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@cpdean
Last active August 29, 2015 14:05
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trying to show station inbalances

given the end-of-year data about which stations are feeding which, there're significant imbalances that require a manual rebalance by a given bikeshare program.

click and drag to pan, scroll to zoom.

trying to find the best way to visualize the imbalances for a single station before I extrapolate to every inter-station relationship.

End Station End Station Start Station weight
100 Main Street SE 100 Main Street SE IDS Center -40
11th Street & Hennepin 11th Street & Hennepin IDS Center -12
11th Street & Marquette 11th Street & Marquette IDS Center -5
13th Ave & West River Parkway 13th Ave & West River Parkway IDS Center 7
15th Ave. SE & Como Ave. SE 15th Ave. SE & Como Ave. SE IDS Center -6
22nd Ave S & Franklin Ave 22nd Ave S & Franklin Ave IDS Center -18
22nd Street & Lyndale 22nd Street & Lyndale IDS Center 65
25th Street & 33rd. Ave. S. 25th Street & 33rd. Ave. S. IDS Center -2
26th Street & Hennepin 26th Street & Hennepin IDS Center -9
26th Street & Lyndale 26th Street & Lyndale IDS Center -1
27th Ave S & East Lake Street 27th Ave S & East Lake Street IDS Center 5
27th Ave SE & University Ave. 27th Ave SE & University Ave. IDS Center 4
28th Street & Nicollet Ave. S 28th Street & Nicollet Ave. S IDS Center 5
2nd Ave N & N 6th Street 2nd Ave N & N 6th Street IDS Center -22
2nd Street N & 8th Ave. N 2nd Street N & 8th Ave. N IDS Center 33
38th Street Light Rail 38th Street Light Rail IDS Center -6
3rd Street S & 2nd Ave. S 3rd Street S & 2nd Ave. S IDS Center 67
4th Street & 13th Ave. SE 4th Street & 13th Ave. SE IDS Center -8
4th Street & 17th Ave. SE 4th Street & 17th Ave. SE IDS Center -6
4th Street S & 19th Ave. 4th Street S & 19th Ave. IDS Center -1
5th Ave N & 4th Street N 5th Ave N & 4th Street N IDS Center 7
5th Ave. S & East 27th Street 5th Ave. S & East 27th Street IDS Center 6
6th Ave. SE & University Ave. 6th Ave. SE & University Ave. IDS Center -45
7th Street & 4th Ave. S 7th Street & 4th Ave. S IDS Center 33
9th Street & 4th Ave. 9th Street & 4th Ave. IDS Center -6
9th Street N & Hawthorne Ave 9th Street N & Hawthorne Ave IDS Center 19
Augsburg College Augsburg College IDS Center 1
Boom Island Park Boom Island Park IDS Center -2
Broadway & Marshall Street NE Broadway & Marshall Street NE IDS Center -2
Bryant Ave. N & West Broadway Bryant Ave. N & West Broadway IDS Center -5
Carter Ave & Como Ave Carter Ave & Como Ave IDS Center 3
Cedar Ave & 5th Street S Cedar Ave & 5th Street S IDS Center -9
Central Ave. NE & 22nd Ave NE Central Ave. NE & 22nd Ave NE IDS Center -5
Chicago & 27th Street Chicago & 27th Street IDS Center 4
Chicago Ave & Washington Ave S Chicago Ave & Washington Ave S IDS Center 32
Coffman Memorial Union Coffman Memorial Union IDS Center 28
Currie Park Currie Park IDS Center -26
Downtown Library Downtown Library IDS Center 127
Dupont Ave & 22nd Street Dupont Ave & 22nd Street IDS Center 93
Dupont Ave S & Lake Street Dupont Ave S & Lake Street IDS Center 2
East Lake Street & 36th Ave S East Lake Street & 36th Ave S IDS Center -16
Elliot Hall Elliot Hall IDS Center 0
Elliot Park Elliot Park IDS Center 22
Emerson Ave. S & 24th Street Emerson Ave. S & 24th Street IDS Center 12
