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.gitignore

@@ -0,0 +1,15 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+.pyc
+.cpython-*
+__pycache__/app.cpython-39.pyc
+
+
+# environments
+/env
+/venv
+/.venv
+.env
+/.env.*

app.py

@@ -0,0 +1,295 @@
+from collections import OrderedDict
+from flask import Flask, render_template, request
+import pandas as pd
+import geopandas as gpd
+import folium
+import json
+
+app = Flask(__name__)
+
+route_id_to_stops = pd.read_csv('data/route_id_to_stops.csv')
+stops_delay_count = pd.read_csv('data/stops_delay_count.csv')
+gdf_stops_delay_count = gpd.GeoDataFrame(stops_delay_count, geometry=gpd.points_from_xy(stops_delay_count['GTFS Longitude'], stops_delay_count['GTFS Latitude']), crs='EPSG:4326')
+gdf_subway = gpd.read_file('data/my_subway_lines.geojson')
+gdf_avg_inc = gpd.read_file('data/average_income_2021.geojson')
+total_delays_by_line = pd.read_csv('data/total_delay_time_by_lines.csv')
+total_delays_by_stop = pd.read_csv('data/total_delay_time_by_stops.csv')
+race = gpd.read_file('data/nyc-race.geojson')
+on_time = pd.read_csv("data/avg_terminal_on_time_performance.csv")
+
+
+def make_map(line, default_map):
+    
+    rt_id_to_stops = route_id_to_stops.set_index('route_id').T.to_dict('list')
+    rt_id_to_stops = {k: v[0].split(', ') for k, v in rt_id_to_stops.items()}
+    
+    if line:
+        zoom = 12
+        center = gdf_stops_delay_count[gdf_stops_delay_count['stop_id'].isin(rt_id_to_stops[line])][['GTFS Latitude', 'GTFS Longitude']].mean().tolist()
+    else:
+        center = [40.7128, -74.0060]
+        zoom = 11
+    
+    base_map = 'CartoDB Voyager'
+    m = folium.Map(location=center, zoom_start=zoom, control_scale=True, prefer_canvas=True, tiles=base_map)
+    
+    income_choropleth = folium.Choropleth(
+        geo_data=gdf_avg_inc,
+        name='Income by Zip Code',
+        data=gdf_avg_inc,
+        columns=['ZipCode', 'B19013001'],
+        key_on='feature.properties.ZipCode',
+        fill_color='YlGnBu',
+        fill_opacity=0.7,
+        line_opacity=0.2,
+        legend_name='Average Income',
+        highlight=True,
+        smooth_factor=0
+    )
+    
+    income_tooltip = folium.GeoJsonTooltip(
+        fields=['ZipCode', 'B19013001', 'Neighborhood', 'Borough'], 
+        aliases=['Zip Code:', 'Average Income:', 'Neighborhood:', 'Borough:'],
+        sticky=True, 
+        opacity=0.9, 
+        direction='top',
+        style="font-size: 12px; max-width: 300px;",
+    )
+    
+    income_choropleth.geojson.add_child(income_tooltip)
+    
+    race_choropleth = folium.Choropleth(
+        geo_data=race,
+        name='NYC Race Map',
+        data=race,
+        columns=['name', 'Total Population'],
+        key_on='feature.properties.name',
+        fill_color='YlOrBr',
+        fill_opacity=0.7,
+        line_opacity=0.2,
+        legend_name='Total Population',
+        highlight=True,
+        smooth_factor=1.0
+    )
+
+    fields = ['Total Population', 'White alone', 'Black or African American Alone', 'American Indian and Alaska Native alone', 'Asian alone', 'Native Hawaiian and Other Pacific Islander Alone', 'Some other race alone', 'Two or more races','Hispanic or Latino (Total)']
+    aliases = [field + ':' for field in fields]
+    race_tooltip = folium.GeoJsonTooltip(
+        fields=['name', *fields],
+        aliases=['Zip Code:', *aliases],
+        sticky=True, 
+        opacity=0.9, 
+        direction='top',
+        style="font-size: 12px; width: 100 vw;",
+    )
+
+    if default_map == "income":
+        m.add_child(income_choropleth)
+    else:
+        m.add_child(race_choropleth)
+
+    race_choropleth.geojson.add_child(race_tooltip)
+        
+    if line:
+        gdf_line = gdf_subway[gdf_subway['name'].str.contains(line)]
+    else:
+        gdf_line = gdf_subway
+    
+    folium.GeoJson(data=gdf_line,
+                   name='Subway Lines',
+                   style_function=lambda feature: {
+                       'color': feature['properties']['RGB Hex'],
+                       'weight': 7,
+                       'opacity': 1,
+                    },
+                   tooltip=folium.GeoJsonTooltip(
+                       fields=['Line/Branch'], 
+                       aliases=['Subway Line:'], 
+                       sticky=True, 
+                       opacity=0.9, 
+                       direction='top',
+                       style="font-size: 12px;",
+                       labels=True
+                    )
+    ).add_to(m)
+       
+    if line:
+        stops = rt_id_to_stops[line]
+        gdf_stops = gdf_stops_delay_count[gdf_stops_delay_count['stop_id'].isin(stops)]
+    else:
+        gdf_stops = gdf_stops_delay_count
+        
+    markers = folium.FeatureGroup(name='Stops')
+    m.add_child(markers)
+    marker_tooltip = 'Click for more info.'
+    
+    for _, row in gdf_stops.iterrows():
+        delay = row['Average Delay per Line']
+        
+        if delay <= 0:
+            color = 'blue'
+        elif delay <= 60:
+            color = 'green'
+        else:
+            color = 'red'
+        
+        # remove '[' and ']' from the list of branches
+        branch = row['branch'].replace('[', '').replace(']', '')
+        
+        pop_up = f"""<p style='font-size: 16px'><b>Stop</b>: {row['Stop Name']}</p>
+                    <p style='font-size: 14px'><b>Borough</b>: {row['Borough']}</p>
+                    <p style='font-size: 14px'><b>Train Lines</b>: {branch}</p>
+                    <p style='font-size: 14px'><b>Average Delay per Line</b>: {row['Average Delay per Line (mins)']}</p>
+                    <p style='font-size: 14px'><b>Delays</b>: {row['Delay Count']}</p>
+                """
+        
+        marker = folium.Marker(
+                    location=[row['GTFS Latitude'], row['GTFS Longitude']], 
+                    popup=folium.Popup(pop_up, max_width=300),
+                    icon=folium.Icon(color=color, icon='info-sign'),
+                    tooltip=marker_tooltip
+                ).add_to(m)
+        marker.add_to(markers)
+    
+    # explain the colors of the subway lines
+    legend_html = '''
+         <div style="position: fixed;
+         bottom: 10px; left: 50px; width: 200px; height: 230px; z-index:9999; font-size:14px; color: white;
+         ">&nbsp; Subway Lines <br>
+         &nbsp; 1 2 3 &nbsp; <i class="fa fa-circle" style="color:#EE352E"></i><br>
+         &nbsp; 4 5 6 &nbsp; <i class="fa fa-circle" style="color:#00933C"></i><br>
+         &nbsp; 7 &nbsp; <i class="fa fa-circle" style="color:#B933AD"></i><br>
+         &nbsp; A/C/E &nbsp; <i class="fa fa-circle" style="color:#0039A6"></i><br>
+         &nbsp; B/D/F/M &nbsp; <i class="fa fa-circle" style="color:#FF6319"></i><br>
+         &nbsp; G &nbsp; <i class="fa fa-circle" style="color:#6CBE45"></i><br>
+         &nbsp; J/Z &nbsp; <i class="fa fa-circle" style="color:#996633"></i><br>
+         &nbsp; L &nbsp; <i class="fa fa-circle" style="color:#A7A9AC"></i><br>
+         &nbsp; N/Q/R &nbsp; <i class="fa fa-circle" style="color:#FCCC0A"></i><br>
+         &nbsp; S &nbsp; <i class="fa fa-circle" style="color:#808183"></i><br>
+            </div>
+            '''
+    
+    mp = m.get_name()
+    mrk = markers.get_name()
+
+    js_callback = f'''
+    function show_hide_markers() {{
+
+        var map = {mp};
+        var markers = {mrk};
+        
+        function show_markers() {{
+            var zoomlevel = map.getZoom();
+            if (zoomlevel < 13) {{
+                markers.removeFrom(map);
+            }} else {{
+                markers.addTo(map);
+            }}
+        }}
+
+        map.on('zoomend', show_markers);
+        show_markers();
+    }}
+
+    window.onload = show_hide_markers;
+    '''
+    
+    m.get_root().html.add_child(folium.Element(legend_html))
+    m.get_root().script.add_child(folium.Element(js_callback))
+    m.get_root().header.add_child(folium.Element('<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.2/dist/css/bootstrap.min.css">'))
+    m.get_root().header.add_child(folium.Element('<script src="https://cdn.jsdelivr.net/npm/bootstrap@5.3.2/dist/js/bootstrap.min.js" crossorigin="anonymous"></script>'))
+    
+    folium.LayerControl().add_to(m)
+    return m
+
+@app.route('/')
+def index():
+    return render_template('index.html')
+
+@app.route('/map', methods=['GET', 'POST'])
+def map():
+    # Define your project title
+    project_title = "Is The Mta Racist?"
+    # Pass the project title to the template
+    
+    
+    if request.method == 'POST':
+        selected_line = request.form.get('train_line')
+        default = request.form.get('map_type')
+        print(default)
+    else:
+        selected_line = 'default'
+        default = 'race'
+    
+    context = {
+        'title': project_title,
+        'default_map': default,
+        'train_lines': get_train_lines(),
+        'selected_train_line': selected_line
+    }
+    
+    line = get_train_lines().get(selected_line)
+    
+    m = make_map(line, default)
+    context['map'] = m.get_root().render()
+
+    return render_template("map.html", **context)
+
+@app.route('/delay_list')
+def get_delay_list():
+    delay_lines = total_delays_by_line.set_index('Line')['Total Delay Time'].to_dict()
+    # convert the values to seconds timedelta
+    delay_lines = {k: pd.to_timedelta(v) for k, v in delay_lines.items()}
+    # sort the dictionary by the values
+    sorted_delay_lines = {k: v for k, v in sorted(delay_lines.items(), key=lambda item: item[1].total_seconds())}
+    # convert the values back to string
+    sorted_delay_lines = {k: str(v) for k, v in sorted_delay_lines.items()}
+    return json.dumps(sorted_delay_lines)
+
+@app.route('/performance_list')
+def get_performance_list():
+    performance_lines = on_time.set_index('Line')['Average Terminal On-Time Performance'].to_dict()
+    return json.dumps(performance_lines)
+
+@app.route('/fun-facts')
+def fun_facts():
+    return render_template('fun_facts.html')
+
+@app.route('/about-us')
+def about_us():
+    return render_template('about-us.html') 
+
+def get_train_lines():
+    return {
+        "1 train (Broadway-7 Avenue local)" : "1",
+        "2 train (7 Avenue express)" : "2",
+        "3 train (7 Avenue express)" : "3",
+        "4 train (Lexington Avenue express)" : "4",
+        "5 train (Lexington Avenue express)" : "5",
+        "6 train (Lexington Avenue local/Pelham express)" : "6",
+        "7 train  (Flushing local and Flushing express)" : "7",
+        "A train (8 Avenue express)" : "A",
+        "B train (Central Park West local/6 Avenue express)" : "B",
+        "C train (8 Avenue local)" : "C",
+        "D train (6 Avenue express)" : "D",
+        "E train (8 Avenue local)" : "E",
+        "F train (6 Avenue local)" : "F",
+        "G train (Brooklyn-Queens crosstown local)" : "G",
+        "J train (Nassau Street express)" : "J",
+        "L train (14 Street-Canarsie local)" : "L",
+        "M train (Queens Boulevard local/6 Avenue local/Myrtle Avenue local)" : "M",
+        "N train (Broadway express)" : "N",
+        "Q train (2 Avenue/Broadway express)" : "Q",
+        "R train (Queens Boulevard/Broadway/4 Avenue local)" : "R",
+       "S 42 St Shuttle, Franklin Av Shuttle, and Rockaway Park Shuttle trains (shuttle service)" : "S",
+       "W train (Broadway local)" : "W",
+        "Z train (Nassau Street express) " : "Z",
+        "Select Train Line": None
+    }
+
+@app.route('/about')
+def about():
+    return render_template('about-us.html')
+
+if __name__ == '__main__':
+    app.run(debug=True)

