{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Setting matplotlib backend for inline plots\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing necessary packages\n",
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as ticker\n",
    "import pylab\n",
    "\n",
    "from scipy import stats\n",
    "from scipy.cluster import hierarchy as hc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set working directory to dNef 1 folder\n",
    "os.chdir('Path/To/Data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reading in full data for first dNef experiment\n",
    "ua1 = pd.read_csv('UnA/20190612_UnA_RowSum.csv', index_col=0)\n",
    "ub1 = pd.read_csv('UnB/20190612_UnB_RowSum.csv', index_col=0)\n",
    "uc1 = pd.read_csv('UnC/20190612_UnC_RowSum.csv', index_col=0)\n",
    "\n",
    "ia1 = pd.read_csv('IndA/20190612_IndA_RowSum.csv', index_col=0)\n",
    "ib1 = pd.read_csv('IndB/20190612_IndB_RowSum.csv', index_col=0)\n",
    "ic1 = pd.read_csv('IndC/20190612_IndC_RowSum.csv', index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Labeling replicate columns for ease of identification in joined dataframe\n",
    "ua1.columns = ['Gene', 'Protein information', '3K_ua1', '5.4K_ua1', '12.2K_ua1', \n",
    "              '24K_ua1', '78.4K_ua1', '110K_ua1', '195.5K_ua1']\n",
    "ub1.columns = ['Gene', 'Protein information', '3K_ub1', '5.4K_ub1', '12.2K_ub1', \n",
    "              '24K_ub1', '78.4K_ub1', '110K_ub1', '195.5K_ub1']\n",
    "uc1.columns = ['Gene', 'Protein information', '3K_uc1', '5.4K_uc1', '12.2K_uc1', \n",
    "              '24K_uc1', '78.4K_uc1', '110K_uc1', '195.5K_uc1']\n",
    "ia1.columns = ['Gene', 'Protein information', '3K_ia1', '5.4K_ia1', '12.2K_ia1', \n",
    "              '24K_ia1', '78.4K_ia1', '110K_ia1', '195.5K_ia1']\n",
    "ib1.columns = ['Gene', 'Protein information', '3K_ib1', '5.4K_ib1', '12.2K_ib1', \n",
    "              '24K_ib1', '78.4K_ib1', '110K_ib1', '195.5K_ib1']\n",
    "ic1.columns = ['Gene', 'Protein information', '3K_ic1', '5.4K_ic1', '12.2K_ic1', \n",
    "              '24K_ic1', '78.4K_ic1', '110K_ic1', '195.5K_ic1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set working directory to dNef 2 folder\n",
    "os.chdir('Path/To/Data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reading in full data for second dNef experiment\n",
    "ua2 = pd.read_csv('UnA/20191122_UnA_RowSum.csv', index_col=0)\n",
    "ub2 = pd.read_csv('UnB/20191122_UnB_RowSum.csv', index_col=0)\n",
    "uc2 = pd.read_csv('UnC/20191122_UnC_RowSum.csv', index_col=0)\n",
    "\n",
    "ia2 = pd.read_csv('IndA/20191122_IndA_RowSum.csv', index_col=0)\n",
    "ib2 = pd.read_csv('IndB/20191122_IndB_RowSum.csv', index_col=0)\n",
    "ic2 = pd.read_csv('IndC/20191122_IndC_RowSum.csv', index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Labeling replicate columns for ease of identification in joined dataframe\n",
    "ua2.columns = ['Gene', 'Protein information', '3K_ua2', '5.4K_ua2', '12.2K_ua2', \n",
    "              '24K_ua2', '78.4K_ua2', '110K_ua2', '195.5K_ua2']\n",
    "ub2.columns = ['Gene', 'Protein information', '3K_ub2', '5.4K_ub2', '12.2K_ub2', \n",
    "              '24K_ub2', '78.4K_ub2', '110K_ub2', '195.5K_ub2']\n",
    "uc2.columns = ['Gene', 'Protein information', '3K_uc2', '5.4K_uc2', '12.2K_uc2', \n",
    "              '24K_uc2', '78.4K_uc2', '110K_uc2', '195.5K_uc2']\n",
    "ia2.columns = ['Gene', 'Protein information', '3K_ia2', '5.4K_ia2', '12.2K_ia2', \n",
    "              '24K_ia2', '78.4K_ia2', '110K_ia2', '195.5K_ia2']\n",
    "ib2.columns = ['Gene', 'Protein information', '3K_ib2', '5.4K_ib2', '12.2K_ib2', \n",
    "              '24K_ib2', '78.4K_ib2', '110K_ib2', '195.5K_ib2']\n",
    "ic2.columns = ['Gene', 'Protein information', '3K_ic2', '5.4K_ic2', '12.2K_ic2', \n",
    "              '24K_ic2', '78.4K_ic2', '110K_ic2', '195.5K_ic2']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set working directory to folder comparing biological replicates\n",
    "os.chdir('C:/Users/ooma1/OneDrive - UC San Diego/Guatelli Lab/Cell Fractionation/20191122 Jurkat TREHIV dNef fract MS/ComparingBiolRepl/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['Gene', 'Protein information', '3K_ua1', '5.4K_ua1', '12.2K_ua1',\n",
      "       '24K_ua1', '78.4K_ua1', '110K_ua1', '195.5K_ua1', 'Gene',\n",
      "       ...\n",
      "       '195.5K_ib2', 'Gene', 'Protein information', '3K_ic2', '5.4K_ic2',\n",
      "       '12.2K_ic2', '24K_ic2', '78.4K_ic2', '110K_ic2', '195.5K_ic2'],\n",
      "      dtype='object', length=108)\n"
     ]
    }
   ],
   "source": [
    "# Creating common dataframe for all replicates\n",
    "repl_list = [ua1, ub1, uc1, ia1, ib1, ic1, ua2, ub2, uc2, ia2, ib2, ic2]\n",
    "\n",
    "df_all = pd.concat(repl_list, axis=1, join='outer', sort=True)\n",
    "print(df_all.columns)\n",
    "\n",
    "# Dropping Gene and Majority protein IDs columns from df\n",
    "df_all.drop(columns=['Gene', 'Protein information'], inplace=True)\n",
    "\n",
    "df = df_all.loc[:, '3K_ua1':'195.5K_ic2']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
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\n",
      "text/plain": [
       "<Figure size 2160x2160 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Making correlation matrix with dendrograms, pearson correlation\n",
    "corr = 1 - df.corr() \n",
    "corr_condensed = hc.distance.squareform(corr) # convert to condensed\n",
    "\n",
    "# Compute and plot first dendrogram.\n",
    "fig = pylab.figure(figsize=(30,30))\n",
    "ax1 = fig.add_axes([0,0.1,0.25,0.6])\n",
    "Y = hc.linkage(corr_condensed, method='weighted')\n",
    "Z1 = hc.dendrogram(Y, orientation='left')\n",
    "ax1.set_xticks([])\n",
    "ax1.set_yticks([])\n",
    "\n",
    "# Compute and plot second dendrogram.\n",
    "ax2 = fig.add_axes([0.3,0.75,0.6,0.25])\n",
    "Y = hc.linkage(corr_condensed, method='weighted')\n",
    "Z2 = hc.dendrogram(Y)\n",
    "ax2.set_xticks([])\n",
    "ax2.set_yticks([])\n",
    "\n",
    "# Plot distance matrix.\n",
    "axmatrix = fig.add_axes([0.3,0.1,0.6,0.6])\n",
    "idx = list(Z1['leaves'])\n",
    "featdict = {}\n",
    "for number, item in zip(range(0,84), df.columns):\n",
    "    featdict[number] = item\n",
    "corr.index = list(range(0,84))\n",
    "corr.columns = list(range(0,84))\n",
    "carray = corr.values\n",
    "corrind = carray[idx,:][:,idx]\n",
    "corrflip = 1 - corrind\n",
    "im = axmatrix.matshow(corrflip, aspect='auto', origin='lower', cmap=pylab.cm.YlGnBu)\n",
    "idx = [featdict[x] for x in idx]\n",
    "axmatrix.set_xticklabels(['']+idx, rotation = 90, fontsize=15)\n",
    "axmatrix.set_yticklabels(['']+idx, fontsize=15)\n",
    "axmatrix.xaxis.set_major_locator(ticker.MultipleLocator(1))\n",
    "axmatrix.yaxis.set_major_locator(ticker.MultipleLocator(1))\n",
    "\n",
    "# Plot colorbar.\n",
    "axcolor = fig.add_axes([0.91,0.1,0.02,0.6])\n",
    "pylab.colorbar(im, cax=axcolor)\n",
    "fig.suptitle('Pearson Correlation of\\nRow Sum Normalized\\nFractions', x=0.13, y=0.9, fontsize=55)\n",
    "fig.savefig('PearsonCorr_matrixwithdendro_rowsum.png', dpi=500, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 2160x2160 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Making correlation matrix with dendrograms, pearson correlation\n",
    "corr = 1 - df.corr(method='spearman') \n",
    "corr_condensed = hc.distance.squareform(corr) # convert to condensed\n",
    "\n",
    "# Compute and plot first dendrogram.\n",
    "fig = pylab.figure(figsize=(30,30))\n",
    "ax1 = fig.add_axes([0,0.1,0.25,0.6])\n",
    "Y = hc.linkage(corr_condensed, method='weighted')\n",
    "Z1 = hc.dendrogram(Y, orientation='left')\n",
    "ax1.set_xticks([])\n",
    "ax1.set_yticks([])\n",
    "\n",
    "# Compute and plot second dendrogram.\n",
    "ax2 = fig.add_axes([0.3,0.75,0.6,0.25])\n",
    "Y = hc.linkage(corr_condensed, method='weighted')\n",
    "Z2 = hc.dendrogram(Y)\n",
    "ax2.set_xticks([])\n",
    "ax2.set_yticks([])\n",
    "\n",
    "# Plot distance matrix.\n",
    "axmatrix = fig.add_axes([0.3,0.1,0.6,0.6])\n",
    "idx = list(Z1['leaves'])\n",
    "featdict = {}\n",
    "for number, item in zip(range(0,84), df.columns):\n",
    "    featdict[number] = item\n",
    "corr.index = list(range(0,84))\n",
    "corr.columns = list(range(0,84))\n",
    "carray = corr.values\n",
    "corrind = carray[idx,:][:,idx]\n",
    "corrflip = 1 - corrind\n",
    "im = axmatrix.matshow(corrflip, aspect='auto', origin='lower', cmap=pylab.cm.YlGnBu)\n",
    "idx = [featdict[x] for x in idx]\n",
    "axmatrix.set_xticklabels(['']+idx, rotation = 90, fontsize=15)\n",
    "axmatrix.set_yticklabels(['']+idx, fontsize=15)\n",
    "axmatrix.xaxis.set_major_locator(ticker.MultipleLocator(1))\n",
    "axmatrix.yaxis.set_major_locator(ticker.MultipleLocator(1))\n",
    "\n",
    "# Plot colorbar.\n",
    "axcolor = fig.add_axes([0.91,0.1,0.02,0.6])\n",
    "pylab.colorbar(im, cax=axcolor)\n",
