{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3ef4e4c3-bbff-4170-9390-b51feae5efb6",
   "metadata": {},
   "source": [
    "## Tutorials: Contact Probability Computation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dbdf60b5-aabd-4aea-9533-6c2d3e876b16",
   "metadata": {},
   "source": [
    "### Import the necessary packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "be874cb0-b8ff-4af7-ac51-7fd3c914291a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "import numpy as np\n",
    "import sklearn.cluster as sk\n",
    "import matplotlib.pyplot as plt\n",
    "import copy\n",
    "import subprocess\n",
    "import scipy.stats\n",
    "import matplotlib.patches as mpatches\n",
    "import matplotlib as mpl\n",
    "import warnings\n",
    "import MDAnalysis as mda\n",
    "from openNucleome.utils import DamID_TSASeq_calculation\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "mpl.rcParams['pdf.fonttype'] = 42\n",
    "plt.rcParams['font.size'] = 22"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f1056cbd",
   "metadata": {},
   "source": [
    "### Compute the simulated DamID and TSASeq\n",
    "\n",
    "In the next step, we calculated the DamID and TSASeq with the function \"openNucleome.utils.DamID_TSASeq_calculation\" and the trajectory \"OpenNucleome/tutorials/HFF_100KB/SphericalNucleus\n",
    "/LangevinDynamics/reduced_traj.dcd\", which contains 50 frames totally"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8ed03065-d30f-41aa-a3df-dbca5c05d06e",
   "metadata": {},
   "outputs": [],
   "source": [
    "### DamID_TSASeq_calculation(traj_data, gLength, maternalIdx, paternalIdx, start_frame, end_frame)\n",
    "\n",
    "# gLengthFile.txt: The difference between each two neighboring values in the file represents the length of the chromosome\n",
    "# maternalIdxFile.txt: Index of each maternal chromosome\n",
    "# paternalIdxFile.txt: Index of each paternal chromosome\n",
    "\n",
    "damid_simulated, tsaseq_simulated, n_clusters = DamID_TSASeq_calculation(\"reduced_traj.dcd\", \"mol_info/gLengthFile.txt\", \"mol_info/maternalIdxFile.txt\",\n",
    "                                                                         \"mol_info/paternalIdxFile.txt\", 0, 50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4ecfa7bf-01d1-4b50-8273-a55d57110bc2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Defined some important variables\n",
    "N_chr_beads         = 60642            #Number of chromosome particles \n",
    "\n",
    "N_nucleolus_particles       = 300      #The number of nucleolus particles\n",
    "N_speckles_particles        = 1600     #The number of speckle particles\n",
    "N_lamina_particles          = 8000     #The number of lamina particles\n",
    "radius_nucleus              = 13.0     #The radius of cell nucleus, 13.0 (LJ unit) = 5.0 µm\n",
    "\n",
    "\"\"\"Info files\"\"\"\n",
    "gLength             = np.loadtxt(\"mol_info/gLengthFile.txt\",dtype=int)      #The difference between each two neighboring values\n",
    "                                                                            #in the file represents the length of the chromosome\n",
    "maternalIdx         = np.loadtxt(\"mol_info/maternalIdxFile.txt\",dtype=int)  #Index of each maternal chromosome\n",
