{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Inpsect Bias Model\n",
    "\n",
    "Manually inspect bias model.\n",
    "\n",
    "Empirically, I've observed bias model training can fail if:\n",
    "1. Training non-peak regions are not thresholded to be below a certain count threshold\n",
    "2. Training on many non-peak regions (e.g. 70k). 40-50k seems to have worked before.\n",
    "\n",
    "You can tweak the `--threshold_factor` paramter above or below the default 0.5 to increase or decrease the count threshold.\n",
    "\n",
    "Check below to see an examples of how one can quickly identify failed bias models (e.g. AP1 response). In general, the visual inspection below is not sufficient to ensure proper bias model training. You'll have to do the following to be more certain:\n",
    "1. MoDISco on counts and profile of bias model and inspect them to ensrue no TF motif is picked up\n",
    "2. Train a ChromBPNet model with the bias model, run MoDISco on profile and ensure no tn5 motif is picked up."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import sys\n",
    "sys.path.append(\"../src/\")\n",
    "from utils.loss import multinomial_nll\n",
    "from utils import one_hot\n",
    "from utils.data_utils import load_test_data\n",
    "from metrics import softmax "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "with tf.keras.utils.CustomObjectScope({'multinomial_nll':multinomial_nll}):\n",
    "    model_bias = tf.keras.models.load_model(\"../pretrained/c1.h5\")    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2114, 1000)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "INP_LEN = model_bias.input_shape[1]\n",
    "OUT_LEN = model_bias.output_shape[0][1]\n",
    "\n",
    "INP_LEN, OUT_LEN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "TEST_CHR = [\"chr1\"]\n",
    "VAL_CHR = [\"chr8\", \"chr10\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_peaks_seqs, test_peaks_cts, test_nonpeaks_seqs, test_nonpeaks_cts = \\\n",
    "    load_test_data(\"/users/surag/oak/projects/scATAC-reprog/bpnet/data/20210818_n62599/peaks/overlap_merged/cluster_idx1.bed\", \n",
    "                   \"/users/surag/oak/projects/scATAC-reprog/bpnet/data/20210818_n62599/peaks/gc_neg/cluster_idx1.gc.neg.bed\", \n",
    "                   \"/users/surag/genomes/hg38/GRCh38_no_alt_analysis_set_GCA_000001405.15.fasta\", \n",
    "                   \"/users/surag/oak/projects/scATAC-reprog/clusters/20210714_n64913/bigwigs/cluster_idx1.bw\",\n",
    "                   TEST_CHR, INP_LEN, OUT_LEN)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Motif Inspection\n",
    "\n",
    "Shoudl not respond to TF motifs. TF motifs picked should be based on prevalance of motif in cell type. E.g. AP1 is super common in fibroblasts.\n",
    "\n",
