{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "23a05f48",
   "metadata": {},
   "source": [
    "# Affinity Distillation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1b764f62",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T18:41:31.251705Z",
     "start_time": "2026-04-27T18:38:41.242963Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2026-04-27 18:38:56.193533: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0\n"
     ]
    }
   ],
   "source": [
    "import random\n",
    "import glob\n",
    "import re\n",
    "from IPython.display import display, HTML\n",
    "import h5py\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pyfaidx import Fasta\n",
    "from tangermeme.utils import one_hot_encode, characters\n",
    "from tangermeme.ersatz import substitute, dinucleotide_shuffle\n",
    "from Bio.Seq import Seq\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "from adjustText import adjust_text\n",
    "from sklearn.linear_model import RANSACRegressor\n",
    "from tensorflow.keras.models import load_model\n",
    "# Need to import to avoid an error\n",
    "from bpnet.model.arch import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c0c62e81",
   "metadata": {},
   "outputs": [],
   "source": [
    "display(HTML(\"<style>.container { width:100% !important; }</style>\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e7382d30",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T18:42:00.849724Z",
     "start_time": "2026-04-27T18:42:00.817227Z"
    }
   },
   "outputs": [],
   "source": [
    "def affinity_distillation(motif, model_name, bpnet_model, fold=0):\n",
    "    # TODO: currently hard-coded for fold 0. Change for each fold\n",
    "    test_chromosomes = [\"chr1\", \"chr3\", \"chr6\"]\n",
    "    peak_file = glob.glob(f\"/users/shouvikm/data/Cell_Lines_Ped_Leukemia/Reh/*/{model_name}/idr_peaks/peaks_inliers.bed\")[0]\n",
    "    peaks_df = pd.read_csv(peak_file, sep='\\t', header=None)\n",
    "    held_out_peaks_df = peaks_df[peaks_df[0].isin(test_chromosomes)]\n",
    "\n",
    "    input_seq_len = 2114\n",
    "    num_marginalization_samples = 100\n",
    "    genome = Fasta(\"/users/shouvikm/BPNet/data/hg38.genome.fa\")\n",
    "    nucleotides = ['A', 'T', 'C', 'G']\n",
    "\n",
    "    seed = 0\n",
    "    random_sequences = []\n",
    "    motif_inserted_sequences = []\n",
    "    while(len(random_sequences) < num_marginalization_samples):\n",
    "        random.seed(seed)\n",
    "\n",
    "        random_peak_index = random.randint(0, held_out_peaks_df.shape[0]-1)\n",
    "        random_peak = held_out_peaks_df.iloc[random_peak_index]\n",
    "        chr, start, end = random_peak[0], random_peak[1], random_peak[2]\n",
    "        peak_center = start + ((end - start) // 2)\n",
    "        random_seq_start = peak_center - (input_seq_len // 2)\n",
    "        random_seq_end = peak_center + (input_seq_len // 2)\n",
    "        random_seq = genome[chr][random_seq_start:random_seq_end].seq\n",
    "\n",
    "        all_valid_nucleotides = all([letter in nucleotides for letter in random_seq])\n",
    "        if not all_valid_nucleotides: \n",
    "            seed += 1\n",
    "            continue\n",
    "\n",
    "        random_seq_one_hot = one_hot_encode(random_seq).unsqueeze(0)\n",
    "        random_seq_shuf_one_hot = dinucleotide_shuffle(random_seq_one_hot, n=1, random_state=seed)\n",
    "        random_seq_bpnet_input = random_seq_shuf_one_hot[0].numpy().transpose((0, 2, 1))\\\n",
    "                                    .astype(\"float32\")\n",
    "        random_sequences.append(random_seq_bpnet_input)\n",
    "        \n",
    "        motif_inserted_seq_one_hot = substitute(random_seq_shuf_one_hot[0], motif)\n",
    "        motif_inserted_seq_bpnet_input = motif_inserted_seq_one_hot.numpy().transpose((0, 2, 1))\\\n",
    "                                            .astype(\"float32\")\n",
    "        motif_inserted_sequences.append(motif_inserted_seq_bpnet_input)\n",
    "        \n",
    "        seed += 1\n",
    "    \n",
    "    random_sequences = np.vstack(random_sequences)\n",
    "    motif_inserted_sequences = np.vstack(motif_inserted_sequences)\n",
    "        \n",
    "    profile_bias = np.zeros((num_marginalization_samples, 1000, 2), dtype=np.float32)\n",
    "    counts_bias = np.zeros((num_marginalization_samples, 2), dtype=np.float32)\n",
    "    _, pred_logcounts_random_sequences = bpnet_model.predict([random_sequences, \n",
    "                                                        profile_bias, \n",
    "                                                        counts_bias])\n",
    "    _, pred_logcounts_motif_inserted_sequences = bpnet_model.predict([motif_inserted_sequences, \n",
    "                                                                profile_bias, \n",
    "                                                                counts_bias])\n",
    "\n",
    "    log_fold_changes = pred_logcounts_motif_inserted_sequences - pred_logcounts_random_sequences\n",
    "    marginalization_score = log_fold_changes.mean()\n",
    "    return marginalization_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5bcf4029",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T18:42:01.339581Z",
     "start_time": "2026-04-27T18:42:01.322899Z"
    }
   },
   "outputs": [],
   "source": [
    "def generate_all_1bp_substitutions(core_motif):\n",
    "    motif_mutations = [core_motif]\n",
    "    nucleotides = ['A', 'C', 'G', 'T']\n",
    "    for i, motif_nucleotide in enumerate(core_motif):\n",
    "        for possible_nucleotide in nucleotides:\n",
    "            if motif_nucleotide is not possible_nucleotide:\n",
    "                motif_mutated = (core_motif[:i] + possible_nucleotide + core_motif[i+1:])\n",
    "                motif_mutations.append(motif_mutated)\n",
    "    return motif_mutations\n",
    "\n",
    "def generate_all_2bp_substitutions(core_motif):\n",
    "    len_core_motif = len(core_motif)\n",
    "    motif_mutations = [core_motif]\n",
    "    nucleotides = ['A', 'C', 'G', 'T']\n",
    "    for i, motif_nucleotide_i in enumerate(core_motif):\n",
    "        for j in range(i+1, len_core_motif):\n",
    "            motif_nucleotide_j = core_motif[j]\n",
    "            for possible_nucleotide_i in nucleotides:\n",
    "                for possible_nucleotide_j in nucleotides:\n",
    "                    if (possible_nucleotide_i is not motif_nucleotide_i and\n",
    "                        possible_nucleotide_j is not motif_nucleotide_j):\n",
    "                        motif_mutated = (core_motif[:i] + \n",
    "                                         possible_nucleotide_i + \n",
    "                                         core_motif[i+1:j] + \n",
    "                                         possible_nucleotide_j + \n",
    "                                         core_motif[j+1:])\n",
    "                        motif_mutations.append(motif_mutated)\n",
    "    return motif_mutations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1d68eacd",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T18:42:01.816601Z",
     "start_time": "2026-04-27T18:42:01.800192Z"
    }
   },
   "outputs": [],
   "source": [
    "def create_pairwise_affinities_scatter_plot(model_1, model_2, ax, size_points_by_residuals=True, \n",
    "                                            point_size_scale_residual=10000,\n",
    "                                            label_points_residual_percentile=95):\n",
    "    ransac_regression = RANSACRegressor(random_state=0)\n",
    "    ransac_regression.fit(motif_affinities_df[model_1].values.reshape(-1, 1), \n",
    "                          motif_affinities_df[model_2].values)\n",
    "    y_pred = ransac_regression.predict(motif_affinities_df[model_1].values.reshape(-1, 1))\n",
    "    residuals = (motif_affinities_df[model_2] - y_pred) ** 2\n",
    "    ax.scatter(motif_affinities_df[model_1], motif_affinities_df[model_2], \n",
    "                s=point_size_scale_residual*residuals if size_points_by_residuals else 10)\n",
    "    residuals_nth_percentile = np.percentile(residuals, label_points_residual_percentile)\n",
    "    texts = []\n",
    "    for i, motif in enumerate(motif_affinities_df.index):\n",
    "        if residuals[i] >= residuals_nth_percentile:\n",
    "            texts.append(ax.text(motif_affinities_df[model_1][i], \n",
    "                                 motif_affinities_df[model_2][i], \n",
    "                                 motif, ha='center', va='center'))\n",
    "    adjust_text(texts, ax=ax)\n",
    "    ax.axline((0, ransac_regression.estimator_.intercept_), slope=ransac_regression.estimator_.coef_[0], \n",
    "               color='tab:blue')\n",
    "#     ax.axline((0, 0), slope=1, color='gray', linestyle='--')\n",
    "    ax.set_xlabel(model_1, fontsize=13)\n",
    "    ax.set_ylabel(model_2, fontsize=13)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "10ff351a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T18:42:02.638476Z",
     "start_time": "2026-04-27T18:42:02.627997Z"
    }
   },
   "outputs": [],
   "source": [
    "def calculate_differential_affinity_motifs(model, background_models, motif_affinities_df):\n",
    "    ransac_regression = RANSACRegressor(random_state=0)\n",
    "    ransac_regression.fit(motif_affinities_df[background_models].values, \n",
    "                          motif_affinities_df[model].values)\n",
    "    y_pred = ransac_regression.predict(motif_affinities_df[background_models].values)\n",
    "    residuals = motif_affinities_df[model] - y_pred\n",
    "    residuals_scaled = (residuals - residuals.mean()) / residuals.std()\n",
    "    differential_affinity_motifs = residuals_scaled.sort_values(ascending=False)\n",
    "    return differential_affinity_motifs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8d17796e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T18:42:03.164726Z",
     "start_time": "2026-04-27T18:42:03.152559Z"
    }
   },
   "outputs": [],
   "source": [
    "def match_motif_and_color_background(value, motif, color):\n",
    "    # Wrap matches in a styled span tag\n",
    "    pattern = re.compile(re.escape(motif))\n",
    "    return pattern.sub(f'<span style=\"background-color: {color};\">\\g<0></span>', value)\n",
    "\n",
    "def highlight_motifs_in_dataframe(df, motifs_to_highlight):\n",
    "    colors = ['yellow', 'lightgreen', 'cyan', 'pink']\n",
    "    for i, motif in enumerate(motifs_to_highlight):\n",
    "        color = colors[i%len(colors)]\n",
    "        df = df.applymap(lambda value: match_motif_and_color_background(value, motif, color))\n",
    "    # Render as HTML (disabling escaping to let spans work)\n",
    "    return HTML(df.to_html(escape=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "1325503a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T18:42:03.841266Z",
     "start_time": "2026-04-27T18:42:03.824161Z"
    }
   },
   "outputs": [],
   "source": [
    "def create_kmer_rank_distribution_rugplot(model_diff_affinity_motifs_df, kmer_pattern, \n",
    "                                          fusion_ER_models, title, width=3, linewidth=1):\n",
    "    fig, axs = plt.subplots(model_diff_affinity_motifs_df.shape[1], 1, \n",
    "                        figsize=(width, 0.5 * model_diff_affinity_motifs_df.shape[1]))\n",
    "    for row, model in enumerate(model_diff_affinity_motifs_df.columns):\n",
    "        has_kmer_pattern = kmer_pattern(model_diff_affinity_motifs_df[model])\n",
    "        kmer_pattern_rank_distribution = np.where(has_kmer_pattern)[0]\n",
    "        color = 'tab:red' if model in fusion_ER_models else 'tab:blue'\n",
    "        ax = axs[row]\n",
    "        sns.rugplot(kmer_pattern_rank_distribution, color=color, height=1, \n",
    "                    linewidth=linewidth, ax=ax)\n",
    "        ax.set_xlim([-5, model_diff_affinity_motifs_df.shape[0]])\n",
    "        ax.set_ylabel(model, rotation=0, ha='right')\n",
    "        ax.set_yticks([])\n",
    "        if (row < model_diff_affinity_motifs_df.shape[1] - 1):\n",
    "            ax.set_xticks([])\n",
    "        elif (row == model_diff_affinity_motifs_df.shape[1] - 1): \n",
    "            ax.set_xlabel('Differential affinity rank')\n",
    "    plt.suptitle(title, fontsize=10.5, y=0.95)\n",
    "    return plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "33a2a991",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "### Experiment 1: core RUNX1 motif (TGTGGT) with 1-2bp substitutions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c354f0ab",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-22T04:05:25.561405Z",
     "start_time": "2026-01-22T04:05:25.547942Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['TGTGGT',\n",
       " 'AGTGGT',\n",
       " 'CGTGGT',\n",
       " 'GGTGGT',\n",
       " 'TATGGT',\n",
       " 'TCTGGT',\n",
       " 'TTTGGT',\n",
       " 'TGAGGT',\n",
       " 'TGCGGT',\n",
       " 'TGGGGT',\n",
       " 'TGTAGT',\n",
       " 'TGTCGT',\n",
       " 'TGTTGT',\n",
       " 'TGTGAT',\n",
       " 'TGTGCT',\n",
       " 'TGTGTT',\n",
       " 'TGTGGA',\n",
       " 'TGTGGC',\n",
       " 'TGTGGG']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "core_motif = 'TGTGGT'\n",
    "motif_mutations_1bp = generate_all_1bp_substitutions(core_motif)\n",
    "motif_mutations_1bp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ece641eb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-22T04:05:27.021728Z",
     "start_time": "2026-01-22T04:05:27.006726Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['TGTGGT',\n",
       " 'AATGGT',\n",
       " 'ACTGGT',\n",
       " 'ATTGGT',\n",
       " 'CATGGT',\n",
       " 'CCTGGT',\n",
       " 'CTTGGT',\n",
       " 'GATGGT',\n",
       " 'GCTGGT',\n",
       " 'GTTGGT',\n",
       " 'AGAGGT',\n",
       " 'AGCGGT',\n",
       " 'AGGGGT',\n",
       " 'CGAGGT',\n",
       " 'CGCGGT',\n",
       " 'CGGGGT',\n",
       " 'GGAGGT',\n",
       " 'GGCGGT',\n",
       " 'GGGGGT',\n",
       " 'AGTAGT',\n",
       " 'AGTCGT',\n",
       " 'AGTTGT',\n",
       " 'CGTAGT',\n",
       " 'CGTCGT',\n",
       " 'CGTTGT',\n",
       " 'GGTAGT',\n",
       " 'GGTCGT',\n",
       " 'GGTTGT',\n",
       " 'AGTGAT',\n",
       " 'AGTGCT',\n",
       " 'AGTGTT',\n",
       " 'CGTGAT',\n",
       " 'CGTGCT',\n",
       " 'CGTGTT',\n",
       " 'GGTGAT',\n",
       " 'GGTGCT',\n",
       " 'GGTGTT',\n",
       " 'AGTGGA',\n",
       " 'AGTGGC',\n",
       " 'AGTGGG',\n",
       " 'CGTGGA',\n",
       " 'CGTGGC',\n",
       " 'CGTGGG',\n",
       " 'GGTGGA',\n",
       " 'GGTGGC',\n",
       " 'GGTGGG',\n",
       " 'TAAGGT',\n",
       " 'TACGGT',\n",
       " 'TAGGGT',\n",
       " 'TCAGGT',\n",
       " 'TCCGGT',\n",
       " 'TCGGGT',\n",
       " 'TTAGGT',\n",
       " 'TTCGGT',\n",
       " 'TTGGGT',\n",
       " 'TATAGT',\n",
       " 'TATCGT',\n",
       " 'TATTGT',\n",
       " 'TCTAGT',\n",
       " 'TCTCGT',\n",
       " 'TCTTGT',\n",
       " 'TTTAGT',\n",
       " 'TTTCGT',\n",
       " 'TTTTGT',\n",
       " 'TATGAT',\n",
       " 'TATGCT',\n",
       " 'TATGTT',\n",
       " 'TCTGAT',\n",
       " 'TCTGCT',\n",
       " 'TCTGTT',\n",
       " 'TTTGAT',\n",
       " 'TTTGCT',\n",
       " 'TTTGTT',\n",
       " 'TATGGA',\n",
       " 'TATGGC',\n",
       " 'TATGGG',\n",
       " 'TCTGGA',\n",
       " 'TCTGGC',\n",
       " 'TCTGGG',\n",
       " 'TTTGGA',\n",
       " 'TTTGGC',\n",
       " 'TTTGGG',\n",
       " 'TGAAGT',\n",
       " 'TGACGT',\n",
       " 'TGATGT',\n",
       " 'TGCAGT',\n",
       " 'TGCCGT',\n",
       " 'TGCTGT',\n",
       " 'TGGAGT',\n",
       " 'TGGCGT',\n",
       " 'TGGTGT',\n",
       " 'TGAGAT',\n",
       " 'TGAGCT',\n",
       " 'TGAGTT',\n",
       " 'TGCGAT',\n",
       " 'TGCGCT',\n",
       " 'TGCGTT',\n",
       " 'TGGGAT',\n",
       " 'TGGGCT',\n",
       " 'TGGGTT',\n",
       " 'TGAGGA',\n",
       " 'TGAGGC',\n",
       " 'TGAGGG',\n",
       " 'TGCGGA',\n",
       " 'TGCGGC',\n",
       " 'TGCGGG',\n",
       " 'TGGGGA',\n",
       " 'TGGGGC',\n",
       " 'TGGGGG',\n",
       " 'TGTAAT',\n",
       " 'TGTACT',\n",
       " 'TGTATT',\n",
       " 'TGTCAT',\n",
       " 'TGTCCT',\n",
       " 'TGTCTT',\n",
       " 'TGTTAT',\n",
       " 'TGTTCT',\n",
       " 'TGTTTT',\n",
       " 'TGTAGA',\n",
       " 'TGTAGC',\n",
       " 'TGTAGG',\n",
       " 'TGTCGA',\n",
       " 'TGTCGC',\n",
       " 'TGTCGG',\n",
       " 'TGTTGA',\n",
       " 'TGTTGC',\n",
       " 'TGTTGG',\n",
       " 'TGTGAA',\n",
       " 'TGTGAC',\n",
       " 'TGTGAG',\n",
       " 'TGTGCA',\n",
       " 'TGTGCC',\n",
       " 'TGTGCG',\n",
       " 'TGTGTA',\n",
       " 'TGTGTC',\n",
       " 'TGTGTG']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "core_motif = 'TGTGGT'\n",
    "motif_mutations_2bp = generate_all_2bp_substitutions(core_motif)\n",
    "motif_mutations_2bp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6462ddf8",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-22T04:05:28.793972Z",
     "start_time": "2026-01-22T04:05:28.783328Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(19, 136)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(set(motif_mutations_1bp)), len(set(motif_mutations_2bp))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "601cd0fb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-22T04:05:29.296801Z",
     "start_time": "2026-01-22T04:05:29.286284Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'TGTGGT'}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(motif_mutations_1bp) & set(motif_mutations_2bp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "bb679319",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-22T04:05:30.517232Z",
     "start_time": "2026-01-22T04:05:30.508065Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "154"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "motif_mutations = set(motif_mutations_1bp + motif_mutations_2bp)\n",
    "len(motif_mutations)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a17c69bf",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-22T04:58:10.523818Z",
     "start_time": "2026-01-22T04:05:50.966357Z"
    },
    "hidden": true,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2026-04-20 19:36:58.704861: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set\n",
      "2026-04-20 19:36:58.705148: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1\n",
      "2026-04-20 19:36:58.874506: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: \n",
      "pciBusID: 0000:2a:00.0 name: NVIDIA L40S computeCapability: 8.9\n",
      "coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.53GiB deviceMemoryBandwidth: 804.75GiB/s\n",
      "2026-04-20 19:36:58.874858: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 1 with properties: \n",
      "pciBusID: 0000:3d:00.0 name: NVIDIA L40S computeCapability: 8.9\n",
      "coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.53GiB deviceMemoryBandwidth: 804.75GiB/s\n",
      "2026-04-20 19:36:58.875171: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 2 with properties: \n",
      "pciBusID: 0000:ab:00.0 name: NVIDIA L40S computeCapability: 8.9\n",
      "coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.53GiB deviceMemoryBandwidth: 804.75GiB/s\n",
      "2026-04-20 19:36:58.875479: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 3 with properties: \n",
      "pciBusID: 0000:bd:00.0 name: NVIDIA L40S computeCapability: 8.9\n",
      "coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.53GiB deviceMemoryBandwidth: 804.75GiB/s\n",
      "2026-04-20 19:36:58.875537: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0\n",
      "2026-04-20 19:36:58.875617: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11\n",
      "2026-04-20 19:36:58.875657: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11\n",
      "2026-04-20 19:36:58.884213: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10\n",
      "2026-04-20 19:36:58.891125: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10\n",
      "2026-04-20 19:36:58.904526: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10\n",
      "2026-04-20 19:36:58.912414: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11\n",
      "2026-04-20 19:36:58.912566: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8\n",
      "2026-04-20 19:36:58.916342: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0, 1, 2, 3\n",
      "2026-04-20 19:36:58.917868: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 AVX512F FMA\n",
      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
      "2026-04-20 19:36:58.934348: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set\n",
      "2026-04-20 19:36:59.414804: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: \n",
      "pciBusID: 0000:2a:00.0 name: NVIDIA L40S computeCapability: 8.9\n",
      "coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.53GiB deviceMemoryBandwidth: 804.75GiB/s\n",
      "2026-04-20 19:36:59.415082: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 1 with properties: \n",
      "pciBusID: 0000:3d:00.0 name: NVIDIA L40S computeCapability: 8.9\n",
      "coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.53GiB deviceMemoryBandwidth: 804.75GiB/s\n",
      "2026-04-20 19:36:59.415323: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 2 with properties: \n",
      "pciBusID: 0000:ab:00.0 name: NVIDIA L40S computeCapability: 8.9\n",
      "coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.53GiB deviceMemoryBandwidth: 804.75GiB/s\n",
      "2026-04-20 19:36:59.415558: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 3 with properties: \n",
      "pciBusID: 0000:bd:00.0 name: NVIDIA L40S computeCapability: 8.9\n",
      "coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.53GiB deviceMemoryBandwidth: 804.75GiB/s\n",
      "2026-04-20 19:36:59.415786: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0\n",
      "2026-04-20 19:36:59.415798: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11\n",
      "2026-04-20 19:36:59.415807: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11\n",
      "2026-04-20 19:36:59.416053: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10\n",
      "2026-04-20 19:36:59.416070: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10\n",
      "2026-04-20 19:36:59.416084: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10\n",
      "2026-04-20 19:36:59.416098: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11\n",
      "2026-04-20 19:36:59.416107: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8\n",
      "2026-04-20 19:36:59.417868: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0, 1, 2, 3\n",
      "2026-04-20 19:36:59.417900: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0\n",
      "2026-04-20 19:37:03.007781: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix:\n",
      "2026-04-20 19:37:03.007828: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267]      0 1 2 3 \n",
      "2026-04-20 19:37:03.007837: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0:   N Y Y Y \n",
      "2026-04-20 19:37:03.007840: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 1:   Y N Y Y \n",
      "2026-04-20 19:37:03.007842: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 2:   Y Y N Y \n",
      "2026-04-20 19:37:03.007844: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 3:   Y Y Y N \n",
      "2026-04-20 19:37:03.009492: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 42306 MB memory) -> physical GPU (device: 0, name: NVIDIA L40S, pci bus id: 0000:2a:00.0, compute capability: 8.9)\n",
      "2026-04-20 19:37:03.010577: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:1 with 42306 MB memory) -> physical GPU (device: 1, name: NVIDIA L40S, pci bus id: 0000:3d:00.0, compute capability: 8.9)\n",
      "2026-04-20 19:37:03.011622: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:2 with 42306 MB memory) -> physical GPU (device: 2, name: NVIDIA L40S, pci bus id: 0000:ab:00.0, compute capability: 8.9)\n",
      "2026-04-20 19:37:03.012523: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:3 with 42306 MB memory) -> physical GPU (device: 3, name: NVIDIA L40S, pci bus id: 0000:bd:00.0, compute capability: 8.9)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2026-04-20 19:37:05.653611: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2)\n",
      "2026-04-20 19:37:05.672296: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 3600000000 Hz\n",
      "2026-04-20 19:37:08.020499: W tensorflow/stream_executor/gpu/asm_compiler.cc:63] Running ptxas --version returned 256\n",
      "2026-04-20 19:37:08.302513: W tensorflow/stream_executor/gpu/redzone_allocator.cc:314] Internal: ptxas exited with non-zero error code 256, output: \n",
      "Relying on driver to perform ptx compilation. \n",
      "Modify $PATH to customize ptxas location.\n",
      "This message will be only logged once.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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    }
   ],
   "source": [
    "models = ['Reh_HPA', 'Reh_PAS', 'Reh_DMSO_HPA', 'REH_ETV6-RUNX1_rep2', \n",
    "          'Reh_ETV6_Atlas', 'Nalm6_ETV6-RUNX1_V5_B', 'Reh_DMSO_RUNX1', \n",
    "          'Reh_RUNX1_B', 'REH_RUNX1_rep2', 'Nalm6_RUNX1']\n",
    "fusion_ER_models = ['Reh_HPA', 'Reh_PAS', 'Reh_DMSO_HPA', 'REH_ETV6-RUNX1_rep2', \n",
    "                    'Reh_ETV6_Atlas', 'Nalm6_ETV6-RUNX1_V5_B']\n",
    "native_ER_models = ['Reh_DMSO_RUNX1', 'Reh_RUNX1_B', 'REH_RUNX1_rep2', 'Nalm6_RUNX1']\n",
    "\n",
    "output_file_name = 'affinity_distillation_results/motif_affinities_TGTGGT_1_2bp_subs.csv'\n",
    "\n",
    "i = 0\n",
    "motif_affinities = []\n",
    "for model in models:\n",
    "    fold = 0\n",
    "    if model in fusion_ER_models:\n",
    "        model_dir = '/users/shouvikm/BPNet/models'\n",
    "        model_file = f\"{model_dir}/{model}/fold_{fold}/model_split000\"\n",
    "    elif model in native_ER_models:\n",
    "        model_dir = '/users/shouvikm/BPNet/fusion_deconvolution_V3/models'\n",
    "        model_file = f\"{model_dir}/{model}_native/fold_{fold}/model_split000\"\n",
    "    bpnet = load_model(model_file)\n",
    "\n",
    "    affinities = []\n",
    "    for motif in motif_mutations:\n",
    "        if i%10==0: print(i)\n",
    "        affinity = affinity_distillation(motif, model, bpnet)\n",
    "        affinities.append(affinity)\n",
    "        i += 1\n",
    "    motif_affinities.append(affinities)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b1edd2a4",
   "metadata": {
    "hidden": true
   },
   "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>Reh_HPA</th>\n",
       "      <th>Reh_PAS</th>\n",
       "      <th>Reh_DMSO_HPA</th>\n",
       "      <th>REH_ETV6-RUNX1_rep2</th>\n",
       "      <th>Reh_ETV6_Atlas</th>\n",
       "      <th>Nalm6_ETV6-RUNX1_V5_B</th>\n",
       "      <th>Reh_DMSO_RUNX1</th>\n",
       "      <th>Reh_RUNX1_B</th>\n",
       "      <th>REH_RUNX1_rep2</th>\n",
       "      <th>Nalm6_RUNX1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AGCGGT</th>\n",
       "      <td>0.017204</td>\n",
       "      <td>0.029200</td>\n",
       "      <td>0.087105</td>\n",
       "      <td>0.079307</td>\n",
       "      <td>0.016871</td>\n",
       "      <td>0.088541</td>\n",
       "      <td>0.008237</td>\n",
       "      <td>0.008633</td>\n",
       "      <td>0.024916</td>\n",
       "      <td>0.006514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGTGGT</th>\n",
       "      <td>0.031916</td>\n",
       "      <td>0.053092</td>\n",
       "      <td>0.227705</td>\n",
       "      <td>0.250595</td>\n",
       "      <td>0.024996</td>\n",
       "      <td>0.240415</td>\n",
       "      <td>0.022619</td>\n",
       "      <td>0.028009</td>\n",
       "      <td>0.078363</td>\n",
       "      <td>0.011037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGTGTT</th>\n",
       "      <td>0.006975</td>\n",
       "      <td>0.013843</td>\n",
       "      <td>0.010653</td>\n",
       "      <td>0.009635</td>\n",
       "      <td>0.019327</td>\n",
       "      <td>-0.004705</td>\n",
       "      <td>0.000266</td>\n",
       "      <td>0.000308</td>\n",
       "      <td>0.009530</td>\n",
       "      <td>-0.003415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CGGGGT</th>\n",
       "      <td>0.004679</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>-0.003385</td>\n",
       "      <td>0.008238</td>\n",
       "      <td>0.008062</td>\n",
       "      <td>-0.012193</td>\n",
       "      <td>0.000128</td>\n",
       "      <td>0.001973</td>\n",
       "      <td>0.007455</td>\n",
       "      <td>-0.003131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTGGGT</th>\n",
       "      <td>0.002381</td>\n",
       "      <td>0.005932</td>\n",
       "      <td>-0.001731</td>\n",
       "      <td>0.006365</td>\n",
       "      <td>0.016562</td>\n",
       "      <td>-0.014990</td>\n",
       "      <td>-0.000234</td>\n",
       "      <td>-0.000733</td>\n",
       "      <td>0.006245</td>\n",
       "      <td>-0.003712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGAGGA</th>\n",
       "      <td>-0.001856</td>\n",
       "      <td>-0.003777</td>\n",
       "      <td>-0.008199</td>\n",
       "      <td>0.001523</td>\n",
       "      <td>-0.005255</td>\n",
       "      <td>-0.020378</td>\n",
       "      <td>-0.000881</td>\n",
       "      <td>-0.001170</td>\n",
       "      <td>0.002185</td>\n",
       "      <td>-0.003118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGTAGC</th>\n",
       "      <td>0.005346</td>\n",
       "      <td>0.002954</td>\n",
       "      <td>-0.012747</td>\n",
       "      <td>-0.001512</td>\n",
       "      <td>0.005637</td>\n",
       "      <td>-0.010192</td>\n",
       "      <td>-0.000022</td>\n",
       "      <td>0.000317</td>\n",
       "      <td>0.000118</td>\n",
       "      <td>-0.000624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGGGGC</th>\n",
       "      <td>0.004989</td>\n",
       "      <td>0.002442</td>\n",
       "      <td>-0.004749</td>\n",
       "      <td>0.005329</td>\n",
       "      <td>0.007263</td>\n",
       "      <td>-0.010150</td>\n",
       "      <td>0.000232</td>\n",
       "      <td>0.002038</td>\n",
       "      <td>0.002825</td>\n",
       "      <td>-0.001168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGCGGT</th>\n",
       "      <td>0.032191</td>\n",
       "      <td>0.051356</td>\n",
       "      <td>0.263545</td>\n",
       "      <td>0.301147</td>\n",
       "      <td>0.026674</td>\n",
       "      <td>0.292250</td>\n",
       "      <td>0.040139</td>\n",
       "      <td>0.065912</td>\n",
       "      <td>0.093697</td>\n",
       "      <td>0.057673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGAAGT</th>\n",
       "      <td>0.002053</td>\n",
       "      <td>-0.002184</td>\n",
       "      <td>-0.009558</td>\n",
       "      <td>-0.000207</td>\n",
       "      <td>-0.002922</td>\n",
       "      <td>-0.019385</td>\n",
       "      <td>-0.000411</td>\n",
       "      <td>-0.002184</td>\n",
       "      <td>0.000561</td>\n",
       "      <td>-0.001281</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>154 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Reh_HPA   Reh_PAS  Reh_DMSO_HPA  REH_ETV6-RUNX1_rep2  Reh_ETV6_Atlas  \\\n",
       "AGCGGT  0.017204  0.029200      0.087105             0.079307        0.016871   \n",
       "TGTGGT  0.031916  0.053092      0.227705             0.250595        0.024996   \n",
       "GGTGTT  0.006975  0.013843      0.010653             0.009635        0.019327   \n",
       "CGGGGT  0.004679  0.003226     -0.003385             0.008238        0.008062   \n",
       "TTGGGT  0.002381  0.005932     -0.001731             0.006365        0.016562   \n",
       "...          ...       ...           ...                  ...             ...   \n",
       "TGAGGA -0.001856 -0.003777     -0.008199             0.001523       -0.005255   \n",
       "TGTAGC  0.005346  0.002954     -0.012747            -0.001512        0.005637   \n",
       "TGGGGC  0.004989  0.002442     -0.004749             0.005329        0.007263   \n",
       "TGCGGT  0.032191  0.051356      0.263545             0.301147        0.026674   \n",
       "TGAAGT  0.002053 -0.002184     -0.009558            -0.000207       -0.002922   \n",
       "\n",
       "        Nalm6_ETV6-RUNX1_V5_B  Reh_DMSO_RUNX1  Reh_RUNX1_B  REH_RUNX1_rep2  \\\n",
       "AGCGGT               0.088541        0.008237     0.008633        0.024916   \n",
       "TGTGGT               0.240415        0.022619     0.028009        0.078363   \n",
       "GGTGTT              -0.004705        0.000266     0.000308        0.009530   \n",
       "CGGGGT              -0.012193        0.000128     0.001973        0.007455   \n",
       "TTGGGT              -0.014990       -0.000234    -0.000733        0.006245   \n",
       "...                       ...             ...          ...             ...   \n",
       "TGAGGA              -0.020378       -0.000881    -0.001170        0.002185   \n",
       "TGTAGC              -0.010192       -0.000022     0.000317        0.000118   \n",
       "TGGGGC              -0.010150        0.000232     0.002038        0.002825   \n",
       "TGCGGT               0.292250        0.040139     0.065912        0.093697   \n",
       "TGAAGT              -0.019385       -0.000411    -0.002184        0.000561   \n",
       "\n",
       "        Nalm6_RUNX1  \n",
       "AGCGGT     0.006514  \n",
       "TGTGGT     0.011037  \n",
       "GGTGTT    -0.003415  \n",
       "CGGGGT    -0.003131  \n",
       "TTGGGT    -0.003712  \n",
       "...             ...  \n",
       "TGAGGA    -0.003118  \n",
       "TGTAGC    -0.000624  \n",
       "TGGGGC    -0.001168  \n",
       "TGCGGT     0.057673  \n",
       "TGAAGT    -0.001281  \n",
       "\n",
       "[154 rows x 10 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "motif_affinities_df = pd.DataFrame(motif_affinities).T\n",
    "motif_affinities_df.columns = models\n",
    "motif_affinities_df.index = motif_mutations\n",
    "motif_affinities_df.to_csv(output_file_name)\n",
    "motif_affinities_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "70d723e0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:07:53.422424Z",
     "start_time": "2026-01-28T23:07:53.416479Z"
    },
    "hidden": true
   },
   "outputs": [],
   "source": [
    "models = ['Reh_HPA', 'Reh_PAS', 'Reh_DMSO_HPA', 'REH_ETV6-RUNX1_rep2', \n",
    "          'Reh_ETV6_Atlas', 'Nalm6_ETV6-RUNX1_V5_B', 'Reh_DMSO_RUNX1', \n",
    "          'Reh_RUNX1_B', 'REH_RUNX1_rep2', 'Nalm6_RUNX1']\n",
    "fusion_ER_models = ['Reh_HPA', 'Reh_PAS', 'Reh_DMSO_HPA', 'REH_ETV6-RUNX1_rep2', \n",
    "                    'Reh_ETV6_Atlas', 'Nalm6_ETV6-RUNX1_V5_B']\n",
    "native_ER_models = ['Reh_DMSO_RUNX1', 'Reh_RUNX1_B', 'REH_RUNX1_rep2', 'Nalm6_RUNX1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7b142b55",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:07:53.481341Z",
     "start_time": "2026-01-28T23:07:53.425722Z"
    },
    "hidden": true,
    "scrolled": false
   },
   "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>Reh_HPA</th>\n",
       "      <th>Reh_PAS</th>\n",
       "      <th>Reh_DMSO_HPA</th>\n",
       "      <th>REH_ETV6-RUNX1_rep2</th>\n",
       "      <th>Reh_ETV6_Atlas</th>\n",
       "      <th>Nalm6_ETV6-RUNX1_V5_B</th>\n",
       "      <th>Reh_DMSO_RUNX1</th>\n",
       "      <th>Reh_RUNX1_B</th>\n",
       "      <th>REH_RUNX1_rep2</th>\n",
       "      <th>Nalm6_RUNX1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AGCGGT</th>\n",
       "      <td>0.017204</td>\n",
       "      <td>0.029200</td>\n",
       "      <td>0.087105</td>\n",
       "      <td>0.079307</td>\n",
       "      <td>0.016871</td>\n",
       "      <td>0.088541</td>\n",
       "      <td>0.008237</td>\n",
       "      <td>0.008633</td>\n",
       "      <td>0.024916</td>\n",
       "      <td>0.006514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGTGGT</th>\n",
       "      <td>0.031916</td>\n",
       "      <td>0.053092</td>\n",
       "      <td>0.227705</td>\n",
       "      <td>0.250595</td>\n",
       "      <td>0.024996</td>\n",
       "      <td>0.240415</td>\n",
       "      <td>0.022619</td>\n",
       "      <td>0.028009</td>\n",
       "      <td>0.078363</td>\n",
       "      <td>0.011037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGTGTT</th>\n",
       "      <td>0.006975</td>\n",
       "      <td>0.013843</td>\n",
       "      <td>0.010653</td>\n",
       "      <td>0.009635</td>\n",
       "      <td>0.019327</td>\n",
       "      <td>-0.004705</td>\n",
       "      <td>0.000266</td>\n",
       "      <td>0.000308</td>\n",
       "      <td>0.009530</td>\n",
       "      <td>-0.003415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CGGGGT</th>\n",
       "      <td>0.004679</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>-0.003385</td>\n",
       "      <td>0.008238</td>\n",
       "      <td>0.008062</td>\n",
       "      <td>-0.012193</td>\n",
       "      <td>0.000128</td>\n",
       "      <td>0.001973</td>\n",
       "      <td>0.007455</td>\n",
       "      <td>-0.003131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTGGGT</th>\n",
       "      <td>0.002381</td>\n",
       "      <td>0.005932</td>\n",
       "      <td>-0.001731</td>\n",
       "      <td>0.006365</td>\n",
       "      <td>0.016562</td>\n",
       "      <td>-0.014990</td>\n",
       "      <td>-0.000234</td>\n",
       "      <td>-0.000733</td>\n",
       "      <td>0.006245</td>\n",
       "      <td>-0.003712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGAGGA</th>\n",
       "      <td>-0.001856</td>\n",
       "      <td>-0.003777</td>\n",
       "      <td>-0.008199</td>\n",
       "      <td>0.001523</td>\n",
       "      <td>-0.005255</td>\n",
       "      <td>-0.020378</td>\n",
       "      <td>-0.000881</td>\n",
       "      <td>-0.001170</td>\n",
       "      <td>0.002185</td>\n",
       "      <td>-0.003118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGTAGC</th>\n",
       "      <td>0.005346</td>\n",
       "      <td>0.002954</td>\n",
       "      <td>-0.012747</td>\n",
       "      <td>-0.001512</td>\n",
       "      <td>0.005637</td>\n",
       "      <td>-0.010192</td>\n",
       "      <td>-0.000022</td>\n",
       "      <td>0.000317</td>\n",
       "      <td>0.000118</td>\n",
       "      <td>-0.000624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGGGGC</th>\n",
       "      <td>0.004989</td>\n",
       "      <td>0.002442</td>\n",
       "      <td>-0.004749</td>\n",
       "      <td>0.005329</td>\n",
       "      <td>0.007263</td>\n",
       "      <td>-0.010150</td>\n",
       "      <td>0.000232</td>\n",
       "      <td>0.002038</td>\n",
       "      <td>0.002825</td>\n",
       "      <td>-0.001168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGCGGT</th>\n",
       "      <td>0.032191</td>\n",
       "      <td>0.051356</td>\n",
       "      <td>0.263545</td>\n",
       "      <td>0.301147</td>\n",
       "      <td>0.026674</td>\n",
       "      <td>0.292250</td>\n",
       "      <td>0.040139</td>\n",
       "      <td>0.065912</td>\n",
       "      <td>0.093697</td>\n",
       "      <td>0.057673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGAAGT</th>\n",
       "      <td>0.002053</td>\n",
       "      <td>-0.002184</td>\n",
       "      <td>-0.009558</td>\n",
       "      <td>-0.000207</td>\n",
       "      <td>-0.002922</td>\n",
       "      <td>-0.019385</td>\n",
       "      <td>-0.000411</td>\n",
       "      <td>-0.002184</td>\n",
       "      <td>0.000561</td>\n",
       "      <td>-0.001281</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>154 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Reh_HPA   Reh_PAS  Reh_DMSO_HPA  REH_ETV6-RUNX1_rep2  Reh_ETV6_Atlas  \\\n",
       "AGCGGT  0.017204  0.029200      0.087105             0.079307        0.016871   \n",
       "TGTGGT  0.031916  0.053092      0.227705             0.250595        0.024996   \n",
       "GGTGTT  0.006975  0.013843      0.010653             0.009635        0.019327   \n",
       "CGGGGT  0.004679  0.003226     -0.003385             0.008238        0.008062   \n",
       "TTGGGT  0.002381  0.005932     -0.001731             0.006365        0.016562   \n",
       "...          ...       ...           ...                  ...             ...   \n",
       "TGAGGA -0.001856 -0.003777     -0.008199             0.001523       -0.005255   \n",
       "TGTAGC  0.005346  0.002954     -0.012747            -0.001512        0.005637   \n",
       "TGGGGC  0.004989  0.002442     -0.004749             0.005329        0.007263   \n",
       "TGCGGT  0.032191  0.051356      0.263545             0.301147        0.026674   \n",
       "TGAAGT  0.002053 -0.002184     -0.009558            -0.000207       -0.002922   \n",
       "\n",
       "        Nalm6_ETV6-RUNX1_V5_B  Reh_DMSO_RUNX1  Reh_RUNX1_B  REH_RUNX1_rep2  \\\n",
       "AGCGGT               0.088541        0.008237     0.008633        0.024916   \n",
       "TGTGGT               0.240415        0.022619     0.028009        0.078363   \n",
       "GGTGTT              -0.004705        0.000266     0.000308        0.009530   \n",
       "CGGGGT              -0.012193        0.000128     0.001973        0.007455   \n",
       "TTGGGT              -0.014990       -0.000234    -0.000733        0.006245   \n",
       "...                       ...             ...          ...             ...   \n",
       "TGAGGA              -0.020378       -0.000881    -0.001170        0.002185   \n",
       "TGTAGC              -0.010192       -0.000022     0.000317        0.000118   \n",
       "TGGGGC              -0.010150        0.000232     0.002038        0.002825   \n",
       "TGCGGT               0.292250        0.040139     0.065912        0.093697   \n",
       "TGAAGT              -0.019385       -0.000411    -0.002184        0.000561   \n",
       "\n",
       "        Nalm6_RUNX1  \n",
       "AGCGGT     0.006514  \n",
       "TGTGGT     0.011037  \n",
       "GGTGTT    -0.003415  \n",
       "CGGGGT    -0.003131  \n",
       "TTGGGT    -0.003712  \n",
       "...             ...  \n",
       "TGAGGA    -0.003118  \n",
       "TGTAGC    -0.000624  \n",
       "TGGGGC    -0.001168  \n",
       "TGCGGT     0.057673  \n",
       "TGAAGT    -0.001281  \n",
       "\n",
       "[154 rows x 10 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "motif_affinities_df = pd.read_csv('affinity_distillation_results/motif_affinities_TGTGGT_1_2bp_subs.csv', \n",
    "                                  index_col='Unnamed: 0')\n",
    "motif_affinities_df = motif_affinities_df[models]\n",
    "# multi_index_columns = pd.MultiIndex.from_tuples(\n",
    "#     [('Fusion ETV6-RUNX1 models', model) for model in fusion_ER_models] + \n",
    "#     [('Native RUNX1 models', model) for model in native_ER_models]\n",
    "# )\n",
    "# motif_affinities_df.columns = multi_index_columns\n",
    "motif_affinities_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "c5473ca5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:07:54.775474Z",
     "start_time": "2026-01-28T23:07:53.504882Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_1 = 'Reh_HPA'\n",
    "model_2 = 'REH_RUNX1_rep2'\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "create_pairwise_affinities_scatter_plot(model_1, model_2, ax, \n",
    "                                        point_size_scale_residual=100000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "f2948665",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:07:55.907993Z",
     "start_time": "2026-01-28T23:07:54.778543Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_1 = 'Reh_HPA'\n",
    "model_2 = 'Reh_RUNX1_B'\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "create_pairwise_affinities_scatter_plot(model_1, model_2, ax, \n",
    "                                        point_size_scale_residual=100000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "d80171b7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:07:56.181785Z",
     "start_time": "2026-01-28T23:07:55.912432Z"
    },
    "hidden": true,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_1 = 'Reh_ETV6_Atlas'\n",
    "model_2 = 'Reh_DMSO_RUNX1'\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "create_pairwise_affinities_scatter_plot(model_1, model_2, ax, \n",
    "                                        point_size_scale_residual=100000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "5bfc19c5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:08:07.635725Z",
     "start_time": "2026-01-28T23:07:56.183503Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 24 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(4, 6, figsize=(20, 10))\n",
    "for row, model_1 in enumerate(native_ER_models):\n",
    "    for col, model_2 in enumerate(fusion_ER_models):\n",
    "        create_pairwise_affinities_scatter_plot(model_2, model_1, axs[row, col], \n",
    "                                                point_size_scale_residual=100000)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "f7735bf8",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:08:07.699997Z",
     "start_time": "2026-01-28T23:08:07.655958Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TGACGT    1.314832\n",
       "AGTTGT    1.214079\n",
       "TGTCGT    1.205714\n",
       "TGTTGT    1.185008\n",
       "TGTCGC    1.018402\n",
       "TGTCGG    1.002088\n",
       "TTTCGT    0.956917\n",
       "CGTTGT    0.915523\n",
       "TGTTTT    0.913120\n",
       "CGTCGT    0.869275\n",
       "Name: Reh_HPA, dtype: float64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = 'Reh_HPA'\n",
    "background_models = native_ER_models\n",
    "differential_affinity_motifs = calculate_differential_affinity_motifs(model, background_models, \n",
    "                                                                      motif_affinities_df)\n",
    "differential_affinity_motifs.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "837bed98",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:08:07.782627Z",
     "start_time": "2026-01-28T23:08:07.703284Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TGCGGT    10.641407\n",
       "TGTGGT     4.015160\n",
       "CGCGGT     2.249078\n",
       "TGTGCG     1.111158\n",
       "TGCGGC     0.979377\n",
       "CGTGGT     0.766761\n",
       "AGCGGT     0.613994\n",
       "CGTCGT     0.575003\n",
       "AGTCGT     0.569890\n",
       "CGTGGC     0.521353\n",
       "Name: Reh_RUNX1_B, dtype: float64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = 'Reh_RUNX1_B'\n",
    "background_models = fusion_ER_models\n",
    "differential_affinity_motifs = calculate_differential_affinity_motifs(model, background_models, \n",
    "                                                                      motif_affinities_df)\n",
    "differential_affinity_motifs.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "b5ad3005",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:08:19.828458Z",
     "start_time": "2026-01-28T23:08:19.622709Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"6\" halign=\"left\">ETV6-RUNX1 models</th>\n",
       "      <th colspan=\"4\" halign=\"left\">Native RUNX1 models</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Reh_HPA (score)</th>\n",
       "      <th>Reh_PAS (score)</th>\n",
       "      <th>Reh_DMSO_HPA (score)</th>\n",
       "      <th>REH_ETV6-RUNX1_rep2 (score)</th>\n",
       "      <th>Reh_ETV6_Atlas (score)</th>\n",
       "      <th>Nalm6_ETV6-RUNX1_V5_B (score)</th>\n",
       "      <th>Reh_DMSO_RUNX1 (score)</th>\n",
       "      <th>Reh_RUNX1_B (score)</th>\n",
       "      <th>REH_RUNX1_rep2 (score)</th>\n",
       "      <th>Nalm6_RUNX1 (score)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rank</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>0</th>\n",
       "      <td>TGACGT (1.31)</td>\n",
       "      <td><span style=\"background-color: lightgreen;\">TGTCG</span>T (1.16)</td>\n",
       "      <td><span style=\"background-color: pink;\">TGTGG</span>T (6.21)</td>\n",
       "      <td><span style=\"background-color: pink;\">TGTGG</span>T (6.7)</td>\n",
       "      <td><span style=\"background-color: cyan;\">GTTGG</span>T (1.31)</td>\n",
       "      <td><span style=\"background-color: pink;\">TGTGG</span>C (1.9)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGG</span>T (9.83)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGG</span>T (10.64)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGG</span>T (6.86)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGG</span>T (9.92)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AGTTGT (1.21)</td>\n",
       "      <td><span style=\"background-color: lightgreen;\">TGTCG</span>C (0.97)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGG</span>T (3.99)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGG</span>T (4.55)</td>\n",
       "      <td>T<span style=\"background-color: cyan;\">GTTGG</span> (1.12)</td>\n",
       "      <td><span style=\"background-color: pink;\">TGTGG</span>G (1.45)</td>\n",
       "      <td>CGCGGT (3.1)</td>\n",
       "      <td><span style=\"background-color: pink;\">TGTGG</span>T (4.02)</td>\n",
       "      <td><span style=\"background-color: pink;\">TGTGG</span>T (4.89)</td>\n",
       "      <td><span style=\"background-color: pink;\">TGTGG</span>T (4.45)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td><span style=\"background-color: lightgreen;\">TGTCG</span>T (1.21)</td>\n",
       "      <td><span style=\"background-color: lightgreen;\">TGTCG</span>G (0.83)</td>\n",
       "      <td>AGCGGT (3.86)</td>\n",
       "      <td>CGCGGT (2.58)</td>\n",
       "      <td><span style=\"background-color: lightgreen;\">TGTCG</span>G (0.96)</td>\n",
       "      <td>TGAGGT (1.33)</td>\n",
       "      <td><span style=\"background-color: pink;\">TGTGG</span>T (2.22)</td>\n",
       "      <td>CGCGGT (2.25)</td>\n",
       "      <td>CGCGGT (3.51)</td>\n",
       "      <td>CGCGGT (3.89)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TGTTGT (1.19)</td>\n",
       "      <td>AGTGGC (0.8)</td>\n",
       "      <td>AGTGGT (3.75)</td>\n",
       "      <td>CGTGGT (2.44)</td>\n",
       "      <td>TTTGGG (0.92)</td>\n",
       "      <td>GGTGGT (1.3)</td>\n",
       "      <td>TACGGT (1.94)</td>\n",
       "      <td>TGTGCG (1.11)</td>\n",
       "      <td>CGTGGT (2.7)</td>\n",
       "      <td>AGCGGT (2.07)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td><span style=\"background-color: lightgreen;\">TGTCG</span>C (1.02)</td>\n",
       "      <td>T<span style=\"background-color: cyan;\">GTTGG</span> (0.77)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGG</span>G (3.11)</td>\n",
       "      <td>AGTGGT (2.44)</td>\n",
       "      <td>GGTGGC (0.88)</td>\n",
       "      <td>AGTGGT (1.27)</td>\n",
       "      <td>TGCGAT (1.68)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGG</span>C (0.98)</td>\n",
       "      <td>TACGGT (2.37)</td>\n",
       "      <td>GGCGGT (1.36)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td><span style=\"background-color: lightgreen;\">TGTCG</span>G (1.0)</td>\n",
       "      <td>AGTCGT (0.77)</td>\n",
       "      <td><span style=\"background-color: pink;\">TGTGG</span>G (2.72)</td>\n",
       "      <td><span style=\"background-color: pink;\">TGTGG</span>G (2.03)</td>\n",
       "      <td>GCTGGT (0.84)</td>\n",
       "      <td>TGTTGC (0.99)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGG</span>C (1.41)</td>\n",
       "      <td>CGTGGT (0.77)</td>\n",
       "      <td>TGGGTT (1.76)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGG</span>C (1.17)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>TTTCGT (0.96)</td>\n",
       "      <td>AGTGGG (0.71)</td>\n",
       "      <td><span style=\"background-color: pink;\">TGTGG</span>C (2.25)</td>\n",
       "      <td>TGTGTG (1.91)</td>\n",
       "      <td>GGGGGT (0.83)</td>\n",
       "      <td>TGTTGT (0.84)</td>\n",
       "      <td>TGCCGT (1.28)</td>\n",
       "      <td>AGCGGT (0.61)</td>\n",
       "      <td>TGGGGT (1.61)</td>\n",
       "      <td>CGTGGT (0.9)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>CGTTGT (0.92)</td>\n",
       "      <td>TATCGT (0.64)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGG</span>C (2.18)</td>\n",
       "      <td>TGTGCG (1.82)</td>\n",
       "      <td>TGGGGG (0.78)</td>\n",
       "      <td>GGTTGT (0.82)</td>\n",
       "      <td>TGCGCT (1.27)</td>\n",
       "      <td>CGTCGT (0.58)</td>\n",
       "      <td>TGGTGT (1.54)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGG</span>G (0.46)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>TGTTTT (0.91)</td>\n",
       "      <td>TGTGTC (0.63)</td>\n",
       "      <td>TGAGGT (2.03)</td>\n",
       "      <td>TGAGGT (1.8)</td>\n",
       "      <td>TTTGGC (0.77)</td>\n",
       "      <td>TGCTGT (0.8)</td>\n",
       "      <td>TCCGGT (1.16)</td>\n",
       "      <td>AGTCGT (0.57)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGG</span>C (1.3)</td>\n",
       "      <td>GCTGGT (0.45)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>CGTCGT (0.87)</td>\n",
       "      <td>TATGGG (0.56)</td>\n",
       "      <td>GGTGGT (1.92)</td>\n",
       "      <td>AGCGGT (1.76)</td>\n",
       "      <td>TTTGTT (0.74)</td>\n",
       "      <td>TGGGTT (0.65)</td>\n",
       "      <td>TGCAGT (1.16)</td>\n",
       "      <td>CGTGGC (0.52)</td>\n",
       "      <td>CGGGGT (1.09)</td>\n",
       "      <td>TCCGGT (0.41)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_diff_affinity_motifs_df = pd.DataFrame()\n",
    "for model in fusion_ER_models:\n",
    "    differential_affinity_motifs = calculate_differential_affinity_motifs(model, native_ER_models, \n",
    "                                                                          motif_affinities_df)\n",
    "    differential_affinity_motifs = (differential_affinity_motifs.index + ' (' + \n",
    "                                    differential_affinity_motifs.round(2).values.astype(str) + ')')\n",
    "    model_diff_affinity_motifs_df[model] = differential_affinity_motifs\n",
    "    \n",
    "for model in native_ER_models:\n",
    "    differential_affinity_motifs = calculate_differential_affinity_motifs(model, fusion_ER_models, \n",
    "                                                                          motif_affinities_df)\n",
    "    differential_affinity_motifs = (differential_affinity_motifs.index + ' (' + \n",
    "                                    differential_affinity_motifs.round(2).values.astype(str) + ')')\n",
    "    model_diff_affinity_motifs_df[model] = differential_affinity_motifs\n",
    "\n",
    "multi_index_columns = pd.MultiIndex.from_tuples(\n",
    "    [('ETV6-RUNX1 models', model + ' (score)') for model in fusion_ER_models] + \n",
    "    [('Native RUNX1 models', model + ' (score)') for model in native_ER_models]\n",
    ")\n",
    "model_diff_affinity_motifs_df.columns = multi_index_columns\n",
    "model_diff_affinity_motifs_df.index.name = 'Rank'\n",
    "\n",
    "motifs_to_highlight = ['TGCGG', 'TGTCG', 'GTTGG', 'TGTGG']\n",
    "highlight_motifs_in_dataframe(model_diff_affinity_motifs_df.head(10), motifs_to_highlight)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "abc1fcf1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:09:31.345296Z",
     "start_time": "2026-01-28T23:09:31.159198Z"
    },
    "hidden": true
   },
   "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>Reh_HPA</th>\n",
       "      <th>Reh_PAS</th>\n",
       "      <th>Reh_DMSO_HPA</th>\n",
       "      <th>REH_ETV6-RUNX1_rep2</th>\n",
       "      <th>Reh_ETV6_Atlas</th>\n",
       "      <th>Nalm6_ETV6-RUNX1_V5_B</th>\n",
       "      <th>Reh_DMSO_RUNX1</th>\n",
       "      <th>Reh_RUNX1_B</th>\n",
       "      <th>REH_RUNX1_rep2</th>\n",
       "      <th>Nalm6_RUNX1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rank</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>0</th>\n",
       "      <td>TGACGT</td>\n",
       "      <td>TGTCGT</td>\n",
       "      <td>TGTGGT</td>\n",
       "      <td>TGTGGT</td>\n",
       "      <td>GTTGGT</td>\n",
       "      <td>TGTGGC</td>\n",
       "      <td>TGCGGT</td>\n",
       "      <td>TGCGGT</td>\n",
       "      <td>TGCGGT</td>\n",
       "      <td>TGCGGT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AGTTGT</td>\n",
       "      <td>TGTCGC</td>\n",
       "      <td>TGCGGT</td>\n",
       "      <td>TGCGGT</td>\n",
       "      <td>TGTTGG</td>\n",
       "      <td>TGTGGG</td>\n",
       "      <td>CGCGGT</td>\n",
       "      <td>TGTGGT</td>\n",
       "      <td>TGTGGT</td>\n",
       "      <td>TGTGGT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>TGTCGT</td>\n",
       "      <td>TGTCGG</td>\n",
       "      <td>AGCGGT</td>\n",
       "      <td>CGCGGT</td>\n",
       "      <td>TGTCGG</td>\n",
       "      <td>TGAGGT</td>\n",
       "      <td>TGTGGT</td>\n",
       "      <td>CGCGGT</td>\n",
       "      <td>CGCGGT</td>\n",
       "      <td>CGCGGT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TGTTGT</td>\n",
       "      <td>AGTGGC</td>\n",
       "      <td>AGTGGT</td>\n",
       "      <td>CGTGGT</td>\n",
       "      <td>TTTGGG</td>\n",
       "      <td>GGTGGT</td>\n",
       "      <td>TACGGT</td>\n",
       "      <td>TGTGCG</td>\n",
       "      <td>CGTGGT</td>\n",
       "      <td>AGCGGT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>TGTCGC</td>\n",
       "      <td>TGTTGG</td>\n",
       "      <td>TGCGGG</td>\n",
       "      <td>AGTGGT</td>\n",
       "      <td>GGTGGC</td>\n",
       "      <td>AGTGGT</td>\n",
       "      <td>TGCGAT</td>\n",
       "      <td>TGCGGC</td>\n",
       "      <td>TACGGT</td>\n",
       "      <td>GGCGGT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>TACGGT</td>\n",
       "      <td>CGTGGT</td>\n",
       "      <td>CGTCGT</td>\n",
       "      <td>TGCGTT</td>\n",
       "      <td>TGCGGC</td>\n",
       "      <td>TGCGAT</td>\n",
       "      <td>AGTGGC</td>\n",
       "      <td>TGTTTT</td>\n",
       "      <td>TGTGTG</td>\n",
       "      <td>TATGGT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>TGCGGC</td>\n",
       "      <td>TGCGGC</td>\n",
       "      <td>TGGCGT</td>\n",
       "      <td>TGCGCT</td>\n",
       "      <td>CGTGGT</td>\n",
       "      <td>TGCCGT</td>\n",
       "      <td>TGTGGC</td>\n",
       "      <td>TTTGCT</td>\n",
       "      <td>TGTTGG</td>\n",
       "      <td>TGTCCT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>CGCGGT</td>\n",
       "      <td>CGCGGT</td>\n",
       "      <td>TGGGGT</td>\n",
       "      <td>TGCAGT</td>\n",
       "      <td>CGCGGT</td>\n",
       "      <td>TGTGGT</td>\n",
       "      <td>AGTGGG</td>\n",
       "      <td>TGTTGT</td>\n",
       "      <td>AGTGGG</td>\n",
       "      <td>TGGTGT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>TGTGGT</td>\n",
       "      <td>TGTGGT</td>\n",
       "      <td>TGGTGT</td>\n",
       "      <td>TACGGT</td>\n",
       "      <td>TGTGGT</td>\n",
       "      <td>CGCGGT</td>\n",
       "      <td>TGTGGG</td>\n",
       "      <td>TCTGTT</td>\n",
       "      <td>TGTCGG</td>\n",
       "      <td>TGTCGT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>TGCGGT</td>\n",
       "      <td>TGCGGT</td>\n",
       "      <td>TACGGT</td>\n",
       "      <td>TGCCGT</td>\n",
       "      <td>TGCGGT</td>\n",
       "      <td>TGCGGT</td>\n",
       "      <td>AGTGGT</td>\n",
       "      <td>TTTGTT</td>\n",
       "      <td>AGTGGC</td>\n",
       "      <td>TGTGGA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>154 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Reh_HPA Reh_PAS Reh_DMSO_HPA REH_ETV6-RUNX1_rep2 Reh_ETV6_Atlas  \\\n",
       "Rank                                                                   \n",
       "0     TGACGT  TGTCGT       TGTGGT              TGTGGT         GTTGGT   \n",
       "1     AGTTGT  TGTCGC       TGCGGT              TGCGGT         TGTTGG   \n",
       "2     TGTCGT  TGTCGG       AGCGGT              CGCGGT         TGTCGG   \n",
       "3     TGTTGT  AGTGGC       AGTGGT              CGTGGT         TTTGGG   \n",
       "4     TGTCGC  TGTTGG       TGCGGG              AGTGGT         GGTGGC   \n",
       "...      ...     ...          ...                 ...            ...   \n",
       "149   TACGGT  CGTGGT       CGTCGT              TGCGTT         TGCGGC   \n",
       "150   TGCGGC  TGCGGC       TGGCGT              TGCGCT         CGTGGT   \n",
       "151   CGCGGT  CGCGGT       TGGGGT              TGCAGT         CGCGGT   \n",
       "152   TGTGGT  TGTGGT       TGGTGT              TACGGT         TGTGGT   \n",
       "153   TGCGGT  TGCGGT       TACGGT              TGCCGT         TGCGGT   \n",
       "\n",
       "     Nalm6_ETV6-RUNX1_V5_B Reh_DMSO_RUNX1 Reh_RUNX1_B REH_RUNX1_rep2  \\\n",
       "Rank                                                                   \n",
       "0                   TGTGGC         TGCGGT      TGCGGT         TGCGGT   \n",
       "1                   TGTGGG         CGCGGT      TGTGGT         TGTGGT   \n",
       "2                   TGAGGT         TGTGGT      CGCGGT         CGCGGT   \n",
       "3                   GGTGGT         TACGGT      TGTGCG         CGTGGT   \n",
       "4                   AGTGGT         TGCGAT      TGCGGC         TACGGT   \n",
       "...                    ...            ...         ...            ...   \n",
       "149                 TGCGAT         AGTGGC      TGTTTT         TGTGTG   \n",
       "150                 TGCCGT         TGTGGC      TTTGCT         TGTTGG   \n",
       "151                 TGTGGT         AGTGGG      TGTTGT         AGTGGG   \n",
       "152                 CGCGGT         TGTGGG      TCTGTT         TGTCGG   \n",
       "153                 TGCGGT         AGTGGT      TTTGTT         AGTGGC   \n",
       "\n",
       "     Nalm6_RUNX1  \n",
       "Rank              \n",
       "0         TGCGGT  \n",
       "1         TGTGGT  \n",
       "2         CGCGGT  \n",
       "3         AGCGGT  \n",
       "4         GGCGGT  \n",
       "...          ...  \n",
       "149       TATGGT  \n",
       "150       TGTCCT  \n",
       "151       TGGTGT  \n",
       "152       TGTCGT  \n",
       "153       TGTGGA  \n",
       "\n",
       "[154 rows x 10 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# K-mers only, without diff affinity scores\n",
    "model_diff_affinity_motifs_df = pd.DataFrame()\n",
    "for model in fusion_ER_models:\n",
    "    differential_affinity_motifs = calculate_differential_affinity_motifs(model, native_ER_models, \n",
    "                                                                          motif_affinities_df)\n",
    "    model_diff_affinity_motifs_df[model] = differential_affinity_motifs.index\n",
    "    \n",
    "for model in native_ER_models:\n",
    "    differential_affinity_motifs = calculate_differential_affinity_motifs(model, fusion_ER_models, \n",
    "                                                                          motif_affinities_df)\n",
    "    model_diff_affinity_motifs_df[model] = differential_affinity_motifs.index\n",
    "\n",
    "model_diff_affinity_motifs_df.index.name = 'Rank'\n",
    "model_diff_affinity_motifs_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "d3d19e8d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:09:47.291262Z",
     "start_time": "2026-01-28T23:09:47.278612Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  0,   8,  30, 115])"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "has_kmer_pattern = model_diff_affinity_motifs_df['REH_RUNX1_rep2'].str.contains('TGCGG')\n",
    "kmer_pattern_rank_distribution = np.where(has_kmer_pattern)[0]\n",
    "kmer_pattern_rank_distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "29c5dca6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:09:49.664489Z",
     "start_time": "2026-01-28T23:09:49.508261Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Rank')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 400x50 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(4, 0.5))\n",
    "sns.rugplot(kmer_pattern_rank_distribution, height=1)\n",
    "plt.xlim([-5, model_diff_affinity_motifs_df.shape[0]])\n",
    "plt.yticks([])\n",
    "plt.ylabel('REH_RUNX1_rep2', rotation=0, labelpad=50)\n",
    "plt.xlabel('Rank')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "28a4e199",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:10:00.940720Z",
     "start_time": "2026-01-28T23:10:00.507673Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.95, 'K-mer pattern: contains TGCGG')"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x500 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(model_diff_affinity_motifs_df.shape[1], 1, \n",
    "                        figsize=(3, 0.5 * model_diff_affinity_motifs_df.shape[1]))\n",
    "kmer_pattern = lambda x: x.str.contains('TGCGG')\n",
    "for row, model in enumerate(model_diff_affinity_motifs_df.columns):\n",
    "    has_kmer_pattern = kmer_pattern(model_diff_affinity_motifs_df[model])\n",
    "    kmer_pattern_rank_distribution = np.where(has_kmer_pattern)[0]\n",
    "    ax = axs[row]\n",
    "    color = 'tab:red' if model in fusion_ER_models else 'tab:blue'\n",
    "    sns.rugplot(kmer_pattern_rank_distribution, color=color, height=1, ax=ax)\n",
    "    ax.set_xlim([-5, model_diff_affinity_motifs_df.shape[0]])\n",
    "    ax.set_ylabel(model, rotation=0, ha='right')\n",
    "    ax.set_yticks([])\n",
    "    if (row < model_diff_affinity_motifs_df.shape[1] - 1):\n",
    "        ax.set_xticks([])\n",
    "    elif (row == model_diff_affinity_motifs_df.shape[1] - 1): \n",
    "        ax.set_xlabel('Differential affinity rank')\n",
    "plt.suptitle('K-mer pattern: contains TGCGG', fontsize=10.5, y=0.95)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "299df3f8",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:10:29.808283Z",
     "start_time": "2026-01-28T23:10:29.392129Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from '/oak/stanford/groups/akundaje/shouvikm/miniconda3/envs/bpnet/lib/python3.7/site-packages/matplotlib/pyplot.py'>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x500 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmer_pattern = lambda x: x.str.contains('TGCGG')\n",
    "title = 'K-mers containing TGCGG'\n",
    "create_kmer_rank_distribution_rugplot(model_diff_affinity_motifs_df, kmer_pattern, \n",
    "                                      fusion_ER_models, title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "d44e323c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:10:40.622755Z",
     "start_time": "2026-01-28T23:10:40.205656Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from '/oak/stanford/groups/akundaje/shouvikm/miniconda3/envs/bpnet/lib/python3.7/site-packages/matplotlib/pyplot.py'>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x500 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmer_pattern = lambda x: x.str.contains('TGTCG')\n",
