CollagenDesign.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/raemisch/Rosetta_tools_scripts/blob/master/CollagenDesign.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pip install biopython"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zkISoPDvImPt",
        "outputId": "f3fc8c56-3dd7-4dd5-d173-b792e38ae200"
      },
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting biopython\n",
            "  Downloading biopython-1.81-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.1 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.1/3.1 MB\u001b[0m \u001b[31m11.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from biopython) (1.23.5)\n",
            "Installing collected packages: biopython\n",
            "Successfully installed biopython-1.81\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "cellView": "form",
        "id": "kwkqoRNvC599"
      },
      "outputs": [],
      "source": [
        "#@title Imports / Definitions\n",
        "\n",
        "import pandas as pd\n",
        "import ipywidgets as widgets\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "\n",
        "from IPython.display import display\n",
        "from bokeh.plotting import figure, show\n",
        "from bokeh.io import output_notebook\n",
        "from bokeh.models import ColumnDataSource,  ColorBar\n",
        "from bokeh.transform import factor_cmap, linear_cmap\n",
        "from bokeh.palettes import Viridis256\n",
        "from Bio.SeqUtils.ProtParam import ProteinAnalysis\n",
        "from Bio.SeqIO import parse\n",
        "\n",
        "\n",
        "class InteractiveDataFrameTable:\n",
        "    def __init__(self, df):\n",
        "        self.df = df\n",
        "        self.selected_indices = set()\n",
        "        self.table_output = widgets.Output()\n",
        "\n",
        "    def render_table(self):\n",
        "        with self.table_output:\n",
        "            self.table_output.clear_output()\n",
        "            self.data_table = widgets.Output()\n",
        "\n",
        "            with self.data_table:\n",
        "                self.data_table.clear_output()\n",
        "                display(self.df)\n",
        "\n",
        "            display(self.data_table)\n",
        "\n",
        "    def create_table(self):\n",
        "        self.render_table()\n",
        "\n",
        "        select_button = widgets.Button(description=\"Select Rows\")\n",
        "        select_button.on_click(self.on_select_button_click)\n",
        "\n",
        "        display(widgets.VBox([self.table_output, select_button]))\n",
        "\n",
        "    def on_select_button_click(self, _):\n",
        "        selected_rows = []\n",
        "        for index, row in self.df.iterrows():\n",
        "            if index in self.selected_indices:\n",
        "                selected_rows.append(row)\n",
        "\n",
        "        if selected_rows:\n",
        "            selected_df = pd.DataFrame(selected_rows)\n",
        "            display(selected_df)\n",
        "\n",
        "\n",
        "class InteractiveDataFrameSelector:\n",
        "    def __init__(self, df):\n",
        "        self.df = df\n",
        "        self.checkboxes = []\n",
        "        self.selected_df = None\n",
        "\n",
        "\n",
        "    def create_selectable_table(self):\n",
        "        rows = []\n",
        "        # Create the header row\n",
        "        column_headers = ['select'] + df_all.columns.to_list()\n",
        "        header_row_widget = widgets.GridBox([widgets.HTML(f\"<div style='width: auto; padding: 5px; background-color: #cccccc; text-align: center'>{header}</div>\") for header in column_headers],\n",
        "            layout=widgets.Layout(\n",
        "                grid_template_columns=\"repeat(auto-fit, minmax(80px, 1fr))\",\n",
        "                grid_gap=\"5px\"\n",
        "        ))\n",
        "        rows.append(header_row_widget)\n",
        "        r = 0\n",
        "        for index, row in self.df.iterrows():\n",
        "            checkbox = widgets.Checkbox(value=False, description=str(index))\n",
        "            #row_widget = widgets.HBox([checkbox] + [widgets.Label(str(row[col])) for col in self.df.columns])\n",
        "            #row_widget = widgets.HBox([checkbox] + [widgets.HTML(f\"<div style='width: 100%;'>{str(row[col])}</div>\") for col in self.df.columns])\n",
        "\n",
        "            row_widget = widgets.GridBox([checkbox] + [\n",
        "                widgets.HTML(f\"<div style='width: auto; background-color: {'#f2f2f2' if r % 2 == 0 else '#ffffff'}; text-align: center;text-overflow: ellipsis; overflow: hidden; margin:0; '>{str(row[col])}</div>\")\n",
        "                for i, col in enumerate(self.df.columns)\n",
        "            ], layout=widgets.Layout(grid_template_columns=\"repeat(auto-fit, minmax(10px, 1fr)\"), grid_gap=\"0px\")\n",
        "\n",
        "\n",
        "            rows.append(row_widget)\n",
        "            self.checkboxes.append(checkbox)\n",
        "            r += 1\n",
        "\n",
        "        # Create a VBox widget to display the table\n",
        "\n",
        "        table_widget = widgets.VBox(rows)\n",
        "        table_widget.layout.width = '80%'  # Adjust the width as needed\n",
        "        display(table_widget)\n",
        "\n",
        "    def save_selected_rows(self):\n",
        "        selected_indices = [index for index, checkbox in enumerate(self.checkboxes) if checkbox.value]\n",
        "        self.selected_df = self.df.iloc[selected_indices]\n",
        "\n",
        "    def display_selected_rows(self):\n",
        "        if self.selected_df is not None:\n",
        "            display(self.selected_df)\n",
        "\n",
        "class TopMpnns():\n",
        "\n",
        "    def __init__(self, basename):\n",
        "        self.top_mpnns = {}\n",
        "        self.basename = basename\n",
        "\n",
        "    def add(self, num, df, idxs):\n",
        "        for i in idxs:\n",
        "            self.top_mpnns[f\">{self.basename}_{num}_{i}\"] = f\"{df[df['name'] == f'{i}']['sequence'].values[0]}\"\n",
        "\n",
        "    def print_fasta(self):\n",
        "        out = \"\"\n",
        "        for n,s in self.top_mpnns.items():\n",
        "            print(f\"{n}\\n{s}\")\n",
        "            out += f\"{n}\\n{s}\\n\"\n",
        "        return out\n",
        "\n",
        "\n",
        "class TopScores:\n",
        "    def __init__(self, start):\n",
        "        # Initialize an empty list to hold score-sequence pairs\n",
        "        self.start = start\n",
        "        self.scores = [{'score': -999999, 'seq': '', 'start': start}]\n",
        "        self.top_n = 3\n",
        "\n",
        "    def add_score(self, params):\n",
        "        \"\"\"\n",
        "        Add a new score-sequence pair to the list if the score is among the top 20.\n",
        "        \"\"\"\n",
        "\n",
        "        if score > self.scores[-1]['score']:\n",
        "            # Append the new score-sequence pair\n",
        "            self.scores.append({key: value for key,value in params.items()})\n",
        "            # Sort the list of scores in descending order\n",
        "            #self.scores.sort(reverse=True, key=lambda x: x[0])\n",
        "            self.scores.sort(reverse=True, key=lambda x: x['score'])\n",
        "            # Keep only the top_n scores\n",
        "            if len(self.scores) > self.top_n:\n",
        "                #print('old:', self.scores)\n",
        "                deleted = self.scores.pop()\n",
        "                #\n",
        "                # print(f'new: {self.scores}')\n",
        "\n",
        "\n",
        "    def __str__(self):\n",
        "        \"\"\"\n",
        "        String representation of the top scores.\n",
        "        \"\"\"\n",
        "        return '\\n'.join([f'Score: {score}, Sequence: {seq}' for score, seq in self.scores])\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "def protParam(seq: str) -> dict:\n",
        "    PA = ProteinAnalysis(seq)\n",
        "    d = {}\n",
        "    d = {\"MW\": \"%.2f\" % PA.molecular_weight()}\n",
        "    d[\"PI\"] = \"%.2f\" % PA.isoelectric_point()\n",
        "    # d[\"ABS280 (red)\"] = \"%.2f\" % PA.molar_extinction_coefficient()[0]\n",
        "    # d[\"ABS280 (ox)\"] = \"%.2f\" % PA.molar_extinction_coefficient()[1]\n",
        "    d[\"Net Charge (pH7)\"] = round(PA.charge_at_pH(7.0))\n",
        "    gly_sites = findall(r\"N[^P][ST]\", seq)\n",
        "    d[\"Glycosylation Sites\"] = len(gly_sites)\n",
        "    d[\"GRAVY\"] = \"%.2f\" % PA.gravy()\n",
        "    kex_sites = findall(r\"[RKTP]R\", seq)\n",
        "    pepA_sites = findall(r\"LLVY\", seq)\n",
        "    yapsin_1_sites = findall(r\"SMIKR[NR]LQ[SGL]\", seq)\n",
        "    papA_sites = findall(r\"EPAX[AHP]W\", seq)\n",
        "    prbA_sites = findall(r\"[ALSK]FF[KALS]\", seq)\n",
        "    prbB_sites = findall(r\"RF|WM|LY|FF\", seq)\n",
        "    d[\"KEX2 sites\"] = len(kex_sites)\n",
        "    d[\"PepA sites\"] = len(pepA_sites)\n",
        "    d[\"Yapsin_1 sites\"] = len(yapsin_1_sites)\n",
        "    d[\"Pap sites\"] = len(papA_sites)\n",
        "    d[\"PrbA sites\"] = len(prbA_sites)\n",
        "    d[\"PrbB sites\"] = len(prbB_sites)\n",
        "    return d\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "def quadratic_function(x, a, b, c):\n",
        "    \"\"\"Calculate the value of the quadratic function at x.\"\"\"\n",
        "    return a * x**2 + b * x + c\n",
        "\n",
        "def calculate_score(x, target, a, b, c):\n",
        "    \"\"\"\n",
        "    Calculate the score based on the difference between the target value\n",
        "    and the value of the quadratic function at x.\n",
        "\n",
        "    :param x: The input value for the quadratic function.\n",
        "    :param target: The target value to compare against.\n",
        "    :param a: The coefficient of x^2 in the quadratic function.\n",
        "    :param b: The coefficient of x in the quadratic function.\n",
        "    :param c: The constant term in the quadratic function.\n",
        "    :return: The calculated score.\n",
        "    \"\"\"\n",
        "    # Calculate the value of the quadratic function\n",
        "    value = quadratic_function(x, a, b, c)\n",
        "\n",
        "    # Calculate the difference between the value and the target\n",
        "    difference = abs(target - value)\n",
        "\n",
        "    # Score could be defined as the inverse of the difference\n",
        "    # To prevent division by zero, ensure the difference is not zero\n",
        "    if difference == 0:\n",
        "        score = float('inf')  # Perfect score\n",
        "    else:\n",
        "        score = 1 / difference  # Higher scores for closer matches\n",
        "\n",
        "    return score\n",
        "\n",
        "\n",
        "# wm_score\n",
        "\n",
        "\n",
        "\n",
        "def mw_score(x, target_x, a=-1):\n",
        "    \"\"\"\n",
        "    Calculate the y value of a quadratic function for a given x, where y equals 0 at target_x.\n",
        "\n",
        "    :param x: The x value at which to calculate the y value of the quadratic function.\n",
        "    :param a: The coefficient that defines the width and direction of the parabola.\n",
        "    :param target_x: The x-coordinate where the function equals zero (x-intercept).\n",
        "    :return: The y value of the quadratic function.\n",
        "    \"\"\"\n",
        "\n",
        "    try:\n",
        "        x = float(x)/1000\n",
        "    except:\n",
        "        x = x\n",
        "\n",
        "    #print('x', x)\n",
        "    #print('target_value', target_x)\n",
        "    return abs(a * (x - target_x)**2)*-1\n",
        "\n",
        "\n",
        "def gravy_score(gravy):\n",
        "    return float(gravy) * -1\n",
        "\n",
        "\n",
        "def plot_dist(df, key='score', bins=100):\n",
        "\n",
        "       # Setup for displaying Bokeh plot in the notebook\n",
        "       output_notebook()\n",
        "\n",
        "       # Create a histogram\n",
        "       hist, edges = np.histogram(df[key], bins=bins)\n",
        "       means = []\n",
        "\n",
        "       # Get mean score for each bin\n",
        "       indx = 0\n",
        "       df = df.sort_values(by=key)\n",
        "       for n in hist:\n",
        "              start = indx\n",
        "              end = start + n\n",
        "              slice = df['score'][start:end]\n",
        "              means.append(slice.mean())\n",
        "              #print(means[-1])\n",
        "              indx += n\n",
        "\n",
        "       hist_df = pd.DataFrame({'score': hist, 'left': edges[:-1], 'right': edges[1:]})\n",
        "       hist_df['avg_score'] = means\n",
        "\n",
        "       # Create a ColumnDataSource\n",
        "       source = ColumnDataSource(hist_df)\n",
        "\n",
        "       # Create a figure\n",
        "       p = figure(height=400, width=600, title=\"Score Distribution\",\n",
        "                     x_axis_label=key, y_axis_label='Count')\n",
        "\n",
        "       # Map colors based on 'avg_score' values\n",
        "       mapper = linear_cmap(field_name='avg_score', palette=Viridis256,\n",
        "                            low=hist_df['avg_score'].min(), high=hist_df['avg_score'].max())\n",
        "\n",
        "       # Add a quad glyph with color mapping\n",
        "       p.quad(bottom=0, top='score', left='left', right='right', source=source,\n",
        "              fill_color=mapper, line_color='white', alpha=0.5)\n",
        "\n",
        "       # Add color bar\n",
        "       color_bar = ColorBar(color_mapper=mapper['transform'], width=8, location=(0,0))\n",
        "       p.add_layout(color_bar, 'right')\n",
        "\n",
        "       # Show the plot\n",
        "       show(p)\n",
        "\n",
        "\n",
        "def plot_heatmap(df):\n",
        "\n",
        "    # Setup for displaying Bokeh plot in the notebook\n",
        "    output_notebook()\n",
        "\n",
        "\n",
        "    # Create a ColumnDataSource\n",
        "    source = ColumnDataSource(df)\n",
        "\n",
        "    # Create a figure\n",
        "    p = figure(width=600, height=400, title=\"Heat Map of MW vs GRAVY\",\n",
        "              x_axis_label='MW', y_axis_label='GRAVY', tools=\"hover\", tooltips=[(\"Score\", \"@score\")])\n",
        "\n",
        "    # Map colors based on 'score' values\n",
        "    mapper = linear_cmap(field_name='score', palette=Viridis256, low=min(df['score']), high=max(df['score']))\n",
        "\n",
        "    # Add squares to create the heat map\n",
        "    p.square(x='MW', y='GRAVY', source=source, size=10, color=mapper, line_color=None)\n",
        "\n",
        "    # Add color bar\n",
        "    color_bar = ColorBar(color_mapper=mapper['transform'], width=8, location=(0,0))\n",
        "    p.add_layout(color_bar, 'right')\n",
        "\n",
        "    # Show the plot\n",
        "    show(p)\n",
        "\n",
        "\n",
        "def score_aro(seq):\n",
        "    s_W = seq.count('W')\n",
        "    s_FY = (seq.count('Y') + seq.count('F')) / 3\n",
        "    return s_W + s_FY\n",
        "\n",
        "\n",
        "def get_score(seq, params):\n",
        "    score = (p_PI * target_pi-abs(float(params['PI']))) + (p_mw * mw_score(params['MW'], target_mw, a=a)) + (p_charge * abs(int(params['Net Charge (pH7)']))) + (p_gravy * gravy_score(params['GRAVY'])) + (p_aro) * score_aro(seq)\n",
        "    return score\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 333
        },
        "cellView": "form",
        "id": "1b60fGNdC5-A",
        "outputId": "8d83449e-489e-4cdf-db50-03fb4f6389cf"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 500x300 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "#@title Plot MW penalty function\n",
        "\n",
        "# Generate a range of x values for plotting\n",
        "x_values = np.linspace(target_mw - 5, target_mw + 5, 400)  # 400 points within a range around the target_x\n",
        "y_values = mw_score(x_values, target_mw, a=a)\n",
        "\n",
        "# Plot the function\n",
        "plt.figure(figsize=(5, 3))\n",
        "plt.plot(x_values, y_values, label=f'Quadratic Function: $f(x) = {a}(x - {target_mw})^2$')\n",
        "\n",
        "# Mark the target_x where y equals 0\n",
        "plt.plot(target_mw, 0, 'ro')  # 'ro' means red dot\n",
        "plt.text(target_mw, 0, f'Root at x = {target_mw}', ha='left', va='bottom')\n",
        "\n",
        "# Add title and labels\n",
        "plt.title('MW panelty')\n",
        "plt.xlabel('x')\n",
        "plt.ylabel('f(x)')\n",
        "\n",
        "# Add a grid\n",
        "plt.grid(True)\n",
        "\n",
        "# Add a legend\n",
        "plt.legend()\n",
        "\n",
        "# Show the plot\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "koW0eNjuC5-A",
        "outputId": "1bec743d-d27c-4c14-bb70-86a243e8a833"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "-2.025"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ],
      "source": [
        "mw_score(18000, 13.5, a=a)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "hnjjJysvC5-B"
      },
      "outputs": [],
      "source": [
        "# Human\n",