    "By \"response\", we are looking for elevated profile signal that extends beyond the central motif site."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def bias_check_preds_for_motif(bias_model, seqs, motif):\n",
    "    w_mot_seqs = seqs.copy()\n",
    "    MID = bias_model.input_shape[1]//2 - len(motif)//2\n",
    "    w_mot_seqs[:, MID:MID+len(motif)] = one_hot.dna_to_one_hot([motif])\n",
    "    \n",
    "    raw_seqs_pred_prof, raw_seqs_pred_cts = bias_model.predict(seqs,verbose=True)\n",
    "    w_mot_seqs_pred_prof, w_mot_seqs_pred_cts = bias_model.predict(w_mot_seqs, verbose=True)\n",
    "    \n",
    "    return softmax(raw_seqs_pred_prof), softmax(w_mot_seqs_pred_prof), raw_seqs_pred_cts, w_mot_seqs_pred_cts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def bias_check_plot_tracks(raw_bias, raw_mot_bias, start=450, end=550):\n",
    "    plt.rcParams[\"figure.figsize\"] = (6,4)\n",
    "    width = end - start\n",
    "    \n",
    "    plt.plot(range(width), raw_mot_bias[:, start:end].mean(0), label='bias w/ motif')\n",
    "    plt.plot(range(width), raw_bias[:, start:end].mean(0), '--', label='bias w/o motif')\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### tn5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "32/32 [==============================] - 3s 18ms/step\n",
      "32/32 [==============================] - 0s 14ms/step\n"
     ]
    }
   ],
   "source": [
    "raw_bias, bias_w_tn5, raw_bias_cts, bias_w_tn5_cts = bias_check_preds_for_motif(model_bias, test_nonpeaks_seqs[:1000], \"CAGTCCTGGACTG\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0039379597"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.median(bias_w_tn5_cts-raw_bias_cts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Dg/ZznLSQeUTEA6QA5ccrVFWLnd9VwIsEmq9OqCxjuip7noOJVuEEhxXAcBHJE5FYYC6wqFmeRcB1zvYc4H1VbfUvQUQ8ItLX2Y4BLgbWnUhZxnRlPr8fEYh1u6zmYKKKp60MquoVkduBdwA38LSqrheRe4ACVV0EPAU8JyKFwAECAQQAEdkB9AZiReRS4HxgJ/COExjcwHvAX5xTWi3LmGjj9Ssel+B2idUcTFRpMzgAqOqbwJvN0n4VtF0DXN7KubmtFDuplfytlmVMtPH5FbdL8LjE5jmYqGIzpI2JIJ9f8bhcuN1io5VMVLHgYEwEeYNrDtasZKKIBQdjIshnfQ4mSllwMCaCjtUcbLSSiS4WHIyJIJ/fbzUHE5UsOBgTQV6/4nZbn4OJPhYcjImgxtFKLhutZKKLBQdjIqihz8Ft8xxMlLHgYEwE+XyB0Uoet/U5mOhiwcGYCDpWc7DRSia6WHAwJoIaRit5bLSSiTIWHIyJIK9fcTX0OViHtIkiFhyMiaCGGdJWczDRxoKDMRHUZLSSBQcTRSw4GBNBDfMcrOZgoo0FB2MiqMloJZvnYKJIWMFBRGaJyGYRKRSReSGOx4nIAuf4chHJddLTRWSJiBwWkYeD8ieKyBsisklE1ovIfUHHrheRUhFZ7fzcdBLu05hOYaOVTLRqMziIiBt4BLgQGAVcKSKjmmW7EahQ1WHAQ8D9TnoN8EvgzhBFP6iqpwATgSkicmHQsQWqOsH5ebJdd2RMF+L1OTUHt41WMtElnJrDZKBQVbepah0wH5jdLM9s4FlneyEwU0REVatV9SMCQaKRqh5R1SXOdh2wCsj5CvdhTJfk8yset9UcTPQJJzhkA7uD9ouctJB5VNULVALp4VyAiPQBvgksDkr+toh8ISILRWRgK+fdIiIFIlJQWloazksZ0+ECz5B22WglE3U6tUNaRDzAS8CfVHWbk/wPIFdVxwHvcqxG0oSqPqGq+aqan5GR0TEXbEw7eW2eg4lS4QSHYiD423uOkxYyj/OBnwKUh1H2E8AWVf1jQ4KqlqtqrbP7JDApjHKM6ZJ8traSiVLhBIcVwHARyRORWGAusKhZnkXAdc72HOB9VT3uX4KI/CeBIPKTZulZQbuXABvDuEZjuiSvjVYyUcrTVgZV9YrI7cA7gBt4WlXXi8g9QIGqLgKeAp4TkULgAIEAAoCI7AB6A7EicilwPnAI+DmwCVglIgAPOyOTfiQilwBep6zrT86tGtPxfE2e52CjlUz0aDM4AKjqm8CbzdJ+FbRdA1zeyrm5rRQrreS/G7g7nOsypquzPgcTrWyGtDER5PM5o5XcNlrJRBcLDsZEkNfmOZgoZcHBmAhqPlqpjXEaxnQZFhyMiaDg0UoAVnkw0cKCgzER4vcrfqVxtBJg6yuZqGHBwZgI8TlNSJ6g4GD9DiZaWHAwJkIaAoHbedgPYCOWTNSw4GBMhDQEgiY1B3vgj4kSFhyMiZCGQOAO6pC2moOJFhYcjImQhs5njzswlBWsz8FEDwsOxkTIsT6H4JqDjVYy0cGCgzERErLPwWoOJkpYcDAmQpqMVnJbn4OJLhYcjIkQqzmYaGbBwZgI8Tn9C036HGwoq4kSFhyMiZCmNQcbrWSiS1jBQURmichmESkUkXkhjseJyALn+HIRyXXS00VkiYgcFpGHm50zSUTWOuf8SZzHwYlImoi8KyJbnN+pJ+E+jelw3pDzHGy0kokObQYHEXEDjwAXAqOAK0VkVLNsNwIVqjoMeAi430mvAX4J3Bmi6MeAm4Hhzs8sJ30esFhVhwOLnX1jok5DLSEwz8H6HEx0CafmMBkoVNVtqloHzAdmN8szG3jW2V4IzBQRUdVqVf2IQJBoJCJZQG9V/VQDC9z/Fbg0RFnPBqUbE1W8traSiWLhBIdsYHfQfpGTFjKPqnqBSiC9jTKLWikzU1X3Otv7gMwwrtGYLsdno5VMFOvSHdJOrSLkX5OI3CIiBSJSUFpa2sFXZkzbvMGjlWyeg4ky4QSHYmBg0H6OkxYyj4h4gBSgvI0yc1opc7/T7NTQ/FQSqgBVfUJV81U1PyMjI4zbMKZj+UKOVrIOaRMdwgkOK4DhIpInIrHAXGBRszyLgOuc7TnA+3qch+U6zUaHROQMZ5TStcBrIcq6LijdmKjiDbW2ks1zMFHC01YGVfWKyO3AO4AbeFpV14vIPUCBqi4CngKeE5FC4ACBAAKAiOwAegOxInIpcL6qbgB+ADwDJABvOT8A9wEvi8iNwE7gipNwn8Z0OH9jzcFlfQ4m6rQZHABU9U3gzWZpvwrargEub+Xc3FbSC4AxIdLLgZnhXJcxXVnImoMFBxMlunSHtDHRzOY5mGhmwcGYCGlac3A1STOmq7PgYEyENIxM8rgEt1uapBnT1VlwMCZCQq+tZDUHEx0sOBgTIT4brWSimAUHYyLE5jmYaGbBwZgIsbWVTDSz4GBMhDTWHNw2WslEHwsOxkRIk9FKLhutZKKLBQdjIsRmSJtoZsHBmAjx+Y6NVnK5BBHrczDRw4KDMRHSUEtwKg14XGI1BxM1LDgYEyE+v+J2CYFV6QPNS1ZzMNHCgoMxEeJ1gkMDj8tl8xxM1LDgYEyE+Pz+xo5oaKg52GglEx0sOBgTIS1rDtbnYKKHBQdjIsTn1xA1BwsOJjqEFRxEZJaIbBaRQhGZF+J4nIgscI4vF5HcoGN3O+mbReQCJ22kiKwO+jkkIj9xjv1GRIqDjl10cm7VmI4VqDkc+xOzmoOJJm0+JlRE3MAjwNeBImCFiCxyngPd4EagQlWHichc4H7gX0RkFIHnSY8GBgDvicgIVd0MTAgqvxh4Nai8h1T1wa98d8Z0Ip+vWc3BbTUHEz3CqTlMBgpVdZuq1gHzgdnN8swGnnW2FwIzJTB+bzYwX1VrVXU7UOiUF2wmsFVVd57oTRjTFYUcrWTBwUSJcIJDNrA7aL/ISQuZR1W9QCWQHua5c4GXmqXdLiJfiMjTIpIa6qJE5BYRKRCRgtLS0jBuw5iO5fP78bhttJKJTp3aIS0iscAlwP8EJT8GDCXQ7LQX+K9Q56rqE6qar6r5GRkZkb5UY9ot1Ggla1Yy0SKc4FAMDAzaz3HSQuYREQ+QApSHce6FwCpV3d+QoKr7VdWnqn7gL7RshjImKthoJRPNwgkOK4DhIpLnfNOfCyxqlmcRcJ2zPQd4X1XVSZ/rjGbKA4YDnwWddyXNmpREJCto9zJgXbg3Y0xXYqOVTDRrc7SSqnpF5HbgHcANPK2q60XkHqBAVRcBTwHPiUghcIBAAMHJ9zKwAfACt6mqD0BEkgiMgPpes5d8QEQmAArsCHHcmKhgNQcTzdoMDgCq+ibwZrO0XwVt1wCXt3LuvcC9IdKrCXRaN0//TjjXZExXZ2srmWhmM6SNiZDQaytZcDDRwYKDMRHi9TWrObgFrw1lNVHCgoMxEeLza4h5DlZzMNHBgoMxEWKjlUw0s+BgTITYaCUTzSw4GBMhtraSiWYWHIyJEButZKKZBQdjIiT0k+BstJKJDhYcjImQkH0ONgnORAkLDsZESGCeQ9BoJbeNVjLRw4KDMRFio5VMNLPgYEyEeP2K222jlUx0suBgTITYaCUTzSw4GBMhNlrJRDMLDsZEiPU5mGhmwcGYCLG1lUw0Cys4iMgsEdksIoUiMi/E8TgRWeAcXy4iuUHH7nbSN4vIBUHpO0RkrYisFpGCoPQ0EXlXRLY4v1O/4j0a0yla1hxcqILfAoSJAm0GBxFxA48AFwKjgCtFZFSzbDcCFao6DHgIuN85dxSBR4aOBmYBjzrlNThHVSeoan5Q2jxgsaoOBxY7+8ZEFVXF17zPwRm5ZLUHEw3CqTlMBgpVdZuq1gHzgdnN8swGnnW2FwIzRUSc9PmqWquq24FCp7zjCS7rWeDSMK7RmC6loW+heZ9D8DFjurJwgkM2sDtov8hJC5lHVb1AJYHnQx/vXAX+V0RWisgtQXkyVXWvs70PyAx1USJyi4gUiEhBaWlpGLdhTMfxaSAANJ3n0FBzsBFLpuvrzA7pqap6GoHmqttEZHrzDKqqBIJIC6r6hKrmq2p+RkZGhC/VmPaxmoOJduEEh2JgYNB+jpMWMo+IeIAUoPx456pqw+8S4FWONTftF5Esp6wsoCT82zGma2joV2g+Win4mDFdWTjBYQUwXETyRCSWQAfzomZ5FgHXOdtzgPedb/2LgLnOaKY8YDjwmYgkiUgygIgkAecD60KUdR3w2ondmjGdp2H11eajlcBqDiY6eNrKoKpeEbkdeAdwA0+r6noRuQcoUNVFwFPAcyJSCBwgEEBw8r0MbAC8wG2q6hORTODVQJ81HuBFVX3becn7gJdF5EZgJ3DFSbxfYzrEsZpDqD4HCw6m62szOACo6pvAm83SfhW0XQNc3sq59wL3NkvbBoxvJX85MDOc6zKmqzpun4M908FEAZshbUwENIxICj3PwUYrma7PgoMxEdBYc3DbaCUTnSw4GBMBNlrJRDsLDsZEQOg+BxutZKKHBQdjIsDrs9FKJrpZcDAmAo4/Q9o6pE3XZ8HBmAgIOVqpoeZgQ1lNFLDgYEwEHKs5HPsTs9FKJppYcDAmAkLOkLbnOZgoYsHBmAjwhQgOnTFa6YXlO9lWerjDXs90HxYcjImArrC2Uk29j5+/uo7nP93VIa9nuhcLDsZEQMOIpM4crVRaVQvA7oojHfJ6pnux4GBMBHSFeQ6lh53gcMCCg2k/Cw7GREBXWFuprOpYcFC1TnDTPhYcTI9woLqOD77suGeNe0NMgmsY1tpR8xwaag7VdT4qjtR3yGua7sOCg+kRnvl4Ozf8v8+orvWe0Pnr91RS7wu/r8AXYuE9t7ujaw51jdvWtGTay4KD6RG2lVXjV9hbWdPuc/ccPMrFf/6I11bvCfuc0DWHju1zKHNqDgC7LDiYdgorOIjILBHZLCKFIjIvxPE4EVngHF8uIrlBx+520jeLyAVO2kARWSIiG0RkvYj8OCj/b0SkWERWOz8XnYT7ND3czvLAh+PeyqPtPndLyWFUYUdZddjn+EIsn9EZo5UGpMQDNmLJtF+bjwkVETfwCPB1oAhYISKLVHVDULYbgQpVHSYic4H7gX8RkVEEnic9GhgAvCciIwg8T/oOVV0lIsnAShF5N6jMh1T1wZN1k6ZnU1V2lAc+2PcebH/NoSEotKfW0VVqDoPTk6j1+tl9oP1B0fRs4dQcJgOFqrpNVeuA+cDsZnlmA8862wuBmSIiTvp8Va1V1e1AITBZVfeq6ioAVa0CNgLZX/12jGnp4JF6qmoCfQ17TqDmsL0xOIR/bugZ0h3b51B6uJa+yXHkpCVan4Npt3CCQzawO2i/iJYf5I15VNULVALp4ZzrNEFNBJYHJd8uIl+IyNMikhrqokTkFhEpEJGC0tKOG4Viok9DrQFOsObgnL+vPTUHX8uF9xpHK3XgUNaMXnEMTE2wZiXTbp3aIS0ivYC/AT9R1UNO8mPAUGACsBf4r1DnquoTqpqvqvkZGRkdcbkmSjX0NyTHe06o5tDQrLSn8mjY8wUaaw6dNM/hSJ2X6joffZNjGZSWSHHFUVsN1rRLOMGhGBgYtJ/jpIXMIyIeIAUoP965IhJDIDC8oKqvNGRQ1f2q6lNVP/AXAs1axpywneVHEIH8wantHq1U7/Ozu+IoveI81NT7qTwa3nyB4/Y5dMA8h4ZhrBm94hiYlojXryfUGW96rnCCwwpguIjkiUgsgQ7mRc3yLAKuc7bnAO9r4CvWImCuM5opDxgOfOb0RzwFbFTVPwQXJCJZQbuXAevae1PGBNtZXk1W73hy+yax92D43/4Bipxv3JPz0oDwO6VDjVZyuQSRjhmtVHo4cJ19k+MYmJoIYJ3Spl3aDA5OH8LtwDsEOo5fVtX1InKPiFziZHsKSBeRQuBfgXnOueuBl4ENwNvAbarqA6YA3wHODTFk9QERWSsiXwDnAD89WTdreqYd5dUMTk9iQEoC1XU+DtWEPxGuoUnpzCHpQPid0o2rsoo0Sfe4pEP6HEqb1BwSABvOatqnzaGsAKr6JvBms7RfBW3XAJe3cu69wL3N0j4CpJX83wnnmowJ164DRzjv1Eyy+gTG/O+tPEpKQkxY5zaMVDpzaENwCLfmoLgkUFsI5nZJh7T9N0yAy0iOIy0pFpfYLGnTPjZD2nRrVTX1lB2uY3B6ElnOhLD2jFjaUV5NcpyHU/on43ZJ2Od6/dpkpFIDj8vVrprDgeo6Hv9ga7sDSsNy3WlJscS4XWSlJFhwMO1iwcF0aw0jlQanJ5KVEmheac+Ipe1l1eT2TcLjdtEvOa5dNQe3q2XluL01h1dWFXHfW5tYvq087HMgUHNoCAwAA9MS2F1hfQ4mfBYcTLfWsKbQ4PRE+iXH4ZL2zVfYUR4IDgBZKfHh9zn4tMlIpQaBPofwO6Q376sCaPeKsqVVtfTtFdu4P8gmwpl2suBgosbSzSVs2HOo7YxBGiawDU4PfPvP7B3PnjCbhuq8foorjpKXHhjtk5WSEHZg8fn9TeY4NGhvzeHL/ScWHMoO15KRHNe4PzA1kZKqWmrqfe0qx/RcFhxMVNhRVs3Nfy3gX19e3a6hqDvLjtC3Vyy94gJjL9rz7X/XgSP4lSY1h3AnwgX6HFqpOYQ5z8HvV77cf5jEWDeb9lW1a55C6eFa+vYKCg5pgQBX1I4RS298sZffLFpPnbdjFgo0XYsFBxMVfvfWRup9yqZ9VSzffiDs83YeCAxjbZDVJyHsfoOGYawNwaF/SnzYE+Fa7XNwh19z2HXgCEfrfcz92iAAloVZe1BVyqrqyGgSHJzhrGHOdfD7ld+9tZFn/rmDf315tc2u7oEsOLSDqrKzvJr/Xb+Px5Zu5e5XvuDRpYV8tv1AxKvrH20p487/WUPJofavDRTt/rm1jHfW7+eH5w6jT2IMz3y8I+xzd5YfYbDTLAQwICWePWFOhGtokspzgsuAPk6HdhjNUidjtNJmp0npm+OzyEqJD7tpqbrOx9F6H32TW9Ycwn2uw/LtByiqOMq04X15/Yu9/OLv6+xRoyeJ368UVRxhbVEly74sZcnmki75dx3WPIfuyudX2LMad6++0GdgyDyqyvrtuylYtZKdheuJrSpihX8kq3QEWQk+Lq17g+c1nRJXX/oOGMbE0adw3pjsJt9Wv6r5n+1iwWt/ZxTbuXbLdB687lzGZKcAsHLnAd5au4+8jCQmDkxlRGYvPO4Ix3xVKPsSDu6C6rJj6amDYfBZge36oxCTcPwyKndDYjrEtv5v5fMrv319I9l9ErjtnGHU+5StH73MkRf+SGJ8PIy8EIadB/G9g07ygttDTb2PvZU1DE4LqjmkJFDr9VNxpJ60pNgQrwj4/VCxHc+29xkXH0NqQuDPpL8zFLa0vBRS6gL3gEJ8H/DEHjt33xdMK51Pqj8WvFPA43xI+32c5StgYnk5rN0Kyf0hZSD0GQTSspbR0Bk9IjOZGSMyeGPtXrw+Px5RKNkIB7bC0JkQ16vJeQ3Pjg6uOWT0imNkTCnrNqzDe/qgNv+PLFxZRHKchye+k8/DS7bwyJKtVNd6OTUzgT5aSVqMl6HDT2FIZlqLuRwAHNwd+m9q16fw4X/B2fMgexLUVII7tsX/lZ3l1RRXHMXtEmK0hsTKrSSVryOxfC3emN4Ujv8ZR+p8jNn8ZzIHDMY1ejb06nfce0IV/D5wt/2xV+f1s6pwNzvXf0ZKgofB2Vnk5WQRn5gCccngckPNISjdDOWFgfev9wDonQ2puYHjzfh9fj5YsZL7PjnK5v1VzHW/T67sp0x786xmU540lKycoUwf2Y+zR2aQk5rY8sI6UI8ODq+tLuaU129hlP9L/AMm4TrlosAfavpQdMBpfLruS/q9djVjvFsY03BSDOyZ9DN6ff18eh/aCo8GzdkrAd9+Yd7/3szSxAuYll7JDbUvEu8WYn2HifVW4+mVRtqFv8A96GtwaA8UrQh8yFYWU11exIH9RTza9+cMHJzH6em17Fv9DiO2vMCrMYUArKz/jDmPx/OzqX3Rda8w8uAy/tW1hb2axpeaw51yFTGZI7k8bjnnVy6k3hXHYelFFYn0SYghafbvyeqfBV/8D3wxP/DH0nsAZE2AnEkw4DQQoXbRHdTt20RZn3HsThxNxZF6KqqqeceXT2lVDa9VzSWJpk0UCzmPgrG9uHR8f05/8VQkqR++9GF4U4cR12845E2D/mNh9wr4+61QvgUQfH0GU5GYR+FpP8fTdyjph9aTUvwBxKfyRZkyrWQd1w45TDxn8p0zB/PWxxvx7VgBMX5Y+3Lgw2XUbPj2k4ELefp8iOtNZc4FjBUvZ9buhz3VMGACeXGHeCP2bno9eifExIA7BlwxcNYPYeLVsG8tPHUB1FdzPXA9wH2/gG89wYCsc7nE9U9m/O2qZv+TBG54CwafCcsegKW/YzbOuvZ/nA+Tb4apd8DBndx79LdwlMCqYg0u+B2c+YPAB/6yB6H2ECAMKc/i0pQ8kuQcZozIoGzl36l+8r9JKf8C6gKBg5RBVH73Qx775z5uOHMgmWWfkLjiFW50C9mubCAH/H7kbzfyjvsVKIKy3/UnddS5uMdfAUPPgaMV8Pbd0O9U6DeKoxpD/Lq3uGHkWSTEurlzgo9r1vwG16YS+m6qxC2BGsSP3r6ND+LO5ltZZdzmfpX0zEGIOwa2LYHSTayfs5RBw8aQfHATuDzwzz/D6hfwxvWhoMRDXXUpOV8+Q96aPyAjZsGp3+RInZclqzbww61fw6/wdMwDnOte3fhPVamJLPWfxh0rluPCzz9iF5G1Zif+t/6N+pQ8YqlDTrsOZvwM6o7AX87FKx68h8vwHC3Ho3W8l/U9Ng67mQGJXiaVvEpy1jB6ZQykeMcWDuxcx6t1k3m1qBfneT/kT7EPt/jcuCX2d2yNG8Vl9W9we80TLY7X3P4FhbV98H38MEO2/pVadxI1rkRiq/cy2V+FJD/Pf1wymvM3Pk9m8Xu4/M7jXOth445hXLjxHgD+O/k5hsYdIjY5jV69U0nwH8GfmkvdlDvp3zseWflMIAAPO6/FNZwMPTo4ZCTH8cfeP2NY6XtcsuczTtnzWwDWppzNL2L/jTW7K3gmMY1DQ25lxLjTSeo/HFJzGRCbFPimEH8K3F0Mh4oD34Irizi8dxvT3GeghzPQop30PrgOrwoVJHBYE8is3MKvX1zJmTMyOK/2PbKW3gFAjcSz39eHUvqwta6ElzbWcYfnZX7o+Ttl8Tn4zrkf96DJDDlSx6h3fbyx9CNeiXuUg73ziBl5NVkH95C5fyNf5maz/KCbz/fUMKjeRawcpY+UkS1H8FXApX98j4zsXK6N+5KplXtwu9303r2ahNUvUO+K5+6Rb7Bq92HOq6jmUvduRhZ/TJ7zYbBJhvCPfqcxon8yL6f+Gk1IxZeQDuJGBHZUuVi0Zg+vrNjG7fFzGFi5h9zKPQyVAuLkCIsHfI/6s34KhzyM9fVhdfaPKS8vI618K0MPFPLL7avYoiVc6V7M72KeAuBs4OwY0MpsqNpLdtoQ1gy/nYd3HObTO88hft9K2PxG4MMH2F1WBSn5ZO97j8xt8/hHHIHVwdw/gAETSOvbj32aRp+MPLJ7x1J99Chb9laQUOlmJECfwXDadyBzDD94+yDT0g5x5cADkD6UjOQ41jGUDwbdzozRg499268ug7Qhge1Rl0JqHvNWp6L7N3B/5jLYuhSm/wzShnBX8u+oTR3BHy/OgcP7oHwr5E4NnFt/BIpXBmpBvnouOvC/XIxC0QSmDJ/CYtcRaitLYNwVMHAyJKRRu28j17+wnrrdq/nBqoegvpR0dzy/jKmB156H/ssgazwkZ8GMu/jnXqVy4xKmrnudhIQ+eIaeA5542LYU1rwEQAJwrwt2p6QCs5HYXmRl56G9TseXlMmRxP5Uej2cL6NJKo1n3/r1HKhfT1zRP0mkhi0J43nVfy0vP7+JStnD/yb+kmG+rXjx8JRvNn+snM3RBUVAEaMlkavdZ/CNDe+Rsv4VEoHpmsA1ky/jovE5pG+5ku1HzqW6Vy6HUkdxJGEgaW4XC2LdJMZ6+LLkDZ7/7J9kFb3F8ANF1LsTKFoL+w6uY29JCVeVp+Cvr6WC4ZTrJGLiE1m2dwBLt3/JaNnBt+Puh88D//xDgFwV3o5P4tunfZuZg67haNwUquuhaN9+SkpL8R6tIqvXqXg0mZL6s/lLfS5l8YPYvO8wtRW7GUA5b/3hc474Y/i6y8ss93CSqCFZavDHDidp/Dd448KpuOMS4ayXArWZoxVQuglKNnCKz8t7Q2awdHMJaZ/6iK0uJqlqE0l7jlJFIp/6R3HnsvdJSYjhQ/kNxWmnI3Mmc0r/oJrzSSLdoR0xPz9fCwoKTuhcVeWTreU8vmwbq7/cQZa7ivj4OOp6D+bq0wdxeX4OcZ6WVcT2lN/QmedT5d0N+/nLsm2sKaokjUP0lwMUaV969+nLFV8LvF5WSgIV1XVs3vA5sUdLmDj1IiSomlrr9bFyRzlfS64gJnNkq69dVVNPjNtFfEzg3MKSw7y7YT/vb9pPUcVRyg/XUefzA0oWBxjj2s6mhNM4ZXAWEwf1YXi/ZDLjvWQd3kBKgpvY3DOP31REYKnodzfsZ/n2AyTHeUhJjEEU1hduo2DXQfbVH2vi6RXnYfzAFM7IS+dreWnEeVwcrvVSVePFW1+D1BzCU3eQM8ecQp++mY3nfbqtnLlPfMpvLx3Dd84Y3Ji+aM0e5v3tC47U+egV52ZKcgkc2Mrvb7qE3tkjIa4XJYdqmPx/FnPP7NFce2YuP57/eeOzoc8flcldF55Cdp8Eaup9TPztu/x45nB+ct6Ixtc463eLOWNoOn+4YsJx/x1u+WsBuw4c4e2fTIf6GogJNEnNfvgjUpNieeaG4y82XFPv44xfv8IvxlUz51uXQ2wSVzz+CUfrffzjh1Mb83z3mRUs336Akaku7jjyEGfPuZX5B0fxxOsf8voFh0me/kNo1vfx4vJd/PzvXzA+J5U/XzmxsT+CIwegZCP3LlrN+qOpvHDHHMTTStNbkFqvj7+tLObxD7ay60A1aUlxXDA6k7OG9mXL/ip2frmGQSXvU5g2g0EjJnD6kDRSEmJQhTqfn893HeTjL/fh272CnIx0vnvZLEYPaqOJqJnSqlo+3FLKih0VFOw4wN7KGvL6JjGsXy+GZ/ZiwsA+jMvp0zhqrdbro+RQLXv27efAni3UHiii74AhjBw1gYy0Pu167QYNf19H6ryM7J/MKf2Tye6TSJzHFbrprR33VlhymMO1Xo7W+6g8Ws+GPZWs21lKcUkp8749hSvyQzeLt0VEVqpqfshjPT04BKv3+fG4BAnR/nsyqSqrdlVQVHGU3PQkBqcn0iex7T/CSFzH4Vovfj943ILHLcS6XRG7/5p6H5v2VZEc7yGzd3zjH2p7qSqXPPwxa4srOWtoOteeOZhPtpbz7Cc7yR+cyk3ThrBkUwnvbNhHrzgPH/7bOY335PcrI3/5FjdOHcJVkwdx9oNLuOaMwWT2jufRJYVU1zUdWPCnKydyyfgBjfvfevRj4mPcvHjzGce9xhufWcH+qhpe/+G0JumXPfoxveI8PHfj6cc9f/2eSr7xp4/485UT+abz+o8sKeT372zm8kk59Osdx5rdlXy8tYw/XDGeOI+bH7ywiudvPJ3Ptpfz8JJCttx7UcgRUwBvrd3Lvy38AhF4YM54Zo3pDwTWX5r2wBLu+PoIfjhz+HGvsTmvz8+2smqGODPK28vr80e+v6ybqa71IgKJsSf2t3S84NCjm5Wai+mg/5giwqTBaUwa3HbeSF9Hcnx4C9CdDPExbiYM7POVyxERnrtxMi9+tosXPt3F959fBcBNU/O468JTiHG7mDWmP//pG4PPr02CncslZPYOzHV44sOteFwubjtnGJm947k8P4fXPt9DnfMlITHWzfmjMpu8dlafhLAm4nn9ijvkaKVj8xz+trKIjwvLeGDOuBYfig2d0af0T25Mu2T8AN7dsJ9lW0opO1yHAL+dPYbLJuZQU+8jOc7Dq58XE+txkZYU22pgALhwbBajB6Rw+0ur+P7zK8kfnEp6r9hAuQLfmpTT5j22uDe3ixGZyW1nPM75pn2STvALVjgsOJio1Ccxlh+cPYxbpg3hgy9LSYrzcIazrHaDGLeLmBAtggNSElhXXMnuiqN8e1I2mb0DTT79kuO5efqQ475uVu94Fm/cj6oet4bla2USXMMM6bLDtfx60XoO13rJ7ZvEj5p9S9+8v4pYt6txjgUEhqP+/bYpQKAGVOfzNzYZxse4uXBsf974Yi+nDU5tMgGuNYPSE1n4/bP40+ItLN9ezvayaiqP1vOtiTlk9zl+86Hp/iw4mKjmcbuYeWpm2xmDZPWJ57MdB3AJfG/60Haem0BNvZ+DR+pJbTYUtqSqht7xMcTHuPH6/SG/uXtcLo54vfx58RaO1vuYMiyd/168hbNHZjAup09jvs37qhjar1ertVmXS4hvNlzy0onZvFwQqI1MGdY3rPuJ9bi484LW+61Mz2X1ONPjNKzOeuHYrCbfzMMxoGHZ72azrF9bXcz0B5Yw5/F/crjWe9yaw+6Ko7ywfBdzvzaQR6+aRL/kOH66YDVHg/o7Nu+rYmRmrxbnH88ZeelkpcTj16ZzHIw5EWEFBxGZJSKbRaRQROaFOB4nIguc48tFJDfo2N1O+mYRuaCtMp3HkS530hc4jyY15qQZ0jcJEbh1RvtqDXBsIlzDOkden5/fvr6BH89fzbB+vdi0t4rvPVfA0XpfKzUHobSqlliPi5+cN4KUxBgevHw8W0uruef1wDpGlUfq2VtZw8h2Dk90uaSx8zx4drQxJ6LNZiURcQOPAF8HioAVIrJIVTcEZbsRqFDVYSIyF7gf+BcRGUXgmdOjgQHAeyLSMC6wtTLvBx5S1fki8rhT9mMn42aNgUDzy2mDUxnWr33fzOHYEhr3vbWJ/7tsG6VVtWwvq+b6s3L5+TdOZdHqPdzxP2sAOGdkRovzGwLG96YPbVw1dcqwvtw8LY+/fLidpZtLOXtkYBhncGd0e+7t/y7b1tiPYsyJCqfmMBkoVNVtqloHzMeZ/BlkNvCss70QmCmB3rrZwHxVrVXV7UChU17IMp1zznXKwCnz0hO+O2NCiPW4TigwQKC55pvjB9A7IQaXBDqJ/3vuBH5zyWhi3C6+PSmHf7/oFICQNYc+iTFk9o7j5ul5TdL//aJTefa7kxmcnshLn+0CYOQJBIdTs3rz7Hcnc3l++0cbGRMsnA7pbGB30H4R0HyQdmMeVfWKSCWQ7qR/2uzcbGc7VJnpwEFV9YbI34SI3ALcAjBo0KAwbsOYr87lEv585cTj5rll+lBi3a5jk8uC/OLiUfys3t9iXLqIMGNEBjNGZPD5rgp2HTjSWEtprxkjWtZYjGmvqB2tpKpPAE9AYBJcJ1+OMU1cPyUvZHrv+Bhoo8Vn4qBUJg5KjcBVGRO+cJqVioHgudk5TlrIPCLiAVKA8uOc21p6OdDHKaO11zLGGBNh4QSHFcBwZxRRLIEO5kXN8iwCrnO25wDva2BdjkXAXGc0Ux4wHPistTKdc5Y4ZeCU+dqJ354xxpgT0WazktOHcDvwDuAGnlbV9SJyD1CgqouAp4DnRKQQOEDgwx4n38vABsAL3KaqPoBQZToveRcwX0T+k8B6iU+dvNs1xhgTDlt4zxhjeqjjLbxnM6SNMca0YMHBGGNMCxYcjDHGtGDBwRhjTAvdokNaREqBnSd4el+g7CReTrToiffdE+8ZeuZ998R7hvbf92BVDTmlvlsEh69CRApa663vznrifffEe4aeed898Z7h5N63NSsZY4xpwYKDMcaYFiw4OIv39UA98b574j1Dz7zvnnjPcBLvu8f3ORhjjGnJag7GGGNasOBgjDGmhR4dHERklohsFpFCEZnX2dcTCSIyUESWiMgGEVkvIj920tNE5F0R2eL87nZPlxERt4h8LiKvO/t5IrLceb8XOMvFdysi0kdEForIJhHZKCJn9pD3+qfO/+91IvKSiMR3t/dbRJ4WkRIRWReUFvK9lYA/Off+hYic1t7X67HBQUTcwCPAhcAo4EoRGdW5VxURXuAOVR0FnAHc5tznPGCxqg4HFjv73c2PgY1B+/cDD6nqMKACuLFTriqy/ht4W1VPAcYTuP9u/V6LSDbwIyBfVccQeAzAXLrf+/0MMKtZWmvv7YUEnp8znMDjlB9r74v12OAATAYKVXWbqtYB84HZnXxNJ52q7lXVVc52FYEPi2wC9/qsk+1Z4NJOucAIEZEc4BvAk86+AOcCC50s3fGeU4DpOM9AUdU6VT1IN3+vHR4gwXmKZCKwl272fqvqMgLPywnW2ns7G/irBnxK4AmbWe15vZ4cHLKB3UH7RU5atyUiucBEYDmQqap7nUP7gMzOuq4I+SPwb4Df2U8HDqqq19nvju93HlAK/D+nOe1JEUmim7/XqloMPAjsIhAUKoGVdP/3G1p/b7/y51tPDg49ioj0Av4G/ERVDwUfcx7P2m3GNIvIxUCJqq7s7GvpYB7gNOAxVZ0IVNOsCam7vdcATjv7bALBcQCQRMvml27vZL+3PTk4FAMDg/ZznLRuR0RiCASGF1T1FSd5f0M10/ld0lnXFwFTgEtEZAeB5sJzCbTF93GaHaB7vt9FQJGqLnf2FxIIFt35vQY4D9iuqqWqWg+8QuD/QHd/v6H19/Yrf7715OCwAhjujGiIJdCBtaiTr+mkc9ranwI2quofgg4tAq5ztq8DXuvoa4sUVb1bVXNUNZfA+/q+ql4NLAHmONm61T0DqOo+YLeIjHSSZhJ4fnu3fa8du4AzRCTR+f/ecN/d+v12tPbeLgKudUYtnQFUBjU/haVHz5AWkYsItE27gadV9d7OvaKTT0SmAh8CaznW/v7vBPodXgYGEVju/ApVbd7ZFfVE5GzgTlW9WESGEKhJpAGfA9eoam0nXt5JJyITCHTCxwLbgBsIfAns1u+1iPwH8C8ERud9DtxEoI2927zfIvIScDaBZbn3A78G/k6I99YJkg8TaF47AtygqgXter2eHByMMcaE1pOblYwxxrTCgoMxxpgWLDgYY4xpwYKDMcaYFiw4GGOMacGCgzHGmBYsOBhjjGnh/wPfYBWZqAjaigAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bias_check_plot_tracks(raw_bias, bias_w_tn5)\n",
    "bias_check_plot_tracks(raw_bias, bias_w_tn5, 400, 600)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This looks ok."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### AP1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "94/94 [==============================] - 2s 17ms/step\n",
      "94/94 [==============================] - 1s 14ms/step\n"