    "fig.suptitle('Spearman Correlation of\\nRow Sum Normalized\\nFractions', x=0.13, y=0.9, fontsize=55)\n",
    "fig.savefig('SpearmanCorr_matrixwithdendro_rowsum.png', dpi=500, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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IWwh/YzsAq7n7NHffKPke2N7dN3X3acBawGGELTDS1iVMmne6/QnbSzTz+hDx9+CFsW5uZu8HvhI5tBA4l/AdtVLy2bSNu7/F3dcl/O4/BzweufZ4M9tyrHvX5bAm4e8rXXgDoYDr3YRneePk2dsAWBXYi0Wf5dcQnlURERERERERERERkUmr4woMCO2v06u4Af5SINbRQGzF/Gzgje7+jVjRgrvPdfePEVr6x1bkHmpmWboRFNomIdnr+VWp4ccKxFmcke2ohwgrhFvtZw3GpxJWa//JzHZvYoJwIlkSGN6S4G6g4u5HuPut6RPdfb67H06YNExbFfgM8K26sWOBme5+ftJZoj7WAnf/C2ECcXYk3kfNLDYh11bufj/w3cihI8xs5ch4qcxsf+C9kUN3Apu4+1Hu/u/0QXe/w92PJuzrflfk+veY2YeaSG0qMNwF4V5CYcGh7l6L5LLA3S9w9yszxt6q7p+/CmyWXL/IKu8k7h+BNwEj7gscQngm103+/T/Ahu7+OXe/LZLnfHf/NPEtMFYn/j408iJwNrCpu78++Ru7xN0bbemCu9/r7icBbwS+FzllbzPbKEcO487db3L3a4u+gH8TvkvT22I8Dhw12r2TgrpY4cx9wFvd/X3ufpm7jyi6SX73xxMKedLP0hTg52a2bLbfAj8g/t8VJwBbufvv3X2RYgl3f9rdzwZmsOj3WdEtHkREREREREREREREJoSOKjBIJmqOa3D4tJyxViPsFZ52G7CLu/93rBjufgXwTka2SjbgOxnSiBUYZClMSJ/zBGHFdN44WzCyBfmV6YmUVnD3S2ncKcEIK+d/AzxsZn8zs2+Y2fuS4orJ6mHCpFts9fci3P0XwDmRQ18grE4HOM7dv+DujdrMD8d6gvgK5XXI3iljvJ3AyOKflYj/zZcmafEfW8H8ALCTu8e6QSzC3f8P2Al4MHL4hIxbsIzmUWDr5D5lO87dv5jhmXqc8Eylu8CsBRya/PMg4XkfUYwRifczQteDtH3HTvklp7j7Xu4eK6YZ6/7PuvshxDsWHJI3XrdInvfzeLkgZNgCYM8Mz/sPgRVTY/cBW7j71VlySAqKehnZReLVwH5jXW9m2xK+x9N+4O5HunusM0P9/Z8lFLj8Lku+IiIiIiIiIiIiIiITXUcUGJjZYmb2QcL+y+kJcYCL3P2ynGFnAemJOgf2H23FaloyCXJs5NCGZjbW5OvlhFWz9bbNcNt0d4LLgb+mxjbOsGd7u7ZHGLYPYTJpNEsRVoR+Bvg1cKeZPWhmfzCzz5rZm5JODJPBwVkKX+qMVuQyB/hS1kDuPpf4thax7Urazt0fIz7R/wkzW6OFt34/oVNA2iezTJQPc/fbeXmivd5qwJ4Fcxv2KXe/s8kYMXmfqRow2uf2R5LJ46xiz/uWZpbpe2ysooiMPsvIwpA9zSy9un+i6Ce+Yv8Qd//zaBeaWQXYMTW8ENjN3cf6XlhEUrCyTyyPDF1WPhIZu5McW8AkRQgHEu9oJCIiIiIiIiIiIiIyqbSywGCFZHI49nqzme1kZh80s5MIKxN/zsiVjhBaxh8QGW8omXCITSqc5e7X5P5Jwp73d0fGPzbaRe7+JCNbz081szeOcb90EcKlwFUsune7Rc5La2uBQbL9xPbAmKu6U1YF3kFYpX4NcK+ZfcvM3lByip3kVkKBRR5/J6ycjznB3dPFLWO5IDI2I2eM8fQ9RhawLEOOSfACDoqMXePuZ+UN5O5VwvOdNurnyhjupPH2JM36eknPFMBcd8+7IvwqQpePessCr80Zp7DkM/281HAPsMF45TBezOzzxDsEfNfdT80Q4jORsTPd/Z9F8km+u9NFUOsTtniJSorw3hM5dFTSmSDP/R+icYclEREREREREREREZFJo5UFBjMIk2ex19XAnwlFBZ8E/qdBjLnAtu4+mPPerye04k6L7QU9pmR/6DMih3bMsHoyNqEfm/gHIJlEf2Vq+JJkr/P0ZORocZZh5MTLo4RVyOPG3W8FNgdOBHJN6NSZCnwamGtmZ7R4hXq7/CzvCuvk/Jsi7xlvigAAIABJREFUh4aAcwvkcGNkbNwmb/NK/ia+HDl0gJm9ruz7mdnyxCczC32uJNJbnwBsZmYrF4yX+znK6AniWxSMZW6D8TPzBnL3hUBs24fxfkZjE+RvGuccWsrMdifeueciMqz8N7MliE/sf6/J1H4RGYt1WBi2HbBkauxxRhaJZHUmI7sSiYiIiIiIiIiIiIhMKh2xRULEw8BRwOYFW33HJgEHCVsNFFWNjK0MjDWRmavAIHLsAV6eRE6v3hwtzlaM3CLi8mSSbly5+1Pu/mngNYS29nm2Aai3GGFF7U1mtlNZ+XWIKwted1dk7O8FVpo3ihXrKtJJTid0f6g3BfhaC+61OSM/M1+kWDHHsN8Az6fGDNiiYLy8W8lkdW2JzxSU+7yP9zOa3iIB4NXjnEPLmNlMwkR6unhuLrBXsl3AWDYjdBOpd5e7X99kerHnZstRzt88MvaHpGgwN3d/gLCVk4iIiIiIiIiIiIjIpNWJBQa3AFu6+3F5WxjXiU3OXdfM5Lq73wY8EjnUsD1zIr21AUDvKHt2p4sGLqtbkZwuVnjdKKv527o9Qoy73+funwPWIaw6PYYwIfp0zlArAReZ2V7lZthWNxe8bqjFsTq6wCCZ7Dwqcmh3M9us5NvFPlducfcnigZ09yHiq/LH+lyJhqN1HUrKfKbKjlf4GTWzjc3sMDP7qZldZ2Z3mdnDZvaCmXnsBZwfCbVS0Rw6SfJ9cgFh64l6g8A7ky0isoh1FSi0NULKXZGxDUc5P1Zg0Gwe6W2PREREREREREREREQmlcXbnUDE+sAcM/uou/+8YIx1ImO1JnKqj5GeuF97tAvc/RkzuxbYpm54RWAT4Lr6c81ssdR5sGjXgn8QJth66sa2I2w1kdZxBQbDkoKJK5MXSbHFG4CZyestwEaMXgAzBfiJmd3s7je0NuNx8WjB655pcax0F4yO4+7nmtl1hFXT9Y4Hti/xVq36XJlD2FKm3qifKw08kWMCOK9YcVUWsWdqIWHLhbLi5XpGzWxx4CDgI8AGBfNI6/oCAzNbDvg9MD116FlgV3e/J0e4N0bGnjazMraSeIZFuyO8YpRzY3+zzX5fTITvGxGRjtA/u5/q3FiTuPaozQ//Wdd7Rm97E6nTt2Efs2bOancaIiIiIiIiIiKLaGWBweXu3hs7YGY9wCsJk+x7AruxaDvmZYEzzWwZd4/tUT6W2P7l9xeIkzYv473SLmVk4cD2pAoMCJOM6cmSl4oC3P1FM/sb8PZUnEUKDMxsBcJEfb1Bd4+tlG67ZBX63OR1BkCyB/3uwIE0bhe/LGFP761bn2VLPZex7XhWeTtCjCbdJr1THUlkCxEz29Hd/1rSPTrtcyWtcCeFDMp8pp6p68pShszPqJltAvyM+AR4M5YrOd64SorbfsnIQhcH9nf3v+cMuUpkbN/kVbYVzGxKg8/QWOHHA03er9nrRUQkUZ1bpTa/RmVapd2pAHRMHsOGCx5UYCAiIiIiIiIinaYtHQyStuC3J6+zk1bm5wFrpk491cxud/e8+4rHJhXKmHyLxchaYPDl1Nh2hBXW6bF6d7v7fyKx6gsMYp0KtmHke9uqvdlbwt0fBU4DTjOzdwM/BlaPnPpWM9vG3S8f1wSlo7j7pWb2V2DH1KHjzezikia0O+1zJa3MIoAJx8y2AP5Ma7b96JZCnEZOAHaNjH/R3c8uEG+0rgJlM2AFUp1bzMyA5SPnN9vlo5WFPCIik05lWoWB/QfanUZH6qROCiIiIiIiIiIi9TpiiwR3v87M3kpY0b9q3aEpwC/MbAN3fyxHyGUiY7HW2nnFYqT3qo75O/AUi65y3crMlnT35+vG0sUCsS0N0qu01zKz17j7v0eJ0yhWV3D3C8zsBuAaQueLtN0BFRjIkcAOLDrZuwmwB1BkkjSt0z5XJCMzewVwIY2LC+4GrgBuBf4LPETYGuAZwpYO9bYCvtWaTMefmR0AHB459Et3P7Zg2PHeMmJKZGxJ4tvsPB8Zy+O5Jq8XERERERERERFpuXn98xisDha+fqj2GgDm9P57jDMbm9o3lemz0juyishE0BEFBgDufpeZ7Q2k25lPB74B5OkNGVth2FM0tzqx1ZCPj3WRu79gZlcCO9cNLwu8mWRi3MyWAN6SujRdTABh/+eHWbQF9fbAhC0wAHD3u83sIOD8yOFtxzsf6Tzufr2ZnUPYdqXeV83sXHd/sclbdNTniuTyVeJt+y8EjnH3f2YNZGbTSsuqzcysF/hh5NBVwIebCN3s31rT3P05M3sOWCp1aHlgfhOhV2jiWhERERERERERkXExWB1kqDZET6XY/4X940rxwgKAodoQgAoMRCaojikwAHD3i83sdOCA1KEPm9kP3H1OxlCxbgdltMWOTSw8GhmLuZRFCwwgFAIMr7zfnJGTlSOKAtzdzWyAsGq/Ps6PAMxsVWDD1GX3RLZa6Dru/jszuxtYJ3Vo3XFOZYlxvp9kdzThb6P+s2094EDiE6l5dOLniozBzJYFPhQ5dArwiQLbZxTZvqLjmNl6wLmM/Dy7A9jN3ZtZqR8rxtnH3X/RRMwiHgOmpsaaLRBQgYGIiIiIiIiIiHSFnkoPMwZmtOXec3qzTueJSDfqqAKDxOcJK5DrtxNYDDgOeFvGGLHJuVc1mRfEJ7LzFBikbQ98qe6f693s7vc3iHUJixYYbGtmlkyUbcfI/cC7untBylWMLDBYxsyWc/enGlwTW03bzLM/nvuLSw7u/m8zOw34aOrQF83sTHd/uonwnfi5ImPbgZHbW/wX+HSB4gJYdBufrmRmKwN/YORn2ePAO939oSZv8V9Ch556410IBqHbT7rAYD1gdhMxX9vEtdKh+mf3U51bbXcabVGbXwMm717vfRv2MWtmniZpIiIiIiIiIiIiEtufuK3cfRA4KXJoFzPbKmOYmyNjTZVpmdkURnYGAPhXxhDXM3IF9OZmNlxIkd7WILY9wrB0wcBqdblNuO0RUhptGhTbg3vYk5GxZlrbr9HEtdJ6XwHShQSvBD7ZZNzSP1dGiZH1c0XGtklk7NdNrNBvT8lvSZLteM5l5ET5i8Ae7h57zvOKxdiohLh53RgZqzQZs9nrpQNV51ZfmmifbCrTKlSmTc7Huja/NmkLS0RERERERERERJrRiR0MAL4NHMLIvcmPAXbMcP01kbFNzWzZJlYwbwEsHRm/NsvF7r7QzC4Hdq0bXgJ4azL+ptQlDYsC3P1WM7uPRSe6tyNMpkz0AoNYe+rn3D3WkntYbD/7ZvZR37KJa6XF3P1+MzsZ+Fzq0BFm9qMmQsc+V9Yxs3Xc/e4iAc1sDeIru2P3kmLSK9gBbmkiXtZCt051KrBtZPwQd/9LSfeIfS/uZGZLNbn1Ql5/B/ZKjcW+IzMxMwN6m0lIOldlWoWB/QfanYaMo8natUFERERERERERKRZHdfBAMDdHwW+Hzm0Q8YuBrHJueWA3ZpIa5/I2J3uPj9HjEbbJGwFLFU3thAYyBlrezNbk9D+ud5t7n5fjhw73esiY426GgyLbTWxtpkV3Uv7XQWvk/FzAvBIamxF4MgmYt7IyM4IAB9oIuYHGbmlyXOANqgqz0qRsUbbqYzKzLYH1m4unfYxs8OBAyOHTnb3H5R4qwFG/o57aO47uIjYfwtsZmavKRhva2CtJvIREREREREREREREel6HVlgkPg2MBQZP2asC939fuITC4ckKxBzMbPVgb7IoXNzhooVGGxHKDKoNycpssgTa2tgp4z37ErJau9Y94CrR7vO3R8H7kiHI+zNnjeHTQi/a+lgyXt+fOTQJyi4xYW7vwj8LnJolpnFupuMKrnmo5FDv3f35/PGk4bSW9MATC8Y6zPNJNJOZvYuQuFN2oXAp8u8l7s/C/w6cugrZjaenZP+AdweGS/6Pn62iVxERERERERERERERCaETt0iAXd/2Mx+wMiJgB3MbCt3v2qMEKcAb06NbQHsB5yRM50TGNmafyGh1XRm7n6TmT0ArF43XCF0V6h3SYZw6XNWAA6PnNeWAgMz+wtwrLv/rcSwJxEvirkgw7X/BF6dGjsQOC/rzc1sSaA/6/nSdt8jbLWyZt3Y0oQig6JOAfZOja1D6IxwTM5YRwD/Exn/Xu6sZDSxDia7AN/KE8TM9gN2LiWjcWZmGwNVRn5+3gjs7e4LWnDb7wD7pu75WuAbwKdacL8R3N3N7DRGFlYcaGanuft1WWOZ2buBt5eaoIiIiMT190O1Wvz6Wi38b29vsev7+mDWrOL3FxEREREREZngOrmDAYQJoFhL8mMyXPtrYF5k/PtmtkXWBMzsY8D+kUO/c/c7s8apc1nq3xdjZNv/MYsC3P2/wL9Tw69Pnxa533jZDrjczC41s53NrPCzZsF3gPdFDj8A/CFDmN9Ext5mZpladpvZEsBPgZlZzpf2S1ZRfzlyaMUmYl5FKFZJO9rMds0aJ5ms/ELk0JySi3IEroiMbW9m22UNYGa9hOKSrmNm04DfE7YoqDcfeJe7P9mK+7r7jcDPIocOM7OjinQTqmdmq5rZIRlOPR1IdwRaDDjfzNbJeK8K8POcKYqIiEhR1erLRQJFVCrhVUSt1lxxg4iIiIiIiMgk0LEdDADc/QEz6wcOTR0as4uBuz9vZrMYOfm8HHCRmf2vuzdcvZ60cf488KXI4ccIK6OLuBTYc5TjzxOfEIu5BBhtL+m57v5Q1sRaZNvkNc/MfklYRXuDu/tYFyYTUL2E1aebNTjtiIwTZL8DHgJWTY1XzWwfd2+43YWZbQR8H3hrMvQ0sGyGe0r7/ZTQ/n39EmP+L6H1+hJ1Y1OAs8zsMOBHjZ7v5JmeRejGMSV1+AXgwyXmKcFVwMPAKqnxX5vZu0f7HkkKow4kvF/LJMMLGPnedSQzW4bQ4WWt1KFngF3d/Z4Wp/ApwhZAa6fGjwW2MrNPu/vNWYOZ2RTC5/DewD6Ez+LvjnaNuz9kZp8BTksdmg5cbWaz3P3CUe65L3AyL3cx0ue/iIjIeKhUYGBg/O9btOuBiIh0nf5586gODrY7ja5XGwr/13TvnPQ6OCmib+pUZk0vurOniIjI+OnoAoPENwj7lKf3OD8G2HG0C939wqRAId3f8BXAuWZ2CXAmcDWh28EShImYnYEDgDc0CH2wu9+b42eoN1Z3gmvdPda1oVGsjzRxr/E0nbDdxWeAx8zsWuBa4D7CxP/DhOdxeULb+I2AnRg5MVbvXOIrZEdICk6OIRQK1FsG+I2ZXZXEuxV4kjAZ+RpCK/VtWbTbxyeAn2S5r7SXuy8ws6MI721ZMWtm9iXguNShpYEfAAeY2U8Jf3/zCJ1E1iA8Rx8CNm8Q+kvuPqesPCVI/va/CRyfOvQKQpeVXxEKn2YTVrovT3i/diJMYm9cd80CwnfS51qdd0n2JV6cdSqwmJm9qcn4j7r7rY0OuvtjZvYu4G+M7BzyNmAXM/sr8CfC9/B/Ce/BAsKE/kqErW02BmYQ3pP6QpFM35Xu/hMz2wvYIXVoOvAHM/snoevRbcAjwGrABoRiwPR/BxwNnJjlviIiIiIySTS7rcdk1uyWJqJtXZpQHRykNjREpSfd8E/yqPxYhQVlqQ0NAajAQEREukLHFxi4+/3JHsofTx0as4tB4pPAuoRVlGnbNxgfzbHu/quc17zE3f9tZvcwckXnsDxFAZcRJi8btZrupAKDeisRJu53aSLGOcAHsnRCqHMqYZuF3sixrZLXWI4lTEaqwKBLuPt5ZvYPGk/sF3ECYUuSfSLHNqNxx41GzmTkBLiU52Tg/Yzc4mQK8MHklcVngNtLzKvVlmgw/unk1awLgXeOdoK732hmOyTnrp46bISigZ1KyGUsewJXMnIrIYBNk9dYvgL8tcykRERERGQCGN7Wo+jWHJOZfmfNGS7QUIFBYZWeHgZmzGh3GiIA9M7RuiMREekeHV9gkDie0JZ8qdT4MYzdxeBZM3sn0E98MjCrF4DD3X3UdswZXQbs1+DYJVmDuPuDZjaXsNo/bQFh1Wi7/Inw3ixZctxHgKOAfndfmOdCd3cz25Uw0fWWnPd14Gh3P87M0t00pPMdSYkFN+6+0Mz2B+4nTDoX3U/eCSviP5+zWEZySL4HdgUGGH1bmYYhCO/Rd5LvE8nB3f9pZjMJhTTblhj6hRw5PGJmWxO2y9mywL2+7u5fMrM3FrhWRERERCa6dm3rIZObOj+IiIiISJt0RYGBu9+XtBz/aOpQpi4G7v4ssK+ZnU8oVlgvZwqXAZ9097k5r2vkUuIFBk8Bfy8QK1ZgMNvdH8+bWFnc/Z1mtgLwdsIK160ZfbuDsdwC/BL4obs/1EReT5jZToQihU/x8r7qo7kR+Li7X1H0vtJe7n6Zmf2ZsP1JWTEXAkeY2UWElumb5AxxPXCYu7ezEGjSSL5HNgNOA3bPcekdwEHu/pfWZDY5JNsKbWdmexC2GdiwaCjgOkKxQq5uQu7+kJltQygK+hxhO4yx/Ifw/X9h3kRFREQA+mf3U52bv3V6bX5Yldp7Rm+u6/o27GPWTK1kFREREREREZHWKavA4KvAD1NjT5QUe9jngJ9FxudlDZC0Sv8dYe/nPYBtiG9VsBD4F3Ax8Et3/2f+dEf1J+DLkfF73T3ziszET4FYIUHZOefm7k8AZyUvzGxtwjYEGxCKPNYj7HW9PNADPE94bp4E5gM3ATcA17p7rcS8ngGONrNTgPcStmpYP8llueT+dxCKPX7r7henrn+WgivWm7m2QbwjCavzy4hVam4Fcyjt54nEbmZLjtHiXg7MNLNeYG/CFhzrMfJ36cC/CQVLZ7n7ZU3c85ZI/FK4++HA4SXFGqLc572p3Nz9MeB9yWr6jxG2yIl9BzwEXE7YiuU8d3+x7thNwCdS59+Z8f430cTvw91XLXptp3D3c4BzzOxNhM/frQlFco2KvR4FbgXmEjpQXOzuDzRx/xeBryef/3sT/ntgY2Aa4b+JngTuInyH/h64yN0X1F3f1HsoIiKTT3Vuldr8GpVp+dqA5z0fXi5KUIGBiIiIiIiIiLRSKQUG7v4fwiq/lkkmhq4tIc4C4A/JCzPrAdYkTCw7YYL7Hnd/vtl7jZLDA4TtHcqIdSNhhX3Hc/d7gHvanccwd78fOCV5iTTF3QcIE6CY2TKEjh3DK6SfBP6bFLdIm7n7bOAAADNbhVBc1AM8A8x394dHufYu4PvjkGbT3P37dGiu7n4tyXe6mRkwFViVUGgwXGz2uLs/0qL7PwH8KHmJiIi0VGVahYH9B1p+n7zdDkREREREREREiuiKLRJaKVlhe0u78xCRiSMpJLit3XnI2JJigoYFBdJ67u6ErjXz252LiIiIiIiIiIiIiIiMbrF2JyAiIiIiIiIiIiIiIiIiIiKdTwUGIiIiIiIiIiIiIiIiIiIiMqZJv0WCiIiIiIh0p/7Z/VTnVnNfV5tfA4rtWd+3YR+zZs7KfZ2IiIiIiIiIiMhEoA4GIiIiIiLSlapzqy8VC+RRmVahMq2S+7ra/FqhggYREREREREREZGJQh0MRERERESka1WmVRjYf2Bc7lWk44GIjLP+fqgWLASqJQVLvb3Fru/rg1nqcCIiIiIiIiITmzoYiIiIiIiIiMjEUK2+XCiQV6USXkXUasULG0RERERERES6iDoYiIiIiIiIiMjEUanAwMD43rNo1wMRERERkQ4zr38eg9XBpmIM1YYAmNM7p6k4U/umMn3W9KZiiEj5VGAgIiIiIl2jf3Y/1bnlrRCtzQ+rXMtqfd+3YR+zZqo9toiIiIiISKfqnzeP6mBzk6dlqw2FydjeOc1Nxpapb+pUZk3XxO5kNFgdZKg2RE+lp3CMZq4dNlykoAIDkc6jAgMRERER6RrVuVVq82tUphVsYZ1SVhx4uVhBBQYiIiIiIiKdqzo4SG1oiEpP8xOgZemkXODlggcVGExePZUeZgzMaGsOzXY/EJHWUYGBiIiIiHSVyrQKA/sPtDuNEcrqgiDSKcruGFKv7O4hMeooIiIiIiKNVHp6GJjR3snTTtZJnRRERKTzLNbuBERERERERKTzDHcMaYXKtEqpHUTSavNrLSuOEBERERERERGZzNTBQERERERERKI6tWPIWNRRRERERERERESkNVRgICIiIiIiIiIiIiIiMs76582jOjjY7jRGqA0NAZ23VULf1KnMmj693WmIiEx62iJBRERERERERERERERknFUHB1+azO8klZ4eKj097U5jEbWhoY4sxhARmYzUwUBERERERERERERERKQNKj09DMyY0e40Ol6ndVMQEZnM1MFARERERERERERERERERERExqQOBiIiIiIiIiIiIiKdpL8fqtXGx2u18L+9vY3P6euDWbNKTUtERERERAUGIiKAmVWAdJ+tG9y90o58REREREREpAljTc6WJcskbxk0UTz5VKvh+ao0+L8lGo0PG3429dyIiIiISMlUYCAiIiIiIiIdrX92P9W52ScKa/PDpErvGb2Zzu/bsI9ZMzUBIzKhjDU5W5ZWxwdNFE9mlQoMDBS7ttVFLyIiIiIyaanAQCY8MzsD2K9F4Q9z95NaFFtERERERIDq3Cq1+TUq07JN5GU9D14uRlCBgcgE1MzkbCfRRLGIiIiIiHQQFRiISNcxsy2BFVLDV7n7k+3IR0REJo68q6Tr5V0xnaYV1CKjq0yrMLD/QOlxi/7NioiIiIiIiIhMRiowEJFudCqwcWpsBlBrQy4iIjKB5F0lXa/INcO0glpERERERERERES6gQoMRERERETqtGqV9Gi0glpERERERERERES6gQoMZLKaAxxcQpy7SoghHcDda4C1Ow8RERl9m4Is2xBoqwERERERERERkfE3r38eg9XBUmIN1YYAmNM7p+lYU/umMn3W9KbjiEigAgOZrJ5w92vbnYSIiIiMNNo2BWNtQ6CtBiSr0QpZGslS4NKICl9ERERERERkohusDjJUG6Kn0tN0rDJiwMuFCiowECmPCgxEREREpOMU3aZAWw1IVqMVsjSS59x6nVT4kqewokhBhQopREREREREJreeSg8zBma0O42XlNEBQUQWpQIDERERERGZlIoWsuTVSYUveQor8hZUdFIhhUgh/f1QzdfZ5CW18PzT21vs+r4+mKW/HREREREREel8KjAQERERERGZRFpVWNFJhRQihVSroVCgUqBbSZFrhg0XJ6jAQERERERERLqACgxEOoCZTQE2Al4PTAWWA54HHgDOcfenM8ZZEVgfWA9YCVghifNI8vo/d7+99B+gcT5LEn6udYFXEn6uBcATwIPAzcBt7v78eOXUDsn7uyHhvZkOLAu8ADwK3AHMdvdHxzknI7w3GxGeuSWAh4FB4Bp3f6AF95xC+B1sAKxCeD4XB54BngLuB+4C/uPuT5V9fxERERGRMVUqMDAwvvcs2vVAREREREREpA1UYCDSImZ2KPCd1PDJ7n5o3TmvBw4D3ges3CDUAGHSNXaPFYB3ANsB2xIm8sfK637gEuA77n79WOfnlRQV7AnsneS11BiXPGtmVwAXAb909wcjMWO/y7Q5Yc58TO9x9/Mj96gA6c2YbnD3wkuRzOzNwEHAroTJ9EbczK4DzgROd/dnCt4vyzO3KnAocACh6KNRPnOAbwFnubsXyafunu8A9gPeCSyT4ZIFZnYTcBVwLnC5uy9oJgcRERERERERERERERFpngoMRNogWcn9VeAzFPg7NLP1gOOBtwNL57z8lcAHgQ+a2UXAge5+f94cGuS1L/B1wir9rJYGdkxeJ5jZ0e7+zTLyaRczWws4BXhX1kuAzZPX0WZ2qLuf3YK89gBOJXQPGCufTYAq8HEz29XdHypwv/WBHwFb57x0CrBx8joYOBvYK+/9RURERERE2qK/P2y5UZbhbTTK7nbR16etOUREREREJLfF2p2AyGRjZksA5wOfo3iRz8bAe8lfXJD2duA6M9u0mSBmtqKZnQ/8jHzFBWlLEtrndy0z2xq4nuzFBWnTgLPM7BQzK+0z2syOIkzUj1VckLYlcIWZTc15v82Aq8lfXBDT7HMuIiIiIiIyfqrVl4sCylCphFeZarVyiyBERERERGTSUAcDkfF3CqFVfNqdwCDwArAGsCZhwj2vhwl72T8OPEtozT89iRmzBvBHM6u4+315b2ZmrwAuBmaMctrzwH+BB5KcVk5yWj3v/TqZmb0F+COwbINTnidsd3E/sDywNrBqg3MPBpYD9i8hr48Dx0YODT9zzwFTgdcRuhekrQ/8EHhPxvutSvg9NNr24wXC7+EB4BnCtgkrEp75lbLcQ0REREREpKNVKjAw0O4sGiu7G4KIiIiIiEwaKjAQGV87Am+o+/cHgK8Bv3H3efUnmtmKwAeAoTFi3gVcAPwJuCEdpy7easBuwMeBjVKHVwV+aWbburtn+1EgWWFfpXFxwe+BnwAXu/tTkevXJKyQfz/wDsJEc8xZwLV1/34msF7qnH2B2zOkfWuGc3Izs5UJecaKC+4Dvgz82t0fq7vGCD//ocD7ItftZ2ZXu3t/E6ltBnys7t/vB44Dzk1vjWFmqwMHAUcw8r3Yzcze5e6/z3DPrxHvlHAe8APgCnd/Lnahma2d5PyO5DWhilBERERk/PXP7qc6t/Eq3dr8sMq494zehuf0bdjHrJnj30Z8rNzrZfk50tr1c4mIyOTSP28e1cHBdqexiNpQ+L/beufMaXMmI/VNncqs6c00CBURERFpLRUYiIyv+uKCPwN7uPsTsRPd/XHg1AZxFgIXAt9098uz3NjdHwR+bGanA0cyckX7NsDbgIuyxEt8Adg5Mj4f2NvdB8bI6V7gHOAcM1sJ+ARhJXv6vPlJTADM7OlIuLnuXmIPytxOJd4l4gJg3+T9XERSzHEVcJWZ7UUonFgiddqJZnaZu2cpnojZsu6ffwvsEyv2SPJ5APiymV1KKFhJF0scTCjrvzhlAAAgAElEQVQaacjMlgT2ihw60N1/Mlay7n4PcA9wrpktTii8SBeTiIiIiGRWnVulNr9GZVq8vXij8WHDE/ftmIgfK/d6Wc6p186fS0REJpfq4CC1oSEqPT3tTuUlnZRLveHCBxUYiMhkNa9/HoPVcovShmrhs3VOb/lFZVP7pjJ9lj6zZfJRgYFMVtuYWeaV+hG/c/fdmrj+cuDd7v58wet/6+7nFbnQ3RcAXwuL50cUGRxCxgIDM1uXUGCQdiewg7vfkTOvx4Cv5rmmU5jZFsQn1S8jFJFEV+vXc/ezko4Qv2DRbQqWI3QE2KPJNH8LvM/dF2bI5Qoz+wLw7dShnczslenOBylvJmzLUe93WYoLInm8SOgKISIiItKUyrQKA/sPFLo2T0eAVmgm99G0++cSEZHJpdLTw8CM0XbXFOjMjgoiIuNpsDrIUG2Inkp5hWBlxqo3XLigAgOZjFRgIDL+ngYOaKK4YHjle7NOIGzB8Pq6sZ3MbFV3fyjD9YcDU1JjLwJ75i0umAA+Hhl7itC5YMzigmHuXjWzXYB9UofeY2ZruPt9BfO7H/hwluKCOt8HjgZWrhtbjFBAMFpxy1qRsQtz3FdEREREpDv190M125YWi6gljdh6e4vdt68PZqkThYiIiIhMDD2VHmYMdH5RWis6Ioh0CxUYiIy/n3fCBLy7v2hmVRbtGmDA5ozRxcDMVgP2jxz6jrtfV1qSXcDMVgHeHzn0jWQLiLw+S9gWYJm6scWBWcCXCsQDONndH81zgbs/b2bnAx9KHZrJ6AUG6e4FANFtQEREREREJpRqNRQLVPJtV5H7/HrDxQkqMBAREZEO1j9vHtXB5treD28hUkanj76pU7UViYhIE1RgIDL+ftruBOr8MzL2JsbeJmFnYOnU2IvAyWUk1WW2AZZKjS0Ecm8JAODu883sAmDP1KGdKF5gcHrB62YzssBgvTGueSwytjlwdsEcRERERES6R6UCAwPjd7+iXQ9ERERExlF1cJDa0BCVnuKt6pu5tt5woYIKDEREilOBgUxWc4CDm7j+kYLXPQV00gr/ByNjr85w3TaRsT830cK/m705MnZlk7+LKiMLDDYxs6XybLmQuMXdY+9zFv+OjK04xjX/iowdZGbnuPvfC+YhItIV+mf3U51boDU2UJsfVqAW3RO9b8M+Zs3U6lURERERERHpTJWeHgZmtL/tfRkdEEREJjsVGMhk9YS7X9uG+9bcfWErApvZawmr3DcCNgSmEtrVrwAskSPUShnOeWtk7Ioc95hItoiM/aPJmLFnc0lgE+CanLH+r4k8YlsbxLZAqHcDcB+wRt3YMsDfzOwU4FR3jxUuiIh0vercKrX5NSrT8re6LnLNsOHiBBUYjJ+8xSRFCkhUNCIiIiIiIiIiIp1IBQYi4+veMoOZmQH7Ah8DNispbJYCg3UjY81OqnerdSJjtWYCuvsDZjYPSPfpWpv8BQaPNpHKM5Gx9NYYi3B3N7Pjge+lDi0JHAYcZmY3AH8C/gZc7e6xbRVERLpSZVqFgf0Hcl/XTPcDCBPYRbofaBK7mLzFJHkLSFQ0IiIiIiIiIiIinUoFBiLjK7YivBAzew3wM2DLsmImlhvjvisQ/+wotXiii6wcGbu/hLixAoPYvcbyVAm51LMM55wK7Ay8s8HxjZPXEYCb2c3AAHAp8Fd3L+3vRESkW7Sj+4EmsZtTtJgki6JbZYhIF+vvh2qBQrNaUtvc25vvur4+mKXPfxEREREREclPBQYi4+vpMoIk2yFcxsgJ6FLCj3F8lQbjk24VuplNAXoih8qYII/FKFJgMO7cfaGZ7Q58F/jIGKcb8IbkdTDwjJn9Hvi+u0/WbTdEZJJq5YR1jCaxRUQ6SLUaigUqOYvG8p4PLxclqMBAREREREREClCBgUiXMbOlgAtpXFwwD7gS+Behq8Ag8Cyh3f2C1LnrAWfmTGHZBuOxdvoT3dLECzLK+F3EYjT63Xccd38e+KiZnQ5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\n",
      "text/plain": [
       "<Figure size 2160x2160 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Making correlation matrix with dendrograms, pearson correlation\n",
    "corr = 1 - df.corr(method='kendall') \n",
    "corr_condensed = hc.distance.squareform(corr) # convert to condensed\n",
    "\n",
    "# Compute and plot first dendrogram.\n",
    "fig = pylab.figure(figsize=(30,30))\n",
    "ax1 = fig.add_axes([0,0.1,0.25,0.6])\n",
    "Y = hc.linkage(corr_condensed, method='weighted')\n",
    "Z1 = hc.dendrogram(Y, orientation='left')\n",
    "ax1.set_xticks([])\n",
    "ax1.set_yticks([])\n",
    "\n",
    "# Compute and plot second dendrogram.\n",
    "ax2 = fig.add_axes([0.3,0.75,0.6,0.25])\n",
    "Y = hc.linkage(corr_condensed, method='weighted')\n",
    "Z2 = hc.dendrogram(Y)\n",
    "ax2.set_xticks([])\n",
    "ax2.set_yticks([])\n",
    "\n",
    "# Plot distance matrix.\n",
    "axmatrix = fig.add_axes([0.3,0.1,0.6,0.6])\n",
    "idx = list(Z1['leaves'])\n",
    "featdict = {}\n",
    "for number, item in zip(range(0,84), df.columns):\n",
    "    featdict[number] = item\n",
    "corr.index = list(range(0,84))\n",
    "corr.columns = list(range(0,84))\n",
    "carray = corr.values\n",
    "corrind = carray[idx,:][:,idx]\n",
    "corrflip = 1 - corrind\n",
    "im = axmatrix.matshow(corrflip, aspect='auto', origin='lower', cmap=pylab.cm.YlGnBu)\n",
    "idx = [featdict[x] for x in idx]\n",
    "axmatrix.set_xticklabels(['']+idx, rotation = 90, fontsize=15)\n",
    "axmatrix.set_yticklabels(['']+idx, fontsize=15)\n",
    "axmatrix.xaxis.set_major_locator(ticker.MultipleLocator(1))\n",
    "axmatrix.yaxis.set_major_locator(ticker.MultipleLocator(1))\n",
    "\n",
    "# Plot colorbar.\n",
    "axcolor = fig.add_axes([0.91,0.1,0.02,0.6])\n",
    "pylab.colorbar(im, cax=axcolor)\n",
    "fig.suptitle('Kendall Correlation of\\nRow Sum Normalized\\nFractions', x=0.13, y=0.9, fontsize=55)\n",
    "fig.savefig('KendallCorr_matrixwithdendro_rowsum.png', dpi=500, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dendrograms by Frobenius/Euclidean Matrix Distance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Generating common protein dataframes for each condition and across both conditions\n",
    "dflist = [ua1, ub1, uc1, ia1, ib1, ic1, ua2, ub2, uc2, ia2, ib2, ic2]\n",
    "common = pd.concat(dflist, axis=1, join='inner', sort='True')\n",
    "\n",
    "unlist = [ua1, ub1, uc1, ua2, ub2, uc2]\n",
    "un_common = pd.concat(unlist, axis=1, join='inner', sort='True')\n",
    "\n",
    "indlist = [ia1, ib1, ic1, ia2, ib2, ic2]\n",
    "ind_common = pd.concat(indlist, axis=1, join='inner', sort='True')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Making uninduced replicates based on proteins common in all dNef1 uninduced\n",
