Py.Cafe

import streamlit as st
import plotly.graph_objects as go
import pandas as pd
import io

# Configure page
st.set_page_config(
    page_title="MaxEnt Response Curves - Longleaf Pine",
    page_icon="🌲",
    layout="wide",
    initial_sidebar_state="collapsed"
)

# Custom CSS for forest green theme
st.markdown("""
<style>
    .main > div {
        padding-top: 2rem;
    }
    
    /* Force white background for entire app */
    .stApp {
        background-color: white !important;
    }
    
    .main {
        background-color: white !important;
    }
    
    /* Ensure all containers have white background */
    .block-container {
        background-color: white !important;
    }
    
    /* Customize Streamlit's top toolbar to forest green */
    .stAppHeader,
    header[data-testid="stHeader"],
    .stToolbar,
    .css-18e3th9,
    .css-1d391kg,
    .css-1rs6os,
    .css-17eq0hr,
    div[data-testid="stToolbar"] {
        background-color: #2d5016 !important;
        color: white !important;
    }
    
    /* Style toolbar buttons and text */
    .stAppHeader button,
    header[data-testid="stHeader"] button,
    .stToolbar button,
    div[data-testid="stToolbar"] button,
    .stAppHeader *,
    header[data-testid="stHeader"] *,
    .stToolbar *,
    div[data-testid="stToolbar"] * {
        color: white !important;
        background-color: transparent !important;
    }
    
    /* Style toolbar button hover states */
    .stAppHeader button:hover,
    header[data-testid="stHeader"] button:hover,
    .stToolbar button:hover,
    div[data-testid="stToolbar"] button:hover {
        background-color: #4a7c59 !important;
        color: white !important;
    }
    
    /* Style the selectbox */
    .stSelectbox label {
        color: #2d5016 !important;
        font-weight: 600;
        font-size: 1.1rem;
    }
    
    /* Override all selectbox styling with more aggressive selectors */
    .stSelectbox,
    .stSelectbox * {
        background-color: white !important;
        color: black !important;
    }
    
    /* Target the main selectbox container */
    .stSelectbox > div[data-testid="stSelectbox"] > div,
    .stSelectbox > div[data-testid="stSelectbox"] > div > div,
    .stSelectbox > div[data-testid="stSelectbox"] > div > div > div {
        background-color: white !important;
        color: black !important;
        border-color: #4a7c59 !important;
        cursor: pointer !important;
    }
    
    /* More aggressive text cursor hiding and pointer cursor everywhere */
    .stSelectbox input,
    .stSelectbox input[readonly],
    .stSelectbox div[role="combobox"] input,
    .stSelectbox [data-baseweb="select"] input,
    .stSelectbox [data-baseweb="select"] div[role="combobox"],
    .stSelectbox [data-baseweb="select"] div,
    .stSelectbox [data-baseweb="select"] span,
    .stSelectbox [data-baseweb="select"] * {
        cursor: pointer !important;
        caret-color: transparent !important;
        user-select: none !important;
        -webkit-user-select: none !important;
        -moz-user-select: none !important;
        text-align: left !important;
        pointer-events: auto !important;
    }
    
    /* Keep the dropdown functional */
    .stSelectbox,
    .stSelectbox > div,
    .stSelectbox [data-baseweb="select"],
    .stSelectbox button,
    .stSelectbox [role="button"] {
        pointer-events: auto !important;
        cursor: pointer !important;
    }
    
    /* Force pointer cursor on dropdown arrow and ALL interactive elements */
    .stSelectbox,
    .stSelectbox *,
    .stSelectbox > div,
    .stSelectbox [data-baseweb="select"],
    .stSelectbox [data-baseweb="select"] *,
    .stSelectbox button,
    .stSelectbox [role="button"],
    .stSelectbox svg,
    .stSelectbox [data-baseweb="select"] svg,
    .stSelectbox [data-baseweb="select"] button,
    .stSelectbox [data-baseweb="select"] div[role="button"],
    .stSelectbox [data-baseweb="select"] *[role="button"],
    .stSelectbox button *,
    .stSelectbox svg *,
    .stSelectbox [aria-haspopup="listbox"],
    .stSelectbox [data-baseweb="select"] > div > div:last-child,
    .stSelectbox [data-baseweb="select"] div,
    .stSelectbox [data-baseweb="select"] span,
    .stSelectbox [data-baseweb="select"] input {
        cursor: pointer !important;
        pointer-events: auto !important;
    }
    