Farview Park Farview Park IDS Center -3
Franklin & 11th Ave Franklin & 11th Ave IDS Center -7
Franklin & 28th Ave Franklin & 28th Ave IDS Center -8
Franklin & Portland Franklin & Portland IDS Center 60
Gateway Park Gateway Park IDS Center 49
Girard Ave N & W Broadway Ave Girard Ave N & W Broadway Ave IDS Center -3
Glenwood Ave & N Morgan Ave. Glenwood Ave & N Morgan Ave. IDS Center -16
Grant Street & Portland Ave Grant Street & Portland Ave IDS Center 17
Hennepin & Central Avenue NE Hennepin & Central Avenue NE IDS Center -2
Hennepin & Laurel Ave. Hennepin & Laurel Ave. IDS Center 41
Hennepin Ave. & 4th Street Hennepin Ave. & 4th Street IDS Center 31
Hennepin County Government Center Hennepin County Government Center IDS Center 7
IDS Center IDS Center IDS Center 0
LaSalle Ave & 9th Street S LaSalle Ave & 9th Street S IDS Center -11
Lake Calhoun Center Lake Calhoun Center IDS Center -26
Lake Street & Humboldt Lake Street & Humboldt IDS Center 35
Lake Street & Knox Ave S Lake Street & Knox Ave S IDS Center -24
Lake Street & Lyndale Lake Street & Lyndale IDS Center -46
Lake Street & West River Parkway Lake Street & West River Parkway IDS Center -1
Logan Park Logan Park IDS Center -21
Loring Park Loring Park IDS Center 43
Lowry Ave N & Penn Ave Lowry Ave N & Penn Ave IDS Center 0
MCAD MCAD IDS Center -7
Marshall Street NE & 18th Ave NE Marshall Street NE & 18th Ave NE IDS Center -5
Marshall Street NE & 8th Ave. NE Marshall Street NE & 8th Ave. NE IDS Center 10
Mayo Memorial Building Mayo Memorial Building IDS Center -3
McNamara Center McNamara Center IDS Center -13
Midtown Exchange Midtown Exchange IDS Center 4
Midtown YWCA Midtown YWCA IDS Center 1
Minneapolis Farmers Market Minneapolis Farmers Market IDS Center -6
Minneapolis Park & Recreation Board Minneapolis Park & Recreation Board IDS Center -2
Mississippi River Blvd & Summit Ave Mississippi River Blvd & Summit Ave IDS Center -1
Mpls. Convention Center Mpls. Convention Center IDS Center 127
N 4th Ave & W River Parkway N 4th Ave & W River Parkway IDS Center 11
Nicollet & Franklin Nicollet & Franklin IDS Center 172
Nicollet Ave & W 26th Street Nicollet Ave & W 26th Street IDS Center 38
Nicollet Mall and Grant Street Nicollet Mall and Grant Street IDS Center 79
North 2nd Street & 4th Ave. N North 2nd Street & 4th Ave. N IDS Center 25
Oak Street Ramp Oak Street Ramp IDS Center -9
Park Ave. S & 5th Street Park Ave. S & 5th Street IDS Center 6
Pleasant Ave S & Lake Street Pleasant Ave S & Lake Street IDS Center 2
Plymouth Ave N. & N. Oliver Ave Plymouth Ave N. & N. Oliver Ave IDS Center -6
Plymouth Ave. N & Fremont Plymouth Ave. N & Fremont IDS Center -3
Portland Ave. & Washington Ave. Portland Ave. & Washington Ave. IDS Center -48
Social Sciences Social Sciences IDS Center 6
South 2nd Street & 3rd Ave. S South 2nd Street & 3rd Ave. S IDS Center 98
University & Bank Street SE University & Bank Street SE IDS Center -62
University Ave. & 23rd Ave. SE University Ave. & 23rd Ave. SE IDS Center -14
University Ave. NE & 12th Ave. NE University Ave. NE & 12th Ave. NE IDS Center -6
Upton Ave S & Sheridan Ave S Upton Ave S & Sheridan Ave S IDS Center 0
W 36th Street & W Calhoun Parkway W 36th Street & W Calhoun Parkway IDS Center -2
Walker Art Center Walker Art Center IDS Center 55
Washington & 2nd Ave. N Washington & 2nd Ave. N IDS Center 2