    "title = 'K-mers containing TGTCG'\n",
    "create_kmer_rank_distribution_rugplot(model_diff_affinity_motifs_df, kmer_pattern, \n",
    "                                      fusion_ER_models, title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "7ea5b62d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:11:31.226840Z",
     "start_time": "2026-01-28T23:11:30.847594Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from '/oak/stanford/groups/akundaje/shouvikm/miniconda3/envs/bpnet/lib/python3.7/site-packages/matplotlib/pyplot.py'>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x500 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmer_pattern = lambda x: x.str.contains('GTTGG')\n",
    "title = 'K-mers containing GTTGG'\n",
    "create_kmer_rank_distribution_rugplot(model_diff_affinity_motifs_df, kmer_pattern, \n",
    "                                      fusion_ER_models, title)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6ce9d7d",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "### Experiment 2: core RUNX1 motif with trailing Ts (TGTGGTTT) with 1-2bp substitutions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "64082b60",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T20:31:57.422076Z",
     "start_time": "2026-04-27T20:31:57.408960Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['TGTGGTTT',\n",
       " 'AGTGGTTT',\n",
       " 'CGTGGTTT',\n",
       " 'GGTGGTTT',\n",
       " 'TATGGTTT',\n",
       " 'TCTGGTTT',\n",
       " 'TTTGGTTT',\n",
       " 'TGAGGTTT',\n",
       " 'TGCGGTTT',\n",
       " 'TGGGGTTT',\n",
       " 'TGTAGTTT',\n",
       " 'TGTCGTTT',\n",
       " 'TGTTGTTT',\n",
       " 'TGTGATTT',\n",
       " 'TGTGCTTT',\n",
       " 'TGTGTTTT',\n",
       " 'TGTGGATT',\n",
       " 'TGTGGCTT',\n",
       " 'TGTGGGTT',\n",
       " 'TGTGGTAT',\n",
       " 'TGTGGTCT',\n",
       " 'TGTGGTGT',\n",
       " 'TGTGGTTA',\n",
       " 'TGTGGTTC',\n",
       " 'TGTGGTTG']"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "core_motif = 'TGTGGTTT'\n",
    "motif_mutations_1bp = generate_all_1bp_substitutions(core_motif)\n",
    "motif_mutations_1bp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "587190b3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T20:32:00.673450Z",
     "start_time": "2026-04-27T20:32:00.653988Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['TGTGGTTT',\n",
       " 'AATGGTTT',\n",
       " 'ACTGGTTT',\n",
       " 'ATTGGTTT',\n",
       " 'CATGGTTT',\n",
       " 'CCTGGTTT',\n",
       " 'CTTGGTTT',\n",
       " 'GATGGTTT',\n",
       " 'GCTGGTTT',\n",
       " 'GTTGGTTT',\n",
       " 'AGAGGTTT',\n",
       " 'AGCGGTTT',\n",
       " 'AGGGGTTT',\n",
       " 'CGAGGTTT',\n",
       " 'CGCGGTTT',\n",
       " 'CGGGGTTT',\n",
       " 'GGAGGTTT',\n",
       " 'GGCGGTTT',\n",
       " 'GGGGGTTT',\n",
       " 'AGTAGTTT',\n",
       " 'AGTCGTTT',\n",
       " 'AGTTGTTT',\n",
       " 'CGTAGTTT',\n",
       " 'CGTCGTTT',\n",
       " 'CGTTGTTT',\n",
       " 'GGTAGTTT',\n",
       " 'GGTCGTTT',\n",
       " 'GGTTGTTT',\n",
       " 'AGTGATTT',\n",
       " 'AGTGCTTT',\n",
       " 'AGTGTTTT',\n",
       " 'CGTGATTT',\n",
       " 'CGTGCTTT',\n",
       " 'CGTGTTTT',\n",
       " 'GGTGATTT',\n",
       " 'GGTGCTTT',\n",
       " 'GGTGTTTT',\n",
       " 'AGTGGATT',\n",
       " 'AGTGGCTT',\n",
       " 'AGTGGGTT',\n",
       " 'CGTGGATT',\n",
       " 'CGTGGCTT',\n",
       " 'CGTGGGTT',\n",
       " 'GGTGGATT',\n",
       " 'GGTGGCTT',\n",
       " 'GGTGGGTT',\n",
       " 'AGTGGTAT',\n",
       " 'AGTGGTCT',\n",
       " 'AGTGGTGT',\n",
       " 'CGTGGTAT',\n",
       " 'CGTGGTCT',\n",
       " 'CGTGGTGT',\n",
       " 'GGTGGTAT',\n",
       " 'GGTGGTCT',\n",
       " 'GGTGGTGT',\n",
       " 'AGTGGTTA',\n",
       " 'AGTGGTTC',\n",
       " 'AGTGGTTG',\n",
       " 'CGTGGTTA',\n",
       " 'CGTGGTTC',\n",
       " 'CGTGGTTG',\n",
       " 'GGTGGTTA',\n",
       " 'GGTGGTTC',\n",
       " 'GGTGGTTG',\n",
       " 'TAAGGTTT',\n",
       " 'TACGGTTT',\n",
       " 'TAGGGTTT',\n",
       " 'TCAGGTTT',\n",
       " 'TCCGGTTT',\n",
       " 'TCGGGTTT',\n",
       " 'TTAGGTTT',\n",
       " 'TTCGGTTT',\n",
       " 'TTGGGTTT',\n",
       " 'TATAGTTT',\n",
       " 'TATCGTTT',\n",
       " 'TATTGTTT',\n",
       " 'TCTAGTTT',\n",
       " 'TCTCGTTT',\n",
       " 'TCTTGTTT',\n",
       " 'TTTAGTTT',\n",
       " 'TTTCGTTT',\n",
       " 'TTTTGTTT',\n",
       " 'TATGATTT',\n",
       " 'TATGCTTT',\n",
       " 'TATGTTTT',\n",
       " 'TCTGATTT',\n",
       " 'TCTGCTTT',\n",
       " 'TCTGTTTT',\n",
       " 'TTTGATTT',\n",
       " 'TTTGCTTT',\n",
       " 'TTTGTTTT',\n",
       " 'TATGGATT',\n",
       " 'TATGGCTT',\n",
       " 'TATGGGTT',\n",
       " 'TCTGGATT',\n",
       " 'TCTGGCTT',\n",
       " 'TCTGGGTT',\n",
       " 'TTTGGATT',\n",
       " 'TTTGGCTT',\n",
       " 'TTTGGGTT',\n",
       " 'TATGGTAT',\n",
       " 'TATGGTCT',\n",
       " 'TATGGTGT',\n",
       " 'TCTGGTAT',\n",
       " 'TCTGGTCT',\n",
       " 'TCTGGTGT',\n",
       " 'TTTGGTAT',\n",
       " 'TTTGGTCT',\n",
       " 'TTTGGTGT',\n",
       " 'TATGGTTA',\n",
       " 'TATGGTTC',\n",
       " 'TATGGTTG',\n",
       " 'TCTGGTTA',\n",
       " 'TCTGGTTC',\n",
       " 'TCTGGTTG',\n",
       " 'TTTGGTTA',\n",
       " 'TTTGGTTC',\n",
       " 'TTTGGTTG',\n",
       " 'TGAAGTTT',\n",
       " 'TGACGTTT',\n",
       " 'TGATGTTT',\n",
       " 'TGCAGTTT',\n",
       " 'TGCCGTTT',\n",
       " 'TGCTGTTT',\n",
       " 'TGGAGTTT',\n",
       " 'TGGCGTTT',\n",
       " 'TGGTGTTT',\n",
       " 'TGAGATTT',\n",
       " 'TGAGCTTT',\n",
       " 'TGAGTTTT',\n",
       " 'TGCGATTT',\n",
       " 'TGCGCTTT',\n",
       " 'TGCGTTTT',\n",
       " 'TGGGATTT',\n",
       " 'TGGGCTTT',\n",
       " 'TGGGTTTT',\n",
       " 'TGAGGATT',\n",
       " 'TGAGGCTT',\n",
       " 'TGAGGGTT',\n",
       " 'TGCGGATT',\n",
       " 'TGCGGCTT',\n",
       " 'TGCGGGTT',\n",
       " 'TGGGGATT',\n",
       " 'TGGGGCTT',\n",
       " 'TGGGGGTT',\n",
       " 'TGAGGTAT',\n",
       " 'TGAGGTCT',\n",
       " 'TGAGGTGT',\n",
       " 'TGCGGTAT',\n",
       " 'TGCGGTCT',\n",
       " 'TGCGGTGT',\n",
       " 'TGGGGTAT',\n",
       " 'TGGGGTCT',\n",
       " 'TGGGGTGT',\n",
       " 'TGAGGTTA',\n",
       " 'TGAGGTTC',\n",
       " 'TGAGGTTG',\n",
       " 'TGCGGTTA',\n",
       " 'TGCGGTTC',\n",
       " 'TGCGGTTG',\n",
       " 'TGGGGTTA',\n",
       " 'TGGGGTTC',\n",
       " 'TGGGGTTG',\n",
       " 'TGTAATTT',\n",
       " 'TGTACTTT',\n",
       " 'TGTATTTT',\n",
       " 'TGTCATTT',\n",
       " 'TGTCCTTT',\n",
       " 'TGTCTTTT',\n",
       " 'TGTTATTT',\n",
       " 'TGTTCTTT',\n",
       " 'TGTTTTTT',\n",
       " 'TGTAGATT',\n",
       " 'TGTAGCTT',\n",
       " 'TGTAGGTT',\n",
       " 'TGTCGATT',\n",
       " 'TGTCGCTT',\n",
       " 'TGTCGGTT',\n",
       " 'TGTTGATT',\n",
       " 'TGTTGCTT',\n",
       " 'TGTTGGTT',\n",
       " 'TGTAGTAT',\n",
       " 'TGTAGTCT',\n",
       " 'TGTAGTGT',\n",
       " 'TGTCGTAT',\n",
       " 'TGTCGTCT',\n",
       " 'TGTCGTGT',\n",
       " 'TGTTGTAT',\n",
       " 'TGTTGTCT',\n",
       " 'TGTTGTGT',\n",
       " 'TGTAGTTA',\n",
       " 'TGTAGTTC',\n",
       " 'TGTAGTTG',\n",
       " 'TGTCGTTA',\n",
       " 'TGTCGTTC',\n",
       " 'TGTCGTTG',\n",
       " 'TGTTGTTA',\n",
       " 'TGTTGTTC',\n",
       " 'TGTTGTTG',\n",
       " 'TGTGAATT',\n",
       " 'TGTGACTT',\n",
       " 'TGTGAGTT',\n",
       " 'TGTGCATT',\n",
       " 'TGTGCCTT',\n",
       " 'TGTGCGTT',\n",
       " 'TGTGTATT',\n",
       " 'TGTGTCTT',\n",
       " 'TGTGTGTT',\n",
       " 'TGTGATAT',\n",
       " 'TGTGATCT',\n",
       " 'TGTGATGT',\n",
       " 'TGTGCTAT',\n",
       " 'TGTGCTCT',\n",
       " 'TGTGCTGT',\n",
       " 'TGTGTTAT',\n",
       " 'TGTGTTCT',\n",
       " 'TGTGTTGT',\n",
       " 'TGTGATTA',\n",
       " 'TGTGATTC',\n",
       " 'TGTGATTG',\n",
       " 'TGTGCTTA',\n",
       " 'TGTGCTTC',\n",
       " 'TGTGCTTG',\n",
       " 'TGTGTTTA',\n",
       " 'TGTGTTTC',\n",
       " 'TGTGTTTG',\n",
       " 'TGTGGAAT',\n",
       " 'TGTGGACT',\n",
       " 'TGTGGAGT',\n",
       " 'TGTGGCAT',\n",
       " 'TGTGGCCT',\n",
       " 'TGTGGCGT',\n",
       " 'TGTGGGAT',\n",
       " 'TGTGGGCT',\n",
       " 'TGTGGGGT',\n",
       " 'TGTGGATA',\n",
       " 'TGTGGATC',\n",
       " 'TGTGGATG',\n",
       " 'TGTGGCTA',\n",
       " 'TGTGGCTC',\n",
       " 'TGTGGCTG',\n",
       " 'TGTGGGTA',\n",
       " 'TGTGGGTC',\n",
       " 'TGTGGGTG',\n",
       " 'TGTGGTAA',\n",
       " 'TGTGGTAC',\n",
       " 'TGTGGTAG',\n",
       " 'TGTGGTCA',\n",
       " 'TGTGGTCC',\n",
       " 'TGTGGTCG',\n",
       " 'TGTGGTGA',\n",
       " 'TGTGGTGC',\n",
       " 'TGTGGTGG']"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "core_motif = 'TGTGGTTT'\n",
    "motif_mutations_2bp = generate_all_2bp_substitutions(core_motif)\n",
    "motif_mutations_2bp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "b95100a4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-22T05:49:40.804572Z",
     "start_time": "2026-01-22T05:49:40.794661Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(25, 253)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(set(motif_mutations_1bp)), len(set(motif_mutations_2bp))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "b3f9fcc0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-22T05:49:41.310940Z",
     "start_time": "2026-01-22T05:49:41.300839Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'TGTGGTTT'}"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(motif_mutations_1bp) & set(motif_mutations_2bp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "3493975b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-22T05:49:42.233902Z",
     "start_time": "2026-01-22T05:49:42.224207Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "277"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "motif_mutations = set(motif_mutations_1bp + motif_mutations_2bp)\n",
    "len(motif_mutations)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "82d95c3a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-22T07:30:14.763216Z",
     "start_time": "2026-01-22T05:53:03.097949Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "100\n",
      "200\n",
      "300\n",
      "400\n",
      "500\n",
      "600\n",
      "700\n",
      "800\n",
      "900\n",
      "1000\n",
      "1100\n",
      "1200\n",
      "1300\n",
      "1400\n",
      "1500\n",
      "1600\n",
      "1700\n",
      "1800\n",
      "1900\n",
      "2000\n",
      "2100\n",
      "2200\n",
      "2300\n",
      "2400\n",
      "2500\n",
      "2600\n",
      "2700\n"
     ]
    },
    {
     "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>Reh_HPA</th>\n",
       "      <th>Reh_PAS</th>\n",
       "      <th>Reh_DMSO_HPA</th>\n",
       "      <th>REH_ETV6-RUNX1_rep2</th>\n",
       "      <th>Reh_ETV6_Atlas</th>\n",
       "      <th>Nalm6_ETV6-RUNX1_V5_B</th>\n",
       "      <th>Reh_DMSO_RUNX1</th>\n",
       "      <th>Reh_RUNX1_B</th>\n",
       "      <th>REH_RUNX1_rep2</th>\n",
       "      <th>Nalm6_RUNX1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>TGCGGTTC</th>\n",
       "      <td>0.031370</td>\n",
       "      <td>0.056108</td>\n",
       "      <td>0.284615</td>\n",
       "      <td>0.334718</td>\n",
       "      <td>0.025877</td>\n",
       "      <td>0.322944</td>\n",
       "      <td>0.038339</td>\n",
       "      <td>0.061283</td>\n",
       "      <td>0.089688</td>\n",
       "      <td>0.048406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTAGTTT</th>\n",
       "      <td>0.005419</td>\n",
       "      <td>0.001361</td>\n",
       "      <td>-0.004436</td>\n",
       "      <td>0.001912</td>\n",
       "      <td>0.009726</td>\n",
       "      <td>-0.029723</td>\n",
       "      <td>0.000919</td>\n",
       "      <td>-0.003374</td>\n",
       "      <td>0.003355</td>\n",
       "      <td>0.006120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TCTGTTTT</th>\n",
       "      <td>0.001891</td>\n",
       "      <td>0.004687</td>\n",
       "      <td>-0.000737</td>\n",
       "      <td>0.018364</td>\n",
       "      <td>0.014246</td>\n",
       "      <td>-0.018580</td>\n",
       "      <td>0.000389</td>\n",
       "      <td>-0.002831</td>\n",
       "      <td>0.005291</td>\n",
       "      <td>0.003753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGTGGGTG</th>\n",
       "      <td>0.016964</td>\n",
       "      <td>0.030600</td>\n",
       "      <td>0.076115</td>\n",
       "      <td>0.068158</td>\n",
       "      <td>0.031610</td>\n",
       "      <td>0.088631</td>\n",
       "      <td>0.002930</td>\n",
       "      <td>0.004809</td>\n",
       "      <td>0.027599</td>\n",
       "      <td>-0.019871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGTGGTGT</th>\n",
       "      <td>0.015917</td>\n",
       "      <td>0.023066</td>\n",
       "      <td>0.024161</td>\n",
       "      <td>0.020755</td>\n",
       "      <td>0.033569</td>\n",
       "      <td>0.016671</td>\n",
       "      <td>0.001372</td>\n",
       "      <td>0.003262</td>\n",
       "      <td>0.015374</td>\n",
       "      <td>-0.010455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGTGCTAT</th>\n",
       "      <td>-0.002446</td>\n",
       "      <td>-0.003068</td>\n",
       "      <td>-0.015739</td>\n",
       "      <td>-0.006078</td>\n",
       "      <td>-0.002167</td>\n",
       "      <td>-0.037725</td>\n",
       "      <td>-0.000445</td>\n",
       "      <td>-0.002023</td>\n",
       "      <td>-0.000259</td>\n",
       "      <td>-0.004867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CGTGGATT</th>\n",
       "      <td>0.001610</td>\n",
       "      <td>-0.002739</td>\n",
       "      <td>-0.010604</td>\n",
       "      <td>0.001413</td>\n",
       "      <td>-0.000606</td>\n",
       "      <td>-0.028583</td>\n",
       "      <td>-0.000674</td>\n",
       "      <td>-0.000543</td>\n",
       "      <td>0.000537</td>\n",
       "      <td>-0.004319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CGTGATTT</th>\n",
       "      <td>0.010696</td>\n",
       "      <td>-0.000169</td>\n",
       "      <td>-0.007470</td>\n",
       "      <td>0.002112</td>\n",
       "      <td>0.003308</td>\n",
       "      <td>-0.027642</td>\n",
       "      <td>0.000275</td>\n",
       "      <td>-0.001694</td>\n",
       "      <td>0.002743</td>\n",
       "      <td>-0.000166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CGTGGTAT</th>\n",
       "      <td>0.010704</td>\n",
       "      <td>0.009325</td>\n",
       "      <td>0.026374</td>\n",
       "      <td>0.041922</td>\n",
       "      <td>0.001014</td>\n",
       "      <td>0.041570</td>\n",
       "      <td>0.001012</td>\n",
       "      <td>0.001457</td>\n",
       "      <td>0.014861</td>\n",
       "      <td>-0.008375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTGGTTT</th>\n",
       "      <td>0.025444</td>\n",
       "      <td>0.032168</td>\n",
       "      <td>0.097013</td>\n",
       "      <td>0.081787</td>\n",
       "      <td>0.039367</td>\n",
       "      <td>0.070971</td>\n",
       "      <td>0.006688</td>\n",
       "      <td>-0.002693</td>\n",
       "      <td>0.030175</td>\n",
       "      <td>-0.004644</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>277 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Reh_HPA   Reh_PAS  Reh_DMSO_HPA  REH_ETV6-RUNX1_rep2  \\\n",
       "TGCGGTTC  0.031370  0.056108      0.284615             0.334718   \n",
       "TTTAGTTT  0.005419  0.001361     -0.004436             0.001912   \n",
       "TCTGTTTT  0.001891  0.004687     -0.000737             0.018364   \n",
       "TGTGGGTG  0.016964  0.030600      0.076115             0.068158   \n",
       "GGTGGTGT  0.015917  0.023066      0.024161             0.020755   \n",
       "...            ...       ...           ...                  ...   \n",
       "TGTGCTAT -0.002446 -0.003068     -0.015739            -0.006078   \n",
       "CGTGGATT  0.001610 -0.002739     -0.010604             0.001413   \n",
       "CGTGATTT  0.010696 -0.000169     -0.007470             0.002112   \n",
       "CGTGGTAT  0.010704  0.009325      0.026374             0.041922   \n",
       "TTTGGTTT  0.025444  0.032168      0.097013             0.081787   \n",
       "\n",
       "          Reh_ETV6_Atlas  Nalm6_ETV6-RUNX1_V5_B  Reh_DMSO_RUNX1  Reh_RUNX1_B  \\\n",
       "TGCGGTTC        0.025877               0.322944        0.038339     0.061283   \n",
       "TTTAGTTT        0.009726              -0.029723        0.000919    -0.003374   \n",
       "TCTGTTTT        0.014246              -0.018580        0.000389    -0.002831   \n",
       "TGTGGGTG        0.031610               0.088631        0.002930     0.004809   \n",
       "GGTGGTGT        0.033569               0.016671        0.001372     0.003262   \n",
       "...                  ...                    ...             ...          ...   \n",
       "TGTGCTAT       -0.002167              -0.037725       -0.000445    -0.002023   \n",
       "CGTGGATT       -0.000606              -0.028583       -0.000674    -0.000543   \n",
       "CGTGATTT        0.003308              -0.027642        0.000275    -0.001694   \n",
       "CGTGGTAT        0.001014               0.041570        0.001012     0.001457   \n",
       "TTTGGTTT        0.039367               0.070971        0.006688    -0.002693   \n",
       "\n",
       "          REH_RUNX1_rep2  Nalm6_RUNX1  \n",
       "TGCGGTTC        0.089688     0.048406  \n",
       "TTTAGTTT        0.003355     0.006120  \n",
       "TCTGTTTT        0.005291     0.003753  \n",
       "TGTGGGTG        0.027599    -0.019871  \n",
       "GGTGGTGT        0.015374    -0.010455  \n",
       "...                  ...          ...  \n",
       "TGTGCTAT       -0.000259    -0.004867  \n",
       "CGTGGATT        0.000537    -0.004319  \n",
       "CGTGATTT        0.002743    -0.000166  \n",
       "CGTGGTAT        0.014861    -0.008375  \n",
       "TTTGGTTT        0.030175    -0.004644  \n",
       "\n",
       "[277 rows x 10 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "models = ['Reh_HPA', 'Reh_PAS', 'Reh_DMSO_HPA', 'REH_ETV6-RUNX1_rep2', \n",
    "          'Reh_ETV6_Atlas', 'Nalm6_ETV6-RUNX1_V5_B', 'Reh_DMSO_RUNX1', \n",
    "          'Reh_RUNX1_B', 'REH_RUNX1_rep2', 'Nalm6_RUNX1']\n",
    "fusion_ER_models = ['Reh_HPA', 'Reh_PAS', 'Reh_DMSO_HPA', 'REH_ETV6-RUNX1_rep2', \n",
    "                    'Reh_ETV6_Atlas', 'Nalm6_ETV6-RUNX1_V5_B']\n",
    "native_ER_models = ['Reh_DMSO_RUNX1', 'Reh_RUNX1_B', 'REH_RUNX1_rep2', 'Nalm6_RUNX1']\n",
    "\n",
    "output_file_name = 'affinity_distillation_results/motif_affinities_TGTGGTTT_1_2bp_subs.csv'\n",
    "\n",
    "i = 0\n",
    "motif_affinities = []\n",
    "for model in models:\n",
    "    fold = 0\n",
    "    if model in fusion_ER_models:\n",
    "        model_dir = '/users/shouvikm/BPNet/models'\n",
    "        model_file = f\"{model_dir}/{model}/fold_{fold}/model_split000\"\n",
    "    elif model in native_ER_models:\n",
    "        model_dir = '/users/shouvikm/BPNet/fusion_deconvolution_V3/models'\n",
    "        model_file = f\"{model_dir}/{model}_native/fold_{fold}/model_split000\"\n",
    "    bpnet = load_model(model_file)\n",
    "\n",
    "    affinities = []\n",
    "    for motif in motif_mutations:\n",
    "        if i%100==0: print(i)\n",
    "        affinity = affinity_distillation(motif, model, bpnet)\n",
    "        affinities.append(affinity)\n",
    "        i += 1\n",
    "    motif_affinities.append(affinities)\n",
    "\n",
    "motif_affinities_df = pd.DataFrame(motif_affinities).T\n",
    "motif_affinities_df.columns = models\n",
    "motif_affinities_df.index = motif_mutations\n",
    "motif_affinities_df.to_csv(output_file_name)\n",
    "motif_affinities_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "d33c7501",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:12:17.063101Z",
     "start_time": "2026-01-28T23:12:16.929511Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        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>Reh_HPA</th>\n",
       "      <th>Reh_PAS</th>\n",
       "      <th>Reh_DMSO_HPA</th>\n",
       "      <th>REH_ETV6-RUNX1_rep2</th>\n",
       "      <th>Reh_ETV6_Atlas</th>\n",
       "      <th>Nalm6_ETV6-RUNX1_V5_B</th>\n",
       "      <th>Reh_DMSO_RUNX1</th>\n",
       "      <th>Reh_RUNX1_B</th>\n",
       "      <th>REH_RUNX1_rep2</th>\n",
       "      <th>Nalm6_RUNX1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>TGCGGTTC</th>\n",
       "      <td>0.031370</td>\n",
       "      <td>0.056108</td>\n",
       "      <td>0.284615</td>\n",
       "      <td>0.334718</td>\n",
       "      <td>0.025877</td>\n",
       "      <td>0.322944</td>\n",
       "      <td>0.038339</td>\n",
       "      <td>0.061283</td>\n",
       "      <td>0.089688</td>\n",
       "      <td>0.048406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTAGTTT</th>\n",
       "      <td>0.005419</td>\n",
       "      <td>0.001361</td>\n",
       "      <td>-0.004436</td>\n",
       "      <td>0.001912</td>\n",
       "      <td>0.009726</td>\n",
       "      <td>-0.029723</td>\n",
       "      <td>0.000919</td>\n",
       "      <td>-0.003374</td>\n",
       "      <td>0.003355</td>\n",
       "      <td>0.006120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TCTGTTTT</th>\n",
       "      <td>0.001891</td>\n",
       "      <td>0.004687</td>\n",
       "      <td>-0.000737</td>\n",
       "      <td>0.018364</td>\n",
       "      <td>0.014246</td>\n",
       "      <td>-0.018580</td>\n",
       "      <td>0.000389</td>\n",
       "      <td>-0.002831</td>\n",
       "      <td>0.005291</td>\n",
       "      <td>0.003753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGTGGGTG</th>\n",
       "      <td>0.016964</td>\n",
       "      <td>0.030600</td>\n",
       "      <td>0.076115</td>\n",
       "      <td>0.068158</td>\n",
       "      <td>0.031610</td>\n",
       "      <td>0.088631</td>\n",
       "      <td>0.002930</td>\n",
       "      <td>0.004809</td>\n",
       "      <td>0.027599</td>\n",
       "      <td>-0.019871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGTGGTGT</th>\n",
       "      <td>0.015917</td>\n",
       "      <td>0.023066</td>\n",
       "      <td>0.024161</td>\n",
       "      <td>0.020755</td>\n",
       "      <td>0.033569</td>\n",
       "      <td>0.016671</td>\n",
       "      <td>0.001372</td>\n",
       "      <td>0.003262</td>\n",
       "      <td>0.015374</td>\n",
       "      <td>-0.010455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGTGCTAT</th>\n",
       "      <td>-0.002446</td>\n",
       "      <td>-0.003068</td>\n",
       "      <td>-0.015739</td>\n",
       "      <td>-0.006078</td>\n",
       "      <td>-0.002167</td>\n",
       "      <td>-0.037725</td>\n",
       "      <td>-0.000445</td>\n",
       "      <td>-0.002023</td>\n",
       "      <td>-0.000259</td>\n",
       "      <td>-0.004867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CGTGGATT</th>\n",
       "      <td>0.001610</td>\n",
       "      <td>-0.002739</td>\n",
       "      <td>-0.010604</td>\n",
       "      <td>0.001413</td>\n",
       "      <td>-0.000606</td>\n",
       "      <td>-0.028583</td>\n",
       "      <td>-0.000674</td>\n",
       "      <td>-0.000543</td>\n",
       "      <td>0.000537</td>\n",
       "      <td>-0.004319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CGTGATTT</th>\n",
       "      <td>0.010696</td>\n",
       "      <td>-0.000169</td>\n",
       "      <td>-0.007470</td>\n",
       "      <td>0.002112</td>\n",
       "      <td>0.003308</td>\n",
       "      <td>-0.027642</td>\n",
       "      <td>0.000275</td>\n",
       "      <td>-0.001694</td>\n",
       "      <td>0.002743</td>\n",
       "      <td>-0.000166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CGTGGTAT</th>\n",
       "      <td>0.010704</td>\n",
       "      <td>0.009325</td>\n",
       "      <td>0.026374</td>\n",
       "      <td>0.041922</td>\n",
       "      <td>0.001014</td>\n",
       "      <td>0.041570</td>\n",
       "      <td>0.001012</td>\n",
       "      <td>0.001457</td>\n",
       "      <td>0.014861</td>\n",
       "      <td>-0.008375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTGGTTT</th>\n",
       "      <td>0.025444</td>\n",
       "      <td>0.032168</td>\n",
       "      <td>0.097013</td>\n",
       "      <td>0.081787</td>\n",
       "      <td>0.039367</td>\n",
       "      <td>0.070971</td>\n",
       "      <td>0.006688</td>\n",
       "      <td>-0.002693</td>\n",
       "      <td>0.030175</td>\n",
       "      <td>-0.004644</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>277 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Reh_HPA   Reh_PAS  Reh_DMSO_HPA  REH_ETV6-RUNX1_rep2  \\\n",
       "TGCGGTTC  0.031370  0.056108      0.284615             0.334718   \n",
       "TTTAGTTT  0.005419  0.001361     -0.004436             0.001912   \n",
       "TCTGTTTT  0.001891  0.004687     -0.000737             0.018364   \n",
       "TGTGGGTG  0.016964  0.030600      0.076115             0.068158   \n",
       "GGTGGTGT  0.015917  0.023066      0.024161             0.020755   \n",
       "...            ...       ...           ...                  ...   \n",
       "TGTGCTAT -0.002446 -0.003068     -0.015739            -0.006078   \n",
       "CGTGGATT  0.001610 -0.002739     -0.010604             0.001413   \n",
       "CGTGATTT  0.010696 -0.000169     -0.007470             0.002112   \n",
       "CGTGGTAT  0.010704  0.009325      0.026374             0.041922   \n",
       "TTTGGTTT  0.025444  0.032168      0.097013             0.081787   \n",
       "\n",
       "          Reh_ETV6_Atlas  Nalm6_ETV6-RUNX1_V5_B  Reh_DMSO_RUNX1  Reh_RUNX1_B  \\\n",
       "TGCGGTTC        0.025877               0.322944        0.038339     0.061283   \n",
       "TTTAGTTT        0.009726              -0.029723        0.000919    -0.003374   \n",
       "TCTGTTTT        0.014246              -0.018580        0.000389    -0.002831   \n",
       "TGTGGGTG        0.031610               0.088631        0.002930     0.004809   \n",
       "GGTGGTGT        0.033569               0.016671        0.001372     0.003262   \n",
       "...                  ...                    ...             ...          ...   \n",
       "TGTGCTAT       -0.002167              -0.037725       -0.000445    -0.002023   \n",
       "CGTGGATT       -0.000606              -0.028583       -0.000674    -0.000543   \n",
       "CGTGATTT        0.003308              -0.027642        0.000275    -0.001694   \n",
       "CGTGGTAT        0.001014               0.041570        0.001012     0.001457   \n",
       "TTTGGTTT        0.039367               0.070971        0.006688    -0.002693   \n",
       "\n",
       "          REH_RUNX1_rep2  Nalm6_RUNX1  \n",
       "TGCGGTTC        0.089688     0.048406  \n",
       "TTTAGTTT        0.003355     0.006120  \n",
       "TCTGTTTT        0.005291     0.003753  \n",
       "TGTGGGTG        0.027599    -0.019871  \n",
       "GGTGGTGT        0.015374    -0.010455  \n",
       "...                  ...          ...  \n",
       "TGTGCTAT       -0.000259    -0.004867  \n",
       "CGTGGATT        0.000537    -0.004319  \n",
       "CGTGATTT        0.002743    -0.000166  \n",
       "CGTGGTAT        0.014861    -0.008375  \n",
       "TTTGGTTT        0.030175    -0.004644  \n",
       "\n",
       "[277 rows x 10 columns]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "motif_affinities_df = pd.read_csv('affinity_distillation_results/motif_affinities_TGTGGTTT_1_2bp_subs.csv', \n",
    "                                  index_col='Unnamed: 0')\n",
    "motif_affinities_df = motif_affinities_df[models]\n",
    "motif_affinities_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "49d2882f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:12:18.593594Z",
     "start_time": "2026-01-28T23:12:18.290217Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_1 = 'Reh_HPA'\n",
    "model_2 = 'Reh_RUNX1_B'\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "create_pairwise_affinities_scatter_plot(model_1, model_2, ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "c73f16e8",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:12:41.328912Z",
     "start_time": "2026-01-28T23:12:22.484570Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 24 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(4, 6, figsize=(20, 10))\n",
    "for row, model_1 in enumerate(native_ER_models):\n",
    "    for col, model_2 in enumerate(fusion_ER_models):\n",
    "        create_pairwise_affinities_scatter_plot(model_2, model_1, axs[row, col],\n",
    "                                                point_size_scale_residual=10000)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "ca6871d7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:12:43.402870Z",
     "start_time": "2026-01-28T23:12:43.348930Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TGTCGGTT    4.005122\n",
       "TGTCGTTT    3.833653\n",
       "TGCCGTTT    2.870600\n",
       "CGTCGTTT    2.745138\n",
       "TGTCGCTT    2.598027\n",
       "TGACGTTT    2.499091\n",
       "TGTCGTTA    2.448928\n",
       "TGTCGTGT    2.328949\n",
       "TGTCGTTG    2.153928\n",
       "TTTCGTTT    2.139489\n",
       "Name: Reh_HPA, dtype: float64"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = 'Reh_HPA'\n",
    "background_models = native_ER_models\n",
    "differential_affinity_motifs = calculate_differential_affinity_motifs(model, background_models, \n",
    "                                                                      motif_affinities_df)\n",
    "differential_affinity_motifs.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "9908675b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:12:43.787957Z",
     "start_time": "2026-01-28T23:12:43.702075Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TGCGGTTA    8.109549\n",
       "TGCGGTTG    7.541237\n",
       "TGCGGTTT    6.969747\n",
       "TGCGGTCT    4.746953\n",
       "TGTGGTTA    3.846358\n",
       "TGTGGTTG    3.290149\n",
       "TGCGGTTC    3.116063\n",
       "TGTGGTTT    2.959408\n",
       "TGTGGTCA    2.345540\n",
       "TGTGGTCG    2.209138\n",
       "Name: Reh_RUNX1_B, dtype: float64"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = 'Reh_RUNX1_B'\n",
    "background_models = fusion_ER_models\n",
    "differential_affinity_motifs = calculate_differential_affinity_motifs(model, background_models, \n",
    "                                                                      motif_affinities_df)\n",
    "differential_affinity_motifs.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "a0f9af7e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:15:03.936288Z",
     "start_time": "2026-01-28T23:15:03.734207Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"6\" halign=\"left\">ETV6-RUNX1 models</th>\n",
       "      <th colspan=\"4\" halign=\"left\">Native RUNX1 models</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Reh_HPA (score)</th>\n",
       "      <th>Reh_PAS (score)</th>\n",
       "      <th>Reh_DMSO_HPA (score)</th>\n",
       "      <th>REH_ETV6-RUNX1_rep2 (score)</th>\n",
       "      <th>Reh_ETV6_Atlas (score)</th>\n",
       "      <th>Nalm6_ETV6-RUNX1_V5_B (score)</th>\n",
       "      <th>Reh_DMSO_RUNX1 (score)</th>\n",
       "      <th>Reh_RUNX1_B (score)</th>\n",
       "      <th>REH_RUNX1_rep2 (score)</th>\n",
       "      <th>Nalm6_RUNX1 (score)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rank</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>0</th>\n",
       "      <td><span style=\"background-color: lightgreen;\">TGTCG</span>GTT (4.01)</td>\n",
       "      <td><span style=\"background-color: cyan;\">TGCGG</span>TTG (2.99)</td>\n",
       "      <td>AGTGG<span style=\"background-color: yellow;\">TTT</span> (4.85)</td>\n",
       "      <td>TGAGG<span style=\"background-color: yellow;\">TTT</span> (6.11)</td>\n",
       "      <td>TGTTGGTT (2.6)</td>\n",
       "      <td>GGCGG<span style=\"background-color: yellow;\">TTT</span> (3.78)</td>\n",
       "      <td><span style=\"background-color: cyan;\">TGCGG</span>TTA (7.62)</td>\n",
       "      <td><span style=\"background-color: cyan;\">TGCGG</span>TTA (8.11)</td>\n",
       "      <td>CGTGGTTA (3.03)</td>\n",
       "      <td><span style=\"background-color: cyan;\">TGCGG</span>TTA (8.46)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td><span style=\"background-color: lightgreen;\">TGTCG</span><span style=\"background-color: yellow;\">TTT</span> (3.83)</td>\n",
       "      <td><span style=\"background-color: lightgreen;\">TGTCG</span>CTT (2.59)</td>\n",
       "      <td>AGCGG<span style=\"background-color: yellow;\">TTT</span> (3.9)</td>\n",
       "      <td>TGTGG<span style=\"background-color: yellow;\">TTT</span> (4.35)</td>\n",
       "      <td>GGTTG<span style=\"background-color: yellow;\">TTT</span> (2.51)</td>\n",
       "      <td>AGTGG<span style=\"background-color: yellow;\">TTT</span> (3.36)</td>\n",
       "      <td><span style=\"background-color: cyan;\">TGCGG</span><span style=\"background-color: yellow;\">TTT</span> (6.73)</td>\n",
       "      <td><span style=\"background-color: cyan;\">TGCGG</span>TTG (7.54)</td>\n",
       "      <td>TACGG<span style=\"background-color: yellow;\">TTT</span> (2.82)</td>\n",
       "      <td><span style=\"background-color: cyan;\">TGCGG</span>TTG (6.02)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>TGCCG<span style=\"background-color: yellow;\">TTT</span> (2.87)</td>\n",
       "      <td>AGTCG<span style=\"background-color: yellow;\">TTT</span> (2.52)</td>\n",
       "      <td>TGAGG<span style=\"background-color: yellow;\">TTT</span> (3.83)</td>\n",
       "      <td>GGCGG<span style=\"background-color: yellow;\">TTT</span> (4.3)</td>\n",
       "      <td>TGGGGGTT (2.46)</td>\n",
       "      <td>TGAGG<span style=\"background-color: yellow;\">TTT</span> (3.2)</td>\n",
       "      <td><span style=\"background-color: cyan;\">TGCGG</span>TTG (6.48)</td>\n",
       "      <td><span style=\"background-color: cyan;\">TGCGG</span><span style=\"background-color: yellow;\">TTT</span> (6.97)</td>\n",
       "      <td>TATGGTTA (2.36)</td>\n",
       "      <td><span style=\"background-color: cyan;\">TGCGG</span><span style=\"background-color: yellow;\">TTT</span> (5.96)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CGTCG<span style=\"background-color: yellow;\">TTT</span> (2.75)</td>\n",
       "      <td><span style=\"background-color: cyan;\">TGCGG</span>TTA (2.02)</td>\n",
       "      <td>GGCGG<span style=\"background-color: yellow;\">TTT</span> (3.03)</td>\n",
       "      <td>TGAGGTTA (3.09)</td>\n",
       "      <td>TGTTG<span style=\"background-color: yellow;\">TTT</span> (2.45)</td>\n",
       "      <td>GGTGG<span style=\"background-color: yellow;\">TTT</span> (3.11)</td>\n",
       "      <td>TGTGGTTA (4.57)</td>\n",
       "      <td><span style=\"background-color: cyan;\">TGCGG</span>TCT (4.75)</td>\n",
       "      <td>TGGGGTTA (1.81)</td>\n",
       "      <td><span style=\"background-color: cyan;\">TGCGG</span>TCT (3.95)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td><span style=\"background-color: lightgreen;\">TGTCG</span>CTT (2.6)</td>\n",
       "      <td><span style=\"background-color: lightgreen;\">TGTCG</span><span style=\"background-color: yellow;\">TTT</span> (1.97)</td>\n",
       "      <td>AGTGGTTG (2.96)</td>\n",
       "      <td>CGAGG<span style=\"background-color: yellow;\">TTT</span> (2.79)</td>\n",
       "      <td>GGGGG<span style=\"background-color: yellow;\">TTT</span> (2.41)</td>\n",
       "      <td>TGTGGTCG (3.01)</td>\n",
       "      <td><span style=\"background-color: cyan;\">TGCGG</span>TCT (4.23)</td>\n",
       "      <td>TGTGGTTA (3.85)</td>\n",
       "      <td>CGTGGTGT (1.63)</td>\n",
       "      <td>CGCGG<span style=\"background-color: yellow;\">TTT</span> (3.61)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>TGACG<span style=\"background-color: yellow;\">TTT</span> (2.5)</td>\n",
       "      <td>TATCG<span style=\"background-color: yellow;\">TTT</span> (1.97)</td>\n",
       "      <td>GGTGG<span style=\"background-color: yellow;\">TTT</span> (2.32)</td>\n",
       "      <td>AGTGG<span style=\"background-color: yellow;\">TTT</span> (2.64)</td>\n",
       "      <td><span style=\"background-color: lightgreen;\">TGTCG</span>GTT (2.39)</td>\n",
       "      <td>AGCGG<span style=\"background-color: yellow;\">TTT</span> (2.67)</td>\n",
       "      <td>TGTGG<span style=\"background-color: yellow;\">TTT</span> (4.18)</td>\n",
       "      <td>TGTGGTTG (3.29)</td>\n",
       "      <td>TCTGGTTA (1.37)</td>\n",
       "      <td>TGTGGTTA (3.37)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td><span style=\"background-color: lightgreen;\">TGTCG</span>TTA (2.45)</td>\n",
       "      <td><span style=\"background-color: lightgreen;\">TGTCG</span>TAT (1.88)</td>\n",
       "      <td>TGAGGTTG (2.29)</td>\n",
       "      <td>TGTGGTTC (2.64)</td>\n",
       "      <td>TGTTGTTG (2.35)</td>\n",
       "      <td>TGTGGTTC (2.3)</td>\n",
       "      <td><span style=\"background-color: cyan;\">TGCGG</span>TTC (3.59)</td>\n",
       "      <td><span style=\"background-color: cyan;\">TGCGG</span>TTC (3.12)</td>\n",
       "      <td><span style=\"background-color: lightgreen;\">TGTCG</span>TTA (1.26)</td>\n",
       "      <td><span style=\"background-color: cyan;\">TGCGG</span>TTC (3.3)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td><span style=\"background-color: lightgreen;\">TGTCG</span>TGT (2.33)</td>\n",
       "      <td><span style=\"background-color: lightgreen;\">TGTCG</span>GTT (1.69)</td>\n",
       "      <td>AGAGG<span style=\"background-color: yellow;\">TTT</span> (2.24)</td>\n",
       "      <td>GGTGG<span style=\"background-color: yellow;\">TTT</span> (2.53)</td>\n",
       "      <td>GGTGGTTG (2.32)</td>\n",
       "      <td>TGAGGTCT (2.24)</td>\n",
       "      <td>TGTGGTTG (2.87)</td>\n",
       "      <td>TGTGG<span style=\"background-color: yellow;\">TTT</span> (2.96)</td>\n",
       "      <td>CGTGGTTG (1.23)</td>\n",
       "      <td>AGCGG<span style=\"background-color: yellow;\">TTT</span> (2.31)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td><span style=\"background-color: lightgreen;\">TGTCG</span>TTG (2.15)</td>\n",
       "      <td>AGTGGCTT (1.68)</td>\n",
       "      <td>AGTGGTCT (2.24)</td>\n",
       "      <td><span style=\"background-color: cyan;\">TGCGG</span>TTC (2.41)</td>\n",
       "      <td>GTTGG<span style=\"background-color: yellow;\">TTT</span> (2.19)</td>\n",
       "      <td>AGTGGTTG (2.2)</td>\n",
       "      <td>TGTGGTCA (2.15)</td>\n",
       "      <td>TGTGGTCA (2.35)</td>\n",
       "      <td>TGTGCTTA (1.18)</td>\n",
       "      <td>TGTGG<span style=\"background-color: yellow;\">TTT</span> (2.28)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td><span style=\"background-color: yellow;\">TTT</span>CG<span style=\"background-color: yellow;\">TTT</span> (2.14)</td>\n",
       "      <td><span style=\"background-color: lightgreen;\">TGTCG</span>TGT (1.66)</td>\n",
       "      <td>AGTGGTTC (2.06)</td>\n",
       "      <td>TGTGGCTT (2.12)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TTT</span>GGGTT (2.16)</td>\n",
       "      <td>AGTGGTTC (2.13)</td>\n",
       "      <td><span style=\"background-color: cyan;\">TGCGG</span>TAT (1.83)</td>\n",
       "      <td>TGTGGTCG (2.21)</td>\n",
       "      <td>TATGG<span style=\"background-color: yellow;\">TTT</span> (1.16)</td>\n",
       "      <td>TGTGGTCA (2.18)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_diff_affinity_motifs_df = pd.DataFrame()\n",
    "for model in fusion_ER_models:\n",
    "    differential_affinity_motifs = calculate_differential_affinity_motifs(model, native_ER_models, \n",
    "                                                                          motif_affinities_df)\n",
    "    differential_affinity_motifs = (differential_affinity_motifs.index + ' (' + \n",
    "                                    differential_affinity_motifs.round(2).values.astype(str) + ')')\n",
    "    model_diff_affinity_motifs_df[model] = differential_affinity_motifs[:10]\n",
    "    \n",
    "for model in native_ER_models:\n",
    "    differential_affinity_motifs = calculate_differential_affinity_motifs(model, fusion_ER_models, \n",
    "                                                                          motif_affinities_df)\n",
    "    differential_affinity_motifs = (differential_affinity_motifs.index + ' (' + \n",
    "                                    differential_affinity_motifs.round(2).values.astype(str) + ')')\n",
    "    model_diff_affinity_motifs_df[model] = differential_affinity_motifs[:10]\n",
    "\n",
    "multi_index_columns = pd.MultiIndex.from_tuples(\n",
    "    [('ETV6-RUNX1 models', model + ' (score)') for model in fusion_ER_models] + \n",
    "    [('Native RUNX1 models', model + ' (score)') for model in native_ER_models]\n",
    ")\n",
    "model_diff_affinity_motifs_df.columns = multi_index_columns\n",
    "model_diff_affinity_motifs_df.index.name = 'Rank'\n",
    "\n",
    "motifs_to_highlight = ['TTT', 'TGTCG', 'TGCGG']\n",
    "highlight_motifs_in_dataframe(model_diff_affinity_motifs_df.head(10), motifs_to_highlight)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "14b3125e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:16:51.917935Z",
     "start_time": "2026-01-28T23:16:51.726051Z"
    },
    "hidden": true
   },
   "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>Reh_HPA</th>\n",
       "      <th>Reh_PAS</th>\n",
       "      <th>Reh_DMSO_HPA</th>\n",
       "      <th>REH_ETV6-RUNX1_rep2</th>\n",
       "      <th>Reh_ETV6_Atlas</th>\n",
       "      <th>Nalm6_ETV6-RUNX1_V5_B</th>\n",
       "      <th>Reh_DMSO_RUNX1</th>\n",
       "      <th>Reh_RUNX1_B</th>\n",
       "      <th>REH_RUNX1_rep2</th>\n",
       "      <th>Nalm6_RUNX1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rank</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>0</th>\n",
       "      <td>TGTCGGTT</td>\n",
       "      <td>TGCGGTTG</td>\n",
       "      <td>AGTGGTTT</td>\n",
       "      <td>TGAGGTTT</td>\n",
       "      <td>TGTTGGTT</td>\n",
       "      <td>GGCGGTTT</td>\n",
       "      <td>TGCGGTTA</td>\n",
       "      <td>TGCGGTTA</td>\n",
       "      <td>CGTGGTTA</td>\n",
       "      <td>TGCGGTTA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TGTCGTTT</td>\n",
       "      <td>TGTCGCTT</td>\n",
       "      <td>AGCGGTTT</td>\n",
       "      <td>TGTGGTTT</td>\n",
       "      <td>GGTTGTTT</td>\n",
       "      <td>AGTGGTTT</td>\n",
       "      <td>TGCGGTTT</td>\n",
       "      <td>TGCGGTTG</td>\n",
       "      <td>TACGGTTT</td>\n",
       "      <td>TGCGGTTG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>TGCCGTTT</td>\n",
       "      <td>AGTCGTTT</td>\n",
       "      <td>TGAGGTTT</td>\n",
       "      <td>GGCGGTTT</td>\n",
       "      <td>TGGGGGTT</td>\n",
       "      <td>TGAGGTTT</td>\n",
       "      <td>TGCGGTTG</td>\n",
       "      <td>TGCGGTTT</td>\n",
       "      <td>TATGGTTA</td>\n",
       "      <td>TGCGGTTT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CGTCGTTT</td>\n",
       "      <td>TGCGGTTA</td>\n",
       "      <td>GGCGGTTT</td>\n",
       "      <td>TGAGGTTA</td>\n",
       "      <td>TGTTGTTT</td>\n",
       "      <td>GGTGGTTT</td>\n",
       "      <td>TGTGGTTA</td>\n",
       "      <td>TGCGGTCT</td>\n",
       "      <td>TGGGGTTA</td>\n",
       "      <td>TGCGGTCT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>TGTCGCTT</td>\n",
       "      <td>TGTCGTTT</td>\n",
       "      <td>AGTGGTTG</td>\n",
       "      <td>CGAGGTTT</td>\n",
       "      <td>GGGGGTTT</td>\n",
       "      <td>TGTGGTCG</td>\n",
       "      <td>TGCGGTCT</td>\n",
       "      <td>TGTGGTTA</td>\n",
       "      <td>CGTGGTGT</td>\n",
       "      <td>CGCGGTTT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>TGTGGTCT</td>\n",
       "      <td>TGTGGTCT</td>\n",
       "      <td>TACGGTTT</td>\n",
       "      <td>CGTGGTGT</td>\n",
       "      <td>TCTGGATT</td>\n",
       "      <td>TGGGGTTT</td>\n",
       "      <td>AGTGGCTT</td>\n",
       "      <td>TCTGGTTT</td>\n",
       "      <td>AGCGGTTT</td>\n",
       "      <td>TGGGGTTT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>TGTGGTAA</td>\n",
       "      <td>TGTGGTCA</td>\n",
       "      <td>CGTGGTTA</td>\n",
       "      <td>CGTGGTTC</td>\n",
       "      <td>TGTGGTAA</td>\n",
       "      <td>TGTGGTTA</td>\n",
       "      <td>TGTGGGTT</td>\n",
       "      <td>GGTGGTTT</td>\n",
       "      <td>AGTGGTTT</td>\n",
       "      <td>TCAGGTTT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>TGTGGTCA</td>\n",
       "      <td>TGTGGTAA</td>\n",
       "      <td>TGTGGTTA</td>\n",
       "      <td>CGTGGTTG</td>\n",
       "      <td>CGTGGTTA</td>\n",
       "      <td>TGCGGTGT</td>\n",
       "      <td>TGTGGGCT</td>\n",
       "      <td>TGAGGTTT</td>\n",
       "      <td>TGTGGTTT</td>\n",
       "      <td>TGTCGTTG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>TGTGGTTT</td>\n",
       "      <td>TGTGGTTA</td>\n",
       "      <td>TGCGGTTT</td>\n",
       "      <td>CGTGGTTA</td>\n",
       "      <td>TGTGGTTA</td>\n",
       "      <td>TGCGGTTA</td>\n",
       "      <td>TGTGGGTA</td>\n",
       "      <td>TTTGGTTT</td>\n",
       "      <td>GGCGGTTT</td>\n",
       "      <td>CGAGGTTT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>TGTGGTTA</td>\n",
       "      <td>TGTGGTTT</td>\n",
       "      <td>TGCGGTTA</td>\n",
       "      <td>TGCGGTTA</td>\n",
       "      <td>TGTGGTCA</td>\n",
       "      <td>TGCGGTTT</td>\n",
       "      <td>AGTGGTTT</td>\n",
       "      <td>AGTGGTTT</td>\n",
       "      <td>TGAGGTTT</td>\n",
       "      <td>TGTGGGGT</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>277 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Reh_HPA   Reh_PAS Reh_DMSO_HPA REH_ETV6-RUNX1_rep2 Reh_ETV6_Atlas  \\\n",
       "Rank                                                                       \n",
       "0     TGTCGGTT  TGCGGTTG     AGTGGTTT            TGAGGTTT       TGTTGGTT   \n",
       "1     TGTCGTTT  TGTCGCTT     AGCGGTTT            TGTGGTTT       GGTTGTTT   \n",
       "2     TGCCGTTT  AGTCGTTT     TGAGGTTT            GGCGGTTT       TGGGGGTT   \n",
       "3     CGTCGTTT  TGCGGTTA     GGCGGTTT            TGAGGTTA       TGTTGTTT   \n",
       "4     TGTCGCTT  TGTCGTTT     AGTGGTTG            CGAGGTTT       GGGGGTTT   \n",
       "...        ...       ...          ...                 ...            ...   \n",
       "272   TGTGGTCT  TGTGGTCT     TACGGTTT            CGTGGTGT       TCTGGATT   \n",
       "273   TGTGGTAA  TGTGGTCA     CGTGGTTA            CGTGGTTC       TGTGGTAA   \n",
       "274   TGTGGTCA  TGTGGTAA     TGTGGTTA            CGTGGTTG       CGTGGTTA   \n",
       "275   TGTGGTTT  TGTGGTTA     TGCGGTTT            CGTGGTTA       TGTGGTTA   \n",
       "276   TGTGGTTA  TGTGGTTT     TGCGGTTA            TGCGGTTA       TGTGGTCA   \n",
       "\n",
       "     Nalm6_ETV6-RUNX1_V5_B Reh_DMSO_RUNX1 Reh_RUNX1_B REH_RUNX1_rep2  \\\n",
       "Rank                                                                   \n",
       "0                 GGCGGTTT       TGCGGTTA    TGCGGTTA       CGTGGTTA   \n",
       "1                 AGTGGTTT       TGCGGTTT    TGCGGTTG       TACGGTTT   \n",
       "2                 TGAGGTTT       TGCGGTTG    TGCGGTTT       TATGGTTA   \n",
       "3                 GGTGGTTT       TGTGGTTA    TGCGGTCT       TGGGGTTA   \n",
       "4                 TGTGGTCG       TGCGGTCT    TGTGGTTA       CGTGGTGT   \n",
       "...                    ...            ...         ...            ...   \n",
       "272               TGGGGTTT       AGTGGCTT    TCTGGTTT       AGCGGTTT   \n",
       "273               TGTGGTTA       TGTGGGTT    GGTGGTTT       AGTGGTTT   \n",
       "274               TGCGGTGT       TGTGGGCT    TGAGGTTT       TGTGGTTT   \n",
       "275               TGCGGTTA       TGTGGGTA    TTTGGTTT       GGCGGTTT   \n",
       "276               TGCGGTTT       AGTGGTTT    AGTGGTTT       TGAGGTTT   \n",
       "\n",
       "     Nalm6_RUNX1  \n",
       "Rank              \n",
       "0       TGCGGTTA  \n",
       "1       TGCGGTTG  \n",
       "2       TGCGGTTT  \n",
       "3       TGCGGTCT  \n",
       "4       CGCGGTTT  \n",
       "...          ...  \n",
       "272     TGGGGTTT  \n",
       "273     TCAGGTTT  \n",
       "274     TGTCGTTG  \n",
       "275     CGAGGTTT  \n",
       "276     TGTGGGGT  \n",
       "\n",
       "[277 rows x 10 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# K-mers only, without diff affinity scores\n",
    "model_diff_affinity_motifs_df = pd.DataFrame()\n",
    "for model in fusion_ER_models:\n",
    "    differential_affinity_motifs = calculate_differential_affinity_motifs(model, native_ER_models, \n",
    "                                                                          motif_affinities_df)\n",
    "    model_diff_affinity_motifs_df[model] = differential_affinity_motifs.index\n",
    "    \n",
    "for model in native_ER_models:\n",
    "    differential_affinity_motifs = calculate_differential_affinity_motifs(model, fusion_ER_models, \n",
    "                                                                          motif_affinities_df)\n",
    "    model_diff_affinity_motifs_df[model] = differential_affinity_motifs.index\n",
    "\n",
    "model_diff_affinity_motifs_df.index.name = 'Rank'\n",
    "model_diff_affinity_motifs_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "50645365",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:16:59.349958Z",
     "start_time": "2026-01-28T23:16:58.951187Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from '/oak/stanford/groups/akundaje/shouvikm/miniconda3/envs/bpnet/lib/python3.7/site-packages/matplotlib/pyplot.py'>"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x500 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmer_pattern = lambda x: x.str.endswith('TTT')\n",
    "title = 'K-mers ending in TTT'\n",
    "create_kmer_rank_distribution_rugplot(model_diff_affinity_motifs_df, kmer_pattern, \n",
    "                                      fusion_ER_models, title, linewidth=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "b9452ec2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:17:02.511656Z",
     "start_time": "2026-01-28T23:17:02.098687Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from '/oak/stanford/groups/akundaje/shouvikm/miniconda3/envs/bpnet/lib/python3.7/site-packages/matplotlib/pyplot.py'>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x500 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmer_pattern = lambda x: x.str.contains('TTT')\n",
    "title = 'K-mers containing TTT'\n",
    "create_kmer_rank_distribution_rugplot(model_diff_affinity_motifs_df, kmer_pattern, \n",
    "                                      fusion_ER_models, title, linewidth=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "7979e450",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:17:25.681973Z",
     "start_time": "2026-01-28T23:17:25.291236Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from '/oak/stanford/groups/akundaje/shouvikm/miniconda3/envs/bpnet/lib/python3.7/site-packages/matplotlib/pyplot.py'>"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x500 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmer_pattern = lambda x: x.str.contains('TGTCG')\n",
    "title = 'K-mers containing TGTCG'\n",
    "create_kmer_rank_distribution_rugplot(model_diff_affinity_motifs_df, kmer_pattern, \n",
    "                                      fusion_ER_models, title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "7d7e4052",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:17:38.212487Z",
     "start_time": "2026-01-28T23:17:37.617059Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from '/oak/stanford/groups/akundaje/shouvikm/miniconda3/envs/bpnet/lib/python3.7/site-packages/matplotlib/pyplot.py'>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x500 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmer_pattern = lambda x: x.str.contains('TGCGG')\n",
    "title = 'K-mers containing TGCGG'\n",
    "create_kmer_rank_distribution_rugplot(model_diff_affinity_motifs_df, kmer_pattern, \n",
    "                                      fusion_ER_models, title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "c1f4aa90",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:17:52.372486Z",
     "start_time": "2026-01-28T23:17:51.967651Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from '/oak/stanford/groups/akundaje/shouvikm/miniconda3/envs/bpnet/lib/python3.7/site-packages/matplotlib/pyplot.py'>"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Qs7WtrfBq1H9Vbaobs7LtVOm/un1WZ4ymy5bi7/kLAECqHwBoumwpjPr1kxtX5X7Mf/kZAGr191Mb267inOStq2684vlW3AaK5iCuL+v3VnGd+LlYvqgcfR4+ZN+nilDiI+9FSkoKXF1d8fr1axgZGdV1OLVCfHhTIBDUKPFp8XjgaWhAwONBrwb91Gb/VbWpbszKtlOl/+r2Wa0x9PVRoKEBAFL9AIBAX599Lcjqv3I/Ah4PAGr191Mb205iTnLWVTdedr4VtoGiObD1ZfzeKq4TP69MmdMQdHELkSkgIAAcDgccDgdaWlqwsrLCrFmzUFRU9EHGT0xMlJswORwO9u7dK7EsfhgaGqJ79+74/fffJdo8e/YM2traaNeu3XuMmhDyMaDER+Ty9PREdnY2Hj58iOjoaMTGxmLRokV1HZZMCQkJyM7Oxrlz59CoUSMMGDAADx8+ZNcnJiZixIgRyM3NxcWLF+swUkJIXaPER+TS0dGBUCiEmZkZhgwZAjc3N5w4cQLAuysco6KiYGVlBT09Pdjb22PXrl1SfVy9ehVOTk7Q19eHs7MzMjIy3kusRkZGEAqFaNeuHWJiYvD27Vs2VoZhkJCQgDFjxmDUqFGIi4t7LzEQQj4OlPiIUm7duoXU1FRoa2sDAKKiopCUlISNGzfi9u3bCA0NhZ+fH06fPi3Rbt68eVizZg2uXLkCTU1NBAUFvfdY9fT0AAAlJSUAgOTkZBQWFsLNzQ1+fn7Yvn07CgoK3nschJD6iS5uIXIdPHgQPB4PZWVlKC4uBpfLxXfffYfi4mIsX74cJ0+eRLdu3QAALVq0wNmzZxEbG4vevXuzfURGRrLL4eHh8PLyQlFREXR1dascPycnB7z/ncRWVmFhIebPnw8NDQ123Li4OHzxxRfQ0NBAu3bt0KJFC+zcuRMBAQEq9U0I+TRQ4iNyubq6IiYmBgUFBYiOjoampia8vb1x+/ZtFBYWom/fvhL1S0pK4OjoKFHWoUMH9rmJiQkA4OXLlzA3N69yfD6fj2vXrkmVt2rVSqrM19cXGhoaePv2LRo3boy4uDh06NABb968we7du3H27Fm2rp+fH+Li4ijxEaKmKPERuQwMDGBtbQ0AiI+Ph729PeLi4tgrIw8dOoRmzZpJtNHR0ZFY1tLSYp+LLzMWiURKjc/lctnxqxIdHQ03NzcYGhqicePGbPnWrVtRVFSErl27smUMw0AkEuHu3buwsbFRqn9CyKeDEh9RCpfLxdy5czFjxgzcvXsXOjo6yMzMlDisWZeEQqHMJBkXF4evv/5aau9u8uTJiI+Px4oVKz5QhISQ+oISH1Gaj48PwsLCEBsbi5kzZyI0NBQikQg9evRATk4Ozp07B4FAAH9//7oOFQCQlpaGa9euYcuWLWjTpo3EOl9fX0RERGDZsmXQ1KS3ASHqhN7xRGmampqYOnUqVq1ahUePHqFx48aIiorCw4cPYWRkhI4dO2Lu3Ll1HSYrLi4Obdu2lUp6ADB06FBMnToVhw8fxqBBg+ogOkJIXaHER2RKTEyUWR4eHo7w8HAAQEhICEJCQmTWc3FxAcMwEmUODg5SZfIEBATIvfikch/y+tywYYPc/oVCIcrLy5WKhRDyaaH7+AghhKgVSnykTtjZ2YHH48l8bNmypa7DI4R8wuhQJ6kThw8fRmlpqcx1TZs2/cDREELUCSU+UicsLCzqOgRCiJqiQ52EEELUCiU+QgghaoUSHyGEELVCiY8QQohaocRHCCFErVDiI4QQolYo8RFCCFErlPgIIYSoFUp8hBBC1AolPkIIIWqFEh8hhBC1QomPEEKIWqHERwghRK3QtzMQoiTxN73n5ubWqJ+3+fnILy9Hbn4+SmvYV231X1Wb6sasbDtV+q9un9Uao7AQ+eXlACDVDwDkFhaC+7++ZPVfuZ/c/HwAqNXfT21sO4k5yVlX3XjZ+VbYBormwNaX8XuruE78XCxf9O65+H2qCIdRphYhBM+ePYOZmVldh0EIUeDp06do3ry5wjqU+AhRkkgkQlZWFvh8PjgcTl2HQwipgGEY5OXlwdTUFFyu4rN4lPgIIYSoFbq4hRBCiFqhxEcIIUStUOIjhBCiVuh2BkKURBe3EFJ/qXJxCyU+QpSUlZVFtzMQUs8pczsDJT5ClMTn8wG8e2MJBII6ieFtejoy/cbA/JefoWdrK7esOv0os666432oPiqWAZA5hjJ1VBlHXt+Kth2AardVdpuJ6zddthR/z18gc0xl2qk6b6DqbVqdmGWtqyhfVI4+Dx+y71NFKPGR9yolJQWurq54/fo1jIyM6jqcGhEf3hQIBHWW+LR4PPA0NCDg8aD3vxhklVWnH2XWVXe8D9VHxTIAMsdQpo4q48jrW9G2A1DttspuM7a+vj4K5IypTDtV5w1UvU2rE7OsdbIocxqCLm4hCgUEBIDD4YDD4UBLSwtWVlaYNWsWioqKPsj4iYmJ7PhcLhfNmzdHYGAgXr58KVEvKioKGhoa+Oabb6T6KC8vx4oVK9CmTRvo6enB2NgYXbt2xaZNmz7IHAgh9Qvt8ZEqeXp6IiEhAaWlpbh69Sr8/f3B4XCwcuXKDzK+QCBARkYGRCIRbty4gcDAQGRlZeHYsWNsnfj4eMyaNQvx8fEICwuTaL9kyRLExsbiu+++g5OTE3Jzc3HlyhW8fv36g8RPCKlfaI+PVElHRwdCoRBmZmYYMmQI3NzccOLECQDvrnSMioqClZUV9PT0YG9vj127dkn1cfXqVTg5OUFfXx/Ozs7IyMhQenwOhwOhUAhTU1P069cP06dPx8mTJ/H27VsAwOnTp/H27VtEREQgNzcXqampEu3379+PyZMnw8fHB1ZWVrC3t0dwcDBmzpxZg61CCPlYUeIjKrl16xZSU1Ohra0N4N0hxqSkJGzcuBG3b99GaGgo/Pz8cPr0aYl28+bNw5o1a3DlyhVoamoiKCio2jHo6elBJBKhrKwMABAXFwdfX19oaWnB19cXcXFxEvWFQiF+//13/PPPP9UekxDy6aBDnaRKBw8eBI/HQ1lZGYqLi8HlcvHdd9+huLgYy5cvx8mTJ9GtWzcAQIsWLXD27FnExsaid+/ebB+RkZHscnh4OLy8vFBUVARdXV2VYrl37x42btwIJycn8Pl85ObmYteuXTh//jwAwM/PDz179sS6devA+9+J9m+//RbDhw+HUCiEnZ0dnJ2dMXjwYPTr1682Ng8h5CNDe3ykSq6urkhLS8PFixfh7++PwMBAeHt74/79+ygsLETfvn3B4/HYR1JSEh48eCDRR4cOHdjnJiYmACB1gYo8OTk54PF40NfXR+vWrdG0aVNs2bIFALBt2za0bNkS9vb2AAAHBwdYWFhgx44dbPu2bdvi1q1buHDhAoKCgvDy5UsMHDgQ48aNq9F2IYR8nGiPj1TJwMAA1tbWAN5dRGJvb4+4uDi0a9cOAHDo0CE0a9ZMoo2Ojo7EspaWFvtcfLmxSCRSanw+n49r166By+XCxMQEenp67Lq4uDjcvn0bmpr//1IWiUSIj49HcHAwW8blctG5c2d07twZX331FX755ReMGTMG8+bNg5WVlVJxEEI+DZT4iEq4XC7mzp2LGTNm4O7du9DR0UFmZqbEYc33MaY48VZ08+ZNXLlyBSkpKTA2NmbLX716BRcXF/z1119o06aNzD7btm0LACgoKHg/QRNC6i1KfERlPj4+CAsLQ2xsLGbOnInQ0FCIRCL06NEDOTk5OHfuHAQCAfz9/d9rHHFxcejSpQt69eolta5z586Ii4vDN998g+HDh6N79+5wdnaGUCjEo0ePMGfOHNjY2MhNjISQTxed4yMq09TUxNSpU7Fq1SrMmTMHCxYsQFRUFGxtbeHp6YlDhw6998OHJSUl+OWXX+Dt7S1zvbe3N5KSklBaWgoPDw8cOHAAAwcOhI2NDfz9/dGmTRscP35c4hApIUQ90LueKJSYmCizPDw8HOHh4QCAkJAQhISEyKzn4uIChmEkyhwcHKTK5AkICEBAQIBUuba2Nv7991+57WbNmoVZs2YBAMaPH4/x48crNR4h5NNHe3yEEELUCiU+Uqfs7OwkboWo+BDfskAIIbWJDnWSOnX48GGUlpbKXNe0adMPHA0hRB1Q4iN1ysLCoq5DIISoGTrUSQghRK1Q4iOEEKJWKPERQghRK5T4CCGEqBVKfIQQQtQKJT5CCCFqhRIfIYQQtUKJjxBCiFqhxEcIIUStUOIjhBCiVijxEUIIUSuU+AghhKgVSnyEEELUCiU+QgghaoW+logQJTEMAwDIzc2tsxje5ucjv7wcufn5KP1fHLLKqtOPMuuqO96H6qNiGQCZYyhTR5Vx5PWtaNsBqHZbZbcZW7+wUO6YyrRTdd5A1du0OjHLWldRvuhdmfh9qgiHUaYWIQTPnj2DmZlZXYdBCFHg6dOnaN68ucI6lPgIUZJIJEJWVhb4fD44HE5dh0MIqYBhGOTl5cHU1BRcruKzeJT4CCGEqBW6uIUQQohaocRHCCFErdBVnYQoic7xEVJ/qXKOjxIfIUrKysqiqzoJqeeUuaqTDnUSoiQ+nw/g3RsrJydH6ceT7dtxyboVHqxZg0vWrfDiwgXk5OTgxYULuGTdil0vLhc/xOsr169Yr6o+VOmrqjby1lc1dnX6rmosZcZUNIaq4yvTrmJs72Mb1LRd5baqvv5UfV1UFZ+4nipzEccq67V879QpifepIrTHR4iSxIc3BQIBBAKB0u1E+voo0NAAX08PxRoaEPB40BMIoMXjgaehAcH/1ovLxdj1letXqFdVH6r0VVUbueurGLs6fVc5lhJjKhpD1fGVaSeqEJsyr4/3EYMqbQGo9PpTdnxl4xPXA6D0XMTbuGIbcT98AwMAUOo0BO3x1UMpKSngcDh48+ZNXYdCCCGfHEp870FAQAA4HA44HA60tLRgZWWFWbNmoaio6IOMn5iYyI6voaGBBg0aoGvXroiIiEBOTo7MWCdNmiTVz5QpU8DhcBAQEMCW/fPPP/jyyy9hbm4OHR0dCIVCeHh44Ny5cxJtU1NT0b9/fzRo0AC6urpo3749vv32W5TL+KgheTgcDvbu3StVHhAQgCFDhkjNgcPhQFtbG9bW1oiIiEBZWZlEOw8PD2hoaODy5ctKx0AI+fRQ4ntPPD09kZ2djYcPHyI6OhqxsbFYtGjRBxtfIBAgOzsbz549Q2pqKiZMmICkpCQ4ODggKytLoq6ZmRm2b9+Ot2/fsmVFRUXYunUrzM3NJep6e3vj+vXr2Lx5M+7evYv9+/fDxcUF//33H1tnz5496N27N5o3b47k5GT89ddfCAkJwbJly/DFF18o9Vl6qhJv73v37uHrr7/G4sWL8c0337DrMzMzkZqaiqlTpyI+Pr7WxyeEfDwo8b0n4r0hMzMzDBkyBG5ubjhx4gSAd5fFR0VFwcrKCnp6erC3t8euXbuk+rh69SqcnJygr68PZ2dnZGRkKD0+h8OBUCiEiYkJbG1tERwcjNTUVOTn52PWrFkSdTt27AgzMzPs3r2bLdu9ezfMzc3h6OjIlr158wZnzpzBypUr4erqCgsLC3Tp0gVz5szBoEGDAAAFBQUYP348Bg0ahB9//BEODg6wtLTEuHHjsHnzZuzatQu//vqrSttSGeLtbWFhgS+//BJubm7Yv38/uz4hIQEDBgzAl19+iW3btkkkeUKIeqHE9wHcunULqamp0NbWBgBERUUhKSkJGzduxO3btxEaGgo/Pz+cPn1aot28efOwZs0aXLlyBZqamggKCqpRHE2aNMHo0aOxf/9+qUOOQUFBSEhIYJfj4+MRGBgoUYfH44HH42Hv3r0oLi6WOcbx48fx33//YebMmVLrBg4cCBsbG2zbtq1G81CGnp4eSkpKALy7vychIQF+fn5o06YNrK2tZf6jQQhRD5T43pODBw+Cx+Ox57devnyJsLAwFBcXY/ny5YiPj4eHhwdatGiBgIAA+Pn5ITY2VqKPyMhI9O7dG23btkV4eDhSU1NrfJ6wTZs2yMvLkzg0CQB+fn44e/Ysnjx5gidPnuDcuXPw8/OTqKOpqYnExERs3rwZRkZG6N69O+bOnYs///yTrXP37l0AgK2trdzxxXWU4evryyZc8WPLli1y6zMMg5MnT+LYsWPo06cPAODkyZMoLCyEh4cHO9e4uDilYyCEfFrodob3xNXVFTExMSgoKEB0dDQ0NTXh7e2N27dvo7CwEH379pWoX1JSInFYEQA6dOjAPjcxMQEAvHz5Uuq8myrE59cqX/LbuHFjeHl5ITExEQzDwMvLC40aNZJq7+3tDS8vL5w5cwYXLlzAkSNHsGrVKmzatEniIpjaOo8XHR0NNzc3ibLZs2dL7bGK/9EoLS2FSCTCqFGjsHjxYgDv9l5HjhwJTc13L3dfX1+EhYXhwYMHaNmyZa3ESQj5eFDie08MDAxgbW0N4N0fXnt7e8TFxaFdu3YAgEOHDqFZs2YSbXR0dCSWtbS02OfiRCUSiWoUV3p6OgQCARo2bCi1LigoCFOnTgUAfP/993L70NXVRd++fdG3b18sWLAA48aNw6JFixAQEAAbGxt2HGdnZ5njt23bVul4hUIhux3F+Hy+1K0e4n80tLW1YWpqyia5V69eYc+ePSgtLUVMTAxbv7y8HPHx8YiMjFQ6FkLIp4ES3wfA5XIxd+5czJgxA3fv3oWOjg4yMzPRu3fvDxrHy5cvsXXrVgwZMkTmZ9l5enqipKQEHA6HPSyojLZt27K3Hbi7u8PY2Bhr1qyRSnz79+/HvXv3sHTp0hrNQ5aK/2hUtGXLFjRv3lzqtojjx49jzZo1iIiIgMb/boglhKgHSnwfiI+PD8LCwhAbG4uZM2ciNDQUIpEIPXr0QE5ODs6dOweBQAB/f/9aGY9hGLx48QIMw+DNmzc4f/48li9fDkNDQ6xYsUJmGw0NDaSnp7PPK/vvv//g4+ODoKAgdOjQAXw+H1euXMGqVaswePBgAO8SUGxsLL744gtMmDABU6dOhUAgwKlTpxAWFobhw4djxIgRtTJHZcTFxWH48OHsnraYmZkZ5syZg6NHj8LLy+uDxUMIqXuU+D4QTU1NTJ06FatWrcKjR4/QuHFjREVF4eHDhzAyMkLHjh0xd+7cWhsvNzcXJiYm4HA4EAgEaN26Nfz9/RESEqLw45QUrePxeOjatSuio6Px4MEDlJaWwszMDOPHj5eIffjw4UhOTkZkZCR69uyJoqIitGrVCvPmzcNXX331wb7Z4OrVq7hx4wZ++uknqXWGhob4/PPPERcXR4mPEDVDie89SExMlFkeHh6O8PBwAEBISAhCQkJk1nNxcZG6OMTBwUHpC0YCAgIkLjSpTqxiFQ8R6ujoICoqClFRUVX227NnTxw9elSpGOSRN9/KMcubQ6dOnRRus8OHD1c3NELIR4xuZyCEEKJWKPF9hOzs7KTubVPmHrf6ZPny5XLn0K9fv7oOjxDyCaNDnR+hw4cPo7S0VOa6pk2bfuBoqmfSpElyL3LR09P7wNEQQtQJJb6PkIWFRV2HUGPGxsYwNjau6zAIIWqIDnUSQghRK5T4CCGEqBVKfIQQQtQKJT5CCCFqhRIfIYQQtUKJjxBCiFqhxEcIIUStUOIjhBCiVijxEUIIUSuU+AghhKgVSnyEEELUCiU+QgghaoUSHyGEELVC385AiJLE3+aem5urUrvcwkLkl5dD5+1b5JeXIzc/H6W5uXibn/9u+X/rxeVi7PrK9SvUq6oPVfqqqo3c9VWMXZ2+qxxLiTEVjaHq+Mq0qxgbV5U51WIMqrQFoNLrT9nxlY1PXA+A0nMRx1qxjbgfrYICAP//PlWEwyhTixCCZ8+ewczMrK7DIIQo8PTpUzRv3lxhHUp8hChJJBIhKysLfD4fHA6nrsMhhFTAMAzy8vJgamoKLlfxWTxKfIQQQtQKXdxCCCFErVDiI4QQolboqk5ClETn+Aipv1Q5x0eJjxAlZWVl0VWdhNRzylzVSYmPECXx+XwA795YAoEAb9PTkek3Bua//Aw9W1sAYMuaLluKv+cvYH+Kieu+OXKEXW/Ur5/Cvsx/+RkApNZXJKu9rPUVY6isckzy1DTWqlQ1F3njKZpbTWNUJiZlVRVHbY5VGzFWjgsA+7qu7d9xdX6vYrm5uTAzM2Pfp4pQ4iNESeLDmwKBAAKBAFo8HngaGhDweNATCADg/8v09VFQ4aeYuK6owvoq++LxAEBqfUWy2staXzGGyirHJE9NY61KVXORN56iudU0RmViUlZVcdTmWLURY+W4APz/67uWf8fV+b1WpsxpCLq4hRBCiFqp08QXEBAADocDDocDLS0tWFlZYdasWSgqKmLriNdXfmzfvh0AkJKSAg6Hgzdv3kj1b2lpibVr1yoVi6WlpcxxVqxYgcWLF8uNQ/wYOHAgPD09ZfZ95swZcDgc/Pnnn2xZYmIiOnToAF1dXTRp0gRTpkxRGF9iYiI7FpfLhYmJCUaOHInMzEyl5rx48WI4ODiwy+Jtv2LFCol6e/fulfiPKSYmBkZGRnj69KlEvWnTpsHGxgaFhYUAgN27d8Pd3R0NGzYEh8NBWlqawvl8KI8fP0ZwcDCsrKygp6eHli1bYtGiRSgpKanr0AghdaTOD3V6enoiISEBpaWluHr1Kvz9/cHhcLBy5Uq2TkJCglRSMTIyqvVYIiIiMH78eIkyPp8PhmEwadIktqxz586YMGGCRN0LFy7A29sbz549kzqxmpCQACcnJ3To0AEA8O2332LNmjX45ptv0LVrVxQUFODx48dVxicQCJCRkQGGYfDo0SNMnjwZPj4+uHjxYrXmq6uri5UrV2LixIlo0KCBzDqTJk3Cnj17EBwcjOPHjwMATp06hZiYGPzxxx/Q19cHABQUFKBHjx4YMWKE1DasjtLSUmhpadW4n7/++gsikQixsbGwtrbGrVu3MH78eBQUFGD16tU17p8Q8vGp80OdOjo6EAqFMDMzw5AhQ+Dm5oYTJ05I1DEyMoJQKJR46Orq1nosfD5fahwDAwPweDyJMg0NDam6AwYMQOPGjZGYmCjRZ35+Pnbu3Ing4GAAwOvXrzF//nwkJSVh1KhRaNmyJTp06IBBgwZVGR+Hw4FQKISJiQmcnZ0RHByMS5cuqfyhyWJubm4QCoWIiopSOGZcXBwuXryIjRs3Ijc3F0FBQZgxYwacnZ3ZemPGjMHChQvh5uZWrVg4HA5iYmIwaNAgGBgYIDIyEgCwb98+dOzYEbq6umjRogWWLFmCsrIyqXb9+vWDnp4eWrRogV27drHrxf9Yubu7o0WLFhg0aBBmzpyJ3bt3VytOQsjHr84TX0W3bt1CamoqtLW16zoUlWlqamLs2LFITEyU+HTwnTt3ory8HL6+vgCAEydOQCQS4fnz57C1tUXz5s0xYsQIqUOJVXn58iX27NkDDQ0NaFS4eEIVGhoaWL58OTZs2IBnz57JrWdmZoa1a9ciLCwMfn5+4PF4WLp0abXGVGTx4sUYOnQobt68iaCgIJw5cwZjx45FSEgI7ty5g9jYWCQmJrJJUWzBggXw9vbGjRs3MHr0aHzxxRdIT0+XO05OTg6MjY1rPX5CyMehzhPfwYMHwePxoKuri/bt2+Ply5cICwuTqOPr6wsejyfxqHxuq3nz5lXWqcrs2bOl+jhz5ozS7YOCgvDgwQOcPn2aLUtISIC3tzcMDQ0BAA8fPoRIJMLy5cuxdu1a7Nq1C69evULfvn2rPO+Uk5MDHo8HAwMDNG3aFMnJyZgyZQoMDAxUmmdFQ4cOhYODAxYtWqSwXmBgINq1a4cDBw4gISEBOjo61R5TnlGjRiEwMBAtWrSAubk5lixZgvDwcPj7+6NFixbo27cvli5ditjYWIl2Pj4+GDduHGxsbLB06VI4OTlhw4YNMse4f/8+NmzYgIkTJ9Z6/ISQj0Odn+NzdXVFTEwMCgoKEB0dDU1NTXh7e0vUiY6OljqEZmpqKrF85swZqfs3XFxcVIolLCwMAQEBEmXNmjVTun2bNm3g7OyM+Ph4uLi44P79+zhz5gwiIiLYOiKRCKWlpVi/fj3c3d0BANu2bYNQKERycjI8PDzA+9+lvADg5+eHjRs3Anh3KPbatWsoLS3FkSNHsGXLFqm9n+pYuXIl+vTpg5kzZ8qtc+PGDVy7dg36+vo4c+YMunTpUuNxK3NycpIa89y5cxJzLC8vR1FREQoLC9nzi926dZNo161bN5kX1zx//hyenp7w8fGplfOQhJCPU50nPgMDA1hbWwMA4uPjYW9vj7i4OPacGAAIhUK2jjxWVlZSF7xoaqo2vUaNGlU5TlWCg4Mxbdo0fP/990hISEDLli3Ru3dvdr2JiQkAoG3btmxZ48aN0ahRI3YPteIf7Yr3U3G5XDY+W1tbPHjwAF9++SV+/vlnifo5OTlScb1584bd66ysV69e8PDwwJw5c6QSPwCUlJRg7NixGD16NHr37o1JkyZhwIABaN26tRJbRHmV91zz8/OxZMkSDBs2TKququd4s7Ky4OrqCmdnZ/z44481ipMQ8nGr80OdFXG5XMydOxfz58/H27dv6zqcahkxYgS4XC62bt2KpKQkBAUFSdwe0L17dwBARkYGW/bq1Sv8+++/sLCwAABYW1uzjyZNmsgdKzw8HDt27MC1a9fYstatW+Pq1atSda9duwYbGxu5fa1YsQIHDhzA+fPnpdZFRETg1atXiI6Ohr+/P/r27YvAwECIRCIFW6LmOnbsiIyMDIntIX5U/Cy+CxcuSLS7cOECbCt8ysPz58/h4uKCTp06ISEhocrP8SOEfNrqfI+vMh8fH4SFheH7779nD729efMGL168kKjH5/NrdG5Llry8PKlx9Kv4FIvKeDweRo4ciTlz5iA3N1dqD8rGxgaDBw9GSEgIfvzxRwgEAsyZMwdt2rSBq6urSvGamZlh6NChWLhwIQ4ePAgACA0NRc+ePREZGYlhw4ahvLwc27Ztw/nz5/HDDz/I7at9+/YYPXo01q9fL1F++fJlrFy5EocOHWL3GGNjY9GuXTtER0fj66+/BvAueWdmZiIrKwvA/yd28VWv1bFw4UIMGDAA5ubmGD58OLhcLm7cuIFbt25h2bJlbL2dO3fCyckJPXr0wJYtW3Dp0iXExcUB+P+kZ2FhgdWrV+Off/5h21U3LkLIx63e/eurqamJqVOnYtWqVSgoKADw7sIKExMTiYe8ixdqYuHChVLjzJo1S+V+goOD8fr1a3h4eEidiwSApKQkdO3aFV5eXujduze0tLRw9OjRat23FhoaikOHDuHSpUsAAGdnZxw5cgRHjhxB9+7d4eLigtTUVJw6dQrt2rVT2FdERITEXlxxcTH8/f0RGBjIno8EwG7/+fPnswlu//79cHR0hJeXFwDgiy++gKOjI3t+sjo8PDxw8OBBHD9+HJ07d8Znn32G6Ohods9YbMmSJdi+fTs6dOiApKQkbNu2jT2UfOLECdy/fx+nTp1C8+bNJX63hBD1VKd7fJXveRMLDw9HeHg4AKCqL4h3cXGRW0eZm8LfR91u3bopjFsgECAuLo7dK1FGQECAzPNvn332mdRY7u7uEolKFlnb3tLSEsXFxeyyjo4O7ty5I7P9qFGjMGrUqCrjU5a87eXh4QEPDw+FbU1NTdmb6yuraVyEkE9PvdvjI4QQQt4ntUh8W7Zskbo/T/yws7Or6/A+ebT9CSH1Sb27uOV9GDRoELp27SpzXW18HiRR7H1u/6oOhRNCSGVqkfj4fL5SX05I3g/a/oSQ+kQtDnUSQgghYpT4CCGEqBVKfIQQQtQKJT5CCCFqhRIfIYQQtUKJjxBCiFqhxEcIIUStUOIjhBCiVijxEUIIUSuU+AghhKgVSnyEEELUCiU+QgghaoUSHyGEELWiFt/OQEhtEH8FUm5uLgDgbX4+8svLkZufj9LKZYWFEj/FxHUrrufm5iruKz8fAKTWVySrvaz1FWOorHJM8tQ01qpUNRd54ymaW01jVCYmZVUVR22OVRsxVo4LqPBaqeXfcXV+r2Li96UyX1XGYegLzQhRyrNnz2BmZlbXYRBCFHj69CmaN2+usA4lPkKUJBKJkJWVBT6fDw6HU9fhEEIqYBgGeXl5MDU1BZer+CweJT5CCCFqhS5uIYQQolYo8RFCCFErdFUnIUqic3yE1F+qnOOjxEeIkrKysuiqTkLqOWWu6qTER4iS+Hw+gHdvLIFAUMfRqO5tejoy/cYAAMx/+Rl6trY16sf8l58BgH0ur7+K9T/UmPLaN122FH/PX6BUW1W3l6x5Vi5Tpo4qYyjaLhXjFxPPX0xRXMrMT9k5Vqwn73egytwqtwGAfFE5+jx8yL5PFaHER4iSxIc3BQLBR5n4tHg88DQ0AAACHg961ZyDuB8BjwcA7HN5/VWs/6HGlNteXx8FSrZVdXvJmmflMmXqqDKGou1SMX4x8fzZZQVxKTM/ZecoUU/O70CVuVVuU5EypyHo4pZ6JiUlBRwOB2/evKnrUOqtx48fg8PhIC0tra5DIYR8hCjx1bKAgABwOBxwOBxoaWnBysoKs2bNQlFR0QcZPzExkR2/4kNXVxcAZK6r+Bg4cCA4HA4uXLggs//PP/8cw4YNY5efP38OPz8/NGzYEHp6emjfvj2uXLmiUszbtm2DhoYGpkyZIrUuICAAQ4YMUak/QghRhA51vgeenp5ISEhAaWkprl69Cn9/f3A4HKxcufKDjC8QCJCRkSFRJt79z87OZst27NiBhQsXStTl8Xjo0aMH4uPj8dlnn0n08fjxYyQnJ+PAgQMAgNevX6N79+5wdXXFkSNH0LhxY9y7dw8NGjRQKd64uDjMmjULsbGxWLNmDZukCSHkfaA9vvdAR0cHQqEQZmZmGDJkCNzc3HDixAkA7y6Jj4qKgpWVFfT09GBvb49du3ZJ9XH16lU4OTlBX18fzs7OUolMEQ6HA6FQKPFo2rQpAEiUGRoaStXl8XgIDg7Gjh07UFhYKNFvYmIiTExM4OnpCQBYuXIlzMzMkJCQgC5dusDKygru7u5o2bKl0rE+evQIqampCA8Ph42NDXbv3s2uW7x4MTZv3ox9+/axe6QpKSlSfZSXlyM4OJjdpq1bt8a6desk6qSkpKBLly4wMDCAkZERunfvjidPnigdJyHk00GJ7z27desWUlNToa2tDQCIiopCUlISNm7ciNu3byM0NBR+fn44ffq0RLt58+ZhzZo1uHLlCjQ1NREUFPTBYh49ejSKi4slEjLDMNi8eTMCAgKg8b+Tyfv374eTkxN8fHzQpEkTODo64qefflJprISEBHh5ecHQ0BB+fn6Ii4tj182cORMjRoyAp6cnsrOzkZ2dDWdnZ6k+RCIRmjdvjp07d+LOnTtYuHAh5s6di19//RUAUFZWhiFDhqB37974888/cf78eUyYMIHuxSNETdGhzvfg4MGD4PF4KCsrQ3FxMbhcLr777jsUFxdj+fLlOHnyJLp16wYAaNGiBc6ePYvY2Fj07t2b7SMyMpJdDg8Ph5eXF4qKipQ6DJiTkwPe/66EEuvZsyeOHDmiVPzGxsYYOnQo4uPjMXbsWABAcnIyHj9+jMDAQLbew4cPERMTgxkzZmDu3Lm4fPkypk+fDm1tbfj7+1c5jkgkQmJiIjZs2AAA+OKLL/D111/j0aNHsLKyAo/Hg56eHoqLiyEUCuX2o6WlhSVLlrDLVlZWOH/+PH799VeMGDECubm5yMnJwYABA9i9UdtqXlZPCPn4UeJ7D1xdXRETE4OCggJER0dDU1MT3t7euH37NgoLC9G3b1+J+iUlJXB0dJQo69ChA/vcxMQEAPDy5UuYm5tXOT6fz8e1a9ckyvT09FSaQ1BQEDw8PPDgwQO0bNkS8fHx6N27N6ytrdk6IpEITk5OWL58OQDA0dERt27dwsaNG5VKfCdOnEBBQQH69+8PAGjUqBH69u2L+Ph4LF26VKV4v//+e8THxyMzMxNv375FSUkJHBwcALxL5AEBAfDw8EDfvn3h5uaGESNGsNuVEKJe6FDne2BgYABra2vY29sjPj4eFy9eRFxcHPL/9+WKhw4dQlpaGvu4c+eO1Hk+LS0t9rn4kJxIJFJqfC6XC2tra4lHs2bNVJrD559/DnNzcyQmJiI3Nxe7d+9GcHCwRB0TExO0bdtWoszW1haZmZlKjREXF4dXr15BT08Pmpqa0NTUxOHDh7F582al5woA27dvx8yZMxEcHIzjx48jLS0NgYGBKCkpYeskJCTg/PnzcHZ2xo4dO2BjYyP3ylVCyKeN9vjeMy6Xi7lz52LGjBm4e/cudHR0kJmZKXFYsz7icrkIDAxEXFwcmjVrBm1tbQwfPlyiTvfu3aUuurl79y4sLCyq7P+///7Dvn37sH37dtjZ2bHl5eXl6NGjB44fPw5PT09oa2ujvMI3mMty7tw5ODs7Y/LkyWzZgwcPpOo5OjrC0dERc+bMQbdu3bB161apK1cJIZ8+SnwfgI+PD8LCwhAbG4uZM2ciNDQUIpEIPXr0QE5ODs6dOweBQKDU4UFlMAyDFy9eSJU3adKkyg9vrSgwMBARERGYO3cufH19pQ6XhoaGwtnZGcuXL8eIESNw6dIl/Pjjj/jxxx+r7Pvnn39Gw4YNMWLECKmLTPr374+4uDh4enrC0tISx44dQ0ZGBho2bAhDQ0Opvlq1aoWkpCQcO3YMVlZW+Pnnn3H58mVYWVkBeHfl6I8//ohBgwbB1NQUGRkZuHfvHnv+khCiXijxfQCampqYOnUqVq1ahUePHqFx48aIiorCw4cPYWRkhI4dO2Lu3Lm1Nl5ubq7M81fZ2dkKLxKpzNzcHG5ubjh+/LjMq0o7d+6MPXv2YM6cOYiIiICVlRXWrl2L0aNHV9l3fHw8hg4dKvPKSm9vb4wZMwb//vsvxo8fj5SUFDg5OSE/Px/JycmwtLSUqD9x4kRcv34dI0eOBIfDga+vLyZPnsxezKOvr4+//voLmzdvxn///QcTExNMmTIFEydOVHpbEEI+HZT4alliYqLM8vDwcISHhwMAQkJCEBISIrOei4sLGIaRKHNwcJAqkycgIAABAQG1VvfYsWMK1w8YMAADBgxQaryK/vzzT7nrRowYgREjRrDLx48fl6pTcXvo6OggISEBCQkJEnWioqIAAE2bNsWePXtUjpEQ8mmii1sIIYSoFUp8Hxk7OzvweDyZjy1bttR1eKwzZ87IjbPyPYaEEPIh0aHOj8zhw4dRWloqc534Y8nqAycnJ/r2BEJIvUSJ7yOjzK0C9YGenp7Eze6EEFJf0KFOQgghaoUSHyGEELVCiY8QQohaocRHCCFErVDiI4QQolYo8RFCCFErlPgIIYSoFUp8hBBC1AolPkIIIWqFEh8hhBC1QomPEEKIWqHERwghRK1Q4iOEEKJW6NsZCFGS+Fvfc3Nz6ziS6nmbn4/88nIAQG5+PkqrOQ9xP7n5+QDAPpfXX8X6H2pMue0LC5Vuq+r2kjXPymXK1FFlDEXbpWL8YuL5s8sK4lJmfsrOUaKenN+BKnOr3AYA8kXvforfp4pwGGVqEULw7NkzmJmZ1XUYhBAFnj59iubNmyusQ4mPECWJRCJkZWWBz+eDw+HUdTiEkAoYhkFeXh5MTU3B5So+i0eJjxBCiFqhi1sIIYSoFUp8hBBC1Apd1UmIkugcHyH1lyrn+CjxEaKkrKwsuqqTkHpOmas6KfERoiQ+nw/g3RtLIBBIrHubno5MvzFoumwp/p6/AOa//Aw9W1u2HIDMsqbLlkLH0hKZfmNg/svPAMA+r1hX1rK4rrgf8bgVy8XE7T8EWTHKmltdqLw962JsQPr3oWxcil4PqrRTJd6KbeS9zuW1A1BlfVXjkPf6Km3WDGZmZuz7VBFKfIQoSXx4UyAQSCU+LR4PPA0NCPT1UaChAQGPBz2BgC0HILtMXx864rY8HgCwzyvWlbUsrivup0BGuZi4/YcgK0ZZc6sLlbdnXYwNSP8+lI1L0etBlXaqxFuxjbzXubx2AKqsr2oc8l5fpf/rV5nTEHVycYuLiwu++uqruhiaEEKImlMp8QUEBIDD4WDFihUS5Xv37q2Tk/0Mw2D16tWwsbGBjo4OmjVrhsjISKXaJiYmgsPhSD10dXUBQOa6io+BAweCw+HgwoULMvv//PPPMWzYMHb5+fPn8PPzQ8OGDaGnp4f27dvjypUrCmO0tLRkx9PX10f79u2xadMmqXkYGRnJbM/hcLB3714AwOPHj8HhcNCkSRPk5eVJ1HNwcMDixYsBAAUFBWjZsiVmzJghUefx48cQCAT46aefAABFRUUICAhA+/btoampiSFDhiicS0Vr1qxBgwYNUFRUJLWusLAQAoEA69evB/Dun6TK237SpElKjSOes/ihra0Na2trLFu2TKmPNSKEfJpU3uPT1dXFypUr8fr16/cRj0pCQkKwadMmrF69Gn/99Rf279+PLl26KN1eIBAgOztb4vHkyRMAkChbu3atVN1t27bB3t4e8fHxUv0+fvwYycnJCA4OBgC8fv0a3bt3h5aWFo4cOYI7d+6wf/yrEhERgezsbNy6dQt+fn4YP348jhw5ovQcK8vLy8Pq1avlrjcwMEBCQgI2bNiAM2fOAHj3D0ZgYCC6d++O8ePHAwDKy8uhp6eH6dOnw83NTaUYxowZg4KCAuzevVtq3a5du1BSUgI/Pz+2bPz48RLbftWqVSqNd/LkSWRnZ+PevXtYsmQJIiMjZf7eCCHqQeXE5+bmBqFQiKioKJnr//vvP/j6+qJZs2bsXsq2bdsU9mlpaYlly5Zh7Nix4PF4sLCwwP79+/HPP/9g8ODB4PF46NChg8QeUnp6OmJiYrBv3z4MGjQIVlZW6NSpE/r27av0XDgcDoRCocSjadOmACBRZmhoKFWXx+MhODgYO3bsQGFhoUS/iYmJMDExgaenJwBg5cqVMDMzQ0JCArp06QIrKyu4u7ujZcuWVcbI5/MhFArRokULzJ49G8bGxjhx4oTSc6xs2rRp+Pbbb/Hy5Uu5dXr16oVp06YhMDAQBQUFWLduHdLS0iT2Ng0MDBATE4Px48dDKBSqFEOTJk0wcOBAmcknPj4eQ4YMgbGxMVumr68vse0rn1+rSsOGDSEUCmFhYYHRo0eje/fuuHbtmkp9EEI+HSonPg0NDSxfvhwbNmzAs2fPpNYXFRWhU6dOOHToEG7duoUJEyZgzJgxuHTpksJ+o6Oj0b17d1y/fh1eXl4YM2YMxo4dCz8/P1y7dg0tW7bE2LFj2UNUBw4cQIsWLXDw4EFYWVnB0tIS48aNw6tXr1SdUrWNHj0axcXF2LVrF1vGMAw2b96MgIAAaPzvRPb+/fvh5OQEHx8fNGnSBI6OjuwhQ2WJRCL89ttveP36NbS1tasds6+vL6ytrREREaGwXmRkJDQ1NeHn54e5c+diw4YNaNasWbXHrSw4OBi///47u4cNAA8fPsQff/zB7imLbdmyBY0aNUK7du0wZ84cqX80VHHlyhVcvXoVXbt2rXYfhJCPW7Uubhk6dCgcHBywaNEiqXXNmjXDzJkz4eDggBYtWmDatGnw9PTEr7/+qrDP/v37Y+LEiWjVqhUWLlyI3NxcdO7cGT4+PrCxscHs2bORnp6Ov//+G8C7P5JPnjzBzp07kZSUhMTERFy9ehXDhw9Xeh45OTng8XgSj379+ind3tjYGEOHDpXYc0lOTsbjx48RGBjIlj18+BAxMTFo1aoVjh07hi+//BLTp0/H5s2bqxxj9uzZ4PF40NHRwfDhw9GgQQOMGzdO6RgrE5+j/fHHH/HgwQO59fT09LBu3Trs3bsXLi4uEocea4OHhwdMTU2RkJDAliUmJsLMzAyff/45WzZq1Cj88ssvSE5Oxpw5c/Dzzz+rHIuzszN4PB60tbXRuXNnjBgxAmPHjq21uRBCPi7Vvp1h5cqV6NOnD2bOnClRXl5ejuXLl+PXX3/F8+fPUVJSguLiYujr6yvsr0OHDuxz8eHG9u3bS5W9fPkSQqEQIpEIxcXFSEpKgo2NDQAgLi4OnTp1QkZGBlq3bl3lHPh8vtQhLz09vSrbVRQUFAQPDw88ePAALVu2RHx8PHr37g1ra2u2jkgkgpOTE5YvXw4AcHR0xK1bt7Bx40b4+/tj+fLl7DoAuHPnDszNzQEAYWFhCAgIQHZ2NsLCwjB58mSJvqvDw8MDPXr0wIIFC7B161a59eLi4qCvr4+bN28iJycHhoaGNRq3Ig0NDfj7+yMxMRGLFi1i95QDAwMlPnVhwoQJ7PP27dvDxMQEn3/+Obu9lbFjxw7Y2tqitLQUt27dwrRp09CgQQOpi7QIIeqh2rcz9OrVCx4eHpgzZ45E+TfffIN169Zh9uzZSE5ORlpaGjw8PFBSUqKwPy0tLfa5+ApRWWUikQgAYGJiAk1NTTbpAYDt/26MzMzMVGoOXC4X1tbWEg9VD+d9/vnnMDc3R2JiInJzc7F7926pQ3UmJiZo27atRJmtrS0b56RJk5CWlsY+TE1N2XqNGjWCtbU1evbsiZ07d2L69Om4c+cOu14gEKCgoIDdLmJv3rwBALnJasWKFdixYweuX78uc/2OHTtw8OBBpKamgs/nIzQ0VLkNooKgoCBkZmbi999/x6lTp/D06VOJPWVZxIco79+/r/Q4ZmZmsLa2hq2tLXx8fPDVV19hzZo1Mq8qJYR8+mp0A/uKFSvg4OAgsXd17tw5DB48mD0cJRKJcPfuXak//DXVvXt3lJWVSfznf/fuXQCAhYVFrY6lCJfLRWBgIOLi4tCsWTNoa2tLHW7t3r07MjIyJMru3r3LxmlsbCxxMYc8ZmZmGDlyJObMmYN9+/YBAFq3bo2ysjKkpaWhY8eObF3xnmzFfwwq6tKlC4YNG4bw8HCpdX///TemTJmCZcuWwd7eHomJiXB2doaPj49Kh4Kr0rJlS/Tu3Rvx8fFgGAZubm5V/u7S0tIAvPtnoro0NDRQVlaGkpIS9vYVQoj6qFHia9++PUaPHs3ecwUArVq1wq5du5CamooGDRrg22+/xd9//13ric/NzQ0dO3ZEUFAQ1q5dC5FIhClTpqBv375y/9hXxjAMXrx4IVXepEmTKj/ktKLAwEBERERg7ty58PX1lTpcGhoaCmdnZyxfvhwjRozApUuX8OOPP+LHH39UegyxkJAQtGvXDleuXIGTkxPs7Ozg7u6OoKAgrFmzBi1atEBGRga++uorjBw5UuEebGRkJOzs7KCpKfkymDBhAmxtbdkPGejSpQvCwsIwYcIE3Lp1i92LvHPnDkpKSvDq1Svk5eWxScnBwUHp+QQHB7O3SCQmJkqse/DgAbZu3Yr+/fujYcOG+PPPPxEaGopevXpJHBqvyn///YcXL16grKwMN2/exLp16+Dq6qry1aGEkE9DjT+5JSIiQuIw2/z589GxY0d4eHjAxcUFQqFQpZublcXlcnHgwAE0atQIvXr1gpeXF2xtbbF9+3al+8jNzYWJiYnUQ9Gl/rKYm5vDzc0Nr1+/RlBQkNT6zp07Y8+ePdi2bRvatWuHpUuXYu3atRg9erRK4wBA27Zt4e7ujoULF7JlO3bsQO/evTFx4kTY2dlh+vTpGDx4sNTN7pXZ2NggKChI4pBfUlISTp48iYSEBInkv2TJEhgZGUkc8uzfvz8cHR1x4MABpKSkwNHREY6OjirNx9vbGzo6OtDX15d6nWhra+PkyZNwd3dHmzZt8PXXX8Pb2xsHDhxQaQw3NzeYmJjA0tISEyZMQP/+/bFjxw6V+iCEfDpU2uOr/B858O4evOLiYnbZ2NiY/bQQeVJSUiSWHz9+LFWn8idrWFpaSpWZmprit99+UziWPAEBAQgICKi1useOHVO4fsCAARgwYICS0b0ja7sAwNGjRyWWjYyMsG7dOqxbt05uX7K2HwDExsYiNjaWXR47dqzMKx61tbVx8+ZNpeJThZ6eHns+sjIzMzOcPn262n3LmzMhRL3RF9ESQghRK59s4rOzs5O6R0/82LJlS12H98n7ENt/0qRJcsdQ9vM8CSHq55P9WqLDhw+jtLRU5jrxPYHk/fkQ2z8iIkLqPlIxunCFECLPJ5v4PuQtDUTah9j+TZo0QZMmTd77OISQT8sne6iTEEIIkYUSHyGEELVCiY8QQohaocRHCCFErVDiI4QQolYo8RFCCFErlPgIIYSoFUp8hBBC1AolPkIIIWqFEh8hhBC1QomPEEKIWqHERwghRK1Q4iOEEKJWPtlvZyCktom/zT03N1dq3dv8fOSXlyO3sPDdz/x8lObmsuUAZJcVFkJH3DY/HwBktpe1LK4r7kdWuZi4/YcgK0ZZc6sLlbdnXYwNSP8+lI1L0etBlXaqxFuxjbzXubx2AKqsr2oc8l5f4n7F71NFOIwytQghePbsGczMzOo6DEKIAk+fPkXz5s0V1qHER4iSRCIRsrKywOfzweFw6jocQkgFDMMgLy8Ppqam4HIVn8WjxEcIIUSt0MUthBBC1AolPkIIIWqFEh8hhBC1QrczEKIkuriFkPpLlYtbKPERoqSsrCy6nYGQek6Z2xko8RGiJD6fD+DdG0sgELDld7JyMCL2AlYMa4/w3TfZclnLA+xNJfqU1Vb8XPzz14mfoa2pocyYxO0r15FXrkofqrapTj+1HVd1+1N1rNqOrbb6re7vHUCNto28vhT1W7EdAJXGlvW+WehhhfH9OrPvU0Uo8dVASkoKXF1d8fr1axgZGdV1OOQ9Ex/eFAgEEomPl8eAq6MPfR4fXB19tlzWcsV28tqKn4t/8vgCqXaV21euI69clT5UbVOdfmo7rur2p+pYtR1bbfVb3d87gBptG3l9Keq3YjsAKo0t831jwAMApU5DqPXFLQEBAeBwOOBwONDS0oKVlRVmzZqFoqKiDzJ+YmIiO76GhgYaNGiArl27IiIiAjk5OTJjnTRpklQ/U6ZMAYfDQUBAAFv2zz//4Msvv4S5uTl0dHQgFArh4eGBc+fOSbRNTU1F//790aBBA+jq6qJ9+/b49ttvUV7pI68UEc+Bw+FAIBCgc+fO2Ldvn0SdxYsXw8HBQart48ePweFwkJaWBuDdPxMcDgd2dnZSMRgZGSExMRHAu8OODRo0wPr16yXqXLx4EVpaWjh+/DgAIDs7G6NGjYKNjQ24XC6++uorpedFCPk0qXXiAwBPT09kZ2fj4cOHiI6ORmxsLBYtWvTBxhcIBMjOzsazZ8+QmpqKCRMmICkpCQ4ODsjKypKoa2Zmhu3bt+Pt27dsWVFREbZu3Qpzc3OJut7e3rh+/To2b96Mu3fvYv/+/XBxccF///3H1tmzZw969+6N5s2bIzk5GX/99RdCQkKwbNkyfPHFF0p95p1YQkICsrOzceXKFXTv3h3Dhw/HzZs3q24ox8OHD5GUlCR3vampKTZs2IA5c+bg3r17AIC3b9/C398f48aNg7u7OwCguLgYjRs3xvz582Fvb1/teAghnw61T3zivSEzMzMMGTIEbm5uOHHiBIB3V/FFRUXBysoKenp6sLe3x65du6T6uHr1KpycnKCvrw9nZ2dkZGQoPT6Hw4FQKISJiQlsbW0RHByM1NRU5OfnY9asWRJ1O3bsCDMzM+zevZst2717N8zNzeHo6MiWvXnzBmfOnMHKlSvh6uoKCwsLdOnSBXPmzMGgQYMAAAUFBRg/fjwGDRqEH3/8EQ4ODrC0tMS4ceOwefNm7Nq1C7/++qvS8zAyMoJQKISNjQ2WLl2KsrIyJCcnK92+smnTpmHRokUoLi6WW8fPzw8eHh4ICAiASCTCnDlzUFpaim+++YatY2lpiXXr1mHs2LEwNKy9czGEkI+X2ie+im7duoXU1FRoa2sDAKKiopCUlISNGzfi9u3bCA0NhZ+fH06fPi3Rbt68eVizZg2uXLkCTU1NBAUF1SiOJk2aYPTo0di/f7/U4b6goCAkJCSwy/Hx8QgMDJSow+PxwOPxsHfvXrmJ4/jx4/jvv/8wc+ZMqXUDBw6EjY0Ntm3bpnLsZWVliIuLAwB2O1bHV199hbKyMmzYsEFhvY0bN+LevXsYPXo0vvvuOyQkJIDH41V7XELIp0/tE9/BgwfB4/HY81svX75EWFgYiouLsXz5csTHx8PDwwMtWrRAQEAA/Pz8EBsbK9FHZGQkevfujbZt2yI8PBypqak1Pk/Ypk0b5OXlSRyaBN7t5Zw9exZPnjzBkydPcO7cOfj5+UnU0dTURGJiIjZv3gwjIyN0794dc+fOxZ9//snWuXv3LgDA1tZW7vjiOsrw9fUFj8eDjo4OQkNDYWlpiREjRijdvjJ9fX0sWrQIUVFRUuc7K2rSpAmWLl2K7du3Y8KECejVq1e1xySEqAe1T3yurq5IS0vDxYsX4e/vj8DAQHh7e+P+/fsoLCxE37592T0oHo+HpKQkPHjwQKKPDh06sM9NTEwAAC9fvqxRXOLza5WvUGrcuDG8vLyQmJiIhIQEeHl5oVGjRlLtvb29kZWVhf3798PT0xMpKSno2LEje3FI5XFqKjo6GmlpaThy5Ajatm2LTZs2wdjYuEZ9BgcHo2HDhli5cqXcOuXl5UhMTIS+vj4uXLiAsrKyGo1JCPn0qX3iMzAwgLW1Nezt7REfH4+LFy8iLi4O+f/7ksNDhw4hLS2Nfdy5c0fqPJ+Wlhb7XJyoRCJRjeJKT0+HQCBAw4YNpdYFBQWxe3SKDqvq6uqib9++WLBgAVJTUxEQEMBeuGNjY8OOI298cR1lCIVCWFtbw93dHQkJCRg5cqRE8hcIBDL33N68eQMAMs+/aWpqIjIyEuvWrZO60Eds9erVePjwIa5cuYJnz55h+fLlSsdMCFFPap/4KuJyuZg7dy7mz5+Ptm3bQkdHB5mZmbC2tpZ4vO9P73j58iW2bt2KIUOGyPzoHU9PT5SUlKC0tBQeHh5K99u2bVsUFBQAANzd3WFsbIw1a9ZI1du/fz/u3bsHX1/fasXfpUsXdOrUCZGRkWxZ69at8ezZM/z9998Sda9duwZdXV2pq1LFfHx8YGdnhyVLlkitu337NhYtWoSYmBjY2toiJiYGy5YtkzikSwghlVHiq8THxwcaGhqIjY3FzJkzERoais2bN+PBgwe4du0aNmzYgM2bN9faeAzD4MWLF8jOzkZ6ejri4+Ph7OwMQ0NDrFixQmYbDQ0NpKen486dO9DQ0JBa/99//6FPnz745Zdf8Oeff+LRo0fYuXMnVq1ahcGDBwN4t6cbGxuLffv2YcKECfjzzz/x+PFjxMXFISAgAMOHD6/RObqvvvoKsbGxeP78OQDAw8MDrVu3hq+vL1JTU/Hw4UPs2rUL8+fPR0hIiMx5iK1YsQLx8fFs0gbeXUTj7++PYcOGYdiwYQDeHd719vZGQECAxCFP8d56fn4+/vnnH3bPnRCinuiTWyrR1NTE1KlTsWrVKjx69AiNGzdGVFQUHj58CCMjI3Ts2BFz586ttfFyc3NhYmLC3vzdunVr+Pv7IyQkROEnLyhax+Px0LVrV0RHR+PBgwcoLS2FmZkZxo8fLxH78OHDkZycjMjISPTs2RNFRUVo1aoV5s2bh6+++qpGH8Ts6ekJKysrREZG4ocffoCmpiaOHz+OuXPnwtfXF//88w+srKwQEhKCGTNmKOyrT58+6NOnD3tTOgAsX74cz58/lygDgO+//x52dnZYvnw5Fi5cCAASt3pcvXoVW7duhYWFBR4/flzt+RFCPl5qnfgqX+ghFh4ejvDwcABASEgIQkJCZNZzcXGRujjEwcFB6QtGAgICJD5tpTqxiu3du5d9rqOjg6ioKERFRVXZb8+ePXH06FGlYpBH1nw5HI7U+UNTU9Mq5yFrmwLAsWPHJJYXLlzIJraKjI2NkZ2dXWV8hBD1RYc6CSGEqBVKfO+RnZ2dxK0QFR9btmyp6/CUsnz5crlz6NevX12HRwghKlPrQ53v2+HDh1FaWipzXdOmTT9wNNUzadIkuRe56OnpfeBoCCGk5ijxvUcWFhZ1HUKNGRsb1/hGdEIIqU/oUCchhBC1QomPEEKIWqHERwghRK1Q4iOEEKJWKPERQghRK5T4CCGEqBVKfIQQQtQKJT5CCCFqhRIfIYQQtUKJjxBCiFqhxEcIIUStUOIjhBCiVijxEUIIUSv07QyEKEn8Te65ubkS5fl5uRAVF6IwPw+i4kK2XNayMm3Fz8U/8/NykZvLkRmTuH3lOvLKVelD1TbV6ae246puf6qOVdux1Va/1f29A6jRtpHXl6J+K7YTP1d2bJnvm4J8AP//PlWEwyhTixCCZ8+ewczMrK7DIIQo8PTpUzRv3lxhHUp8hChJJBIhKysLfD4fHE7t/ZdPCKk5hmGQl5cHU1NTcLmKz+JR4iOEEKJW6OIWQgghaoUSHyGEELVCiY8QQohaodsZCFESXdxCSP2lysUtlPgIUVJWVhbdzkBIPafM7QyU+AhREp/PB/DujSUQCCTW3cnKwYjYC1Jtfp34GQBIrZvqao3vku+zPyvX/XXiZ3j4TwHCd99k17U1NcTBG1kI330TK4a1xwB7U6nxxfWqIq6/Ylh7hO++KdFOVl+K6svrW1YdVeNU1K6qvpQZq7rxvO++PiR5cdf2fCr2B6DafcuLKzc3F2ZmZuz7VBFKfB+5lJQUuLq64vXr1zAyMqrrcD5p4sObAoFAKvHx8hhwdfSl2vD47+pVXqdnwANXR5/9Wbkujy+A/luuxDqBQAB9Xh64OvrQ5/ElYhCPL65XFXF9fR5fqp2svhTVl9e3rDqqxqmoXVV9KTNWdeN53319SPLiru35VOwPQLX7riouZU5D0MUtdSwgIAAcDgccDgdaWlqwsrLCrFmzUFRU9EHGT0xMZMfncrkwMTHByJEjkZmZKVHP0tISa9eulWq/ePFiODg4sMvi+axYsUKi3t69eyVekDExMTAyMsLTp08l6k2bNg02NjYoLHz3MUS7d++Gu7s7GjZsCA6Hg7S0NJXmZ2lpyc5PQ0MDpqamCA4OxuvXr1XqhxDy6aDEVw94enoiOzsbDx8+RHR0NGJjY7Fo0aIPNr5AIEB2djaeP3+O3377DRkZGfDx8al2f7q6uli5cqXC5DJp0iR06dIFwcHBbNmpU6cQExODxMRE6Ou/29MpKChAjx49sHLlymrHExERgezsbGRmZmLLli34448/MH369Gr3Rwj5uFHiqwd0dHQgFAphZmaGIUOGwM3NDSdOnADw7krCqKgoWFlZQU9PD/b29ti1a5dUH1evXoWTkxP09fXh7OyMjIwMpcfncDgQCoUwMTGBs7MzgoODcenSJakPVFaWm5sbhEIhoqKiFI4ZFxeHixcvYuPGjcjNzUVQUBBmzJgBZ2dntt6YMWOwcOFCuLm5VSsW4N25OaFQiGbNmsHV1RX+/v64du1atfsjhHzcKPHVM7du3UJqaiq0tbUBAFFRUUhKSsLGjRtx+/ZthIaGws/PD6dPn5ZoN2/ePKxZswZXrlyBpqYmgoKCqjX+y5cvsWfPHmhoaEBDQ6NafWhoaGD58uXYsGEDnj17JreemZkZ1q5di7CwMPj5+YHH42Hp0qXVGlNZz58/x4EDB9C1a9f3Og4hpP6ii1vqgYMHD4LH46GsrAzFxcXgcrn47rvvUFxcjOXLl+PkyZPo1q0bAKBFixY4e/YsYmNj0bt3b7aPyMhIdjk8PBxeXl4oKiqCrq5ulePn5OSAx+OBYRj23Nr06dNhYGBQ7TkNHToUDg4OWLRoEeLi4uTWCwwMxI8//ogDBw7g4sWL0NHRqfaY8syePRvz589HeXk5ioqK0LVrV3z77be1Pg4h5ONAe3z1gKurK9LS0nDx4kX4+/sjMDAQ3t7euH//PgoLC9G3b1/weDz2kZSUhAcPHkj00aFDB/a5iYkJgHd7b8rg8/lIS0vDlStXsGbNGnTs2BGRkZE1ntfKlSuxefNmpKeny61z48YNXLt2Dfr6+jhz5kyNx5QlLCwMaWlp+PPPP3Hq1CkAgJeXF8rLy9/LeISQ+o32+OoBAwMDWFtbAwDi4+Nhb2+PuLg4tGvXDgBw6NAhNGvWTKJN5T0jLS0t9rn46kmRSKTU+Fwulx3f1tYWDx48wJdffomff/6ZrSMQCJCTkyPV9s2bNzA0lH0fTq9eveDh4YE5c+YgICBAan1JSQnGjh2L0aNHo3fv3pg0aRIGDBiA1q1bKxW3sho1asTOr1WrVli7di26deuG5OTkGp07JIR8nCjx1TNcLhdz587FjBkzcPfuXejo6CAzM1PisOb7Fh4ejpYtWyI0NBQdO3YEALRu3RpXr16Vqnvt2jWFiWrFihVwcHCQWSciIgKvXr1CdHQ0DA0N8dtvvyEwMBBnz56t8iOHakJ87vLt27fvbQxCSP1Fia8e8vHxQVhYGGJjYzFz5kyEhoZCJBKhR48eyMnJwblz5yAQCODv7/9exjczM8PQoUOxcOFCHDx4EAAQGhqKnj17IjIyEsOGDUN5eTm2bduG8+fP44cffpDbV/v27TF69GisX79eovzy5ctYuXIlDh06xO4xxsbGol27doiOjsbXX38NAHj16hUyMzORlZUFAOzVqkKhEEKhUKn55OXl4cWLF2AYBk+fPsWsWbPQuHFjiatHCSHqg87x1UOampqYOnUqVq1ahTlz5mDBggWIioqCra0tPD09cejQIVhZWb3XGEJDQ3Ho0CFcunQJAODs7IwjR47gyJEj6N69O1xcXJCamopTp06xh2TliYiIkDjsWlxczJ7LdHd3Z8tNTEywYcMGzJ8/n01w+/fvh6OjI7y8vAAAX3zxBRwdHbFx40al57Jw4UKYmJjA1NQUAwYMgIGBAY4fP46GDRsq3Qch5NNBe3x1LDExUWZ5eHg4wsPDAQAhISEICQmRWc/FxQUMw0iUOTg4SJXJExAQIPP822effSbVh7u7u0SikkXWfCwtLVFcXMwu6+jo4M6dOzLbjxo1CqNGjaoyPmU9fvy42m0JIZ8m2uMjhBCiVijxfeLs7OwkboWo+NiyZUtdh1cjW7ZskTs3Ozu7ug6PEFJP0aHOT9zhw4dRWloqc13Tpk0/cDS1a9CgQXI/gaXi7R2EEFIRJb5PnIWFRV2H8N7w+XylvnuLEEIqokOdhBBC1AolPkIIIWqFEh8hhBC1QomPEEKIWqHERwghRK1Q4iOEEKJWKPERQghRK5T4CCGEqBVKfIQQQtQKJT5CCCFqhRIfIYQQtUKJjxBCiFqhxEcIIUSt0LczEKIk8TfS5+bmSq3Lz8uFqLhQZjkAqXVvC/IhKi5kf1aum5+Xi8L8Aol1ubkcFObnQVRciML8PIk4xOOL61VFXF/cX8V2svpSVF9e37LqqBqnonZV9aXMWNWN53339SHJi7u251OxPwDV7lteXOL3g/h9qgiHUaYWIQTPnj2DmZlZXYdBCFHg6dOnaN68ucI6lPgIUZJIJEJWVhb4fD44nI/nP3pC1AHDMMjLy4OpqSm4XMVn8SjxEUIIUSt0cQshhBC1QomPEEKIWqHERwghRK3Q7QyEKIkubiGk/lLl4hZKfIQoKSsri25nIKSeU+Z2Bkp8hCiJz+cDePfGEggEKrW9k5WDEbEX8OvEz9DW1FDuMgD8OvEzAMCI2AtYMaw9wnfflCgT11HUj7zlyvFU7EtR3BXjkFdX2blXVUc8z6rGqqpfZcatbn1V+66PanubV/VaE7+GxD8BYKqrNb5Lvi/1+gYkX5fKjJsw2g5une3Y96kilPgIUZL48KZAIFA58fHyGHB19MHjv2srbxkAePx3fXN19KHP47P1xGXiOor6kbdcOZ6KfSmKu2IcNZ17VXXE86xqrKr6VWbc6tZXte/6qLa3eVWvNfFrSPwTAPQMeDJf34Dk61KZcQ147xKeMqch6OIWQgghaoUSXxUCAgLA4XDA4XCgpaUFKysrzJo1C0VFRWwd8frKj+3btwMAUlJSwOFw8ObNG6n+LS0tsXbtWqVisbS0ZPvW19dH+/btsWnTJok6iYmJMDIyktmew+Fg7969AIDHjx+Dw+GgSZMmyMvLk6jn4OCAxYsXAwAKCgrQsmVLzJgxQ6LO48ePIRAI8NNPPwEAioqKEBAQgPbt20NTUxNDhgxRak4fwk8//YSePXuiQYMGaNCgAdzc3HDp0qW6DosQUkco8SnB09MT2dnZePjwIaKjoxEbG4tFixZJ1ElISEB2drbE43388Y+IiEB2djZu3boFPz8/jB8/HkeOHKl2f3l5eVi9erXc9QYGBkhISMCGDRtw5swZAO+ungoMDET37t0xfvx4AEB5eTn09PQwffp0uLm5VTsesZKSkhr3IZaSkgJfX18kJyfj/PnzMDMzg7u7O54/f15rYxBCPh6U+JSgo6MDoVAIMzMzDBkyBG5ubjhx4oREHSMjIwiFQomHrq5urcfC5/MhFArRokULzJ49G8bGxlKxqGLatGn49ttv8fLlS7l1evXqhWnTpiEwMBAFBQVYt24d0tLSJPY2DQwMEBMTg/Hjx0MoFKocx+LFi+Hg4IBNmzbBysqK3XZv3rzBuHHj0LhxYwgEAvTp0wc3btyQahcbGwszMzPo6+tjxIgRyMnJYets2bIFkydPhoODA9q0aYNNmzZBJBLh1KlTKsdJCPn4UeJT0a1bt5Camgptbe06jUMkEuG3337D69evaxSLr68vrK2tERERobBeZGQkNDU14efnh7lz52LDhg1o1qxZtceV5f79+/jtt9+we/dupKWlAQB8fHzw8uVLHDlyBFevXkXHjh3x+eef49WrVxLtfv31Vxw4cABHjx7F9evXMXnyZLnjFBYWorS0FMbGxrUaPyHk40BXdSrh4MGD4PF4KCsrQ3FxMbhcLr777juJOr6+vtDQ0JAou3PnDszNzdllWfeWFBZKf4ebIrNnz8b8+fNRXFyMsrIyGBsbY9y4cSr1URGHw8GKFSswcOBAhIaGomXLljLr6enpYd26dfD09ES/fv3g5+dX7THlKSkpQVJSEho3bgwAOHv2LC5duoSXL19CR0cHALB69Wrs3bsXu3btwoQJEwC8O7+YlJTEJuINGzbAy8sLa9askbn3OXv2bJiamtbKIVlCyMeHEp8SXF1dERMTg4KCAkRHR0NTUxPe3t4SdaKjo6X+kJqamkosnzlzRuoeExcXF5ViCQsLQ0BAALKzsxEWFobJkyfD2tpapT4q8/DwQI8ePbBgwQJs3bpVbr24uDjo6+vj5s2byMnJgaFh7d6/ZGFhwSY9ALhx4wby8/PRsGFDiXpv377FgwcP2GVzc3OJvc9u3bpBJBIhIyNDKvGtWLEC27dvR0pKyns5FE0Iqf8o8SnBwMCATS7x8fGwt7dHXFwcgoOD2TpCobDKBGRlZSV1xaWmpmq/gkaNGsHa2hrW1tbYuXMn2rdvDycnJ7Rt2xbAu3vMCgoKIBKJJD62R3xFqbxktWLFCnTr1g1hYWEy1+/YsQMHDx7E+fPn4evri9DQUMTHx6sUe1UMDAwklvPz82FiYoKUlBSpuvKuXFVk9erVWLFiBU6ePIkOHTpUM0pCyMeOzvGpiMvlYu7cuZg/fz7evn1bp7GYmZlh5MiRmDNnDlvWunVrlJWVsefIxK5duwYAsLGxkdlXly5dMGzYMISHh0ut+/vvvzFlyhQsW7YM9vb2SExMRFJSUo2uJlVGx44d8eLFC2hqarLJXvxo1KgRWy8zMxNZWVns8oULF8DlctG6dWu2bNWqVVi6dCmOHj0KJyen9xo3IaR+o8RXDT4+PtDQ0MD333/Plr158wYvXryQeBQUFLz3WEJCQnDgwAFcuXIFAGBnZwd3d3cEBQXh1KlTePToEY4ePYrJkydj5MiRCi9IiYyMxO+//46MjAyJ8gkTJsDW1hZfffUVgHdJMiwsDBMmTJC4evLOnTtIS0vDq1evkJOTg7S0NKkErAo3Nzd069YNQ4YMwfHjx/H48WOkpqZi3rx57HwBQFdXF/7+/rhx4wbOnDmD6dOnY8SIEexhzpUrV2LBggWIj4+HpaUl+/vJz8+vdmyEkI8XJb5q0NTUxNSpU7Fq1So2uQUGBsLExETisWHDhvceS9u2beHu7o6FCxeyZTt27EDv3r0xceJE2NnZYfr06Rg8eLDUze6V2djYICgoSOLm/KSkJJw8eRIJCQkSh06XLFkCIyMjhIaGsmX9+/eHo6MjDhw4gJSUFDg6OsLR0bHac+NwODh8+DB69eqFwMBA2NjY4IsvvsCTJ0/QtGlTtp61tTWGDRuG/v37w93dHR06dMAPP/zAro+JiUFJSQmGDx8u8ftRdP8iIeTTRef4qpCYmCizPDw8nD0syDCMwj5cXFzk1nn8+LHSscire/ToUYllIyMjrFu3DuvWrZPbl6WlpcyYYmNjERsbyy6PHTsWY8eOlaqnra2NmzdvKhWfMhYvXsx+WkxFfD4f69evx/r16xW2//LLL/Hll1/KXFeTuAghnx7a4yOEEKJWKPHVE1u2bAGPx5P5sLOzq+vwaszOzk7u/LZs2VLX4RFC1Agd6qwnBg0ahK5du8pcp6Wl9YGjqX2HDx9GaWmpzHUVz9epSt4hUkIIkYcSXz3B5/OV+gLFj5WFhUVdh0AIIQDoUCchhBA1Q4mPEEKIWqHERwghRK1Q4iOEEKJWKPERQghRK5T4CCGEqBVKfIQQQtQKJT5CCCFqhRIfIYQQtUKJjxBCiFqhxEcIIUStUOIjhBCiVijxEUIIUSv07QyEKEn8jfW5ubkqt83Py4WouBD5ebnIzeXIXRbXBQBRcSEK8/PYeuIycR1F/chbrhxPxb4UxV0xDnl1lZ17VXXE86xqrKr6VWbc6tZXte/6qLa3eVWvNfFrSPwTAN4W5Mt8fYvbiftRZtyC/DwA//8+VYTDKFOLEIJnz57BzMysrsMghCjw9OlTNG/eXGEdSnyEKEkkEiErKwt8Ph8czsf5Xz4hnyqGYZCXlwdTU1NwuYrP4lHiI4QQolbo4hZCCCFqhRIfIYQQtUJXdRKiJDrHR0j9pco5Pkp8hCgpKyuLruokpJ5T5qpOSnyEKInP5wN498YSCARS6+9k5WBE7AWsGNYe4btvsuXiZfHPXyd+BgAYEXsBAPDrxM/Q1tRQbn/i9RWXlWlfVX+qULVtTcaS11fF7Ve5T1njKdp+spY/xFxqY4z3UVeZ7afKPBT9rmT1rexr++CNLPa9VTnW4et/x/OYAPZ9qgglPkKUJD68KRAIZCY+Xh4Dro4+9Hl8cHX02XLxsvgnj/+urbgOj6+4P/H6isvKtK+qP1Wo2rYmY8nrq+L2q9ynrPEUbT9Zyx9iLrUxxvuoq8z2U2Uein5XsvpW9rWtz8uTuU7cHoBSpyHo4paPnIuLC7766qu6DoMQQj4alPjqSEBAADgcDlasWCFRvnfv3jq5cIJhGKxevRo2NjbQ0dFBs2bNEBkZqVTbxMREcDgccDgccLlcmJiYYOTIkcjMzJSoZ2lpibVr10q1X7x4MRwcHNhlZbdNTEwMjIyM8PTpU4l606ZNg42NDQoL33380e7du+Hu7o6GDRuCw+EgLS1NqXkRQj5NlPjqkK6uLlauXInXr1/XdSgICQnBpk2bsHr1avz111/Yv38/unTponR7gUCA7OxsPH/+HL/99hsyMjLg4+NT7XiU2TaTJk1Cly5dEBwczJadOnUKMTExSExMhL7+u0MfBQUF6NGjB1auXFnteAghnw5KfHXIzc0NQqEQUVFRMtf/999/8PX1RbNmzaCvr4/27dtj27ZtCvu0tLTEsmXLMHbsWPB4PFhYWGD//v34559/MHjwYPB4PHTo0AFXrlxh26SnpyMmJgb79u3DoEGDYGVlhU6dOqFv375Kz4XD4UAoFMLExATOzs4IDg7GpUuXqvWBzkDV20Y8ZlxcHC5evIiNGzciNzcXQUFBmDFjBpydndl6Y8aMwcKFC+Hm5latWAghnxZKfHVIQ0MDy5cvx4YNG/Ds2TOp9UVFRejUqRMOHTqEW7duYcKECRgzZgwuXbqksN/o6Gh0794d169fh5eXF8aMGYOxY8fCz88P165dQ8uWLTF27Fj2U8wPHDiAFi1a4ODBg7CysoKlpSXGjRuHV69eVWteL1++xJ49e6ChoQENDY1q9VHVthEzMzPD2rVrERYWBj8/P/B4PCxdurRaYxJC1AMlvjo2dOhQODg4YNGiRVLrmjVrhpkzZ8LBwQEtWrTAtGnT4OnpiV9//VVhn/3798fEiRPRqlUrLFy4ELm5uejcuTN8fHxgY2OD2bNnIz09HX///TcA4OHDh3jy5Al27tyJpKQkJCYm4urVqxg+fLjS88jJyQGPx4OBgQGaNm2K5ORkTJkyBQYGBqptkAoUbZuKAgMD0a5dOxw4cAAJCQnQ0dGp9piEkE8fJb56YOXKldi8eTPS09MlysvLy7F06VK0b98exsbG4PF4OHbsmNRFI5V16NCBfd60aVMAQPv27aXKXr58CeDdJ5IUFxcjKSkJPXv2hIuLC+Li4pCcnIyMjAyl5sDn85GWloYrV65gzZo16Nixo9IXxygib9tUdOPGDVy7dg36+vo4c+ZMjcckhHzaKPHVA7169YKHhwfmzJkjUf7NN99g3bp1mD17NpKTk5GWlgYPDw+UlJQo7E9LS4t9Lr4KUlaZSCQCAJiYmEBTUxM2NjZsHVtbWwCoMsmKcblcWFtbw9bWFjNmzMBnn32GL7/8UqKOQCBATk6OVNs3b97A0FD2DbLyto1YSUkJxo4di9GjR+OHH37A/PnzlU7WhBD1RDew1xMrVqyAg4MDWrduzZadO3cOgwcPhp+fH4B3ieru3bto27ZtrY7dvXt3lJWV4cGDB2jZsiUA4O7duwAACwuLavUZHh6Oli1bIjQ0FB07dgQAtG7dGlevXpWqe+3aNYl5VyZr24hFRETg1atXiI6OhqGhIX777TcEBgbi7NmzVX5eHyFEPdFfhnqiffv2GD16NNavX8+WtWrVCidOnEBqairS09MxceJE9rxcbXJzc0PHjh0RFBSE69ev4+rVq5g4cSL69u0rsReoCjMzMwwdOhQLFy5ky0JDQ3Ho0CFERkYiPT0dt27dwrx583D+/HmEhITI7UvWtgGAy5cvY+XKlYiLi2P3GGNjY5GRkYHo6Gi23qtXr5CWloY7d+4AADIyMpCWloYXL15Ua26EkI8bJb56JCIigj38CADz589Hx44d4eHhARcXFwiFQgwZMqTWx+VyuThw4AAaNWqEXr16wcvLC7a2tti+fXuN+hUnOvFVqM7Ozjhy5AiOHDmC7t27w8XFBampqTh16hTatWunsK/K26a4uBj+/v4IDAyEu7s7W25iYoINGzZIHPLcv38/HB0d4eXlBQD44osv4OjoiI0bN9ZofoSQjxMd6qwjiYmJUmWWlpYoLi5ml42NjbF3716F/aSkpEgsP378WKqO+LaFiuNULjM1NcVvv/2mcCx5AgICEBAQIFX+2WefSY3j7u4ukahkUWbb6OjosHtwlY0aNQqjRo2qMj5CiHqiPT5CCCFqhRIfqZKdnR14PJ7Mx5YtW+o6PEIIUQkd6iRVOnz4MEpLS2WuE98TSAghHwtKfKRK1b2lgRBC6iM61EkIIUStUOIjhBCiVijxEUIIUSuU+AghhKgVSnyEEELUCiU+QgghaoUSHyGEELVCiY8QQohaocRHCCFErVDiI4QQolYo8RFCCFErlPgIIYSoFUp8hBBC1Ap9OwMhShJ/m3xubq7M9fl5uRAVF6IwPw+i4kK2XLws/pmf9669uE5+Xi5yczly+xOvr7isTPuq+lOFqm1rMpa8vipuv8p9yhpP0faTtfwh5lIbY7yPuspsP1Xmoeh3JatvZV/bFd9bsmIF/v99qgiHUaYWIQTPnj2DmZlZXYdBCFHg6dOnaN68ucI6lPgIUZJIJEJWVhb4fD44HA5yc3NhZmaGp0+fQiAQ1HV4Hy3ajrVHnbclwzDIy8uDqakpuFzFZ/HoUCchSuJyuTL/kxQIBGr3R+Z9oO1Ye9R1WxoaGipVjy5uIYQQolYo8RFCCFErlPgIqSYdHR0sWrQIOjo6dR3KR422Y+2hbakcuriFEEKIWqE9PkIIIWqFEh8hhBC1QomPEEKIWqHERwghRK1Q4iOkGr7//ntYWlpCV1cXXbt2xaVLl+o6pHrljz/+wMCBA2FqagoOh4O9e/dKrGcYBgsXLoSJiQn09PTg5uaGe/fuSdR59eoVRo8eDYFAACMjIwQHByM/P/8DzqLuRUVFoXPnzuDz+WjSpAmGDBmCjIwMiTpFRUWYMmUKGjZsCB6PB29vb/z9998SdTIzM+Hl5QV9fX00adIEYWFhKCsr+5BTqVco8RGioh07dmDGjBlYtGgRrl27Bnt7e3h4eODly5d1HVq9UVBQAHt7e3z//fcy169atQrr16/Hxo0bcfHiRRgYGMDDwwNFRUVsndGjR+P27ds4ceIEDh48iD/++AMTJkz4UFOoF06fPo0pU6bgwoULOHHiBEpLS+Hu7o6CggK2TmhoKA4cOICdO3fi9OnTyMrKwrBhw9j15eXl8PLyQklJCVJTU7F582YkJiZi4cKFdTGl+oEhhKikS5cuzJQpU9jl8vJyxtTUlImKiqrDqOovAMyePXvYZZFIxAiFQuabb75hy968ecPo6Ogw27ZtYxiGYe7cucMAYC5fvszWOXLkCMPhcJjnz59/sNjrm5cvXzIAmNOnTzMM8267aWlpMTt37mTrpKenMwCY8+fPMwzDMIcPH2a4XC7z4sULtk5MTAwjEAiY4uLiDzuBeoL2+AhRQUlJCa5evQo3Nze2jMvlws3NDefPn6/DyD4ejx49wosXLyS2oaGhIbp27cpuw/Pnz8PIyAhOTk5sHTc3N3C5XFy8ePGDx1xf5OTkAACMjY0BAFevXkVpaanEtmzTpg3Mzc0ltmX79u3RtGlTto6Hhwdyc3Nx+/btDxh9/UGJjxAV/PvvvygvL5f4IwIATZs2xYsXL+ooqo+LeDsp2oYvXrxAkyZNJNZramrC2NhYbbezSCTCV199he7du6Ndu3YA3m0nbW1tGBkZSdStvC1lbWvxOnVE385ACCEfgSlTpuDWrVs4e/ZsXYfy0aM9PkJU0KhRI2hoaEhdNff3339DKBTWUVQfF/F2UrQNhUKh1MVCZWVlePXqlVpu56lTp+LgwYNITk6W+GosoVCIkpISvHnzRqJ+5W0pa1uL16kjSnyEqEBbWxudOnXCqVOn2DKRSIRTp06hW7dudRjZx8PKygpCoVBiG+bm5uLixYvsNuzWrRvevHmDq1evsnV+//13iEQidO3a9YPHXFcYhsHUqVOxZ88e/P7777CyspJY36lTJ2hpaUlsy4yMDGRmZkpsy5s3b0r8I3HixAkIBAK0bdv2w0ykvqnrq2sI+dhs376d0dHRYRITE5k7d+4wEyZMYIyMjCSumlN3eXl5zPXr15nr168zAJhvv/2WuX79OvPkyROGYRhmxYoVjJGREbNv3z7mzz//ZAYPHsxYWVkxb9++Zfvw9PRkHB0dmYsXLzJnz55lWrVqxfj6+tbVlOrEl19+yRgaGjIpKSlMdnY2+ygsLGTrTJo0iTE3N2d+//135sqVK0y3bt2Ybt26sevLysqYdu3aMe7u7kxaWhpz9OhRpnHjxsycOXPqYkr1AiU+Qqphw4YNjLm5OaOtrc106dKFuXDhQl2HVK8kJyczAKQe/v7+DMO8u6VhwYIFTNOmTRkdHR3m888/ZzIyMiT6+O+//xhfX1+Gx+MxAoGACQwMZPLy8upgNnVH1jYEwCQkJLB13r59y0yePJlp0KABo6+vzwwdOpTJzs6W6Ofx48dMv379GD09PaZRo0bM119/zZSWln7g2dQf9LVEhBBC1Aqd4yOEEKJWKPERQghRK5T4CCGEqBVKfIQQQtQKJT5CCCFqhRIfIYQQtUKJjxBCiFqhxEfIJ6zyt5//9ddf+Oyzz6CrqwsHBwe5ZfVNYmKi1DcQVMXS0hJr166t0bgvXrxA3759YWBgwI4vq0zWt8wrUp351LWUlBRwOBypzwX9GFHiI+QjExAQAA6HAw6HAy0tLTRt2hR9+/ZFfHw8RCKRRN3s7Gz069ePXV60aBEMDAyQkZHBfr6jrLK6JCthjRw5Enfv3v3gsURHRyM7OxtpaWns+LLKKm/nqlSez+LFi+vtPx2fIkp8hHyEPD09kZ2djcePH+PIkSNwdXVFSEgIBgwYgLKyMraeUCiEjo4Ou/zgwQP06NEDFhYWaNiwodwyVZWUlNRsQlXQ09OT+n6+D+HBgwfo1KkTWrVqxY4vq6zydq7Kh5pPeXm51D9DBPQh1YR8bPz9/ZnBgwdLlZ86dYoBwPz0009sGQBmz5497POKj0WLFsksYxiGyczMZHx8fBhDQ0OmQYMGzKBBg5hHjx5JxbBs2TLGxMSEsbS0VKndN998wwiFQsbY2JiZPHkyU1JSwjAMw/Tu3VsqJoZhmISEBMbQ0JDt5/79+8ygQYOYJk2aMAYGBoyTkxNz4sQJie1hYWHBREdHy92Oly5dYtzc3JiGDRsyAoGA6dWrF3P16lWJ9qj0OaOyyipv50ePHjEAmN9++41xcXFh9PT0mA4dOjCpqals3xXnk5CQIPOzOAMDAxkvLy+JmEtKSpjGjRszmzZtkjkncb/79u1jbG1tGQ0NDebRo0dVzlU8h59++okZMmQIo6enx1hbWzP79u1j14s/f/X169cMwzBMQUEB4+npyTg7O7NlHwva4yPkE9GnTx/Y29tj9+7dMtdnZ2fDzs4OX3/9NbKzszFz5kyZZaWlpfDw8ACfz8eZM2dw7tw58Hg8eHp6SuzZnTp1ChkZGThx4gQOHjyodLvk5GQ8ePAAycnJ2Lx5MxITE5GYmAgA2L17N5o3b46IiAhkZ2cjOztb5lzy8/PRv39/nDp1CtevX4enpycGDhyIzMxMpbdXXl4e/P39cfbsWVy4cAGtWrVC//79kZeXBwC4fPkyPD09MWLECGRnZ2PdunUyy+SZN28eZs6cibS0NNjY2MDX11dib1xs5MiR+Prrr2FnZ8fOeeTIkRg3bhyOHj0qsQ0OHjyIwsJCjBw5Uu64hYWFWLlyJTZt2oTbt2+jSZMmVc5VbMmSJRgxYgT+/PNP9O/fH6NHj8arV6+kxnjz5g369u0LkUiEEydOfHTnK2mPj5CPjLw9PoZhmJEjRzK2trbsMirsiTAMw9jb27N7dfLKfv75Z6Z169aMSCRiy4qLixk9PT3m2LFjbAxNmzZliouLVW5nYWHBlJWVsXV8fHyYkSNHssuy9tQq7/HJYmdnx2zYsEFhP4qUl5czfD6fOXDgAFs2ePBgdq9OURlk7PFV3Cu7ffs2A4BJT0+XOZ9FixYx9vb2UjG1bduWWblyJbs8cOBAJiAgQO4cxHuPaWlpKs8VADN//nx2OT8/nwHAHDlyhGGY/9/jS09PZzp06MB4e3tL/P4/JrTHR8gnhGEYcDicGvVx48YN3L9/H3w+HzweDzweD8bGxigqKsKDBw/Yeu3bt4e2trbK7ezs7KChocEum5iYSH3belXy8/Mxc+ZM2NrawsjICDweD+np6Srt8f39998YP348WrVqBUNDQwgEAuTn56vUhyIdOnRgn5uYmACAyvMcN24cEhIS2HiPHDmCoKAghW20tbUlxha3VWauFdsZGBhAIBBIxdy3b19YW1tjx44dEr//j4lmXQdACKk96enpUt/Srar8/Hx06tQJW7ZskVrXuHFj9rmBgUG12mlpaUms43A4Kl+AMXPmTJw4cQKrV6+GtbU19PT0MHz4cJUusvH398d///2HdevWwcLCAjo6OujWrVutXahTcZ7if0ZUnefYsWMRHh6O8+fPIzU1FVZWVujZs6fCNnp6elL//Cg7V2V+N15eXvjtt99w584dtG/fXqX51BeU+Aj5RPz++++4efMmQkNDa9RPx44dsWPHDjRp0gQCgeC9t6tMW1sb5eXlCuucO3cOAQEBGDp0KIB3Sffx48cqjXPu3Dn88MMP6N+/PwDg6dOn+Pfff6sVc03Jm3PDhg0xZMgQJCQk4Pz58wgMDKxW/7U51xUrVoDH4+Hzzz9HSkoK2rZtW61+6hId6iTkI1RcXIwXL17g+fPnuHbtGpYvX47BgwdjwIABGDt2bI36Hj16NBo1aoTBgwfjzJkzePToEVJSUjB9+nQ8e/as1ttVZmlpiT/++APPnz+X+8e5VatW2L17N9LS0nDjxg2MGjVK5b2pVq1a4eeff0Z6ejouXryI0aNHQ09PT6U+aoulpSUePXqEtLQ0/PvvvyguLmbXjRs3Dps3b0Z6ejr8/f2r1X9tz3X16tUYPXo0+vTpg7/++qva/dQVSnyEfISOHj0KExMTWFpawtPTE8nJyVi/fj327dsncf6sOvT19fHHH3/A3Nwcw4YNg62tLYKDg1FUVKRwT6667SqLiIjA48eP0bJlS4lDpBV9++23aNCgAZydnTFw4EB4eHigY8eOKs0zLi4Or1+/RseOHTFmzBhMnz69Tu4VBABvb294enrC1dUVjRs3xrZt29h1bm5uMDExgYeHB0xNTavV//uYa3R0NEaMGIE+ffrUyYcL1ASHYRimroMghBAiW35+Ppo1a4aEhAQMGzasrsP5JNA5PkIIqYdEIhH+/fdfrFmzBkZGRhg0aFBdh/TJoMRHCCH1UGZmJqysrNC8eXMkJiZCU5P+XNcWOtRJCCFErdDFLYQQQtQKJT5CCCFqhRIfIYQQtUKJjxBCiFqhxEcIIUStUOIjhBCiVijxEUIIUSuU+AghhKgVSnyEEELUyv8BPUTAXy9HwYoAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 300x500 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmer_pattern = lambda x: x.str.contains('TGTGG')\n",
    "title = 'K-mers containing TGTGG'\n",
    "create_kmer_rank_distribution_rugplot(model_diff_affinity_motifs_df, kmer_pattern, \n",
    "                                      fusion_ER_models, title)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1bf0d189",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "### Experiment 3: core RUNX1 motif (TGCGGT) with random 5bp flanks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "694447d7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T20:32:08.268480Z",
     "start_time": "2026-04-27T20:32:08.254652Z"
    },
    "hidden": true
   },
   "outputs": [],
   "source": [
    "def generate_random_kmers(motif_string, n_kmers):\n",
    "    random_kmers = set()\n",
    "    nucleotides = ['A', 'C', 'G', 'T']\n",
    "    seed = 0\n",
    "    while len(random_kmers) < n_kmers:\n",
    "        random_kmer_nucleotides = []\n",
    "        for letter in motif_string:\n",
    "            if letter in nucleotides:\n",
    "                random_kmer_nucleotides.append(letter)\n",
    "            elif letter == 'X':\n",
    "                random.seed(seed)\n",
    "                random_nucleotide = random.choice(nucleotides)\n",
    "                random_kmer_nucleotides.append(random_nucleotide)\n",
    "                seed += 1\n",
    "        random_kmer = ''.join(random_kmer_nucleotides)\n",
    "        random_kmers.add(random_kmer)\n",
    "    return random_kmers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "6a3348bd",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T20:32:08.563114Z",
     "start_time": "2026-04-27T20:32:08.557393Z"
    },
    "hidden": true
   },
   "outputs": [],
   "source": [
    "# core_motif = 'TGTGGT'\n",
    "# motif_mutations_1bp = generate_all_1bp_substitutions(core_motif)\n",
    "# motif_mutations_2bp = generate_all_2bp_substitutions(core_motif)\n",
    "# motif_mutations = set(motif_mutations_1bp + motif_mutations_2bp)\n",
    "# len(motif_mutations)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "ae2152c2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T20:32:08.884649Z",
     "start_time": "2026-04-27T20:32:08.877995Z"
    },
    "hidden": true,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# motif_mutations_with_flanks_all = []\n",
    "# for motif_mutation in motif_mutations:\n",
    "#     motif_mutation_template = f'XXXXX{motif_mutation}XXXXX'\n",
    "#     motif_mutations_with_flanks = generate_random_kmers(motif_mutation_template, n_kmers=20)\n",
    "#     motif_mutations_with_flanks_all.extend(list(motif_mutations_with_flanks))\n",
    "\n",
    "# len(set(motif_mutations_with_flanks_all))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "fd7abdd7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T20:32:14.694397Z",
     "start_time": "2026-04-27T20:32:14.512170Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1000"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "core_motif = 'TGCGGT'\n",
    "\n",
    "motif_mutation_template = f'XXXXX{core_motif}XXXXX'\n",
    "motif_mutations_with_flanks_all = generate_random_kmers(motif_mutation_template, n_kmers=1000)\n",
    "motif_mutations_with_flanks_all = list(motif_mutations_with_flanks_all)\n",
    "len(set(motif_mutations_with_flanks_all))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "3375e451",
   "metadata": {
    "ExecuteTime": {
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     "text": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Reh_HPA</th>\n",
       "      <th>Reh_PAS</th>\n",
       "      <th>Reh_DMSO_HPA</th>\n",
       "      <th>REH_ETV6-RUNX1_rep2</th>\n",
       "      <th>Reh_ETV6_Atlas</th>\n",
       "      <th>Nalm6_ETV6-RUNX1_V5_B</th>\n",
       "      <th>Reh_DMSO_RUNX1</th>\n",
       "      <th>Reh_RUNX1_B</th>\n",
       "      <th>REH_RUNX1_rep2</th>\n",
       "      <th>Nalm6_RUNX1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>GCAGTTGCGGTGGTAT</th>\n",
       "      <td>0.073599</td>\n",
       "      <td>0.070304</td>\n",
       "      <td>0.235755</td>\n",
       "      <td>0.325937</td>\n",
       "      <td>0.054810</td>\n",
       "      <td>0.450807</td>\n",
       "      <td>0.044579</td>\n",
       "      <td>0.031520</td>\n",
       "      <td>0.108821</td>\n",
       "      <td>0.017695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GCCTATGCGGTAGGTG</th>\n",
       "      <td>0.022039</td>\n",
       "      <td>0.044457</td>\n",
       "      <td>0.207293</td>\n",
       "      <td>0.227395</td>\n",
       "      <td>0.047038</td>\n",
       "      <td>0.228670</td>\n",
       "      <td>0.019345</td>\n",
       "      <td>0.029905</td>\n",
       "      <td>0.034749</td>\n",
       "      <td>-0.002325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GCAGATGCGGTATGAA</th>\n",
       "      <td>0.034081</td>\n",
       "      <td>0.048654</td>\n",
       "      <td>0.229637</td>\n",
       "      <td>0.188879</td>\n",
       "      <td>0.024829</td>\n",
       "      <td>0.164323</td>\n",
       "      <td>0.028969</td>\n",
       "      <td>0.016077</td>\n",
       "      <td>0.075572</td>\n",
       "      <td>0.008954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTTTTGCGGTCCCCC</th>\n",
       "      <td>0.037530</td>\n",
       "      <td>0.066121</td>\n",
       "      <td>0.276611</td>\n",
       "      <td>0.373413</td>\n",
       "      <td>0.064853</td>\n",
       "      <td>0.262332</td>\n",
       "      <td>0.044318</td>\n",
       "      <td>0.057742</td>\n",
       "      <td>0.115903</td>\n",
       "      <td>0.148314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGTCATGCGGTAAGCC</th>\n",
       "      <td>0.034326</td>\n",
       "      <td>0.078195</td>\n",
       "      <td>0.352834</td>\n",
       "      <td>0.386467</td>\n",
       "      <td>0.022795</td>\n",
       "      <td>0.388988</td>\n",
       "      <td>0.043440</td>\n",
       "      <td>0.063024</td>\n",
       "      <td>0.120537</td>\n",
       "      <td>0.030743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CTACTTGCGGTCGTAA</th>\n",
       "      <td>0.047348</td>\n",
       "      <td>0.041008</td>\n",
       "      <td>0.271410</td>\n",
       "      <td>0.357569</td>\n",
       "      <td>0.043563</td>\n",
       "      <td>0.292385</td>\n",
       "      <td>0.068584</td>\n",
       "      <td>0.103636</td>\n",
       "      <td>0.095317</td>\n",
       "      <td>0.100063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TAATCTGCGGTACATC</th>\n",
       "      <td>0.011276</td>\n",
       "      <td>0.021719</td>\n",
       "      <td>0.093403</td>\n",
       "      <td>0.138664</td>\n",
       "      <td>0.002662</td>\n",
       "      <td>0.075121</td>\n",
       "      <td>0.004384</td>\n",
       "      <td>0.003584</td>\n",
       "      <td>0.016959</td>\n",
       "      <td>-0.007386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GTAAATGCGGTATCAG</th>\n",
       "      <td>0.023192</td>\n",
       "      <td>0.031638</td>\n",
       "      <td>0.171835</td>\n",
       "      <td>0.163930</td>\n",
       "      <td>0.012686</td>\n",
       "      <td>0.076764</td>\n",
       "      <td>0.011790</td>\n",
       "      <td>0.010759</td>\n",
       "      <td>0.056718</td>\n",
       "      <td>0.009480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTGAATGCGGTCCCGA</th>\n",
       "      <td>0.008650</td>\n",
       "      <td>0.015447</td>\n",
       "      <td>0.131045</td>\n",
       "      <td>0.105344</td>\n",
       "      <td>0.006587</td>\n",
       "      <td>0.152749</td>\n",
       "      <td>0.009284</td>\n",
       "      <td>0.013074</td>\n",
       "      <td>0.034918</td>\n",
       "      <td>0.044150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ACTCCTGCGGTGGGAT</th>\n",
       "      <td>0.018540</td>\n",
       "      <td>0.038831</td>\n",
       "      <td>0.178364</td>\n",
       "      <td>0.235479</td>\n",
       "      <td>0.050315</td>\n",
       "      <td>0.206719</td>\n",
       "      <td>0.018941</td>\n",
       "      <td>0.034662</td>\n",
       "      <td>0.060510</td>\n",
       "      <td>-0.007309</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Reh_HPA   Reh_PAS  Reh_DMSO_HPA  REH_ETV6-RUNX1_rep2  \\\n",
       "GCAGTTGCGGTGGTAT  0.073599  0.070304      0.235755             0.325937   \n",
       "GCCTATGCGGTAGGTG  0.022039  0.044457      0.207293             0.227395   \n",
       "GCAGATGCGGTATGAA  0.034081  0.048654      0.229637             0.188879   \n",
       "TTTTTTGCGGTCCCCC  0.037530  0.066121      0.276611             0.373413   \n",
       "AGTCATGCGGTAAGCC  0.034326  0.078195      0.352834             0.386467   \n",
       "...                    ...       ...           ...                  ...   \n",
       "CTACTTGCGGTCGTAA  0.047348  0.041008      0.271410             0.357569   \n",
       "TAATCTGCGGTACATC  0.011276  0.021719      0.093403             0.138664   \n",
       "GTAAATGCGGTATCAG  0.023192  0.031638      0.171835             0.163930   \n",
       "TTGAATGCGGTCCCGA  0.008650  0.015447      0.131045             0.105344   \n",
       "ACTCCTGCGGTGGGAT  0.018540  0.038831      0.178364             0.235479   \n",
       "\n",
       "                  Reh_ETV6_Atlas  Nalm6_ETV6-RUNX1_V5_B  Reh_DMSO_RUNX1  \\\n",
       "GCAGTTGCGGTGGTAT        0.054810               0.450807        0.044579   \n",
       "GCCTATGCGGTAGGTG        0.047038               0.228670        0.019345   \n",
       "GCAGATGCGGTATGAA        0.024829               0.164323        0.028969   \n",
       "TTTTTTGCGGTCCCCC        0.064853               0.262332        0.044318   \n",
       "AGTCATGCGGTAAGCC        0.022795               0.388988        0.043440   \n",
       "...                          ...                    ...             ...   \n",
       "CTACTTGCGGTCGTAA        0.043563               0.292385        0.068584   \n",
       "TAATCTGCGGTACATC        0.002662               0.075121        0.004384   \n",
       "GTAAATGCGGTATCAG        0.012686               0.076764        0.011790   \n",
       "TTGAATGCGGTCCCGA        0.006587               0.152749        0.009284   \n",
       "ACTCCTGCGGTGGGAT        0.050315               0.206719        0.018941   \n",
       "\n",
       "                  Reh_RUNX1_B  REH_RUNX1_rep2  Nalm6_RUNX1  \n",
       "GCAGTTGCGGTGGTAT     0.031520        0.108821     0.017695  \n",
       "GCCTATGCGGTAGGTG     0.029905        0.034749    -0.002325  \n",
       "GCAGATGCGGTATGAA     0.016077        0.075572     0.008954  \n",
       "TTTTTTGCGGTCCCCC     0.057742        0.115903     0.148314  \n",
       "AGTCATGCGGTAAGCC     0.063024        0.120537     0.030743  \n",
       "...                       ...             ...          ...  \n",
       "CTACTTGCGGTCGTAA     0.103636        0.095317     0.100063  \n",
       "TAATCTGCGGTACATC     0.003584        0.016959    -0.007386  \n",
       "GTAAATGCGGTATCAG     0.010759        0.056718     0.009480  \n",
       "TTGAATGCGGTCCCGA     0.013074        0.034918     0.044150  \n",
       "ACTCCTGCGGTGGGAT     0.034662        0.060510    -0.007309  \n",
       "\n",
       "[1000 rows x 10 columns]"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "models = ['Reh_HPA', 'Reh_PAS', 'Reh_DMSO_HPA', 'REH_ETV6-RUNX1_rep2', \n",
    "          'Reh_ETV6_Atlas', 'Nalm6_ETV6-RUNX1_V5_B', 'Reh_DMSO_RUNX1', \n",
    "          'Reh_RUNX1_B', 'REH_RUNX1_rep2', 'Nalm6_RUNX1']\n",
    "fusion_ER_models = ['Reh_HPA', 'Reh_PAS', 'Reh_DMSO_HPA', 'REH_ETV6-RUNX1_rep2', \n",
    "                    'Reh_ETV6_Atlas', 'Nalm6_ETV6-RUNX1_V5_B']\n",
    "native_ER_models = ['Reh_DMSO_RUNX1', 'Reh_RUNX1_B', 'REH_RUNX1_rep2', 'Nalm6_RUNX1']\n",
    "\n",
    "output_file_name = 'affinity_distillation_results/motif_affinities_TGCGGT_with_flanks.csv'\n",
    "\n",
    "i = 0\n",
    "motif_affinities = []\n",
    "for model in models:\n",
    "    fold = 0\n",
    "    if model in fusion_ER_models:\n",
    "        model_dir = '/users/shouvikm/BPNet/models'\n",
    "        model_file = f\"{model_dir}/{model}/fold_{fold}/model_split000\"\n",
    "    elif model in native_ER_models:\n",
    "        model_dir = '/users/shouvikm/BPNet/fusion_deconvolution_V3/models'\n",
    "        model_file = f\"{model_dir}/{model}_native/fold_{fold}/model_split000\"\n",
    "    bpnet = load_model(model_file)\n",
    "\n",
    "    affinities = []\n",
    "    for motif in motif_mutations_with_flanks_all:\n",
    "        affinity = affinity_distillation(motif, model, bpnet)\n",
    "        affinities.append(affinity)\n",
    "        i += 1\n",
    "        if i%100==0: print(i)\n",
    "    motif_affinities.append(affinities)\n",
    "\n",
    "motif_affinities_df = pd.DataFrame(motif_affinities).T\n",
    "motif_affinities_df.columns = models\n",
    "motif_affinities_df.index = motif_mutations_with_flanks_all\n",
    "motif_affinities_df.to_csv(output_file_name)\n",
    "motif_affinities_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "62f588a3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T22:20:37.793250Z",
     "start_time": "2026-04-27T22:20:37.783262Z"
    },
    "hidden": true
   },
   "outputs": [],
   "source": [
    "models = ['Reh_HPA', 'Reh_PAS', 'Reh_DMSO_HPA', 'REH_ETV6-RUNX1_rep2', \n",
    "          'Reh_ETV6_Atlas', 'Nalm6_ETV6-RUNX1_V5_B', 'Reh_DMSO_RUNX1', \n",
    "          'Reh_RUNX1_B', 'REH_RUNX1_rep2', 'Nalm6_RUNX1']\n",
    "fusion_ER_models = ['Reh_HPA', 'Reh_PAS', 'Reh_DMSO_HPA', 'REH_ETV6-RUNX1_rep2', \n",
    "                    'Reh_ETV6_Atlas', 'Nalm6_ETV6-RUNX1_V5_B']\n",
    "native_ER_models = ['Reh_DMSO_RUNX1', 'Reh_RUNX1_B', 'REH_RUNX1_rep2', 'Nalm6_RUNX1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "358a11eb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:18:20.061790Z",
     "start_time": "2026-01-28T23:18:19.928357Z"
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   },
   "outputs": [
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       "      <th>Reh_HPA</th>\n",
       "      <th>Reh_PAS</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>TCCACTGCGGTAACTA</th>\n",
       "      <td>0.049144</td>\n",
       "      <td>0.040205</td>\n",
       "      <td>0.160237</td>\n",
       "      <td>0.298691</td>\n",
       "      <td>0.045654</td>\n",
       "      <td>0.075378</td>\n",
       "      <td>0.062387</td>\n",
       "      <td>0.018258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CTAATTGCGGTCATTG</th>\n",
       "      <td>0.013294</td>\n",
       "      <td>0.019616</td>\n",
       "      <td>0.228200</td>\n",
       "      <td>0.452395</td>\n",
       "      <td>0.014265</td>\n",
       "      <td>0.087897</td>\n",
       "      <td>0.059099</td>\n",
       "      <td>0.027601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CGGCCTGCGGTCGGTG</th>\n",
       "      <td>0.034344</td>\n",
       "      <td>0.074900</td>\n",
       "      <td>0.302082</td>\n",
       "      <td>0.547320</td>\n",
       "      <td>0.098098</td>\n",
       "      <td>0.185330</td>\n",
       "      <td>0.258421</td>\n",
       "      <td>0.028403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CACATTGCGGTCTTTC</th>\n",
       "      <td>0.029905</td>\n",
       "      <td>0.046438</td>\n",
       "      <td>0.378287</td>\n",
       "      <td>0.499706</td>\n",
       "      <td>0.035644</td>\n",
       "      <td>0.101861</td>\n",
       "      <td>0.077251</td>\n",
       "      <td>0.044214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTGATTGCGGTCGACA</th>\n",
       "      <td>0.012370</td>\n",
       "      <td>0.018763</td>\n",
       "      <td>0.246372</td>\n",
       "      <td>0.397170</td>\n",
       "      <td>0.033920</td>\n",
       "      <td>0.094370</td>\n",
       "      <td>0.100476</td>\n",
       "      <td>0.026228</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GATCTTGCGGTCGTGG</th>\n",
       "      <td>0.027676</td>\n",
       "      <td>0.053609</td>\n",
       "      <td>0.324294</td>\n",
       "      <td>0.545634</td>\n",
       "      <td>0.036862</td>\n",
       "      <td>0.156216</td>\n",
       "      <td>0.213043</td>\n",
       "      <td>0.033138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCACATGCGGTCCCTC</th>\n",
       "      <td>0.056203</td>\n",
       "      <td>0.075745</td>\n",
       "      <td>0.397939</td>\n",
       "      <td>0.354371</td>\n",
       "      <td>0.040284</td>\n",
       "      <td>0.072354</td>\n",
       "      <td>0.064986</td>\n",
       "      <td>0.015843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TCGGTTGCGGTTGTGC</th>\n",
       "      <td>0.118678</td>\n",
       "      <td>0.142245</td>\n",
       "      <td>0.575720</td>\n",
       "      <td>0.800886</td>\n",
       "      <td>0.111773</td>\n",
       "      <td>0.236137</td>\n",
       "      <td>0.268374</td>\n",
       "      <td>0.050585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ATTGCTGCGGTTTATT</th>\n",
       "      <td>0.048397</td>\n",
       "      <td>0.083452</td>\n",
       "      <td>0.407175</td>\n",
       "      <td>0.560135</td>\n",
       "      <td>0.049415</td>\n",
       "      <td>0.140431</td>\n",
       "      <td>0.049651</td>\n",
       "      <td>0.037080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TACCATGCGGTTGCTG</th>\n",
       "      <td>0.045009</td>\n",
       "      <td>0.064578</td>\n",
       "      <td>0.301328</td>\n",
       "      <td>0.382297</td>\n",
       "      <td>0.058666</td>\n",
       "      <td>0.110127</td>\n",
       "      <td>0.144981</td>\n",
       "      <td>0.025371</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3401 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Reh_HPA   Reh_PAS  Reh_DMSO_HPA  REH_ETV6-RUNX1_rep2  \\\n",
       "TCCACTGCGGTAACTA  0.049144  0.040205      0.160237             0.298691   \n",
       "CTAATTGCGGTCATTG  0.013294  0.019616      0.228200             0.452395   \n",
       "CGGCCTGCGGTCGGTG  0.034344  0.074900      0.302082             0.547320   \n",
       "CACATTGCGGTCTTTC  0.029905  0.046438      0.378287             0.499706   \n",
       "TTGATTGCGGTCGACA  0.012370  0.018763      0.246372             0.397170   \n",
       "...                    ...       ...           ...                  ...   \n",
       "GATCTTGCGGTCGTGG  0.027676  0.053609      0.324294             0.545634   \n",
       "CCACATGCGGTCCCTC  0.056203  0.075745      0.397939             0.354371   \n",
       "TCGGTTGCGGTTGTGC  0.118678  0.142245      0.575720             0.800886   \n",
       "ATTGCTGCGGTTTATT  0.048397  0.083452      0.407175             0.560135   \n",
       "TACCATGCGGTTGCTG  0.045009  0.064578      0.301328             0.382297   \n",
       "\n",
       "                  Reh_ETV6_Atlas  Reh_DMSO_RUNX1  Reh_RUNX1_B  REH_RUNX1_rep2  \n",
       "TCCACTGCGGTAACTA        0.045654        0.075378     0.062387        0.018258  \n",
       "CTAATTGCGGTCATTG        0.014265        0.087897     0.059099        0.027601  \n",
       "CGGCCTGCGGTCGGTG        0.098098        0.185330     0.258421        0.028403  \n",
       "CACATTGCGGTCTTTC        0.035644        0.101861     0.077251        0.044214  \n",
       "TTGATTGCGGTCGACA        0.033920        0.094370     0.100476        0.026228  \n",
       "...                          ...             ...          ...             ...  \n",
       "GATCTTGCGGTCGTGG        0.036862        0.156216     0.213043        0.033138  \n",
       "CCACATGCGGTCCCTC        0.040284        0.072354     0.064986        0.015843  \n",
       "TCGGTTGCGGTTGTGC        0.111773        0.236137     0.268374        0.050585  \n",
       "ATTGCTGCGGTTTATT        0.049415        0.140431     0.049651        0.037080  \n",
       "TACCATGCGGTTGCTG        0.058666        0.110127     0.144981        0.025371  \n",
       "\n",
       "[3401 rows x 8 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "motif_affinities_df = pd.read_csv('affinity_distillation_results/motif_affinities_TGCGGT_with_flanks.csv', \n",
    "                                  index_col='Unnamed: 0')\n",
    "motif_affinities_df = motif_affinities_df[models]\n",
    "motif_affinities_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "7e55ffb0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T22:20:45.874879Z",
     "start_time": "2026-04-27T22:20:45.597811Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_1 = 'Reh_HPA'\n",
    "model_2 = 'Reh_RUNX1_B'\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "create_pairwise_affinities_scatter_plot(model_1, model_2, ax, \n",
    "                                        point_size_scale_residual=100,\n",
    "                                        label_points_residual_percentile=99.8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "4dee0af0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T22:21:20.359175Z",
     "start_time": "2026-04-27T22:21:08.502989Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x1000 with 24 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(4, 6, figsize=(20, 10))\n",
    "for row, model_1 in enumerate(native_ER_models):\n",
    "    for col, model_2 in enumerate(fusion_ER_models):\n",
    "        create_pairwise_affinities_scatter_plot(model_2, model_1, axs[row, col], \n",
    "                                                point_size_scale_residual=100,\n",
    "                                                label_points_residual_percentile=99.8)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "c74b0db2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T22:21:27.497182Z",
     "start_time": "2026-04-27T22:21:27.419456Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CGGTATGCGGTAGTTA    3.400318\n",
       "GTAGTTGCGGTAGTTA    3.157463\n",
       "GCAGCTGCGGTGCGAC    3.127343\n",
       "TCAGTTGCGGTATACG    2.786949\n",
       "TCACGTGCGGTGCGGC    2.665346\n",
       "GTCGCTGCGGTATAGT    2.632267\n",
       "TTGTTTGCGGTTGTTA    2.614964\n",
       "TTTCGTGCGGTTCCGC    2.605211\n",
       "GTCGGTGCGGTTATCT    2.592863\n",
       "GCAGCTGCGGTGCGTT    2.574100\n",
       "Name: Reh_HPA, dtype: float32"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = 'Reh_HPA'\n",
    "background_models = native_ER_models\n",
    "differential_affinity_motifs = calculate_differential_affinity_motifs(model, background_models, \n",
    "                                                                      motif_affinities_df)\n",
    "differential_affinity_motifs.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "43b634d5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T22:21:33.260786Z",
     "start_time": "2026-04-27T22:21:33.163859Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AGGCTTGCGGTCACCG    4.687184\n",
       "GCGACTGCGGTCACGC    3.694574\n",
       "AACATTGCGGTTGCGG    3.600910\n",
       "AACATTGCGGTCACGC    3.470793\n",
       "GTCACTGCGGTCAGGC    3.395724\n",
       "AGCGCTGCGGTCACAC    3.349033\n",
       "AGCGCTGCGGTCACGA    3.260875\n",
       "CGGCCTGCGGTCGGTG    3.220510\n",
       "ACTCTTGCGGTTGGGC    2.946437\n",
       "GGGACTGCGGTCACCA    2.926847\n",
       "Name: Reh_RUNX1_B, dtype: float32"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = 'Reh_RUNX1_B'\n",
    "background_models = fusion_ER_models\n",
    "differential_affinity_motifs = calculate_differential_affinity_motifs(model, background_models, \n",
    "                                                                      motif_affinities_df)\n",
    "differential_affinity_motifs.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "854848d0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T22:23:41.886159Z",
     "start_time": "2026-04-27T22:23:41.611199Z"
    },
    "hidden": true,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"6\" halign=\"left\">ETV6-RUNX1 models</th>\n",
       "      <th colspan=\"4\" halign=\"left\">Native RUNX1 models</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Reh_HPA (score)</th>\n",
       "      <th>Reh_PAS (score)</th>\n",
       "      <th>Reh_DMSO_HPA (score)</th>\n",
       "      <th>REH_ETV6-RUNX1_rep2 (score)</th>\n",
       "      <th>Reh_ETV6_Atlas (score)</th>\n",
       "      <th>Nalm6_ETV6-RUNX1_V5_B (score)</th>\n",
       "      <th>Reh_DMSO_RUNX1 (score)</th>\n",
       "      <th>Reh_RUNX1_B (score)</th>\n",
       "      <th>REH_RUNX1_rep2 (score)</th>\n",
       "      <th>Nalm6_RUNX1 (score)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rank</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>0</th>\n",
       "      <td>CGGTATGCGGTAGTTA (3.4)</td>\n",
       "      <td>CGGCATGCGGTTCCAC (4.25)</td>\n",
       "      <td>AGCAATGCGGTTCACC (3.91)</td>\n",
       "      <td>GGAAGTGCGGTTAGCC (4.65)</td>\n",
       "      <td>ACCGGTGCGGTGTTGG (3.47)</td>\n",
       "      <td>TGTATTGCGGTATGTG (3.4)</td>\n",
       "      <td>GGTCATGCGGTTACGG (4.1)</td>\n",
       "      <td>AGGCT<span style=\"background-color: cyan;\">TGCGGTC</span>ACCG (4.69)</td>\n",
       "      <td>CATTT<span style=\"background-color: cyan;\">TGCGGTC</span>ACCA (4.08)</td>\n",
       "      <td>GTTTTTGCGGTTATGC (3.72)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>GTAGTTGCGGTAGTTA (3.16)</td>\n",
       "      <td>CGGCATGCGGTATATC (3.24)</td>\n",
       "      <td>AACAT<span style=\"background-color: yellow;\">TGCGGTTT</span>CCT (3.22)</td>\n",
       "      <td>AGAGCTGCGGTTCACC (2.94)</td>\n",
       "      <td>TCGGC<span style=\"background-color: lightgreen;\">TGCGGTGG</span>GGT (3.25)</td>\n",
       "      <td>ACAAT<span style=\"background-color: cyan;\">TGCGGTC</span>TATG (3.37)</td>\n",
       "      <td>CGGCC<span style=\"background-color: cyan;\">TGCGGTC</span>GGTG (3.96)</td>\n",
       "      <td>GCGAC<span style=\"background-color: cyan;\">TGCGGTC</span>ACGC (3.69)</td>\n",
       "      <td>GGTCATGCGGTTACGG (3.88)</td>\n",
       "      <td>TTTCT<span style=\"background-color: yellow;\">TGCGGTTT</span>TGT (3.41)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>GCAGCTGCGGTGCGAC (3.13)</td>\n",
       "      <td>TTTCT<span style=\"background-color: yellow;\">TGCGGTTT</span>TGT (3.21)</td>\n",
       "      <td>TCAAATGCGGTTATTC (3.06)</td>\n",
       "      <td>AACATTGCGGTATGTG (2.66)</td>\n",
       "      <td>ACGGCTGCGGTGACCG (2.95)</td>\n",
       "      <td>GCATATGCGGTAAAGG (3.26)</td>\n",
       "      <td>GCGCTTGCGGTTGAAA (3.93)</td>\n",
       "      <td>AACATTGCGGTTGCGG (3.6)</td>\n",
       "      <td>GGGAC<span style=\"background-color: cyan;\">TGCGGTC</span>ACCA (3.79)</td>\n",
       "      <td>GCGAC<span style=\"background-color: cyan;\">TGCGGTC</span>ACGC (3.19)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TCAGTTGCGGTATACG (2.79)</td>\n",
       "      <td>ACTTCTGCGGTTGTGT (3.11)</td>\n",
       "      <td>AGCAA<span style=\"background-color: cyan;\">TGCGGTC</span>TAAC (2.83)</td>\n",
       "      <td>ACAAT<span style=\"background-color: cyan;\">TGCGGTC</span>TATG (2.49)</td>\n",
       "      <td>GCAGCTGCGGTGCGTT (2.93)</td>\n",
       "      <td>TGAATTGCGGTAAGTG (2.88)</td>\n",
       "      <td>GGTCTTGCGGTTGAGC (3.7)</td>\n",
       "      <td>AACAT<span style=\"background-color: cyan;\">TGCGGTC</span>ACGC (3.47)</td>\n",
       "      <td>GCGAT<span style=\"background-color: cyan;\">TGCGGTC</span>AAAA (3.54)</td>\n",
       "      <td>TTTTCTGCGGTTACCT (3.17)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>TCACGTGCGGTGCGGC (2.67)</td>\n",
       "      <td>CAGCTTGCGGTTGTCA (2.71)</td>\n",
       "      <td>ATTAATGCGGTTCATC (2.82)</td>\n",
       "      <td>AAAAGTGCGGTAAACC (2.45)</td>\n",
       "      <td>CCGATTGCGGTAACAC (2.88)</td>\n",
       "      <td>TTAATTGCGGTGAGGA (2.72)</td>\n",
       "      <td>ATCCC<span style=\"background-color: cyan;\">TGCGGTC</span>ATGG (3.36)</td>\n",
       "      <td>GTCAC<span style=\"background-color: cyan;\">TGCGGTC</span>AGGC (3.4)</td>\n",
       "      <td>GCTTC<span style=\"background-color: cyan;\">TGCGGTC</span>AAAA (3.19)</td>\n",
       "      <td>TGCGTTGCGGTTGAGA (3.12)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>GTCGCTGCGGTATAGT (2.63)</td>\n",
       "      <td>CAGCTTGCGGTTATCT (2.7)</td>\n",
       "      <td>CAATC<span style=\"background-color: yellow;\">TGCGGTTT</span>CCT (2.7)</td>\n",
       "      <td>AGCAATGCGGTTCACC (2.44)</td>\n",
       "      <td>TACCCTGCGGTGTTTT (2.76)</td>\n",
       "      <td>AGAGCTGCGGTTCACC (2.67)</td>\n",
       "      <td>AACATTGCGGTTGCGG (3.23)</td>\n",
       "      <td>AGCGC<span style=\"background-color: cyan;\">TGCGGTC</span>ACAC (3.35)</td>\n",
       "      <td>TAGATTGCGGTAACCA (3.04)</td>\n",
       "      <td>TATTT<span style=\"background-color: yellow;\">TGCGGTTT</span>CCT (3.08)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>TTGTTTGCGGTTGTTA (2.61)</td>\n",
       "      <td>GTTTTTGCGGTTATGC (2.6)</td>\n",
       "      <td>CTTCC<span style=\"background-color: lightgreen;\">TGCGGTGG</span>ACG (2.65)</td>\n",
       "      <td>GGCCG<span style=\"background-color: yellow;\">TGCGGTTT</span>CTT (2.43)</td>\n",
       "      <td>ACCGT<span style=\"background-color: cyan;\">TGCGGTC</span>GCTG (2.71)</td>\n",
       "      <td>ACACATGCGGTAAGTC (2.61)</td>\n",
       "      <td>GTAGCTGCGGTTACGA (3.2)</td>\n",
       "      <td>AGCGC<span style=\"background-color: cyan;\">TGCGGTC</span>ACGA (3.26)</td>\n",
       "      <td>ACGTTTGCGGTAAAGC (2.97)</td>\n",
       "      <td>AGCGC<span style=\"background-color: cyan;\">TGCGGTC</span>ACGA (3.05)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>TTTCGTGCGGTTCCGC (2.61)</td>\n",
       "      <td>TCGTTTGCGGTTCCGG (2.59)</td>\n",
       "      <td>ATCTA<span style=\"background-color: yellow;\">TGCGGTTT</span>TTC (2.64)</td>\n",
       "      <td>TGAAG<span style=\"background-color: cyan;\">TGCGGTC</span>TGTG (2.42)</td>\n",
       "      <td>TTTGC<span style=\"background-color: lightgreen;\">TGCGGTGG</span>CGT (2.7)</td>\n",
       "      <td>TCAGTTGCGGTATACG (2.57)</td>\n",
       "      <td>AGCGC<span style=\"background-color: cyan;\">TGCGGTC</span>ACGA (3.17)</td>\n",
       "      <td>CGGCC<span style=\"background-color: cyan;\">TGCGGTC</span>GGTG (3.22)</td>\n",
       "      <td>CTTGA<span style=\"background-color: cyan;\">TGCGGTC</span>ACCA (2.97)</td>\n",
       "      <td>CGCGTTGCGGTTAATT (3.02)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>GTCGGTGCGGTTATCT (2.59)</td>\n",
       "      <td>CCGTT<span style=\"background-color: lightgreen;\">TGCGGTGG</span>AGC (2.58)</td>\n",
       "      <td>ACATATGCGGTTCACC (2.63)</td>\n",
       "      <td>CGATGTGCGGTTGTGG (2.35)</td>\n",
       "      <td>CCCCGTGCGGTAGCAG (2.6)</td>\n",
       "      <td>ACATATGCGGTTCACC (2.54)</td>\n",
       "      <td>GGCTTTGCGGTAGCGC (3.0)</td>\n",
       "      <td>ACTCTTGCGGTTGGGC (2.95)</td>\n",
       "      <td>CTCACTGCGGTTACCA (2.88)</td>\n",
       "      <td>CCGGC<span style=\"background-color: yellow;\">TGCGGTTT</span>CAG (3.0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>GCAGCTGCGGTGCGTT (2.57)</td>\n",
       "      <td>GTGGATGCGGTTACAC (2.56)</td>\n",
       "      <td>TCGAATGCGGTAAGTG (2.33)</td>\n",
       "      <td>CCACTTGCGGTAGGTT (2.34)</td>\n",
       "      <td>TTCGT<span style=\"background-color: lightgreen;\">TGCGGTGG</span>CTG (2.59)</td>\n",
       "      <td>AACATTGCGGTATGTG (2.48)</td>\n",
       "      <td>CCTGC<span style=\"background-color: cyan;\">TGCGGTC</span>TGCG (2.9)</td>\n",
       "      <td>GGGAC<span style=\"background-color: cyan;\">TGCGGTC</span>ACCA (2.93)</td>\n",
       "      <td>TGTAC<span style=\"background-color: cyan;\">TGCGGTC</span>ACAA (2.87)</td>\n",
       "      <td>CAGCTTGCGGTTGTCA (2.99)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_diff_affinity_motifs_df = pd.DataFrame()\n",
    "for model in fusion_ER_models:\n",
    "    differential_affinity_motifs = calculate_differential_affinity_motifs(model, native_ER_models, \n",
    "                                                                          motif_affinities_df)\n",
    "    differential_affinity_motifs = (differential_affinity_motifs.index + ' (' + \n",
    "                                    differential_affinity_motifs.round(2).values.astype(str) + ')')\n",
    "    model_diff_affinity_motifs_df[model] = differential_affinity_motifs[:10]\n",
    "    \n",
    "for model in native_ER_models:\n",
    "    differential_affinity_motifs = calculate_differential_affinity_motifs(model, fusion_ER_models, \n",
    "                                                                          motif_affinities_df)\n",
    "    differential_affinity_motifs = (differential_affinity_motifs.index + ' (' + \n",
    "                                    differential_affinity_motifs.round(2).values.astype(str) + ')')\n",
    "    model_diff_affinity_motifs_df[model] = differential_affinity_motifs[:10]\n",
    "\n",
    "multi_index_columns = pd.MultiIndex.from_tuples(\n",
    "    [('ETV6-RUNX1 models', model + ' (score)') for model in fusion_ER_models] + \n",
    "    [('Native RUNX1 models', model + ' (score)') for model in native_ER_models]\n",
    ")\n",
    "model_diff_affinity_motifs_df.columns = multi_index_columns\n",
    "model_diff_affinity_motifs_df.index.name = 'Rank'\n",
    "\n",
    "motifs_to_highlight = ['TGCGGTTT', 'TGCGGTGG', 'TGCGGTC']\n",
    "highlight_motifs_in_dataframe(model_diff_affinity_motifs_df.head(10), motifs_to_highlight)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "335d32b5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T22:22:19.412737Z",
     "start_time": "2026-04-27T22:22:19.153341Z"
    },
    "hidden": true
   },
   "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>Reh_HPA</th>\n",
       "      <th>Reh_PAS</th>\n",
       "      <th>Reh_DMSO_HPA</th>\n",
       "      <th>REH_ETV6-RUNX1_rep2</th>\n",
       "      <th>Reh_ETV6_Atlas</th>\n",
       "      <th>Nalm6_ETV6-RUNX1_V5_B</th>\n",
       "      <th>Reh_DMSO_RUNX1</th>\n",
       "      <th>Reh_RUNX1_B</th>\n",
       "      <th>REH_RUNX1_rep2</th>\n",
       "      <th>Nalm6_RUNX1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rank</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>0</th>\n",
       "      <td>CGGTATGCGGTAGTTA</td>\n",
       "      <td>CGGCATGCGGTTCCAC</td>\n",
       "      <td>AGCAATGCGGTTCACC</td>\n",
       "      <td>GGAAGTGCGGTTAGCC</td>\n",
       "      <td>ACCGGTGCGGTGTTGG</td>\n",
       "      <td>TGTATTGCGGTATGTG</td>\n",
       "      <td>GGTCATGCGGTTACGG</td>\n",
       "      <td>AGGCTTGCGGTCACCG</td>\n",
       "      <td>CATTTTGCGGTCACCA</td>\n",
       "      <td>GTTTTTGCGGTTATGC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>GTAGTTGCGGTAGTTA</td>\n",
       "      <td>CGGCATGCGGTATATC</td>\n",
       "      <td>AACATTGCGGTTTCCT</td>\n",
       "      <td>AGAGCTGCGGTTCACC</td>\n",
       "      <td>TCGGCTGCGGTGGGGT</td>\n",
       "      <td>ACAATTGCGGTCTATG</td>\n",
       "      <td>CGGCCTGCGGTCGGTG</td>\n",
       "      <td>GCGACTGCGGTCACGC</td>\n",
       "      <td>GGTCATGCGGTTACGG</td>\n",
       "      <td>TTTCTTGCGGTTTTGT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>GCAGCTGCGGTGCGAC</td>\n",
       "      <td>TTTCTTGCGGTTTTGT</td>\n",
       "      <td>TCAAATGCGGTTATTC</td>\n",
       "      <td>AACATTGCGGTATGTG</td>\n",
       "      <td>ACGGCTGCGGTGACCG</td>\n",
       "      <td>GCATATGCGGTAAAGG</td>\n",
       "      <td>GCGCTTGCGGTTGAAA</td>\n",
       "      <td>AACATTGCGGTTGCGG</td>\n",
       "      <td>GGGACTGCGGTCACCA</td>\n",
       "      <td>GCGACTGCGGTCACGC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TCAGTTGCGGTATACG</td>\n",
       "      <td>ACTTCTGCGGTTGTGT</td>\n",
       "      <td>AGCAATGCGGTCTAAC</td>\n",
       "      <td>ACAATTGCGGTCTATG</td>\n",
       "      <td>GCAGCTGCGGTGCGTT</td>\n",
       "      <td>TGAATTGCGGTAAGTG</td>\n",
       "      <td>GGTCTTGCGGTTGAGC</td>\n",
       "      <td>AACATTGCGGTCACGC</td>\n",
       "      <td>GCGATTGCGGTCAAAA</td>\n",
       "      <td>TTTTCTGCGGTTACCT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>TCACGTGCGGTGCGGC</td>\n",
       "      <td>CAGCTTGCGGTTGTCA</td>\n",
       "      <td>ATTAATGCGGTTCATC</td>\n",
       "      <td>AAAAGTGCGGTAAACC</td>\n",
       "      <td>CCGATTGCGGTAACAC</td>\n",
       "      <td>TTAATTGCGGTGAGGA</td>\n",
       "      <td>ATCCCTGCGGTCATGG</td>\n",
       "      <td>GTCACTGCGGTCAGGC</td>\n",
       "      <td>GCTTCTGCGGTCAAAA</td>\n",
       "      <td>TGCGTTGCGGTTGAGA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>GGGACTGCGGTCACCA</td>\n",
       "      <td>GGTCATGCGGTGAGGG</td>\n",
       "      <td>AGCGTTGCGGTAATGG</td>\n",
       "      <td>GGGACTGCGGTCACCA</td>\n",
       "      <td>AATCCTGCGGTTAAGT</td>\n",
       "      <td>CTTTATGCGGTTACAC</td>\n",
       "      <td>TCGAATGCGGTAAGTG</td>\n",
       "      <td>TCGCCTGCGGTAAACC</td>\n",
       "      <td>TCATCTGCGGTATGTC</td>\n",
       "      <td>TGTATTGCGGTATGTG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>AGGCTTGCGGTCACCG</td>\n",
       "      <td>GCGATTGCGGTCAAAA</td>\n",
       "      <td>GTAGCTGCGGTTACGA</td>\n",
       "      <td>AGTTATGCGGTTACGG</td>\n",
       "      <td>GGAACTGCGGTTTCGA</td>\n",
       "      <td>AATATTGCGGTTACGA</td>\n",
       "      <td>TTTCTTGCGGTTTTGT</td>\n",
       "      <td>TGTTCTGCGGTTTGTG</td>\n",
       "      <td>AGCAATGCGGTTCACC</td>\n",
       "      <td>AGGCCTGCGGTGTGTG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>GGTCTTGCGGTTGAGC</td>\n",
       "      <td>CATTTTGCGGTCACCA</td>\n",
       "      <td>AGCGCTGCGGTCACGA</td>\n",
       "      <td>AGCGCTGCGGTCACGA</td>\n",
       "      <td>GATTCTGCGGTTAGAA</td>\n",
       "      <td>CCCGTTGCGGTATTAC</td>\n",
       "      <td>TATTTTGCGGTTTCCT</td>\n",
       "      <td>AAAAGTGCGGTAAACC</td>\n",
       "      <td>AGAGCTGCGGTTCACC</td>\n",
       "      <td>GGAAGTGCGGTTAGCC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>GCGGTTGCGGTTCTGG</td>\n",
       "      <td>GTAATTGCGGTCCAAA</td>\n",
       "      <td>GGTCTTGCGGTAATGT</td>\n",
       "      <td>CCGGCTGCGGTTTCAG</td>\n",
       "      <td>GGAATTGCGGTTAGCA</td>\n",
       "      <td>CCTCTTGCGGTTTCGA</td>\n",
       "      <td>TGTATTGCGGTATGTG</td>\n",
       "      <td>TTTCTTGCGGTTTTGT</td>\n",
       "      <td>CGACCTGCGGTATATG</td>\n",
       "      <td>AACATTGCGGTATGTG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>AACATTGCGGTTGCGG</td>\n",
       "      <td>GGAATTGCGGTTAGCA</td>\n",
       "      <td>GGTCATGCGGTTACGG</td>\n",
       "      <td>GGTCATGCGGTTACGG</td>\n",
       "      <td>GGTCATGCGGTTACGG</td>\n",
       "      <td>GGTCATGCGGTTACGG</td>\n",
       "      <td>TGTGGTGCGGTTTTTT</td>\n",
       "      <td>TGTGGTGCGGTTTTTT</td>\n",
       "      <td>ACATATGCGGTTCACC</td>\n",
       "      <td>TGGTTTGCGGTTTGGT</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               Reh_HPA           Reh_PAS      Reh_DMSO_HPA  \\\n",
       "Rank                                                         \n",
       "0     CGGTATGCGGTAGTTA  CGGCATGCGGTTCCAC  AGCAATGCGGTTCACC   \n",
       "1     GTAGTTGCGGTAGTTA  CGGCATGCGGTATATC  AACATTGCGGTTTCCT   \n",
       "2     GCAGCTGCGGTGCGAC  TTTCTTGCGGTTTTGT  TCAAATGCGGTTATTC   \n",
       "3     TCAGTTGCGGTATACG  ACTTCTGCGGTTGTGT  AGCAATGCGGTCTAAC   \n",
       "4     TCACGTGCGGTGCGGC  CAGCTTGCGGTTGTCA  ATTAATGCGGTTCATC   \n",
       "...                ...               ...               ...   \n",
       "995   GGGACTGCGGTCACCA  GGTCATGCGGTGAGGG  AGCGTTGCGGTAATGG   \n",
       "996   AGGCTTGCGGTCACCG  GCGATTGCGGTCAAAA  GTAGCTGCGGTTACGA   \n",
       "997   GGTCTTGCGGTTGAGC  CATTTTGCGGTCACCA  AGCGCTGCGGTCACGA   \n",
       "998   GCGGTTGCGGTTCTGG  GTAATTGCGGTCCAAA  GGTCTTGCGGTAATGT   \n",
       "999   AACATTGCGGTTGCGG  GGAATTGCGGTTAGCA  GGTCATGCGGTTACGG   \n",
       "\n",
       "     REH_ETV6-RUNX1_rep2    Reh_ETV6_Atlas Nalm6_ETV6-RUNX1_V5_B  \\\n",
       "Rank                                                               \n",
       "0       GGAAGTGCGGTTAGCC  ACCGGTGCGGTGTTGG      TGTATTGCGGTATGTG   \n",
       "1       AGAGCTGCGGTTCACC  TCGGCTGCGGTGGGGT      ACAATTGCGGTCTATG   \n",
       "2       AACATTGCGGTATGTG  ACGGCTGCGGTGACCG      GCATATGCGGTAAAGG   \n",
       "3       ACAATTGCGGTCTATG  GCAGCTGCGGTGCGTT      TGAATTGCGGTAAGTG   \n",
       "4       AAAAGTGCGGTAAACC  CCGATTGCGGTAACAC      TTAATTGCGGTGAGGA   \n",
       "...                  ...               ...                   ...   \n",
       "995     GGGACTGCGGTCACCA  AATCCTGCGGTTAAGT      CTTTATGCGGTTACAC   \n",
       "996     AGTTATGCGGTTACGG  GGAACTGCGGTTTCGA      AATATTGCGGTTACGA   \n",
       "997     AGCGCTGCGGTCACGA  GATTCTGCGGTTAGAA      CCCGTTGCGGTATTAC   \n",
       "998     CCGGCTGCGGTTTCAG  GGAATTGCGGTTAGCA      CCTCTTGCGGTTTCGA   \n",
       "999     GGTCATGCGGTTACGG  GGTCATGCGGTTACGG      GGTCATGCGGTTACGG   \n",
       "\n",
       "        Reh_DMSO_RUNX1       Reh_RUNX1_B    REH_RUNX1_rep2       Nalm6_RUNX1  \n",
       "Rank                                                                          \n",
       "0     GGTCATGCGGTTACGG  AGGCTTGCGGTCACCG  CATTTTGCGGTCACCA  GTTTTTGCGGTTATGC  \n",
       "1     CGGCCTGCGGTCGGTG  GCGACTGCGGTCACGC  GGTCATGCGGTTACGG  TTTCTTGCGGTTTTGT  \n",
       "2     GCGCTTGCGGTTGAAA  AACATTGCGGTTGCGG  GGGACTGCGGTCACCA  GCGACTGCGGTCACGC  \n",
       "3     GGTCTTGCGGTTGAGC  AACATTGCGGTCACGC  GCGATTGCGGTCAAAA  TTTTCTGCGGTTACCT  \n",
       "4     ATCCCTGCGGTCATGG  GTCACTGCGGTCAGGC  GCTTCTGCGGTCAAAA  TGCGTTGCGGTTGAGA  \n",
       "...                ...               ...               ...               ...  \n",
       "995   TCGAATGCGGTAAGTG  TCGCCTGCGGTAAACC  TCATCTGCGGTATGTC  TGTATTGCGGTATGTG  \n",
       "996   TTTCTTGCGGTTTTGT  TGTTCTGCGGTTTGTG  AGCAATGCGGTTCACC  AGGCCTGCGGTGTGTG  \n",
       "997   TATTTTGCGGTTTCCT  AAAAGTGCGGTAAACC  AGAGCTGCGGTTCACC  GGAAGTGCGGTTAGCC  \n",
       "998   TGTATTGCGGTATGTG  TTTCTTGCGGTTTTGT  CGACCTGCGGTATATG  AACATTGCGGTATGTG  \n",
       "999   TGTGGTGCGGTTTTTT  TGTGGTGCGGTTTTTT  ACATATGCGGTTCACC  TGGTTTGCGGTTTGGT  \n",
       "\n",
       "[1000 rows x 10 columns]"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# K-mers only, without diff affinity scores\n",
    "model_diff_affinity_motifs_df = pd.DataFrame()\n",
    "for model in fusion_ER_models:\n",
    "    differential_affinity_motifs = calculate_differential_affinity_motifs(model, native_ER_models, \n",
    "                                                                          motif_affinities_df)\n",
    "    model_diff_affinity_motifs_df[model] = differential_affinity_motifs.index\n",
    "    \n",
    "for model in native_ER_models:\n",
    "    differential_affinity_motifs = calculate_differential_affinity_motifs(model, fusion_ER_models, \n",