    /* Force green border in ALL states - including after selection */
    .stSelectbox input:focus,
    .stSelectbox input:active,
    .stSelectbox input:valid,
    .stSelectbox input:invalid,
    .stSelectbox div:focus,
    .stSelectbox div:focus-within,
    .stSelectbox div:active,
    .stSelectbox [data-baseweb="select"]:focus-within,
    .stSelectbox [data-baseweb="select"]:focus,
    .stSelectbox [data-baseweb="select"]:active,
    .stSelectbox [data-baseweb="select"] {
        border-color: #4a7c59 !important;
        box-shadow: none !important;
        outline: none !important;
        background-color: white !important;
    }
    
    /* Override any Streamlit validation colors */
    .stSelectbox [data-baseweb="select"][data-error="true"],
    .stSelectbox [data-baseweb="select"][aria-invalid="true"],
    .stSelectbox div[data-error="true"],
    .stSelectbox div[aria-invalid="true"] {
        border-color: #4a7c59 !important;
    }
    
    /* Target BaseWeb components directly */
    [data-baseweb="select"],
    [data-baseweb="select"] * {
        background-color: white !important;
        color: black !important;
    }
    
    /* Target the popover menu */
    [data-baseweb="popover"],
    [data-baseweb="popover"] *,
    [data-baseweb="popover"] ul,
    [data-baseweb="popover"] ul li {
        background-color: white !important;
        color: black !important;
    }
    
    /* Override any BaseWeb menu styling */
    [data-baseweb="menu"],
    [data-baseweb="menu"] *,
    [role="listbox"],
    [role="listbox"] *,
    [role="option"],
    [role="option"] * {
        background-color: white !important;
        color: black !important;
    }
    
    /* Hover effects */
    [role="option"]:hover,
    [data-baseweb="menu"] li:hover {
        background-color: #f1f8e9 !important;
        color: #2d5016 !important;
    }
    
    /* Selected state */
    [aria-selected="true"],
    [data-baseweb="menu"] [aria-selected="true"] {
        background-color: #4a7c59 !important;
        color: white !important;
    }
    
    /* Nuclear option - override everything with white background */
    div[class*="select"],
    div[class*="Select"],
    div[class*="menu"],
    div[class*="Menu"],
    div[class*="option"],
    div[class*="Option"] {
        background-color: white !important;
        color: black !important;
    }
    
    .stMarkdown h1 {
        color: #2d5016;
        border-bottom: 3px solid #4a7c59;
        padding-bottom: 10px;
    }
    
    .stMarkdown h3 {
        color: #2d5016;
    }
    
    .info-box {
        background-color: #f1f8e9;
        border-left: 4px solid #4a7c59;
        padding: 1rem;
        border-radius: 0 8px 8px 0;
        margin: 1rem 0;
    }
    
    .export-section {
        background-color: #fafafa;
        padding: 1rem;
        border-radius: 8px;
        border: 1px solid #e0e0e0;
        margin-top: 1rem;
    }
</style>
""", unsafe_allow_html=True)

