TatProtBERTEmbeddingVsModelEmbedding.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/bobby/.local/lib/python3.8/site-packages/numba/core/cpu.py:77: UserWarning: Numba extension module 'numba_scipy' failed to load due to 'ValueError(No function '__pyx_fuse_0pdtr' found in __pyx_capi__ of 'scipy.special.cython_special')'.\n",
      "  numba.core.entrypoints.init_all()\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "sys.path.append(\"../../Chapter_3\")\n",
    "\n",
    "from transformers import AutoTokenizer, AutoModel\n",
    "import torch\n",
    "from torch import nn\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sbn\n",
    "from umap import UMAP\n",
    "\n",
    "from Bio import SeqIO\n",
    "\n",
    "from Utils.negative_sampling import IterableProteinEmbedding\n",
    "from Utils.train import BlockInputShapeReformatter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "\n",
    "def isolate_patient_id_number(complete_id : str) -> int:\n",
    "    if '-' in complete_id:\n",
    "        return int(re.sub('[AB]0+(\\d+)-.*',r'\\1', complete_id))\n",
    "    else:\n",
    "        return int(re.sub('[AB]0+(\\d+)',r'\\1', complete_id))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# CARES summary stats (relevant subset of \"DrexelMedCARESCohort_DATA_LABELS_2017-12-06_1414.csv\")\n",
    "cares_metadata = pd.read_csv(\"../Data/PatientMetadata/All_Cares_Summary_Stats.csv\", index_col = 0)\n",
    "cares_metadata.index = [isolate_patient_id_number(patient_label) for patient_label in cares_metadata.index]\n",
    "\n",
    "# Patient neuro metadata?\n",
    "neuro = pd.read_csv(\"../Data/PatientMetadata/DD_neuro_2021_06_14-05_scaled.csv\", index_col = 0)\n",
    "fullneuro = pd.read_csv(\"../Data/PatientMetadata/fullneuro_2021-09-04.csv\", index_col = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "with open(\"../Data/CohortTats/Sanger/Sanger_Unambiguous_Trimmed_Normal_Tats.fasta\") as handle:\n",
    "    sanger_tats = {record.id : \" \".join(list(str(record.seq))) for record in SeqIO.parse(handle, 'fasta') }\n",
    "\n",
    "with open(\"../Data/CohortTats/PacBio/PacBio_Trimmed_Normal_Tats.fasta\") as handle:\n",
    "    # if neuro['study_id'].isin([isolate_patient_id_number(record.id.split('_')[0])]).any()\n",
    "    pacbio_tats = {record.id.split('_')[0] : \" \".join(list(str(record.seq))) for record in SeqIO.parse(handle, 'fasta') }\n",
    "\n",
    "sanger_tats.update(pacbio_tats)\n",
    "cares_tats = sanger_tats\n",
    "\n",
    "cares_only_id_tats = {isolate_patient_id_number(participant) : seq for participant, seq in cares_tats.items()}\n",
    "cares_tat_seqs = list(cares_tats.values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "{382: 'M E P V D P R L E P W K H P G S Q P K T P C T N C Y C K K C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R P P Q G S Q T H Q V S L S K Q P A S Q A R K D P T G P K E S K K K V K R E T E A D P V D',\n",
       " 8: 'M E P V D P R L E P W K H P G S Q P K T A C N T C Y C K K C C L H C Q V C F I T K G L G I S Y G R K K R R Q R R R A S Q D S E T R Q V P L S K Q S A P Q R R G D P T G P K E S K K K V E R E T E T D P V H',\n",
       " 95: 'M E P V D P R L E P W N H P G S Q P K T P C T P C Y C K R C C L H C Q V C F I T K G L G I S Y G R K K R R K R R R S P Q D S E T H Q G P L S K Q P T S Q P R G D P T G P E K S K K K V E R E T E T H P R D',\n",
       " 26: 'M E P V D P R L E P W K H P G S Q P K T P C T N C Y C K K C C F H C Q K C F T T K G L G I S Y G R K K R R Q R R R A D Q D S Q T H Q V S L S K Q P A S Q P G G N P T G P K E',\n",
       " 198: 'M E P V D P R L E P W K H P G S Q P R T A C S S C Y C K K C C L H C Q V C F M K K G L G I S Y G R K K R R Q R R R P P Q D S E D H Q G A L S E Q P A S Q P R G D P T G P K E S K K K V E R E T E T D P I H',\n",
       " 284: 'M E P V D P R L E P W K H P G S Q P K T P C T S C Y C K K C C Y H C Q A C F I T K G L G I S Y G R K K R R Q R R R A H Q D S E T H Q D H L P E Q P T S Q P R G D P T G P K E S K K K V E R E T E T D P V D',\n",
       " 107: 'M E P V D P R L E P W K H P G S Q P K T A C T P C Y C K K C C F H C Q V C F T K K A L G I S Y G R K K R R Q R R R A P Q D S Q T D Q G Y L P K Q P G P Q H R G D P T G P K E S K K K V E R E T E A G P K D',\n",
       " 272: 'M E P V D P R L E P W K H P G S Q P R T A C T P C Y C K K C C Y H C Q V C F M K K G L G I S Y G R K K R G Q R R R Y P Q D S E D H Q A S L P K Q P A S Q A R K D P T G P K E S K K K V K R E T E A D P V D',\n",
       " 405: 'M D P V D P R L E P W K H P G S Q P K T A C T N C Y C K K C C W H C Q V C F L T K G L G I S Y G R K K R R Q R R R A S Q G S K T H Q D S L P K Q P S S Q P R G D P K G P E E Q K K K V E R E T E T D P V H',\n",
       " 13: 'M D P V D P R L E P W K H P G S Q P K T A C T P C F C K K C C Y H C Q V C F I S K G L G I S Y G R K K R R Q R R R P P Q D N Q A N Q V S L S K Q S A P Q T R G N P T G P K E S E K K V E R E T E T D P I N',\n",
       " 15: 'M D P V D P R L E P W K H P G S Q P K T A C T T C Y C K K C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R A P Q D S Q A H Q G S L P K Q P A S Q P R G D P T G P K E S K K K V E T E T E T D P V D Q W M D S',\n",
       " 124: 'M E P V D P R L E P W K H P G S Q P R T P C N N C Y C K K C C L H C Q V C F L T K G L G I S Y G R K K R R Q R R R A P R D S E T H Q T S L S K Q P A S Q P Q G D P T G P K E S K K K V E T E T E T D P I D',\n",
       " 58: 'M E P V D P R L E P W K H P G S Q P K T A C T N C Y C K K C C F H C Q V C F T T K G L G I S Y G R K K R R Q R R R T S Q D S Q T H Q D S L S K Q P T S Q P R G D P T G P K E S K K K V E G E T E T D P E A',\n",
       " 41: 'M E L V D P K L E P W K H P G S Q P K T P C T Q C Y C K K C C Y H C Q M C F T K K G L G I S Y G R K K R R Q R R R A P Q N S Q T H Q A S L S K Q P A S Q L R G D P T G P K E P K K K V E R E T A T D P F D',\n",
       " 55: 'M E P V D P R L E P W K H P G S Q P K T A C T P C Y C K K C C F H C Q V C F T K K A L G I S Y G R K K R R Q R R R A P Q D S Q T D Q G S L P K Q P S S Q Q R R D P T G P K K Q E K K V E R E T E A D P V H',\n",
       " 101: 'M E P V D P R L E P W K H P G S Q P R T P C T R C Y C K K C C F H C Q V C F T T K G L G I S Y G R K K R R Q R R R A P Q D S Q T D Q G Y L P K Q P P S Q S R G N P T G P E E Q K K K V E K E A E T D P F A',\n",
       " 80: 'M E P V D P S L E P W K H P G S Q P K T P C T N C Y C K K C C F H C Q S C F T K K G L G I S Y G R K K R R Q R R R T P H D S E D H Q G S L S K Q P T S Q P G G D P T G P K E S K K K V E R E T E T N P Y V',\n",
       " 151: 'M E P V D P N L E P W K H P G S Q P K T A C N T C Y C K K C S F H C Q V C F V K K G L G I S Y G R K K R R Q R R R A P Q D S Q T D Q A S L S K Q P S S Q A R G D P T G P K E S K K K V E S E T E A D P D A',\n",
       " 44: 'M E P V D P R L E P W K H P G S Q P K T A C T H C Y C K R C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R A P P D S E A H Q V S L S K Q P A A Q P P G D P T G P K E S K K K V E R E T E T D P V T Q',\n",
       " 176: 'M E P V D P R L E P W K H P G S Q P K T A C T N C Y C K K C C L H C Q V C F M K K G L G I S Y G R K K R R Q R R R A P Q D S E A H Q G S L S K Q P A S Q P G G N P T G P K E S K K K V E R E T E T D P I D',\n",
       " 189: 'M E P V D P S L E P W K H P G S Q P K T A C T S C Y C K K C C L H C Q V C F T N K G L G I S Y G R K K R G R R R R T P Q D S E D H Q G S L S E Q P T P Q P R G D P T G P K E S K K K V E R E T E T D P I D Q',\n",
       " 278: 'M E P V D P K L E P W K H P G S Q P R T A C T N C Y C K K C C F H C Q V C F T K K A L G I S Y G R K K R R Q R R R A P Q N S Q I D Q V S P S K Q P S S Q P R G D P T G P K E S E K K V E R E T E K D Q G H',\n",
       " 25: 'M D P V D P R L E P W K H P G S Q P K T A C T N C Y C K K C C W H C Q V C F L T K G L G I S Y G R K K R R Q R R R A P Q D S K T H Q A S L S K Q P S S Q P R G D P T G P K E Q K K K V E R E T E T D P V H',\n",
       " 282: 'M E P V D P S L E P W K H P G S Q P K T P C T N C Y C K R C C L H C Q K C F T K K G L G I S Y G R K K R R Q R R R A P L D S E D H Q V P L S K Q P A S Q S R G D P T G P K E S K K K V E R E T E T D P V H',\n",
       " 67: 'M E P V D P R L E P W K H P G S Q P K T A C T T C Y C K K C C F H C Q V C F T T K A L G I S Y G R K K R R Q R R R P P Q G S Q T H Q V S L S K Q P T S Q P R G D P T G P K E',\n",
       " 211: 'M E P V D P R L E P W K H P G S Q P K T A C T N C Y C K K C C L H C Q V C F T K K G L G I S Y G R K K R R Q R R R T P Q D S E D D Q G S L S K Q P T S Q P R G D P T G P K E S K K K V E R E T E T D Q L D',\n",
       " 318: 'M E P V D P R L E P W K H P G S Q P K T A C N N C Y C K R C C F H C Q V C F T R K G L G I S Y G R K K R R Q R R R P A Q D S Q A H Q V S L S K Q P S S Q L R G D P K G P K E S K K K V E R E T E T D P Y D',\n",
       " 304: 'M E P V D P S L A P W K H P G S Q P R T P C N N C Y C K K C C F H C Q S C F T T K G L G I S Y G R K K R R Q R R K T P R D S Q T H Q D P L S K Q P A S Q A R K D P T G P K E S K K K V K R E T E A D P V D',\n",
       " 142: 'M E P V D P R L E P W K H P G S Q P K T A C N K C Y C K S C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R G T H Q D S Q T H Q V S L S K Q P T S Q P R G D P T G P K E S E K K V E R E T E T D P V D',\n",
       " 312: 'M E P V D P K L E P W K H P G S Q P R T A C T N C Y C K K C C F H C Q V C F T K K G L G I S Y G R K K R R Q R R R P P Q D S Q T D Q S Y L P K Q P T S Q P R G D P T G P K E S K K T V E R E T E T D Q',\n",
       " 22: 'M E P V D P R L E P W N H P G S Q P K T P C T P C Y C K R C C L H C Q V C F I T K G L G I S Y G R K K R R Q R R R S P P D S E T H Q D P L S K Q P A P Q L R G D P T G P K E S K K K V E R E T E T D P V D',\n",
       " 98: 'M E P V D P R L E P W K H P G S Q P R T P C T N C F C K K C C F H C Q V C F T T K G L G I S Y G R K K R R Q R R R A P Q D S Q T H Q D Y L S K Q P T S Q P G G D P T G P K E S K K K V E R E T A T D P F H',\n",
       " 109: 'M D P V D P R L E P W K H P G S Q P K T A C T N C Y C K Q C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R I N Q D N Q N H Q V P L P K Q P T T Q P R G D Q T G P K E',\n",
       " 2: 'M D P V D P R L E P W K H P G S Q P K T P C T P C Y C K K C C F H C Q A C F I T K G L G I S Y G R K K R R Q R R R A P P D S Q T H Q A P L P K Q P T A Q P R G D P T G P K E S K K K V E R E T E T D P V N Q',\n",