    "ua1_un = un_common.loc[:, '3K_ua1':'195.5K_ua1']\n",
    "ua1_un.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ub1_un = un_common.loc[:, '3K_ub1':'195.5K_ub1']\n",
    "ub1_un.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "uc1_un = un_common.loc[:, '3K_uc1':'195.5K_uc1']\n",
    "uc1_un.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "\n",
    "# Making induced replicates based on proteins common in all dNef1 induced\n",
    "ia1_ind = ind_common.loc[:, '3K_ia1':'195.5K_ia1']\n",
    "ia1_ind.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ib1_ind = ind_common.loc[:, '3K_ib1':'195.5K_ib1']\n",
    "ib1_ind.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ic1_ind = ind_common.loc[:, '3K_ic1':'195.5K_ic1']\n",
    "ic1_ind.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "\n",
    "# Making replicates based on proteins common to all dNef1 replicates\n",
    "ua1_com = common.loc[:, '3K_ua1':'195.5K_ua1']\n",
    "ua1_com.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ub1_com = common.loc[:, '3K_ub1':'195.5K_ub1']\n",
    "ub1_com.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "uc1_com = common.loc[:, '3K_uc1':'195.5K_uc1']\n",
    "uc1_com.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ia1_com = common.loc[:, '3K_ia1':'195.5K_ia1']\n",
    "ia1_com.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ib1_com = common.loc[:, '3K_ib1':'195.5K_ib1']\n",
    "ib1_com.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ic1_com = common.loc[:, '3K_ic1':'195.5K_ic1']\n",
    "ic1_com.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Making uninduced replicates based on proteins common in all dNef2 uninduced\n",
    "ua2_un = un_common.loc[:, '3K_ua2':'195.5K_ua2']\n",
    "ua2_un.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ub2_un = un_common.loc[:, '3K_ub2':'195.5K_ub2']\n",
    "ub2_un.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "uc2_un = un_common.loc[:, '3K_uc2':'195.5K_uc2']\n",
    "uc2_un.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "\n",
    "# Making induced replicates based on proteins common in all dNef2 induced\n",
    "ia2_ind = ind_common.loc[:, '3K_ia2':'195.5K_ia2']\n",
    "ia2_ind.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ib2_ind = ind_common.loc[:, '3K_ib2':'195.5K_ib2']\n",
    "ib2_ind.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ic2_ind = ind_common.loc[:, '3K_ic2':'195.5K_ic2']\n",
    "ic2_ind.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "\n",
    "# Making replicates based on proteins common to all dNef2 replicates\n",
    "ua2_com = common.loc[:, '3K_ua2':'195.5K_ua2']\n",
    "ua2_com.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ub2_com = common.loc[:, '3K_ub2':'195.5K_ub2']\n",
    "ub2_com.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "uc2_com = common.loc[:, '3K_uc2':'195.5K_uc2']\n",
    "uc2_com.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ia2_com = common.loc[:, '3K_ia2':'195.5K_ia2']\n",
    "ia2_com.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ib2_com = common.loc[:, '3K_ib2':'195.5K_ib2']\n",
    "ib2_com.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ic2_com = common.loc[:, '3K_ic2':'195.5K_ic2']\n",
    "ic2_com.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating empty dataframes to hold distances between replicates\n",
    "un_distmatrix = pd.DataFrame(columns=['UnA_dNef1', 'UnB_dNef1', 'UnC_dNef1', 'UnA_dNef2', 'UnB_dNef2', 'UnC_dNef2'], \n",
    "                             index=['UnA_dNef1', 'UnB_dNef1', 'UnC_dNef1', 'UnA_dNef2', 'UnB_dNef2', 'UnC_dNef2'])\n",
    "ind_distmatrix = pd.DataFrame(columns=['IndA_dNef1', 'IndB_dNef1', 'IndC_dNef1', 'IndA_dNef2', 'IndB_dNef2', 'IndC_dNef2'], \n",
    "                              index=['IndA_dNef1', 'IndB_dNef1', 'IndC_dNef1', 'IndA_dNef2', 'IndB_dNef2', 'IndC_dNef2'])\n",
    "common_distmatrix = pd.DataFrame(columns=['UnA_dNef1', 'UnB_dNef1', 'UnC_dNef1', 'IndA_dNef1', 'IndB_dNef1', 'IndC_dNef1', \n",
    "                                          'UnA_dNef2', 'UnB_dNef2', 'UnC_dNef2', 'IndA_dNef2', 'IndB_dNef2', 'IndC_dNef2'], \n",
    "                                 index=['UnA_dNef1', 'UnB_dNef1', 'UnC_dNef1', 'IndA_dNef1', 'IndB_dNef1', 'IndC_dNef1', \n",
    "                                        'UnA_dNef2', 'UnB_dNef2', 'UnC_dNef2', 'IndA_dNef2', 'IndB_dNef2', 'IndC_dNef2'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UnA_dNef1</th>\n",
       "      <th>UnB_dNef1</th>\n",
       "      <th>UnC_dNef1</th>\n",
       "      <th>UnA_dNef2</th>\n",
       "      <th>UnB_dNef2</th>\n",
       "      <th>UnC_dNef2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>UnA_dNef1</td>\n",
       "      <td>0</td>\n",
       "      <td>7.21025</td>\n",
       "      <td>8.00798</td>\n",
       "      <td>9.20676</td>\n",
       "      <td>8.25753</td>\n",
       "      <td>8.17002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>UnB_dNef1</td>\n",
       "      <td>7.21025</td>\n",
       "      <td>0</td>\n",
       "      <td>8.61466</td>\n",
       "      <td>9.41381</td>\n",
       "      <td>7.87834</td>\n",
       "      <td>7.79016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>UnC_dNef1</td>\n",
       "      <td>8.00798</td>\n",
       "      <td>8.61466</td>\n",
       "      <td>0</td>\n",
       "      <td>9.17808</td>\n",
       "      <td>9.15595</td>\n",
       "      <td>8.68067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>UnA_dNef2</td>\n",
       "      <td>9.20676</td>\n",
       "      <td>9.41381</td>\n",
       "      <td>9.17808</td>\n",
       "      <td>0</td>\n",
       "      <td>9.31696</td>\n",
       "      <td>8.1804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>UnB_dNef2</td>\n",
       "      <td>8.25753</td>\n",
       "      <td>7.87834</td>\n",
       "      <td>9.15595</td>\n",
       "      <td>9.31696</td>\n",
       "      <td>0</td>\n",
       "      <td>7.39212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>UnC_dNef2</td>\n",
       "      <td>8.17002</td>\n",
       "      <td>7.79016</td>\n",
       "      <td>8.68067</td>\n",
       "      <td>8.1804</td>\n",
       "      <td>7.39212</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          UnA_dNef1 UnB_dNef1 UnC_dNef1 UnA_dNef2 UnB_dNef2 UnC_dNef2\n",
       "UnA_dNef1         0   7.21025   8.00798   9.20676   8.25753   8.17002\n",
       "UnB_dNef1   7.21025         0   8.61466   9.41381   7.87834   7.79016\n",
       "UnC_dNef1   8.00798   8.61466         0   9.17808   9.15595   8.68067\n",
       "UnA_dNef2   9.20676   9.41381   9.17808         0   9.31696    8.1804\n",
       "UnB_dNef2   8.25753   7.87834   9.15595   9.31696         0   7.39212\n",
       "UnC_dNef2   8.17002   7.79016   8.68067    8.1804   7.39212         0"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Uninduced distance matrix\n",
    "unlist = [ua1_un, ub1_un, uc1_un, ua2_un, ub2_un, uc2_un]\n",
    "for row, df in zip(un_distmatrix.index, unlist):\n",
    "    for column, df2 in zip(un_distmatrix.columns, unlist):\n",
    "        un_distmatrix.at[row, column] = np.linalg.norm(df-df2, 'fro')\n",
    "un_distmatrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>IndA_dNef1</th>\n",
       "      <th>IndB_dNef1</th>\n",
       "      <th>IndC_dNef1</th>\n",
       "      <th>IndA_dNef2</th>\n",
       "      <th>IndB_dNef2</th>\n",
       "      <th>IndC_dNef2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>IndA_dNef1</td>\n",
       "      <td>0</td>\n",
       "      <td>7.53235</td>\n",
       "      <td>7.80509</td>\n",
       "      <td>9.49262</td>\n",
       "      <td>10.4233</td>\n",
       "      <td>9.65472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>IndB_dNef1</td>\n",
       "      <td>7.53235</td>\n",
       "      <td>0</td>\n",
       "      <td>6.29879</td>\n",
       "      <td>8.46329</td>\n",
       "      <td>9.83256</td>\n",
       "      <td>8.53387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>IndC_dNef1</td>\n",
       "      <td>7.80509</td>\n",
       "      <td>6.29879</td>\n",
       "      <td>0</td>\n",
       "      <td>8.96004</td>\n",
       "      <td>9.96605</td>\n",
       "      <td>8.21626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>IndA_dNef2</td>\n",
       "      <td>9.49262</td>\n",
       "      <td>8.46329</td>\n",
       "      <td>8.96004</td>\n",
       "      <td>0</td>\n",
       "      <td>9.72481</td>\n",
       "      <td>8.00642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>IndB_dNef2</td>\n",
       "      <td>10.4233</td>\n",
       "      <td>9.83256</td>\n",
       "      <td>9.96605</td>\n",
       "      <td>9.72481</td>\n",
       "      <td>0</td>\n",
       "      <td>10.7207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>IndC_dNef2</td>\n",
       "      <td>9.65472</td>\n",
       "      <td>8.53387</td>\n",
       "      <td>8.21626</td>\n",
       "      <td>8.00642</td>\n",
