Revision - f6c855e - Add Amino Acid frequency module to GUI

Revision f6c855ef4a7ce63f72dba6b34e9d0e9edd9200ce authored by ctboughter on 01 December 2020, 17:23:16 UTC, committed by ctboughter on 01 December 2020, 17:23:16 UTC

Add Amino Acid frequency module to GUI

1 parent 73e84d3

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aims_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas\n",
    "import matplotlib.pyplot as pl\n",
    "import matplotlib as mpl\n",
    "from matplotlib import cm\n",
    "\n",
    "# THIS LAST BIT IS TO NAVIAGATE TO WHERE MY CUSTOM MODULES ARE LOCATED\n",
    "import os\n",
    "if os.getcwd()[-4:] != 'AIMS':\n",
    "    default_path = os.getcwd()[:-10]\n",
    "    os.chdir(default_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Important Notes About This Notebook\n",
    "Since this is the original code used to generate the figures in the manuscript, it isn't all necessary \"pretty\" code. I apologize for that, and will work to the best of my ability to clean things up as time goes on.\n",
    "\n",
    "To that end, certain nomenclature/variable names are antiquated. The most striking of this is the use of \"mono\" or \"monoreactive\" as the placeholder for non-polyreactive antibody sequences. It is important to note that while a majority of the sequences in this category are to our knowledge \"monoreactive\" we have only tested this limited panel of 7 ligands. It is more correct to call these antibodies \"non-polyreactive\" under our experimental conditions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import all of the custom written analysis and loader scripts\n",
    "import seq_loader\n",
    "import aims_analysis as aims\n",
    "\n",
    "# Load in all of the data data from every paper\n",
    "[mono_all,poly_all,mono,poly]=seq_loader.getBunker()\n",
    "[mono_jennaAll,poly_jennaAll,mono_jenna,poly_jenna]=seq_loader.getJenna()\n",
    "[mono_HugoAll,poly_HugoAll,mono_Hugo,poly_Hugo]=seq_loader.getHugo()\n",
    "[mono_HugNat_all,poly_HugNat_all,mono_HugNat,poly_HugNat]=seq_loader.getHugo_Nature()\n",
    "[mono_PLOS,poly_PLOS]=seq_loader.getHugo_PLOS()\n",
    "[mono_HugNat_allCNT,poly_HugNat_allCNT,mono_HugNatCNT,poly_HugNatCNT] = seq_loader.getHugo_NatCNTRL()\n",
    "\n",
    "# Load in AA keys\n",
    "AA_key,AA_num_key,AA_num_key_new,props=aims.get_props()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# So this is our \"full\" dataset. Including those antibodies reactive to an intermediate number of ligands\n",
    "ALL_mono=np.hstack((mono_all,mono_jennaAll,mono_HugoAll,mono_HugNat_all,mono_HugNat_allCNT,mono_PLOS))\n",
    "ALL_poly=np.hstack((poly_all,poly_jennaAll,poly_HugoAll,poly_HugNat_all,poly_HugNat_allCNT,poly_PLOS))\n",
    "\n",
    "# This is our parsed dataset, where we are more stringent about what is considered polyreactive and not polyreactive\n",
    "parse_mono=np.hstack((mono,mono_jenna,mono_Hugo,mono_HugNat,mono_HugNatCNT,mono_PLOS))\n",
    "parse_poly=np.hstack((poly,poly_jenna,poly_Hugo,poly_HugNat,poly_HugNatCNT,poly_PLOS))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define standarized plot parameters (optional)\n",
    "font = {'family' : 'Arial',\n",
    "        'weight' : 'bold',\n",
    "        'size'   : 16}\n",
    "COLOR = 'black'\n",
    "mpl.rcParams['text.color'] = 'black'\n",
    "mpl.rcParams['axes.labelcolor'] = COLOR\n",
    "mpl.rcParams['xtick.color'] = COLOR\n",
    "mpl.rcParams['ytick.color'] = COLOR\n",
    "\n",
    "mpl.rc('font', **font)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'AA Position')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = pl.subplots(1, 1,squeeze=False,figsize=(16,8))\n",
    "\n",
    "# Generate two types of matrices: \n",
    "# 1. PCA - matrices with float values correlated with hydrophobicity\n",
    "# 2. MI - matrices that use integer values 1 to 21, randomly assigned\n",
    "\n",
    "\n",
    "# NOTE, manuscript_arrange=False MUST be selected to run MHC analysis                                  \n",
    "# I used to re-arrange the CDR loops for a more position-accurate                                      \n",
    "# representation. In the current analysis, this isn't necessary.\n",
    "# manuscript_arrange=False means CDR loops go: CDR1L, 2L, 3L, 1H, 2H, 3H\n",
    "# manuscript_arrange=True meancs CDR loops go: CDR1L, 2L, 3L, 3H, 2H, 1H\n",
    "poly_PCA,mono_PCA=aims.gen_tcr_matrix(ALL_poly,pre_mono=ALL_mono,key=AA_num_key_new,binary=True,manuscript_arrange=True)\n",
    "\n",
    "poly_MI,mono_MI=aims.gen_tcr_matrix(ALL_poly,pre_mono=ALL_mono,key=AA_num_key,binary=True,manuscript_arrange=True)\n",
    "\n",
    "# Generate those same matrices for the parsed dataset\n",
    "parse_poly_PCA,parse_mono_PCA=aims.gen_tcr_matrix(parse_poly,pre_mono=parse_mono,key=AA_num_key_new,binary=True,manuscript_arrange=True)\n",
    "parse_poly_MI,parse_mono_MI=aims.gen_tcr_matrix(parse_poly,pre_mono=parse_mono,key=AA_num_key,binary=True,manuscript_arrange=True)\n",
    "\n",
    "# Stack the full matrices for nice visualization\n",
    "total_dat = np.vstack((poly_MI,mono_MI))\n",
    "#total_dat = np.vstack((parse_poly_MI,parse_mono_MI))\n",
    "matrix=ax[0,0].imshow(np.transpose(total_dat[:,:]), interpolation='nearest', aspect='auto',cmap=cm.jet)\n",
    "pl.colorbar(matrix)\n",
    "\n",
    "ax[0,0].set_xlabel('Clone')\n",
    "ax[0,0].set_ylabel('AA Position')\n",
    "# Optionally save the figure\n",
    "#fig.savefig('parse_Matrix.pdf',format='pdf',dpi=500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# A quick little refresher for the equations we're using here:\n",
    "\n",
    "Mutual Information formulation I'm using (standard definition):\n",
    "\\begin{equation} \\label{eq:1}\n",
    "I(X;Y)=H(X)-H(X|Y)\n",
    "\\end{equation}\n",
    "\n",
    "Conditional Entropy Equation in the more common formulation:\n",
    "\\begin{equation} \\label{eq:2}\n",
    "H(X|Y) = -\\sum_{x\\in X,y \\in Y}p(x,y)\\log_2\\dfrac{p(x,y)}{p(y)}\n",
    "\\end{equation}\n",
    "\n",
    "Conditional Entropy Equation I use in this work:\n",
    "\\begin{equation} \\label{eq:3}\n",
    "H(X|Y)=-\\sum_{Y}p(y)\\sum_{X}p(x|y)\\log_2p(x|y)\n",
    "\\end{equation}\n",
    "\n",
    "In both cases, our \"given\" is the amino acid at some position. So when talking about probabilities p(y), we want to talk about the probability of finding a given amino acid at that location."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculate and plot the Shannon Entropy of the Data\n",
    "fig, ax = pl.subplots(1, 1,squeeze=False,figsize=(12,6))\n",
    "# *_count are the probabilities of each amino acid occurance at a given matrix position.\n",
    "# These are used to actually calculate *_S (Shannon entropy) in the code\n",
    "#poly_S,poly_count=aims.calculate_shannon(poly_MI)\n",
    "#mono_S,mono_count=aims.calculate_shannon(mono_MI)\n",
    "poly_S,poly_count=aims.calculate_shannon(parse_poly_MI)\n",
    "mono_S,mono_count=aims.calculate_shannon(parse_mono_MI)\n",
    "ax[0,0].plot(poly_S,'b')\n",
    "ax[0,0].plot(mono_S,'r')\n",
    "ax[0,0].set_ylim([0,4])\n",
    "ax[0,0].set_xlabel('AA Position')\n",
    "ax[0,0].set_ylabel('Shannon Entropy (Bits)')\n",
    "pl.legend(['Polyreactive','Non-Polyreactive'])\n",
    "pl.savefig('parse_entropy.pdf', format='pdf')# dpi=1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Run the Mutual Information Calculation - Note, Still Pretty Slow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Non-Polyreactive Abs')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = pl.subplots(1, 2,squeeze=False,figsize=(16,8))\n",
    "#MI_poly,poly_count_cond,counted_poly=aims.calculate_MI(poly_MI)\n",
    "#MI_mono,mono_count_cond,counted_mono=aims.calculate_MI(mono_MI)\n",
    "MI_poly,poly_count_cond,counted_poly=aims.calculate_MI(parse_poly_MI)\n",
    "MI_mono,mono_count_cond,counted_mono=aims.calculate_MI(parse_mono_MI)\n",
    "ax[0,0].imshow(MI_poly,vmin=0,vmax=1.2,cmap=cm.jet)\n",
    "ax[0,1].imshow(MI_mono,vmin=0,vmax=1.2,cmap=cm.jet)\n",
    "ax[0,0].set_title('Polyreactive Abs')\n",
    "ax[0,1].set_title('Non-Polyreactive Abs')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x11621b358>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# I do find that plotting the difference is much more useful\n",
    "fig, ax = pl.subplots(1, 1,squeeze=False,figsize=(16,8))\n",
    "x=pl.imshow(MI_poly-MI_mono,vmin=-0.2,vmax=0.2,cmap=cm.PiYG)\n",