       " 436: 'M E P V D P R L E P W K H P G S Q P R T A C T P C Y C K Q C C F H C Q V C F T T K G L G I S Y G R K K R R R R R R A S L D S Q N N Q D S L P K Q P S S Q P R G D P T G P T E S K K K V E R E T E T D P V T Q',\n",
       " 195: 'M E P V D P R L E P W K H P G S Q P K T A C T N C Y C K K C C L H C Q V C F M K K G L G I S Y G R K K R R Q R R R A P Q D S E D H Q G S L S K Q P A S Q A R K D P T G P K E S K K K V K R E T E A D P V D',\n",
       " 131: 'M E P V D P R L E P W K H P G S Q P K T P C T H C Y C K R C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R A P P D S E T H Q V S L S K Q P A S Q P G G N P T G P K E S K K K V E R E T E T D P I D',\n",
       " 160: 'M E P V D P K L E P W E H P G S Q P K T A C T P C Y C K K C C L H C Q V C F T K K G L G I S Y G R K K R R Q R R R A P Q D S E D H Q V S L S K Q P A S Q P R G D P T G P K E S K K K V E R E T E T D P D N',\n",
       " 372: 'M D P V D P K L E P W K H P G S Q P K T A C T N C Y C K R C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R T P Q D S R T H Q E D L S K Q P A S Q A R K D P T G P K E S K K K V K R E T E A D P V D',\n",
       " 5: 'M D P V D P R L E P W K H P G S Q P K T A C T T C Y C K K C C L H C Q V C F I T K G L G I S Y G R K K R R K R R R A P Q D S E T H Q V S L S K Q P T S Q L R G D P T G P K E S K K K V E R E T E T D P V N',\n",
       " 47: 'M E P V D P R L E P W K H P G S Q P R T P C T N C Y C K A C C L H C Q V C F T T K G L G I S Y G R K K R R Q R R R A P P D S Q T H Q A S L S K Q P T S Q P R G D P T G P K E S K K K V E S E T E A D P I A Q',\n",
       " 117: 'M E P V D P R L E P W K H P G S Q P R T A C T S C Y C K Q C C F H C Q V C F I T K G L G I S Y G R K K R G Q R R R S P Q D S E T H Q A S L P K Q P A S Q P R G D P T G P T E P K K K V E R E T E A D P E Y',\n",
       " 156: 'M E P V D P R L E P W K H P G S Q P K T P C T N C Y C K K C C F H C Q V C F M T K G L G I S Y G R K K R G Q R R R T P Q G G Q S H Q V P L P K Q P T S Q P G G D P T G P K E Q K K K V E R E T E T D P Y A',\n",
       " 45: 'M E P V D P R L E P W K H P G S Q P M T P C T N C Y C K K C C F H C Q A C F I T K G L G I S Y G R K K R R Q R R R S H Q T V R L I K F L Y Q S R P T S Q P G G D P T G P K E S K K K V E T E T E T H P I D',\n",
       " 103: 'M E P V D P R L E P W K H P G S Q P E T A C T N C Y C K K C C F H C Q V C F T T K G L G I S Y G R K K R R Q R R R A P Q D S Q T H Q V S L S K Q S A P Q Q R G D P T G P K E S K K K V E R E T E T D P V H',\n",
       " 111: 'M E P I D P S L E P W K H P G S Q P K T A C T S C Y C K K C C F H C Q V C F I T K G L G I S Y G R K K R S K R R R A P Q D S Q T H Q V S L S K Q P T S Q S R G D P T G P K E S K K K V E T E T E T D P D H',\n",
       " 65: 'M E P V D P R L E P W K H P G S Q P K T P C T P C Y C K R C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R A P P D S E T H Q A S L S K Q P A S Q A R K D P T G P K E S K K K V K R E T E A D P V D',\n",
       " 19: 'M E P V D P R L E P W K H P G S Q P R T A C T S C Y C K K C C F H C Q V C F I T K G L G I S Y G R K K R G Q R R R A P Q D S E T H Q A S L S K Q P T S Q P R G D P T G P K E P K K K V E R E T E T D P E H',\n",
       " 74: 'M E P V D P R L E P W K H P G S Q P K T P C T P C Y C K R C C F H C Q V C F T T K G L G I S Y G R K K R R Q R R R A P Q D S Q T H Q A S L P K Q P T S Q L R G D P T G P K E S K K K V E R E T K T D P Y D',\n",
       " 110: 'M E P V D P R L E P W E H P G S Q P R T P C N N C Y C K K C C L H C Q V C F L T K G L G I S Y G R K K R R Q R R R A P R D S K T H Q A S L S K Q P T S Q L G G N P T G P K E',\n",
       " 154: 'M E P V D P R L E P W K H P G S Q P K T A C T S C Y C K R C C F H C Q V C F T K K G L G I S Y G R K K R R Q R R T A P R D S E V H Q I S L S K Q P A S Q A R K D P T G P K E S K K K V K R E T E A D P V D',\n",
       " 300: 'M E P V D P R L E P W K H P G S Q P K T P C T P C Y C K E C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R A P Q D S Q N H Q V S L S K Q P T S Q S R G D P T G P K E P K K K V E R E T E T D P V D Q W M',\n",
       " 199: 'M D P V D P R L E P',\n",
       " 323: 'M E P V D P R L E P W K H P G S Q P K T A C T P C Y C K K C C F H C Q V C F M T K G L G I S Y G R K K R R Q R R R A D Q G S Q T H Q A S L S E Q P A S Q P R G D P T G P K K S K K E V E R E T K A D P N V',\n",
       " 171: 'M D P V D P K L E P W K H P G S Q P E T A C T N C Y C K K C C L H C Q V C F V K K G L G I S Y G R K K R R Q R R R T S Q G G E D H Q V S L P K Q P T S Q P R G D P T G P K E Q K K K V E R E T E T D P E H',\n",
       " 71: 'M D P V D P R L E P W H H P G S Q P K T P C T P C F C K R C C',\n",
       " 164: 'M E P V D P R L E P W K H P G S Q P R T A C T N C Y C K K C C L H C Q V C F M K K G L G I S Y G R K K R R Q R R R T P Q D S A D H Q V S L P K Q P S S Q P R G D Q T G P K K S K K E V E R E A E T D P V D',\n",
       " 76: 'M E P V D P R L E P W K H P G S Q P K T A C T K C Y C K K C C L H C Q V C F I K K G L G I S Y G R K K R R Q R R R T P Q G G Q T H Q V S L S K Q P S S Q P R G D P T G P K E S K E K V E R E T E T H P V D',\n",
       " 37: 'M E P V D P R L E P W K H P G S Q P K T P C T K C Y C K K C S F H C Q V C F I T K G L G I S Y G R K K R R Q R R R A P H N S Q D H Q D S L S K Q S S P Q P R G D P T G P E K S K K E V E I E T E T D P H D',\n",
       " 94: 'M E P V D P R L E P W K H P G S Q P K T A C T T C Y C K K C C F H C Q V C F T T K A L G I S Y G R K K R R Q R R R P P Q G S Q T H Q V S L S K Q P T S Q P R G D P T G P K E',\n",
       " 100: 'M E P V D P R L E P W K H P G S Q P R T A C T P C Y C K K C C Y H C Q V C F I T K G L G I S Y G R K K R R Q R R R P P Q D S Q T H Q G Y L S E Q P A S Q P R G D P T G P E E S K K K V E R E T E T D P L H',\n",
       " 14: 'M E P V D P R L E P W N H P G S Q P K T P C T P C Y C K R C C L H C Q V C F I T K G L G I S Y G R K K R R K R R R S P P D S E T H Q E P L S K Q P A S Q Q R G D P T G P K E S K E K V E R E A E T H P D H',\n",
       " 238: 'M E P V D P K L E P W Q H P G S Q P K T A C T S C Y C K K C C Y H C Q V C F V S K G L G I S Y G R K K R R Q R R R A P Q D S Q A H Q V S P P N Q P T S Q S R G D Q T G P K E S K K E V E R E T E T D P C A',\n",
       " 16: 'M E P V D P R L E P W K H P G S Q P K T P C T P C Y C K R C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R A P P D S E T H Q A S L S K Q P S S Q P R G D P T G P K E S K E K V E R E T E T D P V H',\n",
       " 59: 'M E P V D P S L E P W K H P G S Q P K T A C N N C F C K K C C F H C Q K C F V T K G L G I S Y G R K K R R Q R R R A H Q G N Q S H Q S S L P K Q P P S Q S R G N P T G P E E Q K K K V E K E A E T D P F A',\n",
       " 378: 'M E P V D P R L E P W K H P G S Q P R T A C T K C Y C K K C C L H C Q V C F L T K G L G I S Y G R K K R R Q R R R A S Q D C Q T H Q D S L S K Q P A S Q A R K D P T G P K E S K K K V K R E T E A D P V D',\n",
       " 66: 'M E P V D P N L E P W K H P G S Q P K T P C T N C Y C K K C C Y H C Q N C F I T K G L G I S Y G R K K R R Q R R R A P Q D C Q T H Q S D L S K Q P S S Q L R G D P T G P K E S K K K V E R E T E T D P E D Q R V',\n",
       " 83: 'M D P V D P R L E P W K H P G S R P K T A C T T C Y C K K C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R P P Q T V R L I K F L Y Q S R P S S Q H P G D P T G P K E S K K E V E R E T E T D P V H',\n",
       " 121: 'M E P V D P R L E P W Q H P G S Q P Q T P C T Y C Y C K K C C F H C Q S C F P R K G L G I S Y G R K K R R Q R R R T P Q D S E T H Q A P L P K Q P A S Q A R K D P T G P K E S K K K V K R E T E A D P V D',\n",
       " 335: 'M D P V D P R L E P W Q H P G S Q P K T A C T T C F C K K C C Y H C Q H C F I T K G L G I S Y G R K K W R K R R R T P Q D S Q T H Q G T L P K Q P T S Q P R G D P T G P K E S K K K V E T E T E T D P C D',\n",
       " 241: 'M E P V D P N L E P W K H P G S Q P K T A C T P C Y C K K C C F H C Q K C F T T K G L G I S Y G R K K R G Q R R R P P Q D S K T H Q V S L S K Q S A P Q P R G D P T G P K E S K K K V E R E T E T D P K D',\n",
       " 193: 'M D P V D P K L E P W K H P G S Q P R T A C T T C Y C K K C C Y H C Q V C F T K K G L G I S Y G R K K R R Q R R R A P E G S Q T H Q V Y L P K Q P T S Q P R G D P T G P K E S E K K V E R E T E T D Q V D',\n",
       " 339: 'M E P V D P R L E P W K H P G S Q P R T A C T N C Y C K K C C F H C Q V C F T K K G L G I S Y G R K K R R Q R R R P P Q D S Q T D Q S Y L P K Q P S S Q P R G D P T G P K E S K E K V E R E A E T D P V N',\n",
       " 127: 'M E P V D P S L E P W K H P G S Q P R T A C T P C Y C K K C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R A P Q D S Q T H Q E A L S K Q P A S Q P R G D P T G P K E S T K K V E R E T E T N P D D',\n",
       " 10: 'M E P V D P R L E P W K H P G S Q P K T P C T P C Y C K K C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R P P Q D S Q T H Q A S L S K Q P A S Q P R G D P T G P K E',\n",
       " 145: 'M E P V D P R L E P W K H P G S Q P R T P C T T C Y C K K C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R S P Q D S Q T H Q V P L P K Q P A S Q P R G D Q T G P K E S K K K V A K E T E M D P V S',\n",
       " 186: 'M E P V D P R L E P W Q H P G S Q P K T P C N N C Y C K R C C F H C Q V C F G S K G L G I S Y G R K K R R Q R R R A P Q N S Q T H Q V P L S D Q P A S Q P R G D P T G P K E S Q K K V E R E T E T D P V H',\n",
       " 79: 'M E P V D P R L E P W K H P G S Q P K T P C N N C Y C K R C C W H C Q L C F T T K G L G I S Y G R K K R R Q R R R A P Q G R Q T H Q V A L S E Q P T S Q A G R D P T G P K E S K K E V E R E T E T H P C D',\n",
       " 78: 'M E P V D P R L E P W K H P G S Q P K T A C T T C Y C K K C C F H C Q V C F T Q K G L G I S Y G R K K R R Q R R R A P P D S Q S H Q A S L S K Q P A S Q P R G D S T G P K E S K K K V E R E T E T D P V S',\n",
       " 96: 'M E P V D P R L E P W K H P G S Q P R T P C T N C Y C K K C C F H C Q V C F T T K G L G I S Y G R K K R R Q R R R P P Q D N Q T H Q V P L S K Q P A S Q T G G D P T G P K E S K K K V E R E T E T D P V H',\n",
       " 17: 'M E L V D P K L E P W K H P G S Q P K T P C T K C Y C K K C C Y H C Q M C F T T K G L G I S Y G R K K R R Q R R R A P Q N S Q T H Q A S L S K Q P A S Q P R G D P T G P T E S K K K V E R E T A T D Q E D',\n",
       " 89: 'M E P I D P R L E P W Q H P G S Q P K T P C T S C Y C K K C C F H C Q V C F M T K G L G I Y Y G R K K R R Q R R R A P Q D S Q T H Q A S L S K Q P T S Q P G G D P T G P K E P K K K V E R E T E T D P V S',\n",
