD.localDeformationVsBPS) as shown in the following example.\n", "\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#### Deviation in shear, stretch, stagger, buckle, propeller and opening\n", "#### Deviation = Bound DNA(parameter) - Free DNA(parameter)\n", "\n", "### Deviation in Shear\n", "fdna_bp, pdna_bp, deviation, error = dnaMD.localDeformationVsBPS(fdna, [5,55], pdna, [5,55], \n", " 'shear', err_type='block', bp_range=True, merge_bp=4)\n", "\n", "# plot these values\n", "plt.errorbar(pdna_bp, deviation, yerr=error, ecolor='k', elinewidth=1, color='k', lw=0, marker='o', mfc='k', mew=1, ms=4)\n", "\n", "# plot line at zero\n", "plt.plot([0,61], [0.0, 0.0], '--k')\n", "\n", "plt.ylabel('Deviation in Shear ($\\AA$)')\n", "plt.xlabel('base-pair number')\n", "plt.xlim(0,61)\n", "#plt.ylim(-10, 10)\n", "plt.show()\n", "\n", "### Deviation in Stretch\n", "fdna_bp, pdna_bp, deviation, error = dnaMD.localDeformationVsBPS(fdna, [5,55], pdna, [5,55], \n", " 'stretch', err_type='block', bp_range=True, merge_bp=4)\n", "\n", "# plot these values\n", "plt.errorbar(pdna_bp, deviation, yerr=error, ecolor='k', elinewidth=1, color='k', lw=0, marker='o', mfc='k', mew=1, ms=4)\n", "\n", "# plot line at zero\n", "plt.plot([0,61], [0.0, 0.0], '--k')\n", "\n", "plt.ylabel('Deviation in Stretch ($\\AA$)')\n", "plt.xlabel('base-pair number')\n", "plt.xlim(0,61)\n", "#plt.ylim(-10, 10)\n", "plt.show()\n", "\n", "### Deviation in Stagger\n", "fdna_bp, pdna_bp, deviation, error = dnaMD.localDeformationVsBPS(fdna, [5,55], pdna, [5,55], \n", " 'stagger', err_type='block', bp_range=True, merge_bp=4)\n", "\n", "# plot these values\n", "plt.errorbar(pdna_bp, deviation, yerr=error, ecolor='k', elinewidth=1, color='k', lw=0, marker='o', mfc='k', mew=1, ms=4)\n", "\n", "# plot line at zero\n", "plt.plot([0,61], [0.0, 0.0], '--k')\n", "\n", "plt.ylabel('Deviation in Stagger ($\\AA$)')\n", "plt.xlabel('base-pair number')\n", "plt.xlim(0,61)\n", "plt.show()\n", "\n", "### Deviation in Buckle\n", "fdna_bp, pdna_bp, deviation, error = dnaMD.localDeformationVsBPS(fdna, [5,55], pdna, [5,55], \n", " 'buckle', err_type='block', bp_range=True, merge_bp=4)\n", "\n", "# plot these values\n", "plt.errorbar(pdna_bp, deviation, yerr=error, ecolor='k', elinewidth=1, color='k', lw=0, marker='o', mfc='k', mew=1, ms=4)\n", "\n", "# plot line at zero\n", "plt.plot([0,61], [0.0, 0.0], '--k')\n", "\n", "plt.ylabel('Deviation in Buckle ( $^o$)')\n", "plt.xlabel('base-pair number')\n", "plt.xlim(0,61)\n", "plt.show()\n", "\n", "### Deviation in Propeller\n", "fdna_bp, pdna_bp, deviation, error = dnaMD.localDeformationVsBPS(fdna, [5,55], pdna, [5,55], \n", " 'propeller', err_type='block', bp_range=True, merge_bp=4)\n", "\n", "# plot these values\n", "plt.errorbar(pdna_bp, deviation, yerr=error, ecolor='k', elinewidth=1, color='k', lw=0, marker='o', mfc='k', mew=1, ms=4)\n", "\n", "# plot line at zero\n", "plt.plot([0,61], [0.0, 0.0], '--k')\n", "\n", "plt.ylabel('Deviation in Propeller ( $^o$)')\n", "plt.xlabel('base-pair number')\n", "plt.xlim(0,61)\n", "plt.show()\n", "\n", "### Deviation in Opening\n", "fdna_bp, pdna_bp, deviation, error = dnaMD.localDeformationVsBPS(fdna, [5,55], pdna, [5,55], \n", " 'opening', err_type='block', bp_range=True, merge_bp=4)\n", "\n", "# plot these values\n", "plt.errorbar(pdna_bp, deviation, yerr=error, ecolor='k', elinewidth=1, color='k', lw=0, marker='o', mfc='k', mew=1, ms=4)\n", "\n", "# plot line at zero\n", "plt.plot([0,61], [0.0, 0.0], '--k')\n", "\n", "plt.ylabel('Deviation in Opening ( $^o$)')\n", "plt.xlabel('base-pair number')\n", "plt.xlim(0,61)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.11" } }, "nbformat": 4, "nbformat_minor": 4 }