    "pl.colorbar(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VSx2hKVMldQT0OTMpM/qN2kWDDQAAAEAXGUMiO0DTFgAAAACCoocNAAAAQFdlrMPWtp5osLnijO3OPNhdRj0JFiHK82kazyssWqT6PonHTg+J9jo4tCvOY6e6InWComh/q3DvWeh7POIAAAAAdI0Z0/p3gho2AAAAAAiKHjYAAAAAXZVl9Bu1iwYbAAAAgK4xGZOOdKAnGmx1n9K4b00dQ5I0amtTRyjwQIW4FmyhzWgLf9pUnIJyH4zzuJGkmsXKE+2xvPvjt6WO0LTswqeljlAweO946ggFtWOXpo4Q1s76nakjFAzbytQRCqaWD6WO0DSsYLOOREM7A13WEw02AAAAAH2CSUc6wuBRAAAAAAiKHjYAAAAAXUUPW/t6osGW2aDGbF3qGJKk/f5I6ggFE74jdYSmVfuPTR2hoD6aOkFRbbCeOkLT0O5gnevBCo99MNb9M/Sqo1JHaKr7ZOoIBVPHxnqix3rkxLIyOyF1hIJfTfxr6ggFG0eemTpCWLs/+ZPUEQpGLzg+dYSeZ5Iy4xWzXdxTAAAAABBUT/SwAQAAAOgTZgyJ7AA9bAAAAAAQVE/0sJkaC+xFMBJs3ZbR6mGpIzSNjzyaOkJBtHVkMo/zdKsvibMmnCQ97dLjUkco+MF7Y60XNaTlqSM01YLVsPGt49zqgdbpjOgrqz6YOkLB6x+MU8NWjfX2qZUve2rqCAV1aq8OWqOGLdaap5HF+QQJAAAA4BBgyjIavu0q7Z4ys2Vm9h4z+6WZ7TOzn5rZm8wa07+Z2YCZXW1mD5vZuJndYGabyvr9AAAAANBvyuxh+7CkV0iqS3pE0kmS3iNpSNKVkt4l6Y2SapLGJT1X0o1m9mR331diDgAAAABBmaQKQyLbVkqDzcxGJb00P3uGu3/fzN6iRiPtFWb2PkmX5PvPlfRdST+UdIKk8yV9ZN5fUJey8RhrWO0dibPumSSN2ZrUEZrG9i1NHaGgtiR1ghksUN1YNVAWST+48LupIxRkivUmUg1UNzZgsdY982B1WjHeqRo+d9dbU0coeNmmq1JHKHjD3R9KHaFg9/I4deAjvjp1hAIfjjV0jvpQdFtZz4ChWW5repaQhyQ9W9KwpIfc/Rt5j9rn8/1nl5QBAAAAQHRmyrJKqad+VkqDzd13SbouP/tdM9su6SpJt0u6VNJ0rdqWlqtN/0wdGwAAAADMoswattdKOl2NYY6r8svqkqak5pzUrbVq4/k2znzVAAAAAB53TOvfvlJ62PKZIL+oRmPtTyStkPQBSadI+uhCV5/jNi82s1vN7NZt27aVERMAAABAYpZP61/mqZ+V1cN2hqTfk/Tv7n6dJJnZ2yW9RtKZkq7Pj2utVh/Lt7tmu0F33yxpsyT91tNP9YmRGBNJjlisQtxsMk7hazYeJ4sk1ZbE+uampjgTRwzWYi3BeNfffCl1hIJNX74wdYSCvf5Q6ghNy2xj6ggFA/Wh1BEKJmzWt7Qk/mjT36WOMEOsyY7uXnVr6ggFa3VC6ghNdaumjlCwTw+njlAwolifBdH/yvrUdky+bX01bv30vjPfrm+5bEO+vbukDAAAAACiM2Na/w6U1X94T749xcyel//82nz7gKQvS6pKOtLMzjGzMUkvzvffVFIGAAAAAOgrpfSwufv3zOxGNRbD/pqZPaoDk4m8w913mtkHJL1e0o2S9kpaokZj7toyMgAAAACIz6S+n4q/TGUWsrxE0uVqLIS9UdKdkt7t7h/O979JjVki/1yNxtzXJb3O3fcudMOumiZnL3XrugEFWzTWZp2zJYnaIxOpIxStiVXbkmkwdYSm6kik5X2llV84PXWEgspUrOLlFYPHpo5wgMd5zZGkwa2xXnd83YrUEZqiLe579bdfkjpCwSW/jrWQ95KXrEsdoWnwN7GeVzufEOMz4LTRyprUEfqAKbNY77WRlXZPufted3+7ux/v7sPufmJLY03uXnX3y919nbuPuvs57v6zsn4/AAAAAMzHzC43s/vNbMLMvmNmz2jzem81Mzezj82y7w/M7Cdmtt/M7jKzV5WZOdZUcQAAAAD6mlmaIZFm9gZJV6gxUeJuNWa6v9HMTnL3B+e53jMlvX2OfU9XY0b8ATVmvz9e0sfMbJu7//cyctMXCQAAAKCv5etGX5afvUjSaknfVKNU65I5rjNiZm+S9A015t+YzZvVaKx9wt0PkzS9psrlJUXvjR62zAY1ZoenjiFJyjzWXZb9Zk/qCE2Tx48tfFAXRfs2wjxOoqweqw7pCZVTU0cocIu1XtR5Hz45dYSmz7zqJ6kjFEysi1W0Xvfx1BGaBixWzfVlz4q13uJPzvjH1BEKTnzp+oUP6pZ1yxc+pouW29GpIxTUPFaNX29KMq3/iWosMVaXdJ27V83sOkm/L+lszd6D9mpJ75G0Q9LPJT1tlmPOyrefzreflPTXkp5lZqPuB//GEOcTJAAAAIC+Z5Iyy0o9tWFTvt3R0ojaMmPfTHVJn5V0mqQfPeb/YbZM0vSMQVtmbDNJT2wn2EJidRcBAAAAQPmmu473tVw2PmPfTO939/dKks0+M3vr9aZvd3yO/YtGgw0AAABAF9njMenIGjO7teX8Znff3HagWbj7wa6PUkoNSk802ExSphh1CpXxauoIBdWj56p/7L5o42uz8VhrjdVH49xDHuPp1GS1WDVjtUqs9as+efzXUkdo2j+wO3WEguGpZakjFPhgnNedwR1TqSMU7F8V5zVQkp7y3demjhCWl/MZszSZxfq4ut9jvQ6iaZu7z7ew6/QfrrXAd3oChsUu9vdoy8/Tt9s6qUMpiwjGegYAAAAA6G8mZd2fdOSefLvazEbcfULShvyyuxdzg+6+28y2qzHj5HpJd7TcZr3ldx6UWF93AQAAAED57pC0VY32zwVmNiDpvHzfTQdxuzfn2wvMLJP0p/n575UxQ6REgw0AAABAF5lMlaxS6mkh7l6XdGV+9kOSdko6U9IeSe83sw1mtiU/bZjjZmbzbklVSa9UYwjk2/LLr+rgNubVG0Mi3RqnAGpjsYp/6opTaxOlznBapJoxzC9aTV20x/KSp65b+KAumbLB1BEKPFYcVTSUOkLT1KrUCYqivSJbnLdPScFqZ4OtRRnpeSVJw7YydYSeNz2tf7e5+zV5L9gb1JiO/xZJf+nuW8zsGDWGNUodtJHc/Xtm9iI1GoNPkvQLSVe4+xfLyt0bDTYAAAAAOEjufrWkq2e5/F7NM6uju18o6cI59n1N0uM2QxgNNgAAAADdY4/LtP59K9oIBQAAAABAjh42AAAAAF1kKab171m90WAzD1cAG0W0yREAlG9qVbCZNYA+wGRHWKxok6D0IpOUZQz0axf3FAAAAAAE1Rs9bAAAAAD6hKnCkMi20cMGAAAAAEHRwwYAAACga8zEpCMdoMEGAAAAoItYh60TDIkEAAAAgKDoYQMAAADQNSYpM/qN2sU9BQAAAABB0cMGAAAAoHvMVKGGrW30sAEAAABAUPSwAQAAAOiaRg0bPWztosEGAAAAoIuMSUc6wD0FAAAAAEHRwwYAAACgqxgS2T562AAAAAAgKHrYAAAAAHSNyehh6wANNgBA2+qqpY5QkIk3fADoOWYyGmxtY0gkAAAAAARFDxsAAACArmJIZPvoYQMAAACAoOhhQ2mobQEeH5GeWzyveohb6gRF5qkThMbzfG6R7htJ8mB5epHJwj3OIqPBBgAAAKCrGBLZPoZEAgAAAEBQ9LABAAAA6BrWYetMbzTY3OKMxWcM/pwmfVfqCAUjtip1BKDvRKsliVYDEen+4cNQb4n2WI4k2n1j9Vh50P96o8EGAAAAoE+wcHYnqGEDAAAAgKDoYQMAAADQVdGGukZGgw2lGbaVqSMAfSnSm1rVx1NHKMhsNHWEgkh/q5omU0cosED3TUSRHjvRRHvdGdkzmDpCzzMzZcZAv3ZxTwEAAABAUPSwAQAAAOgqZrJtHz1sAAAAABBUb/SwmYdZ/yzSGjtSrDHvFq39H+Mhc0CQx3BE0WptBmpDqSMUTGVx6jcGNJY6wgyxnleR3iMqivU4jlaHFG9K8Th5Ij2OpXh59iyL9VjuTSyc3YneaLABAAAA6AvGOmwdCdYlAgAAAACYRg8bAAAAgK6KVNYTHT1sAAAAABBUT/Sw1b2uSd+TOoYkqWKxirjlcf6ED1X/LXWEgsMHn546QkGkoulo32plirUIaa0S528lSUP7R1JHaKoPx5rkI5rBvakTHLB77OHUEQoGFGuR86FgeSLJAn22kKTR8Vh/q12ju1JH6APpJh0xs8slvVbSWkk/lHSpu98yz/F/IOlKSSdIuk/SO9394y37hyTt1WPbVb9y92PKyBzrGQkAAACgr5mlWYfNzN4g6Qo1phjeLekMSTea2Unu/uAsxz9d0vVqtJl2STpe0sfMbJu7//f8sCfl+/dL2tZy9cfc3mIxJBIAAABAXzMzk3RZfvYiSaslfVPSckmXzHG1N6vRGPuEux8m6e/yyy9vOeaUfPt5d9/QcnpmWdlpsAEAAADoosaQyDJPbThR0npJdUnXuXtV0nX5vrPnuM5Z+fbT+faT+fZZZjY9VvfkfHt32//9DvXEkMhMmYZ9aeoYkiS31AniWj6wPnWE0KLVBETiVk0docBVTx2hwAfj1BxGW+Q82uLQtSVx/laPTN6XOkLBEUOnp45QsLt+f+oIBcvsqNQRmrKJWHW8E6P7U0coGLW1qSNgcTbl2x3uPr36+ZYZ+5rMbJmkdTOOm95mkp4o6XYd6GF7hZn9pRpDI6+VdLm7T5QRnE+QAAAAALooycLZy/PtvpbLxmfsm+341uuMz7J/usF2oqRHJa2RdKmkIySdt9iwrRgSCQAAAKBrTI0Zq8s8SVpjZre2nC7uMFLH/428Lu5aSZ+S9FR3XyHpz/L9rzCzExdxu49BDxsAAACAXrfN3ecbe70737auEzGWb2dbq+HRlp+nrzPWctkud3dJ/1frldz9U2b2j5JWSjpV0s8XCr6Qnmiw1VXXfguyDluweomKDaeO0DRZ373wQV00YmtSRygYmArUoV2PtZbW3uFtCx/URUOzjoxIZzJQjd/wZKz1kKaGYtXU7fc46zOtGSzli93SeKC1KCVp2FakjlBQszh1Wnbf+MIHddHQcbH+Vvsqsd6zepMps65/Lron3642s5G8vmxDftljJgxx991mtl2N2STXS7qj5fi6pHvMbKWk35G01t3/qeXq022sUt4UAn2CBAAAAIDHxR2StqrR/rnAzAZ0oMbspjmuc3O+vcDMMkl/mp//Xj5xyZikL0n6iJm9XJLyoZjL1FhM+/tlBKfBBgAAAKBrphfO7ua0/u5el3RlfvZDknZKOlPSHknvN7MNZrYlP033pL1bUlXSK9XoLXtbfvlV+W0+IOmj+WWfMbNHJH0wP//37r79YO6naTTYAAAAAPQ9d79G0lsk3S9pSNItks519y1qDGNcn58G8uO/J+lFkm7Lj/+FpIvc/YstN/saSX+jxrDKEUl3Snqdu/99Wbl7oobNJFmQtmW0Gra6plJHaBq2w1JHKIhWL1EN9NCJ8nyaNqpY9YaTHqsec9CWpI7QVB0Ktkadx3qejwVan2lX/ZepIxRUFKMWfdqAYtVjju6Js4ZfZXmc+nhJ0vY49X2SNLouzvO8d1m7i12Xzt2vlnT1LJffq1lmi3T3r0n62jy3t1/Sf8pPj4ueaLABAAAA6B+mOF9SRBfra3YAAAAAQBM9bAAAAAC6xhIOiexF9LABAAAAQFA90cNmVglTdL/XH0wdoWDYVqaO0LTkrkCzakiqnsA3N3OpeqxFUV1xFoaWpAEbSx0hrJ21O1NHKFiWbUwdocACzckS7b4ZejR1gqLdyx5JHaFgfEmc1+WxHbG+z6+vHUkdocCqnjpCH6CHrRM90WADAAAA0D+izVgdWan3lJn9rpn9q5ntyxedu9LMBvN9A2Z2tZk9bGbjZnaDmW0q8/cDAAAAQD8prYfNzH5P0o1qLCq3W9IRkt6qxnoGb5X0LklvlFSTNC7puZJuNLMnu/u+snIAAAAAiO4xS55hDmUOibxGjcbaeyVdqsaq4F+U9BIze6ekS/LjzpX0XUk/lHSCpPMlfWTeW6ZLAkMAACAASURBVK65KrtjLBC9b3Rb6ggFS+3w1BGaJn69NXWEgmzTYOoIYVUs1qKo+zxWLcmKfTFqZqftH51MHaFpZSXWwIgs2Mh+m4hTxJaNxrpvflq5IXWEguPtuakjFESqkR9dvS51hIJs60TqCAX7NsZ5nuPQUMqQSDPbIOm0/Ox/dneX9GVJY+5+gqRnSxqW9JC7fyPvUft8fvzZZWQAAAAA0AtMpqzUUz8r63/3lJafn2dmD0vaLukdZlaRNP2V7JaW46Z/jvV1LQAAAIDHjanRZCvzXz8ra7zEqpaf3ydpj6Rlkt4saSI/SVJrrdr0/LXLZ7tBM7tY0sWSdNSGWFMTAwAAAEA3lNVga+2pu8bd32xmL5P0WTUabe+c57qzNondfbOkzZJ02qlPd1VitJxHK6sWPqiL9urh1BGalm1ckTpCQU2x1tKa0PbUEZpGq6OpIxRYJdZQhvpwrLVhprQ3dYSmsanVqSMUTAzsSh2hYLQy63eQSQz9Zn/qCAXHPuH3U0co2Odx3j+jqY/Geg2sbY3zGihJtjFWnXPvivXeH1lZ91TrO+ZHJcndP5dfPqLGrJGS1PopcfrTdKx3WwAAAAAIoqwetp+3/Nz6tUM1305/5bi+Zd+GfHt3SRkAAAAA9IB+rzsrUyk9bO5+lw40vN5oZhUzO1fSajXq1j6iRuPtSDM7x8zGJL04P/6mMjIAAAAAQL8pc5GWt0r6nKQ/lvSHOtDT9i53f9DMPiDp9Wosrr033/+ApGsXvOVqXbYtxlj8/etjjeBckR2TOkJTZSzWNyU+FWudlMGhpakjNFmw+2bL/h+mjlBw0vALUkcoGAhUj7mjclfqCAWrJ2NNNOyDcV4Hq8tirUVZ890LH9RFy6ZirTX2UPbj1BGaVj66NnWEgnqwOucpxXos9yaTWay/a2Sl3VPu/nlJL5X0YzUW0P6VGhOOvCM/5E2SrpL0G0kVSV+XdI67x6okBQAAAPA4s5JP/avMHja5+xckfWGOfVVJl+cnAAAAAMACSm2wAQAAAMBCjGn929YbDbbBTPV1MdaNmqqPL3xQF9WzqdQRmmr7YnVH14+I8ZiZVtFw6ggtaqkDFDzZzk0doWC88mjqCAU1TaaO0LTEjkwdocCDvd9b1VNHaNox/MvUEQoGFWvtqvFYJX46TMeljtBUC7YO256fPZg6QkHlabFq/ND/eqPBBgAAAKBPGNP6d4AGGwAAAIAuCzZEIjDuKQAAAAAIih42AAAAAF3TmIifIZHt6okGW92q2ju0PXUMSdJybUwdoWBkclnqCE2TW3+TOkJB5YnLU0coqOyrpo7Q5AOxOtc92It2pOeVJE0MxVmk9d92fDp1hIJnrr44dYSCuuJMOjLgI6kjFCyxI1JHKIj0mixJ9aE4E33sH9mXOkLBYX/4pNQRCsbFEsLorp5osAEAAADoF8a0/h2gwQYAAACgy2KNromMpi0AAAAABNUTPWxmAxqx1aljSIpXIGm1OAsgD6yMVS+hepxaEknaPbYjdYSmMXtC6ggF2f566ggFU8NxFqSXpEmPU8P2W6tenjpCgcV5CZQk1SpxHjt1j5NFknb7fakjFKzasSZ1hII96+PURQ1oLHWEguo9j6SOUFA7Jdbni17FkMj2cU8BAAAAQFA90cMGAAAAoH9EG7UWGT1sAAAAABBUT/SwmUtZkKH4ewceTh2hYMXEqtQRmiZ3TqSOUFCpHJY6QkHmPfF0SyLSOmOSNKAlqSMUDGg0dYSmTHHWipIUrlZ1KtuTOkLTgMV6HNcV5I08V181lDpCwZLJOHXgUda+nTa2JtZjOVjpbI8y0W/UPj5BAgAAAOgaE5OOdIJ7CgAAAACCoocNAAAAQFcx6Uj7eqLB5qpraiBGfVRFccaYS9JUoDH4dkaMtfKmZROxRpnXhydTR2iq7KumjlAw+nCwzv5Yy9RpaixO3diEx1oPyQdi1bBZoBq/AcV5f5CkkYlY7xE2FWv9RylOnlFbmzpCwd4jYtU5j0zFqqlD/+uJBhsAAACAPmEmWbAvawOjwQYAAACgqxgS2T6atgAAAAAQFD1sAAAAALrImNa/Az3RYPPGtCOpY0iSBoMtRGqBFo0dmIz1xKsPxyn+l6QxW5c6QlM2EeP5NO3RY2JMKjRtyf6x1BEKhi3OIvAjviJ1hIIp2586QkGkIT4D9ViTjuwavj91hIJloxtTRyjI9sd5P5/0XakjFIRbBH4o1ucddMbMLpf0WklrJf1Q0qXufss8x/+BpCslnSDpPknvdPePH8xtdopHHAAAAIAus5JPbfxGszdIukLSekn7JZ0h6UYzO2KO458u6XpJJ0sal3S8pI/ljbhF3eZi0GADAAAA0FWmrNTTgr/PzCRdlp+9SNJqSd+UtFzSJXNc7c1qjEj8hLsfJunv8ssvP4jb7BgNNgAAAAD97kQ1esHqkq5z96qk6/J9Z89xnbPy7afz7Sfz7bPMbHSRt9mxnqhhy7yikYmlqWNIkiZHY9X+ZFmcP+G2wZ+njlCw2p6UOkJBNh5nUdTaaKz6vhGLtaCuD8WpQ5Kkcd+aOkLTaBZrQd3BqVh1WrXBOM/zSduXOkJBRSOpIxRM+M7UEQpGszi1qsPVZakjFFg1Tn2fJE2Nxqqd7UWNQYxdf6/dlG93uPt4/vOWGfuazGyZpHUzjpveZpKemJ/avs3FivNpHwAAAAAWZ42Z3dpyfrO7b245vzzftn6bNT5jX6vWy6avMz5jf6e3uSg02AAAAAB0UfsThXRgm7ufvsjrLibMQtcp7T9IDRsAAACAfrc73462XDa9js9sa1k82vLz9HVa1/3ZtYjbXBR62DrkXksdoaBmk6kjNC3JDk8docBi/alUHY0zBn9gf6zvarJarJqxaiXO80qSBjzOunDR1mf6Tf2nqSMUHKnFfrlbvkHFWrsqs1gfOTINpo5QsH9gb+oITcPVWI+dSO+fKInnp+66J9+uNrMRd5+QtCG/7O6ZB7v7bjPbrsbMj+sl3dFyfD2/vekPMG3d5mLF+tQGAAAAoM+5zMs9teEOSVvVaP9cYGYDks7L9900x3VuzrcXmFkm6U/z89/LJxlZzG12jAYbAAAAgL7m7nVJV+ZnPyRpp6QzJe2R9H4z22BmW/LTdC/ZuyVVJb1SjSGOb8svv6qd2ywrOw02AAAAAN3lJZ/a+ZXu10h6i6T7JQ1JukXSue6+RY1SsfX5aSA//nuSXiTptvz4X0i6yN2/2OZtliLWgPI51GxSjwzflzqGJGnMjkgdocAUZz2tmmKtS+Jx7hpJkitOUV11OFY9QD3QfSNJWbCXxkENp47QNKHtqSMUHF2LUzMmSaFW6rRYz/NI71eSVIn1lqXqUJzv0COtJyhJWbDHzh5/KHUEHAR3v1rS1bNcfq9mmdnR3b8m6WuLuc2yxPpUAgAAAKD/xfpOKTQabAAAAAC6q72JQiBq2AAAAAAgrJ7oYavUh7Rqz4aFD+yCL++6cuGDuugFG9+28EFdstRjrcPmsZb2CqVSjfXUr1b2pY4wQ6z6jceOqE9nRKtSRyioj6ROUBTpW9CaYq0nGK2GzSuBnliKtU5d5nGyRDRm61JH6H0ersw2tEjvLQAAAACAFnyFAgAAAKC76GFrGw02AAAAAN3FpCNtY0gkAAAAAATVEz1s+22v7hm+JXUMSdJZG16fOkJYnsUq4I7W117RUOoIBwT7U2UaTB2hYMBGU0coCLWweLDZfDyL9TyPJNRrTkTBvt0P9fdiNoh5jfu21BH6Aw+zttHDBgAAAABB0WADAAAAgKBosAEAAABAUD1RwzaULdGG4d9OHUOSVPXx1BHCqml/6ggFoeoBgvFY69dqQLFqxqLJIi04HK22JVhNXSjB/lahajElZYOBnleKdf+Ees0JaImOSB2h97lkwepII+uJBhsAAACAPkJ7rW0MiQQAAACAoOhhAwAAANBd9LC1rScabOZSZSpIZ+AgtTZA2SLVbkjUb/SUYHVakWrqeF7Nj/sHi1W3auoIOMT0RIMNAAAAQB9h0pG20WADAAAA0FXRBkhEFmScIQAAAABgpp7oYXNzTQ1Opo4hScp64y5Lwhh/j0WidgOLFa4OyeI8lnlezY/7B4vFY6cELiYd6QA9bAAAAAAQFN1FAAAAALqLHra20WADAAAA0EXOLJEdYEgkAAAAAATVMz1spjiLkWJ2FOEC6DZedwCg95iY1r8T9LABAAAAQFA02AAAAAAgKBpsAAAAABBUj9SwWZhFmamXAAAAAA4Ss0S2rUcabAAAAAD6got12DrAkEgAAAAACIoeNgAAAABdxbT+7euJBpuJ2jEAAAAAh56eaLABAAAA6CNMOtK20mvYzOxwM3vEzNzMjskvGzCzq83sYTMbN7MbzGxT2b8bAAAAQA/wkk997PGYdOQfJa2Ycdm7JP2VpNWSqpKeK+lGMxt7HH4/AAAAAPSFUhtsZvZCSS+fcdkySZfkZ8+VtE7SnZKOlnR+mb8fAAAAQHAuqe7lnvpYaQ02M1si6f2S9s/Y9WxJw5IecvdvuPs+SZ/P951d1u8HAAAAgH5TZg/bO9ToNfv7GZdP16ptablsy4x9AAAAAA4JLvdyT/2slAabmf2WpEvVGOp41Yzdy/PtvpbLxmfsAwAAAHCoqJd86mMH3WAzs4qkzZIqkl7j7jOHRM579Xlu92Izu9XMbt26ddvBxgQAAACAeZnZGWb2XTObMLP7zOyyNq5zhJn9i5ntMbOdZvZhM1s645hP5rPozzydudDtl7EO2+slnS7pU+7+jVn27863oy2XTc8OuWuuG3X3zWo0BHXaaU/v735OAAAA4BDhLnnAiULMbL2kGyQtk/SopA2SrjKzve7+vjmuk0n6khrtoXE12jl/ocas+a2TMZ6cbx9UsU9wwc6uMoZEvjjfXjDdUmzZ90tJr8x/Xt9y+YZ8e3cJvx8AAAAADtZr1Wis3aTGcmQX55dfbmZzjQw8R43G2nY15vN4mqSapJeZ2fFSc0Tik9SYH/OJ7r6h5fSdhUKV0WDbKumBGadpD0m6To211440s3PytdemG3k3lfD7AQAAAPQS93JP5Tgr3/6zu1clXatGb9gGzT1Z4vR1bnT3re7+M0nfn7Fvkxqz5m9x94lOQx30kEh3f/nMy1p62Z7p7vea2dFqDJ28UdJeSUvUaNhde7C/HwAAAABKUJjd3t3HzWyHpDX5vjsXus6Mn6f3nZJvl5jZLyQdKek7ki51958sFKqMGrZ2vEmNWSL/XI2ZIb8u6XXuvredK7ukumqPX7oOZKqkjgAAAAD0tG7XsJnZhZI+Os8h12pxs9u3c53pBtsqNXraBiU9R9LNZvZUd28dofgYZa7D1uTulp/uzc9X3f1yd1/n7qPufk7eXQgAAADgUOKS6l7uSVozPcN8frp4gRSdmnN2+zau80NJH5P0ajUmIzlK0v1qNOBet9CNdKuHDQAAAAAeL9vc/fR59n9a0vXz7J+U9EJJK9XZ7PYLzojv7l+Q9IWW/b82s89JeqOkU+fJJIkGGwAAAICucnl5E4W09xvdJ9VolM3JzO6RdJry2e3zyRJX5bvnmt3+nnw754z4ZvZ7ko6V9L/c/Rf5vsF8O+cyZ9N6osFmonYMwKErSg2vxGsxAER6TUbpblajwXa+mX1c0vlqNEUe0OwTjkxf568kPc/M1kk6LL8N6cCM+G+T9FxJXzCzP5a0TgfWaLt5oVCPSw0bAAAAAMypXvKpHO9VY4jjcyTtkPSh/PJ3e94laGafNbMtZvamfN9XJf1IjXXb7pP0YzU6xa539+lG3hVqrM32kvx2f6lGo+3fJf3TQqFosAEAAADoKncv9VRSpl9JOlvSt9VodP1a0l+7+z+0HLZWjeGPy/Pr1CQ9X9Jn1BhyOa7GBCOvarndmyS9IL/duhrDID8m6ax8qOa8emJIJAAAAAA83tz9+5KePc/+M2e57GFJ5y1wuzeqsSZ1x3qjwebWOEVg3S2Q7ClR/kbT+FuhT1Sm4gyG8MGFj0EMVt4QoVJ4nIdxSDvrc5XHdN+K7LjUEQqi1c5Gy9OTpqf1R1t4+QQAAACAoHqjhw0AAABA33B62NpGgw0AAABAd3V5HbZe1hMNtrpqmmwuIp7WcG1p6ggF+7M9qSM0DVms+ybaOimZB3q6Bavvs1h/Kk1l46kjFNQHplJHaBquL08doYC6qLn9tyPfnDpCwQseuip1hIIs2Eegf73/U6kjND3/qFiPnbqqqSMUjFZXpo6AQ0ysVysAAAAAfc3dGRLZAb6bBAAAAICg6GEDAAAA0F3Blh6JjB42AAAAAAiqJ3rYzDIN2pLUMSRJ+7JtqSMUjNqa1BGaappMHaFgoDaUOkJBrRJn4ohoxfa77N7UEQqW69jUEQr26IHUEZpGqstSRyjwIUsdoSDSZEfPf+jvU0coqPn+1BGKgk2+tPTZcSbW8Ptj3TcTviN1hIJsINbni17lzBLZtlif2gAAAAD0N5fEpCNtY0gkAAAAAARFDxsAAACA7qKHrW0902DzIFPJeKD6BClWvUQ01UqsmrqKhlNHaKr6vtQRCgZsNHWEAqvGeL2ZtkxHpI7QNLArTi2mJE2uifO8kiQPtAp85fa9qSMUfEr/MXWEgucc/2epIxQ877a/SR2hyX4T64P02L7DU0coqB4bY14FHDp6psEGAAAAoD8w6Uj7aLABAAAA6B4X67B1gElHAAAAACCo3uhh83qY9VsyDaaOUFD1ODUKQ7YidYSiYD3tdYuzxs6AxlJHKIiWxwdjPXiqPp46QpMti1UzFul5FY2dtDJ1hIJTnnR06ggF2U8qqSMU7Fq1M3WEpgHFqiuuKs5roCSNaWnqCH3A5Uw60jZ62AAAAAAgqN7oYQMAAADQP5h0pG002AAAAAB0j4shkR3oiQabqaJBxVjzYtBi1dpkk4Ee7PU46w9JUn0k1ojfKHWYkpRZrNqNaGVIHuyVcXh8KHWEpvpQrOdV5pY6QsHgzjjTno2vjFX3c/LPX5c6QkFmsWrSf7n3m6kjNB059tTUEQpWPnRY6ggF+48I9NkLh4RgH0sAAAAA9D162NoW66tSAAAAAEATPWwAAAAAusYlOZOOtK0nGmxurrpNpY4hSco81pj3rZWfpo7QtNZPSh0htKF6nPrHbDxWveHt+mrqCAUnLH1+6ggFNhLnpdqzWDVj0dZbrK6I9B4Rqzh0yGKtXbXrYz9IHaHg6Fc9K3WEpgGLtQ7bRLCaMVeMz6Q9zZ0hkR1gSCQAAAAABBXna1sAAAAAhwSvxZlVNzp62AAAAAAgKHrYAAAAAHQPC2d3pCcabFaXBsZjdAZaNVah6bodR6WOcMDKWBNZTA3H6mofsDiLH9eWxHrqP1G/lzpCwZ76ltQRCpbbsakjNFkt1htsvRItT5zXnUxxXnMkqa5Y7xGrz4o1Uda+YJPERHLbI59JHaHglBUvSR0Bh5hYn9oAAAAA9Dmnhq0DNNgAAAAAdI9LqtNga1eMcYYAAAAAgMfojR62zFQfraROIUka9x2pIxSMLl2bOkJT3WKNv3ePVS/x7Z2bU0doeuaqV6eOUDD2SKxFWgdWbkwdYYY4dVq1SqzneRbsbcwU471KkqranzpCQbS/VbThWBUbSR2hyX70SOoIBSc/7cWpIxSYxXme9yqX5MFqoiOjhw0AAAAAgor1dRcAAACA/uYup4atbTTYAAAAAHRVtGHJkfVGg63mquyOsf5ZpJoxSZKlDnBAFqh2Q5I82Bjz393zp6kjNE2ujlWHVD0s1npRlWCLeXqgwevR1tIK9SIoqerjqSM0DVis2tBo7xF7jplIHaFgVMtSR2jyUwdTRyio+6OpIxREq8dE/+MRBwAAAKB7mNa/I4G+twUAAAAAtKLBBgAAAKCLXF4v91QWMzvDzL5rZhNmdp+ZXdbBdTfm13tMIDM7wsz+xcz2mNlOM/uwmS1t53Z7YkikV6SpZTHqFLJA6yFJkjzG/SIpWilJOF6N0/Wfeaynfs1irRc1UI9VUxdJ5Ud7UkcosFNXp45QEKlurDIV6ztZj1UWpWE7LHWEgrri1BZHqzccthWpIxRkk8E+C/YijznpiJmtl3SDpGWSHpW0QdJVZrbX3d+3wHXHJH1a0vAs+zJJX5J0uqRxSWOS/kLSCkkvXyhXrFdzAAAAAEjjtWo01m6StFrSxfnll5vZnF0TZva7kr4v6XfmOOQcNRpr2yUdLelpkmqSXmZmxy8UigYbAAAAgK5xSV6vl3oqyVn59p/dvSrpWkl1NXraNs12BTNbIel/SnqyGg29+W73Rnff6u4/U6OB17pvTjTYAAAAAOBAo2yLJLn7uKQdM/bNZJJ+Kumlkt7Rzu3O+Hmu222KVcgCAAAAoL+5S12uYTOzCyV9dJ5DrpW0PP95X8vl0wtsLtfsdkl6iru7mZ05xzGLud2mHmmwuTzMYq2xCnH12ElokLNgf6vqcW1NBNQVFmzynGh/K48VJ5Rok3xEE2myhmiTfETjijXhQUVMdjSnSBOsSWJeqrDWmNmtLec3u/vmEm9/1geiux/sh6oFH+A90mADAAAA0C/KnIo/t83dT59n/6clXT/P/klJL5S0UlLrlL9j+XbXQWTbnW8Xdbs02AAAAAB0T4Jp/d19Uo1G2ZzM7B5Jp0lan58fk7Qq3333Qfz6e/Lt+pbLNrR7u0w6AgAAAADSzfn2fDMbknS+GkMWH5B0Zwm3+zwzW2dmJ6rRMJTmnlmyqSd62EzG2G50LFItiSTVw9RhxqsZi/a3AtD/+FzRQ6jX70Ne5lT8ZXqvGmuvPUeN2SGnhy2+e7pWzcw+K+mZkq5x92vavN2vSvqRpFMl3ZdfNiDpendfsCFIDxsAAACAQ567/0rS2ZK+rUaD6teS/trd/6HlsLVqDG1ccHbHltutSXq+pM+oMSxzXNLHJL2qnev3RA8bAAAAgD7hkmoxe07d/fuSnj3P/jPn2Xez5p5N8mFJ5y0mEw02AAAAAF0VdEhkSAyJBAAAAICg6GEDAAAA0DXu3vVp/XsZPWwAAAAAEBQ9bAAAAAC6ihq29tFgA7qEtcYAAAAUepbIiBgSCQAAAABB0cMGAAAAoIucIZEdoIcNAAAAAIKihw0AAABA97iY1r8D9LABAAAAQFD0sAEAAADoImrYOlFKD5uZjZjZ28zsTjPba2a3m9mlZpbl+wfM7Goze9jMxs3sBjPbVMbvBgAAANBDpqf1L/PUx8rqYfuopD/Of35E0pMl/WdJh0n6T5LeJemNkmqSxiU9V9KNZvZkd99XUgYAAAAA6CsH3cNmZkfpQGPtLHdfKekt+fk3m9kySZfk58+VtE7SnZKOlnT+wf5+AAAAAL3DJXm9Xuqpn5UxJHKFpM9J+oq735Rf9pV8u1TSH0kalvSQu38j71H7fL7/7BJ+PwAAAAD0pYMeEunuP5H08hkX/06+3Stpef7zlpb90z9TxwYAAAAcStzl1f7uFStT6bNEmtmJkq7Iz35SBxpsrbVq4/l2ueZgZhdLuliSNm7cWHJKAAAAAEmwDltHSm2w5TM/fl3SKkkPSPprSa+Z7ypz7XD3zZI2S9JpTz/N5XMe2lVVxZojpa5a6ghNg7YkdYQCm/vhhWiCPL+bLNhsU5Hun2D3TaTXQEnKVEkdocmCfRZyC/Q4DmhC21NHaBqxVakjFGSTsV53qkPBnlzoe6U12PLG2s2SjpS0Q9IL3X2Hme3ODxltOXws3+4q6/cDAAAA6AEuhkR2oKx12NZKukEHGmvnuPuP89335Nv1LVfZkG/vLuP3AwAAAEA/KnMdtmMkTUp6vrv/sGXftyRVJR1pZudI+rakF+f7bhIAAACAQ4hTw9aBg26wmdlpkv6g5aIvWHGc+hmSPiDp9ZJuVGPmyCVq1Lhd287veGjvXXrXd150sFFLcdmzvpQ6QsGE70gdoSmrL00docBL6T8uT6Ram0h1NpI0sGsqdYSC6orB1BEKLNCwER+MVYeUeelzZx2cQDV+0V4DGysvxZGNx3leSdL2d3w7dYSm9Vf8YeoIBfWhWK87O2t3po7Q85whkR0p453uhS0/D6k49HH6d7xJjVki/1yNmSG/Lul17r63hN8PAAAAAH2pjHXY/lbS37Zx6OX5CQAAAMChinXYOhJuwAQAAAAAoCHY4P/ZHb50ky571pdTx5Ak1VVNHaFg2FamjtDkt8epp5Ok+skrUkcoqNTj1I3Z/ljfav37wNdSRyg4wZ6fOkJRoLqxSI9jSdrmd6SOULCyckLqCE0Dk7G+k41Wh2S1WDV1R1wR6XUn1t8qG49TAy5JK0fjPM97mQd7DkYW69UcAAAAANDUEz1sAAAAAPoEs0R2hAYbAAAAgO5x1mHrBEMiAQAAACCoHulhc0VZcDPagsOhnLwqdYIZYhUpR1rE1kcDhZF0kmIt0oq5RXocS9JqPSl1hLDqQ6kTxDa1NHWCoizUR7IYn7mm1YO9Z8VK05tYOLszPOYAAAAAIKhIX+cAAAAA6HcsnN0RGmwAAAAAuopJR9pHgw19i3pDAMBceI8A0CtosAEAAADoHiYd6QiTjgAAAABAUPSwAQAAAOgeJh3pCA02AAAAAF3jYtKRTjAkEgAAAACCoocNAAAAQPcwJLIj9LABAAAAgCQzO8PMvmtmE2Z2n5ld1sF1N+bX81n2/YWZ+Synv1nodulhAwAAANA9HrOGzczWS7pB0jJJj0raIOkqM9vr7u9b4Lpjkj4taXiOQ07Otzskjbdc/uhCuehhAwAAAADptWo01m6StFrSxfnll5uZzXUlM/tdSd+X9Dvz3PYp+fZ8d9/QcrpmoVA02AAAAAB0T75wdpmnkpyVb//Z3auSrpVUV6OnbdNsVzCzFZL+p6Qnq9HQm8t0D9vdnYaiwQYAAACgizxqg226UbZFktx9XI0hjK37ZjJJP5X0UknvmPUAs7WSjOLk9AAAF5NJREFU1uVnP5fXud1uZn/UTihq2ABghrpqqSMUZKqkjoAexOMY/WKvP5Q6QsESOzx1BMxujZnd2nJ+s7tvnj5jZhdK+ug8179W0vL8530tl0/Xmy3X7HZJeoq7u5mdOccxp7T8fLKkqho9cp8zsz9096/Mk4sGGwAAAIDucZe89piJFA/WNnc/vewbbTFrDZu7t/Mf2S7pA5J2q9ELV5X0eUkvlPR2STTYAAAAABzSPi3p+nn2T6rRgFopabTl8rF8u2uxv9jdb5N0SetlZvbB/PedutD1abABAAAA6J580pGu/kr3STUaZXMys3sknSZpfX5+TNKqfHfHk4W03O6T9f+3d+dhklX1Gce/v+7pWXpmgJkBRhxAXIgSDWICREVglCg8IAjBjeACxC2yhIxiUJ8oqMEgiVFZTEAEDQgTjCguCKgzgA6oJLjgAgqyCgjMwACzdtcvf5xzu5bpqurG6nNO97yf56nnVtW9VfV2162qe+7ZYFfgPne/Pt49EJddC4IadERERERERBJyfLjW00uPLI/LI8xsOnAEoSnkfcBtf8TzHgpcAlxoZgvNbCb1GrflbR8VqYZtktvgXefaS8YK250GbLD7RiKj6POy9mWs5+38n7Lhzicnk7PCBrIoaWAN7cedlTYoy7Cvzx1hRGm/n4O2sPtGIr1xJmHutZcTRoesPgxnVH3VzOwy4CXAJ8cyh1p0PnAc8CzgHkIftlmEPm0f7vZg1bCJiIiIiEg6hc7D5u53AfsBKwgVW78HPujun27YbBtCk8l2o0aO9rwPAosJA408Gv4DfAfY191v7fb4wk6/iYiIiIiI5OHuPwb26rB+cYd1y2k/muRthLnaxk0FNhERERERScc9+aAjk9nkKLA5WCFNzb2c7gkAPF67L3eEEQv6d8kdQcaotL4bpfW1scJ+RIYHysnTz/TcEZqs8YdyR2gyaNvkjjBiw1MfgXpC9PlA940SGvBZ3TdKaNqGmbkjjKiVEwWAh4d+kTtCk22mvSB3hEkvzMNWzm9b6dSHTUREREREpFBlndYWEREREZEpTzVsY6caNhERERERkUJNjho2BxsqY/6W9X1P5o7QpObl9EUaWLkxd4QmG+eX1V9iiHLm2JnmZXVQWMcjuSM0mTmwIHeEJqMONyUADNq2uSO0KOO3CmDmhrm5IzSpTS/rHLH3lfNeAfjMcjrJP1a7I3eEJlvfsl3uCM12yx1gKnBqrhq2sSrr21NERERERERGTI4aNhERERERmRLcoeZl1XKXTAU2ERERERFJalhNIsdsUhTYalZj3fQy+o5ZYa1IFw4/P3eEEcOzdKakk2nMyB1hhNXKeq/mPlZWX5uN83InaNbn5fRi87K+AlnnhfV/pJz+j0MzyunjDNBXWG9MG8qdoNna/nL25S37npk7QpPabmXtyzU25I4gm5lJUWATEREREZGpwTXoyLgUdq5UREREREREKqphExERERGRpDToyNipwCYiIiIiIkmpSeTYTYoCW5/3MXPj7NwxANgwsC53hCaPDtyTO8KIBY+WNbFlbVZZLX5rlNNpup9yJmgFeHLe2twRmvRbWWf9zMp5v/oK23dmr90yd4Qmw4Nl7Tsl8YImFQdY3786d4Qm63xl7ggjZtr83BGa9A+X9b3jv3osdwTZzEyKApuIiIiIiEwN7hp0ZDzKqoIQERERERGREaphExERERGRpDToyNhNjgKbQSnzxk5jMHeEJrNs69wRRmycNz13hBZlfRGU1PfHy4kClPe5Kqm/IcDMh8vJs3ZBYRPGDs7KnaBY0zaU1YjG+wr5IY8Gbl6fO0KTaXvsmDtCsYb7y/kOBLhqy3NyR5j0HA06Mh5lfZuLiIiIiIjIiMlRwyYiIiIiIlOEM6watjFTDZuIiIiIiEihJkUNm5szNLAxdwwABtYP5I7QZGj6mtwRRqw++ye5IzRZcNxLc0doYgU1wbeNZZ3V2jijrH5RA1ZWn7qhgqZEKm2OumI6OFcK+v8MTS/rc16ae/7s1twRmixiz9wRirXGH8wdocn+O5ycO0KL03IHGLfQh62c78vSqYZNRERERESkUJOihk1ERERERKYI1yiR46ECm4iIiIiIJOQqsI3DpCiwmRvTamXM8VVaX5vBoXLmYZtx3LzcEYp227qrc0cYsfPg/rkjNDEra2K4Ycr6nPf3lfH9B/Bo7Te5IzSZP7xz7ghNfKCcPnV9XtZPfM2GckdossPMsvo5z1hZzsHrxoL6zQLMYVHuCE1K6wcuU19Z3+YiIiIiIjKladCR8dGgIyIiIiIiIoVSDZuIiIiIiCSlPmxjNzkKbAZeSF3gtOFy+pIAeH9B/SUoqx9SaXae/arcERqU1QxhYHhG7ghNXLtyW3Ns+9wRmpTUZwwoa164guaEg/J+I1bVbssdockW83fKHWFEWe8Uxe3LwwMqaPyxHGdYBbYxK6QYJCIiIiIiIq0mRw2biIiIiIhMDZqHbVxUwyYiIiIiIlIo1bCJiIiIiEgyGtZ/fFRgG6eh/rIm1LWCugaX1qG8NEO+NneEEQPDs3JHaFLY/L7SwYAN5o5QtsIGR5D25toOuSM06aesQc2kPR3v9IKrSeQ4qEmkiIiIiIhIoXReW0REREREkglNIlXDNlaqYRMRERERESmUatjGSW3M5amqMZw7wgj1GRORzd00K6svr8jmRoOOjJ1q2ERERERERAqVvMBmZieb2T1mts7MbjCzPVNnEBERERGRPNydYa/19NIrZvZiM7sxllXuNrP3jeExf2Jml5nZA2a2ysy+a2Z7tGzzXDO7xszWmtmDZvYJMxtTm6ekDaPM7ATg44S+ho8DLwauMbPnufv9KbOIiIiIiEgeJQ46YmaLgKuBucBqYHvgdDN70t3PbvOY7YAbgXnAOkI55xXAdWa2m7vfamazgWuAHYAngAXASYDFZUfJatjMzICqhPo2QtBrgS2Ad6fKIZLLdJtTzEVERERENnEsobC2jFBWeUe8/+RYlhnN2wmFtVuAhcDWwI+BmcAJcZsjCYW1W+M2B8T7jzPrfmCWsknkc4FFQA24xN2HgEviuv0S5hARERERkYxq7j299Mgr4nJpLKtcTCi7bA/s3OYxDwPfAs5z99XuvgZYHtc9q+V5L3f3Ne7+HeABQqHupd1CpSywVX/kSndfG6/f27JOREREREQkh6pMci9ALLOsbFnXxN3PcfeD3P0zDXfvFZd3jfa8Lde7loNS9mHbIi7XNNy3tmWdiIiIiIhMYY4n78NmZkcBF3TY5GJ6UF4xs5Oo15pd2PLYp/S8pczGtEmbUDN7B/V2o0/MmjV4aw9eZ2tCtWUJSsoCytNJSVlAebopKU9JWUB5OikpCyhPNyXlKSkLKE8nJWWB3uV5Rg+eI6l7efSqJf6VrXv8tDPN7KaG2+e6+7k9fP52fdjqG5gdC3wi3vysu9/Yi+dNWWB7PC4bZ6ocjMvHWjeO/+Be/pMxs5vcffdePudTVVIWUJ5OSsoCytNNSXlKygLK00lJWUB5uikpT0lZQHk6KSkLlJcnJXc/oPtWPfcl4Ksd1m8ADiQMIDKm8kqjWFg7K968EjixYfW4ykGtUhbY7ojLBWY2093XETrwAfw2YQ4REREREdmMuPsGQqGsLTO7A/gLwkCJmNkgMD+ublteMbPXA2fGm1cCh8XXq9wBvKh63mjM5aCUg478Engovuab4kRxb4jrliXMISIiIiIi0mp5XB5hZtOBIwhNFu8DbhvtAWa2E/D5uN0NhMLa+jbPe7iZzTGz/QjD+68HVnQLlazA5u414F/izfOAVcBiwuRx5ySK0dMmln+kkrKA8nRSUhZQnm5KylNSFlCeTkrKAsrTTUl5SsoCytNJSVmgvDwSaskeB15OGB3yvHj/Ge5h7gAzu8zM7jWzJXHde4DZ8fouwO1x/b1mdlm8/4uEQt9zCRVYV8X7P+vuVXPJtsx7N2/BmJjZewmTyC0EfgKc6O43JA0hIiIiIiLSwsz2AD5FaBr5MHCOu5/WsH45sC9wqrufYma3U59vrdW17r44Pm5nQoFwH0KF1UXAP7r7xq6ZUhfYREREREREZGxS9mHLxsy+bWZuZkNmtqj7IyYkw50xQ+NlvZndb2aXm9nzM2S5pMO6xRnyVJdhM1tlZt8zs/1T5Rgl15Fmdp2ZPWZma83sp2a2JPa/zJHncDO7xsxWxn3nLjM7P56xSZljtH258XJhyjwx035mdoWZPWBm68zsbjP7hpm9KnGO6n9z1Cjrqv/P4pSZGl6/bbaEGZbHDKfkytAti5kdYGYb47oVscP5RGdp/Exd3rLuH1o+XztNdJ5RMm1ySZGhQ5ZhM3vCzG42s9elzNKS67Vmdn38jdhgZr8zs7PMrNdDlXfKcGGX7+MJ/7yZ2c/j65zWcn/j+7Zjw/1viPc9OZG/pxb8IL7W3WY2q2X9kQ35DpyoHC2v+ev4ektHWTcQj33czD6YIo9MHlO+wGZmTwf+Kt7sB96aMQ6Evnv3xcujwNOAQ4HvmdlWibO8MdfBYxurgN/H5ZaE9sNXmlny98zMLiBUVe8NzAAc2BX4N+ArZtZ1zowe5zkX+DJhX54NrAZ2BI4Bbk5dMIka9+XGy8qUIeLByDXAwcACQtvz7YGDgKvM7MT2jxapM7MXAZcRRlC+BTjI3dd0flTP7Wtmjb/NixO/fqt2n/OcWR4hDI29G7DUzF6dOoiZHUPYV15G+I14AtgJOBa4zsxmJoqykvp70jifV+N7tXqCM1QDJuxZ3WFmz6R5brC9G65X2/3Q3YcmKlTsb/RuYBjYAaj6G2FmM4CPxZtfdfdvTVSOFlVB7aDWAiThs14dB/53ojwySUz5AhvwZkJBbV28fXTGLABL3H37eFkI7AXUgG2BwzLkOXMiz3CN0xJ3X+TuWwPbAF8hjLhztpnN7/zQ3jGztwNHARuBdwJz4+V9cZODgTcmzPM24O3x5inAVu6+DbAzYTSi2cClZrZNqkxR477ceFnS/aG9YWaHAB8m7CcfBebF/83Tga/HzU43s21TZZLJKdYAfBOYA9wJ7O/uqxLH2ECY/+eFMVMf4UC34zDUE2zUz3nmLNsSDsB/Tfjsn5AhS1UD8q/AXHefTzjJuJEw6MDrU4Rw9yUN78nrGu5vfL8+OcExqgLb7g0nM1/ess1oBbYfTGgqwN1/Cpwdb55sZk+L148nFLDX0DxX1kS7NC5nA63zkFXHgP/n7r9JF0kmg82hwPaWuPwA4Yv0OWa2T8Y8Tdx9BfUJ8xZkiPAC4LgMr9uRuz9CKFw/Sfhie0PnR/TUe+LyTHc/1903uvuwu59BqHW7EPhDwjxVQfFL7n6qu68FcPffAq8hnNmdR71Qtzn5QFxe4e4fcvcnANz9AUJt+snA4dRP2IhsIrZuuBLYDngQeKW7/z5DlP+Ny+pg94WEz/ZNGbIULb4/V8SbO3badoI8PS4fqQYMcPflwHsJLTEeyJApl6rgtSVhBDyo78PXx+XeAGbWD/x5vO/7SdLBhwjvxxzgo2Y2j/pvx8fc/a5EOXD3XwE/jzdfW90fC7qviTcvbX2cyJQusFkY5eVPCWdQzgOqKu9jsoWKYtvqwdisYl68+yeJY1QHAaeY2cLEr92Vu68GfhRv/mWK1zSz7aj/4Hy9db27v9ndj3b37ybKs4hQkwbwX6PkeYhwoAmbntGc0mI/kWq/+Fzrendf5e6nu/s34r4kMprpwOWE3wqAQ+LJkByui8vqs7y45X6JzOzZwF/Hm3dmiFC9Jx+30L/5n81sb+Bsd3+vu1+dIVMW8fNSncSsas+qffhUQpPEXcxsAeEk8SChZdGNifI9BpwUbx4DfIFw3HUroXCdWlUge3Vsmgnh/1adBFBzSNnElC6wEZq1AXwtnnn/Yrz9WjObmycSF8QO2zVC7dH58f5L3f07ibN8BLifcFbsE4lfe6wejMtUTdp2aLieq59Go8amR3e02eb2UbZN4YI2Hdx3S/T6jWfVf1ddMbP3W33+k+qSrJlmtMn/JvHry9idQHM/sVdmygGhadkwsE+siVgc77++7SMm3mif88VdHzUxPhk/zw8DvwWeQ/gtnegmf6N5N1DVzOxKqLG5Drgrnojd3FTTM+1hYSCsRYTWQ8uAmwlNV19GvUB3SyxIJeHuFwHXEo57D453H+vuOZobVwW2Lah/31TNIW9MWeMnk8eULbBZmJ286md0UVx+g9BZOXUTu0arqDeBhPCj82p3PyJDlscJzTcA3mxmL82QoZvqQLc/0es1vk7SgUXasDbXG82Jy9SFgnaDEeT4AWzsuL4l4WCh8bJF4jyj/W+kTLMJ+2x1wuyDZtZuPp2Jthr4GWF/3Z3QjKxGgr4+HYy2L6/PlGUe4fO8FWHQrhXAwTlqs9z9dkKt7DsIrRyqwWkWAeebWa5jjFyqfXRP6rVr17p7jVBog7A/VwW2VM0hGx1L/bdiaaqWMq3c/Q7qLZyqZpGHxqWaQ8qopmyBjXAGpRqo4pvxDPd66v3Ecp0BW+LuWxH6GznhDOG+mbLg7l8inHUy4CzK2yeqgTQeSvR6jf1WNqmxMrM948ijqdzbcP3ZDTkaR5d6Tlym7nPTbtCRXyZ6/buoF1KrZqy4+8nubu5u1M+Ap7bJ/yZTDuluGDiSMEjESsLog+dkzFM1tTuRUED5WcqaiFGM9jm/ofvDJsTR8bM9zd3nufteCUf3axJPCm/l7ue5+4GE9+pAwklYgL/LkSujauCRFwLVdDzLWpb7kHDAkVbu/gvqJ8++nfr1W1QFs0PMbFfCb1iNMPKoyCZKOzjvpaO6rH+JmT0vRZDRuPvnqI9cdJKZHZ4rC/WzTi+iuUlgVrFt9+7x5o86bdsrsSlCdZB/UEuePkLb93vM7AOtj52gPPdSPwB4U8wxAPzSzC6K/TSraSs2q34ucWCa6sDxqDabpaqZlcnrLHf/chwR8iPxvv0z1pBUzR9f33JbChH7qq0n/BZsA+DuG9z9SuA/4mbF9QufYDcRaqpnUB88oyqoXU/9GKOaczZnrXEJlhJOOM4Dzoz3fT/TYEcyCUzJAlscwrsaLvVA6sOyV5eqz0/udubvB+6J1880s9TNtoCRs06fyfHa7cQ+hp8mNH1ZA1yc8OWrTsjHmdnRZjYtFh7/HXge4XOTsinFGXF5hJl9iPAF/01Ck98fEuaMWg2cmzBTKap5dA41s9PNbA6AmT3DzL5G+n59MjbTzWzOKJccBexHG66fA1TDaX/KzLbMkKcqoPW13JZy/IjQpaAP+M9qDtU4NcSb4japBxHLyt3XUx/ltJ/Q/eRncd0ThALdtLjuvs29n1Y8GVvVSlYjl6s5pLQ1JQtshOYt0wiTSF7t7k80XqiPwPOWnHOQxSzvije3I8wnlcsppG9S16rqUH4/4cv+nfH+42NtSipnAZcQRo/7PKEw9Bj1uX5Od/cfpgrj7ufGHBBG3Lqb+vyCVb+2nxOadqVUvV+tl6tSBYhntP+JcKbyfcBKM3uIMAjJIXGzh0hbwJbu3k844G29HNzpQRMtDs9eTaPxNOC0DBn+QBi9rqICW2Fi4eT4ePMw4JE4EMqdhMm8HyfMC7m5WdFw/Vp3b+xXvazheo7+ayVqLKANA/+TK4iUb6oW2N4al1e4+2gHsdVM8wsJNXDZxPb3l8Sbx5vZLplyNA5AkkvVoXwhYQTN7wIHuPvnOz6qx+KPzJHA2whnUp1Qy7cC+Bt3PzllnpjpbwmTol5D+N/MIrTFv5jQhHMv4M54hjeV6v1qvSRtCuTuHyP0A11KmGtnC0KB/3vA3wPPdncd9MqYuPtXgeXx5rvMbM8Om0+Uan/9TZxTUArj7l8gjPB3DeF7Z25cLgVenLAvb0kamzkua1m3rM12m7PLqJ9oXRZP1oiMyppPgIjIZBOb0p4GLHL3w7ptLyIiIiKThwpsIiIiIiIihZqqTSJFREREREQmPRXYRERERERECqUCm4iIiIiISKFUYBMRERERESmUCmwiIiIiIiKFUoFNRERERESkUCqwiYiIiIiIFEoFNhERERERkUL9Pwj/k4nMu7LFAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# poly_count is the probability of seeing every amino acid at a given position.\n",
    "# Same as above, the poly vs mono difference is much more enlightening.\n",
    "fig, ax = pl.subplots(1, 1,squeeze=False,figsize=(16,8))\n",
    "x=ax[0,0].pcolormesh(poly_count[:,1:]-mono_count[:,1:],vmin=-0.2,vmax=0.2,cmap=cm.PiYG)\n",
    "pl.colorbar(x)\n",
    "xax=pl.setp(ax,xticks=np.arange(20)+0.5,xticklabels=AA_key)\n",
    "#pl.savefig('FULLdata_AAprob.pdf', format='pdf')# dpi=1000)\n",
    "\n",
    "# Notes: This is a different version of the matrix compared to the manuscript. That version can be\n",
    "# seen in the bootstrap_analysis.ipyb. Also note, this matrix is flipped compared to imshow.\n",
    "# In other words, the rough breakdown is 0-14 = CDR1L, 18-23 = CDR2L , 24-40 = CDR3L\n",
    "# 43-68 = CDR3H, 70-85 = CDR2H, and 85+ = CDR1H. Where you see clear gaps in the color does generally\n",
    "# mean you are looking at spaces between the loops"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x113e59b38>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = pl.subplots(1, 1,squeeze=False,figsize=(12,7))\n",
    "# Note, these two sections are pretty slow as well\n",
    "#p_poly,p_poly_stdev=aims.gen_dset_props(poly_MI,stdev=True)\n",
    "#p_mono,p_mono_stdev=aims.gen_dset_props(mono_MI,stdev=True)\n",
    "p_poly,p_poly_stdev=aims.gen_dset_props(parse_poly_MI,stdev=True)\n",
    "p_mono,p_mono_stdev=aims.gen_dset_props(parse_mono_MI,stdev=True)\n",
    "\n",
    "# p_poly has all position-sensitive plots of the biophysical properties used in this study.\n",
    "# Property 2 is \"charge\" and then everything after that follows the order of the properties \n",
    "# in supplemental table 1\n",
    "prop = 2\n",
    "\n",
    "pl.plot(p_poly[prop],'b')\n",
    "pl.plot(p_mono[prop],'r')\n",
    "\n",
    "ax[0,0].set_xlabel('AA Position')\n",
    "#ax[0,0].set_ylabel('Net Hydrophobicity (AU)')\n",
    "ax[0,0].set_ylabel('Avg Charge/Clone ($e_c$)')\n",
    "pl.legend(['Polyreactive','Non-Polyreactive'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Poly')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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   "source": [
    "# This code is very messy for a fairly simple ask...\n",
    "# Priority to clean up, but for now generates exactly \n",
    "# A figure from the supplement\n",
    "cdr_mono_sum=np.zeros(20)\n",
    "fig, ax = pl.subplots(1, 2,squeeze=False,figsize=(15,5))\n",
    "for i in range(len(ALL_mono[:][0])):\n",
    "    cdr_mono_AAs=np.zeros(20)\n",
    "    cdr_len=0\n",
    "    for k in range(len(ALL_mono)):\n",
    "        if ALL_mono[k][i][:]=='':\n",
    "            continue\n",
    "        for m in ALL_mono[k][i][:]:\n",
    "            cdr_len=cdr_len+1\n",
    "            for j in range(len(AA_key)):\n",