Washington & Cedar Washington & Cedar IDS Center 14
Washington & Marquette Washington & Marquette IDS Center 55
Washington Ave N & 9th Ave N Washington Ave N & 9th Ave N IDS Center 97
Washington Ave S & 9th Ave S Washington Ave S & 9th Ave S IDS Center 16
West 15th Street & Willow West 15th Street & Willow IDS Center 50
West 32nd Street & Bryant Ave S West 32nd Street & Bryant Ave S IDS Center 1
West 34th Street & Hennepin Ave S West 34th Street & Hennepin Ave S IDS Center 4
West 36th Street & Bryant Ave S West 36th Street & Bryant Ave S IDS Center -14
West Broadway & Logan Ave N West Broadway & Logan Ave N IDS Center -1
Williamson Hall Williamson Hall IDS Center -2
YWCA Downtown YWCA Downtown IDS Center 53
YWCA Uptown YWCA Uptown IDS Center -23
<!DOCTYPE html>
<meta charset="utf-8">
<style>
body {
margin: 0;
}
circle {
fill: steelblue;
}
line.route {
}
</style>
<body>
<script src="http://d3js.org/d3.v3.min.js"></script>
<script>
var width = Math.max(960, window.innerWidth),
height = Math.max(500, window.innerHeight);
var zoom = d3.behavior.zoom()
.translate([0, 0])
.scale(1)
.scaleExtent([1, 8])
.on("zoom", zoomed);
var map = d3.select("body")
.append("svg")
.attr("id", "map")
.attr("width", width)
.attr("height", height)
.append("g")
.call(zoom)
;
map.append("rect")
.attr("width", width)
.attr("height", height)
.attr("fill", "#fff")
;
function zoomed(){
map.attr("transform", "translate(" + d3.event.translate + ")scale(" + d3.event.scale + ")");
}
var projection = d3.geo.mercator()
.scale((1 << 20)/ 2 / Math.PI)
//.translate([-width / 2, -height / 2])
.center([-93.267202, 44.980991])
d3.csv("stations.csv", function(data){
var shifted = data.map(function(d){
var c = [d.Longitude, d.Latitude];
var n = projection(c);
return n;
});
map.selectAll("circle")
.data(shifted)
.enter()
.append("circle")
.attr("cy", function(d){ return d[1]; })
.attr("cx", function(d){ return d[0]; })
.attr("r", 2);
var coord_lookup = {};
data.map(function(d){
var c = [d.Longitude, d.Latitude];
var n = projection(c);
coord_lookup[d.Station] = n;
});
d3.csv("ids_graph.csv", function(graph_data){
function lookup_by(k){
return function(d){
var c = [0,0]
try{
var x = coord_lookup[d[k]][0];
var y = coord_lookup[d[k]][1];
c = [x, y]
}catch(e){
if(e instanceof TypeError){
console.log("station not found!!! " + d[k]);
}
else{
throw e;
}
}
return c;
};
};
var start_node = lookup_by("Start Station");
var end_node = lookup_by("End Station");
/*
map.selectAll("line")
.data(graph_data)
.enter()
.append("line")
.attr("class", "route")
.attr("x1", function(d){ return start_node(d)[0]; })
.attr("y1", function(d){ return start_node(d)[1]; })
.attr("x2", function(d){ return end_node(d)[0]; })
.attr("y2", function(d){ return end_node(d)[1]; })
.attr("stroke", function(d){ return d.weight > 0 ? "green" : "red";})
.attr("stroke-width", function(d){ return Math.log(Math.abs(d.weight));})
*/
map.selectAll("polygon")
.data(graph_data)
.enter()
.append("polygon")
.attr("class", "route")
.attr("fill", function(d){ return d.weight > 0 ? "green" : "red";})
.attr("points", function(d){
var start_point = start_node(d);
var base_point = end_node(d);
var end_offset = [base_point[0], base_point[1] + Math.log(Math.abs(d.weight))];
function distance(p1, p2){
return Math.sqrt(Math.pow(p1[0] - p2[0], 2) + Math.pow(p1[1] - p2[1], 2));
}
var c = 1;
var base_1_x = base_point[0] + c * (base_point[1] - start_point[1]) / distance(base_point, start_point);
var base_1_y = base_point[1] + c * (base_point[0] - start_point[1]) / distance(base_point, start_point);
var base_2_x = base_point[0] - c * (base_point[1] - start_point[1]) / distance(base_point, start_point);
var base_2_y = base_point[1] - c * (base_point[0] - start_point[0]) / distance(base_point, start_point);
var base_1 = [base_1_x, base_1_y];
var base_2 = [base_2_x, base_2_y];
var comma_delimited = [start_point, base_1, base_2].map(function(e){ return e.join(","); });
return comma_delimited.join(" ");
});
});
});
</script>
Terminal Station Location Latitude Longitude Nb docks
30000 100 Main Street SE 140 Main Street SE 44.984892 -93.256551 27
30001 25th Street & 33rd. Ave. S. 3301 East 25th Street 44.95734 -93.22374 15
30002 Augsburg College 2381 Riverside Ave. S 44.96622 -93.2384 15
30003 Plymouth Ave N. & N. Oliver Ave 2060 Plymouth Avenue North 44.991412 -93.306269 15
30004 11th Street & Hennepin 1060 Hennepin Ave. 44.97534 -93.27869 23
30005 Hennepin & Central Avenue NE 422 East Hennepin Ave. 44.98889 -93.25392 15
30006 YWCA Downtown 1190 Nicollett Mall 44.972217 -93.276435 23
30007 9th Street & 4th Ave. 380 South 9th Street 44.97265 -93.26872 19
30008 Midtown Exchange 2975 Elliot Ave. S 44.94851 -93.2602 19
30009 4th Street & 13th Ave. SE 1280 4th Street SE 44.98102 -93.23746 19
30010 Hennepin & Laurel Ave. 1400 Hennepin Avenue 44.97391 -93.28305 15
30011 North 2nd Street & 4th Ave. N 405 North 2nd Street 44.986087 -93.272459 19
30012 Mpls. Convention Center 1400 Marquette Avenue 44.970041 -93.275861 19
30013 Lake Street & Lyndale 2910 Lyndale Avenue S 44.94964 -93.28827 19
30014 22nd Ave S & Franklin Ave 2200 Franklin Ave 44.962923 -93.241013 15
30015 Washington & Cedar 1500 Washington Avenue S 44.97344 -93.24748 20
30016 Walker Art Center 1750 Hennepin Avenue 44.96746 -93.28848 17
30017 22nd Street & Lyndale 2250 Lyndale Ave S 44.960744 -93.28815 19
30018 MCAD 2501 Stevens Avenue S - Minneapolis College of Art and Design 44.957214 -93.274981 17
30019 Social Sciences 269 19th Ave S 44.971359 -93.243754 29
30020 YWCA Uptown 2850 Hennepin Ave 44.95131 -93.29853 19
30021 Washington & 2nd Ave. N 190 Washington Ave. N 44.98383 -93.27099 19
30022 26th Street & Lyndale 2601 Lyndale Ave. S 44.95548 -93.28775 15
30023 Chicago & 27th Street 2705 Chicago Ave. S 44.95355 -93.26259 15
30024 Coffman Memorial Union 300 Washington Ave SE 44.973411 -93.234772 35
30025 Williamson Hall 331 Pillsbury Drive SE 44.977406 -93.234911 25
30026 Mayo Memorial Building 150 Union Street SE 44.97209 -93.23206 25
30027 4th Street S & 19th Ave. 1905 South 4th Street 44.97003 -93.24519 19
30028 Washington & Marquette 100 Washington Ave. S 44.98112 -93.26634 19
30029 Hennepin County Government Center 505 3rd Ave. S 44.976602 -93.266701 27
30030 South 2nd Street & 3rd Ave. S 300 South 2nd Street 44.980926 -93.26285 27
30031 University Ave. & 23rd Ave. SE 2221 University Ave. SE 44.974876 -93.224383 19
30032 4th Street & 17th Ave. SE 1690 4th Street SE 44.97913 -93.23189 15
30033 Franklin & 11th Ave 1085 East Franklin Ave. 44.96251 -93.2583 15
30034 Oak Street Ramp 399 Oak Street SE 44.97202 -93.22697 23
30035 Loring Park 1501 Harmon Place 44.9715 -93.284927 15