       " 39: 'M E P V D P R L E P W K H P G S Q P K T A C T P C Y C K R C C F H C Q V C F T T K G L G I S Y G R K K R R Q R R R P P Q G S E T H Q V S L S K Q P T S Q P G G D P T G P K E S K K T V E R E T E A D P L H',\n",
       " 214: 'M E P I D P N L E P W K H P G S Q P K T A C N K C Y C K K C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R T P Q D S K T H Q A A L S E Q P A S Q H R G D P T G P K E S K K K V E R E T E T D P V D',\n",
       " 27: 'M E P V D P R L E P W K H P G S Q P K T A C T S C Y C K K C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R A S Q S S E S H Q S S L S E Q P A S Q P R G D P T G P K E S K K T V E K E T E T D P L D',\n",
       " 200: 'M D P V D P R L E P W K H P G S Q P K T A C T T C Y C K R C C F H C Q K C F M T K G L G I S Y G R K K R R Q R R R A P Q S S Q T H H D S L S K Q P T S Q T R G D Q T G P E E S K K K V E R E T E T D P V D',\n",
       " 3: 'M E P V D P R L E P W K H P G S Q P K T P C T P C Y C K R C C F H C Q V C F M T K G L G I S Y G R K K R R Q R R R A P P D S E T H Q A S L S K Q P T S Q P R G D P T G P K E',\n",
       " 29: 'M E P V D P R L E P W K H P G S Q P R T P C T A C Y C K K C C F H C Q K C F T R K G L G I S Y G R K K R G Q R R R P P Q D S E A H Q V S L P K Q S A S Q F R G N Q T G P E E S K K K V E R E T E A D P G H',\n",
       " 264: 'M E P V D P R L E P W K H P G S Q P K T A C T T C Y C K K C C L H C Q V C F I T K G L G I S N G R K K R R Q R R R A S Q T V R L I K L L Y Q S R P A S Q P R G D P T G P K E S K K K V E R E T E A D P D H',\n",
       " 132: 'M E P I D P R L E P W Q H P G S Q P K T P C T S C Y C K K C C F H C Q V F H D K R L R H L L W Q E E A E T A T K S S S S R Q S D S S S V S I K A P T S Q P R G D P T G P K E S K K K V E R E T E T D P E D',\n",
       " 63: 'M E P V D P R L E P W K H P G S Q P S T P C T A C Y C K Q C C F H C Q L C F T K K G L G I S Y G R K K R G Q R R R P P Q D S E A H Q G S L P K Q S T P Q P R G D Q T G P E E S K K K V E R E T E T H P V D',\n",
       " 1: 'M E P V D P R L E P W K H P G S Q P R T P C T A C Y C K K C C F H C Q V C F T R K G L G I S Y G R K K R G Q R R R P P Q D S E A H Q V S L P K Q S A P Q L R G D P T G P K E S K K E V E R E T E T D P V D Q',\n",
       " 105: 'M E P V D P R L E P W K H P G S Q P K T A C T N C Y C K K C C L H C Q V C F M K K G L G I S Y G R K K R R Q R R R A P Q D S E D H Q G S L S K Q P A S Q P R G N P T G P E E Q K K K V E R E T E T D P R D',\n",
       " 88: 'M E P V D P S L A P W K H P G S Q P K T P C T N C Y C K Q C C F H C Q S C F T T K G L G I S Y G R K K R R Q R R K A P R D S Q T H Q D S L S K Q P T S Q P G G D P T G P K E S K K K V E R E T E T D P Y V',\n",
       " 60: 'M E P V D P R L E P W K H P G S Q P E T A C T A C Y C K Q C C Y H C Q L C F T Q K G L G I S Y G R K K W R K R R R A H Q G S E T H Q A P L S K Q P A S Q A R K D P T G P K E S K K K V K R E T E A D P V D',\n",
       " 85: 'M E L V D P E L E P W K H P G S Q P K T A C T N C Y C K K C C F H C Q S C F I T K G L G I S Y G R K K R R Q R R R A S Q D R E T Y Q V P L S K Q P A S Q P R G D P T G P K E S K K K V E R E T E T D P D N',\n",
       " 116: 'M D P V D P K L E P W K H P G S Q P K T A C T N C Y C K K C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R P P Q D S E A H Q D S L S K Q P T S Q P G G D P T G P K E S K K K V E R E T E T H P V D Q',\n",
       " 159: 'M E P V D P R L E P W K H P G S Q P R T A C T S C Y C K K C C L H C Q V C F M K K G L G I S Y G R K K R G Q R R R A P Q D S E D H Q G S L S K Q P A S Q A R K D P T G P K E S K K K V K R E T E A D P V D',\n",
       " 179: 'M E P V D P R L E P W K H P G S Q P K T A C T T C Y C K K C C F H C Q V C F T T K A L G I S Y G R K K R R Q R R R P P Q G S Q T H Q V S L S K Q P T A Q P R G D Q T G P T E S K K E V E R E T E T D P D N L R L',\n",
       " 46: 'M E P V D P R L E P',\n",
       " 30: 'M E P V D P R L E P W Q H P G S Q P K T A C N A C Y C K R C C Y H C Q H C F T K K G L G I S Y G R K K W R K R R R A H Q D S Q T H Q G S L S K Q P T S Q P R G D Q T G Q K E P K K K V E T E T E T D P I D',\n",
       " 70: 'M E P V D P R L E P W K H P G S Q P K T A C T A C Y C K K C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R A S Q D S P T H Q A S L S K Q P T P Q H R G D P T G P K E S K K E V E R E T E T D P V H',\n",
       " 4: 'M E P V D P S L E P W K H P G S Q P K T A C T N C Y C K K C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R A H Q D S Q I H Q V P L S K Q P A S Q P R G N P T G P K E Q K K K V E T E A E T D Q F D',\n",
       " 32: 'M D P V D P S L E P W K H P G S Q P K T A C T K C Y C K K C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R A P Q G S Q L S R F S T K A V P T S Q S R G D P T G P K E S K K K V E T E A E T D Q F D',\n",
       " 34: 'M D P V D P N L E P W K H P G S Q P K T P C T N C Y C K K C C F H C Q S C F T R K A L G I S Y G R K K R R Q R R R A H Q D S Q T H Q A S L S K Q P T S Q S G G D P T G P K E S E K K V E R E T E T H P Y D',\n",
       " 36: 'M D P V D P K L E P W K H P G S Q P K T A C T N C Y C K K C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R A P Q D S K T H Q T S L S K Q P S S Q H R G D P A G P K E S K K E V E R E T E T D P V D',\n",
       " 38: 'M E P V D P R L E P W K H P G S Q P R T A C T T C Y C K R C C Y H C Q V C F I T K G L G I S Y G R K K R R Q R R R A P Q G N Q T H Q V S L S K Q S A P Q P Q R D P T G P K E S E K K V E R E T E T D P V D',\n",
       " 40: 'M E P V D H R L E P W K H P G S Q P K T A C T K C Y C K R C C Y H C Q V C F I T K A L G I S Y G R K K R R Q R R R T P Q D S Q T H Q D S L P K Q P T S Q S R G D P T G P K E P K K K V E R E T E T D P Y D',\n",
       " 56: 'M E P V D P R L E P W K H P G S R P K T V C T K C Y C K K C C F H C Q V C F I T K G L G I S Y G R K K R K Q R R R T P Q D S E T H Q A S L S K Q P S S Q P H G D P T G P K E Q K K K V E S E T K A D P C D',\n",
       " 68: 'M E P V D P K L E P W K H P G S Q P K T A C T N C Y C K I C C F H C Q V C F T R K G L G I S Y G R K K R R Q R R R A P Q D S Q T H Q D S L P K Q P A S Q P R G D P T G P K E S K K K V E R E T E T D P E D Q W R A S',\n",
       " 75: 'M D P V D P R L E P W K H P G S Q P R T A C T N C Y C K R C C W H C Q V C F L T K G L G I S Y G R K K R R Q R R R A P Q G G Q A H Q D S L S K Q P S S Q Q R G D P T G P K E Q K E K V E R E T E T D P D H',\n",
       " 86: 'M E P V D P R L E P W K H P G S Q P K T A C T R C Y C K Q C C F H C Q V C F I T K A L G I S Y G R K K R R Q R R R A P Q D S E N H Q V S P P K Q P A S Q L R G D P T G P K K S K K E V E R E T E T D P D H',\n",
       " 91: 'M D P V D P R L E P W K H P G S Q P K T A C S P C H C K V C C F H C Q V C F I R K A L G I S Y G R K K R R Q R R R A P Q D S Q T H Q A S L S E Q P A P Q L R G D P T G P K E S K K K V E R E T E T D P V N',\n",
       " 113: 'M E P V D P R L E P W K H P G S Q P S T P C T S C Y C K Q C C F H C Q K C F V T K G L G I S Y G R K K R R Q R R R A P Q G S Q T H Q V S L P K Q P A S Q P G G D P T G P K E S K K K V E R E T E T D P V H',\n",
       " 133: 'M E P V D P R L E P W K H P G S Q P K T P C N K C Y C K R C C F H C Q M F H N K R L R H L L W Q E E A E T A T K S S S E Q S D S S R S S T K A V P A S Q P R G D P T G P K E S K K K V E R E T E T D P V H',\n",
       " 143: 'M E P V D P R L E P W K H P G S Q P K T A C T K C Y C K K C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R T S Q D S Q D H Q V P L S K Q P A S Q P G G D P T G P K E S K K K V E R E T E T D P V D Q W M D S',\n",
       " 208: 'M E P V D P R L E P W K H P G S Q P K T A C T N A I V K S V A F I A K F V S',\n",
       " 209: 'M E P V D P R L E P W K H P G S Q P K T A C T T C Y C K K C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R A P Q D S K T H Q A S L S K Q P T S Q P R G D P T G P K E P K K K V E R E A E T D P V D',\n",
       " 213: 'M E P V D P R L E P W K H P G S Q P K T P C T N C Y C K E C C F H C Q V C F T K K G L G I S Y G R K K R R Q R R G T H Q S S E T H Q V S L P K Q K G L R H L L W Q E E A E T A T R N S S K Q',\n",
       " 215: 'M E P V D H K L E P W K H P G S Q P K T P C T N C Y C K K C C F H C Q V C F T K K G L G I S Y G R K K R R Q R R R T S Q D S E T H Q A S L S K Q P T S Q Q R G D P T G P K E S K E K V E R E T A A D P F D',\n",
       " 218: 'M E P V D P S L E P W K H P G S Q P K T A C T S C Y C K K C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R P H Q D S Q T H Q D S L P K Q P S S Q P R G D Q T G P K E S Q K K V E R E T E T D P V A',\n",
       " 223: 'M D P V D P R L E P W K H P G S Q P K T A C T S C Y C K K C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R A P Q D S Q S R Q V S L S K Q P T A Q L R G D P T G P K E S K K K V E R E T E T D P V N',\n",
       " 239: 'M D P V D P K L E P W K H P G S Q P N T P C T N C Y C K K C C F H C Q V C F T K K A L G I S Y G R K K R I K R R R P S Q D S Q T H Q G P L P K Q P T T Q P R G D P T G P K E S K K K V E R E T E T D P E D',\n",
       " 255: 'M E P V D P R L E P W Q H P G S Q P T T A C T P C Y C K K C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R A H Q G S E I H Q V S L S K Q P S S Q S Q G D P T G P K E S K E K V E S K T E T D L V D Q',\n",
       " 257: 'M E P V D P R L E P W K H P G S Q P K T V C T A C Y C K K C C Y H C P V C F V S K G L G I S Y G R K K R R R R R R A D Q G S Q T H Q V S L S K Q P T S Q L R G D P T G P K E S K K K V E R E T E T D Q V D',\n",
       " 274: 'M D P V D P R L E P W K H P G S Q P R T P C T K C Y C K K C C L H C Q V C F I T K G L G I S Y G R K K R R Q R R R T P Q D S Q T N Q V P A S E Q P S S Q S R G D P T G P K E S K E K V E R E T E T D P C D',\n",
       " 285: 'M E P V D P R L E P',\n",
       " 310: 'M E P V D P R L E P W K H P G S Q P E T P C N A C Y C K K C C F H C Q W C F T R K G L G I S Y G R K K R G Q R R R P P Q D S Q A H Q V P L P K Q S A P Q P R G D Q T G P K E S K K K V E R E T E T D P D N',\n",
       " 325: 'M E P V D P K L E P W K H P G S Q P K T A C T P C Y C K K C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R A H Q D S E T H Q A N L S K Q P A S Q P R G D P T G P E E S K K K V E R E T E T D Q L D',\n",
       " 338: 'M E P V D S R L E P W K H P G S Q P Q T P C T S C Y C K K C C F H C Q V C F I K K A L G I S Y G R K K R S K R R R A S H D S P N H Q D S L P K Q P S S Q L G G D P T G P K K Q K K E V E R E T E T H P D N',\n",