# Variable metadata
VARIABLE_INFO = {
    'CMD': {
        'name': 'Climatic Moisture Deficit (Current)',
        'unit': 'mm',
        'description': 'Annual climatic moisture deficit (Current)'
    },
    'canopy_openness': {
        'name': 'Canopy Openness (Current)',
        'unit': '%',
        'description': 'Percentage of open canopy (Current)'
    },
    'spring_precip': {
        'name': 'Spring Precipitation (Current)',
        'unit': 'mm',
        'description': 'Total spring precipitation (Current)'
    },
    'sand_content': {
        'name': 'Sand Content (0-5cm) (Current)',
        'unit': '%',
        'description': 'Percentage sand content in top soil layer (Current)'
    },
    'fire_regime': {
        'name': 'Fire Regime Suitability (Current)',
        'unit': 'index',
        'description': 'Fire regime suitability index (Current)'
    },
    'mean_temp': {
        'name': 'Mean Annual Temperature (Current)',
        'unit': '°C',
        'description': 'Mean annual temperature (Current)'
    },
    'mean_precip': {
        'name': 'Mean Annual Precipitation (Current)',
        'unit': 'mm',
        'description': 'Mean annual precipitation (Current)'
    },
    'twi': {
        'name': 'Topographic Wetness Index (Current)',
        'unit': 'index',
        'description': 'Topographic wetness index (Current)'
    },
    'CMD_mid': {
        'name': 'Climatic Moisture Deficit (Mid-Century)',
        'unit': 'mm',
        'description': 'TAnnual climatic moisture deficit (Mid-Century)'
    },
    'canopy_openness_mid': {
        'name': 'Canopy Openness (Mid-Century)',
        'unit': '%',
        'description': 'Percentage of open canopy (Mid-Century)'
    },
    'spring_precip_mid': {
        'name': 'Spring Precipitation (Mid-Century)',
        'unit': 'mm',
        'description': 'Total spring precipitation (Mid-Century)'
    },
    'sand_content_mid': {
        'name': 'Sand Content (0-5cm) (Mid-Century)',
        'unit': '%',
        'description': 'Percentage sand content in top soil layer (Mid-Century)'
    },
    'fire_regime_mid': {
        'name': 'Fire Regime Suitability (Mid-Century)',
        'unit': 'index',
        'description': 'Fire regime suitability index (Mid-Century)'
    },
    'mean_temp_mid': {
        'name': 'Mean Annual Temperature (Mid-Century)',
        'unit': '°C',
        'description': 'Mean annual temperature (Mid-Century)'
    },
    'mean_precip_mid': {
        'name': 'Mean Annual Precipitation (Mid-Century)',
        'unit': 'mm',
        'description': 'Mean annual precipitation (Mid-Century)'
    },
    'twi_mid': {
        'name': 'Topographic Wetness Index (Mid-Century)',
        'unit': 'index',
        'description': 'Topographic wetness index (Mid-Century)'
    },
    'CMD_late': {
        'name': 'Climatic Moisture Deficit (Late-Century)',
        'unit': 'mm',
        'description': 'TAnnual climatic moisture deficit (Late-Century)'
    },
    'canopy_openness_late': {
        'name': 'Canopy Openness (Late-Century)',
        'unit': '%',
        'description': 'Percentage of open canopy (Late-Century)'
    },
    'spring_precip_late': {
        'name': 'Spring Precipitation (Late-Century)',
        'unit': 'mm',
        'description': 'Total spring precipitation (Late-Century)'
    },
    'sand_content_late': {
        'name': 'Sand Content (0-5cm) (Late-Century)',
        'unit': '%',
        'description': 'Percentage sand content in top soil layer (Late-Century)'
    },
    'fire_regime_late': {
        'name': 'Fire Regime Suitability (Late-Century)',
        'unit': 'index',
        'description': 'Fire regime suitability index (Late-Century)'
    },
    'mean_temp_late': {
        'name': 'Mean Annual Temperature (Late-Century)',
        'unit': '°C',
        'description': 'Mean annual temperature (Late-Century)'
    },
    'mean_precip_late': {
        'name': 'Mean Annual Precipitation (Late-Century)',
        'unit': 'mm',
        'description': 'Mean annual precipitation (Late-Century)'
    },
    'twi_late': {
        'name': 'Topographic Wetness Index (Late-Century)',
        'unit': 'index',
        'description': 'Topographic wetness index (Late-Century)'
    }
}