    "                                                                          motif_affinities_df)\n",
    "    model_diff_affinity_motifs_df[model] = differential_affinity_motifs.index\n",
    "\n",
    "model_diff_affinity_motifs_df.index.name = 'Rank'\n",
    "model_diff_affinity_motifs_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "18eae1f9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T22:22:22.923890Z",
     "start_time": "2026-04-27T22:22:22.436918Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from '/oak/stanford/groups/akundaje/shouvikm/miniconda3/envs/bpnet/lib/python3.7/site-packages/matplotlib/pyplot.py'>"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 300x500 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmer_pattern = lambda x: x.str.contains('TGCGGTTT')\n",
    "title = 'K-mers containing TGCGGTTT'\n",
    "create_kmer_rank_distribution_rugplot(model_diff_affinity_motifs_df, kmer_pattern, \n",
    "                                      fusion_ER_models, title, linewidth=0.4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "8fad0223",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T22:22:27.298692Z",
     "start_time": "2026-04-27T22:22:26.803617Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from '/oak/stanford/groups/akundaje/shouvikm/miniconda3/envs/bpnet/lib/python3.7/site-packages/matplotlib/pyplot.py'>"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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JOdru85T55ZdfWIcOHZiFhQUzMjJi9erVY6NHj1Z7T+eVK1fYkCFDWO3atZmBgQGztbVlw4YNY3/99ZdCvSdPnrCIiAjWoEEDZmRkxIRCIWvbti379ttv2YsXL94oBm33eTL2etuvWrWKtWrVipmZmTETExPm4uLCJk6cyO7du6dS/8SJE6xv376sZs2azMDAgInFYtavXz+V+3vfJfR4PkII4alPnz54+vQpjh49WtWhkCpCh20JIUSLR48e4bvvvkOnTp2gr6+PnTt3YufOnVi/fn1Vh0aqECVPQgjRwsTEBBcuXMCaNWuQl5cHR0dHxMTEICAgoKpDI1WIDtsSQgghPNGtKoQQQghPlDwJIYQQnih5EkIIITxR8iSEEEJ4ouRJCCGE8ETJkxBCCOGJkichhBDCEyVPQgghhCdKnoQQQghPlDwJIYQQnih5EkIIITxR8iSEEEJ4ouRJCCGE8ETJkxBCCOGJkichhBDCEyVPQgghhCdKnoQQQghPlDwJIYQQngyqOgBC3hdSqRSZmZmwsLCAQCCo6nAIIXIYY8jLy4OtrS309Cp+v5CSJyE6yszMhEQiqeowCCFaPHjwAHXr1q3wcSh5EqIjCwsLAK9/OEUiEbKXLQcAWE+ayL0HgPzz5+G47hcAwJ2hgdz77GXLYT1pIldPeVlWJutTXR35/nRpo+t7GU3jaotVvp2uNMWsXK5pzvLKWq8cv6a5KM9XRt3ctPWnbg5lfa7y9eS/f96UpljUja1tO6rrp7JoildZbm4uJBIJ93Na0Sh5kgqRkpICLy8vPHv2DJaWllUdzlshO1QrEokgEonwysSEW5a9BwA9Q0OIRCIAgIXc+1cmJtx7dcuyMlmf6urI96dLG13fy5QnVvl2utIUs3K5pjnLK2u9cvya5qI8Xxl1fWvrT90cyvpc5evp6TAfXWmKRV3/2rajun4qi6Z4NamsUyp0wRBRKzg4GAKBAAKBAIaGhnB0dMSUKVNQUFBQKeMnJiZqTLoCgQDbt29XWJa9qlWrhvbt2+P3339XaPPw4UMYGRmhSZMmFRg1IeRjQcmTaOTr64usrCzcvn0b0dHRiI2NxezZs6s6LLUSEhKQlZWF48ePo2bNmujZsydu377NrU9MTMSgQYOQm5uLU6dOVWGkhJAPASVPopGxsTHEYjEkEgn69u0Lb29vHDp0CMDrK0+joqLg6OgIU1NTNG/eHFu2bFHp49y5c2jVqhXMzMzg4eGBjIyMConV0tISYrEYTZo0QUxMDF69esXFyhhDQkIChg0bhiFDhiAuLq5CYiCEfDwoeRKdpKenIzU1FUZGRgCAqKgoJCUlYfXq1bh8+TLCw8MRGBiIP/74Q6HdjBkzsGzZMpw9exYGBgYIDQ2t8FhNTU0BAEVFRQCA5ORkvHz5Et7e3ggMDMTGjRuRn59f4XEQQj5cdMEQ0Wj37t0QCoUoKSlBYWEh9PT08P3336OwsBALFy7E4cOH0a5dOwBAvXr1cOzYMcTGxqJz585cHwsWLOCWIyMj4efnh4KCApjIXZChSU5ODoRCIa+YX758iZkzZ0JfX58bNy4uDp999hn09fXRpEkT1KtXD5s3b0ZwcDCvvgkhRIaSJ9HIy8sLMTExyM/PR3R0NAwMDODv74/Lly/j5cuX6Nq1q0L9oqIitGjRQqGsWbNm3HsbGxsAQHZ2Nuzs7Moc38LCAufPn1cpb9CggUpZQEAA9PX18erVK9SqVQtxcXFo1qwZnj9/jq1bt+LYsWNc3cDAQMTFxVHyJISUGyVPopG5uTmcnJwAAPHx8WjevDni4uK4K1b37NmDOnXqKLQxNjZWWDY0NOTeyy4hl0qlOo2vp6fHjV+W6OhoeHt7o1q1aqhVqxZXvn79ehQUFKBt27ZcGWMMUqkU169fh7Ozs079E0KIPEqeRCd6enqYPn06Jk6ciOvXr8PY2Bj3799XOERblcRisdpEGxcXh0mTJqnsZX755ZeIj4/HokWLKilCQsiHhJIn0dnAgQMRERGB2NhYTJ48GeHh4ZBKpejQoQNycnJw/PhxiEQiBAUFVXWoAIC0tDScP38e69atQ6NGjRTWBQQEYN68efjmm29gYEA/BoQQfui3BtGZgYEBxo0bhyVLluDOnTuoVasWoqKicPv2bVhaWsLd3R3Tp0+v6jA5cXFxaNy4sUriBIB+/fph3Lhx2Lt3L3r37l0F0RFC3meUPIlaiYmJassjIyMRGRkJAAgLC0NYWJjaep6enmCMKZS5ubmplGkSHBys8YIe5T409blq1SqN/YvFYpSWluoUCyGEKKP7PAkhhBCeKHmSKuHq6gqhUKj2tW7duqoOjxBCtKLDtqRK7N27F8XFxWrX1a5du5KjIYQQfih5kiphb29f1SEQQki50WFbQgghhCdKnoQQQghPlDwJIYQQnih5EkIIITxR8iSEEEJ4ouRJCCGE8ETJkxBCCOGJkichhBDCEyVPQgghhCdKnoQQQghPlDwJIYQQnih5EkIIITxR8iSEEEJ4ov+qQoiOGGMAgNzcXABAXkEBAMA0N5d7DwD5xcX/X0f+fUEBTP97r25ZuU+1beT606WNru9lNI6rJVb5drrSFLNyuaY5K/RVxnrl+DXNRXm+Murmpq0/tXMo43OVr5evw3x0pSkWtWNrGVddP5VFU7zKZLHLfk4rmoBV1kiEvOcePnwIiURS1WEQQrR48OAB6tatW+HjUPIkREdSqRSZmZmwsLCAQCCo6nAIIXIYY8jLy4OtrS309Cr+jCQlT0IIIYQnumCIEEII4YmSJyGEEMITJU9CCCGEJ7pVhRAd0QVDhLy7KvuCIUqehOgoMzOTblUh5B1XWbeqUPIkREcWFhYAXv9wikQiZC9bDutJEwFA4b2MtrKy6qtbX1Yf2cuWA4DGdurq6Bq3uvbqxlfuV9t8tcWoa11dY1YXpy7jqNte8su6jqG8bZT7LOszyz9/Ho7rftH6Gevy/XBnaCDM3d1Vxpf1ry5+WV1dvr80xSI/vvw42mLn+z2Qm5sLiUTC/ZxWNEqepEKlpKTAy8sLz549g6WlZVWH80Zkh2pFIhFEIhFemZhAJBIBgMJ7GW1lZdVXt76sPl6ZmHDxaaJcR9e41bVXN75yv9rmqy1GXevqGrO6OHUZR932kl/WdQzlbaPcZ1mfmZ6hIdePuvE1xaBc18LQEOZqxpf1ry5+WV1dvr80xSI/vq6x8/0ekKmsUyp0wRDRKjg4GAKBAAKBAIaGhnB0dMSUKVNQIPf4soqUmJjIja+np4e6desiJCQE2dnZCvWioqKgr6+Pb7/9VqWP0tJSLFq0CI0aNYKpqSmsrKzQtm1brFmzplLmQAj58NCeJymTr68vEhISUFxcjHPnziEoKAgCgQCLFy+ulPFFIhEyMjIglUpx8eJFhISEIDMzEwcOHODqxMfHY8qUKYiPj0dERIRC+7lz5yI2Nhbff/89WrVqhdzcXJw9exbPnj2rlPgJIR8e2vMkZTI2NoZYLIZEIkHfvn3h7e2NQ4cOAXh9BWpUVBQcHR1hamqK5s2bY8uWLSp9nDt3Dq1atYKZmRk8PDyQkZGh8/gCgQBisRi2trbo3r07JkyYgMOHD+PVq1cAgD/++AOvXr3CvHnzkJubi9TUVIX2O3fuxJdffomBAwfC0dERzZs3x4gRIzB58uQ32CqEkI8ZJU/CS3p6OlJTU2FkZATg9eHSpKQkrF69GpcvX0Z4eDgCAwPxxx9/KLSbMWMGli1bhrNnz8LAwAChoaHljsHU1BRSqRQlJSUAgLi4OAQEBMDQ0BABAQGIi4tTqC8Wi/H777/jn3/+KfeYhBAijw7bkjLt3r0bQqEQJSUlKCwshJ6eHr7//nsUFhZi4cKFOHz4MNq1awcAqFevHo4dO4bY2Fh07tyZ62PBggXccmRkJPz8/FBQUACT/y5C0NWNGzewevVqtGrVChYWFsjNzcWWLVtw4sQJAEBgYCA6duyIlStXQigUAgCWL1+OAQMGQCwWw9XVFR4eHujTpw+6d+/+NjYPIeQjRHuepExeXl5IS0vDqVOnEBQUhJCQEPj7++PmzZt4+fIlunbtCqFQyL2SkpJw69YthT6aNWvGvbexsQEAlYt+NMnJyYFQKISZmRkaNmyI2rVrY926dQCADRs2oH79+mjevDkAwM3NDfb29ti0aRPXvnHjxkhPT8fJkycRGhqK7Oxs9OrVCyNHjnyj7UII+XjRnicpk7m5OZycnAC8vjCnefPmiIuLQ5MmTQAAe/bsQZ06dRTaGBsbKywbGhpy72WXkkulUp3Gt7CwwPnz56GnpwcbGxuYmppy6+Li4nD58mUYGPz/t7JUKkV8fDxGjBjBlenp6aF169Zo3bo1vvrqK/zyyy8YNmwYZsyYAUdHR53iIIQQGUqehBc9PT1Mnz4dEydOxPXr12FsbIz79+8rHKKtiDFlyVveX3/9hbNnzyIlJQVWVlZc+dOnT+Hp6Ylr166hUaNGavts3LgxACA/P79igiaEfNAoeRLeBg4ciIiICMTGxmLy5MkIDw+HVCpFhw4dkJOTg+PHj0MkEiEoKKhC44iLi0ObNm3QqVMnlXWtW7dGXFwcvv32WwwYMADt27eHh4cHxGIx7ty5g2nTpsHZ2VljciWEEG3onCfhzcDAAOPGjcOSJUswbdo0fP3114iKioKLiwt8fX2xZ8+eCj8UWlRUhF9++QX+/v5q1/v7+yMpKQnFxcXw8fHBrl270KtXLzg7OyMoKAiNGjXCwYMHFQ73EkKIrug3B9EqMTFRbXlkZCQiIyMBAGFhYQgLC1Nbz9PTE4wxhTI3NzeVMk2Cg4MRHBysUm5kZIR///1XY7spU6ZgypQpAIBRo0Zh1KhROo1HCCG6oD1PQgghhCdKnqRKubq6KtzmIv+S3Y5CCCHvGjpsS6rU3r17UVxcrHZd7dq1KzkaQgjRDSVPUqXs7e2rOgRCCOGNDtsSQgghPFHyJIQQQnii5EkIIYTwRMmTEEII4YmSJyGEEMITJU9CCCGEJ0qehBBCCE+UPAkhhBCeKHkSQgghPFHyJIQQQnii5EkIIYTwRMmTEEII4YmSJyGEEMITJU9CCCGEJ/qXZIToiDEGAMjNzQUA5BUUwFTNexltZWXVV7e+rD7yCgoAQGM7dXV0jVtde3XjK/erbb7aYtS1rq4xq4tTl3HUbS/5ZV3HUN42yn2W9ZnlFxcj979+1I2vKQblunnFxZCqGV/Wv7r4ZXV1+f7SFIv8+Lk6xs73e0DWr+zntKIJWGWNRMh77uHDh5BIJFUdBiFEiwcPHqBu3boVPg4lT0J0JJVKkZmZCQsLCwgEgqoOhxAihzGGvLw82NraQk+v4s9IUvIkhBBCeKILhgghhBCeKHkSQgghPNHVtoToiM55EvLuquxznpQ8CdFRZmYmXW1LyDuusq62peRJiI4sLCwAvP7hLPh5DawnTeTWZS9bDutJE5G9bDkAcOtk5fLuDA2E47pfcGdoIMzd3dXWl/UjT1aublx58n2o+yobXx35/rKXLUf++fMwd3dH/vnzXBvlOWqKQ10supCvK4tVOS7l7aEuJm39y2j7nLTNTZcy5Zh1nX9ZfWkr49O/THn7UI7hTeJ5G3JzcyGRSLif04pGyZMQHckO1YpEIhiamEAkEnHrXv23/MrEhKsjXy7PwtAQIpEIFoaGMNdQX9aPPFm5unHlyfeh7qtsfHXk+3tlYgK9/2LUk2ujPEdNcaiLRRfydWWxKselvD3UxaStfxltn5O2uelSphyzrvMvqy9tZXz6lylvH8oxvEk8b1NlnVKhC4beQSkpKRAIBHj+/HlVh0IIIUQNSp4VIDg4GAKBAAKBAIaGhnB0dMSUKVNQ8N/jrSpaYmIiN76+vj6qV6+Otm3bYt68ecjJyVEb65gxY1T6GTt2LAQCAYKDg7myf/75B1988QXs7OxgbGwMsVgMHx8fHD9+XKFtamoqevTogerVq8PExARNmzbF8uXLUVpaqvM8BAIBtm/frlIeHByMvn37qsxBIBDAyMgITk5OmDdvHkpKShTa+fj4QF9fH2fOnNE5BkIIUYeSZwXx9fVFVlYWbt++jejoaMTGxmL27NmVNr5IJEJWVhYePnyI1NRUjB49GklJSXBzc0NmZqZCXYlEgo0bN+LVq1dcWUFBAdavXw87OzuFuv7+/rhw4QLWrl2L69evY+fOnfD09MSTJ0+4Otu2bUPnzp1Rt25dJCcn49q1awgLC8M333yDzz77rEKePSnb3jdu3MCkSZMwZ84cfPvtt9z6+/fvIzU1FePGjUN8fPxbH58Q8nGh5FlBZHtlEokEffv2hbe3Nw4dOgTg9S0PUVFRcHR0hKmpKZo3b44tW7ao9HHu3Dm0atUKZmZm8PDwQEZGhs7jCwQCiMVi2NjYwMXFBSNGjEBqaipevHiBKVOmKNR1d3eHRCLB1q1bubKtW7fCzs4OLVq04MqeP3+Oo0ePYvHixfDy8oK9vT3atGmDadOmoXfv3gCA/Px8jBo1Cr1798ZPP/0ENzc3ODg4YOTIkVi7di22bNmCX3/9lde21IVse9vb2+OLL76At7c3du7cya1PSEhAz5498cUXX2DDhg0KfygQQghflDwrQXp6OlJTU2FkZAQAiIqKQlJSElavXo3Lly8jPDwcgYGB+OOPPxTazZgxA8uWLcPZs2dhYGCA0NDQN4rD2toaQ4cOxc6dO1UOn4aGhiIhIYFbjo+PR0hIiEIdoVAIoVCI7du3o7CwUO0YBw8exJMnTzB58mSVdb169YKzszM2bNjwRvPQhampKYqKigC8vv8rISEBgYGBaNSoEZycnNT+sUIIIbqi5FlBdu/eDaFQyJ3vy87ORkREBAoLC7Fw4ULEx8fDx8cH9erVQ3BwMAIDAxEbG6vQx4IFC9C5c2c0btwYkZGRSE1NfePzpo0aNUJeXp7CYVYACAwMxLFjx3Dv3j3cu3cPx48fR2BgoEIdAwMDJCYmYu3atbC0tET79u0xffp0XLp0iatz/fp1AICLi4vG8WV1dBEQEMAlbdlr3bp1GuszxnD48GEcOHAAXbp0AQAcPnwYL1++hI+PDzfXuLg4nWMghBBldKtKBfHy8kJMTAzy8/MRHR0NAwMD+Pv74/Lly3j58iW6du2qUL+oqEjhECkANGvWjHtvY2MDAMjOzlY5D8mH7Hyj8uXctWrVgp+fHxITE8EYg5+fH2rWrKnS3t/fH35+fjh69ChOnjyJffv2YcmSJVizZo3ChUVv67xmdHQ0vL29FcqmTp2qsucs+2OluLgYUqkUQ4YMwZw5cwC83osePHgwDAxef7sHBAQgIiICt27dQv369d9KnISQjwslzwpibm4OJycnAK9/eTdv3hxxcXFo0qQJAGDPnj2oU6eOQhtjY2OFZUNDQ+69LNlJpdI3iuvq1asQiUSoUaOGyrrQ0FCMGzcOAPDDDz9o7MPExARdu3ZF165d8fXXX2PkyJGYPXs2goOD4ezszI3j4eGhdvzGjRvrHK9YLOa2o4yFhYXKbTyyP1aMjIxga2vLJcqnT59i27ZtKC4uRkxMDFe/tLQU8fHxWLBggc6xEEKIDCXPSqCnp4fp06dj4sSJuH79OoyNjXH//n107ty5UuPIzs7G+vXr0bdvX7XPfvT19UVRUREEAgF3iFMXjRs35m4p6datG6ysrLBs2TKV5Llz507cuHED8+fPf6N5qCP/x4q8devWoW7duiq3vBw8eBDLli3DvHnzoK+v/9bjIYR82Ch5VpKBAwciIiICsbGxmDx5MsLDwyGVStGhQwfk5OTg+PHjEIlECAoKeivjMcbw+PFjMMbw/PlznDhxAgsXLkS1atWwaNEitW309fVx9epV7r2yJ0+eYODAgQgNDUWzZs1gYWGBs2fPYsmSJejTpw+A10ksNjYWn332GUaPHo1x48ZBJBLhyJEjiIiIwIABAzBo0KC3MkddxMXFYcCAAdwev4xEIsG0adOwf/9++Pn5VVo8hJAPAyXPSmJgYIBx48ZhyZIluHPnDmrVqoWoqCjcvn0blpaWcHd3x/Tp09/aeLm5ubCxsYFAIIBIJELDhg0RFBSEsLAwrY/Q0rZOKBSibdu2iI6Oxq1bt1BcXAyJRIJRo0YpxD5gwAAkJydjwYIF6NixIwoKCtCgQQPMmDEDX331VaU9PuvcuXO4ePEifv75Z5V11apVw6effoq4uDhKnoQQ3ih5VoDExES15ZGRkYiMjAQAhIWFISwsTG09T09PlQtu3NzcdL4IJzg4WOHinfLEKiN/uNPY2BhRUVGIiooqs9+OHTti//79OsWgiab5KsesaQ4tW7bUus327t1b3tAIIR85ulWFEEII4YmS53vI1dVV5d5HXe6BfJcsXLhQ4xy6d+9e1eERQohWdNj2PbR3714UFxerXVe7du1KjqZ8xowZo/HCIVNT00qOhhBC+KHk+R6yt7ev6hDemJWVFaysrKo6DEIIKRc6bEsIIYTwRMmTEEII4YmSJyGEEMITJU9CCCGEJ0qehBBCCE+UPAkhhBCeKHkSQgghPFHyJIQQQnii5EkIIYTwRMmTEEII4YmSJyGEEMITJU9CCCGEJ0qehBBCCE/0X1UI0RFjDACQm5uLgoICmObmcuvy/lvOKygAAG5dnlI9AMgrLkZubi7yiosh1VBf1o88Wbm6cRX6l+tD7df/xldHvr+8ggLk/xdjvlwb5TlqikNdLLpQiEG2rZTiUt4e6mLS1r+Mts9J29x0KVOOWdf5l9WXtjI+/cuUtw/lGN4knrdB9v0p+zmtaAJWWSMR8p57+PAhJBJJVYdBCNHiwYMHqFu3boWPQ8mTEB1JpVJkZmbCwsICAoGgqsMhhMhhjCEvLw+2trbQ06v4M5KUPAkhhBCe6IIhQgghhCdKnoQQQghPdLUtITqic56EvLsq+5wnJU9CdJSZmUlX2xLyjqusq20peRKiIwsLCwCvfzhFIhGyly2H9aSJAKDw/m1S7le2fGdoIBzX/fJG4yrHL6OpP1l9bfOW9ZN//jwc1/2iUCarJ4tdXQzK8Sivk29b1pw0lZW1rKnsztBAAFA7L+XY5eevC+VtK+vD3N1dpX9t7dTFf2doINdPWXPUtj1kc+UzH13L34bc3FxIJBLu57SiUfIkREeyQ7UikQgikQivTEwgEokAQOH926Tcr2zZwtBQJYY36fuViQlXrqk/WX1t85b1o/dffPJlsmULpXWa3su3UZ63LnPSVFbWsqYyC0NDlZhky8qx65URp6a45b/qGRrCXM0219ZOXfwWcv2UNUdt20N+7rrOR9fyt6myTqnQBUOEEEIIT1WaPIODgyEQCCAQCGBoaAhHR0dMmTIFBXKPjpKtV35t3LgRAJCSkgKBQIDnz5+r9O/g4IAVK1boFIuDg4PacRYtWoQ5c+ZojEP26tWrF3x9fdX2ffToUQgEAly6dIkrS0xMRLNmzWBiYgJra2uMHTtWa3yJiYncWHp6erCxscHgwYNx//59neY8Z84cuLm5ccuybb9o0SKFetu3b1f4yy0mJgaWlpZ48OCBQr3x48fD2dkZL1++BABs3boV3bp1Q40aNSAQCJCWlqZ1PpXl7t27GDFiBBwdHWFqaor69etj9uzZKCoqqurQCCHvsSo/bOvr64uEhAQUFxfj3LlzCAoKgkAgwOLFi7k6CQkJKonJ0tLyrccyb948jBo1SqHMwsICjDGMGTOGK2vdujVGjx6tUPfkyZPw9/fHw4cPVU5WJyQkoFWrVmjWrBkAYPny5Vi2bBm+/fZbtG3bFvn5+bh7926Z8YlEImRkZIAxhjt37uDLL7/EwIEDcerUqXLN18TEBIsXL8bnn3+O6tWrq60zZswYbNu2DSNGjMDBgwcBAEeOHEFMTAz+/PNPmJmZAQDy8/PRoUMHDBo0SGUblkdxcTEM/ztM9iauXbsGqVSK2NhYODk5IT09HaNGjUJ+fj6WLl36xv0TQj5OVX7Y1tjYGGKxGBKJBH379oW3tzcOHTqkUMfS0hJisVjhZSJ3juZtsbCwUBnH3NwcQqFQoUxfX1+lbs+ePVGrVi0kJiYq9PnixQts3rwZI0aMAAA8e/YMM2fORFJSEoYMGYL69eujWbNm6N27d5nxCQQCiMVi2NjYwMPDAyNGjMDp06c1PuS7LN7e3hCLxYiKitI6ZlxcHE6dOoXVq1cjNzcXoaGhmDhxIjw8PLh6w4YNw6xZs+Dt7V2uWAQCAWJiYtC7d2+Ym5tjwYIFAIAdO3bA3d0dJiYmqFevHubOnYuSkhKVdt27d4epqSnq1auHLVu2cOtlf5x169YN9erVQ+/evTF58mRs3bq1XHESQgjwDiRPeenp6UhNTYWRkVFVh8KbgYEBhg8fjsTERIWn+m/evBmlpaUICAgAABw6dAhSqRSPHj2Ci4sL6tati0GDBqkcFi1LdnY2tm3bBn19fejr65crZn19fSxcuBCrVq3Cw4cPNdaTSCRYsWIFIiIiEBgYCKFQiPnz55drTG3mzJmDfv364a+//kJoaCiOHj2K4cOHIywsDFeuXEFsbCwSExO5xCrz9ddfw9/fHxcvXsTQoUPx2Wef4erVqxrHycnJgZWV1VuPnxDy8ajy5Ll7924IhUKYmJigadOmyM7ORkREhEKdgIAACIVChZfyub66deuWWacsU6dOVenj6NGjOrcPDQ3FrVu38Mcff3BlCQkJ8Pf3R7Vq1QAAt2/fhlQqxcKFC7FixQps2bIFT58+RdeuXcs8D5eTkwOhUAhzc3PUrl0bycnJGDt2LMzNzXnNU16/fv3g5uaG2bNna60XEhKCJk2aYNeuXUhISICxsXG5x9RkyJAhCAkJQb169WBnZ4e5c+ciMjISQUFBqFevHrp27Yr58+cjNjZWod3AgQMxcuRIODs7Y/78+WjVqhVWrVqldoybN29i1apV+Pzzz996/ISQj0eVn/P08vJCTEwM8vPzER0dDQMDA/j7+yvUiY6OVjkcaGtrq7B89OhRlft7PD09ecUSERGB4OBghbI6dero3L5Ro0bw8PBAfHw8PD09cfPmTRw9ehTz5s3j6kilUhQXF+O7775Dt27dAAAbNmyAWCxGcnIyfHx8IBQKufqBgYFYvXo1gNeHlc+fP4/i4mLs27cP69atU9kLK4/FixejS5cumDx5ssY6Fy9exPnz52FmZoajR4+iTZs2bzyuslatWqmMefz4cYU5lpaWoqCgAC9fvuTOt7Zr106hXbt27dResPTo0SP4+vpi4MCBb+W8LCHk41XlydPc3BxOTk4AgPj4eDRv3hxxcXHcOUIAEIvFXB1NHB0dVS4iMjDgN72aNWuWOU5ZRowYgfHjx+OHH35AQkIC6tevj86dO3PrbWxsAACNGzfmymrVqoWaNWtye8ryv/jl74nS09Pj4nNxccGtW7fwxRdf4H//+59C/ZycHJW4nj9/zu39KuvUqRN8fHwwbdo0lT8eAKCoqAjDhw/H0KFD0blzZ4wZMwY9e/ZEw4YNddgiulPeg37x4gXmzp2L/v37q9Tle847MzMTXl5e8PDwwE8//fRGcRJCSJUftpWnp6eH6dOnY+bMmXj16lVVh1MugwYNgp6eHtavX4+kpCSEhoYq3PrRvn17AEBGRgZX9vTpU/z777+wt7cHADg5OXEva2trjWNFRkZi06ZNOH/+PFfWsGFDnDt3TqXu+fPn4ezsrLGvRYsWYdeuXThx4oTKunnz5uHp06eIjo5GUFAQunbtipCQEEilUi1b4s25u7sjIyNDYXvIXvLPrjx58qRCu5MnT8LFxYVbfvToETw9PdGyZUskJCRUynMvCSEftirf81Q2cOBARERE4IcffuAOIz5//hyPHz9WqGdhYfFG5/rUycvLUxnHzMyM1xMxhEIhBg8ejGnTpiE3N1dlT87Z2Rl9+vRBWFgYfvrpJ4hEIkybNg2NGjWCl5cXr3glEgn69euHWbNmYffu3QCA8PBwdOzYEQsWLED//v1RWlqKDRs24MSJE/jxxx819tW0aVMMHToU3333nUL5mTNnsHjxYuzZs4fbc42NjUWTJk0QHR2NSZMmAXj9B8D9+/eRmZkJ4P//OJBdjVwes2bNQs+ePWFnZ4cBAwZAT08PFy9eRHp6Or755huu3ubNm9GqVSt06NAB69atw+nTpxEXFwfg/xOnvb09li5din/++YdrV964CCHknfsT3MDAAOPGjcOSJUuQn58P4PXFKjY2NgovTReEvIlZs2apjDNlyhTe/YwYMQLPnj2Dj4+PyrlZAEhKSkLbtm3h5+eHzp07w9DQEPv37y/XfY3h4eHYs2cPTp8+DQDw8PDAvn37sG/fPrRv3x6enp5ITU3FkSNH0KRJE619zZs3T2FvsrCwEEFBQQgJCeHOzwLgtv/MmTO5JLlz5060aNECfn5+AIDPPvsMLVq04M7XloePjw92796NgwcPonXr1vjkk08QHR3N7aHLzJ07Fxs3bkSzZs2QlJSEDRs2cIfFDx06hJs3b+LIkSOoW7euwmdLCCHlVaV7nsr3RMpERkYiMjISABRu+1DH09NTYx1dHjxQEXXbtWunNW6RSIS4uDhu70gXwcHBas9HfvLJJypjdevWTSHZqaNu2zs4OKCwsJBbNjY2xpUrV9S2HzJkCIYMGVJmfLrStL18fHzg4+Ojta2trS33AAdlbxoXIYSo887teRJCCCHvuo8iea5bt07l/k3Zy9XVtarD++DR9ieEfGjeuQuGKkLv3r3Rtm1btevexvNTiXYVuf3LOqxPCCEV4aNInhYWFpX2D1KJKtr+hJAPzUdx2JYQQgh5myh5EkIIITxR8iSEEEJ4ouRJCCGE8ETJkxBCCOGJkichhBDCEyVPQgghhCdKnoQQQghPlDwJIYQQnih5EkIIITxR8iSEEEJ4ouRJCCGE8ETJkxBCCOHpo/ivKoS8DbJ/f5abmwsAyCsogKma92+Tcr+y5bziYuTm5r7RuMrxy2jqjxtby7xl/eT/F598GddGaZ26vlTaKM1blzlpKitrWWNZcTEAqJ2Xcuz5ZcSpKW75r/nFxZCq2eba2qmLP0+un7LmqG17yObKZz66lr8Nsu1dWf+mUMDoHyISopOHDx9CIpFUdRiEEC0ePHiAunXrVvg4lDwJ0ZFUKkVmZiYsLCwgEAiqOhxCiBzGGPLy8mBraws9vYo/I0nJkxBCCOGJLhgihBBCeKLkSQghhPBEV9sSoiM650nIu6uyz3lS8iRER5mZmXS1LSHvuMq62paSJyE6srCwAACcnxoJC2Nj5J8/j9K//4bT4UPIXrYc1pMmInvZcuTu2wdR9+6wnjRRpY87QwNh7u4O60kTcWdoIBzX/YLsZcsBQKG+rCx33z6uf1kdWR+yZfmx1Y0p36dyPVkMyuOq61c+dm1j5J8/z81LVlfXGNXFq6vyjMGnX/nPS5f+yxu/urbqvkfe5tgfgtzcXEgkEu7ntKJR8iRER7JDtRbGxrAwMYGeoSFKDAwgEonwysSE+yo1MIDFf8vKLAwNYf7fOgtDQ64NAIX6sjKpXP+yOrI+ZMvyY6sbU75P5XqyGJTHVdevfOzaxtCTm5esrq4xqotXV+UZg0+/FmrmpUs7vuOoa6vue+Rtjv0hqaxTKnTB0DsmJSUFAoEAz58/r+pQ3ll3796FQCBAWlpaVYdCCPlIUfJ8y4KDgyEQCCAQCGBoaAhHR0dMmTIFBXKPP6tIiYmJ3PjyL5P//nJVt07+1atXLwgEApw8eVJt/59++in69+/PLT969AiBgYGoUaMGTE1N0bRpU5w9e5ZXzBs2bIC+vj7Gjh2rsi44OBh9+/bl1R8hhFQ0OmxbAXx9fZGQkIDi4mKcO3cOQUFBEAgEWLx4caWMLxKJkJGRoVAmO5SRlZXFlW3atAmzZs1SqCsUCtGhQwfEx8fjk08+Uejj7t27SE5Oxq5duwAAz549Q/v27eHl5YV9+/ahVq1auHHjBqpXr84r3ri4OEyZMgWxsbFYtmwZl+gJIeRdRXueFcDY2BhisRgSiQR9+/aFt7c3Dh06BOD17Q5RUVFwdHSEqakpmjdvji1btqj0ce7cObRq1QpmZmbw8PBQSYbaCAQCiMVihVft2rUBQKGsWrVqKnWFQiFGjBiBTZs24eXLlwr9JiYmwsbGBr6+vgCAxYsXQyKRICEhAW3atIGjoyO6deuG+vXr6xzrnTt3kJqaisjISDg7O2Pr1q3cujlz5mDt2rXYsWMHt2eckpKi0kdpaSlGjBjBbdOGDRti5cqVCnVSUlLQpk0bmJubw9LSEu3bt8e9e/d0jpMQQuRR8qxg6enpSE1NhZGREQAgKioKSUlJWL16NS5fvozw8HAEBgbijz/+UGg3Y8YMLFu2DGfPnoWBgQFCQ0MrLeahQ4eisLBQIakzxrB27VoEBwdDX18fALBz5060atUKAwcOhLW1NVq0aIGff/6Z11gJCQnw8/NDtWrVEBgYiLi4OG7d5MmTMWjQIPj6+iIrKwtZWVnw8PBQ6UMqlaJu3brYvHkzrly5glmzZmH69On49ddfAQAlJSXo27cvOnfujEuXLuHEiRMYPXo03atJCCk3OmxbAXbv3g2hUIiSkhIUFhZCT08P33//PQoLC7Fw4UIcPnwY7dq1AwDUq1cPx44dQ2xsLDp37sz1sWDBAm45MjISfn5+KCgo0OmQZk5ODoRCoUJZx44dsW/fPp3it7KyQr9+/RAfH4/hw4cDAJKTk3H37l2EhIRw9W7fvo2YmBhMnDgR06dPx5kzZzBhwgQYGRkhKCiozHGkUikSExOxatUqAMBnn32GSZMm4c6dO3B0dIRQKISpqSkKCwshFos19mNoaIi5c+dyy46Ojjhx4gR+/fVXDBo0CLm5ucjJyUHPnj25vWIXFxedtgUhhKhDybMCeHl5ISYmBvn5+YiOjoaBgQH8/f1x+fJlvHz5El27dlWoX1RUhBYtWiiUNWvWjHtvY2MDAMjOzoadnV2Z41tYWOD8+fMKZaamprzmEBoaCh8fH9y6dQv169dHfHw8OnfuDCcnJ66OVCpFq1atsHDhQgBAixYtkJ6ejtWrV+uUPA8dOoT8/Hz06NEDAFCzZk107doV8fHxmD9/Pq94f/jhB8THx+P+/ft49eoVioqK4ObmBuD1HwPBwcHw8fFB165d4e3tjUGDBnHblRBC+KLDthXA3NwcTk5OaN68OeLj43Hq1CnExcXhxYsXAIA9e/YgLS2Ne125ckXlvKehoSH3XnZ4USqV6jS+np4enJycFF516tThNYdPP/0UdnZ2SExMRG5uLrZu3YoRI0Yo1LGxsUHjxo0VylxcXHD//n2dxoiLi8PTp09hamoKAwMDGBgYYO/evVi7dq3OcwWAjRs3YvLkyRgxYgQOHjyItLQ0hISEoKioiKuTkJCAEydOwMPDA5s2bYKzs7PGK4oJIaQstOdZwfT09DB9+nRMnDgR169fh7GxMe7fv69wiPZdpKenh5CQEMTFxaFOnTowMjLCgAEDFOq0b99e5UKm69evw97evsz+nzx5gh07dmDjxo1wdXXlyktLS9GhQwccPHgQvr6+MDIyQmlpqda+jh8/Dg8PD3z55Zdc2a1bt1TqtWjRAi1atMC0adPQrl07rF+/XuWKYkII0QUlz0owcOBAREREIDY2FpMnT0Z4eDikUik6dOiAnJwcHD9+HCKRSKdDnbpgjOHx48cq5dbW1rwemBwSEoJ58+Zh+vTpCAgIUDn0Gx4eDg8PDyxcuBCDBg3C6dOn8dNPP+Gnn34qs+///e9/qFGjBgYNGqRy4U6PHj0QFxcHX19fODg44MCBA8jIyECNGjVQrVo1lb4aNGiApKQkHDhwAI6Ojvjf//6HM2fOwNHREcDrK3p/+ukn9O7dG7a2tsjIyMCNGze487mEEMIXJc9KYGBggHHjxmHJkiW4c+cOatWqhaioKNy+fRuWlpZwd3fH9OnT39p4ubm5as/nZWVlab3wRpmdnR28vb1x8OBBtVf7tm7dGtu2bcO0adMwb948ODo6YsWKFRg6dGiZfcfHx6Nfv35qr3j19/fHsGHD8O+//2LUqFFISUlBq1at8OLFCyQnJ8PBwUGh/ueff44LFy5g8ODBEAgECAgIwJdffsldIGVmZoZr165h7dq1ePLkCWxsbDB27Fh8/vnnOm8LQgiRR8nzLUtMTFRbHhkZicjISABAWFgYwsLC1Nbz9PQEY0yhzM3NTaVMk+DgYAQHB7+1ugcOHNC6vmfPnujZs6dO48m7dOmSxnWDBg3CoEGDuOWDBw+q1JHfHsbGxkhISEBCQoJCnaioKABA7dq1sW3bNt4xEkKIJnTBECGEEMITJc/3jKurK4RCodrXunXrqjo8ztGjRzXGqXwPKiGEvG/osO17Zu/evSguLla7TvYIvndBq1at6L+eEEI+WJQ83zO63AbyLjA1NVV4oAIhhHxI6LAtIYQQwhMlT0IIIYQnSp6EEEIIT5Q8CSGEEJ4oeRJCCCE8UfIkhBBCeKLkSQghhPBEyZMQQgjhiZInIYQQwhMlT0IIIYQnSp6EEEIIT5Q8CSGEEJ4oeRJCCCE80X9VIURHjDEAQF5hIQAgv7gYpSUlyM3NRV5BAUz/+/qipAR6/y0ryysuhlRWt7iYawtAob6s7IVc/7I6sj64Zbmx1Y0p36dyPVkMyuOq61c+dm1j5MvNixtHxxjVxaur8ozBq18189KlHd9x1LVV9z3yNsf+EMi+j2U/pxVNwCprJELecw8fPoREIqnqMAghWjx48AB169at8HEoeRKiI6lUiszMTFhYWEAgEFR1OIQQOYwx5OXlwdbWFnp6FX9GkpInIYQQwhNdMEQIIYTwRMmTEEII4YmutiVER3TOk5B3V2Wf86TkSYiOMjMz6WpbQt5xlXW1LSVPQnRkYWEB4PUPp0gkwp2hgTB3d0f++fMAAHN3d1hPmojsZcthPWmi1r6yly1H/vnzcFz3CwDgztBAlffq+lEuy162XGG99aSJGtvLxlSOU1O88uWy9ze9u8Lp8CG19eTnoLxOWztN20d+bNnctLXVZbuXNZa2OrLPS1085YnjTeKV4du+vGNq6+Nt9Pk25ObmQiKRcD+nFY2SJyE6kh2qFYlEEIlEsDA0hLmJCfQMDQEA5iYmEIlEePXfV21e/ddOVs9CzXt1/SiXvTIxUVgvi0tde9mYynFqile+XPZeaGCgMSb5OSiv09ZO0/aRH1s2N21tddnuZY2lrY6e3HZVjqc8cbxJvDJ825d3TG19vI0+36bKOqVSJRcMeXp64quvvqqKoQkhhJA3xit5BgcHQyAQYNGiRQrl27dvr5ILKBhjWLp0KZydnWFsbIw6depgwYIFOrVNTEyEQCBQeZn891edunXyr169ekEgEODkyZNq+//000/Rv39/bvnRo0cIDAxEjRo1YGpqiqZNm+Ls2bNaY3RwcODGMzMzQ9OmTbFmzRqVeVhaWqptLxAIsH37dgDA3bt3IRAIYG1tjby8PIV6bm5umDNnDgAgPz8f9evXx8SJiodh7t69C5FIhJ9//hkAUFBQgODgYDRt2hQGBgbo27ev1rnIW7ZsGapXr46C/x45Ju/ly5cQiUT47rvvALz+Q0t5248ZM0ancWRzlr2MjIzg5OSEb775ptIe4UUI+TDx3vM0MTHB4sWL8ezZs4qIh5ewsDCsWbMGS5cuxbVr17Bz5060adNG5/YikQhZWVkKr3v37gGAQtmKFStU6m7YsAHNmzdHfHy8Sr93795FcnIyRowYAQB49uwZ2rdvD0NDQ+zbtw9XrlzhEkhZ5s2bh6ysLKSnpyMwMBCjRo3Cvn37dJ6jsry8PCxdulTjenNzcyQkJGDVqlU4evQogNd/pISEhKB9+/YYNWoUAKC0tBSmpqaYMGECvL29ecUwbNgw5OfnY+vWrSrrtmzZgqKiIgQGBnJlo0aNUtj2S5Ys4TXe4cOHkZWVhRs3bmDu3LlYsGCB2s+NEEJ0xTt5ent7QywWIyoqSu36J0+eICAgAHXq1OH2ljZs2KC1TwcHB3zzzTcYPnw4hEIh7O3tsXPnTvzzzz/o06cPhEIhmjVrprCndvXqVcTExGDHjh3o3bs3HB0d0bJlS3Tt2lXnuQgEAojFYoVX7dq1AUChrFq1aip1hUIhRowYgU2bNuHly5cK/SYmJsLGxga+vr4AgMWLF0MikSAhIQFt2rSBo6MjunXrhvr165cZo4WFBcRiMerVq4epU6fCysoKhw4dKrOdJuPHj8fy5cuRnZ2tsU6nTp0wfvx4hISEID8/HytXrkRaWprCXq+5uTliYmIwatQoiMViXjFYW1ujV69eahNYfHw8+vbtCysrK67MzMxMYdvzPb9So0YNiMVi2NvbY+jQoWjfvj3O/3eRDyGElAfv5Kmvr4+FCxdi1apVePjwocr6goICtGzZEnv27EF6ejpGjx6NYcOG4fTp01r7jY6ORvv27XHhwgX4+flh2LBhGD58OAIDA3H+/HnUr18fw4cP5w637dq1C/Xq1cPu3bvh6OgIBwcHjBw5Ek+fPuU7pXIbOnQoCgsLsWXLFq6MMYa1a9ciODgY+vr6AICdO3eiVatWGDhwIKytrdGiRQvu8KeupFIpfvvtNzx79gxGRkbljjkgIABOTk6YN2+e1noLFiyAgYEBAgMDMX36dKxatQp16tQp97jKRowYgd9//53b0weA27dv488//+T22GXWrVuHmjVrokmTJpg2bZrKHyt8nD17FufOnUPbtm3L3QchhJTrgqF+/frBzc0Ns2fPVllXp04dTJ48GW5ubqhXrx7Gjx8PX19f/Prrr1r77NGjBz7//HM0aNAAs2bNQm5uLlq3bo2BAwfC2dkZU6dOxdWrV/H3338DeP2L9t69e9i8eTOSkpKQmJiIc+fOYcCAATrPIycnB0KhUOHVvXt3ndtbWVmhX79+CntQycnJuHv3LkJCQriy27dvIyYmBg0aNMCBAwfwxRdfYMKECVi7dm2ZY0ydOhVCoRDGxsYYMGAAqlevjpEjR+ocozLZOeuffvoJt27d0ljP1NQUK1euxPbt2+Hp6alwGPVt8PHxga2tLRISEriyxMRESCQSfPrpp1zZkCFD8MsvvyA5ORnTpk3D//73P96xeHh4QCgUwsjICK1bt8agQYMwfPjwtzYXQsjHp9y3qixevBhdunTB5MmTFcpLS0uxcOFC/Prrr3j06BGKiopQWFgIMzMzrf01a9aMey87dNq0aVOVsuzsbIjFYkilUhQWFiIpKQnOzs4AgLi4OLRs2RIZGRlo2LBhmXOwsLBQOXxnampaZjt5oaGh8PHxwa1bt1C/fn3Ex8ejc+fOcHJy4upIpVK0atUKCxcuBAC0aNEC6enpWL16NYKCgrBw4UJuHQBcuXIFdnZ2AICIiAgEBwcjKysLERER+PLLLxX6Lg8fHx906NABX3/9NdavX6+xXlxcHMzMzPDXX38hJycH1apVe6Nx5enr6yMoKAiJiYmYPXs2t8ceEhKi8HSQ0aNHc++bNm0KGxsbfPrpp9z21sWmTZvg4uKC4uJipKenY/z48ahevbrKhW+EEKKrct+q0qlTJ/j4+GDatGkK5d9++y1WrlyJqVOnIjk5GWlpafDx8UFRUZHW/gz/u1cO+P/7dNSVSaVSAICNjQ0MDAy4xAkALi4uAID79+/rNAc9PT04OTkpvPgemvz0009hZ2eHxMRE5ObmYuvWrSqHHW1sbNC4cWOFMhcXFy7OMWPGIC0tjXvZ2tpy9WrWrAknJyd07NgRmzdvxoQJE3DlyhVuvUgkQn5+PrddZJ4/fw4AGhPeokWLsGnTJly4cEHt+k2bNmH37t1ITU2FhYUFwsPDddsgPISGhuL+/fv4/fffceTIETx48EBhj10d2eHWmzdv6jyORCKBk5MTXFxcMHDgQHz11VdYtmyZ2qt9CSFEF2/0kIRFixbBzc1NYS/v+PHj6NOnD3doTSqV4vr16yrJ4021b98eJSUlCnsg169fBwDY29u/1bG00dPTQ0hICOLi4lCnTh0YGRmpHDpu3749MjIyFMquX7/OxWllZaVwgYwmEokEgwcPxrRp07Bjxw4AQMOGDVFSUoK0tDS4u7tzdWV71PJ/XMhr06YN+vfvj8jISJV1f//9N8aOHYtvvvkGzZs3R2JiIjw8PDBw4EBeh7XLUr9+fXTu3Bnx8fFgjMHb27vMzy4tLQ3A6z9IyktfXx8lJSUoKiribk0ihBA+3ih5Nm3aFEOHDuXuyQOABg0aYMuWLUhNTUX16tWxfPly/P333289eXp7e8Pd3R2hoaFYsWIFpFIpxo4di65du2pMGMoYY3j8+LFKubW1Na8HC4eEhGDevHmYPn06AgICVA79hoeHw8PDAwsXLsSgQYNw+vRp/PTTT/jpp590HkMmLCwMTZo0wdmzZ9GqVSu4urqiW7duCA0NxbJly1CvXj1kZGTgq6++wuDBg7XuSS9YsACurq4wMFD8Nhg9ejRcXFy4B1m0adMGERERGD16NNLT07m92StXrqCoqAhPnz5FXl4el9jc3Nx0ns+IESO4218SExMV1t26dQvr169Hjx49UKNGDVy6dAnh4eHo1KmTwmH+sjx58gSPHz9GSUkJ/vrrL6xcuRJeXl7v1FNRCCHvlzd+wtC8efMUDhnOnDkT7u7u8PHxgaenJ8RiMa8b6HWlp6eHXbt2oWbNmujUqRP8/Pzg4uKCjRs36txHbm4ubGxsVF7abuNQx87ODt7e3nj27BlCQ0NV1rdu3Rrbtm3Dhg0b0KRJE8yfPx8rVqzA0KFDeY0DAI0bN0a3bt0wa9YsrmzTpk3o3LkzPv/8c7i6umLChAno06ePygMVlDk7OyM0NFTh8GVSUhIOHz6MhIQEhT8g5s6dC0tLS4XDtz169ECLFi2wa9cupKSkoEWLFmjRogWv+fj7+8PY2BhmZmYq3ydGRkY4fPgwunXrhkaNGmHSpEnw9/fHrl27eI3h7e0NGxsbODg4YPTo0ejRowc2bdrEqw9CCJHHa89Tec8AeH2PZmFhIbdsZWXFPdVGk5SUFIXlu3fvqtRRfgKMg4ODSpmtrS1+++03rWNpEhwcjODg4LdW98CBA1rX9+zZEz179tQxutfUbRcA2L9/v8KypaUlVq5ciZUrV2rsS932A4DY2FjExsZyy8OHD1d7JaqRkRH++usvneLjw9TUlDs/q0wikeCPP/4od9+a5kwIIW+K/hk2IYQQwtMHmzxdXV1V7uGUvdatW1fV4X3wKmP7jxkzRuMYuj7/lhBCyuOD/Zdke/fuRXFxsdp1sntGScWpjO0/b948lfuMZehiIEJIRfpgk2dl3q5CVFXG9re2toa1tXWFj0MIIco+2MO2hBBCSEWh5EkIIYTwRMmTEEII4YmSJyGEEMITJU9CCCGEJ0qehBBCCE+UPAkhhBCeKHkSQgghPFHyJIQQQnii5EkIIYTwRMmTEEII4YmSJyGEEMITJU9CCCGEpw/2v6oQ8rYxxgAAubm5AIC84mJICwqQ/9+/XpMWFMA0Nxd5/33VJu+/dvJ9Kb9X149yWV5BgcJ609xcje1lYyrHqSle+XLZ+xclJVycyvXk56C8Tls7TdtHfmzZ3LS11WW7lzWWtjr5cttVOZ7yxPEm8crwbV/eMbX18Tb6fBtk31+yn9OKJmCVNRIh77mHDx9CIpFUdRiEEC0ePHiAunXrVvg4lDwJ0ZFUKkVmZiYsLCwgEAiqOhxCiBzGGPLy8mBraws9vYo/I0nJkxBCCOGJLhgihBBCeKLkSQghhPBEyZMQQgjhiW5VIURHdMEQIe+uyr5giJInITrKzMykW1UIecdV1q0qlDwJ0ZGFhQWA1z+cIpGoQsdavP8apvo20rgsb8DqVGwZ48HV0VZXW3td4tHWt/w65fcymvooK2ZNfZdVl295WfPU9LnI5qjrvOTbnbn7FK0drHDm7lPuc9DWr/z2lKcct7bPQBNZmwGrU9HawUqnz7yssbW1KQ9Nn1Fubi4kEgn3c1rRKHm+gZSUFHh5eeHZs2ewtLSs6nBIBZMdqhWJRBWePE3MhApjKC/LMzQxh0gk4upoq6utvS7xaOtbfp3yexlNfZQVs6a+y6rLt7yseWr6XGRz1HVe8u0MTQq5r+riUO5XfnvKU45b22egiayNoYm5zp95WWNra1MeZcVVWadUPuoLhoKDgyEQCCAQCGBoaAhHR0dMmTIFBUqPPKsoiYmJ3Pj6+vqoXr062rZti3nz5iEnJ0dtrGPGjFHpZ+zYsRAIBAgODubK/vnnH3zxxRews7ODsbExxGIxfHx8cPz4cYW2qamp6NGjB6pXrw4TExM0bdoUy5cvR2lpqc7zkM1BIBBAJBKhdevW2LFjh0KdOXPmwM3NTaXt3bt3IRAIkJaWBuD1HyQCgQCurq4qMVhaWiIxMRHA60Oo1atXx3fffadQ59SpUzA0NMTBgwcBAFlZWRgyZAicnZ2hp6eHr776Sud5EUKIJh918gQAX19fZGVl4fbt24iOjkZsbCxmz55daeOLRCJkZWXh4cOHSE1NxejRo5GUlAQ3NzdkZmYq1JVIJNi4cSNevXrFlRUUFGD9+vWws7NTqOvv748LFy5g7dq1uH79Onbu3AlPT088efKEq7Nt2zZ07twZdevWRXJyMq5du4awsDB88803+Oyzz3g9IzIhIQFZWVk4e/Ys2rdvjwEDBuCvv/4q51YBbt++jaSkJI3rbW1tsWrVKkybNg03btwAALx69QpBQUEYOXIkunXrBgAoLCxErVq1MHPmTDRv3rzc8RBCiLyPPnnK9sokEgn69u0Lb29vHDp0CMDrqyujoqLg6OgIU1NTNG/eHFu2bFHp49y5c2jVqhXMzMzg4eGBjIwMnccXCAQQi8WwsbGBi4sLRowYgdTUVLx48QJTpkxRqOvu7g6JRIKtW7dyZVu3boWdnR1atGjBlT1//hxHjx7F4sWL4eXlBXt7e7Rp0wbTpk1D7969AQD5+fkYNWoUevfujZ9++glubm5wcHDAyJEjsXbtWmzZsgW//vqrzvOwtLSEWCyGs7Mz5s+fj5KSEiQnJ+vcXtn48eMxe/ZsFBYWaqwTGBgIHx8fBAcHQyqVYtq0aSguLsa3337L1XFwcMDKlSsxfPhwVKtWrdzxEEKIvI8+ecpLT09HamoqjIyMAABRUVFISkrC6tWrcfnyZYSHhyMwMBB//PGHQrsZM2Zg2bJlOHv2LAwMDBAaGvpGcVhbW2Po0KHYuXOnyqHL0NBQJCQkcMvx8fEICQlRqCMUCiEUCrF9+3aNyefgwYN48uQJJk+erLKuV69ecHZ2xoYNG3jHXlJSgri4OADgtmN5fPXVVygpKcGqVau01lu9ejVu3LiBoUOH4vvvv0dCQgKEQvXnhAgh5G356JPn7t27IRQKufN92dnZiIiIQGFhIRYuXIj4+Hj4+PigXr16CA4ORmBgIGJjYxX6WLBgATp37ozGjRsjMjISqampb3zetFGjRsjLy1M4zAq83ts6duwY7t27h3v37uH48eMIDAxUqGNgYIDExESsXbsWlpaWaN++PaZPn45Lly5xda5fvw4AcHFx0Ti+rI4uAgICIBQKYWxsjPDwcDg4OGDQoEE6t1dmZmaG2bNnIyoqSuX8rzxra2vMnz8fGzduxOjRo9GpU6dyj0kIIbr66JOnl5cX0tLScOrUKQQFBSEkJAT+/v64efMmXr58ia5du3J7ckKhEElJSbh165ZCH82aNePe29jYAACys7PfKC7Z+UblK8dq1aoFPz8/JCYmIiEhAX5+fqhZs6ZKe39/f2RmZmLnzp3w9fVFSkoK3N3duQtulMd5U9HR0UhLS8O+ffvQuHFjrFmzBlZWVm/U54gRI1CjRg0sXrxYY53S0lIkJibCzMwMJ0+eRElJyRuNSQghuvjok6e5uTmcnJzQvHlzxMfH49SpU4iLi8OLFy8AAHv27EFaWhr3unLlisp5T0NDQ+69LNlJpdI3iuvq1asQiUSoUaOGyrrQ0FBuz1LbIWITExN07doVX3/9NVJTUxEcHMxdDOXs7MyNo2l8WR1diMViODk5oVu3bkhISMDgwYMV/oAQiURq9yCfP38OAGrPRxoYGGDBggVYuXKlysVTMkuXLsXt27dx9uxZPHz4EAsXLtQ5ZkIIKa+PPnnK09PTw/Tp0zFz5kw0btwYxsbGuH//PpycnBReFf2UmezsbKxfvx59+/ZV+5gpX19fFBUVobi4GD4+Pjr327hxY+Tn5wMAunXrBisrKyxbtkyl3s6dO3Hjxg0EBASUK/42bdqgZcuWWLBgAVfWsGFDPHz4EH///bdC3fPnz8PExETlamGZgQMHwtXVFXPnzlVZd/nyZcyePRsxMTFwcXFBTEwMvvnmG4XD04QQUhEoeSoZOHAg9PX1ERsbi8mTJyM8PBxr167FrVu3cP78eaxatQpr1659a+MxxvD48WNkZWXh6tWriI+Ph4eHB6pVq4ZFixapbaOvr4+rV6/iypUr0NfXV1n/5MkTdOnSBb/88gsuXbqEO3fuYPPmzViyZAn69OkD4PUed2xsLHbs2IHRo0fj0qVLuHv3LuLi4hAcHIwBAwa80TnLr776CrGxsXj06BEAwMfHBw0bNkRAQABSU1Nx+/ZtbNmyBTNnzkRYWJjaecgsWrQI8fHxXOIHXl+YFBQUhP79+6N///4AXh+q9vf3R3BwsMLhW9lRgxcvXuCff/7hjiAQQkh50ROGlBgYGGDcuHFYsmQJ7ty5g1q1aiEqKgq3b9+GpaUl3N3dMX369Lc2Xm5uLmxsbLgHDDRs2BBBQUEICwvT+gQObeuEQiHatm2L6Oho3Lp1C8XFxZBIJBg1apRC7AMGDEBycjIWLFiAjh07oqCgAA0aNMCMGTPw1VdfvdGTOnx9feHo6IgFCxbgxx9/hIGBAQ4ePIjp06cjICAA//zzDxwdHREWFoaJEydq7atLly7o0qUL9+ADAFi4cCEePXqkUAYAP/zwA1xdXbFw4ULMmjULABRu4zl37hzWr18Pe3t73L17t9zzI4R83D7q5Kl88YxMZGQkIiMjAQBhYWEICwtTW8/T01Plghs3NzedL8IJDg5WeCpQeWKV2b59O/fe2NgYUVFRiIqKKrPfjh07Yv/+/TrFoIm6+QoEApXzqba2tmXOQ902BYADBw4oLM+aNYtLjvKsrKyQlZVVZnyEEPIm6LAtIYQQwhMlzwrk6uqqcJuL/GvdunVVHZ5OFi5cqHEO3bt3r+rwCCGkSnzUh20r2t69e1FcXKx2Xe3atSs5mvIZM2aMxguHTE1NKzkaQgh5N1DyrED29vZVHcIbs7KyeuOHHRBCyIeGDtsSQgghPFHyJIQQQnii5EkIIYTwRMmTEEII4YmSJyGEEMITJU9CCCGEJ0qehBBCCE+UPAkhhBCeKHkSQgghPFHyJIQQQnii5EkIIYTwRMmTEEII4YmSJyGEEMIT/VcVQnTEGAMA5ObmVvhYBS9fKIyjvCyvuCAfubm5XB1tdbW11yUebX3Lr1N+L6Opj7Ji1tR3WXX5lpc1T02fi2yOus5Lvl1xQT4KXhorfA7a+pXfnvKU49b2GWgiayOLSZfPvKyxtbUpD02fkey97Oe0oglYZY1EyHvu4cOHkEgkVR0GIUSLBw8eoG7duhU+DiVPQnQklUqRmZkJCwsLCASCqg6HECKHMYa8vDzY2tpCT6/iz0hS8iSEEEJ4oguGCCGEEJ4oeRJCCCE8UfIkhBBCeKJbVQjREV0wRMi7q7IvGKLkSYiOMjMz6VYVQt5xlXWrCiVPQnRkYWEB4PUPp0gk0rnd4v3XMNW3kdpyGfn1svIzd59iyxgPtX0ot1W3Xr79gNWp3Hv59sptld/Lx6apnsyA1alo7WCl0Ke6evLrypqjbFk+fnVxyMZW3pbq+lKel6b5qOtD3TbTpb6m9WX1wbfPylaeOfDpS5f+Oy3+HX9O7YLc3FxIJBLu57SiUfJ8z6WkpMDLywvPnj2DpaVlVYfzQZMdqhWJRLySp4mZUG19EzMh915+vazc0KSQK1fuQ7mtuvXy7Q1NzNW2V26r/F4+Nk31ZAxNzLly5a/qtodyjOrmoC5+dXHIxlbelur6UldP02ek3Ie6baZLfU3r+Xwf6dJnZSvPHPj0pUv/+krf25V1SoUuGKpiwcHBEAgEEAgEMDQ0hKOjI6ZMmYKCgoJKGT8xMZEbX09PDzY2Nhg8eDDu37+vUM/BwQErVqxQaT9nzhy4ublxy7L5LFq0SKHe9u3bFb6pY2JiYGlpiQcPHijUGz9+PJydnfHy5UsAwNatW9GtWzfUqFEDAoEAaWlpvObn4ODAzU9fXx+2trYYMWIEnj17xqsfQgiRR8nzHeDr64usrCzcvn0b0dHRiI2NxezZsyttfJFIhKysLDx69Ai//fYbMjIyMHDgwHL3Z2JigsWLF2tNUGPGjEGbNm0wYsQIruzIkSOIiYlBYmIizMzMAAD5+fno0KEDFi9eXO545s2bh6ysLNy/fx/r1q3Dn3/+iQkTJpS7P0IIoeT5DjA2NoZYLIZEIkHfvn3h7e2NQ4cOAXh9hWdUVBQcHR1hamqK5s2bY8uWLSp9nDt3Dq1atYKZmRk8PDyQkZGh8/gCgQBisRg2Njbw8PDAiBEjcPr06XI/uNnb2xtisRhRUVFax4yLi8OpU6ewevVq5ObmIjQ0FBMnToSHx/+fmxs2bBhmzZoFb2/vcsUCvD5XKRaLUadOHXh5eSEoKAjnz58vd3+EEELJ8x2Tnp6O1NRUGBkZAQCioqKQlJSE1atX4/LlywgPD0dgYCD++OMPhXYzZszAsmXLcPbsWRgYGCA0NLRc42dnZ2Pbtm3Q19eHvr5+ufrQ19fHwoULsWrVKjx8+FBjPYlEghUrViAiIgKBgYEQCoWYP39+ucbU1aNHj7Br1y60bdu2QschhHzY6IKhd8Du3bshFApRUlKCwsJC6Onp4fvvv0dhYSEWLlyIw4cPo127dgCAevXq4dixY4iNjUXnzp25PhYsWMAtR0ZGws/PDwUFBTAxMSlz/JycHAiFQjDGuHONEyZMgLm5ebnn1K9fP7i5uWH27NmIi4vTWC8kJAQ//fQTdu3ahVOnTsHY2LjcY2oydepUzJw5E6WlpSgoKEDbtm2xfPnytz4OIeTjQXue7wAvLy+kpaXh1KlTCAoKQkhICPz9/XHz5k28fPkSXbt2hVAo5F5JSUm4deuWQh/NmjXj3tvY2AB4vRepCwsLC6SlpeHs2bNYtmwZ3N3dsWDBgjee1+LFi7F27VpcvXpVY52LFy/i/PnzMDMzw9GjR994THUiIiKQlpaGS5cu4ciRIwAAPz8/lJaWVsh4hJAPH+15vgPMzc3h5OQEAIiPj0fz5s0RFxeHJk2aAAD27NmDOnXqKLRR3kMzNDTk3suuapVKpTqNr6enx43v4uKCW7du4YsvvsD//vc/ro5IJEJOTo5K2+fPn6NatWpq++3UqRN8fHwwbdo0BAcHq6wvKirC8OHDMXToUHTu3BljxoxBz5490bBhQ53i1lXNmjW5+TVo0AArVqxAu3btkJyc/EbnUgkhHy9Knu8YPT09TJ8+HRMnTsT169dhbGyM+/fvKxyirWiRkZGoX78+wsPD4e7uDgBo2LAhzp07p1L3/PnzWpPdokWL4ObmprbOvHnz8PTpU0RHR6NatWr47bffEBISgmPHjlXo47Vk53JfvXpVYWMQQj5slDzfQQMHDkRERARiY2MxefJkhIeHQyqVokOHDsjJycHx48chEokQFBRUIeNLJBL069cPs2bNwu7duwEA4eHh6NixIxYsWID+/fujtLQUGzZswIkTJ/Djjz9q7Ktp06YYOnQovvvuO4XyM2fOYPHixdizZw+35xobG4smTZogOjoakyZNAgA8ffoU9+/fR2ZmJgBwVxGLxWKIxWKd5pOXl4fHjx+DMYYHDx5gypQpqFWrlsJVvYQQwged83wHGRgYYNy4cViyZAmmTZuGr7/+GlFRUXBxcYGvry/27NkDR0fHCo0hPDwce/bswenTpwEAHh4e2LdvH/bt24f27dvD09MTqampOHLkCHd4WZN58+YpHEIuLCzkzu1269aNK7exscGqVaswc+ZMLknu3LkTLVq0gJ+fHwDgs88+Q4sWLbB69Wqd5zJr1izY2NjA1tYWPXv2hLm5OQ4ePIgaNWro3AchhMijPc8qlpiYqLY8MjISkZGRAICwsDCEhYWprefp6QnGmEKZm5ubSpkmwcHBas9HfvLJJyp9dOvWTSHZqaNuPg4ODigsLOSWjY2NceXKFbXthwwZgiFDhpQZn67u3r1b7raEEKIJ7XkSQgghPFHy/MC5uroq3OYi/1q3bl1Vh/dG1q1bp3Furq6uVR0eIeQDRodtP3B79+5FcXGx2nW1a9eu5Gjert69e2t8UpD8rTuEEPK2UfL8wNnb21d1CBXGwsKi0v53HyGEyKPDtoQQQghPlDwJIYQQnih5EkIIITxR8iSEEEJ4ouRJCCGE8ETJkxBCCOGJkichhBDCEyVPQgghhCdKnoQQQghPlDwJIYQQnih5EkIIITxR8iSEEEJ4ouRJCCGE8ET/VYUQHTHGAAC5ubm82hW8fKG2TcHLF9x7+fWy8uKCfK5cuQ/lturWy7eXfy/fXrmt8nv52DTVkykuyEfBS2OFPtXVk19X1hzVxa8uDtnYyttSXV/K89I0H3V9qNtmutTXtL4830va+qxs5ZkDn7506b/0v+8NWT3Zz2lFE7DKGomQ99zDhw8hkUiqOgxCiBYPHjxA3bp1K3wcSp6E6EgqlSIzMxMWFhYQCARVHQ4hRA5jDHl5ebC1tYWeXsWfkaTkSQghhPBEFwwRQgghPFHyJIQQQnii5EkIIYTwRLeqEKIjumCIkHdXZV8wRMmTEB1lZmbSrSqEvOMq61YVSp6E6MjCwgLA6x9OkUj01vtfvP8apvo2Ulumbp269jLq6ir3oa1PTet07UM+buWYtPWhbp26trpsD/n6A1anYssYD5X+ypqzrF1Z9dStU9e2LJ0W/44/p3bRuE10nXdZsakjv400fR+qq69trLK+X9R9n8jIzxkAztx9qhCf8meZm5sLiUTC/ZxWNEqehOhIdqhWJBJVSPI0MROq9CsrU7dOXXsZdXWV+9DWp6Z1uvYhH7dyTNr6ULdOXVtdtod8fUMTc4V4dJkbAK5dWfXUrVPXtiz6cnGq2ya6zrus2NQxVDO2trba5qfpc9K0LP99IiM/59fjFSr0qemzrKxTKnTBECGEEMITJc8yBAcHQyAQQCAQwNDQEI6OjpgyZQoKCgq4OrL1yq+NGzcCAFJSUiAQCPD8+XOV/h0cHLBixQqdYnFwcOD6NjMzQ9OmTbFmzRqFOomJibC0tFTbXiAQYPv27QCAu3fvQiAQwNraGnl5eQr13NzcMGfOHABAfn4+6tevj4kTJyrUuXv3LkQiEX7++WcAQEFBAYKDg9G0aVMYGBigb9++Os2pMvz888/o2LEjqlevjurVq8Pb2xunT5+u6rAIIe8xSp468PX1RVZWFm7fvo3o6GjExsZi9uzZCnUSEhKQlZWl8KqIBDJv3jxkZWUhPT0dgYGBGDVqFPbt21fu/vLy8rB06VKN683NzZGQkIBVq1bh6NGjAF5f1RYSEoL27dtj1KhRAIDS0lKYmppiwoQJ8Pb2Lnc8MkVFRW/ch0xKSgoCAgKQnJyMEydOQCKRoFu3bnj06NFbG4MQ8nGh5KkDY2NjiMViSCQS9O3bF97e3jh06JBCHUtLS4jFYoWXiYnJW4/FwsICYrEY9erVw9SpU2FlZaUSCx/jx4/H8uXLkZ2drbFOp06dMH78eISEhCA/Px8rV65EWlqawl6vubk5YmJiMGrUKIjFYt5xzJkzB25ublizZg0cHR25bff8+XOMHDkStWrVgkgkQpcuXXDx4kWVdrGxsZBIJDAzM8OgQYOQk5PD1Vm3bh2+/PJLuLm5oVGjRlizZg2kUimOHDnCO05CCAEoefKWnp6O1NRUGBkZVWkcUqkUv/32G549e/ZGsQQEBMDJyQnz5s3TWm/BggUwMDBAYGAgpk+fjlWrVqFOnTrlHledmzdv4rfffsPWrVuRlpYGABg4cCCys7Oxb98+nDt3Du7u7vj000/x9OlThXa//vordu3ahf379+PChQv48ssvNY7z8uVLFBcXw8rK6q3GTwj5eNDVtjrYvXs3hEIhSkpKUFhYCD09PXz//fcKdQICAqCvr69QduXKFdjZ2XHL6u49evnyJa9Ypk6dipkzZ6KwsBAlJSWwsrLCyJEjefUhTyAQYNGiRejVqxfCw8NRv359tfVMTU2xcuVK+Pr6onv37ggMDCz3mJoUFRUhKSkJtWrVAgAcO3YMp0+fRnZ2NoyNX/+vxqVLl2L79u3YsmULRo8eDeD1+dakpCQuma9atQp+fn5YtmyZ2r3gqVOnwtbW9q0cXiaEfJwoeerAy8sLMTExyM/PR3R0NAwMDODv769QJzo6WuWXsa2trcLy0aNHVe5B8vT05BVLREQEgoODkZWVhYiICHz55ZdwcnLi1YcyHx8fdOjQAV9//TXWr1+vsV5cXBzMzMzw119/IScnB9WqVXujcZXZ29tziRMALl68iBcvXqBGjRoK9V69eoVbt25xy3Z2dgp7we3atYNUKkVGRoZK8ly0aBE2btyIlJSUCjmsTgj5OFDy1IG5uTmXoOLj49G8eXPExcVhxIgRXB2xWFxmEnN0dFS5EtbAgN9HULNmTTg5OcHJyQmbN29G06ZN0apVKzRu3BjA63ue8vPzIZVKFR5RJbvSV1PCW7RoEdq1a4eIiAi16zdt2oTdu3fjxIkTCAgIQHh4OOLj43nFXhZzc3OF5RcvXsDGxgYpKSkqdTVdUazN0qVLsWjRIhw+fBjNmjUrZ5SEEELnPHnT09PD9OnTMXPmTLx69apKY5FIJBg8eDCmTZvGlTVs2BAlJSXcOUOZ8+fPAwCcnZ3V9tWmTRv0798fkZGRKuv+/vtvjB07Ft988w2aN2+OxMREJCUlvdFVvrpwd3fH48ePYWBgwP3BIHvVrFmTq3f//n1kZmZyyydPnoSenh4aNmzIlS1ZsgTz58/H/v370apVqwqNmxDy4aPkWQ4DBw6Evr4+fvjhB67s+fPnePz4scIrPz+/wmMJCwvDrl27cPbsWQCAq6srunXrhtDQUBw5cgR37tzB/v378eWXX2Lw4MFaL/JZsGABfv/9d2RkZCiUjx49Gi4uLvjqq68AvE60ERERGD16tMJVrVeuXEFaWhqePn2KnJwcpKWlqSRxPry9vdGuXTv07dsXBw8exN27d5GamooZM2Zw8wUAExMTBAUF4eLFizh69CgmTJiAQYMGcYdsFy9ejK+//hrx8fFwcHDgPp8XL16UOzZCyMeNkmc5GBgYYNy4cViyZAmXIENCQmBjY6PwWrVqVYXH0rhxY3Tr1g2zZs3iyjZt2oTOnTvj888/h6urKyZMmIA+ffqoPFBBmbOzM0JDQxUeAJGUlITDhw8jISFB4TDw3LlzYWlpifDwcK6sR48eaNGiBXbt2oWUlBS0aNECLVq0KPfcBAIB9u7di06dOiEkJATOzs747LPPcO/ePdSuXZur5+TkhP79+6NHjx7o1q0bmjVrhh9//JFbHxMTg6KiIgwYMEDh89F2fyshhGhD5zzLkJiYqLY8MjKSO8TJGNPah6enp8Y6d+/e1TkWTXX379+vsGxpaYmVK1di5cqVGvtycHBQG1NsbCxiY2O55eHDh2P48OEq9YyMjPDXX3/pFJ8u5syZwz3VSJ6FhQW+++47fPfdd1rbf/HFF/jiiy/UrnuTuAghRB3a8ySEEEJ4ouT5jli3bh2EQqHal6ura1WH98ZcXV01zm/dunVVHR4hhPBCh23fEb1790bbtm3VrjM0NKzkaN6+vXv3ori4WO06+fOXfGk63EsIIRWJkuc7wsLCotL+iWtVsLe3r+oQCCHkraHDtoQQQghPlDwJIYQQnih5EkIIITxR8iSEEEJ4ouRJCCGE8ETJkxBCCOGJkichhBDCEyVPQgghhCdKnoQQQghPlDwJIYQQnih5EkIIITxR8iSEEEJ4ouRJCCGE8ET/VYUQHTHGAAC5ubkV0n/ByxcqfcvK1K1T115GXV3lPrT1qWmdrn3Ix60ck7Y+1K1T11aX7SFfv7ggXyEeXeYGgGtXVj1169S1LUupXJzqtomu8y4rNnWK1Yytra22+Wn6nDQty3+fyMjPWV18yp+l7Kvs57SiCVhljUTIe+7hw4eQSCRVHQYhRIsHDx6gbt26FT4OJU9CdCSVSpGZmQkLCwsIBIKqDocQIocxhry8PNja2kJPr+LPSFLyJIQQQniiC4YIIYQQnih5EkIIITzR1baE6IjOeRLy7qrsc56UPAnRUWZmJl1tS8g7rrKutqXkSYiOLCwsALz+4RSJRFUcjarF+68BAKb6NtK4XtO68o431bdRufrV1Ea5/G32rc2A1anYMsZDpT2feGR9dFr8O/6c2kWnOOTHlS0DUCiTH1fbdjtz96lKO+WYlceTrQegMGfZsvy4MpqWtX2VH1t5nXxMsvcDVqeitYOVQlya4pXJzc2FRCLhfk4rGiVPQnQkO1QrEoneyeRpYiYEAI2xmZgJ32rcsv7K06+mNsrlb7NvbQxNzLk28u35xCPrQ/+/r7rEIT+ubBlQ/QzL2tYmZkIYmhSWuU2Vx5Otlx9Tfll+XBlNy9q+yo+tvE4+Jtl7QxNzjd/PZX2fV9YpFbpg6D3n6emJr776qqrDIISQjwolzyoSHBwMgUCARYsWKZRv3769Si5GYYxh6dKlcHZ2hrGxMerUqYMFCxbo1DYxMRECgQACgQB6enqwsbHB4MGDcf/+fYV6Dg4OWLFihUr7OXPmwM3NjVvWddvExMTA0tISDx48UKg3fvx4ODs74+XLlwCArVu3olu3bqhRowYEAgHS0tJ0mhchhGhCybMKmZiYYPHixXj27FlVh4KwsDCsWbMGS5cuxbVr17Bz5060adNG5/YikQhZWVl49OgRfvvtN2RkZGDgwIHljkeXbTNmzBi0adMGI0aM4MqOHDmCmJgYJCYmwszMDACQn5+PDh06YPHixeWOhxBC5FHyrELe3t4Qi8WIiopSu/7JkycICAhAnTp1YGZmhqZNm2LDhg1a+3RwcMA333yD4cOHQygUwt7eHjt37sQ///yDPn36QCgUolmzZjh79izX5urVq4iJicGOHTvQu3dvODo6omXLlujatavOcxEIBBCLxbCxsYGHhwdGjBiB06dPl/sh1mVtG9mYcXFxOHXqFFavXo3c3FyEhoZi4sSJ8PD4/4sihg0bhlmzZsHb27tcsRBCiDJKnlVIX18fCxcuxKpVq/Dw4UOV9QUFBWjZsiX27NmD9PR0jB49GsOGDcPp06e19hsdHY327dvjwoUL8PPzw7BhwzB8+HAEBgbi/PnzqF+/PoYPH87994Fdu3ahXr162L17NxwdHeHg4ICRI0fi6dOn5ZpXdnY2tm3bBn19fejr65erj7K2jYxEIsGKFSsQERGBwMBACIVCzJ8/v1xjEkKIrih5VrF+/frBzc0Ns2fPVllXp04dTJ48GW5ubqhXrx7Gjx8PX19f/Prrr1r77NGjBz7//HM0aNAAs2bNQm5uLlq3bo2BAwfC2dkZU6dOxdWrV/H3338DAG7fvo179+5h8+bNSEpKQmJiIs6dO4cBAwboPI+cnBwIhUKYm5ujdu3aSE5OxtixY2Fubs5vg8jRtm3khYSEoEmTJti1axcSEhJgbGxc7jEJIUQXlDzfAYsXL8batWtx9epVhfLS0lLMnz8fTZs2hZWVFYRCIQ4cOKByIY6yZs2ace9r164NAGjatKlKWXZ2NoDXT84pLCxEUlISOnbsCE9PT8TFxSE5ORkZGRk6zcHCwgJpaWk4e/Ysli1bBnd3d50vONJG07aRd/HiRZw/fx5mZmY4evToG49JCCFloeT5DujUqRN8fHwwbdo0hfJvv/0WK1euxNSpU5GcnIy0tDT4+PigqKhIa3+Ghobce9nVqerKpFIpAMDGxgYGBgZwdnbm6ri4uABAmYlaRk9PD05OTnBxccHEiRPxySef4IsvvlCoIxKJkJOTo9L2+fPnqFatmtp+NW0bmaKiIgwfPhxDhw7Fjz/+iJkzZ+qc8AkhpLzoIQnviEWLFsHNzQ0NGzbkyo4fP44+ffogMDAQwOtkd/36dTRu3Pitjt2+fXuUlJTg1q1bqF+/PgDg+vXrAAB7e/ty9RkZGYn69esjPDwc7u7uAICGDRvi3LlzKnXPnz+vMG9l6raNzLx58/D06VNER0ejWrVq+O233xASEoJjx45VyvMtCSEfJ/rt8o5o2rQphg4diu+++44ra9CgAQ4dOoTU1FRcvXoVn3/+OXee8m3y9vaGu7s7QkNDceHCBZw7dw6ff/45unbtqrA3yodEIkG/fv0wa9Ysriw8PBx79uzBggULcPXqVaSnp2PGjBk4ceIEwsLCNPalbtsAwJkzZ7B48WLExcVxe66xsbHIyMhAdHQ0V+/p06dIS0vDlStXAAAZGRlIS0vD48ePyzU3Qgih5PkOmTdvHncoFQBmzpwJd3d3+Pj4wNPTE2KxGH379n3r4+rp6WHXrl2oWbMmOnXqBD8/P7i4uGDjxo1v1K8sWcquDvbw8MC+ffuwb98+tG/fHp6enkhNTcWRI0fQpEkTrX0pb5vCwkIEBQUhJCQE3bp148ptbGywatUqhcO3O3fuRIsWLeDn5wcA+Oyzz9CiRQusXr36jeZHCPl40WHbKpKYmKhS5uDggMLCQm7ZysoK27dv19pPSkqKwvLdu3dV6shuSZEfR7nM1tYWv/32m9axNAkODkZwcLBK+SeffKIyTrdu3RSSnTq6bBtjY2NuT1LZkCFDMGTIkDLjI4SQ8qI9T0IIIYQnSp6kTK6urhAKhWpf69atq+rwCCGk0tFhW1KmvXv3ori4WO062T2jhBDyMaHkScpU3ttVCCHkQ0WHbQkhhBCeKHkSQgghPFHyJIQQQnii5EkIIYTwRMmTEEII4YmSJyGEEMITJU9CCCGEJ0qehBBCCE+UPAkhhBCeKHkSQgghPFHyJIQQQnii5EkIIYTwRMmTEEII4Yn+qwohOmKMAQByc3OrOBL1Cl6+AKA5voKXL95q7LL+ytOvpjbK5W+zb22KC/K5NvLt+cQj66P0v6+6xCE/rmwZUP0My9rWBS9fqPSlLmZ1dZS/b+SX5ceV0bSs7av82Mrr5GOSvS8uyEfBS2ON20JduWxZ9nNa0QSsskYi5D338OFDSCSSqg6DEKLFrVu3UK9evQofh5InITqSSqXIyMhA48aN8eDBA4hEoqoOqcLk5uZCIpF80PP8GOYIfDzzzMnJgZ2dHZ49ewZLS8sKH48O2xKiIz09PdSpUwcAIBKJPuhfRDIfwzw/hjkCH8889fQq51IeumCIEEII4YmSJyGEEMITJU9CeDA2Nsbs2bNhbGxc1aFUqI9hnh/DHAGaZ0WhC4YIIYQQnmjPkxBCCOGJkichhBDCEyVPQgghhCdKnoQQQghPlDwJ0dEPP/wABwcHmJiYoG3btjh9+nRVh6SzqKgotG7dGhYWFrC2tkbfvn2RkZGhUMfT0xMCgUDhNWbMGIU69+/fh5+fH8zMzGBtbY2IiAiUlJRU5lS0mjNnjsocGjVqxK0vKCjA2LFjUaNGDQiFQvj7++Pvv/9W6ONdnyMAODg4qMxTIBBg7NixAN7fz/LPP/9Er169YGtrC4FAgO3btyusZ4xh1qxZsLGxgampKby9vXHjxg2FOk+fPsXQoUMhEolgaWmJESNG4MWLFwp1Ll26hI4dO8LExAQSiQRLlizhHywjhJRp48aNzMjIiMXHx7PLly+zUaNGMUtLS/b3339XdWg68fHxYQkJCSw9PZ2lpaWxHj16MDs7O/bixQuuTufOndmoUaNYVlYW98rJyeHWl5SUsCZNmjBvb2924cIFtnfvXlazZk02bdq0qpiSWrNnz2aurq4Kc/jnn3+49WPGjGESiYQdOXKEnT17ln3yySfMw8ODW/8+zJExxrKzsxXmeOjQIQaAJScnM8be389y7969bMaMGWzr1q0MANu2bZvC+kWLFrFq1aqx7du3s4sXL7LevXszR0dH9urVK66Or68va968OTt58iQ7evQoc3JyYgEBAdz6nJwcVrt2bTZ06FCWnp7ONmzYwExNTVlsbCyvWCl5EqKDNm3asLFjx3LLpaWlzNbWlkVFRVVhVOWXnZ3NALA//viDK+vcuTMLCwvT2Gbv3r1MT0+PPX78mCuLiYlhIpGIFRYWVmS4Ops9ezZr3ry52nXPnz9nhoaGbPPmzVzZ1atXGQB24sQJxtj7MUd1wsLCWP369ZlUKmWMfRifpXLylEqlTCwWs2+//ZYre/78OTM2NmYbNmxgjDF25coVBoCdOXOGq7Nv3z4mEAjYo0ePGGOM/fjjj6x69eoK85w6dSpr2LAhr/josC0hZSgqKsK5c+fg7e3Nlenp6cHb2xsnTpyowsjKLycnBwBgZWWlUL5u3TrUrFkTTZo0wbRp0/Dy5Utu3YkTJ9C0aVPUrl2bK/Px8UFubi4uX75cOYHr4MaNG7C1tUW9evUwdOhQ3L9/HwBw7tw5FBcXK3yOjRo1gp2dHfc5vi9zlFdUVIRffvkFoaGhEAgEXPmH8FnKu3PnDh4/fqzw+VWrVg1t27ZV+PwsLS3RqlUrro63tzf09PRw6tQprk6nTp1gZGTE1fHx8UFGRgaePXumczz0YHhCyvDvv/+itLRU4RcNANSuXRvXrl2roqjKTyqV4quvvkL79u3RpEkTrnzIkCGwt7eHra0tLl26hKlTpyIjIwNbt24FADx+/FjtNpCtexe0bdsWiYmJaNiwIbKysjB37lx07NgR6enpePz4MYyMjFT+40bt2rW5+N+HOSrbvn07nj9/juDgYK7sQ/gslcniUhe3/OdnbW2tsN7AwABWVlYKdRwdHVX6kK2rXr26TvFQ8iTkIzN27Fikp6fj2LFjCuWjR4/m3jdt2hQ2Njb49NNPcevWLdSvX7+ywyyX7t27c++bNWuGtm3bwt7eHr/++itMTU2rMLKKExcXh+7du8PW1pYr+xA+y3cdHbYlpAw1a9aEvr6+ylWZf//9N8RicRVFVT7jxo3D7t27kZycjLp162qt27ZtWwDAzZs3AQBisVjtNpCtexdZWlrC2dkZN2/ehFgsRlFREZ4/f65QR/5zfN/meO/ePRw+fBgjR47UWu9D+CxlcWn7ORSLxcjOzlZYX1JSgqdPn771z5iSJyFlMDIyQsuWLXHkyBGuTCqV4siRI2jXrl0VRqY7xhjGjRuHbdu24ffff1c5bKVOWloaAMDGxgYA0K5dO/z1118Kv5wOHToEkUiExo0bV0jcb+rFixe4desWbGxs0LJlSxgaGip8jhkZGbh//z73Ob5vc0xISIC1tTX8/Py01vsQPktHR0eIxWKFzy83NxenTp1S+PyeP3+Oc+fOcXV+//13SKVS7g+Idu3a4c8//0RxcTFX59ChQ2jYsKHOh2wB0K0qhOhi48aNzNjYmCUmJrIrV66w0aNHM0tLS4WrFd9lX3zxBatWrRpLSUlRuH3h5cuXjDHGbt68yebNm8fOnj3L7ty5w3bs2MHq1avHOnXqxPUhu72hW7duLC0tje3fv5/VqlWrym9vkDdp0iSWkpLC7ty5w44fP868vb1ZzZo1WXZ2NmPs9a0qdnZ27Pfff2dnz55l7dq1Y+3atePavw9zlCktLWV2dnZs6tSpCuXv82eZl5fHLly4wC5cuMAAsOXLl7MLFy6we/fuMcZe36piaWnJduzYwS5dusT69Omj9laVFi1asFOnTrFjx46xBg0aKNyq8vz5c1a7dm02bNgwlp6ezjZu3MjMzMzoVhVCKsqqVauYnZ0dMzIyYm3atGEnT56s6pB0BkDtKyEhgTHG2P3791mnTp2YlZUVMzY2Zk5OTiwiIkLh3kDGGLt79y7r3r07MzU1ZTVr1mSTJk1ixcXFVTAj9QYPHsxsbGyYkZERq1OnDhs8eDC7efMmt/7Vq1fsyy+/ZNWrV2dmZmasX79+LCsrS6GPd32OMgcOHGAAWEZGhkL5+/xZJicnq/0+DQoKYoy9vl3l66+/ZrVr12bGxsbs008/VZn/kydPWEBAABMKhUwkErGQkBCWl5enUOfixYusQ4cOzNjYmNWpU4ctWrSId6z0L8kIIYQQnuicJyGEEMITJU9CCCGEJ0qehBBCCE+UPAkhhBCeKHkSQgghPFHyJIQQQnii5EkIIYTwRMmTkA+YQCDA9u3bueVr167hk08+gYmJCdzc3DSWvWsSExNV/htKWRwcHLBixYo3Gvfx48fo2rUrzM3NufHVlSlv57KUZz5VLSUlBQKBQOXZwB8rSp6EvGeCg4MhEAggEAhgaGiI2rVro2vXroiPj4dUKlWom5WVpfCfRmbPng1zc3NkZGRwzwhVV1aV1CW9wYMH4/r165UeS3R0NLKyspCWlsaNr65MeTuXRXk+c+bMeWf/cCHqUfIk5D3k6+uLrKws3L17F/v27YOXlxfCwsLQs2dPlJSUcPXEYjGMjY255Vu3bqFDhw6wt7dHjRo1NJbxVVRU9GYTKoOpqanK/2msDLdu3ULLli3RoEEDbnx1ZcrbuSyVNZ/S0lKVP6jIW1LORxASQqpIUFAQ69Onj0r5kSNHGAD2888/c2UA2LZt27j38q/Zs2erLWPs9fNRBw4cyKpVq8aqV6/Oevfuze7cuaMSwzfffMNsbGyYg4MDr3bffvstE4vFzMrKin355ZesqKiIMcZY586dVWJijLGEhARWrVo1rp+bN2+y3r17M2tra2Zubs5atWrFDh06pLA97O3tWXR0tMbtePr0aebt7c1q1KjBRCIR69SpEzt37pxCeyg9X1VdmfJ2vnPnDgPAfvvtN+bp6clMTU1Zs2bNWGpqKte3/HwSEhLUPnM4JCSE+fn5KcRcVFTEatWqxdasWaN2TrJ+d+zYwVxcXJi+vj67c+dOmXOVzeHnn39mffv2ZaampszJyYnt2LGDWy977uyzZ88YY4zl5+czX19f5uHhwZV9TGjPk5APRJcuXdC8eXNs3bpV7fqsrCy4urpi0qRJyMrKwuTJk9WWFRcXw8fHBxYWFjh69CiOHz8OoVAIX19fhT3MI0eOICMjA4cOHcLu3bt1bpecnIxbt24hOTkZa9euRWJiIhITEwEAW7duRd26dTFv3jxkZWUhKytL7VxevHiBHj164MiRI7hw4QJ8fX3Rq1cv3L9/X+ftlZeXh6CgIBw7dgwnT55EgwYN0KNHD+Tl5QEAzpw5A19fXwwaNAhZWVlYuXKl2jJNZsyYgcmTJyMtLQ3Ozs4ICAhQOCogM3jwYEyaNAmurq7cnAcPHoyRI0di//79Cttg9+7dePnyJQYPHqxx3JcvX2Lx4sVYs2YNLl++DGtr6zLnKjN37lwMGjQIly5dQo8ePTB06FA8ffpUZYznz5+ja9eukEqlOHTo0Ht3/vatqOrsTQjhR9OeJ2Ov/6uIi4sLtwy5PSLGGGvevDm3d6mp7H//+x9r2LAhk0qlXFlhYSEzNTVlBw4c4GKoXbs2Kyws5N3O3t6elZSUcHUGDhzIBg8ezC2r22NU3vNUx9XVla1atUprP9qUlpYyCwsLtmvXLq6sT58+3N6ltjKo2fOU3zu8fPkyA8CuXr2qdj6zZ89mzZs3V4mpcePGbPHixdxyr169WHBwsMY5yPZi09LSeM8VAJs5cya3/OLFCwaA7du3jzH2/3ueV69eZc2aNWP+/v4Kn//HhvY8CfmAMMYgEAjeqI+LFy/i5s2bsLCwgFAohFAohJWVFQoKCnDr1i2uXtOmTWFkZMS7naurK/T19bllGxsbhX/KrIsXL15g8uTJcHFxgaWlJYRCIa5evcprz/Pvv//GqFGj0KBBA1SrVg0ikQgvXrzg1Yc2zZo1497L/gk133mOHDkSCQkJXLz79u1DaGio1jZGRkYKY8va6jJX+Xbm5uYQiUQqMXft2hVOTk7YtGmTwuf/sTGo6gAIIW/P1atX4ejo+EZ9vHjxAi1btsS6detU1tWqVYt7b25uXq52hoaGCusEAgHvi1omT56MQ4cOYenSpXBycoKpqSkGDBjA68KloKAgPHnyBCtXroS9vT2MjY3Rrl27t3bxk/w8ZX/Q8J3n8OHDERkZiRMnTiA1NRWOjo7o2LGj1jampqYqf0DpOlddPhs/Pz/89ttvuHLlCpo2bcprPh8SSp6EfCB+//13/PXXXwgPD3+jftzd3bFp0yZYW1tDJBJVeDtlRkZGKC0t1Vrn+PHjCA4ORr9+/QC8Ttx3797lNc7x48fx448/okePHgCABw8e4N9//y1XzG9K05xr1KiBvn37IiEhASdOnEBISEi5+n+bc120aBGEQiE+/fRTpKSkoHHjxuXq531Hh20JeQ8VFhbi8ePHePToEc6fP4+FCxeiT58+6NmzJ4YPH/5GfQ8dOhQ1a9ZEnz59cPToUdy5cwcpKSmYMGECHj58+NbbKXNwcMCff/6JR48eafwF36BBA2zduhVpaWm4ePEihgwZwnuvrkGDBvjf//6Hq1ev4tSpUxg6dChMTU159fG2ODg44M6dO0hLS8O///6LwsJCbt3IkSOxdu1aXL16FUFBQeXq/23PdenSpRg6dCi6dOmCa9eulbuf9xklT0LeQ/v374eNjQ0cHBzg6+uL5ORkfPfdd9ixY4fC+cTyMDMzw59//gk7Ozv0798fLi4uGDFiBAoKCrTuUZa3nbJ58+bh7t27qF+/vsLhXnnLly9H9erV4eHhgV69esHHxwfu7u685hkXF4dnz57B3d0dw4YNw4QJE6rkXlIA8Pf3h6+vL7y8vFCrVi1s2LCBW+ft7Q0bGxv4+PjA1ta2XP1XxFyjo6MxaNAgdOnSpUoeYFHVBIwxVtVBEEIIUe/FixeoU6cOEhIS0L9//6oOh/yHznkSQsg7SCqV4t9//8WyZctgaWmJ3r17V3VIRA4lT0IIeQfdv38fjo6OqFu3LhITE2FgQL+u3yV02JYQQgjhiS4YIoQQQnii5EkIIYTwRMmTEEII4YmSJyGEEMITJU9CCCGEJ0qehBBCCE+UPAkhhBCeKHkSQgghPFHyJIQQQnj6P9CArZ5IvBWSAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 300x500 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmer_pattern = lambda x: x.str.contains('TGCGGTGG')\n",
    "title = 'K-mers containing TGCGGTGG'\n",
    "create_kmer_rank_distribution_rugplot(model_diff_affinity_motifs_df, kmer_pattern, \n",
    "                                      fusion_ER_models, title, linewidth=0.4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "7a74db00",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T22:22:33.974385Z",
     "start_time": "2026-04-27T22:22:33.478131Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from '/oak/stanford/groups/akundaje/shouvikm/miniconda3/envs/bpnet/lib/python3.7/site-packages/matplotlib/pyplot.py'>"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5CiHEeQoLC+Orr77i1VdfxW63Exsby6JFixg6dGhNhyaqmZy2FUIIIQIkt6oIIYQQAZLkKYQQQgRIkqcQQggRIEmeQgghRIAkeQohhBABkuQphBBCBEiSpxBCCBEgSZ5CCCFEgCR5CiGEEAGS5CmEEEIESJKnEEIIESBJnkIIIUSAJHkKIYQQAZLkKYQQQgRIkqcQQggRIEmeQgghRIAkeQohhBABkuQphBBCBCi4pgMQ4s+itLSU7OxsrFYrOp2upsMRQmh4PB7sdjvR0dEEBVX/+0JJnkJUUXZ2NjExMTUdhhDiLI4ePUqjRo2qfRxJnkJUkdVqBcp+OG0221nrFh054vM6pHFjtSykcWO13LHjC1z796OPiMBQvz6GqEh1e9GRIzj3fE3JiRMA6CMiMLVvV2lfRUeO4M75BUNUpM+4AKfXrqPkxAms1/QuF6u2v4q2+fcP+IwBqOX+26oyb2VOShlAWHy8Tz/KvJx7vqbo4MGy9QgPV+dj/3iz2ldlcblzc33WWBlPGUsZQ9nmzs1V25rat8Od8wuu/fspOX1aHVspg7L9o2WoX99nXJ+4cnN99quhfn11PGUsZS2de77+fR8cPIg+PJyw+Piyddy+XY1FOVa0cSjjuvbvp+jo0bLxrFZC4uJ84lH61UdEqHEplPi0+8adm0tBVhZ6788EQEhcnDoP5Vjzj11RYrcDYExIUOM0REVi/3gzBd5xjPHxPnPRzt2dm0vRwYOU2O2EeP+gdRqNtBkzWv05rW6SPEW12LJlC7179+bUqVOEh4fXdDh/COVUrc1mO3fy9PsBDrHZ1LIQTVu92YzBaCTYZMJgNmOwWtXtRVYrwSYTxU4nAMEmEybv9or6KrJacefZMWh/oXm3l3r7sVXwi0XbX0Xb/PsHfMYA1HL/bVWZtzInpQzA6F0Lbf8G73oUhoWV9WE0/j4fTV+VxeX2W2NlPGUsZQxlm9tkUtualO1GIyUulzq2UgZl+0fLYDb7jOsTl99+NWjGM/mts7bfwrAw9N6YAYK8r22aY0VbXxnXYDRSFBpatm5hYYT6xar0qz3eFOqxqdk3bpOJ4NBQ9N59ARCqmYdyrPnHrigpKiqbq3e7sl8wGgn2xmn0xlPR3N3e46CkqIgQb1x6b92L9ZGKXDAkKpSSkoJOp0On02EwGIiNjWXixIm4XK6LMn5mZmalSVen07F69Wqf18qjVq1adO/enY8//tinzbFjxwgJCaFNmzbVGLUQ4u9CkqeoVL9+/cjJyeHQoUPMnz+ftLQ0pk2bVtNhVSgjI4OcnBw+++wz6taty4ABAzh06JC6PTMzkyFDhpCXl8eOHTtqMFIhxF+BJE9RqdDQUCIjI4mJiWHgwIEkJiayceNGoOzK09mzZxMbG4vRaKR9+/asXLmyXB+7du2iU6dOmEwmunXrxoEDB6ol1vDwcCIjI2nTpg2LFi2ioKBAjdXj8ZCRkcGdd97JHXfcQXp6erXEIIT4+5DkKapk7969bNu2jZCQEABmz57NsmXLWLx4Md9++y3jxo0jOTmZTz75xKfdY489xrx589i5cyfBwcGMHDmy2mM1ej8DKfJ+rrJ582acTieJiYkkJyezYsUKHA5HtcchhPjrkguGRKXWrVuHxWKhuLiYwsJCgoKC+Ne//kVhYSGzZs1i06ZNdO3aFYBmzZrx6aefkpaWRs+ePdU+Zs6cqb6eNGkS/fv3x+VyEaa5eKAyZ86cwWKxBBSz0+nk8ccfR6/Xq+Omp6dz++23o9fradOmDc2aNeOtt94iJSUloL6FEEIhyVNUqnfv3ixatAiHw8H8+fMJDg5m0KBBfPvttzidTvr06eNTv6ioiA4dOviUtWv3+60DUVFRAOTm5tJYc9tCZaxWK7t37y5Xftlll5UrGzp0KHq9noKCAurVq0d6ejrt2rXj9OnTrFq1ik8//VStm5ycTHp6uiRPIcR5k+QpKmU2m2nevDkAS5YsoX379qSnp6tXrK5fv56GDRv6tAn1XmauMBgM6nPlEvLS0tIqjR8UFKSOfy7z588nMTGRWrVqUa9ePbX8tddew+Vy0aVLF7XM4/FQWlrK999/T4sWLarUvxBCaEnyFFUSFBTElClTeOSRR/j+++8JDQ3lyJEjPqdoa1JkZGSFiTY9PZ1//vOf5d5l3nfffSxZsoQ5c+ZcpAiFEH8lkjxFlQ0ePJgJEyaQlpbG+PHjGTduHKWlpVx11VWcOXOGzz77DJvNxogRI2o6VACysrLYvXs3y5cv5/LLL/fZNnToUKZPn87TTz9NcLD8GAghAiO/NUSVBQcH88ADD/DMM8/w008/Ua9ePWbPns2hQ4cIDw+nY8eOTJkypabDVKWnp9OqVatyiRPg5ptv5oEHHuC9997jxhtvrIHohBB/ZpI8RYUyMzMrLJ80aRKTJk0CYOzYsYwdO7bCer169cLj8fiUJSQklCurTEpKSqUX9Pj3UVmfCxcurLT/yMhISkpKqhSLEEL4k/s8hRBCiABJ8hQ1onXr1lgslgofy5cvr+nwhBDirOS0ragR7733Hm63u8JtDRo0uMjRCCFEYCR5ihrRpEmTmg5BCCHOm5y2FUIIIQIkyVMIIYQIkCRPIYQQIkCSPIUQQogASfIUQgghAiTJUwghhAiQJE8hhBAiQJI8hRBCiABJ8hRCCCECJMlTCCGECJAkTyGEECJAkjyFEEKIAEnyFEIIIQIk/6uKEFXk8XgAyMvLO2fdIrvd53VIXp5aFqJp73A4cBUUoHc6MTgcGOx2dXuR3Y7T6aSkoAAAvdNJsXd7RX0V2e24vX1oxwXIU/rxi8s/toq2+fcP+IwBqOX+26oyb2VOSpnSn7Yf5bXT6aTI5SpbD8187Jq+KovL7bfGynhK326/bW6nU21b7N3uKiigxOVSx3ZrYtZr6gMYvGMr4/rE5bdfDZrxiv3W2anpt8g7trLdoYlFOVa0cSjjugoKKCosLBvP5aLQL1alX70mLoUSn3bfuJ1OCgoL0Xv3BUChZh4lmpi0YyhKvLEUe7cr+8VeUECBss1vLtq5u73HQUlhISHeuJSays9pdZPkKUQV2b2/mGNiYmo4EiFEZex2O7Vq1ar2cXSei5WmhfiTKy0tJTs7G6vVik6nq+lwhBAaHo8Hu91OdHQ0QUHV/4mkJE8hhBAiQHLBkBBCCBEgSZ5CCCFEgCR5CiGEEAGSq22FqCK5YEiIS9fFvmBIkqcQVZSdnS23qQhxiTt69CiNGjWq9nEkeQpRRVarFSj74bTZbBXWKTpyBHfOLxiiItUyd84vAJi7dFbrAIQ0buzzWqnrzs0FwFC/vk/fhqhIQho3VusrdU3t2/mU+/djat9OLdeOqcSptHXu+dqnvnPP1xjq18cQFYn9481la3BNb0IaN8ax44sK56+MGX7DAJ94lLGVcZR+nXu+puTECQD0ERFquTIHJT6A02vXUXTwICFxcRjq18edm6uukbIO2nb2jzdTdPQoITExhMXHq+MpY7hzfsG1fz8AYfHxapxKmT4iQl0PJU6lH2WfKrGGNG6sxmfu2tVn7ZV9ocSuLSs5cUKdt2v/fkpOn1brKGPqIyJ86inttGumPUZ89oc3TmWtzF06q/tee5z5x+Lfn3ZfnF67Th2/5PRp9OHhan19RARFBw9SYrer627u0hnHji9wbN+OPjycsPh43Lm5FGRlobdaCYmLKze/ooMHKcrJodTpVOMpyc9Hb7GUjWO1Yu7a1eeYszudtBkzWv05rW6SPEW12rJlC7179+bUqVOEa37I/oyUU7U2m63y5Gm14s6zY9D8ALvzyr5cwextU+TdFuL3WqnrNpkAMJjNPn0brFZCbDa1vlLX5Ffu349JU64dU4lTaRvsVz/YZMJgNpfNxWgsm7u3vt4vNnVcbx82v3iUsZVxlH6DTSb1W2Z8xvPOQYkPoNRkojAsjFBvPbf3X2Vck187jEaKQkMJMRoxasZTxnDn2TF452XUzEcp066HEqdR01bZJ8rclPgs3tiUtsq+UGLXlhU7nb/HZDRS4nKpdYI127X13BWsmfYY8dkf3jiVtTJ794H/ceYfi39/2n1Rqhm/xOVC710vJZ7CsDBKiorUdTd7j5egsDD03jK3yURwaCh675r4z68wLIyi0FBKi4sxhIaWjeV2o/c+13vXWXvMKS7WRypywZA4q5SUFHQ6HTqdDoPBQGxsLBMnTsSl+aqt6pSZmamOHxQURKNGjUhNTSXX+9emYvbs2ej1ep599tlyfZSUlDBnzhwuv/xyjEYjderUoUuXLrz66qsXZQ5CiL8eeecpzqlfv35kZGTgdrvZtWsXI0aMQKfTMXfu3Isyvs1m48CBA5SWlrJnzx5SU1PJzs7mgw8+UOssWbKEiRMnsmTJEiZMmODT/qmnniItLY1//etfdOrUiby8PHbu3MmpU6cuSvxCiL8eeecpzik0NJTIyEhiYmIYOHAgiYmJbNy4ESi7AnX27NnExsZiNBpp3749K1euLNfHrl276NSpEyaTiW7dunHgwIEqj6/T6YiMjCQ6OprrrruOhx56iE2bNlHg/ULoTz75hIKCAqZPn05eXh7btm3zab9mzRruu+8+Bg8eTGxsLO3bt2fUqFGMHz/+AlZFCPF3JslTBGTv3r1s27aNkJAQoOx06bJly1i8eDHffvst48aNIzk5mU8++cSn3WOPPca8efPYuXMnwcHBjBw58rxjMBqNlJaWUlxcDEB6ejpDhw7FYDAwdOhQ0tPTfepHRkby8ccf89tvv533mEIIoSWnbcU5rVu3DovFQnFxMYWFhQQFBfGvf/2LwsJCZs2axaZNm+jqvfKtWbNmfPrpp6SlpdGzZ0+1j5kzZ6qvJ02aRP/+/XG5XISFhQUUyw8//MDixYvp1KkTVquVvLw8Vq5cyfbt2wFITk7m6quvZsGCBVi8V+Y9//zz3HrrrURGRtK6dWu6devGTTfdxHXXXfdHLI8Q4m9I3nmKc+rduzdZWVns2LGDESNGkJqayqBBg/jxxx9xOp306dMHi8WiPpYtW8bBgwd9+mjX7vfbJaKiogDKXfRTmTNnzmCxWDCZTLRs2ZIGDRqwfPlyAF5//XXi4uJo3749AAkJCTRp0oQ33nhDbd+qVSv27t3L559/zsiRI8nNzeWGG27grrvuuqB1EUL8fck7T3FOZrOZ5s2bA2UX5rRv35709HTatGkDwPr162nYsKFPm1DvJeUKg8GgPlcuJS8tLa3S+Farld27dxMUFERUVBRGzaXx6enpfPvttwQH/34ol5aWsmTJEkaNGqWWBQUFceWVV3LllVfy8MMP85///Ic777yTxx57jNjY2CrFIYQQCkmeIiBBQUFMmTKFRx55hO+//57Q0FCOHDnic4q2OsZUkrfWN998w86dO9myZQt16tRRy0+ePEmvXr347rvvuPzyyyvss1WrVgA4HI7qCVoI8ZcmyVMEbPDgwUyYMIG0tDTGjx/PuHHjKC0t5aqrruLMmTN89tln2Gw2RowYUa1xpKen07lzZ3r06FFu25VXXkl6ejrPPvsst956K927d6dbt25ERkby008/MXnyZFq0aFFpchVCiLORzzxFwIKDg3nggQd45plnmDx5Mk888QSzZ88mPj6efv36sX79+mo/FVpUVMR//vMfBg0aVOH2QYMGsWzZMtxuN0lJSaxdu5YbbriBFi1aMGLECC6//HI+/PBDn9O9QghRVfKbQ5xVZmZmheWTJk1i0qRJAIwdO5axY8dWWK9Xr154PB6fsoSEhHJllUlJSSElJaVceUhICP/73/8qbTdx4kQmTpwIwOjRoxk9enSVxhNCiKqQd55CCCFEgCR5ihrVunVrn9tctA/ldhQhhLjUyGlbUaPee+893G53hdsaNGhwkaMRQoiqkeQpalSTJk1qOgQhhAiYnLYVQgghAiTJUwghhAiQJE8hhBAiQJI8hRBCiABJ8hRCCCECJMlTCCGECJAkTyGEECJAkjyFEEKIAEnyFEIIIQIkyVMIIYQIkCRPIYQQIkCSPIUQQogASfIUQgghAiTJUwghhAiQ/JdkQlSRx+MBIC8vr9I6RXY7bocDg92ulrkdDgBKvO2KvNtC/F4rdd1OJwAGbzuFwW4nJC9Pra/ULfYr9++nWFOuHVOJU2nr9KvvdDoxeOvYCwrKOvDWd/jFpo7r7SPILx5lbGUcpV+n00mJt2+9plyZgxIfQJ7TSZHLRaG3ntv7rzJusV87e0EBRYWFhBQUqGXasd0OBy7v2G7NfFyaeJT1UOJ0a9oq+0SZmxJfqd/aK/tCiV1bVlJQoM7bVVBAiaaOU7NdW89dwZppjxGf/aFZH4PDQYl3H/gfZ/6x+Pen3Rd5mvFLXC70yrHhjafI5aJEs+4l3uPF4a2rjF1QWIjeO1//+RW5XBQVFlJaVIShsLBsrMJC9AZD2TjeddYec3bvv8rPaXWT5ClEFdm9v0hiYmJqOBIhRGXsdju1atWq9nF0nouVpoX4kystLSU7Oxur1YpOp6vpcIQQGh6PB7vdTnR0NEFB1f+JpCRPIYQQIkBywZAQQggRIEmeQgghRIDkgiEhqkg+8xTi0nWxP/OU5ClEFWVnZ8uVtkJc4o4ePUqjRo2qfRxJnkJUkdVqBeDQ9u1EtGrls63oyBGf1yGNG/u8duz4AgBzl84UHTmCO+cXAAxRkQC4c37BEBWplpu7dFb79a/r3PM1hvr1feq7c3MpOXGCsPh4n3LluTs3t+x1Be2KDh4kJC4OU/t2anlF4wG49u9Xx3Du+VqtW3LiBPqICLV/ZU7afpR1UdZCW+7c87VPHPaPN6v9ufbvRx8RQcmJEwCExcer8zG1b+ezfiGNG6v7wp3zi9q26OBBinJyMMbHl4tTicmdm4uhfn2ftdKuoXb/2T/eDID1mt4+a+bOzcXUvp3ap2P7dkLi4tR5hMXH+xwXypgK1/79lJw+rbbR7j//eJR9DlBy+jT68HAiUkb4HDdKO//jAKDo4MGyOXXtqo6tXWdl3fTh4egjInzWxP/4UPaF/xjacZR+lDXWHjOu/fvVfausS0FWFgDGhASfmLTHgVIXwGU20/LmgerPaXWT5ClEFSmnaq0WCzabzWdbkd8PbIjfdr3ZDIDZZqPIasWdV3bPqMHbzp1nx6ApN3vbV1Q32GTCYDb71HebTBQ7nRj9ypXnbpOp7HUF7QrDwgg1mTBpyisaD8BgNKpjBHv7BCh2On3iUuak7UdZF2UttOXBfnFgNP7en/d5sfcmeKPZrM7H5Ld+Id71Vcu8bQvDwigKDcWo7ddbT4nJ7S3XrpV2DbX7D6MRAJvfmrm98St9BnnnpMzD6O1TW9+gKTMYjZS4XL+30ew//3jcmjUpcbnQG43qcVnk187/OAAoDAsDwKLZt9p1VtZN7y3Xron/8aHsC/8xtOPoNWuvxK7dx8q+VdYlODS0rF+/mLTHgVJXG9vF+khFLhi6BG3ZsgWdTsfp06drOhQhhBAVkORZDVJSUtDpdOh0OgwGA7GxsUycOBGXy3VRxs/MzFTH1+v11K5dmy5dujB9+nTOnDlTYaz33HNPuX7uv/9+dDodKSkpatlvv/3GvffeS+PGjQkNDSUyMpKkpCQ+++wzn7bbtm3j+uuvp3bt2oSFhdG2bVuef/55SkpKqjwPnU7H6tWry5WnpKQwcODAcnPQ6XSEhITQvHlzpk+fTnFxsU+7pKQk9Ho9X375ZZVjEEKIikjyrCb9+vUjJyeHQ4cOMX/+fNLS0pg2bdpFG99ms5GTk8OxY8fYtm0bY8aMYdmyZSQkJJCdne1TNyYmhhUrVlCg+Y5Kl8vFa6+9RmO/z+4GDRrEV199xdKlS/n+++9Zs2YNvXr14oT3cwiAd955h549e9KoUSM2b97Md999x9ixY3n66ae5/fbbq+W7J5X1/uGHH/jnP//Jk08+ybPPPqtuP3LkCNu2beOBBx5gyZIlf/j4Qoi/F0me1UR5VxYTE8PAgQNJTExk48aNQNktD7NnzyY2Nhaj0Uj79u1ZuXJluT527dpFp06dMJlMdOvWjQMHDlR5fJ1OR2RkJFFRUcTHxzNq1Ci2bdtGfn4+EydO9KnbsWNHYmJiWLVqlVq2atUqGjduTIcOHdSy06dPs3XrVubOnUvv3r1p0qQJnTt3ZvLkydx4440AOBwORo8ezY033sjLL79MQkICTZs25a677mLp0qWsXLmSN998M6C1rAplvZs0acK9995LYmIia9asUbdnZGQwYMAA7r33Xl5//XWfPxSEECJQkjwvgr1797Jt2zZCQkIAmD17NsuWLWPx4sV8++23jBs3juTkZD755BOfdo899hjz5s1j586dBAcHM3LkyAuKo379+gwbNow1a9aUO306cuRIMjIy1NdLliwhNTXVp47FYsFisbB69WoKvf/Tgb8PP/yQEydOMH78+HLbbrjhBlq0aMHrr79+QfOoCqPRSFFREVB2/1dGRgbJyclcfvnlNG/evMI/VoQQoqokeVaTdevWYbFY1M/7cnNzmTBhAoWFhcyaNYslS5aQlJREs2bNSElJITk5mbS0NJ8+Zs6cSc+ePWnVqhWTJk1i27ZtF/y56eWXX47dbvc5zQqQnJzMp59+ys8//8zPP//MZ599RnJysk+d4OBgMjMzWbp0KeHh4XTv3p0pU6bw9de/37Lw/fffAxDvd0m+dnylTlUMHTpUTdrKY/ny5ZXW93g8bNq0iQ8++IBrrrkGgE2bNuF0OklKSlLnmp6eXuUYhBDCn9yqUk169+7NokWLcDgczJ8/n+DgYAYNGsS3336L0+mkT58+PvWLiop8TpECtGvXTn0eFRUFQG5ubrnPIQOhfN7ofzl3vXr16N+/P5mZmXg8Hvr370/dunXLtR80aBD9+/dn69atfP7552zYsIFnnnmGV1991efCoj/qc8358+eTmJjoU/boo4+We+es/LHidrspLS3ljjvu4MknnwTK3kXfdtttBAeXHe5Dhw5lwoQJHDx4kLi4uD8kTiHE34skz2piNptp3rw5UPbLu3379qSnp9OmTRsA1q9fT8OGDX3ahHrva1IYvP/xK/ye7EpLSy8orv3792Oz2Yjw3vSsNXLkSB544AEAXnrppUr7CAsLo0+fPvTp04cnnniCu+66i2nTppGSkkKLFi3Ucbp161bh+K38vmDgbCIjI9V1VFit1nK38Sh/rISEhBAdHa0mypMnT/LOO+/gdrtZtGiRWr+kpIQlS5Ywc+bMKscihBAKSZ4XQVBQEFOmTOGRRx7h+++/JzQ0lCNHjtCzZ8+LGkdubi6vvfYaAwcOrPC7H/v160dRURE6nU49xVkVrVq1Um8p6du3L3Xq1GHevHnlkueaNWv44YcfmDFjxgXNoyLaP1a0li9fTqNGjcrd8vLhhx8yb948pk+fjl6v/8PjEUL8tUnyvEgGDx7MhAkTSEtLY/z48YwbN47S0lKuuuoqzpw5w2effYbNZmPEiBF/yHgej4dffvkFj8fD6dOn2b59O7NmzaJWrVrMmTOnwjZ6vZ793q/JqiihnDhxgsGDBzNy5EjatWuH1Wpl586dPPPMM9x0001AWRJLS0vj9ttvZ8yYMTzwwAPYbDY++ugjJkyYwK233sqQIUP+kDlWRXp6Orfeeqv6jl8RExPD5MmTef/99+nfv/9Fi0cI8dcgyfMiCQ4O5oEHHuCZZ57hp59+ol69esyePZtDhw4RHh5Ox44dmTJlyh82Xl5eHlFRUeh0Omw2Gy1btmTEiBGMHTu23FfLaZ1tm8VioUuXLsyfP5+DBw/idruJiYlh9OjRPrHfeuutbN68mZkzZ3L11Vfjcrm47LLLeOyxx3j44Ycv2tdn7dq1iz179vDKK6+U21arVi2uvfZa0tPTJXkKIQImybMaZGZmVlg+adIkJk2aBMDYsWMZO3ZshfV69epV7oKbhISEKl+Ek5KS4nPxzvnEqtCe7gwNDWX27NnMnj37nP1effXVvP/++1WKoTKVzdc/5srmcMUVV5x1zd57773zDU0I8Tcnt6oIIYQQAZLk+SfUunXrcvc+VuUeyEvJrFmzKp3DddddV9PhCSHEWclp2z+h9957D7fbXeG2Bg0aXORozs8999xT6YVDRu9/TySEEJcqSZ5/Qk2aNKnpEC5YnTp1qFOnTk2HIYQQ50VO2wohhBABkuQphBBCBEiSpxBCCBEgSZ5CCCFEgCR5CiGEEAGS5CmEEEIESJKnEEIIESBJnkIIIUSAJHkKIYQQAZLkKYQQQgRIkqcQQggRIEmeQgghRIAkeQohhBABkv9VRYgq8ng8ANjz8wnJy/PZVmS3+7z23+5wOAAoycujyG7H7X1t8LZzOxwYNOUl3vYV1XU6nRj86rudTkoKCsr1ozx3O51lrytoV+RyUeh0Uqwpr2g8AJdmDKe3T4CSggL0mriUOWn7UdbFUUG50y8Ou6Y/l/d5SUGB2q8yn2K/9Qvxrq9SprQtcrkoKiykuII4lZjc3nLtWmnXULv/7N5Y8Fsztzd+pU+Hd07KPLR1lfoGTZmroIASTRvt/vOPx61ZkxKXC31BgXrcFfm18z8OAIpcLgBKNftWu87Kuum95do18T8+lH3hP4Z2HL1m7ZXYtftY2WfKuhQUFpb16xdTSQV1AVw6HfD7z2l103ku1khC/MkdO3aMmJiYmg5DCHEWR48epVGjRtU+jiRPIaqotLSU7OxsrFYrOu9fuUKIS4PH48FutxMdHU1QUPV/IinJUwghhAiQXDAkhBBCBEiSpxBCCBEgudpWiCqSzzyFuHRd7M88JXkKUUXZ2dlyta0Ql7iLdbWtJE8hqshqtQJw4J3VWM1mDFGRhDRuDEDRkSO4c34BwJ2bi6F+fbWdISqyrDznF3WbUubc8zUApvbtKqxj/3hz2djX9Fb7C2ncGMeOL3Dn5qrtnHu+puTECUpOnwZAHx6OPiICU/t2hDRuTNGRI2p7JU4A1/79av/K2CUnTgAQFh/vMx9DVKRPW+38nHu+pujgQULi4srNr+TECcLi4ytsrx1fu5bKvPUREeXaK/+69u8vV65dU2UfuHNz1TVW5qg8V9fEO0fX/v2UnD5NSFwcgM/Y2v2j7UsZR6mj0O477T7QtnPn5lJ08CD68PBy623u0lk9rpS+teuizFE7Py3/+Sn7VTku/PeNsnbaeJS+lXGUfatd44qOIW1c2v1QcuKEGrv/vJU19F9Xpf+w+Hif59o6ju3bKYyKos2Y0erPaXWT5ClEFSmnaq1mMzazGYPVSojNBkCR1Yo7z3tzvsmEwWxW2xm8P8zuPLu6TSkLNpkAMFVWx2gEwKb5hRBis6E3m3GbTGq7YJOp7GZy5YZ0o5Fg7/YQm40iTXslTgCDpn9l7GLvTedG7xy08WjbaucXbDJRGBZGaAXzK3Y6MVbSXju+di2VeVfUXv3XaCxXrl1TgyZ+ZY2VOZr8YlHnaDRS4nIR6m2jHVu7f7R9KeMY/H9p+82tqIJ97Paum947F20sZm8b7dy066LM0e13DFW0n7X7VTku/NdW2aaNx+03jrJvteNXdAwZ/NpqY1Da+s9bWcNy6+rt36gZy6iJByAoLIwQb78X6yMVuWBICCGECFCNJs+UlBR0Oh06nQ6DwUBsbCwTJ07E5f3rGVC3+z9WrFgBwJYtW9DpdJz2nq7Satq0KS+88EKVYmnatGmF48yZM4cnn3yy0jiUxw033EC/fv0q7Hvr1q3odDq+/vprtSwzM5N27doRFhZG/fr1uf/++88aX2ZmpjpWUFAQUVFR3HbbbRzRnI4725yffPJJEhIS1NfK2s+ZM8en3urVq33+clu0aBHh4eEcPXrUp96DDz5IixYt1K/mWrVqFX379iUiIgKdTkdWVtZZ53OxHD58mFGjRhEbG4vRaCQuLo5p06ZRVFRU06EJIf7Eavy0bb9+/cjIyMDtdrNr1y5GjBiBTqdj7ty5ap2MjIxyiSk8PPwPj2X69OmMHj3ap8xqteLxeLjnnnvUsiuvvJIxY8b41P38888ZNGgQx44dK/dhdUZGBp06daJdu7LPJJ5//nnmzZvHs88+S5cuXXA4HBw+fPic8dlsNg4cOIDH4+Gnn37ivvvuY/DgwezYseO85hsWFsbcuXO5++67qV27doV17rnnHt555x1GjRrFhx9+CMBHH33EokWL+O9//4vJe6rE4XBw1VVXMWTIkHJreD7cbjcGg+GC+/nuu+8oLS0lLS2N5s2bs3fvXkaPHo3D4eC555674P6FEH9PNX7aNjQ0lMjISGJiYhg4cCCJiYls3LjRp054eDiRkZE+j7CwsD88FqvVWm4cs9mMxWLxKdPr9eXqDhgwgHr16pGZmenTZ35+Pm+99RajRo0C4NSpUzz++OMsW7aMO+64g7i4ONq1a8eNN954zvh0Oh2RkZFERUXRrVs3Ro0axRdffEGe35eQV1ViYiKRkZHMnj37rGOmp6ezY8cOFi9eTF5eHiNHjuSRRx6hW7duar0777yTqVOnkpiYeF6x6HQ6Fi1axI033ojZbGbmzJkAvPvuu3Ts2JGwsDCaNWvGU089RXFxcbl21113HUajkWbNmrFy5Up1u/LHWd++fWnWrBk33ngj48ePZ9WqVecVpxBCwCWQPLX27t3Ltm3bCAkJqelQAhYcHMzw4cPJzMz0+Vb/t956i5KSEoYOHQrAxo0bKS0t5fjx48THx9OoUSOGDBlS7rToueTm5vLOO++g1+vR6/XnFbNer2fWrFksXLiQY8eOVVovJiaGF154gQkTJpCcnIzFYmHGjBnnNebZPPnkk9x888188803jBw5kq1btzJ8+HDGjh3Lvn37SEtLIzMzU02siieeeIJBgwaxZ88ehg0bxu23385+71V5FTlz5gx16tT5w+MXQvx91HjyXLduHRaLhbCwMNq2bUtubi4TJkzwqTN06FAsFovPw/+zvkaNGp2zzrk8+uij5frYunVrlduPHDmSgwcP8sknn6hlGRkZDBo0iFq1agFw6NAhSktLmTVrFi+88AIrV67k5MmT9OnT55yfw505cwaLxYLZbKZBgwZs3ryZ+++/H7PmarVA3XzzzSQkJDBt2rSz1ktNTaVNmzasXbuWjIwMQkNDz3vMytxxxx2kpqbSrFkzGjduzFNPPcWkSZMYMWIEzZo1o0+fPsyYMYO0tDSfdoMHD+auu+6iRYsWzJgxg06dOrFw4cIKx/jxxx9ZuHAhd9999x8evxDi76PGP/Ps3bs3ixYtwuFwMH/+fIKDgxk0aJBPnfnz55c7HRgdHe3zeuvWreXu7+nVq1dAsUyYMIGUlBSfsoYNG1a5/eWXX063bt1YsmQJvXr14scff2Tr1q1Mnz5drVNaWorb7ebFF1+kb9++ALz++utERkayefNmkpKSsFgsav3k5GQWL14MlJ1W3r17N263mw0bNrB8+fJy78LOx9y5c7nmmmsYP358pXX27NnD7t27MZlMbN26lc6dO1/wuP46depUbszPPvvMZ44lJSW4XC6cTqf6eWvXrl192nXt2rXCC5aOHz9Ov379GDx48B/yuawQ4u+rxpOn2WymefPmACxZsoT27duTnp6ufkYIEBkZqdapTGxsbLmLiIKDA5te3bp1zznOuYwaNYoHH3yQl156iYyMDOLi4ujZs6e6PSoqCoBWrVqpZfXq1aNu3brqO2XtL36b9943gKCgIDW++Ph4Dh48yL333sv//d//+dQ/c+ZMubhOnz6tvvv116NHD5KSkpg8eXK5Px4AioqKGD58OMOGDaNnz57cc889DBgwgJYtW1ZhRarO/x10fn4+Tz31FLfccku5uoF+5p2dnU3v3r3p1q0bL7/88gXFKYQQNX7aVisoKIgpU6bw+OOPU6D8T+1/MkOGDCEoKIjXXnuNZcuWMXLkSJ9bP7p37w7AgQMH1LKTJ0/yv//9jyZNmgDQvHlz9VFf8001/iZNmsQbb7zB7t271bKWLVuya9eucnV3795NixYtKu1rzpw5rF27lu3bt5fbNn36dE6ePMn8+fMZMWIEffr0ITU1ldLS0rOsxIXr2LEjBw4c8FkP5aH97srPP//cp93nn39OvOZbS44fP06vXr244ooryMjIuCjfeymE+Gur8Xee/gYPHsyECRN46aWX1NOIp0+f5pdffL/Wy2q1XtBnfRWx2+3lxjGZTD7v/s7FYrFw2223MXnyZPLy8sq9k2vRogU33XQTY8eO5eWXX8ZmszF58mQuv/xyevfuXXGnlYiJieHmm29m6tSprFu3DoBx48Zx9dVXM3PmTG655RZKSkp4/fXX2b59O//+978r7att27YMGzaMF1980af8yy+/ZO7cuaxfv15955qWlkabNm2YP38+//znP4GyPwCOHDlCdnY28PsfB8rVyOdj6tSpDBgwgMaNG3PrrbcSFBTEnj172Lt3L08//bRa76233qJTp05cddVVLF++nC+++IL09HTg98TZpEkTnnvuOX777Te13fnGJYQQl9yf4MHBwTzwwAM888wzOBwOoOxilaioKJ9HZReEXIipU6eWG2fixIkB9zNq1ChOnTpFUlJSuc9mAZYtW0aXLl3o378/PXv2xGAw8P7775/XfY3jxo1j/fr1fPHFFwB069aNDRs2sGHDBrp3706vXr3Ytm0bH330EW3atDlrX9OnT/d5N1lYWMiIESNITU1VP58F1PV//PHH1SS5Zs0aOnToQP/+/QG4/fbb6dChg/p57flISkpi3bp1fPjhh1x55ZX84x//YP78+eo7dMVTTz3FihUraNeuHcuWLeP1119XT4tv3LiRH3/8kY8++ohGjRr57FshhDhfNfrO0/+eSMWkSZOYNGkSgM9tHxXp1atXpXWq8sUD1VG3a9euZ43bZrORnp6uvjuqipSUlAo/j/zHP/5Rbqy+ffv6JLuKVLT2TZs2pbCwUH0dGhrKvn37Kmx/xx13cMcdd5wzvqqqbL2SkpJISko6a9vo6Gj1Cxz8XWhcQghRkUvunacQQghxqftbJM/ly5eXu39TebRu3bqmw/vLk/UXQvzVXHIXDFWHG2+8kS5dulS47Y/4/lRxdtW5/uc6rS+EENXhb5E8rVbrRfsPUkV5sv5CiL+av8VpWyGEEOKPJMlTCCGECJAkTyGEECJAkjyFEEKIAEnyFEIIIQIkyVMIIYQIkCRPIYQQIkCSPIUQQogASfIUQgghAiTJUwghhAiQJE8hhBAiQJI8hRBCiABJ8hRCCCEC9Lf4X1WE+CMo//2Z3eEAwGC3E5KXB0CR3Y7bW+52OjF4nyv1ANwOh7pNKXM6nQAUV1LHXlBQ1ol3O0BIXh4Ob71iTT8lBQWUuFwA6AsK0Hu3h+TlUaRp79bE5tL0r4xd4i3zn49BM0ctg92O0+mkyOWisIL5lRQU4K6kvXZ87Voq89ZX0F7511VBuXZNDZr4lTV2a9ZNG4syR5d3DQu9bbRja/ePti+D5njQsvvNraiCfez2rpveO442lhJvG+342nVR5uj2O4Yq2s/a/aocF/77Rlk7bTxuv3GUfatd44qOIYNfW20MSuz+81bW0H9dXZrjUftcW8eh2WcX678plOQpRBXZvb9gWt48sGYDEUJUym63U6tWrWofR+eR/01YiCopLS0lOzsbq9WKTqer6XCEEBoejwe73U50dDRBQdX/iaQkTyGEECJAcsGQEEIIESBJnkIIIUSA5IIhIapIPvMU4tJ1sT/zlOQpRBVlZ2cTExNT02EIIc7i6NGjNGrUqNrHkeQpRBVZrVYADm3fTpg9H0NUJO6cX3Dn5mKoX9+nrlJm7tKZoiNHAAhp3BhAfQ2o7RUFWVnorVZC4uLUPh3bt6MPDycsPh5DVGSl/SiUOsp27RglJ04QFh+v1jV36ezTl9LOnfMLrv370UdEYGrfDueer9X5OHZ8oW5TYlT6N7Vv59NWjUmzPto5AGp/JadPU2K3o7da0YeHq2MDOPd87dO/OzfX57mhfn0MUZHl6irPDfXr++wnd24uJSdOqHNw5+ZSdPAg+vBwrNf0JqRxY06vXedTR1krx44vcGzfDoA+PLxsXU+fVveZMo5r/36fY0LpV7vWyhhh8fHl1lDZP44dX/y+n719+8er1NcekyUnTqjt/PeVMq+K9pf2GNEeN9rt2n2jUNZaqaOsi7Iviw4eLJtT165qnNpjwp3zS6XHunbdtT8byj4ByMvLIyYmRv05rW6SPIWoIuVUrdViwVjqwWC14s6z4zaZMJjNPnWVMrPNRpH3hznEZgNQXwNqe0VwaCj6sDBCNX0GhYWhNxoxms0YrNZK+1EodZTt2jGKnU6MmljNfn0p7dx5dgxGI8EmEyarlWDNfPRms7pNiVHp3+TXVo1JM6Z2DoDaX4nLRUlREXrvfJWxAbUvk2bNTX7rb6igrvLcYDb77Ce3yUSx06nOwW0yUegd1+aNr9SvjrJWerOZoLCwsudGIwAlLpe6z9R4vNsUNr/9oh3D6G2nnaOyf/SatXNXEq9SX3tMFnu/NEBZk4rmXtH+0h4j2uMm2O+5yS9Jafe3MnaJy6Xuy0Lvmlm8+8r/mHXn2Ss91rXrrv3ZMGu2Ky7WRypywdAlZsuWLeh0Ok6fPl3ToVyyDh8+jE6nIysrq6ZDEUL8TUny/IOlpKSg0+nQ6XQYDAZiY2OZOHEiLu/XplW3zMxMdXztI8z7V19F27SPG264AZ1Ox+eff15h/9deey233HKL+vr48eMkJycTERGB0Wikbdu27Ny5M6CYX3/9dfR6Pffff3+5bSkpKQwcODCg/oQQorrJadtq0K9fPzIyMnC73ezatYsRI0ag0+mYO3fuRRnfZrNx4MABnzLlVEZOTo5a9sYbbzB16lSfuhaLhauuuoolS5bwj3/8w6ePw4cPs3nzZtauXQvAqVOn6N69O71792bDhg3Uq1ePH374gdq1awcUb3p6OhMnTiQtLY158+apiV4IIS5V8s6zGoSGhhIZGUlMTAwDBw4kMTGRjRs3AmW3O8yePZvY2FiMRiPt27dn5cqV5frYtWsXnTp1wmQy0a1bt3LJ8Gx0Oh2RkZE+jwYNGgD4lNWqVatcXYvFwqhRo3jjjTfUL39WZGZmEhUVRb9+/QCYO3cuMTExZGRk0LlzZ2JjY+nbty9xcXFVjvWnn35i27ZtTJo0iRYtWrBq1Sp125NPPsnSpUt599131XfGW7ZsKddHSUkJo0aNUte0ZcuWLFiwwKfOli1b6Ny5M2azmfDwcLp3787PP/9c5TiFEEJLkmc127t3L9u2bSMkJASA2bNns2zZMhYvXsy3337LuHHjSE5O5pNPPvFp99hjjzFv3jx27txJcHAwI0eOvGgxDxs2jMLCQp+k7vF4WLp0KSkpKej1egDWrFlDp06dGDx4MPXr16dDhw688sorAY2VkZFB//79qVWrFsnJyaSnp6vbxo8fz5AhQ+jXrx85OTnk5OTQrVu3cn2UlpbSqFEj3nrrLfbt28fUqVOZMmUKb775JgDFxcUMHDiQnj178vXXX7N9+3bGjBkj92oKIc6bnLatBuvWrcNisVBcXExhYSFBQUH861//orCwkFmzZrFp0ya6du0KQLNmzfj0009JS0ujZ8+eah8zZ85UX0+aNIn+/fvjcrmqdErzzJkzWCwWn7Krr76aDRs2VCn+OnXqcPPNN7NkyRKGDx8OwObNmzl8+DCpqalqvUOHDrFo0SIeeeQRpkyZwpdffslDDz1ESEgII0aMOOc4paWlZGZmsnDhQgBuv/12/vnPf/LTTz8RGxuLxWLBaDRSWFhIZGRkpf0YDAaeeuop9XVsbCzbt2/nzTffZMiQIeTl5XHmzBkGDBigviuO19yuIYQQgZLkWQ169+7NokWLcDgczJ8/n+DgYAYNGsS3336L0+mkT58+PvWLioro0KGDT1m7dr/fQxUVFQVAbm4ujTX3PVXGarWye/dunzKj32Xz5zJy5EiSkpI4ePAgcXFxLFmyhJ49e9K8eXO1TmlpKZ06dWLWrFkAdOjQgb1797J48eIqJc+NGzficDi4/vrrAahbty59+vRhyZIlzJgxI6B4X3rpJZYsWcKRI0coKCigqKiIhIQEoOyPgZSUFJKSkujTpw+JiYkMGTJEXVchhAiUnLatBmazmebNm9O+fXuWLFnCjh07SE9PJz8/H4D169eTlZWlPvbt21fuc0+DwaA+V04vlpaWVmn8oKAgmjdv7vNo2LBhQHO49tprady4MZmZmeTl5bFq1SpGjRrlUycqKopWrVr5lMXHx3NEc/P+2aSnp3Py5EmMRiPBwcEEBwfz3nvvsXTp0irPFWDFihWMHz+eUaNG8eGHH5KVlUVqaipFRUVqnYyMDLZv3063bt144403aNGiRaVXFAshxLnIO89qFhQUxJQpU3jkkUf4/vvvCQ0N5ciRIz6naC9FQUFBpKamkp6eTsOGDQkJCeHWW2/1qdO9e/dyFzJ9//33NGnS5Jz9nzhxgnfffZcVK1bQunVrtbykpISrrrqKDz/8kH79+hESEkJJSclZ+/rss8/o1q0b9913n1p20PttJlodOnSgQ4cOTJ48ma5du/Laa6+Vu6JYCCGqQpLnRTB48GAmTJhAWloa48ePZ9y4cZSWlnLVVVdx5swZPvvsM2w2W5VOdVaFx+Phl19+KVdev379gL4wOTU1lenTpzNlyhSGDh1a7tTvuHHj6NatG7NmzWLIkCF88cUXvPzyy7z88svn7Pv//u//iIiIYMiQIeUu3Ln++utJT0+nX79+NG3alA8++IADBw4QERFR4f8Qf9lll7Fs2TI++OADYmNj+b//+z++/PJLYmNjgbIrel9++WVuvPFGoqOjOXDgAD/88IP6ea4QQgRKkudFEBwczAMPPMAzzzzDTz/9RL169Zg9ezaHDh0iPDycjh07MmXKlD9svLy8vAo/z8vJyTnrhTf+GjduTGJiIh9++GGFV/teeeWVvPPOO0yePJnp06cTGxvLCy+8wLBhw87Z95IlS7j55psrvOJ10KBB3Hnnnfzvf/9j9OjRbNmyhU6dOpGfn8/mzZtp2rSpT/27776br776ittuuw2dTsfQoUO577771AukTCYT3333HUuXLuXEiRNERUVx//33c/fdd1d5LYQQQkuS5x8sMzOzwvJJkyYxadIkAMaOHcvYsWMrrNerVy88Ho9PWUJCQrmyyqSkpJCSkvKH1f3ggw/Oun3AgAEMGDCgSuNpff3115VuGzJkCEOGDFFff/jhh+XqaNcjNDSUjIwMMjIyfOrMnj0bgAYNGvDOO+8EHKMQQlRGLhgSQgghAiTJ80+mdevWWCyWCh/Lly+v6fBUW7durTRO/3tQhRDiz0ZO2/7JvPfee7jd7gq3KV/Bdyno1KmT/K8nQoi/LEmefzJVuQ3kUmA0Gn2+UEEIIf5K5LStEEIIESBJnkIIIUSAJHkKIYQQAZLkKYQQQgRIkqcQQggRIEmeQgghRIAkeQohhBABkuQphBBCBEiSpxBCCBEgSZ5CCCFEgCR5CiGEEAGS5CmEEEIESJKnEEIIESD5X1WEqCKPxwOAPT8ft8OBwW7H7XDgdjoxOBw+dZWykrw8iux2AELy8gDU14DaXlFQWIje5aJQ06fD5UJfUKCOWVk/CqWOsl07Rom3H0WJX19KO7fDgaugAL3TSbHdjlMzH4dmmxKj0n+xX1s1pgriUyj9lbhclHjnr9eMDeD069/t3aZdf0MFdZXnBr/95HY6KdHMwe10UuQdF298eX51lLVyOBw4XC6AsvpAiWafKeO4vNtUfvtFO4Z2HynzUvaPQ7N27kriVeprj8kSzfj++6pEs77++0t7jGiPG73f82LN8addd6WOsi7Kvizyrlmp5mdHe0y4veta0bGuXXftz0aJZnue97nyc1rdJHkKUUV27y+LZl271nAkQojK2O12atWqVe3j6DwXK00L8SdXWlpKdnY2VqsVnU5X0+EIITQ8Hg92u53o6GiCgqr/E0lJnkIIIUSA5IIhIYQQIkCSPIUQQogAyQVDQlSRfOYpxKXrYn/mKclTiCrKzs4mJiampsMQQpzF0aNHadSoUbWPI8lTiCqyWq0AHNq+nYhWrSg6ckTd5s75BXduLiUnTqCPiACg5MQJSk6fRh8eTlh8PK79+yk5fZqQuDhM7dvh3PM1AOE3DMCx4wtc+/ejj4jA1L4dIY0b49jxBe7cXAz16wNgiIr0KVfGUMbzp2wz1K+vti06cgR3zi8YoiIrjB3Aek1vtUxpq7wGKDp4EH14uNo+LD4ed24uRQcPqnPT9qvEr47n7UehnR+grouyTdu3dk7Keil1lPjD4uMBcO3fT9HRowCExMQQFh+PuUvns66BqX077B9vpujoUUJiYtT9FX7DALXu2fYLoI5h/3izTzzKeO6cX3zWQYlbux+VeSrHQtGRIzj3fE3JiROExceX2yfafXx67ToKsrLUOVe03trjwbnnawz166txO/d87bOPlTi09YAK19F/HbRr5ti+vdLjQ7v/lPGUOv7rps7Db9y8vDxiYmLUn9PqJslTiCpSTtVaLRZsNhtFmh9Sd54dt8lEsdNJsMkEQLHTWXaTuNGI0WzGYDRS4nIRajJhslrVejabDb13e7B3W4i3zG0yYTCbATD4lStjKP34U7YZzGa1bZHVijvPjqGS2AFs3jpuTVvlNUBhWBh6o1Ftb/TGUxgWps5N268SvzqeX7za+QE+8zH49e0zJ+96KXWU+I1Kf0YjRaGhAIR494H5HGtgslrB2y5Es79sNpta92z7BVDHwLtGRr/5ufPsPuugxK2dtzJPk2a/BXvnaKxgn2j3canJRLA3fqPmWNGuqcGvX4NmbYK9663s42DN8arUAypcR/910K5Z0FmOD+3+C/ar479u6jz8xlVcrI9UauSCoV69evHwww/XxNBCCCHEBQsoeaakpKDT6ZgzZ45P+erVq2vkAgqPx8Nzzz1HixYtCA0NpWHDhsycObNKbTMzM9HpdOUeYWFhABVu0z5uuOEGdDodn3/+eYX9X3vttdxyyy3q6+PHj5OcnExERARGo5G2bduyc+fOs8bYtGlTdTyTyUTbtm159dVXy80jXHMKTUun07F69WoADh8+jE6no379+uo35SgSEhJ48skngbKvwIqLi+ORRx7xqXP48GFsNhuvvPIKAC6Xi5SUFNq2bUtwcDADBw4861y05s2bR+3atXF5v65Ly+l0YrPZePHFF4GyP7T81/6ee+6p0jjKnJVHSEgIzZs35+mnn75oX+ElhPhrCvidZ1hYGHPnzuXUqVPVEU9Axo4dy6uvvspzzz3Hd999x5o1a+jcufO5G3rZbDZycnJ8Hj///DOAT9kLL7xQru7rr79O+/btWbJkSbl+Dx8+zObNmxk1ahQAp06donv37hgMBjZs2MC+ffvUBHIu06dPJycnh71795KcnMzo0aPZsGFDlefoz26389xzz1W63Ww2k5GRwcKFC9m6dStQ9kdKamoq3bt3Z/To0QCUlJRgNBp56KGHSExMDCiGO++8E4fDwapVq8ptW7lyJUVFRSQnJ6tlo0eP9ln7Z555JqDxNm3aRE5ODj/88ANPPfUUM2fOrHC/CSFEVQWcPBMTE4mMjGT27NkVbj9x4gRDhw6lYcOG6rul119//ax9Nm3alKeffprhw4djsVho0qQJa9as4bfffuOmm27CYrHQrl07n3dq+/fvZ9GiRbz77rvceOONxMbGcsUVV9CnT58qz0Wn0xEZGenzaNCgAYBPWa1atcrVtVgsjBo1ijfeeMPnC5Gh7N1gVFQU/fr1A2Du3LnExMSQkZFB586diY2NpW/fvsTFxZ0zRqvVSmRkJM2aNePRRx+lTp06bNy4scpz9Pfggw/y/PPPk+t3EYFWjx49ePDBB0lNTcXhcLBgwQKysrJ83vWazWYWLVrE6NGjiYyMrLSvitSvX58bbrihwgS2ZMkSBg4cSJ06ddQyk8nks/baz5+qIiIigsjISJo0acKwYcPo3r07u3fvDqgPIYTQCjh56vV6Zs2axcKFCzl27Fi57S6XiyuuuIL169ezd+9exowZw5133skXX3xx1n7nz59P9+7d+eqrr+jfvz933nknw4cPJzk5md27dxMXF8fw4cPV021r166lWbNmrFu3jtjYWJo2bcpdd93FyZMnA53SeRs2bBiFhYWsXLlSLfN4PCxdupSUlBT0ej0Aa9asoVOnTgwePJj69evToUMH9fRnVZWWlvL2229z6tQpQkJCzjvmoUOH0rx5c6ZPn37WejNnziQ4OJjk5GSmTJnCwoULadiw4XmP62/UqFF8/PHH6jt9gEOHDvHf//5XfceuWL58OXXr1qVNmzZMnjy53B8rgdi5cye7du2iS5cu592HEEKc1wVDN998MwkJCUybNq3ctoYNGzJ+/HgSEhJo1qwZDz74IP369ePNN988a5/XX389d999N5dddhlTp04lLy+PK6+8ksGDB9OiRQseffRR9u/fz6+//gqU/aL9+eefeeutt1i2bBmZmZns2rWLW2+9tcrzOHPmDBaLxedx3XXXVbl9nTp1uPnmm33eQW3evJnDhw+Tmpqqlh06dIhFixZx2WWX8cEHH3Dvvffy0EMPsXTp0nOO8eijj2KxWAgNDeXWW2+ldu3a3HXXXVWO0Z/ymfXLL7/MwYMHK61nNBpZsGABq1evplevXj6nUf8ISUlJREdHk5GRoZZlZmYSExPDtddeq5bdcccd/Oc//2Hz5s1MnjyZ//u//ws4lm7dumGxWAgJCeHKK69kyJAhDB8+/A+bixDi7+e8b1WZO3cu11xzDePHj/cpLykpYdasWbz55pscP36coqIiCgsLMVVyOb2iXbt26nPl1Gnbtm3LleXm5hIZGUlpaSmFhYUsW7aMFi1aAJCens4VV1zBgQMHaNmy5TnnYLVay52+M2ouwa+KkSNHkpSUxMGDB4mLi2PJkiX07NmT5s2bq3VKS0vp1KkTs2bNAqBDhw7s3buXxYsXM2LECGbNmqVuA9i3bx+NGzcGYMKECaSkpJCTk8OECRO47777fPo+H0lJSVx11VU88cQTvPbaa5XWS09Px2Qy8c0333DmzJk/9L/50ev1jBgxgszMTKZNm6a+Y09NTfX5dpAxY8aoz9u2bUtUVBTXXnutut5V8cYbbxAfH4/b7Wbv3r08+OCD1K5du9yFb0IIUVXnfatKjx49SEpKYvLkyT7lzz77LAsWLODRRx9l8+bNZGVlkZSURFFR0Vn7MxgM6nPlyt2KykpLSwGIiooiODhYTZwA8d6bkY9obl4/m6CgIJo3b+7zCPTU5LXXXkvjxo3JzMwkLy+PVatWlTvtGBUVRatWrXzK4uPj1TjvuecesrKy1Ed0dLRar27dujRv3pyrr76at956i4ceeoh9+/ap2202Gw6HQ10XxenTpwEqTXhz5szhjTfe4Kuvvqpw+xtvvMG6devYtm0bVquVcePGVW1BAjBy5EiOHDnCxx9/zEcffcTRo0d93rFXRDnd+uOPP1Z5nJiYGJo3b058fDyDBw/m4YcfZt68eRVe7SuEEFVxQV+SMGfOHBISEnze5X322WfcdNNN6qm10tJSvv/++3LJ40J1796d4uJin3cg33//PQBNmjT5Q8c6m6CgIFJTU0lPT6dhw4aEhISUO3XcvXt3Dhw44FP2/fffq3HWqVPH5wKZysTExHDbbbcxefJk3n33XQBatmxJcXExWVlZdOzYUa2rvKPW/nGh1blzZ2655RYmTZpUbtuvv/7K/fffz9NPP0379u3JzMykW7duDB48OKDT2ucSFxdHz549WbJkCR6Ph8TExHPuu6ysLKDsD5LzpdfrKS4upqioSL01SQghAnFBybNt27YMGzZMvScP4LLLLmPlypVs27aN2rVr8/zzz/Prr7/+4ckzMTGRjh07MnLkSF544QVKS0u5//776dOnT6UJw5/H4+GXX34pV16/fv2Avlg4NTWV6dOnM2XKFIYOHVru1O+4cePo1q0bs2bNYsiQIXzxxRe8/PLLvPzyy1UeQzF