From c10290c079e991b35a8f982bdfc6746314831248 Mon Sep 17 00:00:00 2001
From: JD <46619169+rudiejd@users.noreply.github.com>
Date: Sun, 14 Jan 2024 22:49:23 -0500
Subject: [PATCH 1/4] feat(trip-explorer): speed for station pairs (#909)

Add speed between station pairs on Trip Explorer. It is a toggleable option on the Travel Times graph. Also add a script for updating the distance between stations from a MassDOT GIS dataset.
---
 .../components/charts/AggregateLineChart.tsx  |   20 +-
 .../components/charts/SingleChartWrapper.tsx  |   12 +-
 .../components/charts/SingleDayLineChart.tsx  |   21 +-
 common/constants/station_distances.json       | 6114 +++++++++++++++++
 common/constants/station_distances.ts         |    3 +
 common/constants/stations.json                | 1422 +++-
 common/types/charts.ts                        |    8 +-
 common/types/dataPoints.ts                    |    4 +
 common/utils/stations.ts                      |   18 +-
 common/utils/widgets.ts                       |   43 +-
 modules/dwells/DwellsAggregateWrapper.tsx     |    2 +-
 .../dwells/charts/DwellsAggregateChart.tsx    |    1 +
 modules/dwells/charts/DwellsSingleChart.tsx   |    1 +
 modules/headways/HeadwaysAggregateWrapper.tsx |    2 +-
 .../charts/HeadwaysAggregateChart.tsx         |    1 +
 .../headways/charts/HeadwaysSingleChart.tsx   |    1 +
 modules/landing/utils.ts                      |   50 +
 .../SpeedBetweenStationsAggregateWrapper.tsx  |   42 +
 .../SpeedBetweenStationsGraphWrapper.tsx      |   43 +
 modules/speed/SpeedGraphWrapper.tsx           |    2 +-
 .../SpeedBetweenStationsAggregateChart.tsx    |   59 +
 .../SpeedBetweenStationsSingleChart.tsx       |   47 +
 modules/speed/{ => charts}/SpeedGraph.tsx     |   22 +-
 .../TravelTimesAggregateWrapper.tsx           |    2 +-
 .../charts/TravelTimesAggregateChart.tsx      |    1 +
 .../charts/TravelTimesSingleChart.tsx         |    1 +
 modules/tripexplorer/SubwayTripGraphs.tsx     |  117 +-
 server/pyproject.toml                         |    7 +
 server/scripts/update_station_distances.py    |  200 +
 server/scripts/update_stations.py             |    1 -
 30 files changed, 7847 insertions(+), 420 deletions(-)
 create mode 100644 common/constants/station_distances.json
 create mode 100644 common/constants/station_distances.ts
 create mode 100644 modules/speed/SpeedBetweenStationsAggregateWrapper.tsx
 create mode 100644 modules/speed/SpeedBetweenStationsGraphWrapper.tsx
 create mode 100644 modules/speed/charts/SpeedBetweenStationsAggregateChart.tsx
 create mode 100644 modules/speed/charts/SpeedBetweenStationsSingleChart.tsx
 rename modules/speed/{ => charts}/SpeedGraph.tsx (87%)
 create mode 100644 server/scripts/update_station_distances.py

diff --git a/common/components/charts/AggregateLineChart.tsx b/common/components/charts/AggregateLineChart.tsx
index efefe64a1..b1fc21220 100644
--- a/common/components/charts/AggregateLineChart.tsx
+++ b/common/components/charts/AggregateLineChart.tsx
@@ -44,12 +44,15 @@ export const AggregateLineChart: React.FC<AggregateLineProps> = ({
   suggestedYMax,
   showLegend = true,
   byTime = false,
+  yUnit = 'Minutes',
 }) => {
   const ref = useRef();
   const hourly = timeUnit === 'hour';
   const isMobile = !useBreakpoint('md');
   const labels = useMemo(() => data.map((item) => item[pointField]), [data, pointField]);
 
+  const multiplier = yUnit === 'Minutes' ? 1 / 60 : 1;
+
   return (
     <ChartBorder>
       <ChartDiv isMobile={isMobile}>
@@ -72,7 +75,7 @@ export const AggregateLineChart: React.FC<AggregateLineProps> = ({
                 pointRadius: byTime ? 0 : 3,
                 pointHitRadius: 10,
                 stepped: byTime,
-                data: data.map((item: AggregateDataPoint) => (item['50%'] / 60).toFixed(2)),
+                data: data.map((item: AggregateDataPoint) => (item['50%'] * multiplier).toFixed(2)),
               },
               {
                 label: '25th percentile',
@@ -81,7 +84,7 @@ export const AggregateLineChart: React.FC<AggregateLineProps> = ({
                 stepped: byTime,
                 tension: 0.4,
                 pointRadius: 0,
-                data: data.map((item: AggregateDataPoint) => (item['25%'] / 60).toFixed(2)),
+                data: data.map((item: AggregateDataPoint) => (item['25%'] * multiplier).toFixed(2)),
               },
               {
                 label: '75th percentile',
@@ -90,7 +93,7 @@ export const AggregateLineChart: React.FC<AggregateLineProps> = ({
                 stepped: byTime,
                 tension: 0.4,
                 pointRadius: 0,
-                data: data.map((item: AggregateDataPoint) => (item['75%'] / 60).toFixed(2)),
+                data: data.map((item: AggregateDataPoint) => (item['75%'] * multiplier).toFixed(2)),
               },
             ],
           }}
@@ -99,7 +102,7 @@ export const AggregateLineChart: React.FC<AggregateLineProps> = ({
               y: {
                 title: {
                   display: true,
-                  text: 'Minutes',
+                  text: yUnit,
                 },
                 ticks: {
                   precision: 1,
@@ -146,10 +149,11 @@ export const AggregateLineChart: React.FC<AggregateLineProps> = ({
                 position: 'nearest',
                 callbacks: {
                   label: (tooltipItem) => {
-                    return `${tooltipItem.dataset.label}: ${getFormattedTimeString(
-                      tooltipItem.parsed.y,
-                      'minutes'
-                    )}`;
+                    return `${tooltipItem.dataset.label}: ${
+                      yUnit === 'Minutes'
+                        ? getFormattedTimeString(tooltipItem.parsed.y, 'minutes')
+                        : `${tooltipItem.parsed.y} ${yUnit}`
+                    }`;
                   },
                 },
               },
diff --git a/common/components/charts/SingleChartWrapper.tsx b/common/components/charts/SingleChartWrapper.tsx
index b209f74d2..7231a18e5 100644
--- a/common/components/charts/SingleChartWrapper.tsx
+++ b/common/components/charts/SingleChartWrapper.tsx
@@ -6,12 +6,13 @@ import { ChartPlaceHolder } from '../graphics/ChartPlaceHolder';
 import { TravelTimesSingleChart } from '../../../modules/traveltimes/charts/TravelTimesSingleChart';
 import { HeadwaysSingleChart } from '../../../modules/headways/charts/HeadwaysSingleChart';
 import { DwellsSingleChart } from '../../../modules/dwells/charts/DwellsSingleChart';
+import { SpeedBetweenStationsSingleChart } from '../../../modules/speed/charts/SpeedBetweenStationsSingleChart';
 
 interface SingleChartWrapperProps {
   query: UseQueryResult<SingleDayDataPoint[]>;
   toStation: Station | undefined;
   fromStation: Station | undefined;
-  type: 'headways' | 'traveltimes' | 'dwells';
+  type: 'headways' | 'traveltimes' | 'dwells' | 'speeds';
   showLegend?: boolean;
 }
 
@@ -47,5 +48,14 @@ export const SingleChartWrapper: React.FC<SingleChartWrapperProps> = ({
       return (
         <DwellsSingleChart dwells={query.data} fromStation={fromStation} toStation={toStation} />
       );
+    case 'speeds':
+      return (
+        <SpeedBetweenStationsSingleChart
+          traveltimes={query.data}
+          fromStation={fromStation}
+          toStation={toStation}
+          showLegend={showLegend}
+        />
+      );
   }
 };
diff --git a/common/components/charts/SingleDayLineChart.tsx b/common/components/charts/SingleDayLineChart.tsx
index a03c6b469..c359f1cc2 100644
--- a/common/components/charts/SingleDayLineChart.tsx
+++ b/common/components/charts/SingleDayLineChart.tsx
@@ -65,6 +65,7 @@ export const SingleDayLineChart: React.FC<SingleDayLineProps> = ({
   fname,
   bothStops = false,
   location,
+  units,
   showLegend = true,
 }) => {
   const ref = useRef();
@@ -79,10 +80,15 @@ export const SingleDayLineChart: React.FC<SingleDayLineProps> = ({
   );
   const displayBenchmarkData = benchmarkData.every((datapoint) => datapoint !== undefined);
   // Have to use `as number` because typescript doesn't understand `datapoint` is not undefined.
+  const multiplier = units === 'Minutes' ? 1 / 60 : 1;
   const benchmarkDataFormatted = displayBenchmarkData
-    ? benchmarkData.map((datapoint) => ((datapoint as number) / 60).toFixed(2))
+    ? benchmarkData.map((datapoint) => ((datapoint as number) * multiplier).toFixed(2))
     : null;
 