       " 342: 'M E P V D P R L E P W K H P G S Q P A T A C T S C Y C K K C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R A P Q N S Q T H Q D S L S K Q P A S Q Q R G D P T G P K E S K K K V E R E A E T D P D H',\n",
       " 357: 'M E P V D P R L E P W K H P G S Q P K T A C T T C Y C K K C C F H C Q V C F T T K G L G I S Y G R K K R R Q R R R A P Q D S K A H Q A S L P K Q P A S Q P R G D P T G P K E S T K K V E R E T E T D P N H',\n",
       " 359: 'M E P V D P R L E P W K H P G S Q P K T P C T P C Y C K K C C Y H C Q I A S',\n",
       " 379: 'M E P V D P S L E P W K H P G S Q P K T A C N S C Y C K K C C F H C Q V C F T T K G L G I S Y G R K K R R Q R R R A S Q D S Q T D Q V S L S K Q P A T Q R R G D P T G P K E S K K K V E R E T E T D P N H',\n",
       " 380: 'M D P V D P R L E P W K H P G S Q P K T A C N N C Y C K K C C W H C Q L C F L K K G L G I S Y G R K K R R Q R R R T N Q V X Q T H Q G D L S K Q P A S Q L R G D P T G P K E Q K K K V E S K T E T D P',\n",
       " 384: 'M E P V D P R L E P W K H P G S Q P R T P C N K C Y C K K C C L H C Q V C F I S K G L G I S Y G R K K R R Q R R R P P H D S Q T H Q D S L P K Q P S S Q D R G D P K G P K E Q K E K V E R E T A T D P C D',\n",
       " 389: 'M E P V D P R L E P W K H P G S Q P R T P C T T C Y C K R C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R A P Q G S Q T H Q D S L S K Q P A S Q S G G N P T G P K E S K K K V E S K T E T D P D D',\n",
       " 401: 'M E P V D P R L E P W K H P G S Q P K T A C N K C Y C K R C C L H C Q V C F V T K G L G I S Y G R K K R R P R R R P P Q H S Q T H Q A S L S E Q P A S Q P R G D P T G P K E S K E K V E S K T E T D P D H',\n",
       " 408: 'M E P V D P R L E P W K H P G S Q P K T P C T N C Y C K K C C Y H C Q V C F I T K G L G I S Y G R K K R R Q R R R A P Q D S Q N H Q V P L S K Q P T S Q P G G D P T G P K E S K K K V E T E T E T D P V H',\n",
       " 417: 'M E P V D P S L E P W K H P G S Q P K T A C T P C Y C K R C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R P P R T V R I I K L L Y Q S R P A S Q P G G D P T G P K E S K K K V E G T T E T H P L D',\n",
       " 429: 'M E P V D H N L D P W K H P G S Q P K T P C N K C Y C K R C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R S P Q G S Q T H Q V S P S K Q P A S Q P R G D P T G P K E P K K K V E R E T E T D P V H',\n",
       " 430: 'M E P V D P R L E P W K H P G S Q P R T P C T A C Y C K K C C Y H C Q V C F I T K G L G I S Y G R K K R R Q R R R T P Q D S Q T H Q A S L S K Q P S S Q P R R D Q T G P K E S K K K V E R E T E T D P E D',\n",
       " 433: 'M D P V D P R L E P W K H P G S Q P K T A C T P C F C K R C C Y H C Q V C F I S K G L G I S Y G R K K R R Q R R R P P Q D S Q I H Q V S L S K Q S A S Q L R G N P T G P K E S E K K V E R E T E T D P V H',\n",
       " 439: 'M E P V D P K L E P W N H P G S Q P R T A C T N C Y C K K C C L H C Q V C F I T K G L G I S Y G R K K R R Q R R R A H Q D S E T H Q G D L S Q Q P A S Q P R G D P T G P K E S K E K V E R E T E A D P G H',\n",
       " 440: 'M E P V D P R L E P W K H P G S Q P R T P C T A C Y C K K C C Y H C Q V C F I T K G L G I S Y G R K K R R Q R R R S P Q G S Q T H Q D S L S K Q P P S Q P R G D Q T G P K E S T K K V E R E T K T D P K D',\n",
       " 446: 'M E P V D P R L A P W Q H P G S Q P R T A C T S C Y C K K C C F H C Q K C F T T K G L G I S Y G R K K R R Q R R T A P G D S Q I H Q V S L S K Q P A T Q A R G D P T G P K E S K K K V E R E T E T D P V N',\n",
       " 447: 'M E P V D P R L E P W K H P G S Q P R T P C T S C Y C K K C C F H C Q V C F T T K G L G I S Y G R K K R R Q R R R P H Q T V K F I K I L Y Q S R P D S Q P R G D P T G P K E S K K K V E S E T E T D Q F A',\n",
       " 448: 'M E P V D P R L E P W K H P G S Q P K T A C T P C Y C K K C C F H C Q V C F I T K G L G I S Y G R K K R G Q R R R P P H G S E T R P D S L S K Q P S S Q P R G N P T G P T E P E K K V E R E T E A H P S',\n",
       " 449: 'M E P V D P R I E P W K H P G S Q P K T A C T T C Y C K R C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R A P Q D S Q T H Q A S L S K Q S A P Q L R G D P T G P K E S K K T V E R E T E T D P V N',\n",
       " 451: 'M E P V D P R L E P W K H P G S Q P R T A C N N C Y C K K C C F H C Q V C F T T K G L G I S Y G R K K R R Q R R R A P R Q S K S S R F S I K A V P S S Q L R G D P T G P K K Q K K E V E R E T E T D P V N',\n",
       " 471: 'M E P V D P R L E P W K H P G S Q P R T A C T S C Y C K K C C F H C Q V C F T K K G L G I S Y G R K K R G Q R R R S P Q S S E T H Q A A L P E Q P T S Q P G G D P T G P K E S K K K V E T E T E T D P L H',\n",
       " 474: 'M D P V D P R L E P W K H P G S Q P K T A C T P C F C K K C C Y H C Q V C F I S K G L G I S Y G R K K R R Q R R R S P H D S Q N N Q V S L S K Q S A P Q P R G D P T G P K E S E K K V E R E T E T D P V T',\n",
       " 490: 'M E P V D P N L E P W K H P G S Q P K T A C T K C Y C K R C C F H C Q V C F I T K G L G I S Y G R K K W R Q R R R A S Q D S Q T R Q V S L S K Q P T S Q P G G D P T G P K E S K K K V E R E T E A D P V Y',\n",
       " 500: 'M E P V D P R L E P W K H P G S Q P K T A C T P C F C K V C C Y H C Q V C F I S K G L G I S Y G R K K R R Q R R R A P Q D S E T H Q V S L P K Q P T T Q P R G D K K G P E E S K K K V E R E T E T H P G R',\n",
       " 501: 'M E P V D P R L E P W K H P G S Q P K T A C N N C F C K K C C Y H C Q G C F I S K G L G I S Y G R K K R R Q R R R A P Q D S E D H Q V S L P K Q P T S Q T R G D P T G P E E P Q K K V E S K T E T H P G D',\n",
       " 503: 'M E P V D P R L E P W K H P G S Q P R T A C T T C Y C K K C C F H C Q V C F M T K G L G I S Y G R K K R R Q R R R A T Q D S Q A H Q A P L S K Q P A S Q H R G D P T G P E E S K K K V E R E T E T D P V H',\n",
       " 523: 'M E P V D P R L E P W N H P G S Q P K T A C T P C Y C K K C C F H C Q V C F T T K G L G I S Y G R K K R R Q R R R T P Q D S K D H Q V S L S K Q P S S Q L Q G D P T G P K E S K K K V E K E A G T D P G H',\n",
       " 146: 'M E P V D P R L E P W K H P G S Q P K T A C T T C Y C K K C C F H C Q V C F I T K G L G I S Y G R K K R R Q R R R A P Q D S Q T H Q A S L S K Q P A S Q P R G D P T G P K E S K K K V E R E T E T D P R D',\n",
       " 147: 'M E P V D P R L E P W K H P G S Q P K T D C T N C Y C K R C C F H C Q V C F M K K G L G I S Y G R K K R R Q R R R T P Q G S E A H Q G P L S K Q P A S Q H R G D P T G P K E S K K K V E R E T E T D Q D N',\n",
       " 303: 'M D P V D P K L E P W K H P G S Q P K T A C T N C Y C K K C C F H C Q V C F T T K G L G I S Y G R K K R R Q R R R T P Q D G Q T H Q T S L S K Q P S S Q P R G D P T G P K E S K K K V E R E A E T H P A D',\n",
       " 485: 'M E P I D P R L E P W K H P G S Q P R T A C T K C Y C K K C C F H C Q V C F I T K A L G I S Y G R K K R R Q R R R A S E N N Q T H Q A S L P K Q P A S Q P G G D P T G P K E S K K K V E S K T E T D P V D',\n",
       " 522: 'M E P V D P S L E P W K H P G S Q P R T P C T N C Y C K K C C F H C Q V C F I T K A L G I S Y G R K K R R Q R R R A P Q G S Q T H Q V S L S K Q P A S Q P G G N P T G P K E S K K K V E R E T E T H P V D',\n",
       " 538: 'M E P I D P R L E P W K H P G S Q P K T P C T N C Y C K K C C F H C Q V C F T T K G L G I S Y G R K K R R Q R R R A P Q D S Q T H Q A S L S K Q P T S Q P G G D P T G P K E S K K K V E R E T E T G P N D'}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cares_only_id_tats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\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>Age</th>\n",
       "      <th>Race (black)</th>\n",
       "      <th>Years Seropositive</th>\n",
       "      <th>Nadir CD4</th>\n",
       "      <th>Current CD4</th>\n",
       "      <th>Current CD8</th>\n",
       "      <th>Peak log viral load</th>\n",
       "      <th>Current log viral load</th>\n",
       "      <th>TMHDS</th>\n",
       "      <th>HAART (on)</th>\n",
       "      <th>Gender (Male)</th>\n",
       "      <th>Drug use (any)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>163.00</td>\n",
       "      <td>163.0</td>\n",
       "      <td>143.00</td>\n",
       "      <td>139.00</td>\n",
       "      <td>159.00</td>\n",
       "      <td>145.00</td>\n",
       "      <td>130.00</td>\n",
       "      <td>158.00</td>\n",
       "      <td>154.00</td>\n",
       "      <td>163.00</td>\n",
       "      <td>163.00</td>\n",
       "      <td>163.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>52.61</td>\n",
       "      <td>0.9</td>\n",
       "      <td>13.14</td>\n",
       "      <td>232.45</td>\n",
       "      <td>629.38</td>\n",
       "      <td>1005.03</td>\n",
       "      <td>4.35</td>\n",
       "      <td>1.86</td>\n",
       "      <td>8.73</td>\n",
       "      <td>0.94</td>\n",
       "      <td>0.63</td>\n",
       "      <td>0.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>8.38</td>\n",
       "      <td>0.3</td>\n",
       "      <td>6.40</td>\n",
       "      <td>155.38</td>\n",
       "      <td>401.36</td>\n",
       "      <td>717.59</td>\n",
       "      <td>1.27</td>\n",
       "      <td>0.96</td>\n",
       "      <td>2.87</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>22.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>236.00</td>\n",
       "      <td>1.68</td>\n",
       "      <td>1.30</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>47.50</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.00</td>\n",
       "      <td>123.50</td>\n",
       "      <td>374.50</td>\n",
       "      <td>606.00</td>\n",
       "      <td>3.50</td>\n",
       "      <td>1.30</td>\n",
       "      <td>7.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>53.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.00</td>\n",
       "      <td>224.00</td>\n",
       "      <td>591.00</td>\n",
       "      <td>874.00</td>\n",
       "      <td>4.60</td>\n",
       "      <td>1.30</td>\n",
       "      <td>9.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>58.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>17.00</td>\n",
       "      <td>326.00</td>\n",
       "      <td>812.50</td>\n",
       "      <td>1222.00</td>\n",
       "      <td>5.15</td>\n",
       "      <td>2.07</td>\n",
       "      <td>11.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>73.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>31.00</td>\n",