RESPONSE_DATA = {
    'CMD': {
        'x': [19.6, 20.0128, 20.425600000000003, 20.8384, 21.2512, 21.664, 22.0768, 22.4896, 22.9024, 23.3152, 23.728, 24.1408, 24.553600000000003, 24.9664, 25.3792, 25.792, 26.2048, 26.617600000000003, 27.0304, 27.4432, 27.856, 28.2688, 28.6816, 29.0944, 29.5072, 29.92, 30.3328, 30.7456, 31.1584, 31.5712, 31.984, 32.3968, 32.8096, 33.2224, 33.6352, 34.048, 34.4608, 34.8736, 35.2864, 35.699200000000005, 36.112, 36.5248, 36.9376, 37.3504, 37.7632, 38.176, 38.5888, 39.0016, 39.4144, 39.8272, 40.24, 40.6528, 41.0656, 41.4784, 41.8912, 42.304, 42.71679999999999, 43.1296, 43.5424, 43.9552, 44.368, 44.7808, 45.1936, 45.6064, 46.0192, 46.432, 46.84479999999999, 47.2576, 47.6704, 48.0832, 48.496, 48.9088, 49.3216, 49.7344, 50.1472, 50.56, 50.97279999999999, 51.3856, 51.7984, 52.2112, 52.624, 53.0368, 53.4496, 53.8624, 54.2752, 54.688, 55.1008, 55.5136, 55.9264, 56.3392, 56.752, 57.1648, 57.5776, 57.9904, 58.4032, 58.816, 59.2288, 59.6416, 60.0544, 60.4672, 60.88, 61.2928, 61.7056, 62.1184, 62.5312, 62.944, 63.3568, 63.7696, 64.1824, 64.5952, 65.008, 65.4208, 65.83359999999999, 66.2464, 66.6592, 67.072, 67.4848, 67.89759999999998, 68.31039999999999, 68.72319999999999, 69.136, 69.5488, 69.96159999999999, 70.3744, 70.7872, 71.19999999999999, 71.6128, 72.0256, 72.4384, 72.8512, 73.264, 73.6768, 74.08959999999999, 74.5024, 74.9152, 75.328, 75.74080000000001, 76.15359999999998, 76.56639999999999, 76.97919999999999, 77.392, 77.8048, 78.21759999999999, 78.6304, 79.0432, 79.45599999999999, 79.8688, 80.2816, 80.6944, 81.10719999999999, 81.52, 81.9328, 82.34559999999999, 82.7584, 83.1712, 83.584, 83.99680000000001, 84.40959999999998, 84.82239999999999, 85.23519999999999, 85.648, 86.0608, 86.4736, 86.88640000000001, 87.29919999999998, 87.71199999999999, 88.1248, 88.5376, 88.9504, 89.3632, 89.77599999999998, 90.1888, 90.6016, 91.0144, 91.4272, 91.83999999999996, 92.25279999999998, 92.66559999999998, 93.0784, 93.4912, 93.904, 94.3168, 94.7296, 95.1424, 95.5552, 95.968, 96.3808, 96.7936, 97.2064, 97.6192, 98.03199999999998, 98.4448, 98.8576, 99.2704, 99.6832, 100.09599999999998, 100.50879999999998, 100.92159999999998, 101.3344, 101.7472, 102.16, 102.5728, 102.9856, 103.3984, 103.8112, 104.224, 104.6368, 105.0496, 105.4624, 105.8752, 106.28799999999998, 106.7008, 107.1136, 107.5264, 107.9392, 108.35199999999998, 108.76479999999998, 109.17759999999998, 109.5904, 110.0032, 110.416, 110.8288, 111.2416, 111.6544, 112.0672, 112.48, 112.8928, 113.3056, 113.7184, 114.13119999999998, 114.54399999999998, 114.9568, 115.3696, 115.7824, 116.19519999999996, 116.60799999999998, 117.02079999999998, 117.43359999999998, 117.8464, 118.2592, 118.672, 119.0848, 119.4976, 119.91039999999998, 120.3232, 120.736, 121.1488, 121.5616, 121.9744, 122.38719999999998, 122.79999999999998, 123.2128, 123.6256, 124.0384, 124.45119999999996, 124.86399999999998, 125.27679999999998, 125.68959999999998, 126.1024, 126.5152, 126.928, 127.3408, 127.7536, 128.16639999999998, 128.5792, 128.992, 129.4048, 129.8176, 130.2304, 130.64319999999998, 131.05599999999998, 131.4688, 131.8816, 132.2944, 132.70719999999997, 133.11999999999998, 133.53279999999998, 