data/avg_terminal_on_time_performance.csv

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+Line,Average Terminal On-Time Performance
+S Fkln,99.0%
+S 42nd,99.0%
+S Rock,96.0%
+L,93.0%
+7,86.0%
+1,83.0%
+G,83.0%
+M,82.0%
+JZ,81.0%
+Systemwide,79.0%
+Q,77.0%
+E,76.0%
+3,75.0%
+R,75.0%
+6,74.0%
+D,73.0%
+5,73.0%
+C,72.0%
+W,69.0%
+N,69.0%
+A,69.0%
+B,69.0%
+4,69.0%
+F,68.0%
+2,63.0%

data/route_id_to_stops.csv

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+route_id,stop_id
+1,"137, 139, 139, 123, 127, 142, 122, 125, 128, 133, 136, 132, 115, 118, 120, 112, 134, 109, 130, 106, 101, 135, 138, 104, 119, 116, 114, 111, 108, 107, 103, 110, 121, 124, 131, 126, 129, 117, 113"
+2,"137, 123, 127, 235, 234, 239, 250, 242, 244, 247, 122, 125, 128, 230, 133, 136, 228, 132, 217, 222, 227, 225, 221, 219, 216, 210, 207, 204, 120, 214, 134, 212, 130, 209, 206, 201, 135, 213, 211, 208, 205, 241, 229, 231, 233, 236, 238, 246, 248, 251, 253, 256, 224, 220, 243, 218, 245, 215, 257, 249, 252, 255, 121, 124, 131, 126, 129, 232, 237, 226, 254"
+3,"137, 123, 127, 235, 234, 239, 250, 128, 230, 228, 132, 227, 225, 120, 229, 231, 233, 236, 238, 248, 251, 253, 256, 224, 257, 249, 252, 255, 302, 232, 237, 301, 226, 254"
+4,"621, 623, 626, 629, 631, 634, 637, 415, 409, 635, 635, 640, 419, 423, 235, 234, 239, 250, 636, 420, 638, 416, 414, 412, 411, 418, 632, 630, 627, 625, 622, 236, 238, 248, 251, 253, 256, 633, 408, 405, 413, 257, 406, 628, 402, 407, 410, 639, 249, 624, 401, 252, 255, 237, 254"
+5,"621, 626, 629, 631, 635, 635, 640, 419, 423, 235, 234, 239, 250, 242, 244, 247, 217, 222, 505, 503, 221, 501, 219, 216, 210, 207, 204, 214, 212, 209, 206, 420, 201, 416, 213, 211, 208, 205, 241, 418, 246, 220, 243, 218, 245, 502, 215, 504"
+5X,"621, 626, 629, 631, 635, 635, 640, 419, 423, 235, 234, 239, 242, 244, 217, 222, 505, 503, 221, 501, 219, 216, 210, 207, 204, 214, 212, 209, 206, 420, 416, 213, 211, 205, 241, 418, 246, 220, 243, 218, 245, 502, 215, 504"
+6,"608, 610, 613, 616, 621, 623, 626, 629, 631, 634, 637, 635, 635, 640, 636, 638, 604, 619, 617, 614, 632, 630, 627, 625, 622, 618, 612, 633, 601, 628, 609, 639, 624, 615, 607, 603, 602, 606, 611"
+6X,"608, 613, 621, 623, 626, 629, 631, 634, 637, 635, 635, 640, 636, 638, 604, 619, 617, 614, 632, 630, 627, 625, 622, 633, 601, 628, 609, 639, 624, 607, 603, 602, 606, 611"
+7,"706, 709, 712, 714, 716, 719, 723, 724, 726, 710, 702, 701, 708, 705, 707, 707, 713, 718, 718, 720, 725, 711, 721, 721, 715"
+7X,"706, 709, 712, 714, 716, 719, 723, 724, 726, 710, 702, 701, 708, 705, 707, 707, 713, 718, 718, 720, 725, 711, 721, 721, 715"
+A,"A02, A57, H11, A55, H10, A63, H07, A59, H06, H04, H03, H08, H01, A60, A53, A50, A61, A48, A45, A54, A43, A51, A40, A38, A34, A42, A32, A28, A24, A44, A20, A41, A18, A15, A21, A17, A11, A31, A05, A14, A09, A27, A10, A22, A06, A03, A36, A33, A19, A65, H02, A25, A30, A07, A12, A46, A47, A16, A49, A52, H09, A64, H15, H12, H14, H13"
+B,"A24, A20, A18, A15, A21, A17, A14, A22, A19, A12, D14, D03, D16, D15, D20, D17, D21, D06, D09, D12, D13, D05, D08, D22, D11, R30, D26, D28, D35, D39, D25, D24, D40, D31, A16, D04, D07, D10"
+C,"A55, A53, A50, A48, A45, A54, A43, A51, A40, A38, A34, A42, A32, A28, A24, A44, A20, A41, A18, A15, A21, A17, A11, A31, A14, A09, A27, A10, A22, A36, A33, A19, A25, A30, A12, A46, A47, A16, A49, A52"
+D,"A24, A15, D14, D01, D03, D43, D16, D15, D20, D17, D21, D06, D09, D12, D13, D05, D08, D22, D11, R31, R36, B13, B16, B20, B22, B23, B12, B15, B19, B21, B18, R30, R34, R35, R33, R32, D04, D07, D10, B17, B14"
+E,"E01, A34, A32, A28, A31, A27, A33, F07, G08, G14, G21, F11, A25, A30, F12, F09, G05, G06, G07, D14, F06, F05, F01, F03, G10, G13, G16, G20, G18, G11, G15, G12, G09, G19"
+F,"A41, F07, G08, G14, F06, F05, F01, D43, F04, F38, F35, F29, F26, F22, F20, F18, F14, D19, D16, B08, B04, F02, F03, B06, D15, D18, D42, D20, F16, F21, F25, F24, F27, F31, F30, F34, F33, F36, F15, F39, B10, F23, D17, F32, D21"
+S,"D26, S01, S03, S04, 725, 631, H04, H12, H14, H15"
+G,"A42, F26, F22, F20, F21, F25, F24, F27, F23, G22, G28, G31, G34, G30, G33, G36, G24, G26, G29, G32, G35"
+H,"H04, H15, H12, H14, H13"
+J,"G05, G06, M18, M14, M11, M16, M12, M22, M19, J28, J24, J20, J17, J14, M23, M20, M21, M13, J31, J23, J16, J13, J27, J15, J19, J29, J22, J12, J21, J30"
+L,"L27, L24, L20, L16, L13, L08, L06, L28, L25, L22, L19, L15, L12, L02, L26, L05, L03, L11, L14, L10, L17, L21"
+M,"G08, G14, G21, F11, F12, F09, M08, M01, D19, M04, D16, M06, D15, D18, D20, D17, M18, D21, M14, M11, M16, M12, M05, M13, G10, G13, G16, G20, G18, G11, G15, G12, G09, G19, M10, M09"
+N,"D43, B08, R31, R36, R01, R27, Q05, R28, R30, Q03, R05, R14, R09, R17, R11, R21, Q01, R20, R23, R25, R41, R29, R34, R35, R04, R39, R40, N02, Q04, N07, R15, R33, N09, R22, R16, R19, R03, N08, N05, R18, R32, R26, R24, N04, R13, N10, R08, N03, N06, R06"
+Q,"D43, B08, D42, Q05, R30, Q03, R14, R17, R21, Q01, R20, D26, D28, D32, D35, D39, D41, D37, D34, D30, D27, D25, Q04, R15, R22, R16, D24, R19, D38, R18, D40, D33, D31, D29"
+R,"G08, G14, G21, B08, R31, R36, R27, Q05, R28, R30, Q03, R45, R14, R17, R11, R21, R20, R23, R25, R41, R29, R34, R44, R35, R39, R42, R40, Q04, R15, R33, R22, R43, R16, R19, R18, R32, R26, R24, R13, G10, G13, G16, G20, G18, G11, G15, G12, G09, G19"
+SI,"S25, S19, S09, S31, S27, S17, S13, S29, S15, S30, S28, S20, S22, S11, S23, S26, S18, S24, S21, S14, S16"
+W,"R01, R03, R04, R05, R06, R08, R09, R11, R13, R14, R15, R16, R17, R18, R19, R20, R21, R22, R23, R24, R25, R26, R27"
+Z,"G05, G06, M18, M11, M16, M22, M19, J28, J24, J20, J17, J14, M23, M20, M21, J23, J27, J15, J12, J21, J30"