    "                #print(m)\n",
    "                if m==AA_key[j]:\n",
    "                    #print('hello')\n",
    "                    cdr_mono_AAs[j]=cdr_mono_AAs[j]+1\n",
    "                    #print(cdr_mono_AAs[j])\n",
    "    ax[0,0].plot(cdr_mono_AAs)\n",
    "    cdr_mono_sum=cdr_mono_sum+cdr_mono_AAs\n",
    "a=ax[0,0].scatter(np.arange(len(cdr_mono_sum)),cdr_mono_sum/i,c='black')\n",
    "a.set_zorder(20)\n",
    "#print(cdr_mono_AAs)\n",
    "###########################################   \n",
    "cdr_poly_sum=np.zeros(20)\n",
    "for i in range(len(ALL_poly[:][0])): # For all of our polyreactive sequences...\n",
    "    cdr_poly_AAs=np.zeros(20) # Get a count started\n",
    "    cdr_len=0\n",
    "    for k in range(len(ALL_poly)): # Scroll through all of the loops within a clone\n",
    "        if ALL_poly[k][i][:]=='':\n",
    "            continue\n",
    "        for m in ALL_poly[k][i][:]:\n",
    "            cdr_len=cdr_len+1\n",
    "            for j in range(len(AA_key)):\n",
    "                #print(m)\n",
    "                if m==AA_key[j]:\n",
    "                    #print('hello')\n",
    "                    cdr_poly_AAs[j]=cdr_poly_AAs[j]+1\n",
    "                    #print(cdr_mono_AAs[j])\n",
    "        #print(cdr_mono_AAs)\n",
    "    ax[0,1].plot(cdr_poly_AAs)\n",
    "    cdr_poly_sum=cdr_poly_sum+cdr_poly_AAs\n",
    "a=ax[0,1].scatter(np.arange(len(cdr_poly_sum)),cdr_poly_sum/i,c='black')\n",
    "a.set_zorder(20)\n",
    "#pl.setp(ax,xticks=np.arange(20),xticklabels=['A','G','L','M','F','W','K','Q','E','S','P','V','I','C','Y','H','R','N','D','T'])\n",
    "pl.setp(ax,xticks=np.arange(20),xticklabels=['A','R','N','D','C','Q','E','G','H','I','L','K','M','F','P','S','T','W','Y','V'])\n",
    "ax[0,0].set_ylim([0,16.5])\n",
    "ax[0,1].set_ylim([0,16.5])\n",
    "ax[0,0].grid(True)\n",
    "ax[0,1].grid(True)\n",
    "ax[0,0].set_xlabel('Residue')\n",
    "ax[0,1].set_xlabel('Residue')\n",
    "ax[0,0].set_ylabel('Count (Per Clone)')\n",
    "ax[0,0].set_title('Mono')\n",
    "ax[0,1].set_title('Poly')\n",
    "\n",
    "#pl.savefig('AA_usage_fullData.pdf', format='pdf')# dpi=1000)"
   ]
  },
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Now, into the Classification Section"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Try out PCA First\n",
    "# Can vary the number of input vectors and whether we use a sliding average\n",
    "# \"Window\" across our sequences. Note, the window WILL NOT cross over CDR loop\n",
    "# boundaries, by design.\n",
    "matsize=75\n",
    "window=1\n",
    "\n",
    "# We need to use the PCA matrix rather than the MI matrix here, because the\n",
    "# 1-21 representation introduces artifical variance\n",
    "total_dat = np.vstack((mono_PCA,poly_PCA))\n",
    "#total_dat= np.vstack((parse_mono_PCA,parse_poly_PCA))\n",
    "\n",
    "# Here \n",
    "mono_mat_new,poly_mat_new,max_diffs = aims.prop_patterning(mono_MI,poly_MI,mat_size=matsize,win_size=window)\n",
    "#mono_mat_new,poly_mat_new,max_diffs = aims.prop_patterning(parse_mono_MI,parse_poly_MI,mat_size=matsize,win_size=window)\n",
    "\n",
    "all_prop=np.transpose(np.hstack([mono_mat_new,poly_mat_new]))\n",
    "# Look at the PCA both in sequence space and in the most discriminating properties\n",
    "pca_all=np.hstack([total_dat,all_prop])\n",
    "mono_dim=np.shape(ALL_mono)[1] # or parse_mono, parse_poly\n",
    "poly_dim=np.shape(ALL_poly)[1]"
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   "execution_count": 10,
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      " 0.02064126 0.01974303 0.01907452 0.01877929 0.01807314 0.01771327\n",
      " 0.01727726 0.01585543]\n"
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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "pca = PCA(n_components=20, svd_solver='full')\n",
    "final=pca.fit_transform(pca_all)\n",
    "print(pca.explained_variance_ratio_)\n",
    "\n",
    "from mpl_toolkits import mplot3d\n",
    "fig3d = pl.figure(figsize = (10, 10))\n",
    "ax3d = fig3d.add_subplot(111, projection='3d')\n",
    "ax3d.scatter(final[0:mono_dim,0],final[0:mono_dim,1],final[0:mono_dim,2],'o',c='r',alpha=0.5)\n",
    "ax3d.scatter(final[mono_dim:,0],final[mono_dim:,1],final[mono_dim:,2],marker='^',c='b',alpha=0.5)\n",
    "ax3d.set_xlabel('PC1',labelpad=20)\n",
    "ax3d.set_ylabel('PC2',labelpad=20)\n",
    "ax3d.set_zlabel('PC3',labelpad=10)\n",
    "pl.savefig('PCA_fulldata_3D.pdf',DPI=500,format='pdf')\n",
    "pl.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = pl.figure(figsize = (10, 10))\n",
    "pl.scatter(final[0:mono_dim,0],final[0:mono_dim,1],c='r')\n",
    "pl.scatter(final[mono_dim:,0],final[mono_dim:,1],c='b')\n",
    "pl.xlabel('PC1')\n",
    "pl.ylabel('PC2')\n",
    "pl.savefig('PCA_2Dfull.pdf',DPI=500,format='pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "comps1=pca.components_[0]\n",
    "comps2=pca.components_[1]\n",
    "comps3=pca.components_[2]\n",
    "\n",
    "fig, ax = pl.subplots(1, 1,squeeze=False,figsize=(14,8))\n",
    "pl.plot(comps1)\n",
    "pl.plot(comps2)\n",
    "pl.plot(comps3)\n",
    "pl.xlabel('PCA Property')\n",
    "pl.ylabel('PCA Component Weight (AU)')\n",
    "pl.legend(['PCA Component 1','PCA Component 2','PCA Component 3'])\n",
    "pl.savefig('PCA_fulldata_weights.pdf',DPI=500,format='pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PCA Doesn't Seem to Split (My) Data. Move into LDA Mode 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This is our separate, classification portion of analysis\n",
    "# Both LDA mode analyses live here\n",
    "import aims_classification as classy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.7592867756315007\n"
     ]
    }
   ],
   "source": [
    "# Wanna do HIV data?\n",
    "#parse_mono=mono\n",
    "#parse_poly=poly\n",
    "parse_mono=np.hstack((mono,mono_jenna,mono_Hugo,mono_HugNat,mono_HugNatCNT,mono_PLOS))\n",
    "parse_poly=np.hstack((poly,poly_jenna,poly_Hugo,poly_HugNat,poly_HugNatCNT,poly_PLOS))\n",
    "\n",
    "# Re-Run this command,since it is fast anyway\n",
    "# Really running it here for the \"MatrixSize\" variable\n",
    "#x,y,MatrixSize = aims.gen_tcr_matrix(ALL_poly,pre_mono=ALL_mono,binary=True,return_Size=True)\n",
    "x,y,MatrixSize = aims.gen_tcr_matrix(parse_poly,pre_mono=parse_mono,binary=True,return_Size=True)\n",
    "\n",
    "#num_mono = np.shape(ALL_mono)[1]\n",
    "#num_poly = np.shape(ALL_poly)[1]\n",
    "num_mono = np.shape(parse_mono)[1]\n",
    "num_poly = np.shape(parse_poly)[1]\n",
    "\n",
    "# Pretty slow step when dealing with large matrix (full/parsed data)\n",
    "numVects = 75\n",
    "#acc_all,weights,cols,indices,mda_all,did_drop = classy.do_linear_split(ALL_mono,ALL_poly,giveSize = MatrixSize, \n",
    "#                                                                       matSize = numVects,manuscript_arrange=True)\n",
    "\n",
    "#acc_all,weights,cols,indices,mda_all,did_drop = classy.do_linear_split(parse_mono,parse_poly,giveSize = MatrixSize, \n",
    "#                                                                       matSize = numVects,manuscript_arrange=True)\n",
    "\n",
    "# For the reviewers, do a PCA split\n",
    "acc_all,mda_all = classy.do_linear_split(parse_mono,parse_poly,giveSize = MatrixSize,matSize = numVects,pca_split=True)\n",
    "\n",
    "# Print out the accuracy\n",
    "print(acc_all)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "mono_big = classy.get_bigass_matrix(ALL_mono,giveSize = MatrixSize)\n",
    "poly_big = classy.get_bigass_matrix(ALL_poly,giveSize = MatrixSize)\n",
    "\n",
    "prop_list_old = ['Phobic1','Charge','Phobic2','Bulk','Flex','Kid1','Kid2','Kid3','Kid4',\n",
    "    'Kid5','Kid6','Kid7','Kid8','Kid9','Kid10']\n",
    "prop_list_new = ['Hot'+str(b+1) for b in range(46)]\n",
    "\n",
    "prop_names = prop_list_old + prop_list_new\n",
    "num_locs = int(np.shape(mono_big)[1]/61)\n",
    "Bigass_names = []\n",
    "for i in prop_names:\n",
    "    for j in np.arange(num_locs):\n",
    "        Bigass_names = Bigass_names + [ i + '-' + str(j) ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = pandas.DataFrame(mono_big,columns = Bigass_names)\n",
    "y = pandas.DataFrame(poly_big,columns = Bigass_names)\n",
    "\n",
    "droppedx = x.drop(x[did_drop], axis=1)\n",
    "droppedy = y.drop(y[did_drop], axis=1)\n",
    "\n",
    "uncorr_matx = np.array(droppedx)\n",
    "uncorr_maty = np.array(droppedy)\n",
    "\n",
    "mono_final = uncorr_matx[:,indices]\n",
    "poly_final = uncorr_maty[:,indices]\n",
    "\n",
    "fig, ax = pl.subplots(1, 1,squeeze=False,figsize=(12,6))\n",
    "total_dat = np.vstack((poly_final,mono_final))\n",
    "#matrix=ax[0,0].imshow(total_dat[6:8], aspect='auto',cmap=cm.jet)\n",
    "pl.bar(np.arange(75),total_dat[0],color='black')\n",
    "#pl.colorbar(matrix)\n",
    "\n",
    "ax[0,0].set_xlabel('Feature')\n",
    "ax[0,0].set_ylabel('Value')\n",
    "# Optionally save the figure\n",
    "fig.savefig('classify_vector.pdf',format='pdf',dpi=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Seaborn plots look nicer for these LDA figures\n",