        "hu_seq = \"MFSFVDLRLLLLLAATALLTHGQEEGQVEGQDEDIPPITCVQNGLRYHDRDVWKPEPCRICVCDNGKVLCDDVICDETKNCPGAEVPEGECCPVCPDGSESPTDQETTGVEGPKGDTGPRGPRGPAGPPGRDGIPGQPGLPGPPGPPGPPGPPGLGGNFAPQLSYGYDEKSTGGISVPGPMGPSGPRGLPGPPGAPGPQGFQGPPGEPGEPGASGPMGPRGPPGPPGKNGDDGEAGKPGRPGERGPPGPQGARGLPGTAGLPGMKGHRGFSGLDGAKGDAGPAGPKGEPGSPGENGAPGQMGPRGLPGERGRPGAPGPAGARGNDGATGAAGPPGPTGPAGPPGFPGAVGAKGEAGPQGPRGSEGPQGVRGEPGPPGPAGAAGPAGNPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEGKRGARGEPGPTGLPGPPGERGGPGSRGFPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGPRGANGAPGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGGKGPRGETGPAGRPGEVGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGPRGDKGETGEQGDRGIKGHRGFSGLQGPPGPPGSPGEQGPSGASGPAGPRGPPGSAGAPGKDGLNGLPGPIGPPGPRGRTGDAGPVGPPGPPGPPGPPGPPS\"\n",
        "\n",
        "# Chicken\n",
        "ch_seq = \"MFSFVDSRLLLLIAATVLLTRGEGEEDIQTGSCVQDGLTYNDKDVWKPEPCQICVCDSGNILCDEVICEDTSDCPNAEIPFGECCPICPDVDASPVYPESAGVEGPKGDTGPRGDRGLPGPPGRDGIPGQPGLPGPPGPPGPPGLGGNFAPQMSYGYDEKSAGVAVPGPMGPAGPRGLPGPPGAPGPQGFQGPPGEPGEPGASGPMGPRGPAGPPGKNGDDGEAGKPGRPGQRGPPGPQGARGLPGTAGLPGMKGHRGFSGLDGAKGQPGPAGPKGEPGSPGENGAPGQMGPRGLPGERGRPGPSGPAGARGNDGAPGAAGPPGPTGPAGPPGFPGAAGAKGETGPQGARGSEGPQGSRGEPGPPGPAGAAGPAGNPGADGQPGAKGATGAPGIAGAPGFPGARGPSGPQGPSGAPGPKGNSGEPGAPGNKGDTGAKGEPGPAGVQGPPGPAGEEGKRGARGEPGPAGLPGPAGERGAPGSRGFPGADGIAGPKGPPGERGSPGAVGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPAGPPGARGQAGVMGFPGPKGAAGEPGKPGERGAPGPPGAVGAAGKDGEAGAQGPPGPTGPAGERGEQGPAGAPGFQGLPGPAGPPGEAGKPGEQGVPGNAGAPGPAGARGERGFPGERGVQGPPGPQGPRGANGAPGNDGAKGDAGAPGAPGNEGPPGLEGMPGERGAAGLPGAKGDRGDPGPKGADGAPGKDGLRGLTGPIGPPGPAGAPGDKGEAGPPGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGETGDAGAKGDAGPPGPAGPTGAPGPAGZVGAPGPKGARGSAGPPGATGFPGAAGRVGPPGPSGNIGLPGPPGPAGKZGSKGPRGETGPAGRPGEPGPAGPPGPPGEKGSPGADGPIGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGEAGREGAPGAEGAPGRDGAAGPKGDRGETGPAGPPGAPGAPGAPGPVGPAGKNGDRGETGPAGPAGPPGPAGARGPAGPQGPRGDKGETGEQGDRGMKGHRGFSGLQGPPGPPGAPGEQGPSGASGPAGPRGPPGSAGAAGKDGLNGLPGPIGPPGPRGRTGEVGPVGPPGPPGPPGPPGPPS\"\n",
        "ch_seq = ch_seq.replace('Z','E')\n",
        "\n",
        "# Collagen @UniRef\n",
        "fasta_file = '/Users/raemisch/Downloads/uniref_collagen_AND_taxonomy_id_7711_2023_10_17.fasta'\n",
        "\n",
        "# seqs = {}\n",
        "# with open(fasta_file, \"r\") as handle:\n",
        "#     for record in SeqIO.parse(handle, \"fasta\"):\n",
        "#         # Access the sequence ID and sequence data\n",
        "#         sequence_id = record.id\n",
        "#         sequence = str(record.seq)\n",
        "#         seqs[sequence_id] = sequence\n",
        "\n",
        "seqs = {'COL1A1_HUMAN': hu_seq}"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Parameters\n",
        "\n",
        "#@markdown weights\n",
        "p_mw = 1.0 #@param\n",
        "p_gravy = 5 #@param\n",
        "p_charge = 0.1 #@param\n",
        "#p_kex = 1.5\n",
        "p_PI = 1.5 #@param\n",
        "p_aro = 1.0 #@param\n",
        "\n",
        "#@markdown\n",
        "\n",
        "#@markdown target values\n",
        "target_pi = 6.5 #@param\n",
        "target_mw = 13.500 #@param\n",
        "#@markdown\n",
        "\n",
        "#@markdown steepness of quadratic penalty\n",
        "\n",
        "a = -0.1 #@param"
      ],
      "metadata": {
        "cellView": "form",
        "id": "4lKWPaR9oAQp"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "cellView": "form",
        "id": "hn0NJ1RxC5-D",
        "outputId": "4444a8c7-225c-4858-f75b-78829392d282"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "452 peptides found\n",
            "Best GRAVY -1.16\n",
            "Max Net Charge 3\n",
            "Min Net Charge -4\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "(function(root) {\n",
              "  function now() {\n",
              "    return new Date();\n",
              "  }\n",
              "\n",
              "  const force = true;\n",
              "\n",
              "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
              "    root._bokeh_onload_callbacks = [];\n",
              "    root._bokeh_is_loading = undefined;\n",
              "  }\n",
              "\n",
              "const JS_MIME_TYPE = 'application/javascript';\n",
              "  const HTML_MIME_TYPE = 'text/html';\n",
              "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
              "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
              "\n",
              "  /**\n",
              "   * Render data to the DOM node\n",
              "   */\n",
              "  function render(props, node) {\n",
              "    const script = document.createElement(\"script\");\n",
              "    node.appendChild(script);\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when an output is cleared or removed\n",
              "   */\n",
              "  function handleClearOutput(event, handle) {\n",
              "    function drop(id) {\n",
              "      const view = Bokeh.index.get_by_id(id)\n",
              "      if (view != null) {\n",
              "        view.model.document.clear()\n",
              "        Bokeh.index.delete(view)\n",
              "      }\n",
              "    }\n",
              "\n",
              "    const cell = handle.cell;\n",
              "\n",
              "    const id = cell.output_area._bokeh_element_id;\n",
              "    const server_id = cell.output_area._bokeh_server_id;\n",
              "\n",
              "    // Clean up Bokeh references\n",
              "    if (id != null) {\n",
              "      drop(id)\n",
              "    }\n",
              "\n",
              "    if (server_id !== undefined) {\n",
              "      // Clean up Bokeh references\n",
              "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
              "      cell.notebook.kernel.execute(cmd_clean, {\n",
              "        iopub: {\n",
              "          output: function(msg) {\n",
              "            const id = msg.content.text.trim()\n",
              "            drop(id)\n",
              "          }\n",
              "        }\n",
              "      });\n",
              "      // Destroy server and session\n",
              "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
              "      cell.notebook.kernel.execute(cmd_destroy);\n",
              "    }\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when a new output is added\n",
              "   */\n",
              "  function handleAddOutput(event, handle) {\n",
              "    const output_area = handle.output_area;\n",
              "    const output = handle.output;\n",
              "\n",
              "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
              "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
              "      return\n",
              "    }\n",
              "\n",
              "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
              "\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
              "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
              "      // store reference to embed id on output_area\n",
              "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
              "    }\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
              "      const bk_div = document.createElement(\"div\");\n",
              "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
              "      const script_attrs = bk_div.children[0].attributes;\n",
              "      for (let i = 0; i < script_attrs.length; i++) {\n",
              "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
              "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
              "      }\n",
              "      // store reference to server id on output_area\n",
              "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
              "    }\n",
              "  }\n",
              "\n",
              "  function register_renderer(events, OutputArea) {\n",
              "\n",
              "    function append_mime(data, metadata, element) {\n",
              "      // create a DOM node to render to\n",
              "      const toinsert = this.create_output_subarea(\n",
              "        metadata,\n",
              "        CLASS_NAME,\n",
              "        EXEC_MIME_TYPE\n",
              "      );\n",
              "      this.keyboard_manager.register_events(toinsert);\n",
              "      // Render to node\n",
              "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
              "      render(props, toinsert[toinsert.length - 1]);\n",
              "      element.append(toinsert);\n",
              "      return toinsert\n",
              "    }\n",
              "\n",
              "    /* Handle when an output is cleared or removed */\n",
              "    events.on('clear_output.CodeCell', handleClearOutput);\n",
              "    events.on('delete.Cell', handleClearOutput);\n",
              "\n",
              "    /* Handle when a new output is added */\n",
              "    events.on('output_added.OutputArea', handleAddOutput);\n",
              "\n",
              "    /**\n",
              "     * Register the mime type and append_mime function with output_area\n",
              "     */\n",
              "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
              "      /* Is output safe? */\n",
              "      safe: true,\n",
              "      /* Index of renderer in `output_area.display_order` */\n",
              "      index: 0\n",
              "    });\n",
              "  }\n",
              "\n",
              "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
              "  if (root.Jupyter !== undefined) {\n",
              "    const events = require('base/js/events');\n",
              "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
              "\n",
              "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
              "      register_renderer(events, OutputArea);\n",
              "    }\n",
              "  }\n",
              "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
              "    root._bokeh_timeout = Date.now() + 5000;\n",
              "    root._bokeh_failed_load = false;\n",
              "  }\n",
              "\n",
              "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
              "     \"<div style='background-color: #fdd'>\\n\"+\n",
              "     \"<p>\\n\"+\n",
              "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
              "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
              "     \"</p>\\n\"+\n",
              "     \"<ul>\\n\"+\n",
              "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
              "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
              "     \"</ul>\\n\"+\n",
              "     \"<code>\\n\"+\n",
              "     \"from bokeh.resources import INLINE\\n\"+\n",
              "     \"output_notebook(resources=INLINE)\\n\"+\n",
              "     \"</code>\\n\"+\n",
              "     \"</div>\"}};\n",
              "\n",
              "  function display_loaded() {\n",
              "    const el = document.getElementById(null);\n",
              "    if (el != null) {\n",
              "      el.textContent = \"BokehJS is loading...\";\n",
              "    }\n",
              "    if (root.Bokeh !== undefined) {\n",
              "      if (el != null) {\n",
              "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
              "      }\n",
              "    } else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(display_loaded, 100)\n",
              "    }\n",
              "  }\n",
              "\n",
              "  function run_callbacks() {\n",
              "    try {\n",
              "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
              "        if (callback != null)\n",
              "          callback();\n",
              "      });\n",
              "    } finally {\n",
              "      delete root._bokeh_onload_callbacks\n",
              "    }\n",
              "    console.debug(\"Bokeh: all callbacks have finished\");\n",
              "  }\n",
              "\n",
              "  function load_libs(css_urls, js_urls, callback) {\n",
              "    if (css_urls == null) css_urls = [];\n",
              "    if (js_urls == null) js_urls = [];\n",
              "\n",
              "    root._bokeh_onload_callbacks.push(callback);\n",
              "    if (root._bokeh_is_loading > 0) {\n",
              "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
              "      return null;\n",
              "    }\n",
              "    if (js_urls == null || js_urls.length === 0) {\n",
              "      run_callbacks();\n",
              "      return null;\n",
              "    }\n",
              "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
              "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
              "\n",
              "    function on_load() {\n",
              "      root._bokeh_is_loading--;\n",
              "      if (root._bokeh_is_loading === 0) {\n",
              "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
              "        run_callbacks()\n",
              "      }\n",
              "    }\n",
              "\n",
              "    function on_error(url) {\n",
              "      console.error(\"failed to load \" + url);\n",
              "    }\n",
              "\n",
              "    for (let i = 0; i < css_urls.length; i++) {\n",
              "      const url = css_urls[i];\n",
              "      const element = document.createElement(\"link\");\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error.bind(null, url);\n",
              "      element.rel = \"stylesheet\";\n",
              "      element.type = \"text/css\";\n",
              "      element.href = url;\n",
              "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
              "      document.body.appendChild(element);\n",
              "    }\n",
              "\n",
              "    for (let i = 0; i < js_urls.length; i++) {\n",
              "      const url = js_urls[i];\n",
              "      const element = document.createElement('script');\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error.bind(null, url);\n",
              "      element.async = false;\n",
              "      element.src = url;\n",
              "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
              "      document.head.appendChild(element);\n",
              "    }\n",
              "  };\n",
              "\n",
              "  function inject_raw_css(css) {\n",
              "    const element = document.createElement(\"style\");\n",
              "    element.appendChild(document.createTextNode(css));\n",
              "    document.body.appendChild(element);\n",
              "  }\n",
              "\n",
              "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.3.0.min.js\"];\n",
              "  const css_urls = [];\n",
              "\n",
              "  const inline_js = [    function(Bokeh) {\n",
              "      Bokeh.set_log_level(\"info\");\n",
              "    },\n",
              "function(Bokeh) {\n",
              "    }\n",
              "  ];\n",
              "\n",
              "  function run_inline_js() {\n",
              "    if (root.Bokeh !== undefined || force === true) {\n",
              "          for (let i = 0; i < inline_js.length; i++) {\n",
              "      inline_js[i].call(root, root.Bokeh);\n",
              "    }\n",
              "} else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(run_inline_js, 100);\n",
              "    } else if (!root._bokeh_failed_load) {\n",
              "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
              "      root._bokeh_failed_load = true;\n",
              "    } else if (force !== true) {\n",
              "      const cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
              "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
              "    }\n",
              "  }\n",
              "\n",
              "  if (root._bokeh_is_loading === 0) {\n",
              "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
              "    run_inline_js();\n",
              "  } else {\n",
              "    load_libs(css_urls, js_urls, function() {\n",
              "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
              "      run_inline_js();\n",
              "    });\n",
              "  }\n",
              "}(window));"
            ],
            "application/vnd.bokehjs_load.v0+json": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    const el = document.getElementById(null);\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.3.0.min.js\"];\n  const css_urls = [];\n\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {\n    }\n  ];\n\n  function run_inline_js() {\n    if (root.Bokeh !== undefined || force === true) {\n          for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"aad1e63f-2a8d-41d3-b216-c704cb2e3d4f\" data-root-id=\"p1046\" style=\"display: contents;\"></div>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "(function(root) {\n",
              "  function embed_document(root) {\n",