       "      <td>736.00</td>\n",
       "      <td>3269.00</td>\n",
       "      <td>7286.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>5.20</td>\n",
       "      <td>12.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Age  Race (black)  Years Seropositive  Nadir CD4  Current CD4  \\\n",
       "count  163.00         163.0              143.00     139.00       159.00   \n",
       "mean    52.61           0.9               13.14     232.45       629.38   \n",
       "std      8.38           0.3                6.40     155.38       401.36   \n",
       "min     22.00           0.0                0.00       0.00        20.00   \n",
       "25%     47.50           1.0               10.00     123.50       374.50   \n",
       "50%     53.00           1.0               12.00     224.00       591.00   \n",
       "75%     58.00           1.0               17.00     326.00       812.50   \n",
       "max     73.00           1.0               31.00     736.00      3269.00   \n",
       "\n",
       "       Current CD8  Peak log viral load  Current log viral load   TMHDS  \\\n",
       "count       145.00               130.00                  158.00  154.00   \n",
       "mean       1005.03                 4.35                    1.86    8.73   \n",
       "std         717.59                 1.27                    0.96    2.87   \n",
       "min         236.00                 1.68                    1.30    2.00   \n",
       "25%         606.00                 3.50                    1.30    7.00   \n",
       "50%         874.00                 4.60                    1.30    9.00   \n",
       "75%        1222.00                 5.15                    2.07   11.00   \n",
       "max        7286.00                10.00                    5.20   12.00   \n",
       "\n",
       "       HAART (on)  Gender (Male)  Drug use (any)  \n",
       "count      163.00         163.00          163.00  \n",
       "mean         0.94           0.63            0.31  \n",
       "std          0.24           0.49            0.46  \n",
       "min          0.00           0.00            0.00  \n",
       "25%          1.00           0.00            0.00  \n",
       "50%          1.00           1.00            0.00  \n",
       "75%          1.00           1.00            1.00  \n",
       "max          1.00           1.00            1.00  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# For patient that have a linked Tat sequence, here is their described metadata\n",
    "cares_metadata[ cares_metadata.index.isin(cares_only_id_tats.keys()) ].describe().round(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#cares_only_id_tats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "        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>date_of_visit</th>\n",
       "      <th>age</th>\n",
       "      <th>cnns_hdiscrim_t</th>\n",
       "      <th>cnns_hretain_t</th>\n",
       "      <th>cnns_hvlt4_t</th>\n",
       "      <th>cnns_hvlt_t</th>\n",
       "      <th>hvlt1intr</th>\n",
       "      <th>hvlt1pers</th>\n",
       "      <th>hvlt2pers</th>\n",
       "      <th>hvlt_delay</th>\n",
       "      <th>...</th>\n",
       "      <th>bnt30_plc</th>\n",
       "      <th>cnns_swords_z</th>\n",
       "      <th>cnns_anwords_z</th>\n",
       "      <th>cnns_bnt30_z</th>\n",
       "      <th>language_domain_z</th>\n",
       "      <th>language_domain_deficit</th>\n",
       "      <th>race_desc</th>\n",
       "      <th>global_score_z</th>\n",
       "      <th>gds</th>\n",
       "      <th>impaired</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>study_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2021-04-28</td>\n",
       "      <td>61.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>29.0</td>\n",
       "      <td>-1.1</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>1.1</td>\n",
       "      <td>-0.100000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>-0.601586</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2021-02-25</td>\n",
       "      <td>75.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</td>\n",
       "      <td>29.0</td>\n",
       "      <td>-1.5</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>-0.790278</td>\n",
       "      <td>0.625</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2021-04-14</td>\n",
       "      <td>56.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>29.0</td>\n",
       "      <td>-1.5</td>\n",
       "      <td>-2.1</td>\n",
       "      <td>0.9</td>\n",
       "      <td>-0.766667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>-1.331508</td>\n",
       "      <td>1.375</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2021-03-16</td>\n",
       "      <td>63.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>25.0</td>\n",
       "      <td>-1.3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>-0.300000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>-0.892701</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>2021-01-13</td>\n",
       "      <td>52.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.1</td>\n",
       "      <td>-1.1</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>-0.692866</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>2021-04-15</td>\n",
       "      <td>52.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>...</td>\n",
       "      <td>30.0</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.6</td>\n",
       "      <td>2.266667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>1.034316</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-03-11</td>\n",
       "      <td>70.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>27.0</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>-0.910417</td>\n",
       "      <td>1.250</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>2021-04-07</td>\n",
       "      <td>57.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>30.0</td>\n",
       "      <td>-1.7</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>-0.748553</td>\n",
       "      <td>0.750</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2020-11-19</td>\n",
       "      <td>61.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>-0.293763</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>2021-01-28</td>\n",
       "      <td>57.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>25.0</td>\n",
       "      <td>-3.1</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>-0.9</td>\n",
       "      <td>-1.300000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>-1.521277</td>\n",
       "      <td>1.625</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>2021-04-15</td>\n",
       "      <td>54.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>-1.266667</td>\n",
       "      <td>1.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>-1.675738</td>\n",
       "      <td>1.875</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2021-05-19</td>\n",
       "      <td>70.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>30.0</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.4</td>\n",
       "      <td>2.4</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>-0.020139</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2021-01-13</td>\n",
       "      <td>51.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>29.0</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.766667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>-0.599776</td>\n",
       "      <td>0.500</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>2021-03-23</td>\n",
       "      <td>56.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>19.0</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>-2.6</td>\n",
       "      <td>-0.766667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>-1.287030</td>\n",
       "      <td>1.125</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>2021-02-03</td>\n",
       "      <td>63.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</td>\n",
       "      <td>29.0</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>-1.6</td>\n",
       "      <td>1.1</td>\n",
       "      <td>-0.033333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>-0.263659</td>\n",
       "      <td>0.625</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>2021-03-23</td>\n",
       "      <td>65.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.3</td>\n",
       "      <td>-0.9</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>-0.595205</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>2021-04-08</td>\n",
       "      <td>46.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>...</td>\n",
       "      <td>29.0</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>-0.276433</td>\n",
       "      <td>0.500</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>2021-02-10</td>\n",
       "      <td>57.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</td>\n",
       "      <td>30.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1.833333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>0.677536</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>2021-03-25</td>\n",
       "      <td>59.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>...</td>\n",
       "      <td>29.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.433333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>-0.510066</td>\n",
       "      <td>0.875</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>2021-01-14</td>\n",
       "      <td>62.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</td>\n",
       "      <td>28.0</td>\n",
       "      <td>-1.8</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>-0.200000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>-0.551038</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>2021-04-15</td>\n",
       "      <td>64.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1.1</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.233333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>-0.435674</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>2021-03-24</td>\n",