    "import seaborn as sns\n",
    "fig = pl.figure(figsize = (16, 8))\n",
    "dset = [\"Naturally-Derived Antibodies\" for x in range(num_mono + num_poly)]\n",
    "reacts = [\"Non-Polyreactive\" for x in range(num_mono)] + [\"Polyreactive\" for x in range(num_poly)]\n",
    "\n",
    "d1 = {'Dataset': dset, 'Linear Discriminant 1': mda_all.reshape(len(mda_all)),\n",
    "     'Reactivity' : reacts}\n",
    "df1 = pandas.DataFrame(data=d1)\n",
    "sns.set(style=\"white\", color_codes=True,font_scale=1.5)\n",
    "zz = sns.swarmplot(x=\"Dataset\", y=\"Linear Discriminant 1\", data=df1, hue = 'Reactivity', palette = \"Dark2\")\n",
    "pl.ylim([-4,4])\n",
    "pl.savefig('parse_LDA_PCA.pdf',format='pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in np.arange(len(prop10)):\n",
    "    uniq = True\n",
    "    if i == 0:\n",
    "        prop_numeric = 1\n",
    "        uniq_prop_label = [prop10[i]]\n",
    "        a = a + 1\n",
    "    else:\n",
    "        spot = 0\n",
    "        for j in uniq_prop_label:\n",
    "            if prop10[i] == j:\n",
    "                uniq =  False\n",
    "                if type(prop_numeric) == int:\n",
    "                    a_old = a\n",
    "                else:\n",
    "                    a_old = prop_numeric[spot]\n",
    "            spot = spot+1\n",
    "                \n",
    "    if uniq and i != 0:\n",
    "        prop_numeric = np.vstack((prop_numeric,1+a))\n",
    "        uniq_prop_label = np.vstack((uniq_prop_label,prop10[i]))\n",
    "        a = a+1\n",
    "    elif i != 0:\n",
    "        prop_numeric = np.vstack((prop_numeric,a_old))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "These printed propery names should be the x-axis lables (in order):\n",
      "['Charge', 'Kid7', 'Hot29', 'Hot41', 'Kid8', 'Hot6', 'Hot42', 'Bulk', 'Hot2', 'Hot15', 'Kid10', 'Flex', 'Hot31', 'Kid3', 'Hot8', 'Hot21', 'Hot36', 'Phobic2', 'Hot45', 'Phobic1', 'Hot30', 'Kid1', 'Hot25', 'Hot28', 'Hot16', 'Hot12', 'Hot13', 'Hot20', 'Hot11', 'Hot26', 'Hot44', 'Hot38', 'Hot35', 'Hot18']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# A lot of code here, but the end goal is to print out both the \n",
    "# names and the locations of the top properties used to\n",
    "# generate the LD1\n",
    "fig, ax = pl.subplots(1, 1,squeeze=False,figsize=(16,8))\n",
    "# How many properties do you want to show?\n",
    "# Make sure this isn't larger than \"NumVects\"\n",
    "numTop = 75\n",
    "num_locs = int(sum(MatrixSize))\n",
    "# Get the column headings:\n",
    "col_heads = cols[indices]\n",
    "norm_weights=weights/np.linalg.norm(weights)\n",
    "# Put them into a vector\n",
    "cdr_loc = [int(i.split('-')[1]) for i in col_heads]\n",
    "prop = [i.split('-')[0] for i in col_heads]\n",
    "# Take the outputs from do_linear_split and prepare them for analysis\n",
    "a1 = np.transpose(np.vstack((cdr_loc,prop,abs(norm_weights[0]))))\n",
    "a2 = np.transpose(np.vstack((cdr_loc,prop,norm_weights[0])))\n",
    "x = a2[a1[:,2].argsort()]\n",
    "# x is sorted backwards, hence the \"-numTop\"\n",
    "prop10 = x[-numTop:,1]\n",
    "cdr10 = [int(a) for a in x[-numTop:,0]]\n",
    "diff10 = [float(a) for a in x[-numTop:,2]]\n",
    "a = 0\n",
    "for i in np.arange(len(prop10)):\n",
    "    uniq = True\n",
    "    if i == 0:\n",
    "        prop_numeric = 1\n",
    "        uniq_prop_label = [prop10[i]]\n",
    "        a = a + 1\n",
    "    else:\n",
    "        for j in uniq_prop_label:\n",
    "            if prop10[i] == j:\n",
    "                uniq =  False\n",
    "                spot = np.where(prop10==j)[0][0]\n",
    "                a_old = prop_numeric[spot]\n",
    "                \n",
    "    if uniq and i != 0:\n",
    "        prop_numeric = np.vstack((prop_numeric,1+a))\n",
    "        uniq_prop_label = np.vstack((uniq_prop_label,prop10[i]))\n",
    "        a = a+1\n",
    "    elif i != 0:\n",
    "        prop_numeric = np.vstack((prop_numeric,a_old))\n",
    "prop_num2 = [a[0] for a in prop_numeric]\n",
    "prop_label2 = [a[0] for a in uniq_prop_label]\n",
    "\n",
    "diff_mat = np.zeros((max(prop_num2),num_locs))\n",
    "for i in np.arange(numTop):\n",
    "    x_pos = prop_num2[i]-1\n",
    "    y_pos = cdr10[i]-1\n",
    "    diff_mat[x_pos,y_pos] = diff_mat[x_pos,y_pos] + diff10[i]\n",
    "\n",
    "# NOTE: THE ORDER DID CHANGE COMPARED TO THE PAPER, BUT THE DATA IS IDENTICAL\n",
    "xx=ax[0,0].pcolormesh(np.transpose(diff_mat),vmin = -0.25, vmax = 0.25, cmap=cm.PiYG_r)\n",
    "pl.colorbar(xx)\n",
    "print('These printed propery names should be the x-axis lables (in order):')\n",
    "print(prop_label2)\n",
    "pl.savefig('hiv_75mat.pdf',format='pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Now Into LDA Mode Two (Actual Classification)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.42857143]\n",
      " [0.9       ]\n",
      " [0.65      ]\n",
      " [0.73684211]\n",
      " [0.78947368]\n",
      " [0.57894737]\n",
      " [0.52631579]\n",
      " [0.57894737]\n",
      " [0.63157895]\n",
      " [0.68421053]]\n"
     ]
    }
   ],
   "source": [
    "# I actually run LOO on a supercomputer. Check \"parallel_classification\" script\n",
    "# NOTE: LOO IS INCREDIBLY SLOW (since you have to re-do the analysis over and over)\n",
    "# options loo, strat_kfold, kfold\n",
    "meth = 'strat_kfold'\n",
    "# options max_diff, PCA, kPCA, kbest, none\n",
    "featurer = 'PCA'\n",
    "# options mda, svm, forest, logReg\n",
    "clf = 'svm'\n",
    "num_vects = 75\n",
    "\n",
    "# These are parsed datasets.\n",
    "#ALL_mono=np.hstack((mono,mono_jenna,mono_Hugo,mono_HugNat,mono_HugNatCNT,mono_PLOS))\n",
    "#ALL_poly=np.hstack((poly,poly_jenna,poly_Hugo,poly_HugNat,poly_HugNatCNT,poly_PLOS))\n",
    "# In the paper, I also break these up into subsections:\n",
    "# HIV Only\n",
    "#ALL_mono=np.hstack((mono_Hugo,mono_HugNat,mono_HugNatCNT,mono_PLOS))\n",
    "#ALL_poly=np.hstack((poly_Hugo,poly_HugNat,poly_HugNatCNT,poly_PLOS))\n",
    "\n",
    "# Mouse Only\n",
    "#ALL_mono=mono\n",
    "#ALL_poly=poly\n",
    "\n",
    "# Flu Only\n",
    "ALL_mono=mono_jenna\n",
    "ALL_poly=poly_jenna\n",
    "\n",
    "# Full full\n",
    "#ALL_mono=np.hstack((mono_all,mono_jennaAll,mono_HugoAll,mono_HugNat_all,mono_HugNat_allCNT,mono_PLOS))\n",
    "#ALL_poly=np.hstack((poly_all,poly_jennaAll,poly_HugoAll,poly_HugNat_all,poly_HugNat_allCNT,poly_PLOS))\n",
    "\n",
    "num_mono = np.shape(ALL_mono)[1]\n",
    "num_poly = np.shape(ALL_poly)[1]\n",
    "\n",
    "# Shuffle the sequences to get \"negative control\"\n",
    "# Replace \"all\" or \"parse\" _mono with shuff_mono\n",
    "# (and same with poly). We randomly shuffle the \n",
    "# sequences to get that\n",
    "#stack = np.transpose(np.hstack((ALL_mono,ALL_poly)))\n",
    "#np.random.shuffle(stack)\n",
    "#shuff_mono = np.transpose(stack)[:,0:num_mono]\n",
    "#shuff_poly = np.transpose(stack)[:,num_mono:num_poly+num_mono]\n",
    "\n",
    "acc_out = classy.do_classy_mda(ALL_mono, ALL_poly, matsize = num_vects, xVal = meth, ridCorr = True, \n",
    "                               feat_sel = featurer, classif = clf)\n",
    "print(acc_out)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x11e4f1b00>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AgAqJYgwAQCXVr1+/cm/XdDVdu3aVj4+PLly4oMTERB08eFCS1L59e916662OigsAQIXFVGoAAFyMt7e3unTpIklKSEjQ2rVrJf2+MBcAAK6GYgwAgAt66KGHJEm//PKLsrKy5OXlpW7dujk5FQAAzkExBgDABYWFhSkgIMD6vHPnzvL19XViIgAAnIdrjAEArsnkJYXNd34GJ3Fzc1PPnj01f/7F74Bp1AAAV0YxBgC4Jo+APz+mgoqLi7N53969e8s9dsKECZowYYLdcgEAUFkxlRoAAAAA4NIoxgAAAAAAl0YxBgAAAAC4NIoxAAAAAMClUYwBAAAAAC6NYgwAAAAAcGkVvhjn5eVpypQp6tatm+699149+OCDmj59uoqKiqzHbNmyRf3791ezZs3UqVMnTZ8+XaWlpU5MDQAAAACoLCr8fYzHjx+vhIQEGQwG+fv769ChQ5oxY4bOnDmjN954Q/v27dOwYcNUVFQkX19fnTp1SjNmzJDZbNYLL7zg7PgAAAAAgAquQo8YFxQUKDExUZL01VdfKTk5WdOmTZMk6/bPP/9cRUVFCg8PV0pKit555x1J0pw5c5Sfn++c4AAAAACASqNCjxgXFxdbp0QbjRc7vMVikSTddtttkqQff/xRktSnTx+ZTCZFRERowoQJys/PV1pamsLCwpyQHABQ0WXmZ6qgpMCpGbzcvBTgHeDUDAAAoIIX4+rVq6tPnz767rvvNGjQIPn5+SkrK0u1a9fW22+/rby8PJ0+fVqSVKtWLUmSyWRSzZo1dejQIR08eJBiDAC4ooKSAg2OH+zUDPMfmX9d53Xp0kVHjx6VJN11111KSEiw7tu+fbsGDRpkfT5ixAiNHDnyxoICAFDFVeip1JL0+uuvq1GjRiotLVVWVpaki6PGJSUlys3NtR7n5eVlfezp6SlJZfYDAFAV/frrrzpz5oz1eUpKihPTAABQOVX4YhwTE6NffvlFL730krZt26bRo0fr+PHjiomJUUlJibPjAQDgNO7u7pIu3p3hkuTk5DL7AADAn6vQxXjHjh3asmWLqlevrqeeekq+vr565pln5Ovrq6ysLO3du9d6bGFhofVxQcHFa8Z8fX1vemYAAG6Wpk2bSpI2b94s6eLaHGlpaXJ3d9fdd99d5tiSkhJ9/vnn6t27t5o1a6awsDD9/e9/18mTJ63HJCcnKyQkRCEhITp37px1e1RUlEJCQjRx4kTrth9++EGDBw9W27Zt9T//8z/q3bu35syZU+Y9S0tL9cknn6hLly5q2rSpHnzwQX322WfcUhEAUOFU6GuMjxw5Iuni1GmDwSBJMhgM1scFBQUKDAzUuXPnrP9jN5vN1scNGjS4+aEBALhJWrdure3bt1tHjH/66Sfl5+erefPmZUaMLRaLRo4cqbVr10qSqlWrpjNnzujrr7/Wjz/+qEWLFqlmzZo2v296erqio6NVUlIiHx8feXh4aN++fZo8ebIk6YknnpAkTZw4UV999ZX1louHDx/W1KlTdfLkSY0bN85O3wIAADeuQo8YBwcHS7p4rfDChQslSUuXLtX58+clSU2aNFHbtm2t24uLi5WYmKjCwkJ5e3urefPmzgkOAMBNcMcdd+i2227TkSNHdPjwYes06jZt2pQ5btWqVdZSPHXqVKWlpWn58uW6/fbbdfLkSU2ZMuWa3jcpKUklJSVq