losac.ipynb

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      "source": [
        "# INSTRUCTIONS\n",
        "\n",
        "1. In the toolbar above, click the \"▶ Run\" button <strong>THREE TIMES</strong>.\n",
        "2. Use the sliders to set the initial team censuses (<strong>for simplicity, only Riven 1-5 and VICP are included</strong>), then select the assignment mode. Then click \"Start Simulator\" and wait a few seconds.\n",
        "    - A table will appear. If it's too big for your screen, it may help to zoom out your browser to 75% or so.\n",
        "    - In the table, each cell is a patient. The number in the cell is the patient's length of stay.\n",
        "5. To discharge a patient, click the corresponding cell.\n",
        "5. To admit a patient, click \"New Patient.\"\n",
        "6. To advance to the next day, click \"Next Day.\"\n",
        "\n",
        "## CELL COLOR KEY\n",
        "- <span style=\"color:blue\">Blue</span>: Team census cap\n",
        "- <span style=\"color:green\">Green</span>: New patient\n",
        "- <span style=\"color:red\">Red</span>: Most recent new patient\n",
        "\n",
        "<br/>\n",
        "\n",
        "*Note: \"Cumulative LOS\" is the average LOS of all discharged and currently admitted patients.*"
      ],
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        "#https://stackoverflow.com/questions/27934885/how-to-hide-code-from-cells-in-ipython-notebook-visualized-with-nbviewer\n",
        "\n",
        "import ipywidgets as widgets\n",
        "from IPython.display import display, HTML\n",
        "\n",
        "javascript_functions = {False: \"hide()\", True: \"show()\"}\n",
        "button_descriptions  = {False: \"Show code\", True: \"Hide code\"}\n",
        "\n",
        "\n",
        "def toggle_code(state):\n",
        "\n",
        "    output_string = \"<script>$(\\\"div.input\\\").{}</script>\"\n",
        "    output_args   = (javascript_functions[state],)\n",
        "    output        = output_string.format(*output_args)\n",
        "\n",
        "    display(HTML(output))\n",
        "\n",
        "\n",
        "def button_action(value):\n",
        "\n",
        "    state = value.new\n",
        "\n",
        "    toggle_code(state)\n",
        "\n",
        "    value.owner.description = button_descriptions[state]\n",
        "\n",
        "\n",
        "state = False\n",
        "toggle_code(state)\n",
        "\n",
        "toggle_button = widgets.ToggleButton(state, description = button_descriptions[state])\n",
        "toggle_button.observe(button_action, \"value\")"
      ],
      "metadata": {
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          "height": 17
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        "outputId": "a89a35a5-3a80-44e1-9f98-ac63f4decd1d"
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      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<script>$(\"div.input\").hide()</script>"
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    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import ipywidgets as widgets\n",
        "from ipywidgets import HBox, Layout\n",
        "from IPython.display import display, clear_output, HTML\n",
        "import random\n",
        "import re\n",
        "import time\n",
        "\n",
        "# Global variable to track the position of the last new patient\n",
        "last_new_patient_pos = None\n",
        "\n",
        "# Global dictionary to track the count of all discharged patients for each team\n",
        "discharged_patients_count = {}\n",
        "\n",
        "# Global dictionary to track the discharged LOS of all discharged patients for each team (deprecated)\n",
        "discharged_los_total = {}\n",
        "\n",
        "# Global dictionary to track the cumulative count of all (admitted and discharged) patients for each team\n",
        "cumulative_patients_count = {}\n",
        "\n",
        "# Global dictionary to track the cumulative LOS of all patients for each team\n",
        "cumulative_los_total = {}\n",
        "\n",
        "# Global variable for assignment mode\n",
        "mode = None\n",
        "\n",
        "# Global sliders\n",
        "Riven_1_slider = widgets.IntSlider(value=0, min=0, max=20, step=1, description='Riven 1 [20]:')\n",
        "Riven_2_slider = widgets.IntSlider(value=0, min=0, max=15, step=1, description='Riven 2 [15]:')\n",