              "  const docs_json = {\"157e591a-2a5f-48ee-ab14-ff2fb56df247\":{\"version\":\"3.3.0\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1046\",\"attributes\":{\"height\":400,\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1047\"},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1048\"},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1056\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1057\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1049\",\"attributes\":{\"text\":\"Score Distribution\"}},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1082\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1043\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1044\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1045\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAEAAAACAAAAAwAAAAQAAAAFAAAABgAAAAcAAAAIAAAACQAAAAoAAAALAAAADAAAAA0AAAAOAAAADwAAABAAAAARAAAAEgAAABMAAAAUAAAAFQAAABYAAAAXAAAAGAAAABkAAAAaAAAAGwAAABwAAAAdAAAAHgAAAB8AAAAgAAAAIQAAACIAAAAjAAAAJAAAACUAAAAmAAAAJwAAACgAAAApAAAAKgAAACsAAAAsAAAALQAAAC4AAAAvAAAAMAAAADEAAAAyAAAAMwAAADQAAAA1AAAANgAAADcAAAA4AAAAOQAAADoAAAA7AAAAPAAAAD0AAAA+AAAAPwAAAEAAAABBAAAAQgAAAEMAAABEAAAARQAAAEYAAABHAAAASAAAAEkAAABKAAAASwAAAEwAAABNAAAATgAAAE8AAABQAAAAUQAAAFIAAABTAAAAVAAAAFUAAABWAAAAVwAAAFgAAABZAAAAWgAAAFsAAABcAAAAXQAAAF4AAABfAAAAYAAAAGEAAABiAAAAYwAAAA==\"},\"shape\":[100],\"dtype\":\"int32\",\"order\":\"little\"}],[\"score\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[100],\"dtype\":\"int32\",\"order\":\"little\"}],[\"left\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"gJJOw5/7bj+s2ca0hf66P2KfuTWXgso/9+iHyPXC0z89AjP2n0TaP8IN7xElY+A/ZJrEKPqj4z8IJ5o/z+TmP6qzb1akJeo/TkBFbXlm7T94Zg1Cp1PwP8kseM0R9PE/G/PiWHyU8z9tuU3k5jT1P75/uG9R1fY/D0Yj+7t1+D9hDI6GJhb6P7PS+BGRtvs/BJljnftW/T9VX84oZvf+P9SSHFroSwBA/fXRnx0cAUAlWYflUuwBQE68PCuIvAJAdx/ycL2MA0Cggqe28lwEQMnlXPwnLQVA8UgSQl39BUAarMeHks0GQEMPfc3HnQdAa3IyE/1tCECU1edYMj4JQL04nZ5nDgpA5ptS5JzeCkAP/wcq0q4LQDdivW8HfwxAYMVytTxPDUCJKCj7cR8OQLGL3UCn7w5A2u6Shty/D0ABKSTmCEgQQJXa/ogjsBBAKozZKz4YEUC+PbTOWIARQFLvjnFz6BFA56BpFI5QEkB7UkS3qLgSQBAEH1rDIBNApLX5/N2IE0A4Z9Sf+PATQM0Yr0ITWRRAYcqJ5S3BFED2e2SISCkVQIotPytjkRVAHt8Zzn35FUCzkPRwmGEWQEdCzxOzyRZA2/Opts0xF0BwpYRZ6JkXQARXX/wCAhhAmAg6nx1qGEAtuhRCONIYQMFr7+RSOhlAVh3Kh22iGUDqzqQqiAoaQH6Af82ichpAEzJacL3aGkCn4zQT2EIbQDyVD7byqhtA0EbqWA0THEBk+MT7J3scQPmpn55C4xxAjVt6QV1LHUAhDVXkd7MdQLa+L4eSGx5ASnAKKq2DHkDeIeXMx+seQHPTv2/iUx9AB4WaEv27H0BOm7raCxIgQBj0JywZRiBA4kyVfSZ6IECspQLPM64gQHf+byBB4iBAQVfdcU4WIUALsErDW0ohQNUIuBRpfiFAn2ElZnayIUBpupK3g+YhQDQTAAmRGiJA/mttWp5OIkDIxNqrq4IiQJIdSP24tiJAXHa1TsbqIkAnzyKg0x4jQPEnkPHgUiNAu4D9Qu6GI0CF2WqU+7ojQE8y2OUI7yNAGotFNxYjJEA=\"},\"shape\":[100],\"dtype\":\"float64\",\"order\":\"little\"}],[\"right\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[100],\"dtype\":\"float64\",\"order\":\"little\"}],[\"avg_score\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[100],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1083\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1084\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Quad\",\"id\":\"p1079\",\"attributes\":{\"left\":{\"type\":\"field\",\"field\":\"left\"},\"right\":{\"type\":\"field\",\"field\":\"right\"},\"bottom\":{\"type\":\"value\",\"value\":0},\"top\":{\"type\":\"field\",\"field\":\"score\"},\"line_color\":{\"type\":\"value\",\"value\":\"white\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.5},\"fill_color\":{\"type\":\"field\",\"field\":\"avg_score\",\"transform\":{\"type\":\"object\",\"name\":\"LinearColorMapper\",\"id\":\"p1075\",\"attributes\":{\"palette\":[\"#440154\",\"#440255\",\"#440357\",\"#450558\",\"#45065A\",\"#45085B\",\"#46095C\",\"#460B5E\",\"#460C5F\",\"#460E61\",\"#470F62\",\"#471163\",\"#471265\",\"#471466\",\"#471567\",\"#471669\",\"#47186A\",\"#48196B\",\"#481A6C\",\"#481C6E\",\"#481D6F\",\"#481E70\",\"#482071\",\"#482172\",\"#482273\",\"#482374\",\"#472575\",\"#472676\",\"#472777\",\"#472878\",\"#472A79\",\"#472B7A\",\"#472C7B\",\"#462D7C\",\"#462F7C\",\"#46307D\",\"#46317E\",\"#45327F\",\"#45347F\",\"#453580\",\"#453681\",\"#443781\",\"#443982\",\"#433A83\",\"#433B83\",\"#433C84\",\"#423D84\",\"#423E85\",\"#424085\",\"#414186\",\"#414286\",\"#404387\",\"#404487\",\"#3F4587\",\"#3F4788\",\"#3E4888\",\"#3E4989\",\"#3D4A89\",\"#3D4B89\",\"#3D4C89\",\"#3C4D8A\",\"#3C4E8A\",\"#3B508A\",\"#3B518A\",\"#3A528B\",\"#3A538B\",\"#39548B\",\"#39558B\",\"#38568B\",\"#38578C\",\"#37588C\",\"#37598C\",\"#365A8C\",\"#365B8C\",\"#355C8C\",\"#355D8C\",\"#345E8D\",\"#345F8D\",\"#33608D\",\"#33618D\",\"#32628D\",\"#32638D\",\"#31648D\",\"#31658D\",\"#31668D\",\"#30678D\",\"#30688D\",\"#2F698D\",\"#2F6A8D\",\"#2E6B8E\",\"#2E6C8E\",\"#2E6D8E\",\"#2D6E8E\",\"#2D6F8E\",\"#2C708E\",\"#2C718E\",\"#2C728E\",\"#2B738E\",\"#2B748E\",\"#2A758E\",\"#2A768E\",\"#2A778E\",\"#29788E\",\"#29798E\",\"#287A8E\",\"#287A8E\",\"#287B8E\",\"#277C8E\",\"#277D8E\",\"#277E8E\",\"#267F8E\",\"#26808E\",\"#26818E\",\"#25828E\",\"#25838D\",\"#24848D\",\"#24858D\",\"#24868D\",\"#23878D\",\"#23888D\",\"#23898D\",\"#22898D\",\"#228A8D\",\"#228B8D\",\"#218C8D\",\"#218D8C\",\"#218E8C\",\"#208F8C\",\"#20908C\",\"#20918C\",\"#1F928C\",\"#1F938B\",\"#1F948B\",\"#1F958B\",\"#1F968B\",\"#1E978A\",\"#1E988A\",\"#1E998A\",\"#1E998A\",\"#1E9A89\",\"#1E9B89\",\"#1E9C89\",\"#1E9D88\",\"#1E9E88\",\"#1E9F88\",\"#1EA087\",\"#1FA187\",\"#1FA286\",\"#1FA386\",\"#20A485\",\"#20A585\",\"#21A685\",\"#21A784\",\"#22A784\",\"#23A883\",\"#23A982\",\"#24AA82\",\"#25AB81\",\"#26AC81\",\"#27AD80\",\"#28AE7F\",\"#29AF7F\",\"#2AB07E\",\"#2BB17D\",\"#2CB17D\",\"#2EB27C\",\"#2FB37B\",\"#30B47A\",\"#32B57A\",\"#33B679\",\"#35B778\",\"#36B877\",\"#38B976\",\"#39B976\",\"#3BBA75\",\"#3DBB74\",\"#3EBC73\",\"#40BD72\",\"#42BE71\",\"#44BE70\",\"#45BF6F\",\"#47C06E\",\"#49C16D\",\"#4BC26C\",\"#4DC26B\",\"#4FC369\",\"#51C468\",\"#53C567\",\"#55C666\",\"#57C665\",\"#59C764\",\"#5BC862\",\"#5EC961\",\"#60C960\",\"#62CA5F\",\"#64CB5D\",\"#67CC5C\",\"#69CC5B\",\"#6BCD59\",\"#6DCE58\",\"#70CE56\",\"#72CF55\",\"#74D054\",\"#77D052\",\"#79D151\",\"#7CD24F\",\"#7ED24E\",\"#81D34C\",\"#83D34B\",\"#86D449\",\"#88D547\",\"#8BD546\",\"#8DD644\",\"#90D643\",\"#92D741\",\"#95D73F\",\"#97D83E\",\"#9AD83C\",\"#9DD93A\",\"#9FD938\",\"#A2DA37\",\"#A5DA35\",\"#A7DB33\",\"#AADB32\",\"#ADDC30\",\"#AFDC2E\",\"#B2DD2C\",\"#B5DD2B\",\"#B7DD29\",\"#BADE27\",\"#BDDE26\",\"#BFDF24\",\"#C2DF22\",\"#C5DF21\",\"#C7E01F\",\"#CAE01E\",\"#CDE01D\",\"#CFE11C\",\"#D2E11B\",\"#D4E11A\",\"#D7E219\",\"#DAE218\",\"#DCE218\",\"#DFE318\",\"#E1E318\",\"#E4E318\",\"#E7E419\",\"#E9E419\",\"#ECE41A\",\"#EEE51B\",\"#F1E51C\",\"#F3E51E\",\"#F6E61F\",\"#F8E621\",\"#FAE622\",\"#FDE724\"],\"low\":0.003782093083332605,\"high\":10.14980151925}}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.5},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.5}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Quad\",\"id\":\"p1080\",\"attributes\":{\"left\":{\"type\":\"field\",\"field\":\"left\"},\"right\":{\"type\":\"field\",\"field\":\"right\"},\"bottom\":{\"type\":\"value\",\"value\":0},\"top\":{\"type\":\"field\",\"field\":\"score\"},\"line_color\":{\"type\":\"value\",\"value\":\"white\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"field\",\"field\":\"avg_score\",\"transform\":{\"id\":\"p1075\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Quad\",\"id\":\"p1081\",\"attributes\":{\"left\":{\"type\":\"field\",\"field\":\"left\"},\"right\":{\"type\":\"field\",\"field\":\"right\"},\"bottom\":{\"type\":\"value\",\"value\":0},\"top\":{\"type\":\"field\",\"field\":\"score\"},\"line_color\":{\"type\":\"value\",\"value\":\"white\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"field\",\"field\":\"avg_score\",\"transform\":{\"id\":\"p1075\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1055\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1068\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1069\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1070\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1071\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"top_units\":\"canvas\",\"bottom_units\":\"canvas\",\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1072\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1073\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p1074\"}]}},\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1063\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1064\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1065\"},\"axis_label\":\"Count\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1066\"}}}],\"right\":[{\"type\":\"object\",\"name\":\"ColorBar\",\"id\":\"p1085\",\"attributes\":{\"location\":[0,0],\"width\":8,\"major_label_policy\":{\"type\":\"object\",\"name\":\"NoOverlap\",\"id\":\"p1086\"},\"color_mapper\":{\"id\":\"p1075\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1058\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1059\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1060\"},\"axis_label\":\"score\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1061\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1062\",\"attributes\":{\"axis\":{\"id\":\"p1058\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1067\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1063\"}}}]}}]}};\n",
              "  const render_items = [{\"docid\":\"157e591a-2a5f-48ee-ab14-ff2fb56df247\",\"roots\":{\"p1046\":\"aad1e63f-2a8d-41d3-b216-c704cb2e3d4f\"},\"root_ids\":[\"p1046\"]}];\n",
              "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
              "  }\n",
              "  if (root.Bokeh !== undefined) {\n",
              "    embed_document(root);\n",
              "  } else {\n",
              "    let attempts = 0;\n",
              "    const timer = setInterval(function(root) {\n",
              "      if (root.Bokeh !== undefined) {\n",
              "        clearInterval(timer);\n",
              "        embed_document(root);\n",
              "      } else {\n",
              "        attempts++;\n",
              "        if (attempts > 100) {\n",
              "          clearInterval(timer);\n",
              "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
              "        }\n",
              "      }\n",
              "    }, 10, root)\n",
              "  }\n",
              "})(window);"
            ],
            "application/vnd.bokehjs_exec.v0+json": ""
          },
          "metadata": {
            "application/vnd.bokehjs_exec.v0+json": {
              "id": "p1046"
            }
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"bf7ced50-c7e1-4270-b4b3-648ca9f721b3\" data-root-id=\"p1095\" style=\"display: contents;\"></div>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "(function(root) {\n",
              "  function embed_document(root) {\n",
              "  const docs_json = {\"e7fbf6eb-b624-4aca-8053-d89366822692\":{\"version\":\"3.3.0\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1095\",\"attributes\":{\"height\":400,\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1096\"},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1097\"},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1105\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1106\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1098\",\"attributes\":{\"text\":\"Score Distribution\"}},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1131\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1092\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1093\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1094\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAEAAAACAAAAAwAAAAQAAAAFAAAABgAAAAcAAAAIAAAACQAAAAoAAAA=\"},\"shape\":[11],\"dtype\":\"int32\",\"order\":\"little\"}],[\"score\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"DwAAAAUAAAAiAAAAKwAAAEkAAAArAAAAIQAAAEkAAAAVAAAAJwAAAEkAAAA=\"},\"shape\":[11],\"dtype\":\"int32\",\"order\":\"little\"}],[\"left\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAABga0BddNFFFz1yQLrooosuynZAF1100UVXe0B00UUXXeR/QOiiiy66OIJAF1100UV/hEBGF1100cWGQHTRRRddDIlAoosuuuhSi0DRRRdddJmNQA==\"},\"shape\":[11],\"dtype\":\"float64\",\"order\":\"little\"}],[\"right\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"XXTRRRc9ckC66KKLLsp2QBdddNFFV3tAdNFFF13kf0DooosuujiCQBdddNFFf4RARhdddNHFhkB00UUXXQyJQKKLLrroUotA0UUXXXSZjUAAAAAAAOCPQA==\"},\"shape\":[11],\"dtype\":\"float64\",\"order\":\"little\"}],[\"avg_score\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"XkpxssFuCUB4UszaNSceQNLRUdTwZBRA4v2yHqq+H0DIPWTGjLMiQDbrej/tthxAflsoM1XHIkAytMvghVEbQDr1qXYXaf0/74IXydzJIUAIdA2cnQUaQA==\"},\"shape\":[11],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1132\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1133\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Quad\",\"id\":\"p1128\",\"attributes\":{\"left\":{\"type\":\"field\",\"field\":\"left\"},\"right\":{\"type\":\"field\",\"field\":\"right\"},\"bottom\":{\"type\":\"value\",\"value\":0},\"top\":{\"type\":\"field\",\"field\":\"score\"},\"line_color\":{\"type\":\"value\",\"value\":\"white\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.5},\"fill_color\":{\"type\":\"field\",\"field\":\"avg_score\",\"transform\":{\"type\":\"object\",\"name\":\"LinearColorMapper\",\"id\":\"p1124\",\"attributes\":{\"palette\":[\"#440154\",\"#440255\",\"#440357\",\"#450558\",\"#45065A\",\"#45085B\",\"#46095C\",\"#460B5E\",\"#460C5F\",\"#460E61\",\"#470F62\",\"#471163\",\"#471265\",\"#471466\",\"#471567\",\"#471669\",\"#47186A\",\"#48196B\",\"#481A6C\",\"#481C6E\",\"#481D6F\",\"#481E70\",\"#482071\",\"#482172\",\"#482273\",\"#482374\",\"#472575\",\"#472676\",\"#472777\",\"#472878\",\"#472A79\",\"#472B7A\",\"#472C7B\",\"#462D7C\",\"#462F7C\",\"#46307D\",\"#46317E\",\"#45327F\",\"#45347F\",\"#453580\",\"#453681\",\"#443781\",\"#443982\",\"#433A83\",\"#433B83\",\"#433C84\",\"#423D84\",\"#423E85\",\"#424085\",\"#414186\",\"#414286\",\"#404387\",\"#404487\",\"#3F4587\",\"#3F4788\",\"#3E4888\",\"#3E4989\",\"#3D4A89\",\"#3D4B89\",\"#3D4C89\",\"#3C4D8A\",\"#3C4E8A\",\"#3B508A\",\"#3B518A\",\"#3A528B\",\"#3A538B\",\"#39548B\",\"#39558B\",\"#38568B\",\"#38578C\",\"#37588C\",\"#37598C\",\"#365A8C\",\"#365B8C\",\"#355C8C\",\"#355D8C\",\"#345E8D\",\"#345F8D\",\"#33608D\",\"#33618D\",\"#32628D\",\"#32638D\",\"#31648D\",\"#31658D\",\"#31668D\",\"#30678D\",\"#30688D\",\"#2F698D\",\"#2F6A8D\",\"#2E6B8E\",\"#2E6C8E\",\"#2E6D8E\",\"#2D6E8E\",\"#2D6F8E\",\"#2C708E\",\"#2C718E\",\"#2C728E\",\"#2B738E\",\"#2B748E\",\"#2A758E\",\"#2A768E\",\"#2A778E\",\"#29788E\",\"#29798E\",\"#287A8E\",\"#287A8E\",\"#287B8E\",\"#277C8E\",\"#277D8E\",\"#277E8E\",\"#267F8E\",\"#26808E\",\"#26818E\",\"#25828E\",\"#25838D\",\"#24848D\",\"#24858D\",\"#24868D\",\"#23878D\",\"#23888D\",\"#23898D\",\"#22898D\",\"#228A8D\",\"#228B8D\",\"#218C8D\",\"#218D8C\",\"#218E8C\",\"#208F8C\",\"#20908C\",\"#20918C\",\"#1F928C\",\"#1F938B\",\"#1F948B\",\"#1F958B\",\"#1F968B\",\"#1E978A\",\"#1E988A\",\"#1E998A\",\"#1E998A\",\"#1E9A89\",\"#1E9B89\",\"#1E9C89\",\"#1E9D88\",\"#1E9E88\",\"#1E9F88\",\"#1EA087\",\"#1FA187\",\"#1FA286\",\"#1FA386\",\"#20A485\",\"#20A585\",\"#21A685\",\"#21A784\",\"#22A784\",\"#23A883\",\"#23A982\",\"#24AA82\",\"#25AB81\",\"#26AC81\",\"#27AD80\",\"#28AE7F\",\"#29AF7F\",\"#2AB07E\",\"#2BB17D\",\"#2CB17D\",\"#2EB27C\",\"#2FB37B\",\"#30B47A\",\"#32B57A\",\"#33B679\",\"#35B778\",\"#36B877\",\"#38B976\",\"#39B976\",\"#3BBA75\",\"#3DBB74\",\"#3EBC73\",\"#40BD72\",\"#42BE71\",\"#44BE70\",\"#45BF6F\",\"#47C06E\",\"#49C16D\",\"#4BC26C\",\"#4DC26B\",\"#4FC369\",\"#51C468\",\"#53C567\",\"#55C666\",\"#57C665\",\"#59C764\",\"#5BC862\",\"#5EC961\",\"#60C960\",\"#62CA5F\",\"#64CB5D\",\"#67CC5C\",\"#69CC5B\",\"#6BCD59\",\"#6DCE58\",\"#70CE56\",\"#72CF55\",\"#74D054\",\"#77D052\",\"#79D151\",\"#7CD24F\",\"#7ED24E\",\"#81D34C\",\"#83D34B\",\"#86D449\",\"#88D547\",\"#8BD546\",\"#8DD644\",\"#90D643\",\"#92D741\",\"#95D73F\",\"#97D83E\",\"#9AD83C\",\"#9DD93A\",\"#9FD938\",\"#A2DA37\",\"#A5DA35\",\"#A7DB33\",\"#AADB32\",\"#ADDC30\",\"#AFDC2E\",\"#B2DD2C\",\"#B5DD2B\",\"#B7DD29\",\"#BADE27\",\"#BDDE26\",\"#BFDF24\",\"#C2DF22\",\"#C5DF21\",\"#C7E01F\",\"#CAE01E\",\"#CDE01D\",\"#CFE11C\",\"#D2E11B\",\"#D4E11A\",\"#D7E219\",\"#DAE218\",\"#DCE218\",\"#DFE318\",\"#E1E318\",\"#E4E318\",\"#E7E419\",\"#E9E419\",\"#ECE41A\",\"#EEE51B\",\"#F1E51C\",\"#F3E51E\",\"#F6E61F\",\"#F8E621\",\"#FAE622\",\"#FDE724\"],\"low\":1.8381571421917458,\"high\":9.389321898151817}}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.5},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.5}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Quad\",\"id\":\"p1129\",\"attributes\":{\"left\":{\"type\":\"field\",\"field\":\"left\"},\"right\":{\"type\":\"field\",\"field\":\"right\"},\"bottom\":{\"type\":\"value\",\"value\":0},\"top\":{\"type\":\"field\",\"field\":\"score\"},\"line_color\":{\"type\":\"value\",\"value\":\"white\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"field\",\"field\":\"avg_score\",\"transform\":{\"id\":\"p1124\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Quad\",\"id\":\"p1130\",\"attributes\":{\"left\":{\"type\":\"field\",\"field\":\"left\"},\"right\":{\"type\":\"field\",\"field\":\"right\"},\"bottom\":{\"type\":\"value\",\"value\":0},\"top\":{\"type\":\"field\",\"field\":\"score\"},\"line_color\":{\"type\":\"value\",\"value\":\"white\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"field\",\"field\":\"avg_score\",\"transform\":{\"id\":\"p1124\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1104\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1117\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1118\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1119\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1120\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"top_units\":\"canvas\",\"bottom_units\":\"canvas\",\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1121\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1122\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p1123\"}]}},\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1112\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1113\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1114\"},\"axis_label\":\"Count\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1115\"}}}],\"right\":[{\"type\":\"object\",\"name\":\"ColorBar\",\"id\":\"p1134\",\"attributes\":{\"location\":[0,0],\"width\":8,\"major_label_policy\":{\"type\":\"object\",\"name\":\"NoOverlap\",\"id\":\"p1135\"},\"color_mapper\":{\"id\":\"p1124\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1107\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1108\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1109\"},\"axis_label\":\"start\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1110\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1111\",\"attributes\":{\"axis\":{\"id\":\"p1107\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1116\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1112\"}}}]}}]}};\n",