+  const convertedData = data.map((datapoint) =>
+    ((datapoint[metricField] as number) * multiplier).toFixed(2)
+  );
+
   return (
     <ChartBorder>
       <ChartDiv isMobile={isMobile}>
@@ -103,7 +109,7 @@ export const SingleDayLineChart: React.FC<SingleDayLineProps> = ({
                 pointHoverBackgroundColor: pointColors(data, metricField, benchmarkField),
                 pointRadius: 3,
                 pointHitRadius: 10,
-                data: data.map((datapoint) => ((datapoint[metricField] as number) / 60).toFixed(2)),
+                data: convertedData,
               },
               {
                 label: `Benchmark MBTA`,
@@ -133,10 +139,11 @@ export const SingleDayLineChart: React.FC<SingleDayLineProps> = ({
                     ) {
                       return '';
                     }
-                    return `${tooltipItem.dataset.label}: ${getFormattedTimeString(
-                      tooltipItem.parsed.y,
-                      'minutes'
-                    )}`;
+                    return `${tooltipItem.dataset.label}: ${
+                      units === 'Minutes'
+                        ? getFormattedTimeString(tooltipItem.parsed.y, 'minutes')
+                        : `${tooltipItem.parsed.y} ${units}`
+                    }`;
                   },
                   afterBody: (tooltipItems) => {
                     return departureFromNormalString(
@@ -162,7 +169,7 @@ export const SingleDayLineChart: React.FC<SingleDayLineProps> = ({
                 },
                 title: {
                   display: true,
-                  text: 'Minutes',
+                  text: units,
                   color: COLORS.design.subtitleGrey,
                 },
               },
diff --git a/common/constants/station_distances.json b/common/constants/station_distances.json
new file mode 100644
index 000000000..e0b34f568
--- /dev/null
+++ b/common/constants/station_distances.json
@@ -0,0 +1,6114 @@
+{
+  "place-wondl": {
+    "place-rbmnl": 0.386049255473037,
+    "place-bmmnl": 1.136689745014117,
+    "place-sdmnl": 1.64653959439374,
+    "place-orhte": 2.1289871935397278,
+    "place-wimnl": 3.2120840814642477,
+    "place-aport": 3.7597550560973896,
+    "place-mvbcl": 4.388216288127335,
+    "place-aqucl": 5.33715780902032,
+    "place-state": 5.649446981503021,
+    "place-gover": 5.7735038910264045,
+    "place-bomnl": 5.949268349091305
+  },
+  "place-rbmnl": {
+    "place-bmmnl": 0.75064048954108,
+    "place-sdmnl": 1.260490338920703,
+    "place-orhte": 1.742937938066691,
+    "place-wimnl": 2.826034825991211,
+    "place-aport": 3.3737058006243528,
+    "place-mvbcl": 4.002167032654298,
+    "place-aqucl": 4.951108553547283,
+    "place-state": 5.263397726029984,
+    "place-gover": 5.387454635553367,
+    "place-bomnl": 5.563219093618268,
+    "place-wondl": 0.386049255473037
+  },
+  "place-bmmnl": {
+    "place-sdmnl": 0.509849849379623,
+    "place-orhte": 0.992297448525611,
+    "place-wimnl": 2.075394336450131,
+    "place-aport": 2.623065311083273,
+    "place-mvbcl": 3.251526543113218,
+    "place-aqucl": 4.200468064006203,
+    "place-state": 4.512757236488904,
+    "place-gover": 4.636814146012287,
+    "place-bomnl": 4.812578604077188,
+    "place-rbmnl": 0.75064048954108,
+    "place-wondl": 1.136689745014117
+  },
+  "place-sdmnl": {
+    "place-orhte": 0.482447599145988,
+    "place-wimnl": 1.565544487070508,
+    "place-aport": 2.11321546170365,
+    "place-mvbcl": 2.741676693733595,
+    "place-aqucl": 3.69061821462658,
+    "place-state": 4.002907387109281,
+    "place-gover": 4.126964296632664,
+    "place-bomnl": 4.302728754697565,
+    "place-bmmnl": 0.509849849379623,
+    "place-rbmnl": 1.260490338920703,
+    "place-wondl": 1.64653959439374
+  },
+  "place-orhte": {
+    "place-wimnl": 1.08309688792452,
+    "place-aport": 1.6307678625576618,
+    "place-mvbcl": 2.259229094587607,
+    "place-aqucl": 3.208170615480592,
+    "place-state": 3.520459787963293,
+    "place-gover": 3.644516697486676,
+    "place-bomnl": 3.820281155551577,
+    "place-sdmnl": 0.482447599145988,
+    "place-bmmnl": 0.992297448525611,
+    "place-rbmnl": 1.742937938066691,
+    "place-wondl": 2.1289871935397278
+  },
+  "place-wimnl": {
+    "place-aport": 0.547670974633142,
+    "place-mvbcl": 1.176132206663087,
+    "place-aqucl": 2.125073727556072,
+    "place-state": 2.437362900038773,
+    "place-gover": 2.561419809562156,
+    "place-bomnl": 2.737184267627057,
+    "place-orhte": 1.08309688792452,
+    "place-sdmnl": 1.565544487070508,
+    "place-bmmnl": 2.075394336450131,
+    "place-rbmnl": 2.826034825991211,
+    "place-wondl": 3.2120840814642477
+  },
+  "place-aport": {
+    "place-mvbcl": 0.628461232029945,
+    "place-aqucl": 1.57740275292293,
+    "place-state": 1.889691925405631,
+    "place-gover": 2.013748834929014,
+    "place-bomnl": 2.189513292993915,
+    "place-wimnl": 0.547670974633142,
+    "place-orhte": 1.6307678625576618,
+    "place-sdmnl": 2.11321546170365,
+    "place-bmmnl": 2.623065311083273,
+    "place-rbmnl": 3.3737058006243528,
+    "place-wondl": 3.7597550560973896
+  },
+  "place-mvbcl": {
+    "place-aqucl": 0.948941520892985,
+    "place-state": 1.261230693375686,
+    "place-gover": 1.385287602899069,
+    "place-bomnl": 1.56105206096397,
+    "place-aport": 0.628461232029945,
+    "place-wimnl": 1.176132206663087,
+    "place-orhte": 2.259229094587607,
+    "place-sdmnl": 2.741676693733595,
+    "place-bmmnl": 3.251526543113218,
+    "place-rbmnl": 4.002167032654298,
+    "place-wondl": 4.388216288127335
+  },
+  "place-aqucl": {
+    "place-state": 0.312289172482701,
+    "place-gover": 0.436346082006084,
+    "place-bomnl": 0.612110540070985,
+    "place-mvbcl": 0.948941520892985,
+    "place-aport": 1.57740275292293,
+    "place-wimnl": 2.125073727556072,
+    "place-orhte": 3.208170615480592,
+    "place-sdmnl": 3.69061821462658,
+    "place-bmmnl": 4.200468064006203,
+    "place-rbmnl": 4.951108553547283,
+    "place-wondl": 5.33715780902032
+  },
+  "place-state": {
+    "place-gover": 0.124056909523383,
+    "place-bomnl": 0.29982136758828404,
+    "place-aqucl": 0.312289172482701,
+    "place-mvbcl": 1.261230693375686,
+    "place-aport": 1.889691925405631,
+    "place-wimnl": 2.437362900038773,
+    "place-orhte": 3.520459787963293,
+    "place-sdmnl": 4.002907387109281,
+    "place-bmmnl": 4.512757236488904,
+    "place-rbmnl": 5.263397726029984,
+    "place-wondl": 5.649446981503021,
+    "place-ogmnl": 5.795672741812817,
+    "place-mlmnl": 5.061042771464649,
+    "place-welln": 3.3080358773512692,
+    "place-astao": 2.674762902151436,
+    "place-sull": 2.097212165329477,
+    "place-ccmnl": 1.229412632724887,
+    "place-north": 0.522600064374056,
+    "place-haecl": 0.286489697044262,
+    "place-dwnxg": 0.281779185804899,
+    "place-chncl": 0.527514722147657,
+    "place-tumnl": 0.743945754294917,
+    "place-bbsta": 1.415917412312097,
+    "place-masta": 2.038755231945438,
+    "place-rugg": 2.455368848425196,
+    "place-rcmnl": 2.973873570224886,
+    "place-jaksn": 3.524121106488109,
+    "place-sbmnl": 4.006258620282549,
+    "place-grnst": 4.544769488686071,
+    "place-forhl": 5.233504873414258
+  },
+  "place-gover": {
+    "place-bomnl": 0.175764458064901,
+    "place-state": 0.124056909523383,
+    "place-aqucl": 0.436346082006084,
+    "place-mvbcl": 1.385287602899069,
+    "place-aport": 2.013748834929014,
+    "place-wimnl": 2.561419809562156,
+    "place-orhte": 3.644516697486676,
+    "place-sdmnl": 4.126964296632664,
+    "place-bmmnl": 4.636814146012287,
+    "place-rbmnl": 5.387454635553367,
+    "place-wondl": 5.7735038910264045,
+    "place-pktrm": 0.284019446432832,
+    "place-boyls": 0.575161677677364,
+    "place-armnl": 0.8988083442694661,
+    "place-coecl": 1.291035730707667,
+    "place-prmnl": 1.652678239083751,
+    "place-symcl": 1.915332086862721,
+    "place-nuniv": 2.247991070274596,
+    "place-mfa": 2.541224951284498,
+    "place-lngmd": 2.80901315504951,
+    "place-brmnl": 3.073916630627137,
+    "place-fenwd": 3.1490647636552525,
+    "place-mispk": 3.3417939172731246,
+    "place-rvrwy": 3.5471297746162405,
+    "place-bckhl": 3.6933715097580135,
+    "place-hymnl": 1.820381712672989,
+    "place-kencl": 2.220675037157997,
+    "place-fenwy": 2.7971361107382884,
+    "place-longw": 3.1533082933170284,
+    "place-bvmnl": 3.8916259705818024,
+    "place-brkhl": 4.424528220194066,
+    "place-bcnfd": 5.222040770028035,
+    "place-rsmnl": 5.621198164593772,
+    "place-chhil": 6.642106478167502,
+    "place-newto": 8.111257998289993,
+    "place-newtn": 8.920870672149652,
+    "place-eliot": 9.69325469818759,
+    "place-waban": 10.540593756213719,
+    "place-woodl": 11.36729626667761,
+    "place-river": 11.895180819016948,
+    "place-lake": 6.454213915732123,
+    "place-sougr": 5.94662911347729,
+    "place-chill": 5.665381616981825,
+    "place-chswk": 5.4898786990227055,
+    "place-sthld": 5.2450623875318145,
+    "place-wascm": 4.965034551966515,
+    "place-wrnst": 4.6717769668883715,
+    "place-alsgr": 4.515361798347651,
+    "place-grigg": 4.326906821040127,
+    "place-harvd": 4.132396856110316,
+    "place-brico": 3.7757729385389327,
+    "place-babck": 3.4840847481955377,
+    "place-amory": 3.2124434086186673,
+    "place-bucen": 2.8277943572039286,
+    "place-buest": 2.676676819250577,
+    "place-bland": 2.460570577825499,
+    "place-unsqu": 2.476522336430249,
+    "place-lech": 1.4620733820736902,
+    "place-spmnl": 0.895285088831226,
+    "place-north": 0.488451131641216,
+    "place-haecl": 0.253817981736658,
+    "place-esomr": 2.270857265444802,
+    "place-gilmn": 3.04026938802394,
+    "place-mgngl": 3.720471891031377,
+    "place-balsq": 4.195887671622724,
+    "place-mdftf": 4.769861345989422,
+    "place-hsmnl": 13.34749019103436,
+    "place-clmnl": 5.125324155680824,
+    "place-smary": 2.869922826319295,
+    "place-engav": 4.943149247146663,
+    "place-hwsst": 3.089076977327408,
+    "place-denrd": 4.780835662232562,
+    "place-kntst": 3.275469839885071,
+    "place-tapst": 4.550404134852461,
+    "place-stpul": 3.435516746575002,
+    "place-bcnwa": 4.3540821657768625,
+    "place-cool": 3.663099057131353,
+    "place-fbkst": 4.173842530869721,
+    "place-sumav": 3.883001556534837,
+    "place-bndhl": 4.046689041621928
+  },
+  "place-bomnl": {
+    "place-gover": 0.175764458064901,
+    "place-state": 0.29982136758828404,
+    "place-aqucl": 0.612110540070985,
+    "place-mvbcl": 1.56105206096397,
+    "place-aport": 2.189513292993915,
+    "place-wimnl": 2.737184267627057,
+    "place-orhte": 3.820281155551577,
+    "place-sdmnl": 4.302728754697565,
+    "place-bmmnl": 4.812578604077188,
+    "place-rbmnl": 5.563219093618268,
+    "place-wondl": 5.949268349091305
+  },
+  "place-pktrm": {
+    "place-boyls": 0.245430402076871,
+    "place-armnl": 0.614788897836634,
+    "place-coecl": 1.007016284274835,
+    "place-prmnl": 1.394627391036348,
+    "place-symcl": 1.657281238815318,
+    "place-nuniv": 1.989940222227193,
+    "place-mfa": 2.283174103237095,
+    "place-lngmd": 2.550962307002107,
+    "place-brmnl": 2.815865782579734,
+    "place-fenwd": 2.8910139156078496,
+    "place-mispk": 3.0837430692257217,
+    "place-rvrwy": 3.2890789265688376,
+    "place-bckhl": 3.4353206617106107,
+    "place-hymnl": 1.536362266240157,
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+    "place-armnl": 15.538866207597632,
+    "place-gilmn": 10.04012613089557,
+    "place-eliot": 23.613358772891317,
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+    "place-river": 24.9784815819365
+  },
+  "place-bckhl": {
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+    "place-sumav": 20.499406733426788,
+    "place-alsgr": 18.54969551382427,
+    "place-bcnwa": 20.970487342668815,
+    "place-wascm": 18.999368267443135,
+    "place-cool": 20.279504234023307,
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+    "place-tapst": 21.166809311744416,
+    "place-sthld": 19.279396103008434,
+    "place-stpul": 20.051921923466956,
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+    "place-kntst": 19.89187501677702,
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+    "place-amory": 17.246777124095285,
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+    "place-balsq": 9.063238472321641,
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+    "place-bland": 16.494904293302117,
+    "place-rsmnl": 19.720032864322356,
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+    "place-bcnfd": 19.320875469756622,
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+    "place-fenwy": 16.895970810466874,
+    "place-river": 25.157212206961354
+  },
+  "place-hsmnl": {
+    "place-bckhl": 0.0883640470899944,
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+    "place-lngmd": 1.0021619572944014,
+    "place-mfa": 1.2705720840292694,
+    "place-nuniv": 1.5899624381114292,
+    "place-symcl": 1.8664767489113572,
+    "place-prmnl": 2.129127982581722,
+    "place-coecl": 2.516731768347848,
+    "place-mdftf": 8.577628845044938,
+    "place-newtn": 23.10806941896823,
+    "place-pktrm": 16.420749777549116,
+    "place-fbkst": 20.87861175485167,
+    "place-wrnst": 18.794474729454983,
+    "place-sumav": 20.587770780516784,
+    "place-alsgr": 18.638059560914265,
+    "place-bcnwa": 21.058851389758807,
+    "place-wascm": 19.087732314533127,
+    "place-cool": 20.3678682811133,
+    "place-grigg": 18.44960458360674,
+    "place-tapst": 21.25517335883441,
+    "place-sthld": 19.367760150098427,
+    "place-stpul": 20.14028597055695,
+    "place-harvd": 18.255094618676928,
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+    "place-chswk": 19.61257646158932,
+    "place-kntst": 19.980239063867018,
+    "place-brico": 17.898470701105545,
+    "place-engav": 21.64791847112861,
+    "place-chill": 19.78807937954844,
+    "place-hwsst": 19.793846201309353,
+    "place-babck": 17.60678251076215,
+    "place-clmnl": 21.83009337966277,
+    "place-sougr": 20.069326876043903,
+    "place-smary": 19.57469205030124,
+    "place-amory": 17.335141171185278,
+    "place-bndhl": 20.751458265603873,
+    "place-lake": 20.576911678298735,
+    "place-unsqu": 19.211153975781436,
+    "place-bucen": 16.95049211977054,
+    "place-chhil": 20.829305224986083,
+    "place-boyls": 16.129607546304584,
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+    "place-brkhl": 18.611726967012647,
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+    "place-bvmnl": 18.078824717400384,
+    "place-bland": 16.58326834039211,
+    "place-rsmnl": 19.808396911412352,
+    "place-haecl": 16.958587205718604,
+    "place-hymnl": 15.943079475239601,
+    "place-newto": 22.298456745108574,
+    "place-buest": 16.79937458181719,
+    "place-bcnfd": 19.409239516846615,
+    "place-north": 17.19322035562316,
+    "place-armnl": 15.80596087971248,
+    "place-gilmn": 10.30722080301042,
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+    "place-spmnl": 17.60005431281317,
+    "place-waban": 24.727792503032298,
+    "place-esomr": 11.076632925589557,
+    "place-longw": 17.34050704013561,
+    "place-lech": 11.938998275073573,
+    "place-woodl": 25.55449501349619,
+    "place-kencl": 16.34337279972461,
+    "place-fenwy": 16.984334857556867,
+    "place-river": 25.24557625405135
+  },
+  "place-miltt": {
+    "place-cenav": 0.312470201523105,
+    "place-valrd": 0.738503621972679,
+    "place-capst": 1.057785101258649,
+    "place-matt": 1.3041930973116989,
+    "place-butlr": 0.296833968374692,
+    "place-cedgr": 0.884430273453034,
+    "place-asmnl": 1.20942534100851
+  },
+  "place-cenav": {
+    "place-valrd": 0.426033420449574,
+    "place-capst": 0.745314899735544,
+    "place-matt": 0.991722895788594,
+    "place-miltt": 0.312470201523105,
+    "place-butlr": 0.609304169897797,
+    "place-cedgr": 1.1969004749761392,
+    "place-asmnl": 1.5218955425316152
+  },
+  "place-valrd": {
+    "place-capst": 0.31928147928597,
+    "place-matt": 0.56568947533902,
+    "place-cenav": 0.426033420449574,
+    "place-miltt": 0.738503621972679,
+    "place-butlr": 1.0353375903473712,
+    "place-cedgr": 1.6229338954257133,
+    "place-asmnl": 1.9479289629811893
+  },
+  "place-capst": {
+    "place-matt": 0.24640799605305,
+    "place-valrd": 0.31928147928597,
+    "place-cenav": 0.745314899735544,
+    "place-miltt": 1.057785101258649,
+    "place-butlr": 1.3546190696333409,
+    "place-cedgr": 1.942215374711683,
+    "place-asmnl": 2.2672104422671593
+  },
+  "place-matt": {
+    "place-capst": 0.24640799605305,
+    "place-valrd": 0.56568947533902,
+    "place-cenav": 0.991722895788594,
+    "place-miltt": 1.3041930973116989,
+    "place-butlr": 1.6010270656863907,
+    "place-cedgr": 2.188623370764733,
+    "place-asmnl": 2.5136184383202087
+  }
+}
\ No newline at end of file
diff --git a/common/constants/station_distances.ts b/common/constants/station_distances.ts
new file mode 100644
index 000000000..0c84c9b8e
--- /dev/null
+++ b/common/constants/station_distances.ts
@@ -0,0 +1,3 @@
+import stationDistancesJson from './station_distances.json';
+
+export const station_distances = stationDistancesJson;
diff --git a/common/constants/stations.json b/common/constants/stations.json
index 51bafd46c..8d26a85a1 100644
--- a/common/constants/stations.json
+++ b/common/constants/stations.json
@@ -8,12 +8,19 @@
     "stations": [
       {
         "stop_name": "Alewife",
-        "branches": ["A", "B"],
+        "branches": [
+          "A",
+          "B"
+        ],
         "station": "place-alfcl",
         "order": 1,
         "stops": {
-          "0": ["70061"],
-          "1": ["70061"]
+          "0": [
+            "70061"
+          ],
+          "1": [
+            "70061"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true,
@@ -22,12 +29,19 @@
       },
       {
         "stop_name": "Davis",
-        "branches": ["A", "B"],
+        "branches": [
+          "A",
+          "B"
+        ],
         "station": "place-davis",
         "order": 2,
         "stops": {
-          "0": ["70064"],
-          "1": ["70063"]
+          "0": [
+            "70064"
+          ],
+          "1": [
+            "70063"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true,
@@ -35,34 +49,55 @@
       },
       {
         "stop_name": "Porter",
-        "branches": ["A", "B"],
+        "branches": [
+          "A",
+          "B"
+        ],
         "station": "place-portr",
         "order": 3,
         "stops": {
-          "0": ["70066"],
-          "1": ["70065"]
+          "0": [
+            "70066"
+          ],
+          "1": [
+            "70065"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Harvard",
-        "branches": ["A", "B"],
+        "branches": [
+          "A",
+          "B"
+        ],
         "station": "place-harsq",
         "order": 4,
         "stops": {
-          "0": ["70068"],
-          "1": ["70067"]
+          "0": [
+            "70068"
+          ],
+          "1": [
+            "70067"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Central",
-        "branches": ["A", "B"],
+        "branches": [
+          "A",
+          "B"
+        ],
         "station": "place-cntsq",
         "order": 5,
         "stops": {
-          "0": ["70070"],
-          "1": ["70069"]
+          "0": [
+            "70070"
+          ],
+          "1": [
+            "70069"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true
@@ -70,140 +105,219 @@
       {
         "stop_name": "Kendall/MIT",
         "short": "Kendall",
-        "branches": ["A", "B"],
+        "branches": [
+          "A",
+          "B"
+        ],
         "station": "place-knncl",
         "order": 6,
         "stops": {
-          "0": ["70072"],
-          "1": ["70071"]
+          "0": [
+            "70072"
+          ],
+          "1": [
+            "70071"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Charles/MGH",
         "short": "MGH",
-        "branches": ["A", "B"],
+        "branches": [
+          "A",
+          "B"
+        ],
         "station": "place-chmnl",
         "order": 7,
         "stops": {
-          "0": ["70074"],
-          "1": ["70073"]
+          "0": [
+            "70074"
+          ],
+          "1": [
+            "70073"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Park Street",
         "short": "Park St.",
-        "branches": ["A", "B"],
+        "branches": [
+          "A",
+          "B"
+        ],
         "station": "place-pktrm",
         "order": 8,
         "stops": {
-          "0": ["70076"],
-          "1": ["70075"]
+          "0": [
+            "70076"
+          ],
+          "1": [
+            "70075"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Downtown Crossing",
         "short": "DTX",
-        "branches": ["A", "B"],
+        "branches": [
+          "A",
+          "B"
+        ],
         "station": "place-dwnxg",
         "order": 9,
         "stops": {
-          "0": ["70078"],
-          "1": ["70077"]
+          "0": [
+            "70078"
+          ],
+          "1": [
+            "70077"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "South Station",
         "short": "S. Station",
-        "branches": ["A", "B"],
+        "branches": [
+          "A",
+          "B"
+        ],
         "station": "place-sstat",
         "order": 10,
         "stops": {
-          "0": ["70080"],
-          "1": ["70079"]
+          "0": [
+            "70080"
+          ],
+          "1": [
+            "70079"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Broadway",
-        "branches": ["A", "B"],
+        "branches": [
+          "A",
+          "B"
+        ],
         "station": "place-brdwy",
         "order": 11,
         "stops": {
-          "0": ["70082"],
-          "1": ["70081"]
+          "0": [
+            "70082"
+          ],
+          "1": [
+            "70081"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Andrew",
-        "branches": ["A", "B"],
+        "branches": [
+          "A",
+          "B"
+        ],
         "station": "place-andrw",
         "order": 12,
         "stops": {
-          "0": ["70084"],
-          "1": ["70083"]
+          "0": [
+            "70084"
+          ],
+          "1": [
+            "70083"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "JFK/UMass (Ashmont)",
         "short": "JFK (A)",
-        "branches": ["A"],
+        "branches": [
+          "A"
+        ],
         "station": "place-jfk",
         "order": 101,
         "stops": {
-          "0": ["70086"],
-          "1": ["70085"]
+          "0": [
+            "70086"
+          ],
+          "1": [
+            "70085"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Savin Hill",
-        "branches": ["A"],
+        "branches": [
+          "A"
+        ],
         "station": "place-shmnl",
         "order": 102,
         "stops": {
-          "0": ["70088"],
-          "1": ["70087"]
+          "0": [
+            "70088"
+          ],
+          "1": [
+            "70087"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Fields Corner",
         "short": "Fields Cor.",
-        "branches": ["A"],
+        "branches": [
+          "A"
+        ],
         "station": "place-fldcr",
         "order": 103,
         "stops": {
-          "0": ["70090"],
-          "1": ["70089"]
+          "0": [
+            "70090"
+          ],
+          "1": [
+            "70089"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true
       },
       {
         "stop_name": "Shawmut",
-        "branches": ["A"],
+        "branches": [
+          "A"
+        ],
         "station": "place-smmnl",
         "order": 104,
         "stops": {
-          "0": ["70092"],
-          "1": ["70091"]
+          "0": [
+            "70092"
+          ],
+          "1": [
+            "70091"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Ashmont",
-        "branches": ["A"],
+        "branches": [
+          "A"
+        ],
         "station": "place-asmnl",
         "order": 105,
         "stops": {
-          "0": ["70094"],
-          "1": ["70093"]
+          "0": [
+            "70094"
+          ],
+          "1": [
+            "70093"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true,
@@ -213,36 +327,54 @@
       {
         "stop_name": "JFK/UMass (Braintree)",
         "short": "JFK (B)",
-        "branches": ["B"],
+        "branches": [
+          "B"
+        ],
         "station": "place-jfk",
         "order": 201,
         "stops": {
-          "0": ["70096"],
-          "1": ["70095"]
+          "0": [
+            "70096"
+          ],
+          "1": [
+            "70095"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "North Quincy",
         "short": "N. Quincy",
-        "branches": ["B"],
+        "branches": [
+          "B"
+        ],
         "station": "place-nqncy",
         "order": 202,
         "stops": {
-          "0": ["70098"],
-          "1": ["70097"]
+          "0": [
+            "70098"
+          ],
+          "1": [
+            "70097"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true
       },
       {
         "stop_name": "Wollaston",
-        "branches": ["B"],
+        "branches": [
+          "B"
+        ],
         "station": "place-wlsta",
         "order": 203,
         "stops": {
-          "0": ["70100"],
-          "1": ["70099"]
+          "0": [
+            "70100"
+          ],
+          "1": [
+            "70099"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true,
@@ -251,35 +383,53 @@
       {
         "stop_name": "Quincy Center",
         "short": "Quincy Ctr.",
-        "branches": ["B"],
+        "branches": [
+          "B"
+        ],
         "station": "place-qnctr",
         "order": 204,
         "stops": {
-          "0": ["70102"],
-          "1": ["70101"]
+          "0": [
+            "70102"
+          ],
+          "1": [
+            "70101"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Quincy Adams",
         "short": "Q. Adams",
-        "branches": ["B"],
+        "branches": [
+          "B"
+        ],
         "station": "place-qamnl",
         "order": 205,
         "stops": {
-          "0": ["70104"],
-          "1": ["70103"]
+          "0": [
+            "70104"
+          ],
+          "1": [
+            "70103"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Braintree",
-        "branches": ["B"],
+        "branches": [
+          "B"
+        ],
         "station": "place-brntn",
         "order": 206,
         "stops": {
-          "0": ["70105"],
-          "1": ["70105"]
+          "0": [
+            "70105"
+          ],
+          "1": [
+            "70105"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true,
@@ -301,8 +451,12 @@
         "station": "place-ogmnl",
         "order": 1,
         "stops": {
-          "0": ["70036"],
-          "1": ["70036"]
+          "0": [
+            "70036"
+          ],
+          "1": [
+            "70036"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true,
@@ -316,8 +470,12 @@
         "station": "place-mlmnl",
         "order": 2,
         "stops": {
-          "0": ["70035"],
-          "1": ["70034"]
+          "0": [
+            "70035"
+          ],
+          "1": [
+            "70034"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true,
@@ -329,8 +487,12 @@
         "station": "place-welln",
         "order": 3,
         "stops": {
-          "0": ["70033"],
-          "1": ["70032"]
+          "0": [
+            "70033"
+          ],
+          "1": [
+            "70032"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true
@@ -341,8 +503,12 @@
         "station": "place-astao",
         "order": 4,
         "stops": {
-          "0": ["70279"],
-          "1": ["70278"]
+          "0": [
+            "70279"
+          ],
+          "1": [
+            "70278"
+          ]
         },
         "accessible": true
       },
@@ -353,8 +519,12 @@
         "station": "place-sull",
         "order": 5,
         "stops": {
-          "0": ["70031"],
-          "1": ["70030"]
+          "0": [
+            "70031"
+          ],
+          "1": [
+            "70030"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true
@@ -366,8 +536,12 @@
         "station": "place-ccmnl",
         "order": 6,
         "stops": {
-          "0": ["70029"],
-          "1": ["70028"]
+          "0": [
+            "70029"
+          ],
+          "1": [
+            "70028"
+          ]
         },
         "accessible": true
       },
@@ -378,8 +552,12 @@
         "station": "place-north",
         "order": 7,
         "stops": {
-          "0": ["70027"],
-          "1": ["70026"]
+          "0": [
+            "70027"
+          ],
+          "1": [
+            "70026"
+          ]
         },
         "accessible": true
       },
@@ -389,8 +567,12 @@
         "station": "place-haecl",
         "order": 8,
         "stops": {
-          "0": ["70025"],
-          "1": ["70024"]
+          "0": [
+            "70025"
+          ],
+          "1": [
+            "70024"
+          ]
         },
         "accessible": true
       },
@@ -401,8 +583,12 @@
         "station": "place-state",
         "order": 9,
         "stops": {
-          "0": ["70023"],
-          "1": ["70022"]
+          "0": [
+            "70023"
+          ],
+          "1": [
+            "70022"
+          ]
         },
         "accessible": true
       },
@@ -413,8 +599,12 @@
         "station": "place-dwnxg",
         "order": 10,
         "stops": {
-          "0": ["70021"],
-          "1": ["70020"]
+          "0": [
+            "70021"
+          ],
+          "1": [
+            "70020"
+          ]
         },
         "accessible": true
       },
@@ -424,8 +614,12 @@
         "station": "place-chncl",
         "order": 11,
         "stops": {
-          "0": ["70019"],
-          "1": ["70018"]
+          "0": [
+            "70019"
+          ],
+          "1": [
+            "70018"
+          ]
         },
         "accessible": true
       },
@@ -436,8 +630,12 @@
         "station": "place-tumnl",
         "order": 12,
         "stops": {
-          "0": ["70017"],
-          "1": ["70016"]
+          "0": [
+            "70017"
+          ],
+          "1": [
+            "70016"
+          ]
         },
         "accessible": true
       },
@@ -447,8 +645,12 @@
         "station": "place-bbsta",
         "order": 13,
         "stops": {
-          "0": ["70015"],
-          "1": ["70014"]
+          "0": [
+            "70015"
+          ],
+          "1": [
+            "70014"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true,
@@ -461,8 +663,12 @@
         "station": "place-masta",
         "order": 14,
         "stops": {
-          "0": ["70013"],
-          "1": ["70012"]
+          "0": [
+            "70013"
+          ],
+          "1": [
+            "70012"
+          ]
         },
         "accessible": true
       },
@@ -472,8 +678,12 @@
         "station": "place-rugg",
         "order": 15,
         "stops": {
-          "0": ["70011"],
-          "1": ["70010"]
+          "0": [
+            "70011"
+          ],
+          "1": [
+            "70010"
+          ]
         },
         "accessible": true
       },
@@ -484,8 +694,12 @@
         "station": "place-rcmnl",
         "order": 16,
         "stops": {
-          "0": ["70009"],
-          "1": ["70008"]
+          "0": [
+            "70009"
+          ],
+          "1": [
+            "70008"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true
@@ -497,8 +711,12 @@
         "station": "place-jaksn",
         "order": 17,
         "stops": {
-          "0": ["70007"],
-          "1": ["70006"]
+          "0": [
+            "70007"
+          ],
+          "1": [
+            "70006"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true
@@ -509,8 +727,12 @@
         "station": "place-sbmnl",
         "order": 18,
         "stops": {
-          "0": ["70005"],
-          "1": ["70004"]
+          "0": [
+            "70005"
+          ],
+          "1": [
+            "70004"
+          ]
         },
         "accessible": true
       },
@@ -521,8 +743,12 @@
         "station": "place-grnst",
         "order": 19,
         "stops": {
-          "0": ["70003"],
-          "1": ["70002"]
+          "0": [
+            "70003"
+          ],
+          "1": [
+            "70002"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true
@@ -533,8 +759,12 @@
         "station": "place-forhl",
         "order": 20,
         "stops": {
-          "0": ["70001"],
-          "1": ["70001"]
+          "0": [
+            "70001"
+          ],
+          "1": [
+            "70001"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true,
@@ -556,8 +786,12 @@
         "station": "place-wondl",
         "order": 1,
         "stops": {
-          "0": ["70060"],