    "paternalIdx         = np.loadtxt(\"mol_info/paternalIdxFile.txt\",dtype=int)  #Index of each paternal chromosome"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d41d2fe7-3aa0-4899-8924-1b7464c87805",
   "metadata": {},
   "source": [
    "### Visualization\n",
    "\n",
    "Comparison between simulated and experimental Lamin-B DamID (top) and SON TSA-Seq signals (bottom)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fd8eec86",
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "<Figure size 27000x18900 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "damid_data_low_res  = np.loadtxt(\"mol_info/DAM-ID_HFF_100KB.txt\",usecols=[1])\n",
    "tsa_data_low_res    = np.loadtxt(\"mol_info/TSA-Seq_SON_HFF_100KB.txt\",usecols=[1])\n",
    "\n",
    "\n",
    "chr_choose      = 7\n",
    "dpi_            = 3000\n",
    "bin_width_      = 0.8\n",
    "yaxis_labels    = [\"DamID\\n(Model)\",\"DamID\\n(Expt)\",\"TSA-Seq\\n(Model)\",\"TSA-Seq\\n(Expt)\"]\n",
    "subplot_dict    = dict({\"L\":0,\"S\":2})\n",
    "\n",
    "x_axis    = np.linspace(0,gLength[chr_choose]-gLength[chr_choose-1]-1,\n",
    "                        gLength[chr_choose]-gLength[chr_choose-1],dtype=int)\n",
    "fig1, axs1 = plt.subplots(4,figsize=(9,6.3),sharex=True,gridspec_kw={'height_ratios':[1,1,1,1]},dpi=dpi_)\n",
    "\n",
    "plt.subplots_adjust(hspace=0)\n",
    "axs1[0].set_title('Chromosome 7')\n",
    "\n",
    "damid_data_low_res_chr             = copy.deepcopy(damid_data_low_res[paternalIdx[chr_choose-1][0]-1\n",
    "                                                                      :paternalIdx[chr_choose-1][1]])\n",
    "tsa_data_low_res_chr               = copy.deepcopy(tsa_data_low_res[paternalIdx[chr_choose-1][0]-1\n",
    "                                                                    :paternalIdx[chr_choose-1][1]])\n",
    "damid_data_low_res_chr_positive    = damid_data_low_res_chr>=0.0\n",
    "tsa_data_low_res_positive          = tsa_data_low_res_chr>=0.0\n",
    "\n",
    "for nuclear_body in [\"L\",\"S\"]:\n",
    "\n",
    "    if nuclear_body == 'L':\n",
    "        laf_chr          = damid_simulated[gLength[chr_choose-1]:gLength[chr_choose]]\n",
    "    else:\n",
    "        laf_chr          = tsaseq_simulated[gLength[chr_choose-1]:gLength[chr_choose]]\n",
    "\n",
    "    laf_chr_OE   = (laf_chr/(np.mean(laf_chr[:])))\n",
    "\n",
    "    log2_laf_chr     = np.zeros(len(laf_chr_OE))\n",
    "    non_zero_indices = (laf_chr_OE!=0.0)\n",
    "    log2_laf_chr[non_zero_indices] = np.log2(laf_chr_OE[non_zero_indices])\n",
    "\n",
    "    enriched_indices = log2_laf_chr>=0.0\n",
    "    axs1[subplot_dict[nuclear_body]].bar(x_axis[enriched_indices],log2_laf_chr[enriched_indices],\n",
    "                                             width=bin_width_,color=\"orange\",alpha=0.8)\n",
    "    axs1[subplot_dict[nuclear_body]].bar(x_axis[~enriched_indices],log2_laf_chr[~enriched_indices],\n",
    "                                             width=bin_width_,color=\"blue\",alpha=0.8)\n",
    "    axs1[subplot_dict[nuclear_body]].set_ylim([-2.0,2.0])\n",
    "    axs1[subplot_dict[nuclear_body]].set_xlim([0,x_axis[-1]])\n",
    "    axs1[subplot_dict[nuclear_body]].spines['top'].set_linewidth('2.0')\n",