              "  const render_items = [{\"docid\":\"e7fbf6eb-b624-4aca-8053-d89366822692\",\"roots\":{\"p1095\":\"bf7ced50-c7e1-4270-b4b3-648ca9f721b3\"},\"root_ids\":[\"p1095\"]}];\n",
              "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
              "  }\n",
              "  if (root.Bokeh !== undefined) {\n",
              "    embed_document(root);\n",
              "  } else {\n",
              "    let attempts = 0;\n",
              "    const timer = setInterval(function(root) {\n",
              "      if (root.Bokeh !== undefined) {\n",
              "        clearInterval(timer);\n",
              "        embed_document(root);\n",
              "      } else {\n",
              "        attempts++;\n",
              "        if (attempts > 100) {\n",
              "          clearInterval(timer);\n",
              "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
              "        }\n",
              "      }\n",
              "    }, 10, root)\n",
              "  }\n",
              "})(window);"
            ],
            "application/vnd.bokehjs_exec.v0+json": ""
          },
          "metadata": {
            "application/vnd.bokehjs_exec.v0+json": {
              "id": "p1095"
            }
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"be35c989-8872-4a83-bf48-de8754ea7b30\" data-root-id=\"p1144\" style=\"display: contents;\"></div>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "(function(root) {\n",
              "  function embed_document(root) {\n",
              "  const docs_json = {\"cdde83e3-0540-425b-b1fa-1a96a4cdb82d\":{\"version\":\"3.3.0\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1144\",\"attributes\":{\"height\":400,\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1145\"},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1146\"},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1154\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1155\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1147\",\"attributes\":{\"text\":\"Heat Map of MW vs GRAVY\"}},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1174\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1141\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1142\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1143\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[452],\"dtype\":\"int32\",\"order\":\"little\"}],[\"MW\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[452],\"dtype\":\"float64\",\"order\":\"little\"}],[\"PI\",{\"type\":\"ndarray\",\"array\":[\"9.40\",\"8.39\",\"8.77\",\"8.77\",\"8.39\",\"8.77\",\"8.77\",\"8.39\",\"8.39\",\"6.78\",\"6.78\",\"6.78\",\"8.44\",\"9.52\",\"9.52\",\"5.23\",\"4.86\",\"4.86\",\"4.86\",\"5.15\",\"5.15\",\"5.15\",\"5.15\",\"5.15\",\"5.15\",\"4.77\",\"4.77\",\"5.06\",\"5.06\",\"5.06\",\"5.06\",\"5.06\",\"5.06\",\"5.06\",\"5.06\",\"5.06\",\"5.06\",\"5.06\",\"5.06\",\"5.06\",\"5.06\",\"5.06\",\"5.06\",\"5.06\",\"5.06\",\"5.06\",\"6.31\",\"6.31\",\"6.72\",\"6.31\",\"6.35\",\"6.31\",\"5.01\",\"6.35\",\"9.59\",\"6.58\",\"6.63\",\"6.58\",\"5.60\",\"5.60\",\"6.95\",\"6.57\",\"6.95\",\"6.26\",\"6.57\",\"6.57\",\"6.95\",\"6.57\",\"6.95\",\"6.95\",\"6.57\",\"6.66\",\"8.27\",\"6.55\",\"6.55\",\"6.94\",\"6.55\",\"6.29\",\"6.55\",\"5.54\",\"5.54\",\"5.54\",\"5.54\",\"5.54\",\"5.54\",\"6.54\",\"6.52\",\"6.59\",\"6.54\",\"6.93\",\"6.54\",\"5.52\",\"5.52\",\"5.52\",\"5.52\",\"5.52\",\"6.53\",\"5.48\",\"5.47\",\"5.49\",\"5.48\",\"5.49\",\"5.48\",\"5.48\",\"5.58\",\"5.58\",\"5.24\",\"5.24\",\"5.25\",\"5.24\",\"5.24\",\"5.54\",\"5.54\",\"5.54\",\"5.21\",\"5.21\",\"5.21\",\"5.51\",\"5.51\",\"5.51\",\"5.51\",\"5.51\",\"5.51\",\"5.51\",\"5.17\",\"5.17\",\"5.16\",\"5.17\",\"5.17\",\"5.17\",\"5.17\",\"5.17\",\"5.17\",\"5.17\",\"5.17\",\"5.17\",\"5.49\",\"5.49\",\"5.15\",\"5.15\",\"5.15\",\"5.15\",\"5.15\",\"5.42\",\"5.42\",\"5.42\",\"5.42\",\"5.42\",\"5.47\",\"5.47\",\"5.40\",\"5.40\",\"5.40\",\"5.40\",\"5.40\",\"5.40\",\"5.40\",\"5.40\",\"5.40\",\"5.40\",\"5.05\",\"5.05\",\"5.05\",\"5.05\",\"5.05\",\"5.05\",\"5.05\",\"5.05\",\"5.05\",\"5.05\",\"5.05\",\"5.05\",\"4.83\",\"4.83\",\"4.83\",\"4.83\",\"4.83\",\"5.00\",\"5.00\",\"5.00\",\"4.76\",\"4.76\",\"4.76\",\"4.93\",\"4.69\",\"4.69\",\"4.69\",\"4.69\",\"4.69\",\"4.69\",\"4.69\",\"4.69\",\"4.69\",\"4.69\",\"4.69\",\"4.69\",\"4.69\",\"4.69\",\"4.48\",\"4.65\",\"4.65\",\"4.82\",\"4.82\",\"4.82\",\"4.82\",\"4.82\",\"4.82\",\"4.82\",\"4.82\",\"4.82\",\"4.82\",\"4.82\",\"4.82\",\"5.01\",\"4.79\",\"4.79\",\"4.79\",\"4.79\",\"4.79\",\"4.79\",\"4.79\",\"4.79\",\"4.79\",\"4.98\",\"4.98\",\"4.98\",\"4.76\",\"4.76\",\"4.95\",\"4.95\",\"4.95\",\"4.95\",\"4.95\",\"4.95\",\"4.95\",\"4.95\",\"4.95\",\"4.95\",\"4.95\",\"4.95\",\"4.95\",\"4.95\",\"4.95\",\"4.95\",\"4.95\",\"4.95\",\"4.95\",\"4.95\",\"4.95\",\"5.23\",\"4.88\",\"4.88\",\"4.88\",\"4.88\",\"4.88\",\"4.88\",\"4.88\",\"4.88\",\"4.88\",\"5.23\",\"5.23\",\"4.85\",\"5.20\",\"5.20\",\"4.81\",\"4.81\",\"4.81\",\"4.81\",\"5.17\",\"5.17\",\"5.17\",\"4.77\",\"4.76\",\"4.77\",\"4.77\",\"4.77\",\"5.13\",\"4.72\",\"4.72\",\"4.72\",\"5.09\",\"5.09\",\"6.06\",\"6.38\",\"5.09\",\"6.38\",\"6.38\",\"5.09\",\"5.09\",\"6.38\",\"5.09\",\"6.42\",\"6.38\",\"6.42\",\"5.09\",\"6.38\",\"6.38\",\"4.66\",\"6.36\",\"6.46\",\"5.99\",\"8.43\",\"4.53\",\"5.99\",\"8.43\",\"4.53\",\"8.47\",\"8.43\",\"8.83\",\"8.10\",\"8.43\",\"8.47\",\"8.43\",\"6.32\",\"6.36\",\"6.73\",\"6.32\",\"6.32\",\"8.43\",\"6.30\",\"6.40\",\"8.83\",\"8.43\",\"8.83\",\"8.83\",\"8.43\",\"8.83\",\"8.47\",\"8.43\",\"8.43\",\"8.47\",\"8.43\",\"9.44\",\"9.44\",\"8.43\",\"8.47\",\"8.43\",\"9.82\",\"9.82\",\"9.83\",\"5.46\",\"5.12\",\"5.13\",\"5.41\",\"5.48\",\"5.48\",\"5.48\",\"5.48\",\"5.48\",\"5.15\",\"5.14\",\"5.14\",\"5.44\",\"5.44\",\"5.44\",\"5.44\",\"5.44\",\"5.44\",\"5.44\",\"5.44\",\"5.44\",\"5.44\",\"5.44\",\"5.44\",\"6.48\",\"5.39\",\"5.38\",\"5.40\",\"5.39\",\"5.39\",\"5.39\",\"6.48\",\"6.88\",\"6.52\",\"6.48\",\"6.52\",\"6.88\",\"6.48\",\"6.16\",\"6.88\",\"6.48\",\"6.88\",\"6.48\",\"6.48\",\"6.48\",\"6.52\",\"6.48\",\"6.48\",\"6.48\",\"5.37\",\"5.37\",\"5.37\",\"5.37\",\"5.37\",\"5.37\",\"5.37\",\"5.37\",\"5.37\",\"5.02\",\"5.02\",\"5.32\",\"5.32\",\"5.32\",\"5.32\",\"5.32\",\"5.32\",\"5.32\",\"5.32\",\"5.32\",\"5.31\",\"5.32\",\"5.32\",\"5.26\",\"5.26\",\"5.26\",\"5.26\",\"5.26\",\"5.26\",\"5.25\",\"5.26\",\"5.26\",\"5.25\",\"5.26\",\"5.26\",\"5.18\",\"5.18\",\"5.19\",\"5.19\",\"5.18\",\"5.19\",\"5.18\",\"5.18\",\"5.19\",\"5.19\",\"5.18\",\"5.18\",\"5.19\",\"5.18\",\"5.19\",\"5.19\",\"5.18\",\"5.19\",\"6.08\",\"5.10\",\"6.35\",\"5.10\",\"6.30\",\"6.35\",\"6.72\",\"6.30\",\"6.35\",\"6.40\"],\"shape\":[452],\"dtype\":\"object\",\"order\":\"little\"}],[\"Net Charge (pH7)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[452],\"dtype\":\"int32\",\"order\":\"little\"}],[\"Glycosylation Sites\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA=\"},\"shape\":[452],\"dtype\":\"int32\",\"order\":\"little\"}],[\"GRAVY\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[452],\"dtype\":\"float64\",\"order\":\"little\"}],[\"KEX2 sites\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA=\"},\"shape\":[452],\"dtype\":\"int32\",\"order\":\"little\"}],[\"PepA sites\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA=\"},\"shape\":[452],\"dtype\":\"int32\",\"order\":\"little\"}],[\"Yapsin_1 sites\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA=\"},\"shape\":[452],\"dtype\":\"int32\",\"order\":\"little\"}],[\"Pap sites\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA=\"},\"shape\":[452],\"dtype\":\"int32\",\"order\":\"little\"}],[\"PrbA sites\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA=\"},\"shape\":[452],\"dtype\":\"int32\",\"order\":\"little\"}],[\"PrbB sites\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA=\"},\"shape\":[452],\"dtype\":\"int32\",\"order\":\"little\"}],[\"score\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[452],\"dtype\":\"float64\",\"order\":\"little\"}],[\"start\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[452],\"dtype\":\"int32\",\"order\":\"little\"}],[\"end\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[452],\"dtype\":\"int32\",\"order\":\"little\"}],[\"seq\",{\"type\":\"ndarray\",\"array\":[\"RGPPGPPGKNGDDGEAGKPGRPGERGPPGPQGARGLPGTAGLPGMKGHRGFSGLDGAKGDAGPAGPKGEPGSPGENGAPGQMGP\",\"GPPGPPGKNGDDGEAGKPGRPGERGPPGPQGARGLPGTAGLPGMKGHRGFSGLDGAKGDAGPAGPKGEPGSPGENGAPGQMGP\",\"PPGPPGKNGDDGEAGKPGRPGERGPPGPQGARGLPGTAGLPGMKGHRGFSGLDGAKGDAGPAGPKGEPGSPGENGAPGQMGP\",\"PGPPGKNGDDGEAGKPGRPGERGPPGPQGARGLPGTAGLPGMKGHRGFSGLDGAKGDAGPAGPKGEPGSPGENGAPGQMGP\",\"GPPGKNGDDGEAGKPGRPGERGPPGPQGARGLPGTAGLPGMKGHRGFSGLDGAKGDAGPAGPKGEPGSPGENGAPGQMGP\",\"PPGKNGDDGEAGKPGRPGERGPPGPQGARGLPGTAGLPGMKGHRGFSGLDGAKGDAGPAGPKGEPGSPGENGAPGQMGP\",\"PGKNGDDGEAGKPGRPGERGPPGPQGARGLPGTAGLPGMKGHRGFSGLDGAKGDAGPAGPKGEPGSPGENGAPGQMGP\",\"GKNGDDGEAGKPGRPGERGPPGPQGARGLPGTAGLPGMKGHRGFSGLDGAKGDAGPAGPKGEPGSPGENGAPGQMGP\",\"KNGDDGEAGKPGRPGERGPPGPQGARGLPGTAGLPGMKGHRGFSGLDGAKGDAGPAGPKGEPGSPGENGAPGQMGP\",\"NGDDGEAGKPGRPGERGPPGPQGARGLPGTAGLPGMKGHRGFSGLDGAKGDAGPAGPKGEPGSPGENGAPGQMGP\",\"GDDGEAGKPGRPGERGPPGPQGARGLPGTAGLPGMKGHRGFSGLDGAKGDAGPAGPKGEPGSPGENGAPGQMGP\",\"DDGEAGKPGRPGERGPPGPQGARGLPGTAGLPGMKGHRGFSGLDGAKGDAGPAGPKGEPGSPGENGAPGQMGP\",\"DGEAGKPGRPGERGPPGPQGARGLPGTAGLPGMKGHRGFSGLDGAKGDAGPAGPKGEPGSPGENGAPGQMGP\",\"GEAGKPGRPGERGPPGPQGARGLPGTAGLPGMKGHRGFSGLDGAKGDAGPAGPKGEPGSPGENGAPGQMGP\",\"EAGKPGRPGERGPPGPQGARGLPGTAGLPGMKGHRGFSGLDGAKGDAGPAGPKGEPGSPGENGAPGQMGP\",\"RGSEGPQGVRGEPGPPGPAGAAGPAGNPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"GSEGPQGVRGEPGPPGPAGAAGPAGNPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"SEGPQGVRGEPGPPGPAGAAGPAGNPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"EGPQGVRGEPGPPGPAGAAGPAGNPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"GPQGVRGEPGPPGPAGAAGPAGNPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"PQGVRGEPGPPGPAGAAGPAGNPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"QGVRGEPGPPGPAGAAGPAGNPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"GVRGEPGPPGPAGAAGPAGNPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"VRGEPGPPGPAGAAGPAGNPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"RGEPGPPGPAGAAGPAGNPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"GEPGPPGPAGAAGPAGNPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"EPGPPGPAGAAGPAGNPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"PGPPGPAGAAGPAGNPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"GPPGPAGAAGPAGNPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"PPGPAGAAGPAGNPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"PGPAGAAGPAGNPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"GPAGAAGPAGNPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"PAGAAGPAGNPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"AGAAGPAGNPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"GAAGPAGNPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"AAGPAGNPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"AGPAGNPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"GPAGNPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"PAGNPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"AGNPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"GNPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"NPGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"PGADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"GADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"ADGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"DGQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"GQPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"QPGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"PGAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"GAKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"AKGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"KGANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"GANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEG\",\"ANGAPGIAGAPGFPGARGPSGPQGPGGPPGPKGNSGEPGAPGSKGDTGAKGEPGPVGVQGPPGPAGEEGK\",\"RGARGEPGPTGLPGPPGERGGPGSRGFPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQ\",\"GARGEPGPTGLPGPPGERGGPGSRGFPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"ARGEPGPTGLPGPPGERGGPGSRGFPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"RGEPGPTGLPGPPGERGGPGSRGFPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"GEPGPTGLPGPPGERGGPGSRGFPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"EPGPTGLPGPPGERGGPGSRGFPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"PGPTGLPGPPGERGGPGSRGFPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"GPTGLPGPPGERGGPGSRGFPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"PTGLPGPPGERGGPGSRGFPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"TGLPGPPGERGGPGSRGFPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"GLPGPPGERGGPGSRGFPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"LPGPPGERGGPGSRGFPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"PGPPGERGGPGSRGFPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"GPPGERGGPGSRGFPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"PPGERGGPGSRGFPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"PGERGGPGSRGFPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"GERGGPGSRGFPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"ERGGPGSRGFPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"RGGPGSRGFPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"GGPGSRGFPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"GPGSRGFPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"PGSRGFPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"GSRGFPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"SRGFPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"RGFPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"GFPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"FPGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"PGADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"GADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"ADGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"DGVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"GVAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"VAGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"AGPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"GPKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"PKGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"KGPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"GPAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"PAGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"AGERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"GERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"ERGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"RGSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"GSPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"SPGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"PGPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"GPAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"PAGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"AGPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"GPKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGD\",\"PKGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"KGSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"GSPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"SPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"PGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"GEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"EAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"AGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"GRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"RPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"PGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"GEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"EAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"AGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"GLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"LPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"PGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"GAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"AKGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"KGLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"GLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"LTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"TGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"GSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"SPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"PGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"GSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"SPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"PGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"GPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"PDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"DGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"GKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"KTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"TGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"GPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"PPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"PGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"GPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"PAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGP\",\"AGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGP\",\"GQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGP\",\"QDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGP\",\"DGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGP\",\"GRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"RPGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGE\",\"PGPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"GPPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGP\",\"PPGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGP\",\"PGPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"GPPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGP\",\"PPGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGP\",\"PGARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"GARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"ARGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"RGQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"GQAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"QAGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"AGVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"GVMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"VMGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"MGFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"GFPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"FPGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"PGPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"GPKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"PKGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"KGAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"GAAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"AAGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"AGEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"GEPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"EPGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"PGKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"GKAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"KAGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"AGERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"GERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"ERGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"RGVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"GVPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"VPGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"PGPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"GPPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"PPGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"PGAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"GAVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"AVGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"VGPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"GPAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"PAGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"AGKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"GKDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"KDGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"DGEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"GEAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"EAGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"AGAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"GAQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"AQGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"QGPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"GPPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"PPGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"PGPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"GPAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"PAGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"AGPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"GPAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"PAGERGEQGPAGSPGFQGLPGPAGPPGEAGKPGEQGVPGDLGAPGPSGARGERGFPGERGVQGPPGPAGP\",\"RGANGAPGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGP\",\"GANGAPGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGP\",\"ANGAPGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGP\",\"NGAPGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGP\",\"GAPGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGP\",\"APGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGP\",\"PGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGP\",\"GNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGP\",\"NDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGP\",\"DGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGP\",\"GAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGP\",\"AKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGP\",\"KGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGP\",\"GDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGP\",\"DAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGP\",\"AGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGP\",\"GAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGP\",\"APGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGP\",\"PGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGP\",\"GAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGP\",\"APGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGP\",\"PGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGP\",\"GSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGP\",\"SQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGP\",\"QGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"GAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"APGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"PGLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"GLQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGP\",\"LQGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"QGMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGP\",\"GMPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGP\",\"MPGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"PGERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"GERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"ERGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"RGAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"GAAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"AAGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"AGLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"GLPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"LPGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"PGPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"GPKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"PKGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"KGDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"GDRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPG\",\"DRGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFP\",\"RGDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"GDAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFP\",\"DAGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPG\",\"AGPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"GPKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"PKGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"KGADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"GADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFP\",\"ADGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPG\",\"DGSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPG\",\"GSPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"SPGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"PGKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"GKDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGN\",\"KDGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPG\",\"DGVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPG\",\"GVRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPG\",\"VRGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPG\",\"RGLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPG\",\"GLTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPG\",\"LTGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPG\",\"TGPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"GPIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"PIGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPG\",\"IGPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEG\",\"GPPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEG\",\"PPGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFP\",\"PGPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPG\",\"GPAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"PAGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPG\",\"AGAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"GAPGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"APGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"PGDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPG\",\"GDKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"DKGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEG\",\"KGESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPG\",\"GESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"ESGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"SGPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPG\",\"GPSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"PSGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPG\",\"SGPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPG\",\"GPAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"PAGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPG\",\"AGPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEG\",\"GPTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"PTGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"TGARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"GARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"ARGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"RGAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEG\",\"GAPGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"APGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEG\",\"PGDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"GDRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"DRGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"RGEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"GEPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"EPGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"PGPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"GPPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"PPGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"PGPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"GPAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"PAGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"AGFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"GFAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"FAGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"AGPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"GPPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"PPGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGGKGP\",\"PGADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGGKGP\",\"GADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"ADGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"DGQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGG\",\"GQPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGGKGP\",\"QPGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGGKGP\",\"PGAKGEPGDAGAKGDAGPPGPAGPAGPPGPIGNVGAPGAKGARGSAGPPGATGFPGAAGRVGPPGPSGNAGPPGPPGPAGKEGGKGP\",\"RGETGPAGRPGEVGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGP\",\"GETGPAGRPGEVGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPP\",\"ETGPAGRPGEVGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPG\",\"TGPAGRPGEVGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPG\",\"GPAGRPGEVGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGET\",\"PAGRPGEVGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGET\",\"AGRPGEVGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"GRPGEVGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGET\",\"RPGEVGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGET\",\"PGEVGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGET\",\"GEVGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"EVGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"VGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"GPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"PPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"PGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"GPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"PPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"PGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"GPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"PAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"AGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"GEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"EKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"KGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"GSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"SPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"PGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"GADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"ADGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"DGPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"GPAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"PAGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGP\",\"AGAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"GAPGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"APGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGP\",\"PGTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGP\",\"GTPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"TPGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"PGPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGP\",\"GPQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGP\",\"PQGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGP\",\"QGIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGP\",\"GIAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGP\",\"IAGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGP\",\"AGQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGP\",\"GQRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGP\",\"QRGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGP\",\"RGVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGP\",\"GVVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGP\",\"VVGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGP\",\"VGLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGP\",\"GLPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGP\",\"LPGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGP\",\"PGQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGP\",\"GQRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGP\",\"QRGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGP\",\"RGERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGP\",\"GERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGP\",\"ERGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGP\",\"RGFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGP\",\"GFPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"FPGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"PGLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"GLPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"LPGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"PGPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"GPSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"PSGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"SGEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"GEPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"EPGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"PGKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGP\",\"GKQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGP\",\"KQGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGP\",\"QGPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"GPSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"PSGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"SGASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"GASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"ASGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"SGERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"GERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"ERGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"RGPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGP\",\"GPPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"PPGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"PGPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"GPMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"PMGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"MGPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"GPPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"PPGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"PGLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"GLAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"LAGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"AGPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"GPPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"PPGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"PGESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"GESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"ESGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"SGREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"GREGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVG\",\"REGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"EGAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"GAPGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"APGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"PGAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"GAEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"AEGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\",\"EGSPGRDGSPGAKGDRGETGPAGPPGAPGAPGAPGPVGPAGKSGDRGETGPAGPAGPVGPVGARGPAGPQGP\"],\"shape\":[452],\"dtype\":\"object\",\"order\":\"little\"}],[\"orig\",{\"type\":\"ndarray\",\"array\":[\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\",\"COL1A1_HUMAN\"],\"shape\":[452],\"dtype\":\"object\",\"order\":\"little\"}],[\"aro_score\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV5T8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV1T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV5T