data/stops_delay_count.csv

@@ -0,0 +1,498 @@
+stop_id,Delay Count,Stop Name,Borough,GTFS Longitude,GTFS Latitude,branch,Number of Train Lines,Average Delay per Line,Average Delay per Line (mins)
+G14,49619,Jackson Hts-Roosevelt Av,Q,-73.891338,40.746644,['A/C/E' 'B/D/F/M' 'N/Q/R'],4,63.58155982685767,1min 3sec
+G08,41112,Forest Hills-71 Av,Q,-73.844521,40.721691,['A/C/E' 'B/D/F/M' 'N/Q/R'],4,30.22213941118258,0min 30sec
+A24,36887,59 St-Columbus Circle,M,-73.981736,40.768296,['A/C/E' 'B/D/F/M'],6,53.691271127575824,0min 53sec
+L08,35647,Bedford Av,Bk,-73.956872,40.717304,['L'],1,28.837250690395827,0min 28sec
+A15,34122,125 St,M,-73.952343,40.811109,['A/C/E' 'B/D/F/M'],12,23.251518077459497,0min 23sec
+A41,31310,Jay St-MetroTech,Bk,-73.987342,40.692338,['A/C/E' 'B/D/F/M'],5,59.459557807462,0min 59sec
+R30,31263,DeKalb Av,Bk,-73.981824,40.690635,['N/Q/R' 'B/D/F/M'],6,17.679011106202786,0min 17sec
+A42,29262,Hoyt-Schermerhorn Sts,Bk,-73.985001,40.688484,['A/C/E' 'G'],3,78.92610625525508,1min 18sec
+D20,29110,W 4 St-Wash Sq,M,-74.000495,40.732338,['B/D/F/M'],7,39.615477902748864,0min 39sec
+L06,27185,1 Av,M,-73.981628,40.730953,['L'],1,18.621363416488148,0min 18sec
+A34,25166,Canal St,M,-74.005229,40.720824,['A/C/E'],12,16.268788583304712,0min 16sec
+A32,24617,W 4 St-Wash Sq,M,-74.000495,40.732338,['A/C/E'],7,39.615477902748864,0min 39sec
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+R31,23307,Atlantic Av-Barclays Ctr,Bk,-73.97881,40.683666,['B/D/F/M' 'N/Q/R'],10,18.38316092787993,0min 18sec
+L28,22866,East 105 St,Bk,-73.899485,40.650573,['L'],1,53.94159000173581,0min 53sec
+A31,22183,14 St,M,-74.00169,40.740893,['A/C/E'],8,33.1768998447729,0min 33sec
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+F26,21818,Fort Hamilton Pkwy,Bk,-73.975776,40.650782,['B/D/F/M' 'G'],4,54.760230179028135,0min 54sec
+A51,21449,Broadway Junction,Bk,-73.905316,40.678334,['A/C/E'],4,30.29451692869724,0min 30sec
+D15,21381,47-50 Sts-Rockefeller Ctr,M,-73.981329,40.758663,['B/D/F/M'],4,63.1808904846018,1min 3sec
+B08,21211,Lexington Av/63 St,M,-73.966113,40.764629,['B/D/F/M' 'N/Q/R'],4,46.73604244941006,0min 46sec
+A27,21005,42 St-Port Authority Bus Terminal,M,-73.989735,40.757308,['A/C/E'],3,80.60053208844715,1min 20sec
+A40,20664,High St,Bk,-73.990531,40.699337,['A/C/E'],2,133.846023724894,2min 13sec
+L10,20373,Lorimer St,Bk,-73.950275,40.714063,['L'],3,13.615922105155107,0min 13sec
+L22,20318,Broadway Junction,Bk,-73.90324,40.678856,['L'],4,30.29451692869724,0min 30sec
+D17,20295,34 St-Herald Sq,M,-73.987823,40.749719,['B/D/F/M'],7,29.670047055984554,0min 29sec
+L14,20285,Morgan Av,Bk,-73.933147,40.706152,['L'],1,18.71641963604412,0min 18sec
+M16,20117,Marcy Av,Bk,-73.957757,40.708359,['B/D/F/M' 'J/Z'],2,103.64783461415306,1min 43sec
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+A12,19987,145 St,M,-73.944216,40.824783,['A/C/E' 'B/D/F/M'],6,34.33913807037175,0min 34sec
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+F25,19928,15 St-Prospect Park,Bk,-73.979493,40.660365,['B/D/F/M' 'G'],2,130.27891651660855,2min 10sec
+R36,19744,36 St,Bk,-74.003549,40.655144,['B/D/F/M' 'N/Q/R'],5,40.747271538763236,0min 40sec
+L19,19612,Halsey St,Q,-73.904084,40.695602,['L'],2,13.789090727617527,0min 13sec
+A28,19415,34 St-Penn Station,M,-73.993391,40.752287,['A/C/E'],6,38.78533318409074,0min 38sec
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+L17,18780,Myrtle-Wyckoff Avs,Bk,-73.911586,40.699814,['L'],2,-2.604099076615922,0min -2sec
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+R14,18253,57 St-7 Av,M,-73.980658,40.764664,['N/Q/R'],3,65.92934535535687,1min 5sec
+F06,18079,Kew Gardens-Union Tpke,Q,-73.831008,40.714441,['A/C/E' 'B/D/F/M'],2,111.90355395312902,1min 51sec
+F24,17888,7 Av,Bk,-73.980305,40.666271,['B/D/F/M' 'G'],6,33.39928178586941,0min 33sec
+702,17775,Mets-Willets Point,Q,-73.845625,40.754622,['7'],2,115.64780483694278,1min 55sec
+R20,17438,14 St-Union Sq,M,-73.990568,40.735736,['N/Q/R'],8,20.757692140623192,0min 20sec
+L25,16979,Sutter Av,Bk,-73.901975,40.669367,['L'],1,13.175518282625797,0min 13sec
+A38,16946,Fulton St,M,-74.007691,40.710197,['A/C/E'],9,22.484671123583613,0min 22sec
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+F22,15779,Smith-9 Sts,Bk,-73.995959,40.67358,['B/D/F/M' 'G'],2,97.09763938642418,1min 37sec
+L21,15747,Bushwick Av-Aberdeen St,Bk,-73.905249,40.682829,['L'],1,15.858946075009076,0min 15sec
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+F23,15611,4 Av-9 St,Bk,-73.989779,40.670272,['B/D/F/M' 'G'],5,41.37306604985865,0min 41sec
+H04,15604,Broad Channel,Q,-73.815925,40.608382,['A/C/E' nan],2,110.34392232643634,1min 50sec
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+R17,15461,34 St-Herald Sq,M,-73.98795,40.749567,['N/Q/R'],7,29.670047055984554,0min 29sec
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+F07,15150,75 Av,Q,-73.837324,40.718331,['A/C/E' 'B/D/F/M'],2,106.33746984722595,1min 46sec
+A09,15056,168 St,M,-73.939561,40.840719,['A/C/E'],2,50.81915275074275,0min 50sec
+D16,14879,42 St-Bryant Pk,M,-73.984569,40.754222,['B/D/F/M'],4,61.50598984211108,1min 1sec
+L11,14736,Graham Av,Bk,-73.944053,40.714565,['L'],1,5.47715227044836,0min 5sec
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+L24,14357,Atlantic Av,Bk,-73.903097,40.675345,['L'],1,8.534070134618581,0min 8sec
+B04,14162,21 St-Queensbridge,Q,-73.942836,40.754203,['B/D/F/M'],1,284.84402139529533,4min 44sec
+A36,14136,Chambers St,M,-74.008585,40.714111,['A/C/E'],6,31.30005543368009,0min 31sec
+L13,14113,Montrose Av,Bk,-73.93985,40.707739,['L'],1,-2.3157552083333335,0min -2sec
+M11,13969,Myrtle Av,Bk,-73.935657,40.697207,['B/D/F/M' 'J/Z'],2,66.30447222890118,1min 6sec
+D42,13909,W 8 St-NY Aquarium,Bk,-73.975939,40.576127,['B/D/F/M' 'N/Q/R'],2,74.6768220338983,1min 14sec
+R16,13747,Times Sq-42 St,M,-73.986754,40.754672,['N/Q/R'],8,23.43902515152203,0min 23sec
+G06,13652,Sutphin Blvd-Archer Av-JFK Airport,Q,-73.807969,40.700486,['A/C/E' 'J/Z'],2,43.50370110814244,0min 43sec
+L12,13583,Grand St,Bk,-73.94067,40.711926,['L'],3,14.415527917358254,0min 14sec
+F05,13395,Briarwood,Q,-73.820574,40.709179,['A/C/E' 'B/D/F/M'],2,92.45036144578313,1min 32sec
+L05,13303,3 Av,M,-73.986122,40.732849,['L'],1,0.49198583842935306,0min 0sec
+F09,13295,Court Sq-23 St,Q,-73.946,40.747846,['A/C/E' 'B/D/F/M'],2,97.94917598248243,1min 37sec
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+716,11071,33 St-Rawson St,Q,-73.930997,40.744587,['7'],2,98.35418080373972,1min 38sec
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+D24,10259,Atlantic Av-Barclays Ctr,Bk,-73.97689,40.68446,['N/Q/R' 'B/D/F/M'],10,18.38316092787993,0min 18sec
+D14,10232,7 Av,M,-73.981637,40.762862,['A/C/E' 'B/D/F/M'],6,33.39928178586941,0min 33sec
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+R27,8578,Whitehall St-South Ferry,M,-74.012994,40.703087,['N/Q/R'],2,83.23562891291975,1min 23sec
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+A21,8358,81 St-Museum of Natural History,M,-73.972143,40.781433,['A/C/E' 'B/D/F/M'],3,72.84012549993105,1min 12sec
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+H03,8302,Howard Beach-JFK Airport,Q,-73.830301,40.660476,['A/C/E'],1,380.1103256212511,6min 20sec
+G18,8239,46 St,Q,-73.913333,40.756312,['N/Q/R' 'B/D/F/M' 'A/C/E'],3,66.01658079006474,1min 6sec
+D22,8235,Grand St,M,-73.993753,40.718267,['B/D/F/M'],3,14.415527917358254,0min 14sec
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+F14,7769,2 Av,M,-73.989938,40.723402,['B/D/F/M'],1,326.9593848153363,5min 26sec
+G11,7683,Woodhaven Blvd,Q,-73.869229,40.733106,['N/Q/R' 'B/D/F/M' 'A/C/E'],4,38.11478379662628,0min 38sec
+F30,7678,18 Av,Bk,-73.976971,40.629755,['B/D/F/M'],3,88.27670154123074,1min 28sec
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+A14,7565,135 St,M,-73.947649,40.817894,['A/C/E' 'B/D/F/M'],5,48.92356889800485,0min 48sec