06aNtm7dqpSUFI0ePVodO3a0HnPw4EH9+9//loeHh7755hslJydr2bJl8vHx0fz583X8+PEb/PQAANhPhS7GoaGh6ty5syRp/PjxatmypV5++WVJUr9+/VS/fn0NGzZM7u7u2rhxo9q0aaOXXnpJkjR06FD5+Pg4KzoAADdFy5YtJV28zvhSMW7VqlWZY1avXi1Jatu2rfr06SPpYqkeNmyYJGnNmjXXNL350jTt1NRURUVFacaMGWrevLlmzZplHS3esmWLLBaLzGazhg8frk6dOumJJ55QUVGRSktLrVkBAKgIKnQxlqSPPvpIo0eP1h133KGioiLdfvvtio6O1ptvvinp4qjx7Nmz1axZMxUXFysoKEjPPvusRo0a5eTkAAA43qXR4Y0bN2rHjh0ymUxq0aJFmWPOnj0rSapXr16Z7XXr1pUk5efn68KFC+W+x38vdtmhQwdNmjRJ9evX17Zt2zR9+nQNGTJEnTp10rJlyyTJeieJS5c4Xfp16bVOnTp1vR8ZAAC7q9DXGEsXb70UHR2t6Ojoco9p27atFi9efBNTAQBQMVwaHV69erVKS0vVrFmzyxafvO222yT9vnbHJZee+/j4qFq1ajIaf//38uLiYuvjK93+8JFHHlGvXr108uRJbd26VatWrdKGDRv06quvKjw8XEFBQZKkoKAg/fjjj9bz8vLyVK1atRv5yAAA2F2FHzEGAADlCwkJkb+/v3UqdOvWrS87plOnTpIurjr9/fffS5IOHTqk2bNnS5IeeOABGQwG+fn5Wc9JS0uTdHFBr/3795d5vXfffVfNmzfXE088oaCgID366KMaOnSoJKmoqEi5ublq0aKFjEajTp8+rUWLFkm6OPW6ZcuWuv/++3Xo0CF7fg0AANwQijEAAJWYwWAoM3X6SsW4Z8+eCgsLk8Vi0ejRo9WiRQt1795dR48eVZ06dTR27FhJ0l/+8hfVqFFDkvTiiy+qd+/eGjx4sHXbH19Pulia27Vrp3bt2unJJ5+UJIWFhalWrVq644471LdvX0nSa6+9platWmnIkCGyWCxq3Lix6tevb/8vAwCA61Thp1IDAOAIXm5emv/IfKdnsIc2bdpo3bp1MhqN1sW4/shoNOrTTz/Vl19+qaVLlyojI0OBgYHq0qWLXnjhBetUa5PJpFmzZmnixIlKT09XaWmpJk2apJ07d2revHnW1wsNDdXcuXM1a9Ys7dy5U7m5uWrQoIEeeOCBMpc+vfHGG6pTp46WLl2q48ePq2bNmurVqxfrgAAAKhyDxWKxODuEsx05ckRdu3bVmjVrrAuRAAAqv/T0dOsKysC14s8PAFQdf9b5mEoNAAAAAHBpFGMAAAAAgEujGAMAAAAAXBrFGAAAAADg0ijGAAAAAACXRjEGAAAAALg0ijEAAAAAwKVRjAEAAAAALo1iDAAAAABwaRRjAAAAAIBLoxgDAFxSYWGhioqKnPqrsLDwuvOvXr1aQ4YMUevWrdWkSRN17NhRL774ovbv32/Hb8lx4uPjFRISoubNm1/1uOTkZIWEhCgkJETnzp274fdt1aqVQkJCFB8ff8OvBQCoOtycHQAAAGcwGAyaPn26UzOMHDnyus6Lj4/X3/72N0mSu7u7fH19dfr0aSUkJGjDhg1atGiR7rjjDntGBQCgSmPEGACASubjjz+WJA0YMEDbtm1TcnKyli1bpsDAQJ0/f15ffvmlkxMCAFC5UIwBAKhkTp06JUny8/OTp6enJKlhw4YaN26cnnzySd1zzz2SJLPZrM8++0zdu3dX06ZN1alTJ40fP77MlOQuXbooJCREc+bMUf/+/dWiRQvNmDFDkvTDDz9o0KBBatWqlUJDQ9WjRw999tlnslgskn6f5typUyf99NNPevTRRxUaGqq+fftq165d2r17twYNGqRmzZqpR48eWr169RU/z+bNmxUREaFmzZqpb9++2rhx459+B6tXr1bfvn3VtGlThYWFafz48crOzi5zzMaNG9W3b181a9ZMERER2rx58zV+0wAAV8FUagAAKpk2bdrohx9+0BdffKG1a9fq/vvvV1hYmLp06aJevXpZjxs3bpy+/vprSVL16tV1+vRpLViwQLt379bChQtlMpmsx7733nsymUwym81q2rSp9uzZo2effVbFxcXy9vaW0WjUgQMHNHXqVN1+++2KiIiwnpuTk6MnnnhCRqNRhYWFSk9PV3R0tPLz81VaWiqz2awDBw5ozJgxWrVqlWrWrGk9t7CwUMOHD5ebm5tKSkqs586dO1etWrW64uf//vvvNWbMGFksFvn7+ys7O1sLFizQrl27tGDBArm7u2vr1q2Kjo6W2WyW0WjUkSNHNGzYMGupBwDgjxgxBgCgkpkwYYKCg4MlSQcPHtSXX36pp59+Wvfdd5+mTZum4uJi7d+/31qKX3/9dW3dulVLly6Vp6en9u3bp+3bt5d5zVtvvVUbN27Upk2bFBYWpoMHD6pZs2YaOHCgtm7dqtTUVOtCWT/99FOZc/Pz89W/f3+lpqZq8uTJkqTTp0+rdevWSk5O1qJFiyRdLME7d+4sc67ZbNb//u//atu2bVq/fr3q169vHem+EovFoilTpshisWjixIlKSUnRli1b1KRJE+3evVvLly+XJH322Wcym80KDg7W+vXrtW3bNg0cOFAlJSU38tUDAKooRowBAKhk6tWrp4SEBCUkJGjVqlVKSUlRXl6ezp8/r08++US5ublq2LChJOmWW27RoEGDJEmNGjVSYmKiatWqVWa0WJI6d+4sf39/6/MePXqoR48eOn/+vJKSkpSWlqajR49KkvLy8i7L9Nhjj8loNJZZZXrgwIHy8PBQkyZN5OHhoaKioiueO3LkSBmNRtWsWVODBg3Su+++e1n5vuTAgQM6fvy4JGn69OmaOXOmJOn8+fOSfp+Wfen8wYMHW0eoR4wYoX/9619/9vUCAFwQxRgAgEqmqKhIWVlZ6t+/v/r37y+z2awdO3bo/fff19atW7Vw4UI988wzki4WY4PBYD23Tp06V3zNoKCgMs/Pnj2rcePGad26dZIulupL1zNfaTrypVLt7u5u3RYYGGh97OnpqaKiIpWWlpY5z93dXbfccov1ea1atSRJubm5V8yZlZVlfXz69OnL9p88eVLS70X5j58rICBAnp6eN3SbLABA1cRUagAAKpHk5GQ1a9ZMnTp10uHDhyVJJpNJLVu21IgRIyRdLM6XnDlzpkwZXbVqlTZs2HDZPYG9vLzKPH/rrbe0Zs0aderUSZs3b9bSpUt17733lpvLaLz8R4orbftvxcXF1sXEpN8XFvtjWf6jPxbd5cuXa+/evdq7d6/S0tK0d+9ezZ49W9LvRf1SUZakzMxMSjEA4IooxgAAVCLNmzdXtWrVJF1cXOvMmTOSpOzsbMXFxUmSatasqZ49e0q6OPJ6afv+/fv18ssva/jw4UpOTi7zun8cVZakvXv3SpJ8fX3l7++v/fv3a8uWLZJ02ajvjZo6daqKiop05swZffXVV5JU7sJbtWvXto56f/bZZyopKdHZs2fVvXt3tW3bVgkJCZKk1q1bS5IWLFigEydOyGw2a9q0aXbNDQCoOphKDQBAJeLh4aE33nhDL730kjZv3qz77rtP/v7+ysnJsRbWl19+WQ0bNtSAAQO0ePFivf322/roo4+Un58vs9msJk2aqGvXrld9n+bNm2v//v1KSEjQhg0blJeXZ339nJwcu32eW2+9VYmJiUpMTJTZbFZJSYk8PDwUHR19xeNNJpNGjhypV199VfHx8dbzioqKVKdOHXXs2FGS9Nxzz2n9+vU6dOiQOnfuLG9vbxUXFysgIECZmZl2yw8AqBooxgAAl2SxWDRy5EinZ7geERER8vX1VVxcnHbt2qXc3Fz5+/urWbNm+utf/6oOHTpIkiZOnKj69etr8eLFOnbsmGrUqKHw8HA9//zz8vDwuOp7vPzyyyooKNAPP/wgg8GgsLAwhYWF6Z133tHWrVvLTNe+EXXr1tWLL76od999V7/++quaNGmiv/3tb7r77rvLPadfv37y8PDQ7NmztW/fPlWrVk3dunXTSy+9ZJ1C3bhxY33xxReaPHmyfvnlFwUHB2vs2LH66KOPKMYAgMsYLNzQT0eOHFHXrl21Zs0a1a1b19lxAAB2kp6eftWCBVwNf36AiiEzUyoocHaKi7y8pIAAZ6fA9fizzseIMQAAAIAKq6BAGjzY2SkuSlyaKeVXkJYuSSYvyYOmbg8UYwAAAACwgclQIG2qIC1dksLmOztBlUExBgAAwA3JzM9UQUnFGUXzcvNSgDejaKj6MksNKjh/3NkxrCrz3z2KMQAAAG5IQUmBBsdXnFG0+Y8wigbXUGAu1uAlQ5wdw6oy/92jGOO6sRACAAAAgKrA5mK8aNEiPfjgg9bbIEfZDR0AACAASURBVAAVaSGE+ZX3H6cAOJjFYpHBYHB2DFQy3LQDAFyLzcV43Lhxmjhxou677z5FRESoS5cu8vLycmQ2AABuiLu7u/Lz8+Xj4+PsKKhk8vPz5enp6ewY5SvKlMwVZNqWJFnMzk4AADfE5mL83XffKSEhQYmJiRozZoy8vb3VtWtXRUREKCwsTG5uzMoGAFQsNWrU0NGjR1WnTh15e3szcoyrslgsKikp0fnz53XmzBnVrFnT2ZHKZ65gK+O2mevsBABwQ2xus3fddZdGjx6t0aNHa+fOnfr++++1fPlyJSQkyN/fXz169FDv3r3Vpk0bR+YFAMBmfn5+kqRjx46puLjYyWlQGbi5ucnLy0vBwcGXzYyrSGtr1KgumZwdAgCqkOsa5g0NDVVoaKheffVV7d69W7Nnz9bChQu1cOFC1apVS/369dNjjz2moKAge+cFAOCa+Pn5WQsycCMq0toaK7+lGAOAPV33/Odt27YpMTFR69at09GjR1W9enU9+OCDMhqNiouL0z//+U+9//77Cg8Pt2deAAAAAADs6pqKcVpamhITE7Vy5UqdOnVKHh4eCg8P16uvvqrw8HB5eHhIksaMGaMBAwZo4sSJWrNmjUOCA4CrqkjTOblVGgAAqApsLsadO3fWyZMnZTAY1LZtW40aNUrdu3eXr6/vZccGBAQoNDRUmzdvtmtYAEDFms7JrdIAAEBVYHMxvvXWW/XEE0+od+/eNl07/OSTT2rUqFE3FA5l5Wfmq6SgxNkxrCzmapKMzo4BOBx/9wAAAKo2m4vx119/LYvFos2bN8vf3986bXr9+vUyGAyXXUvcrFkz+yaFSgpKFD843tkxrLrNfdzZEYCbgr97lUdmfqYKSirIPHNJXm5eCvBmrjkAABWdzcU4Oztb0dHR2rFjh+Lj43X33XdLkpYsWaKVK1eqQ4cOmj59unx8fBwWFgCAqykoKdDg+Aoyz1zS/EeYaw4AQGVg81y8adOmKT09XRMmTFDDhg2t26dMmaK3335baWlpmjlzpkNCAgAAAADgKDYX4/Xr12vo0KEaNGiQdRq1JHl6eqpfv36KjIzU8uXLHRISAAAAAABHsbkYZ2dnq0aNGuXur127ts6cOWOXUAAAAAAA3Cw2X2N85513asWKFYqMjLzi/jVr1qhBgwb2ygVUaiwABAAAAFQeNhfjqKgovfrqq3ruuecUGRmp4OBgGY1GZWRkaMGCBUpKStKbb77pyKxApcECQAAAAEDlYXMx7tu3r06cOKGPP/5Y69atK7PPZDIpJiZGAwYMsHtAAAAAAAAcyeZiLEnR0dEaOHCgNm3apGPHjslsNuv2229XWFiYgoKCHJURAAAAAACHuaZiLEkBAQHq06ePI7IAAABY5Wfmq6SgxNkxrCzmarqGdUsBAJXINRXj48ePa82aNbpw4YJKS0ut20tKSpSXl6fk5GTFx8fbPSQAAHA9JQUlih9ccX6u6Db3cWdHAAA4iM3FeMOGDYqJiVFJycV/uTUYDLJYLNbHBoNBjRo1ckxKAAAAADcFszXgimwuxrNmzZKfn58mT56skpISxcTEaMGCBSoqKlJcXJw2bNigd955x5FZAQAAADgYszXgimz+p5e9e/dq8ODBCg8P1/333y9PT0+dPHlSrVu31ocffqjGjRtr+vTpjswKAAAAAIDd2VyML61ALUlGo1HBwcHas2ePpItTqXv16qXdu3c7JiUAAAAAAA5iczGuXbu2MjIyrM8bNGhgLcaS5OHhoaysLPumAwAAAADAwWy+xrhr166aN2+e6tevr4cfflitWrXStGnTtG3bNjVs2FDx8fGqU6eOI7MClYafm5/i+1eca3M8TB7OjgAAAABUWDYX42effVbbtm3T//t//08PPPCAHn30Uc2fP1+PP37xYniLxaI333zTYUGBysRkNCl2aqyzY1iNHzve2REAAACACsvmYuzr66t///vfSktLU/Xq1SVJCxcu1Jw5c5Sdna1OnTqpc+fOjsoJAKiAAqplSvkFzo7xO4vZ2QkAAEAlZHMxHjZsmHr37q2+fftat/n7++v55593SDAAQMVnMhRImwY7O8bv2sx1dgIAAFAJ2bz41pYtW1RQUIFGBQAAAAAAsAObi3GTJk2Umpqq0tJSR+YBAAAAAOCmsnkqdZ8+ffT+++8rIiJC7dq1U2BgoEwmU5ljDAaDnnnmGbuHBAAAAADAUWwuxm+99ZYkaf/+/dq/f/8Vj6EYAwAAAAAqG5uL8cqVKx2ZAwAAAAAAp7C5GAcHBzsyBwAAAAAATmFzMf7kk0/+9BimUgMAAAAAKhubi/EHH3xQ7j6DwSCTySSTyUQxBgAAAABUKjd0jbHZbNaZM2e0bNkybdq0SXFxcXYNBwAAAACAo93wNcZ33HGHWrdurRdffFFvv/22PvroI7uFAwAAAADA0Yz2eqF27dpp06ZN9no5AAAAAABuCrsV459//llubjYPQAMAAAAAUCHc8KrURUVFSk9P1/r16/Xwww/bLRgAANfKzz1Q8f3jnR3DysPk4ewIAADABnZZldpkMqlLly565ZVX7BLqv/3222967733tGXLFrm7u6tdu3b629/+plq1akmS9uzZo0mTJumnn35StWrV1Lt3b40dO1aenp4OyQMAqJhMRpNip8Y6O4bV+LHjnR0BAADY4IZWpZYko9GogIAAVatWzW6h/igjI0OPPfaYsrKy5O3trby8PC1fvlwHDhzQkiVLlJWVpaFDhyorK0s+Pj7Kzs5WXFycsrOzFRtbcX44AgAAAABUTDZfYxwcHKx69erpyJEjqlWrloKDgxUcHKx9+/Zp27ZtDgs4bdo0ZWVl6f7771dKSopWrlwpHx8fHT58WLt379b8+fOVlZWlxo0ba8uWLZo7d64k6dtvv9WRI0cclgsAAAAAUDXYXIyzsrL02GOP6amnntL+/fut25csWaLhw4frqaee0oULF+wazmw2a+3atZKkoUOHysPDQ7Vr11ZSUpK2b9+u0NBQ60rYPXr0kKenp1q1aqUGDRpIkpKSkuyaBwAAAABQ9dhcjD/44APt2bNHEyZMUMOGDa3bp0yZosmTJystLU0zZ860a7iMjAwVFBRIkn799Vd169ZN9957r0aPHq1jx45Jkg4cOCBJ1uuNJal27dqSpIMHD9o1DwAAAACg6rG5GK9fv15Dhw7VoEGD5OHx+yqbnp6e6tevnyIjI7V8+XK7hsvKyrI+fvvtt3X27FkVFRVp3bp1euqpp1RcXKy8vDxJkpeXV5lMkpSbm2vXPAAAAACAqsfmYpydna0aNWqUu7927do6c+aMXUJdYrFYrI+7deumlJQUJSYmysfHR7/99puWLVtW5hgAAAAAAK6VzcX4zjvv1IoVK8rdv2bNGuu1vfZSvXp16+P+/fvL3d1dDRo0UPv27SVJ6enp8vX1lSQVFhZaj700/frSPgAAAAAAymNzMY6KilJKSoqee+45bdq0SYcPH9bRo0e1efNmvfDCC0pKSlJUVJRdwwUHB8vN7eIdpfLz863bTSaTJKm4uFj16tWTJJ08edK6/9L1x/Yu6gAAAACAqsfm+xj37dtXJ06c0Mcff6x169ZZt1ssFrm5uSkmJkYDBgywazhPT0+1b99eP/zwg+Li4hQeHq7c3FwlJydLkkJDQ+Xt7a2ff/5Zy5Yt05AhQ7Rnzx4dOnRIkqwjywAAAABQ1fi5Byq+f7yzY1h5mDz+/KAKyuZiLEnR0dEaOHCgkpKSdPToUZnNZt1+++0KCwtTUFCQQwKOHj1aqampSktLU/v27VVaWqri4mI1atRIvXr10rlz57Rw4ULt3btX7dq1U3FxsSSpT58+1tFkVH0B1TKl/AJnx/idMcDZCQAAAFDFmYwmxU6NdXYMq/Fjxzs7wnW7pmJssViUnp6uBx54wLoy9fr165Wenu6wYtykSRPFxcUpNjZWO3fulI+Pj7p06aKXX35ZHh4eqlWrluLi4vT2229rx44d8vPzU8+ePfXKK684JA8qJpOhQNo02Nkxftcx0dkJAAAAANjI5mKclZWl6Oho/fTTT4qPj9fdd98tSVqyZIlWrFihsLAwTZ8+XT4+PnYPGRoaqri4uHL3N27cWHPnzrX7+wIAAAAAqj6bF9/64IMPtGfPHk2YMEENGza0bp8yZYomT56stLQ0zZw50yEhAQAAAABwFJuL8fr16zV06FANGjTIOo1aurhAVr9+/RQZGanly5c7JCQAAAAAAI5iczHOzs5WjRo1yt1fu3ZtnTlzxi6hAAAAAAC4WWwuxnfeeadWrFhR7v41a9Zw32AAAAAAQKVjczGOiopSSkqKnnvuOW3atEmHDx/W0aNHtXnzZr3wwgtKSkpSVFSUI7MCAAAAAGB3Nq9K3bdvX504cUIff/yx1q1bV2afyWRSTEyMBgwYYPeAAAAAAAA40jXdxzg6OloDBw5UUlKSjh49KrPZrNtvv11hYWEOu48xAAAAAACOdE3FWJICAgLUu3fvy7b/5z//UXx8vF577TW7BAMAAAAA4Ga45mL8R+fOndO3336r+Ph4/frrr5JEMQYAAAAAVCrXXIzNZrPWrVun+Ph4bdy4UWazWRaLRaGhoXrssccckREAAAAAAIexuRjv2bNH8fHxSkhIUGZmpiwWiyTpwQcf1HPPPafGjRs7LCQAAAAAAI5y1WKcmZmp7777TkuWLNGePXtksVjk6+urXr16