30036 Downtown Library 345 Nicollet Mall 44.980199 -93.269217 31
30037 Currie Park 680 16th Ave. S 44.969225 -93.251136 15
30038 Cedar Ave & 5th Street S 427 Cedar Ave S 44.969108 -93.247057 15
30039 Park Ave. S & 5th Street 495 Park Avenue 44.97491 -93.26078 19
30040 11th Street & Marquette 1090 Marquette Ave. 44.97265 -93.27405 15
30041 Franklin & Portland 600 East Franklin Ave. 44.962846 -93.267526 15
30042 IDS Center 80 South 8th Street 44.975641 -93.272185 23
30043 Lake Street & Humboldt 1400 West Lake Street 44.94865 -93.30077 19
30044 26th Street & Hennepin 2600 Hennepin Ave. 44.9554734 -93.29714298 15
30045 Franklin & 28th Ave S 2823 East Franklin Ave. 44.962726 -93.230776 19
30046 Washington Ave S & 9th Ave S 920 Washington Ave. 44.97654 -93.25535 19
30047 University & Bank Street SE 280 Bank Street SE 44.98717 -93.25576 19
30048 Dupont Ave & 22nd Street 2119 Dupont Ave S. 44.96146 -93.29303 15
30049 Nicollet Ave & W 26th Street 2540 Nicollet Ave 44.95618 -93.27796 15
30050 3rd Street S & 2nd Ave. S 275 2nd Ave. S 44.97974 -93.26599 27
30051 7th Street & 4th Ave. S 690 4th Ave S. 44.97497 -93.266684 15
30052 Nicollet Mall and Grant Street 1300 Nicollet Ave 44.96995 -93.278133 15
30053 2nd Ave N & N 6th Street 516 2nd Ave N 44.980536 -93.275626 23
30054 5th Ave. S & East 27th Street 2680 5th Avenue South 44.954096 -93.26907 15
30055 Hennepin Ave. & 4th Street 435 Hennepin Ave. 44.98017 -93.27152 23
30056 5th Ave N & 4th Street N 376 5th Avenue N. 44.98439 -93.277316 19
30057 McNamara Center 270 Walnut Street SE 44.9743 -93.22854 19
30058 Elliot Hall 100 East River Parkway 44.97685 -93.23818 15
30059 Glenwood Ave & N Morgan Ave. 1819 Glenwood Ave 44.9807 -93.30441 15
30060 Nicollet & Franklin 1925 Nicollet Ave 44.96342 -93.277939 23
30061 Emerson Ave. S & 24th Street 2275 Emerson Ave S. 44.959629 -93.294317 11
30062 Minneapolis Farmers Market 237 Border Ave 44.98052 -93.28542 15
30063 Elliot Park 805 Elliot Ave S. 44.970553 -93.26079 15
30064 28th Street & Nicollet Ave. S 15 West 28th Street 44.9519 -93.27831 15
30065 Washington Ave N & 9th Ave N 851 N Washington Ave 44.989451 -93.279579 15
30066 Plymouth Ave. N & Fremont 1180 Plymouth Ave. N 44.992075 -93.294907 15
30067 Bryant Ave. N & West Broadway 2020 Bryant Ave. N 44.999341 -93.290941 15
30068 Girard Ave N & W Broadway Ave 2002 Girard Ave N 44.99957 -93.297071 15
30069 Farview Park 680 26th Ave. N 45.005994 -93.287559 15
30070 West Broadway & Logan Ave N 2040 West Broadway Ave. 45.002448 -93.305857 15
30071 North Regional Library 3155 Girard Ave. N 45.012998 -93.296761 15
30072 Lowry Ave N & Penn Ave 2190 Lowry Ave. N 45.013318 -93.307798 15
30073 West 34th Street & Hennepin Ave S 3348 Hennepin Ave 44.941388 -93.298634 15
30074 27th Ave SE & University Ave. 315 27th Ave SE 44.97259 -93.218919 15
30075 Curfew Street & Ellis Ave. 827 Curfew Street 44.96616 -93.20525 15
30076 Carleton Street & University Ave 746 Carleton Street 44.963549 -93.195906 15
30077 Fairview Ave. & University Ave. 485 Fairview Ave N 44.95665 -93.17706 15
30078 Hamline University 1544 Englewood Ave 44.964172 -93.165868 15
30079 Sherburne Ave & Snelling Ave N 1583 Sherburne Ave 44.956624 -93.16734 15
30080 Midtown YWCA 2121 East Lake St. 44.94823 -93.24054 15
30081 East Lake Street & 36th Ave S 3521 East Lake Street 44.94826 -93.22106 15