        "Riven_3_slider = widgets.IntSlider(value=0, min=0, max=15, step=1, description='Riven 3 [15]:')\n",
        "Riven_4_slider = widgets.IntSlider(value=0, min=0, max=15, step=1, description='Riven 4 [15]:')\n",
        "Riven_5_slider = widgets.IntSlider(value=0, min=0, max=15, step=1, description='Riven 5 [15]:')\n",
        "VICP_slider = widgets.IntSlider(value=0, min=0, max=20, step=1, description='VICP [20]:')\n",
        "\n",
        "def create_sliders():\n",
        "    global mode\n",
        "\n",
        "    # Display instructions\n",
        "    header_label = widgets.HTML('<strong>Set initial team censuses:</strong>')\n",
        "    display(header_label)\n",
        "\n",
        "    # Display the sliders\n",
        "    display(Riven_1_slider, Riven_2_slider, Riven_3_slider, Riven_4_slider, Riven_5_slider, VICP_slider)\n",
        "\n",
        "    # Create Radio Buttons for Mode Selection\n",
        "    mode_selection = widgets.RadioButtons(\n",
        "        options=[('Current', 'current'), ('LOSAC', 'losac')],\n",
        "        description='Select Mode:',\n",
        "        disabled=False,\n",
        "        index=None  # No selection by default\n",
        "    )\n",
        "\n",
        "    # Display the radio buttons\n",
        "    display(mode_selection)\n",
        "\n",
        "    # Initialize the \"Start Simulator\" button but disable it initially\n",
        "    start_simulator_button = widgets.Button(description=\"Start Simulator\", disabled=True)\n",
        "    start_simulator_button.on_click(on_start_simulator_clicked)\n",
        "\n",
        "    # Function to update mode based on selection\n",
        "    def on_mode_change(change):\n",
        "        global mode\n",
        "        mode = change['new']\n",
        "        start_simulator_button.disabled = False  # Enable the button\n",
        "\n",
        "    # Observe changes in radio button selection\n",
        "    mode_selection.observe(on_mode_change, names='value')\n",
        "\n",
        "    display(start_simulator_button)\n",
        "\n",
        "# Function to create initial censuses based on user input from sliders\n",
        "def create_data_array():\n",
        "    data = []\n",
        "    mean = 0\n",
        "    std_dev = 6 # have set this based on trial and error\n",
        "\n",
        "    for slider in [Riven_1_slider, Riven_2_slider, Riven_3_slider, Riven_4_slider, Riven_5_slider, VICP_slider]:\n",
        "        team_data = []\n",
        "        if slider.value > 0:\n",
        "            for _ in range(slider.value):\n",
        "                # Sample from the normal distribution, take the absolute value, and round up so that minimum value is 1\n",
        "                value = np.ceil(abs(np.random.normal(mean, std_dev)))\n",
        "                team_data.append(int(value))\n",
        "        data.append(team_data)\n",
        "\n",
        "    return data\n",
        "\n",
        "# Function to be called when \"Start Simulator\" button is clicked\n",
        "def on_start_simulator_clicked(b):\n",
        "    global df, initial_losac_scores, last_new_patient_pos, discharged_patients_count, discharged_los_total, cumulative_patients_count, cumulative_los_total\n",
        "\n",
        "    # Reset variables\n",
        "    last_new_patient_pos = None\n",
        "\n",
        "    # Create the data array from sliders\n",
        "    data_array = create_data_array()\n",
        "    team_names = ['Riven 1 [20]', 'Riven 2 [15]', 'Riven 3 [15]', 'Riven 4 [15]', 'Riven 5 [15]', 'VICP [20]']\n",
        "\n",
        "    # Find the maximum length among all teams\n",
        "    max_length = max(len(team_data) for team_data in data_array)\n",
        "\n",
        "    # Pad each team's data to ensure equal length and create the DataFrame\n",
        "    padded_data = {team: team_data + [None] * (max_length - len(team_data)) for team, team_data in zip(team_names, data_array)}\n",
        "    df = pd.DataFrame(padded_data)\n",
        "\n",
        "    # Initialize dataframe to have the maximum census cap as the number of rows\n",
        "    max_census_cap = max([extract_census_cap(team) for team in df.columns])\n",
        "    df = df.reindex(range(max_census_cap))\n",
        "\n",
        "    # Sort each team's list in ascending order of LOS\n",
        "    df = df.apply(lambda x: pd.to_numeric(x, errors='coerce').sort_values().reset_index(drop=True))\n",
        "\n",