+F12,7564,5 Av/53 St,M,-73.975224,40.760167,['A/C/E' 'B/D/F/M'],2,94.2944766860116,1min 34sec
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+J27,7450,Broadway Junction,Bk,-73.904512,40.679498,['J/Z'],4,30.29451692869724,0min 30sec
+A59,7389,80 St,Q,-73.858992,40.679371,['A/C/E'],1,266.31463646946764,4min 26sec
+G32,7388,Myrtle-Willoughby Avs,Bk,-73.949046,40.694568,['G'],1,104.55904238110644,1min 44sec
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+R39,7123,45 St,Bk,-74.010006,40.648939,['N/Q/R'],2,76.25881126173097,1min 16sec
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+G12,6805,Grand Av-Newtown,Q,-73.877223,40.737015,['N/Q/R' 'B/D/F/M' 'A/C/E'],3,54.84727376534399,0min 54sec
+G10,6801,63 Dr-Rego Park,Q,-73.861604,40.729846,['N/Q/R' 'B/D/F/M' 'A/C/E'],3,68.93943355119826,1min 8sec
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+A18,6506,103 St,M,-73.961454,40.796092,['A/C/E' 'B/D/F/M'],7,32.56484699024773,0min 32sec
+R34,6431,Prospect Av,Bk,-73.992872,40.665414,['N/Q/R' 'B/D/F/M'],6,24.875352808354503,0min 24sec
+D41,6399,Ocean Pkwy,Bk,-73.968501,40.576312,['N/Q/R'],1,33.151638089406,0min 33sec
+D03,6329,Bedford Park Blvd,Bx,-73.887138,40.873244,['B/D/F/M'],2,48.585859044849364,0min 48sec
+R21,6271,8 St-NYU,M,-73.992629,40.730328,['N/Q/R'],3,68.70645569620253,1min 8sec
+B10,6267,57 St,M,-73.97745,40.763972,['B/D/F/M'],1,254.27333664349553,4min 14sec
+R23,6199,Canal St,M,-74.001775,40.719527,['N/Q/R'],12,16.268788583304712,0min 16sec
+R44,6194,86 St,Bk,-74.028398,40.622687,['N/Q/R'],13,12.522507038749874,0min 12sec
+701,6178,Flushing-Main St,Q,-73.83003,40.7596,['7'],2,13.014380116382286,0min 13sec
+G34,6164,Classon Av,Bk,-73.96007,40.688873,['G'],1,111.05907445708377,1min 51sec
+A16,6153,116 St,M,-73.954882,40.805085,['A/C/E' 'B/D/F/M'],8,28.327633359648132,0min 28sec
+G31,6106,Flushing Av,Bk,-73.950234,40.700377,['G'],3,34.241295015502025,0min 34sec
+R29,6094,Jay St-MetroTech,Bk,-73.985942,40.69218,['N/Q/R'],5,59.459557807462,0min 59sec
+M12,6028,Flushing Av,Bk,-73.941126,40.70026,['B/D/F/M' 'J/Z'],3,34.241295015502025,0min 34sec
+A43,5982,Lafayette Av,Bk,-73.973946,40.686113,['A/C/E'],2,119.13805309734514,1min 59sec
+F33,5939,Avenue N,Bk,-73.974197,40.61514,['B/D/F/M'],1,530.1507682945382,8min 50sec
+714,5907,46 St-Bliss St,Q,-73.918435,40.743132,['7'],2,85.83989928909952,1min 25sec
+R19,5893,23 St,M,-73.989344,40.741303,['N/Q/R'],13,18.509536012709624,0min 18sec
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+F03,5849,Parsons Blvd,Q,-73.803326,40.707564,['B/D/F/M' 'A/C/E'],2,94.44344303797469,1min 34sec
+M14,5832,Hewes St,Bk,-73.953431,40.70687,['B/D/F/M' 'J/Z'],2,57.99761933103202,0min 57sec
+G30,5802,Broadway,Bk,-73.950308,40.706092,['G'],2,61.306800314465406,1min 1sec
+A19,5743,96 St,M,-73.964696,40.791642,['A/C/E' 'B/D/F/M'],12,4.409018981802396,0min 4sec
+D13,5736,145 St,M,-73.944216,40.824783,['B/D/F/M'],6,34.33913807037175,0min 34sec
+R26,5729,Rector St,M,-74.013342,40.70722,['N/Q/R'],3,69.71863758992806,1min 9sec
+R35,5710,25 St,Bk,-73.998091,40.660397,['N/Q/R' 'B/D/F/M'],3,50.76096285892634,0min 50sec
+726,5709,34 St-Hudson Yards,M,-74.00191,40.755882,['7'],2,6.323445063324713,0min 6sec
+G07,5677,Jamaica-Van Wyck,Q,-73.816859,40.702566,['A/C/E'],1,35.79683426443203,0min 35sec
+H06,5551,Beach 67 St,Q,-73.796924,40.590927,['A/C/E'],1,140.02349803124602,2min 20sec
+Q03,5487,72 St,M,-73.958424,40.768799,['N/Q/R'],9,16.19230698309085,0min 16sec
+F36,5444,Avenue U,Bk,-73.973357,40.596063,['B/D/F/M'],3,61.094870721448075,1min 1sec
+R18,5339,28 St,M,-73.988691,40.745494,['N/Q/R'],8,25.90311939533692,0min 25sec
+D40,5292,Brighton Beach,Bk,-73.961376,40.577621,['N/Q/R' 'B/D/F/M'],2,14.26373242332045,0min 14sec
+J19,5282,Cypress Hills,Bk,-73.87255,40.689941,['J/Z'],1,39.87016920827241,0min 39sec
+E01,5219,World Trade Center,M,-74.009781,40.712582,['A/C/E'],1,-18.883051742344247,0min -18sec
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+A60,5206,88 St,Q,-73.85147,40.679843,['A/C/E'],1,212.22539111172642,3min 32sec
+Q04,5053,86 St,M,-73.951787,40.777891,['N/Q/R'],13,12.522507038749874,0min 12sec
+M13,5044,Lorimer St,Bk,-73.947408,40.703869,['J/Z' 'B/D/F/M'],3,13.615922105155107,0min 13sec
+D38,5027,Neck Rd,Bk,-73.955161,40.595246,['N/Q/R'],1,103.98133635801196,1min 43sec
+B12,5026,9 Av,Bk,-73.994324,40.646292,['B/D/F/M'],1,49.374347069065585,0min 49sec
+J12,4983,121 St,Q,-73.828294,40.700492,['J/Z'],1,159.4749710461974,2min 39sec
+631,4966,Grand Central-42 St,M,-73.976848,40.751776,['4 5 6'],7,23.227069395510863,0min 23sec
+F39,4965,Neptune Av,Bk,-73.974574,40.581011,['B/D/F/M'],1,187.31765665352725,3min 7sec
+J28,4913,Chauncey St,Bk,-73.910456,40.682893,['J/Z'],1,99.72967032967033,1min 39sec
+R32,4889,Union St,Bk,-73.98311,40.677316,['N/Q/R' 'B/D/F/M'],3,57.24925627895635,0min 57sec
+J31,4882,Kosciuszko St,Bk,-73.928814,40.693342,['J/Z'],1,117.66407244941276,1min 57sec
+M19,4839,Bowery,M,-73.993915,40.72028,['J/Z'],1,118.06506986027944,1min 58sec
+D33,4806,Avenue J,Bk,-73.960803,40.625039,['N/Q/R'],1,119.57267759562842,1min 59sec
+M21,4752,Chambers St,M,-74.003401,40.713243,['J/Z'],6,31.30005543368009,0min 31sec
+D34,4736,Avenue M,Bk,-73.959399,40.617618,['N/Q/R'],1,85.05415352260778,1min 25sec
+M20,4719,Canal St,M,-73.999892,40.718092,['J/Z'],12,16.268788583304712,0min 16sec
+D04,4672,Kingsbridge Rd,Bx,-73.893509,40.866978,['B/D/F/M'],3,84.53304617041324,1min 24sec
+J13,4657,111 St,Q,-73.836345,40.697418,['J/Z'],4,36.120987096101004,0min 36sec
+A49,4470,Ralph Av,Bk,-73.920786,40.678822,['A/C/E'],2,90.9772046064048,1min 30sec
+A06,4431,181 St,M,-73.937969,40.851695,['A/C/E'],2,93.66126665161435,1min 33sec
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+A47,4325,Kingston-Throop Avs,Bk,-73.940858,40.679921,['A/C/E'],2,122.89593762033115,2min 2sec
+J21,4306,Norwood Av,Bk,-73.880039,40.68141,['J/Z'],1,123.71744680851064,2min 3sec
+F31,4277,Avenue I,Bk,-73.976127,40.625322,['B/D/F/M'],1,463.2304138208116,7min 43sec
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+D37,4217,Avenue U,Bk,-73.955929,40.5993,['N/Q/R'],3,61.094870721448075,1min 1sec
+621,4199,125 St,M,-73.937594,40.804138,['4 5 6'],12,23.251518077459497,0min 23sec
+G05,4147,Jamaica Center-Parsons/Archer,Q,-73.801109,40.702147,['A/C/E' 'J/Z'],2,-31.934841403997215,0min -31sec
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+R33,4088,4 Av-9 St,Bk,-73.988302,40.670847,['N/Q/R' 'B/D/F/M'],5,41.37306604985865,0min 41sec
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+A22,4034,72 St,M,-73.97641,40.775594,['A/C/E' 'B/D/F/M'],9,16.19230698309085,0min 16sec
+R40,4004,53 St,Bk,-74.014034,40.645069,['N/Q/R'],2,81.55500577271978,1min 21sec
+M04,4001,Fresh Pond Rd,Q,-73.895877,40.706186,['B/D/F/M'],1,-130.43478911157644,-2min -10sec
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+M08,3902,Myrtle-Wyckoff Avs,Bk,-73.912385,40.69943,['B/D/F/M'],2,-2.604099076615922,0min -2sec
+A11,3828,155 St,M,-73.941514,40.830518,['A/C/E'],4,45.44752732722144,0min 45sec
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+D11,3665,161 St-Yankee Stadium,Bx,-73.925651,40.827905,['B/D/F/M'],3,104.86450418858368,1min 44sec
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+A20,3466,86 St,M,-73.968916,40.785868,['A/C/E' 'B/D/F/M'],13,12.522507038749874,0min 12sec
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+D09,2973,170 St,Bx,-73.9134,40.839306,['B/D/F/M'],3,95.86895119418483,1min 35sec
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+A63,2745,104 St,Q,-73.837683,40.681711,['A/C/E'],2,68.82408533215431,1min 8sec
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+413,1432,167 St,Bx,-73.9214,40.835537,['4 5 6'],3,102.30641241353523,1min 42sec
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data/total_delay_time_by_lines.csv