30082 N Victoria Street & University Ave 861 University Avenue W 44.956052 -93.136556 15
30083 Merriam Park Library 255 Fairview Ave N 44.94885 -93.1773 15
30084 Grand Ave & Cretin Ave 2091 Grand Avenue 44.939936 -93.192758 15
30085 Grand Ave & Fairview Ave 1807 Grand Ave 44.940513 -93.177093 15
30086 Macalester College 1679 Grand Ave 44.940218 -93.17022 15
30087 Grant Street & Portland Ave 608 E Grant Street 44.96954 -93.2669 15
30088 6th Ave. SE & University Ave. 288 6th Ave SE 44.983281 -93.24812 19
30089 Lake Calhoun Center 3033 Excelsior Boulevard 44.94885 -93.31759 27
30090 Portland Ave. & Washington Ave. 244 Portland Ave S 44.978068 -93.26023 19
30091 Gateway Park 14 2nd St. N 44.9825943 -93.2675139 15
30092 2nd Street N & 8th Ave. N 715 North 2nd St 44.989166 -93.27651 19
30093 West 15th Street & Willow 1470 Willow Street 44.968237 -93.281991 15
30094 West 32nd Street & Bryant Ave S 818 32nd St W 44.94478 -93.29038 15
30095 West 36th Street & Bryant Ave S 904 36th St W 44.93775 -93.29122 15
30096 University Ave. NE & 12th Ave. NE 1212 University Ave NE 44.999894 -93.26296 15
30097 Pleasant Ave S & Lake Street 2948 Pleasant Ave S 44.948556 -93.283163 15
30098 Marshall Street NE & 8th Ave. NE 801 Marshall St NE 44.995348 -93.266854 15
30099 Kowalski's Market 1268 Grand Ave 44.94016 -93.1529 15
30100 Grand Ave & Lexington Parkway 1115 Grand Ave 44.940127 -93.146957 15
30101 N Milton Street & Summit Ave 484 Victoria St N 44.941599 -93.138832 15
30102 St. Catherine University 1943 Randolph Ave 44.926969 -93.182263 15
30103 Hague Ave & Dale Street 638 Hague Avenue 44.945736 -93.12661 15
30104 Logan Park 680 Broadway St. NE 44.99882 -93.25276 15
30105 Wilder Foundation 451 Lexington Pkwy N 44.95498 -93.14795 15
30106 Dale Street & Grand Ave. 55 South Dale Street 44.939779 -93.126261 15
30107 Dale Street N & University Ave 480 Dale Street N 44.956066 -93.126088 15
30108 Carter Ave & Como Ave 2190 Carter 44.981343 -93.193977 15
30109 Como Ave. SE & 29th Ave. SE 2820 Como Ave. SE 44.987934 -93.212892 19
30110 15th Ave. SE & Como Ave. SE 901 15th Ave SE 44.987517 -93.230469 15
30111 St. Paul Police Western District 389 Hamline Ave. 44.953527 -93.156984 15
30112 Central Ave. NE & 22nd Ave NE 1955 Central Ave. NE 45.00994 -93.247114 15
30113 U of M St. Paul Student Center 2015 Buford Ave. 44.984527 -93.185029 15
30114 Cleveland Ave N & Laurel Ave 132 N Cleveland Ave 44.945367 -93.1873 15
30115 U of M St. Paul Campus 1917 Commonwealth Ave. 44.980558 -93.181384 15
30116 Minnesota History Center 440 John Ireland Blvd 44.949053 -93.10673 15
30117 10th Street E & Cedar Street 34 East 10th Street 44.950189 -93.09759 15
30118 6th Street & Jackson Street 151 E. 6th Street 44.948737 -93.09041 19
30119 Union Depot 229 E. 4th St 44.948399 -93.086584 23
30120 Kellogg Blvd E & Jackson Street 121 Kellogg Blvd E 44.946191 -93.088802 19
30121 7th Street E & Wacouta Street 232 7th St. E. 44.950766 -93.089245 15
30122 Saint Paul College 317 Marshall Avenue 44.948317 -93.110544 19
30123 Minnesota Dept. of Transportation 709 Martin Luther King Blvd 44.95385 -93.10445 19
30124 Kellogg Blvd W & Smith Ave 234 Kellogg Blvd W 44.945173 -93.103863 23
30125 Lafayette Road & Grove Street 500 Lafayette Road 44.956028 -93.08465 23
30126 5th Street E & Minnesota Street N 72 E. 5th St 44.94683 -93.09231 23
30127 Landmark Plaza 50 W. 5th St 44.945267 -93.096114 23