       "      <td>59.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</td>\n",
       "      <td>23.0</td>\n",
       "      <td>-2.5</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>-0.9</td>\n",
       "      <td>-1.200000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>-1.055903</td>\n",
       "      <td>0.625</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>2021-02-24</td>\n",
       "      <td>44.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>22.0</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>-2.3</td>\n",
       "      <td>-1.9</td>\n",
       "      <td>-1.566667</td>\n",
       "      <td>2.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>-0.852071</td>\n",
       "      <td>0.500</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>2021-03-09</td>\n",
       "      <td>63.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.966667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>white</td>\n",
       "      <td>-0.621648</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>2020-12-03</td>\n",
       "      <td>62.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>...</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>-0.584857</td>\n",
       "      <td>0.500</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25 rows × 187 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         date_of_visit   age  cnns_hdiscrim_t  cnns_hretain_t  cnns_hvlt4_t  \\\n",
       "study_id                                                                      \n",
       "26          2021-04-28  61.0             35.0            43.0          35.0   \n",
       "13          2021-02-25  75.0             38.0            64.0          49.0   \n",
       "44          2021-04-14  56.0             22.0            39.0          34.0   \n",
       "25          2021-03-16  63.0             36.0            51.0          41.0   \n",
       "211         2021-01-13  52.0             50.0            39.0          38.0   \n",
       "109         2021-04-15  52.0             66.0            60.0          57.0   \n",
       "2           2021-03-11  70.0             27.0            39.0          42.0   \n",
       "195         2021-04-07  57.0             32.0            31.0          27.0   \n",
       "5           2020-11-19  61.0             25.0            62.0          43.0   \n",
       "156         2021-01-28  57.0             27.0            47.0          36.0   \n",
       "110         2021-04-15  54.0             27.0            29.0          28.0   \n",
       "46          2021-05-19  70.0             51.0            41.0          39.0   \n",
       "38          2021-01-13  51.0             41.0            34.0          31.0   \n",
       "68          2021-03-23  56.0             36.0            44.0          34.0   \n",
       "86          2021-02-03  63.0             59.0            44.0          43.0   \n",
       "213         2021-03-23  65.0             43.0            37.0          36.0   \n",
       "239         2021-04-08  46.0             58.0            60.0          58.0   \n",
       "325         2021-02-10  57.0             67.0            40.0          48.0   \n",
       "384         2021-03-25  59.0             43.0            47.0          51.0   \n",
       "401         2021-01-14  62.0             58.0            47.0          42.0   \n",
       "474         2021-04-15  64.0             43.0            37.0          36.0   \n",
       "303         2021-03-24  59.0             51.0            51.0          43.0   \n",
       "485         2021-02-24  44.0             37.0            27.0          24.0   \n",
       "522         2021-03-09  63.0             56.0            40.0          31.0   \n",
       "538         2020-12-03  62.0             52.0            62.0          57.0   \n",
       "\n",
       "          cnns_hvlt_t  hvlt1intr  hvlt1pers  hvlt2pers  hvlt_delay  ...  \\\n",
       "study_id                                                            ...   \n",
       "26               31.0        0.0        1.0        0.0         4.0  ...   \n",
       "13               29.0        1.0        0.0        1.0         6.0  ...   \n",
       "44               26.0        1.0        0.0        2.0         3.0  ...   \n",
       "25               40.0        0.0        1.0        0.0         5.0  ...   \n",
       "211              49.0        0.0        1.0        0.0         5.0  ...   \n",
       "109              56.0        0.0        0.0        1.0        10.0  ...   \n",
       "2                35.0        0.0        0.0        0.0         3.0  ...   \n",
       "195              30.0        0.0        0.0        1.0         1.0  ...   \n",
       "5                40.0        0.0        0.0        0.0         5.0  ...   \n",
       "156              25.0        1.0        0.0        1.0         4.0  ...   \n",
       "110              21.0        0.0        0.0        0.0         0.0  ...   \n",
       "46               46.0        0.0        0.0        0.0         5.0  ...   \n",
       "38               43.0        0.0        0.0        1.0         4.0  ...   \n",
       "68               27.0        0.0        0.0        0.0         2.0  ...   \n",
       "86               50.0        0.0        0.0        0.0         6.0  ...   \n",
       "213              43.0        0.0        0.0        2.0         4.0  ...   \n",
       "239              38.0        0.0        0.0        0.0        10.0  ...   \n",
       "325              59.0        0.0        0.0        0.0         7.0  ...   \n",
       "384              46.0        0.0        0.0        1.0         8.0  ...   \n",
       "401              41.0        0.0        0.0        2.0         6.0  ...   \n",
       "474              40.0        1.0        0.0        0.0         4.0  ...   \n",
       "303              39.0        1.0        0.0        0.0         6.0  ...   \n",
       "485              37.0        0.0        0.0        0.0         0.0  ...   \n",
       "522              29.0        3.0        1.0        0.0         4.0  ...   \n",
       "538              52.0        0.0        1.0        1.0         9.0  ...   \n",
       "\n",
       "          bnt30_plc  cnns_swords_z  cnns_anwords_z  cnns_bnt30_z  \\\n",
       "study_id                                                           \n",
       "26             29.0           -1.1            -1.2           1.1   \n",
       "13             29.0           -1.5            -0.5           1.9   \n",
       "44             29.0           -1.5            -2.1           0.9   \n",
       "25             25.0           -1.3             1.0          -0.8   \n",
       "211            25.0            0.4             1.1          -1.1   \n",
       "109            30.0            2.4             2.0           1.6   \n",
       "2              27.0           -0.6             0.2           0.5   \n",
       "195            30.0           -1.7            -0.5           1.8   \n",
       "5              30.0            0.1             1.3           2.3   \n",
       "156            25.0           -3.1            -0.7          -0.9   \n",
       "110            20.0            0.0            -1.0          -2.0   \n",
       "46             30.0            1.1             0.4           2.4   \n",
       "38             29.0           -1.2             1.4           0.6   \n",
       "68             19.0           -0.4            -0.3          -2.6   \n",
       "86             29.0           -0.2            -1.6           1.1   \n",
       "213            24.0            0.9             0.3          -0.9   \n",
       "239            29.0           -0.3             0.5           0.6   \n",
       "325            30.0            2.0             1.7           2.1   \n",
       "384            29.0            1.0             1.0           0.8   \n",
       "401            28.0           -1.8            -0.2           0.1   \n",
       "474            28.0            1.1            -0.3           0.2   \n",
       "303            23.0           -2.5            -1.2          -0.9   \n",
       "485            22.0           -1.2            -2.3          -1.9   \n",
       "522            30.0            0.3             0.6           1.0   \n",
       "538            29.0            0.7             0.8           1.0   \n",
       "\n",
       "          language_domain_z  language_domain_deficit  race_desc  \\\n",
       "study_id                                                          \n",
       "26                -0.100000                      0.0         AA   \n",
       "13                 0.400000                      0.0         AA   \n",
       "44                -0.766667                      0.0         AA   \n",
       "25                -0.300000                      0.0         AA   \n",
       "211                0.333333                      0.0         AA   \n",
       "109                2.266667                      0.0         AA   \n",
       "2                  0.300000                      0.0         AA   \n",
       "195                0.333333                      0.0         AA   \n",
       "5                  1.333333                      0.0         AA   \n",
       "156               -1.300000                      1.0         AA   \n",
       "110               -1.266667                      1.0         AA   \n",
       "46                 1.666667                      0.0         AA   \n",
       "38                 0.766667                      0.0         AA   \n",
       "68                -0.766667                      0.0         AA   \n",
       "86                -0.033333                      0.0         AA   \n",
       "213                0.300000                      0.0         AA   \n",
       "239                0.500000                      0.0         AA   \n",
       "325                1.833333                      0.0         AA   \n",
       "384                1.433333                      0.0         AA   \n",
       "401               -0.200000                      0.0         AA   \n",
       "474                0.233333                      0.0         AA   \n",
       "303               -1.200000                      1.0         AA   \n",