        "    # Initialize cumulative LOS and patient count dictionaries\n",
        "    cumulative_los_total = {}\n",
        "    cumulative_patients_count = {}\n",
        "    for team in df.columns:\n",
        "        team_data = df[team].dropna()\n",
        "        cumulative_los_total[team] = team_data.sum()\n",
        "        cumulative_patients_count[team] = len(team_data)\n",
        "\n",
        "    # Initialize the dictionaries with all team names\n",
        "    discharged_patients_count = {team: 0 for team in df.columns}\n",
        "    discharged_los_total = {team: 0 for team in df.columns}\n",
        "\n",
        "    # Calculate initial LOSAC scores\n",
        "    initial_losac_scores = calculate_losac(df)\n",
        "\n",
        "    # Call function to draw the table\n",
        "    clear_output(wait=True)\n",
        "    draw_table(calculate_losac(df))\n",
        "\n",
        "# Function to extract the census cap from the column name\n",
        "def extract_census_cap(column_name):\n",
        "    match = re.search(r'\\[(\\d+)\\]', column_name)\n",
        "    if match:\n",
        "        return int(match.group(1))\n",
        "    else:\n",
        "        return None\n",
        "\n",
        "# Function to calculate LOSAC scores if mode=current\n",
        "def calculate_losac_current(dataframe):\n",
        "    losac_scores = {}\n",
        "    for team in dataframe.columns:\n",
        "        census_cap = extract_census_cap(team)\n",
        "        if census_cap is not None:\n",
        "            team_census = dataframe[team].dropna()\n",
        "            if team_census.count() < census_cap:\n",
        "                losac_scores[team] = team_census.count() / census_cap\n",
        "            else:\n",
        "                losac_scores[team] = float('inf')\n",
        "    return losac_scores\n",
        "\n",
        "# Function to calculate LOSAC scores if mode=losac\n",
        "def calculate_losac_losac(dataframe):\n",
        "    losac_scores = {}\n",
        "\n",
        "    # Calculate the minimum census cap among all teams\n",
        "    min_census_cap = min([extract_census_cap(team) for team in dataframe.columns])\n",
        "\n",
        "    for team in dataframe.columns:\n",
        "        census_cap = extract_census_cap(team)\n",
        "        if census_cap is not None:\n",
        "            team_census = dataframe[team].dropna()\n",
        "            if team_census.count() < census_cap:\n",
        "                median_los = team_census.median() if team_census.count() > 0 else 1\n",
        "                losac_scores[team] = (team_census.count() / census_cap) / median_los\n",
        "            else:\n",
        "                losac_scores[team] = float('inf')\n",
        "    return losac_scores\n",
        "\n",
        "# Dispatcher function for LOSAC calculation\n",
        "def calculate_losac(dataframe):\n",
        "    if mode == 'current':\n",
        "        return calculate_losac_current(dataframe)\n",
        "    elif mode == 'losac':\n",
        "        return calculate_losac_losac(dataframe)\n",
        "\n",
        "# Function to handle discharging patients\n",
        "def discharge_patient(selected_cell):\n",
        "    global df, discharged_patients_count, discharged_los_total, cumulative_patients_count, cumulative_los_total\n",
        "\n",
        "    # Discharge the selected patient\n",
        "    team, patient = selected_cell.split(',')\n",
        "    los = df.at[int(patient), team]\n",
        "    df.at[int(patient), team] = pd.NA\n",
        "\n",
        "    # Update cumulatived patients count and LOS total\n",
        "    discharged_patients_count[team] = discharged_patients_count.get(team, 0) + 1\n",
        "    discharged_los_total[team] = discharged_los_total.get(team, 0) + (los if los is not None else 0)\n",
        "\n",
        "    # Diagnostic print statement\n",
        "    #print(f\"After discharge: {team} - Cumulative LOS: {cumulative_los_total[team]}, Cumulative count: {cumulative_patients_count[team]}, D/C Count: {discharged_patients_count[team]}\")\n",
        "\n",
        "    # Sort and redraw the table\n",
        "    df = df.apply(lambda x: pd.to_numeric(x, errors='coerce').sort_values().reset_index(drop=True))\n",
        "    clear_output(wait=True)\n",
        "    draw_table(calculate_losac(df))\n",
        "\n",
        "# Function to admit a new patient if mode=current\n",