27FjatGnDzp076dSpE61bt6Zv376MHDmSefPm0axZMw4cOMDDDz/MbbfddtZ30jNnzqR169YEB/seBmPGjCE+Pl79IovOnTszYcIExowZw969e9V3s/v27aOoqIiTJ09it9vVxJaQkFDl+YwaNUq9/SUzM9Nn28GDB3nttde4/vrriYiI4Ouvv2bcuHH06NHD5zT/uZw4cYJffvmF4uJivvnmGxYsWEDv3r0DvmpXCCEUF/wNQ9OnT/c5Zfj444/TsWNHkpKS6NWrF5GRkQHdQF9VQUFBrF27lrp169KjRw/69+9PfHw8K1asqHIfeXl5REVFlXuc7TaOijRu3JjExEROnTrFyJEjy22/8soreeedd3j99ddp06YNM2bM4IUXXmDYsGEBjQPQqlUr+vbty9SpU9WyN954g549e3L33XfTunVrHnroIW666aZyX6jgr0WLFowcOdLn9OWyZcvYtGkTGRkZPn9APPXUU4SHh/ucvr3++uvp0KEDa9euZcuWLXTo0IEOHToENJ9BgwYRGhqKyWQqd5yEhISwadMm+vbty+WXX84///lPBg0axNq1awMaIzExkaioKJo2bcqYMWO4/vrreeONNwLqQwghtAJ65+n/zgDK7tEsLCxUX9epU0f9VpvKbNmyxef14cOHy9Xx/waYpk2bliuLjo7m7bffPutYlUlJSSElJeUPq/vBBx+cdfuAAQMYMGDAWev4q2hdAN5//32f1+Hh4SxYsIAFCxZU2ldF6weQlpZGWlqa+nr48OEVXokaEhLCN998U6X4AmE0GtXPZ/3FxMTwySefnHfflc1ZCCEulPxn2EIIIUSA/rLJs3Xr1uXu4VQey5cvr+nw/vIuxvrfc889lY5R1e+/FUKI8/GX/S/J3nvvPdxud4XblHtGRfW5GOs/ffr0cvcZK+RiICFEdfrLJs+LebuKKO9irH/9+vWp7/cfLQshxMXwlz1tK4QQQlQXSZ5CCCFEgCR5CiGEEAGS5CmEEEIESJKnEEIIESBJnkIIIUSAJHkKIYQQAZLkKYQQQgRIkqcQQggRIEmeQgghRIAkeQohhBABkuQphBBCBEiSpxBCCBGgv+z/qiLEH83j8QBgz88nJC+PIrtd3eZ2OHA7nZQUFKB3OgEoKSigxOVCX1CA2+HA5X1d6HRSbLfj9NYLysvD4d2u924L8Za5nU4MDgcABr9yZQxlPH/KNoPDobYtsttxe19XFHvZBO1qmdLWrRmzyDsn//ZFmrlpy5X41fp+8WrnB6jromzT9q2dk0vzXBu/29ufq6CAosJCAEK8+6DkHGtQbLdj97YL0eyvoLw8te7Z9gugjmH3i8egWRftOihxa/djid+xUOQ9Xkq88/DfJ9p9nOd0UuCNX1tHu6YGv34NmrVxetdbr4mr2K8eUOE6+q+Dds0cZzk+tPtP71fHf93UefiNm+cdT/k5rW6SPIWoIrv3h7VZ1641HIkQojJ2u51atWpV+zg6z8VK00L8yZWWlpKdnY3VakWn09V0OEIIDY/Hg91uJzo6mqCg6v9EUpKnEEIIESC5YEgIIYQIkCRPIYQQIkCSPIUQQogAydW2QlSRXDAkxKXrYl8wJMlTiCrKzs4mJiampsMQQpzF0aNHadSoUbWPI8lTiCqyWq0ALF6/g2zNfec//JrPZQ0sdIury76cM0SYQwE44Si7Qf+00w1AuMmgbvvqyCkAOjSuzQlHIaedbvIK3OS7iomubaRbXF0Ath38HwBx9SxqPaUfpf9WUWX3tO3LOaO+3pdzRh1XaQ9w8Ld89XWHxrXJPv37lx0osTewhfFrnkvtX6Fs01LqKfEcOVG2MI0jTGqZtk+ABrYwosON6hoo2zo0rs1XR05x8Ld8wk0GdS7R4UayTxfwa55LbauNW9svQHS4Ud321ZFTnHAUqmsSYQ71mbdSV9ufUt4kwsz2g/8r184/Du1r7X5V+lXmpvQH0DWuLj+fcJB9ukCN4asjp9R+tLJPF7Av54y6n7XtAZpEmH2er/7qmE8MTSLMajulnnZtlGNS26aiNVHWWolR6Vc7D22Zdmz/Oso6+M9VG2ug8vLyiImJUX9Oq5skzwuwZcsWevfuzalTpwgPD6/pcEQ1U07VGs0WtCkkxOghzGTBbLFiNJdispT9MnISAoCLIm+7EHVbqKkssZksVpyE4KKIQp2boqBiwkxGzJayXwBhJle5eko/Sv9KXaO5VH1tNJeq4yrtAcIcv7+2Wm2Yi3//FaDEbraEYSo1qP3/3kfZNp8ybz0lntCCIG9fZrVM22dZfGFYrSZMlmL1tanUgNVqw2QpJsxRtlbKXKxWE+biYEylBrWtNm5tvwBWq0kTczFOQnz2jXbeSl1tf0q5zWbGbCks184/Du1rZU5Wq03tV5mb0h+AzWbDWqTHXBysxmCyFKv9aJmLgzGaS9X9rG1f9tzs81zZ10oMNtvvCUmpp10b5ZjUtqloTZS1VmJU+tXOQ1umHdu/jrIO/nPVxnq+LtZHKn/rC4ZSUlLQ6XTodDoMBgOxsbFMnDgRl8t1UcbPzMxUx9fr9dSuXZsuXbowffp0zpw5U2Gs99xzT7l+7r//fnQ6HSkpKWrZb7/9xr333kvjxo0JDQ0lMjKSpKQkPvvsM5+227Zt4/rrr6d27dqEhYXRtm1bnn/+eUpKSqo8D2UOOp0Om83GlVdeybvvvutT58knnyQhIaFc28OHD6PT6cjKygLK/iDR6XS0bt26XAzh4eFkZmYCZadQa9euzYsvvuhTZ8eOHRgMBj788EMAcnJyuOOOO2jRogVBQUE8/PDDVZ6XEEJU5m+dPAH69etHTk4Ohw4dYv78+aSlpTFt2rSLNr7NZiMnJ4djx46xbds2xowZw7Jly0hISCA7O9unbkxMDCtWrKBA872iLpeL1157jcaNG/vUHTRoEF999RVLly7l+++/Z82aNfTq1YsTJ06odd555x169uxJo0aN2Lx5M9999x1jx47l6aef5vbbbw/oOyIzMjLIyclh586ddO/enVtvvZVvvvnmPFcFDh06xLJlyyrdHh0dzcKFC5k8eTI//PADAAUFBYwYMYK77rqLvn37AlBYWEi9evV4/PHHad++/XnHI4QQWn/75Km8K4uJiWHgwIEkJiayceNGoOzqytmzZxMbG4vRaKR9+/asXLmyXB+7du2iU6dOmEwmunXrxoEDB6o8vk6nIzIykqioKOLj4xk1ahTbtm0jPz+fiRMn+tTt2LEjMTExrFq1Si1btWoVjRs3pkOHDmrZ6dOn2bp1K3PnzqV37940adKEzp07M3nyZG688Uag7IuaR48ezY033sjLL79MQkICTZs25a677mLp0qWsXLmSN998s8rzCA8PJzIykhYtWjBjxgyKi4vZvHlzldv7e/DBB5k2bRqFhYWV1klOTiYpKYmUlBRKS0uZPHkybrebZ599Vq3TtGlTFixYwPDhwy/K910KIf4e/vbJU2vv3r1s27aNkJCyz1tmz57NsmXLWLx4Md9++y3jxo0jOTmZTz75xKfdY489xrx589i5cyfBwcGMHDnyguKoX78+w4YNY82aNeVOXY4cOZKMjAz19ZIlS0hNTfWpY7FYsFgsrF69utLk8+GHH3LixAnGjx9fbtsNN9xAixYteP311wOOvbi4mPT0dAB1Hc/Hww8/THFxMQsXLjxrvcWLF/PDDz8wbNgw/vWvf5GRkYHFYjnvcYUQoir+9slz3bp1WCwW9fO+3NxcJkyYQGFhIbNmzWLJkiUkJSXRrFkzUlJSSE5OJi0tzaePmTNn0rNnT1q1asWkSZPYtm3bBX9uevnll2O3231Os0LZu61PP/2Un3/+mZ9//pnPPvuM5ORknzrBwcFkZmaydOlSwsPD6d69O1OmTOHrr79W63z//fcAxMfHVzq+Uqcqhg4disViITQ0lHHjxtG0aVOGDBlS5fb+TCYT06ZNY/bs2eU+/9WqX78+M2bMYMWKFYwZM4YePXqc95hCCFFVf/vk2bt3b7KystixYwcjRowgNTWVQYMG8eOPP+J0OunTp4/6Ts5isbBs2TIOHjzo00e7du3U51FRUQDk5uZeUFzK543+V47Vq1eP/v37k5mZSUZGBv3796du3brl2g8aNIjs7GzWrFlDv3792LJlCx07dlQvuPEf50LNnz+frKwsNmzYQKtWrXj11VepU6fOBfU5atQoIiIimDt3bqV1SkpKyMzMxGQy8fnnn1NcXHxBYwohRFX87ZOn2WymefPmtG/fniVLlrBjxw7S09PJzy+7H279+vVkZWWpj3379pX73NNgMKjPlWRXWlp6QXHt378fm81GREREuW0jR45U31me7RRxWFgYffr04YknnmDbtm2kpKSoF0O1aNFCHaey8ZU6VREZGUnz5s3p27cvGRkZ3HbbbT5/QNhstgrfQZ4+fRqgws8jg4ODmTlzJgsWLCh38ZTiueee49ChQ+zcuZNjx44xa9asKscshBDn62+fPLWCgoKYMmUKjz/+OK1atSI0NJQjR47QvHlzn0d1f8tMbm4ur732GgMHDqzwa6b69etHUVERbrebpKSkKvfbqlUr9X9579u3L3Xq1GHevHnl6q1Zs4YffviBoUOHnlf8nTt35oorrmDmzJlqWcuWLTl27Bi//vqrT93du3cTFhZW7mphxeDBg2ndujVPPfVUuW3ffvst06ZNY9GiRcTHx7No0SKefvppn9PTQghRHSR5+hk8eDB6vZ60tDTGjx/PuHHjWLp0KQcPHmT37t0sXLiQpUuX/mHjeTwefvnlF3Jycti/fz9LliyhW7du1KpVizlz5lTYRq/Xs3//fvbt24dery+3/cSJE1xzzTX85z//4euvv+ann37irbfe4plnnuGmm24Cyt5xp6Wl8e677zJmzBi+/vprDh8+THp6OikpKdx6660X9Jnlww8/TFpaGsePHwcgKSmJli1bMnToULZt28ahQ4dYuXIljz/+OGPHjq1wHoo5c+awZMkSNfFD2YVJI0aM4JZbbuGWW24Byk5VDxo0iJSUFJ/Tt8pZg/z8fH777Tf1DIIQQpwv+YYhP8HBwTzwwAM888wz/PTTT9SrV4/Zs2dz6NAhwsPD6dixI1OmTPnDxsvLyyMqKkr9goGWLVsyYsQIxo4di81mq7Td2bZZLBa6dOnC/PnzOXjwIG63m5iYGEaPHu0T+6233srmzZuZOXMmV199NS6Xi8suu4zHHnuMhx9++IK+qaNfv37ExsYyc+ZM/v3vfxMcHMyHH37IlClTGDp0KL/99huxsbGMHTuWRx555Kx9XXPNNVxzzTXqFx8AzJo1i+PHj/uUAbz00ku0bt2aWbNmMXXqVACf23h27drFa6+9RpMmTTh8+PB5z08I8ff2t06e/hfPKCZNmsSkSZMAGDt2LGPHjq2wXq9evcpdcJOQkFDli3BSUlJ8vhXofGJVrF69Wn0eGhrK7NmzmT179jn7vfrqq3n//ferFENlKpqvTqcr93lqdHT0OedR0ZoCfPDBBz6vp06dqiZHrTp16pCTk3PO+IQQ4kLIaVshhBAiQJI8q1Hr1q19bnPRPpYvX17T4VXJrFmzKp3DddddV9PhCSFEjfhbn7atbu+99x5ut7vCbQ0aNLjI0Zyfe+65p9ILh4xGY4XlQgjxVyfJsxo1adKkpkO4YHXq1LngLzsQQoi/GjltK4QQQgRIkqcQQggRIEmeQgghRIAkeQohhBABkuQphBBCBEiSpxBCCBEgSZ5CCCFEgCR5CiGEEAGS5CmEEEIESJKnEEIIESBJnkIIIUSAJHkKIYQQAZLkKYQQQgRI/lcVIarI4/EAUODIx+X8vbyowIHLqcORH0aBw46TIm+9QgBczrL/lq4Ag7qt0JkPgDPfQIGjEJfTTWGBmyJXMa7QEhz5Yd62Sj3Ueko/Sv+O/CDveHb1dYHDro6rtPfvz24PxpFfoNZRYncEuXHmu9T+1T6823zKvPWUeAqdTm9fpWqZtk8AR5Abe3Axzny7+tqZ78JuD8aZb8flzKcAgzoXe3AxjvwCnPkuta02bm2/APbgYs02OwWOQnVNnBT5zFupq+1PKc8LKcGRby/Xzj8O7WtlTnZ7sNqvMjelP4C8vFDsdgeO/AI1Bme+Xe1Hy5FfQIHDru5nbXuAvJASn+f+MeSFlPw+L2897doox6S2TUVroqy1EqPSr3Ye2jLt2P51lHXwn6s21kDl5eUBv/+cVjed52KNJMSf3LFjx4iJianpMIQQZ3H06FEaNWpU7eNI8hSiikpLS8nOzsZqtaLT6Wo6HCGEhsfjwW63Ex0dTVBQ9X8iKclTCCGECJBcMCSEEEIESJKnEEIIESBJnkIIIUSA5FYVIapILhgS4tJ1sS8YkuQpRBVlZ2fLrSpCXOIu1q0qkjyFqCKr1QrA8AXrcevDMIfoadXQxpETTvJdxUTXNpJX8PuXCNiMBsJNBk57v6wg3FR24/9pp5twk4EIcygHf8sn+1TZzeiWsGAaR5hoFVWL6HAj2acL2Hbwf2rdE35fWtAqqhYAv+a5aGAL49c8l8/2g7+VfSHCrVeUJfyvjpwCKFf34G/5hJsMtIqqxb6cM5x2uomrZ6FD49pkny6LrWtcXbX+zyccal9Kf9o4lOf+27SUGJQ5RZhDy6230hZgX86ZSuudcBTSKqoWXePqsvqrYxz8LZ+4ehYa2MKIDjf61P3qyCm1vrKtSYRZnZcy3305Z9h3PI9WDW0kxkf6rF10uJEmEWa2H/yfGpf/vgDUffhrnkvdF3H1LOXmr93f2jYdGtdWY25gC6NrXF01Rv95afnPR4lXKVPq+PeljFNR39p+KurXn1JH2e8dGtdW22pjrKxtZXXOti0vL4+YmBj157S6SfL8k9uyZQu9e/fm1KlThIeH13Q4f2nKqdoQoxmdPoyQ0GCMZiuhBUEUBRUTZjJSqPs9eYYZDRjNIbi83+BiNIcA4KIIozkEkyWUMAeEFOoBCA0Lxmg2Y7ZYsVpNmIuDCTO51LpOQnziMVvKfkmYSg2YLWGYSg0+28O8XyZjtdrK6lmKve1864Y5ymIzW6wYzaW4KMJksWK12jAXl/2KsNlsan1rkV7tS+lPG4fy3H+bb+xlMShzMlnKJ0WlbdnalVZaz0lZ7DabDZPFSpgDTBYrZksYVqvJp67JUqzWV7bZbGZ1Xsp8jeZSQkylGM1l66BdO6vVhM1mxmwpVOPy3xdl6162D02lBnVfmLz1tPPX7m9tG+1+M1vCsNlsaoz+89Lyn48Sr1Km1PHvSxmnor61/VTUrz+ljrLfrVab2lYbY2VtK6tTlfYX6yMVuWCohqWkpKDT6dDpdBgMBmJjY5k4cSIul+vcjf8AmZmZ6vhBQUFERUVx2223ceTIEZ96TZs25YUXXijX/sknnyQhIUF9rcxnzpw5PvVWr17tc1AvWrSI8PBwjh496lPvwQcfpEWLFji9X/O2atUq+vbtS0REBDqdjqysrIDm17RpU3V+er2e6OhoRo0axalTp87dWAghKiHJ8xLQr18/cnJyOHToEPPnzyctLY1p06ZdtPFtNhs5OTkcP36ct99+mwMHDjB48ODz7i8sLIy5c+eeNUHdc889dO7cmVGjRqllH330EYsWLSIzMxOTqeyvX4fDwVVXXcXcuXPPO57p06eTk5PDkSNHWL58Of/973956KGHzrs/IYSQ5HkJCA0NJTIykpiYGAYOHEhiYiIbN24Eyq7wnD17NrGxsRiNRtq3b8/KlSvL9bFr1y46deqEyWSiW7duHDhwoMrj63Q6IiMjiYqKolu3bowaNYovvvhC/aLlQCUmJhIZGcns2bPPOmZ6ejo7duxg8eLF5OXlMXLkSB555BG6deum1rvzzjuZOnUqiYmJ5xULlH1WGRkZScOGDenduzcjRoxg9+7d592fEEJI8rzE7N27l23bthESUvZZ0OzZs1m2bBmLFy/m22+/Zdy4cSQnJ/PJJ5/4tHvssceYN28eO3fuJDg4mJEjR57X+Lm5ubzzzjvo9Xr0ev159aHX65k1axYLFy7k2LFjldaLiYnhhRdeYMKECSQnJ2OxWJgxY8Z5jVlVx48fZ+3atXTp0qVaxxFC/LXJBUOXgHXr1mGxWCguLqawsJCgoCD+9a9/UVhYyKxZs9i0aRNdu3YFoFmzZnz66aekpaXRs2dPtY+ZM2eqrydNmkT//v1xuVyEhYVVOKbWmTNnsFgseDwe9bPGhx56CLO58g/lz+Xmm28mISGBadOmkZ6eXmm91NRUXn75ZdauXcuOHTsIDS1/QciFevTRR3n88ccpKSnB5XLRpUsXnn/++T98HCHE34e887wE9O7dm6ysLHbs2MGIESNITU1l0KBB/PjjjzidTvr06YPFYlEfy5Yt4+DBgz59tGvXTn0eFRUFlL2LrAqr1UpWVhY7d+5k3rx5dOzYkZkzZ17wvObOncvSpUvZv39/pXX27NnD7t27MZlMbN269YLHrMiECRPIysri66+/5qOPPgKgf//+lJSc//8dKIT4e5N3npcAs9lM8+bNAViyZAnt27cnPT2dNm3aALB+/XoaNmzo08b/HZrB8PutAMpVraWlpVUaPygoSB0/Pj6egwcPcu+99/J///d/ah2bzcaZM2fKtT19+jS1atWqsN8ePXqQlJTE5MmTSUlJKbe9qKiI4cOHM2zYMHr27Mk999zDgAEDaNmyZZXirqq6deuq87vssst44YUX6Nq1K5s3b76gz1KFEH9fkjwvMUFBQUyZMoVHHnmE77//ntDQUI4cOeJzira6TZo0ibi4OMaNG0fHjh0BaNmyJbt27SpXd/fu3WdNdnPmzCEhIaHCOtOnT+fkyZPMnz+fWrVq8fbbb5Oamsqnn35arV+vpXyWW1BQUG1jCCH+2iR5XoIGDx7MhAkTSEtLY/z48YwbN47S0lKuuuoqzpw5w2effYbNZmPEiBHVMn5MTAw333wzU6dOZd26dQCMGzeOq6++mpkzZ3LLLbdQUlLC66+/zvbt2/n3v/9daV9t27Zl2LBhvPjiiz7lX375JXPnzmX9+vXqO9e0tDTatGnD/Pnz+ec//wnAyZMnOXLkCNnZ2QDqVcSRkZFERkZWaT52u51ffvkFj8fD0aNHmThxIvXq1fO5qlcIIQIhn3legoKDg3nggQd45plnmDx5Mk888QSzZ88mPj6efv36sX79emJjY6s1hnHjxrF+/Xq++OILALp168aGDRvYsGED3bt3p1evXmzbto2PPvpIPb1cmenTp/ucQi4sLFQ/2+3bt69aHhUVxcKFC3n88cfVJLlmzRo6dOhA//79Abj99tvp0KEDixcvrvJcpk6dSlRUFNHR0QwYMACz2cyHH35IRERElfsQQggteedZwzIzMyssnzRpEpMmTQJg7NixjB07tsJ6vXr1wuPx+JQlJCSUK6tMSkpKhZ9H/uMf/yjXR9++fX2SXUUqmk/Tpk0pLPz9e1lDQ0PZt29fhe3vuOMO7rjjjnPGV1WHDx8+77ZCCFEZeecphBBCBEiS519c69atfW5z0T6WL19e0+FdkOXLl1c6t9atW9d0eEKIvzA5bfsX99577+F2uyvc1qBBg4sczR/rxhtvrPSbgrS37gghxB9NkudfXJMmTWo6hGpjtVov2v/dJ4QQWnLaVgghhAiQJE8hhBAiQJI8hRBCiABJ8hRCCCECJMlTCCGECJAkTyGEECJAkjyFEEKIAEnyFEIIIQIkyVMIIYQIkCRPIYQQIkCSPIUQQogASfIUQgghAiTJUwghhAiQ/K8qQlSRx+MBoKjAgVtfgqFET4EjiEKnkyJXMa7QEgoLfv/v31weAwUYcDnLygoo+2/SXE43BRhwUoTLmU+RswCAwtJgChylOPKDsAcX48gvwOXMV+sWOAp94nHkl/3t68x34Qhy48x3+Wx3OfMBsNvzvPXsZe386ipjOPKDKHDYcTndOPPBbg/GkV8WW15eqFrfbneofSn9aeNQnvtv84ndG4MyJydF5dZbaQtQ4LBXWq/AUYgjP4i8vFCc+XZcznyc+WXt7cHFPnWd+Xa1vrItL6REnZcy3wKHnSJnPgWOIOx2s8/a2YOLyQspwZFvV+Py3xeAug+d+S51X3j/8Zm/dn9r29jtwWrMjiA3eXmhaoz+89Lyn48Sr1Km1PHvSxmnor61/VTUrz+ljrLf7fZgta02xsraVlbnbNvy8sqOc+XntLrpPBdrJCH+5I4dO0ZMTExNhyGEOIujR4/SqFGjah9HkqcQVVRaWkp2djZWqxWdTlfT4QghNDweD3a7nejoaIKCqv8TSUmeQgghRIDkgiEhhBAiQJI8hRBCiABJ8hRCCCECJLeqCFFFcsGQEJeui33BkCRPIaooOztbblUR4hJ3sW5VkeQpRBVZrVYAHl36Ea2aRNLAFsaveWU3gTewhbEv5wxHTjhpHGEiMT6S7NMF/JrnokPj2jSJMPPzCQfZpwvU/qLDjXx15BQnHIW0iqrl8xrgtNNNXD0LgFoGEGEOVcc+4Sgkwhyq1mkVVQuAX/NcNLCF+cQfHW4k+3QB+3LO+LRRnivzUObUoXFtAJ+Y9+WcAaBVVK1Kx1fG0a6NNoYmEWZWf3WMg7/lE1fPQgNbmNpGif2Eo5DE+EiaRJjZfvB/bDv4P8JNBnVdldfKOoWbDOq/ifGRAHx15JTPnJQ4tHEpa65s23bwfz5rpsSn8F8bZQzt+mnXWqnvv87aY0K7xtp1qChWpU//uSh1usbVZfVXx9T1U/a3cly8vzcHm9HArVf8/keg9jhVXiv7CVBjVF5XVKYc2/77PDrc6DM/7bz8179rXF22H/yfz/y0cVQ2tiIvL4+YmBj157S6SfIUooqUU7WhJgsmixWzJQxTadkvcLMlDKO5lNCCIIxmM1arDXNxMKZSA1arDZvNjLVIj7n49x85q9WEyVKMkxDMFqvPawAXRZgsZb8IlDIAkyVUHdtJCCZLqFrH7K1vKjVgtvgmT6vVhLk4GKO51KeN8lyZhzInq9VWVqaJ2Wgu9dazVjq+Mo52bbQx2GxmTBYrYQ7UdVTaKLE7CVHXzWwpJMzkwmgOUddVea2sk9Ecov6rxG2yFPvMSYlDG5ey5sq2MJPvNyEp8amv/dZGGUO7ftq1Vur7r7P2mNCusXYdKopV6dN/Lkodm82GyWJV10/Z38pxEWqyE2Y0qPErYyvHqfJa2U+AGqPyuqIy5dj23+dWq8lnftp5+a+/zWbDbCn0mZ82jsrG9nexPlKRC4aEEEKIAEnyPIeUlBR0Oh06nQ6DwUBsbCwTJ07E5fr9L1Rlu/9jxYoVAGzZsgWdTsfp06fL9d+0aVNeeOGFKsXStGlTtW+TyUTbtm159dVXfepkZmYSHh5eYXudTsfq1asBOHz4MDqdjvr162O3233qJSQk8OSTTwLgcDiIi4vjkUce8alz+PBhbDYbr7zyCgAul4uUlBTatm1LcHAwAwcOrNKcLoZXXnmFq6++mtq1a1O7dm0SExP54osvajosIcSfmCTPKujXrx85OTkcOnSI+fPnk5aWxrRp03zqZGRkkJOT4/OojgQyffp0cnJy2Lt3L8nJyYwePZoNGzacd392u53nnnuu0u1ms5mMjAwWLlzI1q1bgbKr2lJTU+nevTujR48GoKSkBKPRyEMPPURiYuJ5x6MoKir/BeDna8uWLQwdOpTNmzezfft2YmJi6Nu3L8ePH//DxhBC/L1I8qyC0NBQIiMjiYmJYeDAgSQmJrJx40afOuHh4URGRvo8wsLCKunx/FmtViIjI2nWrBmPPvooderUKRdLIB588EGef/55cnNzK63To0cPHnzwQVJTU3E4HCxYsICsrCyfd71ms5lFixYxevRoIiMjA47jySefJCEhgVdffZXY2Fh17U6fPs1dd91FvXr1sNlsXHPNNezZs6dcu7S0NGJiYjCZTAwZMoQzZ86odZYvX859991HQkICl19+Oa+++iqlpaV89NFHAccphBAgyTNge/fuZdu2bYSEhJy7cjUqLS3l7bff5tSpUxcUy9ChQ2nevDnTp08/a72ZM2cSHBxMcnIyU6ZMYeHChTRs2PC8x63Ijz/+yNtvv82qVavIysoCYPDgweTm5rJhwwZ27dpFx44dufbaazl58qRPuzfffJO1a9fy/vvv89VXX3HfffdVOo7T6cTtdlOnTp0/NH4hxN+HXG1bBevWrcNisVBcXExhYSFBQUH861//8qkzdOhQ9Hq9T9m+ffto3Lix+rqie4+cTmdAsTz66KM8/vjjFBYWUlxcTJ06dbjrrrsC6kNLp9MxZ84cbrjhBsaNG0dcXFyF9YxGIwsWLKBfv35cd911JCcnn/eYlSkqKmLZsmXUq1cPgE8//ZQvvviC3NxcQkPLrlR87rnnWL16NStXrmTMmDFA2eety5YtU5P5woUL6d+/P/PmzavwXfCjjz5KdHT0H3J6WQjx9yTJswp69+7NokWLcDgczJ8/n+DgYAYNGuRTZ/78+eV+GUdHR/u83rp1a7l7kHr16hVQLBMmTCAlJYWcnBwmTJjAfffdR/PmzQPqw19SUhJXXXUVTzzxBK+99lql9dLT0zGZTHzzzTecOXOGWrVqXdC4/po0aaImToA9e/aQn59PRESET72CggIOHjyovm7cuLHPu+CuXbtSWlrKgQMHyiXPOXPmsGLFCrZs2VItp9WFEH8PkjyrwGw2qwlqyZIltG/fnvT0dEaNGqXWiYyMPGcSi42NLXclbHBwYLugbt26NG/enObNm/PWW2/Rtm1bOnXqRKtWrQCw2Ww4HA5KS0t9vqJKudK3soQ3Z84cunbtyoQJEyrc/sYbb7Bu3Tq2b9/O0KFDGTduHEuWLAko9nMxm33v28rPzycqKootW7aUq1vZFcVn89xzzzFnzhw2bdpEu3btzjNKIYSQzzwDFhQUxJQpU3j88ccpKCg4d4NqFBMTw2233cbkyZPVspYtW1JcXKx+ZqjYvXs3AC1atKiwr86dO3PLLbcwadKkctt+/fVX7r//fp5++mnat29PZmYmy5Ytu6CrfKuiY8eO/PLLLwQHB6t/MCiPunXrqvWOHDlCdna2+vrzzz8nKCiIli1bqmXPPPMMM2bM4P3336dTp07VGrcQ4q9Pkud5GDx4MHq9npdeekktO336NL/88ovPw+FwVHssY8eOZe3atezcuROA1q1b07dvX0aOHMlHH33ETz/9xPvvv899993HbbfddtaLfGbOnMnHH3/MgQMHfMrHjBlDfHw8Dz/8MFCWaCdMmMCYMWN8rmrdt28fWVlZnDx5kjNnzpCVlVUuiQciMTGRrl27MnDgQD788EMOHz7Mtm3beOyxx9T5AoSFhTFixAj27NnD1q1beeihhxgyZIh6ynbu3Lk88cQTLFmyhKZNm6r7Jz8//7xjE0L8vUnyPA/BwcE88MADPPPMM2qCTE1NJSoqyuexcOHCao+lVatW9O3bl6lTp6plb7zxBj179uTuu++mdevWPPTQQ9x0003lvlDBX4sWLRg5cqTPF0AsW7aMTZs2kZGR4XMa+KmnniI8PJxx48apZddffz0dOnRg7dq1bNmyhQ4dOtChQ4fznptOp+O9996jR48epKam0qJFC26//XZ+/vlnGjRooNZr3rw5t9xyC9dffz19+/alXbt2/Pvf/1a3L1q0iKKiIm699Vaf/XO2+1uFEOJs5DPPc8jMzKywfNKkSeopTo/Hc9Y+evXqVWmdw4cPVzmWyuq+//77Pq/Dw8NZsGABCxYsqLSvpk2bVhhTWloaaWlp6uvhw4czfPjwcvVCQkL45ptvqhRfVTz55JPqtxppWa1WXnzxRV588cWztr/33nu59957K9x2IXEJIURF5J2nEEIIESBJnpeI5cuXY7FYKny0bt26psO7YK1bt650fsuXL6/p8IQQIiBy2vYSceONN9KlS5cKtxkMhgrL/0zee+893G53hdu0n18GqrLTvUIIUZ0keV4irFbrRftPXGtCkyZNajoEIYT4w8hpWyGEECJAkjyFEEKIAEnyFEIIIQIkyVMIIYQIkCRPIYQQIkCSPIUQQogASfIUQgghAiTJUwghhAiQJE8hhBAiQJI8hRBCiABJ8hRCCCECJMlTCCGECJAkTyGEECJA8r+qCFFFHo8HgEJnPs58O44gN858FwCOIDcFDjuFTicFjlLsdjOO/AKc+S7s9mDyQkqw2x048gvU/uzBxTjz7RQ4CnHkB/m8BnA53Tjzy+oqZQBOitSxCxyFOClS6zjyy/4edua7cAT5/hdw9uBiHPkFFDjsPm2U58o8lDnZ7WW/HrQxFzjs3rKgSsdXxtGujTaGvJASnPl2XM58nPll25U2SuwFjkLsdjN5ISU4vHULMKjrqrxW1qkAg/qv3W729mP3mZMShzYuZc2VbS5lwZW1zveN339tlDG066dda6W+/zprjwntGmvXoaJYlT7956LUycsLVY8hZa0KHHb1uCh05uPyGLDb835vpzlOldfKfiqLtSxG5XVFZcqx7b/P7cHFPvPTzst//fPyQnHk233mp42jsrEVeXllc1J+TqubznOxRhLiT+7YsWPExMTUdBhCiLM4evQojRo1qvZxJHkKUUWlpaVkZ2djtVrR6XQ1HY4QQsPj8WC324mOjiYoqPo/kZTkKYQQQgRILhgSQgghAiTJUwghhAiQXG0rRBXJZ55CXLou9meekjyFqKLs7Gy52laIS9zFutpWkqcQVWS1WgF4+79ZXNaovs+27NMF/JpXdo9bA1sYv+a5OPhbPuEmA62iagGo2zs0rq220Zaf8N7L2SqqFvtyzqjPo8ONfHXkFF8dOYXNaCCvwI3NaCDcZCDCHEoDW5haP8IcCqDW7RZXVx1DieurI6doHGFSY48wh6pjK+0b2MIA2JdzhtPOsnvu4upZfObsP8a+nDPsO55HdG0j3eLqqmMq2yLMoRz8LZ/sUwVE1zaqfXZoXJuvjpyigS1Mnat27ZT1UdYowhyqtjnhKFTXNzrcqNZrEmHm5xMOdY2166zEpNTPPl3gs37KGEpdJSbluVJfWXulL+1Y2r6VddDWUbav3HWUvAI3jSNMtIqqRde4umw/+D+ftdP26T8f5VhS5qy01R5j0eFGmkSU3fuqrInSl38fShv/9VT2t3b9lT7P5ecTjgr7VV539R4/2vj811FLO652PrUNJcTExKg/p9VNkqcQVaScqjVbrFitNp9t5uJgTKUG7/YwTKUGwhxgNIdgtpT9MCvblbbm4mCfcichav9Gc6lmLBMmSzGhJjdhRgOFurJ/jeYQTJZQzJYwtb7JUvZLX6mrHVuJK9Tkxmj+/ReQyRKqjq20N1vKfnEbzaW4vDf3myy+v5T8xzCaSwkxlRJmMmK2WNUxlW0mSyhhDggp1BNmMqp9Wq02TJZizJYwda7atVPWR1kjkyVUbePk9/W1Wn//g8BmM2Mt0qtrrF1nJSalvrk42Gf9lDGUukpMynOlvrL2Sl/asbR9K+ugraNsDzNZKNSV7Q+zxYrNZsNsKfRZO22f/vPRHoc2m1ltqz3GrFYTNlvZ/lbWROnLvw+ljf96lq1Nsc/6K32ei7VIX2G/ymubzeZTt6J11NKOq52PzfulCRfrIxW5YOhPrlevXjz88MM1HYYQQvytSPKsISkpKeh0OubMmeNTvnr16hq5GMXj8fDcc8/RokULQkNDadiwITNnzqxS28zMTHQ6HTqdjqCgIKKiorjttts4cuSIT72mTZvywgsvlGv/5JNPkpCQoL6u6tosWrSI8PBwjh496lPvwQcfpEWLFjidTgBWrVpF3759iYiIQKfTkZWVVaV5CSFEZSR51qCwsDDmzp3LqVOnajoUxo4dy6uvvspzzz3Hd999x5o1a+jcuXOV29tsNnJycjh+/Dhvv/02Bw4cYPDgwecdT1XW5p577qFz586MGjVKLfvoo49YtGgRmZmZmExlp3wcDgdXXXUVc+fOPe94hBBCS5JnDUpMTCQyMpLZs2dXuP3EiRMMHTqUhg0bYjKZaNu2La+//vpZ+2zatClPP/00w4cPx2Kx0KRJE9asWcNvv/3GTTfdhMVioV27duzcuVNts3//fhYtWsS7777LjTfeSGxsLFdccQV9+vSp8lx0Oh2RkZFERUXRrVs3Ro0axRdffKF+WXOgzrU2ypjp6ens2LGDxYsXk5eXx8iRI3nkkUfo1q2bWu/OO+9k6tSpJCYmnlcsQgjhT5JnDdLr9cyaNYuFCxdy7NixcttdLhdXXHEF69evZ+/evYwZM4Y777yTL7744qz9zp8/n+7du/PVV1/Rv39/7rzzToYPH05ycjK7d+8mLi6O4cOHq//7wNq1a2nWrBnr1q0jNjaWpk2bctddd3Hy5Mnzmldubi7vvPMOer0evV5/Xn2ca20UMTExvPDCC0yYMIHk5GQsFgszZsw4rzGFEKKqJHnWsJtvvpmEhASmTZtWblvDhg0ZP348CQkJNGvWjAcffJB+/frx5ptvnrXP66+/nrvvvpvLLruMqVOnkpeXx5VXXsngwYNp0aIFjz76KPv37+fXX38F4NChQ/z888+89dZbLFu2jMzMTHbt2sWtt95a5XmcOXMGi8WC2WymQYMGbN68mfvvvx+zuWpX5FXkbGujlZqaSps2bVi7di0ZGRmEhoae95hCCFEVkjwvAXPnzmXp0qXs37/fp7ykpIQZM2bQtm1b6tSpg8Vi4YMPPih3IY6/du3aqc8bNGgAQNu2bcuV5ebmAmXfnFNYWMiyZcu4+uqr6dWrF+np6WzevJkDBw5UaQ5Wq5WsrCx27tzJvHnz6NixY5UvODqbytZGa8+ePezevRuTycTWrVsveEwhhDgXSZ6XgB49epCUlMTkyZN9yp999lkWLFjAo48+yubNm8nKyiIpKYmioqJKeipjMPx+X5xydWpFZaWlZfe2RUVFERwcTIsWLdQ68fHxAOdM1IqgoCCaN29OfHw8jzzyCP/4xz+49957ferYbDbOnDlTru3p06epVatWhf1WtjaKoqIihg8fzrBhw/j3v//N448/XuWEL4QQ50u+JOESMWfOHBISEmjZsqVa9tlnn3HTTTeRnJwMlCW777//nlatWv2hY3fv3p3i4mIOHjxIXFwcAN9//z0ATZo0Oa8+J02aRFxcHOPGjaNjx44AtGzZkl27dpWru3v3bp95+6tobRTTp0/n5MmTzJ8/n1q1avH222+TmprKp59+elG+31II8fckv10uEW3btmXYsGG8+OKLatlll13Gxo0b2bZtG/v37+fuu+9WP6f8IyUmJtKxY0dGjhzJV199xa5du7j77rvp06ePz7vRQMTExHDzzTczdepUtWzcuHGsX7+emTNnsn//fvbu3ctjjz3G9u3bGTt2bKV9VbQ2AF9++SVz584lPT1dfeealpbGgQMHmD9/vlrv5MmTZGVlsW/fPgAOHDhAVlYWv/zyy3nNTQghJHleQqZPn66eSgV4/PHH6dixI0lJSfTq1YvIyEgGDhz4h48bFBTE2rVrqVu3Lj169KB///7Ex8ezYsWKC+pXSZbK1cHdunVjw4YNbNiwge7du9OrVy+2bdvGRx99RJs2bc7al//aFBYWMmLECFJTU+nbt69aHhUVxcKFC31O365Zs4YOHTrQv39/AG6//XY6dOjA4sWLL2h+Qoi/LzltW0MyMzPLlTVt2pTCwkL1dZ06dVi9evVZ+9myZYvP68OHD5ero9ySoh3Hvyw6Opq33377rGNVJiUlhZSUlHLl//jHP8qN07dvX59kV5GqrE1oaKj6TtLfHXfcwR133HHO+IQQ4nzJO08hhBAiQJI8xTm1bt0ai8VS4WP58uU1HZ4QQlx0ctpWnNN7772H2+2ucJtyz6gQQvydSPIU53S+t6sIIcRflZy2FUIIIQIkyVMIIYQIkCRPIYQQIkCSPIUQQogASfIUQgghAiTJUwghhAiQJE8hhBAiQJI8hRBCiABJ8hRCCCECJMlTCCGECJAkTyGEECJAkjyFEEKIAEnyFEIIIQIk/6uKEFXk8XgAcOTbsduNPtsc+QU4811lz4PcOPNduJz5FGDAkV/2N6qy3W4PVttoywschd7yIAocdvW5PbgYZ76dQmc+Lo+BwgI3Lo+Bgv9v795jmrrfP4C/i9JawVIQgaJyUfCGyqZOxCnecCAIeJkSJYr3ODW6BYwzbkPN8p1Op3NmLosXMM6oW0TIjJcwhKmIeBmoKDIhKM4UmBek5Vagz+8P1/PjQAWKlwo8r4Sk/dzO83w+2g+n9JzCEhXQodyiRmhfAR0ACG3LtV2EYxjiqq7QorJcL8ReAZ1wbEP/coua/2LSoKqi5r8xxPPR8BiV5RroKrSoktWhXNtFOKahrgI6VFVooauoRJWsThhTo+mMCq0G5RY1Qq71584wP4Y5qoBO6FNZXi3Mr6ZzrdCuTFoHjaZcmOP682yIydC+XFspmj/DMQxtDTEZHhvaG+beMFb9Y9Uf2zAP9dsY6qsqtKiurEFluR7lWguUlclQrtWI5q7+mA3zMfxbMuRs6Fv/35imcy3KpC/m2zAnhrEajmHo03A+XxxPI5p/w5jN0WjKjY5reF5WJhO1NTaP9dU/bv18Olu+KDf8P33TePNkrIU0mhcvsDP93jNvIIyxl3ry5AlsbGze+HEk9La2acbaOL1ej9zcXAwaNAgPHz6EQqEwd0hvTFlZGXr37t2u8+wIOQIdJ8/nz5/DxcUFz549g1KpfOPH4zNPxlrIwsICPXv2BAAoFIp2/UJk0BHy7Ag5Ah0nTwuLt/NRHv7AEGOMMWYi3jwZY4wxE/HmyZgJZDIZYmJiIJPJmm/chnWEPDtCjgDn+abwB4YYY4wxE/GZJ2OMMWYi3jwZY4wxE/HmyRhjjJmIN0/GGGPMRLx5MtZCP/74I9zc3NClSxf4+PjgypUr5g6pxb755ht88MEH6NatGxwcHDBt2jTk5uaK2owfPx4SiUT0s3z5clGbwsJCBAcHo2vXrnBwcMDatWtRW9v4/qPmsnHjxkY5DBgwQKivqqrCypUr0b17d1hbW2PmzJkoLi4WjfGu5wgAbm5ujfKUSCRYuXIlgLa7lufPn0dISAicnZ0hkUiQkJAgqicifPXVV1CpVJDL5fD398e9e/dEbZ4+fYqIiAgoFAoolUosXrwYWq34xsw3b97E2LFj0aVLF/Tu3Rvffvut6cESY6xZR48eJalUSgcOHKDbt2/T0qVLSalUUnFxsblDa5GAgACKjY2l7OxsysrKoqCgIHJxcSGtViu0GTduHC1dupTUarXw8/z5c6G+traWBg8eTP7+/pSZmUmnTp0ie3t7Wr9+vTlSMiomJoa8vLxEOfz7779C/fLly6l3796UnJxM165do1GjRtHo0aOF+raQIxFRSUmJKMekpCQCQCkpKUTUdtfy1KlTtGHDBoqPjycAdOLECVH9li1byMbGhhISEujGjRsUGhpK7u7uVFlZKbQJDAwkb29vunz5Ml24cIE8PDxozpw5Qv3z58/J0dGRIiIiKDs7m44cOUJyuZx+/vlnk2LlzZOxFhg5ciStXLlSeF5XV0fOzs70zTffmDGq1ispKSEA9Oeffwpl48aNozVr1ry0z6lTp8jCwoKKioqEsp9++okUCgVVV1e/yXBbLCYmhry9vY3WlZaWkqWlJf32229CWU5ODgGg9PR0ImobORqzZs0a6tu3L+n1eiJqH2vZcPPU6/Xk5ORE27ZtE8pKS0tJJpPRkSNHiIjozp07BICuXr0qtDl9+jRJJBJ69OgRERHt2bOHbG1tRXmuW7eO+vfvb1J8/LYtY83Q6XS4fv06/P39hTILCwv4+/sjPT3djJG13vPnzwEAdnZ2ovLDhw/D3t4egwcPxvr161FRUSHUpaenY8iQIXB0dBTKAgICUFZWhtu3b7+dwFvg3r17cHZ2Rp8+fRAREYHCwkIAwPXr11FTUyNaxwEDBsDFxUVYx7aSY306nQ6//PILFi1aBIlEIpS3h7Wsr6CgAEVFRaL1s7GxgY+Pj2j9lEolRowYIbTx9/eHhYUFMjIyhDZ+fn6QSqVCm4CAAOTm5uLZs2ctjodvDM9YMx4/foy6ujrRCw0AODo64u7du2aKqvX0ej0+/fRTfPjhhxg8eLBQPnfuXLi6usLZ2Rk3b97EunXrkJubi/j4eABAUVGR0Tkw1L0LfHx8EBcXh/79+0OtVmPTpk0YO3YssrOzUVRUBKlU2ugbNxwdHYX420KODSUkJKC0tBQLFiwQytrDWjZkiMtY3PXXz8HBQVTfuXNn2NnZidq4u7s3GsNQZ2tr26J4ePNkrINZuXIlsrOzcfHiRVH5smXLhMdDhgyBSqXCpEmTkJ+fj759+77tMFtlypQpwuOhQ4fCx8cHrq6u+PXXXyGXy5vo2Xbt378fU6ZMgbOzs1DWHtbyXcdv2zLWDHt7e3Tq1KnRpzKLi4vh5ORkpqhaZ9WqVTh58iRSUlLQq1evJtv6+PgAAPLy8gAATk5ORufAUPcuUiqV6NevH/Ly8uDk5ASdTofS0lJRm/rr2NZyfPDgAf744w8sWbKkyXbtYS0NcTX1/9DJyQklJSWi+traWjx9+vS1rzFvnow1QyqVYvjw4UhOThbK9Ho9kpOT4evra8bIWo6IsGrVKpw4cQLnzp1r9LaVMVlZWQAAlUoFAPD19cWtW7dEL05JSUlQKBQYNGjQG4n7VWm1WuTn50OlUmH48OGwtLQUrWNubi4KCwuFdWxrOcbGxsLBwQHBwcFNtmsPa+nu7g4nJyfR+pWVlSEjI0O0fqWlpbh+/brQ5ty5c9Dr9cIvEL6+vjh//jxqamqENklJSejfv3+L37IFwJeqMNYSR48eJZlMRnFxcXTnzh1atmwZKZVK0acV32WffPIJ2djYUGpqqujyhYqKCiIiysvLo82bN9O1a9eooKCAEhMTqU+fPuTn5yeMYbi84aOPPqKsrCw6c+YM9ejRw+yXN9QXFRVFqampVFBQQGlpaeTv70/29vZUUlJCRC8uVXFxcaFz587RtWvXyNfXl3x9fYX+bSFHg7q6OnJxcaF169aJytvyWmo0GsrMzKTMzEwCQDt27KDMzEx68OABEb24VEWpVFJiYiLdvHmTwsLCjF6q8v7771NGRgZdvHiRPD09RZeqlJaWkqOjI82bN4+ys7Pp6NGj1LVrV75UhbE3Zffu3eTi4kJSqZRGjhxJly9fNndILQbA6E9sbCwRERUWFpKfnx/Z2dmRTCYjDw8PWrt2rejaQCKi+/fv05QpU0gul5O9vT1FRUVRTU2NGTIyLjw8nFQqFUmlUurZsyeFh4dTXl6eUF9ZWUkrVqwgW1tb6tq1K02fPp3UarVojHc9R4OzZ88SAMrNzRWVt+W1TElJMfrvNDIykoheXK7y5ZdfkqOjI8lkMpo0aVKj/J88eUJz5swha2trUigUtHDhQtJoNKI2N27coDFjxpBMJqOePXvSli1bTI6Vv5KMMcYYMxH/zZMxxhgzEW+ejDHGmIl482SMMcZMxJsnY4wxZiLePBljjDET8ebJGGOMmYg3T8YYY8xEvHky1o5JJBIkJCQIz+/evYtRo0ahS5cueO+9915a9q6Ji4tr9G0ozXFzc8P333//SsctKirC5MmTYWVlJRzfWFnDeW5Oa/Ixt9TUVEgkkkb3Bu6oePNkrI1ZsGABJBIJJBIJLC0t4ejoiMmTJ+PAgQPQ6/Witmq1WvRNIzExMbCyskJubq5wj1BjZeZkbNMLDw/H33///dZj2blzJ9RqNbKysoTjGytrOM/NaZjPxo0b39lfXJhxvHky1gYFBgZCrVbj/v37OH36NCZMmIA1a9Zg6tSpqK2tFdo5OTlBJpMJz/Pz8zFmzBi4urqie/fuLy0zlU6ne7WEmiGXyxt9T+PbkJ+fj+HDh8PT01M4vrGyhvPcnLeVT11dXaNfqNhr0spbEDLGzCQyMpLCwsIalScnJxMA2rt3r1AGgE6cOCE8rv8TExNjtIzoxf1RZ82aRTY2NmRra0uhoaFUUFDQKIavv/6aVCoVubm5mdRv27Zt5OTkRHZ2drRixQrS6XRERDRu3LhGMRERxcbGko2NjTBOXl4ehYaGkoODA1lZWdGIESMoKSlJNB+urq60c+fOl87jlStXyN/fn7p3704KhYL8/Pzo+vXrov5ocH9VY2UN57mgoIAA0PHjx2n8+PEkl8tp6NChdOnSJWHs+vnExsYavefwwoULKTg4WBSzTqejHj160L59+4zmZBg3MTGRBg4cSJ06daKCgoJmczXksHfvXpo2bRrJ5XLy8PCgxMREod5w39lnz54REVF5eTkFBgbS6NGjhbKOhM88GWsnJk6cCG9vb8THxxutV6vV8PLyQlRUFNRqNaKjo42W1dTUICAgAN26dcOFCxeQlpYGa2trBAYGis4wk5OTkZubi6SkJJw8ebLF/VJSUpCfn4+UlBQcPHgQcXFxiIuLAwDEx8ejV69e2Lx5M9RqNdRqtdFctFotgoKCkJycjMzMTAQGBiIkJASFhYUtni+NRoPIyEhcvHgRly9fhqenJ4KCgqDRaAAAV69eRWBgIGbPng21Wo1du3YZLXuZDRs2IDo6GllZWejXrx/mzJkjelfAIDw8HFFRUfDy8hJyDg8Px5IlS3DmzBnRHJw8eRIVFRUIDw9/6XErKiqwdetW7Nu3D7dv34aDg0OzuRps2rQJs2fPxs2bNxEUFISIiAg8ffq00TFKS0sxefJk6PV6JCUltbm/374W5t69GWOmedmZJ9GLbxUZOHCg8Bz1zoiIiLy9vYWzy5eVHTp0iPr37096vV4oq66uJrlcTmfPnhVicHR0pOrqapP7ubq6Um1trdBm1qxZFB4eLjw3dsbY8MzTGC8vL9q9e3eT4zSlrq6OunXrRr///rtQFhYWJpxdNlUGI2ee9c8Ob9++TQAoJyfHaD4xMTHk7e3dKKZBgwbR1q1bhechISG0YMGCl+ZgOIvNysoyOVcA9MUXXwjPtVotAaDTp08T0f+feebk5NDQoUNp5syZovXvaPjMk7F2hIggkUheaYwbN24gLy8P3bp1g7W1NaytrWFnZ4eqqirk5+cL7YYMGQKpVGpyPy8vL3Tq1El4rlKpRF/K3BJarRbR0dEYOHAglEolrK2tkZOTY9KZZ3FxMZYuXQpPT0/Y2NhAoVBAq9WaNEZThg4dKjw2fAm1qXkuWbIEsbGxQrynT5/GokWLmuwjlUpFxzb0bUmu9ftZWVlBoVA0inny5Mnw8PDAsWPHROvf0XQ2dwCMsdcnJycH7u7urzSGVqvF8OHDcfjw4UZ1PXr0EB5bWVm1qp+lpaWoTiKRmPyhlujoaCQlJWH79u3w8PCAXC7Hxx9/bNIHlyIjI/HkyRPs2rULrq6ukMlk8PX1fW0ffqqfp+EXGlPznD9/Pj7//HOkp6fj0qVLcHd3x9ixY5vsI5fLG/0C1dJcW7I2wcHBOH78OO7cuYMhQ4aYlE97wpsnY+3EuXPncOvWLXz22WevNM6wYcNw7NgxODg4QKFQvPF+DUmlUtTV1TXZJi0tDQsWLMD06dMBvNi479+/b9Jx0tLSsGfPHgQFBQEAHj58iMePH7cq5lf1spy7d++OadOmITY2Funp6Vi4cGGrxn+duW7ZsgXW1taYNGkSUlNTMWjQoFaN09bx27aMtUHV1dUoKirCo0eP8Ndff+F///sfwsLCMHXqVMyfP/+Vxo6IiIC9vT3CwsJw4cIFFBQUIDU1FatXr8Y///zz2vs15ObmhvPnz+PRo0cvfYH39PREfHw8srKycOPGDcydO9fkszpPT08cOnQIOTk5yMjIQEREBORyuUljvC5ubm4oKChAVlYWHj9+jOrqaqFuyZIlOHjwIHJychAZGdmq8V93rtu3b0dERAQmTpyIu3fvtnqctow3T8baoDNnzkClUsHNzQ2BgYFISUnBDz/8gMTERNHfE1uja9euOH/+PFxcXDBjxgwMHDgQixcvRlVVVZNnlK3t19DmzZtx//599O3bV/R2b307duyAra0tRo8ejZCQEAQEBGDYsGEm5bl//348e/YMw4YNw7x587B69WqzXEsKADNnzkRgYCAmTJiAHj164MiRI0Kdv78/VCoVAgIC4Ozs3Krx30SuO3fuxOzZszFx4kSz3MDC3CREROYOgjHGmHFarRY9e/ZEbGwsZsyYYe5w2H/4b56MMfYO0uv1ePz4Mb777jsolUqEhoaaOyRWD2+ejDH2DiosLIS7uzt69eqFuLg4dO7ML9fvEn7bljHGGDMRf2CIMcYYMxFvnowxxpiJePNkjDHGTMSbJ2OMMWYi3jwZY4wxE/HmyRhjjJmIN0/GGGPMRLx5MsYYYybizZMxxhgz0f8BatKFLRVSw5kAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 300x500 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmer_pattern = lambda x: x.str.contains('TGCGGTC')\n",
    "title = 'K-mers containing TGCGGTC'\n",
    "create_kmer_rank_distribution_rugplot(model_diff_affinity_motifs_df, kmer_pattern, \n",
    "                                      fusion_ER_models, title, linewidth=0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55dc3abe",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "### Experiment 4: ETS-RUNX1 composite motifs (GGAA+TGTGGT) with varying overlaps and 1-2bp substitutions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b659b4a9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-20T21:06:02.414146Z",
     "start_time": "2026-04-20T21:06:02.347494Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GGAATGTGGT ['GGAATGTGGT', 'AAAATGTGGT', 'ACAATGTGGT', 'ATAATGTGGT', 'CAAATGTGGT']\n",
      "GGATGTGGT ['GGATGTGGT', 'AAATGTGGT', 'ACATGTGGT', 'ATATGTGGT', 'CAATGTGGT']\n",
      "GGAAGTGGT ['GGAAGTGGT', 'AAAAGTGGT', 'ACAAGTGGT', 'ATAAGTGGT', 'CAAAGTGGT']\n",
      "GGAAGCGGT ['GGAAGCGGT', 'AAAAGCGGT', 'ACAAGCGGT', 'ATAAGCGGT', 'CAAAGCGGT']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1271"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "core_motifs = [\n",
    "    'GGAATGTGGT',\n",
    "    'GGATGTGGT',\n",
    "    'GGAAGTGGT',\n",
    "    'GGAAGCGGT'\n",
    "]\n",
    "\n",
    "motif_mutations = []\n",
    "for core_motif in core_motifs:\n",
    "    motif_mutations_1bp = generate_all_1bp_substitutions(core_motif)\n",
    "    motif_mutations_2bp = generate_all_2bp_substitutions(core_motif)\n",
    "    motif_mutations = motif_mutations + motif_mutations_1bp + motif_mutations_2bp\n",
    "    print(core_motif, motif_mutations_2bp[:5])\n",
    "\n",
    "motif_mutations = list(set(motif_mutations))\n",
    "len(motif_mutations)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "eb91313c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-20T21:06:02.479480Z",
     "start_time": "2026-04-20T21:06:02.418540Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['GCATATGGT',\n",
       " 'GGAAGAGTT',\n",
       " 'CGCAGTGGT',\n",
       " 'TGAAAGTGGT',\n",
       " 'GGAATGCGTT',\n",
       " 'GGGATATGGT',\n",
       " 'GAAATGTGCT',\n",
       " 'GGTAGTGAT',\n",
       " 'GGTCGCGGT',\n",
       " 'GGAAGTGGA']"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "motif_mutations[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b0815b9f",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2026-04-20T21:13:53.768Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2026-04-20 21:42:23.689001: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set\n",
      "2026-04-20 21:42:23.689297: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1\n",
      "2026-04-20 21:42:23.818066: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: \n",
      "pciBusID: 0000:2a:00.0 name: NVIDIA L40S computeCapability: 8.9\n",
      "coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.53GiB deviceMemoryBandwidth: 804.75GiB/s\n",
      "2026-04-20 21:42:23.818514: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 1 with properties: \n",
      "pciBusID: 0000:3d:00.0 name: NVIDIA L40S computeCapability: 8.9\n",
      "coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.53GiB deviceMemoryBandwidth: 804.75GiB/s\n",
      "2026-04-20 21:42:23.818914: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 2 with properties: \n",
      "pciBusID: 0000:ab:00.0 name: NVIDIA L40S computeCapability: 8.9\n",
      "coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.53GiB deviceMemoryBandwidth: 804.75GiB/s\n",
      "2026-04-20 21:42:23.819304: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 3 with properties: \n",
      "pciBusID: 0000:bd:00.0 name: NVIDIA L40S computeCapability: 8.9\n",
      "coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.53GiB deviceMemoryBandwidth: 804.75GiB/s\n",
      "2026-04-20 21:42:23.819378: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0\n",
      "2026-04-20 21:42:23.819488: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11\n",
      "2026-04-20 21:42:23.819542: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11\n",
      "2026-04-20 21:42:23.828159: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10\n",
      "2026-04-20 21:42:23.835044: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10\n",
      "2026-04-20 21:42:23.849354: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10\n",
      "2026-04-20 21:42:23.857546: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11\n",
      "2026-04-20 21:42:23.857701: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8\n",
      "2026-04-20 21:42:23.861299: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0, 1, 2, 3\n",
      "2026-04-20 21:42:23.862922: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 AVX512F FMA\n",
      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
      "2026-04-20 21:42:23.877143: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set\n",
      "2026-04-20 21:42:24.335529: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: \n",
      "pciBusID: 0000:2a:00.0 name: NVIDIA L40S computeCapability: 8.9\n",
      "coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.53GiB deviceMemoryBandwidth: 804.75GiB/s\n",
      "2026-04-20 21:42:24.335808: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 1 with properties: \n",
      "pciBusID: 0000:3d:00.0 name: NVIDIA L40S computeCapability: 8.9\n",
      "coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.53GiB deviceMemoryBandwidth: 804.75GiB/s\n",
      "2026-04-20 21:42:24.336063: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 2 with properties: \n",
      "pciBusID: 0000:ab:00.0 name: NVIDIA L40S computeCapability: 8.9\n",
      "coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.53GiB deviceMemoryBandwidth: 804.75GiB/s\n",
      "2026-04-20 21:42:24.336304: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 3 with properties: \n",
      "pciBusID: 0000:bd:00.0 name: NVIDIA L40S computeCapability: 8.9\n",
      "coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.53GiB deviceMemoryBandwidth: 804.75GiB/s\n",
      "2026-04-20 21:42:24.336385: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0\n",
      "2026-04-20 21:42:24.336396: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11\n",
      "2026-04-20 21:42:24.336406: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11\n",
      "2026-04-20 21:42:24.336441: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10\n",
      "2026-04-20 21:42:24.336454: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10\n",
      "2026-04-20 21:42:24.336466: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10\n",
      "2026-04-20 21:42:24.336478: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11\n",
      "2026-04-20 21:42:24.336488: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8\n",
      "2026-04-20 21:42:24.338252: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0, 1, 2, 3\n",
      "2026-04-20 21:42:24.338287: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0\n",
      "2026-04-20 21:42:27.892965: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix:\n",
      "2026-04-20 21:42:27.893020: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267]      0 1 2 3 \n",
      "2026-04-20 21:42:27.893029: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0:   N Y Y Y \n",
      "2026-04-20 21:42:27.893031: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 1:   Y N Y Y \n",
      "2026-04-20 21:42:27.893034: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 2:   Y Y N Y \n",
      "2026-04-20 21:42:27.893036: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 3:   Y Y Y N \n",
      "2026-04-20 21:42:27.894987: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 42306 MB memory) -> physical GPU (device: 0, name: NVIDIA L40S, pci bus id: 0000:2a:00.0, compute capability: 8.9)\n",
      "2026-04-20 21:42:27.896009: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:1 with 42306 MB memory) -> physical GPU (device: 1, name: NVIDIA L40S, pci bus id: 0000:3d:00.0, compute capability: 8.9)\n",
      "2026-04-20 21:42:27.896914: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:2 with 42306 MB memory) -> physical GPU (device: 2, name: NVIDIA L40S, pci bus id: 0000:ab:00.0, compute capability: 8.9)\n",
      "2026-04-20 21:42:27.897766: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:3 with 42306 MB memory) -> physical GPU (device: 3, name: NVIDIA L40S, pci bus id: 0000:bd:00.0, compute capability: 8.9)\n",
      "2026-04-20 21:42:30.808842: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2)\n",
      "2026-04-20 21:42:30.828297: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 3600000000 Hz\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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    {
     "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>Reh_HPA</th>\n",
       "      <th>Reh_PAS</th>\n",
       "      <th>Reh_DMSO_HPA</th>\n",
       "      <th>REH_ETV6-RUNX1_rep2</th>\n",
       "      <th>Reh_ETV6_Atlas</th>\n",
       "      <th>Nalm6_ETV6-RUNX1_V5_B</th>\n",
       "      <th>Reh_DMSO_RUNX1</th>\n",
       "      <th>Reh_RUNX1_B</th>\n",
       "      <th>REH_RUNX1_rep2</th>\n",
       "      <th>Nalm6_RUNX1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>GGAAATGTT</th>\n",
       "      <td>-0.000096</td>\n",
       "      <td>-0.001439</td>\n",
       "      <td>0.003368</td>\n",
       "      <td>0.030896</td>\n",
       "      <td>-0.000698</td>\n",
       "      <td>0.000764</td>\n",
       "      <td>0.000605</td>\n",
       "      <td>-0.003380</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.001322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGAGTGAGGT</th>\n",
       "      <td>0.009717</td>\n",
       "      <td>0.010510</td>\n",
       "      <td>0.017432</td>\n",
       "      <td>0.058372</td>\n",
       "      <td>0.005830</td>\n",
       "      <td>0.015996</td>\n",
       "      <td>0.000278</td>\n",
       "      <td>0.000543</td>\n",
       "      <td>0.011309</td>\n",
       "      <td>-0.006175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGATGTCGA</th>\n",
       "      <td>-0.002018</td>\n",
       "      <td>0.001018</td>\n",
       "      <td>-0.009911</td>\n",
       "      <td>0.008875</td>\n",
       "      <td>0.005930</td>\n",
       "      <td>-0.021478</td>\n",
       "      <td>-0.001307</td>\n",
       "      <td>0.001533</td>\n",
       "      <td>-0.000760</td>\n",
       "      <td>-0.007289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGAATTAGGT</th>\n",
       "      <td>0.003063</td>\n",
       "      <td>0.006843</td>\n",
       "      <td>0.004316</td>\n",
       "      <td>0.003305</td>\n",
       "      <td>0.009457</td>\n",
       "      <td>-0.005112</td>\n",
       "      <td>0.000181</td>\n",
       "      <td>-0.003263</td>\n",
       "      <td>0.003446</td>\n",
       "      <td>-0.000752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGTAGTGGT</th>\n",
       "      <td>0.025198</td>\n",
       "      <td>0.062865</td>\n",
       "      <td>0.111563</td>\n",
       "      <td>0.184934</td>\n",
       "      <td>0.034809</td>\n",
       "      <td>0.151397</td>\n",
       "      <td>0.005693</td>\n",
       "      <td>0.014132</td>\n",
       "      <td>0.047513</td>\n",
       "      <td>-0.015730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGAATGTTGT</th>\n",
       "      <td>0.000194</td>\n",
       "      <td>0.003481</td>\n",
       "      <td>-0.008919</td>\n",
       "      <td>0.002558</td>\n",
       "      <td>0.003972</td>\n",
       "      <td>-0.036375</td>\n",
       "      <td>-0.000313</td>\n",
       "      <td>-0.003822</td>\n",
       "      <td>0.001049</td>\n",
       "      <td>-0.002732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GAAAGGGGT</th>\n",
       "      <td>0.002841</td>\n",
       "      <td>0.007322</td>\n",
       "      <td>0.002146</td>\n",
       "      <td>0.013887</td>\n",
       "      <td>0.018936</td>\n",
       "      <td>-0.029868</td>\n",
       "      <td>0.000752</td>\n",
       "      <td>-0.001626</td>\n",
       "      <td>0.002640</td>\n",
       "      <td>-0.006268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGACGTGGT</th>\n",
       "      <td>0.011009</td>\n",
       "      <td>0.008511</td>\n",
       "      <td>0.039124</td>\n",
       "      <td>0.072378</td>\n",
       "      <td>0.000395</td>\n",
       "      <td>0.066800</td>\n",
       "      <td>0.001322</td>\n",
       "      <td>0.002649</td>\n",
       "      <td>0.019185</td>\n",
       "      <td>-0.007573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GTTAGCGGT</th>\n",
       "      <td>0.027614</td>\n",
       "      <td>0.070354</td>\n",
       "      <td>0.151433</td>\n",
       "      <td>0.199012</td>\n",
       "      <td>0.043085</td>\n",
       "      <td>0.202293</td>\n",
       "      <td>0.020264</td>\n",
       "      <td>0.019513</td>\n",
       "      <td>0.057814</td>\n",
       "      <td>0.013600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GCAAGTGAT</th>\n",
       "      <td>0.009064</td>\n",
       "      <td>0.011710</td>\n",
       "      <td>0.012856</td>\n",
       "      <td>0.027708</td>\n",
       "      <td>0.005187</td>\n",
       "      <td>-0.004044</td>\n",
       "      <td>0.002456</td>\n",
       "      <td>-0.001636</td>\n",
       "      <td>0.003759</td>\n",
       "      <td>0.002220</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1271 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             Reh_HPA   Reh_PAS  Reh_DMSO_HPA  REH_ETV6-RUNX1_rep2  \\\n",
       "GGAAATGTT  -0.000096 -0.001439      0.003368             0.030896   \n",
       "GGAGTGAGGT  0.009717  0.010510      0.017432             0.058372   \n",
       "GGATGTCGA  -0.002018  0.001018     -0.009911             0.008875   \n",
       "GGAATTAGGT  0.003063  0.006843      0.004316             0.003305   \n",
       "GGTAGTGGT   0.025198  0.062865      0.111563             0.184934   \n",
       "...              ...       ...           ...                  ...   \n",
       "TGAATGTTGT  0.000194  0.003481     -0.008919             0.002558   \n",
       "GAAAGGGGT   0.002841  0.007322      0.002146             0.013887   \n",
       "AGACGTGGT   0.011009  0.008511      0.039124             0.072378   \n",
       "GTTAGCGGT   0.027614  0.070354      0.151433             0.199012   \n",
       "GCAAGTGAT   0.009064  0.011710      0.012856             0.027708   \n",
       "\n",
       "            Reh_ETV6_Atlas  Nalm6_ETV6-RUNX1_V5_B  Reh_DMSO_RUNX1  \\\n",
       "GGAAATGTT        -0.000698               0.000764        0.000605   \n",
       "GGAGTGAGGT        0.005830               0.015996        0.000278   \n",
       "GGATGTCGA         0.005930              -0.021478       -0.001307   \n",
       "GGAATTAGGT        0.009457              -0.005112        0.000181   \n",
       "GGTAGTGGT         0.034809               0.151397        0.005693   \n",
       "...                    ...                    ...             ...   \n",
       "TGAATGTTGT        0.003972              -0.036375       -0.000313   \n",
       "GAAAGGGGT         0.018936              -0.029868        0.000752   \n",
       "AGACGTGGT         0.000395               0.066800        0.001322   \n",
       "GTTAGCGGT         0.043085               0.202293        0.020264   \n",
       "GCAAGTGAT         0.005187              -0.004044        0.002456   \n",
       "\n",
       "            Reh_RUNX1_B  REH_RUNX1_rep2  Nalm6_RUNX1  \n",
       "GGAAATGTT     -0.003380        0.000377     0.001322  \n",
       "GGAGTGAGGT     0.000543        0.011309    -0.006175  \n",
       "GGATGTCGA      0.001533       -0.000760    -0.007289  \n",
       "GGAATTAGGT    -0.003263        0.003446    -0.000752  \n",
       "GGTAGTGGT      0.014132        0.047513    -0.015730  \n",
       "...                 ...             ...          ...  \n",
       "TGAATGTTGT    -0.003822        0.001049    -0.002732  \n",
       "GAAAGGGGT     -0.001626        0.002640    -0.006268  \n",
       "AGACGTGGT      0.002649        0.019185    -0.007573  \n",
       "GTTAGCGGT      0.019513        0.057814     0.013600  \n",
       "GCAAGTGAT     -0.001636        0.003759     0.002220  \n",
       "\n",
       "[1271 rows x 10 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "models = ['Reh_HPA', 'Reh_PAS', 'Reh_DMSO_HPA', 'REH_ETV6-RUNX1_rep2', \n",
    "          'Reh_ETV6_Atlas', 'Nalm6_ETV6-RUNX1_V5_B', 'Reh_DMSO_RUNX1', \n",
    "          'Reh_RUNX1_B', 'REH_RUNX1_rep2', 'Nalm6_RUNX1']\n",
    "fusion_ER_models = ['Reh_HPA', 'Reh_PAS', 'Reh_DMSO_HPA', 'REH_ETV6-RUNX1_rep2', \n",
    "                    'Reh_ETV6_Atlas', 'Nalm6_ETV6-RUNX1_V5_B']\n",
    "native_ER_models = ['Reh_DMSO_RUNX1', 'Reh_RUNX1_B', 'REH_RUNX1_rep2', 'Nalm6_RUNX1']\n",
    "\n",
    "output_file_name = 'affinity_distillation_results/motif_affinities_GGAATGTGGT_1_2bp_subs.csv'\n",
    "\n",
    "i = 0\n",
    "motif_affinities = []\n",
    "for model in models:\n",
    "    fold = 0\n",
    "    if model in fusion_ER_models:\n",
    "        model_dir = '/users/shouvikm/BPNet/models'\n",
    "        model_file = f\"{model_dir}/{model}/fold_{fold}/model_split000\"\n",
    "    elif model in native_ER_models:\n",
    "        model_dir = '/users/shouvikm/BPNet/fusion_deconvolution_V3/models'\n",
    "        model_file = f\"{model_dir}/{model}_native/fold_{fold}/model_split000\"\n",
    "    bpnet = load_model(model_file)\n",
    "\n",
    "    affinities = []\n",
    "    for motif in motif_mutations:\n",
    "        affinity = affinity_distillation(motif, model, bpnet)\n",
    "        affinities.append(affinity)\n",
    "        i += 1\n",
    "        if i%100==0: print(i)\n",
    "    motif_affinities.append(affinities)\n",
    "\n",
    "motif_affinities_df = pd.DataFrame(motif_affinities).T\n",
    "motif_affinities_df.columns = models\n",
    "motif_affinities_df.index = motif_mutations\n",
    "motif_affinities_df.to_csv(output_file_name)\n",
    "motif_affinities_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c89a9a6d",
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": [
    "models = ['Reh_HPA', 'Reh_PAS', 'Reh_DMSO_HPA', 'REH_ETV6-RUNX1_rep2', \n",
    "          'Reh_ETV6_Atlas', 'Nalm6_ETV6-RUNX1_V5_B', 'Reh_DMSO_RUNX1', \n",
    "          'Reh_RUNX1_B', 'REH_RUNX1_rep2', 'Nalm6_RUNX1']\n",
    "fusion_ER_models = ['Reh_HPA', 'Reh_PAS', 'Reh_DMSO_HPA', 'REH_ETV6-RUNX1_rep2', \n",
    "                    'Reh_ETV6_Atlas', 'Nalm6_ETV6-RUNX1_V5_B']\n",
    "native_ER_models = ['Reh_DMSO_RUNX1', 'Reh_RUNX1_B', 'REH_RUNX1_rep2', 'Nalm6_RUNX1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c96870ae",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-02-11T00:41:40.782058Z",
     "start_time": "2026-02-11T00:41:40.682387Z"
    },
    "hidden": true
   },
   "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>Reh_HPA</th>\n",
       "      <th>Reh_PAS</th>\n",
       "      <th>Reh_DMSO_HPA</th>\n",
       "      <th>REH_ETV6-RUNX1_rep2</th>\n",
       "      <th>Reh_ETV6_Atlas</th>\n",
       "      <th>Nalm6_ETV6-RUNX1_V5_B</th>\n",
       "      <th>Reh_DMSO_RUNX1</th>\n",
       "      <th>Reh_RUNX1_B</th>\n",
       "      <th>REH_RUNX1_rep2</th>\n",
       "      <th>Nalm6_RUNX1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>GGAAATGTT</th>\n",
       "      <td>-0.000096</td>\n",
       "      <td>-0.001439</td>\n",
       "      <td>0.003368</td>\n",
       "      <td>0.030896</td>\n",
       "      <td>-0.000698</td>\n",
       "      <td>0.000764</td>\n",
       "      <td>0.000605</td>\n",
       "      <td>-0.003380</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.001322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGAGTGAGGT</th>\n",
       "      <td>0.009717</td>\n",
       "      <td>0.010510</td>\n",
       "      <td>0.017432</td>\n",
       "      <td>0.058372</td>\n",
       "      <td>0.005830</td>\n",
       "      <td>0.015996</td>\n",
       "      <td>0.000278</td>\n",
       "      <td>0.000543</td>\n",
       "      <td>0.011309</td>\n",
       "      <td>-0.006175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGATGTCGA</th>\n",
       "      <td>-0.002018</td>\n",
       "      <td>0.001018</td>\n",
       "      <td>-0.009911</td>\n",
       "      <td>0.008875</td>\n",
       "      <td>0.005930</td>\n",
       "      <td>-0.021478</td>\n",
       "      <td>-0.001307</td>\n",
       "      <td>0.001533</td>\n",
       "      <td>-0.000760</td>\n",
       "      <td>-0.007289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGAATTAGGT</th>\n",
       "      <td>0.003063</td>\n",
       "      <td>0.006843</td>\n",
       "      <td>0.004316</td>\n",
       "      <td>0.003305</td>\n",
       "      <td>0.009457</td>\n",
       "      <td>-0.005112</td>\n",
       "      <td>0.000181</td>\n",
       "      <td>-0.003263</td>\n",
       "      <td>0.003446</td>\n",
       "      <td>-0.000752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGTAGTGGT</th>\n",
       "      <td>0.025198</td>\n",
       "      <td>0.062865</td>\n",
       "      <td>0.111563</td>\n",
       "      <td>0.184934</td>\n",
       "      <td>0.034809</td>\n",
       "      <td>0.151397</td>\n",
       "      <td>0.005693</td>\n",
       "      <td>0.014132</td>\n",
       "      <td>0.047513</td>\n",
       "      <td>-0.015730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGAATGTTGT</th>\n",
       "      <td>0.000194</td>\n",
       "      <td>0.003481</td>\n",
       "      <td>-0.008919</td>\n",
       "      <td>0.002558</td>\n",
       "      <td>0.003972</td>\n",
       "      <td>-0.036375</td>\n",
       "      <td>-0.000313</td>\n",
       "      <td>-0.003822</td>\n",
       "      <td>0.001049</td>\n",
       "      <td>-0.002732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GAAAGGGGT</th>\n",
       "      <td>0.002841</td>\n",
       "      <td>0.007322</td>\n",
       "      <td>0.002146</td>\n",
       "      <td>0.013887</td>\n",
       "      <td>0.018936</td>\n",
       "      <td>-0.029868</td>\n",
       "      <td>0.000752</td>\n",
       "      <td>-0.001626</td>\n",
       "      <td>0.002640</td>\n",
       "      <td>-0.006268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGACGTGGT</th>\n",
       "      <td>0.011009</td>\n",
       "      <td>0.008511</td>\n",
       "      <td>0.039124</td>\n",
       "      <td>0.072378</td>\n",
       "      <td>0.000395</td>\n",
       "      <td>0.066800</td>\n",
       "      <td>0.001322</td>\n",
       "      <td>0.002649</td>\n",
       "      <td>0.019185</td>\n",
       "      <td>-0.007573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GTTAGCGGT</th>\n",
       "      <td>0.027614</td>\n",
       "      <td>0.070354</td>\n",
       "      <td>0.151433</td>\n",
       "      <td>0.199012</td>\n",
       "      <td>0.043085</td>\n",
       "      <td>0.202293</td>\n",
       "      <td>0.020264</td>\n",
       "      <td>0.019513</td>\n",
       "      <td>0.057814</td>\n",
       "      <td>0.013600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GCAAGTGAT</th>\n",
       "      <td>0.009064</td>\n",
       "      <td>0.011710</td>\n",
       "      <td>0.012856</td>\n",
       "      <td>0.027708</td>\n",
       "      <td>0.005187</td>\n",
       "      <td>-0.004044</td>\n",
       "      <td>0.002456</td>\n",
       "      <td>-0.001636</td>\n",
       "      <td>0.003759</td>\n",
       "      <td>0.002220</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1271 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             Reh_HPA   Reh_PAS  Reh_DMSO_HPA  REH_ETV6-RUNX1_rep2  \\\n",
       "GGAAATGTT  -0.000096 -0.001439      0.003368             0.030896   \n",
       "GGAGTGAGGT  0.009717  0.010510      0.017432             0.058372   \n",
       "GGATGTCGA  -0.002018  0.001018     -0.009911             0.008875   \n",
       "GGAATTAGGT  0.003063  0.006843      0.004316             0.003305   \n",
       "GGTAGTGGT   0.025198  0.062865      0.111563             0.184934   \n",
       "...              ...       ...           ...                  ...   \n",
       "TGAATGTTGT  0.000194  0.003481     -0.008919             0.002558   \n",
       "GAAAGGGGT   0.002841  0.007322      0.002146             0.013887   \n",
       "AGACGTGGT   0.011009  0.008511      0.039124             0.072378   \n",
       "GTTAGCGGT   0.027614  0.070354      0.151433             0.199012   \n",
       "GCAAGTGAT   0.009064  0.011710      0.012856             0.027708   \n",
       "\n",
       "            Reh_ETV6_Atlas  Nalm6_ETV6-RUNX1_V5_B  Reh_DMSO_RUNX1  \\\n",
       "GGAAATGTT        -0.000698               0.000764        0.000605   \n",
       "GGAGTGAGGT        0.005830               0.015996        0.000278   \n",
       "GGATGTCGA         0.005930              -0.021478       -0.001307   \n",
       "GGAATTAGGT        0.009457              -0.005112        0.000181   \n",
       "GGTAGTGGT         0.034809               0.151397        0.005693   \n",
       "...                    ...                    ...             ...   \n",
       "TGAATGTTGT        0.003972              -0.036375       -0.000313   \n",
       "GAAAGGGGT         0.018936              -0.029868        0.000752   \n",
       "AGACGTGGT         0.000395               0.066800        0.001322   \n",
       "GTTAGCGGT         0.043085               0.202293        0.020264   \n",
       "GCAAGTGAT         0.005187              -0.004044        0.002456   \n",
       "\n",
       "            Reh_RUNX1_B  REH_RUNX1_rep2  Nalm6_RUNX1  \n",
       "GGAAATGTT     -0.003380        0.000377     0.001322  \n",
       "GGAGTGAGGT     0.000543        0.011309    -0.006175  \n",
       "GGATGTCGA      0.001533       -0.000760    -0.007289  \n",
       "GGAATTAGGT    -0.003263        0.003446    -0.000752  \n",
       "GGTAGTGGT      0.014132        0.047513    -0.015730  \n",
       "...                 ...             ...          ...  \n",
       "TGAATGTTGT    -0.003822        0.001049    -0.002732  \n",
       "GAAAGGGGT     -0.001626        0.002640    -0.006268  \n",
       "AGACGTGGT      0.002649        0.019185    -0.007573  \n",
       "GTTAGCGGT      0.019513        0.057814     0.013600  \n",
       "GCAAGTGAT     -0.001636        0.003759     0.002220  \n",
       "\n",
       "[1271 rows x 10 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "motif_affinities_df = pd.read_csv('affinity_distillation_results/motif_affinities_GGAATGTGGT_1_2bp_subs.csv', \n",
    "                                  index_col='Unnamed: 0')\n",
    "motif_affinities_df = motif_affinities_df[models]\n",
    "motif_affinities_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "961e8e72",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:26:28.554968Z",
     "start_time": "2026-01-28T23:26:27.300177Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_1 = 'Reh_HPA'\n",
    "model_2 = 'Reh_RUNX1_B'\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "create_pairwise_affinities_scatter_plot(model_1, model_2, ax, \n",
    "                                        point_size_scale_residual=10000,\n",
    "                                        label_points_residual_percentile=99)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ad9af5b4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:26:48.516419Z",
     "start_time": "2026-01-28T23:26:28.557289Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 24 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(4, 6, figsize=(20, 10))\n",
    "for row, model_1 in enumerate(native_ER_models):\n",
    "    for col, model_2 in enumerate(fusion_ER_models):\n",
    "        create_pairwise_affinities_scatter_plot(model_2, model_1, axs[row, col], \n",
    "                                                point_size_scale_residual=10000,\n",
    "                                                label_points_residual_percentile=99)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "858d5efb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:26:48.535266Z",
     "start_time": "2026-01-28T23:26:48.518576Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GGCAGCTGT    5.679315\n",
       "GGAAACGGC    3.925181\n",
       "CGCAGCGGT    3.855355\n",
       "GTAACCGGT    3.536231\n",
       "GGCAGTTGT    3.371701\n",
       "GCAACCGGT    3.220232\n",
       "GGTTGTCGT    3.146088\n",
       "GGTTGTTGT    3.128556\n",
       "GGAAACCGT    3.099482\n",
       "GGAAGCGAC    2.959018\n",
       "Name: Reh_HPA, dtype: float64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = 'Reh_HPA'\n",
    "background_models = native_ER_models\n",
    "differential_affinity_motifs = calculate_differential_affinity_motifs(model, background_models, \n",
    "                                                                      motif_affinities_df)\n",
    "differential_affinity_motifs.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "1a055b77",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:26:48.582636Z",
     "start_time": "2026-01-28T23:26:48.537891Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GGTTGCGGT     13.501319\n",
       "GGATTGCGGT    10.836081\n",
       "GGACTGCGGT     8.896985\n",
       "GGCTGCGGT      8.564942\n",
       "GGCATGCGGT     6.335383\n",
       "GGCTTGTGGT     6.236992\n",
       "GGTTGTGGT      5.754816\n",
       "GGTATGCGGT     5.281455\n",
       "GCATGCGGT      5.012425\n",
       "GCTTGTGGT      4.796477\n",
       "Name: Reh_RUNX1_B, dtype: float64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = 'Reh_RUNX1_B'\n",
    "background_models = fusion_ER_models\n",
    "differential_affinity_motifs = calculate_differential_affinity_motifs(model, background_models, \n",
    "                                                                      motif_affinities_df)\n",
    "differential_affinity_motifs.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4bf17504",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:29:49.631697Z",
     "start_time": "2026-01-28T23:29:49.410351Z"
    },
    "hidden": true,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"6\" halign=\"left\">ETV6-RUNX1 models</th>\n",
       "      <th colspan=\"4\" halign=\"left\">Native RUNX1 models</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Reh_HPA (score)</th>\n",
       "      <th>Reh_PAS (score)</th>\n",
       "      <th>Reh_DMSO_HPA (score)</th>\n",
       "      <th>REH_ETV6-RUNX1_rep2 (score)</th>\n",
       "      <th>Reh_ETV6_Atlas (score)</th>\n",
       "      <th>Nalm6_ETV6-RUNX1_V5_B (score)</th>\n",
       "      <th>Reh_DMSO_RUNX1 (score)</th>\n",
       "      <th>Reh_RUNX1_B (score)</th>\n",
       "      <th>REH_RUNX1_rep2 (score)</th>\n",
       "      <th>Nalm6_RUNX1 (score)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rank</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>0</th>\n",
       "      <td>GGCAGCTGT (5.68)</td>\n",
       "      <td>GGTATGTCGT (3.98)</td>\n",
       "      <td>CAAATGTGGT (5.0)</td>\n",
       "      <td>A<span style=\"background-color: yellow;\">GGATGTGG</span>T (6.77)</td>\n",
       "      <td>GGCAGCTGT (6.38)</td>\n",
       "      <td>AGCTGTGGT (3.94)</td>\n",
       "      <td>GGT<span style=\"background-color: pink;\">TGCGGT</span> (8.92)</td>\n",
       "      <td>GGT<span style=\"background-color: pink;\">TGCGGT</span> (13.5)</td>\n",
       "      <td>GGTTTGTGGT (8.47)</td>\n",
       "      <td>GGT<span style=\"background-color: pink;\">TGCGGT</span> (8.23)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td><span style=\"background-color: cyan;\">GGAA</span>ACGGC (3.93)</td>\n",
       "      <td>GGCAGCTGT (3.68)</td>\n",
       "      <td>AAATGTGGT (3.59)</td>\n",
       "      <td><span style=\"background-color: lightgreen;\"><span style=\"background-color: cyan;\">GGAA</span>GTGG</span>T (6.02)</td>\n",
       "      <td>C<span style=\"background-color: yellow;\">GGATGTGG</span>T (5.04)</td>\n",
       "      <td>GGCAGCTGT (3.85)</td>\n",
       "      <td>GGTTTGTGGT (7.27)</td>\n",
       "      <td>GGAT<span style=\"background-color: pink;\">TGCGGT</span> (10.84)</td>\n",
       "      <td>GGT<span style=\"background-color: pink;\">TGCGGT</span> (7.93)</td>\n",
       "      <td>GGAT<span style=\"background-color: pink;\">TGCGGT</span> (7.98)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CGCAGCGGT (3.86)</td>\n",
       "      <td>GTATGTCGT (3.59)</td>\n",
       "      <td>AAAATGTGGT (3.54)</td>\n",
       "      <td>C<span style=\"background-color: yellow;\">GGATGTGG</span>T (4.89)</td>\n",
       "      <td>GGCGGCGGT (3.86)</td>\n",
       "      <td><span style=\"background-color: cyan;\">GGAA</span>GTTGGT (3.53)</td>\n",
       "      <td>GGC<span style=\"background-color: pink;\">TGCGGT</span> (7.09)</td>\n",
       "      <td>GGAC<span style=\"background-color: pink;\">TGCGGT</span> (8.9)</td>\n",
       "      <td>GGGTTGTGGT (5.5)</td>\n",
       "      <td>GGCAGCTGT (6.67)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>GTAACCGGT (3.54)</td>\n",
       "      <td>GGAC<span style=\"background-color: pink;\">TGCGGT</span> (3.53)</td>\n",
       "      <td>TAAATGTGGT (3.49)</td>\n",
       "      <td><span style=\"background-color: lightgreen;\"><span style=\"background-color: cyan;\">GGAA</span>GTGG</span>C (4.81)</td>\n",
       "      <td>GGCTGTTGT (3.8)</td>\n",
       "      <td><span style=\"background-color: cyan;\">GGAA</span>GTGAG (3.06)</td>\n",
       "      <td>GGAT<span style=\"background-color: pink;\">TGCGGT</span> (6.42)</td>\n",
       "      <td>GGC<span style=\"background-color: pink;\">TGCGGT</span> (8.56)</td>\n",
       "      <td>GGAT<span style=\"background-color: pink;\">TGCGGT</span> (5.22)</td>\n",
       "      <td>GGC<span style=\"background-color: pink;\">TGCGGT</span> (6.1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>GGCAGTTGT (3.37)</td>\n",
       "      <td>GGTTGTCGT (3.41)</td>\n",
       "      <td>GAAATGTGGT (3.38)</td>\n",
       "      <td>AGAAAGTGGT (4.63)</td>\n",
       "      <td>GGTTGTTGT (3.78)</td>\n",
       "      <td><span style=\"background-color: cyan;\">GGAA</span>CCGGA (2.67)</td>\n",
       "      <td>GGCA<span style=\"background-color: pink;\">TGCGGT</span> (6.34)</td>\n",
       "      <td>GGCA<span style=\"background-color: pink;\">TGCGGT</span> (6.34)</td>\n",
       "      <td>GGTTGTGGT (4.66)</td>\n",
       "      <td>GGAC<span style=\"background-color: pink;\">TGCGGT</span> (6.0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>GCAACCGGT (3.22)</td>\n",
       "      <td>GGAT<span style=\"background-color: pink;\">TGCGGT</span> (3.2)</td>\n",
       "      <td>GCAATGTGGT (3.13)</td>\n",
       "      <td>G<span style=\"background-color: lightgreen;\"><span style=\"background-color: cyan;\">GGAA</span>GTGG</span>T (4.55)</td>\n",
       "      <td>GGTGGCGGT (3.44)</td>\n",
       "      <td><span style=\"background-color: cyan;\">GGAA</span>GTGAA (2.64)</td>\n",
       "      <td>GGTA<span style=\"background-color: pink;\">TGCGGT</span> (6.11)</td>\n",
       "      <td>GGCTTGTGGT (6.24)</td>\n",
       "      <td>GTTTGTGGT (4.5)</td>\n",
       "      <td>GTAA<span style=\"background-color: pink;\">TGCGGT</span> (4.86)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>GGTTGTCGT (3.15)</td>\n",
       "      <td>GGGATGTCGT (3.16)</td>\n",
       "      <td>CCAATGTGGT (3.11)</td>\n",
       "      <td>GAAATGTGGT (4.45)</td>\n",
       "      <td>GGTTTTGGT (3.3)</td>\n",
       "      <td>TGATTGTGGT (2.63)</td>\n",
       "      <td>GCA<span style=\"background-color: pink;\">TGCGGT</span> (6.07)</td>\n",
       "      <td>GGTTGTGGT (5.75)</td>\n",
       "      <td>TGGTGTGGT (4.44)</td>\n",
       "      <td>TGA<span style=\"background-color: pink;\">TGCGGT</span> (4.34)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>GGTTGTTGT (3.13)</td>\n",
       "      <td>GGCATCTGGT (3.13)</td>\n",
       "      <td>TCAATGTGGT (3.08)</td>\n",
       "      <td><span style=\"background-color: cyan;\">GGAA</span>GCGGT (4.45)</td>\n",
       "      <td>GGTTGGGGT (3.17)</td>\n",
       "      <td><span style=\"background-color: cyan;\">GGAA</span>GCGCG (2.56)</td>\n",
       "      <td>GGTCTGTGGT (5.95)</td>\n",
       "      <td>GGTA<span style=\"background-color: pink;\">TGCGGT</span> (5.28)</td>\n",
       "      <td>GGCTTGTGGT (4.41)</td>\n",
       "      <td>C<span style=\"background-color: yellow;\">GGATGTGG</span>T (4.33)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td><span style=\"background-color: cyan;\">GGAA</span>ACCGT (3.1)</td>\n",
       "      <td>GGCATGTCGT (3.06)</td>\n",
       "      <td>GCAAAGTGGT (3.06)</td>\n",
       "      <td><span style=\"background-color: lightgreen;\"><span style=\"background-color: cyan;\">GGAA</span>GTGG</span>G (4.11)</td>\n",
       "      <td>GGCGGTGGT (3.0)</td>\n",
       "      <td><span style=\"background-color: cyan;\">GGAA</span>GTGCA (2.55)</td>\n",
       "      <td>GGAC<span style=\"background-color: pink;\">TGCGGT</span> (5.95)</td>\n",
       "      <td>GCA<span style=\"background-color: pink;\">TGCGGT</span> (5.01)</td>\n",
       "      <td>CGGTGTGGT (3.8)</td>\n",
       "      <td>GCAA<span style=\"background-color: pink;\">TGCGGT</span> (4.3)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td><span style=\"background-color: cyan;\">GGAA</span>GCGAC (2.96)</td>\n",
       "      <td>GGATGTCGT (2.94)</td>\n",
       "      <td>CGAATGTGGT (2.83)</td>\n",
       "      <td>GAAA<span style=\"background-color: pink;\">TGCGGT</span> (4.07)</td>\n",
       "      <td>GGCTGTCGT (2.96)</td>\n",
       "      <td><span style=\"background-color: cyan;\">GGAA</span>GTTGG (2.53)</td>\n",
       "      <td>GGCTTGTGGT (5.65)</td>\n",
       "      <td>GCTTGTGGT (4.8)</td>\n",
       "      <td>GGTGTGTGGT (3.79)</td>\n",
       "      <td>TGAA<span style=\"background-color: pink;\">TGCGGT</span> (4.07)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_diff_affinity_motifs_df = pd.DataFrame()\n",
    "for model in fusion_ER_models:\n",
    "    differential_affinity_motifs = calculate_differential_affinity_motifs(model, native_ER_models, \n",
    "                                                                          motif_affinities_df)\n",
    "    differential_affinity_motifs = (differential_affinity_motifs.index + ' (' + \n",
    "                                    differential_affinity_motifs.round(2).values.astype(str) + ')')\n",
    "    model_diff_affinity_motifs_df[model] = differential_affinity_motifs[:10]\n",
    "    \n",
    "for model in native_ER_models:\n",
    "    differential_affinity_motifs = calculate_differential_affinity_motifs(model, fusion_ER_models, \n",
    "                                                                          motif_affinities_df)\n",
    "    differential_affinity_motifs = (differential_affinity_motifs.index + ' (' + \n",
    "                                    differential_affinity_motifs.round(2).values.astype(str) + ')')\n",
    "    model_diff_affinity_motifs_df[model] = differential_affinity_motifs[:10]\n",
    "\n",
    "multi_index_columns = pd.MultiIndex.from_tuples(\n",
    "    [('ETV6-RUNX1 models', model + ' (score)') for model in fusion_ER_models] + \n",
    "    [('Native RUNX1 models', model + ' (score)') for model in native_ER_models]\n",
    ")\n",
    "model_diff_affinity_motifs_df.columns = multi_index_columns\n",
    "model_diff_affinity_motifs_df.index.name = 'Rank'\n",
    "\n",
    "motifs_to_highlight = ['GGATGTGG', 'GGAAGTGG', 'GGAA', 'TGCGGT']\n",
    "highlight_motifs_in_dataframe(model_diff_affinity_motifs_df.head(10), motifs_to_highlight)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "719c8403",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:30:28.737402Z",
     "start_time": "2026-01-28T23:30:28.529442Z"
    },
    "hidden": true
   },
   "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>Reh_HPA</th>\n",
       "      <th>Reh_PAS</th>\n",
       "      <th>Reh_DMSO_HPA</th>\n",
       "      <th>REH_ETV6-RUNX1_rep2</th>\n",
       "      <th>Reh_ETV6_Atlas</th>\n",
       "      <th>Nalm6_ETV6-RUNX1_V5_B</th>\n",
       "      <th>Reh_DMSO_RUNX1</th>\n",
       "      <th>Reh_RUNX1_B</th>\n",
       "      <th>REH_RUNX1_rep2</th>\n",
       "      <th>Nalm6_RUNX1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rank</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>0</th>\n",
       "      <td>GGCAGCTGT</td>\n",
       "      <td>GGTATGTCGT</td>\n",
       "      <td>CAAATGTGGT</td>\n",
       "      <td>AGGATGTGGT</td>\n",
       "      <td>GGCAGCTGT</td>\n",
       "      <td>AGCTGTGGT</td>\n",
       "      <td>GGTTGCGGT</td>\n",
       "      <td>GGTTGCGGT</td>\n",
       "      <td>GGTTTGTGGT</td>\n",
       "      <td>GGTTGCGGT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>GGAAACGGC</td>\n",
       "      <td>GGCAGCTGT</td>\n",
       "      <td>AAATGTGGT</td>\n",
       "      <td>GGAAGTGGT</td>\n",
       "      <td>CGGATGTGGT</td>\n",
       "      <td>GGCAGCTGT</td>\n",
       "      <td>GGTTTGTGGT</td>\n",
       "      <td>GGATTGCGGT</td>\n",
       "      <td>GGTTGCGGT</td>\n",
       "      <td>GGATTGCGGT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CGCAGCGGT</td>\n",
       "      <td>GTATGTCGT</td>\n",
       "      <td>AAAATGTGGT</td>\n",
       "      <td>CGGATGTGGT</td>\n",
       "      <td>GGCGGCGGT</td>\n",
       "      <td>GGAAGTTGGT</td>\n",
       "      <td>GGCTGCGGT</td>\n",
       "      <td>GGACTGCGGT</td>\n",
       "      <td>GGGTTGTGGT</td>\n",
       "      <td>GGCAGCTGT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>GTAACCGGT</td>\n",
       "      <td>GGACTGCGGT</td>\n",
       "      <td>TAAATGTGGT</td>\n",
       "      <td>GGAAGTGGC</td>\n",
       "      <td>GGCTGTTGT</td>\n",
       "      <td>GGAAGTGAG</td>\n",
       "      <td>GGATTGCGGT</td>\n",
       "      <td>GGCTGCGGT</td>\n",
       "      <td>GGATTGCGGT</td>\n",
       "      <td>GGCTGCGGT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>GGCAGTTGT</td>\n",
       "      <td>GGTTGTCGT</td>\n",
       "      <td>GAAATGTGGT</td>\n",
       "      <td>AGAAAGTGGT</td>\n",
       "      <td>GGTTGTTGT</td>\n",
       "      <td>GGAACCGGA</td>\n",
       "      <td>GGCATGCGGT</td>\n",
       "      <td>GGCATGCGGT</td>\n",
       "      <td>GGTTGTGGT</td>\n",
       "      <td>GGACTGCGGT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1266</th>\n",
       "      <td>GGAATGCGGT</td>\n",
       "      <td>GTTATGTGGT</td>\n",
       "      <td>GGCTGCGGT</td>\n",
       "      <td>GGACTGCGGT</td>\n",
       "      <td>AAAATGTGGT</td>\n",
       "      <td>GGTTGCGGT</td>\n",
       "      <td>TGAATGTGGG</td>\n",
       "      <td>AGAAAGTGGT</td>\n",
       "      <td>TCAATGTGGT</td>\n",