30128 Wells Fargo Place 2 E. 7th St 44.94813 -93.09663 19
30129 State Street & Cesar Chavez Street 523 State Street 44.93002 -93.0779 15
30130 River Park Plaza x 44.943253 -93.083923 19
30131 Harriet Island 150 W Water Street 44.93768 -93.094532 23
30132 Kellogg Blvd & Wabasha Street 2 Kellogg Boulevard E 44.943846 -93.09227 19
30133 Wabasha Street S & Cesar Chavez Street 386 Wabasha Street South 44.934503 -93.084497 15
30134 Upper Landing 230 Spring Street 44.940902 -93.098712 19
30135 7th Street W & Grand Ave 298 W. 7th St 44.94144 -93.10624 19
30136 Science Museum of Minnesota 120 Kellogg Blvd W 44.942846 -93.097836 19
30137 Selby Ave & Virginia Street 375 Selby Avenue 44.9467 -93.1151 19
30138 University Ave & Western Ave 394 University Ave W 44.95562 -93.11665 15
30139 E 14th Street & N Robert Street 650 North Robert Street 44.954697 -93.097817 17
30140 N Marion Street & University Ave W 463 N. Marion Street 44.95476 -93.10955 15
30141 N Robert Street & E 10th Street 495 N. Robert St. 44.951132 -93.094545 19
30142 9th Street N & Hawthorne Ave 900 Hawthorne Avenue 44.977128 -93.277505 25
30143 Chicago Ave & Washington Ave S 201 Chicago Avenue South 44.977521 -93.256736 19
30144 N 4th Ave & W River Parkway 10 North 4th Avenue 44.988461 -93.269087 15
30145 Minneapolis Park & Recreation Board 2117 West River Road North 45.00095 -93.277037 15
30146 Webber Park 4259 Webber Parkway 45.033069 -93.29065 15
30147 Lake Street & West River Parkway 4722 E Lake Street 44.948452 -93.206201 15
30148 46th Street Light Rail 4522 Hiawatha Ave 44.920466 -93.21953 19
30149 Minnehaha Park 4802 Minnehaha Ave 44.916906 -93.213587 27
30150 Fort Snelling Visitor Center 200 Tower Ave 44.894044 -93.187381 31
30151 Boom Island Park 724 Sibley St. NE 44.99254 -93.270256 15
30152 Broadway & Marshall Street NE 81 Broadway Street Northeast 44.998613 -93.268633 15
30153 Coldwater Spring 5407 Minnehaha Park Drive South 44.905043 -93.198283 15
30154 13th Ave & West River Parkway 13th Ave & West River Parkway 44.976252 -93.248954 15
30155 University of St. Thomas 52 Cretin Avenue South 44.943017 -93.191837 19
30156 Lake Nokomis 2025 East Minnehaha Parkway 44.915957 -93.242761 23
30157 Lake Harriet Bandshell 4692 East Lake Harriet Boulevard 44.92936 -93.30713 27
30158 Lake Street & Knox Ave S 1873 W Lake Street 44.9485 -93.305209 33
30159 Fort Snelling State Park 101 Snelling Lake road 44.890527 -93.18237 27
30160 Dupont Ave S & Lake Street 2945 Dupont Avenue South 44.949699 -93.293129 15
30161 27th Ave S & East Lake Street 3082 27th Avenue South 44.947329 -93.233092 15
30162 Mississippi River Blvd & Summit Ave 29 South Mississippi River Boulevard 44.940288 -93.197997 15
30163 38th Street Light Rail 2999 East 38th Street 44.93434 -93.229338 15
30164 Cleveland Ave S & Highland Parkway 725 Cleveland Avenue South 44.919593 -93.187264 15
30165 Upton Ave S & Sheridan Ave S 4251 Upton Ave S 44.92515 -93.314597 19
30166 W 36th Street & W Calhoun Parkway 3187 W 36th St 44.937817 -93.320212 19
30167 LaSalle Ave & 9th Street S 81 S 10th St 44.975504 -93.275513 19
30168 Marshall Street NE & Lowry Ave 2435 Marshall Street Northeast 45.01312 -93.27166 15
30169 Marshall Street NE & 18th Ave NE 1893 Marshall Street Northeast 45.006229 -93.271571 15
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