        "def admit_new_patient_current(_):\n",
        "    global df, last_new_patient_pos, cumulative_los_total, cumulative_patients_count\n",
        "\n",
        "    # Calculate LOSAC scores with current census\n",
        "    losac_scores = calculate_losac(df)\n",
        "\n",
        "    # Filter out teams based on census cap and number of new patients\n",
        "    eligible_teams = {team: losac for team, losac in losac_scores.items()\n",
        "                      if df[team].count() < extract_census_cap(team) and\n",
        "                         ((extract_census_cap(team) == 20 and (df[team] == 1).sum() <= 7) or\n",
        "                          (extract_census_cap(team) == 15 and (df[team] == 1).sum() <= 3))}\n",
        "\n",
        "    if eligible_teams:\n",
        "        # Find the minimum LOSAC score\n",
        "        min_losac = min(eligible_teams.values())\n",
        "        tied_teams = [team for team, losac in eligible_teams.items() if losac == min_losac]\n",
        "\n",
        "        # Handle ties in minimum LOSAC\n",
        "        if len(tied_teams) > 1:\n",
        "            # Count the number of patients with LOS of 1 for each tied team\n",
        "            los_of_1_counts = {team: (df[team] == 1).sum() for team in tied_teams}\n",
        "            min_los_of_1 = min(los_of_1_counts.values())\n",
        "            teams_with_min_los_of_1 = [team for team, count in los_of_1_counts.items() if count == min_los_of_1]\n",
        "\n",
        "            if len(teams_with_min_los_of_1) > 1:\n",
        "                # Randomly assign if there's still a tie\n",
        "                selected_team = random.choice(teams_with_min_los_of_1)\n",
        "            else:\n",
        "                selected_team = teams_with_min_los_of_1[0]\n",
        "        else:\n",
        "            selected_team = tied_teams[0]\n",
        "\n",
        "        # Insert new patient for the selected team\n",
        "        df[selected_team] = df[selected_team].shift(1)\n",
        "        df.at[0, selected_team] = 1\n",
        "        last_new_patient_pos = (0, selected_team)\n",
        "        df[selected_team] = pd.to_numeric(df[selected_team], errors='coerce').sort_values().reset_index(drop=True)\n",
        "\n",
        "        # Update cumulative LOS total and patient count for the selected team\n",
        "        cumulative_patients_count[selected_team] = cumulative_patients_count.get(selected_team, 0) + 1\n",
        "        cumulative_los_total[selected_team] = cumulative_los_total.get(selected_team, 0) + 1\n",
        "\n",
        "    else:\n",
        "        clear_output(wait=True)\n",
        "        display(HTML(\"<div style='color: red; text-align: center;'>All teams have reached their census caps. First discharge a patient.</div>\"))\n",
        "        time.sleep(2)  # Wait for 2 seconds\n",
        "\n",
        "    # Redraw the table with the updated LOSAC\n",
        "    clear_output(wait=True)\n",
        "    draw_table(calculate_losac(df))\n",
        "\n",
        "# Function to admit a new patient if mode=losac\n",
        "def admit_new_patient_losac(_):\n",
        "    global df, last_new_patient_pos, cumulative_los_total, cumulative_patients_count\n",
        "\n",
        "    # Calculate LOSAC scores with current census\n",
        "    losac_scores = calculate_losac(df)\n",
        "\n",
        "    # Filter out teams based on census cap and number of new patients\n",
        "    eligible_teams = {team: losac for team, losac in losac_scores.items()\n",
        "                      if df[team].count() < extract_census_cap(team) and\n",
        "                         ((extract_census_cap(team) == 20 and (df[team] == 1).sum() <= 7) or\n",
        "                          (extract_census_cap(team) == 15 and (df[team] == 1).sum() <= 3))}\n",
        "\n",
        "    if eligible_teams:\n",
        "        # Find the minimum LOSAC score\n",
        "        min_losac = min(eligible_teams.values())\n",
        "        tied_teams = [team for team, losac in eligible_teams.items() if losac == min_losac]\n",
        "\n",
        "        if len(tied_teams) > 1:\n",
        "            # Determine if all tied teams are at zero census\n",
        "            all_zero_census = all(df[team].count() == 0 for team in tied_teams)\n",
        "\n",