       "      <td>GGTATGTGGC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1267</th>\n",
       "      <td>AGAATGTGGT</td>\n",
       "      <td>GGGATGCGGT</td>\n",
       "      <td>GGACTGCGGT</td>\n",
       "      <td>GGGTTGTGGT</td>\n",
       "      <td>ACATGTGGT</td>\n",
       "      <td>GTTTGTGGT</td>\n",
       "      <td>GGGTGTCGT</td>\n",
       "      <td>GGGAAGTGGT</td>\n",
       "      <td>AAATGTGGT</td>\n",
       "      <td>GGATGTGGC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1268</th>\n",
       "      <td>GTACTGTGGT</td>\n",
       "      <td>AAAATGTGGT</td>\n",
       "      <td>GGTTTGTGGT</td>\n",
       "      <td>GGTTGTGGT</td>\n",
       "      <td>GAGATGTGGT</td>\n",
       "      <td>GGTATGTGGT</td>\n",
       "      <td>AGATGTGGG</td>\n",
       "      <td>GGAAGTTGGT</td>\n",
       "      <td>GCAAAGTGGT</td>\n",
       "      <td>AGAAAGTGGT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1269</th>\n",
       "      <td>GGATCGTGGT</td>\n",
       "      <td>GGTCTGTGGT</td>\n",
       "      <td>GGATTGCGGT</td>\n",
       "      <td>GGATTGCGGT</td>\n",
       "      <td>GACATGTGGT</td>\n",
       "      <td>GGGTTGTGGT</td>\n",
       "      <td>TGATGAGGT</td>\n",
       "      <td>GGAAGTGGG</td>\n",
       "      <td>TAAATGTGGT</td>\n",
       "      <td>GGAAGCCGC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1270</th>\n",
       "      <td>GGTTTGTGGT</td>\n",
       "      <td>GGTTTGTGGT</td>\n",
       "      <td>GGTTGCGGT</td>\n",
       "      <td>GGTTGCGGT</td>\n",
       "      <td>GATATGTGGT</td>\n",
       "      <td>GGTTTGTGGT</td>\n",
       "      <td>TGATGTGGG</td>\n",
       "      <td>GGAAGTGGT</td>\n",
       "      <td>CAAATGTGGT</td>\n",
       "      <td>GGGATGTGGC</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1271 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Reh_HPA     Reh_PAS Reh_DMSO_HPA REH_ETV6-RUNX1_rep2 Reh_ETV6_Atlas  \\\n",
       "Rank                                                                           \n",
       "0      GGCAGCTGT  GGTATGTCGT   CAAATGTGGT          AGGATGTGGT      GGCAGCTGT   \n",
       "1      GGAAACGGC   GGCAGCTGT    AAATGTGGT           GGAAGTGGT     CGGATGTGGT   \n",
       "2      CGCAGCGGT   GTATGTCGT   AAAATGTGGT          CGGATGTGGT      GGCGGCGGT   \n",
       "3      GTAACCGGT  GGACTGCGGT   TAAATGTGGT           GGAAGTGGC      GGCTGTTGT   \n",
       "4      GGCAGTTGT   GGTTGTCGT   GAAATGTGGT          AGAAAGTGGT      GGTTGTTGT   \n",
       "...          ...         ...          ...                 ...            ...   \n",
       "1266  GGAATGCGGT  GTTATGTGGT    GGCTGCGGT          GGACTGCGGT     AAAATGTGGT   \n",
       "1267  AGAATGTGGT  GGGATGCGGT   GGACTGCGGT          GGGTTGTGGT      ACATGTGGT   \n",
       "1268  GTACTGTGGT  AAAATGTGGT   GGTTTGTGGT           GGTTGTGGT     GAGATGTGGT   \n",
       "1269  GGATCGTGGT  GGTCTGTGGT   GGATTGCGGT          GGATTGCGGT     GACATGTGGT   \n",
       "1270  GGTTTGTGGT  GGTTTGTGGT    GGTTGCGGT           GGTTGCGGT     GATATGTGGT   \n",
       "\n",
       "     Nalm6_ETV6-RUNX1_V5_B Reh_DMSO_RUNX1 Reh_RUNX1_B REH_RUNX1_rep2  \\\n",
       "Rank                                                                   \n",
       "0                AGCTGTGGT      GGTTGCGGT   GGTTGCGGT     GGTTTGTGGT   \n",
       "1                GGCAGCTGT     GGTTTGTGGT  GGATTGCGGT      GGTTGCGGT   \n",
       "2               GGAAGTTGGT      GGCTGCGGT  GGACTGCGGT     GGGTTGTGGT   \n",
       "3                GGAAGTGAG     GGATTGCGGT   GGCTGCGGT     GGATTGCGGT   \n",
       "4                GGAACCGGA     GGCATGCGGT  GGCATGCGGT      GGTTGTGGT   \n",
       "...                    ...            ...         ...            ...   \n",
       "1266             GGTTGCGGT     TGAATGTGGG  AGAAAGTGGT     TCAATGTGGT   \n",
       "1267             GTTTGTGGT      GGGTGTCGT  GGGAAGTGGT      AAATGTGGT   \n",
       "1268            GGTATGTGGT      AGATGTGGG  GGAAGTTGGT     GCAAAGTGGT   \n",
       "1269            GGGTTGTGGT      TGATGAGGT   GGAAGTGGG     TAAATGTGGT   \n",
       "1270            GGTTTGTGGT      TGATGTGGG   GGAAGTGGT     CAAATGTGGT   \n",
       "\n",
       "     Nalm6_RUNX1  \n",
       "Rank              \n",
       "0      GGTTGCGGT  \n",
       "1     GGATTGCGGT  \n",
       "2      GGCAGCTGT  \n",
       "3      GGCTGCGGT  \n",
       "4     GGACTGCGGT  \n",
       "...          ...  \n",
       "1266  GGTATGTGGC  \n",
       "1267   GGATGTGGC  \n",
       "1268  AGAAAGTGGT  \n",
       "1269   GGAAGCCGC  \n",
       "1270  GGGATGTGGC  \n",
       "\n",
       "[1271 rows x 10 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# K-mers only, without diff affinity scores\n",
    "model_diff_affinity_motifs_df = pd.DataFrame()\n",
    "for model in fusion_ER_models:\n",
    "    differential_affinity_motifs = calculate_differential_affinity_motifs(model, native_ER_models, \n",
    "                                                                          motif_affinities_df)\n",
    "    model_diff_affinity_motifs_df[model] = differential_affinity_motifs.index\n",
    "    \n",
    "for model in native_ER_models:\n",
    "    differential_affinity_motifs = calculate_differential_affinity_motifs(model, fusion_ER_models, \n",
    "                                                                          motif_affinities_df)\n",
    "    model_diff_affinity_motifs_df[model] = differential_affinity_motifs.index\n",
    "\n",
    "model_diff_affinity_motifs_df.index.name = 'Rank'\n",
    "model_diff_affinity_motifs_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "33426d42",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:30:31.971258Z",
     "start_time": "2026-01-28T23:30:31.615420Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from '/oak/stanford/groups/akundaje/shouvikm/miniconda3/envs/bpnet/lib/python3.7/site-packages/matplotlib/pyplot.py'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x500 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmer_pattern = lambda x: x.str.contains('GGAA')\n",
    "title = 'K-mers containing GGAA'\n",
    "create_kmer_rank_distribution_rugplot(model_diff_affinity_motifs_df, kmer_pattern, \n",
    "                                      fusion_ER_models, title, linewidth=0.4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a7aa944f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:30:43.879959Z",
     "start_time": "2026-01-28T23:30:43.568174Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from '/oak/stanford/groups/akundaje/shouvikm/miniconda3/envs/bpnet/lib/python3.7/site-packages/matplotlib/pyplot.py'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x500 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmer_pattern = lambda x: x.str.contains('TGCGGT')\n",
    "title = 'K-mers containing TGCGGT'\n",
    "create_kmer_rank_distribution_rugplot(model_diff_affinity_motifs_df, kmer_pattern, \n",
    "                                      fusion_ER_models, title, linewidth=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "88fb98e5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:30:59.091741Z",
     "start_time": "2026-01-28T23:30:58.681124Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from '/oak/stanford/groups/akundaje/shouvikm/miniconda3/envs/bpnet/lib/python3.7/site-packages/matplotlib/pyplot.py'>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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cDqe2wyGESGEYBkVFRbC2toaenvp9Okp8hGgoLy8PNjY2tR0GIUSN+/fvo3HjxmrrUOIjRENmZmYAqj5YAoGALc+NnIrGMatl6kqXKVsvKS/NyoJDylGVbdW1l3bLx1ehn+pI+pX/q+mY8vWqa6PpNlEVkybtJM8BKLTP/qgznM6eUWgnqStZLjlzRqGepmq6LeXjUDYvVe2k30OSfiTk20reJ9q+vsrik5SVZmUBAIxatWKXjVq1Umgn38ctH1+2jaSdQ8pRZLt3gNPFCzLvaUld6bFKzpyBaefO7N9/0lLR884d9nOqDiU+8kakpaXBy8sLT58+hYWFRW2H81pIDm8KBAKZxGdmYCCzLF+mbL2knMfjqW2rrr00vpJ+qiPpV/6vpmPK16uujabbRFVMmrSTPAeg0J7P5Srd1pK6kmWOknqaqum2lI9D2bxUtZN+D0n6kZBvK3mfaPv6KotPUsbjVaURY6llYyXt5Pvgv6wnIZmH5HWSfk9L6kqPxeFywZf6W6LHBQCNTkPQxS1EqZCQEHA4HHA4HOjr68Pe3h4zZsxAaWnpWxk/KSlJZcLkcDjYvXu3zLLkYW5uji5duuC3336TaZObmwsDAwO0kvofJiFEN1HiIyr5+/sjPz8fd+7cQUxMDOLi4jB//vzaDkupxMRE5Ofn4/Tp06hXrx769OmDO3fusOuTkpIwbNgwFBYW4ty5c7UYKSGktlHiIyoZGhpCKBTCxsYGAwYMgLe3N1JSUgBUXeEYHR0Ne3t7GBsbo23bttixY4dCHxkZGXB3d4eJiQk8PDyQnZ39RmK1sLCAUChEq1atEBsbixcvXrCxMgyDxMREjBo1CiNGjEB8fPwbiYEQ8n6gxEc0kpWVhfT0dBi8PCYfHR2N5ORkrF+/HlevXkVkZCSCgoJw4sQJmXZz5szBqlWrcPHiRfB4PISFhb3xWI2NjQEA5eXlAIDU1FQ8f/4c3t7eCAoKwtatW1FSUvLG4yCEvJvo4hai0v79+8Hn81FZWYmysjLo6enh22+/RVlZGZYuXYpjx46hc+fOAICmTZvi1KlTiIuLQ48ePdg+lixZwi5HRUUhICAApaWlMDIyqnb8goIC8Pl8rWJ+/vw55s6dCy6Xy44bHx+PTz75BFwuF61atULTpk2xfft2hISEaNU3IeTDQImPqOTl5YXY2FiUlJQgJiYGPB4PgwcPxtWrV/H8+XP4+PjI1C8vL4ebm5tMWZs2bdjnVlZWAIBHjx6hSZMm1Y5vZmaGS5cuKZQ3b95coSwwMBBcLhcvXrxA/fr1ER8fjzZt2uDZs2fYuXMnTp06xdYNCgpCfHw8JT5CdBQlPqKSqakpHBwcAAAJCQlo27Yt4uPj2SsjDxw4gEaNGsm0MTQ0lFnW19dnn0suMxaLxRqNr6enx45fnZiYGHh7e8Pc3Bz169dnyzdv3ozS0lJ06tSJLWMYBmKxGDdu3ICjo6NG/RNCPhyU+IhG9PT0MHv2bEydOhU3btyAoaEhcnJyZA5r1iahUKg0ScbHx+OLL75Q2Lv77LPPkJCQgGXLlr2lCAkh7wpKfERjQ4cOxfTp0xEXF4dp06YhMjISYrEYXbt2RUFBAU6fPg2BQIDg4ODaDhUAkJmZiUuXLmHTpk1o0aKFzLrAwEAsXLgQixcvZm+KJYToBvrEE43xeDxMmjQJK1aswN27d1G/fn1ER0fjzp07sLCwQLt27TB79uzaDpMVHx+Pli1bKiQ9ABg4cCAmTZqEgwcPol+/frUQHSGktlDiI0olJSUpLY+KikJUVBQAICIiAhEREUrreXp6gmEYmTJXV1eFMlVCQkJUXnwi34eqPtetW6eyf6FQCJFIpFEshJAPC93HRwghRKdQ4iO1wsXFBXw+X+lj06ZNtR0eIeQDRoc6Sa04ePAgKioqlK5r2LDhW46GEKJLKPGRWmFra1vbIRBCdBQd6iSEEKJTKPERQgjRKZT4CCGE6BRKfIQQQnQKJT5CCCE6hRIfIYQQnUKJjxBCiE6hxEcIIUSnUOIjhBCiUyjxEUII0SmU+AghhOgUSnyEEEJ0CiU+QgghOoV+nYEQDUl+6b2wsFCmvKi8XG2ZsvWS8tLKymr7U9VeWrGSfqoj6Vf+r6Zjyterro2m20RVTJq0kzwHoNC+WCRSuq0ldSXLJUrqaaqm21I+DmXzUtVO+j0k6UdCvq3kfaLt66ssPklZaWUlAKBSarlSSTv5Popf1pOQzEPyOkm/pyV1pccqEYnASP0tFosA/P9zqg6H0aQWIQS5ubmwsbGp7TAIIWrcv38fjRs3VluHEh8hGhKLxcjLy4OZmRk4HE5th0MIkcIwDIqKimBtbQ09PfVn8SjxEUII0Sl0cQshhBCdQomPEEKITqHERwghRKfQ7QyEaIgubiHk3aXNxS2U+AjRUF5eHt3OQMg7TpPbGSjxEaIhMzMzAFUfLIFAoLRObuRUNI5Z/VrHle9T2+WajKOuD037fxPb4lX7lrR7k7G9Depec21eO+nlWz6+cEg5qrIP+W2nbMzcyKkAgMYxq9n+ciOnojQrCw4pR5H9UWc4nT3DtpEozcqCUatWKM3KAgCIioqAlzerg8eTfV5RAXA4AMMA+vpVywCKxSL0vHOH/ZyqQ4mPvFFpaWnw8vLC06dPYWFhUdvhvBLJ4U2BQKAy8ZkZGKhcV1PyfWq7XJNx1PWhaf9vYlu8at+Sdm8ytrdB3WuuzWsnvczn8dT2Ib/tlI1pZmAAoOozIunPzMAAvJfP+VyuTBsJHo8H45f1AEDE5VYlNgCQfy4W/z/xSZalaHIagi5uIWqFhISAw+GAw+FAX18f9vb2mDFjBkpLS9/K+ElJSez4enp6aNy4MUJDQ/Ho0SOZetHR0eByufj6668V+hCJRFi2bBlatGgBY2NjWFpaolOnTtiwYcNbmQMh5N1Ce3ykWv7+/khMTERFRQUyMjIQHBwMDoeD5cuXv5XxBQIBsrOzIRaLceXKFYSGhiIvLw9Hjhxh6yQkJGDGjBlISEjA9OnTZdp/9dVXiIuLw7fffgt3d3cUFhbi4sWLePr06VuJnxDybqE9PlItQ0NDCIVC2NjYYMCAAfD29kZKSgqAqisdo6OjYW9vD2NjY7Rt2xY7duxQ6CMjIwPu7u4wMTGBh4cHsrOzNR6fw+FAKBTC2toavXr1wpQpU3Ds2DG8ePECAHDixAm8ePECCxcuRGFhIdLT02Xa7927F5999hmGDh0Ke3t7tG3bFuHh4Zg2bdorbBVCyPuKEh/RSlZWFtLT02Hw8vh8dHQ0kpOTsX79ely9ehWRkZEICgrCiRMnZNrNmTMHq1atwsWLF8Hj8RAWFlbjGIyNjSEWi1H58oR3fHw8AgMDoa+vj8DAQMTHx8vUFwqF+O233/Dvv//WeExCyIeDDnWSau3fvx98Ph+VlZUoKyuDnp4evv32W5SVlWHp0qU4duwYOnfuDABo2rQpTp06hbi4OPTo0YPtY8mSJexyVFQUAgICUFpaCiMjI61iuXnzJtavXw93d3eYmZmhsLAQO3bswJkzVVeKBQUFoVu3bli7di34fD4AYPXq1RgyZAiEQiFcXFzg4eGB/v37o1evXq9j8xBC3jO0x0eq5eXlhczMTJw7dw7BwcEIDQ3F4MGDcevWLTx//hw+Pj7g8/nsIzk5Gbdv35bpo02bNuxzKysrAFC4QEWVgoIC8Pl8mJiYwMnJCQ0bNsSmTZsAAFu2bEGzZs3Qtm1bAICrqytsbW2xbds2tn3Lli2RlZWFs2fPIiwsDI8ePULfvn0xZsyYV9ouhJD3E+3xkWqZmprCwcEBQNVFJG3btkV8fDxatWoFADhw4AAaNWok08bQ0FBmWV9fn30uudxYLHcZsipmZma4dOkS9PT0YGVlBWNjY3ZdfHw8rl69yl4GLek3ISEB4eHhbJmenh46dOiADh064PPPP8fPP/+MUaNGYc6cObC3t9coDkLIh4ESH9GKnp4eZs+ejalTp+LGjRswNDRETk6OzGHNNzGmJPFK+/PPP3Hx4kWkpaXB0tKSLX/y5Ak8PT3x119/oUWLFkr7bNmyJQCgpKTkzQRNCHlnUeIjWhs6dCimT5+OuLg4TJs2DZGRkRCLxejatSsKCgpw+vRpCAQCBAcHv9E44uPj0bFjR3Tv3l1hXYcOHRAfH4+vv/4aQ4YMQZcuXeDh4QGhUIi7d+9i1qxZcHR0VJkYCSEfLjrHR7TG4/EwadIkrFixArNmzcKXX36J6OhoODs7w9/fHwcOHHjjhw/Ly8vx888/Y/DgwUrXDx48GMnJyaioqICfnx/27duHvn37wtHREcHBwWjRogWOHj0qc4iUEKIb6FNP1EpKSlJaHhUVhaioKABAREQEIiIilNbz9PQEI/m6oZdcXV0VylQJCQlBSEiIQrmBgQH+++8/le1mzJiBGTNmAADGjh2LsWPHajQeIeTDR3t8hBBCdAolPlKrXFxcZG6FkH5IblkghJDXiQ51klp18OBBVLz8WRF5DRs2fMvREEJ0ASU+UqtsbW1rOwRCiI6hQ52EEEJ0CiU+QgghOoUSHyGEEJ1CiY8QQohOocRHCCFEp1DiI4QQolMo8RFCCNEplPgIIYToFEp8hBBCdAolPkIIITqFEh8hhBCdQomPEEKITqHERwghRKdQ4iOEEKJT6GeJCNEQwzAAgMLCQpV1isrL1a6vCfk+tV2uyTjq+tC0/zexLV61b0m7Nxnb26DuNdfmtZNeLq6sVNuH/LZTNmZReTmAqs+IpL+i8nKUvnxeLBLJtJEoraxE5ct6ACASiQCRqGolh6P4nMMBGAbQ02PXFYur/ko+p+pwGE1qEUKQm5sLGxub2g6DEKLG/fv30bhxY7V1KPERoiGxWIy8vDyYmZmBw+HUdjiEECkMw6CoqAjW1tbQ01N/Fo8SHyGEEJ1CF7cQQgjRKZT4CCGE6BS6qpMQDdE5PkLeXdqc46PER4iG8vLy6KpOQt5xmlzVSYmPEA2ZmZkBAH5r2hR8Lg+m3bqh5MwZmHbuzNYpzcpinzukHMUtH1/2r1GrVmgcsxoAkBs5lX0uWS7NypKpI01ZfWXL0uXydarrs6Zt1FFWX7JNatJfTWgzhnRsNWlfU686hrrXUlXfmrz+uZFTAVS9r+W3i/wYAFTOQb6epO4tH192WVRUxH6WpN/DEqVZWRAVFbHL3JefR6NWrVBy8iSKRSL0vHOb/ZyqQ4mPEA1JDm/y9bjgc7ngGxiA8/KvBI/3/4+UQCAAn8dj/xobGEAgEAAAzKSeS5Z5cnWkKauvbNlMzRjV9VnTNuooqy/ZJjXprya0GUM6tpq0r6lXHUPda6mqb01ef7OX722eku0iPwYAlXOQryepy5f6vIikPkvS7w8JHo8HEZfLLnNftjV++TmU0OQ0BF3c8g5KS0sDh8PBs2fPajsUQgj54FDiewNCQkLA4XDA4XCgr68Pe3t7zJgxA6WlpW9l/KSkJHZ8LpeLOnXqoFOnTli4cCEKCgqUxjphwgSFfiZOnAgOh4OQkBC27N9//8Wnn36KJk2awNDQEEKhEH5+fjh9+rRM2/T0dPTu3Rt16tSBkZERWrdujdWrV1d9FZGGOBwOdu/erVAeEhKCAQMGKMyBw+HAwMAADg4OWLhwISpffv2RhJ+fH7hcLi5cuKBxDISQDw8lvjfE398f+fn5uHPnDmJiYhAXF4f58+e/tfEFAgHy8/ORm5uL9PR0jBs3DsnJyXB1dUVeXp5MXRsbG2zduhUvXrxgy0pLS7F582Y0adJEpu7gwYNx+fJlbNy4ETdu3MDevXvh6emJx48fs3V27dqFHj16oHHjxkhNTcVff/2FiIgILF68GJ988olG36WnLcn2vnnzJr744gssWLAAX3/9Nbs+JycH6enpmDRpEhISEl77+ISQ9wclvjdEsjdkY2ODAQMGwNvbGykpKQCqLouPjo6Gvb09jI2N0bZtW+zYsUOhj4yMDLi7u8PExAQeHh7Izs7WeHwOhwOhUAgrKys4OzsjPDwc6enpKC4uxowZM2TqtmvXDjY2Nti5cydbtnPnTjRp0gRubm5s2bNnz3Dy5EksX74cXl5esLW1RceOHTFr1iz069cPAFBSUoKxY8eiX79++OGHH+Dq6go7OzuMGTMGGzduxI4dO/DLL79otS01Idnetra2+PTTT+Ht7Y29e/ey6xMTE9GnTx98+umn2LJli0ySJ4ToFkp8b0FWVhbS09Nh8PJEbXR0NJKTk7F+/XpcvXoVkZGRCAoKwokTJ2TazZkzB6tWrcLFixfB4/EQFhb2SnE0aNAAI0eOxN69exUOOYaFhSExMZFdTkhIQGhoqEwdPp8PPp+P3bt3o6ysTOkYR48exePHjzFt2jSFdX379oWjoyO2bNnySvPQhLGxMcpffvs7wzBITExEUFAQWrRoAQcHB6X/0SCE6AZKfG/I/v37wefz2fNbjx49wvTp01FWVoalS5ciISEBfn5+aNq0KUJCQhAUFIS4uDiZPpYsWYIePXqgZcuWiIqKQnp6+iufJ2zRogWKiopkDk0CQFBQEE6dOoW///4bf//9N06fPo2goCCZOjweD0lJSdi4cSMsLCzQpUsXzJ49G3/88Qdb58aNGwAAZ2dnleNL6mgiMDCQTbiSx6ZNm1TWZxgGx44dw5EjR9CzZ08AwLFjx/D8+XP4+fmxc42Pj9c4BkLIh4VuZ3hDvLy8EBsbi5KSEsTExIDH42Hw4MG4evUqnj9/Dh8fH5n65eXlMocVAaBNmzbscysrKwDAo0ePFM67aUNyfk3+kt/69esjICAASUlJYBgGAQEBqFevnkL7wYMHIyAgACdPnsTZs2dx6NAhrFixAhs2bJC5COZ1nceLiYmBt7e3TNnMmTMV9lgl/9GoqKiAWCzGiBEjsGDBAgBVe6/Dhw9nbzUIDAzE9OnTcfv2bTRr1uy1xEkIeX9Q4ntDTE1N4eDgAKDqH962bdsiPj4erVq1AgAcOHAAjRo1kmljaGgos6yvr88+lyQqsVj8SnFdv34dAoEAdevWVVgXFhaGSZMmAQC+++47lX0YGRnBx8cHPj4++PLLLzFmzBjMnz8fISEhcHR0ZMfx8PBQOn7Lli01jlcoFLLbUcLMzEzhVg/JfzQMDAxgbW3NJrknT55g165dqKioQGxsLFtfJBIhISEBS5Ys0TgWQsiHgRLfW6Cnp4fZs2dj6tSpuHHjBgwNDZGTk4MePXq81TgePXqEzZs3Y8CAAUq/y87f3x/l5eXgcDjsYUFNtGzZkr3twNfXF5aWlli1apVC4tu7dy9u3ryJRYsWvdI8lJH+j4a0TZs2oXHjxgq3RRw9ehSrVq3CwoULwZW6+ZUQ8uGjxPeWDB06FNOnT0dcXBymTZuGyMhIiMVidO3aFQUFBTh9+jQEAgGCg4Nfy3gMw+Dhw4dgGAbPnj3DmTNnsHTpUpibm2PZsmVK23C5XFy/fp19Lu/x48cYOnQowsLC0KZNG5iZmeHixYtYsWIF+vfvD6AqAcXFxeGTTz7BuHHjMGnSJAgEAhw/fhzTp0/HkCFDMGzYsNcyR03Ex8djyJAh7J62hI2NDWbNmoXDhw8jICDgrcVDCKl9lPjeEh6Ph0mTJmHFihW4e/cu6tevj+joaNy5cwcWFhZo164dZs+e/drGKywshJWVFTgcDgQCAZycnBAcHIyIiAi1X42kbh2fz0enTp0QExOD27dvo6KiAjY2Nhg7dqxM7EOGDEFqaiqWLFmCbt26obS0FM2bN8ecOXPw+eefv7VfNsjIyMCVK1fw448/KqwzNzfHxx9/jPj4eEp8hOgYSnxvQFJSktLyqKgoREVFAQAiIiIQERGhtJ6np6fCxSGurq4aXzASEhIic6FJTWKVkD5EaGhoiOjoaERHR1fbb7du3XD48GGNYlBF1XzlY1Y1h/bt26vdZgcPHqxpaISQ9xjdzkAIIUSnUOJ7D7m4uCjc26bJPW7vkqVLl6qcQ69evWo7PELIB4wOdb6HDh48iIqKCqXrGjZs+JajqZkJEyaovMjF2Nj4LUdDCNEllPjeQ7a2trUdwiuztLSEpaVlbYdBCNFBdKiTEEKITqHERwghRKdQ4iOEEKJTKPERQgjRKZT4CCGE6BRKfIQQQnQKJT5CCCE6hRIfIYQQnUKJjxBCiE6hxEcIIUSnUOIjhBCiUyjxEUII0SmU+AghhOgU+nUGQjQk+TX3YrEIEHHAlJejRCQCU17O1imtrGSfFxYWoriykv1bWV6OwsJCAECR1HPJcqlcHWnK6itbLlIzRnV91rSNOsrqS7ZJTfqrCW3GkI6tJu1r6lXHUPdaqupbk9e/6OV7u1TJdpEfA4DKOcjXk9Qtlvq8iKQ+S9LvD4nSykqIRCJ2mfuybeXLz2Hxy3WSz6k6HEaTWoQQ5ObmwsbGprbDIISocf/+fTRu3FhtHUp8hGhILBYjLy8PZmZm4HA4tR0OIUQKwzAoKiqCtbU19PTUn8WjxEcIIUSn0MUthBBCdAolPkIIITqFruokREN0jo+Qd5c25/go8RGioby8PLqqk5B3nCZXdVLiI0RDZmZmAIBzQaPANzBAyZkz4JqZwahVK5RmZcn8bRyzGrmRUwEAjWNWI9u9A5wuXsAtH1+ZepL1uZFT0Thmtcx4krJbPr5wSDnKlklI6kvqSa+TriO9Xr6N/HPpsaXHULVO2djK2ijrQ9V85eekrp66Mk3nqWqcmpJ+vTT1KttP2fukujbKlqXLS7OyNOpLk+2ujPx7WtKX9LjSnxWHlKMy62/5+AIAHFKOIvujzjDt3Bn/XclEj4wM9nOqDiU+QjQkObzJNzCAmYEBOFwuuDwejA0MwJP7KxAIYGZgAAAQCATgc7lVf+XqSdabvWwjTVLG5/HYdZI+Je2k60mvk64jvV6+jfxz6bGlx1C1TtnYytoo60PVfOXnpK6eujJN56lqnJqSfr009SrbT9n7pLo2ypaly3ka9qXJdldG/j0t6Ut6XOnPivx6Pq8qdUk+W3wDA5Ryq8o0OQ1BF7cQQgjRKbWa+EJCQsDhcMDhcKCvrw97e3vMmDEDpaWlbB3JevnH1q1bAQBpaWngcDh49uyZQv92dnZYs2aNRrHY2dkpHWfZsmVYsGCByjgkj759+8Lf319p3ydPngSHw8Eff/zBliUlJaFNmzYwMjJCgwYNMHHiRLXxJSUlsWPp6enBysoKw4cPR05OjkZzXrBgAVxdXdllybZftmyZTL3du3fL/I8pNjYWFhYWuH//vky9yZMnw9HREc+fPwcA7Ny5E76+vqhbty44HA4yMzPVzudtuXfvHsLDw2Fvbw9jY2M0a9YM8+fPR7nUVyERQnRLrR/q9Pf3R2JiIioqKpCRkYHg4GBwOBwsX76crZOYmKiQVCwsLF57LAsXLsTYsWNlyszMzMAwDCZMmMCWdejQAePGjZOpe/bsWQwePBi5ubkKJ1YTExPh7u6ONm3aAABWr16NVatW4euvv0anTp1QUlKCe/fuVRufQCBAdnY2GIbB3bt38dlnn2Ho0KE4d+5cjeZrZGSE5cuXY/z48ahTp47SOhMmTMCuXbsQHh6Oo0erjr0fP34csbGx+P3332FiYgIAKCkpQdeuXTFs2DCFbVgTFRUV0NfXf+V+/vrrL4jFYsTFxcHBwQFZWVkYO3YsSkpKsHLlylfunxDy/qn1Q52GhoYQCoWwsbHBgAED4O3tjZSUFJk6FhYWEAqFMg8jI6PXHouZmZnCOKampuDz+TJlXC5XoW6fPn1Qv359JCUlyfRZXFyM7du3Izw8HADw9OlTzJ07F8nJyRgxYgSaNWuGNm3aoF+/ftXGx+FwIBQKYWVlBQ8PD4SHh+P8+fM1/nJbb29vCIVCREdHqx0zPj4e586dw/r161FYWIiwsDBMnToVHh4ebL1Ro0Zh3rx58Pb2rlEsHA4HsbGx6NevH0xNTbFkyRIAwJ49e9CuXTsYGRmhadOm+Oqrr1Ap9cW2kna9evWCsbExmjZtih07drDrJf+x8vX1RdOmTdGvXz9MmzYNO3furFGchJD3X60nPmlZWVlIT0+HgZKT9O86Ho+H0aNHIykpSebbwbdv3w6RSITAwEAAQEpKCsRiMR48eABnZ2c0btwYw4YNUziUWJ1Hjx5h165d4HK54HK5NYqZy+Vi6dKlWLduHXJzc1XWs7GxwZo1azB9+nQEBQWBz+dj0aJFNRpTnQULFmDgwIH4888/ERYWhpMnT2L06NGIiIjAtWvXEBcXh6SkJDYpSnz55ZcYPHgwrly5gpEjR+KTTz7B9evXVY5TUFAAS0vL1x4/IeT9UOuJb//+/eDz+TAyMkLr1q3x6NEjTJ8+XaZOYGAg+Hy+zEP+3Fbjxo2rrVOdmTNnKvRx8uRJjduHhYXh9u3bOHHiBFuWmJiIwYMHw9zcHABw584diMViLF26FGvWrMGOHTvw5MkT+Pj4VHveqaCgAHw+H6ampmjYsCFSU1MxceJEmJqaajVPaQMHDoSrqyvmz5+vtl5oaChatWqFffv2ITExEYaGhjUeU5URI0YgNDQUTZs2RZMmTfDVV18hKioKwcHBaNq0KXx8fLBo0SLExcXJtBs6dCjGjBkDR0dHLFq0CO7u7li3bp3SMW7duoV169Zh/Pjxrz1+Qsj7odbP8Xl5eSE2NhYlJSWIiYkBj8fD4MGDZerExMQoHEKztraWWT558qTC/Ruenp5axTJ9+nSEhITIlDVq1Ejj9i1atICHhwcSEhLg6emJW7du4eTJk1i4cCFbRywWo6KiAt988w18favuRdmyZQuEQiFSU1Ph5+cHPp/P1g8KCsL69esBVB2KvXTpEioqKnDo0CFs2rRJYe+nJpYvX46ePXti2rRpKutcuXIFly5dgomJCU6ePImOHTu+8rjy3N3dFcY8ffq0zBxFIhFKS0vx/Plz9vxi586dZdp17txZ6cU1Dx48gL+/P4YOHfpazkMSQt5PtZ74TE1N4eDgAABISEhA27ZtER8fz54TAwChUMjWUcXe3l7hghceT7vp1atXr9pxqhMeHo7Jkyfju+++Q2JiIpo1a4YePXqw662srAAALVu2ZMvq16+PevXqsXuo0v9oS98Lo6enx8bn7OyM27dv49NPP8VPP/0kU7+goEAhrmfPnrF7nfK6d+8OPz8/zJo1SyHxA0B5eTlGjx6NkSNHokePHpgwYQL69OkDJycnDbaI5uT3XIuLi/HVV19h0KBBCnW1Pcebl5cHLy8veHh44IcffnilOAkh77daP9QpTU9PD7Nnz8bcuXPx4sWL2g6nRoYNGwY9PT1s3rwZycnJCAsLk7k9oEuXLgCA7OxstuzJkyf477//YGtrCwBwcHBgHw0aNFA5VlRUFLZt24ZLly6xZU5OTsjIyFCoe+nSJTg6Oqrsa9myZdi3bx/OnDmjsG7hwoV48uQJYmJiEBwcDB8fH4SGhkIsFqvZEq+uXbt2yM7Oltkekof0d/GdPXtWpt3Zs2fh7OzMLj948ACenp5o3749EhMTq/0eP0LIh63W9/jkDR06FNOnT8d3333HHnp79uwZHj58KFPPzMzslc5tKVNUVKQwjomJiVbfwsDn8zF8+HDMmjULhYWFCntQjo6O6N+/PyIiIvDDDz9AIBBg1qxZaNGiBby8vLSK18bGBgMHDsS8efOwf/9+AEBkZCS6deuGJUuWYNCgQRCJRNiyZQvOnDmD77//XmVfrVu3xsiRI/HNN9/IlF+4cAHLly/HgQMH2D3GuLg4tGrVCjExMfjiiy8AVCXvnJwc5OXlAfh/Ypdc9VoT8+bNQ58+fdCkSRMMGTIEenp6uHLlCrKysrB48WK23vbt2+Hu7o6uXbti06ZNOH/+POLj4wH8P+nZ2tpi5cqV+Pfff9l2NY2LEPJ+e+f+68vj8TBp0iSsWLECJSUlAKourLCyspJ5qLp44VXMmzdPYZwZM2Zo3U94eDiePn0KPz8/hXORAJCcnIxOnTohICAAPXr0gL6+Pg4fPlyj+9YiIyNx4MABnD9/HgDg4eGBQ4cO4dChQ+jSpQs8PT2Rnp6O48ePo9XL74ZUZeHChTJ7cWVlZQgODkZoaCh7PhIAu/3nzp3LJri9e/fCzc0NAQEBAIBPPvkEbm5u7PnJmvDz88P+/ftx9OhRdOjQAR999BFiYmLYPWOJr776Clu3bkWbNm2QnJyMLVu2sIeSU1JScOvWLRw/fhyNGzeWeW0JIbqpVvf45O95k4iKikJUVBQAoLofiPf09FRZR5Obwt9E3c6dO6uNWyAQID4+nt0r0URISIjS828fffSRwli+vr4yiUoZZdvezs4OZWVl7LKhoSGuXbumtP2IESMwYsSIauPTlKrt5efnBz8/P7Vtra2t2Zvr5b1qXISQD887t8dHCCGEvEk6kfg2bdqkcH+e5OHi4lLb4X3waPsTQt4l79zFLW9Cv3790KlTJ6XrXsf3QRL13uT2r+5QOCGEyNOJxGdmZqbRjxOSN4O2PyHkXaIThzoJIYQQCUp8hBBCdAolPkIIITqFEh8hhBCdQomPEEKITqHERwghRKdQ4iOEEKJTKPERQgjRKZT4CCGE6BRKfIQQQnQKJT5CCCE6hRIfIYQQnUKJjxBCiE7RiV9nIOR1kPwEUnF5OQCgRCQCt7ISleXlKJX7W1hYiKKX9QoLC1EsElX9lasnWV/0so00SVlxZSW7TtKnpJ10Pel10nWk18u3kX8uPbb0GKrWKRtbWRtlfaiar/yc1NVTV6bpPFWNU1PSr5emXmX7KXufVNdG2bJ0eamGfWmy3ZWRf09L+pIeV/qzIr++uLISwP8/W0x5OYpFVWWa/FQZh6EfNCNEI7m5ubCxsantMAghaty/fx+NGzdWW4cSHyEaEovFyMvLg5mZGTgcTm2HQwiRwjAMioqKYG1tDT099WfxKPERQgjRKXRxCyGEEJ1CiY8QQohOoas6CdEQneMj5N2lzTk+SnyEaCgvL4+u6iTkHafJVZ10qJMQDZmZmQEAzgWNQkFBAfu4GhaOq2HhCs/l10uXK3su3+68c0ul/SnrQ/LI6NhJaVySdZr2Vd2yuj6kY1AWl6r4pLeTfF/KtpG6mLSJX1lsqurJxyEdr6ZzrC5mda+5utdW3Zyqe91VvWdVzUldv8peP+nXsbr3fkbHTgrvY1UxSbf7rWlTmc+pOrTHR4iGJIc3+QYGEAgEbLmZgQEAQCAQyDyXXy9dbibVh+S5mVy/fC4XfCX9SfcrX87n8WT6lW7L5/FgrKSNsr6qW1ZGUkc6BmVxSdeXjk96O0nKJe2UbSN1MWkTv7LYVNUzlotDOmaehnOsLmZl7yFldaXryM9BflnVuKree5L+Vc1J3XykY5PEIf06Ktse0v3weTyVdeRjkmmnxwUAjU5D0B7fOyYtLQ0cDgfPnj2r7VDeWffu3QOHw0FmZmZth0IIeQ9R4nvNQkJCwOFwwOFwoK+vD3t7e8yYMQOlpaVvZfykpCR2fOmHkZERAChdJ/3o27cvOBwOzp49q7T/jz/+GIMGDWKXHzx4gKCgINStWxfGxsZo3bo1Ll68qFXMW7ZsAZfLxcSJExXWhYSEYMCAAVr1Rwgh6tChzjfA398fiYmJqKioQEZGBoKDg8HhcLB8+fK3Mr5AIEB2drZMmWT3Pz8/ny3btm0b5s2bJ1OXz+eja9euSEhIwEcffSTTx71795Camop9+/YBAJ4+fYouXbrAy8sLhw4dQv369XHz5k3UqVNHq3jj4+MxY8YMxMXFYdWqVWySJoSQN4H2+N4AQ0NDCIVC2NjYYMCAAfD29kZKSgqAqkvio6OjYW9vD2NjY7Rt2xY7duxQ6CMjIwPu7u4wMTGBh4eHQiJTh8PhQCgUyjwaNmwIADJl5ubmCnX5fD7Cw8Oxbds2PH/+XKbfpKQkWFlZwd/fHwCwfPly2NjYIDExER07doS9vT18fX3RrFkzjWO9e/cu0tPTERUVBUdHR+zcuZNdt2DBAmzcuBF79uxh90jT0tIU+hCJRAgPD2e3qZOTE9auXStTJy0tDR07doSpqSksLCzQpUsX/P333xrHSQj5cFDie8OysrKQnp4Og5cnZqOjo5GcnIz169fj6tWriIyMRFBQEE6cOCHTbs6cOVi1ahUuXrwIHo+HsLCwtxbzyJEjUVZWJpOQGYbBxo0bERISAi636iTy3r174e7ujqFDh6JBgwZwc3PDjz/+qNVYiYmJCAgIgLm5OYKCghAfH8+umzZtGoYNGwZ/f3/k5+cjPz8fHh4eCn2IxWI0btwY27dvx7Vr1zBv3jzMnj0bv/zyCwCgsrISAwYMQI8ePfDHH3/gzJkzGDduHN2LR4iOokOdb8D+/fvB5/NRWVmJsrIy6Onp4dtvv0VZWRmWLl2KY8eOoXPnzgCApk2b4tSpU4iLi0OPHj3YPpYsWcIuR0VFISAgAKWlpRodBiwoKACfz5cp69atGw4dOqRR/JaWlhg4cCASEhIwevRoAEBqairu3buH0NBQtt6dO3cQGxuLqVOnYvbs2bhw4QKmTJkCAwMDBAcHVzuOWCxGUlIS1q1bBwD45JNP8MUXX+Du3buwt7cHn8+HsbExysrKIBQKVfajr6+Pr776il22t7fHmTNn8Msvv2DYsGEoLCxEQUEB+vTpw+6NOjs7a7QtCCEfHkp8b4CXlxdiY2NRUlKCmJgY8Hg8DB48GFevXsXz58/h4+MjU7+8vBxubm4yZW3atGGfW1lZAQAePXqEJk2aVDu+mZkZLl26JFNmbGys1RzCwsLg5+eH27dvo1mzZkhISECPHj3g4ODA1hGLxXB3d8fSpUsBAG5ubsjKysL69es1SnwpKSkoKSlB7969AQD16tWDj48PEhISsGjRIq3i/e6775CQkICcnBy8ePEC5eXlcHV1BVCVyENCQuDn5wcfHx94e3tj2LBh7HYlhOgWOtT5BpiamsLBwQFt27ZFQkICzp07h/j4eBQXFwMADhw4gMzMTPZx7do1hfN8+vr67HPJITmxWKzR+Hp6enBwcJB5NGrUSKs5fPzxx2jSpAmSkpJQWFiInTt3Ijw8XKaOlZUVWrZsKVPm7OyMnJwcjcaIj4/HkydPYGxsDB6PBx6Ph4MHD2Ljxo0azxUAtm7dimnTpiE8PBxHjx5FZmYmQkNDUS71456JiYk4c+YMPDw8sG3bNjg6Oqq8cpUQ8mGjPb43TE9PD7Nnz8bUqVNx48YNGBoaIicnR+aw5rtIT08PoaGhiI+PR6NGjWBgYIAhQ4bI1OnSpYvCRTc3btyAra1ttf0/fvwYe/bswdatW+Hi4sKWi0QidO3aFUePHoW/vz8MDAwgEonU9nX69Gl4eHjgs88+Y8tu376tUM/NzQ1ubm6YNWsWOnfujM2bNytcuUoI+fBR4nsLhg4diunTpyMuLg7Tpk1DZGQkxGIxunbtioKCApw+fRoCgUCjw4OaYBgGDx8+VChv0KBBtV/eKi00NBQLFy7E7NmzERgYqHC4NDIyEh4eHli6dCmGDRuG8+fP44cffsAPP/xQbd8//fQT6tati2HDhilcZNK7d2/Ex8fD398fdnZ2OHLkCLKzs1G3bl2Ym5sr9NW8eXMkJyfjyJEjsLe3x08//YQLFy7A3t4eQNWVoz/88AP69esHa2trZGdn4+bNm+z5S0KIbqHE9xbweDxMmjQJK1aswN27d1G/fn1ER0fjzp07sLCwQLt27TB79uzXNl5hYaHS81f5+flqLxKR16RJE3h7e+Po0aNKryrt0KEDdu3ahVmzZmHhwoWwt7fHmjVrMHLkyGr7TkhIwMCBA5VeWTl48GCMGjUK//33H8aOHYu0tDS4u7ujuLgYqampsLOzk6k/fvx4XL58GcOHDweHw0FgYCA+++wz9mIeExMT/PXXX9i4cSMeP34MKysrTJw4EePHj9d4WxBCPhyU+F6zpKQkpeVRUVGIiooCAERERCAiIkJpPU9PTzAMI1Pm6uqqUKZKSEgIQkJCXlvdI0eOqF3fp08f9OnTR6PxpP3xxx8q1w0bNgzDhg1jl48ePapQR3p7GBoaIjExEYmJiTJ1oqOjAQANGzbErl27tI6REPJhootbCCGE6BRKfO8ZFxcX8Pl8pY9NmzbVdniskydPqoxT/h5DQgh5m+hQ53vm4MGDqKioULpO8rVk7wJ3d3f69QRCyDuJEt97RpNbBd4FxsbGMje7E0LIu4IOdRJCCNEplPgIIYToFEp8hBBCdAolPkIIITqFEh8hhBCdQomPEEKITqHERwghRKdQ4iOEEKJTKPERQgjRKZT4CCGE6BRKfIQQQnQKJT5CCCE6hRIfIYQQnUK/zkCIhiS/+l5cXo7CwkK2vKi8HABQWFgo81x+vXR5kVQfkudFcv0Wi0RglPQn3a98eXFlpUy/0m2LKytRqaSNsr6qW1ZGUkc6BmVxSdeXjk96O0nKJe2UbSN1MWkTv7LYVNWrlItDOuZSDedYXczK3kPK6krXkZ+D/LKqcVW99yT9q5qTuvlIxyaJQ/p1VLY9pPsprqxUWUc+Jpl2YhGA/39O1eEwmtQihCA3Nxc2Nja1HQYhRI379++jcePGautQ4iNEQ2KxGHl5eTAzMwOHw6ntcAghUhiGQVFREaytraGnp/4sHiU+QgghOoUubiGEEKJTKPERQgjRKXRVJyEaonN8hLy7tDnHR4mPEA3l5eXRVZ2EvOM0uaqTEh8hGjIzMwNQ9cEqnL8ApVlZ7DqHlKMAgNzIqWgcsxq3fHwVyuSfy9c3atWKXSdpL19fnmS9qnqalsv3U924yuYFQOU8Ne1Hm/Wqtquy+trOpyZqsg21HVfbbaHtWJL3oYSm8QNAaVaWwntW+v0NAEatWqE0K0vmr6oxsj/qDNPOnVGalQVRURFMO3cGAJScOQOumRlERUXAy3v+wOOhuKwMPe/cZj+n6lDiI0RDksObAoEAjIEBeLz/f3wEAgEAwMzAAAKBAHweT6FM/rl8fWOpdZL28vXlSdarqqdpuXw/1Y2rbF7KtoMmNJ1jdeOrG1vb+dRETbahtuNquy20HUvyPpTQNH4A4Cl5z0q/vwHA+OXnRvqvqjH4XC74L+uJXj4HAA6XC+7LMkhuSuByqx6ARqchauXiFk9PT3z++ee1MTQhhBAdp1XiCwkJAYfDwbJly2TKd+/eXSsn+xmGwcqVK+Ho6AhDQ0M0atQIS5Ys0ahtUlISOByOwsPIyAgAlK6TfvTt2xccDgdnz55V2v/HH3+MQYMGscsPHjxAUFAQ6tatC2NjY7Ru3RoXL15UG6OdnR07nomJCVq3bo0NGzYozMPCwkJpew6Hg927dwMA7t27Bw6HgwYNGqCoqEimnqurKxYsWAAAKCkpQbNmzTB16lSZOvfu3YNAIMCPP/4IACgtLUVISAhat24NHo+HAQMGqJ2LtFWrVqFOnTooLS1VWPf8+XMIBAJ88803AKr+kyS/7SdMmKDROJI5Sx4GBgZwcHDA4sWLNfpaI0LIh0nrPT4jIyMsX74cT58+fRPxaCUiIgIbNmzAypUr8ddff2Hv3r3o2LGjxu0FAgHy8/NlHn///TcAyJStWbNGoe6WLVvQtm1bJCQkKPR77949pKamIjw8HADw9OlTdOnSBfr6+jh06BCuXbvG/uNfnYULFyI/Px9ZWVkICgrC2LFjcejQIY3nKK+oqAgrV65Uud7U1BSJiYlYt24dTp48CaDqPxihoaHo0qULxo4dCwAQiUQwNjbGlClT4O3trVUMo0aNQklJCXbu3KmwbseOHSgvL0dQUBBbNnbsWJltv2LFCq3GO3bsGPLz83Hz5k189dVXWLJkidLXjRCiG7ROfN7e3hAKhYiOjla6/vHjxwgMDESjRo3YvZQtW7ao7dPOzg6LFy/G6NGjwefzYWtri7179+Lff/9F//79wefz0aZNG5k9pOvXryM2NhZ79uxBv379YG9vj/bt28PHx0fjuXA4HAiFQplHw4YNAUCmzNzcXKEun89HeHg4tm3bhufPn8v0m5SUBCsrK/j7+wMAli9fDhsbGyQmJqJjx46wt7eHr68vmjVrVm2MZmZmEAqFaNq0KWbOnAlLS0ukpKRoPEd5kydPxurVq/Ho0SOVdbp3747JkycjNDQUJSUlWLt2LTIzM2X2Nk1NTREbG4uxY8dCKBRqFUODBg3Qt29fpcknISEBAwYMgKWlJVtmYmIis+21PQ9Tt25dCIVC2NraYuTIkejSpQsuXbqkVR+EkA+H1omPy+Vi6dKlWLduHXJzcxXWl5aWon379jhw4ACysrIwbtw4jBo1CufPn1fbb0xMDLp06YLLly8jICAAo0aNwujRoxEUFIRLly6hWbNmGD16NHuIat++fWjatCn2798Pe3t72NnZYcyYMXjy5Im2U6qxkSNHoqysDDt27GDLGIbBxo0bERISAu7Lk6179+6Fu7s7hg4digYNGsDNzY09ZKgpsViMX3/9FU+fPoWB1MlnbQUGBsLBwQELFy5UW2/JkiXg8XgICgrC7NmzsW7dOjRq1KjG48oLDw/Hb7/9xu5hA8CdO3fw+++/s3vKEps2bUK9evXQqlUrzJo1S+E/Gtq4ePEiMjIy0KlTpxr3QQh5v9Xo4paBAwfC1dUV8+fPV1jXqFEjTJs2Da6urmjatCkmT54Mf39//PLLL2r77N27N8aPH4/mzZtj3rx5KCwsRIcOHTB06FA4Ojpi5syZuH79Ov755x8AVf9I/v3339i+fTuSk5ORlJSEjIwMDBkyRON5FBQUgM/nyzx69eqlcXtLS0sMHDhQZs8lNTUV9+7dQ2hoKFt2584dxMbGonnz5jhy5Ag+/fRTTJkyBRs3bqx2jJkzZ4LP58PQ0BBDhgxBnTp1MGbMGI1jlCc5R/vDDz/g9u3bKusZGxtj7dq12L17Nzw9PWUOPb4Ofn5+sLa2RmJiIluWlJQEGxsbfPzxx2zZiBEj8PPPPyM1NRWzZs3CTz/9pHUsHh4e4PP5MDAwQIcOHTBs2DCMHj36tc2FEPJ+qfHtDMuXL0fPnj0xbdo0mXKRSISlS5fil19+wYMHD1BeXo6ysjKYmJio7a9Nmzbsc8nhxtatWyuUPXr0CEKhEGKxGGVlZUhOToajoyMAID4+Hu3bt0d2djacnJyqnYOZmZnCIS9jY+Nq20kLCwuDn58fbt++jWbNmiEhIQE9evSAg4MDW0csFsPd3R1Lly4FALi5uSErKwvr169HcHAwli5dyq4DgGvXrqFJkyYAgOnTpyMkJAT5+fmYPn06PvvsM5m+a8LPzw9du3bFl19+ic2bN6usFx8fDxMTE/z5558oKCiAubn5K40rjcvlIjg4GElJSZg/fz67pxwaGirzrQvjxo1jn7du3RpWVlb4+OOP2e2tiW3btsHZ2RkVFRXIysrC5MmTUadOHYWLtAghuqHGtzN0794dfn5+mDVrlkz5119/jbVr12LmzJlITU1FZmYm/Pz8UC73I5Py9PX12eeSK0SVlYnFYgCAlZUVeDwem/QAwNnZGQCQk5Oj0Rz09PTg4OAg89D2cN7HH3+MJk2aICkpCYWFhdi5c6fCoTorKyu0bNlSpszZ2ZmNc8KECcjMzGQf1tbWbL169erBwcEB3bp1w/bt2zFlyhRcu3aNXS8QCFBSUsJuF4lnz54BgMpktWzZMmzbtg2XL19Wun7btm3Yv38/0tPTYWZmhsjISM02iBbCwsKQk5OD3377DcePH8f9+/dl9pSVkRyivHXrlsbj2NjYwMHBAc7Ozhg6dCg+//xzrFq1SulVpYSQD98r3cC+bNkyuLq6yuxdnT59Gv3792cPR4nFYty4cUPhH/5X1aVLF1RWVsr8z//GjRsAAFtb29c6ljp6enoIDQ1FfHw8GjVqBAMDA4XDrV26dEF2drZM2Y0bN9g4LS0tZS7mUMXGxgbDhw/HrFmzsGfPHgCAk5MTKisrkZmZiXbt2rF1JXuy0v8xkNaxY0cMGjQIUVFRCuv++ecfTJw4EYsXL0bbtm2RlJQEDw8PDB06VKtDwdVp1qwZevTogYSEBDAMA29v72pfu8zMTABV/5moKS6Xi8rKSpSXl7O3rxBCdMcrJb7WrVtj5MiR7D1XANC8eXPs2LED6enpqFOnDlavXo1//vnntSc+b29vtGvXDmFhYVizZg3EYjEmTpwIHx8flf/Yy2MYBg8fPlQob9CgQbVfciotNDQUCxcuxOzZsxEYGKhwuDQyMhIeHh5YunQphg0bhvPnz+OHH37ADz/8oPEYEhEREWjVqhUuXrwId3d3uLi4wNfXF2FhYVi1ahWaNm2K7OxsfP755xg+fLjaPdglS5bAxcVF5htIgKrDi87OzuyXDHTs2BHTp0/HuHHjkJWVxe5FXrt2DeXl5Xjy5AmKiorYpOTq6qrxfMLDw9lbJJKSkmTW3b59G5s3b0bv3r1Rt25d/PHHH4iMjET37t1lDo1X5/Hjx3j48CEqKyvx559/Yu3atfDy8nqlb+kghLy/XvmbWxYuXChzmG3u3Llo164d/Pz84OnpCaFQqNXNzZrS09PDvn37UK9ePXTv3h0BAQFwdnbG1q1bNe6jsLAQVlZWCg91l/or06RJE3h7e+Pp06cICwtTWN+hQwfs2rULW7ZsQatWrbBo0SKsWbMGI0eO1GocAGjZsiV8fX0xb948tmzbtm3o0aMHxo8fDxcXF0yZMgX9+/dXuNldnqOjI8LCwmQO+SUnJ+PYsWNITEyUSf5fffUVLCwsZA559u7dG25ubti3bx/S0tLg5uYGNzc3reYzePBgGBoawsTEROF9YmBggGPHjsHX1xctWrTAF198gcGDB2Pfvn1ajeHt7Q0rKyvY2dlh3Lhx6N27N7Zt26ZVH4SQD4dWe3zy/yMHqu7BKysrY5ctLS3ZbwtRJS0tTWb53r17CnXkv1nDzs5Oocza2hq//vqr2rFUCQkJQUhIyGure+TIEbXr+/Tpgz59+mgYXRVl2wUADh8+LLNsYWGBtWvXYu3atSr7Urb9ACAuLg5xcXHs8ujRo5Ve8WhgYIA///xTo/i0YWxszJ6PlGdjY4MTJ07UuG9VcyaE6Db6IVpCCCE65YNNfC4uLgr36EkemzZtqu3wPnhvY/tPmDBB5Riafp8nIUT3fLA/S3Tw4EFUVFQoXSe5J5C8OW9j+y9cuFDhPlIJunCFEKLKB5v43uYtDUTR29j+DRo0QIMGDd74OISQD8sHe6iTEEIIUYYSHyGEEJ1CiY8QQohOocRHCCFEp1DiI4QQolMo8RFCCNEplPgIIYToFEp8hBBCdAolPkIIITqFEh8hhBCdQomPEEKITqHERwghRKdQ4iOEEKJTPthfZyDkdZP8mnthYSGKystRWlnJrissLAQAFJWXo7CwEMWVlQpl8s/l61dKrZO0l68vT7JeVT1Ny+X7qW5cZfNSth00oekcqxtf3djazqcmarINtR1X222h7ViS96GEpvEDQKmS96z0+xsAKl9+bqT/qhqjWCQC87Ke6OVzACgRicB9WQaRqKoyh4Pil88ln1N1OIwmtQghyM3NhY2NTW2HQQhR4/79+2jcuLHaOpT4CNGQWCxGXl4ezMzMwOFwajscQogUhmFQVFQEa2tr6OmpP4tHiY8QQohOoYtbCCGE6BRKfIQQQnQKJT5CCCE6hW5nIERDdHELIe8ubS5uocRHiIby8vLodgZC3nGa3M5AiY8QDZmZmQEAhq/ehwsPSgEAFSIG+lwOBEY8FJZWyiw/LqkAAHAASC6d9nSqh7Ts/6DP5aBSxIB5uZ7H5aCLQ118O6I9eqz4Da0bm7Pjnr71GF0c6uLP3AKcmNETPVb8hhMzeirEN2lzBtv+xIyemLQ5AwDw7Yj27DrpesraKqNunTo1bUdITRQWFsLGxob9nKpDie8VpKWlwcvLC0+fPoWFhUVth0PeMMnhTQNjU3ANqw6liEQMuFwOuEb64DIVMst6lVXfNCGd+AyM+dAzfA4ulwOxVOLjcjkwMOZDIBCAa2QKA2M+Oy7X8AUMjPngGlWy6wUCgUJ80u0FAgHbh+S5pI30c/m2yqhbp05N2xHyKjQ5DaHTF7eEhISAw+GAw+FAX18f9vb2mDFjBkpLS9/K+ElJSez4XC4XderUQadOnbBw4UIUFBQojXXChAkK/UycOBEcDgchISFs2b///otPP/0UTZo0gaGhIYRCIfz8/HD69GmZtunp6ejduzfq1KkDIyMjtG7dGqtXr676OiANSebA4XAgEAjQoUMH7NmzR6bOggUL4OrqqtD23r174HA4yMzMBFD1nwkOhwMXFxeFGCwsLJCUlASg6rBjnTp18M0338jUOXfuHPT19XH06FEAQH5+PkaMGAFHR0fo6enh888/13hehJAPk04nPgDw9/dHfn4+7ty5g5iYGMTFxWH+/PlvbXyBQID8/Hzk5uYiPT0d48aNQ3JyMlxdXZGXlydT18bGBlu3bsWLFy/YstLSUmzevBlNmjSRqTt48GBcvnwZGzduxI0bN7B37154enri8ePHbJ1du3ahR48eaNy4MVJTU/HXX38hIiICixcvxieffKLRd95JJCYmIj8/HxcvXkSXLl0wZMgQ/PnnnzXcKsCdO3eQnJyscr21tTXWrVuHWbNm4ebNmwCAFy9eIDg4GGPGjIGvry8AoKysDPXr18fcuXPRtm3bGsdDCPlw6Hzik+wN2djYYMCAAfD29kZKSgqAqqv4oqOjYW9vD2NjY7Rt2xY7duxQ6CMjIwPu7u4wMTGBh4cHsrOzNR6fw+FAKBTCysoKzs7OCA8PR3p6OoqLizFjxgyZuu3atYONjQ127tzJlu3cuRNNmjSBm5sbW/bs2TOcPHkSy5cvh5eXF2xtbdGxY0fMmjUL/fr1AwCUlJRg7Nix6NevH3744Qe4urrCzs4OY8aMwcaNG7Fjxw788ssvGs/DwsICQqEQjo6OWLRoESorK5Gamqpxe3mTJ0/G/PnzUVZWprJOUFAQ/Pz8EBISArFYjFmzZqGiogJff/01W8fOzg5r167F6NGjYW5urrIvQoju0PnEJy0rKwvp6ekwMDAAAERHRyM5ORnr16/H1atXERkZiaCgIJw4cUKm3Zw5c7Bq1SpcvHgRPB4PYWFhrxRHgwYNMHLkSOzdu1fhcF9YWBgSExPZ5YSEBISGhsrU4fP54PP52L17t8rEcfToUTx+/BjTpk1TWNe3b184Ojpiy5YtWsdeWVmJ+Ph4AGC3Y018/vnnqKysxLp169TWW79+PW7evImRI0fi22+/RWJiIvh8vto2hBDdpvOJb//+/eDz+ez5rUePHmH69OkoKyvD0qVLkZCQAD8/PzRt2hQhISEICgpCXFycTB9LlixBjx490LJlS0RFRSE9Pf2VzxO2aNECRUVFMocmgaq9nFOnTuHvv//G33//jdOnTyMoKEimDo/HQ1JSEjZu3AgLCwt06dIFs2fPxh9//MHWuXHjBgDA2dlZ5fiSOpoIDAwEn8+HoaEhIiMjYWdnh2HDhmncXp6JiQnmz5+P6OhohfOd0ho0aIBFixZh69atGDduHLp3717jMQkhukHnE5+XlxcyMzNx7tw5BAcHIzQ0FIMHD8atW7fw/Plz+Pj4sHtQfD4fycnJuH37tkwfbdq0YZ9bWVkBAB49evRKcUnOr8lfoVS/fn0EBAQgKSkJiYmJCAgIQL169RTaDx48GHl5edi7dy/8/f2RlpaGdu3asReHyI/zqmJiYpCZmYlDhw6hZcuW2LBhAywtLV+pz/DwcNStWxfLly9XWUckEiEpKQkmJiY4e/YsKqV+I48QQpTR+cRnamoKBwcHtG3bFgkJCTh37hzi4+NRXFwMADhw4AAyMzPZx7Vr1xTO8+nr67PPJYlKLBa/UlzXr1+HQCBA3bp1FdaFhYWxe3TqDqsaGRnBx8cHX375JdLT0xESEsJeuOPo6MiOo2p8SR1NCIVCODg4wNfXF4mJiRg+fLhM8hcIBEr33J49ewYASs+/8Xg8LFmyBGvXrlW40Edi5cqVuHPnDi5evIjc3FwsXbpU45gJIbpJ5xOfND09PcyePRtz585Fy5YtYWhoiJycHDg4OMg83vS3dzx69AibN2/GgAEDlH71jr+/P8rLy1FRUQE/Pz+N+23ZsiVKSkoAAL6+vrC0tMSqVasU6u3duxc3b95EYGBgjeLv2LEj2rdvjyVLlrBlTk5OyM3NxT///CNT99KlSzAyMlK4KlVi6NChcHFxwVdffaWw7urVq5g/fz5iY2Ph7OyM2NhYLF68WOaQLiGEyKPEJ2fo0KHgcrmIi4vDtGnTEBkZiY0bN+L27du4dOkS1q1bh40bN7628RiGwcOHD5Gfn4/r168jISEBHh4eMDc3x7Jly5S24XK5uH79Oq5duwYul6uw/vHjx+jZsyd+/vln/PHHH7h79y62b9+OFStWoH///gCq9nTj4uKwZ88ejBs3Dn/88Qfu3buH+Ph4hISEYMiQIa90ju7zzz9HXFwcHjx4AADw8/ODk5MTAgMDkZ6ejjt37mDHjh2YO3cuIiIilM5DYtmyZUhISGCTNlB1EU1wcDAGDRqEQYMGAag6vDt48GCEhITIHPKU7K0XFxfj33//ZffcCSG6ib65RQ6Px8OkSZOwYsUK3L17F/Xr10d0dDTu3LkDCwsLtGvXDrNnz35t4xUWFsLKyoq9+dvJyQnBwcGIiIhQ+60X6tbx+Xx06tQJMTExuH37NioqKmBjY4OxY8fKxD5kyBCkpqZiyZIl6NatG0pLS9G8eXPMmTMHn3/++St9EbO/vz/s7e2xZMkSfP/99+DxeDh69Chmz56NwMBA/Pvvv7C3t0dERASmTp2qtq+ePXuiZ8+e7E3pALB06VI8ePBApgwAvvvuO7i4uGDp0qWYN28eAMjc6pGRkYHNmzfD1tYW9+7dq/H8CCHvL51OfPIXekhERUUhKioKABAREYGIiAil9Tw9PRUuDnF1ddX4gpGQkBCZb1upSawSu3fvZp8bGhoiOjoa0dHR1fbbrVs3HD58WKMYVFE2Xw6Ho3D+0Nrautp5KNumAHDkyBGZ5Xnz5rGJTZqlpSXy8/OrjY8QorvoUCchhBCdQonvDXJxcZG5FUL6sWnTptoOTyNLly5VOYdevXrVdniEEKI1nT7U+aYdPHgQFRUVStc1bNjwLUdTMxMmTFB5kYuxsfFbjoYQQl4dJb43yNbWtrZDeGWWlpavfCM6IYS8S+hQJyGEEJ1CiY8QQohOocRHCCFEp1DiI4QQolMo8RFCCNEplPgIIYToFEp8hBBCdAolPkIIITqFEh8hhBCdQomPEEKITqHERwghRKdQ4iOEEKJTKPERQgjRKfTrDIRoSPJL7uUvSiAqKwUAiEUMRFwORBweRGWVMsvisqqfpOIAkPwGfPmLYojLnkPE5UAsYsC8XC/iclD+ohiFhYUQlZag/MX/P5qisucof1EMUWkJu76wsFAhPun2hYWFKH9RDADsc0kb6efybZVRt06dmrYjpCYk7zXJ51QdDqNJLUIIcnNzYWNjU9thEELUuH//Pho3bqy2DiU+QjQkFouRl5cHMzMzcDic2g6HECKFYRgUFRXB2toaenrqz+JR4iOEEKJT6OIWQgghOoUSHyGEEJ1CiY8QQohOodsZCNEQXdxCyLtLm4tbKPERoqG8vDy6nYGQd5wmtzNQ4iNEQ2ZmZgCA4av34UzOC/Rwqoe07P/AAWBpqo8nJRVgAOhzOagUMeBJ/RUY/f+jVlhaicvzfDFpc4bCGN+OaI9JmzNk/taUfHv5fqX/qhpbug9l8WgTo7q66mKpyVjVjaHp9n3dr0FN22nbz6vGrU0fkno9VvyGEzN61ngsaZJxe6z4Da0bmytsCwD4M7cArRubs3/LX5Rg29S+7OdUHUp877m0tDR4eXnh6dOnsLCwqO1wPmiSw5sGxqbQM+TAwJgPPcPn4ADgGhlAr7IcDADuy29lkf7LNdJn++EyFRAIBDAw5iuMISmX/ltT8u3l+5X+q2ps6T6UxaNNjOrqqoulJmNVN4am2/d1vwY1badtP68atzZ9SOpxjUxrPKb8Z0HSD9fIVOm2qFpXCQNjPvtXQpPTEHRxSy0LCQkBh8MBh8OBvr4+7O3tMWPGDJSWlr6V8ZOSktjx9fT0YGVlheHDhyMnJ0emnp2dHdasWaPQfsGCBXB1dWWXJfNZtmyZTL3du3fLvCFjY2NhYWGB+/fvy9SbPHkyHB0d8fz5cwDAzp074evri7p164LD4SAzM1Or+dnZ2bHz43K5sLa2Rnh4OJ4+fapVP4SQDwclvneAv78/8vPzcefOHcTExCAuLg7z589/a+MLBALk5+fjwYMH+PXXX5GdnY2hQ4fWuD8jIyMsX75cbXKZMGECOnbsiPDwcLbs+PHjiI2NRVJSEkxMTAAAJSUl6Nq1K5YvX17jeBYuXIj8/Hzk5ORg06ZN+P333zFlypQa90cIeb9R4nsHGBoaQigUwsbGBgMGDIC3tzdSUlIAVF1JGB0dDXt7exgbG6Nt27bYsWOHQh8ZGRlwd3eHiYkJPDw8kJ2drfH4HA4HQqEQVlZW8PDwQHh4OM6fP1/jLxj29vaGUChEdHS02jHj4+Nx7tw5rF+/HoWFhQgLC8PUqVPh4eHB1hs1ahTmzZsHb2/vGsUCVJ2bEwqFaNSoEby8vBAcHIxLly7VuD9CyPuNEt87JisrC+np6TAwMAAAREdHIzk5GevXr8fVq1cRGRmJoKAgnDhxQqbdnDlzsGrVKly8eBE8Hg9hYWE1Gv/Ro0fYtWsXuFwuuFxujfrgcrlYunQp1q1bh9zcXJX1bGxssGbNGkyfPh1BQUHg8/lYtGhRjcbU1IMHD7Bv3z506tTpjY5DCHl30cUt74D9+/eDz+ejsrISZWVl0NPTw7fffouysjIsXboUx44dQ+fOnQEATZs2xalTpxAXF4cePXqwfSxZsoRdjoqKQkBAAEpLS2FkZFTt+AUFBeDz+WAYhj23NmXKFJiamtZ4TgMHDoSrqyvmz5+P+Ph4lfVCQ0Pxww8/YN++fTh37hwMDQ1rPKYqM2fOxNy5cyESiVBaWopOnTph9erVr30cQsj7gfb43gFeXl7IzMzEuXPnEBwcjNDQUAwePBi3bt3C8+fP4ePjAz6fzz6Sk5Nx+/ZtmT7atGnDPreysgJQtfemCTMzM2RmZuLixYtYtWoV2rVrhyVLlrzyvJYvX46NGzfi+vXrKutcuXIFly5dgomJCU6ePPnKYyozffp0ZGZm4o8//sDx48cBAAEBARCJRG9kPELIu432+N4BpqamcHBwAAAkJCSgbdu2iI+PR6tWrQAABw4cQKNGjWTayO8Z6ev//3J5ydWTYrFYo/H19PTY8Z2dnXH79m18+umn+Omnn9g6AoEABQUFCm2fPXsGc3Nzpf12794dfn5+mDVrFkJCQhTWl5eXY/To0Rg5ciR69OiBCRMmoE+fPnByctIobk3Vq1ePnV/z5s2xZs0adO7cGampqa907pAQ8n6ixPeO0dPTw+zZszF16lTcuHEDhoaGyMnJkTms+aZFRUWhWbNmiIyMRLt27QAATk5OyMhQvOH60qVLahPVsmXL4OrqqrTOwoUL8eTJE8TExMDc3By//vorQkNDcerUqWq/cuhVSM5dvnjx4o2NQQh5d1HiewcNHToU06dPR1xcHKZNm4bIyEiIxWJ07doVBQUFOH36NAQCAYKDg9/I+DY2Nhg4cCDmzZuH/fv3AwAiIyPRrVs3LFmyBIMGDYJIJMKWLVtw5swZfP/99yr7at26NUaOHIlvvvlGpvzChQtYvnw5Dhw4wO4xxsXFoVWrVoiJicEXX3wBAHjy5AlycnKQl5cHAOzVqkKhEEKhUKP5FBUV4eHDh2AYBvfv38eMGTNQv359matHCSG6g87xvYN4PB4mTZqEFStWYNasWfjyyy8RHR0NZ2dn+Pv748CBA7C3t3+jMURGRuLAgQM4f/48AMDDwwOHDh3CoUOH0KVLF3h6eiI9PR3Hjx9nD8mqsnDhQpnDrmVlZey5TF9fX7bcysoK69atw9y5c9kEt3fvXri5uSEgIAAA8Mknn8DNzQ3r16/XeC7z5s2DlZUVrK2t0adPH5iamuLo0aOoW7euxn0QQj4ctMdXy5KSkpSWR0VFISoqCgAQERGBiIgIpfU8PT3BMIxMmaurq0KZKiEhIUrPv3300UcKffj6+sokKmWUzcfOzg5lZWXssqGhIa5du6a0/YgRIzBixIhq49PUvXv3atyWEPJhoj0+QgghOoUS3wfOxcVF5lYI6cemTZtqO7xXsmnTJpVzc3Fxqe3wCCHvKDrU+YE7ePAgKioqlK5r2LDhW47m9erXr5/Kb2CRvr2DEEKkUeL7wNna2tZ2CG+MmZmZRr+9RQgh0uhQJyGEEJ1CiY8QQohOocRHCCFEp1DiI4QQolMo8RFCCNEplPgIIYToFEp8hBBCdAolPkIIITqFEh8hhBCdQomPEEKITqHERwghRKdQ4iOEEKJTKPERQgjRKfTrDIRoSPKL9OUvSiAue4HyF8UQlz0HB4CIVwFxWQUYACIuB2IRI/NXxPn/R01UVonCwkKUvyhWGENSLv23puTby/cr/VfV2NJ9KItHmxjV1VUXS03Gqm4MTbfv634NatpO235eNW5t+pDUE5WW1HhM+c+CpB9RaQnKX/AUtoX0Osnf8hclAP7/OVWHw2hSixCC3Nxc2NjY1HYYhBA17t+/j8aNG6utQ4mPEA2JxWLk5eXBzMwMHA6ntsMhhEhhGAZFRUWwtraGnp76s3iU+AghhOgUuriFEEKITqHERwghRKdQ4iOEEKJT6HYGQjREF7cQ8u7S5uIWSnyEaCgvL49uZyDkHafJ7QyU+AjRkJmZGQDAbtJGiHjGqGuqj8LSSgiMqj5GkuetG5vjz9wCnJjREz1W/CazPGlzBgDg2xHtlY4hqS9dR9JGUlZdH+pM2pwh06+y5+raaDuGtn1pO5ayttr0oaqNtnH0WPEbTszoWeP26mJ7XX2oet8o2waavE4S1b3W0nWlPwfycZ2+9RhdHOriz9wCtG5szq7vseI3AGC376TNGTL9nMj+DwCgV/kC974NZj+n6lDiI0RDksObeoYmYHjG4BoZgMtUgGukDwDscwNjPrhGlRAIBOAamcosGxjzAQACgUDpGJL60nUky5Ky6vpQx8CYL9Ovsufq2mg7hrZ9aTuWsrba9KGqjbZxcI1MX6m9utheVx+q3jfKtoEmr5NEda+1dF3pz4F8XFzDF+xnRXo918hUZhz5z5Oe4XMAgB636vOpyWkIuriFEEKITqHEV42QkBBwOBxwOBzo6+vD3t4eM2bMQGlpKVtHsl7+sXXrVgBAWloaOBwOnj17ptC/nZ0d1qxZo1EsdnZ2bN8mJiZo3bo1NmzYIFMnKSkJFhYWSttzOBzs3r0bAHDv3j1wOBw0aNAARUVFMvVcXV2xYMECAEBJSQmaNWuGqVOnytS5d+8eBAIBfvzxRwBAaWkpQkJC0Lp1a/B4PAwYMECjOb0NP/74I7p164Y6deqgTp068Pb2xvnz52s7LEJILaHEpwF/f3/k5+fjzp07iImJQVxcHObPny9TJzExEfn5+TKPN/GP/8KFC5Gfn4+srCwEBQVh7NixOHToUI37KyoqwsqVK1WuNzU1RWJiItatW4eTJ08CqLp6KjQ0FF26dMHYsWMBACKRCMbGxpgyZQq8vb1rHI9EeXn5K/chkZaWhsDAQKSmpuLMmTOwsbGBr68vHjx48NrGIIS8PyjxacDQ0BBCoRA2NjYYMGAAvL29kZKSIlPHwsICQqFQ5mFkZPTaYzEzM4NQKETTpk0xc+ZMWFpaKsSijcmTJ2P16tV49OiRyjrdu3fH5MmTERoaipKSEqxduxaZmZkye5umpqaIjY3F2LFjIRQKtY5jwYIFcHV1xYYNG2Bvb89uu2fPnmHMmDGoX78+BAIBevbsiStXrii0i4uLg42NDUxMTDBs2DAUFBSwdTZt2oTPPvsMrq6uaNGiBTZs2ACxWIzjx49rHSch5P1HiU9LWVlZSE9Ph4GBQa3GIRaL8euvv+Lp06evFEtgYCAcHBywcOFCtfWWLFkCHo+HoKAgzJ49G+vWrUOjRo1qPK4yt27dwq+//oqdO3ciMzMTADB06FA8evQIhw4dQkZGBtq1a4ePP/4YT548kWn3yy+/YN++fTh8+DAuX76Mzz77TOU4z58/R0VFBSwtLV9r/ISQ9wNd1amB/fv3g8/no7KyEmVlZdDT08O3334rUycwMBBcLlem7Nq1a2jSpAm7rOzekufPn2sVy8yZMzF37lyUlZWhsrISlpaWGDNmjFZ9SONwOFi2bBn69u2LyMhINGvWTGk9Y2NjrF27Fv7+/ujVqxeCgoJqPKYq5eXlSE5ORv369QEAp06dwvnz5/Ho0SMYGhoCAFauXIndu3djx44dGDduHICq84vJyclsIl63bh0CAgKwatUqpXufM2fOhLW19Ws5JEsIef9Q4tOAl5cXYmNjUVJSgpiYGPB4PAwePFimTkxMjMI/pNbW1jLLJ0+eVLjHxNPTU6tYpk+fjpCQEOTn52P69On47LPP4ODgoFUf8vz8/NC1a1d8+eWX2Lx5s8p68fHxMDExwZ9//omCggKYm5u/0rjybG1t2aQHAFeuXEFxcTHq1q0rU+/Fixe4ffs2u9ykSROZvc/OnTtDLBYjOztbIfEtW7YMW7duRVpa2hs5FE0IefdR4tOAqakpm1wSEhLQtm1bxMfHIzw8nK0jFAqrTUD29vYKV1zyeNq9BPXq1YODgwMcHBywfft2tG7dGu7u7mjZsiWAqntdSkpKIBaLZb62R3JFqapktWzZMnTu3BnTp09Xun7btm3Yv38/zpw5g8DAQERGRiIhIUGr2Ktjamoqs1xcXAwrKyukpaUp1FV15ao6K1euxLJly3Ds2DG0adOmhlESQt53dI5PS3p6epg9ezbmzp2LFy9e1GosNjY2GD58OGbNmsWWOTk5obKykj1HJnHp0iUAgKOjo9K+OnbsiEGDBiEqKkph3T///IOJEydi8eLFaNu2LZKSkpCcnPxKV5Nqol27dnj48CF4PB6b7CWPevXqsfVycnKQl5fHLp89exZ6enpwcnJiy1asWIFFixbh8OHDcHd3f6NxE0LebZT4amDo0KHgcrn47rvv2LJnz57h4cOHMo+SkpI3HktERAT27duHixcvAgBcXFzg6+uLsLAwHD9+HHfv3sXhw4fx2WefYfjw4WovSFmyZAl+++03ZGdny5SPGzcOzs7O+PzzzwFUJcnp06dj3LhxMldPXrt2DZmZmXjy5AkKCgqQmZmpkIC14e3tjc6dO2PAgAE4evQo7t27h/T0dMyZM4edLwAYGRkhODgYV65cwcmTJzFlyhQMGzaMPcy5fPlyfPnll0hISICdnR37+hQXF9c4NkLI+4sSXw3weDxMmjQJK1asYJNbaGgorKysZB7r1q1747G0bNkSvr6+mDdvHlu2bds29OjRA+PHj4eLiwumTJmC/v37K9zsLs/R0RFhYWEyN+cnJyfj2LFjSExMlDl0+tVXX8HCwgKRkZFsWe/eveHm5oZ9+/YhLS0Nbm5ucHNzq/HcOBwODh48iO7duyM0NBSOjo745JNP8Pfff6Nhw4ZsPQcHBwwaNAi9e/eGr68v2rRpg++//55dHxsbi/LycgwZMkTm9VF3/yIh5MNF5/iqkZSUpLQ8KiqKPSzIMIzaPjw9PVXWuXfvnsaxqKp7+PBhmWULCwusXbsWa9euVdmXnZ2d0pji4uIQFxfHLo8ePRqjR49WqGdgYIA///xTo/g0sWDBAvbbYqSZmZnhm2++wTfffKO2/aeffopPP/1U6bpXiYsQ8uGhPT5CCCE6hRLfO2LTpk3g8/lKHy4uLrUd3itzcXFROb9NmzbVdniEEB1ChzrfEf369UOnTp2UrtPX13/L0bx+Bw8eREVFhdJ10ufrtKXqECkhhKhCie8dYWZmptEPKL6vbG1tazsEQggBQIc6CSGE6BhKfIQQQnQKJT5CCCE6hRIfIYQQnUKJjxBCiE6hxEcIIUSnUOIjhBCiUyjxEUII0SmU+AghhOgUSnyEEEJ0CiU+QgghOoUSHyGEEJ1CiY8QQohOoV9nIERDkl+sF5c9h1jEQMSrgKisEiJO1cdI8rz8BQ+i0hIUFhZCVFois1z+ohgAUFhYqHQMSX3pOpI2krLq+lCn/EWxTL/Knqtro+0Y2val7VjK2mrTh6o22sYheX1r2l5dbK+rD1XvG2XbQJPXSaK611q6rvTnQD4uUdlzlL8oZj8DkvWi0hKZcSR1JP2Iy55XdV75AsD/P6fqcBhNahFCkJubCxsbm9oOgxCixv3799G4cWO1dSjxEaIhsViMvLw8mJmZgcPh1HY4hBApDMOgqKgI1tbW0NNTfxaPEh8hhBCdQhe3EEII0SmU+AghhOgUuqqTEA3ROT5C3l3anOOjxEeIhvLy8uiqTkLecZpc1UmJjxANmZmZAaj6YM3efxPfjmiPHit+Q2FpJSpFVdeISa4U0+dW7RFWiBj2OQBUihj0cKqH07ceo4tDXZy+9RgA0MWhrsxYf+YWoHVjcwDA6VuPITDi4cSMnpi0OQPfjmiv8FfapM0Z+DO3ACdm9ESPFb+xf1s3NleoK1k/aXOGTLmyvtWNqa3X0Ud1fakbQzLf6ralNrG+jTnpEk22gXSdwsJC2NjYsJ9TdSjxEaIhyeFNgUAAA2M+BAIBuEam4DIVEMslPu7LZCcSMexzABCLGBgY88E1fMH+BQADY77MWFyjSraMa/gCXCN9mXHl/0ozMOaDa1TJxif5q6yuZL38+Mr6Vjemtl5HH9X1pW4MyXyr25baxPo25qRLNNkGyupochqCLm55z3l6euLzzz+v7TAIIeS9QYmvloSEhIDD4WDZsmUy5bt3766VCycYhsHKlSvh6OgIQ0NDNGrUCEuWLNGobVJSEjgcDjgcDvT09GBlZYXhw4cjJydHpp6dnR3WrFmj0H7BggVwdXVllzXdNrGxsbCwsMD9+/dl6k2ePBmOjo54/rzqq4x27twJX19f1K1bFxwOB5mZmRrNixDyYaLEV4uMjIywfPlyPH36tLZDQUREBDZs2ICVK1fir7/+wt69e9GxY0eN2wsEAuTn5+PBgwf49ddfkZ2djaFDh9Y4Hk22zYQJE9CxY0eEh4ezZcePH0dsbCySkpJgYmICACgpKUHXrl2xfPnyGsdDCPlwUOKrRd7e3hAKhYiOjla6/vHjxwgMDESjRo1gYmKC1q1bY8uWLWr7tLOzw+LFizF69Gjw+XzY2tpi7969+Pfff9G/f3/w+Xy0adMGFy9eZNtcv34dsbGx2LNnD/r16wd7e3u0b98ePj4+Gs+Fw+FAKBTCysoKHh4eCA8Px/nz52v8JbvVbRvJmPHx8Th37hzWr1+PwsJChIWFYerUqfDw8GDrjRo1CvPmzYO3t3eNYiGEfFgo8dUiLpeLpUuXYt26dcjNzVVYX1paivbt2+PAgQPIysrCuHHjMGrUKJw/f15tvzExMejSpQsuX76MgIAAjBo1CqNHj0ZQUBAuXbqEZs2aYfTo0ey3mO/btw9NmzbF/v37YW9vDzs7O4wZMwZPnjyp0bwePXqEXbt2gcvlgsvl1qiP6raNhI2NDdasWYPp06cjKCgIfD4fixYtqtGYhBDdQImvlg0cOBCurq6YP3++wrpGjRph2rRpcHV1RdOmTTF58mT4+/vjl19+Udtn7969MX78eDRv3hzz5s1DYWEhOnTogKFDh8LR0REzZ87E9evX8c8//wAA7ty5g7///hvbt29HcnIykpKSkJGRgSFDhmg8j4KCAvD5fJiamqJhw4ZITU3FxIkTYWpqqt0GkaJu20gLDQ1Fq1atsG/fPiQmJsLQ0LDGYxJCPnyU+N4By5cvx8aNG3H9+nWZcpFIhEWLFqF169awtLQEn8/HkSNHFC4akdemTRv2ecOGDQEArVu3Vih79OgRgKpvJCkrK0NycjK6desGT09PxMfHIzU1FdnZ2RrNwczMDJmZmbh48SJWrVqFdu3aaXxxjDqqto20K1eu4NKlSzAxMcHJkydfeUxCyIeNEt87oHv37vDz88OsWbNkyr/++musXbsWM2fORGpqKjIzM+Hn54fy8nK1/enr67PPJVdBKisTi8UAACsrK/B4PDg6OrJ1nJ2dAaDaJCuhp6cHBwcHODs7Y+rUqfjoo4/w6aefytQRCAQoKChQaPvs2TOYm5sr7VfVtpEoLy/H6NGjMXLkSHz//feYO3euxsmaEKKb6Ab2d8SyZcvg6uoKJycntuz06dPo378/goKCAFQlqhs3bqBly5avdewuXbqgsrISt2/fRrNmzQAAN27cAADY2trWqM+oqCg0a9YMkZGRaNeuHQDAyckJGRkZCnUvXbokM295yraNxMKFC/HkyRPExMTA3Nwcv/76K0JDQ3Hq1Klqv6+PEKKb6F+Gd0Tr1q0xcuRIfPPNN2xZ8+bNkZKSgvT0dFy/fh3jx49nz8u9Tt7e3mjXrh3CwsJw+fJlZGRkYPz48fDx8ZHZC9SGjY0NBg4ciHnz5rFlkZGROHDgAJYsWYLr168jKysLc+bMwZkzZxAREaGyL2XbBgAuXLiA5cuXIz4+nt1jjIuLQ3Z2NmJiYth6T548QWZmJq5duwYAyM7ORmZmJh4+fFijuRFC3m+U+N4hCxcuZA8/AsDcuXPRrl07+Pn5wdPTE0KhEAMGDHjt4+rp6WHfvn2oV68eunfvjoCAADg7O2Pr1q2v1K8k0UmuQvXw8MChQ4dw6NAhdOnSBZ6enkhPT8fx48fRqlUrtX3Jb5uysjIEBwcjNDQUvr6+bLmVlRXWrVsnc8hz7969cHNzQ0BAAADgk08+gZubG9avX/9K8yOEvJ/oUGctSUpKUiizs7NDWVkZu2xpaYndu3er7SctLU1m+d69ewp1JLctSI8jX2ZtbY1ff/1V7ViqhISEICQkRKH8o48+UhjH19dXJlEpo8m2MTQ0ZPfg5I0YMQIjRoyoNj5CiG6iPT5CCCE6hRIfqZaLiwv4fL7Sx6ZNm2o7PEII0Qod6iTVOnjwICoqKpSuk9wTSAgh7wtKfKRaNb2lgRBC3kV0qJMQQohOocRHCCFEp1DiI4QQolMo8RFCCNEplPgIIYToFEp8hBBCdAolPkIIITqFEh8hhBCdQomPEEKITqHERwghRKdQ4iOEEKJTKPERQgjRKZT4CCGE6BT6dQZCNCT5NfnCwkKUvyhGYWEhRKUlEJVVQiyqWif5vXkRlwMAEIsY9rlkufxFMURlz9m/AFD+olhmLFFpCcpfVH08RWXPIeLwZMaV/yut/EUxRKUlbHySv+UveAp1Jevlx1fWt7oxtfU6+qiuL3VjSOZb3bbUJta3MSddosk2kK4j+Sv5nKrDYTSpRQjBnTt30KxZs9oOgxCixv3799G4cWO1dWiPjxANWVpaAgBycnJgbm5ey9F8+AoLC2FjY4P79+9DIBDUdjgftA9hWzMMg6KiIlhbW1dblxIfIRrS06s6JW5ubv7e/uPwPhIIBLS935L3fVtr+h9SuriFEEKITqHERwghRKdQ4iNEQ4aGhpg/fz4MDQ1rOxSdQNv77dG1bU1XdRJCCNEptMdHCCFEp1DiI4QQolMo8RFCCNEplPgIIYToFEp8hGjou+++g52dHYyMjNCpUyecP3++tkN6ryxYsAAcDkfm0aJFC3Z9aWkpJk6ciLp164LP52Pw4MH4559/ZPrIyclBQEAATExM0KBBA0yfPh2VlZVveyrvpN9//x19+/aFtbU1OBwOdu/eLbOeYRjMmzcPVlZWMDY2hre3N27evClT58mTJxg5ciQEAgEsLCwQHh6O4mLZ73H9448/0K1bNxgZGcHGxgYrVqx401N77SjxEaKBbdu2YerUqZg/fz4uXbqEtm3bws/PD48ePart0N4rLi4uyM/PZx+nTp1i10VGRmLfvn3Yvn07Tpw4gby8PAwaNIhdLxKJEBAQgPLycqSnp2Pjxo1ISkrCvHnzamMq75ySkhK0bdsW3333ndL1K1aswDfffIP169fj3LlzMDU1hZ+fH0pLS9k6I0eOxNWrV5GSkoL9+/fj999/x7hx49j1hYWF8PX1ha2tLTIyMvD1119jwYIF+OGHH974/F4rhhBSrY4dOzITJ05kl0UiEWNtbc1ER0fXYlTvl/nz5zNt27ZVuu7Zs2eMvr4+s337drbs+vXrDADmzJkzDMMwzMGDBxk9PT3m4cOHbJ3Y2FhGIBAwZWVlbzT29w0AZteuXeyyWCxmhEIh8/XXX7Nlz549YwwNDZktW7YwDMMw165dYwAwFy5cYOscOnSI4XA4zIMHDxiGYZjvv/+eqVOnjsz2njlzJuPk5PSGZ/R60R4fIdUoLy9HRkYGvL292TI9PT14e3vjzJkztRjZ++fmzZuwtrZG06ZNMXLkSOTk5AAAMjIyUFFRIbONW7RogSZNmrDb+MyZM2jdujUaNmzI1vHz80NhYSGuXr36difynrl79y4ePnwos33Nzc3RqVMnme1rYWEBd3d3to63tzf09PRw7tw5tk737t1hYGDA1vHz80N2djaePn36lmbz6ijxEVKN//77DyKRSOYfXABo2LAhHj58WEtRvX86deqEpKQkHD58GLGxsbh79y66deuGoqIiPHz4EAYGBrCwsJBpI72NHz58qPQ1kKwjqkm2j7r38MOHD9GgQQOZ9TweD5aWlh/ca0C/zkAIeSt69erFPm/Tpg06deoEW1tb/PLLLzA2Nq7FyIiuoT0+QqpRr149cLlchSsM//nnHwiFwlqK6v1nYWEBR0dH3Lp1C0KhEOXl5Xj27JlMHeltLBQKlb4GknVENcn2UfceFgqFChdrVVZW4smTJx/ca0CJj5BqGBgYoH379jh+/DhbJhaLcfz4cXTu3LkWI3u/FRcX4/bt27CyskL79u2hr68vs42zs7ORk5PDbuPOnTvjzz//lPnHOSUlBQKBAC1btnzr8b9P7O3tIRQKZbZvYWEhzp07J7N9nz17hoyMDLbOb7/9BrFYjE6dOrF1fv/9d1RUVLB1UlJS4OTkhDp16ryl2bwGtX11DSHvg61btzKGhoZMUlISc+3aNWbcuHGMhYWFzBWGRL0vvviCSUtLY+7evcucPn2a8fb2ZurVq8c8evSIYRiGmTBhAtOkSRPmt99+Yy5evMh07tyZ6dy5M9u+srKSadWqFePr68tkZmYyhw8fZurXr8/MmjWrtqb0TikqKmIuX77MXL58mQHArF69mrl8+TLz999/MwzDMMuWLWMsLCyYPXv2MH/88QfTv39/xt7ennnx4gXbh7+/P+Pm5sacO3eOOXXqFNO8eXMmMDCQXf/s2TOmYcOGzKhRo5isrCxm69atjImJCRMXF/fW5/sqKPERoqF169YxTZo0YQwMDJiOHTsyZ8+ere2Q3ivDhw9nrKysGAMDA6ZRo0bM8OHDmVu3brHrX7x4wXz22WdMnTp1GBMTE2bgwIFMfn6+TB/37t1jevXqxRgbGzP16tVjvvjiC6aiouJtT+WdlJqaygBQeAQHBzMMU3VLw5dffsk0bNiQMTQ0ZD7++GMmOztbpo/Hjx8zgYGBDJ/PZwQCARMaGsoUFRXJ1Lly5QrTtWtXxtDQkGnUqBGzbNmytzXF14Z+logQQohOoXN8hBBCdAolPkIIITqFEh8hhBCdQomPEEKITqHERwghRKdQ4iOEEKJTKPERQgjRKZT4CPmAyf8S919//YWPPvoIRkZGcHV1VVn2rklKSlL45Ybq2NnZYc2aNa807sOHD+Hj4wNTU1N2fGVlyn7xXJ2azKe2paWlgcPhKHyf6vuIEh8h75mQkBBwOBxwOBzo6+ujYcOG8PHxQUJCAsRisUzd/Px8mV9FmD9/PkxNTZGdnc1+b6OystqkLGENHz4cN27ceOuxxMTEID8/H5mZmez4ysrkt3N15OezYMGCd/Y/HR8iSnyEvIf8/f2Rn5+Pe/fu4dChQ/Dy8kJERAT69OmDyspKtp5QKIShoSG7fPv2bXTt2hW2traoW7euyjJtlZeXv9qEqmFsbKzwW3Fvw+3bt9G+fXs0b96cHV9Zmfx2rs7bmo9IJFL4zxABfUk1Ie+b4OBgpn///grlx48fZwAwP/74I1sGgNm1axf7XPoxf/58pWUMwzA5OTnM0KFDGXNzc6ZOnTpMv379mLt37yrEsHjxYsbKyoqxs7PTqt3XX3/NCIVCxtLSkvnss8+Y8vJyhmEYpkePHgoxMQzDJCYmMubm5mw/t27dYvr168c0aNCAMTU1Zdzd3ZmUlBSZ7WFra8vExMSo3I7nz59nvL29mbp16zICgYDp3r07k5GRIdMect95qaxMfjvfvXuXAcD8+uuvjKenJ2NsbMy0adOGSU9PZ/uWnk9iYqLCnBMTE5nQ0FAmICBAJuby8nKmfv36zIYNG5TOSdLvnj17GGdnZ4bL5TJ3796tdq6SOfz444/MgAEDGGNjY8bBwYHZs2cPu17yXaBPnz5lGIZhSkpKGH9/f8bDw4Mte1/QHh8hH4iePXuibdu22Llzp9L1+fn5cHFxwRdffIH8/HxMmzZNaVlFRQX8/PxgZmaGkydP4vTp0+Dz+fD395fZszt+/Diys7ORkpKC/fv3a9wuNTUVt2/fRmpqKjZu3IikpCQkJSUBAHbu3InGjRtj4cKFyM/PR35+vtK5FBcXo3fv3jh+/DguX74Mf39/9O3bFzk5ORpvr6KiIgQHB+PUqVM4e/Ysmjdvjt69e6OoqAgAcOHCBfj7+2PYsGHIz8/H2rVrlZapMmfOHEybNg2ZmZlwdHREYGCgzN64xPDhw/HFF1/AxcWFnfPw4cMxZswYHD58WGYb7N+/H8+fP8fw4cNVjvv8+XMsX74cGzZswNWrV9GgQYNq5yrx1VdfYdiwYfjjjz/Qu3dvjBw5Ek+ePFEY49mzZ/Dx8YFYLEZKSsp7d76S9vgIec+o2uNjmKpfQHB2dmaXIbUnwjAM07ZtW3avTlXZTz/9xDg5OTFisZgtKysrY4yNjZkjR46wMTRs2JApKyvTup2trS1TWVnJ1hk6dCgzfPhwdlnZnpr8Hp8yLi4uzLp169T2o45IJGLMzMyYffv2sWX9+/dn9+rUlUHJHp/0XtnVq1cZAMz169eVzmf+/PlM27ZtFWJq2bIls3z5cna5b9++TEhIiMo5SPYeMzMztZ4rAGbu3LnscnFxMQOAOXToEMMw/9/ju379OtOmTRtm8ODBMq//+4T2+Aj5gDAMAw6H80p9XLlyBbdu3YKZmRn4fD74fD4sLS1RWlqK27dvs/Vat24NAwMDrdu5uLiAy+Wyy1ZWVgq//F2d4uJiTJs2Dc7OzrCwsACfz8f169e12uP7559/MHbsWDRv3hzm5uYQCAQoLi7Wqg912rRpwz63srICAK3nOWbMGCQmJrLxHjp0CGFhYWrbGBgYyIwtaavJXKXbmZqaQiAQKMTs4+MDBwcHbNu2Teb1f5/wajsAQsjrc/36ddjb279SH8XFxWjfvj02bdqksK5+/frsc1NT0xq109fXl1nH4XC0vgBj2rRpSElJwcqVK+Hg4ABjY2MMGTJEq4tsgoOD8fjxY6xduxa2trYwNDRE586dX9uFOtLzlPxnRNt5jh49GlFRUThz5gzS09Nhb2+Pbt26qW1jbGys8J8fTeeqyWsTEBCAX3/9FdeuXUPr1q21ms+7ghIfIR+I3377DX/++SciIyNfqZ927dph27ZtaNCgAQQCwRtvJ8/AwAAikUhtndOnTyMkJAQDBw4EUJV07927p9U4p0+fxvfff4/evXsDAO7fv4///vuvRjG/KlVzrlu3LgYMGIDExEScOXMGoaGhNer/dc512bJl4PP5+Pjjj5GWloaWLVvWqJ/aRIc6CXkPlZWV4eHDh3jw4AEuXbqEpUuXon///ujTpw9Gjx79Sn2PHDkS9erVQ//+/XHy5EncvXsXaWlpmDJlCnJzc197O3l2dnb4/fff8eDBA5X/ODdv3hw7d+5EZmYmrly5ghEjRmi9N9W8eXP89NNPuH79Os6dO4eRI0fC2NhYqz5eFzs7O9y9exeZmZn477//UFZWxq4bM2YMNm7ciOvXryM4OLhG/b/uua5cuRIjR45Ez5498ddff9W4n9pCiY+Q99Dhw4dhZWUFOzs7+Pv7IzU1Fd988w327Nkjc/6sJkxMTPD777+jSZMmGDRoEJydnREeHo7S0lK1e3I1bSdv4cKFuHfvHpo1ayZziFTa6tWrUadOHXh4eKBv377w8/NDu3bttJpnfHw8nj59inbt2mHUqFGYMmVKrdwrCACDBw+Gv78/vLy8UL9+fWzZsoVd5+3tDSsrK/j5+cHa2rpG/b+JucbExGDYsGHo2bNnrXy5wKvgMAzD1HYQhBBClCsuLkajRo2QmJiIQYMG1XY4HwQ6x0cIIe8gsViM//77D6tWrYKFhQX69etX2yF9MCjxEULIOygnJwf29vZo3LgxkpKSwOPRP9evCx3qJIQQolPo4hZCCCE6hRIfIYQQnUKJjxBCiE6hxEcIIUSnUOIjhBCiUyjxEUII0SmU+AghhOgUSnyEEEJ0CiU+QgghOuV/ryBBFU77zJcAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 300x500 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmer_pattern = lambda x: x.str.contains('TGTGGT')\n",
    "title = 'K-mers containing TGTGGT'\n",
    "create_kmer_rank_distribution_rugplot(model_diff_affinity_motifs_df, kmer_pattern, \n",
    "                                      fusion_ER_models, title, linewidth=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "d194d9c6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:31:12.618028Z",
     "start_time": "2026-01-28T23:31:11.887491Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from '/oak/stanford/groups/akundaje/shouvikm/miniconda3/envs/bpnet/lib/python3.7/site-packages/matplotlib/pyplot.py'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x500 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmer_pattern = lambda x: x.str.contains('GGATGTGG')\n",
    "title = 'K-mers containing GGATGTGG'\n",
    "create_kmer_rank_distribution_rugplot(model_diff_affinity_motifs_df, kmer_pattern, \n",
    "                                      fusion_ER_models, title, linewidth=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "6e066087",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:31:25.725826Z",
     "start_time": "2026-01-28T23:31:25.315556Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from '/oak/stanford/groups/akundaje/shouvikm/miniconda3/envs/bpnet/lib/python3.7/site-packages/matplotlib/pyplot.py'>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x500 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmer_pattern = lambda x: x.str.contains('GGAAGTGG')\n",
    "title = 'K-mers containing GGAAGTGG'\n",
    "create_kmer_rank_distribution_rugplot(model_diff_affinity_motifs_df, kmer_pattern, \n",
    "                                      fusion_ER_models, title, linewidth=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "f5c82017",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:31:29.814700Z",
     "start_time": "2026-01-28T23:31:29.434471Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from '/oak/stanford/groups/akundaje/shouvikm/miniconda3/envs/bpnet/lib/python3.7/site-packages/matplotlib/pyplot.py'>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x500 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmer_pattern = lambda x: x.str.contains('GGAAGCGG')\n",
    "title = 'K-mers containing GGAAGCGG'\n",
    "create_kmer_rank_distribution_rugplot(model_diff_affinity_motifs_df, kmer_pattern, \n",
    "                                      fusion_ER_models, title, linewidth=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "fd5e5cb7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:31:33.764235Z",
     "start_time": "2026-01-28T23:31:33.343278Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from '/oak/stanford/groups/akundaje/shouvikm/miniconda3/envs/bpnet/lib/python3.7/site-packages/matplotlib/pyplot.py'>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x500 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmer_pattern = lambda x: x.str.contains('GGAAGTGG') | x.str.contains('GGAAGCGG')\n",
    "title = 'K-mers containing GGAAG[T/C]GG'\n",
    "create_kmer_rank_distribution_rugplot(model_diff_affinity_motifs_df, kmer_pattern, \n",
    "                                      fusion_ER_models, title, linewidth=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "04d5a9e2",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "### Experiment 5: RUNX1_RUNX1 composite motif (TGTGGTTTTGTGGT) with 1-2bp substitutions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "59e3c9e2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T18:42:39.169244Z",
     "start_time": "2026-04-27T18:42:39.157563Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "43"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "core_motif = 'TGTGGTTTTGTGGT'\n",
    "motif_mutations_1bp = generate_all_1bp_substitutions(core_motif)\n",
    "len(motif_mutations_1bp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "8da9b7eb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T18:43:00.167365Z",
     "start_time": "2026-04-27T18:43:00.155996Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "820"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "motif_mutations_2bp = generate_all_2bp_substitutions(core_motif)\n",
    "len(motif_mutations_2bp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "23269e47",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T18:43:03.115429Z",
     "start_time": "2026-04-27T18:43:03.103154Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(43, 820)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(set(motif_mutations_1bp)), len(set(motif_mutations_2bp))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "aab64b57",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T18:43:06.269354Z",
     "start_time": "2026-04-27T18:43:06.257762Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'TGTGGTTTTGTGGT'}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(motif_mutations_1bp) & set(motif_mutations_2bp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6f8f2e24",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T18:43:08.164880Z",
     "start_time": "2026-04-27T18:43:08.153790Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "862"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "motif_mutations = set(motif_mutations_1bp + motif_mutations_2bp)\n",
    "len(motif_mutations)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "598feac4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T19:51:05.200036Z",
     "start_time": "2026-04-27T18:44:07.251958Z"
    },
    "hidden": true,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2026-04-27 18:44:07.458097: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set\n",
      "2026-04-27 18:44:07.458899: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1\n",
      "2026-04-27 18:44:07.694959: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: \n",
      "pciBusID: 0000:ab:00.0 name: NVIDIA L40S computeCapability: 8.9\n",
      "coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.39GiB deviceMemoryBandwidth: 804.75GiB/s\n",
      "2026-04-27 18:44:07.696183: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 1 with properties: \n",
      "pciBusID: 0000:bd:00.0 name: NVIDIA L40S computeCapability: 8.9\n",
      "coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.39GiB deviceMemoryBandwidth: 804.75GiB/s\n",
      "2026-04-27 18:44:07.696238: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0\n",
      "2026-04-27 18:44:07.696299: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11\n",
      "2026-04-27 18:44:07.696328: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11\n",
      "2026-04-27 18:44:07.729660: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10\n",
      "2026-04-27 18:44:07.737520: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10\n",
      "2026-04-27 18:44:07.782985: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10\n",
      "2026-04-27 18:44:07.834754: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11\n",
      "2026-04-27 18:44:07.834906: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8\n",
      "2026-04-27 18:44:07.842056: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0, 1\n",
      "2026-04-27 18:44:07.843278: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 AVX512F FMA\n",
      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
      "2026-04-27 18:44:07.858632: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set\n",
      "2026-04-27 18:44:08.122208: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: \n",
      "pciBusID: 0000:ab:00.0 name: NVIDIA L40S computeCapability: 8.9\n",
      "coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.39GiB deviceMemoryBandwidth: 804.75GiB/s\n",
      "2026-04-27 18:44:08.123079: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 1 with properties: \n",
      "pciBusID: 0000:bd:00.0 name: NVIDIA L40S computeCapability: 8.9\n",
      "coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.39GiB deviceMemoryBandwidth: 804.75GiB/s\n",
      "2026-04-27 18:44:08.123134: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0\n",
      "2026-04-27 18:44:08.123143: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11\n",
      "2026-04-27 18:44:08.123151: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11\n",
      "2026-04-27 18:44:08.123180: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10\n",
      "2026-04-27 18:44:08.123191: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10\n",
      "2026-04-27 18:44:08.123200: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10\n",
      "2026-04-27 18:44:08.123209: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11\n",
      "2026-04-27 18:44:08.123217: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8\n",
      "2026-04-27 18:44:08.126488: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0, 1\n",
      "2026-04-27 18:44:08.126527: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0\n",
      "2026-04-27 18:44:10.140976: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix:\n",
      "2026-04-27 18:44:10.141016: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267]      0 1 \n",
      "2026-04-27 18:44:10.141023: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0:   N Y \n",
      "2026-04-27 18:44:10.141025: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 1:   Y N \n",
      "2026-04-27 18:44:10.145033: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 42173 MB memory) -> physical GPU (device: 0, name: NVIDIA L40S, pci bus id: 0000:ab:00.0, compute capability: 8.9)\n",
      "2026-04-27 18:44:10.147900: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:1 with 42173 MB memory) -> physical GPU (device: 1, name: NVIDIA L40S, pci bus id: 0000:bd:00.0, compute capability: 8.9)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2026-04-27 18:44:12.849641: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2)\n",
      "2026-04-27 18:44:12.868643: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 3600000000 Hz\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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     ]
    }
   ],
   "source": [
    "models = ['Reh_HPA', 'Reh_PAS', 'Reh_DMSO_HPA', 'REH_ETV6-RUNX1_rep2', \n",
    "          'Reh_ETV6_Atlas', 'Nalm6_ETV6-RUNX1_V5_B', 'Reh_DMSO_RUNX1', \n",
    "          'Reh_RUNX1_B', 'REH_RUNX1_rep2', 'Nalm6_RUNX1']\n",
    "fusion_ER_models = ['Reh_HPA', 'Reh_PAS', 'Reh_DMSO_HPA', 'REH_ETV6-RUNX1_rep2', \n",
    "                    'Reh_ETV6_Atlas', 'Nalm6_ETV6-RUNX1_V5_B']\n",
    "native_ER_models = ['Reh_DMSO_RUNX1', 'Reh_RUNX1_B', 'REH_RUNX1_rep2', 'Nalm6_RUNX1']\n",
    "\n",
    "output_file_name = 'affinity_distillation_results/motif_affinities_TGTGGTTTTGTGGT_1_2bp_subs.csv'\n",
    "\n",
    "i = 0\n",
    "motif_affinities = []\n",
    "for model in models:\n",
    "    fold = 0\n",
    "    if model in fusion_ER_models:\n",
    "        model_dir = '/users/shouvikm/BPNet/models'\n",
    "        model_file = f\"{model_dir}/{model}/fold_{fold}/model_split000\"\n",
    "    elif model in native_ER_models:\n",
    "        model_dir = '/users/shouvikm/BPNet/fusion_deconvolution_V3/models'\n",
    "        model_file = f\"{model_dir}/{model}_native/fold_{fold}/model_split000\"\n",
    "    bpnet = load_model(model_file)\n",
    "\n",
    "    affinities = []\n",
    "    for motif in motif_mutations:\n",
    "        if i%10==0: print(i)\n",
    "        affinity = affinity_distillation(motif, model, bpnet)\n",
    "        affinities.append(affinity)\n",
    "        i += 1\n",
    "    motif_affinities.append(affinities)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "bb320e78",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T20:09:57.531513Z",
     "start_time": "2026-04-27T20:09:57.119858Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Reh_HPA</th>\n",
       "      <th>Reh_PAS</th>\n",
       "      <th>Reh_DMSO_HPA</th>\n",
       "      <th>REH_ETV6-RUNX1_rep2</th>\n",
       "      <th>Reh_ETV6_Atlas</th>\n",
       "      <th>Nalm6_ETV6-RUNX1_V5_B</th>\n",
       "      <th>Reh_DMSO_RUNX1</th>\n",
       "      <th>Reh_RUNX1_B</th>\n",
       "      <th>REH_RUNX1_rep2</th>\n",
       "      <th>Nalm6_RUNX1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>TGGGGTTTTGTGTT</th>\n",
       "      <td>0.047441</td>\n",
       "      <td>0.085523</td>\n",
       "      <td>0.108513</td>\n",
       "      <td>0.162047</td>\n",
       "      <td>0.094029</td>\n",
       "      <td>0.073280</td>\n",
       "      <td>0.005712</td>\n",
       "      <td>-0.002904</td>\n",
       "      <td>0.037138</td>\n",
       "      <td>-0.006167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGTTGTTTTGTGTT</th>\n",
       "      <td>0.036519</td>\n",
       "      <td>0.065325</td>\n",
       "      <td>0.044244</td>\n",
       "      <td>0.056377</td>\n",
       "      <td>0.069943</td>\n",
       "      <td>0.040141</td>\n",
       "      <td>0.004692</td>\n",
       "      <td>-0.004641</td>\n",
       "      <td>0.009489</td>\n",
       "      <td>-0.005761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGTTGTTTTGTGGG</th>\n",
       "      <td>0.060196</td>\n",
       "      <td>0.094258</td>\n",
       "      <td>0.180423</td>\n",
       "      <td>0.220522</td>\n",
       "      <td>0.069733</td>\n",
       "      <td>0.197054</td>\n",
       "      <td>0.009802</td>\n",
       "      <td>0.000419</td>\n",
       "      <td>0.055976</td>\n",
       "      <td>-0.013348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGTGGTTTAGGGGT</th>\n",
       "      <td>0.083237</td>\n",
       "      <td>0.122572</td>\n",
       "      <td>0.495785</td>\n",
       "      <td>0.725053</td>\n",
       "      <td>0.070113</td>\n",
       "      <td>0.613084</td>\n",
       "      <td>0.054305</td>\n",
       "      <td>0.073096</td>\n",
       "      <td>0.223524</td>\n",
       "      <td>0.060863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGTGGATTTGTGGG</th>\n",
       "      <td>0.041804</td>\n",
       "      <td>0.076641</td>\n",
       "      <td>0.158409</td>\n",
       "      <td>0.207688</td>\n",
       "      <td>0.024559</td>\n",
       "      <td>0.156426</td>\n",
       "      <td>0.005084</td>\n",
       "      <td>0.001896</td>\n",
       "      <td>0.057088</td>\n",
       "      <td>-0.027797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGCGGTTTTGTGGC</th>\n",
       "      <td>0.123606</td>\n",
       "      <td>0.190064</td>\n",
       "      <td>0.755740</td>\n",
       "      <td>1.080028</td>\n",
       "      <td>0.084006</td>\n",
       "      <td>0.807407</td>\n",
       "      <td>0.113592</td>\n",
       "      <td>0.185330</td>\n",
       "      <td>0.354706</td>\n",
       "      <td>0.060122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGTGGTGTTGTTGT</th>\n",
       "      <td>0.054616</td>\n",
       "      <td>0.092514</td>\n",
       "      <td>0.126749</td>\n",
       "      <td>0.142895</td>\n",
       "      <td>0.072616</td>\n",
       "      <td>0.141646</td>\n",
       "      <td>0.011402</td>\n",
       "      <td>0.004404</td>\n",
       "      <td>0.074037</td>\n",
       "      <td>-0.019907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGTTGTTGTGTGGT</th>\n",
       "      <td>0.070165</td>\n",
       "      <td>0.080885</td>\n",
       "      <td>0.177274</td>\n",
       "      <td>0.273129</td>\n",
       "      <td>0.065185</td>\n",
       "      <td>0.210059</td>\n",
       "      <td>0.013803</td>\n",
       "      <td>0.012145</td>\n",
       "      <td>0.076739</td>\n",
       "      <td>-0.007571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGGGGTCTTGTGGT</th>\n",
       "      <td>0.059627</td>\n",
       "      <td>0.099666</td>\n",
       "      <td>0.309502</td>\n",
       "      <td>0.499099</td>\n",
       "      <td>0.061084</td>\n",
       "      <td>0.426997</td>\n",
       "      <td>0.038715</td>\n",
       "      <td>0.059913</td>\n",
       "      <td>0.145788</td>\n",
       "      <td>0.041694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGTGGCTTTCTGGT</th>\n",
       "      <td>0.060336</td>\n",
       "      <td>0.108423</td>\n",
       "      <td>0.271260</td>\n",
       "      <td>0.244905</td>\n",
       "      <td>0.061331</td>\n",
       "      <td>0.272855</td>\n",
       "      <td>0.014622</td>\n",
       "      <td>0.003140</td>\n",
       "      <td>0.102953</td>\n",
       "      <td>-0.016964</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>862 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Reh_HPA   Reh_PAS  Reh_DMSO_HPA  REH_ETV6-RUNX1_rep2  \\\n",
       "TGGGGTTTTGTGTT  0.047441  0.085523      0.108513             0.162047   \n",
       "TGTTGTTTTGTGTT  0.036519  0.065325      0.044244             0.056377   \n",
       "TGTTGTTTTGTGGG  0.060196  0.094258      0.180423             0.220522   \n",
       "TGTGGTTTAGGGGT  0.083237  0.122572      0.495785             0.725053   \n",
       "TGTGGATTTGTGGG  0.041804  0.076641      0.158409             0.207688   \n",
       "...                  ...       ...           ...                  ...   \n",
       "TGCGGTTTTGTGGC  0.123606  0.190064      0.755740             1.080028   \n",
       "TGTGGTGTTGTTGT  0.054616  0.092514      0.126749             0.142895   \n",
       "TGTTGTTGTGTGGT  0.070165  0.080885      0.177274             0.273129   \n",
       "TGGGGTCTTGTGGT  0.059627  0.099666      0.309502             0.499099   \n",
       "TGTGGCTTTCTGGT  0.060336  0.108423      0.271260             0.244905   \n",
       "\n",
       "                Reh_ETV6_Atlas  Nalm6_ETV6-RUNX1_V5_B  Reh_DMSO_RUNX1  \\\n",
       "TGGGGTTTTGTGTT        0.094029               0.073280        0.005712   \n",
       "TGTTGTTTTGTGTT        0.069943               0.040141        0.004692   \n",
       "TGTTGTTTTGTGGG        0.069733               0.197054        0.009802   \n",
       "TGTGGTTTAGGGGT        0.070113               0.613084        0.054305   \n",
       "TGTGGATTTGTGGG        0.024559               0.156426        0.005084   \n",
       "...                        ...                    ...             ...   \n",
       "TGCGGTTTTGTGGC        0.084006               0.807407        0.113592   \n",
       "TGTGGTGTTGTTGT        0.072616               0.141646        0.011402   \n",
       "TGTTGTTGTGTGGT        0.065185               0.210059        0.013803   \n",
       "TGGGGTCTTGTGGT        0.061084               0.426997        0.038715   \n",
       "TGTGGCTTTCTGGT        0.061331               0.272855        0.014622   \n",
       "\n",
       "                Reh_RUNX1_B  REH_RUNX1_rep2  Nalm6_RUNX1  \n",
       "TGGGGTTTTGTGTT    -0.002904        0.037138    -0.006167  \n",
       "TGTTGTTTTGTGTT    -0.004641        0.009489    -0.005761  \n",
       "TGTTGTTTTGTGGG     0.000419        0.055976    -0.013348  \n",
       "TGTGGTTTAGGGGT     0.073096        0.223524     0.060863  \n",
       "TGTGGATTTGTGGG     0.001896        0.057088    -0.027797  \n",
       "...                     ...             ...          ...  \n",
       "TGCGGTTTTGTGGC     0.185330        0.354706     0.060122  \n",
       "TGTGGTGTTGTTGT     0.004404        0.074037    -0.019907  \n",
       "TGTTGTTGTGTGGT     0.012145        0.076739    -0.007571  \n",