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV1T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVdU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVdU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV5T9VVVVVVVXlP1VVVVVVVeU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T9VVVVVVVXVP1VVVVVVVdU/VVVVVVVV1T8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA==\"},\"shape\":[452],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1175\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1176\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1171\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"MW\"},\"y\":{\"type\":\"field\",\"field\":\"GRAVY\"},\"size\":{\"type\":\"value\",\"value\":10},\"line_color\":{\"type\":\"value\",\"value\":null},\"fill_color\":{\"type\":\"field\",\"field\":\"score\",\"transform\":{\"type\":\"object\",\"name\":\"LinearColorMapper\",\"id\":\"p1167\",\"attributes\":{\"palette\":[\"#440154\",\"#440255\",\"#440357\",\"#450558\",\"#45065A\",\"#45085B\",\"#46095C\",\"#460B5E\",\"#460C5F\",\"#460E61\",\"#470F62\",\"#471163\",\"#471265\",\"#471466\",\"#471567\",\"#471669\",\"#47186A\",\"#48196B\",\"#481A6C\",\"#481C6E\",\"#481D6F\",\"#481E70\",\"#482071\",\"#482172\",\"#482273\",\"#482374\",\"#472575\",\"#472676\",\"#472777\",\"#472878\",\"#472A79\",\"#472B7A\",\"#472C7B\",\"#462D7C\",\"#462F7C\",\"#46307D\",\"#46317E\",\"#45327F\",\"#45347F\",\"#453580\",\"#453681\",\"#443781\",\"#443982\",\"#433A83\",\"#433B83\",\"#433C84\",\"#423D84\",\"#423E85\",\"#424085\",\"#414186\",\"#414286\",\"#404387\",\"#404487\",\"#3F4587\",\"#3F4788\",\"#3E4888\",\"#3E4989\",\"#3D4A89\",\"#3D4B89\",\"#3D4C89\",\"#3C4D8A\",\"#3C4E8A\",\"#3B508A\",\"#3B518A\",\"#3A528B\",\"#3A538B\",\"#39548B\",\"#39558B\",\"#38568B\",\"#38578C\",\"#37588C\",\"#37598C\",\"#365A8C\",\"#365B8C\",\"#355C8C\",\"#355D8C\",\"#345E8D\",\"#345F8D\",\"#33608D\",\"#33618D\",\"#32628D\",\"#32638D\",\"#31648D\",\"#31658D\",\"#31668D\",\"#30678D\",\"#30688D\",\"#2F698D\",\"#2F6A8D\",\"#2E6B8E\",\"#2E6C8E\",\"#2E6D8E\",\"#2D6E8E\",\"#2D6F8E\",\"#2C708E\",\"#2C718E\",\"#2C728E\",\"#2B738E\",\"#2B748E\",\"#2A758E\",\"#2A768E\",\"#2A778E\",\"#29788E\",\"#29798E\",\"#287A8E\",\"#287A8E\",\"#287B8E\",\"#277C8E\",\"#277D8E\",\"#277E8E\",\"#267F8E\",\"#26808E\",\"#26818E\",\"#25828E\",\"#25838D\",\"#24848D\",\"#24858D\",\"#24868D\",\"#23878D\",\"#23888D\",\"#23898D\",\"#22898D\",\"#228A8D\",\"#228B8D\",\"#218C8D\",\"#218D8C\",\"#218E8C\",\"#208F8C\",\"#20908C\",\"#20918C\",\"#1F928C\",\"#1F938B\",\"#1F948B\",\"#1F958B\",\"#1F968B\",\"#1E978A\",\"#1E988A\",\"#1E998A\",\"#1E998A\",\"#1E9A89\",\"#1E9B89\",\"#1E9C89\",\"#1E9D88\",\"#1E9E88\",\"#1E9F88\",\"#1EA087\",\"#1FA187\",\"#1FA286\",\"#1FA386\",\"#20A485\",\"#20A585\",\"#21A685\",\"#21A784\",\"#22A784\",\"#23A883\",\"#23A982\",\"#24AA82\",\"#25AB81\",\"#26AC81\",\"#27AD80\",\"#28AE7F\",\"#29AF7F\",\"#2AB07E\",\"#2BB17D\",\"#2CB17D\",\"#2EB27C\",\"#2FB37B\",\"#30B47A\",\"#32B57A\",\"#33B679\",\"#35B778\",\"#36B877\",\"#38B976\",\"#39B976\",\"#3BBA75\",\"#3DBB74\",\"#3EBC73\",\"#40BD72\",\"#42BE71\",\"#44BE70\",\"#45BF6F\",\"#47C06E\",\"#49C16D\",\"#4BC26C\",\"#4DC26B\",\"#4FC369\",\"#51C468\",\"#53C567\",\"#55C666\",\"#57C665\",\"#59C764\",\"#5BC862\",\"#5EC961\",\"#60C960\",\"#62CA5F\",\"#64CB5D\",\"#67CC5C\",\"#69CC5B\",\"#6BCD59\",\"#6DCE58\",\"#70CE56\",\"#72CF55\",\"#74D054\",\"#77D052\",\"#79D151\",\"#7CD24F\",\"#7ED24E\",\"#81D34C\",\"#83D34B\",\"#86D449\",\"#88D547\",\"#8BD546\",\"#8DD644\",\"#90D643\",\"#92D741\",\"#95D73F\",\"#97D83E\",\"#9AD83C\",\"#9DD93A\",\"#9FD938\",\"#A2DA37\",\"#A5DA35\",\"#A7DB33\",\"#AADB32\",\"#ADDC30\",\"#AFDC2E\",\"#B2DD2C\",\"#B5DD2B\",\"#B7DD29\",\"#BADE27\",\"#BDDE26\",\"#BFDF24\",\"#C2DF22\",\"#C5DF21\",\"#C7E01F\",\"#CAE01E\",\"#CDE01D\",\"#CFE11C\",\"#D2E11B\",\"#D4E11A\",\"#D7E219\",\"#DAE218\",\"#DCE218\",\"#DFE318\",\"#E1E318\",\"#E4E318\",\"#E7E419\",\"#E9E419\",\"#ECE41A\",\"#EEE51B\",\"#F1E51C\",\"#F3E51E\",\"#F6E61F\",\"#F8E621\",\"#FAE622\",\"#FDE724\"],\"low\":0.003782093083332605,\"high\":10.170192977749998}}},\"hatch_color\":{\"type\":\"field\",\"field\":\"score\",\"transform\":{\"id\":\"p1167\"}},\"marker\":{\"type\":\"value\",\"value\":\"square\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1172\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"MW\"},\"y\":{\"type\":\"field\",\"field\":\"GRAVY\"},\"size\":{\"type\":\"value\",\"value\":10},\"line_color\":{\"type\":\"value\",\"value\":null},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"field\",\"field\":\"score\",\"transform\":{\"id\":\"p1167\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"field\",\"field\":\"score\",\"transform\":{\"id\":\"p1167\"}},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1},\"marker\":{\"type\":\"value\",\"value\":\"square\"}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1173\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"MW\"},\"y\":{\"type\":\"field\",\"field\":\"GRAVY\"},\"size\":{\"type\":\"value\",\"value\":10},\"line_color\":{\"type\":\"value\",\"value\":null},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"field\",\"field\":\"score\",\"transform\":{\"id\":\"p1167\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"field\",\"field\":\"score\",\"transform\":{\"id\":\"p1167\"}},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2},\"marker\":{\"type\":\"value\",\"value\":\"square\"}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1153\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"HoverTool\",\"id\":\"p1166\",\"attributes\":{\"renderers\":\"auto\",\"tooltips\":[[\"Score\",\"@score\"]]}}]}},\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1161\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1162\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1163\"},\"axis_label\":\"GRAVY\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1164\"}}}],\"right\":[{\"type\":\"object\",\"name\":\"ColorBar\",\"id\":\"p1177\",\"attributes\":{\"location\":[0,0],\"width\":8,\"major_label_policy\":{\"type\":\"object\",\"name\":\"NoOverlap\",\"id\":\"p1178\"},\"color_mapper\":{\"id\":\"p1167\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1156\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1157\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1158\"},\"axis_label\":\"MW\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1159\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1160\",\"attributes\":{\"axis\":{\"id\":\"p1156\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1165\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1161\"}}}]}}]}};\n",
              "  const render_items = [{\"docid\":\"cdde83e3-0540-425b-b1fa-1a96a4cdb82d\",\"roots\":{\"p1144\":\"be35c989-8872-4a83-bf48-de8754ea7b30\"},\"root_ids\":[\"p1144\"]}];\n",
              "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
              "  }\n",
              "  if (root.Bokeh !== undefined) {\n",
              "    embed_document(root);\n",
              "  } else {\n",
              "    let attempts = 0;\n",
              "    const timer = setInterval(function(root) {\n",
              "      if (root.Bokeh !== undefined) {\n",
              "        clearInterval(timer);\n",
              "        embed_document(root);\n",
              "      } else {\n",
              "        attempts++;\n",
              "        if (attempts > 100) {\n",
              "          clearInterval(timer);\n",
              "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
              "        }\n",
              "      }\n",
              "    }, 10, root)\n",
              "  }\n",
              "})(window);"
            ],
            "application/vnd.bokehjs_exec.v0+json": ""
          },
          "metadata": {
            "application/vnd.bokehjs_exec.v0+json": {
              "id": "p1144"
            }
          }
        }
      ],
      "source": [
        "#@title Run Design\n",
        "import random\n",
        "from Bio import SeqIO\n",
        "from re import findall\n",
        "\n",
        "score_objects = []\n",
        "failed = []\n",
        "\n",
        "# loop through sequences\n",
        "for name,seq in seqs.items():\n",
        "    if len(seq) < 300:\n",
        "        continue\n",
        "    seq = seq.replace('X','E')\n",
        "\n",
        "    for idx in range(len(seq)-100):\n",
        "        start = idx + 1\n",
        "        score_obj = TopScores(start)\n",
        "        current_threshold = score_obj.scores[-1]['score']\n",
        "\n",
        "        for length in range(70,200):\n",
        "            peptide = seq[start:start+length]\n",
        "            if 'C' in peptide:\n",
        "                continue\n",
        "            params = protParam(peptide)\n",
        "            if params['KEX2 sites'] == 0:\n",
        "                score = get_score(peptide, params)\n",
        "                 #+ (p_kex * -params['KEX2 sites'])\n",
        "                if score > current_threshold:\n",
        "                    params['score'] = score\n",
        "                    params['start'] = start\n",
        "                    params['end'] = start+length\n",
        "                    params['seq'] = peptide\n",
        "                    params['orig'] = name\n",
        "                    params['aro_score'] = score_aro(peptide)\n",
        "                    score_obj.add_score(params)\n",
        "                    current_threshold = score_obj.scores[-1]['score']\n",
        "\n",
        "        if score_obj.scores[0]['score'] > 0:\n",
        "            #print('start', start)\n",
        "            #print('Appending top scores. Best:', score_obj.scores[0]['score'])\n",
        "            score_objects.append(score_obj)\n",
        "        else:\n",
        "            #print('failed at', start)\n",
        "            failed.append(score_obj)\n",
        "\n",
        "L = []\n",
        "for obj in score_objects:\n",
        "    #L.append({'start': obj.start, 'score': obj.scores[0][0], 'sequence': obj.scores[0][1]})\n",
        "    L.append(obj.scores[0])\n",
        "\n",
        "df_all = pd.DataFrame(L)\n",
        "df_all = df_all[df_all['score'] > 0]\n",
        "df_all['MW'] = df_all['MW'].astype('float')\n",
        "df_all['GRAVY'] = df_all['GRAVY'].astype('float')\n",
        "\n",
        "\n",
        "print(f\"{len(df_all)} peptides found\")\n",
        "print(f'Best GRAVY', df_all['GRAVY'].min())\n",
        "print(f\"Max Net Charge\", df_all['Net Charge (pH7)'].max())\n",
        "print(f\"Min Net Charge\", df_all['Net Charge (pH7)'].min())\n",
        "\n",
        "plot_dist(df_all, key='score')\n",
        "plot_dist(df_all, key='start', bins=int(len(seq)/100))\n",
        "plot_heatmap(df_all)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 43,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 677
        },
        "id": "nUw11OlsC5-E",
        "outputId": "4f15715e-14d5-4c6e-898c-b18850fd14b6"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "           MW    PI  Net Charge (pH7)  Glycosylation Sites  GRAVY  KEX2 sites  \\\n",
              "128  12726.65  5.17                -3                    0  -0.87           0   \n",
              "126  12884.80  5.16                -3                    0  -0.86           0   \n",
              "131  12485.40  5.17                -3                    0  -0.87           0   \n",
              "129  12639.57  5.17                -2                    0  -0.87           0   \n",
              "127  12783.70  5.17                -2                    0  -0.86           0   \n",
              "132  12398.33  5.17                -2                    0  -0.87           0   \n",
              "130  12542.46  5.17                -2                    0  -0.86           0   \n",
              "133  12301.21  5.17                -2                    0  -0.86           0   \n",
              "134  12244.16  5.17                -2                    0  -0.86           0   \n",
              "124  13055.01  5.17                -2                    0  -0.83           0   \n",
              "125  12997.96  5.17                -2                    0  -0.83           0   \n",
              "135  12147.05  5.17                -2                    0  -0.86           0   \n",
              "219  12348.09  4.79                -3                    0  -0.88           0   \n",
              "216  12590.33  4.79                -3                    0  -0.87           0   \n",
              "107  14587.67  5.24                -3                    0  -0.83           0   \n",
              "221  12895.70  4.79                -3                    0  -0.85           0   \n",
              "220  12250.98  4.79                -3                    0  -0.87           0   \n",
              "214  12718.45  4.79                -3                    0  -0.85           0   \n",
              "218  12419.17  4.79                -3                    0  -0.86           0   \n",
              "215  12661.40  4.79                -3                    0  -0.85           0   \n",
              "\n",
              "     PepA sites  Yapsin_1 sites  Pap sites  PrbA sites  PrbB sites      score  \\\n",
              "128           0               0          0           0           0  10.170193   \n",
              "126           0               0          0           0           0  10.152153   \n",
              "131           0               0          0           0           0  10.127059   \n",
              "129           0               0          0           0           0  10.055966   \n",
              "127           0               0          0           0           0  10.028691   \n",
              "132           0               0          0           0           0  10.008632   \n",
              "130           0               0          0           0           0   9.988312   \n",
              "133           0               0          0           0           0   9.936290   \n",
              "134           0               0          0           0           0   9.922287   \n",
              "124           0               0          0           0           0   9.910198   \n",
              "125           0               0          0           0           0   9.904796   \n",
              "135           0               0          0           0           0   9.896953   \n",
              "219           0               0          0           0           0   9.860644   \n",
              "216           0               0          0           0           0   9.860583   \n",
              "107           0               0          0           0           0   9.841697   \n",
              "221           0               0          0           0           0   9.806815   \n",
              "220           0               0          0           0           0   9.787328   \n",
              "214           0               0          0           0           0   9.782251   \n",
              "218           0               0          0           0           0   9.776514   \n",
              "215           0               0          0           0           0   9.773008   \n",
              "\n",
              "     start  end                                                seq  \\\n",
              "128    542  684  SPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGA...   \n",
              "126    540  684  TGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPK...   \n",
              "131    545  684  SPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGE...   \n",
              "129    543  684  PGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAA...   \n",
              "127    541  684  GSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKG...   \n",
              "132    546  684  PGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEP...   \n",
              "130    544  684  GSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAG...   \n",
              "133    547  684  GPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPG...   \n",
              "134    548  684  PDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGK...   \n",
              "124    538  684  GLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPG...   \n",
              "125    539  684  LTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGP...   \n",
              "135    549  684  DGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKA...   \n",
              "219    702  843  PGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDA...   \n",
              "216    699  843  NGAPGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDR...   \n",
              "107    521  684  SPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGP...   \n",
              "221    704  852  NDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGP...   \n",
              "220    703  843  GNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAG...   \n",
              "214    697  843  GANGAPGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKG...   \n",
              "218    701  843  APGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGD...   \n",
              "215    698  843  ANGAPGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGD...   \n",
              "\n",
              "             orig  aro_score  \n",
              "128  COL1A1_HUMAN   1.000000  \n",
              "126  COL1A1_HUMAN   1.000000  \n",
              "131  COL1A1_HUMAN   1.000000  \n",
              "129  COL1A1_HUMAN   1.000000  \n",
              "127  COL1A1_HUMAN   1.000000  \n",
              "132  COL1A1_HUMAN   1.000000  \n",
              "130  COL1A1_HUMAN   1.000000  \n",
              "133  COL1A1_HUMAN   1.000000  \n",
              "134  COL1A1_HUMAN   1.000000  \n",
              "124  COL1A1_HUMAN   1.000000  \n",
              "125  COL1A1_HUMAN   1.000000  \n",
              "135  COL1A1_HUMAN   1.000000  \n",