-          "1": ["70059"]
+          "0": [
+            "70060"
+          ],
+          "1": [
+            "70059"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true,
@@ -571,8 +805,12 @@
         "station": "place-rbmnl",
         "order": 2,
         "stops": {
-          "0": ["70058"],
-          "1": ["70057"]
+          "0": [
+            "70058"
+          ],
+          "1": [
+            "70057"
+          ]
         },
         "accessible": true
       },
@@ -582,8 +820,12 @@
         "station": "place-bmmnl",
         "order": 3,
         "stops": {
-          "0": ["70056"],
-          "1": ["70055"]
+          "0": [
+            "70056"
+          ],
+          "1": [
+            "70055"
+          ]
         },
         "accessible": true
       },
@@ -594,8 +836,12 @@
         "station": "place-sdmnl",
         "order": 4,
         "stops": {
-          "0": ["70054"],
-          "1": ["70053"]
+          "0": [
+            "70054"
+          ],
+          "1": [
+            "70053"
+          ]
         },
         "accessible": true
       },
@@ -606,8 +852,12 @@
         "station": "place-orhte",
         "order": 5,
         "stops": {
-          "0": ["70052"],
-          "1": ["70051"]
+          "0": [
+            "70052"
+          ],
+          "1": [
+            "70051"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true
@@ -618,8 +868,12 @@
         "station": "place-wimnl",
         "order": 6,
         "stops": {
-          "0": ["70050"],
-          "1": ["70049"]
+          "0": [
+            "70050"
+          ],
+          "1": [
+            "70049"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true
@@ -630,8 +884,12 @@
         "station": "place-aport",
         "order": 7,
         "stops": {
-          "0": ["70048"],
-          "1": ["70047"]
+          "0": [
+            "70048"
+          ],
+          "1": [
+            "70047"
+          ]
         },
         "accessible": true
       },
@@ -641,8 +899,12 @@
         "station": "place-mvbcl",
         "order": 8,
         "stops": {
-          "0": ["70046"],
-          "1": ["70045"]
+          "0": [
+            "70046"
+          ],
+          "1": [
+            "70045"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true
@@ -653,8 +915,12 @@
         "station": "place-aqucl",
         "order": 9,
         "stops": {
-          "0": ["70044"],
-          "1": ["70043"]
+          "0": [
+            "70044"
+          ],
+          "1": [
+            "70043"
+          ]
         },
         "accessible": true
       },
@@ -665,8 +931,12 @@
         "station": "place-state",
         "order": 10,
         "stops": {
-          "0": ["70042"],
-          "1": ["70041"]
+          "0": [
+            "70042"
+          ],
+          "1": [
+            "70041"
+          ]
         },
         "accessible": true
       },
@@ -677,8 +947,12 @@
         "station": "place-gover",
         "order": 11,
         "stops": {
-          "0": ["70040"],
-          "1": ["70039"]
+          "0": [
+            "70040"
+          ],
+          "1": [
+            "70039"
+          ]
         },
         "accessible": true
       },
@@ -688,8 +962,12 @@
         "station": "place-bomnl",
         "order": 12,
         "stops": {
-          "0": ["70038"],
-          "1": ["70838"]
+          "0": [
+            "70038"
+          ],
+          "1": [
+            "70838"
+          ]
         },
         "accessible": false,
         "terminus": true
@@ -705,13 +983,19 @@
     "stations": [
       {
         "stop_name": "Medford/Tufts",
-        "branches": ["E"],
+        "branches": [
+          "E"
+        ],
         "station": "place-mdftf",
         "disabled": false,
         "order": 1,
         "stops": {
-          "0": ["70511"],
-          "1": ["70512"]
+          "0": [
+            "70511"
+          ],
+          "1": [
+            "70512"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true,
@@ -719,64 +1003,94 @@
       },
       {
         "stop_name": "Ball Square",
-        "branches": ["E"],
+        "branches": [
+          "E"
+        ],
         "station": "place-balsq",
         "disabled": false,
         "order": 2,
         "stops": {
-          "0": ["70509"],
-          "1": ["70510"]
+          "0": [
+            "70509"
+          ],
+          "1": [
+            "70510"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true
       },
       {
         "stop_name": "Magoun Square",
-        "branches": ["E"],
+        "branches": [
+          "E"
+        ],
         "station": "place-mgngl",
         "disabled": false,
         "order": 3,
         "stops": {
-          "0": ["70507"],
-          "1": ["70508"]
+          "0": [
+            "70507"
+          ],
+          "1": [
+            "70508"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true
       },
       {
         "stop_name": "Gilman Square",
-        "branches": ["E"],
+        "branches": [
+          "E"
+        ],
         "station": "place-gilmn",
         "disabled": false,
         "order": 4,
         "stops": {
-          "0": ["70505"],
-          "1": ["70506"]
+          "0": [
+            "70505"
+          ],
+          "1": [
+            "70506"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "East Somerville",
-        "branches": ["E"],
+        "branches": [
+          "E"
+        ],
         "station": "place-esomr",
         "disabled": false,
         "order": 5,
         "stops": {
-          "0": ["70513"],
-          "1": ["70514"]
+          "0": [
+            "70513"
+          ],
+          "1": [
+            "70514"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true
       },
       {
         "stop_name": "Union Square",
-        "branches": ["D"],
+        "branches": [
+          "D"
+        ],
         "station": "place-unsqu",
         "disabled": false,
         "order": 6,
         "stops": {
-          "0": ["70503"],
-          "1": ["70504"]
+          "0": [
+            "70503"
+          ],
+          "1": [
+            "70504"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true,
@@ -784,594 +1098,948 @@
       },
       {
         "stop_name": "Lechmere",
-        "branches": ["D", "E"],
+        "branches": [
+          "D",
+          "E"
+        ],
         "station": "place-lech",
         "order": 7,
         "stops": {
-          "0": ["70501", "70209"],
-          "1": ["70502", "70210"]
+          "0": [
+            "70501",
+            "70209"
+          ],
+          "1": [
+            "70502",
+            "70210"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true
       },
       {
         "stop_name": "Science Park",
-        "branches": ["D", "E"],
+        "branches": [
+          "D",
+          "E"
+        ],
         "station": "place-spmnl",
         "order": 8,
         "stops": {
-          "0": ["70207"],
-          "1": ["70208"]
+          "0": [
+            "70207"
+          ],
+          "1": [
+            "70208"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "North Station",
-        "branches": ["C", "D", "E"],
+        "branches": [
+          "C",
+          "D",
+          "E"
+        ],
         "station": "place-north",
         "order": 9,
         "stops": {
-          "0": ["70205"],
-          "1": ["70206"]
+          "0": [
+            "70205"
+          ],
+          "1": [
+            "70206"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Haymarket",
-        "branches": ["C", "D", "E"],
+        "branches": [
+          "C",
+          "D",
+          "E"
+        ],
         "station": "place-haecl",
         "order": 10,
         "stops": {
-          "0": ["70203"],
-          "1": ["70204"]
+          "0": [
+            "70203"
+          ],
+          "1": [
+            "70204"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Government Center",
-        "branches": ["B", "C", "D", "E"],
+        "branches": [
+          "B",
+          "C",
+          "D",
+          "E"
+        ],
         "station": "place-gover",
         "order": 11,
         "stops": {
-          "0": ["70201"],
-          "1": ["70202"]
+          "0": [
+            "70201"
+          ],
+          "1": [
+            "70202"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Park Street",
-        "branches": ["B", "C", "D", "E"],
+        "branches": [
+          "B",
+          "C",
+          "D",
+          "E"
+        ],
         "station": "place-pktrm",
         "order": 12,
         "stops": {
-          "0": ["70200"],
-          "1": ["70196", "70197", "70198", "70199"]
+          "0": [
+            "70200"
+          ],
+          "1": [
+            "70196",
+            "70197",
+            "70198",
+            "70199"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Boylston",
-        "branches": ["B", "C", "D", "E"],
+        "branches": [
+          "B",
+          "C",
+          "D",
+          "E"
+        ],
         "station": "place-boyls",
         "order": 13,
         "stops": {
-          "0": ["70158"],
-          "1": ["70159"]
+          "0": [
+            "70158"
+          ],
+          "1": [
+            "70159"
+          ]
         },
         "accessible": false
       },
       {
         "stop_name": "Arlington",
-        "branches": ["B", "C", "D", "E"],
+        "branches": [
+          "B",
+          "C",
+          "D",
+          "E"
+        ],
         "station": "place-armnl",
         "order": 14,
         "stops": {
-          "0": ["70156"],
-          "1": ["70157"]
+          "0": [
+            "70156"
+          ],
+          "1": [
+            "70157"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Copley",
-        "branches": ["B", "C", "D", "E"],
+        "branches": [
+          "B",
+          "C",
+          "D",
+          "E"
+        ],
         "station": "place-coecl",
         "order": 15,
         "stops": {
-          "0": ["70154"],
-          "1": ["70155"]
+          "0": [
+            "70154"
+          ],
+          "1": [
+            "70155"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Hynes",
-        "branches": ["B", "C", "D"],
+        "branches": [
+          "B",
+          "C",
+          "D"
+        ],
         "station": "place-hymnl",
         "order": 16,
         "stops": {
-          "0": ["70152"],
-          "1": ["70153"]
+          "0": [
+            "70152"
+          ],
+          "1": [
+            "70153"
+          ]
         },
         "accessible": false
       },
       {
         "stop_name": "Kenmore",
-        "branches": ["B", "C", "D"],
+        "branches": [
+          "B",
+          "C",
+          "D"
+        ],
         "station": "place-kencl",
         "order": 17,
         "stops": {
-          "0": ["70150", "71150"],
-          "1": ["70151", "71151"]
+          "0": [
+            "70150",
+            "71150"
+          ],
+          "1": [
+            "70151",
+            "71151"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Blandford Street",
-        "branches": ["B"],
+        "branches": [
+          "B"
+        ],
         "station": "place-bland",
         "order": 101,
         "stops": {
-          "0": ["70148"],
-          "1": ["70149"]
+          "0": [
+            "70148"
+          ],
+          "1": [
+            "70149"
+          ]
         },
         "accessible": false
       },
       {
         "stop_name": "Boston University East",
-        "branches": ["B"],
+        "branches": [
+          "B"
+        ],
         "station": "place-buest",
         "order": 102,
         "stops": {
-          "0": ["70146"],
-          "1": ["70147"]
+          "0": [
+            "70146"
+          ],
+          "1": [
+            "70147"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Boston University Central",
-        "branches": ["B"],
+        "branches": [
+          "B"
+        ],
         "station": "place-bucen",
         "order": 103,
         "stops": {
-          "0": ["70144"],
-          "1": ["70145"]
+          "0": [
+            "70144"
+          ],
+          "1": [
+            "70145"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Amory Street",
-        "branches": ["B"],
+        "branches": [
+          "B"
+        ],
         "station": "place-amory",
         "order": 105,
         "stops": {
-          "0": ["170140", "70140"],
-          "1": ["170141", "70141"]
+          "0": [
+            "170140",
+            "70140"
+          ],
+          "1": [
+            "170141",
+            "70141"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Babcock Street",
-        "branches": ["B"],
+        "branches": [
+          "B"
+        ],
         "station": "place-babck",
         "order": 107,
         "stops": {
-          "0": ["170136", "70136"],
-          "1": ["170137", "70137"]
+          "0": [
+            "170136",
+            "70136"
+          ],
+          "1": [
+            "170137",
+            "70137"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Packards Corner",
-        "branches": ["B"],
+        "branches": [
+          "B"
+        ],
         "station": "place-brico",
         "order": 108,
         "stops": {
-          "0": ["70134"],
-          "1": ["70135"]
+          "0": [
+            "70134"
+          ],
+          "1": [
+            "70135"
+          ]
         },
         "accessible": false
       },
       {
         "stop_name": "Harvard Avenue",
-        "branches": ["B"],
+        "branches": [
+          "B"
+        ],
         "station": "place-harvd",
         "order": 109,
         "stops": {
-          "0": ["70130"],
-          "1": ["70131"]
+          "0": [
+            "70130"
+          ],
+          "1": [
+            "70131"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Griggs Street",
-        "branches": ["B"],
+        "branches": [
+          "B"
+        ],
         "station": "place-grigg",
         "order": 110,
         "stops": {
-          "0": ["70128"],
-          "1": ["70129"]
+          "0": [
+            "70128"
+          ],
+          "1": [
+            "70129"
+          ]
         },
         "accessible": false
       },
       {
         "stop_name": "Allston Street",
-        "branches": ["B"],
+        "branches": [
+          "B"
+        ],
         "station": "place-alsgr",
         "order": 111,
         "stops": {
-          "0": ["70126"],
-          "1": ["70127"]
+          "0": [
+            "70126"
+          ],
+          "1": [
+            "70127"
+          ]
         },
         "accessible": false
       },
       {
         "stop_name": "Warren Street",
-        "branches": ["B"],
+        "branches": [
+          "B"
+        ],
         "station": "place-wrnst",
         "order": 112,
         "stops": {
-          "0": ["70124"],
-          "1": ["70125"]
+          "0": [
+            "70124"
+          ],
+          "1": [
+            "70125"
+          ]
         },
         "accessible": false,
         "enclosed_bike_parking": true
       },
       {
         "stop_name": "Washington Street",
-        "branches": ["B"],
+        "branches": [
+          "B"
+        ],
         "station": "place-wascm",
         "order": 113,
         "stops": {
-          "0": ["70120"],
-          "1": ["70121"]
+          "0": [
+            "70120"
+          ],
+          "1": [
+            "70121"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Sutherland Road",
-        "branches": ["B"],
+        "branches": [
+          "B"
+        ],
         "station": "place-sthld",
         "order": 114,
         "stops": {
-          "0": ["70116"],
-          "1": ["70117"]
+          "0": [
+            "70116"
+          ],
+          "1": [
+            "70117"
+          ]
         },
         "accessible": false
       },
       {
         "stop_name": "Chiswick Road",
-        "branches": ["B"],
+        "branches": [
+          "B"
+        ],
         "station": "place-chswk",
         "order": 115,
         "stops": {
-          "0": ["70114"],
-          "1": ["70115"]
+          "0": [
+            "70114"
+          ],
+          "1": [
+            "70115"
+          ]
         },
         "accessible": false
       },
       {
         "stop_name": "Chestnut Hill Avenue",
-        "branches": ["B"],
+        "branches": [
+          "B"
+        ],
         "station": "place-chill",
         "order": 116,
         "stops": {
-          "0": ["70112"],
-          "1": ["70113"]
+          "0": [
+            "70112"
+          ],
+          "1": [
+            "70113"
+          ]
         },
         "accessible": false
       },
       {
         "stop_name": "South Street",
-        "branches": ["B"],
+        "branches": [
+          "B"
+        ],
         "station": "place-sougr",
         "order": 117,
         "stops": {
-          "0": ["70110"],
-          "1": ["70111"]
+          "0": [
+            "70110"
+          ],
+          "1": [
+            "70111"
+          ]
         },
         "accessible": false
       },
       {
         "stop_name": "Boston College",
-        "branches": ["B"],
+        "branches": [
+          "B"
+        ],
         "station": "place-lake",
         "order": 118,
         "stops": {
-          "0": ["70106"],
-          "1": ["70107"]
+          "0": [
+            "70106"
+          ],
+          "1": [
+            "70107"
+          ]
         },
         "accessible": true,
         "terminus": true
       },
       {
         "stop_name": "Saint Marys Street",
-        "branches": ["C"],
+        "branches": [
+          "C"
+        ],
         "station": "place-smary",
         "order": 201,
         "stops": {
-          "0": ["70212"],
-          "1": ["70211"]
+          "0": [
+            "70212"
+          ],
+          "1": [
+            "70211"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Hawes Street",
-        "branches": ["C"],
+        "branches": [
+          "C"
+        ],
         "station": "place-hwsst",
         "order": 202,
         "stops": {
-          "0": ["70214"],
-          "1": ["70213"]
+          "0": [
+            "70214"
+          ],
+          "1": [
+            "70213"
+          ]
         },
         "accessible": false
       },
       {
         "stop_name": "Kent Street",
-        "branches": ["C"],
+        "branches": [
+          "C"
+        ],
         "station": "place-kntst",
         "order": 203,
         "stops": {
-          "0": ["70216"],
-          "1": ["70215"]
+          "0": [
+            "70216"
+          ],
+          "1": [
+            "70215"
+          ]
         },
         "accessible": false
       },
       {
         "stop_name": "Saint Paul Street (C)",
-        "branches": ["C"],
+        "branches": [
+          "C"
+        ],
         "station": "place-stpul",
         "order": 204,
         "stops": {
-          "0": ["70218"],
-          "1": ["70217"]
+          "0": [
+            "70218"
+          ],
+          "1": [
+            "70217"
+          ]
         },
         "accessible": false
       },
       {
         "stop_name": "Coolidge Corner",
-        "branches": ["C"],
+        "branches": [
+          "C"
+        ],
         "station": "place-cool",
         "order": 205,
         "stops": {
-          "0": ["70220"],
-          "1": ["70219"]
+          "0": [
+            "70220"
+          ],
+          "1": [
+            "70219"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Summit Avenue",
-        "branches": ["C"],
+        "branches": [
+          "C"
+        ],
         "station": "place-sumav",
         "order": 206,
         "stops": {
-          "0": ["70224"],
-          "1": ["70223"]
+          "0": [
+            "70224"
+          ],
+          "1": [
+            "70223"
+          ]
         },
         "accessible": false,
         "enclosed_bike_parking": true
       },
       {
         "stop_name": "Brandon Hall",
-        "branches": ["C"],
+        "branches": [
+          "C"
+        ],
         "station": "place-bndhl",
         "order": 207,
         "stops": {
-          "0": ["70226"],
-          "1": ["70225"]
+          "0": [
+            "70226"
+          ],
+          "1": [
+            "70225"
+          ]
         },
         "accessible": false
       },
       {
         "stop_name": "Fairbanks Street",
-        "branches": ["C"],
+        "branches": [
+          "C"
+        ],
         "station": "place-fbkst",
         "order": 208,
         "stops": {
-          "0": ["70228"],
-          "1": ["70227"]
+          "0": [
+            "70228"
+          ],
+          "1": [
+            "70227"
+          ]
         },
         "accessible": false
       },
       {
         "stop_name": "Washington Square",
-        "branches": ["C"],
+        "branches": [
+          "C"
+        ],
         "station": "place-bcnwa",
         "order": 209,
         "stops": {
-          "0": ["70230"],
-          "1": ["70229"]
+          "0": [
+            "70230"
+          ],
+          "1": [
+            "70229"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Tappan Street",
-        "branches": ["C"],
+        "branches": [
+          "C"
+        ],
         "station": "place-tapst",
         "order": 210,
         "stops": {
-          "0": ["70232"],
-          "1": ["70231"]
+          "0": [
+            "70232"
+          ],
+          "1": [
+            "70231"
+          ]
         },
         "accessible": false
       },
       {
         "stop_name": "Dean Road",
-        "branches": ["C"],
+        "branches": [
+          "C"
+        ],
         "station": "place-denrd",
         "order": 211,
         "stops": {
-          "0": ["70234"],
-          "1": ["70233"]
+          "0": [
+            "70234"
+          ],
+          "1": [
+            "70233"
+          ]
         },
         "accessible": false
       },
       {
         "stop_name": "Englewood Avenue",
-        "branches": ["C"],
+        "branches": [
+          "C"
+        ],
         "station": "place-engav",
         "order": 212,
         "stops": {
-          "0": ["70236"],
-          "1": ["70235"]
+          "0": [
+            "70236"
+          ],
+          "1": [
+            "70235"
+          ]
         },
         "accessible": false
       },
       {
         "stop_name": "Cleveland Circle",
-        "branches": ["C"],
+        "branches": [
+          "C"
+        ],
         "station": "place-clmnl",
         "order": 213,
         "stops": {
-          "0": ["70238"],
-          "1": ["70237"]
+          "0": [
+            "70238"
+          ],
+          "1": [
+            "70237"
+          ]
         },
         "accessible": true,
         "terminus": true
       },
       {
         "stop_name": "Fenway",
-        "branches": ["D"],
+        "branches": [
+          "D"
+        ],
         "station": "place-fenwy",
         "order": 301,
         "stops": {
-          "0": ["70186"],
-          "1": ["70187"]
+          "0": [
+            "70186"
+          ],
+          "1": [
+            "70187"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Longwood",
-        "branches": ["D"],
+        "branches": [
+          "D"
+        ],
         "station": "place-longw",
         "order": 302,
         "stops": {
-          "0": ["70182"],
-          "1": ["70183"]
+          "0": [
+            "70182"
+          ],
+          "1": [
+            "70183"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Brookline Village",
-        "branches": ["D"],
+        "branches": [
+          "D"
+        ],
         "station": "place-bvmnl",
         "order": 303,
         "stops": {
-          "0": ["70180"],
-          "1": ["70181"]
+          "0": [
+            "70180"
+          ],
+          "1": [
+            "70181"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true
       },
       {
         "stop_name": "Brookline Hills",
-        "branches": ["D"],
+        "branches": [
+          "D"
+        ],
         "station": "place-brkhl",
         "order": 304,
         "stops": {
-          "0": ["70178"],
-          "1": ["70179"]
+          "0": [
+            "70178"
+          ],
+          "1": [
+            "70179"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Beaconsfield",
-        "branches": ["D"],
+        "branches": [
+          "D"
+        ],
         "station": "place-bcnfd",
         "order": 305,
         "stops": {
-          "0": ["70176"],
-          "1": ["70177"]
+          "0": [
+            "70176"
+          ],
+          "1": [
+            "70177"
+          ]
         },
         "accessible": false
       },
       {
         "stop_name": "Reservoir",
-        "branches": ["D"],
+        "branches": [
+          "D"
+        ],
         "station": "place-rsmnl",
         "order": 306,
         "stops": {
-          "0": ["70174"],
-          "1": ["70175"]
+          "0": [
+            "70174"
+          ],
+          "1": [
+            "70175"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true
       },
       {
         "stop_name": "Chestnut Hill",
-        "branches": ["D"],
+        "branches": [
+          "D"
+        ],
         "station": "place-chhil",
         "order": 307,
         "stops": {
-          "0": ["70172"],
-          "1": ["70173"]
+          "0": [
+            "70172"
+          ],
+          "1": [
+            "70173"
+          ]
         },
         "accessible": false,
         "enclosed_bike_parking": true
       },
       {
         "stop_name": "Newton Centre",
-        "branches": ["D"],
+        "branches": [
+          "D"
+        ],
         "station": "place-newto",
         "order": 308,
         "stops": {
-          "0": ["70170"],
-          "1": ["70171"]
+          "0": [
+            "70170"
+          ],
+          "1": [
+            "70171"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Newton Highlands",
-        "branches": ["D"],
+        "branches": [
+          "D"
+        ],
         "station": "place-newtn",
         "order": 309,
         "stops": {
-          "0": ["70168"],
-          "1": ["70169"]
+          "0": [
+            "70168"
+          ],
+          "1": [
+            "70169"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Eliot",
-        "branches": ["D"],
+        "branches": [
+          "D"
+        ],
         "station": "place-eliot",
         "order": 310,
         "stops": {
-          "0": ["70166"],
-          "1": ["70167"]
+          "0": [
+            "70166"
+          ],
+          "1": [
+            "70167"
+          ]
         },
         "accessible": false,
         "enclosed_bike_parking": true
       },
       {
         "stop_name": "Waban",
-        "branches": ["D"],
+        "branches": [
+          "D"
+        ],
         "station": "place-waban",
         "order": 311,
         "stops": {
-          "0": ["70164"],
-          "1": ["70165"]
+          "0": [
+            "70164"
+          ],
+          "1": [
+            "70165"
+          ]
         },
         "accessible": false
       },
       {
         "stop_name": "Woodland",
-        "branches": ["D"],
+        "branches": [
+          "D"
+        ],
         "station": "place-woodl",
         "order": 312,
         "stops": {
-          "0": ["70162"],
-          "1": ["70163"]
+          "0": [
+            "70162"
+          ],
+          "1": [
+            "70163"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true
       },
       {
         "stop_name": "Riverside",
-        "branches": ["D"],
+        "branches": [
+          "D"
+        ],
         "station": "place-river",
         "order": 313,
         "stops": {
-          "0": ["70160"],
-          "1": ["70161"]
+          "0": [
+            "70160"
+          ],
+          "1": [
+            "70161"
+          ]
         },
         "accessible": true,
         "enclosed_bike_parking": true,
@@ -1379,126 +2047,192 @@
       },
       {
         "stop_name": "Prudential",
-        "branches": ["E"],
+        "branches": [
+          "E"
+        ],
         "station": "place-prmnl",
         "order": 401,
         "stops": {
-          "0": ["70240"],
-          "1": ["70239"]
+          "0": [
+            "70240"
+          ],
+          "1": [
+            "70239"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Symphony",
-        "branches": ["E"],
+        "branches": [
+          "E"
+        ],
         "station": "place-symcl",
         "order": 402,
         "stops": {
-          "0": ["70242"],
-          "1": ["70241"]
+          "0": [
+            "70242"
+          ],
+          "1": [
+            "70241"
+          ]
         },
         "accessible": false
       },
       {
         "stop_name": "Northeastern University",
-        "branches": ["E"],
+        "branches": [
+          "E"
+        ],
         "station": "place-nuniv",
         "order": 403,
         "stops": {
-          "0": ["70244"],
-          "1": ["70243"]
+          "0": [
+            "70244"
+          ],
+          "1": [
+            "70243"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Museum of Fine Arts",
-        "branches": ["E"],
+        "branches": [
+          "E"
+        ],
         "station": "place-mfa",
         "order": 404,
         "stops": {
-          "0": ["70246"],
-          "1": ["70245"]
+          "0": [
+            "70246"
+          ],
+          "1": [
+            "70245"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Longwood Medical Area",
-        "branches": ["E"],
+        "branches": [
+          "E"
+        ],
         "station": "place-lngmd",
         "order": 405,
         "stops": {
-          "0": ["70248"],
-          "1": ["70247"]
+          "0": [
+            "70248"
+          ],
+          "1": [
+            "70247"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Brigham Circle",
-        "branches": ["E"],
+        "branches": [
+          "E"
+        ],
         "station": "place-brmnl",
         "order": 406,
         "stops": {
-          "0": ["70250"],
-          "1": ["70249"]
+          "0": [
+            "70250"
+          ],
+          "1": [
+            "70249"
+          ]
         },
         "accessible": true
       },
       {
         "stop_name": "Fenwood Road",
-        "branches": ["E"],
+        "branches": [
+          "E"
+        ],
         "station": "place-fenwd",
         "order": 407,
         "stops": {
-          "0": ["70252"],
-          "1": ["70251"]
+          "0": [
+            "70252"
+          ],
+          "1": [
+            "70251"
+          ]
         },
         "accessible": false
       },
       {
         "stop_name": "Mission Park",
-        "branches": ["E"],
+        "branches": [
+          "E"
+        ],
         "station": "place-mispk",
         "order": 408,
         "stops": {
-          "0": ["70254"],
-          "1": ["70253"]
+          "0": [
+            "70254"
+          ],
+          "1": [
+            "70253"
+          ]
         },
         "accessible": false
       },
       {
         "stop_name": "Riverway",
-        "branches": ["E"],
+        "branches": [
+          "E"
+        ],
         "station": "place-rvrwy",
         "order": 409,
         "stops": {
-          "0": ["70256"],
-          "1": ["70255"]
+          "0": [
+            "70256"
+          ],
+          "1": [
+            "70255"
+          ]
         },
         "accessible": false
       },
       {
         "stop_name": "Back of the Hill",
-        "branches": ["E"],
+        "branches": [
+          "E"
+        ],
         "station": "place-bckhl",
         "order": 410,
         "stops": {
-          "0": ["70258"],
-          "1": ["70257"]
+          "0": [
+            "70258"
+          ],
+          "1": [
+            "70257"
+          ]
         },
         "accessible": false
       },
       {
         "stop_name": "Heath Street",
-        "branches": ["E"],
+        "branches": [
+          "E"
+        ],
         "station": "place-hsmnl",
         "order": 411,
         "stops": {
-          "0": ["70260"],
-          "1": ["70260"]
+          "0": [
+            "70260"
+          ],
+          "1": [
+            "70260"
+          ]
         },
         "accessible": true,
         "terminus": true
       }
     ]
   }
-}
+}
\ No newline at end of file
diff --git a/common/types/charts.ts b/common/types/charts.ts
index a97501cb0..0c965410e 100644
--- a/common/types/charts.ts
+++ b/common/types/charts.ts
@@ -13,6 +13,8 @@ export interface SingleDayDataPoint {
   benchmark_travel_time_sec?: number;
   benchmark_headway_time_sec?: number;
   threshold_flag_1?: string;
+  speed_mph?: number;
+  benchmark_speed_mph?: number;
 }
 