       "485               -1.566667                      2.0         AA   \n",
       "522                0.966667                      0.0      white   \n",
       "538                0.833333                      0.0         AA   \n",
       "\n",
       "          global_score_z    gds  impaired  \n",
       "study_id                                   \n",
       "26             -0.601586  0.250       0.0  \n",
       "13             -0.790278  0.625       1.0  \n",
       "44             -1.331508  1.375       1.0  \n",
       "25             -0.892701  0.375       0.0  \n",
       "211            -0.692866  0.375       0.0  \n",
       "109             1.034316  0.000       0.0  \n",
       "2              -0.910417  1.250       1.0  \n",
       "195            -0.748553  0.750       1.0  \n",
       "5              -0.293763  0.250       0.0  \n",
       "156            -1.521277  1.625       1.0  \n",
       "110            -1.675738  1.875       1.0  \n",
       "46             -0.020139  0.250       0.0  \n",
       "38             -0.599776  0.500       1.0  \n",
       "68             -1.287030  1.125       1.0  \n",
       "86             -0.263659  0.625       1.0  \n",
       "213            -0.595205  0.375       0.0  \n",
       "239            -0.276433  0.500       1.0  \n",
       "325             0.677536  0.000       0.0  \n",
       "384            -0.510066  0.875       1.0  \n",
       "401            -0.551038  0.375       0.0  \n",
       "474            -0.435674  0.375       0.0  \n",
       "303            -1.055903  0.625       1.0  \n",
       "485            -0.852071  0.500       1.0  \n",
       "522            -0.621648  0.375       0.0  \n",
       "538            -0.584857  0.500       1.0  \n",
       "\n",
       "[25 rows x 187 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "patient_ids = cares_only_id_tats.keys()\n",
    "\n",
    "filtered_neuro_metadata = neuro[ neuro.index.isin(patient_ids) ]\n",
    "\n",
    "neuro_tats = {key : value for key,value in cares_only_id_tats.items() if key in filtered_neuro_metadata.index}\n",
    "\n",
    "neuro_tat_seqs = list(neuro_tats.values())\n",
    "\n",
    "neuro_tats_patient_ids = [key for key in cares_only_id_tats.keys() if key in filtered_neuro_metadata.index]\n",
    "\n",
    "filtered_neuro_metadata = filtered_neuro_metadata.loc[neuro_tats.keys(),:]\n",
    "\n",
    "filtered_neuro_metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\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>Age</th>\n",
       "      <th>Race (black)</th>\n",
       "      <th>Years Seropositive</th>\n",
       "      <th>Nadir CD4</th>\n",
       "      <th>Current CD4</th>\n",
       "      <th>Current CD8</th>\n",
       "      <th>Peak log viral load</th>\n",
       "      <th>Current log viral load</th>\n",
       "      <th>TMHDS</th>\n",
       "      <th>HAART (on)</th>\n",
       "      <th>Gender (Male)</th>\n",
       "      <th>Drug use (any)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>163.000000</td>\n",
       "      <td>163.000000</td>\n",
       "      <td>143.000000</td>\n",
       "      <td>139.000000</td>\n",
       "      <td>159.000000</td>\n",
       "      <td>145.000000</td>\n",
       "      <td>130.000000</td>\n",
       "      <td>158.000000</td>\n",
       "      <td>154.000000</td>\n",
       "      <td>163.00000</td>\n",
       "      <td>163.000000</td>\n",
       "      <td>163.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>52.607362</td>\n",
       "      <td>0.901840</td>\n",
       "      <td>13.139860</td>\n",
       "      <td>232.453237</td>\n",
       "      <td>629.377358</td>\n",
       "      <td>1005.027586</td>\n",
       "      <td>4.352154</td>\n",
       "      <td>1.856976</td>\n",
       "      <td>8.733766</td>\n",
       "      <td>0.93865</td>\n",
       "      <td>0.625767</td>\n",
       "      <td>0.306748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>8.376507</td>\n",
       "      <td>0.298447</td>\n",
       "      <td>6.402686</td>\n",
       "      <td>155.378557</td>\n",
       "      <td>401.360245</td>\n",
       "      <td>717.593557</td>\n",
       "      <td>1.265524</td>\n",
       "      <td>0.963966</td>\n",
       "      <td>2.872093</td>\n",
       "      <td>0.24071</td>\n",
       "      <td>0.485416</td>\n",
       "      <td>0.462565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>22.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>236.000000</td>\n",
       "      <td>1.681241</td>\n",
       "      <td>1.301030</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>47.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>123.500000</td>\n",
       "      <td>374.500000</td>\n",
       "      <td>606.000000</td>\n",
       "      <td>3.499629</td>\n",
       "      <td>1.301030</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>53.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>224.000000</td>\n",
       "      <td>591.000000</td>\n",
       "      <td>874.000000</td>\n",
       "      <td>4.598921</td>\n",
       "      <td>1.301030</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>58.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>326.000000</td>\n",
       "      <td>812.500000</td>\n",
       "      <td>1222.000000</td>\n",
       "      <td>5.152186</td>\n",
       "      <td>2.072805</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>73.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>736.000000</td>\n",
       "      <td>3269.000000</td>\n",
       "      <td>7286.000000</td>\n",
       "      <td>10.000003</td>\n",
       "      <td>5.203577</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Age  Race (black)  Years Seropositive   Nadir CD4  Current CD4  \\\n",
       "count  163.000000    163.000000          143.000000  139.000000   159.000000   \n",
       "mean    52.607362      0.901840           13.139860  232.453237   629.377358   \n",
       "std      8.376507      0.298447            6.402686  155.378557   401.360245   \n",
       "min     22.000000      0.000000            0.000000    0.000000    20.000000   \n",
       "25%     47.500000      1.000000           10.000000  123.500000   374.500000   \n",
       "50%     53.000000      1.000000           12.000000  224.000000   591.000000   \n",
       "75%     58.000000      1.000000           17.000000  326.000000   812.500000   \n",
       "max     73.000000      1.000000           31.000000  736.000000  3269.000000   \n",
       "\n",
       "       Current CD8  Peak log viral load  Current log viral load       TMHDS  \\\n",
       "count   145.000000           130.000000              158.000000  154.000000   \n",
       "mean   1005.027586             4.352154                1.856976    8.733766   \n",
       "std     717.593557             1.265524                0.963966    2.872093   \n",
       "min     236.000000             1.681241                1.301030    2.000000   \n",
       "25%     606.000000             3.499629                1.301030    7.000000   \n",
       "50%     874.000000             4.598921                1.301030    9.000000   \n",
       "75%    1222.000000             5.152186                2.072805   11.000000   \n",
       "max    7286.000000            10.000003                5.203577   12.000000   \n",
       "\n",
       "       HAART (on)  Gender (Male)  Drug use (any)  \n",
       "count   163.00000     163.000000      163.000000  \n",
       "mean      0.93865       0.625767        0.306748  \n",
       "std       0.24071       0.485416        0.462565  \n",
       "min       0.00000       0.000000        0.000000  \n",
       "25%       1.00000       0.000000        0.000000  \n",
       "50%       1.00000       1.000000        0.000000  \n",
       "75%       1.00000       1.000000        1.000000  \n",
       "max       1.00000       1.000000        1.000000  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Filer and organize metadata so that encoded Tat seqs and metadata are in same order\n",
    "filtered_cares_metadata = cares_metadata[ cares_metadata.index.isin(patient_ids) ]\n",
    "filtered_cares_metadata = filtered_cares_metadata.loc[patient_ids,:]\n",
    "\n",
    "filtered_cares_metadata.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "patient_order = pd.Series(cares_only_id_tats.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "69a74b64f04a4040977682993bfe1853",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/55 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model     = AutoModel.from_pretrained(\"Rostlab/prot_bert_bfd\")\n",
    "tokenizer = AutoTokenizer.from_pretrained(\"Rostlab/prot_bert_bfd\", do_lower_case = False)\n",
    "\n",
    "tat_embedder = IterableProteinEmbedding(list(cares_only_id_tats.values()), tokenizer, model, chunksize = 3, max_len = 110, cuda = True)\n",
    "#neuro_tat_embedder = IterableProteinEmbedding(neuro_tat_seqs, tokenizer, model, chunksize = 3, max_len = 110, cuda = True)\n",
    "\n",
    "embedded_cares_tat_seqs = torch.cat(list(tat_embedder)).cpu()\n",
    "#embedded_neuro_tat_seqs = torch.cat(list(neuro_tat_embedder)).cpu()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "protbert_transformed_umap = UMAP(random_state = 255).fit(embedded_cares_tat_seqs)\n",
    "\n",
    "reduced_protbert_cares_tat_seqs = protbert_transformed_umap.transform(embedded_cares_tat_seqs)\n",
    "#reduced_protbert_neuro_tat_seqs = protbert_transformed_umap.transform(embedded_neuro_tat_seqs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "shape_reformatter = BlockInputShapeReformatter()\n",
    "BLOCKNAME = \"StackedRes\"\n",
    "\n",
    "embedded_cares_tat_seqs = shape_reformatter.reformat_input(BLOCKNAME, embedded_cares_tat_seqs)\n",
    "# embedded_neuro_tat_seqs = shape_reformatter.reformat_input(BLOCKNAME, embedded_neuro_tat_seqs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = torch.load(\"../Models/NonRefinedMainModel.torch\").cpu()\n",
    "model.eval()\n",
    "\n",
    "protein_block = model.blocks.prot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "prot_block_embedded_cares_tat_seqs = nn.Flatten()(*[block(embedded_cares_tat_seqs) for block in protein_block]).cpu().detach()\n",
