Here's a list of top US cities with their average stats from census data.
The averages are calculated using census data to find areas that' is within 25 miles of a city center.
city total_population median_household_income average_age link
0 Phoenix 3841620 71890.101112 37.196366 Phoenix richest neighborhoods
1 Houston 5252990 75005.725536 34.693805 Houston richest neighborhoods
2 Austin 1826042 88076.506943 35.549995 Austin richest neighborhoods
3 Denver 2963041 88532.664002 37.432523 Denver richest neighborhoods
4 Seattle 3050109 99858.886377 38.759818 Seattle richest neighborhoods
5 New York City 10022551 76390.042674 38.259682 New York City richest neighborhoods
6 Los Angeles 9905023 73365.727763 37.347685 Los Angeles richest neighborhoods
7 Chicago 5437345 74899.583075 38.365234 Chicago richest neighborhoods
8 San Francisco 3615637 111038.598079 40.067947 San Francisco richest neighborhoods
9 Boston 3715742 99220.760291 39.156972 Boston richest neighborhoods
10 New Orleans 949650 54966.232311 38.990012 New Orleans richest neighborhoods
11 Portland 1838330 82591.907005 38.724264 Portland richest neighborhoods
12 Washington 692683 95130.781617 35.189486 Washington richest neighborhoods
13 Miami 3425130 62625.460497 40.429013 Miami richest neighborhoods
14 Raleigh 1620259 80750.887258 37.477822 Raleigh richest neighborhoods
15 San Diego 2447644 86285.152471 37.263731 San Diego richest neighborhoods
16 Dallas 4629286 78921.964786 35.668025 Dallas richest neighborhoods
17 Charleston 663997 71358.993321 37.994167 Charleston richest neighborhoods
18 Nashville 1294524 77840.607348 37.584489 Nashville richest neighborhoods
19 Philadelphia 3434179 75091.639925 38.996679 Philadelphia richest neighborhoods
20 Atlanta 3722599 74917.794850 36.826672 Atlanta richest neighborhoods
21 Colorado Springs 715277 76199.626917 36.508895 Colorado Springs richest neighborhoods
22 Tampa 2665527 64804.283171 42.006178 Tampa richest neighborhoods
23 San Antonio 2112870 65639.377892 35.109547 San Antonio richest neighborhoods
24 Minneapolis 2941164 87957.764670 38.171829 Minneapolis richest neighborhoods
25 Madison 603769 78172.880570 37.821206 Madison richest neighborhoods
26 Charlotte 1768975 76805.517212 37.439507 Charlotte richest neighborhoods
27 Las Vegas 2128863 65910.338952 37.831703 Las Vegas richest neighborhoods
28 Jacksonville 1297198 67920.471448 38.541083 Jacksonville richest neighborhoods
29 Salt Lake City 1551457 86363.608752 32.859104 Salt Lake City richest neighborhoods
30 Baltimore 2750969 90019.423734 39.499610 Baltimore richest neighborhoods
31 Indianapolis 1730551 72919.236911 36.755660 Indianapolis richest neighborhoods
32 Kansas City 1070372 68589.164883 38.156586 Kansas City richest neighborhoods
33 Oklahoma City 1236317 65865.164260 35.938366 Oklahoma City richest neighborhoods
34 Columbus 1706093 76529.733075 36.654569 Columbus richest neighborhoods
35 Milwaukee 1568153 67778.794655 38.744778 Milwaukee richest neighborhoods
36 San Jose 2820950 130741.959310 39.008171 San Jose richest neighborhoods
37 Detroit 3176329 64812.669748 39.900734 Detroit richest neighborhoods
38 Albuquerque 848798 60479.775488 39.246911 Albuquerque richest neighborhoods
39 Tucson 989976 59117.857475 39.499517 Tucson richest neighborhoods
40 Memphis 956445 60659.354680 36.550857 Memphis richest neighborhoods
41 Sacramento 2061032 78740.280433 37.379904 Sacramento richest neighborhoods
42 Fort Worth 2795297 78037.357760 35.492756 Fort Worth richest neighborhoods
43 El Paso 826033 51600.916939 33.580283 El Paso richest neighborhoods
44 Louisville 929485 67947.853834 39.301269 Louisville richest neighborhoods
45 Fresno 1019238 59303.599556 33.278733 Fresno richest neighborhoods
46 Mesa 3446980 70977.582885 36.928153 Mesa richest neighborhoods
47 Omaha 772959 77686.210459 36.169478 Omaha richest neighborhoods
48 Virginia Beach 1098034 71935.676976 36.799245 Virginia Beach richest neighborhoods
49 Long Beach 8724351 73415.999690 36.863887 Long Beach richest neighborhoods
50 Oakland 4314095 113804.475916 39.928495 Oakland richest neighborhoods
51 Tulsa 850707 64390.496657 37.182596 Tulsa richest neighborhoods