 export interface AggregateDataPoint {
@@ -57,17 +59,19 @@ export enum MetricFieldKeys {
   travelTimeSec = 'travel_time_sec',
   headwayTimeSec = 'headway_time_sec',
   dwellTimeSec = 'dwell_time_sec',
+  speedMph = 'speed_mph',
 }
 export enum BenchmarkFieldKeys {
   benchmarkTravelTimeSec = 'benchmark_travel_time_sec',
   benchmarkHeadwayTimeSec = 'benchmark_headway_time_sec',
+  benchmarkSpeedMph = 'benchmark_speed_mph',
 }
 
 export type PointField = PointFieldKeys;
 export type MetricField = MetricFieldKeys;
 export type BenchmarkField = BenchmarkFieldKeys;
 
-type DataName = 'traveltimes' | 'headways' | 'dwells' | 'traveltimesByHour';
+type DataName = 'traveltimes' | 'headways' | 'dwells' | 'traveltimesByHour' | 'speeds';
 
 export interface LineProps {
   chartId: string;
@@ -90,6 +94,7 @@ export interface AggregateLineProps extends LineProps {
   suggestedYMax?: number;
   byTime?: boolean;
   children?: React.ReactNode;
+  yUnit: string;
 }
 
 export interface SingleDayLineProps extends LineProps {
@@ -97,6 +102,7 @@ export interface SingleDayLineProps extends LineProps {
   metricField: MetricField;
   date: string | undefined;
   benchmarkField?: BenchmarkField;
+  units: 'Minutes' | 'MPH';
 }
 
 export interface HeadwayHistogramProps {
diff --git a/common/types/dataPoints.ts b/common/types/dataPoints.ts
index ced81bc48..410062a6f 100644
--- a/common/types/dataPoints.ts
+++ b/common/types/dataPoints.ts
@@ -43,6 +43,10 @@ export interface DayDelayTotals {
 
 export type Direction = 'northbound' | 'southbound';
 
+export type Distance = {
+  [to_stop_id: string]: number;
+};
+
 export interface SlowZone {
   start: string;
   end: string;
diff --git a/common/utils/stations.ts b/common/utils/stations.ts
index 51a541d32..b19aa54dc 100644
--- a/common/utils/stations.ts
+++ b/common/utils/stations.ts
@@ -1,8 +1,9 @@
 import type { BusRoute, Line, LineShort } from '../types/lines';
 import { isLineMap, type Station } from '../types/stations';
 import type { Location } from '../types/charts';
-import type { Direction } from '../types/dataPoints';
+import type { Direction, Distance } from '../types/dataPoints';
 import { stations, rtStations, busStations } from '../constants/stations';
+import { station_distances } from '../constants/station_distances';
 
 export const optionsForField = (
   type: 'from' | 'to',
@@ -62,8 +63,19 @@ const createParentStationIndex = () => {
   return index;
 };
 
+const createStationDistanceIndex = () => {
+  const index: Record<string, Distance> = {};
+
+  for (const [key, value] of Object.entries(station_distances)) {
+    index[key] = value as Distance;
+  }
+
+  return index;
+};
+
 const stationIndex = createStationIndex();
 const parentStationIndex = createParentStationIndex();
+const stationDistanceIndex = createStationDistanceIndex();
 
 export const getStationById = (stationStopId: string) => {
   return stationIndex[stationStopId];
@@ -73,6 +85,10 @@ export const getParentStationForStopId = (stopId: string) => {
   return parentStationIndex[stopId];
 };
 