@@ -0,0 +1,23 @@
+Line,Total Delay Time
+F,2055 days 03:13:56
+A,1538 days 11:25:47
+R,828 days 01:40:57
+7,660 days 07:28:07
+L,650 days 08:02:40
+E,606 days 03:45:54
+C,524 days 15:36:29
+Q,500 days 06:57:16
+D,462 days 03:47:32
+M,424 days 19:06:24
+J,395 days 07:49:37
+N,385 days 15:59:51
+G,315 days 17:36:53
+B,243 days 18:01:49
+4,184 days 02:20:53
+6,141 days 05:59:39
+5,138 days 05:00:45
+1,114 days 10:24:24
+2,112 days 07:57:54
+SI,61 days 03:34:40
+3,59 days 18:11:44
+S,37 days 15:22:43

data/total_delay_time_by_stops.csv

@@ -0,0 +1,379 @@
+Stop Name,Total Delay Time
+W 4 St-Wash Sq,225 days 18:42:06
+Canal St,206 days 03:47:37
+Jackson Hts-Roosevelt Av,184 days 03:56:56
+59 St-Columbus Circle,172 days 09:20:26
+125 St,162 days 22:22:40
+Jay St-MetroTech,159 days 00:13:57
+14 St,152 days 14:26:36
+7 Av,146 days 12:19:35
+Broadway Junction,141 days 04:46:15
+Forest Hills-71 Av,135 days 23:45:27
+34 St-Herald Sq,132 days 12:13:20
+Atlantic Av-Barclays Ctr,123 days 16:01:48
+DeKalb Av,122 days 19:06:08
+Church Av,115 days 10:37:57
+Times Sq-42 St,115 days 07:12:24
+145 St,112 days 09:38:06
+Kings Hwy,101 days 19:51:19
+Fulton St,100 days 18:51:24
+36 St,100 days 10:26:15
+Hoyt-Schermerhorn Sts,100 days 06:41:15
+Fort Hamilton Pkwy,98 days 23:01:29
+23 St,94 days 10:01:53
+Delancey St-Essex St,90 days 14:21:06
+Broadway-Lafayette St,88 days 04:59:18
+42 St-Port Authority Bus Terminal,86 days 07:46:48
+34 St-Penn Station,84 days 05:50:07
+15 St-Prospect Park,83 days 19:27:38
+47-50 Sts-Rockefeller Ctr,81 days 22:44:41
+14 St-Union Sq,81 days 00:51:02
+Bergen St,80 days 08:44:38
+Queens Plaza,79 days 16:10:46
+Chambers St,78 days 16:15:02
+High St,77 days 09:37:24
+Kew Gardens-Union Tpke,76 days 09:56:38
+86 St,75 days 16:31:17
+Utica Av,74 days 21:15:36
+4 Av-9 St,73 days 14:42:27
+Lexington Av/63 St,73 days 09:46:07
+Nostrand Av,70 days 04:36:02
+Euclid Av,70 days 02:14:00
+57 St-7 Av,69 days 01:14:11
+Marcy Av,67 days 20:32:48
+Mets-Willets Point,67 days 09:24:53
+111 St,61 days 05:05:51
+21 St-Queensbridge,60 days 22:30:57
+Bay Pkwy,60 days 10:10:51
+Queensboro Plaza,60 days 04:38:24
+Carroll St,59 days 18:12:54
+42 St-Bryant Pk,56 days 18:33:35
+Broad Channel,56 days 13:51:29
+Rockaway Blvd,56 days 08:26:11
+59 St,56 days 00:39:09
+Vernon Blvd-Jackson Av,55 days 17:45:37
+Smith-9 Sts,54 days 17:19:49
+168 St,54 days 14:53:41
+East Broadway,54 days 06:57:46
+Grand Central-42 St,52 days 13:34:00
+18 Av,51 days 18:55:36
+75 Av,51 days 00:46:54
+Sutphin Blvd-Archer Av-JFK Airport,50 days 16:54:31
+Ditmas Av,50 days 16:49:15
+W 8 St-NY Aquarium,50 days 10:15:39
+Avenue P,50 days 07:07:29
+Spring St,50 days 07:03:54
+50 St,50 days 01:13:07
+Coney Island-Stillwell Av,49 days 19:09:47
+67 Av,49 days 06:19:34
+1 Av,49 days 00:29:16
+Lexington Av/59 St,48 days 14:19:46
+Grand St,48 days 08:32:33
+Bedford Av,48 days 03:46:42
+York St,46 days 20:57:05
+Briarwood,46 days 16:38:28
+Lorimer St,45 days 00:25:03
+East 105 St,44 days 07:12:21
+Roosevelt Island,43 days 14:44:54
+Court Sq-23 St,43 days 11:46:51
+Myrtle-Wyckoff Avs,42 days 10:37:57
+Avenue X,42 days 05:55:34
+Howard Beach-JFK Airport,42 days 03:03:36
+Avenue U,42 days 01:12:00
+Court Sq,41 days 15:35:36
+Avenue N,40 days 21:46:50
+Halsey St,39 days 20:54:46
+Dyckman St,39 days 15:18:34
+Lexington Av/53 St,37 days 23:25:29
+Myrtle Av,37 days 09:21:50
+Woodhaven Blvd,37 days 00:44:47
+2 Av,36 days 18:31:15
+190 St,36 days 06:46:55
+49 St,35 days 09:10:50
+72 St,35 days 01:47:02
+96 St,34 days 12:59:16
+5 Av/59 St,33 days 22:44:01
+Sheepshead Bay,33 days 05:40:20
+Grant Av,33 days 03:52:01
+World Trade Center,33 days 02:46:40
+New Lots Av,32 days 16:53:43
+80 St,32 days 16:49:23
+33 St-Rawson St,32 days 15:36:10
+135 St,32 days 04:43:36
+Prospect Park,32 days 02:05:21
+Morgan Av,32 days 01:28:42
+Junction Blvd,31 days 17:33:50
+Bedford Park Blvd,31 days 05:27:08
+63 Dr-Rego Park,31 days 01:40:43
+Court St,30 days 22:25:33
+Whitehall St-South Ferry,30 days 22:23:40
+155 St,30 days 01:08:30
+161 St-Yankee Stadium,29 days 19:25:23
+Jefferson St,29 days 00:11:28
+169 St,28 days 16:16:23
+5 Av,27 days 18:59:08
+Avenue I,27 days 07:40:53
+14 St-Union Sq.,26 days 19:36:26
+Steinway St,26 days 19:27:11
+Woodside-61 St,26 days 11:03:47
+Clinton-Washington Avs,26 days 05:26:11
+Kingsbridge Rd,26 days 03:43:47
+Newkirk Plaza,26 days 00:47:54
+Sutphin Blvd,25 days 20:52:00
+81 St-Museum of Natural History,25 days 19:14:48
+City Hall,25 days 18:53:00
+57 St,25 days 18:30:10
+Flushing Av,25 days 15:56:08
+5 Av/53 St,25 days 11:27:22
+65 St,25 days 08:52:08
+69 St,24 days 21:50:39
+Wilson Av,24 days 20:33:35
+103 St,24 days 20:20:44
+116 St,24 days 20:16:02
+46 St,24 days 14:20:10
+Sutter Av,24 days 14:19:28
+6 Av,24 days 13:11:31
+Bushwick Av-Aberdeen St,24 days 03:38:23
+Rector St,24 days 03:00:55
+Parsons Blvd,23 days 19:10:12
+Montrose Av,23 days 16:05:51
+Graham Av,23 days 09:48:52
+181 St,23 days 06:55:45
+Prince St,23 days 05:44:49
+Elmhurst Av,23 days 01:39:19
+Jamaica-Van Wyck,22 days 21:02:22
+Livonia Av,22 days 20:37:29
+Grand Av-Newtown,22 days 19:21:10
+74 St-Broadway,22 days 13:24:06
+Brooklyn Bridge-City Hall,22 days 12:03:48
+175 St,22 days 09:56:12
+Northern Blvd,22 days 08:52:57
+Atlantic Av,21 days 23:42:47
+3 Av,21 days 16:51:58
+88 St,21 days 13:38:21
+82 St-Jackson Hts,21 days 12:32:39
+Franklin Av,21 days 12:05:47
+167 St,21 days 10:30:35
+28 St,21 days 09:02:22
+Jamaica Center-Parsons/Archer,21 days 06:04:33
+Hunters Point Av,20 days 22:43:01
+90 St-Elmhurst Av,20 days 18:24:18
+8 St-NYU,20 days 17:33:47
+Franklin Avenue-Medgar Evers College,20 days 13:49:59
+Astoria Blvd,20 days 09:28:51
+Prospect Av,20 days 07:11:10
+40 St-Lowery St,20 days 05:58:48
+103 St-Corona Plaza,20 days 01:31:28
+121 St,19 days 16:54:54
+45 St,19 days 13:27:56
+Van Siclen Av,19 days 11:36:53
+Metropolitan Av,19 days 07:15:19
+Lafayette Av,19 days 05:11:31
+170 St,19 days 03:34:06
+Neptune Av,19 days 01:30:49
+25 St,18 days 13:29:23
+Crescent St,18 days 12:20:16
+Tremont Av,18 days 12:05:59
+Greenpoint Av,18 days 10:39:00
+Flushing-Main St,18 days 08:37:40