133.94559999999998, 134.3584, 134.7712, 135.184, 135.5968, 136.0096, 136.42239999999998, 136.8352, 137.248, 137.6608, 138.0736, 138.4864, 138.89919999999998, 139.31199999999998, 139.7248, 140.1376, 140.55039999999997, 140.96319999999997, 141.37599999999998, 141.78879999999998, 142.20159999999998, 142.6144, 143.0272, 143.44, 143.8528, 144.2656, 144.67839999999998, 145.0912, 145.504, 145.9168, 146.3296, 146.74239999999998, 147.15519999999998, 147.56799999999998, 147.9808, 148.3936, 148.80639999999997, 149.21919999999997, 149.63199999999998, 150.04479999999998, 150.4576, 150.8704, 151.28319999999997, 151.696, 152.10879999999997, 152.52159999999998, 152.93439999999998, 153.3472, 153.75999999999996, 154.1728, 154.58559999999997, 154.99839999999998, 155.41119999999998, 155.82399999999996, 156.2368, 156.64959999999996, 157.0624, 157.47519999999997, 157.88799999999998, 158.30079999999998, 158.71359999999996, 159.1264, 159.53919999999997, 159.95199999999997, 160.36479999999997, 160.77759999999998, 161.19039999999998, 161.6032, 162.01599999999996, 162.4288, 162.84159999999997, 163.25439999999998, 163.66719999999998, 164.07999999999996, 164.4928, 164.90559999999996, 165.3184, 165.73119999999997, 166.14399999999998, 166.55679999999998, 166.96959999999996, 167.3824, 167.79519999999997, 168.20799999999997, 168.62079999999995, 169.03359999999998, 169.44639999999998, 169.8592, 170.27199999999996, 170.6848, 171.09759999999997, 171.51039999999998, 171.92319999999998, 172.33599999999996, 172.7488, 173.16159999999996, 173.5744, 173.98719999999997, 174.39999999999998, 174.81279999999998, 175.22559999999996, 175.6384, 176.05119999999997, 176.46399999999997, 176.87679999999995, 177.28959999999998, 177.70239999999998, 178.1152, 178.52799999999996, 178.9408, 179.35359999999997, 179.76639999999998, 180.1792, 180.592, 181.0048, 181.4176, 181.8304, 182.2432, 182.656, 183.0688, 183.4816, 183.8944, 184.3072, 184.72, 185.1328, 185.5456, 185.9584, 186.3712, 186.784, 187.1968, 187.6096, 188.0224, 188.4352, 188.848, 189.2608, 189.6736, 190.0864, 190.4992, 190.912, 191.3248, 191.7376, 192.1504, 192.5632, 192.976, 193.3888, 193.8016, 194.2144, 194.6272, 195.04, 195.4528, 195.8656, 196.2784, 196.6912, 197.104, 197.5168, 197.9296, 198.3424, 198.7552, 199.168, 199.5808, 199.9936, 200.4064, 200.8192, 201.232, 201.6448, 202.0576, 202.4704, 202.8832, 203.296, 203.7088, 204.1216, 204.53439999999995, 204.9472, 205.36, 205.7728, 206.1856, 206.5984, 207.0112, 207.424, 207.8368, 208.2496, 208.6624, 209.0752, 209.488, 209.9008, 210.3136, 210.7264, 211.1392, 211.552, 211.9648, 212.3776, 212.79039999999995, 213.2032, 213.616, 214.0288, 214.4416, 214.8544, 215.2672, 215.68, 216.0928, 216.5056, 216.9184, 217.3312, 217.744, 218.1568, 218.5696, 218.9824, 219.3952, 219.808, 220.2208, 220.6336, 221.04639999999995, 221.4592, 221.872, 222.2848, 222.6976, 223.1104, 223.5232, 223.936, 224.3488, 224.7616, 225.1744, 225.5872, 226.0, 226.4128, 226.8256, 227.2384, 227.6512, 228.064, 228.4768, 228.8896, 229.30239999999995, 229.7152, 230.128, 230.5408, 230.9536, 231.3664, 231.7792, 232.192, 232.6048, 233.0176, 233.4304, 233.8432, 234.256, 234.6688, 235.0816, 235.4944, 235.9072, 