+export const getStationDistance = (fromStationId: string, toStationId: string) => {
+  return stationDistanceIndex[fromStationId][toStationId];
+};
+
 export const getStationForInvalidFromSelection = (line: Line, busRoute?: BusRoute): Station => {
   if (line === 'line-green') return getParentStationForStopId('70202'); // Gov. Center
   if (line === 'line-red') return getParentStationForStopId('70076'); // Park St.
diff --git a/common/utils/widgets.ts b/common/utils/widgets.ts
index 2e3e9ddf6..2345784d4 100644
--- a/common/utils/widgets.ts
+++ b/common/utils/widgets.ts
@@ -1,4 +1,4 @@
-import { TimeWidgetValue } from '../types/basicWidgets';
+import { MPHWidgetValue, TimeWidgetValue } from '../types/basicWidgets';
 import type { AggregateDataPoint, SingleDayDataPoint } from '../types/charts';
 
 const getAverage = (data: (number | undefined)[]) => {
@@ -38,23 +38,24 @@ const getAggDataPointsOfInterest = (aggData: AggregateDataPoint[]) => {
   return { average, min, max, median, p10, p90 };
 };
 
-export const getAggDataWidgets = (aggData: AggregateDataPoint[]) => {
+export const getAggDataWidgets = (aggData: AggregateDataPoint[], type: 'times' | 'speeds') => {
   const { average, min, max, median, p10, p90 } = getAggDataPointsOfInterest(aggData);
   return [
-    { text: 'Avg', widgetValue: new TimeWidgetValue(average), type: 'data' },
-    { text: 'Median', widgetValue: new TimeWidgetValue(median), type: 'data' },
-    { text: '10%', widgetValue: new TimeWidgetValue(p10), type: 'data' },
-    { text: '90%', widgetValue: new TimeWidgetValue(p90), type: 'data' },
-    { text: 'Min', widgetValue: new TimeWidgetValue(min), type: 'data' },
-    { text: 'Max', widgetValue: new TimeWidgetValue(max), type: 'data' },
+    { text: 'Avg', widgetValue: getWidget(type, average), type: 'data' },
+    { text: 'Median', widgetValue: getWidget(type, median), type: 'data' },
+    { text: '10%', widgetValue: getWidget(type, p10), type: 'data' },
+    { text: '90%', widgetValue: getWidget(type, p90), type: 'data' },
+    { text: 'Min', widgetValue: getWidget(type, min), type: 'data' },
+    { text: 'Max', widgetValue: getWidget(type, max), type: 'data' },
   ];
 };
 
 const getSingleDayNumberArray = (
   data: SingleDayDataPoint[],
-  type: 'traveltimes' | 'dwells' | 'headways'
+  type: 'traveltimes' | 'dwells' | 'headways' | 'speeds'
 ) => {
   if (type === 'traveltimes') return data.map((data) => data.travel_time_sec);
+  if (type === 'speeds') return data.map((data) => data.speed_mph);
   if (type === 'dwells') return data.map((data) => data.dwell_time_sec);
   if (type === 'headways') return data.map((data) => data.headway_time_sec);
   return [];
@@ -62,7 +63,7 @@ const getSingleDayNumberArray = (
 
 const getSingleDayPointsOfInterest = (
   data: SingleDayDataPoint[],
-  type: 'traveltimes' | 'dwells' | 'headways'
+  type: 'traveltimes' | 'dwells' | 'headways' | 'speeds'
 ) => {
   const _data = getSingleDayNumberArray(data, type);
   const { max, min, median, p10, p90 } = getPeaks(_data);
@@ -70,17 +71,25 @@ const getSingleDayPointsOfInterest = (
   return { max, min, median, average, p10, p90 };
 };
 
+function getWidget(type: string, value: number | undefined) {
+  if (type === 'speeds') {
+    return new MPHWidgetValue(value);
+  } else {
+    return new TimeWidgetValue(value);
+  }
+}
+
 export const getSingleDayWidgets = (
   data: SingleDayDataPoint[],
-  type: 'traveltimes' | 'dwells' | 'headways'
+  type: 'traveltimes' | 'dwells' | 'headways' | 'speeds'
 ) => {
   const { max, min, median, average, p10, p90 } = getSingleDayPointsOfInterest(data, type);
   return [
-    { text: 'Avg', widgetValue: new TimeWidgetValue(average), type: 'data' },
-    { text: 'Median', widgetValue: new TimeWidgetValue(median), type: 'data' },
-    { text: '10%', widgetValue: new TimeWidgetValue(p10), type: 'data' },
-    { text: '90%', widgetValue: new TimeWidgetValue(p90), type: 'data' },
-    { text: 'Min', widgetValue: new TimeWidgetValue(min), type: 'data' },
-    { text: 'Max', widgetValue: new TimeWidgetValue(max), type: 'data' },
+    { text: 'Avg', widgetValue: getWidget(type, average), type: 'data' },
+    { text: 'Median', widgetValue: getWidget(type, median), type: 'data' },
+    { text: '10%', widgetValue: getWidget(type, p10), type: 'data' },
+    { text: '90%', widgetValue: getWidget(type, p90), type: 'data' },
+    { text: 'Min', widgetValue: getWidget(type, min), type: 'data' },
+    { text: 'Max', widgetValue: getWidget(type, max), type: 'data' },
   ];
 };
diff --git a/modules/dwells/DwellsAggregateWrapper.tsx b/modules/dwells/DwellsAggregateWrapper.tsx
index 580d6038e..dd2ad85e6 100644
--- a/modules/dwells/DwellsAggregateWrapper.tsx
+++ b/modules/dwells/DwellsAggregateWrapper.tsx
@@ -24,7 +24,7 @@ export const DwellsAggregateWrapper: React.FC<DwellsAggregateWrapperProps> = ({
   if (!dataReady) return <ChartPlaceHolder query={query} />;
   const dwellsData = query.data.by_date.filter((datapoint) => datapoint.peak === 'all');
   if (dwellsData.length < 1) return <NoDataNotice />;
-  const widgetObjects = getAggDataWidgets(dwellsData);
+  const widgetObjects = getAggDataWidgets(dwellsData, 'times');
   return (
     <CarouselGraphDiv>
       <DwellsAggregateChart dwells={query.data} toStation={toStation} fromStation={fromStation} />
diff --git a/modules/dwells/charts/DwellsAggregateChart.tsx b/modules/dwells/charts/DwellsAggregateChart.tsx
index 7cb58e604..094e4d85c 100644
--- a/modules/dwells/charts/DwellsAggregateChart.tsx
+++ b/modules/dwells/charts/DwellsAggregateChart.tsx
@@ -39,6 +39,7 @@ export const DwellsAggregateChart: React.FC<DwellsAggregateChartProps> = ({
         location={getLocationDetails(fromStation, toStation)}
         bothStops={false}
         fname="dwells"
+        yUnit="Minutes"
       />
     );
   }, [dwells.by_date, startDate, endDate, fromStation, toStation]);
diff --git a/modules/dwells/charts/DwellsSingleChart.tsx b/modules/dwells/charts/DwellsSingleChart.tsx
index 54d647034..ee628ecbc 100644
--- a/modules/dwells/charts/DwellsSingleChart.tsx
+++ b/modules/dwells/charts/DwellsSingleChart.tsx
@@ -32,6 +32,7 @@ export const DwellsSingleChart: React.FC<DwellsSingleChartProps> = ({
         pointField={PointFieldKeys.arrDt}
         location={getLocationDetails(fromStation, toStation)}
         fname={'dwells'}
+        units={'Minutes'}
         showLegend={false}
       />
     );
diff --git a/modules/headways/HeadwaysAggregateWrapper.tsx b/modules/headways/HeadwaysAggregateWrapper.tsx
index bdde6bf07..a92f4b8e4 100644
--- a/modules/headways/HeadwaysAggregateWrapper.tsx
+++ b/modules/headways/HeadwaysAggregateWrapper.tsx
@@ -24,7 +24,7 @@ export const HeadwaysAggregateWrapper: React.FC<HeadwaysAggregateWrapperProps> =
   if (!dataReady) return <ChartPlaceHolder query={query} />;
   const headwaysData = query.data.by_date.filter((datapoint) => datapoint.peak === 'all');
   if (headwaysData.length < 1) return <NoDataNotice />;
-  const widgetObjects = getAggDataWidgets(headwaysData);
+  const widgetObjects = getAggDataWidgets(headwaysData, 'times');
 
   return (
     <CarouselGraphDiv>
diff --git a/modules/headways/charts/HeadwaysAggregateChart.tsx b/modules/headways/charts/HeadwaysAggregateChart.tsx
index 9f41c3046..3faf5312e 100644
--- a/modules/headways/charts/HeadwaysAggregateChart.tsx
+++ b/modules/headways/charts/HeadwaysAggregateChart.tsx
@@ -39,6 +39,7 @@ export const HeadwaysAggregateChart: React.FC<HeadwaysAggregateChartProps> = ({
         location={getLocationDetails(fromStation, toStation)}
         bothStops={false}
         fname="headways"
+        yUnit="Minutes"
       />
     );
   }, [headways.by_date, startDate, endDate, fromStation, toStation]);
diff --git a/modules/headways/charts/HeadwaysSingleChart.tsx b/modules/headways/charts/HeadwaysSingleChart.tsx
index 091a8f4d9..5c4962e7d 100644
--- a/modules/headways/charts/HeadwaysSingleChart.tsx
+++ b/modules/headways/charts/HeadwaysSingleChart.tsx
@@ -31,6 +31,7 @@ export const HeadwaysSingleChart: React.FC<HeadwaysChartProps> = ({
         benchmarkField={BenchmarkFieldKeys.benchmarkHeadwayTimeSec}
         location={getLocationDetails(fromStation, toStation)}
         fname={'headways'}
+        units={'Minutes'}
         showLegend={showLegend && anyHeadwayBenchmarks}
       />
     );
diff --git a/modules/landing/utils.ts b/modules/landing/utils.ts
index 88c49ea81..ee27e9cab 100644
--- a/modules/landing/utils.ts
+++ b/modules/landing/utils.ts
@@ -8,6 +8,8 @@ import {
 import { LINE_COLORS } from '../../common/constants/colors';
 import type { RidershipCount, DeliveredTripMetrics } from '../../common/types/dataPoints';
 import type { Line } from '../../common/types/lines';
+import type { AggregateDataPoint, SingleDayDataPoint } from '../../common/types/charts';
+import { getStationDistance } from '../../common/utils/stations';
 
 const getDatasetOptions = (line: Line): Partial<ChartDataset<'line'>> => {
   return {
@@ -45,6 +47,54 @@ export const convertToSpeedDataset = (data: { [key in Line]?: DeliveredTripMetri
   });
 };
 
+function convertSecondsToMph(travelTimeSec: number | undefined, distanceMiles: number | undefined) {
+  return distanceMiles && travelTimeSec ? (3600 * distanceMiles) / travelTimeSec : undefined;
+}
+
+export const convertToStationSpeedDataset = (
+  fromStationId: string,
+  toStationId: string,
+  data: SingleDayDataPoint[]
+) => {
+  const intervalDistance = getStationDistance(fromStationId, toStationId);
+  const ret =
+    data?.map((datapoint) => {
+      return {
+        ...datapoint,
+        speed_mph: convertSecondsToMph(datapoint.travel_time_sec, intervalDistance),
+        benchmark_speed_mph: convertSecondsToMph(
+          datapoint.benchmark_travel_time_sec,
+          intervalDistance
+        ),
+      };
+    }) ?? [];
+  return ret;
+};
+
+export const convertToAggregateStationSpeedDataset = (
+  fromStationId: string,
+  toStationId: string,
+  data: AggregateDataPoint[]
+) => {
+  const intervalDistance = getStationDistance(fromStationId, toStationId);
+
+  const ret = data.map((datapoint) => {
+    return {
+      ...datapoint,
+      // could be bad to default to zero here
+      '25%': convertSecondsToMph(datapoint['25%'], intervalDistance) ?? 0,
+      '50%': convertSecondsToMph(datapoint['50%'], intervalDistance) ?? 0,
+      '75%': convertSecondsToMph(datapoint['75%'], intervalDistance) ?? 0,
+      mean: convertSecondsToMph(datapoint.mean, intervalDistance) ?? 0,
+      max: convertSecondsToMph(datapoint.max, intervalDistance) ?? 0,
+      min: convertSecondsToMph(datapoint.min, intervalDistance) ?? 0,
+      std: convertSecondsToMph(datapoint.std, intervalDistance) ?? 0,
+    };
+  });
+
+  return ret;
+};
+
 export const convertToServiceDataset = (data: { [key in Line]?: DeliveredTripMetrics[] }) => {
   return Object.keys(data).map((line: Line) => {
     const datasetOptions = getDatasetOptions(line);
diff --git a/modules/speed/SpeedBetweenStationsAggregateWrapper.tsx b/modules/speed/SpeedBetweenStationsAggregateWrapper.tsx
new file mode 100644
index 000000000..43e9108bb
--- /dev/null
+++ b/modules/speed/SpeedBetweenStationsAggregateWrapper.tsx
@@ -0,0 +1,42 @@
+import React from 'react';
+import type { UseQueryResult } from '@tanstack/react-query';
+import type { AggregateDataResponse } from '../../common/types/charts';
+import type { Station } from '../../common/types/stations';
+import { ChartPlaceHolder } from '../../common/components/graphics/ChartPlaceHolder';
+import { CarouselGraphDiv } from '../../common/components/charts/CarouselGraphDiv';
+import { NoDataNotice } from '../../common/components/notices/NoDataNotice';
+import { MiniWidgetCreator } from '../../common/components/widgets/MiniWidgetCreator';
+import { getAggDataWidgets } from '../../common/utils/widgets';
+import { convertToAggregateStationSpeedDataset } from '../landing/utils';
+import { SpeedBetweenStationsAggregateChart } from './charts/SpeedBetweenStationsAggregateChart';
+
+interface SpeedBetweenStationsAggregateWrapperProps {
+  query: UseQueryResult<AggregateDataResponse>;
+  toStation: Station;
+  fromStation: Station;
+}
+
+export const SpeedBetweenStationsAggregateWrapper: React.FC<
+  SpeedBetweenStationsAggregateWrapperProps
+> = ({ query, toStation, fromStation }) => {
+  const dataReady = !query.isError && query.data && toStation && fromStation && query.data;
+  if (!dataReady) return <ChartPlaceHolder query={query} />;
+  const traveltimesData = convertToAggregateStationSpeedDataset(
+    fromStation.station,
+    toStation.station,
+    query.data.by_date.filter((datapoint) => datapoint.peak === 'all')
+  );
+  if (traveltimesData.length < 1) return <NoDataNotice />;
+  const widgetObjects = getAggDataWidgets(traveltimesData, 'speeds');
+  return (
+    <CarouselGraphDiv>
+      <SpeedBetweenStationsAggregateChart
+        traveltimes={query.data}
+        toStation={toStation}
+        fromStation={fromStation}
+        timeUnit={'by_date'}
+      />
+      <MiniWidgetCreator widgetObjects={widgetObjects} />
+    </CarouselGraphDiv>
+  );
+};
diff --git a/modules/speed/SpeedBetweenStationsGraphWrapper.tsx b/modules/speed/SpeedBetweenStationsGraphWrapper.tsx
new file mode 100644
index 000000000..98991e210
--- /dev/null
+++ b/modules/speed/SpeedBetweenStationsGraphWrapper.tsx
@@ -0,0 +1,43 @@
+import React from 'react';
+import type { UseQueryResult } from '@tanstack/react-query';
+import type { Station } from '../../common/types/stations';
+import { ChartPlaceHolder } from '../../common/components/graphics/ChartPlaceHolder';
+import { CarouselGraphDiv } from '../../common/components/charts/CarouselGraphDiv';
+import type { SingleDayDataPoint } from '../../common/types/charts';
+import { NoDataNotice } from '../../common/components/notices/NoDataNotice';
+import { MiniWidgetCreator } from '../../common/components/widgets/MiniWidgetCreator';
+import { getSingleDayWidgets } from '../../common/utils/widgets';
+import { convertToStationSpeedDataset } from '../landing/utils';
+import { SpeedBetweenStationsSingleChart } from './charts/SpeedBetweenStationsSingleChart';
+
+interface SpeedBetweenStationsSingleWrapperProps {
+  query: UseQueryResult<SingleDayDataPoint[]>;
+  toStation: Station;
+  fromStation: Station;
+}
+
+export const SpeedBetweenStationsSingleWrapper: React.FC<
+  SpeedBetweenStationsSingleWrapperProps
+> = ({ query, toStation, fromStation }) => {
+  const dataReady = !query.isError && query.data && toStation && fromStation;
+  if (!dataReady) return <ChartPlaceHolder query={query} />;
+  if (query.data.length < 1) return <NoDataNotice />;
+
+  const convertedData = convertToStationSpeedDataset(
+    fromStation.station,
+    toStation.station,
+    query.data
+  );
+
+  const widgetObjects = getSingleDayWidgets(convertedData, 'speeds');
+  return (
+    <CarouselGraphDiv>
+      <SpeedBetweenStationsSingleChart
+        traveltimes={convertedData}
+        toStation={toStation}
+        fromStation={fromStation}
+      />
+      <MiniWidgetCreator widgetObjects={widgetObjects} />
+    </CarouselGraphDiv>
+  );
+};
diff --git a/modules/speed/SpeedGraphWrapper.tsx b/modules/speed/SpeedGraphWrapper.tsx
index ca0f5787b..8a83b97ac 100644
--- a/modules/speed/SpeedGraphWrapper.tsx
+++ b/modules/speed/SpeedGraphWrapper.tsx
@@ -5,7 +5,7 @@ import { WidgetForCarousel } from '../../common/components/widgets/internal/Widg
 import { MPHWidgetValue } from '../../common/types/basicWidgets';
 import type { DeliveredTripMetrics } from '../../common/types/dataPoints';
 import { NoDataNotice } from '../../common/components/notices/NoDataNotice';
-import { SpeedGraph } from './SpeedGraph';
+import { SpeedGraph } from './charts/SpeedGraph';
 import { getDetailsSpeedWidgetValues } from './utils/utils';
 import type { ParamsType } from './constants/speeds';
 