              "219  COL1A1_HUMAN   0.333333  \n",
              "216  COL1A1_HUMAN   0.333333  \n",
              "107  COL1A1_HUMAN   1.000000  \n",
              "221  COL1A1_HUMAN   0.333333  \n",
              "220  COL1A1_HUMAN   0.333333  \n",
              "214  COL1A1_HUMAN   0.333333  \n",
              "218  COL1A1_HUMAN   0.333333  \n",
              "215  COL1A1_HUMAN   0.333333  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-26b9ea6d-09df-45e5-863b-d06c61de71af\" class=\"colab-df-container\">\n",
              "    <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>MW</th>\n",
              "      <th>PI</th>\n",
              "      <th>Net Charge (pH7)</th>\n",
              "      <th>Glycosylation Sites</th>\n",
              "      <th>GRAVY</th>\n",
              "      <th>KEX2 sites</th>\n",
              "      <th>PepA sites</th>\n",
              "      <th>Yapsin_1 sites</th>\n",
              "      <th>Pap sites</th>\n",
              "      <th>PrbA sites</th>\n",
              "      <th>PrbB sites</th>\n",
              "      <th>score</th>\n",
              "      <th>start</th>\n",
              "      <th>end</th>\n",
              "      <th>seq</th>\n",
              "      <th>orig</th>\n",
              "      <th>aro_score</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>128</th>\n",
              "      <td>12726.65</td>\n",
              "      <td>5.17</td>\n",
              "      <td>-3</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.87</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>10.170193</td>\n",
              "      <td>542</td>\n",
              "      <td>684</td>\n",
              "      <td>SPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGA...</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>126</th>\n",
              "      <td>12884.80</td>\n",
              "      <td>5.16</td>\n",
              "      <td>-3</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.86</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>10.152153</td>\n",
              "      <td>540</td>\n",
              "      <td>684</td>\n",
              "      <td>TGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPK...</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>131</th>\n",
              "      <td>12485.40</td>\n",
              "      <td>5.17</td>\n",
              "      <td>-3</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.87</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>10.127059</td>\n",
              "      <td>545</td>\n",
              "      <td>684</td>\n",
              "      <td>SPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGE...</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>129</th>\n",
              "      <td>12639.57</td>\n",
              "      <td>5.17</td>\n",
              "      <td>-2</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.87</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>10.055966</td>\n",
              "      <td>543</td>\n",
              "      <td>684</td>\n",
              "      <td>PGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAA...</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>127</th>\n",
              "      <td>12783.70</td>\n",
              "      <td>5.17</td>\n",
              "      <td>-2</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.86</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>10.028691</td>\n",
              "      <td>541</td>\n",
              "      <td>684</td>\n",
              "      <td>GSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKG...</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>132</th>\n",
              "      <td>12398.33</td>\n",
              "      <td>5.17</td>\n",
              "      <td>-2</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.87</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>10.008632</td>\n",
              "      <td>546</td>\n",
              "      <td>684</td>\n",
              "      <td>PGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEP...</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>130</th>\n",
              "      <td>12542.46</td>\n",
              "      <td>5.17</td>\n",
              "      <td>-2</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.86</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>9.988312</td>\n",
              "      <td>544</td>\n",
              "      <td>684</td>\n",
              "      <td>GSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAG...</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>133</th>\n",
              "      <td>12301.21</td>\n",
              "      <td>5.17</td>\n",
              "      <td>-2</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.86</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>9.936290</td>\n",
              "      <td>547</td>\n",
              "      <td>684</td>\n",
              "      <td>GPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPG...</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>134</th>\n",
              "      <td>12244.16</td>\n",
              "      <td>5.17</td>\n",
              "      <td>-2</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.86</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>9.922287</td>\n",
              "      <td>548</td>\n",
              "      <td>684</td>\n",
              "      <td>PDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGK...</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>124</th>\n",
              "      <td>13055.01</td>\n",
              "      <td>5.17</td>\n",
              "      <td>-2</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.83</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>9.910198</td>\n",
              "      <td>538</td>\n",
              "      <td>684</td>\n",
              "      <td>GLTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPG...</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125</th>\n",
              "      <td>12997.96</td>\n",
              "      <td>5.17</td>\n",
              "      <td>-2</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.83</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>9.904796</td>\n",
              "      <td>539</td>\n",
              "      <td>684</td>\n",
              "      <td>LTGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGP...</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>135</th>\n",
              "      <td>12147.05</td>\n",
              "      <td>5.17</td>\n",
              "      <td>-2</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.86</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>9.896953</td>\n",
              "      <td>549</td>\n",
              "      <td>684</td>\n",
              "      <td>DGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEPGKA...</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>219</th>\n",
              "      <td>12348.09</td>\n",
              "      <td>4.79</td>\n",
              "      <td>-3</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.88</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>9.860644</td>\n",
              "      <td>702</td>\n",
              "      <td>843</td>\n",
              "      <td>PGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDA...</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>0.333333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>216</th>\n",
              "      <td>12590.33</td>\n",
              "      <td>4.79</td>\n",
              "      <td>-3</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.87</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>9.860583</td>\n",
              "      <td>699</td>\n",
              "      <td>843</td>\n",
              "      <td>NGAPGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDR...</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>0.333333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>107</th>\n",
              "      <td>14587.67</td>\n",
              "      <td>5.24</td>\n",
              "      <td>-3</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.83</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>9.841697</td>\n",
              "      <td>521</td>\n",
              "      <td>684</td>\n",
              "      <td>SPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGP...</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>221</th>\n",
              "      <td>12895.70</td>\n",
              "      <td>4.79</td>\n",
              "      <td>-3</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.85</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>9.806815</td>\n",
              "      <td>704</td>\n",
              "      <td>852</td>\n",
              "      <td>NDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGP...</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>0.333333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>220</th>\n",
              "      <td>12250.98</td>\n",
              "      <td>4.79</td>\n",
              "      <td>-3</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.87</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>9.787328</td>\n",
              "      <td>703</td>\n",
              "      <td>843</td>\n",
              "      <td>GNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAG...</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>0.333333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>214</th>\n",
              "      <td>12718.45</td>\n",
              "      <td>4.79</td>\n",
              "      <td>-3</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.85</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>9.782251</td>\n",
              "      <td>697</td>\n",
              "      <td>843</td>\n",
              "      <td>GANGAPGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKG...</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>0.333333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>218</th>\n",
              "      <td>12419.17</td>\n",
              "      <td>4.79</td>\n",
              "      <td>-3</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.86</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>9.776514</td>\n",
              "      <td>701</td>\n",
              "      <td>843</td>\n",
              "      <td>APGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGD...</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>0.333333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>215</th>\n",
              "      <td>12661.40</td>\n",
              "      <td>4.79</td>\n",
              "      <td>-3</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.85</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>9.773008</td>\n",
              "      <td>698</td>\n",
              "      <td>843</td>\n",
              "      <td>ANGAPGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGD...</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>0.333333</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-26b9ea6d-09df-45e5-863b-d06c61de71af')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-26b9ea6d-09df-45e5-863b-d06c61de71af button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-26b9ea6d-09df-45e5-863b-d06c61de71af');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-70aa4e99-4b5a-4c76-a744-ab8a1cf3a365\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-70aa4e99-4b5a-4c76-a744-ab8a1cf3a365')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-70aa4e99-4b5a-4c76-a744-ab8a1cf3a365 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 43
        }
      ],
      "source": [
        "df_all.sort_values(by='score', ascending=False).head(20)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QtniLRmeC5-E",
        "outputId": "84eef538-3c37-4029-bdc5-e7790f50e55e"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "219"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ],
      "source": [
        "df_all['start'].min()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 990
        },
        "id": "0Gukm4L8C5-F",
        "outputId": "e751f47f-a593-4821-c89e-4097d4beb130"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "           MW  Net Charge (pH7)  GRAVY     score  start          orig  \\\n",
              "205  13292.10                -3  -0.85  8.753517    699  COL1A1_HUMAN   \n",
              "208  13049.86                -3  -0.85  8.729606    702  COL1A1_HUMAN   \n",
              "210  12895.70                -3  -0.85  8.705223    704  COL1A1_HUMAN   \n",
              "203  12718.45                -3  -0.85  8.668377    697  COL1A1_HUMAN   \n",
              "209  12952.75                -3  -0.84  8.665078    703  COL1A1_HUMAN   \n",
              "204  13363.17                -3  -0.83  8.657192    698  COL1A1_HUMAN   \n",
              "206  13177.99                -3  -0.83  8.644446    700  COL1A1_HUMAN   \n",
              "207  13120.94                -3  -0.83  8.638447    701  COL1A1_HUMAN   \n",
              "211  12781.59                -3  -0.83  8.582583    705  COL1A1_HUMAN   \n",
              "311  12173.00                -2  -0.95  8.565861    910  COL1A1_HUMAN   \n",
              "312  12173.00                -2  -0.95  8.555861    911  COL1A1_HUMAN   \n",
              "202  12874.64                -2  -0.88  8.531339    696  COL1A1_HUMAN   \n",
              "321  13489.42                -2  -0.89  8.509983    920  COL1A1_HUMAN   \n",
              "320  13546.47                -2  -0.89  8.509676    919  COL1A1_HUMAN   \n",
              "319  13489.42                -2  -0.89  8.499983    918  COL1A1_HUMAN   \n",
              "215  12410.21                -3  -0.81  8.411854    709  COL1A1_HUMAN   \n",
              "216  12353.15                -3  -0.81  8.392710    710  COL1A1_HUMAN   \n",
              "117  12726.65                -3  -0.87  8.390289    542  COL1A1_HUMAN   \n",
              "115  12884.80                -3  -0.86  8.383229    540  COL1A1_HUMAN   \n",
              "120  12485.40                -3  -0.87  8.325588    545  COL1A1_HUMAN   \n",
              "310  12386.23                -1  -0.97  8.303927    909  COL1A1_HUMAN   \n",
              "118  12639.57                -2  -0.87  8.268949    543  COL1A1_HUMAN   \n",
              "96   12893.85                -3  -0.83  8.254887    521  COL1A1_HUMAN   \n",
              "116  12783.70                -2  -0.86  8.253037    541  COL1A1_HUMAN   \n",
              "214  12538.38                -2  -0.83  8.231293    708  COL1A1_HUMAN   \n",
              "318  13645.60                -1  -0.92  8.216820    917  COL1A1_HUMAN   \n",
              "323  13261.17                -1  -0.91  8.201444    922  COL1A1_HUMAN   \n",
              "121  12398.33                -2  -0.87  8.197948    546  COL1A1_HUMAN   \n",
              "324  13204.12                -1  -0.91  8.196868    923  COL1A1_HUMAN   \n",
              "119  12542.46                -2  -0.86  8.192468    544  COL1A1_HUMAN   \n",
              "\n",
              "                                                   seq  \n",
              "205  NGAPGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDR...  \n",
              "208  PGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDA...  \n",
              "210  NDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGP...  \n",
              "203  GANGAPGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKG...  \n",
              "209  GNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAG...  \n",
              "204  ANGAPGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGD...  \n",
              "206  GAPGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRG...  \n",
              "207  APGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGD...  \n",
              "211  DGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPK...  \n",
              "311  GETGPAGRPGEVGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAG...  \n",
              "312  ETGPAGRPGEVGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQ...  \n",
              "202  RGANGAPGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPK...  \n",
              "321  EVGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQ...  \n",
              "320  GEVGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPG...  \n",
              "319  PGEVGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLP...  \n",
              "215  GDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADG...  \n",
              "216  DAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGS...  \n",
              "117  SPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGA...  \n",
              "115  TGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPK...  \n",
              "120  SPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGE...  \n",
              "310  RGETGPAGRPGEVGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIA...  \n",
              "118  PGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAA...  \n",
              "96   SPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGP...  \n",
              "116  GSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKG...  \n",
              "214  KGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGAD...  \n",
              "318  RPGEVGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGL...  \n",
              "323  GPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRG...  \n",
              "121  PGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEP...  \n",
              "324  PPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGE...  \n",
              "119  GSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAG...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-2582be7d-088f-4860-a8e2-e33fa9ec828a\" class=\"colab-df-container\">\n",