        "            # Calculate the % full census for each tied team\n",
        "            percent_full = {team: df[team].count() / extract_census_cap(team) for team in tied_teams}\n",
        "            min_percent_full = min(percent_full.values())\n",
        "            teams_with_min_percent_full = [team for team, percent in percent_full.items() if percent == min_percent_full]\n",
        "\n",
        "            # If not all teams are at zero census, calculate mean LOS for tie-breaking\n",
        "            if len(teams_with_min_percent_full) > 1:\n",
        "                los_means = {team: df[team].mean() for team in teams_with_min_percent_full}\n",
        "                max_los_mean = max(los_means.values())\n",
        "\n",
        "                # Account for the fact that mean LOS can't be calculated if all zero census:\n",
        "                if all_zero_census:\n",
        "                  teams_with_max_los_mean = teams_with_min_percent_full\n",
        "                else:\n",
        "                  teams_with_max_los_mean = [team for team, los in los_means.items() if los == max_los_mean]\n",
        "\n",
        "                # Randomly select a team if there's still a tie\n",
        "                if len(teams_with_max_los_mean) > 1:\n",
        "                    selected_team = random.choice(teams_with_max_los_mean)\n",
        "                else:\n",
        "                    selected_team = teams_with_max_los_mean[0]\n",
        "            else:\n",
        "                selected_team = teams_with_min_percent_full[0]\n",
        "        else:\n",
        "            selected_team = tied_teams[0]\n",
        "\n",
        "        # Insert new patient for the selected team\n",
        "        df[selected_team] = df[selected_team].shift(1)\n",
        "        df.at[0, selected_team] = 1\n",
        "        last_new_patient_pos = (0, selected_team)\n",
        "        df[selected_team] = pd.to_numeric(df[selected_team], errors='coerce').sort_values().reset_index(drop=True)\n",
        "\n",
        "        # Update cumulative LOS total and patient count for the selected team\n",
        "        cumulative_patients_count[selected_team] = cumulative_patients_count.get(selected_team, 0) + 1\n",
        "        cumulative_los_total[selected_team] = cumulative_los_total.get(selected_team, 0) + 1\n",
        "    else:\n",
        "        clear_output(wait=True)\n",
        "        display(HTML(\"<div style='color: red; text-align: center;'>All teams have reached their census caps. First discharge a patient.</div>\"))\n",
        "        time.sleep(2)  # Wait for 2 seconds\n",
        "\n",
        "    # Redraw the table with the updated LOSAC\n",
        "    clear_output(wait=True)\n",
        "    draw_table(calculate_losac(df))\n",
        "\n",
        "# Dispatcher function for admitting a new patient\n",
        "def admit_new_patient(_):\n",
        "    if mode == 'current':\n",
        "        admit_new_patient_current(_)\n",
        "    elif mode == 'losac':\n",
        "        admit_new_patient_losac(_)\n",
        "\n",
        "# Function to increment the LOS for all patients (start new day)\n",
        "def increment_day(_):\n",
        "    global df\n",
        "\n",
        "    # Increment LOS by 1 for all patients\n",
        "    df = df.applymap(lambda x: x + 1 if pd.notna(x) else x)\n",
        "\n",
        "    # Update cumulative LOS total for each team\n",
        "    for team in df.columns:\n",
        "        team_data = df[team].dropna()\n",
        "        cumulative_los_total[team] = cumulative_los_total.get(team, 0) + len(team_data)\n",
        "\n",
        "    # Sort each team's list in ascending order of LOS\n",
        "    df = df.apply(lambda x: pd.to_numeric(x, errors='coerce').sort_values().reset_index(drop=True))\n",
        "\n",
        "    # Redraw the table with updated LOSAC\n",
        "    clear_output(wait=True)\n",
        "    draw_table(calculate_losac(df))\n",
        "\n",
        "# Make sure to update the create_styled_button function with the new parameters\n",
        "def create_styled_button(description, pos, is_new_patient, is_green, is_blue):\n",
        "    button = widgets.Button(description=description, layout=widgets.Layout(width='auto'))\n",
        "    if is_new_patient:\n",
        "        button.style.button_color = 'lightcoral'  # Light red color for new patient\n",
        "    elif is_green:\n",