diff --git a/modules/speed/charts/SpeedBetweenStationsAggregateChart.tsx b/modules/speed/charts/SpeedBetweenStationsAggregateChart.tsx
new file mode 100644
index 000000000..bb3265d54
--- /dev/null
+++ b/modules/speed/charts/SpeedBetweenStationsAggregateChart.tsx
@@ -0,0 +1,59 @@
+import React, { useMemo } from 'react';
+import { AggregateLineChart } from '../../../common/components/charts/AggregateLineChart';
+import { CHART_COLORS } from '../../../common/constants/colors';
+import type { AggregateDataResponse, TravelTimesUnit } from '../../../common/types/charts';
+import { PointFieldKeys } from '../../../common/types/charts';
+import type { Station } from '../../../common/types/stations';
+import { useDelimitatedRoute } from '../../../common/utils/router';
+import { getLocationDetails } from '../../../common/utils/stations';
+import { convertToAggregateStationSpeedDataset } from '../../landing/utils';
+
+interface SpeedBetweenStationsAggregateChartProps {
+  traveltimes: AggregateDataResponse;
+  toStation: Station;
+  fromStation: Station;
+  timeUnit?: TravelTimesUnit;
+  peakTime?: boolean;
+}
+
+export const SpeedBetweenStationsAggregateChart: React.FC<
+  SpeedBetweenStationsAggregateChartProps
+> = ({ traveltimes, toStation, fromStation, timeUnit, peakTime = true }) => {
+  const {
+    query: { startDate, endDate },
+  } = useDelimitatedRoute();
+
+  const chart = useMemo(() => {
+    const timeUnitByDate = timeUnit === 'by_date';
+
+    const traveltimesData = timeUnitByDate
+      ? traveltimes.by_date.filter((datapoint) => datapoint.peak === 'all')
+      : traveltimes.by_time.filter((datapoint) => datapoint.is_peak_day === peakTime);
+
+    return (
+      <AggregateLineChart
+        chartId={`speed_between_stations_agg_${timeUnitByDate ? 'by_date' : 'by_time'}`}
+        data={convertToAggregateStationSpeedDataset(
+          fromStation.station,
+          toStation.station,
+          traveltimesData
+        )}
+        // This is service date when agg by date. dep_time_from_epoch when agg by hour
+        pointField={timeUnitByDate ? PointFieldKeys.serviceDate : PointFieldKeys.depTimeFromEpoch}
+        timeUnit={timeUnitByDate ? 'day' : 'hour'}
+        byTime={!timeUnitByDate}
+        timeFormat={timeUnitByDate ? 'MMM d yyyy' : 'H:mm aaaa'}
+        seriesName={'Median Speed'}
+        startDate={startDate}
+        endDate={endDate}
+        fillColor={timeUnitByDate ? CHART_COLORS.FILL : CHART_COLORS.FILL_HOURLY}
+        location={getLocationDetails(fromStation, toStation)}
+        bothStops={true}
+        fname="speeds"
+        yUnit="MPH"
+      />
+    );
+  }, [timeUnit, traveltimes, startDate, endDate, fromStation, toStation, peakTime]);
+
+  return chart;
+};
diff --git a/modules/speed/charts/SpeedBetweenStationsSingleChart.tsx b/modules/speed/charts/SpeedBetweenStationsSingleChart.tsx
new file mode 100644
index 000000000..ad159be12
--- /dev/null
+++ b/modules/speed/charts/SpeedBetweenStationsSingleChart.tsx
@@ -0,0 +1,47 @@
+import { useMemo } from 'react';
+import type { SingleDayDataPoint } from '../../../common/types/charts';
+import { MetricFieldKeys, PointFieldKeys } from '../../../common/types/charts';
+import type { Station } from '../../../common/types/stations';
+import { useDelimitatedRoute } from '../../../common/utils/router';
+import { SingleDayLineChart } from '../../../common/components/charts/SingleDayLineChart';
+import { getLocationDetails } from '../../../common/utils/stations';
+
+interface SpeedBetweenStationsSingleChartProps {
+  traveltimes: SingleDayDataPoint[];
+  toStation: Station;
+  fromStation: Station;
+  showLegend?: boolean;
+}
+
+export const SpeedBetweenStationsSingleChart: React.FC<SpeedBetweenStationsSingleChartProps> = ({
+  traveltimes,
+  toStation,
+  fromStation,
+  showLegend = true,
+}) => {
+  const {
+    linePath,
+    query: { date },
+  } = useDelimitatedRoute();
+
+  const location = getLocationDetails(fromStation, toStation);
+
+  const chart = useMemo(() => {
+    return (
+      <SingleDayLineChart
+        chartId={`speed-between-stations-chart-${linePath}`}
+        data={traveltimes}
+        date={date}
+        metricField={MetricFieldKeys.speedMph}
+        pointField={PointFieldKeys.depDt}
+        bothStops={true}
+        location={location}
+        units={'MPH'}
+        fname={'speeds'}
+        showLegend={true}
+      />
+    );
+  }, [linePath, traveltimes, date, fromStation, toStation, showLegend]);
+
+  return chart;
+};
diff --git a/modules/speed/SpeedGraph.tsx b/modules/speed/charts/SpeedGraph.tsx
similarity index 87%
rename from modules/speed/SpeedGraph.tsx
rename to modules/speed/charts/SpeedGraph.tsx
index a7d02d84e..2c6212caf 100644
--- a/modules/speed/SpeedGraph.tsx
+++ b/modules/speed/charts/SpeedGraph.tsx
@@ -5,17 +5,17 @@ import 'chartjs-adapter-date-fns';
 import { enUS } from 'date-fns/locale';
 
 import ChartjsPluginWatermark from 'chartjs-plugin-watermark';
-import { useDelimitatedRoute } from '../../common/utils/router';
-import { CHART_COLORS, COLORS, LINE_COLORS } from '../../common/constants/colors';
-import type { DeliveredTripMetrics } from '../../common/types/dataPoints';
-import { drawSimpleTitle } from '../../common/components/charts/Title';
-import { useBreakpoint } from '../../common/hooks/useBreakpoint';
-import { watermarkLayout } from '../../common/constants/charts';
-import { ChartBorder } from '../../common/components/charts/ChartBorder';
-import { ChartDiv } from '../../common/components/charts/ChartDiv';
-import { PEAK_SPEED } from '../../common/constants/baselines';
-import { getShuttlingBlockAnnotations } from '../service/utils/graphUtils';
-import type { ParamsType } from './constants/speeds';
+import { useDelimitatedRoute } from '../../../common/utils/router';
+import { CHART_COLORS, COLORS, LINE_COLORS } from '../../../common/constants/colors';
+import type { DeliveredTripMetrics } from '../../../common/types/dataPoints';
+import { drawSimpleTitle } from '../../../common/components/charts/Title';
+import { useBreakpoint } from '../../../common/hooks/useBreakpoint';
+import { watermarkLayout } from '../../../common/constants/charts';
+import { ChartBorder } from '../../../common/components/charts/ChartBorder';
+import { ChartDiv } from '../../../common/components/charts/ChartDiv';
+import { PEAK_SPEED } from '../../../common/constants/baselines';
+import { getShuttlingBlockAnnotations } from '../../service/utils/graphUtils';
+import type { ParamsType } from '../constants/speeds';
 
 interface SpeedGraphProps {
   data: DeliveredTripMetrics[];
diff --git a/modules/traveltimes/TravelTimesAggregateWrapper.tsx b/modules/traveltimes/TravelTimesAggregateWrapper.tsx
index 7e03329f9..fed4232ec 100644
--- a/modules/traveltimes/TravelTimesAggregateWrapper.tsx
+++ b/modules/traveltimes/TravelTimesAggregateWrapper.tsx
@@ -24,7 +24,7 @@ export const TravelTimesAggregateWrapper: React.FC<TravelTimesAggregateWrapperPr
   if (!dataReady) return <ChartPlaceHolder query={query} />;
   const traveltimesData = query.data.by_date.filter((datapoint) => datapoint.peak === 'all');
   if (traveltimesData.length < 1) return <NoDataNotice />;
-  const widgetObjects = getAggDataWidgets(traveltimesData);
+  const widgetObjects = getAggDataWidgets(traveltimesData, 'times');
   return (
     <CarouselGraphDiv>
       <TravelTimesAggregateChart
diff --git a/modules/traveltimes/charts/TravelTimesAggregateChart.tsx b/modules/traveltimes/charts/TravelTimesAggregateChart.tsx
index 1b953406d..bcf3bd8b6 100644
--- a/modules/traveltimes/charts/TravelTimesAggregateChart.tsx
+++ b/modules/traveltimes/charts/TravelTimesAggregateChart.tsx
@@ -48,6 +48,7 @@ export const TravelTimesAggregateChart: React.FC<TravelTimesAggregateChartProps>
         location={getLocationDetails(fromStation, toStation)}
         bothStops={true}
         fname="traveltimes"
+        yUnit="Minutes"
       />
     );
   }, [timeUnit, traveltimes, startDate, endDate, fromStation, toStation, peakTime]);
diff --git a/modules/traveltimes/charts/TravelTimesSingleChart.tsx b/modules/traveltimes/charts/TravelTimesSingleChart.tsx
index 3b182fe64..4a768d14d 100644
--- a/modules/traveltimes/charts/TravelTimesSingleChart.tsx
+++ b/modules/traveltimes/charts/TravelTimesSingleChart.tsx
@@ -38,6 +38,7 @@ export const TravelTimesSingleChart: React.FC<TravelTimesSingleChartProps> = ({
         pointField={PointFieldKeys.depDt}
         benchmarkField={BenchmarkFieldKeys.benchmarkTravelTimeSec}
         bothStops={true}
+        units="Minutes"
         location={getLocationDetails(fromStation, toStation)}
         fname={'traveltimes'}
         showLegend={showLegend && anyTravelBenchmarks}
diff --git a/modules/tripexplorer/SubwayTripGraphs.tsx b/modules/tripexplorer/SubwayTripGraphs.tsx
index a272a273d..1f8ae60f6 100644
--- a/modules/tripexplorer/SubwayTripGraphs.tsx
+++ b/modules/tripexplorer/SubwayTripGraphs.tsx
@@ -11,10 +11,12 @@ import type { Line } from '../../common/types/lines';
 import { TravelTimesAggregateWrapper } from '../traveltimes/TravelTimesAggregateWrapper';
 import { HeadwaysAggregateWrapper } from '../headways/HeadwaysAggregateWrapper';
 import { DwellsAggregateWrapper } from '../dwells/DwellsAggregateWrapper';
-import { TravelTimesSingleWrapper } from '../traveltimes/TravelTimesSingleWrapper';
 import { HeadwaysSingleWrapper } from '../headways/HeadwaysSingleWrapper';
 import { DwellsSingleWrapper } from '../dwells/DwellsSingleWrapper';
 import { HeadwaysHistogramWrapper } from '../headways/charts/HeadwaysHistogramWrapper';
+import { SpeedBetweenStationsSingleWrapper } from '../speed/SpeedBetweenStationsGraphWrapper';
+import { SpeedBetweenStationsAggregateWrapper } from '../speed/SpeedBetweenStationsAggregateWrapper';
+import { TravelTimesSingleWrapper } from '../traveltimes/TravelTimesSingleWrapper';
 
 interface SubwayTripGraphsProps {
   fromStation: Station;
@@ -34,6 +36,9 @@ export const SubwayTripGraphs: React.FC<SubwayTripGraphsProps> = ({
   line,
 }) => {
   const [peakTime, setPeakTime] = React.useState<'weekday' | 'weekend'>('weekday');
+  const [travelTimeDisplay, setTravelTimeDisplay] = React.useState<'speeds' | 'traveltimes'>(
+    'traveltimes'
+  );
 
   const { traveltimes, headways, dwells } = useTripExplorerQueries(
     'subway',
@@ -49,18 +54,49 @@ export const SubwayTripGraphs: React.FC<SubwayTripGraphsProps> = ({
       {aggregate ? (
         <>
           <WidgetDiv>
-            <WidgetTitle
-              title="Travel times"
-              subtitle="Time between stops"
-              location={location}
-              line={line}
-              both
-            />
-            <TravelTimesAggregateWrapper
-              query={traveltimes}
-              fromStation={fromStation}
-              toStation={toStation}
-            />
+            {travelTimeDisplay === 'speeds' ? (
+              <>
+                <WidgetTitle
+                  title="Speeds"
+                  subtitle="Average speed between stops"
+                  location={location}
+                  line={line}
+                  both
+                />
+                <SpeedBetweenStationsAggregateWrapper
+                  query={traveltimes}
+                  fromStation={fromStation}
+                  toStation={toStation}
+                />
+              </>
+            ) : (
+              <>
+                <WidgetTitle
+                  title="Travel times"
+                  subtitle="Time between stops"
+                  location={location}
+                  line={line}
+                  both
+                />
+                <TravelTimesAggregateWrapper
+                  query={traveltimes}
+                  fromStation={fromStation}
+                  toStation={toStation}
+                />
+              </>
+            )}
+            <div className={'flex w-full justify-center pt-2'}>
+              <ButtonGroup
+                line={line}
+                pressFunction={setTravelTimeDisplay}
+                options={[
+                  ['traveltimes', 'Travel times'],
+                  ['speeds', 'Speeds'],
+                ]}
+                additionalDivClass="md:w-auto"
+                additionalButtonClass="md:w-fit"
+              />
+            </div>
           </WidgetDiv>
           <WidgetDiv>
             <WidgetTitle
@@ -116,18 +152,49 @@ export const SubwayTripGraphs: React.FC<SubwayTripGraphsProps> = ({
       ) : (
         <>
           <WidgetDiv>
-            <WidgetTitle
-              title="Travel times"
-              subtitle="Time between stops"
-              location={location}
-              line={line}
-              both
-            />
-            <TravelTimesSingleWrapper
-              query={traveltimes}
-              toStation={toStation}
-              fromStation={fromStation}
-            />
+            {travelTimeDisplay === 'speeds' ? (
+              <>
+                <WidgetTitle
+                  title="Speeds"
+                  subtitle="Average speed between stops"
+                  location={location}
+                  line={line}
+                  both
+                />
+                <SpeedBetweenStationsSingleWrapper
+                  query={traveltimes}
+                  fromStation={fromStation}
+                  toStation={toStation}
+                />
+              </>
+            ) : (
+              <>
+                <WidgetTitle
+                  title="Travel times"
+                  subtitle="Time between stops"
+                  location={location}
+                  line={line}
+                  both
+                />
+                <TravelTimesSingleWrapper
+                  query={traveltimes}
+                  fromStation={fromStation}
+                  toStation={toStation}
+                />
+              </>
+            )}
+            <div className={'flex w-full justify-center pt-2'}>
+              <ButtonGroup
+                line={line}
+                pressFunction={setTravelTimeDisplay}
+                options={[
+                  ['traveltimes', 'Travel times'],
+                  ['speeds', 'Speeds'],
+                ]}
+                additionalDivClass="md:w-auto"
+                additionalButtonClass="md:w-fit"
+              />
+            </div>
           </WidgetDiv>
 
           <WidgetDiv>
diff --git a/server/pyproject.toml b/server/pyproject.toml
index b06e3c755..a3488fa19 100644
--- a/server/pyproject.toml
+++ b/server/pyproject.toml
@@ -32,3 +32,10 @@ target-version = ['py311']
 [build-system]
 requires = ["poetry-core>=1.6.0"]
 build-backend = "poetry.core.masonry.api"
+
+[tool.pyright]
+reportMissingImports = true
+reportMissingTypeStubs = false
+useLibraryCodeForTypes = false
+
+
diff --git a/server/scripts/update_station_distances.py b/server/scripts/update_station_distances.py
new file mode 100644
index 000000000..2836e5016
--- /dev/null
+++ b/server/scripts/update_station_distances.py
@@ -0,0 +1,200 @@
+from typing import Dict, Set, TypeAlias
+import json
+import requests
+
+"""
+{
+  "type": "FeatureCollection",
+  "features": [
+    {
+      "type": "Feature",
+      "id": 1,
+      "geometry": null,
+      "properties": {
+        "route_id": "Blue",
+        "direction_id": 0,
+        "route_pattern_name": "Wonderland - Bowdoin",
+        "from_stop_id": "70059",
+        "from_station_id": "place-wondl",
+        "from_stop_name": "Wonderland",
+        "to_stop_id": "70057",
+        "to_station_id": "place-rbmnl",
+        "to_stop_name": "Revere Beach",
+        "from_to_meters": 648.07954,
+        "cumulative_meters": 648.07954,
+        "from_to_miles": 0.402697956434423,
+        "cumulative_miles": 0.402697956434423,
+        "ObjectId": 1
+      }
+    },
+    ...
+}
+"""
+
+WeightedGraph: TypeAlias = Dict[str, Dict[str, float]]
+
+
+# for the purpose of this, we need all the green to be one line
+def transform_to_line(route_from_api: str):
+    if not route_from_api.startswith("Green"):
+        return route_from_api
+    else:
+        return "Green"
+
+
+def initialize_interstop_data():
+    # stop id => distance to other reachable stops on the same route
+    stop_distances: WeightedGraph = {}
+
+    # station id => set containing all lines the station is on
+    station_lines: Dict[str, Set[str]] = {}
+
+    # stop id => route of stop
+    stop_routes: WeightedGraph = {}
+
+    # stop id => direction of stop
+    stop_directions: Dict[str, int] = {}
+
+    # stop id => station that the stop is on
+    stop_stations: Dict[str, str] = {}
+
+    stop_distance_response = requests.get(
+        "https://services1.arcgis.com/ceiitspzDAHrdGO1/arcgis/rest/services/MBTA_Rapid_Transit_Stop_Distances/FeatureServer/0/query?outFields=*&where=1%3D1&f=geojson"
+    )
+
+    stop_response_json = stop_distance_response.json()
+    for feature in stop_response_json["features"]:
+        distance_details = feature["properties"]
+
+        from_stop_id = distance_details["from_stop_id"]
+        to_stop_id = distance_details["to_stop_id"]
+
+        from_station_id = distance_details["from_station_id"]
+        to_station_id = distance_details["to_station_id"]
+
+        # ignore stations we don't have data for in stations.json
+        # if distance_details["from_station_id"] not in stations_by_id:
+        #     continue
+
+        from_stop_distances = stop_distances.get(from_stop_id, {})
+        from_stop_distances[to_stop_id] = distance_details["from_to_miles"]
+
+        stop_distances[from_stop_id] = from_stop_distances
+        # route pattern name is more detaield than id - e.g. route_id is always Red for all routes
+        stop_routes[from_stop_id] = distance_details["route_pattern_name"]
+        stop_stations[from_stop_id] = distance_details["from_station_id"]
+
+        # set this just in case the to station is a terminus
+        stop_routes[to_stop_id] = distance_details["route_pattern_name"]
+        stop_stations[to_stop_id] = distance_details["to_station_id"]
+
+        stop_directions[to_stop_id] = distance_details["direction_id"]
+        stop_directions[from_stop_id] = distance_details["direction_id"]
+
+        from_station_lines = station_lines.get(from_station_id, set())
+        to_station_lines = station_lines.get(to_station_id, set())
+        transformed_line = transform_to_line(distance_details["route_id"])
+        from_station_lines.add(transformed_line)
+        to_station_lines.add(transformed_line)
+
+        station_lines[from_station_id] = from_station_lines
+        station_lines[to_station_id] = to_station_lines
+
+    return stop_distances, station_lines, stop_routes, stop_directions, stop_stations
+
+
+# there is probably still a more efficient way to do this.
+def enrich_distances(target_stop_id, stop_distances, station_distances, stop_stations, stop_directions, stop_routes):
+    stop_stack = []
+
+    # assume each stop starts with one destination
+    first_dest, first_dist = next(iter(stop_distances[target_stop_id].items()))
+    stop_stack.append((first_dest, first_dist))
+
+    current_stop_distances = {}
+
+    target_station = stop_stations[target_stop_id]
+    target_station_distances = station_distances.get(target_station, dict())
+
+    while len(stop_stack) > 0:
+        dest, dist = stop_stack.pop()
+        destination_station = stop_stations[dest]
+
+        current_stop_distances[dest] = dist
+        target_station_distances[destination_station] = dist
+
+        # distance is a symmetric relationship, so set the distance here for those routes that have a direction id change
+        destination_station_distances = station_distances.get(destination_station, dict())
+        destination_station_distances[target_station] = dist
+
+        # This should be a terminus
+        if dest not in stop_distances or stop_distances[dest] is None or len(stop_distances[dest]) == 0:
+            break
+
+        for child, child_distance in stop_distances[dest].items():
+            # if the stops or in the same direction OR on the same route, keep traversing
+            if stop_directions[child] == stop_directions[dest] or stop_routes[child] == stop_routes[dest]:
+                stop_stack.append((child, dist + child_distance))
+
+    station_distances[target_station] = target_station_distances
+
+    return current_stop_distances, station_distances
+
+
+# perform a dfs of the station graph starting from station_id filtered by line
+# this will fully connect station_id to all stations on lines
+# shared with station id
+def connect_stations_graph(station_id, station_distances, station_lines):
+    stk = []
+    seen_stations = set()
+    seen_stations.add(station_id)
+
+    for dest, dist in station_distances[station_id].items():
+        stk.append((dest, dist))
+
+    while len(stk) > 0:
+        dest, dist = stk.pop()
+
+        print(f"Traversing from {station_id} to {dest}. Distance: {dist}")
+
+        seen_stations.add(dest)
+
+        station_distances[station_id][dest] = dist
+
+        if dest not in station_distances:
+            continue
+
+        for second_dest, second_dist in station_distances[dest].items():
+            # the station we're going to is unseen and is on one of the lines we started on
+            # this should help to avoid inter-line cycles
+            common_lines = station_lines[second_dest].intersection(station_lines[station_id])
+            if (
+                second_dest not in seen_stations
+                and len(common_lines) > 0
+                and second_dest not in station_distances[station_id]
+            ):
+                stk.append((second_dest, second_dist + dist))
+
+
+def ingest_station_distances():
+    # station id => distance to other reachable stations on all routes
+    stop_distances, station_lines, stop_routes, stop_directions, stop_stations = initialize_interstop_data()
+
+    station_distances: WeightedGraph = {}
+    # first pass on stops, just to initialliy the stations graph
+    for stop_id in stop_distances:
+        stop_distances[stop_id], station_distances = enrich_distances(
+            stop_id, stop_distances, station_distances, stop_stations, stop_directions, stop_routes
+        )
+
+    # second pass to fully connect the stations graph
+    for station_id in station_distances:
+        connect_stations_graph(station_id, station_distances, station_lines)
+
+    return station_distances
+
+
+if __name__ == "__main__":
+    station_distances = ingest_station_distances()
+    with open("common/constants/station_distances.json", "w") as f:
+        json.dump(station_distances, f, indent=2)
diff --git a/server/scripts/update_stations.py b/server/scripts/update_stations.py
index cfc280873..91dde2003 100644
--- a/server/scripts/update_stations.py
+++ b/server/scripts/update_stations.py
@@ -1,5 +1,4 @@
 import json
-
 import requests
 