              "    <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>MW</th>\n",
              "      <th>Net Charge (pH7)</th>\n",
              "      <th>GRAVY</th>\n",
              "      <th>score</th>\n",
              "      <th>start</th>\n",
              "      <th>orig</th>\n",
              "      <th>seq</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>205</th>\n",
              "      <td>13292.10</td>\n",
              "      <td>-3</td>\n",
              "      <td>-0.85</td>\n",
              "      <td>8.753517</td>\n",
              "      <td>699</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>NGAPGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDR...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>208</th>\n",
              "      <td>13049.86</td>\n",
              "      <td>-3</td>\n",
              "      <td>-0.85</td>\n",
              "      <td>8.729606</td>\n",
              "      <td>702</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>PGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDA...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>210</th>\n",
              "      <td>12895.70</td>\n",
              "      <td>-3</td>\n",
              "      <td>-0.85</td>\n",
              "      <td>8.705223</td>\n",
              "      <td>704</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>NDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGP...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>203</th>\n",
              "      <td>12718.45</td>\n",
              "      <td>-3</td>\n",
              "      <td>-0.85</td>\n",
              "      <td>8.668377</td>\n",
              "      <td>697</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>GANGAPGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKG...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>209</th>\n",
              "      <td>12952.75</td>\n",
              "      <td>-3</td>\n",
              "      <td>-0.84</td>\n",
              "      <td>8.665078</td>\n",
              "      <td>703</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>GNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAG...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>204</th>\n",
              "      <td>13363.17</td>\n",
              "      <td>-3</td>\n",
              "      <td>-0.83</td>\n",
              "      <td>8.657192</td>\n",
              "      <td>698</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>ANGAPGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGD...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>206</th>\n",
              "      <td>13177.99</td>\n",
              "      <td>-3</td>\n",
              "      <td>-0.83</td>\n",
              "      <td>8.644446</td>\n",
              "      <td>700</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>GAPGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRG...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>207</th>\n",
              "      <td>13120.94</td>\n",
              "      <td>-3</td>\n",
              "      <td>-0.83</td>\n",
              "      <td>8.638447</td>\n",
              "      <td>701</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>APGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGD...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>211</th>\n",
              "      <td>12781.59</td>\n",
              "      <td>-3</td>\n",
              "      <td>-0.83</td>\n",
              "      <td>8.582583</td>\n",
              "      <td>705</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>DGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPK...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>311</th>\n",
              "      <td>12173.00</td>\n",
              "      <td>-2</td>\n",
              "      <td>-0.95</td>\n",
              "      <td>8.565861</td>\n",
              "      <td>910</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>GETGPAGRPGEVGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAG...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>312</th>\n",
              "      <td>12173.00</td>\n",
              "      <td>-2</td>\n",
              "      <td>-0.95</td>\n",
              "      <td>8.555861</td>\n",
              "      <td>911</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>ETGPAGRPGEVGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>202</th>\n",
              "      <td>12874.64</td>\n",
              "      <td>-2</td>\n",
              "      <td>-0.88</td>\n",
              "      <td>8.531339</td>\n",
              "      <td>696</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>RGANGAPGNDGAKGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPK...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>321</th>\n",
              "      <td>13489.42</td>\n",
              "      <td>-2</td>\n",
              "      <td>-0.89</td>\n",
              "      <td>8.509983</td>\n",
              "      <td>920</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>EVGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>320</th>\n",
              "      <td>13546.47</td>\n",
              "      <td>-2</td>\n",
              "      <td>-0.89</td>\n",
              "      <td>8.509676</td>\n",
              "      <td>919</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>GEVGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPG...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>319</th>\n",
              "      <td>13489.42</td>\n",
              "      <td>-2</td>\n",
              "      <td>-0.89</td>\n",
              "      <td>8.499983</td>\n",
              "      <td>918</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>PGEVGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLP...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>215</th>\n",
              "      <td>12410.21</td>\n",
              "      <td>-3</td>\n",
              "      <td>-0.81</td>\n",
              "      <td>8.411854</td>\n",
              "      <td>709</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>GDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADG...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>216</th>\n",
              "      <td>12353.15</td>\n",
              "      <td>-3</td>\n",
              "      <td>-0.81</td>\n",
              "      <td>8.392710</td>\n",
              "      <td>710</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>DAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGADGS...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>117</th>\n",
              "      <td>12726.65</td>\n",
              "      <td>-3</td>\n",
              "      <td>-0.87</td>\n",
              "      <td>8.390289</td>\n",
              "      <td>542</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>SPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGA...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>115</th>\n",
              "      <td>12884.80</td>\n",
              "      <td>-3</td>\n",
              "      <td>-0.86</td>\n",
              "      <td>8.383229</td>\n",
              "      <td>540</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>TGSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPK...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>120</th>\n",
              "      <td>12485.40</td>\n",
              "      <td>-3</td>\n",
              "      <td>-0.87</td>\n",
              "      <td>8.325588</td>\n",
              "      <td>545</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>SPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGE...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>310</th>\n",
              "      <td>12386.23</td>\n",
              "      <td>-1</td>\n",
              "      <td>-0.97</td>\n",
              "      <td>8.303927</td>\n",
              "      <td>909</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>RGETGPAGRPGEVGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIA...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>118</th>\n",
              "      <td>12639.57</td>\n",
              "      <td>-2</td>\n",
              "      <td>-0.87</td>\n",
              "      <td>8.268949</td>\n",
              "      <td>543</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>PGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAA...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>96</th>\n",
              "      <td>12893.85</td>\n",
              "      <td>-3</td>\n",
              "      <td>-0.83</td>\n",
              "      <td>8.254887</td>\n",
              "      <td>521</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>SPGEAGRPGEAGLPGAKGLTGSPGSPGPDGKTGPPGPAGQDGRPGP...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>116</th>\n",
              "      <td>12783.70</td>\n",
              "      <td>-2</td>\n",
              "      <td>-0.86</td>\n",
              "      <td>8.253037</td>\n",
              "      <td>541</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>GSPGSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKG...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>214</th>\n",
              "      <td>12538.38</td>\n",
              "      <td>-2</td>\n",
              "      <td>-0.83</td>\n",
              "      <td>8.231293</td>\n",
              "      <td>708</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>KGDAGAPGAPGSQGAPGLQGMPGERGAAGLPGPKGDRGDAGPKGAD...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>318</th>\n",
              "      <td>13645.60</td>\n",
              "      <td>-1</td>\n",
              "      <td>-0.92</td>\n",
              "      <td>8.216820</td>\n",
              "      <td>917</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>RPGEVGPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGL...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>323</th>\n",
              "      <td>13261.17</td>\n",
              "      <td>-1</td>\n",
              "      <td>-0.91</td>\n",
              "      <td>8.201444</td>\n",
              "      <td>922</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>GPPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRG...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>121</th>\n",
              "      <td>12398.33</td>\n",
              "      <td>-2</td>\n",
              "      <td>-0.87</td>\n",
              "      <td>8.197948</td>\n",
              "      <td>546</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>PGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAGEP...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>324</th>\n",
              "      <td>13204.12</td>\n",
              "      <td>-1</td>\n",
              "      <td>-0.91</td>\n",
              "      <td>8.196868</td>\n",
              "      <td>923</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>PPGPPGPAGEKGSPGADGPAGAPGTPGPQGIAGQRGVVGLPGQRGE...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>119</th>\n",
              "      <td>12542.46</td>\n",
              "      <td>-2</td>\n",
              "      <td>-0.86</td>\n",
              "      <td>8.192468</td>\n",
              "      <td>544</td>\n",
              "      <td>COL1A1_HUMAN</td>\n",
              "      <td>GSPGPDGKTGPPGPAGQDGRPGPPGPPGARGQAGVMGFPGPKGAAG...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-2582be7d-088f-4860-a8e2-e33fa9ec828a')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-2582be7d-088f-4860-a8e2-e33fa9ec828a button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-2582be7d-088f-4860-a8e2-e33fa9ec828a');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-7417a6bb-39b8-4680-ac0b-45b1302eeed3\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-7417a6bb-39b8-4680-ac0b-45b1302eeed3')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-7417a6bb-39b8-4680-ac0b-45b1302eeed3 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ],
      "source": [
        "\n",
        "max_GRAVY = -0.8\n",
        "max_ERKD = 0.3\n",
        "min_ERKD = 0.15\n",
        "\n",
        "df = pd.DataFrame(L)\n",
        "#df = df[df['score'] > 33.7]\n",
        "#df = df[df['KEX2 sites'] == 0]\n",
        "#df = df[df['MW'].str.startswith('2')]\n",
        "df = df[df['Net Charge (pH7)'] > -20]\n",
        "df = df[df['Net Charge (pH7)'] < 20]\n",
        "\n",
        "df['GRAVY'] = pd.to_numeric(df['GRAVY'], errors='coerce')\n",
        "df = df[df['GRAVY'] < max_GRAVY]\n",
        "\n",
        "# Solubility\n",
        "df['ERKD'] = df['seq'].apply(lambda x:(x.count('E')+x.count('K')+x.count('R')+x.count('D'))/len(x))\n",
        "df = df[df['ERKD'] > min_ERKD]\n",
        "df = df[df['ERKD'] < max_ERKD]\n",
        "\n",
        "# Avoid some weird regions from animal collagens\n",
        "#df['G'] = df['seq'].apply(lambda x:(x[0:6].count('G')))\n",
        "#df = df[df['G'] > 1]\n",
        "\n",
        "df = df[df['seq'].str.count('GPP') > 3]\n",
        "df = df[['MW','Net Charge (pH7)','GRAVY','score', 'start','orig','seq']]\n",
        "\n",
        "df = df.sort_values(by='score', ascending=False)\n",
        "df.head(30)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "a3LC_VzcC5-F",
        "outputId": "cc75d007-5abd-4579-a41f-9c100a5a59be"
      },
      "outputs": [
        {
          "ename": "NameError",
          "evalue": "name 'df_all' is not defined",
          "output_type": "error",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
            "Cell \u001b[0;32mIn[7], line 5\u001b[0m\n\u001b[1;32m      2\u001b[0m selector \u001b[39m=\u001b[39m InteractiveDataFrameSelector(df)\n\u001b[1;32m      4\u001b[0m \u001b[39m# Create the selectable table\u001b[39;00m\n\u001b[0;32m----> 5\u001b[0m selector\u001b[39m.\u001b[39;49mcreate_selectable_table()\n\u001b[1;32m      7\u001b[0m \u001b[39m# Create a button to save selected rows\u001b[39;00m\n\u001b[1;32m      8\u001b[0m save_button \u001b[39m=\u001b[39m widgets\u001b[39m.\u001b[39mButton(description\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mSave Selected Rows\u001b[39m\u001b[39m\"\u001b[39m)\n",
            "Cell \u001b[0;32mIn[1], line 51\u001b[0m, in \u001b[0;36mInteractiveDataFrameSelector.create_selectable_table\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m     49\u001b[0m rows \u001b[39m=\u001b[39m []\n\u001b[1;32m     50\u001b[0m \u001b[39m# Create the header row\u001b[39;00m\n\u001b[0;32m---> 51\u001b[0m column_headers \u001b[39m=\u001b[39m [\u001b[39m'\u001b[39m\u001b[39mselect\u001b[39m\u001b[39m'\u001b[39m] \u001b[39m+\u001b[39m df_all\u001b[39m.\u001b[39mcolumns\u001b[39m.\u001b[39mto_list()\n\u001b[1;32m     52\u001b[0m header_row_widget \u001b[39m=\u001b[39m widgets\u001b[39m.\u001b[39mGridBox([widgets\u001b[39m.\u001b[39mHTML(\u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39m<div style=\u001b[39m\u001b[39m'\u001b[39m\u001b[39mwidth: auto; padding: 5px; background-color: #cccccc; text-align: center\u001b[39m\u001b[39m'\u001b[39m\u001b[39m>\u001b[39m\u001b[39m{\u001b[39;00mheader\u001b[39m}\u001b[39;00m\u001b[39m</div>\u001b[39m\u001b[39m\"\u001b[39m) \u001b[39mfor\u001b[39;00m header \u001b[39min\u001b[39;00m column_headers],\n\u001b[1;32m     53\u001b[0m     layout\u001b[39m=\u001b[39mwidgets\u001b[39m.\u001b[39mLayout(\n\u001b[1;32m     54\u001b[0m         grid_template_columns\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mrepeat(auto-fit, minmax(80px, 1fr))\u001b[39m\u001b[39m\"\u001b[39m,\n\u001b[1;32m     55\u001b[0m         grid_gap\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39m5px\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m     56\u001b[0m ))\n\u001b[1;32m     57\u001b[0m rows\u001b[39m.\u001b[39mappend(header_row_widget)\n",
            "\u001b[0;31mNameError\u001b[0m: name 'df_all' is not defined"
          ]
        }
      ],
      "source": [
        "# Create an instance of the InteractiveDataFrameSelector class\n",
        "selector = InteractiveDataFrameSelector(df)\n",
        "\n",
        "# Create the selectable table\n",
        "selector.create_selectable_table()\n",
        "\n",
        "# Create a button to save selected rows\n",
        "save_button = widgets.Button(description=\"Save Selected Rows\")\n",
        "save_button.on_click(lambda b: selector.save_selected_rows())\n",
        "\n",
        "# Create a button to display selected rows\n",
        "display_button = widgets.Button(description=\"Display Selected Rows\")\n",
        "display_button.on_click(lambda b: selector.display_selected_rows())\n",
        "\n",
        "# Display the buttons\n",
        "display(widgets.HBox([save_button, display_button]))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "LY-kPZY6C5-F",
        "outputId": "17a158e7-e3e3-441f-820a-3a4adcd01a6a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            ">coll_9701\n",
            "GQQGDAGPVGEMGFEGPPGPEGEPGLPGEPGEKGDIGPAGKAGEPGEQGLRGGPGPPGEDGTQGIDGSKGDSGDQGQAGEDGEKGETGIPGITGSPGEPGIMGTPGPEGTPGNPGQRGRPGKKGEKGQLGPPGETGPPGDPGHPGEIGPKGARGTRGPLGHLGEMGPEGEPGIPGYEGHKGLPGPPGPPGPKGEKGYPGEDNTVLGLPGPIGEPGPSGERGDRGEPGDEGYKGHVGLPGLRGAIGQQGPPGEPGELGEQGPKGERGSEGPTGKKGMSGQAG\n",
            ">coll_9680\n",
            "PGTQGIKGERGDAGKKGIHGLIGKAGNPGEQGDQGVPGLPGPPGSLGDRGPVGEPGSRGQQGDAGPVGEMGFEGPPGPEGEPGLPGEPGEKGDIGPAGKAGEPGEQGLRGGPGPPGEDGTQGIDGSKGDSGDQGQAGEDGEKGETGIPGITGSPGEPGIMGTPGPEGTPGNPGQRGRPGKKGEKGQLGPPGETGPPGDPGHPGEIGPKGARGTRGPLGHLGEMGPEGEPGIPGYEGHKGLPGPPGPPGPKGEKGYPGEDNTVLGLPGPIGEPGPSGERGDRGEPGDE\n"
          ]
        }
      ],
      "source": [
        "top_mpnns = TopMpnns('col1a1')\n",
        "for i,row in selector.selected_df.iterrows():\n",
        "    print(f\">coll_{i}\\n{row['seq']}\")\n"
      ]
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "base",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.9.13"
    },
    "orig_nbformat": 4,
    "colab": {
      "provenance": [],
      "include_colab_link": true
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}