     ]
    }
   ],
   "source": [
    "raw_bias, bias_w_ap1, raw_bias_cts, bias_w_ap1_cts = bias_check_preds_for_motif(model_bias, test_nonpeaks_seqs[:3000], \"ATGAGTCAT\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.002045989"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.median(bias_w_ap1_cts-raw_bias_cts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Example where bias model doesn't pick up TF motif**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bias_check_plot_tracks(raw_bias, bias_w_ap1)\n",
    "bias_check_plot_tracks(raw_bias, bias_w_ap1, 400, 600)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Example where bias model picks up TF motif**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bias_check_plot_tracks(raw_bias, bias_w_ap1)\n",
    "bias_check_plot_tracks(raw_bias, bias_w_ap1, 400, 600)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the signal is elevated up to 50 bp on either side after insertion of motif! This suggests the model is picking up TF associated signal!\n",
    "\n",
    "In general performing MoDISco on profile would reveal all motifs learned."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### NFI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "94/94 [==============================] - 1s 14ms/step\n",
      "94/94 [==============================] - 1s 14ms/step\n"
     ]
    }
   ],
   "source": [
    "raw_bias, bias_w_nfi, raw_bias_cts, bias_w_nfi_cts = bias_check_preds_for_motif(model_bias, test_nonpeaks_seqs[:3000], \"TTGGCCCTGAGCCAA\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0020623207"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.median(bias_w_nfi_cts-raw_bias_cts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bias_check_plot_tracks(raw_bias, bias_w_nfi)\n",
    "bias_check_plot_tracks(raw_bias, bias_w_nfi, 400, 600)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This looks ok."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### CTCF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "94/94 [==============================] - 1s 14ms/step\n",
      "94/94 [==============================] - 1s 14ms/step\n"
     ]
    }
   ],
   "source": [
    "raw_bias, bias_w_ctcf, raw_bias_cts, bias_w_ctcf_cts = bias_check_preds_for_motif(model_bias, test_nonpeaks_seqs[:3000], \"CCCCGGCGCCCCCTGGTGGC\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.00788784"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.median(bias_w_ctcf_cts-raw_bias_cts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bias_check_plot_tracks(raw_bias, bias_w_ctcf)\n",
    "bias_check_plot_tracks(raw_bias, bias_w_ctcf, 400, 600)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This looks ok."
   ]
  },
  {
   "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": "3.7.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