 with open("common/constants/stations.json", "r") as f:

From 43f3de4352b6cdc6742e3ecf724124f4fa87dbab Mon Sep 17 00:00:00 2001
From: JD <46619169+rudiejd@users.noreply.github.com>
Date: Mon, 15 Jan 2024 04:57:08 -0500
Subject: [PATCH 2/4] fix(trip-explorer): disable speed between stations for
 green line (#939)

---
 modules/tripexplorer/SubwayTripGraphs.tsx | 56 +++++++++++++----------
 1 file changed, 32 insertions(+), 24 deletions(-)

diff --git a/modules/tripexplorer/SubwayTripGraphs.tsx b/modules/tripexplorer/SubwayTripGraphs.tsx
index 1f8ae60f6..21e82f0a1 100644
--- a/modules/tripexplorer/SubwayTripGraphs.tsx
+++ b/modules/tripexplorer/SubwayTripGraphs.tsx
@@ -85,18 +85,22 @@ export const SubwayTripGraphs: React.FC<SubwayTripGraphsProps> = ({
                 />
               </>
             )}
-            <div className={'flex w-full justify-center pt-2'}>
-              <ButtonGroup
-                line={line}
-                pressFunction={setTravelTimeDisplay}
-                options={[
-                  ['traveltimes', 'Travel times'],
-                  ['speeds', 'Speeds'],
-                ]}
-                additionalDivClass="md:w-auto"
-                additionalButtonClass="md:w-fit"
-              />
-            </div>
+            {line !== 'line-green' ? (
+              <div className={'flex w-full justify-center pt-2'}>
+                <ButtonGroup
+                  line={line}
+                  pressFunction={setTravelTimeDisplay}
+                  options={[
+                    ['traveltimes', 'Travel times'],
+                    ['speeds', 'Speeds'],
+                  ]}
+                  additionalDivClass="md:w-auto"
+                  additionalButtonClass="md:w-fit"
+                />
+              </div>
+            ) : (
+              <React.Fragment />
+            )}
           </WidgetDiv>
           <WidgetDiv>
             <WidgetTitle
@@ -183,18 +187,22 @@ export const SubwayTripGraphs: React.FC<SubwayTripGraphsProps> = ({
                 />
               </>
             )}
-            <div className={'flex w-full justify-center pt-2'}>
-              <ButtonGroup
-                line={line}
-                pressFunction={setTravelTimeDisplay}
-                options={[
-                  ['traveltimes', 'Travel times'],
-                  ['speeds', 'Speeds'],
-                ]}
-                additionalDivClass="md:w-auto"
-                additionalButtonClass="md:w-fit"
-              />
-            </div>
+            {line !== 'line-green' ? (
+              <div className={'flex w-full justify-center pt-2'}>
+                <ButtonGroup
+                  line={line}
+                  pressFunction={setTravelTimeDisplay}
+                  options={[
+                    ['traveltimes', 'Travel times'],
+                    ['speeds', 'Speeds'],
+                  ]}
+                  additionalDivClass="md:w-auto"
+                  additionalButtonClass="md:w-fit"
+                />
+              </div>
+            ) : (
+              <React.Fragment />
+            )}
           </WidgetDiv>
 
           <WidgetDiv>

From 0f0631d08454c99018146dfc8f7b8256f9127ff7 Mon Sep 17 00:00:00 2001
From: Casey Whittaker <47030097+cdwhitt@users.noreply.github.com>
Date: Mon, 15 Jan 2024 16:33:46 -0500
Subject: [PATCH 3/4] add csv download link to speed, prediction accuracy,
 service, ridership (#935)

* add csv download link to speed, prediction accuracy, service, ridership

* make DownloadButton data type agnostic

* create strict typing for csv util

* lint fixes

* remove unknown typing for data prop

* remove unused data types

---------

Co-authored-by: Casey Whittaker <caseywhittaker@caseys-mbp.mynetworksettings.com>
---
 common/components/buttons/DownloadButton.tsx  | 56 +++++------------
 .../components/charts/AggregateLineChart.tsx  |  4 +-
 .../components/charts/SingleDayLineChart.tsx  |  4 +-
 .../TimeSeriesChart/TimeSeriesChart.tsx       |  7 +--
 common/types/charts.ts                        |  4 +-
 common/types/dataPoints.ts                    |  2 +
 common/utils/csv.ts                           | 61 +++++++++++++++++++
 .../dwells/charts/DwellsAggregateChart.tsx    |  2 +-
 .../charts/HeadwaysAggregateChart.tsx         |  2 +-
 .../predictions/charts/PredictionsGraph.tsx   | 15 +++++
 modules/ridership/RidershipGraph.tsx          | 12 ++++
 modules/service/ServiceGraph.tsx              | 38 ++++++++----
 modules/service/ServiceHoursGraph.tsx         | 19 +++---
 .../SpeedBetweenStationsAggregateChart.tsx    |  2 +-
 .../SpeedBetweenStationsSingleChart.tsx       |  2 +-
 modules/speed/charts/SpeedGraph.tsx           | 14 +++++
 .../charts/TravelTimesAggregateChart.tsx      |  2 +-
 .../charts/TravelTimesSingleChart.tsx         |  2 +-
 18 files changed, 170 insertions(+), 78 deletions(-)
 create mode 100644 common/utils/csv.ts

diff --git a/common/components/buttons/DownloadButton.tsx b/common/components/buttons/DownloadButton.tsx
index 5ff7abb80..0639da715 100644
--- a/common/components/buttons/DownloadButton.tsx
+++ b/common/components/buttons/DownloadButton.tsx
@@ -3,59 +3,26 @@ import React from 'react';
 import { FontAwesomeIcon } from '@fortawesome/react-fontawesome';
 import { faFileArrowDown } from '@fortawesome/free-solid-svg-icons';
 import classNames from 'classnames';
-import type { DataPoint } from '../../types/dataPoints';
-import type { AggregateDataPoint, Location } from '../../types/charts';
+import type { Location } from '../../types/charts';
 import { lineColorTextHover } from '../../styles/general';
 import { useDelimitatedRoute } from '../../utils/router';
-
-const directionAbbrs = {
-  northbound: 'NB',
-  southbound: 'SB',
-  eastbound: 'EB',
-  westbound: 'WB',
-  inbound: 'IB',
-  outbound: 'OB',
-};
-
-function filename(
-  datasetName: string,
-  location: Location,
-  bothStops: boolean,
-  startDate: string,
-  endDate?: string
-) {
-  // CharlesMGH-SB_dwells_20210315.csv
-  // CentralSquareCambridge-MelneaCassWashington_traveltimesByHour-weekday_20200101-20201231.csv
-  // BostonUniversityWest-EB_headways_20161226-20170328.csv
-  const fromStop = location.from.replace(/[^A-z]/g, '');
-  const toStop = location.to.replace(/[^A-z]/g, '');
-  const dir = directionAbbrs[location.direction];
-  const where = `${fromStop}-${bothStops ? toStop : dir}`;
-
-  const what = datasetName;
-
-  const date1 = startDate.replaceAll('-', '');
-  const date2 = endDate ? `-${endDate.replaceAll('-', '')}` : '';
-  const when = `${date1}${date2}`;
-
-  return `${where}_${what}_${when}.csv`;
-}
+import { getCsvFilename } from '../../utils/csv';
 
 interface DownloadButtonProps {
   datasetName: string;
-  data: (DataPoint | AggregateDataPoint)[];
-  location: Location;
-  bothStops: boolean;
+  data: Record<string, any>[];
   startDate: string;
+  includeBothStopsForLocation?: boolean;
+  location?: Location;
   endDate?: string;
 }
 
 export const DownloadButton: React.FC<DownloadButtonProps> = ({
   datasetName,
   data,
-  location,
-  bothStops,
+  includeBothStopsForLocation,
   startDate,
+  location,
   endDate,
 }) => {
   const { line } = useDelimitatedRoute();
@@ -65,7 +32,14 @@ export const DownloadButton: React.FC<DownloadButtonProps> = ({
         className={'csv-link'}
         data={data}
         title={'Download data as CSV'}
-        filename={filename(datasetName, location, bothStops, startDate, endDate)}
+        filename={getCsvFilename({
+          datasetName,
+          includeBothStopsForLocation,
+          startDate,
+          line,
+          location,
+          endDate,
+        })}
       >
         <FontAwesomeIcon
           icon={faFileArrowDown}
diff --git a/common/components/charts/AggregateLineChart.tsx b/common/components/charts/AggregateLineChart.tsx
index b1fc21220..8a8e15951 100644
--- a/common/components/charts/AggregateLineChart.tsx
+++ b/common/components/charts/AggregateLineChart.tsx
@@ -32,7 +32,7 @@ export const AggregateLineChart: React.FC<AggregateLineProps> = ({
   data,
   location,
   pointField,
-  bothStops = false,
+  includeBothStopsForLocation = false,
   fname,
   timeUnit,
   timeFormat,
@@ -179,7 +179,7 @@ export const AggregateLineChart: React.FC<AggregateLineProps> = ({
             data={data}
             datasetName={fname}
             location={location}
-            bothStops={bothStops}
+            includeBothStopsForLocation={includeBothStopsForLocation}
             startDate={startDate}
           />
         )}
diff --git a/common/components/charts/SingleDayLineChart.tsx b/common/components/charts/SingleDayLineChart.tsx
index c359f1cc2..3d54735f9 100644
--- a/common/components/charts/SingleDayLineChart.tsx
+++ b/common/components/charts/SingleDayLineChart.tsx
@@ -63,7 +63,7 @@ export const SingleDayLineChart: React.FC<SingleDayLineProps> = ({
   pointField,
   benchmarkField,
   fname,
-  bothStops = false,
+  includeBothStopsForLocation = false,
   location,
   units,
   showLegend = true,
@@ -229,7 +229,7 @@ export const SingleDayLineChart: React.FC<SingleDayLineProps> = ({
               data={data}
               datasetName={fname}
               location={location}
-              bothStops={bothStops}
+              includeBothStopsForLocation={includeBothStopsForLocation}
               startDate={date}
             />
           )}
diff --git a/common/components/charts/TimeSeriesChart/TimeSeriesChart.tsx b/common/components/charts/TimeSeriesChart/TimeSeriesChart.tsx
index 0a214b6df..20fb51fe1 100644
--- a/common/components/charts/TimeSeriesChart/TimeSeriesChart.tsx
+++ b/common/components/charts/TimeSeriesChart/TimeSeriesChart.tsx
@@ -23,7 +23,6 @@ import type { ChartData } from 'chart.js';
 
 import { enUS } from 'date-fns/locale';
 import { useBreakpoint } from '../../../hooks/useBreakpoint';
-import { ChartBorder } from '../ChartBorder';
 import { ChartDiv } from '../ChartDiv';
 import { CHART_COLORS, COLORS } from '../../../constants/colors';
 
@@ -282,9 +281,5 @@ export const TimeSeriesChart = <Data extends Dataset[]>(props: Props<Data>) => {
     );
   }, [isMobile, chartJsData, chartJsOptions, chartJsPlugins]);
 
-  return (
-    <ChartBorder>
-      <ChartDiv isMobile={isMobile}>{chart}</ChartDiv>
-    </ChartBorder>
-  );
+  return <ChartDiv isMobile={isMobile}>{chart}</ChartDiv>;
 };
diff --git a/common/types/charts.ts b/common/types/charts.ts
index 0c965410e..87adf4cb8 100644
--- a/common/types/charts.ts
+++ b/common/types/charts.ts
@@ -77,7 +77,7 @@ export interface LineProps {
   chartId: string;
   location: Location;
   pointField: PointField; // X value
-  bothStops?: boolean;
+  includeBothStopsForLocation?: boolean;
   fname: DataName;
   showLegend?: boolean;
 }
@@ -111,7 +111,7 @@ export interface HeadwayHistogramProps {
   date: string | undefined;
   location: Location;
   isLoading: boolean;
-  bothStops?: boolean;
+  includeBothStopsForLocation?: boolean;
   fname: DataName;
   showLegend?: boolean;
   metricField: MetricField;
diff --git a/common/types/dataPoints.ts b/common/types/dataPoints.ts
index 410062a6f..55175def1 100644
--- a/common/types/dataPoints.ts
+++ b/common/types/dataPoints.ts
@@ -98,6 +98,7 @@ export interface DeliveredTripMetrics {
   miles_covered: number;
   total_time: number;
   count: number;
+  miles_per_hour?: string;
 }
 
 export type LineSegmentData = {
@@ -136,6 +137,7 @@ export interface TimePrediction {
   weekly: string;
   num_accurate_predictions: number;
   num_predictions: number;
+  accuracy_percentage?: string;
 }
 