        "        button.style.button_color = 'lightgreen'  # Light green for patients with LOS of 1\n",
        "    elif is_blue:\n",
        "        button.style.button_color = 'lightblue'   # Light blue for patients below census cap\n",
        "    return button\n",
        "\n",
        "def draw_table(losac_scores):\n",
        "    global df, table_grid\n",
        "\n",
        "    if 'table_grid' not in globals():\n",
        "        table_grid = widgets.GridspecLayout(df.shape[0] + 4, df.shape[1] + 1)\n",
        "        initialize_table_grid(table_grid, losac_scores)\n",
        "    else:\n",
        "        update_table_grid(table_grid, losac_scores)\n",
        "\n",
        "    display(table_grid)\n",
        "    initialize_control_buttons()\n",
        "\n",
        "def initialize_control_buttons():\n",
        "    # Define button style and layout\n",
        "    button_style = {'font_weight': 'bold', 'font_size': '14px'}\n",
        "    button_layout = Layout(margin='0 25px 0 25px')  # 25px margins on left and right\n",
        "\n",
        "    # Create buttons\n",
        "    new_patient_button = widgets.Button(description=\"New Patient\", style=button_style, layout=button_layout, button_style='success')\n",
        "    new_patient_button.on_click(admit_new_patient)\n",
        "\n",
        "    next_day_button = widgets.Button(description=\"Next Day\", style=button_style, layout=button_layout, button_style='info')\n",
        "    next_day_button.on_click(increment_day)\n",
        "\n",
        "    start_over_button = widgets.Button(description=\"Start Over\", style=button_style, layout=button_layout, button_style='danger')\n",
        "    start_over_button.on_click(start_over)\n",
        "\n",
        "    buttons_layout = HBox([new_patient_button, next_day_button, start_over_button],\n",
        "                           layout=Layout(justify_content='center'))\n",
        "    display(buttons_layout)\n",
        "\n",
        "def initialize_table_grid(table, losac_scores):\n",
        "    global df, last_new_patient_pos, mode\n",
        "\n",
        "    # Add right-aligned labels to the left of the first column header\n",
        "    table[0, 0] = widgets.HTML(value=\"<div style='text-align: right;'>Team [Cap]:</div>\")\n",
        "    table[1, 0] = widgets.HTML(value=f\"<div style='text-align: right;'>{'LOSAC / % Full:' if mode == 'current' else 'LOSAC / % Full:'}</div>\")\n",
        "    table[2, 0] = widgets.HTML(value=\"<div style='text-align: right;'>Discharged Count:</div>\")\n",
        "    table[3, 0] = widgets.HTML(value=\"<div style='text-align: right;'>Cumulative LOS:</div>\")\n",
        "\n",
        "    # Add headers and initial values for teams\n",
        "    for j, team in enumerate(df.columns):\n",
        "        losac_score = losac_scores[team]\n",
        "        table[0, j + 1] = widgets.HTML(value=f\"<center>{team}</center>\")\n",
        "        table[1, j + 1] = widgets.HTML(value=f\"<center>{losac_score:.3f}</center>\")\n",
        "        discharged_count = discharged_patients_count.get(team, 0)\n",
        "        table[2, j + 1] = widgets.HTML(value=f\"<center>{discharged_count}</center>\")\n",
        "        cumulative_los = cumulative_los_total.get(team, 0) / cumulative_patients_count.get(team, 1) if cumulative_patients_count.get(team, 1) > 0 else 0\n",
        "        table[3, j + 1] = widgets.HTML(value=f\"<center>{cumulative_los:.2f}</center>\")\n",
        "\n",
        "    # Add row labels and patient buttons\n",
        "    for i in range(df.shape[0]):\n",
        "        table[i + 4, 0] = widgets.HTML(value=f\"<div style='text-align: right;'>{i + 1}</div>\")\n",
        "        for j in range(df.shape[1]):\n",
        "            cell_value = df.iloc[i, j]\n",
        "            if pd.notna(cell_value):\n",
        "                try:\n",
        "                    cell_value_str = str(int(cell_value))\n",
        "                except ValueError:\n",
        "                    cell_value_str = str(cell_value)\n",
        "            else:\n",
        "                cell_value_str = ' '\n",
        "\n",
        "            is_new_patient = ((i, df.columns[j]) == last_new_patient_pos and cell_value == 1)\n",
        "            is_green = cell_value == 1 and not is_new_patient\n",
        "            team_census_cap = extract_census_cap(df.columns[j])\n",
        "            is_blue = i < team_census_cap\n",