       "      <td>10.7207</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           IndA_dNef1 IndB_dNef1 IndC_dNef1 IndA_dNef2 IndB_dNef2 IndC_dNef2\n",
       "IndA_dNef1          0    7.53235    7.80509    9.49262    10.4233    9.65472\n",
       "IndB_dNef1    7.53235          0    6.29879    8.46329    9.83256    8.53387\n",
       "IndC_dNef1    7.80509    6.29879          0    8.96004    9.96605    8.21626\n",
       "IndA_dNef2    9.49262    8.46329    8.96004          0    9.72481    8.00642\n",
       "IndB_dNef2    10.4233    9.83256    9.96605    9.72481          0    10.7207\n",
       "IndC_dNef2    9.65472    8.53387    8.21626    8.00642    10.7207          0"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Induced distance matrix\n",
    "indlist = [ia1_ind, ib1_ind, ic1_ind, ia2_ind, ib2_ind, ic2_ind]\n",
    "for row, df in zip(ind_distmatrix.index, indlist):\n",
    "    for column, df2 in zip(ind_distmatrix.columns, indlist):\n",
    "        ind_distmatrix.at[row, column] = np.linalg.norm(df-df2, 'fro')\n",
    "ind_distmatrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UnA_dNef1</th>\n",
       "      <th>UnB_dNef1</th>\n",
       "      <th>UnC_dNef1</th>\n",
       "      <th>IndA_dNef1</th>\n",
       "      <th>IndB_dNef1</th>\n",
       "      <th>IndC_dNef1</th>\n",
       "      <th>UnA_dNef2</th>\n",
       "      <th>UnB_dNef2</th>\n",
       "      <th>UnC_dNef2</th>\n",
       "      <th>IndA_dNef2</th>\n",
       "      <th>IndB_dNef2</th>\n",
       "      <th>IndC_dNef2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>UnA_dNef1</td>\n",
       "      <td>0</td>\n",
       "      <td>6.68185</td>\n",
       "      <td>7.49157</td>\n",
       "      <td>7.98798</td>\n",
       "      <td>6.88888</td>\n",
       "      <td>6.87068</td>\n",
       "      <td>8.55069</td>\n",
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       "      <td>7.57638</td>\n",
       "      <td>7.73091</td>\n",
       "      <td>9.45294</td>\n",
       "      <td>8.32646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>UnB_dNef1</td>\n",
       "      <td>6.68185</td>\n",
       "      <td>0</td>\n",
       "      <td>8.07579</td>\n",
       "      <td>7.44312</td>\n",
       "      <td>6.76333</td>\n",
       "      <td>6.42253</td>\n",
       "      <td>8.7874</td>\n",
       "      <td>7.34938</td>\n",
       "      <td>7.25348</td>\n",
       "      <td>9.05716</td>\n",
       "      <td>8.70007</td>\n",
       "      <td>8.6564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>UnC_dNef1</td>\n",
       "      <td>7.49157</td>\n",
       "      <td>8.07579</td>\n",
       "      <td>0</td>\n",
       "      <td>8.91785</td>\n",
       "      <td>7.94036</td>\n",
       "      <td>8.15552</td>\n",
       "      <td>8.54955</td>\n",
       "      <td>8.62539</td>\n",
       "      <td>8.10389</td>\n",
       "      <td>8.68074</td>\n",
       "      <td>9.41565</td>\n",
       "      <td>8.72726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>IndA_dNef1</td>\n",
       "      <td>7.98798</td>\n",
       "      <td>7.44312</td>\n",
       "      <td>8.91785</td>\n",
       "      <td>0</td>\n",
       "      <td>6.98507</td>\n",
       "      <td>7.28025</td>\n",
       "      <td>9.74921</td>\n",
       "      <td>9.07812</td>\n",
       "      <td>8.36328</td>\n",
       "      <td>8.91959</td>\n",
       "      <td>9.74672</td>\n",
       "      <td>9.07217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>IndB_dNef1</td>\n",
       "      <td>6.88888</td>\n",
       "      <td>6.76333</td>\n",
       "      <td>7.94036</td>\n",
       "      <td>6.98507</td>\n",
       "      <td>0</td>\n",
       "      <td>5.7923</td>\n",
       "      <td>9.00393</td>\n",
       "      <td>8.48801</td>\n",
       "      <td>7.52223</td>\n",
       "      <td>7.97238</td>\n",
       "      <td>9.26185</td>\n",
       "      <td>8.02402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>IndC_dNef1</td>\n",
       "      <td>6.87068</td>\n",
       "      <td>6.42253</td>\n",
       "      <td>8.15552</td>\n",
       "      <td>7.28025</td>\n",
       "      <td>5.7923</td>\n",
       "      <td>0</td>\n",
       "      <td>8.88344</td>\n",
       "      <td>7.85909</td>\n",
       "      <td>7.55455</td>\n",
       "      <td>8.47537</td>\n",
       "      <td>9.42453</td>\n",
       "      <td>7.72416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>UnA_dNef2</td>\n",
       "      <td>8.55069</td>\n",
       "      <td>8.7874</td>\n",
       "      <td>8.54955</td>\n",
       "      <td>9.74921</td>\n",
       "      <td>9.00393</td>\n",
       "      <td>8.88344</td>\n",
       "      <td>0</td>\n",
       "      <td>8.71907</td>\n",
       "      <td>7.59381</td>\n",
       "      <td>9.2555</td>\n",
       "      <td>10.4232</td>\n",
       "      <td>8.14891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>UnB_dNef2</td>\n",
       "      <td>7.67964</td>\n",
       "      <td>7.34938</td>\n",
       "      <td>8.62539</td>\n",
       "      <td>9.07812</td>\n",
       "      <td>8.48801</td>\n",
       "      <td>7.85909</td>\n",
       "      <td>8.71907</td>\n",
       "      <td>0</td>\n",
       "      <td>6.93849</td>\n",
       "      <td>7.50391</td>\n",
       "      <td>7.93834</td>\n",
       "      <td>7.72886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>UnC_dNef2</td>\n",
       "      <td>7.57638</td>\n",
       "      <td>7.25348</td>\n",
       "      <td>8.10389</td>\n",
       "      <td>8.36328</td>\n",
       "      <td>7.52223</td>\n",
       "      <td>7.55455</td>\n",
       "      <td>7.59381</td>\n",
       "      <td>6.93849</td>\n",
       "      <td>0</td>\n",
       "      <td>7.59815</td>\n",
       "      <td>8.58163</td>\n",
       "      <td>7.55683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>IndA_dNef2</td>\n",
       "      <td>7.73091</td>\n",
       "      <td>9.05716</td>\n",
       "      <td>8.68074</td>\n",
       "      <td>8.91959</td>\n",
       "      <td>7.97238</td>\n",
       "      <td>8.47537</td>\n",
       "      <td>9.2555</td>\n",
       "      <td>7.50391</td>\n",
       "      <td>7.59815</td>\n",
       "      <td>0</td>\n",
       "      <td>9.15463</td>\n",
       "      <td>7.55578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>IndB_dNef2</td>\n",
       "      <td>9.45294</td>\n",
       "      <td>8.70007</td>\n",
       "      <td>9.41565</td>\n",
       "      <td>9.74672</td>\n",
       "      <td>9.26185</td>\n",
       "      <td>9.42453</td>\n",
       "      <td>10.4232</td>\n",
       "      <td>7.93834</td>\n",
       "      <td>8.58163</td>\n",
       "      <td>9.15463</td>\n",
       "      <td>0</td>\n",
       "      <td>10.1899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>IndC_dNef2</td>\n",
       "      <td>8.32646</td>\n",
       "      <td>8.6564</td>\n",
       "      <td>8.72726</td>\n",
       "      <td>9.07217</td>\n",
       "      <td>8.02402</td>\n",
       "      <td>7.72416</td>\n",
       "      <td>8.14891</td>\n",
       "      <td>7.72886</td>\n",
       "      <td>7.55683</td>\n",
       "      <td>7.55578</td>\n",
       "      <td>10.1899</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           UnA_dNef1 UnB_dNef1 UnC_dNef1 IndA_dNef1 IndB_dNef1 IndC_dNef1  \\\n",
       "UnA_dNef1          0   6.68185   7.49157    7.98798    6.88888    6.87068   \n",
       "UnB_dNef1    6.68185         0   8.07579    7.44312    6.76333    6.42253   \n",
       "UnC_dNef1    7.49157   8.07579         0    8.91785    7.94036    8.15552   \n",
       "IndA_dNef1   7.98798   7.44312   8.91785          0    6.98507    7.28025   \n",
       "IndB_dNef1   6.88888   6.76333   7.94036    6.98507          0     5.7923   \n",
       "IndC_dNef1   6.87068   6.42253   8.15552    7.28025     5.7923          0   \n",
       "UnA_dNef2    8.55069    8.7874   8.54955    9.74921    9.00393    8.88344   \n",
       "UnB_dNef2    7.67964   7.34938   8.62539    9.07812    8.48801    7.85909   \n",
       "UnC_dNef2    7.57638   7.25348   8.10389    8.36328    7.52223    7.55455   \n",
       "IndA_dNef2   7.73091   9.05716   8.68074    8.91959    7.97238    8.47537   \n",
       "IndB_dNef2   9.45294   8.70007   9.41565    9.74672    9.26185    9.42453   \n",
       "IndC_dNef2   8.32646    8.6564   8.72726    9.07217    8.02402    7.72416   \n",
       "\n",
       "           UnA_dNef2 UnB_dNef2 UnC_dNef2 IndA_dNef2 IndB_dNef2 IndC_dNef2  \n",
       "UnA_dNef1    8.55069   7.67964   7.57638    7.73091    9.45294    8.32646  \n",
       "UnB_dNef1     8.7874   7.34938   7.25348    9.05716    8.70007     8.6564  \n",
       "UnC_dNef1    8.54955   8.62539   8.10389    8.68074    9.41565    8.72726  \n",
       "IndA_dNef1   9.74921   9.07812   8.36328    8.91959    9.74672    9.07217  \n",
       "IndB_dNef1   9.00393   8.48801   7.52223    7.97238    9.26185    8.02402  \n",
       "IndC_dNef1   8.88344   7.85909   7.55455    8.47537    9.42453    7.72416  \n",