+Broadway,17 days 21:55:51
+52 St,17 days 21:29:03
+77 St,17 days 16:20:43
+21 St,17 days 10:25:47
+Neck Rd,17 days 08:47:27
+104 St,17 days 07:55:18
+Nassau Av,16 days 12:00:39
+Avenue J,16 days 08:40:37
+Borough Hall,16 days 06:23:52
+Ocean Pkwy,16 days 04:33:21
+149 St-Grand Concourse,16 days 03:27:49
+Rockaway Av,15 days 22:55:38
+Union St,15 days 22:35:52
+Hewes St,15 days 17:28:23
+Fordham Rd,15 days 13:51:45
+Kingston-Throop Avs,15 days 09:12:43
+Nevins St,15 days 03:25:50
+Avenue M,15 days 02:05:19
+Alabama Av,15 days 00:18:15
+E 180 St,14 days 09:30:14
+Ralph Av,14 days 08:19:22
+Inwood-207 St,14 days 07:14:33
+Beach 67 St,14 days 05:48:41
+34 St-Hudson Yards,14 days 03:39:46
+46 St-Bliss St,14 days 02:41:55
+Bowery,14 days 00:49:45
+Bay Ridge Av,13 days 21:27:23
+Bedford-Nostrand Avs,13 days 19:35:05
+53 St,13 days 10:55:54
+8 Av,13 days 08:17:36
+Bay Ridge-95 St,12 days 23:12:39
+Cortlandt St,12 days 18:12:38
+Norwood-205 St,12 days 15:15:13
+Myrtle-Willoughby Avs,12 days 12:27:27
+Kosciuszko St,12 days 02:24:56
+Crown Hts-Utica Av,11 days 20:58:03
+Cypress Hills,11 days 18:46:02
+Brighton Beach,11 days 15:09:52
+Aqueduct-N Conduit Av,11 days 13:51:15
+Classon Av,11 days 07:55:36
+138 St-Grand Concourse,11 days 07:39:58
+Cathedral Pkwy (110 St),10 days 23:04:02
+Broad St,10 days 20:26:14
+Burnside Av,10 days 19:42:27
+Chauncey St,10 days 18:26:20
+182-183 Sts,10 days 14:17:08
+Parkside Av,10 days 12:15:03
+85 St-Forest Pkwy,10 days 08:38:57
+Norwood Av,10 days 05:16:29
+Liberty Av,10 days 02:25:40
+Bowling Green,9 days 22:00:25
+36 Av,9 days 15:59:11
+Flatbush Av-Brooklyn College,9 days 14:10:39
+Fresh Pond Rd,9 days 08:13:14
+9 Av,9 days 05:08:34
+39 Av-Dutch Kills,9 days 02:49:24
+Cortelyou Rd,9 days 01:41:36
+Beach 60 St,9 days 01:31:20
+Shepherd Av,8 days 23:52:37
+Bleecker St,8 days 21:13:08
+174-175 Sts,8 days 15:25:18
+Jamaica-179 St,8 days 15:12:02
+President Street-Medgar Evers College,8 days 14:43:55
+Parkchester,8 days 07:18:38
+Gates Av,8 days 06:25:10
+South Ferry,8 days 01:17:45
+Wall St,8 days 01:00:35
+Central Av,7 days 23:41:37
+Astoria-Ditmars Blvd,7 days 22:03:08
+75 St-Elderts Ln,7 days 20:28:02
+Aqueduct Racetrack,7 days 08:04:47
+Ozone Park-Lefferts Blvd,7 days 06:38:47
+Knickerbocker Av,7 days 04:24:19
+Avenue H,7 days 04:24:10
+3 Av-149 St,6 days 21:49:54
+Beach 36 St,6 days 16:39:46
+Middle Village-Metropolitan Av,6 days 14:09:26
+Gun Hill Rd,6 days 13:45:25
+Beverley Rd,6 days 07:06:27
+Rockaway Park-Beach 116 St,6 days 05:40:19
+Woodlawn,6 days 04:09:27
+Beach 25 St,6 days 03:33:58
+Beach 44 St,6 days 01:41:35
+30 Av,5 days 23:37:22
+Eastchester-Dyre Av,5 days 23:04:25
+Beach 90 St,5 days 20:13:33
+Pelham Bay Park,5 days 18:50:24
+3 Av-138 St,5 days 18:49:46
+Far Rockaway-Mott Av,5 days 15:58:15
+Hunts Point Av,5 days 13:48:22
+Pelham Pkwy,5 days 11:58:00
+Morris Park,5 days 08:55:09
+Van Cortlandt Park-242 St,5 days 06:05:08
+20 Av,5 days 02:58:58
+Beach 105 St,4 days 23:52:10
+Central Park North (110 St),4 days 23:16:15
+Forest Av,4 days 21:20:05
+Wakefield-241 St,4 days 16:00:58
+Newkirk Av - Little Haiti,4 days 15:51:42
+Astor Pl,4 days 15:38:52
+Beverly Rd,4 days 14:46:03
+Houston St,4 days 14:31:57
+Seneca Av,4 days 14:04:58
+Cleveland St,4 days 12:22:05
+Winthrop St,4 days 11:04:09
+Bay 50 St,4 days 10:54:50
+Mosholu Pkwy,4 days 10:53:50
+Clark St,4 days 08:27:25
+Bedford Park Blvd-Lehman College,4 days 08:06:51
+Eastern Pkwy-Brooklyn Museum,4 days 07:36:35
+Tompkinsville,4 days 06:25:18
+Grasmere,4 days 05:29:52
+168 St-Washington Hts,4 days 03:21:42
+Marble Hill-225 St,4 days 03:20:37
+Grand Army Plaza,4 days 01:50:18
+Jackson Av,4 days 00:26:54
+West Farms Sq-E Tremont Av,3 days 23:44:12
+33 St,3 days 21:59:30
+Great Kills,3 days 21:09:52
+Sterling St,3 days 21:03:26
+163 St-Amsterdam Av,3 days 20:38:11
+174 St,3 days 19:28:17
+Nereid Av,3 days 16:45:09
+New Utrecht Av,3 days 15:31:27
+79 St,3 days 14:57:16
+231 St,3 days 13:55:27
+St George,3 days 13:28:42
+51 St,3 days 11:32:44
+Baychester Av,3 days 10:05:47
+Huguenot,3 days 08:10:29
+Bronx Park East,3 days 07:11:16
+137 St-City College,3 days 06:33:48
+WTC Cortlandt,3 days 06:20:49
+207 St,3 days 06:06:52
+Freeman St,3 days 04:52:01
+Pennsylvania Av,3 days 04:43:53
+Christopher St-Sheridan Sq,3 days 03:21:40
+Clifton,3 days 03:18:43
+Oakwood Heights,3 days 02:00:20
+Eltingville,3 days 01:38:14
+238 St,3 days 01:20:47
+Annadale,2 days 23:50:20
+Sutter Av-Rutland Rd,2 days 23:41:55
+183 St,2 days 23:10:54
+Simpson St,2 days 23:05:15
+Kingston Av,2 days 21:45:57
+Stapleton,2 days 21:45:31
+25 Av,2 days 21:36:11
+233 St,2 days 21:10:20
+Richmond Valley,2 days 21:05:28
+Bay Terrace,2 days 20:24:29
+Beach 98 St,2 days 19:21:13
+Pleasant Plains,2 days 18:57:46
+Saratoga Av,2 days 17:26:06
+Dongan Hills,2 days 17:21:02
+215 St,2 days 16:58:56
+New Dorp,2 days 16:04:58
+Jefferson Av,2 days 15:36:49
+Park Place,2 days 13:59:35
+71 St,2 days 13:47:46
+Castle Hill Av,2 days 13:00:13
+68 St-Hunter College,2 days 12:21:52
+219 St,2 days 11:40:10
+Westchester Sq-E Tremont Av,2 days 11:13:22
+Intervale Av,2 days 11:06:29
+62 St,2 days 10:27:50
+Old Town,2 days 08:04:58
+Allerton Av,2 days 06:49:18
+Prince's Bay,2 days 06:10:16
+Franklin St,2 days 06:00:31
+55 St,2 days 05:38:46
+Arthur Kill,2 days 04:50:21
+18 St,2 days 04:45:38
+Middletown Rd,2 days 03:06:10
+E 143 St-St Mary's St,2 days 02:34:38
+Buhre Av,2 days 01:53:58
+Hoyt St,2 days 00:57:53
+Junius St,2 days 00:55:33
+Whitlock Av,2 days 00:38:10
+110 St,1 days 23:54:17
+225 St,1 days 23:38:57
+66 St-Lincoln Center,1 days 23:25:32
+Mt Eden Av,1 days 23:13:01
+Grant City,1 days 21:14:01
+176 St,1 days 19:05:10
+157 St,1 days 18:21:32
+Longwood Av,1 days 17:56:59
+Burke Av,1 days 16:30:24
+191 St,1 days 16:19:54
+Brook Av,1 days 15:48:46
+St Lawrence Av,1 days 14:21:35
+Botanic Garden,1 days 12:51:09
+Zerega Av,1 days 12:34:55
+Harlem-148 St,1 days 12:08:41
+Elder Av,1 days 12:06:32
+Tottenville,1 days 10:27:11
+E 149 St,1 days 10:01:50
+Cypress Av,1 days 09:52:52
+Park Pl,1 days 09:05:02
+Morrison Av-Soundview,1 days 06:22:28
+116 St-Columbia University,1 days 05:51:11