qXnz5po0aZIefvhhSjEAAAAAoNIqtxiPHDlS69evV3FxsQIDA9W/f3898MAD6tChg9zd3XX06FG99dZbNzMrAAAAKiA/90DF9493dgwrD5OHsyMAqGTKLcarVq2Sj4+PnnzyST3xxBMKCAi4mbkAAABQSZiMJsVOjXV2DKvxY8c7OwKASsZY3o7hw4crICBAn376qcLCwtSvXz/NmDFDe/fuvZn5AAAAAABwqHJHjMeMGaMxY8Zo27ZtSkhI0PLlyzVjxgzNnDlTwcHBatWqlQwGw83MCgAAAACA3ZU7YnxJy5YtNWHCBP3444/69NNP1atXL506dUpff/21LBaL3n33XX322Wc6derUzcgLAAAAAIBd/WkxvsRkMik8PFxTp07V5s2bFRsbq/DwcB07dkzvv/++unTpoujoaEdmBQAAAADA7my+j/EfeXl5KSIiQhEREcrMzNT333+vhIQEbdy40d75AAAAAABwqOsqxn8UEBCgyMhIRUZG6tixY/bIBAAAAADATWPzVGpb1K5d254vBwAAAACAw9m1GAMAAAAAUNlQjAEAAAAALo1iDAAAAABwaTe8+BZuHjc/N/WP7+/sGFYGjxJJJmfHAAAAAIAbck3FODs7WytXrtSZM2dkNpsv228wGBQTE2O3cCjLaDJqauxUZ8ewemn8y86OAAAAAAA3zOZinJycrOjoaBUUFMhisVzxGIoxAAAAAKCysbkYT506Vd7e3po0aZLuvvtueXh4ODIXAAAAAOiWwBLFx18+W9UZSt38nB0BDmJzMd6zZ4+ef/559erVy5F5AAAAAMDKZDIoNna6s2NIkiZMYHZsVWXzqtQBAQFyc2OtLgAAAABA1WJz0+3bt68WLVqkQYMGydPT05GZgGtW6uanog7xzo5hZZDB2REAAAAA2MjmYnznnXfqu+++U8+ePRUeHq7AwEAZDGV/+GfxLTiN0aTpU2OdncJqxIsTnB0BAAAAgI1sLsavvPKK9fFXX311xWMoxgDgWpitAQAAqgKbi/GaNWscmQMAKiw3Pzf1j+/v7BhWBo8SSSZnx7iI2RoAAKAKsLkY16lTx/q4tLRUmZmZcnd3l58fS5YDqNqMJqOmxk51dgyrl8a/7OwIAAC4JItFzJSqoq5pmeljx47pvffe07p161RQUCBJ8vb21v33368xY8aUKc8AAAAAUJUYDAZN/4CZUlWRzcX46NGjevTRR5WZmamwsDA1bNhQpaWl+u2335SYmKjNmzfr66+/1u233+7IvAAAAAAA2JXNxXjatGnKz8/XggULFBoaWmbf7t27NWTIEH300UeaPHmy3UMCAAAAAOAoRlsP3LRpk4YMGXJZKZakJk2a6PHHH9cPP/xg13AAAAAAADiazcU4Ly9PNWrUKHd/jRo1lJOTY5dQAAAAAADcLDZPpb7zzju1du1aRUZGXnH/6tWr1aBBA3vlAgAAQDm4hzgcqcLdptBgcXYEuACbi3FkZKTGjRunUaNGafjw4dYS/Ntvv+nzzz/Xli1bNH78eEflBAAALqbC/XDOPcTLxcq4VUtFu03h2AljnR0BLsDmYvzoo4/qt99+05w5c7Rq1aoy+ywWi6KiovTYY4/ZPSAAAHBNFe2Hc+4hDgBV1zXdx/iVV17RgAEDtHbtWh09elQWi0V16tRRly5d9Je//MVRGVFhlSo+vsjZIf4PU7gAAAAAXJ9rKsaS1LBhQzVs2NARWVDJGAwGxcZOd3YMSdKECSOcHQEAAABAJVVuMZ4xY4YefPBBNWrUyPr8zxgMBsXExNgvHQAAAAAADnbVYly/fn2KMQAAAACgSiu3GK9Zs0aBgYFlngMAAAAAUNWUW4zr1KlT5vmxY8fUsGHDMmX5j44fP67U1NTLzgMAAAAAoCIz2nrgkCFDlJSUVO7+H3/8UePGjbNLKAAAAAAAbpZyR4wPHz6sjz/+2PrcYrFowYIF2rRp02XHWiwWpaSkyM/PzzEpAQAAAABwkHKLcb169XTq1ClrETYYDEpNTVVqauplxxqNRgUGBuqll15yXFIAAAAAABzgqvcxnj17tvVx48aNFRsbq4iICIeHAgBcTani44ucHeL/GJwdAAAA4IZdtRj/0X+vUg0AcA6DwaDY2OnOjiFJmjBhhLMjAAAA3DCbi/Gl1abT09OVl5cni8Vi3VdSUqK8vDxt2bJFr732mv1TAgAAAADgIDYX43379ikmJkYZGRnlHmM0GinGAAAAAIBKxeZi/N577+nYsWMaNmyYDAaDPv30U40fP145OTlasmSJTp48qW+++caRWQEAAAAAsDub72O8fft2DRw4UGPGjNGzzz4rk8mk+vXrKzo6WosXL1ZgYKC++OILR2YFAAAAAMDubC7GeXl5aty4sSTJy8tLdevW1e7duyVJ1atX14ABA7RlyxbHpAQAAAAAwEFsLsa33nqrsrKyrM+Dg4P1yy+/WJ8HBQXp1KlT9k0HAAAAAICD2VyM27VrpwULFujgwYOSpHvuuUebN2+2luVNmzYpICDAISEBAAAAAHAUm4txTEyMcnJy1LNnT507d06DBw/WhQsX1KNHD/Xu3VsrVqxQr169HJkVAAAAAAC7s7kYBwcHa9myZRozZowCAwNVs2ZNxcXFqVGjRnJzc9PTTz+t559/3pFZAQAAAACwO5tv1yRJt912mwYNGiSLxSKDwaCmTZtqwoQJCgoKkp+fn6MyAgAAAADgMDaPGJeWluqdd95RWFiYDhw4YN0+a9YsdejQQTNmzHBIQAAAAAAAHMnmEePZs2drzpw5ioiIkL+/v3X7k08+KS8vL82cOdM6ogwAAAAAQGVh84jx4sWL9cgjjyg2Nla33nqrdfs999yjt956Sw899JDmzZvnkJAAAAAAADiKzcX4xIkTuvfee8vd36JFC2VkZNglFAAAAAAAN4vNxbhWrVpKS0srd//PP/9cZiQZAAAAAIDKwOZi3KdPH3377bf67LPPlJeXZ92en5+vf/7zn4qPj1dERIRDQgIAAAAA4Cg2L74VHR2tnTt36v3339eHH36owMBAGY1GnTlzRmazWWFhYYqJiXFkVgAAACcqVXx8kbND/B+DswMAQJViczF2d3fXP/7xD23YsEHr16/XsWPHZDabFR4erk6dOqlr164yGPiPNAAAqJoMBoNiY6c7O4YkacKEEc6OAABVis3F+JLw8HCFh4c7IgsAAAAAADdducU4NTVVDRs2VGBgoPW5LVq3bm2fZAAAAAAA3ATlFuOoqCjFxsZaF9SKioq66lRpi8Uig8Gg9PR0+6f8P2fPnlXPnj2VnZ2tuXPnqm3btpKkLVu2KDY2Vr/88osCAgL06KOPKiYmRkajzWuLAQAAAABcVLnFePLkyWrevHmZ5842adIkZWdnl9m2b98+DRs2TEVFRfL19dWpU6c0Y8YMmc1mvfDCC05KCgAAAACoLMotxl9//bVuueUW1a1bV5JUt27dMlOrb7aNGzdq2bJll23//PPPVVRUpPDwcM2aNUvfffedXnnlFc2ZM0fPPPOMvL29nZAWAAAAAFBZlDvX+KefftLJkyetz4cMGaKkpKSbEuq/5efn64033pCHh8dl+3788UdJF++zbDKZFBERIS8vL+Xn5ystLe1mRwUAAAAAVDLljhjXrVtXM2fOVEZGhnx8fGSxWLRy5UodPHiw3BczGAwOuZfxRx99pCNHjmjkyJGaPv332yTk5eXp9OnTkqRatWpJkkwmk2rWrKlDhw7p4MGDCgsLs3seAAAAAEDVUW4xHjdunF588UV98cUXki6W3pUrV2rlypXlvpgjinF6errmzp2rBg0aaPjw4WWKcW5urvWxl5eX9bGnp+dl+wEAAAAAuJJyi3GHDh2UlJSk06dPq6ioSN26ddPf//53de3a9aaFKy0t1WuvvaaSkhK9/vrrV5xKDQAAAADAjSi3GEsXR4Br1KghSRoxYoTatWunOnXq3JRgkhQXF6ddu3bpoYceUvv27S/bX61aNevjwsJC6+OCggJJkq+vr+NDAgAAAAAqtXKL8bFjxxQYGGidovzII49Yt19N7dq17RZu9erVkqRvv/1W3377bZl9Q4YMUZs2bRQYGKhz585ZFwozm83Wxw0aNLBbFgAAAABA1VRuMe7ataumTJmiiIg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   ],
   "source": [
    "fig, ax = pl.subplots(1, 1,squeeze=False,figsize=(16,8))\n",
    "\n",
    "# These values were calculated using the Midway supercomputer at the Univeristy of Chicago\n",
    "# A simple grid search to find the best way to analyze these data.\n",
    "# The last section of this notebook has the loading of a few of these files.\n",
    "all_accs = [69.09,69.09,66.72,66.27]\n",
    "hiv_accs = [59.05,64.66,70.69,71.98]\n",
    "mouse_accs = [67.61,68.83,71.66,71.66]\n",
    "flu_accs = [71.13,69.59,70.10,72.16]\n",
    "flu_scram = [48.45,46.39,42.26,52.06]\n",
    "mouse_scram = [65.18,61.53,55.46,59.1]\n",
    "hiv_scram = [51.29,50.86,49.13,50.43]\n",
    "all_scram = [52.75,50.67,48.89,49.03]\n",
    "vects = np.array([125,150,175,200])\n",
    "\n",
    "ax[0,0].bar(vects-8,all_accs,color = 'purple',width = 4,alpha = 0.75)\n",
    "ax[0,0].bar(vects-4,flu_accs,color = 'blue',width = 4,alpha = 0.75)\n",
    "ax[0,0].bar(vects,hiv_accs,color = 'orange',width = 4,alpha = 0.75)\n",
    "ax[0,0].bar(vects+4,mouse_accs,color = 'green',width = 4,alpha = 0.75)\n",
    "\n",
    "ax[0,0].bar(vects-8,all_scram,color = 'grey',width = 4,alpha = 0.9)\n",
    "ax[0,0].bar(vects-4,flu_scram,color = 'grey',width = 4,alpha = 0.9)\n",
    "ax[0,0].bar(vects,hiv_scram,color = 'grey',width = 4,alpha = 0.9)\n",
    "ax[0,0].bar(vects+4,mouse_scram,color = 'grey',width = 4,alpha = 0.9)\n",
    "\n",
    "ax[0,0].set_ylim([0,100])\n",
    "\n",
    "pl.ylabel('Classification Accuracy')\n",
    "\n",
    "pl.legend(['Parsed','Flu','HIV','Mouse','Scrambled'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extra Section Here for Selecting Which Data Should Go into Ribbon Plots\n",
    "flu = pandas.read_csv('app_data/gene_usage/flu_final.txt',sep='\\s+')\n",
    "gutHIV = pandas.read_csv('app_data/gene_usage/gut_ribbonINP.txt',sep='\\s+')\n",
    "nat_cnt_HIV = pandas.read_csv('app_data/gene_usage/nat_cnt_RibINP.txt',sep='\\s+')\n",
    "nat_HIV = pandas.read_csv('app_data/gene_usage/nat_RibINP.txt',sep='\\s+')\n",
    "plos_HIV = pandas.read_csv('app_data/gene_usage/plos_seqs.txt',sep='\\s+')\n",
    "\n",
    "full_set = pandas.concat([flu,gutHIV,nat_cnt_HIV,nat_HIV,plos_HIV],axis=0,sort=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "pandas.DataFrame.to_csv(full_set,'full_Ribbon.csv',sep='\\t',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "mono_all=pandas.DataFrame(full_set[full_set['reacts'].isin([0.0,1.0,0,1,'N'])].values,columns=['epitope','v_call','j_call','v_call','d_call','cdrH3_aa','cdrL3_aa','reacts'])\n",
    "poly_all=pandas.DataFrame(full_set[full_set['reacts'].isin([2.0,3.0,4.0,5.0,6.0,7.0,2,3,4,5,6,7,'Y'])].values,columns=['epitope','v_call','j_call','v_call','d_call','cdrH3_aa','cdrL3_aa','reacts'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "pandas.DataFrame.to_csv(mono_all,'mono_all_Ribbon.csv',sep='\\t',index=False)\n",
    "pandas.DataFrame.to_csv(poly_all,'poly_all_Ribbon.csv',sep='\\t',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "# To get the more carefully parsed dataset, we need to individually parse each set\n",
    "# Because different researchers had different stringent cutoffs\n",
    "flu_mono = flu[flu['reacts'].isin([0.0,0])].values\n",
    "flu_poly = flu[flu['reacts'].isin([5,6,7,5.0,6.0,7.0])].values\n",
    "\n",
    "gut_mono = gutHIV[gutHIV['reacts'].isin([0.0,0])].values\n",
    "gut_poly = gutHIV[gutHIV['reacts'].isin([3,4,3.0,4.0])].values\n",
    "\n",
    "natCNT_mono = nat_cnt_HIV[nat_cnt_HIV['reacts'].isin([0.0,0,])].values\n",
    "natCNT_poly = nat_cnt_HIV[nat_cnt_HIV['reacts'].isin([5,6,5.0,6.0])].values\n",
    "\n",
    "nat_mono = nat_HIV[nat_HIV['reacts'].isin([0.0,0])].values\n",
    "nat_poly = nat_HIV[nat_HIV['reacts'].isin([5,6,5.0,6.0])].values\n",
    "\n",
    "plos_mono = plos_HIV[plos_HIV['reacts'].isin(['N'])].values\n",
    "plos_poly = plos_HIV[plos_HIV['reacts'].isin(['Y'])].values\n",
    "\n",
    "parse_mono = pandas.DataFrame(np.vstack([flu_mono,gut_mono,natCNT_mono,nat_mono,plos_mono]),columns=['epitope','v_call','j_call','v_call','d_call','cdrH3_aa','cdrL3_aa','reacts'])\n",
    "parse_poly = pandas.DataFrame(np.vstack([flu_poly,gut_poly,natCNT_poly,nat_poly,plos_poly]),columns=['epitope','v_call','j_call','v_call','d_call','cdrH3_aa','cdrL3_aa','reacts'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "pandas.DataFrame.to_csv(parse_mono,'mono_parse_Ribbon.csv',sep='\\t',index=False)\n",
    "pandas.DataFrame.to_csv(parse_poly,'poly_parse_Ribbon.csv',sep='\\t',index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# NOTE, there is a discrepency in the # of sequences between those used in gene usage analysis and those used in the rest of the analysis. This is because genes can still be identified even if CDR sequencing is incomplete. Incomplete sequences are removed from AA analysis"
   ]
  }
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