        "            button = create_styled_button(cell_value_str, pos=(i, j),\n",
        "                                          is_new_patient=is_new_patient, is_green=is_green, is_blue=is_blue)\n",
        "            table[i + 4, j + 1] = button\n",
        "            button.on_click(lambda btn, x=i, y=j: discharge_patient(f\"{df.columns[y]},{x}\"))\n",
        "\n",
        "def update_table_grid(table, losac_scores):\n",
        "    global df\n",
        "\n",
        "    # Update LOSAC scores and counts\n",
        "    for j, team in enumerate(df.columns):\n",
        "        losac_score = losac_scores[team]\n",
        "        table[1, j + 1].value = f\"<center>{losac_score:.3f}</center>\"\n",
        "        discharged_count = discharged_patients_count.get(team, 0)\n",
        "        table[2, j + 1].value = f\"<center>{discharged_count}</center>\"\n",
        "        cumulative_los = cumulative_los_total.get(team, 0) / cumulative_patients_count.get(team, 1) if cumulative_patients_count.get(team, 1) > 0 else 0\n",
        "        table[3, j + 1].value = f\"<center>{cumulative_los:.2f}</center>\"\n",
        "\n",
        "        # Update patient buttons\n",
        "        for i in range(df.shape[0]):\n",
        "            cell_value = df.iloc[i, j]\n",
        "            if pd.notna(cell_value):\n",
        "                try:\n",
        "                    cell_value_str = str(int(cell_value))\n",
        "                except ValueError:\n",
        "                    cell_value_str = str(cell_value)\n",
        "            else:\n",
        "                cell_value_str = ' '\n",
        "\n",
        "            button = table[i + 4, j + 1]\n",
        "            update_button(button, cell_value_str, i, j, team)\n",
        "\n",
        "def update_button(button, value, row, column, team_name):\n",
        "    global last_new_patient_pos\n",
        "\n",
        "    # Update the button's description (label)\n",
        "    button.description = str(value) if value != '' else ' '\n",
        "\n",
        "    # Update button styles based on the value (e.g., color coding)\n",
        "    is_new_patient = ((row, team_name) == last_new_patient_pos and value == '1')\n",
        "    is_green = value == '1' and not is_new_patient\n",
        "    team_census_cap = extract_census_cap(team_name)\n",
        "    is_blue = row < team_census_cap\n",
        "    if is_new_patient:\n",
        "        button.style.button_color = 'lightcoral'\n",
        "    elif is_green:\n",
        "        button.style.button_color = 'lightgreen'\n",
        "    elif is_blue:\n",
        "        button.style.button_color = 'lightblue'\n",
        "    else:\n",
        "        button.style.button_color = None  # Reset to default color\n",
        "\n",
        "def reset_table(_):\n",
        "    global df, initial_losac_scores, last_new_patient_pos, discharged_patients_count\n",
        "\n",
        "    # Reset variables\n",
        "    last_new_patient_pos = None\n",
        "    cumulative_los_total = {}\n",
        "    cumulative_patients_count = {}\n",
        "\n",
        "    # Call the function as if the \"Start Simulator\" button was clicked\n",
        "    on_start_simulator_clicked(None)\n",
        "\n",
        "def start_over(_):\n",
        "    # Reset variables\n",
        "    cumulative_los_total = {}\n",
        "    cumulative_patients_count = {}\n",
        "\n",
        "    # Clear the output\n",
        "    clear_output(wait=True)\n",
        "    create_sliders()\n",
        "\n",
        "# Draw the initial table\n",
        "create_sliders()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 813,
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        },
        "id": "UbZzZKt9Rc-l",
        "outputId": "1c980a12-a574-4460-d1e9-614f325fa4ee"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "GridspecLayout(children=(HTML(value=\"<div style='text-align: right;'>Team [Cap]:</div>\", layout=Layout(grid_ar…"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "8a09669fc182479aafcc1eecdf9f431f"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "HBox(children=(Button(button_style='success', description='New Patient', layout=Layout(margin='0 25px 0 25px')…"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "539ae76df30d483184bd3163db00f0ac"
            }
          },
          "metadata": {}
        }
      ]
    }
  ]
}