    "    axs1[subplot_dict[nuclear_body]].spines['right'].set_linewidth('2.0')\n",
    "    axs1[subplot_dict[nuclear_body]].spines['left'].set_linewidth('2.0')\n",
    "    axs1[subplot_dict[nuclear_body]].spines['bottom'].set_linewidth('2.0')\n",
    "    \n",
    "axs1[1].bar(x_axis[damid_data_low_res_chr_positive],\n",
    "            damid_data_low_res_chr[damid_data_low_res_chr_positive],color='orange',width=bin_width_,alpha=0.8)\n",
    "axs1[1].bar(x_axis[~damid_data_low_res_chr_positive],\n",
    "            damid_data_low_res_chr[~damid_data_low_res_chr_positive],color='blue',width=bin_width_,alpha=0.8)\n",
    "axs1[1].set_ylim([-2.0,2.0])\n",
    "axs1[3].bar(x_axis[tsa_data_low_res_positive],\n",
    "            tsa_data_low_res_chr[tsa_data_low_res_positive],color='orange',width=bin_width_,alpha=0.8)\n",
    "axs1[3].bar(x_axis[~tsa_data_low_res_positive],\n",
    "            tsa_data_low_res_chr[~tsa_data_low_res_positive],color='blue',width=bin_width_,alpha=0.8)\n",
    "axs1[3].set_ylim([-2.0,2.0])\n",
    "axs1[3].spines['top'].set_linewidth('2.0')\n",
    "axs1[3].spines['right'].set_linewidth('2.0')\n",
    "axs1[3].spines['left'].set_linewidth('2.0')\n",
    "axs1[3].spines['bottom'].set_linewidth('2.0')\n",
    "axs1[1].spines['top'].set_linewidth('2.0')\n",
    "axs1[1].spines['right'].set_linewidth('2.0')\n",
    "axs1[1].spines['left'].set_linewidth('2.0')\n",
    "axs1[1].spines['bottom'].set_linewidth('2.0')\n",
    "\n",
    "for i in range(4):\n",
    "    axs1[i].set_ylabel(yaxis_labels[i],fontsize=22)\n",
    "axs1[3].set_xlabel(\"Genomic position (100KB)\",fontsize=24)\n",
    "\n",
    "location_array    = axs1[0].get_position().get_points()\n",
    "x_legend,y_legend = location_array[0]+0.5*(location_array[1]-location_array[0])\n",
    "\n",
    "y_legend += 1.5 \n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "497e2b7a",
   "metadata": {},
   "source": [
    "In the above block, we have got the number of speckle clusters (n_clusters), and in the next block, we showed the stationary behavior of the number of speckle clusters. And notice that here we only analyzed one trajectory with 50 frames, so the fluctuation of number is large compared with the Fig. S1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cfacd272",
   "metadata": {},
   "outputs": [
    {
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\n",
      "text/plain": [
       "<Figure size 3360x3240 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure(figsize=(5.6,5.4),dpi=600)\n",
    "plt.plot(np.arange(1, len(n_clusters)+1), n_clusters, c='black', linewidth='3.0')\n",
    "\n",
    "plt.rcParams['figure.dpi'] = 600\n",
    "plt.rcParams['savefig.dpi'] = 600\n",
    "ax=plt.gca()\n",
    "ax.spines['top'].set_linewidth('2.0')\n",
    "ax.spines['right'].set_linewidth('2.0')\n",
    "ax.spines['left'].set_linewidth('2.0')\n",
    "ax.spines['bottom'].set_linewidth('2.0')\n",
    "plt.ylim(10, 40)\n",
    "plt.yticks(np.arange(10,45,10), labels=['10','20','30','40'])\n",
    "plt.xticks(np.arange(0,52,10), labels=['0','10','20','30','40','50'])\n",
    "plt.xlim(0, 52)\n",
    "\n",
    "plt.ylabel('Speckle Clusters')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15f5efce-885f-4716-80fa-7e66a8333457",
   "metadata": {},