       "TGGGGTCTTGTGGT     0.059913        0.145788     0.041694  \n",
       "TGTGGCTTTCTGGT     0.003140        0.102953    -0.016964  \n",
       "\n",
       "[862 rows x 10 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "motif_affinities_df = pd.DataFrame(motif_affinities).T\n",
    "motif_affinities_df.columns = models\n",
    "motif_affinities_df.index = motif_mutations\n",
    "motif_affinities_df.to_csv(output_file_name)\n",
    "motif_affinities_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "9423fb5e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-28T23:07:53.481341Z",
     "start_time": "2026-01-28T23:07:53.425722Z"
    },
    "hidden": true,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Reh_HPA</th>\n",
       "      <th>Reh_PAS</th>\n",
       "      <th>Reh_DMSO_HPA</th>\n",
       "      <th>REH_ETV6-RUNX1_rep2</th>\n",
       "      <th>Reh_ETV6_Atlas</th>\n",
       "      <th>Nalm6_ETV6-RUNX1_V5_B</th>\n",
       "      <th>Reh_DMSO_RUNX1</th>\n",
       "      <th>Reh_RUNX1_B</th>\n",
       "      <th>REH_RUNX1_rep2</th>\n",
       "      <th>Nalm6_RUNX1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AGCGGT</th>\n",
       "      <td>0.017204</td>\n",
       "      <td>0.029200</td>\n",
       "      <td>0.087105</td>\n",
       "      <td>0.079307</td>\n",
       "      <td>0.016871</td>\n",
       "      <td>0.088541</td>\n",
       "      <td>0.008237</td>\n",
       "      <td>0.008633</td>\n",
       "      <td>0.024916</td>\n",
       "      <td>0.006514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGTGGT</th>\n",
       "      <td>0.031916</td>\n",
       "      <td>0.053092</td>\n",
       "      <td>0.227705</td>\n",
       "      <td>0.250595</td>\n",
       "      <td>0.024996</td>\n",
       "      <td>0.240415</td>\n",
       "      <td>0.022619</td>\n",
       "      <td>0.028009</td>\n",
       "      <td>0.078363</td>\n",
       "      <td>0.011037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGTGTT</th>\n",
       "      <td>0.006975</td>\n",
       "      <td>0.013843</td>\n",
       "      <td>0.010653</td>\n",
       "      <td>0.009635</td>\n",
       "      <td>0.019327</td>\n",
       "      <td>-0.004705</td>\n",
       "      <td>0.000266</td>\n",
       "      <td>0.000308</td>\n",
       "      <td>0.009530</td>\n",
       "      <td>-0.003415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CGGGGT</th>\n",
       "      <td>0.004679</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>-0.003385</td>\n",
       "      <td>0.008238</td>\n",
       "      <td>0.008062</td>\n",
       "      <td>-0.012193</td>\n",
       "      <td>0.000128</td>\n",
       "      <td>0.001973</td>\n",
       "      <td>0.007455</td>\n",
       "      <td>-0.003131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTGGGT</th>\n",
       "      <td>0.002381</td>\n",
       "      <td>0.005932</td>\n",
       "      <td>-0.001731</td>\n",
       "      <td>0.006365</td>\n",
       "      <td>0.016562</td>\n",
       "      <td>-0.014990</td>\n",
       "      <td>-0.000234</td>\n",
       "      <td>-0.000733</td>\n",
       "      <td>0.006245</td>\n",
       "      <td>-0.003712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGAGGA</th>\n",
       "      <td>-0.001856</td>\n",
       "      <td>-0.003777</td>\n",
       "      <td>-0.008199</td>\n",
       "      <td>0.001523</td>\n",
       "      <td>-0.005255</td>\n",
       "      <td>-0.020378</td>\n",
       "      <td>-0.000881</td>\n",
       "      <td>-0.001170</td>\n",
       "      <td>0.002185</td>\n",
       "      <td>-0.003118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGTAGC</th>\n",
       "      <td>0.005346</td>\n",
       "      <td>0.002954</td>\n",
       "      <td>-0.012747</td>\n",
       "      <td>-0.001512</td>\n",
       "      <td>0.005637</td>\n",
       "      <td>-0.010192</td>\n",
       "      <td>-0.000022</td>\n",
       "      <td>0.000317</td>\n",
       "      <td>0.000118</td>\n",
       "      <td>-0.000624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGGGGC</th>\n",
       "      <td>0.004989</td>\n",
       "      <td>0.002442</td>\n",
       "      <td>-0.004749</td>\n",
       "      <td>0.005329</td>\n",
       "      <td>0.007263</td>\n",
       "      <td>-0.010150</td>\n",
       "      <td>0.000232</td>\n",
       "      <td>0.002038</td>\n",
       "      <td>0.002825</td>\n",
       "      <td>-0.001168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGCGGT</th>\n",
       "      <td>0.032191</td>\n",
       "      <td>0.051356</td>\n",
       "      <td>0.263545</td>\n",
       "      <td>0.301147</td>\n",
       "      <td>0.026674</td>\n",
       "      <td>0.292250</td>\n",
       "      <td>0.040139</td>\n",
       "      <td>0.065912</td>\n",
       "      <td>0.093697</td>\n",
       "      <td>0.057673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGAAGT</th>\n",
       "      <td>0.002053</td>\n",
       "      <td>-0.002184</td>\n",
       "      <td>-0.009558</td>\n",
       "      <td>-0.000207</td>\n",
       "      <td>-0.002922</td>\n",
       "      <td>-0.019385</td>\n",
       "      <td>-0.000411</td>\n",
       "      <td>-0.002184</td>\n",
       "      <td>0.000561</td>\n",
       "      <td>-0.001281</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>154 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Reh_HPA   Reh_PAS  Reh_DMSO_HPA  REH_ETV6-RUNX1_rep2  Reh_ETV6_Atlas  \\\n",
       "AGCGGT  0.017204  0.029200      0.087105             0.079307        0.016871   \n",
       "TGTGGT  0.031916  0.053092      0.227705             0.250595        0.024996   \n",
       "GGTGTT  0.006975  0.013843      0.010653             0.009635        0.019327   \n",
       "CGGGGT  0.004679  0.003226     -0.003385             0.008238        0.008062   \n",
       "TTGGGT  0.002381  0.005932     -0.001731             0.006365        0.016562   \n",
       "...          ...       ...           ...                  ...             ...   \n",
       "TGAGGA -0.001856 -0.003777     -0.008199             0.001523       -0.005255   \n",
       "TGTAGC  0.005346  0.002954     -0.012747            -0.001512        0.005637   \n",
       "TGGGGC  0.004989  0.002442     -0.004749             0.005329        0.007263   \n",
       "TGCGGT  0.032191  0.051356      0.263545             0.301147        0.026674   \n",
       "TGAAGT  0.002053 -0.002184     -0.009558            -0.000207       -0.002922   \n",
       "\n",
       "        Nalm6_ETV6-RUNX1_V5_B  Reh_DMSO_RUNX1  Reh_RUNX1_B  REH_RUNX1_rep2  \\\n",
       "AGCGGT               0.088541        0.008237     0.008633        0.024916   \n",
       "TGTGGT               0.240415        0.022619     0.028009        0.078363   \n",
       "GGTGTT              -0.004705        0.000266     0.000308        0.009530   \n",
       "CGGGGT              -0.012193        0.000128     0.001973        0.007455   \n",
       "TTGGGT              -0.014990       -0.000234    -0.000733        0.006245   \n",
       "...                       ...             ...          ...             ...   \n",
       "TGAGGA              -0.020378       -0.000881    -0.001170        0.002185   \n",
       "TGTAGC              -0.010192       -0.000022     0.000317        0.000118   \n",
       "TGGGGC              -0.010150        0.000232     0.002038        0.002825   \n",
       "TGCGGT               0.292250        0.040139     0.065912        0.093697   \n",
       "TGAAGT              -0.019385       -0.000411    -0.002184        0.000561   \n",
       "\n",
       "        Nalm6_RUNX1  \n",
       "AGCGGT     0.006514  \n",
       "TGTGGT     0.011037  \n",
       "GGTGTT    -0.003415  \n",
       "CGGGGT    -0.003131  \n",
       "TTGGGT    -0.003712  \n",
       "...             ...  \n",
       "TGAGGA    -0.003118  \n",
       "TGTAGC    -0.000624  \n",
       "TGGGGC    -0.001168  \n",
       "TGCGGT     0.057673  \n",
       "TGAAGT    -0.001281  \n",
       "\n",
       "[154 rows x 10 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "motif_affinities_df = pd.read_csv('affinity_distillation_results/motif_affinities_TGTGGTTTTGTGGT_1_2bp_subs.csv', \n",
    "                                  index_col='Unnamed: 0')\n",
    "motif_affinities_df = motif_affinities_df[models]\n",
    "# multi_index_columns = pd.MultiIndex.from_tuples(\n",
    "#     [('Fusion ETV6-RUNX1 models', model) for model in fusion_ER_models] + \n",
    "#     [('Native RUNX1 models', model) for model in native_ER_models]\n",
    "# )\n",
    "# motif_affinities_df.columns = multi_index_columns\n",
    "motif_affinities_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "9e43c9ad",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T20:11:11.896643Z",
     "start_time": "2026-04-27T20:11:11.564579Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_1 = 'Reh_HPA'\n",
    "model_2 = 'REH_RUNX1_rep2'\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "create_pairwise_affinities_scatter_plot(model_1, model_2, ax, \n",
    "                                        point_size_scale_residual=1000, \n",
    "                                        label_points_residual_percentile=99)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "6bf9f52c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T20:11:43.672907Z",
     "start_time": "2026-04-27T20:11:43.331017Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_1 = 'Reh_HPA'\n",
    "model_2 = 'Reh_RUNX1_B'\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "create_pairwise_affinities_scatter_plot(model_1, model_2, ax, \n",
    "                                        point_size_scale_residual=1000, \n",
    "                                        label_points_residual_percentile=99)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "47c1fab4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T20:12:03.659434Z",
     "start_time": "2026-04-27T20:12:02.939683Z"
    },
    "hidden": true,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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cnJzYhg0bWGJiIsvIyGC7du1iPXv2ZImJiToff629e/cygUDAxo4dyw4fPswyMjJYcnIy27p1KwsPD2clJSUNfq9TU1MZAJaamqo5juZQoNUBBVpCSEN27NjBRCJRve3nzp1jANj69esb/Jxara63bebMmWzixIn1tsfExDAej8cuX77cbF/R0dHM19eXVVZW6rTfrKwsBkATqBri7+/PPvvss0bfb2zctYxxjlavXt3oOZDL5Zrj1fX4KysrmYuLC5s0aVKj437wXNUehyHxgG4dE0KIke3evRt2dnaYPXt2g+9zHKdXXyNHjkTPnj2b7EssFuPIkSOYM2cObG1tW7xfU9PnHO3atQsjRoxo8BxYWlrC1tZWr+M/cuQIxGIxFi1a1Oj4jHmuKNASQoiRpaamIjAwEBYWFpptn376Kezs7DSvsrIynfsKDQ3V2jZp0iRNPwMHDgQApKengzFWr62rq6um7eLFi1t4ZMajzzlKS0tDWFhYk/3pc/ypqakAoNX24sWLWvs+cOCAUY4ToEBLCCGtYtasWUhKSsKWLVsgkUjAGDO4r02bNiEpKQmzZs2qN8HnQRcuXEBSUhK6du0KmUxm8D5bQ2PnqCXnStfjDw8PR1JSEpKSkiCRSKBUKg3e54Msmm9CCCFEH8HBwThz5gwUCgUsLS0BAI6OjnB0dMTt27f17islJUVrm5eXFwDA2dlZsy0oKAgcx9VrGxgYCACwtrbW+zhMSZ9zFBISghs3bjTZnz7HHxwcDABISUlB//79AQBCoRBBQUEtO6hG0BUtIYQY2bRp01BZWYlNmzYZpa+jR4/WW+7yIBcXF4wcORIbNmyARCJp8X5NTZ9zNH36dBw7dqzBc6BQKCCRSPQ6/lGjRsHZ2RmrV682ePz6oEBLCCFGNmDAACxcuBALFy7EggULcObMGWRnZyM+Ph7btm0Dx3Hg8XT79Tt//nwMGDAAw4cPx/r163H58mVkZWXh8OHD+OOPP8Dn8zVtN23aBKVSiT59+iA2NhbXr19HSkoKvvvuO9y4cUOrbVvT5xzNmzcPUVFRGD58ODZu3IgrV64gMzMTP/zwA/r374+0tDQAuh+/nZ0dtm7dioMHD2LcuHE4fPgwMjMzcfXqVaxZswYAjHuudJ6f/Aij5T2EkIY0tnSlVmxsLBs6dCgTiUTM0tKS+fr6sunTp7P4+Ph6bZtaJiOVStmqVatYREQEs7a2ZkKhkIWFhbH58+eznJwcrba5ubnsjTfeYB07dmSWlpbMzs6ORUZGsrVr1zKJRKLVti2X99TS9RxJpVIWExPDunfvzqysrJizszOLiopi33zzDVMoFAYd/8WLF9nkyZOZu7s7s7CwYC4uLiw6Oprt2bPHqMt7OMZa8JTZRDZu3Ii1a9ciPz8fERER+OKLLxAZGdlg26+//hr/93//h2vXrgEAevfujY8++kirPWMMy5Ytw9dff43S0lJNlpDa+/TNKS8vh0gkQllZGRwcHFp+gIQQYkakChVOphaiQqpEH38nBLg2vDyGGBYPzO7WcWxsLBYsWIBly5bh8uXLiIiIQHR0NO7evdtg+7i4OEybNg0nTpzAuXPn4Ofnh1GjRuHOnTuaNmvWrMHnn3+OL7/8EufPn4etrS2io6MhlUpb67AIIcQsnU4rRL+PjuHVby/h7R+vYOjHcXj7xytQqNRtPbSHhtld0fbr1w99+/bFhg0bAABqtRp+fn548803sWTJkmY/r1Kp4OTkhA0bNmDGjBlgjMHb2xsLFy7E22+/DQAoKyuDh4cHvvnmGzz77LPN9klXtISQh1FBuRSD15yAXKVG3UjAAZg7PBjzR4a02djMVbu/opXL5bh06RJGjBih2cbj8TBixAicO3dOpz6qqqqgUCg0096zsrKQn5+v1adIJEK/fv107pMQQh5GP126DcUDQRYAGICdZ29CrTar67B2y6zW0RYVFUGlUsHDw0Nru4eHR7NrqGotXrwY3t7emsCan5+v6ePBPmvfe5BMJtNa2FxeXq7zMRBCSHtxu6QKPI6DuoEbm6XVCsiUalgLzGemcntlVle0LbVq1Srs2bMHv/76K6ysrAzuJyYmBiKRSPPy8/Mz4igJIcQ8dHKzg6qRp4ce9kJYWT5UIaLNmNVZdHV1BZ/PR0FBgdb2goICeHp6NvnZjz/+GKtWrcKRI0cQHh6u2V77OX36XLp0KcrKyjSvW7duGXI4hBBi1p7u5Qt7oQV4DeTPf3VIJ7MqQtCemVWgFQgE6N27N44fP67Zplarcfz4cQwYMKDRz61ZswYrV67EoUOH0KdPH633OnbsCE9PT60+y8vLcf78+Ub7FAqFcHBw0HoRQsjDxslWgO9f7g9/l/vLeQR8HuYOC8KLUQFtN7CHjFk9owWABQsWYObMmejTpw8iIyOxbt06SCQSvPjiiwCAGTNmwMfHBzExMQCA1atX4/3338f333+PgIAAzXPX2goMHMdh3rx5+PDDDxEcHIyOHTvivffeg7e3N5588sm2OkxCCDEL3XxE+HPhEFy7U45yqQLdfEQQWVu29bAeKmYXaKdOnYrCwkK8//77yM/PR48ePXDo0CHNZKacnByt1GWbN2+GXC7H5MmTtfpZtmwZli9fDgBYtGgRJBIJXnnlFZSWlmLQoEE4dOhQi57jEkLIw4LjOHT3FbX1MB5aZreO1hzROlpCCCHAQ7COlhBCCHnYUKAlhBBCTIgCLSGEEGJCFGgJIYQQE6JASwghhJgQBVpCCCHEhCjQEkIIISZEgZYQQggxIQq0hBBCiAlRoCWEEEJMiAItIYQQYkIUaAkhhBATokBLCCGEmBAFWkIIIcSEKNASQgghJkSBlhBC9MBxXJOv5cuXa9r+/PPPGDZsGJycnGBtbY3Q0FDMmjULiYmJWn3K5XKsWbMGERERsLGxgaurK6KiorBjxw4oFApNu/z8fLz11lsICgqClZUVPDw8EBUVhc2bN6Oqqkqrz8TEREydOhVeXl4QCoXw9/fH+PHjsX//fjDGmj2OoUOHtuh9XV5xcXGa41+7di169eoFW1tbiEQiRERE4N1330Vubi6WL1/ebF+tdY5EIhEAQCQSaX2vm8RIs8rKyhgAVlZW1tZDIYS0sby8PM1r3bp1zMHBQWtbRUUFY4yxRYsWMT6fz+bPn89OnTrFsrOzWUJCAlu5ciWLjo7W9CeTydjQoUOZk5MT27BhA0tMTGQZGRls165drGfPniwxMZExxlhGRgbz9PRkYWFhLDY2liUnJ7OMjAy2d+9eNnbsWLZv3z5Nn3v37mUCgYCNHTuWHT58mGVkZLDk5GS2detWFh4ezkpKSpo9juzsbM2/L1y4wACwY8eONfh+Xl4e8/X1ZStWrGj0/SlTprDRo0drbZPJZEwqlbLBgwczR0dHtn79epaQkMCys7NZXFwce/XVV9mSJUtYRUVFk/vKy8trtXOUmprKALDU1FTN97o5FGh1QIGWENKQHTt2MJFIVG/7uXPnGAC2fv36Bj+nVqs1/169ejXj8Xjs8uXL9drJ5XJWWVnJGGMsOjqa+fr6ar5urM/Kykrm4uLCJk2a1Oi46+6/qeOolZWVxQBogn5D/P392Weffdbo+zNnzmQTJ06stz0mJqbR429orE3tqzXOkSHxgG4dE0KIke3evRt2dnaYPXt2g+/XvdW5a9cujBgxAj179qzXztLSEra2thCLxThy5AjmzJkDW1vbJvs8cuQIxGIxFi1a1Oj46u6/re3evRsjR45s8PgB3cdqzueIAi0hhBhZamoqAgMDYWFhodn26aefws7OTvMqKysDAKSlpSEsLKzJ/tLT08EYQ2hoqNZ2V1dXTX+LFy/W7BuAVtuLFy9q7fvAgQNGOU5jSE1NrXdckyZN0ox14MCBOvVjzueIAi0hhLSCWbNmISkpCVu2bIFEIgFjDAA0/zXEhQsXkJSUhK5du0ImkzXaLjw8HElJSUhKSoJEIoFSqTR4n61h06ZNSEpKwqxZs+pNYNKXOZwji+abEEII0UdwcDDOnDkDhUIBS0tLAICjoyMcHR1x+/ZtrbYhISG4ceNGk/0FBQWB4zikpKRobQ8MDAQAWFtba+0bAFJSUtC/f38AgFAoRFBQUMsOykSCg4PrHZeXlxcAwNnZWed+zPkc0RUtIYQY2bRp01BZWYlNmzY123b69Ok4duxYvSU/AKBQKCCRSODi4oKRI0diw4YNkEgkTfY3atQoODs7Y/Xq1QaPvzVNmzYNR48ebfD49WHO54gCLSGEGNmAAQOwcOFCLFy4EAsWLMCZM2eQnZ2N+Ph4bNu2DRzHgcer+fU7b948REVFYfjw4di4cSOuXLmCzMxM/PDDD+jfvz/S0tIA1NxOVSqV6NOnD2JjY3H9+nWkpKTgu+++w40bN8Dn8wEAdnZ22Lp1Kw4ePIhx48bh8OHDyMzMxNWrV7FmzRoA0LQ1B/Pnz8eAAQMwfPhwrF+/HpcvX0ZWVhYOHz6MP/74Q6+xmu050nl+8iOMlvcQQhrS3LKY2NhYNnToUCYSiZilpSXz9fVl06dPZ/Hx8VrtpFIpi4mJYd27d2dWVlbM2dmZRUVFsW+++YYpFApNu9zcXPbGG2+wjh07MktLS2ZnZ8ciIyPZ2rVrmUQi0erz4sWLbPLkyczd3Z1ZWFgwFxcXFh0dzfbs2WNWy3tqj3/VqlUsIiKCWVtbM6FQyMLCwtj8+fNZTk6OXvsy9TkyJB5wjLXgSfwjory8HCKRCGVlZXBwcGjr4RBCCGkjhsQDunVMCCFmSlwpw53S6hbNTCZtj2YdE0KImSmskOHtH6/gZGohACDI3Q5rJ4ejZwenNh4ZMYRJr2i/++47DBs2zJS7IISQh86r3ybgTHqR5uvMwko8v+08SiTyNhwVMZRJA212djZOnjxpyl0QQshDJbWgApdzSqFS379drGZAlUyFA1dz23BkxFD0jJYQQsxIcSNXrTweBzFd0bZLej+jrc2yoYvaXJ6EEEJ0081HBGtLPqoVKq3tKjXDgECXNhoVaQm9r2hv3ryJsrIy2NraNvuqTT1GCCFEN3ZCCyyf0AUAYMHjwOfVVJGZ1NMHkR11T0lIzIfeV7QdO3ZEUFAQDh8+3GzbDz/8EMuWLTNoYIQQ8qia2rcDuniJ8PPl26iWqzC8sztGdPYwq/J2RHd6B9revXvjxIkTOrWlHwpCCDFMd18RuvuK2noYxAj0vnXcs2dPiMVi3Lx5s9m2/v7+GDx4sCHjIoQQQh4KlIJRB5SCkRBCCEApGAkhhBCzY/JAe+fOHVPvghBCCDFbegfaIUOG6PR8FgC2b9+Obt266bsLQggh5KGhd6A9f/48wsPD8eWXXzba5s6dOxg7diz+/e9/w8/Pr0UDJIQQQtozvQPt5cuXERISgjlz5mDUqFG4ffu21vs7duxAt27dcOzYMfz3v//FpUuXjDZYQgghpL3RO9B26dIF58+fx/vvv4+TJ0+iW7du2L59u+Yq9qWXXoKfnx/i4+OxcuVKyg5FCCHkkdai5T2XL1/GCy+8gH/++QcWFjW5LxYtWoT333//oQqwtLyHEEII0AbLe3x9fdGhQwcwxqBQKBAWFoYXX3zxoQqyhBBCSEsYHGj37NmDrl274siRI1i0aBHWrl2LtLQ0REREYOPGjcYcIyGEENJu6R1oi4qK8Mwzz+C5556Di4sLTp8+jVWrVmHhwoW4dOkSOnfujLlz52L48OHIyckxxZjJI4jjuCZfy5cv17T9+eefMWzYMDg5OcHa2hqhoaGYNWsWEhMTERcX12xfcXFxAAC5XI61a9eiV69esLW1hUgkQkREBN59913k5moX4M7Pz8dbb72FoKAgWFlZwcPDA1FRUdi8eTOqqqowdOjQJvfZ3Pt184bv3r0bfD4fc+bM0WzTpf9aiYmJmDp1Kry8vCAUCuHv74/x48dj//79ePBJ0s8//4yhQ4dCJBLBzs4O4eHhWLFiBYqLizVtWvs8EdLuMD25ubkxPp/PFixYwKqrq+u9r1Kp2IcffsiEQiGzt7dnX375pb67MDtlZWUMACsrK2vroTyy8vLyNK9169YxBwcHrW0VFRWMMcYWLVrE+Hw+mz9/Pjt16hTLzs5mCQkJbOXKlSw6OprJZDKtz02ZMoWNHj1aa5tMJmNSqZQNHjyYOTo6svXr17OEhASWnZ3N4uLi2KuvvsqWLFmiGVtGRgbz9PRkYWFhLDY2liUnJ7OMjAy2d+9eNnbsWLZv3z4mFos1/V+4cIEBYMeOHdNsy87O1hqDr68vW7Fihda2WsOHD2dLlixhTk5Omv8Hm+tfLBYzxhjbu3cvEwgEbOzYsezw4cMsIyODJScns61bt7Lw8HBWUlKi2c8777zD+Hw+e/vtt9lff/3FsrKy2JEjR9hTTz3F1q1bxxhjrX6eao+DkLZiSDzQO9AGBwezM2fONNvuypUrrEePHozH4+m7C7NDgda87Nixg4lEonrbz507xwCw9evXN/g5tVpdb9vMmTPZxIkT622PiYlhPB6PXb58udm+oqOjma+vL6usrNRpv1lZWQwAS0xMbLA9Y4z5+/uzzz77rN72zMxMZm1tzUpLS1m/fv3Yrl276rVprP/Kykrm4uLCJk2a1Oh+a8d6/vx5BkATUB9UG5Db+jwR0toMiQd63zq+cuUKoqKimm0XHh6Oixcv4t1339V3F4QYZPfu3bCzs8Ps2bMbfF+fso27d+/GyJEj0bNnzyb7EovFOHLkCObMmQNbW9sW77c5O3bswLhx4yASifD8889j27ZtOn/2yJEjEIvFWLRoUaNtase6a9euJs+lo6MjAPM9T4SYE70DrbW1tc5tLSws8MEHH+i7C0IMkpqaisDAQM1SMwD49NNPYWdnp3mVlZXp3FdoaKjWtkmTJmn6GThwIAAgPT0djLF6bV1dXTVtFy9e3MIjq6FWq/HNN9/g+eefBwA8++yzOHPmDLKysnT6fGpqKgBojfXixYta5+fAgQMAgLS0NAQGBja7gsAczxMh5oaq95CH2qxZs5CUlIQtW7ZAIpHUm+yjj02bNiEpKQmzZs1CVVVVk20vXLiApKQkdO3aFTKZzOB91nX06FFIJBKMHTsWQE2QGjlyJLZv325wn+Hh4UhKSkJSUhIkEgmUSiUAtOvzRIi5sWi+ibbw8HC92nMchytXrui7G0L0FhwcjDNnzkChUGiuxBwdHeHo6FgvVagufaWkpGht8/LyAgA4OztrtgUFBYHjuHptAwMDAeh3B6g527ZtQ3FxsVafarUaV69exQcffAAer+m/m4ODgwEAKSkp6N+/PwBAKBQiKCioXtuQkJB657KxPs3tPBFibvS+oi0vL0dFRUWzr6KiIly7dg3Xrl0zxbgJqWfatGmorKzEpk2bjNLX0aNHkZiY2GQ7FxcXjBw5Ehs2bIBEImnxfhsjFouxb98+7NmzR3MFmpSUhMTERJSUlODIkSPN9jFq1Cg4Oztj9erVzbadPn16k+eytLQUgPmdJ0LMkd5XtM2VyGOMYefOnVi2bBkAoEePHoaMixC9DRgwAAsXLsTChQuRnZ2Np556Cn5+fsjLy8O2bdvAcVyzV3215s+fj4MHD2L48OFYtmwZHnvsMTg5OSE1NRV//PEH+Hy+pu2mTZsQFRWFPn36YPny5QgPDwePx8PFixdx48YN9O7du8XH9u2338LFxQVTpkypN2lo7Nix2LZtG0aPHt1kH3Z2dti6dSumTp2KcePGYe7cuQgODkZlZSUOHToEAJrj6tevHxYtWoSFCxfizp07mDRpEry9vZGeno4vv/wSgwYNwltvvWV254kQs2TMac8HDhxg4eHhjMfjsY4dO7LvvvvOmN23GVreY14aW95TKzY2lg0dOpSJRCJmaWnJfH192fTp01l8fHy9to0t72GsZo3oqlWrWEREBLO2tmZCoZCFhYWx+fPns5ycHK22ubm57I033mAdO3ZklpaWzM7OjkVGRrK1a9cyiUSi1daQ5T3du3dns2fPbvR4BQIBKyws1Kn/ixcvssmTJzN3d3dmYWHBXFxcWHR0NNuzZ0+9JTaxsbFs8ODBzN7entna2rLw8HC2YsUKrfW2bXmeCGlthsSDFhUVqHXhwgUsWrQIp0+fhrOzM959913Mnj37ocl5TEUFCCGEAG1QVCAtLQ2TJ0/GgAEDkJCQgKVLlyIzMxNvvfXWQxNkCSGEkJbQ+xktABQUFGD58uXYvn071Go1/v3vf2P58uWa2YaEEEIIqaF3oH3vvfewbt06VFVVYdKkSYiJidEsGyCEEEKINr2f0fJ4PHAchz59+qBfv37N74DjsH79eoMHaA7oGS0hhBDAsHhgUKDVB8dxUKlUen3G3FCgJYQQArTSZKisrCy9XpmZmXofyMaNGxEQEAArKyv069cPFy5caLTtP//8g6effhoBAQHgOA7r1q2r12b58uX16lqGhYXpPS5CCCFEX3oHWn9/f71f+oiNjcWCBQuwbNkyXL58GREREYiOjsbdu3cbbF9VVYXAwECsWrUKnp6ejfbbtWtX5OXlaV5nzpzRa1yEENNqrvD98uXLNW1//vlnDBs2DE5OTrC2tkZoaChmzZqFxMRExMXFNdtXXFwcgLYpWp+fn48333wTgYGBEAqF8PPzwxNPPIHjx4/rNHZjnae65HI51qxZg4iICNjY2MDV1RVRUVHYsWMHFAqFzuegrsTEREydOhVeXl4QCoXw9/fH+PHjsX//fjDG9DqOds8UC3pbIjIyks2ZM0fztUqlYt7e3iwmJqbZzzZWw3PZsmUsIiLC4DFRwgryKEnKKWFrD91gXxxPZTliSfMfMJK6Re7XrVvHHBwctLZVVFQwxhhbtGgR4/P5bP78+ezUqVMsOzubJSQksJUrV7Lo6Ggmk8m0PjdlyhQ2evRorW0ymaxNitZnZWUxb29v1qVLF/bTTz+xlJQUdu3aNfbJJ5+w0NBQncaenZ1tlPNUSyaTsaFDhzInJye2YcMGlpiYyDIyMtiuXbtYz549NQlDdDkHtfbu3csEAgEbO3YsO3z4MMvIyGDJycls69atLDw8nJWUlOj8/TY3hsQDvWcdr1ixotH3OI6DtbU1OnbsiBEjRkAkEunVt1wux6VLl7B06VLNNh6PhxEjRuDcuXP6DlVLWloavL29YWVlhQEDBiAmJgYdOnRosK1MJtOqJFJeXt6ifRPSXmyKS8eaQyng8zgwxrDuWBq+ntkHj4e6m3zfde9IiUQicBxX7y5VfHw81qxZg/Xr12Pu3Lma7R06dEDv3r01V0p1P2dtbQ2ZTFavr1WrVuHMmTNISEjQqqfboUMHDBkyRKuC0ezZs2FhYYGEhASterqBgYGYOHGiZr+1pFIpgJocz3X3+/zzz4PjOFy4cEGrn65du2LWrFkQCAQ6jd0Y56nWunXrcOrUqXrnITAwEM888wzkcrnO5wAAJBIJXnrpJYwbNw6//PKL1rg6d+6Ml156CYwxTU3jpo7jYaF3oNXlcp7jONja2uKzzz7DSy+9pHPfRUVFUKlU8PDw0Nru4eGBGzdu6DtUjX79+uGbb75BaGgo8vLy8MEHH+Cxxx7DtWvXYG9vX699TEwM1dElj5z8Mik+PlxTXUelrvmlyRjDO7/8jb8WDwOP1/aF2Xfv3t1kQXp9isfrW7T+o48+alHR+uLiYhw6dAj/+9//GuynbuBpKX3O065duzBixIgGz4OlpSUsLS31OgdHjhyBWCzGokWLGh2fPt+nh4Hez2hPnDjR5OvAgQNYvXo1vL298eqrr+LEiROmGLdexowZg2eeeQbh4eGIjo7G77//jtLSUvzwww8Ntl+6dCnKyso0r1u3brXyiAlpfZeyS6B+YA0CA5BXJkVuWXWbjOlBqampCAwMhIXF/WuETz/9VKt4fVlZmc59tWbR+tp+WmMipj7nKS0trdkx6XMOUlNTAUCr7cWLF7X2feDAAaMcZ3uh9xXtkCFDmm0zduxYvPLKKwgPD8enn36Kxx9/XKe+XV1dwefzUVBQoLW9oKDAqLcUHB0dERISgvT09AbfFwqFEAqFRtsfIe2Bp6jhn3lLPgcnG0Erj0Z3s2bNwoQJE3D+/Hk8//zzLS5aL5FI8Pnnn+PUqVNNtr1w4QLUajWee+45nYrWt2RcxtDYeWrJuHQ9B+Hh4UhKSgJQU8NYqVQavM/2qEW5jpvi4OCAGTNm4Pz58zp/RiAQoHfv3jh+/Lhmm1qtxvHjxzFgwACjja2yshIZGRmUMpKQOnp1cEIPP0fw69zW4wD8q78/bIUGZWs1uuDgYGRmZmrNhHV0dERQUBB8fHz07quhovVBQUE6F60PCgrSuWh9cHAwOI5r0WMwXelznkJCQpodkz7noDZTYN22QqEQQUFBCAoKMviY2jOTBVqg5sF7bYFoXS1YsABff/01du7cievXr+P111+HRCLBiy++CACYMWOG1mQpuVyuKYItl8tx584dJCUlaV2tvv322zh58iRu3ryJs2fPYtKkSeDz+Zg2bZpRjpOQhwHHcdj5YiSm9fODs60APo5WeDs6FO+M7dzWQ9OYNm1akwXp9e2rNYvWOzs7Izo6Ghs3bmywH31/VzZFn/M0ffp0HDt2rMHzoFAoIJFI9DoHo0aNgrOzM1avXm3w+B82Jv0z9datW3o/4J86dSoKCwvx/vvvIz8/Hz169MChQ4c0E6RycnK0slPl5uZqPcT/+OOP8fHHH2PIkCGatXK3b9/GtGnTIBaL4ebmhkGDBiE+Ph5ubm4tPkZCHiYiG0t8+GR3fPhkd6P3ffBqHn65fBtqxjCmuxee6e2r96SYAQMGYOHChVi4cCGys7Px1FNPwc/PD3l5edi2bRs4jtM5e11bFK3fuHEjoqKiEBkZiRUrViA8PBxKpRJHjx7F5s2bcf36db3OR2P0OU/z5s3TnIeVK1di0KBBsLe3R0JCAlavXo1t27ahR48eOp8DOzs7bN26FVOnTsW4ceMwd+5cBAcHo7KyEocOHQIArXP7SDDm+qK6ysvLmb+/Pxs3bpypdtFqaB0tIS3zXfxN5r/4AAu49/JffIBt+DOt0fY7duxgIpGo0fdjY2PZ0KFDmUgkYpaWlszX15dNnz6dxcfH12s7c+ZMNnHixAb7aYui9bm5uWzOnDnM39+fCQQC5uPjwyZMmMBOnDih19gZM955kkqlLCYmhnXv3p1ZWVkxZ2dnFhUVxb755humUCgMOgcXL15kkydPZu7u7szCwoK5uLiw6OhotmfPHqZWq/U6DnPSKoXfm5sgUFVVhevXr+Prr79GamoqDh8+jOHDhxv+l4AZoFzHhLRMzxVHUFKl0NpmyedwY+UY8M1g2RAhujIkHuh967g2zVhTGGOwtbXFpk2b2n2QJYS0DGMM5dX1Z5kqVAzVChXszGSiFSGmovdkqPfff7/JV0xMDGJjY3Hr1i288sorphgzaQOPSn5VXfPVAsCrr74KPp+PH3/80ejnydzz9er7s9PdR6R15crnAH9nGwqy5JGg963jRxHdOq75BV0rNjYW77//vtb0/bqL1j/55BPMnTsXkyZNgr+/PwoLC/HHH3/gzJkzmskQcrkc0dHRuHLlClauXImoqCg4ODggPj4eH3/8MbZv344ePXogMzMTUVFRcHR0xAcffIDu3btDKBTi77//xldffYVXX30VEyZMAADs27cPU6ZMwYgRIzTBRCaT4ezZs/j8889x8uRJTWq8xo5DLpdDIKhZM3rr1i1ERkbi2LFj6Nq1K4CaJWjOzs6oqqqCl5cXZs+ejaSkJPzxxx9GPU+//fYbiouLNZ976623UF5ejh07dmi2OTs7gzGGUaNG4erVq/jggw8QFRUFNzc3ZGVlYffu3XByckJMTAwA6HQuBw0apEm5V3v8a7f/iIultqhWqPBYmCcWjO+t9+3em0USTPs6Hnll91IT2grw7Uv90MW7/fz/lFpQge1nslAlV2FMN0+M6U7LAx9FBsUDEzwr1pKZmWnqXZgcTYbS1tjEhXPnzjEAbP369Q1+ru4EiNWrVzMej8cuX75cr51cLmeVlZWMMcaio6OZr6+v5uvG+qysrGQuLi5s0qRJjY5b3wkYTU1o+eabb1j//v1ZaWkps7GxqTdxpqn+9TlPtRqbFBMTE9PoeXywL13PZa3a4/d64XPNBCb/xQfY4p+uNPj55lRKFSwu5S7780YBK62SG9RHW0krqGCh7/7OApceZB2X1JyH789nt/WwSBswJB6YbB1tdnY2Xn75Zar7+ggxZn5VW1tbTX7VOXPmmF1+1W3btuH555+HSCTCmDFj8M033+j82bbM16vLuWxI3dteey7eQmFF85mQHmQrtMCQEDc8HuoOkbWl3p9vS3su5EChYlCpmSZN5ea4jLYdFGk3DAq0JSUl+OyzzzB79my8++67uHbtmua9goICvPbaawgNDcW2bdt0Xl9G2r9HJb9qWloa4uPjMXXqVAA1FVl27Nihcyq79pyvt1ZZtaL5Rg8RhUpdb5tcqWqDkZD2SO9Ae+vWLXTv3h1vv/02vvzyS3z00Ufo3bs3Dh8+jGPHjqFLly746quv0L9/fxw9ehRnz541xbhJOzFr1iwkJSVhy5YtkEgkRsuvmpSUhK5du+qUXzUpKQkSicRo+VW3b9+O6OhouLq6AqjJ7V1WVoY///zT4D4bO0+G2LRpE5KSkjBr1qx6k8UepMu5rJv/gccBTjaW8HPWLe3gw2J8hDfUjKH2mp8DMLm3X1sOibQjegfaDz74AHl5eZg3bx4OHDiAdevWwc7ODnPnzsXTTz+NDh064M8//0RcXBwt7XnEPAr5VVUqFXbu3ImDBw/CwsICFhYWsLGxQXFxMbZv365TH+0tX2+As43m37ZCC3w1ow+EFo9WZp++Ac7YNrMPbq4ej+zV43Fz9Xj8Z3TYQzmrvLlx6Trun3/+GUOHDoVIJIKdnR3Cw8OxYsUKrUl++h7bm2++icDAQAiFQvj5+eGJJ57Qyo0PNL/yoC5Dvke1ddZFIpHmWJul74Ngf39/9vzzz2tt+/bbbxnHcWzQoEFMKpXq26XZo8lQ2hqb5HP27FkGgK1bt67eeydOnGAAWElJCWOMsVWrVuk0GWrUqFHMx8enwQk8Q4YMYW+99RZjjLGKigrm7OzMnnzyyQbHDID9+uuvOh1HrYYmQ/3222/Mzs6OJSUlsb///lvz2r17N7OystIcX1P963OeajU2Geqjjz5q9DwuW7aMRUREaL7W9Vw+ePwXEi6xC1lidir1LiuRyOp99lGSl5enea1bt445ODhobauoqGCMMbZo0SLG5/PZ/Pnz2alTp1h2djZLSEhgK1euZNHR0Uwmk2l9bsqUKWz06NFa22QyGZNKpWzw4MHM0dGRrV+/niUkJLDs7GwWFxfHXn31VbZkyRLN2DIyMpinpycLCwtjsbGxLDk5mWVkZLC9e/eysWPHsn379jGxWKzp/8KFCwwAO3bsmGZbdna21hh8fX3ZihUrGn2/sXG/8847jM/ns7fffpv99ddfLCsrix05coQ99dRTmp97fY4tKyuLeXt7sy5durCffvqJpaSksGvXrrFPPvmEhYaGatrt3buXCQQCNnbsWHb48GGWkZHBkpOT2datW1l4eLjW/1eGfo9SU1MZAJaamspkMt3+f9A70AoEArZlyxatbTdv3mQcx7Fdu3bp2127QIFWW1MBauHChZof3tOnT7ObN2+yc+fOseeff55xHKc5h1KplD322GPMycmJbdiwgSUlJbGMjAwWGxvLevXqpQlu6enpzMPDg4WFhbE9e/aw5ORkduPGDfbtt98yDw8PtmDBAs2+f/nlF2ZpacnGjh3LDh06xDIyMtiVK1fY6tWrGQD222+/6XwcjDUcaCdOnMimTp1ar61KpWKenp5sw4YNRj1PtRoLtNXV1SwqKoo5OTmxdevWsUuXLrHMzEx26NAhFhkZyXr16qVpq8+5bOz4yX0Py6zypr6//v7+7LPPPmv0/YbGff78+Ub/kGSMaYKdPsc2ZsyYRv9IrO1Pn5UHLfkeGRIP9A60DQXUoqIixnEcO378uL7dtQsUaLU9KvlVH/xFlJ+fzywsLNgPP/zQYPvXX3+d9ezZ0+jniTHzy9dLGv/+zp07l9nZ2Wn9DDense9veHg4i46Obvbztb+DY2JiWHm1nFXLlc1+pqWB9mZRJesy5AkW0GsIO5V6V7O99vjl8qaXcOl6bGKxmHEcxz766KMm2/3yyy8MADt37lyzfbbke9Rqgfb777/X2lb7Tf7zzz/17a5doEBLCHlQY4F29OjRLDw8XGvbJ598wmxtbTWv0tJSrfcbC7RWVlZs7ty5WtuefPJJTT8DBgxgjDEWHx/PALDot9Yy/8UHWODSg2zb6Uzm4uKiabto0SKtfloSaCUyBev74VFm1204sw7uzzouOcCu3qo5pjFjxtQ7/oboemy1V8i//PJLk/2tWrWKAWDFxcWabRcuXNA67/v372eMtex7ZEg8MCj/2ZIlSzTZZoCaCSIcx+Hf//53vTV6HMfhypUrhuyGEEIeCrNmzcKECRNw/vx5PP/88y2eVS6RSPD555/XK/JyOacENiGASs2w4kAy9hz8EwEuNnjuueeanKGvr9SCStytkGmtrz6TXoTuviKjH1tL+qtdeQDUTBxsauWBMb9HD9I70Hbo0AEcx6GioqLedrVaXW87IYQ8SoKDg3HmzBkoFApYWtYk5nB0dISjoyNu376td18NzSoHUG9WOTgOqpI7Wm2ZvQeCgjyanFVuCG9HK600nGoGBLjUzE4PCQmpd/wN0fXYgoODwXFcs6sU6q486N+/P4D7Kw8aamus75Eu9F7ec/PmTWRlZen1IoSQR8W0adNQWVmJTZs2GaWvo0eP1ivI8SAXFxf0GjAYZQkHoJZLweMAa0s+wn1FLR5DQ9ztrbD+2R4Q8HngccArgwMxupsnAGD69OlNHn9paSkA3Y/N2dkZ0dHR2LhxIyQSSaP9jRo1Cs7Ozli9enWz4zfm90gXJkvB2BCJRIIVK1bg5s2brblbQghpNQMGDMDChQuxcOFCLFiwAGfOnEF2djbi4+Oxbds2cBwHHk+3X73z58/HgAEDMHz4cKxfvx6XL19GVlYWDh8+jD/++AN8/v31zD/83zbYCTgU71oAt7uXsHKoCKV52fjuu+9w48YNrbbGMD7cGxN6eGNEZw+8M7azJoVnv379sGjRIixcuBCLFi3CuXPnkJ2djePHj+OZZ57Bzp079T62jRs3QqVSITIyEj///DPS0tJw/fp1fP755xgwYACAmoIdW7duxcGDBzFu3DgcPnwYmZmZuHr1KtasWQMAmj6N+T3Sic5Pc40gPz+f8Xi8djc7mSZDEUIeZC6zyu+WS9l7e/9ms3ddYrvjrhh1Vrkhy3vqHv/gwYOZvb09s7W1ZeHh4WzFihVaa1n1nTE/Z84c5u/vzwQCAfPx8WETJkxgJ06c0Gqnz8oDQ75HhsSDVi2TV1BQAC8vLxw7dgzDhg1rrd22GJXJI4SYI6VKjVHrTiG7qAoMNQUPvnmxL4aGurf10B5ahsQDqrpMCNHJz5duY2NcOmQKNSb28MaCkSGw4Lfq0yfygJviKmQW3n9uyedxOHa9gAKtmaFASwhp1tHkAiz88f4yvc1xGWAAFo+mMphtydVOAD6Pg+pe7T61msFL9GgVfGgP6M9RQkiz9iU9sGwEwC+Xjb8MgujH0UaAT56JgMCi5lf5Y8GueGlQxzYeFXkQXdESQpqVVlBZb1u1nOqxmoMne/pgTHdPVMtVcLQRtPVwSAMo0BJCmsVx9bc529IvdXMhtOA/cqUL2xO6dUw0mqsz+SjU2qwd05o1axAREQEbGxu4uroiKioKO3bsgEKhMNp5qqu5fep6Dupqri6nPscR6mGPOomAwOOAXh2cDPgpI+QRpPNCICMoLCxkAQEB7OzZs6252xZ7VNbRPuq1NmvHNXToUE35vsTERJaRkcF27drFevbsyRITE412nmrpsk9dz0EtXepy6nocjDGWI5awvh8eZf6LDzD/xQdY5P+OstslVab8cSTELLVK9Z4HyeVy9s8//7CzZ8+yf/75p9nSSO3RoxJo63pUa22uXr1ap4L0tYxxnnTdp67nQJ+6nM0dR12lEjnbm3ib7U28zUolD9//54TowpB4YPCt4+vXr2PKlClwdHRE9+7dMWjQIHTv3h2Ojo6YMmUKkpOTjXHBTczM7t27YWdnh9mzZzf4fu3tV137GjlyJHr27NlkX2KxGEeOHMGcOXPqVYcyZL9N2bVrF0aMGNHgmCwtLRvd/4P0OU+67FOfc3DkyBGIxWIsWrSo0fEZcr5ENpaY2MMHE3v4QGTTeLJ4Qog2gwLt/v370bdvX/z0009wcXHB+PHjMX36dIwfPx4uLi746aef0LdvX+zfv9/Y4yVtLDU1FYGBgbCwuD+P7tNPP4WdnZ3mVVZWpnNfoaGhWtsmTZqk6WfgwIEAgPT0dDDG6rV1dXXVtF28eHELj6xGWloawsJavjZUn/Okyz71OQepqakAoNX24sWLWvs+cOBAi4+REKIbvQNtVlYWnn32Wbi4uODgwYPIycnBvn378O2332Lfvn3IycnB77//DldXV0ybNo2q9zwCZs2ahaSkJGzZsgUSiaTF9SiTkpIwa9asepN7HnThwgUkJSWha9euRqu12ZKxN6ex89SSfep6DmrrciYlJUEikTRZl5MQYlx6B9q1a9fCwsICJ0+exJgxYxpsM3r0aJw8eRJ8Ph8ff/xxiwdJzEdwcDAyMzO1ZsI6OjoiKCgIPj4+evfVUD3KoKCgerU2OY6r1zYwMBBBQUFGrbUZEhLSbN1LXehznnTZpz7noG5dzlq1dTkbqs1JaqjVDDvP3sTr313Cp0dSIFXQOmFiHHoH2qNHj+KFF15AQEBAk+0CAgLwwgsv4PDhw4aOjZihtqq1OXLkSGzYsKHBepTGNH36dBw7dqzBMSkUCp33r8950mWf+pwDfepykvu+PJWBZb/9g0PX8rHhRDrerpNykpCW0DvQ3r59GxERETq1jYiIqLcWkrRvbVVrc9OmTVAqlejTpw9iY2Nx/fp1pKSkGL3W5rx58xAVFYXhw4dj48aNuHLlCjIzM/HDDz+gf//+SEtL06kffc6TrvvU9RzoU5eT3PfH3/kAatJLqllNfueHGWNMkyOZmJi+U5tr1zzq4vPPP2eOjo767sLs0PKe+lqr1mZdubm5rVJrUyqVspiYGNa9e3dmZWXFnJ2dWVRUFPvmm2+YQqHQamus86TrPvU5B/rU5dRlec/D7rVvE1jg0oPMf/EB1nHJAfbY6j/bekgmk5xbxvp/dIwFLDnA/vNjElOp6i/LIw1rlXq0UVFRsLe3x6FDh5ptO2bMGJSVleHs2bOG/RVgJqgeLSEPv9zSaszYfgHpdyvhbCvA9hf6ooefY1sPyySmbjmHizeLUXtBu21mHwzv7NG2g2onWqUe7dSpUzF//nxs27YNL730UqPtduzYgSNHjuCzzz7TdxeEENIstZrh/87dxLlMMYLc7fDG48GwFhh+S9zb0RpH5w9GaZUCDtaW4POMszbbHFXLVah7iSVVqNtuMI8Ava9o5XI5+vfvjytXrmDKlCl4+eWX0atXL02Ev3z5MrZu3YrY2FhEREQgPj4eAkH7Tj5OV7SEmJ9NcelYcygFHGqKHozq4okv/9W7rYfVLpxMLcTL/5cAuVKNXh0c8f3L/WFlSc/tdWFIPNA70ALA3bt3MXnyZJw5c6bBDDOMMURFReHHH3+Ep6envt2bHQq0hJifCV+cwdU795Oj8Hkc0v83xmhZwh52pVVyFFbIEOhm91BfvRtbq9w6BgB3d3ecOnUK+/fvx88//4xr166hvLwcDg4O6NatG5566ilMmDDBkK4JIUQnPk7W+Ce3HCrGwHGAu72QgqweHG0EVL+2lRh0RfuooStaQszPndJq/GvbeWQWSuBobYmtM/ugT4Bz8x8kpAVa7Yq2KYwxFBUVwc3NzdhdE0KIho+jNY7NH4LiKjlE1paw5FN5bWKe9P7JvHnzJn755ReUlpZqba+ursbrr78OW1tbeHp6wtPTEzt37jTWOAkhj7AzaUUYsvYEeq88ik1x6ZrtPB4HVzshBVli1vT+6fzss8/w+uuvw87OTmv7m2++iS1btkAoFKJnz54oLy/HrFmzcOrUKaMNlhBiuGq5CrEXc7DtTBZuFTddsMGclFUp8O+dF5EjroJYIseaQyk4ceNuWw+LEJ3pHWjPnj2LMWPGaJX/KigowM6dO9GxY0ekp6cjISEBV65cgZOTE7744gujDpgQoj+pQoXJX57Fs5H++PdjgejgYguO4+q9li9frvnMzz//jGHDhsHJyQnW1tYIDQ3FrFmz6uVklsvlWLNmDSIiImBjYwNXV1dERUVhx44dWkUV8vPz8dZbbyEoKAhWVlbw8PBAVFQUNm/eXK9SU2JiIqZOnQovLy+4Odkh/YuZKPjpA1SlnwfAMKyzR4Pjf/A4EhMT8cwzz8DDwwNWVlYIDg7Gyy+/jNTUVCxfvrzJPnR5xcXFac7B2rVr0atXL9ja2kIkEiEiIgLvvvsucnNzddpXS8+TUCiEv78/xo8fj/3794Mx1uw+636/iQnpm37K3d2drVq1Smvbrl27GMdx9VIzzps3j/n6+uq7C7PzKKZgJA+Xw9fymP/iA8x3zrfMd863rMOb37IRsxYxBwcHlpeXp3lVVFQwxhhbtGgR4/P5bP78+ezUqVMsOzubJSQksJUrV7Lo6GhNvzKZjA0dOpQ5OTmxDRs2sMTERJaRkcF27drFevbsqUmBmZGRwTw9PVlYWBiLjY1lycnJLCMjg+3du5eNHTuW7du3T9Pn3r17mUAgYGPHjmWHDx9m/1xPZV3nbmWuY+YyS7cA5jdvDzuWcEMz5nXr1jV4HPv372cCgYA98cQT7OjRoywzM5PFx8ezhQsXsilTprCKigqtz/j6+rIVK1Zovs7Oztb8e+0v8cw27DFmHdibffxrvGa7TCZjUqmUDR48WJOeNiEhgWVnZ7O4uDj26quvsiVLljS7r7y8vBafp4yMDJacnMy2bt3KwsPDWUlJiVb/jZ0noh9D4oHegVYoFLJt27ZpbXvrrbcYj8dj165d09q+ZcsWJhQK9d2F2aFAS9q736/mMv/FBzSvwKUH2dg5KxrMb3zu3DkGoNGc5nXzJK9evZrxeDx2+fLleu3kcjmrrKxkjDEWHR3NfH19NV831mdlZSVzcXFhkyZN0no/424Fe2PXJTZj23l29J88rfcaytMskUiYq6sre/LJJxvcX0lJSb1tjeW+LqyQsoDFB5htt+HMOrg/C1h8gBVWSDXvx8TENHoO6h6bLvtq6Xlqar+Uz9o4DIkHes869vLywq1bt7S2nTt3Dra2tujSpYvWdo7jYGVlZfDVNiHEOAaHuCHAxQY5xVU1lYM4oH+gC/5qoO3u3bthZ2eH2bNnN9hX3ducu3btwogRI9CzZ8967SwtLWFpaQmxWIwjR47go48+gq2tbZN9HjlyBGKxGIsWLdJ6P9DNDl9M76Xj0QKHDx9GUVFRvX5qOTo66tyXQqVG3TWQ7N62Wrt378bIkSMbPAeA9vlqijHOkyH7Jaan9zPa7t2747vvvtPUxExNTcXly5cxePDget/YtLQ0eHl5GWekhBCD2QotsHdOFN6ODsVrQwKx/81B8HO2abBtamoqAgMDteZhfPrpp7Czs9O8yspqMjKlpaUhLCysyX2np6eDMYbQ0FCt7a6urpr+Fi9erNk3AK22Fy9e1Nr3gQMHmj3e2tKCzY1NF14iazzXr4Pm6+f7dYCXyFrzdWpqar1jmzRpkma8AwcO1Gk/bXGeSOvQ+4r27bffxtChQ9G9e3f06dMHp06dglqtxuuvv16v7aFDh9Crl+5/hRJCTMfRRoDZQ4M0X8fr8dlZs2ZhwoQJOH/+PJ5//nmwe3luWAvy3Vy4cAFqtRrPPfccZDJZo+3Cw8ORlJQEAAgODoZSqWy275aMqyEfPtkN1/d4oLy8DCuf7NZs+02bNkEikeDzzz9v8coLU54n0jr0vqIdPHgwNm7ciNLSUvz000+oqqrC2rVrMW7cOK12p06dwrVr1zBq1CijDZYQYnrBwcHIzMzUmjHs6OiIoKAg+Pj4aLUNCQnBjRs3muwvKCgIHMchJSVFa3tgYCCCgoJgbX3/6jA4OBgAtNoKhUIEBQUhKCgIugoJCQGAZsemK47j4GBtCTuhRb07d8HBwfWOzcvLC0FBQXB21j1TVVucJ9I6DFrl/frrr6OwsBB5eXkoLy/HggUL6rXp27cvCgsL8fzzz7d4kISQ1jNt2jRUVlZi06ZNzbadPn06jh07Vm/JDwAoFApIJBK4uLhg5MiR2LBhg+aRU2NGjRoFZ2dnrF692uDx1/bj6uqKNWvWNPj+gwl3WmLatGk4evRog+dAH619nradyUK3ZYcQ/N/fMf3reJRLFc1/iBjE4HQqfD4fHh6NFwq2traGi4sL+HwqvURIezJgwAAsXLgQCxcuxIIFC3DmzBlkZ2cjPj4e27Ztq5lMxav51TFv3jxERUVh+PDh2LhxI65cuYLMzEz88MMP6N+/v+ZZ6aZNm6BUKtGnTx/Exsbi+vXrSElJwXfffYcbN25ofk/Y2dlh69atOHjwIMaNG4fDhw8jMzMTV69e1QRNXX6n2NraavqZMGECNn73Cz74/gS27z2GRYsW4bXXXjPa+Zo/fz4GDBiA4cOHY/369bh8+TKysrJw+PBh/PHHH3r9Dmyt85RXVo2VB5JRKVNBoWI4lyHGrviclp2IRmw/k4UJX5zB1tOZJum/XTDNBOiHCy3vIQ+j5pZ7xMbGsqFDhzKRSMQsLS2Zr68vmz59OouPj9dqJ5VKWUxMDOvevTuzsrJizs7OLCoqin3zzTdMoVBo2uXm5rI33niDdezYkVlaWjI7OzsWGRnJ1q5dyyQSiVafFy9eZJMnT2bu7u7MwsKCubi4sOjoaLZnzx69lq1cvHiRDRk1jvFsRAx8S2bh5MXGPvM8S0tLq9e2sSU3tWbOnMkmTpzY4HtSqZStWrWKRUREMGtrayYUCllYWBibP38+y8nJ0WtfrXGeCsqrtZZ7+S8+wL75K6vRYzdUxt0KrX2k5pcbfR+tzZB4oHf1Hn2vUDmOa/cP5al6DyHm73ZJFX5IuA1Ha0tM79dBU8j8/X3XsOt8DlRqBh4HPNXLFx8/E9HGo217+5Lu4NMjqahWqDCmmyf+O64LBBbGzRl9p7Qaj63+E4wB4IBT/3m80dnu7UWrVO9hjMHa2hqPPfYYLC0t9R4kIYQYW7lUgYkb/kJJlRyMARdvFmPz870BAJ29HKBS186SrvmaABN7+GBiD5/mG7aAj6M1tvyrD37/Ow/RXT3bfZA1lN6BNjw8HFevXkViYiKee+45zJo1C926NT/dnRBCTCU5txxiiVzz9YmU+0UHpvbxQ3m1AmfSi+DnbINvz93El3HpWDymMyb39jXK/qvlKqw/noa8smq8GNURPfwcjdLvw2BkFw+M7NL4fJ5Hgd73CZKSkpCQkIDJkydj586diIiIQGRkJLZs2aJZxE4IaT+kChXe3H0ZXd4/hPGfn8bNoqZnvJqjTm52sLLkgccBfA7o7iPSvMfjcXh1SCd8+1I/nE0vQk5xFQor5Vj00xWIKxtfl6qP1Ydu4KtTGdh/JRfPfR2PSln7flxGjMugG/K9evXCxo0bkZeXh127dsHR0RFz5syBt7c3nnvuORw/ftzY4ySEmMhXpzJx4GoequQqXM+rwPzYpLYekt7c7IXY/XJ/jA/3xvR+/vjy3m3jB1VIlbh3FxlqBlQrVEbZf/rdSjBW06dErjJaACcPhxY9+RYIBHj22Wdx5MgRZGVlYenSpTh//jxGjRqFVatWGWuMhBATuimWaH4RqBhDtolr1bKaYiZG77dnByd8Pq0nVj7ZDS52wgbbLB4Thtp8E9MjO8DXyTjPDGcODADvXsdDQ93Q4RF9Fkkapvcz2sbweDzweDxwHAfGGNRqdfMfIoS0ueiunvjl8h3weRxUaoax3TxNtq/v4rPx4cFkWPJ5WPN0OMZ0b91c6FP6+GFYmDuq5SqjTswZ2cUDpxc/DnGlHF28HYyW0P/A1VzE/H4DHVxs8MW0nnBt5A8IYt70Xt5Tl1wux6+//oodO3bg+PHjsLCwwJNPPolZs2ZhxIgRD031CFreQx52x68X4M8bd9HJzQ4zBvjDgt/8zS61mqFSroR9A2kJG3K3Qop+/zuuqYQjtODh7+XRRl9S8rBQqxm6vH8IUqUaPA54eXAglo7p3NbDeuQZEg8M+gm/dOkS3njjDXh5eWHatGkoKirC+vXrkZeXpykZ1ZIgu3HjRgQEBMDKygr9+vXDhQsXGm37zz//4Omnn0ZAQAA4jsO6deta3Cchj5rhnT3wv0ndMWtQR52C7K3iKgz9OA7hy49gwoa/UFbVfPq+arlKq9ycXKmG0kh3vuJS7mJBbBK+PpWpWcrT3nEcYCXgg+NqSvPZCYx2A5K0Mr0DbXh4OCIjI/HDDz9gxowZmlnIs2fP1qvGY2NiY2OxYMECLFu2DJcvX0ZERASio6Nx9+7dBttXVVUhMDAQq1atgqdnw7e89O2TENK0z46m4k5JNQDgn9wybDvTfHq9Ds42mNjDW/P1K4MDYWOE4JGSX4FZ31zE3qQ7+N/v17H9TFaL+zQHHMdh+wt9MTzMHS8MDMDLgwPbekjEQHrfOubxeJqEFQKBoPkdcBz27dunc//9+vVD3759sWHDBgCAWq2Gn58f3nzzTSxZsqTJzwYEBGDevHmYN2+e0foE6NYxebhIFSoILXgtuuv02neXcPhaPhgAPo/DS4M64p2xzd/WZIzhn9xyWPJ5CPW0N3j/dR24mos3vq9J6M/jgCd7+uDTKT2M0ndj7pRW47VvL+F2SRWWjAnD1L4dmv8QeSi0SmYoAKiursaRI0d0aqvP/8xyuRyXLl3C0qVLNdt4PB5GjBiBc+fO6T1OU/VJSHskVajw+neXcCKlEO72Qux4sS+6eoua/+ADSqvkyCyUaG4DO1hb4F/9/XX6LMdx6Oaj/z6bMrCTK9zshSisqFlSY+psRwCw6UQ6knPLoWIM7/x6DRN7+GhSPhLyIL0DrSlnExcVFUGlUtWrCuTh4WFwXUlD+pTJZFoFlsvLyw3aNyHm5IeEW4hLKQQAFFXK8O7ea/h1dpTe/Xx5MhPpdysA1FxBTu7l16ap9ZxtBTg8bzDOZYgR4mGHYA/jXCk3xUbABwMDh5pJXXzewzHxk5gGPV1vQExMDD744IO2HgYhRlUhVdZMrLmXWKGs2rD6o9VyZc2dKsZqioaYwVI+Z1sBxoW33lKhN4cHo1gix+2SaswdHgxLHSaQPeoqZUrYWPLBewT/KDHKT4dEIkFeXl6zxYqb4+rqCj6fj4KCAq3tBQUFjU50MkWfS5cuRVlZmeZ169Ytg/ZNiDmZ1NMHTjY18yo4AHOGBhnUz8yBARBZ1xQUcbSxxMwBAUYaYfvhYGWJT6b0QOyrAxAV5NrWwzF7m+My0G3ZYTy9+SyUqrb/w6y1GRxoMzMz8corr8DX1xcODg5a/33ttddw8+ZNvfsUCATo3bu3VgpHtVqN48ePY8CAAQaN05A+hUIhHBwctF6EtHfejtY4tmAIvvpXbxyaNxhPG5hQP9DNDqcXPY4Dbw7Cqf88jgBXWyOPVD9ypRq7zmdj6+lMVEgNu0onprUv6Q4AIPFWKfLLpW08mtZn0K3jEydO4Mknn0RFRQWEQiG6desGBwcHlJeXIzU1FV999RViY2Px22+/4bHHHtOr7wULFmDmzJno06cPIiMjsW7dOkgkErz44osAgBkzZsDHxwcxMTEAaiY7JScna/59584dJCUlwc7ODkFBQTr1ScijwslWgFFdW575yVZoYfRJTYb6YP8/2HU+BxyAP2/cxfcv92/rIZEHvDksGP87mIyhoe7wcbRu6+G0Pn2ry5eWljIPDw8mEonY1q1bmUwm03pfJpOxr7/+molEIubt7a1XFfpaX3zxBevQoQMTCAQsMjKSxcfHa94bMmQImzlzpubrrKwshpr13FqvIUOG6Nxnc8rKyhgAg46FEGJaIz6JY/6LDzD/xQdY6Lu/t/VwyEPOkHig9zraL774Am+99RZOnjzZ5NXqyZMnMWzYMHz++eeYM2eO4X8JmAFaR0seJTniKpxIuYtQT3v0D3Rp6+E0a+vpTHx48DoA4Pl+HfDhpO5tMo5yqQJ2AotHcrLPo8SQeKB3oB03bhxkMhmOHTvWbNvhw4fDysoKBw8e1GcXZocCLXlU3CmtxqjPTkIiqykft/7ZHq2yLrWl/r5dBqlShT7+Tm2SY33hD0n4+fIddPFywI+vDYCtkBZ0PKxaJdfxtWvXMHToUJ3aPv7447h27Zq+uyCEtJGz6UWaIMsBOPJPQdMfMBPdfUXoG+DcJkFWXCnDz5drJvsk55UjPlPc7GcYYyiskJmkXCAxP3oH2uLiYnh7ezffEIC3tzfE4uZ/6Agh5qGrtwg8riYRBUNNACNNE1lbItCtZua1jYCPzl5NX+UwxjBz+0X0/d8xPL/1PNQmKIJQVq1A+t0KCuRmQu/7GxKJBFZWVjq1FQqFqK6u1ntQhBDTksiUOHg1D7ZCC4zp5ql5rtjF2wE7XozEgSu5CPNywAsDA9p2oDpijOGnS7eRfrcS0yI7tOqSIws+D7/OjsLZ9CJ08xHBu5lZtQXlMpxKq8nQ9VeGGLll1UYrQA8AhRUyjPz0JEqrFVgwMgRzhwcbrW9iGIMeJDwsdWYJeRQxxvD81vNIvFUKAJjR3x8rnuymeX9IiBuGhLi10egM89uVXPznp6vgccDepDs4t2R4iycliStl+PHSbQS62ja7JEpkbalzEXt3eyF6+zvhUnYJevo5wktk3OUumYWVKL2X9Ss+U0yB1gwYFGiXLFmiWcfalLKyMkO6J4SYUFGlXBNkAeDg33lagbY9yhFXgeNqUkverZBBrlLDiteyJP+vfHsJl7JLAAA7XuyLx0PdjTFU8Hgcfnh1AG4VV8HXydroeZJ7+zthSh9fXLtTjvkjQ4zaNzGM3oG2Q4cO4DgOFRUVzbbl8Xjo0IHKRxFiTpxtBfBzskZuqRQMDH0CnFp9DLXPDpu6O5ZfVpNByFPU/KOqKX398NuVXGQWSbBgZIhRKuncKq7S/Lu29q6x8HmcyW5vW/B5WDM5wiR9E8PovbznUUTLe8jDJq+sGjvPZsNWwMesQR1bvBxFrWZIziuHi52g2VuhcSl3NfVjNz3XC4MbuE39Q8ItLP7pKgBgzeRwPNPHT+dxGGsd65F/8vG/g9cR5G6H9dN6wq7OObqeV447JdUYGuoGCyoo8EhptXq0hpJIJPjkk08wY8YMBAQEtOauCSF1eImssWRMmNH6W/BDEvYm5YLP47D9hb5NPuNdcygFEpkSAPDx4ZQGA+2u+GxNvdtd53N0DrTGTBYxqqtng89mr9wqxaRNf0HNgGmRfoh5Ktxo+zQnf6UX4bekXMwcGIAu3nSB0RKt+qdYZWUlPvjgA2RmZrbmbgkhBiirVuCZL88i5L9/4N1f/250qYhUocLepFwAgPre7N+meDtageMAjkOjM3QHdLpfEUeX7FR3y6VIv1vZbDtjSCmoQO2KnH/uPLy1qt/ak4jYhFtY9hvlQmipVk9fQneqCWkffrh4CwnZJWAM+O58Dp7u7YueHeo/zxVa8BDsbof0u5VgDOjh59hkv2smR2DjiXRwAN4Y1nCpvkXRoZp+RnXxaLK/C1nFmP51PJRqhoUjQ/CmiWfZju3uhT/+zkNWkQSLjXhXwNz0D3TBgat5GNiJygC2FOUJI4TUczmnBDfyy1H372K7Rp7jchyHPa/0x8+Xb8NTZI0nminA7mwrwHvjuzTZhsfjMLqbblWGjibnQ3VvoHuT7pg80NoJLbDjxUiT7sMcfDGtJz58shsc79UwJoajQEtIG1Co1MgtrYaXyBoCC+M/wblbLsXcPYnIEVdh3ogQTOmr2zNOADhx4y5e/OYiAMDeygIBLjaY3s8fwR72jX7GxU6IVwZ3avG4DTG6mye+OXsTChXD5N66HydpGsdxFGSNhAItIa2sRCLHU5vPIqtIAi+RFX6ZPdDoSQs+O5aGi1nFUDFg8S9XMaKLB5xtdful+Vd6EXj31qRWSJXYOL03OrgYL3ORsfX2d0b80uGokCqQU1yNI//kY0RnD6qiQ8wGzUsnpJXtTbqDm0USAEBBuRSxF28ZfR9a+XOZfnMjRnX11Kxv7e4jgo+T+RfqdrET4sLNEszYfgGvfHsJm+LS23pIhGjQFS0hrczJRqBZuqJmNV8b21sjgnEjvxy3Sqoxd1gQlv32D/64lo/Bwa7Y/HzvJhM6RHZ0xvEFQ3BTLEH/QBejZy4ylRt592cAp+Q3n1CHkNZCgZaQVvZEhDf+vlOGo8kFGBTkimmRxs+e5u1ojX1vDAIAnEotxPL9yQCAEymFOJJcgAkRTVfgCnC1bXHmomyxBEm3SjEkxK1VnvWp6ly1+7u0XlEBQprTqoGWz+fD398f1tbmfyuKEFPh8zi8N75LszNvjeXBZ7MuOj6rbYnbJVWIXncKUoUaAS42OLZgiMkzKClUrKa8H4NJJpi1hut55Vj6y9/o4eeIZU90oQIuD4lWDbSurq7IyspqzV0S8sjr5iPCmsnhOHQtH0NC3BAVZPp1kSn5FZAq1ACAm+IqlEuVOk/GMtS8EcGokilhLeDjxagAk+7LVHadz0bSrVIk3SrFvx/raNTyeebsdFohlGpmtMIN5qbFgTYnJwdbtmxBWloaxGJxvUkXHMfh+PHjLd0NIaQFpvTxwxQd0xgaw4BOLojwFeHK7TI829fP5EEWANztrbDu2Z4m34++SqvkKKyQNbk8qtYT4d44fK0AEX4ieBt5Jrq5qpQp8eb3ieA44PjCoa3ys9LaWhRo//jjD0yaNAlyuRx2dnZwcWk+VRoh5OFnI7DA3jlRkCnVRqmk01byyqqxNzEXg0Nc0dVbpPfnK2VKPLbmBCqkSkzs4Y31zfwh0C/QBRffHWHocNslWwEfEyK8IVOp4Wht2dbDMYkWVe/p0aMHioqKsHfvXvTp08eY4zIrVL2HkEfT5M1nkZBdAjuhBZLeH6n3c+b8Min6x9Tc0eNxQGbMOACASs2QcLMYwR72D+UV3MPMkHjQohkDN27cwLx58x7qIEsIeXTVXo0LLXgGTUzyFFnhX/07wILH4Zk6Wau++DMNU7+KxxNfnKH874+AFt06dnNzg0BAf40RYko54ipsOZUBDwcrvDokEEKL9nsrtj1Rqxm6ejtArlLj/fFdDF5PvPLJ7lj5ZHetbbVlAqvkSjBWU8noUSKRKTF712VE+IqwYFRoWw/H5FoUaP/1r3/h559/xty5c401HkLIA2btvIjMwprKOIzVJKMgpnfhZjG2nKop6fnnjbvo5qP/M9rGLBwVim4+IkT4OrarVJE/X7qNpFuleGdsZ1gLDP+DT1wpx53SalRKFRRoH5STk6P19QsvvIATJ05g4sSJeOutt9CxY0fw+fVPfocOxl+QT8ij4m65FGpW84yvoELa1sN5ZAS62cLRxhIV1Ur07OBo1L6tLPmY2MPHqH22hrWHU6BSM4zp7tmi8nkdXGywcXovuNg9GndE9ZoMxePVf05R+/Gmnl+oVCoDh2ceaDIUaUu/Jt7Gsn3/wMHaEjyOA5/HYd3UHohopu4rablquQpShQpONGEJAHAytRDJueX492MdYWniBCTmypB4oNcV7fvvv0+ZSghpZZN6+mJST1+8+m0CjiYXgAFY9ccN7H6lf1sP7aFnLeC36Bbpw2ZIiBuGhLi19TDaHb0C7fLly000DEJIczwcrMAAcKiZzUoIaR+oqAAh7cSSMWFwthVApWZ4eXCgSfclU6pwIasYPo7WCHSzM+m+CHnYtfgme0VFBVasWIFBgwYhODgY586dAwAUFRVhxYoVuHHjRosHSQipybY0b0QIFo4KhYOVaTPovPJ/CfjXtgsY9slJfHgg2aT7IuRh16JAW1hYiD59+mDlypUQi8XIzMxEdXU1gJoCAjt37sRXX31llIESQlrPpexSzb9/unQLVXIlDl7NQ464qu0GRbRkFFbixI27WgkvFCp1G46INKZFgfbdd99Ffn4+zp8/j9OnT9fLcDJx4kQqKEBIO/TfsZ3Bvzfv8aVBHfHG94mY8/1ljFl/CiUSedsOjgAAnt96Hv/56QoSsksAAJvi0tH7w6M4/E9+G4+MPKhFgfbAgQOYPXs2evXq1eBs5MDAQNy6dasluyDkkZCSX4FD1/IgVZjHUrioIFfYW1uCz+MQ6umAm0USAIBErkJptaJVxrAv6Q62ns6EXElXaQ0Z290LXiJrdHStKXJfWqWAJY+HCqmyjUf2cDPkrkGLJkMVFRUhKCio0fd5PB6kUlpgT9qGVKHC1tOZqJSp8NKgjnCzF7b1kBp09XYpJm08CxVjGBbmju0v9G31MTDGkFEogbejFWwEFvgrowilVTUB9Y9r+Vj7TDg2x2VgYCdXzS92U0q6VYq39iQBACx4HF6I6mjyfbalYokcS3+5ikHBbvhXf3+dPvPe+C5aXy8ZHYaZAwPg4/holNdrTbdLqnAytRAnUwpxOjmn+Q88oEWB1tPTExkZGY2+n5iYSFmhSJv538Hr+O58NjgAF28W4+fXB7b1kLQwxsBxHK7dKYfq3mOXxJySNhnLigPJ2PHXTXg7WuHo/CEY3tkdQe52KKqUYVpkB/T2d8bWmc4mH4dazfDblVyo1QyWfA4KFYNnnbqsh67lY/+VXLw2pBO6+xovJWJbO58pRnxmMf6+XaZzoH0Qj8dRkDUSqUKF81nFOJlSiJOpd5FRKNG8p5bpf9epRYF27Nix2LZtG9588816xQXOnz+P//u//8O8efNasgtCDJZRWAkwQA0gs7CyTcZQVq3Axaxi9OjgCFe7mitqlZrhtW8v4diNAjzfzx8LRobg/87dREZhJRaMDGmTcZ5KLQQA5JZKcbukGqGe9ji2YEirj+OnS7ex6OerAICdL/aFu4MVOnvdz76z9JerKKlSoFyqwLcv9Wv18ZnKsM7umD20E3oYMdvX+mOpOJ9VjI3Te1Fmq2bU3tE5lVqIk6mFiM8UQ1bnkQWfx6FXB0cMCXFDLy8hotbp13+LAu2yZcvw22+/oWfPnpgwYQI4jsPOnTvx9ddf45dffoGXlxcWL17ckl0QYrDXh3bC5ewSyFTqNglgcqUaT3xxBjnFVXCxFeDEf4bCwcoS1/PKcfR6AQDg2/hsLBgZgkPzBmuucNvCotFhiPn9OqKCXBHs3nbrZu2tan4lWfA4dHS1QwcXG633x4d7Y8/FHIzp5tUWw9PCGMPSX/5GabUC66b2aFGBe6EFH68O6WTE0QEpBRUoq675o4QCbX0VUgXOZog1t4TvlFZrve8lstJkwhoY5ArRvaL05eXleu+rRYXfAeDWrVt44403cPDgQajVNX8BcByHsWPHYvPmzfD19W1J92aBch23X1KFCgqVGvYmXnfakLpFvwHgwJuD0M1HhHKpAo+vjYNYIkcnN1scmT+k0RJsKjWDmrFHKq/s5ZwSiKwt0cnME2WUSOTo879jsOBx+HV2FLp4m9fvBplShfJqpc5zE1Rqhk+OpCDU075dFjxoDmMMyXnlmsB6KbsESvX98Cfg8xDZ0bkmuIa6IdjdrsE/fE2e67ghfn5+2LdvH8rLy5GSkgLGGIKCguDs7Iy//voLM2fOpCU+pM1YWfJbdKXREh4OQkzu5YOfLt/BsDB3zS1QBytLHJ4/GH/fLkOfAKdGg2xmYSWe+fIcJDIlvp7ZB48Ft68csyUSOeytLGCh5x8JvTo4mWhExuVkK8CnUyJQLlWis5d9Ww+nHqEFH272uv/sV8mVSL9bCYVK/dAE2hKJHKfTi3AypRCn0gpRWCHTer+jqy2GhLhhcIgr+ge6wEZgmmSJBl/RisViZGRkwNnZud7M4/j4eLz//vs4fvw4eDweFIrWWQ5gKnRFS1pCqVLrHWwAYHNcBlYfqsmsNrGHN9Y/29PgMZxOK8Su+BxM6uWD6K6eBvejqx8SbmHRT1dhL+Tj7eia2bDmpKBcikqZ0uyvmltbWZUCNkJ+u72DolIzXLldem8SUyGu3C5F3QhnI+BjYCeXe8HVDf4u+s+gb5UrWpVKhTlz5mDr1q2aBBX9+vXD3r17YWVlhddeew2xsbHg8XiYPn06/vvf/+q7C0IeKoYEWQAYFuaOjSfSUa1QYXy4d4vGMG9PEsQSOf5MuYsbK0abvNh47ezpCpkKy3/7B8/08TXZ1YK+pAoVRnx6EgqlGnvfiEKYJ/3xXEtk0/qPWFqqoFxaczs4tRBn0opQ9sA67zBPe82z1t4BThBatP4dLr1/8r/44gt89dVX8PX1Rf/+/ZGeno74+HjMmTMHt2/fxoULF/Cvf/0L7733Hjp1Mu7DfUJag1ShwtHkAnRwtmnTmq+hnvZIeHeEUZ4xh3ra42yGGEFudiYPsgAwd3gw8kqlOJNehMeCXWHdRrfvG8LjONgKLFCqksOqDX7ptgdKlRobTqQj2N0e48LbfuJZXXKlGgnZxZpnrTfyK7Ted7CywGPBbpqrVnOodKX3rePevXtDqVTi3LlzsLGpmRE4Z84cbN68GS4uLvjtt98wYMAAkwy2rdCt40fL7F2X8Pvf+eAAxL46AJEdTb9+1NSkChWu3CpFd1+RSa4s1xy6gau3y/C/Sd20bse15UzqplTLVZCr1JqZpESbSs3w9elMBLraYlQrPGpoTo64CifTagLr2YwiVMnvr2XlOCDc11Fz1RrhKzL4LpIuWuXWcWpqKpYvX64JsgDw+uuvY/PmzVi8ePFDF2TJo+fv22UAAAbgRn75QxForSz56BfoYpK+71ZIsSmuJnHNnou3sHh0mOa9tgyyt4qrsP2vLDzT26/ejGBrAR/W0O9qtlxak+KwvRWC35d0Bw5Wlng8zF3nz/B5HF4z8nIjfVTLVYjPrFl6cyq1EJlFEq33Xe0EGHwvsD4W7AZnM1++pHeglUgk8PTU/gun9uvu3bsbZ1SEtKHFY8Lw7t5rCHCxxRMtfDZqKJWa4fA/+XCxFZgsQBqLm50QEyK8ceV2KcZ1r3+bcf+VXCTdKsXcYcGt+gxw6+lM7L5wC3dKqvHVjD4t6qusWoEnvjgDK0seDs8bbJZX6Y1JzCmFg5WFXoG2tTHGkH63UvOs9XxWsVaOawseh17+Tpqr1i5eDq3yCMRYDLqH9OAPWe3XlpZ0G4a0f+PDvVs8+ailtp7ORMwfNTOOf5k90KyXvHAch8+nNTwjWqZU4a09iVAzwMVOgNlDG8+NXleFVIHPj6ehVwcnjGkgeAM1t8Of/SoejDHEvjpAs4wrr6wa1/PK8XRvX9wuqW5yxvMb31/GpewS/PDqAPg52zTazoLHQWDBa5P12C01d3gwBBbmN4u4XKrA2fQizbPW3DLtvPg+jtYYEnovYUQnl3Z57msZFGh///135OffL8VUVVUFjuPw448/IikpSastx3GYP39+iwZJyKOmXHp/5mR7rsYi4PMwtrsXEm4W47Eg3dcBH7iah+1/3cR38TmNBtqSKjmu59Vk6RFL5Jo8v//emYA7pdX48Mlu2NZMgYabRRKoGUNZtQJ+TbSzFVrgyLzB4Li2vR1uCHO5rapWM/yTW45T9561XsopgapuwggLHvoHumiuWju52ba7c90YvSdD8Xj6/WXEcRxUKvMo/WUomgxFjKWoUoZ/70xAtUKFLc/3RkAjlXAkMiW2ns6Cu4MQz/b1e2h+4egqt7QaC3+4goGdXPDm8OBG251NLwJDTVm/Wh/9fh37r+TimxcjEerZdCKJcqkCxZXyRr8PSpUaGYUShHg0nCWoVkG5FD9duo3n+nWAo415BDZzIK6U4XRakeZZq/iBWsaBbraawNqvo0u7eP5tSDzQO9CePHlS74ENGdL6ycmNiQItMZZv47Px3t5rAIA3hwVh4ajQNh7RfSn5FZj1zUWEetrj6xl9Gs1Y9Sj57Ggqjl0vwEuDOuKpXo2nk/3ieBqu3C7FkFB3g6vvmKu7FVK42Ap1+nlQqtRIulWqedb6950yrYQRtgI+Bga5aoJrU7frzVWrzDpu70GTkLY0sJMLRNaWkCtVZjc5JS7lLu6UVuNOaTXElTK4O7T9+sO2FuEnwtmMIoR4NHxlvPjnqyiskCHmqW5wsLbEkz3a9tm+sVXJlQCrucPQWFDMK6vWVL05nVZU71FHFy8HDAl1w+BgN/T2dzLL58WmZh6pWgh5RHRys8OheY9h/p4kfHokFV9M62k2lVWe6eOH9LuVCPawoyB7z7AwDwwL82j0fQ416zhdbIVml2bSGGwEFiivVsKjzs+DTKnCxawSnEy9i1OpRUgp0E4Y4WhjeT9hRLAr/SyBAi15RF27U4Y/b9zF+HAvBLZyvtvD1/IRn1UMAPjjWj6m9+vQqvtvjLOtAGufiTBKX3/fLkNBuRTDO7u3+fPlDw8mI79MinVTexg9kcGqp8ON2p858hRZ4WaRRHM7+FyGGNWK+/NueBwQ4Xc/YUS4ryM9dngABVryyKmWqzBlyzlUyVXYdT4b8UuHt2owGBTsBkcbS/A4DgM7mfcaWUPIlCo8/eVZ8DkOO2dF6pzwQ65Um+S24l/pRVCoGCQyFUQ2xu3/XIYYniIrdGxkMlV7JZEpNQkjTqYWIltcpfW+m71QE1gHBbmazV0Zc0WBljxy1Ixp6lDWXRTfWoLc7XDp3ZHgAJMvupfIlJiz6zIs+Bw2TO/VKiUDBXwe+gY4IatIgg46Tnb54+88/Oenq5j9eCed19rqauvMvqiWK42eLEOqUOGnS7fgYG2JZU90NWrfrY0xhtSCSpxMvYuTqYW4mFUCuer+/xuWfA59/J0161rDPO3b/E5Fe0KBljxybIUW2PliJA7/k4+ne/m2yS+M1rq1lphTirjUQgDA33fK0DfA9OkkOY7Drn/31+szpdUKWPI5FFfKm2x3Oq0QmYUSzBjgr9P3jTEGLwcro/9Bs/1MFlzsBBga6t7kHxMZhZW4WSTB8M6NP+dtK2VVCpxJL9JMZMov104Y4etkjaGhbhgS4o5+HZ1hb2Wh0zlXq1m7XG9sShRoySNpQCcXDHgIb9s+qG9HJ0yL9AOfx6FHG1Yias6zff0wsJMLfJ2avgL+38HrUKoYooJcEeTe/LP1d/deQ1pBJb6e2ceoBQT+yS2Du70VFo8Ja7Ld+cxilFUrMCjYtU3Ks9WlVjP8fadMczs4MacEdfJFwMpSO2FER9f7CSNuFVehQqbUJAVpysnUQohsLM06m1lro0BLyENMaMFHzFPmP2GH47h6RbiPJRfgu/PZ+PDJbpoAvGh0KNLvViJQx2eitgI+hJY8o99B+PDJ7rDgN9/nuO5eyC+XtlmQLayQ4XTa/aU3xQ8kjAh2t9OUk4vs6NzoowV7Kwtw0O0ceoqsYCek0FIXnQ3yyKmWq1AhU8DdnpYdmBulSq2ZGXz4n3zcLZfhyq0yTaBtbrnNg94Z18Uk49Q1g5HIxlKvZ8MqNYNMqTK4lKFCpcbl7JKaNIephbh2p1zrfXuhBaKCXGvWtYa46XSFCkCvbFedvcwzqc9vV3Jx9VYplowJM2kZvYZQoCWPFHGlDKM+OwWxRI7PpkZgUs/Gs/08ysqqFa1eq/Wj36/j0LV8WPI5TIzwxvDO7hgS6oYx3dq+HmprSS2ogEyhQg89brveKa3GyZRCnEy9i7PpYlTItBNGdPNxuHc72B09OzjCspWDTFsrqpQhv0yKY8kFKKqUQSyRa60Lbg0UaMkjJaNQosm3ei5DTIG2AZ8fS8OGuHQsig6FBY/DllOZ2DC9J3r7m3YiVc2NSQY145BeKMHp9CJ4iazavJJSS+WIq1BSJUeEDs/IPRysUNlMEQmpQoULWcWaZ63pdyu13ne2FeCxYFdNrVY3e2FLht/uvb/3GookMrw7rgss+bxWD7IABVryiOnt74QXBgQgvbASr7ZhYWtzdTS5AJ//mQYAqJQp8U9uOaQKFf6+XWbyQLt0bGcsGh0GhUqN3NJqTNlyDjZGTDJfLJHjq1MZ6O3vjJFdWm8WcHGVHHcfmNHbGGdbQb1qO4wxZNVJGBGfKYZUcX/pDY8DenW4V6s11A3dvEXtqlarqY3q6olL2SUI83Ros/SPZhloN27ciLVr1yI/Px8RERH44osvEBkZ2Wj7H3/8Ee+99x5u3ryJ4OBgrF69GmPHjtW8/8ILL2Dnzp1an4mOjsahQ4dMdgzEPPF5HJZPbN9rHvWxL+kOfv87D+8/0VWn53FypRpCCx4GBrlg7rBglFUrcCm7BENDdS9x1xKVUiXsrCzgZi9EhK8jenZwNFrfKjWDVKFu9bXThsz2rpQp79dqTS3E7ZJqrfc9Haw0gTWqkyvsrCwoP3Ujnuzpgyd7+rTpGPSu3mNqsbGxmDFjBr788kv069cP69atw48//oiUlBS4u9dPwn727FkMHjwYMTExGD9+PL7//nusXr0aly9fRrdu3QDUBNqCggLs2LFD8zmhUAgnJ92eg1D1HmJKmYWV+P3vPEzu7QdPke6/KNm9xBsPPnOTKVWYvPkclGo1ZAo17pRWY8mYMLwY1VGnfnNLq+HhYNXqafRyxFVY+stVdPZ2wLsmmsTUWsqqFSivVuhcnYYxhut5FfcC611cyi6BQlWnViufh17+NWkOh4V51Cvbl18mhcjaAjKlmsr0mVirlMkztX79+qFv377YsGEDAECtVsPPzw9vvvkmlixZUq/91KlTIZFIcODAAc22/v37o0ePHvjyyy8B1ATa0tJS7N2716AxUaAlzfn97zwcv34X80YE6136a+qWczifVYxJPX3w2dQeOn9u5vYLiM8U4+fXB6KbjwjFEjk+PpKCPv5O+O+v1wAwuNgJwBiH/W9Ewdmu/rO6W8VVuFshNflt4aaczShCkJsdhJZ8LNt3DQM7uWJK36bKsJu/rCIJJDIluvmIGm1TWiXXqtV6t0Km9b6/i41mTWv/QBcoVQzg0OAkNbWaQSyRm/XzWIlMibS7lWa9nlsXrVImz5TkcjkuXbqEpUuXarbxeDyMGDEC586da/Az586dw4IFC7S2RUdH1wuqcXFxcHd3h5OTE4YNG4YPP/wQLi4NJyyQyWSQye7/0JeXlzfYjpBab/+YhCq5GrZCPlZM7KbXZ4eFueNabhkG1SlerovMwkrweRzyy6To5iPC73/nYW/iHZzPFGPXy/1wp6QKC3+4AnAcrBtZLvKvbechV6qx/cW+CPM07I9IlZpBpWYGPf/KFkvwXXw2nGwEWBQdhl7+ThjTvf3PMg5wsdFKYQjUnKert+/Xar1yq1QrYYS1JR8DO7loSso9WIy+Sq6EBa/hc8zjcWYdZAFg44l0iCvlsOBxTf4B8jAyq0BbVFQElUoFDw/tiQoeHh64ceNGg5/Jz89vsH1+fr7m69GjR+Opp55Cx44dkZGRgXfeeQdjxozBuXPnwOfXn2wRExODDz74wAhHRB4FybnlkCkZ+Bzg52iNqVvOYcaAAIwL99Lp868O6aQ1MYsxhkqZEvZWTS+v+en1gcgWV6FvQM0jkDHdPPFPbjmGh7mjVwcnONkIIODzoFQzNPL7GY+HuSPpVimSc8txs6gKow1YSvPad5cgrpTh+5f7651L2dfJBl28HNA/0AX7r+Yir7QaR5MLNEXWT6YWokKqaPHM47/Si2ArtGi1qymO4yC04ONuuVQTWM+kF6G0SqHVLtTDXpM/uE+AU5OJLWrX1lZIFcgvkyK4kRq55mp0N08cTS7QKaPXw8asAq2pPPvss5p/d+/eHeHh4ejUqRPi4uIwfPjweu2XLl2qdZVcXl4OP7/2fSuLmE62WALVvfyuCTklOJ9VjHKpotFA+/HhFJxOK8QX03qhg0v928zzY69g/9VcfPl87yZnx3o4WGktVXCxEyLmqe6arwNcbLB8YjeIrC0b/QW+7ImukCpUePzjOHAAHg9z0zuLkZONJeRKNXgG5Lbl8zi8MSwYQE2ig2PXCxDd9X6wj88Qo0qubHGgzSySwNHa0iSBVqlSo0qhgoDPA4/jcCm7RBNcr+c9kDDCykKz9GZwiBu8RLoljKgrW1wFjqtZ5tMaRSKMxcPBCi8N6tiuxmwsZhVoXV1dwefzUVBQoLW9oKAAnp4N/6Xt6empV3sACAwMhKurK9LT0xsMtEKhEEKhed+GIa2HMYZtZ7KgUjO8/FhgvaUT0V098ckzEfBytIKNwAIKFcO0yMZrzH5z9iaqFSqcSS/CdJf67QorpTUJ9iWyBj6tO47jMLl38+uErSz5+PdjgeAAnYLsF3+m4WJWMdY92xPOtgKsmWxYDdsdf2Xhyu0yrJzYFfZWlrAVWmBiD+3ZobMGdYS0Tu1TfSXnluN2SRUiA5wQ7G74FWCJRA6ZUgU7K8t66QVvFVfh2I27iM8QIz5TDIn8/ng5Dgj3EWkCaw8/xxZnJQrztEdhpaxdBSypQoU531+GndAC37zY+AqSh5VZBVqBQIDevXvj+PHjePLJJwHUTIY6fvw43njjjQY/M2DAABw/fhzz5s3TbDt69CgGDBjQ6H5u374NsVgMLy/dbu2RR9fV26WY/nU8KmU1vzx7+TvVq4DD43F4uk5A2/5C3yb73DC9Jy7nlGJij5qrtMScEmw6kYFXhwSiT4AztvyrD9LvViLCt/WeY700SLcZyQBQWqVAlVzV4mUyzrYCuNoKmsxU1NLnjm72QhRWyuDpYN2itaVWlnzIVWpYWfAgVai0arVmFkq02rraCTA4uGbpzaAgV7g0MAmtJSz4PIOuhI0lWyzBtTvlGNvdU+cKPUILHrp5O5gk7em+pDsokcgxc2CA2VYMMqtACwALFizAzJkz0adPH0RGRmLdunWQSCR48cUXAQAzZsyAj48PYmJiAABvvfUWhgwZgk8++QTjxo3Dnj17kJCQgK+++goAUFlZiQ8++ABPP/00PD09kZGRgUWLFiEoKAjR0dFtdpykfUi4WaIJsmGe9ghpwVVRraGh7hgaen+pWuzFWziVVgh7awv0CXCGndACtgI+kvPK0dXb/CaNvDuuc71lRX/fLoO/qw0cmnmuXNfEHj71rmCNzc1eiCH2LVsDzBjDndIqxKXUBNbzWcVaf2TweRx6d3DSPGvt4uXwUCeM2HIyA2VSJbp4O+hc8J7jOCyfoN8kQV0oVGr899drsOTz8HiYe73CFObC7ALt1KlTUVhYiPfffx/5+fno0aMHDh06pJnwlJOTA16dmR0DBw7E999/j3fffRfvvPMOgoODsXfvXs0aWj6fj6tXr2Lnzp0oLS2Ft7c3Ro0ahZUrV9LtYdKsZyP9apZp+IrweGj9ddxVciX2JeUiqpNrg89bdfHakE6wE1pgWr+a28jVchWe/SoeAHB4/mC4GvmKqKU4joNlnco12WIJvo2/CQBY/XS40a8qUvIrUC5VtLiWLmMMVXIVbHWoLFMhVeCvdLFm6c2dUu2EEd4iKwwJdUNkgDN6dnCCv4uN2V5NGdu/BgTgck4J/PVcxmYKlnweFowMQbFEDr9mSiy2JbNbR2uOaB0tacznx9PwxZ9p6Ootwt45UUbpU61mmLnjAqrkKnz/cr82r2P6IKlChR1/3cTILh4IcreDUqXGa7suw9lGgHHhXujuI8LW05no7e9kcMHzYokcVpY82Ags8MffeSiTKvBs35o/RPLLpMgprkKwux2cbAWaZA+eIqt66Qvryi2thureDGy1GlrrndVqhuS8cs3t4MvZJVDWWXsjsOChX0dnDAlxw9BQN3Ryq0kYIVOqIFOq613Jl1UpIJbIEOjW9AxbuVJtkrSAjDEcu34X3XwcjHabuVgix+Kfr+KxYFfMGBBglD7bo3a/jpaQ9qaPvxPsrSzxuBFTFPJ4HL59qZ/R+tPFpexi/PF3PuaNDGmylqhazZBWUImSKjn++DsPbw4PhgWfh2Xju2Bf0h10cLKBSs0gV6qhUBn+DPdk6l3YCS0xsosHhnf20FqTKlWooFCpIVXW3NKXKdUoq5aDz+OaDLRONgKUSxWwEfChUDEUS+Q1tVpTCnEqrQhFldqTzwJdbTH4XprD/h1dGiyNJ7TgN/iHUG5ZNWQKFdRqBh6Pw9+3yxDoZqu5mr5TWo29ibdhwePhiQhveOtYrk5X+eVSXM4uwfW8cswdHmyUPsurFSitkiPjgSIGpHl0RasDuqJ9tChUalzKLkGEr6POdUcNlXCzGP/56SrmDg9qspJQhVQBPo/TqlNaJa+p8mJo7dK6Xv02AcUSOf47rkujS2COJhcgLuUuJvX0Bsdx6OzlABuBBVILKpAtrkJZtQJ3SqowPsIbnZq5kmvO1dulsOBxEEvk8HG0bvbKUKFSN1v+TalS48rt0nsl5Qpx9U4Z6v72sxHwMbBTTa3WIcFumkcB4koZVGoGdwcrMFaTnKO5mcPqe8kpKmUqdPNxQFaRBHKlGv0Ca5LkVEgVOHa9ACo1w4QIH4Ovai9ll0CqUCHqgWQnjDH8/nc+IvxEmlq+xlBWpYCdlUWrp+c0J3RFS4gRrDuWiq9OZWJcuDfW6ZES0RDX88ohV6pxObu00UArVajwzJfnILTgYd8bgwDU/CJ9but5AMDPrw1EcZUcuaXVCPd1rPf5vLJqxPx+HSO7eOKJiIbXo1rwOVhb8ptcZ+rpYAV7K0u42FnhXIYYF2+W4LUhnXAmrQil1QqM7uqBarkS3nVuVd4qrsKV26UYHOLW6ESpEokcdlYWWoEy3NcRUoUKpVUlDa7PZYyhWnG/QHpjQTa/TIpT924Hn04rRPkDJeg6ezlgcEjNutY+/s4NBjyFimmuztPvVqJSpkTPOvVic0urcae0Gl29HTTj4fE48HgcyqsVsBNawFrA1yqIbm9laZQSjYeu5UGuUtcLtBzH6ZwwRR/6FLEn91GgJeQB7vZWUKgYPAxYWqJQqXEhqxi9OjjpdDU8vZ8/Qj0dEN7EUp6jyQUoKJfWC6LeIitUypRQM4blv/0DcaUcayaH18u1XFqlQFm1EjnFVY3uY87QYKgbuLlV+6wvwlcEL0crPNevA/ycbfBXWiGUKjV+/zsP3XwcYCu0QBdvEbo8MEs6t7QalVIlCitkjQbaSzklsBdaaK72allZ8jGwkbSU+eVSqNWs3tW8TKlCws0STXC9kV+h9b7I2lIrYURtwg/GGG4WSWBrZQF7oaXW965uoQdnW0G9YCxVqCBXqiBVqFE3n3+4r6Pme2ZoesvmPN3bFzJF61YjIvqjW8c6oFvH7Zfy3pWIvkkCyqoUcLC20Hsm6ZaTGdjx102M7uaJ5RMaL8dXWCFDXlnDV6AP+u+vfyM5txzzR4ZgcIibZnyzd11CWbUCY7p7wd/FBgk3S/DO2M4NXpVJZErYCPj1jmfb6Uy42gsbXWaTXybF/iu5sOBzUKkZJDIl3hoRounz/87dhLu9ldY64gfVPqdsTHJuOZxtBfUqFylUahRVyuBkI9AkZ8gvq4bAgg9rSz4kciVc7YTIFt+r1ZpSiLMZYlQrtBNGRPg6akrKRfg6Nnrbs6BcitIqOQR8Pvg8zuBZ5A+7HxJuYcdfWfhsag+T/QFhzujWMXko3SquwsYT6Yju6onHw+ovsWnMnZIqTNj4Fyx5PBxdMLjZ3MF1GXqLrLuPCAILHnr5N12C8dVvE5CcV45nevti5ZPdm2z73vguyCqSaN16vCmWQKFmkMiV6BvgjMiOzk2mKWxoSUvtbF13ibzRz3mKrBDkYYdu3iLcKqlCZZ1br9niKlgLLBAV1HBxDgD4K70QtsKmUx928W74l5VEpoRaXZP3uTbQWvJ5kKtUSLpVonnWelOsfaXuaifUBNbHglzh1MQEKcYYbuRXwNVOCA8HK2SLJSiurMKQVqq/21oOXs3DtjOZeGdsZ/Rp4TKp+AwxqmQqpORXPJKB1hAUaInZ23YmC3su3sLJ1EKcW1o/ZWZDrt4uxVOb/oJKXfP8USJT6RVoAeD49QJsPJGO95/o2mSg+ORwCg4n52P7C30xMMgVpxY93mzffQOckZJfgeIGgpxUocKBq3kYHuYOJ9uaq7m6QRYAIvwc8eGT3dDB2UYrFd+FrGL8kJCDZ3r71bsV+yCO47DyyW6w4Dd91V67fvjBLE1qxmAvtAC/sYoFADhwMHTajKONAI42Nct3UgsqNIH1Qlax1ixkCx6H3v5O6B/ogqH3rlp1TRihUDFI5SpU30ub6OFgBX8XW5NPgtMFYwxZRRIEuNi2OAFGcZUcSjVDxQPPqA2x8sluSM4rR59m/pgk91GgJSZzNqMIr393GYNDXPHFtF4G9zM+3Atn0oswpY/uk0fEEjn4PB4crC2w88VIvQqq1/r973xkFUlw4sbdRgNttVyFbX/V5EHOL5PqPMNz6djOeHlwIBwbqC168GoejiXnI6e4CgtGhtR7nzGGHy/dRq8OjvXy3fK4mgLq2/7KQlcfUZNLdQC0KKCoGcOgYNcm0yQ29oy1OWXVCpxNL9Ksa80rk2q97+NojaH3MjEN6OQCG4EFJHJlTWJ/PYKSwIKHnnUChjllFvrjWj6O/JOPvh2d8Vw//xb19a/+/pjcy9cof0DYCi1anDzkUUOBlpjMyZRClFUr8Mff+VBNZQYvCegT4IxjC4bo9ZnHQ92x+5X+8HG01qpwo48lY8LQN8AJ4xuZqQsAKsbgbi8En8fpfUuusYxPwzu7I6e4CrdLqrDopyvo6i2Co42l5jnq7ZJqXMgS41hyAdY920NrQlCfAGdM6dsBSbdK9BpLUxhjyCySINDVVvOMV61myC+rRnJuOSb28IFSrUaJRIEOLjZ6V5WRKlRQKNXIEks0V62Jt0qhqpMwQmjBQ/9AF80t4bpjqaVP+sdat0uqUCFV1rtjoOu4mzvOzXHpmmVT+uruI0J8phh9/I0T1MzhKv1RRZOhdECToQxzt1yK9cfT0D/QpdFlJbrIFkugVDOD12YyxnAhqxgBrrbwcLCCUqUGn8cZLWVelVwJHsc1+ks3o7ASm05kYPbjneBmL8Tha/kYF+7V7PrXJT9fRZVcCZlCDTsrS3wyJUJzPJ8cSYVcpYKXyBovRuleEEBXN/LLweM4hHjYIzGnBCJrSxz+Jx/9Al3Q697Slht55bDgcZAq1bDgc1CrGeyFluB4Nc9Sm/oDR61mKK6qSRjx5/W7OJNehJIHarV2crPFkBB3DAl1Q7+Ozg2e37sVUpRXKeDjZGNQIIlLuQuZUoXorvothckrq8bOs9kI9bSrt0xHrlRj59mbGBrqhtNphSiWKPB2dKjeYyPmiSZDEbPi7mCF/01qeqJPc4olcoxedxoMDEfnD6m3dEUXZ9KLsPCHK3C0scSm53pj2tfx6BvghE3P9da5jy0nM2BvZYnp/eqXtXswYH5/PhsO1pYY190LCdkluJxdAnGlDKdSC6FQqfH37TLIlGrYCvk4fv0u3hnbucHMQKueDgdQcyvYyvL+c1CO4zDn8SD8kHBLa63kd/HZKKqUYd6I+rebdaVUqXE2Q4ysokp4i6wR4mGPLt4OOJlSiAhfEZzqrF8J83JAjrgKHd3sNFe0jjaWyCuTwtOh/gQkpUqNxFulOHHjLk6lFuJarnatVjthzcSqISHuGBzi2uxt+Gq5ClmFEvA4Dv6uhv3R1LODEypl+j+3dLQWwMNBiEDX+n/8ZRZV4nZJFfYm3cF/osMA1Mze3ngiHU/39m214vPEfFCgJWbNks/dS5mnNrj+pr+zLaws+YgKckWVXAkONctrdFUhVWDPxRwwBk2gVarUOJlaiL4dnbVuWV69VYr/HbwORxtLONkIsPPsTXiKrPDK4JoSeCVVckgVaozp5olfEu8gKacE7+29hk+n9oCogee1ABpcZmIt4GPmwAAANdmBLueUwJLHwd6q6f+lC8qlSMwpQQcXG3Rys6uXPlCpZqiSK9HNR4QuXjVrYsWVcoR62kOuVNer1lI7Nj6PD09RTV912+SWVmuW3vyVUVRvMk5Xb4ea28Ehbujl79Rsdqe61IzBVmgBVzuhXp+rS2Rt2eh5b4q1gN/onYQwT4d7M7Lvn9v0u5Uor1Yg4WYxBdpHEAVaYtbsrSzx15JhULP6yQmaUyyR43peOQZ2ctHMBE7Jr8BXM3rXW5ZQLVfhZGohhoS41bsFaW9liaVjOmvt//dr+fjh4i2cyxDj3fH3n7/ZWVkgwNUWUUGu6OrtADd7ISZEeGue33o4WGlyz3qLrOHnbIO8smqt55HNuVNajT9v3MXQEDf4OdtAoarJKzymm3ezV4GM1TxXvphZjFvF1Yju6gmgJkOVk03NWtbuvo4ouZfUH6jJCJV6twL+zs1PFJJIFbiUU4JTqTUTmdIeyIvrZGOJx4JrAutjIa4tqk9qK7RANx/zKyMIAKO6ekKpvj8zelCwK/xdbOBj5JzGbUWhUkOmVDc72Y7UoGe0OqBntO2LVKHC1dtl+OJ4Km6Kq/Du+C6I7uqJ3NJqTPsqHkJLHo7M155cteHPNPxxLR9junlizuNBOJcpRrC7fYMzajMLK/HB/mSoGcN/okN1SjpRV3ymGCdTCjEwyAWnU4vw4qAAvSqsXMwS48LNYvT2d0b/ZpbwNCYlvwIMDOp7y59yS6vhZCNAF28H3CmpRlGlDL39nbSeYytVahRWyGAjsNCsM2aM4aa4CidT7iIutRDxmWJI62Qq4nE1S5EeC3bF8DAPdPMRtUme3EvZJUi/W4HJvf3abZ7eO6XV2ByXjumR/o2uPQZqguDFmzXZyQy9C9QUlZphxKcncbukCvvfHPTIraWlZ7TkoZFRWPOM0JAJLp8dTcXv1/LQ2dMBDtaWCPO0x29XcrH+WCrsrSwaTCYxLMwDf98pw+Nh7rh6uwyfHU2Dq50Am5+v/xz3Vkk1FPfyy+oSZONS7oLjOAy5l9UptaAChRVS7LmQgwAXW73LmN2tkCP5TrlmUhJQM/FMrlLrtLyIMQaJTAE+n4fyKgVc7IT/3955h0dVZn/8M30mk94bKaTQe4dApCiKil2UFbuuBbu7trVs+7m21V11LbuKXeyiWAFp0qW39N77JJnJ9Pf3xyRDhpk0SADxfp4nj3LnnTv3ZCZz7jnvOd/D4HA9ZpuD3OoW9BqlzwpqhVyGQiHD6nCw6lCDW+bwaGnHqEANGanhZKRGMGdoJHqN6z3sqzpXV+wqaUStkPcpmq1uNlPe2IbF7uiXIQwng6/3VrAxpw6HE568uOvah1fX5fPW5iLOHxPbrTrZsWJ3OqludrVbNbR2LXYicYRf5ydO4rRmbXYNdy/fw5Aof5LD/blgXCzTU3rfjzkuIZg1WTVcNyOZaSmuiO/L3RUIAVdPT+LyiYMw21yauFMHh6JUyNGo5CSG6QnxUxGkUzM4XM/cYb5VqDLTIxgSFUBUYO+0kFcdqkYmw+1ol0xNpHVcHGsO1xDZi3PsLzNwsMLAnKGRRAZqiQnWolUrMFmPSA0eqmjG5uydo2002RAIKpvamJAYSkSAhkpDGzanwE8jRy6TIYRwR7Md6knrsmvYkFPHL8UN2BxHEmEqhYxJSaFMSQ5lZnoE4wYFIwQI6DZ6NFrslDe1kR4V0OM1d6aozohG2TdHu2BUDOeMjD6mSvNv91eyNquGP8wfQuQxtor1B4smDsIpBOd3owAGrkEJMplr/3sg0CgVfHfXTGpbLMetMvVbQUod9wIpdXxi2VncyLVvbic5Qk9pg4lRcUG804f5rHtKXSPWOr6If8qqZsXucm6cOZiRcUHIZDKe+zGb7YUNXDI+nssnDeL+T/by48EqksL0fHVHRr/ac7iyGZnMVRBTZTBz48zBXmtW7qsgp6qFpXPSvLSKOxzt7CER1BttDIkO8HJgJfUmrA4nqZH+Hk7SF00mK21WB9FBWq91LWYbfmolFU1t7pFyG3JrqW72LB4bFKpjRko40waHMW94FHqNkiaTFblc1ut+1gPlBhRyGYNC/brd6xNCsCG3jhGxgYT7a7Danchl/Rch98Sr6/PYUdTIQ+cMJTWybzcFEqcfUupY4qRR02JmbVYNC0bF9Fnq8GgmJIbwy6PzMJrt/O/nQs4Z2fseR4vdwf0f73W3A8nlMj7fVU55UxtNbTa3Y5k7LIrCOiNTBrvuyO+Yk0pxvZG5w6J8nrfN6uDltXnMSo9gcrLrOUaLHZvDSbBf11q6gFsMYWt+Pfm1rTQZrQQfpb/bIaqv7ORA95cZyKttYUZKOKPiEzhc2YxKIWNHUYPX3qxeo6C12c7e0iYsdgcj44K6TJGabQ7kR/URO5yC/eUG1mfX8lNWNfvLDXSuz9Kq5ExPCWdaSigzUsIZFhOIxe7E7hRuHWVfv4fqZjMNRqtPQYih0QFUNZt7LKipbbVgtNjZUdjAOaNijnl2a3e8v62YTbl1/Om84R6tVk6nYHNePVqlQnKyEseM5Ggl+oXHVxzkp6wa8muNPLxg2HGfT6NUoPFX8Mezh/b5eWeNiELVSYrvzwtHsL/cQEYnOcCxg4J5afERWcjEMD2f3DLd41ydp86UN5nYU+rqh+1wtM+vzqG5zcbTl47p1bVdNnEQ72wp5su95Vw73bM1ZHpKuFd63E+jwE+lQNu+T50eFcDy7SWMTwh2r/k5txaL3cGwmCDsTlcVqFopR9epCEYIgaF9LqpSIUerUqBTK6hpMbMhp44N7bNajxaMSI/yb2+9iWRikquwpmMuq+wogQ6zzYHRYifsKLWr+lYrta1mn45WqZD3KtUdGaAlKUzP4Iiuq55LG0w0mWyM6mbcYFeYbQ5+OFCF1eHk6ESATAaxwboe26ZOJs1mG/9Zm8+M1DBmpp1ewxBOF07dT4/Er4rM9Ah2lzQxzUcV7KNfHqDKYObFxeMGpAryaI52zmH+Gs4YcmS/ta7VglwmI7SbqS6f/FLKz7l13Do7haHRgaRE+BOgVaHpJBwxdlAwzW29EztYm1VDRVMboXpVj5FRx25OSoS/hxqWQi4jLkSHrVOoWVhnxOEQzB0W7RGJtZhtCFyyhEarA6VCTlObjYPlBn7Oq2NTXj2HKj0FIwI0SjI6zWr1JaLRVb9qQa0Rh9Pp5WiHxwbidB5/JDg8NhC7w0l2VQvpUf5eKe/lO0poMdsZGRfY533Yglojeo2SpACNV2GaTCZzC4ecqny1p4Jlmwr5am85mx/s3dCNvvLh9hLe/LmQB88Z2mXWR6JrJEcr0S9cMTmBKyZ7qybZHU5W7ClHqZBTaTB7CR74Yvn2EoJ0Ks4Z1TdZvN7y4Gf7UMrlvLrkSEXx5vw6mttsnN2epi5tNFHfauH7A659W61KweIpCR7OubuxdEeTFuVPU5uVs4ZH+xxZ15mdxY00tVmZNyza67HONwwAk5JDET56cC12V+RZ2mBiQ24ta7NcrTdHqyCNigty6wePHRTcZ+GHg+UG9pUbyEyLwNFFucfxTp7p4LNdZRjabDSbbUxKCmVPaRNRgS7nOG9YFEV1RoxWR597O4fHBnLjzMGkRh6bxOex8Or6fExWB/fMSztuKdA5QyNZc7iaecMHzgH+b2MB+bVGPthWIjnaY0BytBIDilIhZ9l1k2gy2XrlZJtMVl5Znw8wYI52cnKo12i3b/dVYrI53I620WQjr7aVonojkQEaFk9J9ErLFdYZiQrUsPpwDUE6lbuquKjOSEKon4eDiQ/x6/Vkn3B/Ta8j/6N7GM02B9sKG9rF+V2p/M6E6dXMaldiykgLdw82aDRaqW72nj7UZnVQVG8kzF/tU1yipNFEk9GKzen0Ofmmrn1/NTFMj9XuxGLvflzh1oJ6tubXc96YWC/Hl5EWwQ8HqhgeE0ib1cH7W4sJ0at5eMEwxg4K5tX1+WzOr+eZy3qXyu/MhF6OfBNCUNNiOeZBFQCtFjsv/pSLQibjikmDfGYO+kJssI5l100+rnP0xANnD+XD7SXcNjtlQF/ndEVytBIDzoRO00fKGk18uK2EHUWNvH71BK8CmmA/Nb+flULwMQ5e7w03z/L8smgwWokO0noUGF01JRGrzcH+coPPKTttVgerD1UT7KeitsWCtV3Y4kC5gUaTlaJ6IzqVgpIGE7HBWobFBLmj4U25dfhrlYzpQoovqRc3JB0IIcivNbI+p5YN7YIRHdEsuNLN4xOC3XutI2IDfUaYAteedAeVhjYaWl3qUE6nS9jCF+eMjOm2ynljTi1mu8sJf76rjJoWi1sZyxf5NS1syK0h3F/t5WjjgnVcn3Fkb3tyciiD21PrMpmMcQkhPscO9ifP/pjNit0VPLhgaJ8yGp3x1yh57LzhtFkdxBzD+MaTwVkjojlrhHeGRaJ3SI5W4oSxs7iRP366l0aTjZB2B+WrUtWXcP9AsnJfBYFaFSarg5+yqslIjWBIdABPXToGh9P3eD+dWkFSuJ7USH8MbTYKa1spqG0lPSqADe0ayBtyamkwWogK1FBYZ3Q7Wq1KjlIho9FoJaSbfeKuaDHb2Jxf79YQLm9q83g8Jkjr1g+enhqOQi7DbLWjUSm6TOOG6tUeaXE/tRKDwkZkoLbLCNTucLIpv77LyToAscFaOnx0enSA1x7u0cjlcqx2wc7iRhZNTug2lX3ZxEEe/74lc+CjrahALQJBaA+V5j2xaNKJ/YxLnFykPtpeIPXRemK2Ofjdf7cS6q/m9SUTe73HVFxv5JZ3dzJ3WCQXjI0jrY9CBQOF0WJna0G9qz9T7hJrOLsPLUVljSYOVjQzNTnMLU0ILkUonUrhcwB7eVMbaoWcNqvD59CAzgghOFTZ7HasO4sbsXeKPtUKOVMGh7qLmNIiPYuFrHYnLWYb/lql1xCB4+GXogY0Kjn1rVavvWNw3RD847vDGNrsPH3p6F4pMgkhOFBhoNFoY1a6VEErceoh9dFKDChCCP7xXRZyGVQYzFQ1WxACr5aIrkgM0xOgVfLGpiJGxAWdMo5Wr1Eyd1gUZpuDVYeqGRYTwJ7Spl5PWYkP8SM2SEdOTQuBOqXbyY2IDSJAq/QZ7UUHaimuN3a5b1vR1MbPeXVsK2hgQ26t17Sh5HA9M1LDGBMfzMTEYPy1ap+6zABqpbzHSLLN6kAup1tHXNZoIi5Y57ZvfEIIL/6Uy6AubPjnqhwOVjQzblAIudWt7lR5YZ2RA+UGzhsd43WTJpPJGBUX3O21dqaiqY07P9zN1MFh0sxXH+wqaWTVoWqunpbYZ6lPif5DcrQSvabBaOWL3eU4heCDm6bir1H2uaLU7hQgBIajejaPlz2lTQRpVdQZLUw8Sgy/t2hVCs4fE8vXeyswWuw9OtoGoxW5zLWvnFXVQnSQlpzqVoZEB1DaYOq2qEkhl7n3FwFsdif7yppYn+uaerOvrInOuSY/tYLpKWFMTg4lIy2C4e19qUaLndoWCzqVnBazjQCtikajldpWC4lhfr2OYNdm1aBSyDizi324vaVNVDS1kVPdwpyhrqpTuVxGmL+aJrPv93JYTCDTU8JIjwrwKJT6dGcpLWY7U5JDj1vSUCZz/fxK5wQMOLe9t5OqZgtVBjPPLxp7si/nN4vkaCV6TZi/hr9dOBKdWtFnfdoOPr9thtshgCut+cq6fOYMjTwmsYGOc3y5u5zCulYy0iLQKOV9nqjTmSmDQ6nvhVh6cb0RGTA2Qc3Q6ACyq1sI1asorGtFLpNR3WzutrCputnsSgfn1PJzbh2GNk+HNSQqgDOGuPZaJySFoFEqaDBa6exT9BolfmoFzWa7e65qm81BXYuFmmYzNocgxE/F2PYBBFa706eyUmK4X7f7oelRAZQ2mhg7yLM6NzM9ssuMxuVH7aF2cMWkBLKqWtxO1mixY7TYj8npxgTp+Pj30/r8vKPZVdJIkE7l0bd8OjBlcBhf7algYlLvqqolBgZpj7YX/Nb2aB1OQb3RclyzQnviYIWBl37KY3JyKDuKGiiuN/GXC0YyITEEq93JRztKmDc8qtfprm/2VaLXKChvauOyCYOOWabvcGUzlU1tzB4a2WNUXFDbip9aSXSnytHieiNtFgcatZzEUL074rfYHZjMdnaVNrG9yNV+k1XV4nG+AK2SjNRwZg+NZGZqOFGB2mPuQW0yWSltaKPBaMZfq2ZCYgg51S3uSLuriue+8uS3h5HLZTzQRwWvztzz0R5qms28smRCr3WSO3Pj2zuoNJj5+PfTeuxR9kVhnZFFr21BCMH2R+Ydd1/rqYQQAovdeUKEYn4rSHu0Ev3Cg5/t45fiRp66ZLRbbrAnalrM3L18D9NSwrhjTtftGx0YLQ7MNgdBOiVTksOQ4SoempAYwp7SJqqbLXzyS1m3rSCdOXd0//Tc2h0Ci8PZ495zpaENvVoJR61JDNPTaLSiUysw2x3UtVhZn1PDuuxaNufX02Y7MnFHJoPR8cHuCuEhUf5oVIo+i0b4IthPTbCfmgPlLkcyPCaQuGAdVQYzg0KP7KmarHZ0KkWXzqWnAQXTUsIQAv69JhdwRcx3znUNRvhsZxnF9UaumprI0z9kM3dopM/e6AmJIeTVtLh+n8dAm9WB3SFwtscMNocTpxAeaXMhBP/37WGsdidPLBzhYVNEgIa4YB2JYX6nlZMFb6lMiZOD5GglvEgI9WNXSWOfelmtdidmm4P6ViuPfnmAqYPDunV+k5NDmZA4yd06My0ljIR2BzAxMYQGo5Wpg49vBNfO4kbC/dU+hRS6YlR8kEcKu8lkpd5oZXC43uNLOEyvocpgJiZYi9FiRy6ToVMraLM62F3SyOqsGrbk11NY5ykYEe5/RDBiZlpEtzKQ/Y1eo/So5K0ymPlwewmDQv24dEK81/r3txVzqKKZR84d1mXF8BlDIqlrtfDFnnIqm9qIDNDSaLISFahlR1EDNS0WKg1mGowWcmtaOcfHOa6amtjjtZttDjRKuU9H+Pb1k7E7BVqVAodTcO6/N2KxO/n2zpnuCNdodfDxL2XIZHDn3DSP4jB/jZIvbp/R4zX0BZPV3l4IFsyOogYe/Hw/F4+L46556f36OhK/DqTUcS/4raWOjxWr3UmVoY0/rThAQogff7vIczi10yl46PP9xIXoeh2pHg9vbCzAYndw2+xje60qg5mKpja0KgUpkXqfhUVCCHaXNLE5v45thQ1sK2zA2kkwQimXMT4xxB21Do/xFowoazQhl8k8FIIcToHNMXApvx8PVlFcb6TFbGfusCifqeTVh6rJqmrm95kp7ijbYndwzRvb8dMoePPaI2pE5Y0m3t5chFYl5+55Q5DLZbRa7Jja914NbTYCtcpeRYytFjt69ZEoO7e6hZve+YXJyaE8fekY2qwOFHKZz+0Bh1Nw9gsbMNsdfH/XLI9U8k9Z1dgcgvknQHjhhrd2sCarhinJoWwrbAAgMkDD9kfmDfhrSwwsUupY4qSiVspJCNPztwtGddlqolTIOEFjRAkP0CDDFQ0di8OyOhyE6dUkHlXQ1Gy2sTmvzt3XWmEwezweE6TljCERnJEewci4YOJCut5ndjoFWVXNxATqPBztntImzFYHM9KOTPT5dGcpVQYzt2SmHPcs1uGxgdS2Wrhs4qAux/zNGx7lpZ/bZnWQVdVCkE7l8XtVKxWsyarBbHMyJDqIc0fH4K9RuvuHg3qp2LSzuJH7P9nD7CGRPHb+CI/H5DKXyMfCl34myE/Fyjtmej1fIZex8s4MhMDrPe+olj4WsqqaaTHbmdTLQedKhesmobbV1ZYVF6zjyYtHdfcUidMYydFK9DtdCTDI5TL+ftHxf9l0pdZ0NOeOiqHeaD3mqFClkCNkLmd4sKKZ9Tk1rM+pZVdJE47OghFKOVOTQ8kcEsnouEBGxwdjcwrarA70agXNZluXRT5Gq50wP41XEU9MkBaT1eFxzGx1DTxvMFqJDNS6ZCAPVzMrPaJXjsxosePXHinGh/jxuylHUra9/Z2WNrQxdXAogToVy7eXcLCymb9f6LqxumtuGmuzaxmfGNzjebpCo5QjBB5qVGlRAfx4TyYqhQxD+0xhpbzrG43+FOUAlw70ef/+GYDPbp3eq0Kyf185jryaVsL81Hx7oIoFo2I8iuYkfltIqeNecLqkjq12J8/8kMXk5DDO7OOkj4GuXnQ6RXtPZPdf9oV1Rg5XNhMTpGVcgqtwKkCr7Le2jDarA0ObDavDydqsGrYW1LO9sIF6o2e7z+BwvXvqzaTEUPRaJY1GKxqlnGazjeggHXaHE0ObjVC9ulu79pU1IZfJGBnn3d7UYraxJb+eWekRaFUKjyhyR1EDBpMVhVzO7KHeykydKWs08dr6AobGBHg42IMVBv7xXRZalYL7zxrCkOie27YOlBtIifDn0RUHKGts45XfjSdEr8ZgsnHLezsZEx/Eg8cxk7inAiyL3YFSLu/VjUF/0GZ1MPvZdRjabPxw96welbwkTm+k1LFEt6zNruGDbSX8lFXj09F+vKOUzQV1/OWCke4IrMMBPvtDNtnVLTx32VgPmcHeUt7Uxld7KpiUFMJEH+m3V9bnExes48JxcV6Pmayu0W5+aiWRARqK6hTuNGtFYxuh/movR2u02ClrbEOjlKFVKXuMJuwOJ3tKm/jxUDUbc12tN51vQfVqBTNSw92FTBEBGoRwaR53EKhT0WiyutuilAo5ZruTSoO52wktjSYrqi4itD0lTRwoN2C2O1g4Jg6tSuF2RBMTQyiuN5HYiy/+UL2amGAtfmoF/1mXxw0ZyWiUCnKqW0BAc5uNj38p4Y9nD+0xIuy4IVg6O4UfD1W7fwcWu4P82lYOVhi4cHyc12Sh3tLTzVZ/R6w9oVMrWP/HM3A4Ra9kJCUkjkb61PyGiA/WERmoYe4w39FPbk0LtS0WmtuOpDrv+XgPgVoVI+MCMZhtHoPPHU6BvBdRKICjvf3C7mN2KrgixK5kAjfn1SMD5g6PQq9RekRvw2ICfArzK2SuvWCj1YFTuG4YOhchOZ2C6hYzG9oFIzbm1tFi9pzVOjwmkMx2wYjxCSEexTdVBjNCCHTqIw5UIZd5TfqpaXbt33bnaDPTu45GRw8KYlthPfL23/GKPeUcqmjmrnlp+KmVJIXrcToFb28uZGhMoMcEos74qZXcdkYqL6zOocVsI7uqhdHxwVw0Lp45Q6L490+5NJmsfLu/khV7KrhoXBwXjPW+6QFXsdLy7SXsKzNQ2+K6iThvdCyRgVouHh/P2qwaTnaezGxzUNti8WhlOh7607nbHE4qmtpICP11tBPZHU5ya1pJDtdLrULHiORof0OMiAti9b1ndJlye+icYbRY7B77fZEBGgK0KhZNSsBPXcHCl35mwagY7p6Xzl9XHiLYT8UZQyLZlFfH+aNju0yrJYT5cfvs1C6vrbvZs67+Ru/jQoj2NK/wKOix2B3UGV2TgcL9NZhtDuRyGRa7gx2Fje6+1tyaVo/zBfupmJnmcqyz0sK7VSrSaxR0cc/gQepRAv9HsyW/ntyaFs4eGe1TICRIp+amWSkEtO/hRgZoaQq2ou5UDGW02smracVsd3bpaDu4ceZgDlU0M6pTmjrIT8Udc1I5WNGMXq3AZndisXnPxRPtN0or91bww8Eq4kP8mJgU6tEy9OA5Q/ndlASfowVPJL/73zZ2lzTyylUTTkiVcV9Y/N+t7Chq5MaMZArrjPhrlTx1yehT1old/9YONuTWMTQ6gG/unHnCUvanE5Kj/Y3R3R+JXC7zKqp55Nzh7v8P1CrRKOXumZ9JYX4E6lSYrHYsdidmu2fxTn/RMXygQ9e3Q1hAJpORGhWAXu35BaVRKlAr5PhrlBTVGd0yh1uOEoyQy2BUXBBTB4cxe0gkI+ICux1K3pmu1tW1WjhQbiAh1I/BEf4e6yx2BzXNnlHWvrImsqpaOK+bnuPO78m0lDCmpXg60wCtirvmpfeqIMpfo/QSITlQbiAxzI8Go5VX15fy1wtHeugwd/C7/26lvKmNN6+bTGGd0S2E0bnQK6e6hRve2oHZ5mBqShj/WjTumNWtjgebw4lMJsPuOPVKULLbFcE25taSXe262btgbOxxVUUPFEIINuXXA5BV1UKTydrjgAoJbyRHK9FrModEktlpHNq1M44M4Z6eEu7rKf1Kg9GKzeHEZHW4q3SPHj/XMfKuw7kW15s8Ho/w1zB1cChzh0VxxpAIFHIZcmQIGeiOI6KwO5xszK3D4XSiVip83tCsOlRNc5udC8fF4qdWIoSgpMFEkE7JuuxaLh7vLRrRmc35dcQG6XzqJ/tqp3I4BXvLmhgdF9RlO9AXu8p44utDjB0UzJj4INqsDqqbLV6O1uZwsrfcgM0u8NcoyEgLZ112Le9tK3ZnIwrrjORVt9JqsdNqsfNLUSNNJiv6fh7P1xtmD4lEp1Yw6RTU+P3fNZNYc7iaM4ZEcM9He9FrFF4a0qcKMpmMP84fwusbCrh4fJzkZI8RydFKsC67hmaznYVjYk/2pQCuL+xgncpr73VQqJ+XKL4QguzqFtZnuxzrL0WNWB1H0p4qhYwJ7YIRZwyJJCFUh80uCNSpjjvSstgdlNSbSIsKoK7Vyq7iRkL0KuYMjfKpRjUmPpi8dn1kcH2JPXH+CH7KqmZqDzcqZpuDr/dUEKBT8XAvK3o/+aWU9Tm1TEsJ4+ppST7XtFocKOUuR33PmeksmWYlIkDD+pxaEkL9SG536iqFnNtnpyIDogJ1RPhruXNuGqM7qWhd/cY2LO1iHRqlgpeuHMfFr2zGanfywz2zUMrlaFW+1Z36ghDCY4jC0Ticgn//lIsQ8MOhapb0QnnqRDI5OdSdVdj68NyTfDU98/vMFH6fmXKyL+NXjeRoJdhe2ECr5eQ42kMVBgJ1KvdcVqdT0Gq2Y7U7kMtkXhXOaqUcg8nGz3l17r7W6mbPWa3xIbr2qTeRTB0civZo/eB+uinfkl9PbnUrWwrq+d2URK6amkhOTYtbSvJoBoX6eaSNN+TUIoD5I2MwmGy8tj6fi8fH+4xOtSoFs9IjetVasr/MwPaiBgaF6Aj2U3WbbbhqagLTU8NIDnNJTEYEaMipbuFvKw/hp1awYmmGe+1tZxzZY5fLZV4Sm2eNiOZghYE5QyOJD/FjZHwQVrsTu1OwMbeOez/ew0Vj43jyktE92tAdf/76EG9tLuKJ84d7ZFU6UMhlPHrucPaUNnLOSNf+rBACk9VOVlULMUG6bovTTkXsDqdbZlLi14fkaE8TPthWQovZdkx3njdkJLsjkYHElyiCcI2ndSOXyxgVH0R1sxmj1UaQnwqnU7C/3OBOB+8uafQoRNKq5ExNDmNWegRnDIkguZMucU2zmSaTlUGhrsisymBGpZD1KgW2s7iBVrPdI13emTHxwRTWGdEq5eTVtJISoWdmUASlDa4B6T1FzFvy6xFCkJkeweb8OpxCsC67hsu6GC93dMHYt/srWbmvgkfOHU5cJ8fx3KpsfilqJCncj69uz/B5HUIIHE6BUiEnPkTHxrxa7A7B3GFRJIT6MTo+iPGJ3ulMq93J1oJ6JiWFerQ2ATx63nCv9T/cMwunE9bl1KCUy6nrxfjBniiqNyKXQUlDG+DqBb7l3Z1kpIa7nfj1GcnAESd8y3s7+eFgNeASxfj499PIrWnl/DEx/ZbWtjmc/G9joUt2MyGYEXFB/eIYyxpNXPjyJprNdpZdO4kZqQO/TSPRv0iO9jRhb2kTzV0M4O6JE7HvUlRvJLuymVC9hkmdinFG+BBpANdQnM159WzMy2Zjbh0NRwlGpEX6uwUjUiL0RAXqfO6LymQy5J16VBuMFpQKea9t7nz70WK28dWeCobGBDAhMZQQvZrEMD+Uchn7y5vIrm5hcLieHUUNBPupuGic955rcb2R97YWM29YFIunJLhvMs4aEc3ukkYP1SGzzcF/1uZxzqgYhsV496TmVrfSYrZT12LxcLQ3ZgzGT11MmF7FP1flsHROqtcX/h0f7uZwZQvv3ziFP399kNWHqwnTq4kL0TE0OpDnLh/rsf6Hg1XsLzMgl8OH20o5d3QMTyw8IpFodzhRyGVeaeGOYrALxsYxLCbQHe0LIahsbqOo1sTUwWF9SuO/sGgsWwsaOGOIq9p5fU4tpY1tfLKzjP+7eJTP1PTO4kaPa73yv1sxWR2UNZq4u5+E/r/YVc5T32e5/z0+IZjPbzv+YQVb8uvdNyjfH6jqs6N9d2sxH+8oZfGUBK6cnHDc1yPRdyRHe5rw+MLh2E7BCssO4oJ0FNYaiQ3WUtNixk+t9Chksjmc7CpudEetByuaPZ4foFEyIzWczCERjIoLIilcj79GSbPZhlouo9Fk9dlScnQaNi7ED5Wid1/qExI9q3NlMpmreKr9i7zVYqeozoRKISdAq2RqcigBWhX7yppQyOQ+NZZbLXaMVgdNbTamdGrFUchlHCg3UN1scadk95UZKGts45NfyvjTucOoO2pG8J1zU2lus3ul14N0KnKrW8lyCgJ0KqYODiMjzfPL2e4QCCEQCIZEBfBLcSOj44NJ6mLS0RNfHcTuEFwyIY4Gk5WDFQb3Y1lVzVz6yhamDg7jf9dMZGdxI4crm7li0iCPIqz09urxgtpWd4QGcP2MJC9d4+4I9lNz9sgjLTuLJydQ32plYmJIl/u/b1wziQ+2FVNvtHJjRjL3fbIPk7WNML2aG97awcHKZl67aoLHjY7d4eSaZds5UN7Mq1dN8Kr2Ppr4EB0yoOOvsKDT5KbnV+XwwfYS7pyTypIu9su7Yu6wKEbFBdFgtLJoku9sR1c0m2089uUBBPDwF/u5YGysJLpxEpB+46cJJ/qP53BlM9XNZmamRfSqr06ldMkE2hxOGo1WnEJQ1mhiQ45rr3VTXj2tFk/BiJFxge1TbyIZlxDs3mdtMFrpeMlArYpGo5WwXo6b6624fWfsDievbSggNdKfKzpFBBqlHKVCxoJR0eg1SvcYt6RwPQfKDCzfXsK4xBAMJiuz0iMRQrD6UDUjY4O8ejttDifrc+oI0CrdjnZSUghGi52xg4L515pctuTXcfe8dKa3RzQyH3vYAI72MHl6ajhDowN8jhu8fGI8JY0mogO13H1mOnef2X1U99h5w9lT1sTMtAg++aWMiqYjgxTqWlzvR2Gdq1Xl+rd2YLE7CPFT+xyVWFRv9GizOt7bw2A/tc+0dWfGDAr2cKLf3T2T3SWN+KuVPLriIADfHqj0WFPW2MamPFdry3cHKnt0tNNTw1l+81SWfrCLFoudP7W3xjk7FWf9a01unx1tqF7N13dk9LzQBzqVgshADdXNFmKCtB5p8tfW5/NTVg3XzUj2uHGR6H8kRytxTAT7qbC1pwt7i9nmYHthgztqzTtKMCJUr2ZWWjjTUsKYkRruLpA6mqNnuHZUJwvh2stNjwrol72xDhlwmUyGRin3ioRX7qtAIZexMbeOn/NqGRIVyE2zBjM+IYScqhb8tUoe/GwfQToVyeH+xAbrOFTZTNhRxVvgqur949lDPKJ8mUzmVsEaFhPA3rKmXgnTjx0UzDd3zvQ5Rq6DBz7bh0IuZ0ZKuLtPuTONRisFdUbGJwQjk8k4Z1QMI+OCaLXYeeWqCcQGa92/o6hADW9fN9ldqHXJ+Di2FjQwZpDvbYHZQyJ58crx6FRyFAoZ0wef+D3Hgloj1y3bgUIu4/IJ8VQYzCw+Kq2aGObH9TOS2FduYMnUROwOJ5/vKifYT8VZXYhglDSYqG1P85Y3uvaQ5XIZl4yP57OdZVwxqfepW3t7L/DxCESoFHK+XprB5vx6ZqSGu891uLKZJ79zpbl3lzZx8M/zPQsGJfoVaahALzhdhgqcaIQQFNQZWZ9dy4bcWrYW1GPupDgkl7kijVlpEcwdFsnI2CDkchkGk41AXfezS6ubzdidwmNvsqjOiFwODUYbY3sxYaUnXlidg0Iu4445vufZGkw2vtpXwXmjY3h3czHDYwMZFhvIvtImzh4ZTYXBzAurc4gJ0nL33HTkcpkr1a2Qo1UpyKtpRSmX+eyLHWje31ZMcb2JP84f4rPHduGLP1PcYOKZS0dz1ohozDYHk/++GqeAL26b7nbOr2/I56nvs7lwbKzXvm5fMbTZ+HhHKTNSwxke6/l35nQKqprNxARpj6k9qLbFQlZVM9MGh6FUyPlmXyW3f7ALgHeun+yhbtUVb20q5ImvDwHw0c1TPVL/HdS1Wrjmze0YLXbevHaSRz9ybyckCSH4pbiRa97cjrq9cCvdx83Q8VDWaCLzmXU4nIIIfzXbHp7Xr8IieTUtvPhTHpEBGu49c4hX4dyvGWmogMRJp9ViPzKrNaeWsva7+g6iA7VMTw1jVloEs4dE4hQChUKG0WKnxWxHJge707VfOzw2qMs/0MqmNhzC09EmhevJq2n1kBfsDdXNZr7bX8m84VHEh/i5h5QnhPp1+8UY5Kdy92jeOc/ljP+68hAtZjtpUQGkRvrzzKVjPJ7ToaIkhOChz/ehkMtYfvM0n+e32p2sza5hWkpYl2P2OtNgtHpF+13ReYKPL9KjAyioM7rbYJRyGVGBWupaLQR2Sr/LZTIQ3SuOAby8No8t+fU8efGoLvWH/7U6lzc3FRIdqPXqL73n4z2s2FPBrZmDeeCcvk0GcjgF5724kepmCzdmJPOn84Zz9sho/nrBCFQKOTPTehdRqzplCFRdZAvC/TV8c6f3nFzo+XfUbLZxxWtbya9tZWJSCCarA5PVwbf7K/vd0caH+PHBjVPYnF/PBWNj+12965Z3d1FQ14rAta11T/vWxLtbi3nquywSQv1489pJv5nRgZKjlTguhBAcrmxpd6w1/FLU6DE4QK2QMyk5hJmp4cxIC2dYdCCGNptXj2x9iwVFex9nmcmEn0ZBeVMbqZFHIoKfsqoJ9lMzPiGE5HB/7M4j0XFdq4XdJU3MSg/vc6qtsM6IyeqgoNZIk8nG13srSI8K4JIJ3Ss1+eLKyQnsKGpgcA9Rqkwm44whkWi6Se9+/EspH24vYVtBA4+d3/0e5DtbinhhdS5LZ6e2t7b0DUd7/3LHe/LsZWN45tLR7uixqc3GPWemk5kejl5z5H27ISPZ3RIE8M2+Sv72zSGWzknld1MSKawzsq2gnn/+mI1DwFPfZ3Hx+Di33GCloY1/r8llZloEyeGuc6iVMpxOwasb8vlufxV/vmCEa8oQuCULj0YIwce/lGK2OblqaqLHZ8ApXLa57LBitjkQAvde6QfbSnhvazG/zxzc5SAFgCsnJRDipyZYp2J8QtdKTkIIdpU0EqRTuz+/Pxys4v2txVw4Lq5LBbDNeXUcqnQVAVY1mdu3K+ScNXxg9k+nDA7zGZX3B61WO0KATOZSawNXHcITXx3E4RRkVTWzbHMhD/XxpunXiuRof2W0WR39oq5zPDQare2CEa6otbbFc88xMdSPjLRwZg+JZHpqmFehlq/WmuROKbZBoXqqDGav6Czc/8iA9KOLgA5XNrskDduVmvrC1MFhjIkPRqdW0GSyEuyn9khdOtulDONCdD6F/ztoszpQyGUeLRR//+aQq2p1yQSCdCp2lTTy/tYS/nj2EG6fnUpBbSuPrTjATTMHe0V6M1LD2ZBTyzmjXF+0yzYV8vT3WaRE+LNiaYaHM1Er5AghPPZl39tazFPfZzFnaCT/vHwsCrmM2hYLf//mELOHRno4lWuXbWdrQT1vXzfZo9jK7nCyKb+ef6/JYW+pgaVzUrl7XjoWu4P9ZQZMVgcz08Ldn8dv91dQaTDzyY5SfjclkWve3E5Jg4mM1DDMNicr91Wycl8l6+4/g6RwPf/dUMiH20v5aEcpcSGu6LmkoY1Vh6r554/Z2J3w/tYSXl48nu8PVHXppDbl1fPAZ/sBV/1AZ9tUCjmf3DKd7YX1TEwKZfLfV2O1O/n4lmmMjg/mia8PYrU7eeCzfSwcE9vl35ZcLmNBN8MvOnhrcxF//voQcplrUMf5Y2K468PdmO1Ofs6rY/6IaPfnuDPxITr0agVGq4MrpyRw1dREZLIjk4Pyalq45d1dOIXg1SUT+j3K7U+evXQMf1l5kKhArbu3XyGTEdw+SlIIlxzqbwXJ0f6KaDRa+XpfBXHBOuYOO3EC5B2auR17rXtLmzwEI3QqBdNTwsgcEsGstAhigrTUt7ei+Nr/K6wzIoNu9yZ9pZRGxwdjaLPx/tZiUiL9PSbVZKSG02DsneB5QW0r0UFa9w2AwyncKepgPzW3nuEp+nH7B7vYX2ZgzrBI/nLBSABe/CmX+lYrj58/3P3F/JeVB9lXZkAI+OuFI5mQ6Er/WR1OnO2/sBW7yymuN7L6UDUVhjYajVb2lRn4KrDCa7pRcrie16+e6P732qwarA7XXuXR+31XTE7ggrFxHqn2b/dX0mK2893+Km7JbGFYTCCrD1fzw8FqdpY0ejijJpMry9ByVOX3axsK+OeqHML0KuxO4ZZkvOQ/mznQ3oI1Ky2cd26YAkBCuzBIdYsFIQRhejUlDSYuHBfPuIRgzvv3z/hrle4CtrnDIvlsVxmGNhulDW1EBmhIDPPj9+/tBCA1Qs/iyYN48rssVh+u5ss95Txz6RiP6mCAqEANKoUMu1MQH+Kt+jQ8NpDhsYGs2FPubivaXtjA6PhgArVK6lqtmG3O9n3g41ON6hga4BTw928P89LaPGKDdRTUGYkK1PrMYgghuO393RitDrRKOZeMj/cq6HtzUxH5da0g4I2NhTx16bEpbDmdgu8OVCEQnDMyZkCm8WSkhfPjPZkex+RyGe/eMIU3NxWSGOrHNdOT+v11T1UkR/srIlCnIsJf43OySn9T1dTG+tw6NubW8nNeHU0mTzGMtEh/Zg+NJDM9golJIR5tA41GK0E6FQ1Gq89Rc2argy7mnFPaYMJfo/TQOW40WgnQKlEq5OhUCkL1aq92Hpmse7Unu8PJV3tdNynPr85hekoYd85NZ/n2ErYVNnDHnNQuf6+DQnQ0mWwMiQ5g6Qe7uCUzhcMVzTSbbe3qSjLKGk3sLGqkttWC1e5g2aZCwv3VZFU2c96YWLc99545hK2F9dQ2m/npcA0xQVpmpYdz1dRErHaXkIJWJefd66d47Zv9+8pxblUmXxXFOrWCfWVN/PPHHBZNGsTWAldryvmjYxjSHv0sGBVDbnWr177k+zdNobyxzUsY41BFMw6nID0qgA1/nOT+8q/rJCCyuV3hSiaTER/qclLBfiq+2V/J7tIm1Eo5Zw6PckX0j56JQi5zX/+M1HD2PHYmf/vmMPvKmnjm0jFUNLWx+H/bAHjmsjGMjAti9aFqBJBT3cpLa/P4b6cbEHBNeFr/h9nYHcJLprKozkhpo4kZKeGcNTyaS8bH0Wqxu6PThxcM46HP95ORGk5UNxmL3nL77FSqm81sya/HbHdiaLPx3g2TKWloI7e6hctf28I105M8bnSEODK72Gx30my2eWl9j4oL4oP2G9xR8X2rQ+jMv9bk8q81ue3X2swf5g895nP1leGxgTx72ZieF55mSI72V4RCLut2buvxYLU72dlJMOJwpadgRKBWybTBYWSkhjMlJYy4YJ07/eVwCvJrWgjQqogM1GJos9FithGqV7OvrIkRsUEed83DYruu1DtQYUCrUjB7iKvntrbFzMs/5ZNd3cyNMwdz9sgY9+/gu/2VAGQOieDln/IZERfYZWpvb5mB6mYzX+8pR69WEqxzfYlFBmoI0qnw13b9p/Bwez/kpzvLaLXYya5q4bnLx2JzOt0Ru6HNhp9GyayYAGpbrfxuyiB2FDVisjrIb29jqmhyRWzzR0TTbLbRYLTy/vYSsqtbUMhkTBkcRrWhjVaLg835dWSkeVbCuoQaun//P99VztbCenRqRbuwhmD+yGi30w7SqXjs/OGsza5h9jNruXV2KpdPHESgVkVgjHfB1YF2YQqdSsG7W4q5ZnoSaqWcL26bzvaCerYW1JORFumO6hdPTmBiYijxITp+PFgFuPqNO95/X8VtMpnMow82KVzP29dPRiWXMa59L/SpS0bz/Ooc6o1Wzu3iPfalX1xpaOOsFzZgtTu5/6x0ls5J49YzUrjw5c3MeW4dH940lYvHx3c7Oam+1UK90dqrVK0QAqPVznOXj2VvaRMvrc1jztBIRsUHE+qvcVc67y/fy7mjYtyfH7lcxr+uHMdbm4o4c7jvoRRXTk5gcLgeAUxJ9u6N7i0Hyg1uYY39ZYaelkv0A5Kj/Q1T2mBiXXYNG3Lr2JxXh9F6RERA1j6r9Yx2mcMx8cEYLQ4EnkPWwXUDoFUr3V+ihyubMVntTE4Ow+5wuiqLOeJoHU6BDHxWOiaFuRSfWsw2/rexEJ1KjkopQy6X4ddpX0sIQX6tq6px9tBIzDY7K/dWdCmiP3ZQMNXNZs4dFcPBimZ3H+ScoVHMGRqFEIIPt5eQHhXABB8av+DqD52eEuZuMdFxxGmMiA3i7esnE6h1tSX95etD/JxXy9VTE1k0KYGfc2t56Iv9TE0O45nLxhCoVXHH3DTKm8zk1bby6a4y1uXUct/8Ifz9m8Pc/8le5g6LYm1WDdfOSOLmWb3TsL551mB0agWXjI/n4QXD2Fnc4FGZ3cGPB6soajDx5e5yLu9CWxlcDm7l3gre21bCqsM1hOrVXDIhnpggHReMi+eCo2QmZTIZQ6IDMNsc/GWlqxXmnnlpXuMMffHfDQV8/Espfzx7KGcO99wauXzSIC7voyoSuG6ArO063pUGV8S4Jf+IOMqGnDq3M+/Mh9tL2F7YwMIxsdz+wS5MVgcPnjOUW3rQEn/6+yxeWV+AXqPg+7tm8dmt092PBWpdamitFjvRgVqvlO38EdE9Dqnvqngpr6aF3SVNzB4a6VMhrTM3zExma0E9Arhp1uBu10r0D5KjPU3oSN11hd3hpMVsZ1dxIxvz6tiQU+shEQcQ7q9mVprLsWakhnukYs02B1XNbQRqVQQf1Z2RX9uKTqVw69qOap9rOijUz+d+2Ze7y9GpFCzwoRrUkbr8bGcZCjlEBGi5aloSH2x19X2SBj+3p7TnDotiQmKIqwBpSiLLt5dgsfkejqBoL2RZvr2ERpPN60uutsXCDweq2JRX16Wj/Tmvjqe+y2LpnDS3ks5PWdW8uamIv10wkqRwvVt2cXxiMDuLGxgaE8j8f21Ar1YiR0Zip7SmTCbjqUtH02K28dyPOWSmRzA5OZSdxY38cLCaz3eXI5e59G2XbSoiMz0crVJBRloE84b73qOPDdbxwNlD2ZxXx63v78JosSGEjLnDInn60tHum6Q756YR7q/h3FExFNcbSQj1c39+/r0ml5X7Knjm0jEkh+tZPCWRQ5XNFNQae52ydDgFbe03boLe7QE++2M2FruTV9bleTlacH3GbQ7RrRDH9sIGvthdxiXj45mYFOrSbb5sDLk1rdzc7lQWjIph5b5KLDYnl070jmTza1t56HNXYdUvRQ2Y2u3YVlDfo6Ndm10LgNHiYH+5waPALUCrYuUdGWwpqGfusMgeCxrNNge7ihtJjfLvtgivuN7Ign/9jNXhJDZYy/o/zO5WfGJ6Sjj7npiPEKLLOcUS/YvkaE8DKprasNodJIV77jF2RH3rsmtZl13L9qIG9909uJzP2EFBzEgJJyMtgsER+i7vhtUKOX5qJU7huntOjTySRqtpdmkXd6TuOis6rTlcTbPZ7pGaSwr361GFZmZ6uKsAaWgk3x2ooqjeyK3tY9oiAzUEaJVEBmjcDjM10p8/HSXDd+9He9hb2sQdc1O5sD3y2pRXR4vFzs2zBns428hALZdPGsTgiK4LtJpMNuxOQaPJystr8/juQCUpEf40tFrYU9rEtwcqeWdzMf938UjOGx3LeaNjaTRaqW+1UGw28d6NU5icHMoH24t5a1MRN2Qks2hSAgFalYdA/98uHMWkpFDWZdcwe0gkdUYrz3yfxUc7ygD4/mC1T0drczjJr20lQKNk+Y5SWi12ZMhwCMGqQ9Vc8+Z2Hjt/OBMSQ4kJ0nHfWUO488PdfLW3gnvmpXNXey/wfzcW0GK28+G2Elbur6TVYuft6yeTmR7B4ysOsim/jhcWjWVkN/3Keo2SL5fOIL/G2Gt5vxsykvloRylLprl6fIUQ1DRb+OFQFaPignjkiwNkV7fwryvGct5o3yMdb373F5pMNr4/UMXux84C8GrTCvPX8NHvffcuAwRolaiVcqx2JymR/oyIC6KgtpWlXQiXdGbpnFQe/HQffholjSbvSUVJ4fpeCZQIIbjqf9v4pbgRf42SH++Z1eVov6yqFvcM5oomM41d1EZ0xvXZP3mdC781JEd7GqDXKN13+c1mG5vz6lmfU8uGnFrKmzwFI2KDtMxIDXe13wyNRDhBIJAhw+Jw+Do94ErzDgr141BFMxa7A5vD6XaWE5NCUXZRuRgVqCNQ5yC7qoW8mlYWjIr2Eutfl12DxeZgfqf9x8gALXOHub4sCuuMKBVyd3SQHhXQq/2y3JpmCuuNPL8qh+kp4UQGanl84Qgsdt/SkR37u1UGM8t3lLB4cgIhejX7yw2MiQ/m/DGxzB4aib9GydIPdmGxObli0iCEcLUIvbI+H2TQqb2XEL2aM4dFsS6n1lUUs7WYp3/IwmZ38sPBahb5kORrszrQKOX8+YKRBGpVOJyCZpOVl9flE6RVce9ZvnWJ//jpPr7cXU6oXk2D0cr8EdHcNS+N7w5U8cG2YvaWGXjm+2yC/FSUNrTxxrUTqWt1tWZ1/BfgikmD+O/GQn44VIWt/QvcbHNgtjl4e0sRAF/trejW0QIMjQ5kaHTvlHNaLXb0GiV/v2gUZ4+MxuEUXP7aFvfUHY1S7h7l+N2Bqi4dbUyQliaT7bjmzUYGaFl5Rwb7ywzMHxndq7R3B+eNjuWVdfkcqmzmkS8OMDjcv0eNZF+YbU5+abe91WJnb2lTlzZlpIYzMjaQAxXNXDohvkcnK3HikRztrxynU1DaYHIVMWXXsrOkEUdnwQilnCnJoWSkhjM9NYyRsUE0tlcQe6sN+VYf2l9mIMxfRWywH0OjA2g229xOtqbZzNrsGtKiArya+EsbTGRVNTMuIZjDlS1UNLVhtjk9CmJqWsy8ui4fnVrh4Wg7c2tmilso/2j++WM2uTWtPL9orFc7xJ8XjuKhz/cR6qcmRK/mfxsLCPFz7TF2nqzzU1Y1UYFaRsS6HMdfVx5iW2E9IFDK5Xy9t5LLJsZz1dREGo1W/DVKnrt8DLUtFnf03my2IYTg9SUTGB0f7HEd/7hkNJUGM4NC/dhWUI9erSRzZAQ2h5Pb39/F84vGeqRD/7kqm3e3FrNgZAz/XOTqf737zCH8bmoSwX4qn9kAm8NJbruoQ7CfinqjlQvHuUbTDYsJZFxCMP/8MYcLxsby0BcHANhW0MDLi8ezrbCBzE4ShB3V10arg89unY7RYmdKcigymYwHzxnKlvz6Xo1bazRa0aoUHu+3EIJPd7raea6eluS2+8U1uby2oQCA1fdmEqBVeoy2k8tkXDIujoOVzdzQjSDH8punsb2wgcnHUSwEvb+Z80Xn2c4We9c3r93h2meP47Nd5SSG+vmsO+hAr1Hy9R0ZtNkc0mSeUxTpXfkVUt9qcQlGtPe1Hj1Me3C4nlntRUzpUQGuqTLtj8nam8Z9YbTYkctkHl+MTqdrbui6nBrGxAczKz3Coxjqw+0lbM6v58GzvVsELHYn1c1m6lutnDc6BqPV4VV1GqxTM2dYJOmRXX+pyeUyOizIr20lplMPrEalaJ+a41rbbLaxt7SJjNRwxieGkBLpT7XBQl2rhW/2VaJWyqluMfP13koeP384SWF6nvk+G7VKzorbXRNSShtMAIxLCEEll/NTVg1jBwVz63s7ya5uYVCIH0umJXpEVZ/vLOOtzUXsLmnijWsnuY8LIfh0Vxmvrsvnj2cPZcGoGLY/Mg+Dycak/1uNUi6jpMHkVhBqMFqJDtThcArkcplb8UilkHdbGfvt/koOVDQjA764dTpyhdwjEps9JJLZ7QPsLXYnZY1tzB8RjU6t8ErtdlQhJ4b5eUWtt2SmeO1T1rZY0GsUHl/y63NquW7ZdoJ0Klbdm+nektiSX88fPt0HuIQkOnopO8RJVAoZeo3CJXQwazDrc2qZkRrGZRMH9So6DtKpfO7vnkhevHIcr63PZ1hMoMcNTF959rIxPHD2UEL06h63WmQymeRkT2Gkd+ZXgN3hdAtGrM+pZV+5gc4Bnp9awfQU16zWzLQIjz5Ck9WOwylQKeRuaUS5XEarxY7F5iBAq3JHFQfKm1DI5UxMOhINyOUy5gyJpNpgoaC2leRwvUeBR1yIjgmJIT5bdpxOwZb8elrMdqYMDvOZglMr5dw8K4Uqg5m/fXOIM4dFdVlZWVJv4qnvsgjVq7lycgJjBgV7iTw890M2ZY1t2J2CIJ2KJpONZrONZ77L5oGzh+KvVbKntAmlXIafWkGEv0sFqnMB1LOXjyGnuoVZaRHIZDKWxQXx569co9RsdieFda7h7eeNjqXFbGNncSNzhkayr8zgtR/4+oYC9zDwHw5UudPTQX4q/rVoLK0WOynt+8JWu5O5z62j1WLH7hB8vquMs4ZH8dDn+xHC5fiTu9jf06kVBOlUjIwNxF+r6la79toZ3Us0KuQyn+PtfLH6UDU3vfMLIXo1P92X6b4J21PiEjVpNNkorje5HW2wnxq5zCXm0HlW8E0zBzMsJpD4EB3h/houe3Uzu0qaePKiUcdUbXwyGRYTyAtXjDvu88hkMikNfJpwSjral19+mWeeeYaqqirGjBnDiy++yOTJk7tc/8knn/Doo49SVFREWloaTz31FAsWLHA/LoTg8ccf57///S9NTU3MmDGDV155hbS0nosbThZVBjMb2ntaN+bWutVsOui4W85Mj2BCYkiXlZhd3eUeqjCQW93K8NhAxiWEsLukkayqFq/eTQClQs78EVEcqmwmqtMfvtXupNFkY3CEv++xdDLXEIEh0a5otaMw6+ppiV536HWtFppMNoobTF062qggDcnhevaWNvHcj9k8e9kYry+ihWPj+GxXGeMGBfPgZ/uxO5zIZZBV08LwuEACtSpGxgVxVfswgFWHqtlb1oTV7mRxu9D+0WnDXcWNbC2oJ0CnYvNDc/l8VxmTk13X+PiKg6zNruH3mSn8c9FYr2vWKOU4hWtSUWfdZsCrJ1omc0V5MmQMjfFHr1YyITGEsYNcs3hjuhBgbzJZuf39XdgcgmtnJPe7QHx37C83IHBF4pUGs9vRXj0tkeoWM7FBWsYnBLvXD48N5Pu7Z9FqsXtsNcjlMvcEnZzqFnYUudLGH/1S+qtztBISR3PKOdqPPvqIe++9l1dffZUpU6bwwgsvMH/+fLKzs4mMjPRav3nzZq688kqefPJJzjvvPD744AMuvPBCdu3axciRLrm8p59+mn//+9+8/fbbJCcn8+ijjzJ//nwOHTqEVntq3DFa7A5+KWp077Vmt++3dRCkUzEzLZzM9AhmpUd4OLy+klfjKkwaFKpz68tGBmoZGh3I4HA9G3Nr0akUHpFtZKDWy6mplXJSIvRu2b2jSY8K4LlOzufHg9UYLTbya1u90oAj44L424Uju50jq1EqeGjBMH44WMX+MoPPCukJiSGMigvi+dU5zEwLR6mQkZkeicXu8DkBJz3KnwCtipndpPhmpoVz2+xUt8PrXMA0ISmEjXl1jIz1XRh07Yxkl4POq2NRDw5DpZCz5r5M2qwOj9/157fN6PZ5aqWcQK2qfXpP3wfbHw/Xz0im2WwjMdS1f99BiF7N/100yudzetr7TInw56zhUWwvauD6HqJvCYlfA6fcPNopU6YwadIkXnrpJQCcTieDBg3ijjvu4MEHH/Rav2jRIoxGIytXrnQfmzp1KmPHjuXVV19FCEFsbCz33Xcf999/PwAGg4GoqCjeeustrrjiih6vaaDm0RbXG92OdXN+PW02T8GIMfHBrqi1XTCivzRJSxtMlDaamJDoKZ3YwQfbignUqjhvjO/KzmPFaLGTXd3S7eST/mB/mYEHPtuHXqPgk1um9/yE04AWsw2T1XFcN2ASEhI986ufR2u1Wtm5cycPPfSQ+5hcLmfevHls2bLF53O2bNnCvffe63Fs/vz5fPnllwAUFhZSVVXFvHnz3I8HBQUxZcoUtmzZ0itH21+YrHa2FtS791qL6k0ej0cEaNzp4IzUcC+t0/5iUKhflzNBAXcKtb/Ra5QD7mQBRsYFckNGspdu7+lMgFblFgyRkJA4tTilHG1dXR0Oh4OoKM+qwaioKLKysnw+p6qqyuf6qqoq9+Mdx7paczQWiwWL5UhfYXNzs891PSGEIKe61b3Xur2wwd1YDq5h2hOTQshMd4nzD4sJOKnj704XZDLZMc2SlZCQkBgITilHe6rw5JNP8uc///mYnmtos7GpvfVmfU4tVe0TOTqIC9ZxxhBX1DotJUyKQiQkJCROc04pRxseHo5CoaC6utrjeHV1NdHRvmXcoqOju13f8d/q6mpiYmI81owdO9bnOR966CGPdHRzczODBvkuZHE6BQcqDG7Huru0yUMwQqOUM3VwmHuvdXC4XopaJSQkJH5DnFKOVq1WM2HCBNasWcOFF14IuIqh1qxZw9KlS30+Z9q0aaxZs4a7777bfWzVqlVMm+bSMk1OTiY6Opo1a9a4HWtzczPbtm3j1ltv9XlOjUaDRtP1BIy6Vgsbc2vbBSPqaDB6CkakRvq791onJ4d2W0krISEhIXF6c0o5WoB7772Xa665hokTJzJ58mReeOEFjEYj1113HQBXX301cXFxPPnkkwDcddddZGZm8txzz3HuueeyfPlyfvnlF15//XXAtV93991387e//Y20tDR3e09sbKzbmfeWf6/OZVt5G/vLPWc4+muUzEgNIzM9klnp4R6i+hISEhISv21OOUe7aNEiamtreeyxx6iqqmLs2LF8//337mKmkpIS5PIjYgfTp0/ngw8+4E9/+hMPP/wwaWlpfPnll+4eWoA//vGPGI1Gbr75ZpqamsjIyOD777/vcw/t6xsLkGtcTnRE7BHBiPGJIT1KpElISEhI/DY55fpoT0U6+qZ+/78NnDk2mZnp4d3Oh5SQkJCQOD351ffRnuo8fdmYfhWskJCQkJA4/ZHynRISEhISEgOI5GglJCQkJCQGEMnRSkhISEhIDCCSo5WQkJCQkBhAJEcrISEhISExgEiOVkJCQkJCYgCRHK2EhISEhMQAIjlaCQkJCQmJAURytBISEhISEgOIpAzVCzpUKo91ALyEhISExOlBhx/oi3qx5Gh7QUtLC0CXM2klJCQkJH5btLS0EBQU1Ku10lCBXuB0OqmoqCAgIOC4hrZ3DJAvLS09bTWTJRtPD34LNsJvw07Jxv5FCEFLSwuxsbEek+S6Q4poe4FcLic+Pr7fzhcYGHjafuA7kGw8Pfgt2Ai/DTslG/uP3kayHUjFUBISEhISEgOI5GglJCQkJCQGEMnRnkA0Gg2PP/44Go3mZF/KgCHZeHrwW7ARfht2SjaefKRiKAkJCQkJiQFEimglJCQkJCQGEMnRSkhISEhIDCCSo5WQkJCQkBhAJEcrISEhISExgEiO9jh4+eWXSUpKQqvVMmXKFLZv397t+k8++YShQ4ei1WoZNWoU3377rcfjQggee+wxYmJi0Ol0zJs3j9zc3IE0oVf0p502m40HHniAUaNGodfriY2N5eqrr6aiomKgzeiW/n4vO3PLLbcgk8l44YUX+vmq+8ZA2Hj48GEWLlxIUFAQer2eSZMmUVJSMlAm9Eh/29ja2srSpUuJj49Hp9MxfPhwXn311YE0oUf6YuPBgwe55JJLSEpK6vYz2Nff20DT3zY++eSTTJo0iYCAACIjI7nwwgvJzs4eQAuOQkgcE8uXLxdqtVq8+eab4uDBg+Kmm24SwcHBorq62uf6TZs2CYVCIZ5++mlx6NAh8ac//UmoVCqxf/9+95p//OMfIigoSHz55Zdi7969YuHChSI5OVm0tbWdKLO86G87m5qaxLx588RHH30ksrKyxJYtW8TkyZPFhAkTTqRZHgzEe9nB559/LsaMGSNiY2PF888/P8CWdM1A2JiXlydCQ0PFH/7wB7Fr1y6Rl5cnVqxY0eU5B5qBsPGmm24SKSkpYu3ataKwsFC89tprQqFQiBUrVpwoszzoq43bt28X999/v/jwww9FdHS0z89gX8850AyEjfPnzxfLli0TBw4cEHv27BELFiwQCQkJorW1dYCtcSE52mNk8uTJ4vbbb3f/2+FwiNjYWPHkk0/6XH/55ZeLc8891+PYlClTxO9//3shhBBOp1NER0eLZ555xv14U1OT0Gg04sMPPxwAC3pHf9vpi+3btwtAFBcX989F95GBsrGsrEzExcWJAwcOiMTExJPqaAfCxkWLFomrrrpqYC74GBgIG0eMGCH+8pe/eKwZP368eOSRR/rxyntPX23sTFefweM550AwEDYeTU1NjQDE+vXrj+dSe42UOj4GrFYrO3fuZN68ee5jcrmcefPmsWXLFp/P2bJli8d6gPnz57vXFxYWUlVV5bEmKCiIKVOmdHnOgWYg7PSFwWBAJpMRHBzcL9fdFwbKRqfTyZIlS/jDH/7AiBEjBubie8lA2Oh0Ovnmm29IT09n/vz5REZGMmXKFL788ssBs6M7Bup9nD59Ol999RXl5eUIIVi7di05OTmcddZZA2NINxyLjSfjnMfDiboeg8EAQGhoaL+dszskR3sM1NXV4XA4iIqK8jgeFRVFVVWVz+dUVVV1u77jv30550AzEHYejdls5oEHHuDKK688KYLnA2XjU089hVKp5M477+z/i+4jA2FjTU0Nra2t/OMf/+Dss8/mxx9/5KKLLuLiiy9m/fr1A2NINwzU+/jiiy8yfPhw4uPjUavVnH322bz88svMmjWr/43ogWOx8WSc83g4EdfjdDq5++67mTFjBiNHjuyXc/aENL1H4qRhs9m4/PLLEULwyiuvnOzL6Td27tzJv/71L3bt2nVcYxVPZZxOJwAXXHAB99xzDwBjx45l8+bNvPrqq2RmZp7My+s3XnzxRbZu3cpXX31FYmIiGzZs4Pbbbyc2NtYrGpb4dXD77bdz4MABfv755xP2mlJEewyEh4ejUCiorq72OF5dXU10dLTP50RHR3e7vuO/fTnnQDMQdnbQ4WSLi4tZtWrVSRvfNRA2bty4kZqaGhISElAqlSiVSoqLi7nvvvtISkoaEDu6YyBsDA8PR6lUMnz4cI81w4YNOylVxwNhY1tbGw8//DD//Oc/Of/88xk9ejRLly5l0aJFPPvsswNjSDcci40n45zHw0Bfz9KlS1m5ciVr167t19GnPSE52mNArVYzYcIE1qxZ4z7mdDpZs2YN06ZN8/mcadOmeawHWLVqlXt9cnIy0dHRHmuam5vZtm1bl+ccaAbCTjjiZHNzc1m9ejVhYWEDY0AvGAgblyxZwr59+9izZ4/7JzY2lj/84Q/88MMPA2dMFwyEjWq1mkmTJnm1SOTk5JCYmNjPFvTMQNhos9mw2Wxew70VCoU7oj+RHIuNJ+Ocx8NAXY8QgqVLl/LFF1/w008/kZyc3B+X26cLkDgGli9fLjQajXjrrbfEoUOHxM033yyCg4NFVVWVEEKIJUuWiAcffNC9ftOmTUKpVIpnn31WHD58WDz++OM+23uCg4PFihUrxL59+8QFF1xwSrT39KedVqtVLFy4UMTHx4s9e/aIyspK94/FYjktbPTFya46HggbP//8c6FSqcTrr78ucnNzxYsvvigUCoXYuHHjCbdPiIGxMTMzU4wYMUKsXbtWFBQUiGXLlgmtViv+85//nHD7hOi7jRaLRezevVvs3r1bxMTEiPvvv1/s3r1b5Obm9vqcJ5qBsPHWW28VQUFBYt26dR7fOSaT6YTYJDna4+DFF18UCQkJQq1Wi8mTJ4utW7e6H8vMzBTXXHONx/qPP/5YpKenC7VaLUaMGCG++eYbj8edTqd49NFHRVRUlNBoNGLu3LkiOzv7RJjSLf1pZ2FhoQB8/qxdu/YEWeRNf7+XR3OyHa0QA2PjG2+8IVJTU4VWqxVjxowRX3755UCb0S39bWNlZaW49tprRWxsrNBqtWLIkCHiueeeE06n80SY45O+2NjV31tmZmavz3ky6G8bu/rOWbZs2QmxRxqTJyEhISEhMYBIe7QSEhISEhIDiORoJSQkJCQkBhDJ0UpISEhISAwgkqOVkJCQkJAYQCRHKyEhISEhMYBIjlZCQkJCQmIAkRythISEhITEACI5WgkJCQkJiQFEcrQSEieQJ554AplMRlFR0cm+lN8c11577Wk7TUni1EZytBISPli3bh0ymczjx9/fn/Hjx/P8889jt9tP9iW6SUpK8rrWzj/vvfceb731VrdrOv9kZGQQExNDZGQkNputy9ctKChALpd7DUE3mUz85S9/YcSIEeh0OkJDQ5k2bRpffPHFcdn5yiuvIJPJCAwMxGQy+Vzz1ltv8cILLxzX60hI9DfSPFoJiW648sorWbBgAUIIqqqqeOedd7j33ns5fPgwr7/++sm+PDfx8fE8+eSTPh+bMWMGQgjeffddj+N///vfycrK8joeFRXFmjVreOqpp1i5ciUXXXSRz/O+9dZbCCG4/vrr3ccaGxuZO3cuubm5XHfdddx7770YjUYOHz5McXHxcdn4xhtvkJKSQn5+Pp988gnXXHONz2sqKiri7rvvPq7XkpDoV06IorKExK+MtWvXCkA888wzHsdbW1tFfHy8kMlkoqamps/nffzxxwUgCgsL++lKXQMLRowY0efnZWZmiq6+ArKzswUgzj//fJ+POxwOkZCQIEJDQ4XZbHYfv+qqq0RAQIA4ePBgn6+nO/bs2SMA8c4774hx48aJWbNm+VyXmZkpEhMTfT52zTXXdGmvhMRAIqWOJST6gF6vZ+rUqQghyM/Pdx+vrKzk1ltvJSEhAbVaTWxsLDfffDM1NTU+z2OxWHj44YeJj49Ho9EwZswYvv322xNlRo+kp6czc+ZMvvvuO6qqqrweX7NmDSUlJSxevBiNRgNAUVERH3zwATfddBPDhw/H4XDQ2traL9fzxhtv4O/vz8UXX8y1117Lhg0byMvL81iTlJTE+vXrKS4u9kiFr1u3rsvzZmVlcdtttzFixAgCAgLw8/NjwoQJ/O9///Na29DQwD333ENKSgparZawsDAmTJjAM8880y82Spy+SI5WQqKPdDjY0NBQAEpKSpg4cSKffvopixcv5uWXX2bJkiUsX76cGTNmYDAYvM5xzTXXsHHjRu6//37++te/Ultby4UXXnjMRVIOh4O6ujqfP+IYB3Rdf/312O12r9QywLJlywC44YYb3Me+//57nE4nw4cPZ8mSJfj5+REQEEB8fDzPP//8MV0DuG5K3n//fS699FL0ej2LFy9GpVLx5ptveqx74YUXGDp0KOHh4bz77rvun2HDhnV57nXr1rFhwwbOO+88nnnmGf7617+iUqm46aabvFLxl112GS+99BILFizgxRdf5PHHH2fy5MndOnIJCUDKo0hI+KIjdfznP/9Z1NbWipqaGrFv3z5x2223CUBMnjzZvXbhwoUiIiJClJaWepxjx44dQqFQiMcff9x9rCN1fO6553rMNN2+fbsAPAZa95bExMQu520Cora21ufzuksdC+FKkwcEBIhhw4Z5HG9sbBRarVaMGzfO4/jdd98tABERESGGDRsm3nzzTfHee++JjIwMAYjHHnusz7YJ4RoEzlHzii+88EIRGxsr7Ha7l019SR23trZ6rXM4HCIzM1MEBgYKq9UqhBCiqalJAOLWW289JhskfttIEa2ERDc8/vjjREREEBkZyejRo/nPf/7DxRdfzIoVKwAwGAysXLmShQsXotVqPSLJpKQkUlNT+fHHH73Oe9ddd3m0mkyaNAl/f39yc3OP6TqTkpJYtWqVz5+goKBjOqder+eKK67g8OHDbNu2zX18+fLlmM1mj2gWoKWlBQCr1crGjRu57rrr+N3vfsdPP/1EamoqTz/9NI2NjX2+jjfeeIOkpCQyMzPdx6699loqKir4/vvvj8m2DvR6vfv/zWYz9fX1NDQ0cNZZZ9Hc3ExWVhYAOp0OjUbDtm3bpNYsiT4jOVoJiW64+eabWbVqFd9++y1PPfUUoaGhlJWVodVqAcjOzsbpdPLGG28QERHh9ZOdnU11dbXXeQcPHux1LCwsjPr6+mO6Tr1ez7x583z+qFSqYzonHEkNd07Tvvnmm2i1WhYvXuyxVqfTAXDeeecRFhbmPq5SqVi8eDFms5mtW7f26fWLi4tZs2YNZ511Fvn5+eTl5ZGXl0d6ejoBAQG88cYbx2oaAK2trdx///0kJCSg0+kIDw8nIiKCRx55BMB9Y6BWq3nhhRc4cOAAycnJjBgxgjvuuIM1a9Yc1+tL/DaQ2nskJLohLS2NefPmAXDOOeeQkZFBRkYGt9xyC8uXL3fvf1511VU+203giAPqjEKh8LlWHON+6kAxZcoURowYwUcffcQLL7xAQUEBO3bs4MorryQkJMRjbXx8PADR0dFe54mJiQHoc0S7bNkynE4nr7/+us92qpUrV1JbW0tERESfztvB4sWLWblyJTfffDOzZs0iLCwMhULBt99+y/PPP4/T6XSvveWWW7jgggv45ptvWL9+PZ9++ikvvfQSixYtYvny5cf0+hK/DSRHKyHRB6ZPn86SJUt45513uPPOOxkyZAgymQyr1ep2yKcb119/Pffddx+ff/45u3fvdh87msmTJwNQVlbm9VjHscjIyF6/rhCCt956i7Fjx7ojzM5UVVVxxx138M4773DfffcB9En5qampiZUrV7JkyRJeffVVj8dWr17t8zkxMTHceOON3HjjjTgcDpYsWcKHH37Ifffdx6RJk3r92hK/LaTUsYREH3n00UdRKBQ89thjhIWFsWDBAj7//HOfaVEhBLW1tSfhKvuPJUuWoFKpeP3113nvvfdISkpi7ty5XutmzZpFYmIiX3/9NeXl5e7jRqORd955h+DgYKZNm9br1129ejXFxcUsWbKESy+91Otn6dKlJCUleaS1/f39aWxs7FVmoCOrcPTayspKr/Yek8nkpUalUCgYPXo04Gr9kZDoCimilZDoI6mpqVxxxRW8//77bNy4kVdeeYWMjAxmzZrF1Vdfzbhx43A6nRQUFLBixQquvvpqnnjiiQG9JoPBwHvvvefzsVGjRjFmzJhjPndERAQLFy7ks88+A47oNR+NQqHgP//5DwsXLmTatGncdtttqNVqli1bRmlpKW+88YZH8VFPdOy/XnzxxV2uueSSS3juuefYunUrU6dOZerUqaxcuZKlS5cyffp0FAoFc+bM8RlJBwQEcNZZZ/Hee++h0+mYNGkSxcXFvPbaayQnJ3vsl+fk5JCZmclFF13EyJEjCQkJ4fDhw7zyyiskJyczc+bMXtsl8RvkZJY8S0icqnSlDNXBoUOHhFwuF2eccYYQQoja2lpx//33i7S0NKHRaERQUJAYOXKkuPPOOz1UkrpThkpMTBSZmZl9vtae2nseeeQRn8/rqb2nM99++60AhFwuF0VFRd2uXbdunZg9e7bw9/cXOp1OTJ8+XXz11Vd9sqm+vl5oNBoxfvz4btdt3rxZAOKmm24SQghhNBrF9ddfLyIjI4VcLvdoC/LV3lNbWytuuOEGERMTIzQajRg5cqR4/fXXxbJlyzyeW1dXJ+6++24xZswYERQUJLRarUhJSRF33XWXqKio6JNtEr89ZEKcYtUXEhISEhISpxHSHq2EhISEhMQAIu3RSkicgtTW1uJwOLpd4+/vj7+//wm6ov7DYDDQ1tbW7Rq1Wu2WuJSQ+LUjpY4lJE5BkpKSehwr9/jjjw94kdVAcO211/L22293uyYzM1PSEJY4bZAcrYTEKcimTZt6jPoGDx7sU2HqVOfQoUNUVFR0uyYkJIQJEyacoCuSkBhYJEcrISEhISExgEjFUBISEhISEgOI5GglJCQkJCQGEMnRSkhISEhIDCCSo5WQkJCQkBhAJEcrISEhISExgEiOVkJCQkJCYgCRHK2EhISEhMQAIjlaCQkJCQmJAeT/Ab0y/rToMU5OAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_1 = 'Reh_ETV6_Atlas'\n",
    "model_2 = 'Reh_DMSO_RUNX1'\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "create_pairwise_affinities_scatter_plot(model_1, model_2, ax, \n",
    "                                        point_size_scale_residual=1000, \n",
    "                                        label_points_residual_percentile=99)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "3ff5a670",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T20:14:25.086716Z",
     "start_time": "2026-04-27T20:13:51.253259Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x1000 with 24 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(4, 6, figsize=(20, 10))\n",
    "for row, model_1 in enumerate(native_ER_models):\n",
    "    for col, model_2 in enumerate(fusion_ER_models):\n",
    "        create_pairwise_affinities_scatter_plot(model_2, model_1, axs[row, col], \n",
    "                                                point_size_scale_residual=1000, \n",
    "                                                label_points_residual_percentile=99)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "0a22d1e9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T20:15:09.449631Z",
     "start_time": "2026-04-27T20:15:09.349057Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TGTCGTTTGGTGGT    4.582018\n",
       "TGTCGTTTCGTGGT    3.548844\n",
       "TGTCGTTTTGTGGC    3.356931\n",
       "TGTCGGTTTGTGGT    3.330381\n",
       "TGTGGTTTCGTGGC    3.327318\n",
       "TGTGGTTTCGTGAT    3.070783\n",
       "TGTGGTTTCGTCGT    2.977466\n",
       "TGTCGTTTAGTGGT    2.908946\n",
       "TGTTGTTTGGTGGT    2.893722\n",
       "TGTCGTTTTGTCGT    2.801995\n",
       "Name: Reh_HPA, dtype: float32"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = 'Reh_HPA'\n",
    "background_models = native_ER_models\n",
    "differential_affinity_motifs = calculate_differential_affinity_motifs(model, background_models, \n",
    "                                                                      motif_affinities_df)\n",
    "differential_affinity_motifs.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "6f41336d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T20:15:20.759369Z",
     "start_time": "2026-04-27T20:15:20.700046Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TGCGGTTTTGCGGT    9.969938\n",
       "TGTGGTTTTGCGGT    7.033401\n",
       "TGCGGTTTTGTGGT    5.721265\n",
       "TGTGGTCTTGCGGT    5.658058\n",
       "TGTGGTTATGCGGT    4.968142\n",
       "TGCGGTTTCGTGGT    4.734181\n",
       "TGCGGTCTTGTGGT    4.562940\n",
       "TGCGGTTATGTGGT    4.509141\n",
       "TGTGGTTTCGCGGT    4.481596\n",
       "TGTGGTTGTGCGGT    4.054692\n",
       "Name: Reh_RUNX1_B, dtype: float32"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = 'Reh_RUNX1_B'\n",
    "background_models = fusion_ER_models\n",
    "differential_affinity_motifs = calculate_differential_affinity_motifs(model, background_models, \n",
    "                                                                      motif_affinities_df)\n",
    "differential_affinity_motifs.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "9d1eb66d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T20:22:24.678003Z",
     "start_time": "2026-04-27T20:22:24.440977Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"6\" halign=\"left\">ETV6-RUNX1 models</th>\n",
       "      <th colspan=\"4\" halign=\"left\">Native RUNX1 models</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Reh_HPA (score)</th>\n",
       "      <th>Reh_PAS (score)</th>\n",
       "      <th>Reh_DMSO_HPA (score)</th>\n",
       "      <th>REH_ETV6-RUNX1_rep2 (score)</th>\n",
       "      <th>Reh_ETV6_Atlas (score)</th>\n",
       "      <th>Nalm6_ETV6-RUNX1_V5_B (score)</th>\n",
       "      <th>Reh_DMSO_RUNX1 (score)</th>\n",
       "      <th>Reh_RUNX1_B (score)</th>\n",
       "      <th>REH_RUNX1_rep2 (score)</th>\n",
       "      <th>Nalm6_RUNX1 (score)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rank</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>0</th>\n",
       "      <td>TGTCGTTTGGTGGT (4.58)</td>\n",
       "      <td>AGTCGTTTTGTGGT (3.54)</td>\n",
       "      <td>TGTGGTTTCGTGTT (3.26)</td>\n",
       "      <td>TGTGGCTTTGAGGT (3.4)</td>\n",
       "      <td>TGTGGGTTTTTGGT (2.89)</td>\n",
       "      <td>TGTGGTTTTGCGCT (3.31)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGGT</span>TT<span style=\"background-color: yellow;\">TGCGGT</span> (9.54)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGGT</span>TT<span style=\"background-color: yellow;\">TGCGGT</span> (9.97)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGGT</span>TT<span style=\"background-color: yellow;\">TGCGGT</span> (3.84)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGGT</span>TTTGGGGT (4.44)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TGTCGTTTCGTGGT (3.55)</td>\n",
       "      <td>AGTGGTTTTGTCGT (3.43)</td>\n",
       "      <td>TGTGGCTTTGAGGT (2.76)</td>\n",
       "      <td>GGTGGTTTGGTGGT (3.35)</td>\n",
       "      <td>GGTGGTTTTTTGGT (2.89)</td>\n",
       "      <td>TGTGGTTTTGTGCA (3.07)</td>\n",
       "      <td>TGTGGTTT<span style=\"background-color: yellow;\">TGCGGT</span> (6.73)</td>\n",
       "      <td>TGTGGTTT<span style=\"background-color: yellow;\">TGCGGT</span> (7.03)</td>\n",
       "      <td>TGTGGTTT<span style=\"background-color: yellow;\">TGCGGT</span> (3.24)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGGT</span>TTTGTAGT (4.12)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>TGTCGTTTTGTGGC (3.36)</td>\n",
       "      <td>TGTCGTTTTGTGGT (3.2)</td>\n",
       "      <td>TGAGGTTTAGTGGT (2.68)</td>\n",
       "      <td>TGTGGTTTGGCGGT (3.1)</td>\n",
       "      <td>TGTGGTTTTGGGTT (2.71)</td>\n",
       "      <td>GGTGGTTTGGTGGT (3.06)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGGT</span>TTTGTGGT (5.2)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGGT</span>TTTGTGGT (5.72)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGGT</span>TTTGTGGT (2.95)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGGT</span>TTTGTGAT (3.79)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TGTCGGTTTGTGGT (3.33)</td>\n",
       "      <td>TGTCGTTTTGTCGT (3.16)</td>\n",
       "      <td>TGTGGTTTCCTGGT (2.62)</td>\n",
       "      <td>TGCGATTTTGTGGT (3.07)</td>\n",
       "      <td>TGTGGTTTTTGGGT (2.69)</td>\n",
       "      <td>TGTGGTTTGGCGGT (2.56)</td>\n",
       "      <td>TGTGGTCT<span style=\"background-color: yellow;\">TGCGGT</span> (5.11)</td>\n",
       "      <td>TGTGGTCT<span style=\"background-color: yellow;\">TGCGGT</span> (5.66)</td>\n",
       "      <td>TGTGGTCT<span style=\"background-color: yellow;\">TGCGGT</span> (2.69)</td>\n",
       "      <td>TGTGGTTTTGGGGG (3.67)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>TGTGGTTTCGTGGC (3.33)</td>\n",
       "      <td>TGTCGCTTTGTGGT (2.92)</td>\n",
       "      <td>GGTGGTTTTGTGTT (2.47)</td>\n",
       "      <td>TGTGGTTTGGAGGT (3.01)</td>\n",
       "      <td>TGGGGTTTTGGGGT (2.56)</td>\n",
       "      <td>GGTGGTTTAGTGGT (2.56)</td>\n",
       "      <td>TGTGGTTA<span style=\"background-color: yellow;\">TGCGGT</span> (5.01)</td>\n",
       "      <td>TGTGGTTA<span style=\"background-color: yellow;\">TGCGGT</span> (4.97)</td>\n",
       "      <td>TGTGGTCATGTGGT (2.63)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGGT</span>TTTGTGGA (3.6)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>TGTGGTTTCGTGAT (3.07)</td>\n",
       "      <td>TGTCGTTTAGTGGT (2.9)</td>\n",
       "      <td>TGTGGTTTTGAGTT (2.46)</td>\n",
       "      <td>TGTGGTTTAGAGGT (2.75)</td>\n",
       "      <td>TGTGGTTTGTTGGT (2.53)</td>\n",
       "      <td>GGTGGTTT<span style=\"background-color: yellow;\">TGCGGT</span> (2.51)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGGT</span>TATGTGGT (4.27)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGGT</span>TTCGTGGT (4.73)</td>\n",
       "      <td>TGTGGTCTTGTTGT (2.61)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGGT</span>TTTGTTGT (3.41)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>TGTGGTTTCGTCGT (2.98)</td>\n",
       "      <td>AGTGGCTTTGTGGT (2.88)</td>\n",
       "      <td>TGTGCCTTTGTGGT (2.4)</td>\n",
       "      <td>TGTGGTTTTGCGAT (2.73)</td>\n",
       "      <td>TGGGGGTTTGTGGT (2.49)</td>\n",
       "      <td>GGTGGTTTTGTGGC (2.4)</td>\n",
       "      <td>TGTGGTTC<span style=\"background-color: yellow;\">TGCGGT</span> (4.26)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGGT</span>CTTGTGGT (4.56)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGGT</span>TTTGGGGT (2.51)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGGT</span>TTTGTGTT (2.9)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>TGTCGTTTAGTGGT (2.91)</td>\n",
       "      <td>GGTGGTTTTGTCGT (2.83)</td>\n",
       "      <td>TGTGGCTT<span style=\"background-color: yellow;\">TGCGGT</span> (2.32)</td>\n",
       "      <td>GGTGGTTTTGAGGT (2.72)</td>\n",
       "      <td>TGTCGGTTTGTGGT (2.49)</td>\n",
       "      <td>GGTGGTTTTGAGGT (2.37)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGGT</span>CTTGTGGT (4.24)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGGT</span>TATGTGGT (4.51)</td>\n",
       "      <td>TGTGGTTTTACGGT (2.39)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGGT</span>TTTGTGGG (2.72)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>TGTTGTTTGGTGGT (2.89)</td>\n",
       "      <td>TGTCGGTTTGTGGT (2.82)</td>\n",
       "      <td>AGTGGTTTTGTGTT (2.3)</td>\n",
       "      <td>TGTGGTTTTGTCTT (2.71)</td>\n",
       "      <td>TGGGGTTTTTTGGT (2.45)</td>\n",
       "      <td>TGTGGTTTAGTGCT (2.37)</td>\n",
       "      <td>TGTGGTTTCGCGGT (4.08)</td>\n",
       "      <td>TGTGGTTTCGCGGT (4.48)</td>\n",
       "      <td>TGTGGTTTTGTGGT (2.3)</td>\n",
       "      <td><span style=\"background-color: yellow;\">TGCGGT</span>TTTGTGCT (2.71)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>TGTCGTTTTGTCGT (2.8)</td>\n",
       "      <td>TGTCGTTTTGTGGC (2.72)</td>\n",
       "      <td>TGAGGTTTTGTGTT (2.27)</td>\n",
       "      <td>TGAGGTTTTGAGGT (2.65)</td>\n",
       "      <td>GGTGGTTTTGGGGT (2.39)</td>\n",
       "      <td>TGTGGTTTTGCGTT (2.34)</td>\n",
       "      <td>TGTGGTTTGGCGGT (3.83)</td>\n",
       "      <td>TGTGGTTG<span style=\"background-color: yellow;\">TGCGGT</span> (4.05)</td>\n",
       "      <td>TGTGGTGTTGGGGT (2.18)</td>\n",
       "      <td>TGTGATTT<span style=\"background-color: yellow;\">TGCGGT</span> (2.7)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_diff_affinity_motifs_df = pd.DataFrame()\n",
    "for model in fusion_ER_models:\n",
    "    differential_affinity_motifs = calculate_differential_affinity_motifs(model, native_ER_models, \n",
    "                                                                          motif_affinities_df)\n",
    "    differential_affinity_motifs = (differential_affinity_motifs.index + ' (' + \n",
    "                                    differential_affinity_motifs.round(2).values.astype(str) + ')')\n",
    "    model_diff_affinity_motifs_df[model] = differential_affinity_motifs\n",
    "    \n",
    "for model in native_ER_models:\n",
    "    differential_affinity_motifs = calculate_differential_affinity_motifs(model, fusion_ER_models, \n",
    "                                                                          motif_affinities_df)\n",
    "    differential_affinity_motifs = (differential_affinity_motifs.index + ' (' + \n",
    "                                    differential_affinity_motifs.round(2).values.astype(str) + ')')\n",
    "    model_diff_affinity_motifs_df[model] = differential_affinity_motifs\n",
    "\n",
    "multi_index_columns = pd.MultiIndex.from_tuples(\n",
    "    [('ETV6-RUNX1 models', model + ' (score)') for model in fusion_ER_models] + \n",
    "    [('Native RUNX1 models', model + ' (score)') for model in native_ER_models]\n",
    ")\n",
    "model_diff_affinity_motifs_df.columns = multi_index_columns\n",
    "model_diff_affinity_motifs_df.index.name = 'Rank'\n",
    "\n",
    "motifs_to_highlight = ['TGCGGT']\n",
    "highlight_motifs_in_dataframe(model_diff_affinity_motifs_df.head(10), motifs_to_highlight)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "1ee0e896",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T20:22:32.047602Z",
     "start_time": "2026-04-27T20:22:31.816659Z"
    },
    "hidden": true
   },
   "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>Reh_HPA</th>\n",
       "      <th>Reh_PAS</th>\n",
       "      <th>Reh_DMSO_HPA</th>\n",
       "      <th>REH_ETV6-RUNX1_rep2</th>\n",
       "      <th>Reh_ETV6_Atlas</th>\n",
       "      <th>Nalm6_ETV6-RUNX1_V5_B</th>\n",
       "      <th>Reh_DMSO_RUNX1</th>\n",
       "      <th>Reh_RUNX1_B</th>\n",
       "      <th>REH_RUNX1_rep2</th>\n",
       "      <th>Nalm6_RUNX1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rank</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>0</th>\n",
       "      <td>TGTCGTTTGGTGGT</td>\n",
       "      <td>AGTCGTTTTGTGGT</td>\n",
       "      <td>TGTGGTTTCGTGTT</td>\n",
       "      <td>TGTGGCTTTGAGGT</td>\n",
       "      <td>TGTGGGTTTTTGGT</td>\n",
       "      <td>TGTGGTTTTGCGCT</td>\n",
       "      <td>TGCGGTTTTGCGGT</td>\n",
       "      <td>TGCGGTTTTGCGGT</td>\n",
       "      <td>TGCGGTTTTGCGGT</td>\n",
       "      <td>TGCGGTTTTGGGGT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TGTCGTTTCGTGGT</td>\n",
       "      <td>AGTGGTTTTGTCGT</td>\n",
       "      <td>TGTGGCTTTGAGGT</td>\n",
       "      <td>GGTGGTTTGGTGGT</td>\n",
       "      <td>GGTGGTTTTTTGGT</td>\n",
       "      <td>TGTGGTTTTGTGCA</td>\n",
       "      <td>TGTGGTTTTGCGGT</td>\n",
       "      <td>TGTGGTTTTGCGGT</td>\n",
       "      <td>TGTGGTTTTGCGGT</td>\n",
       "      <td>TGCGGTTTTGTAGT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>TGTCGTTTTGTGGC</td>\n",
       "      <td>TGTCGTTTTGTGGT</td>\n",
       "      <td>TGAGGTTTAGTGGT</td>\n",
       "      <td>TGTGGTTTGGCGGT</td>\n",
       "      <td>TGTGGTTTTGGGTT</td>\n",
       "      <td>GGTGGTTTGGTGGT</td>\n",
       "      <td>TGCGGTTTTGTGGT</td>\n",
       "      <td>TGCGGTTTTGTGGT</td>\n",
       "      <td>TGCGGTTTTGTGGT</td>\n",
       "      <td>TGCGGTTTTGTGAT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TGTCGGTTTGTGGT</td>\n",
       "      <td>TGTCGTTTTGTCGT</td>\n",
       "      <td>TGTGGTTTCCTGGT</td>\n",
       "      <td>TGCGATTTTGTGGT</td>\n",
       "      <td>TGTGGTTTTTGGGT</td>\n",
       "      <td>TGTGGTTTGGCGGT</td>\n",
       "      <td>TGTGGTCTTGCGGT</td>\n",
       "      <td>TGTGGTCTTGCGGT</td>\n",
       "      <td>TGTGGTCTTGCGGT</td>\n",
       "      <td>TGTGGTTTTGGGGG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>TGTGGTTTCGTGGC</td>\n",
       "      <td>TGTCGCTTTGTGGT</td>\n",
       "      <td>GGTGGTTTTGTGTT</td>\n",
       "      <td>TGTGGTTTGGAGGT</td>\n",
       "      <td>TGGGGTTTTGGGGT</td>\n",
       "      <td>GGTGGTTTAGTGGT</td>\n",
       "      <td>TGTGGTTATGCGGT</td>\n",
       "      <td>TGTGGTTATGCGGT</td>\n",
       "      <td>TGTGGTCATGTGGT</td>\n",
       "      <td>TGCGGTTTTGTGGA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>857</th>\n",
       "      <td>TATGTTTTTGTGGT</td>\n",
       "      <td>TGTAATTTTGTGGT</td>\n",
       "      <td>CGTGGTTTTATGGT</td>\n",
       "      <td>TGTGGTTTTGGTGT</td>\n",
       "      <td>TGTGGATATGTGGT</td>\n",
       "      <td>TGTAGTTTTGGGGT</td>\n",
       "      <td>TGTGGGTTTGTGGC</td>\n",
       "      <td>GGTGGTTTTGAGGT</td>\n",
       "      <td>GGTGGTTTTGTGGC</td>\n",
       "      <td>TGTGGGTTGGTGGT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>858</th>\n",
       "      <td>TCTAGTTTTGTGGT</td>\n",
       "      <td>TGTGCTTTTTTGGT</td>\n",
       "      <td>TGTGGTTTTGGGGT</td>\n",
       "      <td>TGTGGGTTTGTGGT</td>\n",
       "      <td>TGTAGATTTGTGGT</td>\n",
       "      <td>TGTGGTTTTGGTGT</td>\n",
       "      <td>TGTGGTATAGTGGT</td>\n",
       "      <td>TGAGGTTTTGTGGC</td>\n",
       "      <td>TGTCGTTTAGTGGT</td>\n",
       "      <td>GGTGGTTTGGTGGT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>859</th>\n",
       "      <td>TTTGGATTTGTGGT</td>\n",
       "      <td>TGTGCTTTTCTGGT</td>\n",
       "      <td>TGCGGTTTTATGGT</td>\n",
       "      <td>TGTGGGTTCGTGGT</td>\n",
       "      <td>TGTGGTAATGTGGT</td>\n",
       "      <td>TGTGGTTGTGGGGT</td>\n",
       "      <td>AGTGGTTTCGTGGT</td>\n",
       "      <td>TGAGGTTTAGTGGT</td>\n",
       "      <td>GGTGGTTTGGTGGT</td>\n",
       "      <td>TGTGGCTTGGTGGT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>860</th>\n",
       "      <td>TCTGGATTTGTGGT</td>\n",
       "      <td>TGTAGTTTTGTAGT</td>\n",
       "      <td>TACGGTTTTGTGGT</td>\n",
       "      <td>TGTGGGTTTCTGGT</td>\n",
       "      <td>TGTGATTATGTGGT</td>\n",
       "      <td>TGTGGTTACGTGGT</td>\n",
       "      <td>AGTGGTTTTGTGGG</td>\n",
       "      <td>TGAGGTTTTGTGGG</td>\n",
       "      <td>TGTGGTTTCGTGTT</td>\n",
       "      <td>TGTGGTGTGGTGGT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>861</th>\n",
       "      <td>TGTATTTTTGTGGT</td>\n",
       "      <td>TGTGCTTTTGTAGT</td>\n",
       "      <td>TGTGGTTTTGGGGG</td>\n",
       "      <td>TGTGGTCTTGTTGT</td>\n",
       "      <td>TATGGTTATGTGGT</td>\n",
       "      <td>TGTGGGTTTTTGGT</td>\n",
       "      <td>AGTGGTTTAGTGGT</td>\n",
       "      <td>TGAGGTTTTGAGGT</td>\n",
       "      <td>TGTGGCTTTGAGGT</td>\n",
       "      <td>TGAGGTTTGGTGGT</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>862 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             Reh_HPA         Reh_PAS    Reh_DMSO_HPA REH_ETV6-RUNX1_rep2  \\\n",
       "Rank                                                                       \n",
       "0     TGTCGTTTGGTGGT  AGTCGTTTTGTGGT  TGTGGTTTCGTGTT      TGTGGCTTTGAGGT   \n",
       "1     TGTCGTTTCGTGGT  AGTGGTTTTGTCGT  TGTGGCTTTGAGGT      GGTGGTTTGGTGGT   \n",
       "2     TGTCGTTTTGTGGC  TGTCGTTTTGTGGT  TGAGGTTTAGTGGT      TGTGGTTTGGCGGT   \n",
       "3     TGTCGGTTTGTGGT  TGTCGTTTTGTCGT  TGTGGTTTCCTGGT      TGCGATTTTGTGGT   \n",
       "4     TGTGGTTTCGTGGC  TGTCGCTTTGTGGT  GGTGGTTTTGTGTT      TGTGGTTTGGAGGT   \n",
       "...              ...             ...             ...                 ...   \n",
       "857   TATGTTTTTGTGGT  TGTAATTTTGTGGT  CGTGGTTTTATGGT      TGTGGTTTTGGTGT   \n",
       "858   TCTAGTTTTGTGGT  TGTGCTTTTTTGGT  TGTGGTTTTGGGGT      TGTGGGTTTGTGGT   \n",
       "859   TTTGGATTTGTGGT  TGTGCTTTTCTGGT  TGCGGTTTTATGGT      TGTGGGTTCGTGGT   \n",
       "860   TCTGGATTTGTGGT  TGTAGTTTTGTAGT  TACGGTTTTGTGGT      TGTGGGTTTCTGGT   \n",
       "861   TGTATTTTTGTGGT  TGTGCTTTTGTAGT  TGTGGTTTTGGGGG      TGTGGTCTTGTTGT   \n",
       "\n",
       "      Reh_ETV6_Atlas Nalm6_ETV6-RUNX1_V5_B  Reh_DMSO_RUNX1     Reh_RUNX1_B  \\\n",
       "Rank                                                                         \n",
       "0     TGTGGGTTTTTGGT        TGTGGTTTTGCGCT  TGCGGTTTTGCGGT  TGCGGTTTTGCGGT   \n",
       "1     GGTGGTTTTTTGGT        TGTGGTTTTGTGCA  TGTGGTTTTGCGGT  TGTGGTTTTGCGGT   \n",
       "2     TGTGGTTTTGGGTT        GGTGGTTTGGTGGT  TGCGGTTTTGTGGT  TGCGGTTTTGTGGT   \n",
       "3     TGTGGTTTTTGGGT        TGTGGTTTGGCGGT  TGTGGTCTTGCGGT  TGTGGTCTTGCGGT   \n",
       "4     TGGGGTTTTGGGGT        GGTGGTTTAGTGGT  TGTGGTTATGCGGT  TGTGGTTATGCGGT   \n",
       "...              ...                   ...             ...             ...   \n",
       "857   TGTGGATATGTGGT        TGTAGTTTTGGGGT  TGTGGGTTTGTGGC  GGTGGTTTTGAGGT   \n",
       "858   TGTAGATTTGTGGT        TGTGGTTTTGGTGT  TGTGGTATAGTGGT  TGAGGTTTTGTGGC   \n",
       "859   TGTGGTAATGTGGT        TGTGGTTGTGGGGT  AGTGGTTTCGTGGT  TGAGGTTTAGTGGT   \n",
       "860   TGTGATTATGTGGT        TGTGGTTACGTGGT  AGTGGTTTTGTGGG  TGAGGTTTTGTGGG   \n",
       "861   TATGGTTATGTGGT        TGTGGGTTTTTGGT  AGTGGTTTAGTGGT  TGAGGTTTTGAGGT   \n",
       "\n",
       "      REH_RUNX1_rep2     Nalm6_RUNX1  \n",
       "Rank                                  \n",
       "0     TGCGGTTTTGCGGT  TGCGGTTTTGGGGT  \n",
       "1     TGTGGTTTTGCGGT  TGCGGTTTTGTAGT  \n",
       "2     TGCGGTTTTGTGGT  TGCGGTTTTGTGAT  \n",
       "3     TGTGGTCTTGCGGT  TGTGGTTTTGGGGG  \n",
       "4     TGTGGTCATGTGGT  TGCGGTTTTGTGGA  \n",
       "...              ...             ...  \n",
       "857   GGTGGTTTTGTGGC  TGTGGGTTGGTGGT  \n",
       "858   TGTCGTTTAGTGGT  GGTGGTTTGGTGGT  \n",
       "859   GGTGGTTTGGTGGT  TGTGGCTTGGTGGT  \n",
       "860   TGTGGTTTCGTGTT  TGTGGTGTGGTGGT  \n",
       "861   TGTGGCTTTGAGGT  TGAGGTTTGGTGGT  \n",
       "\n",
       "[862 rows x 10 columns]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# K-mers only, without diff affinity scores\n",
    "model_diff_affinity_motifs_df = pd.DataFrame()\n",
    "for model in fusion_ER_models:\n",
    "    differential_affinity_motifs = calculate_differential_affinity_motifs(model, native_ER_models, \n",
    "                                                                          motif_affinities_df)\n",
    "    model_diff_affinity_motifs_df[model] = differential_affinity_motifs.index\n",
    "    \n",
    "for model in native_ER_models:\n",
    "    differential_affinity_motifs = calculate_differential_affinity_motifs(model, fusion_ER_models, \n",
    "                                                                          motif_affinities_df)\n",
    "    model_diff_affinity_motifs_df[model] = differential_affinity_motifs.index\n",
    "\n",
    "model_diff_affinity_motifs_df.index.name = 'Rank'\n",
    "model_diff_affinity_motifs_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "dda0fc08",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T20:23:02.199954Z",
     "start_time": "2026-04-27T20:23:02.161493Z"
    },
    "hidden": true
   },
   "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>Reh_HPA</th>\n",
       "      <th>Reh_PAS</th>\n",
       "      <th>Reh_DMSO_HPA</th>\n",
       "      <th>REH_ETV6-RUNX1_rep2</th>\n",
       "      <th>Reh_ETV6_Atlas</th>\n",
       "      <th>Nalm6_ETV6-RUNX1_V5_B</th>\n",
       "      <th>Reh_DMSO_RUNX1</th>\n",
       "      <th>Reh_RUNX1_B</th>\n",
       "      <th>REH_RUNX1_rep2</th>\n",
       "      <th>Nalm6_RUNX1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rank</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>0</th>\n",
       "      <td>TGTCGTTTGGTGGT</td>\n",
       "      <td>AGTCGTTTTGTGGT</td>\n",
       "      <td>TGTGGTTTCGTGTT</td>\n",
       "      <td>TGTGGCTTTGAGGT</td>\n",
       "      <td>TGTGGGTTTTTGGT</td>\n",
       "      <td>TGTGGTTTTGCGCT</td>\n",
       "      <td>TGCGGTTTTGCGGT</td>\n",
       "      <td>TGCGGTTTTGCGGT</td>\n",
       "      <td>TGCGGTTTTGCGGT</td>\n",
       "      <td>TGCGGTTTTGGGGT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TGTCGTTTCGTGGT</td>\n",
       "      <td>AGTGGTTTTGTCGT</td>\n",
       "      <td>TGTGGCTTTGAGGT</td>\n",
       "      <td>GGTGGTTTGGTGGT</td>\n",
       "      <td>GGTGGTTTTTTGGT</td>\n",
       "      <td>TGTGGTTTTGTGCA</td>\n",
       "      <td>TGTGGTTTTGCGGT</td>\n",
       "      <td>TGTGGTTTTGCGGT</td>\n",
       "      <td>TGTGGTTTTGCGGT</td>\n",
       "      <td>TGCGGTTTTGTAGT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>TGTCGTTTTGTGGC</td>\n",
       "      <td>TGTCGTTTTGTGGT</td>\n",
       "      <td>TGAGGTTTAGTGGT</td>\n",
       "      <td>TGTGGTTTGGCGGT</td>\n",
       "      <td>TGTGGTTTTGGGTT</td>\n",
       "      <td>GGTGGTTTGGTGGT</td>\n",
       "      <td>TGCGGTTTTGTGGT</td>\n",
       "      <td>TGCGGTTTTGTGGT</td>\n",
       "      <td>TGCGGTTTTGTGGT</td>\n",
       "      <td>TGCGGTTTTGTGAT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TGTCGGTTTGTGGT</td>\n",
       "      <td>TGTCGTTTTGTCGT</td>\n",
       "      <td>TGTGGTTTCCTGGT</td>\n",
       "      <td>TGCGATTTTGTGGT</td>\n",
       "      <td>TGTGGTTTTTGGGT</td>\n",
       "      <td>TGTGGTTTGGCGGT</td>\n",
       "      <td>TGTGGTCTTGCGGT</td>\n",
       "      <td>TGTGGTCTTGCGGT</td>\n",
       "      <td>TGTGGTCTTGCGGT</td>\n",
       "      <td>TGTGGTTTTGGGGG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>TGTGGTTTCGTGGC</td>\n",
       "      <td>TGTCGCTTTGTGGT</td>\n",
       "      <td>GGTGGTTTTGTGTT</td>\n",
       "      <td>TGTGGTTTGGAGGT</td>\n",
       "      <td>TGGGGTTTTGGGGT</td>\n",
       "      <td>GGTGGTTTAGTGGT</td>\n",
       "      <td>TGTGGTTATGCGGT</td>\n",
       "      <td>TGTGGTTATGCGGT</td>\n",
       "      <td>TGTGGTCATGTGGT</td>\n",
       "      <td>TGCGGTTTTGTGGA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>857</th>\n",
       "      <td>TATGTTTTTGTGGT</td>\n",
       "      <td>TGTAATTTTGTGGT</td>\n",
       "      <td>CGTGGTTTTATGGT</td>\n",
       "      <td>TGTGGTTTTGGTGT</td>\n",
       "      <td>TGTGGATATGTGGT</td>\n",
       "      <td>TGTAGTTTTGGGGT</td>\n",
       "      <td>TGTGGGTTTGTGGC</td>\n",
       "      <td>GGTGGTTTTGAGGT</td>\n",
       "      <td>GGTGGTTTTGTGGC</td>\n",
       "      <td>TGTGGGTTGGTGGT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>858</th>\n",
       "      <td>TCTAGTTTTGTGGT</td>\n",
       "      <td>TGTGCTTTTTTGGT</td>\n",
       "      <td>TGTGGTTTTGGGGT</td>\n",
       "      <td>TGTGGGTTTGTGGT</td>\n",
       "      <td>TGTAGATTTGTGGT</td>\n",
       "      <td>TGTGGTTTTGGTGT</td>\n",
       "      <td>TGTGGTATAGTGGT</td>\n",
       "      <td>TGAGGTTTTGTGGC</td>\n",
       "      <td>TGTCGTTTAGTGGT</td>\n",
       "      <td>GGTGGTTTGGTGGT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>859</th>\n",
       "      <td>TTTGGATTTGTGGT</td>\n",
       "      <td>TGTGCTTTTCTGGT</td>\n",
       "      <td>TGCGGTTTTATGGT</td>\n",
       "      <td>TGTGGGTTCGTGGT</td>\n",
       "      <td>TGTGGTAATGTGGT</td>\n",
       "      <td>TGTGGTTGTGGGGT</td>\n",
       "      <td>AGTGGTTTCGTGGT</td>\n",
       "      <td>TGAGGTTTAGTGGT</td>\n",
       "      <td>GGTGGTTTGGTGGT</td>\n",
       "      <td>TGTGGCTTGGTGGT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>860</th>\n",
       "      <td>TCTGGATTTGTGGT</td>\n",
       "      <td>TGTAGTTTTGTAGT</td>\n",
       "      <td>TACGGTTTTGTGGT</td>\n",
       "      <td>TGTGGGTTTCTGGT</td>\n",
       "      <td>TGTGATTATGTGGT</td>\n",
       "      <td>TGTGGTTACGTGGT</td>\n",
       "      <td>AGTGGTTTTGTGGG</td>\n",
       "      <td>TGAGGTTTTGTGGG</td>\n",
       "      <td>TGTGGTTTCGTGTT</td>\n",
       "      <td>TGTGGTGTGGTGGT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>861</th>\n",
       "      <td>TGTATTTTTGTGGT</td>\n",
       "      <td>TGTGCTTTTGTAGT</td>\n",
       "      <td>TGTGGTTTTGGGGG</td>\n",
       "      <td>TGTGGTCTTGTTGT</td>\n",
       "      <td>TATGGTTATGTGGT</td>\n",
       "      <td>TGTGGGTTTTTGGT</td>\n",
       "      <td>AGTGGTTTAGTGGT</td>\n",
       "      <td>TGAGGTTTTGAGGT</td>\n",
       "      <td>TGTGGCTTTGAGGT</td>\n",
       "      <td>TGAGGTTTGGTGGT</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>862 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             Reh_HPA         Reh_PAS    Reh_DMSO_HPA REH_ETV6-RUNX1_rep2  \\\n",
       "Rank                                                                       \n",
       "0     TGTCGTTTGGTGGT  AGTCGTTTTGTGGT  TGTGGTTTCGTGTT      TGTGGCTTTGAGGT   \n",
       "1     TGTCGTTTCGTGGT  AGTGGTTTTGTCGT  TGTGGCTTTGAGGT      GGTGGTTTGGTGGT   \n",
       "2     TGTCGTTTTGTGGC  TGTCGTTTTGTGGT  TGAGGTTTAGTGGT      TGTGGTTTGGCGGT   \n",
       "3     TGTCGGTTTGTGGT  TGTCGTTTTGTCGT  TGTGGTTTCCTGGT      TGCGATTTTGTGGT   \n",
       "4     TGTGGTTTCGTGGC  TGTCGCTTTGTGGT  GGTGGTTTTGTGTT      TGTGGTTTGGAGGT   \n",
       "...              ...             ...             ...                 ...   \n",
       "857   TATGTTTTTGTGGT  TGTAATTTTGTGGT  CGTGGTTTTATGGT      TGTGGTTTTGGTGT   \n",
       "858   TCTAGTTTTGTGGT  TGTGCTTTTTTGGT  TGTGGTTTTGGGGT      TGTGGGTTTGTGGT   \n",
       "859   TTTGGATTTGTGGT  TGTGCTTTTCTGGT  TGCGGTTTTATGGT      TGTGGGTTCGTGGT   \n",
       "860   TCTGGATTTGTGGT  TGTAGTTTTGTAGT  TACGGTTTTGTGGT      TGTGGGTTTCTGGT   \n",
       "861   TGTATTTTTGTGGT  TGTGCTTTTGTAGT  TGTGGTTTTGGGGG      TGTGGTCTTGTTGT   \n",
       "\n",
       "      Reh_ETV6_Atlas Nalm6_ETV6-RUNX1_V5_B  Reh_DMSO_RUNX1     Reh_RUNX1_B  \\\n",
       "Rank                                                                         \n",
       "0     TGTGGGTTTTTGGT        TGTGGTTTTGCGCT  TGCGGTTTTGCGGT  TGCGGTTTTGCGGT   \n",
       "1     GGTGGTTTTTTGGT        TGTGGTTTTGTGCA  TGTGGTTTTGCGGT  TGTGGTTTTGCGGT   \n",
       "2     TGTGGTTTTGGGTT        GGTGGTTTGGTGGT  TGCGGTTTTGTGGT  TGCGGTTTTGTGGT   \n",
       "3     TGTGGTTTTTGGGT        TGTGGTTTGGCGGT  TGTGGTCTTGCGGT  TGTGGTCTTGCGGT   \n",
       "4     TGGGGTTTTGGGGT        GGTGGTTTAGTGGT  TGTGGTTATGCGGT  TGTGGTTATGCGGT   \n",
       "...              ...                   ...             ...             ...   \n",
       "857   TGTGGATATGTGGT        TGTAGTTTTGGGGT  TGTGGGTTTGTGGC  GGTGGTTTTGAGGT   \n",
       "858   TGTAGATTTGTGGT        TGTGGTTTTGGTGT  TGTGGTATAGTGGT  TGAGGTTTTGTGGC   \n",
       "859   TGTGGTAATGTGGT        TGTGGTTGTGGGGT  AGTGGTTTCGTGGT  TGAGGTTTAGTGGT   \n",
       "860   TGTGATTATGTGGT        TGTGGTTACGTGGT  AGTGGTTTTGTGGG  TGAGGTTTTGTGGG   \n",
       "861   TATGGTTATGTGGT        TGTGGGTTTTTGGT  AGTGGTTTAGTGGT  TGAGGTTTTGAGGT   \n",
       "\n",
       "      REH_RUNX1_rep2     Nalm6_RUNX1  \n",
       "Rank                                  \n",
       "0     TGCGGTTTTGCGGT  TGCGGTTTTGGGGT  \n",
       "1     TGTGGTTTTGCGGT  TGCGGTTTTGTAGT  \n",
       "2     TGCGGTTTTGTGGT  TGCGGTTTTGTGAT  \n",
       "3     TGTGGTCTTGCGGT  TGTGGTTTTGGGGG  \n",
       "4     TGTGGTCATGTGGT  TGCGGTTTTGTGGA  \n",
       "...              ...             ...  \n",
       "857   GGTGGTTTTGTGGC  TGTGGGTTGGTGGT  \n",
       "858   TGTCGTTTAGTGGT  GGTGGTTTGGTGGT  \n",
       "859   GGTGGTTTGGTGGT  TGTGGCTTGGTGGT  \n",
       "860   TGTGGTTTCGTGTT  TGTGGTGTGGTGGT  \n",
       "861   TGTGGCTTTGAGGT  TGAGGTTTGGTGGT  \n",
       "\n",
       "[862 rows x 10 columns]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_diff_affinity_motifs_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "9da9a2f9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-04-27T20:30:16.322287Z",
     "start_time": "2026-04-27T20:30:15.847441Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from '/oak/stanford/groups/akundaje/shouvikm/miniconda3/envs/bpnet/lib/python3.7/site-packages/matplotlib/pyplot.py'>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 300x500 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmer_pattern = lambda x: x.str.contains('TGTGGT.*TGTGGT', regex=True)\n",
    "title = 'K-mers containing TGTGGT--TGTGGT'\n",
    "create_kmer_rank_distribution_rugplot(model_diff_affinity_motifs_df, kmer_pattern, \n",
    "                                      fusion_ER_models, title)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dab22053",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "### Combining results across all experiments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "id": "77645bbd",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-02-11T20:58:01.336152Z",
     "start_time": "2026-02-11T20:58:01.328224Z"
    },
    "hidden": true
   },
   "outputs": [],
   "source": [
    "models = ['Reh_HPA', 'Reh_PAS', 'Reh_DMSO_HPA', 'REH_ETV6-RUNX1_rep2', \n",
    "          'Reh_ETV6_Atlas', 'Reh_DMSO_RUNX1', 'Reh_RUNX1_B', \n",
    "          'REH_RUNX1_rep2']\n",
    "fusion_ER_models = ['Reh_HPA', 'Reh_PAS', 'Reh_DMSO_HPA','REH_ETV6-RUNX1_rep2', \n",
    "                    'Reh_ETV6_Atlas']\n",
    "native_ER_models = ['Reh_DMSO_RUNX1', 'Reh_RUNX1_B','REH_RUNX1_rep2']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "id": "73f9f587",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-02-11T20:58:02.040873Z",
     "start_time": "2026-02-11T20:58:01.909579Z"
    },
    "hidden": true
   },
   "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>Reh_HPA</th>\n",
       "      <th>Reh_PAS</th>\n",
       "      <th>Reh_DMSO_HPA</th>\n",
       "      <th>REH_ETV6-RUNX1_rep2</th>\n",
       "      <th>Reh_ETV6_Atlas</th>\n",
       "      <th>Reh_DMSO_RUNX1</th>\n",
       "      <th>Reh_RUNX1_B</th>\n",
       "      <th>REH_RUNX1_rep2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>TGAATGTGTT</th>\n",
       "      <td>-0.004821</td>\n",
       "      <td>-0.001218</td>\n",
       "      <td>-0.012291</td>\n",
       "      <td>-0.002963</td>\n",
       "      <td>-0.003587</td>\n",
       "      <td>-0.003800</td>\n",
       "      <td>-0.015210</td>\n",
       "      <td>-0.000109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGAACGTTGT</th>\n",
       "      <td>0.005979</td>\n",
       "      <td>0.006351</td>\n",
       "      <td>0.003236</td>\n",
       "      <td>0.004109</td>\n",
       "      <td>0.005357</td>\n",
       "      <td>0.005213</td>\n",
       "      <td>0.005266</td>\n",
       "      <td>0.001197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GTATGCGGT</th>\n",
       "      <td>0.029817</td>\n",
       "      <td>0.084021</td>\n",
       "      <td>0.272940</td>\n",
       "      <td>0.337932</td>\n",
       "      <td>0.036195</td>\n",
       "      <td>0.075938</td>\n",
       "      <td>0.075733</td>\n",
       "      <td>0.024958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGATGTAGT</th>\n",
       "      <td>0.003675</td>\n",
       "      <td>-0.001072</td>\n",
       "      <td>-0.011510</td>\n",
       "      <td>0.000410</td>\n",
       "      <td>-0.002708</td>\n",
       "      <td>-0.000164</td>\n",
       "      <td>-0.012541</td>\n",
       "      <td>-0.000015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGAATTTGT</th>\n",
       "      <td>0.002342</td>\n",
       "      <td>0.007222</td>\n",
       "      <td>0.010739</td>\n",
       "      <td>0.011627</td>\n",
       "      <td>0.005086</td>\n",
       "      <td>0.006239</td>\n",
       "      <td>-0.015503</td>\n",
       "      <td>0.002168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGAAGCGCG</th>\n",
       "      <td>0.016716</td>\n",
       "      <td>0.005392</td>\n",
       "      <td>0.014149</td>\n",
       "      <td>0.062861</td>\n",
       "      <td>0.006986</td>\n",
       "      <td>0.015054</td>\n",
       "      <td>0.039229</td>\n",
       "      <td>0.001346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGGAGTGGT</th>\n",
       "      <td>0.010294</td>\n",
       "      <td>0.023142</td>\n",
       "      <td>0.026370</td>\n",
       "      <td>0.056761</td>\n",
       "      <td>0.017660</td>\n",
       "      <td>0.001359</td>\n",
       "      <td>0.009544</td>\n",
       "      <td>0.004730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGATGTCGT</th>\n",
       "      <td>0.016749</td>\n",
       "      <td>0.020083</td>\n",
       "      <td>-0.007218</td>\n",
       "      <td>0.007814</td>\n",
       "      <td>0.008215</td>\n",
       "      <td>0.004038</td>\n",
       "      <td>0.001810</td>\n",
       "      <td>0.001470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGAATGTCAT</th>\n",
       "      <td>-0.003284</td>\n",
       "      <td>-0.000215</td>\n",
       "      <td>-0.017009</td>\n",
       "      <td>-0.008554</td>\n",
       "      <td>-0.006549</td>\n",
       "      <td>-0.001800</td>\n",
       "      <td>-0.008568</td>\n",
       "      <td>-0.000794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGAATGTGAG</th>\n",
       "      <td>0.000063</td>\n",
       "      <td>-0.001457</td>\n",
       "      <td>-0.008011</td>\n",
       "      <td>-0.000276</td>\n",
       "      <td>-0.006426</td>\n",
       "      <td>-0.002778</td>\n",
       "      <td>-0.005258</td>\n",
       "      <td>0.000380</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1271 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             Reh_HPA   Reh_PAS  Reh_DMSO_HPA  REH_ETV6-RUNX1_rep2  \\\n",
       "TGAATGTGTT -0.004821 -0.001218     -0.012291            -0.002963   \n",
       "GGAACGTTGT  0.005979  0.006351      0.003236             0.004109   \n",
       "GTATGCGGT   0.029817  0.084021      0.272940             0.337932   \n",
       "AGATGTAGT   0.003675 -0.001072     -0.011510             0.000410   \n",
       "GGAATTTGT   0.002342  0.007222      0.010739             0.011627   \n",
       "...              ...       ...           ...                  ...   \n",
       "GGAAGCGCG   0.016716  0.005392      0.014149             0.062861   \n",
       "GGGAGTGGT   0.010294  0.023142      0.026370             0.056761   \n",
       "AGATGTCGT   0.016749  0.020083     -0.007218             0.007814   \n",
       "GGAATGTCAT -0.003284 -0.000215     -0.017009            -0.008554   \n",
       "GGAATGTGAG  0.000063 -0.001457     -0.008011            -0.000276   \n",
       "\n",
       "            Reh_ETV6_Atlas  Reh_DMSO_RUNX1  Reh_RUNX1_B  REH_RUNX1_rep2  \n",
       "TGAATGTGTT       -0.003587       -0.003800    -0.015210       -0.000109  \n",
       "GGAACGTTGT        0.005357        0.005213     0.005266        0.001197  \n",
       "GTATGCGGT         0.036195        0.075938     0.075733        0.024958  \n",
       "AGATGTAGT        -0.002708       -0.000164    -0.012541       -0.000015  \n",
       "GGAATTTGT         0.005086        0.006239    -0.015503        0.002168  \n",
       "...                    ...             ...          ...             ...  \n",
       "GGAAGCGCG         0.006986        0.015054     0.039229        0.001346  \n",
       "GGGAGTGGT         0.017660        0.001359     0.009544        0.004730  \n",
       "AGATGTCGT         0.008215        0.004038     0.001810        0.001470  \n",
       "GGAATGTCAT       -0.006549       -0.001800    -0.008568       -0.000794  \n",
       "GGAATGTGAG       -0.006426       -0.002778    -0.005258        0.000380  \n",
       "\n",
       "[1271 rows x 8 columns]"
      ]
     },
     "execution_count": 181,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "motif_affinities_df = pd.read_csv('affinity_distillation_results/motif_affinities_GGAATGTGGT_1_2bp_subs.csv', \n",
    "                                  index_col='Unnamed: 0')\n",
    "motif_affinities_df = motif_affinities_df[models]\n",
    "motif_affinities_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "id": "831283b1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-02-11T21:07:50.860474Z",
     "start_time": "2026-02-11T21:07:50.536014Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Fusion affinity')"
      ]
     },
     "execution_count": 207,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_1 = 'Reh_RUNX1_B'\n",
    "model_2 = 'Reh_HPA'\n",
    "\n",
    "kmer_pattern_1 = lambda x: x.str.contains('TGCGGT')\n",
    "kmer_pattern_label_1 = 'Sequences containing TGCGGT'\n",
    "\n",
    "kmer_pattern_2 = lambda x: x.str.contains('GGAAGTGG') | x.str.contains('GGAAGCGG')\n",
    "kmer_pattern_label_2 = 'Sequences containing GGAAG[T/C]GG'\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "ransac_regression = RANSACRegressor(random_state=0)\n",
    "ransac_regression.fit(motif_affinities_df[model_1].values.reshape(-1, 1), \n",
    "                      motif_affinities_df[model_2].values)\n",
    "y_pred = ransac_regression.predict(motif_affinities_df[model_1].values.reshape(-1, 1))\n",
    "residuals = (motif_affinities_df[model_2] - y_pred) ** 2\n",
    "ax.scatter(motif_affinities_df[model_1], motif_affinities_df[model_2], \n",
    "           s=10, color='gray', alpha=0.5, label='Background sequences')\n",
    "ax.axline((0, ransac_regression.estimator_.intercept_), slope=ransac_regression.estimator_.coef_[0], \n",
    "           color='tab:gray')\n",
    "\n",
    "motifs_indices_to_highlight = kmer_pattern_1(motif_affinities_df.index)\n",
    "motif_affinities_to_highlight = motif_affinities_df[motifs_indices_to_highlight]\n",
    "residuals_to_highlight = residuals[motifs_indices_to_highlight]\n",
    "ax.scatter(motif_affinities_to_highlight[model_1], motif_affinities_to_highlight[model_2], \n",
    "           s=30, color='tab:red', label=kmer_pattern_label_1)\n",
    "\n",
    "motifs_indices_to_highlight = kmer_pattern_2(motif_affinities_df.index)\n",
    "motif_affinities_to_highlight = motif_affinities_df[motifs_indices_to_highlight]\n",
    "residuals_to_highlight = residuals[motifs_indices_to_highlight]\n",
    "ax.scatter(motif_affinities_to_highlight[model_1], motif_affinities_to_highlight[model_2], \n",
    "           s=30, color='deepskyblue', label=kmer_pattern_label_2)\n",
    "\n",
    "ax.set_xlabel(model_1)\n",
    "ax.set_ylabel(model_2)\n",
    "plt.legend(loc='upper left', fontsize=12)\n",
    "plt.xlabel('Native RUNX1 affinity', fontsize=12)\n",
    "plt.ylabel('Fusion affinity', fontsize=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "id": "a7560202",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-02-11T10:04:51.015026Z",
     "start_time": "2026-02-11T10:04:50.717776Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Fusion affinity')"
      ]
     },
     "execution_count": 179,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_1 = 'Reh_RUNX1_B'\n",
    "model_2 = 'Reh_HPA'\n",
    "kmer_pattern = lambda x: x.str.contains('GGAAGTGG') | x.str.contains('GGAAGCGG')\n",
    "kmer_pattern_label = 'Sequences containing GGAAG[T/C]GG'\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "create_pairwise_affinities_scatter_plot(model_1, model_2, ax, \n",
    "                                        highlight_kmer_pattern=kmer_pattern,\n",
    "                                        kmer_pattern_label=kmer_pattern_label,\n",
    "                                        size_points_by_residuals=False,\n",
    "                                        point_size_scale_residual=10000)\n",
    "plt.xlabel('Native RUNX1 affinity', fontsize=11)\n",
    "plt.ylabel('Fusion affinity', fontsize=11)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c3baea9",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "### Affinity Distillation Profiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "616f65d1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-23T20:08:38.405752Z",
     "start_time": "2026-01-23T20:08:38.377760Z"
    },
    "hidden": true
   },
   "outputs": [],
   "source": [
    "def affinity_distillation_profiles(motif, model, models_dir, fold=0):\n",
    "    model_file = f\"{models_dir}/{model}/fold_{fold}/model_split000\"\n",
    "    bpnet = load_model(model_file)\n",
    "\n",
    "    # TODO: change for each fold\n",
    "    test_chromosomes = [\"chr1\", \"chr3\", \"chr6\"]\n",
    "    peak_file = glob.glob(f\"/users/shouvikm/data/Cell_Lines_Ped_Leukemia/Reh/*/{model}/idr_peaks/peaks_inliers.bed\")[0]\n",
    "    peaks_df = pd.read_csv(peak_file, sep='\\t', header=None)\n",
    "    held_out_peaks_df = peaks_df[peaks_df[0].isin(test_chromosomes)]\n",
    "\n",
    "    input_seq_len = 2114\n",
    "    num_marginalization_samples = 100\n",
    "    genome = Fasta(\"/users/shouvikm/BPNet/data/hg38.genome.fa\")\n",
    "    nucleotides = ['A', 'T', 'C', 'G']\n",
    "\n",
    "    seed = 0\n",
    "    random_sequences = []\n",
    "    motif_inserted_sequences = []\n",
    "    while(len(random_sequences) < num_marginalization_samples):\n",
    "        random.seed(seed)\n",
    "\n",
    "        random_peak_index = random.randint(0, held_out_peaks_df.shape[0]-1)\n",
    "        random_peak = held_out_peaks_df.iloc[random_peak_index]\n",
    "        chr, start, end = random_peak[0], random_peak[1], random_peak[2]\n",
    "        peak_center = start + ((end - start) // 2)\n",
    "        random_seq_start = peak_center - (input_seq_len // 2)\n",
    "        random_seq_end = peak_center + (input_seq_len // 2)\n",
    "        random_seq = genome[chr][random_seq_start:random_seq_end].seq\n",
    "\n",
    "        all_valid_nucleotides = all([letter in nucleotides for letter in random_seq])\n",
    "        if not all_valid_nucleotides: \n",
    "            seed += 1\n",
    "            continue\n",
    "\n",
    "        random_seq_one_hot = one_hot_encode(random_seq).unsqueeze(0)\n",
    "        random_seq_shuf_one_hot = dinucleotide_shuffle(random_seq_one_hot, n=1, random_state=seed)\n",
    "        random_seq_bpnet_input = random_seq_shuf_one_hot[0].numpy().transpose((0, 2, 1))\\\n",
    "                                    .astype(\"float32\")\n",
    "        random_sequences.append(random_seq_bpnet_input)\n",
    "        \n",
    "        motif_inserted_seq_one_hot = substitute(random_seq_shuf_one_hot[0], motif)\n",
    "        motif_inserted_seq_bpnet_input = motif_inserted_seq_one_hot.numpy().transpose((0, 2, 1))\\\n",
    "                                            .astype(\"float32\")\n",
    "        motif_inserted_sequences.append(motif_inserted_seq_bpnet_input)\n",
    "        \n",
    "        seed += 1\n",
    "    \n",
    "    random_sequences = np.vstack(random_sequences)\n",
    "    motif_inserted_sequences = np.vstack(motif_inserted_sequences)\n",
    "        \n",
    "    profile_bias = np.zeros((num_marginalization_samples, 1000, 2), dtype=np.float32)\n",
    "    counts_bias = np.zeros((num_marginalization_samples, 2), dtype=np.float32)\n",
    "    pred_profiles_random_sequences, _ = bpnet.predict([random_sequences, \n",
    "                                                       profile_bias, \n",
    "                                                       counts_bias])\n",
    "    pred_profiles_motif_inserted_sequences, _ = bpnet.predict([motif_inserted_sequences, \n",
    "                                                               profile_bias, \n",
    "                                                               counts_bias])\n",
    "\n",
    "    pred_profile_diffs = pred_profiles_motif_inserted_sequences - pred_profiles_random_sequences\n",
    "    return pred_profile_diffs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "57f1594f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-23T20:08:45.059697Z",
     "start_time": "2026-01-23T20:08:42.098074Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(100, 1000, 2)"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = 'Reh_HPA'\n",
    "motif = 'TGCGGT'\n",
    "models_dir = '/users/shouvikm/BPNet/models'\n",
    "\n",
    "profiles = affinity_distillation_profiles(motif, model, models_dir)\n",
    "profiles.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "e30de09a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-23T20:08:47.434191Z",
     "start_time": "2026-01-23T20:08:47.248204Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7faa5e44e1d0>]"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "avg_profile = profiles.mean(axis=0)\n",
    "\n",
    "plt.figure(figsize=(4, 2))\n",
    "plt.plot(avg_profile[:, 1], color='lightblue')\n",
    "plt.plot(avg_profile[:, 0], color='tab:blue')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "d06c7fcc",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-23T20:11:40.203189Z",
     "start_time": "2026-01-23T20:09:08.871923Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 0\n",
      "0 1\n",
      "0 2\n",
      "0 3\n",
      "0 4\n",
      "0 5\n",
      "0 6\n",
      "0 7\n",
      "1 0\n",
      "1 1\n",
      "1 2\n",
      "1 3\n",
      "1 4\n",
      "1 5\n",
      "1 6\n",
      "1 7\n",
      "2 0\n",
      "2 1\n",
      "2 2\n",
      "2 3\n",
      "2 4\n",
      "2 5\n",
      "2 6\n",
      "2 7\n",
      "3 0\n",
      "3 1\n",
      "3 2\n",
      "3 3\n",
      "3 4\n",
      "3 5\n",
      "3 6\n",
      "3 7\n",
      "4 0\n",
      "4 1\n",
      "4 2\n",
      "4 3\n",
      "4 4\n",
      "4 5\n",
      "4 6\n",
      "4 7\n",
      "5 0\n",
      "5 1\n",
      "5 2\n",
      "5 3\n",
      "5 4\n",
      "5 5\n",
      "5 6\n",
      "5 7\n",
      "6 0\n",
      "6 1\n",
      "6 2\n",
      "6 3\n",
      "6 4\n",
      "6 5\n",
      "6 6\n",
      "6 7\n",
      "7 0\n",
      "7 1\n",
      "7 2\n",
      "7 3\n",
      "7 4\n",
      "7 5\n",
      "7 6\n",
      "7 7\n",
      "8 0\n",
      "8 1\n",
      "8 2\n",
      "8 3\n",
      "8 4\n",
      "8 5\n",
      "8 6\n",
      "8 7\n"
     ]
    }
   ],
   "source": [
    "models = ['Reh_HPA', 'Reh_PAS', 'Reh_DMSO_HPA', 'REH_ETV6-RUNX1_rep2', \n",
    "          'Reh_ETV6_Atlas', 'Reh_DMSO_RUNX1', 'Reh_RUNX1_B', \n",
    "          'REH_RUNX1_rep2']\n",
    "fusion_ER_models = ['Reh_HPA', 'Reh_PAS', 'Reh_DMSO_HPA','REH_ETV6-RUNX1_rep2', \n",
    "                    'Reh_ETV6_Atlas']\n",
    "native_ER_models = ['Reh_DMSO_RUNX1', 'Reh_RUNX1_B','REH_RUNX1_rep2']\n",
    "motifs = ['AAAAAA', 'CCCCCC', 'TGCGGT', 'TGCGGTT', 'TGCGGTTT', \n",
    "          'TGTGGTTGTGGT', 'GGAATGTGGT', 'GGATGTGGT', 'GGAAGTGG']\n",
    "\n",
    "avg_profiles = np.zeros(shape=(len(motifs), len(models), 1000, 2))\n",
    "for row, motif in enumerate(motifs):\n",
    "    for col, model in enumerate(models):\n",
    "        print(row, col)\n",
    "        models_dir = ('/users/shouvikm/BPNet/models' if model in fusion_ER_models\n",
    "                      else '/users/shouvikm/BPNet/fusion_bias_correction/models')\n",
    "        profiles = affinity_distillation_profiles(motif, model, models_dir)\n",
    "        avg_profile = profiles.mean(axis=0)\n",
    "        avg_profiles[row, col] = avg_profile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "9f0a3d29",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-23T20:17:14.421894Z",
     "start_time": "2026-01-23T20:17:11.318629Z"
    },
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x900 with 72 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(len(motifs), len(models), figsize=(20, 1*len(motifs)))\n",
    "for row, motif in enumerate(motifs):\n",
    "    for col, model in enumerate(models):\n",
    "        ax = axs[row, col]\n",
    "        ax.plot(avg_profiles[row, col, 0:1000, 1], color='lightblue')\n",
    "        ax.plot(avg_profiles[row, col, 0:1000, 0], color='tab:blue')\n",
    "        # Set y-axis min/max to compare motif profiles across a model\n",
    "        y_min, y_max = avg_profiles[:, col, :, :].min(), avg_profiles[:, col, :, :].max()\n",
    "        ax.set_ylim([y_min, y_max])\n",
    "        if row < len(motifs)-1: ax.set_xticks([])\n",
    "        if row == 0: ax.set_title(model)\n",
    "        if col == 0: ax.set_ylabel(motif, rotation=0, labelpad=50, fontsize=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9836cee8",
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "bpnet",
   "language": "python",
   "name": "bpnet"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