    "#prot_block_embedded_neuro_tat_seqs = nn.Flatten()(*[block(embedded_neuro_tat_seqs) for block in protein_block]).cpu().detach()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[0.0738, 0.0000, 1.1902,  ..., 0.6668, 0.1384, 0.0000],\n",
       "        [0.0739, 0.0000, 1.1348,  ..., 1.1480, 0.2602, 0.0000],\n",
       "        [0.1686, 0.3740, 1.0748,  ..., 1.5355, 0.7303, 0.0000],\n",
       "        ...,\n",
       "        [0.1717, 0.0000, 0.9681,  ..., 1.7671, 0.4293, 0.0000],\n",
       "        [0.0000, 0.0000, 1.3749,  ..., 1.0458, 0.1335, 0.0000],\n",
       "        [0.0000, 0.0000, 1.3347,  ..., 1.1723, 0.0786, 0.0000]])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prot_block_embedded_cares_tat_seqs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_transformed_umap = UMAP(random_state = 255).fit(prot_block_embedded_cares_tat_seqs)\n",
    "\n",
    "reduced_model_cares_tat_seqs = model_transformed_umap.transform(prot_block_embedded_cares_tat_seqs)\n",
    "#reduced_model_neuro_tat_seqs = model_transformed_umap.transform(prot_block_embedded_neuro_tat_seqs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_umap_out(umap_out, ax, **kwargs):\n",
    "    g = sbn.scatterplot(x = umap_out[:,0], y = umap_out[:,1], ax = ax, **kwargs) \n",
    "    \n",
    "    ax.set_xlabel(\"UMAP 1\")\n",
    "    ax.set_ylabel(\"UMAP 2\");\n",
    "    \n",
    "    return g"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib.colors import Normalize\n",
    "\n",
    "def plot_cbar(cmap, ax, vmin=None, vmax=None, midpoint=None, clip=False, **cbar_kwargs):\n",
    "    if type(midpoint) in [int,float]:\n",
    "        sm = plt.cm.ScalarMappable(cmap=cmap, norm=MidpointNormalize(vmin = vmin, midpoint = midpoint, vmax = vmax))\n",
    "    else:\n",
    "        sm = plt.cm.ScalarMappable(cmap=cmap, norm=Normalize(vmin = vmin, vmax = vmax))\n",
    "        \n",
    "    sm.set_array([])\n",
    "    ax.figure.colorbar(sm, ax = ax, **cbar_kwargs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x864 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "################################################\n",
    "# RPI model pass\n",
    "################################################\n",
    "\n",
    "fig,axes = plt.subplots(6,2,figsize=(6,12), sharey = True, sharex = True)\n",
    "\n",
    "SIZE = 15\n",
    "LINEWIDTH = 0.15\n",
    "\n",
    "i = -1\n",
    "for n in range(12):\n",
    "    \n",
    "    if n % 2 == 0:\n",
    "        i += 1    \n",
    "    j = n%2\n",
    "    \n",
    "    hue = filtered_cares_metadata.iloc[:,n]\n",
    "    \n",
    "    if len(filtered_cares_metadata.iloc[:,n].unique()) > 2:\n",
    "        \n",
    "        plot_umap_out(reduced_protbert_cares_tat_seqs, axes[i,j], s = SIZE, hue = hue, \n",
    "                          palette = \"Purples\", edgecolor = 'k', linewidth = LINEWIDTH, legend = False)\n",
    "            \n",
    "        plot_cbar(cmap = \"Purples\", ax = axes[i,j], vmin = hue.min(), vmax = hue.max())\n",
    "        \n",
    "    else:\n",
    "        g = plot_umap_out(reduced_protbert_cares_tat_seqs, axes[i,j], s = SIZE, hue = hue, \n",
    "                      edgecolor = 'k', linewidth = LINEWIDTH, legend = False)\n",
    "        \n",
    "        #g.legend(loc='lower right', bbox_to_anchor=(1.25, 0.5), ncol=1)\n",
    "        \n",
    "    axes[i,j].set_title(filtered_cares_metadata.columns[n])\n",
    "\n",
    "# Blue is always false, orange is always true, make the legends in PP\n",
    "plt.tight_layout()\n",
    "sbn.despine()\n",
    "\n",
    "plt.savefig(\"ProtBERT_reduced_metadata_embedding.png\", dpi = 300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "########################################################\n",
    "#\n",
    "########################################################\n",
    "\n",
    "patient_neuro_tested = patient_order.isin(neuro.index)\n",
    "tat_seq_order = neuro.index.isin(patient_order)\n",
    "proper_neuro_order = patient_order[patient_neuro_tested]\n",
    "\n",
    "reordered_neuro = neuro.loc[proper_neuro_order, :]\n",
    "\n",
    "neuro_tat_coords = reduced_protbert_cares_tat_seqs[patient_neuro_tested]\n",
    "model_neuro_tat_coords = reduced_model_cares_tat_seqs[patient_neuro_tested]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.colors as colors\n",
    "import numpy as np\n",
    "\n",
    "class MidpointNormalize(colors.Normalize):\n",
    "    \"\"\"\n",
    "    From Joe Kington: This one gives two different linear ramps:\n",
    "    \"\"\"\n",
    "    def __init__(self, vmin=None, vmax=None, midpoint=None, clip=False):\n",
    "        self.midpoint = midpoint\n",
    "        colors.Normalize.__init__(self, vmin, vmax, clip)\n",
    "\n",
    "    def __call__(self, value, clip=None):\n",
    "        # I'm ignoring masked values and all kinds of edge cases to make a\n",
    "        # simple example...\n",
    "        x, y = [self.vmin, self.midpoint, self.vmax], [0, 0.5, 1]\n",
    "        return np.ma.masked_array(np.interp(value, x, y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "#coord_domains.min()\n",
    "#coord_domains.max()\n",
    "# \"vlag\"\n",
    "\n",
    "def plot_neuro_domain(reordered_neuro, neuro_tat_coords, domain, ax, palette = 'vlag', scatter_kwargs = dict(), cbar_kwargs = dict()) -> None:\n",
    "    \n",
    "    coord_domains = reordered_neuro[domain]\n",
    "    \n",
    "    plot_cbar(palette, ax, vmin = coord_domains.min(), midpoint = 0, vmax = coord_domains.max(), **cbar_kwargs)\n",
    "    \n",
    "    plot_umap_out(neuro_tat_coords, ax, hue = coord_domains, palette = palette, edgecolor = 'k', \n",
    "                  hue_norm = MidpointNormalize(vmin = coord_domains.min(), midpoint = 0, vmax = coord_domains.max()),\n",
    "                  legend = False, **scatter_kwargs)\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "DOMAIN_TESTS = ['groovedpegdom_heaton_z', 'groovedpegnondom_heaton_z', \n",
    "                'traila_heaton_z','trailb_heaton_z', \n",
    "                'categoryfluency_total_heaton_z','letterfluencyfas_total_heaton_z', \n",
    "                'cnns_reyo_z',\n",
    "                'bvmt_immediate_heaton_z','bvmt_delay_heaton_z']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 468x576 with 19 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes = plt.subplots(5,2, figsize = (6.5,8), sharey = True, sharex = True)\n",
    "#plot_umap_out(reduced_protbert_cares_tat_seqs, ax, color = 'gray', alpha = 0.2)\n",
    "\n",
    "PALETTE = \"vlag_r\"\n",
    "#domains = [col for col in neuro.columns if 'domain_z' in col]\n",
    "\n",
    "i = -1\n",
    "for n,test in enumerate(DOMAIN_TESTS):\n",
    "    \n",
    "    if n % 2 == 0:\n",
    "        i += 1    \n",
    "    j = n%2\n",
    "    \n",
    "    plot_neuro_domain(reordered_neuro, neuro_tat_coords, domain = test, ax = axes[i,j], \n",
    "                      cbar_kwargs = {\"label\" : \" \".join(test.split(\"_\")[:-2]).title(), 'ticks': range(-5,6)}, \n",
    "                      #scatter_kwargs = {\"s\" : 15},\n",
    "                      palette = PALETTE)\n",
    "\n",
    "plt.tight_layout()\n",
    "sbn.despine()\n",
    "\n",
    "axes[-1,-1].set_visible(False)\n",
    "\n",
    "plt.savefig(\"ProtBERT_reduced_neuro_domain_embedding.png\", dpi = 300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x864 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes = plt.subplots(6,2,figsize=(6,12), sharex = True, sharey = True)\n",
    "\n",
    "SIZE = 15\n",
    "LINEWIDTH = 0.15\n",
    "\n",
    "i = -1\n",
    "for n in range(12):\n",
    "    \n",
    "    if n % 2 == 0:\n",
    "        i += 1    \n",
    "    j = n%2\n",
    "    \n",
    "    hue = filtered_cares_metadata.iloc[:,n]\n",
    "    \n",
    "    if len(filtered_cares_metadata.iloc[:,n].unique()) > 2:\n",
    "        \n",
    "        plot_umap_out(reduced_model_cares_tat_seqs, axes[i,j], s = SIZE, hue = hue, \n",
    "                      palette = \"Purples\", edgecolor = 'k', linewidth = LINEWIDTH, legend = False)\n",
    "            \n",
    "        plot_cbar(cmap = \"Purples\", ax = axes[i,j], vmin = hue.min(), vmax = hue.max())\n",
    "        \n",
    "    else:\n",
    "        g = plot_umap_out(reduced_model_cares_tat_seqs, axes[i,j], s = SIZE, hue = hue, \n",
    "                      edgecolor = 'k', linewidth = LINEWIDTH, legend = False)\n",
    "        \n",
    "        #g.legend(loc='lower right', bbox_to_anchor=(1.25, 0.5), ncol=1)\n",
    "        \n",
    "    axes[i,j].set_title(filtered_cares_metadata.columns[n])\n",
    "    \n",
    "#     plot_umap_out(reduced_model_cares_tat_seqs, axes[i,j], s = SIZE, hue = filtered_cares_metadata.iloc[:,x], \n",
    "#                   palette = \"Purples\", edgecolor = 'k', linewidth = LINEWIDTH, legend = False)\n",
    "    \n",
    "#     axes[i,j].set_title(filtered_cares_metadata.columns[x])\n",
    "    \n",
    "plt.tight_layout()\n",
    "sbn.despine()\n",
    "\n",
    "plt.savefig(\"RPI_model_reduced_metadata_embedding.png\", dpi = 300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 468x576 with 19 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes = plt.subplots(5,2, figsize = (6.5,8), sharey = True, sharex = True)\n",
    "\n",
    "PALETTE = \"vlag_r\"\n",
    "\n",
    "#domains = [col for col in neuro.columns if 'domain_z' in col]\n",
    "\n",
    "\n",
    "i = -1\n",
    "for n,test in enumerate(DOMAIN_TESTS):\n",
    "    \n",
    "    if n % 2 == 0:\n",
    "        i += 1    \n",
    "    j = n%2\n",
    "    \n",
    "    plot_neuro_domain(reordered_neuro, model_neuro_tat_coords, domain = test, ax = axes[i,j], \n",
    "                      cbar_kwargs = {\"label\" : \" \".join(test.split(\"_\")[:-2]).title(), 'ticks': range(-5,6)}, \n",
    "                      palette = PALETTE)\n",
    "plt.tight_layout()\n",
    "sbn.despine()\n",
    "\n",
    "axes[-1,-1].set_visible(False)\n",
    "\n",
    "plt.savefig(\"RPI_model_reduced_neuro_domain_embedding.png\", dpi = 300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}