236.32, 236.7328, 237.1456, 237.55839999999995, 237.9712, 238.384, 238.7968, 239.2096, 239.6224, 240.0352, 240.448, 240.8608, 241.2736, 241.6864, 242.0992, 242.512, 242.9248, 243.3376, 243.7504, 244.1632, 244.576, 244.9888, 245.4016, 245.81439999999995, 246.2272, 246.64, 247.0528, 247.4656, 247.8784, 248.2912, 248.704, 249.1168, 249.5296, 249.9424, 250.3552, 250.768, 251.1808, 251.5936, 252.0064, 252.4192, 252.832, 253.2448, 253.6576, 254.07039999999995, 254.4832, 254.896, 255.3088, 255.7216, 256.1344, 256.5472, 256.96, 257.3728, 257.7856, 258.1984, 258.6112, 259.024, 259.43679999999995, 259.8496, 260.2624, 260.6752, 261.088, 261.5008, 261.9136, 262.3264, 262.7392, 263.152, 263.5648, 263.9776, 264.3904, 264.8032, 265.21599999999995, 265.6288, 266.0416, 266.4544, 266.8672, 267.28, 267.6928, 268.1056, 268.5184, 268.9312, 269.344, 269.75679999999994, 270.1696, 270.58239999999995, 270.9952, 271.408, 271.8208, 272.2336, 272.6464, 273.0592, 273.472, 273.8848, 274.2976, 274.7104, 275.1232, 275.536, 275.9488, 276.3616, 276.7744, 277.1872, 277.6, 278.0128, 278.4256, 278.8384, 279.2512, 279.664, 280.0768, 280.4896, 280.9024, 281.3152, 281.728, 282.1408, 282.5536, 282.9664, 283.3792, 283.79200000000003, 284.20480000000003, 284.6176, 285.0304, 285.4432, 285.85599999999994, 286.2688, 286.6816, 287.0944, 287.50719999999995, 287.92, 288.3328, 288.7456, 289.1584, 289.5712, 289.984, 290.3968, 290.8096, 291.2224, 291.6352, 292.04799999999994, 292.4608, 292.8736, 293.2864, 293.6992, 294.112, 294.5248, 294.9376, 295.3504, 295.7632, 296.176, 296.5888, 297.0016, 297.4144, 297.82719999999995, 298.23999999999995, 298.6528, 299.0656, 299.4784, 299.8912, 300.304, 300.71680000000003, 301.1296, 301.5424, 301.9552, 302.36799999999994, 302.7808, 303.1936, 303.6064, 304.0192, 304.432, 304.8448, 305.2576, 305.6704, 306.0832, 306.496, 306.9088, 307.3216, 307.7344, 308.1472, 308.55999999999995, 308.9728, 309.3856, 309.7984, 310.2112, 310.624, 311.0368, 311.4496, 311.8624, 312.2752, 312.688, 313.1008, 313.5136, 313.9264, 314.33919999999995, 314.75199999999995, 315.1648, 315.5776, 315.9904, 316.4032, 316.816, 317.22880000000004, 317.6416, 318.0544, 318.4672, 318.87999999999994, 319.2928, 319.7056, 320.1184, 320.5312, 320.944, 321.3568, 321.7696, 322.1824, 322.5952, 323.008, 323.4208, 323.8336, 324.2464, 324.6592, 325.07199999999995, 325.4848, 325.8976, 326.3104, 326.7232, 327.136, 327.5488, 327.9616, 328.3744, 328.7872, 329.2, 329.6128, 330.0256, 330.4384, 330.85119999999995, 331.26399999999995, 331.6768, 332.0896, 332.5024, 332.9152, 333.328, 333.74080000000004, 334.1536, 334.5664, 334.9792, 335.39199999999994, 335.8048, 336.2176, 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417.1264, 417.5392, 417.952, 418.3648, 418.7776, 419.1904, 419.6032, 420.016, 420.4288, 420.8416, 421.2544, 421.6672, 422.08, 422.49279999999993, 422.9056, 423.3184, 423.7312, 424.144, 424.5568, 424.9696, 425.3824, 425.7952, 426.208, 426.6208, 427.0336, 427.4464, 427.8592, 428.272, 428.6848, 429.0976, 429.5104, 429.9232, 430.336, 430.7488, 431.1616, 431.5744, 431.9872, 432.4], # Outputted from .dat ETL script
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    },