   "source": [
    "### Compute the chromosome contact probabilities\n",
    "\n",
    "We compile the Fortran code \"OpenNucleome/openNucleome/utility/chromsome_contact_calculation.f90\" and analyzed the chromosome-chromosome contact probabilities in the next several blocks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7dd7e0df-e4aa-491f-842a-65f44879c955",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subprocess.call([\"gfortran -o contact_calculation ../../openNucleome/utils/chromosome_contact_calculation.f90\"],\n",
    "                shell=True,stdout=subprocess.PIPE)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dfc0a50e",
   "metadata": {},
   "source": [
    "In the next block, we ran the Fortran code to compute the ideal, compt-compt, and interchromosomal contact probabilities for 50 frames and output three files ('nframes.txt', 'contact_prob.txt', 'counter.txt'), where 'nframes.txt' logs the number of analyzed frames, 'contact_prob.txt' logs averaged contact probabilities over different frames, and 'counter.txt' logs the total number of contacts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f0ba846d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# contact_calculation: execution file compiled from Fortran code\n",
    "# reduced_traj.dcd: trajectory file\n",
    "# 1, 50: the analysis starts from 1st frame and ends at 50th frame\n",
    "# ./contact_prob: save the output in this path\n",
    "subprocess.call([\"./contact_calculation reduced_traj.dcd 1 50 ./contact_prob/\"],\n",
    "                shell=True,stdout=subprocess.PIPE)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d992bd74",
   "metadata": {},
   "source": [
    "We plotted the ideal contact probabilities against experimental results in the next block. Again, this analysis is just an example, so the result will be slightly different from the results in the paper."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "de07cb13",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3460.91x3240 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "experiment = np.loadtxt('expt_constraints_HFF_100KB.txt')\n",
    "model = np.loadtxt('./contact_prob/contact_prob.txt')\n",
    "\n",
    "xaxis = np.arange(1,1001,1)\n",
    "\n",
    "cutoff_ideal = 1000\n",
    "\n",
    "fig=plt.figure(figsize=(4.7/4.4*5.4,5.4),dpi=600)\n",
    "\n",
    "plt.scatter(xaxis, experiment[:cutoff_ideal], c='orange',marker='o', label=\"Hi-C\")\n",
    "plt.plot(xaxis, model[:cutoff_ideal], c='blue', linewidth='3.0', label=\"Sim.\")\n",
    "plt.rcParams['figure.dpi'] = 600\n",
    "plt.rcParams['savefig.dpi'] = 600\n",
    "ax=plt.gca()\n",
    "ax.spines['top'].set_linewidth('2.0')\n",
    "ax.spines['right'].set_linewidth('2.0')\n",
    "ax.spines['left'].set_linewidth('2.0')\n",
    "ax.spines['bottom'].set_linewidth('2.0')\n",
    "plt.xlabel('Sequence Separation(100KB)')\n",
    "plt.ylabel('Contact Probability')\n",
    "plt.xscale('log')\n",
    "plt.yscale('log')\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f3aedf6",
   "metadata": {},
   "source": [
    "We plotted the compt-compt contact probabilities against experimental results in the next block."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b339a30e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 3460.91x3240 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#from adjustText import adjust_text\n",