templates/about-us.html

@@ -0,0 +1,66 @@
+{% extends 'base.html' %}
+{% block title %}About Us{% endblock title %}
+{% block custom %}
+    <style>
+        /* Add some basic styles for readability */
+        h1 {
+            text-align: center;
+        }
+
+        .container {
+            max-width: 800px;
+            margin: 0 auto;
+        }
+
+        p {
+            text-align: justify;
+        }
+    </style>
+{% endblock custom %}
+{% block content %}
+    <div class="container-fluid">
+        <span class="mb-5"></span>
+        <div class="container mt-5">
+            <div class="container m-3" >
+                <h1 class="p-3">About Us</h1>
+                <p>WELCOME TO THE BYTEFOURCE WEBSITE! We are passionate individuals who came together to create this project for a variety of reasons.</p>
+            </div>
+            <div class="container m-3" >
+                <h2>Our Mission</h2>
+                <p>New York City's train system is a marvel, ranking number one across North America for its extensive network and accessibility.
+                With numerous subway entrances and exits peppered throughout various neighborhoods, it significantly cuts down travel time by 
+                bypassing the notorious New York City traffic. However, have you ever wondered why train performance varies so noticeably between subway stations? 
+                At ByteFource, our mission is to delve into this inconsistency, exploring potential underlying factors,that might influence the quality of service across different stations. 
+                We aim to not only highlight these disparities but also to foster a conversation about equitable transportation in our city.
+                </p> <!-- Replace this with your project's mission -->
+            </div>
+
+            <div class="container m-3" >
+                <h2>Meet the Team</h2>
+                <p>
+                    <strong>Hamzat Olowu:</strong> I am senior at City Tech majoring in Computer Systems. Take a look at my <a href="https://cha0stig3r.github.io/" target="_blank"> portfolio</a>.<br>
+                    <strong>David Mejia:</strong> I am a senior at Queens College majoring in Computer Science. Take a look at my  <a class="link-underline-opacity-0" href="https://www.linkedin.com/in/davidmejia1/" target="_blank"> Linkedin</a>.<br>
+                    <strong>Khaled Ahmed:</strong> I am a senior at Queens College majoring in Computer Science. Take a look at my <a href="https://www.linkedin.com/in/khaled-ahmed1/" target="_blank"> Linkedin</a>.<br>
+                    <strong>Baljinder Hothi:</strong> I am a senior at City College majoring in Computer Science. Take a look at my <a href="https://www.linkedin.com/in/baljinder-hothi/" target="_blank"> Linkedin</a>.<br>
+                    <!-- Add more creators as needed -->
+                </p>
+            </div>
+            <div class="container m-3" >
+                <h2>Why This Project?</h2>
+                <p>
+                    The subway is an integral part of daily life for many New Yorkers. When traveling to certain destinations, like downtown Manhattan, the journey often feels seamless – 
+                    trains run smoothly without delays, and the service is consistent. But have you noticed a change in your experience as you travel to 
+                    other areas, such as uptown Manhattan, particularly beyond 125th Street? Here, delays become more frequent, and the service seems less 
+                    reliable. Why is there such a stark contrast in the quality of subway service across different parts of the city? This project aims to 
+                    investigate these discrepancies. We hypothesize a correlation between the MTA's delays and racial factors.
+                    We believe that understanding and addressing these issues is key to ensuring equitable access to
+                    quality public transportation for all New Yorkers, regardless of where they live or travel.
+                </p> <!-- Explain the motivation behind your project -->
+            </div>
+        </div>
+    </div>
+    
+{% endblock content %}
+<!-- Compare this snippet from templates/fun-facts.html: -->
+
+</html>

templates/base.html

@@ -0,0 +1,48 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+<meta charset="UTF-8">
+<meta name="viewport" content="width=device-width, initial-scale=1.0">
+<title>{% block title %}{% endblock title %}</title>
+<!-- Bootstrap CSS -->
+<link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.2/dist/css/bootstrap.min.css" rel="stylesheet" integrity="sha384-T3c6CoIi6uLrA9TneNEoa7RxnatzjcDSCmG1MXxSR1GAsXEV/Dwwykc2MPK8M2HN" crossorigin="anonymous">
+{% block custom %}{% endblock custom %}
+<style>
+    .navbar {
+        margin: 0 !important; /* or adjust as needed */
+    }
+</style>
+</head>
+
+<body>
+    <nav class="navbar navbar-expand-lg navbar-dark fixed-top bg-dark">
+        <div class="container-fluid">
+            <a class="navbar-brand" href="/">Home</a>
+            <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbarNav" aria-controls="navbarNav" aria-expanded="false" aria-label="Toggle navigation">
+                <span class="navbar-toggler-icon"></span>
+            </button>
+            <div class="collapse navbar-collapse" id="navbarNav">
+                <ul class="navbar-nav">
+                    <li class="nav-item">
+                        <a class="nav-link" href="/map">Map</a>
+                    </li>
+                    <li class="nav-item">
+                        <a class="nav-link" href="/fun-facts">Fun Facts</a>
+                    </li>
+                    <li class="nav-item">
+                        <a class="nav-link" href="/about-us">About Us</a>
+                    </li>
+                </ul>
+            </div>
+        </div>
+    </nav>
+
+    <div class="container-fluid">
+        {% block content %}{% endblock content %}
+    </div>
+
+    <!-- Bootstrap JS -->
+    <script src="https://cdn.jsdelivr.net/npm/@popperjs/core@2.11.8/dist/umd/popper.min.js" integrity="sha384-I7E8VVD/ismYTF4hNIPjVp/Zjvgyol6VFvRkX/vR+Vc4jQkC+hVqc2pM8ODewa9r" crossorigin="anonymous"></script>
+    <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.3.2/dist/js/bootstrap.min.js" integrity="sha384-BBtl+eGJRgqQAUMxJ7pMwbEyER4l1g+O15P+16Ep7Q9Q+zqX6gSbd85u4mG4QzX+" crossorigin="anonymous"></script>
+    {% block scripts %}{% endblock scripts %}
+</body>

templates/fun_facts.html

@@ -0,0 +1,109 @@
+{% extends "base.html" %}
+{% block title %}Fun Facts{% endblock title %}
+{% block custom %}
+<style>
+  body {
+    background-image: url('https://images2.alphacoders.com/546/546678.jpg');
+    background-size: cover;
+    background-repeat: no-repeat;
+    color: #fff; /* Sets default text color to white */
+  }
+
+  .content-box {
+    background-color: rgba(255, 255, 255, 0.8);
+    margin: 2rem;
+    padding: 2rem;
+    border-radius: 0.5rem;
+  }
+
+  .fun-fact {
+    background-color: rgba(0, 0, 0, 0.7); /* Semi-transparent black background */
+    border-radius: 20px; /* Rounded corners for the bubble */
+    padding: 1rem;
+    margin-bottom: 1rem; /* Space between bubbles */
+    font-size: 1.2rem; /* Slightly larger font */
+    text-align: center; /* Center align text */
+  }
+
+  .fun-fact-special {
+    color: #fafafa; /* Color for the 2 train fun fact */
+  }
+
+  .fun-fact-special-f {
+    color: #ffffff; /* Color for the F train fun fact */
+  }
+
+  .button-link {
+    text-align: center;
+    margin-top: 1rem;
+  }
+
+  .btn-custom {
+    color: #fff;
+    background-color: #007bff;
+    border-color: #007bff;
+  }
+
+  .btn-custom:hover {
+    color: #fff;
+    background-color: #0056b3;
+    border-color: #0056b3;
+  }
+
+  .image-credit {
+    position: absolute;
+    top: 10px;
+    right: 10px;
+    background-color: black;
+    color: white;
+    padding: 5px;
+    border-radius: 5px;
+    font-size: 0.8rem;
+  }
+</style>
+{% endblock custom %}
+{% block content %}
+<div class="image-credit">
+  This picture was taken by Tatiana Fet and uploaded to Pexels
+</div>
+<div class="container mt-3">
+  <div class="row mt-3">
+    <div class="col-lg-12 content-box">
+      <h1 style="color: black;">Data Fun Facts:</h1>
+      <div class="fun-fact">
+        West Fourth was the most delayed station despite being in the heart of the City, it also is under China Town in Census data, a low median income area
+      </div>
+      <div class="fun-fact">
+        The Lettered trains on average have more delays than their Numbered counterparts
+      </div>
+      <div class="fun-fact fun-fact-special">
+        The 2 line is on average the most delayed train in our data in all time
+      </div>
+      <div class="fun-fact fun-fact-special-f">
+        The F line was the most delayed train on average in the year 2018
+      </div>
+      <div class="fun-fact">
+        Staten Island actually has an MTA line, though it is the only one for the entire island
+      </div>
+      <div class="fun-fact">
+        West Fourth was almost delayed for 255 days and 19 hours in 2018
+      </div>
+      <div class="fun-fact">
+        The station with the least delays is 116st Columbia University with almost 1 day and 6 hours of delays in 2018
+      </div>
+      <div class="fun-fact">
+        Since 2020, the station with the most ridership is Time Sq-42nd St with over 107 Million riders counted
+      </div>
+      <div class="button-link">
+        <a href="/map" class="btn btn-custom">Interactive Map</a>
+      </div>
+      <div class="button-link">
+        <a href="/" class="btn btn-custom">Back to Home</a>
+      </div>
+      <div class="button-link">
+        <a href="/about-us" class="btn btn-custom">About Us</a>
+      </div>
+    </div>
+  </div>
+</div>
+{% endblock content %}