    'CMD_mid': {
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script
    },

    'CMD_late': {
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0.5933066338300705, 0.5933066338300705] # Outputted from .dat ETL script
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script
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ETL script
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    },

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    },
    
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521.9232000000001, 522.1056000000001, 522.288, 522.4704, 522.6528000000001, 522.8352, 523.0176, 523.2],  # Outputted from .dat ETL script
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    },

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0.8006383001804351, 0.8006383001804351]  # Outputted from .dat ETL script
    },
    
    'fire_regime': {
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    },

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    },
    
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0.9995311558246612, 0.9995311558246612]  # Outputted from .dat ETL script
    },

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.dat ETL script
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0.5462221443653107, 0.5462221443653107]  # Outputted from .dat ETL script
    },

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script
    },
    
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.dat ETL script
    },

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script
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    },
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# Outputted from .dat ETL script
    }
}

def filter_response_data(x_values, y_values, threshold=0.001):
    """
    Filter response data to remove leading and trailing near-zero values
    that create vertical drops in the curve
    """
    # Convert to lists if they aren't already
    x = list(x_values)
    y = list(y_values)
    
    # Find first non-zero (or near-zero) value
    start_idx = 0
    for i, val in enumerate(y):
        if val > threshold:
            start_idx = i
            break
    
    # Find last non-zero (or near-zero) value
    end_idx = len(y) - 1
    for i in range(len(y) - 1, -1, -1):
        if y[i] > threshold:
            end_idx = i
            break
    
    # Return filtered data
    if start_idx <= end_idx:
        return x[start_idx:end_idx + 1], y[start_idx:end_idx + 1]
    else:
        # If no meaningful data found, return original
        return x, y

def create_response_plot(variable_key):
    """Create a response curve plot for the selected variable"""
    if variable_key not in RESPONSE_DATA:
        return None
    
    info = VARIABLE_INFO[variable_key]
    data = RESPONSE_DATA[variable_key]
    
    # Filter the data to remove leading/trailing zeros
    filtered_x, filtered_y = filter_response_data(data['x'], data['y'])
    
    fig = go.Figure()
    
    fig.add_trace(go.Scatter(
        x=filtered_x,
        y=filtered_y,
        mode='lines',
        line=dict(color='#dc2626', width=3),
        name=info['name'],
        hovertemplate=f"{info['name']}: %{{x}}{info['unit']}<br>Cloglog Output: %{{y:.3f}}<extra></extra>"
    ))
    