    "\n",
    "Label = ['AA', 'AB', 'AC', 'BB', 'BC', 'CC']\n",
    "\n",
    "line_lim = np.linspace(10**-3, 3*10**-1, num=1000, endpoint=True)\n",
    "\n",
    "start_cv_compt = 2489\n",
    "end_cv_compt = 2495\n",
    "\n",
    "fig=plt.figure(figsize=(4.7/4.4*5.4,5.4),dpi=600)\n",
    "plt.scatter(model[start_cv_compt:end_cv_compt], experiment[start_cv_compt:end_cv_compt], c='green')\n",
    "plt.plot(line_lim,line_lim, color='black', linewidth='2.0')\n",
    "plt.rcParams['figure.dpi'] = 600\n",
    "plt.rcParams['savefig.dpi'] = 600\n",
    "ax=plt.gca()\n",
    "ax.spines['top'].set_linewidth('2.0')\n",
    "ax.spines['right'].set_linewidth('2.0')\n",
    "ax.spines['left'].set_linewidth('2.0')\n",
    "ax.spines['bottom'].set_linewidth('2.0')\n",
    "plt.xlim(10**-3, 3*10**-1)\n",
    "plt.ylim(10**-3, 3*10**-1)\n",
    "plt.xlabel('Simulation')\n",
    "plt.ylabel('Experiment')\n",
    "plt.xscale('log')\n",
    "plt.yscale('log')\n",
    "texts = []\n",
    "for i, label in enumerate(Label):\n",
    "    texts.append(plt.text(model[start_cv_compt+i],experiment[start_cv_compt+i],label))\n",
    "#adjust_text(texts, only_move={'points':'y', 'texts':'y'})\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5847232e-27e5-46d9-a74b-1b5008b3044e",
   "metadata": {},
   "source": [
    "We plotted the interchromosomal contact probabilities against experimental results in the next block."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1b17cbda-4645-45bc-9643-e3346c0d3ae2",
   "metadata": {},
   "outputs": [
    {
     "data": {
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AAAAAsPK6+/VJHpzkrJlH2VlXyGKh218neV+SH1TVu6vqT6rqxlXl7/N3bU/u7qX/3u7uM5K8bYroJE+aIHe47v52ko8PiLrpgAxgfTw3m7vGuUSSaw+aBc7LwUkuNCjr8d195qCsrfT/JfnSoKz7VdUeg7Lm9okkr5l7iB3R3Z/MmN/LGw3IAAAA1oR/8AEAAAAAYC1098uT3DfJKXPPMsAeSW6d5C+SfDDJd6vqlVV19427GrPrOCrJq+ceYgf8xwSZb+zuT0yQO5W3DMj4xQEZwJro7mOSvGuTMQcNGAW2xyGDcj7Y3a8blLWluvv0LHbbG+FiSe4yKGtu/7e7N7tT2Rz+bUCGazsAAOAnFDgAAAAAAFgb3f0vSW6b5Ni5ZxnsolmUU16T5NiqenlV3bWqdpt5Lqb396uw+8Y5vH+CzL+fIHNK7xuQcdUBGcB62WyZ7xZDpoCfo6oumeSOg+KeMihnLq9M8vlBWQ8clDOnryV5w9xD7KS3DshQ4AAAAH5CgQMAAAAAgLXS3UckuWGSd8w9y0T2TXL/LO4E+6WqenxVXWrmmZjG6UleMfcQO+joJCcOzPt2ksMG5m2Fjw7IUOAAzu09m3z8NYdMAT/fryTZfUDO15K8cUDObDYKuM8bFHfHqtpzUNZcXrxipeRz+tCAjKsNyAAAANaEAgcAAAAAAGunu7+e5PZJHpvklJnHmdIVkjwpydeq6mVVZdH3enlLdx839xA7YmNh3scHRr6iu88cmDe57v52kmM2GeNnGTi3zyb5/iYef2BV7TVqGNiG2w/KOXSFF/uf04uTnDwgZ58kNxuQM6cXzz3Aztq4Hv/SJmOuMmIWAABgPShwAAAAAACwlnrhmUmuleQNc88zsT2SPCDJZxU51sqq3nn68wOz3jQwaysdvcnHX9RCa+CcuruzKHHsrPMlufqgcWBbDhqQcVaSfxiQM7vu/n6SVw+KG1WOmcOnuvvLcw+xSZ/e5OMv4toOAAA4mwIHAAAAAABrrbu/0N2/lsWip0/OPc/EzpdFkeMzVfV3VXXhuQdiU9469wA7abN3KD7byUkOH5S11Ua8BpcckAGsl80ugL7WkCngZ6iqayS59ICoD2zsZrUu/nVQzioXON4y9wADjCgou7YDAACSKHAAAAAAALCL6O63J7lukoOTfHDWYaa3W5JHJTmqqn597mHYKV9a4TsVj5r7vd196qCsrabAAUzhK5t8/JVGDAHbMGL3jSR53aCcZXFYkpMG5NxohcvZh809wAAKHAAAwDAKHAAAAAAA7DJ64fXdfdMkt0vy+iRnzDzWlPZL8tKqekNV/cLcw7BDPjz3AJtw7KCcjwzKmcN3BmRY5Aec2w83+fgRuyPAttxkUM7rBuUshe4+OWN2oNgtyfUH5Gy1zmpf157tWwMy9huQAQAArAEFDgAAAAAAdknd/c7uPjjJFZI8PmPumL+s7pbk41V1i7kHYbt9Yu4BNuF7g3I+OShnDt8fkHGxARnAevnxJh+vwMGUrj0g4+vd/YUBOcvm7YNyRrzGW+0r3f2DuYcY4LgBGQr1AABAEgUOAAAAAAB2cd19THc/JcmBSW6W5K+TfHneqSZx+STvqqqHzz0I22VXLy8kq/0ajCix7DUgA1gvJ2/y8ZcaMgWcS1XtkeSqA6LePyBjGY16XqtY4FjlUvI5fXdAxvkHZAAAAGtAgQMAAAAAAJL0whHd/QfdfUCSGyT5sySHJzlj3umG2T3JoVX1p3MPwnla5btP/3BQzirvijPiNbDIDxjNDhxM5WpJ9hiQc/iAjGX0qSQ/GpCzigWOVb6mPacRu4i4tgMAAJIs/qEGAAAAAAA4l+7+aJKPJnliVe2b5LZJDkpyiyTXyWr/HfsTq+pi3f2YuQdhm7419wCbcPqAjO9196kDcuYy4jWwyA9mVFWV5DJJrpzFLl2XS3LxJJfY+HrxJBdKsmcWP69nf90jSc0w8va42NwDsLZGFQuOGJSzVLr7zKr6UBZ/ltiMa1TV+br7rBFzbZFvzD3AICOuS13bAQAASVb7H5cAAAAAAGBLdPePkrxh40hV7Z3khkluluQmWezWsf9sA+6cR1fVd7v7SXMPwn9z4sb33Ko6bUDGKhdYkjGvgUV+sEWqao8sypk3SXLjJNfLorSx95xzTWCvuQdgbV11UM7nBuUso89m8wWOvZNcIclXNj3N1vnm3AMMosABAAAMo8ABAAAAAAA7qLtPTvLejSNJUlUXTXL9cx0HJjnfHDNup7+oqm9094vnHoSf8p25B9ikEeWFYwdkzGnEa7DHgAxgG6rqKknuluSuWRQyd4WFtVVVe3b3iPcoOKfLDsj4VnefOCBnWR05KOeyWa0Cx6pf155txPvmngMyAACANaDAAQAAAAAAA3T38UnevnEkSarqgkmum0WZ43obX6+Z5Sp1PL+qPtPdH557EH7i5LkH2Izu7qrabMxKvwZJekDGpl9E4KdV1QFJHprk3kmuPPM4c9krYxYiwzldZkDGUQMyltmo5zfitd5Kq35Nl2TY9a1rOwAAIIkCBwAAAAAATGbjLsLv2ziSJFW1b5IbZ3G379sluXnmvev3HkleUVXXW/O7Hq+SU+YeYAl4DYAhqmq3JHdP8vAkt48FtHsl+eHcQ7B2Lj0g4wsDMpbZ5wfljHitt9JaFDgAAABGWqY7fAEAAAAAwNrr7h9199u7+0ndfbskF01ypyTPSfKNmcY6MMmzZzo3/53ygtcA2KRauE+Szyb5lyR3iPJGMm9plPU1YleIbw/IWGajnt+q7cDhmg4AAOBcFDgAAAAAAGBG3X1ydx/W3b+b5ApJbprk/yU5fotH+Y2quvkWn5Of7cy5B1gCXgNgp1XVQUk+luRVSa4y8zjLZre5B2C9VNUeSS42IOrYARlLq7tPS3LCgKhVK3C4pgMAADgXBQ4AAAAAAFgSvfDB7n5kFouzDknyyS0c4W+qyt3JAVhJVbVvVT0vyduSXGfueWAXcZGM2d1mrQscG0Y8x4sMyAAAAGBGChwAAAAAALCEuvuU7n5Zd18nyZ2TfHwLTnuTJPfdgvMAwFBVdcskn0ryW3PPAruYvQblHDcoZ5mNKHCMer0BAACYiQIHAAAAAAAsue5+c5IbJHlQpl/c9riJ8wFgqKp6QJK3J9l/7llgFzSqUHDSoJxlNuI5KnAAAACsOAUOAAAAAABYAd19Vnf/Y5JrJHnNhKe6TlX90oT5ADBMVT0hycuS7Dn3LLCLGlUoOHVQzjIb8Rz3HpABAADAjBQ4AAAAAABghXT3cd19zyR/lOSsiU7z6IlyAWCYqvrzJH8+9xywi1Pg2H4jnqMdOAAAAFacAgcAAAAAAKyg7v7LJPdPcuYE8XepqgtNkAsAQ1TVbyd5wtxzADn/oJzTBuUsMwUOAAAAsvvcAwAAAAAAADunu/+pqvZK8uLB0XsmuUuSVw7OBYBNq6o7J3nuDKc+NclXk3wxydeTHJvkOxvH95OceK7jjHMe3b2p0mVVPTjJizaTAQAAAMC8FDgAAAAAAGCFdfdLquq6SR4zOPrgKHAAsGSq6hJJ/iHJ+SY+1feSHJ7kY0k+muTjSb7R3WdNfF5YNSN2lUgWBeJ1N2K3klMGZAAAADAjBQ4AAAAAAFh9f5jkoCTXGph5p6qq7u6BmQCwWc9Pst9E2Z9M8k9JDkvyUWUN2C6jCgUjyg3LToEDAAAABQ4AAAAAAFh13X1GVT0yyXsGxl44yS8m+dzATADYaVV17yx2iBrp1Cx29Di0uz8xOBt2BQoc22/Eczx5QAYAAAAzmnpbWQAAAAAAYAt093uT/Mfg2BsPzgOAnVJVuyV54uDYf0hyYHf/zoqUN3aFBe6snlEFjr0H5SyzEc/RDhwAAAArToEDAAAAAADWx18NzrvR4DwA2FmHZLEz1AjfTnLn7n5od39jUOZW2BUWuLN6RhUKLjEoZ5ldckCGAgcAAMCKU+AAAAAAAID18Y4k3xyYd5WBWQCwU6qqkjx+UNznk9ysu988KG8rKXCwjE5I0gNyRpQblt2I53j8gAwAAABmpMABAAAAAABrors7yWsGRu4/MAtgVe029wDkVkkOHJDz9SS37u6vDMiawwXmHgDOrbtPT/LdAVFrXeCoqj2SXHRA1LcGZAAAADAjBQ4AAAAAAFgv7xyYdYWNu54D7MrsejC/Bw3IOCXJwd397QFZc7nU3APANhwzIGO/ARnLbNTzG/FaAwAAMCMFDgAAAAAAWC/vH5i1V5KLD8wDWEUKHDOqqr2S3HtA1FO7+6MDcuZ02bkHgG0YsSvEiF12ltmVB+XYgQMAAGDFKXAAAAAAAMAa6e7vJDl+YOS+A7OA1dADMtZp95695h5gF3fTbP6z6GtJnj5glrkpcLCsRpQKrjogY5mNen4KHAAAACtOgQMAAAAAANbPVwZmXWBgFrAazhiQseeAjGWx39wD7OJ+aUDGc7r7lAE5c9t/7gFgG745IOOyVbXPgJxl9YuDcka81gAAAMxIgQMAAAAAANbPMQOz9h6YBayGUwdkrEWBo6oukmSdFxSvgs0WOE5L8g8jBplTVV0xyYXnngO24cgBGZVxJYdldLUBGT9O8vUBOQAAAMxIgQMAAAAAANbPSQOz9hqYBawGBY7/ctm5ByA32uTj39fd3xsyybyuM/cA8HN8clDOTQflLJWqqiQ3GRD1me4+a0AOAAAAM1LgAAAAAACA9XPKwKyTB2YBq2FEgeMiAzKWwf+Ye4BdWVVdOskFNxnzthGzLIHrzj0A/BxHZbHbzWbdYkDGMrpGxuygM6ooAwAAwIwUOAAAAAAAYP3sPTDrxwOzgNUwosBx8QEZy+B6cw+wixtRoPnIgIxlcJu5B4Bt6e7Tkxw5IOrmAzKW0ahiigIHAADAGlDgAAAAAACA9bPvwCwFDtj1fH9AxiUGZCyD6849wC7uwAEZRw/ImFVVXSDrtbC95x6ASYwoF+xfVVcakLNsbjsoR4EDAABgDShwAAAAAADA+vmFgVknDswCVkB3/yjJyZuMueyIWZbAjeYeYBd3qU0+/swkXxsxyMxuk2TPuYcY6MwBGbsNyGCsDw7K+bVBOUuhqvZMcucBUWck+eiAHAAAAGamwAEAAAAAAOvnqoNyzkzyw0FZwGr5ziYff+UhU8yoqq6Z9SmirKp9Nvn4E7t7HXZ7uPvcAwx26oCM3QdkMNbbBuUcPChnWRyUMbvjfXCjYAkAAMCKU+AAAAAAAIA1UlWXzphFYkny1e4+Y1AWsFo2W+A4cMgU8/rluQdg0wWOHw+ZYkZVtXeS/zn3HIOdNiBjnXYkWQvdfWSSbwyIumVVXXxAzrK4x6CcUQUZAAAAZqbAAQAAAAAA6+UWA7O+ODALWC3HbPLxF66qyw+ZZD53m3sANl3gWIfdN+6R5EJzDzHYiB04Ljggg/HePiBjtyQPHpAzu6raN8l9B8UpcAAAAKwJBQ4AAAAAAFgvdxyY9YWBWcBqOXpAxk0HZMyiqg5Mcqu55yC7bfLxmy2ALINHzD3ABE4akHHhARmM99ZBOb9VVTUoa06HZEzZ6EdJjhiQAwAAwBJQ4AAAAAAAgDVRVbslucvAyM8PzAJWy5EDMla2wJHkIUnWYfHwqjt5k4+/UFXtMWSSGVTVbTN2Z61l8d0BGRcbkMF4b0ly+oCcAzO2lDyXUQWsN3f3GYOyAAAAmJkCBwAAAAAArI9fTXKZgXkfGJgFrJbPDci4w4CMLVdVF0jy0LnnIMnmd2o4X5IrDphjLn869wATGVHguNyADAbr7u8l+fdBcX88KGcWVXX3JNccFPePg3IAAABYAgocAAAAAACwPh41MOvEJB8ZmAeslhE7cFyrqvYfkLPVHpXkknMPQZLFZ9FmXWNAxparql9Jctu555jI95L0JjMuP2IQJjGqbHDrqvrlQVlbqqrOl+RJg+K+k+Q/BmUBAACwBBQ4AAAAAABYCVV12aq64NxzLKuNhZ63Gxj5/u4+Y2AesEK6+4QkXxgQdfcBGVumqvZN8odzz8FPfHNAxi0HZGypqto7yXPnnmMq3X1mkuM2GXO1EbMwiTcmOX5Q1pOrqgZlbaVDklx9UNYrXJMDAACsFwUOAAAAAABWxa2SfLGqfreq9px7mGVSVedP8teDY981OA9YPe8dkPGwARlb6alJLj73EPzEVwZk3HlAxlZ7QpIrzT3ExL64ycdfSbF3OXX3aUleNSju+kl+Z1DWlqiqiyV5+sDIlwzMAgAAYAkocAAAAAAAsEoumeTZSY6uqgdVlb/nXnhmxt+J+l8G5wGr5z0DMq5eVbcekDO5qrpFVmyh8C7gywMyrlZV1xuQsyWq6nbZNXaBOXqTj68kNxsxCJN4dpKzBmU9raquOChrK/xdFn9mGeEd3f2JQVkAAAAsCf+wBQAAAADAKto/yYuTfKqq7lNVu808z2yq6gFJHjE49vDu/sLgTGD1jChwJIvdBJZaVV00i8+VmnkUftpXk/xoQM5jBmRMrqoum8XOBbvCdc1mCxxJctCADCbQ3Ucm+ddBcRdM8sJVKG5X1T2T3G9g5JMGZgEAALAklv4PuAAAAAAA8HNcPYuFjkdX1e9U1d5zD7SVqurgLBYcj/aSCTKBFdPdX0py1ICog6pqaRdab5QAX5XkwLln4ad191lJPjQg6v5VdeUBOZOpqn2yWPB+ibln2SKfHpBxn6pSulpeT07Sg7Jul+QvB2VNoqqumbHX5R/o7ncOzAMAAGBJKHAAAAAAALAODkjy3CRfrao/rapfmHugqVXV/ZP8U5LdB0efmOSfB2cCq+tfBuU8d4lLds9Kcse5h2CbPjAgY/ckfz8gZxJVtVeSNyS5ydyzbKERv69XTHK3ATlMoLs/keSNAyP/oKoOGZg3TFVdLIuf4QsOjLX7BgAAwJpS4AAAAAAAYJ1cIskTk3yjql5cVTefe6DRqmq3qvrLJC9PsucEp3hWd/9gglxgNY0qcFw1S3j39Kp6VpJHzj0HP9c7BuUcVFWPHZQ1zEax6dVZ7DCwy+ju45IcPSDqqRsFGJbTnyQ5c2DeC6rq1wbmbdpGcfywJFcaGPue7v73gXkAAAAsEQUOAAAAAADW0d5JHpTk8Kr6VFX9r6q66NxDbVZVXSuLO1b/74lOcUKSZ0yUDayg7v5kkqMGxf1uVT1kUNamVNUeVXVokv819yycp/ckOXZQ1tOr6lcGZW1aVV0qybuT3GXuWWby3gEZV0/yoqoavSMZA2x8hjx7YOSeSV5dVfcemLnTquoSSd6Z5PoDY09L8tsD8wAAAFgyChwAAAAAAKy7ayZ5VpJvVdWrq+o+VXXBuYfaEVV1iap6RpL/THKjCU/1jO4+YcJ8YDU9b2DWoVX1qwPzdtjGovl3JHn4nHOwfbr7zCSvGRS3W5LXVtWdB+XttKq6SZIPZdrP9WX3b4Ny7pvkbVV1lUF5jPWEJN8YmLd7kldW1eOqqgbm7pCqunaS9ye59uDoZ3T35wZnAgAAsEQUOAAAAAAA2FXsleSeSV6V5Liqem1VPaCqLjzzXNtUVftX1dOSfDnJ7yfZY8LTfT7JMyfMB1bXC5P8YFDW7kleU1W/NShvh1TV/0zysSS3nOP87LSXDMw6f5LXV9VjBmZut6raq6qenuTwJJefY4Yl8h9JfjQo65eSfLqqXl5VB1XVlNdM7IDuPjHJowfH7pbkaUneUFW/MDj7PG3sJnVEkgMHR38pyZMGZwIAALBkFDgAAAAAANgV7ZXk4CQvS/K9qjqiqp5SVbevqr3nHKyqLryxS8ibs1jE9bgk+0x82jOTPLC7T5r4PMAK6u4fJXnBwMjdkjyvql5aVRcdmLtNVXX1jffVf0pyqR146ElZlOiYUXcfkcWd7kfZPckzq+rfqmpLShS1cJ8kn0zyh1n8HOyofx471by6+5QkbxgYuUeS+yd5WxZl3f+oqidX1YOr6pc23gcuVVUX2ijS7D7gmG0HiFXS3a9J8soJou+a5MiqenhVTb7+paquUVVvzaLYOPrPDGcmeUh3nzw4FwAAgCWjwAEAAAAAwK5utyQ3SfJ/krw1yfFV9e6qeubGgr/rVtWeU528qi5YVbepqj+qqnckOS6LXUJ+OVv39/hP3VgcC7Atz8yizDDSryf5bFU9sqrOPzg7SVJVN62q1yb5dBbvqzvqsUm+NnYqdtIzJsi8a5LPVdXTquriE+SnqvauqgdkUdx4VZIr72TUS5O8edhgy+P/TZR74SR3TPLHSV6U5F1JPpPkmCx2FDo5yekDjoMmmn8dPSzJZyfIvUSSQ5N8rKruP8V1e1Vdraqel+TjSW4/On/DH3X3uyfKBgAAYInsPvcAAAAAAACwZM6f5NYbx9lOr6ojs9gR4+vnOo7PYlHzSVksBjwpyVkbOXtufL1IkotnscDsUkkOzGIB55WTXDU7dxfuUd6X5Ikznh9YAd39zap6epL/Ozj6Ukmek+SPq+olSV7a3Z/b2bCNO7BfO8k9ktw3O79YPkle192HVtX9NpHBOK9L8qEkNx6cu08Wu109uqpel0VR4p2buQt+Ve2T5JZJ7pnkPkkutMkZv5HkMUl+dZM5S6e7319Vhye5xdyzMK3u/nFV3SPJh5PsO8Eprp3k5Un+pqpemMXuLh/u7rN2JqyqLpnkTkkemOlKG2f71+6eoqQGAADAElLgAAAAAACA87ZHkmttHOvks0l+tbtPn3sQYCU8PclDk1x+guzLZLET0v+pqq8keW8Wi3y/mOTLSb6fRUHu1CR7ZbHofp8kl0tywMZxgyQ3y+LO+5v1+SQPHpDDIN3dVfXIJB/MNDtU7ZVF6ee+SU7ZKBV8NIudM76a5FtJTsiirHlGkgskueDGsX/+q5x54yQ3zOLaYYQzk9yvu79fVYMil86Tsp67i3Au3X1UVT04yauTTPUNvV8WO6/8cZLvVdU7s9iF6cgkR2dRvj5x49g9izLJvkkum+RqSa6e5KZJrj/hjOd0VJLf2ILzAAAAsCQUOAAAAAAAYNf0jSR36u7j5x4EWA3dfXJVPTrJayY+1RU3jkMmPs+2/DDJ3bv7BzOdn23o7o9U1fOT/PbEp9oryUEbx9z+qLvfN/cQU+rut1TVa5Pcfe5ZmF53v6aqHpPkWVtwuosludfGsYy+lsX1+I/mHgQAAICtM8WdSQAAAAAAgOX29SR37O5vzD0IsFq6+7VJnjf3HBM6Pcm9uvszcw/CNv1+kl3l9+eF3f2MuYfYIr+bRXmKXUB3PzvJ4+aeY2bfTHK77v7q3IMAAACwtRQ4AAAAAABg1/KxJDfp7s/NPQiwsn4vyafmHmICZyV5aHe/de5B2LbuPinJvZP8eO5ZJvbmJI+Ye4it0t3fTHLfJGfOPQtbo7ufnuTP5p5jJt/OorzxxbkHAQAAYOspcAAAAAAAwK7j35PcuruPmXsQYHV19ylJ7pnk2LlnGaiTPLy7Xzr3IJy3jRLifbPYMWUdvSPJPbp7XZ/fz9Tdb07yyLnnYOt09xOT/GEWBbpdxeeT3Ka7j557EAAAAOahwAEAAAAAAOvv1CT/O8nduvvEuYcBVl93fz7JnZL8YO5ZBjgjyW909wvnHoTt191vTHJI1m/h95uy+Lw+Ze5B5tDdh2bx+3rq3LOwNbr7GUnumvX4PDkvh2WxE95Rcw8CAADAfBQ4AAAAAABYFR9M8g/ZNRZ3jfTRJDfo7r/q7nVb5ArMqLs/nuTOSVa5GHZikl/t7pfMPQg7rrv/KcmDsj47cbwgycHdfdLcg8ypu1+W5DZJvjjzKGyRjd1XbprF7hTr6m+T3Lm7j597EAAAAOalwAEAAAAAwEro7i9390OT7JfkXkleG3dn/nmOz2LXjZt292fmHgZYT939/iQ3T/KVmUfZGUdncSf0N889CDtvY7H/HbP43FtVpyV5RHc/rLvPmHuYZdDdRyS5ZpK/iOu9XUJ3H5nkhkmel6RnHmekb2ZRzPq97j5z7mEAAACYnwIHAAAAAAArpbtP7e5/7e57JLl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      "text/plain": [
       "<Figure size 3460.91x3240 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The pearson correlation coefficient is 0.35118148309057723\n"
     ]
    }
   ],
   "source": [
    "experiment = model[0]/experiment[0]*experiment\n",
    "\n",
    "pearson_value = scipy.stats.pearsonr(model[end_cv_compt:], experiment[end_cv_compt:])[0]\n",
    "\n",
    "line_lim = np.linspace(5*10**-5, 8*10**-4, num=1000, endpoint=True)\n",
    "\n",
    "fig=plt.figure(figsize=(4.7/4.4*5.4,5.4),dpi=600)\n",
    "plt.scatter(model[end_cv_compt:], experiment[end_cv_compt:], c='green')\n",
    "plt.plot(line_lim,line_lim, color='black')\n",
    "plt.rcParams['figure.dpi'] = 600\n",
    "plt.rcParams['savefig.dpi'] = 600\n",
    "ax=plt.gca()\n",
    "ax.spines['top'].set_linewidth('2.0')\n",
    "ax.spines['right'].set_linewidth('2.0')\n",
    "ax.spines['left'].set_linewidth('2.0')\n",
    "ax.spines['bottom'].set_linewidth('2.0')\n",
    "plt.xlim(5*10**-5, 8*10**-4)\n",
    "plt.ylim(5*10**-5, 8*10**-4)\n",
    "plt.xlabel('Simulation')\n",
    "plt.ylabel('Experiment')\n",
    "plt.xscale('log')\n",
    "plt.yscale('log')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.close()\n",
    "\n",
    "print(\"The pearson correlation coefficient is\", pearson_value)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}