       "UnA_dNef2          0   8.71907   7.59381     9.2555    10.4232    8.14891  \n",
       "UnB_dNef2    8.71907         0   6.93849    7.50391    7.93834    7.72886  \n",
       "UnC_dNef2    7.59381   6.93849         0    7.59815    8.58163    7.55683  \n",
       "IndA_dNef2    9.2555   7.50391   7.59815          0    9.15463    7.55578  \n",
       "IndB_dNef2   10.4232   7.93834   8.58163    9.15463          0    10.1899  \n",
       "IndC_dNef2   8.14891   7.72886   7.55683    7.55578    10.1899          0  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Uninduced & Induced common distance matrix\n",
    "comlist = [ua1_com, ub1_com, uc1_com, ia1_com, ib1_com, ic1_com, \n",
    "           ua2_com, ub2_com, uc2_com, ia2_com, ib2_com, ic2_com]\n",
    "for row, df in zip(common_distmatrix.index, comlist):\n",
    "    for column, df2 in zip(common_distmatrix.columns, comlist):\n",
    "        common_distmatrix.at[row, column] = np.linalg.norm(df-df2, 'fro')\n",
    "common_distmatrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Hierarchies from the calculated distance matrices\n",
    "fig = plt.figure(figsize=(20, 20))\n",
    "ax1 = plt.subplot2grid((2, 2), (0, 0))\n",
    "ax2 = plt.subplot2grid((2, 2), (0, 1))\n",
    "ax3 = plt.subplot2grid((2, 2), (1, 0), colspan=2)\n",
    "\n",
    "# Uninduced replicate hierarchy\n",
    "corr_condensed = hc.distance.squareform(un_distmatrix) # convert to condensed\n",
    "z = hc.linkage(corr_condensed, method='weighted', optimal_ordering=True)\n",
    "hc.dendrogram(z, ax=ax1, labels=un_distmatrix.columns, leaf_rotation=90, leaf_font_size=15)\n",
    "\n",
    "# Induced replicate hierarchy\n",
    "corr_condensed2 = hc.distance.squareform(ind_distmatrix) # convert to condensed\n",
    "z2 = hc.linkage(corr_condensed2, method='weighted', optimal_ordering=True)\n",
    "hc.dendrogram(z2, ax=ax2, labels=ind_distmatrix.columns, leaf_rotation=90, leaf_font_size=15)\n",
    "\n",
    "# All replicate common proteins hierarchy\n",
    "corr_condensed3 = hc.distance.squareform(common_distmatrix) # convert to condensed\n",
    "z3 = hc.linkage(corr_condensed3, method='weighted', optimal_ordering=True)\n",
    "hc.dendrogram(z3, ax=ax3, labels=common_distmatrix.columns, leaf_rotation=90, leaf_font_size=15)\n",
    "\n",
    "ax1.set_title('Hierarchy of uninduced replicates\\n(Proteins classified in all uninduced)', fontsize=22.5)\n",
    "ax2.set_title('Hierarchy of induced replicates\\n(Proteins classified in all induced)', fontsize=22.5)\n",
    "ax3.set_title('Hierarchy of all replicates\\n(Proteins classified in every replicate)', fontsize=22.5)\n",
    "plt.subplots_adjust(hspace=0.325)\n",
    "plt.suptitle('Replicate Similarity by Frobenius Distance', fontsize=30, y=0.96)\n",
    "plt.savefig('ReplicateHierarchies.png', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Replicate Concordance by Protein Classification Concordance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set working directory to dNef 1 folder\n",
    "os.chdir('Path/To/Data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reading in full data for first dNef experiment\n",
    "ua1 = pd.read_csv('UnA/20190612_UnA_SVCidentified_postiter_threshold.csv', index_col=0)\n",
    "ub1 = pd.read_csv('UnB/20190612_UnB_SVCidentified_postiter_threshold.csv', index_col=0)\n",
    "uc1 = pd.read_csv('UnC/20190612_UnC_SVCidentified_postiter_threshold.csv', index_col=0)\n",
    "\n",
    "ia1 = pd.read_csv('IndA/20190612_IndA_SVCidentified_postiter_threshold.csv', index_col=0)\n",
    "ib1 = pd.read_csv('IndB/20190612_IndB_SVCidentified_postiter_threshold.csv', index_col=0)\n",
    "ic1 = pd.read_csv('IndC/20190612_IndC_SVCidentified_postiter_threshold.csv', index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Labeling replicate columns for ease of identification in joined dataframe\n",
    "ua1.columns = ['Gene_ua1', 'Protein information_ua1', '3K_ua1', '5.4K_ua1', '12.2K_ua1', \n",
    "              '24K_ua1', '78.4K_ua1', '110K_ua1', '195.5K_ua1', 'Compartment_ua1', 'Probability_ua1']\n",
    "ub1.columns = ['Gene_ub1', 'Protein information_ub1', '3K_ub1', '5.4K_ub1', '12.2K_ub1', \n",
    "              '24K_ub1', '78.4K_ub1', '110K_ub1', '195.5K_ub1', 'Compartment_ub1', 'Probability_ub1']\n",
    "uc1.columns = ['Gene_uc1', 'Protein information_uc1', '3K_uc1', '5.4K_uc1', '12.2K_uc1', \n",
    "              '24K_uc1', '78.4K_uc1', '110K_uc1', '195.5K_uc1', 'Compartment_uc1', 'Probability_uc1']\n",
    "ia1.columns = ['Gene_ia1', 'Protein information_ia1', '3K_ia1', '5.4K_ia1', '12.2K_ia1', \n",
    "              '24K_ia1', '78.4K_ia1', '110K_ia1', '195.5K_ia1', 'Compartment_ia1', 'Probability_ia1']\n",
    "ib1.columns = ['Gene_ib1', 'Protein information_ib1', '3K_ib1', '5.4K_ib1', '12.2K_ib1', \n",
    "              '24K_ib1', '78.4K_ib1', '110K_ib1', '195.5K_ib1', 'Compartment_ib1', 'Probability_ib1']\n",
    "ic1.columns = ['Gene_ic1', 'Protein information_ic1', '3K_ic1', '5.4K_ic1', '12.2K_ic1', \n",
    "              '24K_ic1', '78.4K_ic1', '110K_ic1', '195.5K_ic1', 'Compartment_ic1', 'Probability_ic1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set working directory to dNef 2 folder\n",
    "os.chdir('Path/To/Data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reading in full data for second dNef experiment\n",
    "ua2 = pd.read_csv('UnA/20191122_UnA_SVCidentified_postiter_threshold.csv', index_col=0)\n",
    "ub2 = pd.read_csv('UnB/20191122_UnB_SVCidentified_postiter_threshold.csv', index_col=0)\n",
    "uc2 = pd.read_csv('UnC/20191122_UnC_SVCidentified_postiter_threshold.csv', index_col=0)\n",
    "\n",
    "ia2 = pd.read_csv('IndA/20191122_IndA_SVCidentified_postiter_threshold.csv', index_col=0)\n",
    "ib2 = pd.read_csv('IndB/20191122_IndB_SVCidentified_postiter_threshold.csv', index_col=0)\n",
    "ic2 = pd.read_csv('IndC/20191122_IndC_SVCidentified_postiter_threshold.csv', index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Labeling replicate columns for ease of identification in joined dataframe\n",
    "ua2.columns = ['Gene_ua2', 'Protein information_ua2', '3K_ua2', '5.4K_ua2', '12.2K_ua2', \n",
    "              '24K_ua2', '78.4K_ua2', '110K_ua2', '195.5K_ua2', 'Compartment_ua2', 'Probability_ua2']\n",
    "ub2.columns = ['Gene_ub2', 'Protein information_ub2', '3K_ub2', '5.4K_ub2', '12.2K_ub2', \n",
    "              '24K_ub2', '78.4K_ub2', '110K_ub2', '195.5K_ub2', 'Compartment_ub2', 'Probability_ub2']\n",
    "uc2.columns = ['Gene_uc2', 'Protein information_uc2', '3K_uc2', '5.4K_uc2', '12.2K_uc2', \n",
    "              '24K_uc2', '78.4K_uc2', '110K_uc2', '195.5K_uc2', 'Compartment_uc2', 'Probability_uc2']\n",
    "ia2.columns = ['Gene_ia2', 'Protein information_ia2', '3K_ia2', '5.4K_ia2', '12.2K_ia2', \n",
    "              '24K_ia2', '78.4K_ia2', '110K_ia2', '195.5K_ia2', 'Compartment_ia2', 'Probability_ia2']\n",
    "ib2.columns = ['Gene_ib2', 'Protein information_ib2', '3K_ib2', '5.4K_ib2', '12.2K_ib2', \n",
    "              '24K_ib2', '78.4K_ib2', '110K_ib2', '195.5K_ib2', 'Compartment_ib2', 'Probability_ib2']\n",
    "ic2.columns = ['Gene_ic2', 'Protein information_ic2', '3K_ic2', '5.4K_ic2', '12.2K_ic2', \n",
    "              '24K_ic2', '78.4K_ic2', '110K_ic2', '195.5K_ic2', 'Compartment_ic2', 'Probability_ic2']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set working directory to folder comparing biological replicates\n",
    "os.chdir('Path/To/Data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Pull out proteins common across all replicates and within conditions\n",
    "dflist = [ua1, ub1, uc1, ia1, ib1, ic1, ua2, ub2, uc2, ia2, ib2, ic2]\n",
    "common = pd.concat(dflist, axis=1, join='inner', sort='True')\n",
    "\n",
    "unlist = [ua1, ub1, uc1, ua2, ub2, uc2]\n",
    "un_common = pd.concat(unlist, axis=1, join='inner', sort='True')\n",
    "\n",
    "indlist = [ia1, ib1, ic1, ia2, ib2, ic2]\n",
    "ind_common = pd.concat(indlist, axis=1, join='inner', sort='True')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Generating marker-less condition dataframes for examining classification concordance; removing proteins that were markers\n",
    "# in both biological replicates. This will leave behind some markers that are specific to each biological replicate.\n",
    "# Leaving the conserved markers in will bias the concordances to be higher.\n",
    "un_nm = un_common[((un_common['Probability_ua1'] > 0) & (un_common['Probability_ua2'] > 0))]\n",
    "ind_nm = ind_common[((ind_common['Probability_ia1'] > 0) & (ind_common['Probability_ia2'] > 0))]\n",
    "common_nm = common[((common['Probability_ua1'] > 0) & (common['Probability_ua2'] > 0))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating empty dataframes to hold distances between replicates\n",
    "un_distmatrix = pd.DataFrame(columns=['UnA_dNef1', 'UnB_dNef1', 'UnC_dNef1', 'UnA_dNef2', 'UnB_dNef2', 'UnC_dNef2'], \n",