templates/index.html

@@ -0,0 +1,112 @@
+{% extends 'base.html' %} {% block title %}Home{% endblock title %} {% block
+custom %}
+<style>
+  body {
+    background-image: url("https://images2.alphacoders.com/546/546678.jpg");
+    background-size: cover;
+    background-repeat: no-repeat;
+    background-attachment: fixed;
+  }
+
+  .content-box {
+    background-color: rgba(255, 255, 255, 0.8);
+    margin: 2rem;
+    padding: 2rem;
+    border-radius: 0.5rem;
+  }
+
+  .opaque-btn {
+    background-color: rgba(0, 0, 0, 0.8); /* Black with opacity */
+    color: white; /* White text */
+    border: none; /* No border */
+    margin-bottom: 1rem; /* Space below button */
+    display: block; /* Make the button a block element */
+    width: 100%; /* Full width */
+    text-align: left; /* Align text to the left */
+    border-radius: 20px; /* Rounded corners */
+    padding: 0.5rem 1rem; /* Padding inside the button */
+  }
+
+  .map-link {
+    text-align: center;
+    margin-top: 1rem;
+  }
+
+  .image-credit {
+    position: fixed;
+    bottom: 10px;
+    right: 10px;
+    background-color: black;
+    color: white;
+    padding: 5px;
+    border-radius: 5px;
+    font-size: 0.8rem;
+  }
+</style>
+{% endblock custom %} {% block content %}
+<div class="image-credit">
+  This picture was uploaded by Samim Hasan to Wallpaper Abyss
+</div>
+<div class="container">
+  <div class="row">
+    <div class="col-lg-11 content-box text-center">
+      <h1>Is The MTA Racist?</h1>
+    </div>
+    <div class="col-lg-11 content-box">
+      <h2>The Problem at hand:</h2>
+      <p>
+        Have you ever been frustrated by consistent train delays during your
+        daily commute? Our team certainly was, and it drove us to uncover the
+        truth behind these persistent interruptions. After sifting through over
+        5 million data entries, we made a startling discovery: neighborhoods
+        with lower median incomes suffer the most frequent and prolonged delays.
+        This was a revelation, considering the MTA's reputation as an affordable
+        transit option for New Yorkers. It's important to note that other
+        factors, like litter on the tracks, could be influencing this trend. But
+        our findings are clear: lower income areas endure the brunt of the
+        city's train delays.
+      </p>
+      <!-- Hamzat's section -->
+      <button class="opaque-btn">Hamzat:</button>
+      <p>
+        I used to ride the A/C trains when I was in high school and I noticed
+        that the C train has frequent delays at the Euclid Av stop and the A
+        train would has more frequent delays at Grant Av and I used to wonder
+        why that was.
+      </p>
+      <!-- David's section -->
+      <button class="opaque-btn">David:</button>
+      <p>
+        Growing up, my native train-line was the 7. I noticed that it usually
+        ran smoother when I would ride to Manhattan. It definitely felt like the
+        MTA prioritized service going into the city and not the other way
+        around.
+      </p>
+      <!-- Khaled's section -->
+      <button class="opaque-btn">Khaled:</button>
+      <p>
+        Riding the MTA in New York City feels like two different worlds. When I
+        go to school in Harlem, the trains are often late at almost every stop,
+        making the trip slow and frustrating. But, when I head from school to my
+        job downtown, it's a completely different story. The trains run smoothly
+        and on time, getting me there without any problems. It's interesting to
+        see how different the train service can be in different parts of the
+        city.
+      </p>
+      <!-- Baljinder's section -->
+      <button class="opaque-btn">Baljinder:</button>
+      <p>
+        I live in a deep part of Queens and go to school in Harlem; my daily
+        commute takes me through Queens, Brooklyn, and Manhattan and the stops
+        that always have the most delays are always the same. West Fourth,
+        Broadway Junction, 145th Street, all of these stations have insane
+        delays and are in more diverse areas that have a lower median income.
+      </p>
+
+      <div class="map-link">
+        <a href="/map" class="btn btn-primary">Click here for the Map</a>
+      </div>
+    </div>
+  </div>
+</div>
+{% endblock content %}

templates/map.html

@@ -0,0 +1,157 @@
+{% extends 'base.html' %}
+{% block title %}Interactive Map{% endblock title %}
+{% block custom %}
+    <style>
+        .app {
+            display: flex;
+            align-items: center;
+            justify-content: center;
+            flex-direction: column;
+            height: 100%;
+        }
+        #map-container {
+            height: 60vh;
+            width: 100%;
+            margin: 20px;
+            background-color: white;
+            position: relative;
+            overflow: hidden;
+        }
+        #map {
+            height: 100%;
+            width: 100%;
+        }
+    </style>
+{% endblock custom %}
+{% block content %}
+    <div class="app container-fluid bg-dark">
+        <!-- Map placeholder -->
+        <div id="map-container" class="mb-4 position-relative">
+            <div id="map">
+                {% if map %}
+                    {{ map|safe}}
+                {% endif %}
+            </div>
+        </div>
+
+        
+        <div class="col-md-4">
+            <!-- Description underneath the map -->
+            <div class="text-light mt-3">
+                <p>Map Legend:</p>
+                <ul>
+                    <li style="color: red;">Red Stops = Average delay time is longer than one minute.</li>
+                    <li style="color: rgb(57, 189, 4);">Green Stops = Average delay time is less than one minute.</li>
+                    <li style="color: rgb(0, 204, 255);">Blue Stops = Average delay time is less than 0 seconds (the train usually arrives early).</li>
+                </ul>
+            </div>
+        </div>
+
+
+        <!-- Dropdown for selecting train line -->
+        <form action="/map" method="POST">
+            <div class="controls-container mb-3">
+                <!-- choice for selecting between race or income map  -->
+                <div class="row">
+                    <div class="col-md-4 mb-3">
+                        <div class="form-check form-check-inline">
+                            <input class="form-check-input" type="radio" name="map_type" id="raceMap" value="race" {% if default_map == 'race' %} checked {% endif %}>
+                            <label class="form-check-label text-bg-dark" for="raceMap">Race Map</label>
+                        </div>
+                        <div class="form-check form-check-inline">
+                            <input class="form-check-input" type="radio" name="map_type" id="incomeMap" value="income" {% if default_map == 'income' %} checked {% endif %}>
+                            <label class="form-check-label text-bg-dark" for="incomeMap">Income Map</label>
+                        </div>
+                    </div>
+                    <!-- Dropdown for selecting train line -->
+                    <div class="col-md-4 mb-3">
+                        <select name="train_line" id="trainline-dropdown" class="form-select-lg">
+                            <option selected value="Select Train Line">Select Train Line</option>
+                            {% for train_line in train_lines %}
+                                <option value="{{ train_line }}" {% if train_line == selected_train_line %}selected{% endif %}>{{ train_line }}</option>
+                            {% endfor %}
+                        </select>
+                    </div>
+                    <div class="col-md-4 m-5">
+                        <input type="submit" value="Show on Map" class="btn btn-primary">
+                    </div>
+                </div>
+        </form>
+
+        <div>
+            <!-- Button to display the delay list -->
+            <button type="button" onclick="displayDelayList()" class="btn btn-secondary">Display Delay List</button>
+        
+            <!-- Button to display the performance list -->
+            <button type="button" onclick="displayPerformanceList()" class="btn btn-secondary">Display Performance List</button>
+        </div>
+        
+        <!-- Placeholder for the sorted list data -->
+        <div id="sortedList">
+            
+        </div>
+    </div>
+{% endblock content %}
+{% block scripts %}
+    
+    <!-- Custom JavaScript for interactions and data loading -->
+    <script>
+        function displayDelayList() {
+            fetch('/delay_list')
+                .then(response => response.json())
+                .then(data => {
+                    // Update the HTML to display the delay list data
+                    document.getElementById('sortedList').innerHTML = `
+                        <h2 class="text-bg-dark">Total Delays (2018)</h2>
+                        <table class="table">
+                            <thead>
+                                <tr class="table-dark">
+                                    <th scope="col">Train Line</th>
+                                    <th scope="col">Total Delay Time</th>
+                                </tr>
+                            </thead>
+                            <tbody>
+                                ${Object.keys(data).map(train => `
+                                    <tr class="table-dark">
+                                        <td>${train}</td>
+                                        <td>${data[train]}</td>
+                                    </tr>
+                                `).join('')}
+                            </tbody>
+                        </table>
+                    `;
+                });
+        }
+
+        function displayPerformanceList() {
+            fetch('/performance_list')
+                .then(response => response.json())
+                .then(data => {
+                    // Update the HTML to display the performance list data
+                    // Similar to the delay list display
+                    document.getElementById('sortedList').innerHTML = `
+                        <h2 class="text-bg-dark" >On-Time Performance: 2014-2023</h2>
+                        <table class="table">
+                            <thead>
+                                <tr class="table-dark">
+                                    <th scope="col">Train Line</th>
+                                    <th scope="col">Average Terminal On-Time Performance</th>
+                                </tr>
+                            </thead>
+                            <tbody>
+                                ${Object.keys(data).map(train => `
+                                    <tr class="table-dark">
+                                        <td>${train}</td>
+                                        <td>${data[train]}</td>
+                                    </tr>
+                                `).join('')}
+                            </tbody>
+                        </table>
+                    `;
+                });
+        }
+
+        // call the function to display the delay list by default
+        displayDelayList();
+    </script>
+{% endblock scripts %}