    fig.update_layout(
        title={
            'text': f"Response Curve for {info['name']}",
            'font': {'size': 14, 'color': '#2d5016', 'family': 'Arial, sans-serif'},
            'x': 0.5,
            'xanchor': 'center'
        },
        xaxis={
            'title': {
                'text': f"{info['name']} ({info['unit']})",
                'font': {'size': 16, 'color': 'black'}
            },
            'showgrid': True,
            'gridcolor': '#d3d3d3',
            'gridwidth': 1,
            'linecolor': 'black',
            'linewidth': 2,
            'tickcolor': 'black',
            'tickfont': {'color': 'black', 'size': 12},
            'side': 'bottom',
            'position': 0,  # Force x-axis to be positioned at y=0
            'showline': True,  # Ensure the axis line is drawn
            'mirror': False,  # Don't mirror to avoid conflicts
            'range': [min(data['x']), max(data['x'])]  # Use full data range for axis
        },
        yaxis={
            'title': {
                'text': 'Cloglog Output',
                'font': {'size': 16, 'color': 'black'}
            },
            'showgrid': True,
            'gridcolor': '#d3d3d3',
            'gridwidth': 1,
            'showline': False,  # No y-axis line for clean grid appearance
            'tickcolor': 'black',
            'tickfont': {'color': 'black', 'size': 12},
            'zeroline': False,
            'side': 'left',
            'autorange': True  # Enable autoscale for y-axis
        },
        plot_bgcolor='white',
        paper_bgcolor='white',
        showlegend=False,
        margin=dict(l=80, r=50, t=80, b=80),
        height=500
    )
    
    return fig

def export_data_to_csv(variable_key):
    """Export the current plot data to CSV format"""
    if variable_key not in RESPONSE_DATA:
        return None
    
    info = VARIABLE_INFO[variable_key]
    data = RESPONSE_DATA[variable_key]
    
    df = pd.DataFrame({
        f"{info['name']} ({info['unit']})": data['x'],
        'Cloglog Output': data['y']
    })
    
    # Convert to CSV string
    csv_string = df.to_csv(index=False)
    return csv_string, f"{info['name'].replace(' ', '_')}_response_data.csv"

# Main app
def main():
    # Variable selection
    col1, col2 = st.columns([1, 2])
    
    with col1:
        st.markdown("### Response Curves")
        
        variable_options = {
            'CMD': 'Climatic Moisture Deficit (Current)',
            'CMD_mid': 'Climatic Moisture Deficit (Mid-Century)',
            'CMD_late': 'Climatic Moisture Deficit (Late-Century)',
            'canopy_openness': 'Canopy Openness (Current)',
            'canopy_openness_mid': 'Canopy Openness (Mid-Century)', 
            'canopy_openness_late': 'Canopy Openness (Late-Century)',  
            'spring_precip': 'Spring Precipitation (Current)',
            'spring_precip_mid': 'Spring Precipitation (Mid-Century)',
            'spring_precip_late': 'Spring Precipitation (Late-Century)',
            'sand_content': 'Sand Content (0-5cm) (Current)',
            'sand_content_mid': 'Sand Content (0-5cm) (Mid-Century)',
            'sand_content_late': 'Sand Content (0-5cm) (Late-Century)',
            'fire_regime': 'Fire Regime Suitability (Current)',
            'fire_regime_mid': 'Fire Regime Suitability (Mid-Century)',
            'fire_regime_late': 'Fire Regime Suitability (Late-Century)',
            'mean_temp': 'Mean Annual Temperature (Current)',
            'mean_temp_mid': 'Mean Annual Temperature (Mid-Century)',
            'mean_temp_late': 'Mean Annual Temperature (Late-Century)',
            'mean_precip': 'Mean Annual Precipitation (Current)',
            'mean_precip_mid': 'Mean Annual Precipitation (Mid-Century)',
            'mean_precip_late': 'Mean Annual Precipitation (Late-Century)',
            'twi': 'Topographic Wetness Index (Current)',
            'twi_mid': 'Topographic Wetness Index (Mid-Century)',
            'twi_late': 'Topographic Wetness Index (Late-Century)'
        }
        
        selected_variable = st.selectbox(
            "Choose a variable:",
            options=list(variable_options.keys()),
            format_func=lambda x: variable_options[x],
            index=0  # Default to CMD
        )
        
        if selected_variable:
            info = VARIABLE_INFO[selected_variable]
            st.markdown(f"**Description:** {info['description']}")
            st.markdown(f"**Unit:** {info['unit']}")
    
    with col2:
        # Plot the response curve
        if selected_variable:
            fig = create_response_plot(selected_variable)
            if fig:
                st.plotly_chart(fig, use_container_width=True)
            else:
                st.error("No data available for the selected variable")

if __name__ == "__main__":
    main()