    "                             index=['UnA_dNef1', 'UnB_dNef1', 'UnC_dNef1', 'UnA_dNef2', 'UnB_dNef2', 'UnC_dNef2'])\n",
    "ind_distmatrix = pd.DataFrame(columns=['IndA_dNef1', 'IndB_dNef1', 'IndC_dNef1', 'IndA_dNef2', 'IndB_dNef2', 'IndC_dNef2'], \n",
    "                              index=['IndA_dNef1', 'IndB_dNef1', 'IndC_dNef1', 'IndA_dNef2', 'IndB_dNef2', 'IndC_dNef2'])\n",
    "common_distmatrix = pd.DataFrame(columns=['UnA_dNef1', 'UnB_dNef1', 'UnC_dNef1', 'IndA_dNef1', 'IndB_dNef1', 'IndC_dNef1', \n",
    "                                          'UnA_dNef2', 'UnB_dNef2', 'UnC_dNef2', 'IndA_dNef2', 'IndB_dNef2', 'IndC_dNef2'], \n",
    "                                 index=['UnA_dNef1', 'UnB_dNef1', 'UnC_dNef1', 'IndA_dNef1', 'IndB_dNef1', 'IndC_dNef1', \n",
    "                                        'UnA_dNef2', 'UnB_dNef2', 'UnC_dNef2', 'IndA_dNef2', 'IndB_dNef2', 'IndC_dNef2'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UnA_dNef1</th>\n",
       "      <th>UnB_dNef1</th>\n",
       "      <th>UnC_dNef1</th>\n",
       "      <th>UnA_dNef2</th>\n",
       "      <th>UnB_dNef2</th>\n",
       "      <th>UnC_dNef2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>UnA_dNef1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.298401</td>\n",
       "      <td>0.327652</td>\n",
       "      <td>0.31734</td>\n",
       "      <td>0.33649</td>\n",
       "      <td>0.297769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>UnB_dNef1</td>\n",
       "      <td>0.298401</td>\n",
       "      <td>0</td>\n",
       "      <td>0.316709</td>\n",
       "      <td>0.298611</td>\n",
       "      <td>0.317761</td>\n",
       "      <td>0.273569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>UnC_dNef1</td>\n",
       "      <td>0.327652</td>\n",
       "      <td>0.316709</td>\n",
       "      <td>0</td>\n",
       "      <td>0.304082</td>\n",
       "      <td>0.344066</td>\n",
       "      <td>0.287879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>UnA_dNef2</td>\n",
       "      <td>0.31734</td>\n",
       "      <td>0.298611</td>\n",
       "      <td>0.304082</td>\n",
       "      <td>0</td>\n",
       "      <td>0.287668</td>\n",
       "      <td>0.218855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>UnB_dNef2</td>\n",
       "      <td>0.33649</td>\n",
       "      <td>0.317761</td>\n",
       "      <td>0.344066</td>\n",
       "      <td>0.287668</td>\n",
       "      <td>0</td>\n",
       "      <td>0.25463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>UnC_dNef2</td>\n",
       "      <td>0.297769</td>\n",
       "      <td>0.273569</td>\n",
       "      <td>0.287879</td>\n",
       "      <td>0.218855</td>\n",
       "      <td>0.25463</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          UnA_dNef1 UnB_dNef1 UnC_dNef1 UnA_dNef2 UnB_dNef2 UnC_dNef2\n",
       "UnA_dNef1         0  0.298401  0.327652   0.31734   0.33649  0.297769\n",
       "UnB_dNef1  0.298401         0  0.316709  0.298611  0.317761  0.273569\n",
       "UnC_dNef1  0.327652  0.316709         0  0.304082  0.344066  0.287879\n",
       "UnA_dNef2   0.31734  0.298611  0.304082         0  0.287668  0.218855\n",
       "UnB_dNef2   0.33649  0.317761  0.344066  0.287668         0   0.25463\n",
       "UnC_dNef2  0.297769  0.273569  0.287879  0.218855   0.25463         0"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Uninduced distance matrix\n",
    "unlist = ['ua1', 'ub1', 'uc1', 'ua2', 'ub2', 'uc2']\n",
    "for row, cmpt in zip(un_distmatrix.index, unlist):\n",
    "    for column, cmpt2 in zip(un_distmatrix.columns, unlist):\n",
    "        un_distmatrix.at[row, column] = 1 - (len(un_nm[un_nm['Compartment_{:s}'.format(cmpt)] == \n",
    "                                                 un_nm['Compartment_{:s}'.format(cmpt2)]])/len(un_nm))\n",
    "un_distmatrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>IndA_dNef1</th>\n",
       "      <th>IndB_dNef1</th>\n",
       "      <th>IndC_dNef1</th>\n",
       "      <th>IndA_dNef2</th>\n",
       "      <th>IndB_dNef2</th>\n",
       "      <th>IndC_dNef2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>IndA_dNef1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.284958</td>\n",
       "      <td>0.30911</td>\n",
       "      <td>0.290466</td>\n",
       "      <td>0.293644</td>\n",
       "      <td>0.296398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>IndB_dNef1</td>\n",
       "      <td>0.284958</td>\n",
       "      <td>0</td>\n",
       "      <td>0.267797</td>\n",
       "      <td>0.225847</td>\n",
       "      <td>0.243432</td>\n",
       "      <td>0.237076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>IndC_dNef1</td>\n",
       "      <td>0.30911</td>\n",
       "      <td>0.267797</td>\n",
       "      <td>0</td>\n",
       "      <td>0.256356</td>\n",
       "      <td>0.263983</td>\n",
       "      <td>0.264619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>IndA_dNef2</td>\n",
       "      <td>0.290466</td>\n",
       "      <td>0.225847</td>\n",
       "      <td>0.256356</td>\n",
       "      <td>0</td>\n",
       "      <td>0.213983</td>\n",
       "      <td>0.19089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>IndB_dNef2</td>\n",
       "      <td>0.293644</td>\n",
       "      <td>0.243432</td>\n",
       "      <td>0.263983</td>\n",
       "      <td>0.213983</td>\n",
       "      <td>0</td>\n",
       "      <td>0.217797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>IndC_dNef2</td>\n",
       "      <td>0.296398</td>\n",
       "      <td>0.237076</td>\n",
       "      <td>0.264619</td>\n",
       "      <td>0.19089</td>\n",
       "      <td>0.217797</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           IndA_dNef1 IndB_dNef1 IndC_dNef1 IndA_dNef2 IndB_dNef2 IndC_dNef2\n",
       "IndA_dNef1          0   0.284958    0.30911   0.290466   0.293644   0.296398\n",
       "IndB_dNef1   0.284958          0   0.267797   0.225847   0.243432   0.237076\n",
       "IndC_dNef1    0.30911   0.267797          0   0.256356   0.263983   0.264619\n",
       "IndA_dNef2   0.290466   0.225847   0.256356          0   0.213983    0.19089\n",
       "IndB_dNef2   0.293644   0.243432   0.263983   0.213983          0   0.217797\n",
       "IndC_dNef2   0.296398   0.237076   0.264619    0.19089   0.217797          0"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Induced distance matrix\n",
    "indlist = ['ia1', 'ib1', 'ic1', 'ia2', 'ib2', 'ic2']\n",
    "for row, cmpt in zip(ind_distmatrix.index, indlist):\n",
    "    for column, cmpt2 in zip(ind_distmatrix.columns, indlist):\n",
    "        ind_distmatrix.at[row, column] = 1 - (len(ind_nm[ind_nm['Compartment_{:s}'.format(cmpt)] == \n",
    "                                                 ind_nm['Compartment_{:s}'.format(cmpt2)]])/len(ind_nm))\n",
    "ind_distmatrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UnA_dNef1</th>\n",
       "      <th>UnB_dNef1</th>\n",
       "      <th>UnC_dNef1</th>\n",
       "      <th>IndA_dNef1</th>\n",
       "      <th>IndB_dNef1</th>\n",
       "      <th>IndC_dNef1</th>\n",
       "      <th>UnA_dNef2</th>\n",
       "      <th>UnB_dNef2</th>\n",
       "      <th>UnC_dNef2</th>\n",
       "      <th>IndA_dNef2</th>\n",
       "      <th>IndB_dNef2</th>\n",
       "      <th>IndC_dNef2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>UnA_dNef1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.281914</td>\n",
       "      <td>0.314819</td>\n",
       "      <td>0.333022</td>\n",
       "      <td>0.298016</td>\n",
       "      <td>0.307585</td>\n",
       "      <td>0.304084</td>\n",
       "      <td>0.323921</td>\n",
       "      <td>0.283547</td>\n",
       "      <td>0.284714</td>\n",
       "      <td>0.302917</td>\n",
       "      <td>0.297316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>UnB_dNef1</td>\n",
       "      <td>0.281914</td>\n",
       "      <td>0</td>\n",
       "      <td>0.304084</td>\n",
       "      <td>0.31972</td>\n",
       "      <td>0.277013</td>\n",
       "      <td>0.295216</td>\n",
       "      <td>0.283081</td>\n",
       "      <td>0.302684</td>\n",
       "      <td>0.25881</td>\n",
       "      <td>0.264177</td>\n",
       "      <td>0.277713</td>\n",
       "      <td>0.275379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>UnC_dNef1</td>\n",
       "      <td>0.314819</td>\n",
       "      <td>0.304084</td>\n",
       "      <td>0</td>\n",
       "      <td>0.317386</td>\n",
       "      <td>0.277246</td>\n",
       "      <td>0.292649</td>\n",
       "      <td>0.292882</td>\n",
       "      <td>0.332322</td>\n",
       "      <td>0.27748</td>\n",
       "      <td>0.275613</td>\n",
       "      <td>0.277946</td>\n",
       "      <td>0.282847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>IndA_dNef1</td>\n",
       "      <td>0.333022</td>\n",
       "      <td>0.31972</td>\n",
       "      <td>0.317386</td>\n",
       "      <td>0</td>\n",
       "      <td>0.274212</td>\n",
       "      <td>0.298716</td>\n",
       "      <td>0.293116</td>\n",
       "      <td>0.323454</td>\n",
       "      <td>0.283081</td>\n",
       "      <td>0.278413</td>\n",
       "      <td>0.279813</td>\n",
       "      <td>0.285414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>IndB_dNef1</td>\n",
       "      <td>0.298016</td>\n",
       "      <td>0.277013</td>\n",
       "      <td>0.277246</td>\n",
       "      <td>0.274212</td>\n",
       "      <td>0</td>\n",
       "      <td>0.257176</td>\n",
       "      <td>0.25811</td>\n",
       "      <td>0.287981</td>\n",
       "      <td>0.230805</td>\n",
       "      <td>0.221704</td>\n",
       "      <td>0.233372</td>\n",
       "      <td>0.232439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>IndC_dNef1</td>\n",
       "      <td>0.307585</td>\n",
       "      <td>0.295216</td>\n",
       "      <td>0.292649</td>\n",
       "      <td>0.298716</td>\n",
       "      <td>0.257176</td>\n",
       "      <td>0</td>\n",
       "      <td>0.272579</td>\n",
       "      <td>0.299417</td>\n",
       "      <td>0.253909</td>\n",
       "      <td>0.249475</td>\n",
       "      <td>0.253442</td>\n",
       "      <td>0.254842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>UnA_dNef2</td>\n",
       "      <td>0.304084</td>\n",
       "      <td>0.283081</td>\n",
       "      <td>0.292882</td>\n",
       "      <td>0.293116</td>\n",
       "      <td>0.25811</td>\n",
       "      <td>0.272579</td>\n",
       "      <td>0</td>\n",
       "      <td>0.276313</td>\n",
       "      <td>0.206768</td>\n",
       "      <td>0.216569</td>\n",
       "      <td>0.229872</td>\n",
       "      <td>0.215636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>UnB_dNef2</td>\n",
       "      <td>0.323921</td>\n",
       "      <td>0.302684</td>\n",
       "      <td>0.332322</td>\n",
       "      <td>0.323454</td>\n",
       "      <td>0.287981</td>\n",
       "      <td>0.299417</td>\n",
       "      <td>0.276313</td>\n",
       "      <td>0</td>\n",
       "      <td>0.245508</td>\n",
       "      <td>0.245041</td>\n",
       "      <td>0.287748</td>\n",
       "      <td>0.25881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>UnC_dNef2</td>\n",
       "      <td>0.283547</td>\n",
       "      <td>0.25881</td>\n",
       "      <td>0.27748</td>\n",
       "      <td>0.283081</td>\n",
       "      <td>0.230805</td>\n",
       "      <td>0.253909</td>\n",
       "      <td>0.206768</td>\n",
       "      <td>0.245508</td>\n",
       "      <td>0</td>\n",
       "      <td>0.185064</td>\n",
       "      <td>0.212602</td>\n",
       "      <td>0.1972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>IndA_dNef2</td>\n",
       "      <td>0.284714</td>\n",
       "      <td>0.264177</td>\n",
       "      <td>0.275613</td>\n",
       "      <td>0.278413</td>\n",
       "      <td>0.221704</td>\n",
       "      <td>0.249475</td>\n",
       "      <td>0.216569</td>\n",
       "      <td>0.245041</td>\n",
       "      <td>0.185064</td>\n",
       "      <td>0</td>\n",
       "      <td>0.205134</td>\n",
       "      <td>0.186464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>IndB_dNef2</td>\n",
       "      <td>0.302917</td>\n",
       "      <td>0.277713</td>\n",
       "      <td>0.277946</td>\n",
       "      <td>0.279813</td>\n",
       "      <td>0.233372</td>\n",
       "      <td>0.253442</td>\n",
       "      <td>0.229872</td>\n",
       "      <td>0.287748</td>\n",
       "      <td>0.212602</td>\n",
       "      <td>0.205134</td>\n",
       "      <td>0</td>\n",
       "      <td>0.208868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>IndC_dNef2</td>\n",
       "      <td>0.297316</td>\n",
       "      <td>0.275379</td>\n",
       "      <td>0.282847</td>\n",
       "      <td>0.285414</td>\n",
       "      <td>0.232439</td>\n",
       "      <td>0.254842</td>\n",
       "      <td>0.215636</td>\n",
       "      <td>0.25881</td>\n",
       "      <td>0.1972</td>\n",
       "      <td>0.186464</td>\n",
       "      <td>0.208868</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           UnA_dNef1 UnB_dNef1 UnC_dNef1 IndA_dNef1 IndB_dNef1 IndC_dNef1  \\\n",
       "UnA_dNef1          0  0.281914  0.314819   0.333022   0.298016   0.307585   \n",
       "UnB_dNef1   0.281914         0  0.304084    0.31972   0.277013   0.295216   \n",
       "UnC_dNef1   0.314819  0.304084         0   0.317386   0.277246   0.292649   \n",
       "IndA_dNef1  0.333022   0.31972  0.317386          0   0.274212   0.298716   \n",
       "IndB_dNef1  0.298016  0.277013  0.277246   0.274212          0   0.257176   \n",
       "IndC_dNef1  0.307585  0.295216  0.292649   0.298716   0.257176          0   \n",
       "UnA_dNef2   0.304084  0.283081  0.292882   0.293116    0.25811   0.272579   \n",
       "UnB_dNef2   0.323921  0.302684  0.332322   0.323454   0.287981   0.299417   \n",
       "UnC_dNef2   0.283547   0.25881   0.27748   0.283081   0.230805   0.253909   \n",
       "IndA_dNef2  0.284714  0.264177  0.275613   0.278413   0.221704   0.249475   \n",
       "IndB_dNef2  0.302917  0.277713  0.277946   0.279813   0.233372   0.253442   \n",
       "IndC_dNef2  0.297316  0.275379  0.282847   0.285414   0.232439   0.254842   \n",
       "\n",
       "           UnA_dNef2 UnB_dNef2 UnC_dNef2 IndA_dNef2 IndB_dNef2 IndC_dNef2  \n",
       "UnA_dNef1   0.304084  0.323921  0.283547   0.284714   0.302917   0.297316  \n",
       "UnB_dNef1   0.283081  0.302684   0.25881   0.264177   0.277713   0.275379  \n",
       "UnC_dNef1   0.292882  0.332322   0.27748   0.275613   0.277946   0.282847  \n",
       "IndA_dNef1  0.293116  0.323454  0.283081   0.278413   0.279813   0.285414  \n",
       "IndB_dNef1   0.25811  0.287981  0.230805   0.221704   0.233372   0.232439  \n",
       "IndC_dNef1  0.272579  0.299417  0.253909   0.249475   0.253442   0.254842  \n",
       "UnA_dNef2          0  0.276313  0.206768   0.216569   0.229872   0.215636  \n",
       "UnB_dNef2   0.276313         0  0.245508   0.245041   0.287748    0.25881  \n",
       "UnC_dNef2   0.206768  0.245508         0   0.185064   0.212602     0.1972  \n",
       "IndA_dNef2  0.216569  0.245041  0.185064          0   0.205134   0.186464  \n",
       "IndB_dNef2  0.229872  0.287748  0.212602   0.205134          0   0.208868  \n",
       "IndC_dNef2  0.215636   0.25881    0.1972   0.186464   0.208868          0  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Uninduced & Induced distance matrix\n",
    "comlist = ['ua1', 'ub1', 'uc1', 'ia1', 'ib1', 'ic1', 'ua2', 'ub2', 'uc2', 'ia2', 'ib2', 'ic2']\n",
    "for row, cmpt in zip(common_distmatrix.index, comlist):\n",
    "    for column, cmpt2 in zip(common_distmatrix.columns, comlist):\n",
    "        common_distmatrix.at[row, column] = 1 - (len(common_nm[common_nm['Compartment_{:s}'.format(cmpt)] == \n",
    "                                                 common_nm['Compartment_{:s}'.format(cmpt2)]])/len(common_nm))\n",
    "common_distmatrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Hierarchies from the calculated distance matrices\n",
    "fig = plt.figure(figsize=(20, 20))\n",
    "ax1 = plt.subplot2grid((2, 2), (0, 0))\n",
    "ax2 = plt.subplot2grid((2, 2), (0, 1))\n",
    "ax3 = plt.subplot2grid((2, 2), (1, 0), colspan=2)\n",
    "\n",
    "# Uninduced replicate hierarchy\n",
    "corr_condensed = hc.distance.squareform(un_distmatrix) # convert to condensed\n",
    "z = hc.linkage(corr_condensed, method='weighted', optimal_ordering=True)\n",
    "hc.dendrogram(z, ax=ax1, labels=un_distmatrix.columns, leaf_rotation=90, leaf_font_size=15)\n",
    "\n",
    "# Induced replicate hierarchy\n",
    "corr_condensed2 = hc.distance.squareform(ind_distmatrix) # convert to condensed\n",
    "z2 = hc.linkage(corr_condensed2, method='weighted', optimal_ordering=True)\n",
    "hc.dendrogram(z2, ax=ax2, labels=ind_distmatrix.columns, leaf_rotation=90, leaf_font_size=15)\n",
    "\n",
    "# All replicate common proteins hierarchy\n",
    "corr_condensed3 = hc.distance.squareform(common_distmatrix) # convert to condensed\n",
    "z3 = hc.linkage(corr_condensed3, method='weighted', optimal_ordering=True)\n",
    "hc.dendrogram(z3, ax=ax3, labels=common_distmatrix.columns, leaf_rotation=90, leaf_font_size=15)\n",
    "\n",
    "ax1.set_title('Hierarchy of uninduced replicates\\n(Proteins classified in all uninduced)', fontsize=22.5)\n",
    "ax2.set_title('Hierarchy of induced replicates\\n(Proteins classified in all induced)', fontsize=22.5)\n",
    "ax3.set_title('Hierarchy of all replicates\\n(Proteins classified in every replicate)', fontsize=22.5)\n",
    "plt.subplots_adjust(hspace=0.325)\n",
    "plt.suptitle('Replicate Similarity by Classification Concordance', fontsize=30, y=0.96)\n",
    "plt.savefig('ReplicateHierarchies_clfconcord.png', dpi = 300)\n",
    "plt.show()"
   ]
  }
 ],
 "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": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}