 export type PredictionBin = '0-3 min' | '3-6 min' | '6-12 min' | '12-30 min';
diff --git a/common/utils/csv.ts b/common/utils/csv.ts
new file mode 100644
index 000000000..3e2575fc3
--- /dev/null
+++ b/common/utils/csv.ts
@@ -0,0 +1,61 @@
+import { flatten } from 'lodash';
+import type { Location } from '../types/charts';
+import type { DeliveredTripMetrics, TimePredictionWeek } from '../types/dataPoints';
+
+const directionAbbrs = {
+  northbound: 'NB',
+  southbound: 'SB',
+  eastbound: 'EB',
+  westbound: 'WB',
+  inbound: 'IB',
+  outbound: 'OB',
+};
+
+type GetCsvFilenameOptions = {
+  datasetName: string;
+  startDate: string;
+  endDate?: string;
+  line?: string;
+  location?: Location;
+  includeBothStopsForLocation?: boolean | undefined;
+};
+
+export function getCsvFilename(options: GetCsvFilenameOptions) {
+  const { datasetName, startDate, endDate, line, location, includeBothStopsForLocation } = options;
+  // CharlesMGH-SB_dwells_20210315.csv
+  // CentralSquareCambridge-MelneaCassWashington_traveltimesByHour-weekday_20200101-20201231.csv
+  // BostonUniversityWest-EB_headways_20161226-20170328.csv
+  const fromStop = location?.from.replace(/[^A-z]/g, '');
+  const toStop = location?.to.replace(/[^A-z]/g, '');
+  const dir = location && directionAbbrs[location.direction];
+
+  //Location does not exist on all widgets - in that case, 'where' will just be the name of the line
+  const where = location ? `${fromStop}-${includeBothStopsForLocation ? toStop : dir}` : line;
+  const what = datasetName;
+  const date1 = startDate.replaceAll('-', '');
+  const date2 = endDate ? `-${endDate.replaceAll('-', '')}` : '';
+  const when = `${date1}${date2}`;
+
+  return `${where}_${what}_${when}.csv`;
+}
+
+export const addAccuracyPercentageToData = (data: TimePredictionWeek[]) => {
+  const predictionsList = flatten(data.map(({ prediction }) => prediction));
+
+  const newData = predictionsList.map((item) => {
+    const accuracyPercentage = (item?.num_accurate_predictions / item?.num_predictions) * 100;
+    return { ...item, accuracy_percentage: accuracyPercentage.toFixed(1) };
+  });
+
+  return newData;
+};
+
+export const addMPHToSpeedData = (data: DeliveredTripMetrics[]) => {
+  const newData = data.map((item) => {
+    const hours = item.total_time / 3600;
+    const mph = item.miles_covered / hours;
+    return { ...item, miles_per_hour: mph.toFixed(1) };
+  });
+
+  return newData;
+};
diff --git a/modules/dwells/charts/DwellsAggregateChart.tsx b/modules/dwells/charts/DwellsAggregateChart.tsx
index 094e4d85c..01a53c233 100644
--- a/modules/dwells/charts/DwellsAggregateChart.tsx
+++ b/modules/dwells/charts/DwellsAggregateChart.tsx
@@ -37,7 +37,7 @@ export const DwellsAggregateChart: React.FC<DwellsAggregateChartProps> = ({
         endDate={endDate}
         fillColor={CHART_COLORS.FILL}
         location={getLocationDetails(fromStation, toStation)}
-        bothStops={false}
+        includeBothStopsForLocation={false}
         fname="dwells"
         yUnit="Minutes"
       />
diff --git a/modules/headways/charts/HeadwaysAggregateChart.tsx b/modules/headways/charts/HeadwaysAggregateChart.tsx
index 3faf5312e..4a3d24b86 100644
--- a/modules/headways/charts/HeadwaysAggregateChart.tsx
+++ b/modules/headways/charts/HeadwaysAggregateChart.tsx
@@ -37,7 +37,7 @@ export const HeadwaysAggregateChart: React.FC<HeadwaysAggregateChartProps> = ({
         endDate={endDate}
         fillColor={CHART_COLORS.FILL}
         location={getLocationDetails(fromStation, toStation)}
-        bothStops={false}
+        includeBothStopsForLocation={false}
         fname="headways"
         yUnit="Minutes"
       />
diff --git a/modules/predictions/charts/PredictionsGraph.tsx b/modules/predictions/charts/PredictionsGraph.tsx
index f632f2dbc..751e707fd 100644
--- a/modules/predictions/charts/PredictionsGraph.tsx
+++ b/modules/predictions/charts/PredictionsGraph.tsx
@@ -18,6 +18,8 @@ import { ChartDiv } from '../../../common/components/charts/ChartDiv';
 import { PEAK_SPEED } from '../../../common/constants/baselines';
 import { getRemainingBlockAnnotation } from '../../service/utils/graphUtils';
 import { DATE_FORMAT, TODAY } from '../../../common/constants/dates';
+import { DownloadButton } from '../../../common/components/buttons/DownloadButton';
+import { addAccuracyPercentageToData } from '../../../common/utils/csv';
 
 interface PredictionsGraphProps {
   data: TimePredictionWeek[];
@@ -61,6 +63,8 @@ export const PredictionsGraph: React.FC<PredictionsGraphProps> = ({
     }, 0),
   }));
 
+  const dataWithPercentage = addAccuracyPercentageToData(data);
+
   return (
     <ChartBorder>
       <ChartDiv isMobile={isMobile}>
@@ -207,6 +211,17 @@ export const PredictionsGraph: React.FC<PredictionsGraphProps> = ({
           ]}
         />
       </ChartDiv>
+      <div className="flex flex-row items-end justify-end gap-4">
+        {startDate && (
+          <DownloadButton
+            data={dataWithPercentage}
+            datasetName="ridership predictions"
+            includeBothStopsForLocation={false}
+            startDate={startDate}
+            endDate={endDate}
+          />
+        )}
+      </div>
     </ChartBorder>
   );
 };
diff --git a/modules/ridership/RidershipGraph.tsx b/modules/ridership/RidershipGraph.tsx
index f5516cc3c..4e39c317a 100644
--- a/modules/ridership/RidershipGraph.tsx
+++ b/modules/ridership/RidershipGraph.tsx
@@ -17,6 +17,7 @@ import { useBreakpoint } from '../../common/hooks/useBreakpoint';
 import { watermarkLayout } from '../../common/constants/charts';
 import { ChartBorder } from '../../common/components/charts/ChartBorder';
 import { ChartDiv } from '../../common/components/charts/ChartDiv';
+import { DownloadButton } from '../../common/components/buttons/DownloadButton';
 
 interface RidershipGraphProps {
   data: RidershipCount[];
@@ -198,6 +199,17 @@ export const RidershipGraph: React.FC<RidershipGraphProps> = ({
             ]}
           />
         </ChartDiv>
+        <div className="flex flex-row items-end justify-end gap-4">
+          {startDate && (
+            <DownloadButton
+              data={data}
+              datasetName="ridership"
+              includeBothStopsForLocation={false}
+              startDate={startDate}
+              endDate={endDate}
+            />
+          )}
+        </div>
       </ChartBorder>
     );
   }, [
diff --git a/modules/service/ServiceGraph.tsx b/modules/service/ServiceGraph.tsx
index 567e309cd..cfe123db6 100644
--- a/modules/service/ServiceGraph.tsx
+++ b/modules/service/ServiceGraph.tsx
@@ -4,8 +4,10 @@ import { useDelimitatedRoute } from '../../common/utils/router';
 import { PEAK_SCHEDULED_SERVICE } from '../../common/constants/baselines';
 import type { DeliveredTripMetrics, ScheduledService } from '../../common/types/dataPoints';
 import type { ParamsType } from '../speed/constants/speeds';
-import { getShuttlingBlockAnnotations } from './utils/graphUtils';
+import { ChartBorder } from '../../common/components/charts/ChartBorder';
+import { DownloadButton } from '../../common/components/buttons/DownloadButton';
 import { ScheduledAndDeliveredGraph } from './ScheduledAndDeliveredGraph';
+import { getShuttlingBlockAnnotations } from './utils/graphUtils';
 
 interface ServiceGraphProps {
   config: ParamsType;
@@ -68,15 +70,29 @@ export const ServiceGraph: React.FC<ServiceGraphProps> = (props: ServiceGraphPro
   }, [data, peak]);
 
   return (
-    <ScheduledAndDeliveredGraph
-      valueAxisLabel="Round trips"
-      scheduled={scheduled}
-      delivered={delivered}
-      blocks={blocks}
-      benchmarks={benchmarks}
-      startDate={startDate}
-      endDate={endDate}
-      agg={config.agg}
-    />
+    <ChartBorder>
+      <ScheduledAndDeliveredGraph
+        valueAxisLabel="Round trips"
+        scheduled={scheduled}
+        delivered={delivered}
+        blocks={blocks}
+        benchmarks={benchmarks}
+        startDate={startDate}
+        endDate={endDate}
+        agg={config.agg}
+      />
+
+      <div className="flex flex-row items-end justify-end gap-4">
+        {startDate && (
+          <DownloadButton
+            data={data}
+            datasetName="service"
+            includeBothStopsForLocation={false}
+            startDate={startDate}
+            endDate={endDate}
+          />
+        )}
+      </div>
+    </ChartBorder>
   );
 };
diff --git a/modules/service/ServiceHoursGraph.tsx b/modules/service/ServiceHoursGraph.tsx
index 5b14856e3..b36be9bf0 100644
--- a/modules/service/ServiceHoursGraph.tsx
+++ b/modules/service/ServiceHoursGraph.tsx
@@ -2,6 +2,7 @@ import React, { useMemo } from 'react';
 
 import type { FetchServiceHoursResponse } from '../../common/types/api';
 import type { AggType } from '../speed/constants/speeds';
+import { ChartBorder } from '../../common/components/charts/ChartBorder';
 import { ScheduledAndDeliveredGraph } from './ScheduledAndDeliveredGraph';
 
 interface ServiceHoursGraphProps {
@@ -32,13 +33,15 @@ export const ServiceHoursGraph: React.FC<ServiceHoursGraphProps> = (
   }, [serviceHours]);
 
   return (
-    <ScheduledAndDeliveredGraph
-      scheduled={scheduled}
-      delivered={delivered}
-      startDate={startDate}
-      endDate={endDate}
-      agg={agg}
-      valueAxisLabel="Service hours"
-    />
+    <ChartBorder>
+      <ScheduledAndDeliveredGraph
+        scheduled={scheduled}
+        delivered={delivered}
+        startDate={startDate}
+        endDate={endDate}
+        agg={agg}
+        valueAxisLabel="Service hours"
+      />
+    </ChartBorder>
   );
 };
diff --git a/modules/speed/charts/SpeedBetweenStationsAggregateChart.tsx b/modules/speed/charts/SpeedBetweenStationsAggregateChart.tsx
index bb3265d54..367efd539 100644
--- a/modules/speed/charts/SpeedBetweenStationsAggregateChart.tsx
+++ b/modules/speed/charts/SpeedBetweenStationsAggregateChart.tsx
@@ -48,7 +48,7 @@ export const SpeedBetweenStationsAggregateChart: React.FC<
         endDate={endDate}
         fillColor={timeUnitByDate ? CHART_COLORS.FILL : CHART_COLORS.FILL_HOURLY}
         location={getLocationDetails(fromStation, toStation)}
-        bothStops={true}
+        includeBothStopsForLocation={true}
         fname="speeds"
         yUnit="MPH"
       />
diff --git a/modules/speed/charts/SpeedBetweenStationsSingleChart.tsx b/modules/speed/charts/SpeedBetweenStationsSingleChart.tsx
index ad159be12..7094061b6 100644
--- a/modules/speed/charts/SpeedBetweenStationsSingleChart.tsx
+++ b/modules/speed/charts/SpeedBetweenStationsSingleChart.tsx
@@ -34,7 +34,7 @@ export const SpeedBetweenStationsSingleChart: React.FC<SpeedBetweenStationsSingl
         date={date}
         metricField={MetricFieldKeys.speedMph}
         pointField={PointFieldKeys.depDt}
-        bothStops={true}
+        includeBothStopsForLocation={true}
         location={location}
         units={'MPH'}
         fname={'speeds'}
diff --git a/modules/speed/charts/SpeedGraph.tsx b/modules/speed/charts/SpeedGraph.tsx
index 2c6212caf..d3220f7fb 100644
--- a/modules/speed/charts/SpeedGraph.tsx
+++ b/modules/speed/charts/SpeedGraph.tsx
@@ -15,6 +15,8 @@ import { ChartBorder } from '../../../common/components/charts/ChartBorder';
 import { ChartDiv } from '../../../common/components/charts/ChartDiv';
 import { PEAK_SPEED } from '../../../common/constants/baselines';
 import { getShuttlingBlockAnnotations } from '../../service/utils/graphUtils';
+import { DownloadButton } from '../../../common/components/buttons/DownloadButton';
+import { addMPHToSpeedData } from '../../../common/utils/csv';
 import type { ParamsType } from '../constants/speeds';
 
 interface SpeedGraphProps {
@@ -39,6 +41,7 @@ export const SpeedGraph: React.FC<SpeedGraphProps> = ({
   const isMobile = !useBreakpoint('md');
   const labels = data.map((point) => point.date);
   const shuttlingBlocks = getShuttlingBlockAnnotations(data);
+  const dataWithMPH = addMPHToSpeedData(data);
 
   return (
     <ChartBorder>
@@ -192,6 +195,17 @@ export const SpeedGraph: React.FC<SpeedGraphProps> = ({
           ]}
         />
       </ChartDiv>
+      <div className="flex flex-row items-end justify-end gap-4">
+        {startDate && (
+          <DownloadButton
+            data={dataWithMPH}
+            datasetName="speed"
+            includeBothStopsForLocation={false}
+            startDate={startDate}
+            endDate={endDate}
+          />
+        )}
+      </div>
     </ChartBorder>
   );
 };
diff --git a/modules/traveltimes/charts/TravelTimesAggregateChart.tsx b/modules/traveltimes/charts/TravelTimesAggregateChart.tsx
index bcf3bd8b6..10da57900 100644
--- a/modules/traveltimes/charts/TravelTimesAggregateChart.tsx
+++ b/modules/traveltimes/charts/TravelTimesAggregateChart.tsx
@@ -46,7 +46,7 @@ export const TravelTimesAggregateChart: React.FC<TravelTimesAggregateChartProps>
         endDate={endDate}
         fillColor={timeUnitByDate ? CHART_COLORS.FILL : CHART_COLORS.FILL_HOURLY}
         location={getLocationDetails(fromStation, toStation)}
-        bothStops={true}
+        includeBothStopsForLocation={true}
         fname="traveltimes"
         yUnit="Minutes"
       />
diff --git a/modules/traveltimes/charts/TravelTimesSingleChart.tsx b/modules/traveltimes/charts/TravelTimesSingleChart.tsx
index 4a768d14d..5d85fa095 100644
--- a/modules/traveltimes/charts/TravelTimesSingleChart.tsx
+++ b/modules/traveltimes/charts/TravelTimesSingleChart.tsx
@@ -37,7 +37,7 @@ export const TravelTimesSingleChart: React.FC<TravelTimesSingleChartProps> = ({
         metricField={MetricFieldKeys.travelTimeSec}
         pointField={PointFieldKeys.depDt}
         benchmarkField={BenchmarkFieldKeys.benchmarkTravelTimeSec}
-        bothStops={true}
+        includeBothStopsForLocation={true}
         units="Minutes"
         location={getLocationDetails(fromStation, toStation)}
         fname={'traveltimes'}

From 52d9d958e4198c7a7bd1fb280fcccf42c160df51 Mon Sep 17 00:00:00 2001
From: Devin Matte <devinmatte@gmail.com>
Date: Tue, 16 Jan 2024 12:01:47 -0500
Subject: [PATCH 4/4] Updating Pandas to 2.x (#936)

* Updating Pandas to 2.x

* Update to show dec 2023 data
---
 common/constants/dates.ts     |   2 +-
 server/bus/setup_bus_input.sh |   2 +-
 server/poetry.lock            | 484 ++++++++++++++++++----------------
 server/pyproject.toml         |  10 +-
 4 files changed, 265 insertions(+), 233 deletions(-)

diff --git a/common/constants/dates.ts b/common/constants/dates.ts
index 232874de6..fc7f1062d 100644
--- a/common/constants/dates.ts
+++ b/common/constants/dates.ts
@@ -35,7 +35,7 @@ export const THREE_MONTHS_AGO_STRING = TODAY.subtract(90, 'days').format(DATE_FO
 const OVERVIEW_TRAIN_MIN_DATE = '2016-02-01';
 const TRAIN_MIN_DATE = '2016-01-15';
 const BUS_MIN_DATE = '2018-08-01';
-export const BUS_MAX_DATE = '2023-11-30';
+export const BUS_MAX_DATE = '2023-12-31';
 const BUS_MAX_DAY = dayjs(BUS_MAX_DATE);
 export const BUS_MAX_DATE_MINUS_ONE_WEEK = dayjs(BUS_MAX_DATE)
   .subtract(7, 'days')
diff --git a/server/bus/setup_bus_input.sh b/server/bus/setup_bus_input.sh
index 6e3de81e5..88655088a 100755
--- a/server/bus/setup_bus_input.sh
+++ b/server/bus/setup_bus_input.sh
@@ -14,7 +14,7 @@ unzip -d data/input/MBTA_GTFS/ data/input/gtfs.zip
 
 cd data/input
 for i in `seq 2018 2023`; do
-  unzip -d $i $i.zip
+  unzip -o -d $i $i.zip
 done
 
 mv 2021/MBTA*/*.csv 2021/
diff --git a/server/poetry.lock b/server/poetry.lock
index 092515f45..fbe2640c5 100644
--- a/server/poetry.lock
+++ b/server/poetry.lock
@@ -13,51 +13,52 @@ files = [
 
 [[package]]
 name = "attrs"
-version = "23.1.0"
+version = "23.2.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "attrs-23.1.0-py3-none-any.whl", hash = "sha256:1f28b4522cdc2fb4256ac1a020c78acf9cba2c6b461ccd2c126f3aa8e8335d04"},
-    {file = "attrs-23.1.0.tar.gz", hash = "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"},
+    {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
+    {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
 ]
 
 [package.extras]
 cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
-dev = ["attrs[docs,tests]", "pre-commit"]
+dev = ["attrs[tests]", "pre-commit"]
 docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
 tests = ["attrs[tests-no-zope]", "zope-interface"]
-tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
+tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
 
 [[package]]
 name = "black"
-version = "23.12.0"
+version = "23.12.1"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "black-23.12.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:bbd75d9f28a7283b7426160ca21c5bd640ca7cd8ef6630b4754b6df9e2da8462"},
-    {file = "black-23.12.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:593596f699ca2dcbbbdfa59fcda7d8ad6604370c10228223cd6cf6ce1ce7ed7e"},
-    {file = "black-23.12.0-cp310-cp310-win_amd64.whl", hash = "sha256:12d5f10cce8dc27202e9a252acd1c9a426c83f95496c959406c96b785a92bb7d"},
-    {file = "black-23.12.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:e73c5e3d37e5a3513d16b33305713237a234396ae56769b839d7c40759b8a41c"},
-    {file = "black-23.12.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:ba09cae1657c4f8a8c9ff6cfd4a6baaf915bb4ef7d03acffe6a2f6585fa1bd01"},
-    {file = "black-23.12.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ace64c1a349c162d6da3cef91e3b0e78c4fc596ffde9413efa0525456148873d"},
-    {file = "black-23.12.0-cp311-cp311-win_amd64.whl", hash = "sha256:72db37a2266b16d256b3ea88b9affcdd5c41a74db551ec3dd4609a59c17d25bf"},
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-    {file = "black-23.12.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:39dda060b9b395a6b7bf9c5db28ac87b3c3f48d4fdff470fa8a94ab8271da47e"},
-    {file = "black-23.12.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7231670266ca5191a76cb838185d9be59cfa4f5dd401b7c1c70b993c58f6b1b5"},
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-    {file = "black-23.12.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:bcf91b01ddd91a2fed9a8006d7baa94ccefe7e518556470cf40213bd3d44bbbc"},
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-    {file = "black-23.12.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bdbff34c487239a63d86db0c9385b27cdd68b1bfa4e706aa74bb94a435403672"},
-    {file = "black-23.12.0-cp38-cp38-win_amd64.whl", hash = "sha256:97af22278043a6a1272daca10a6f4d36c04dfa77e61cbaaf4482e08f3640e9f0"},
-    {file = "black-23.12.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:ead25c273adfad1095a8ad32afdb8304933efba56e3c1d31b0fee4143a1e424a"},
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+    {file = "black-23.12.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6d1bd9c210f8b109b1762ec9fd36592fdd528485aadb3f5849b2740ef17e674e"},
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+    {file = "black-23.12.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:1fa88a0f74e50e4487477bc0bb900c6781dbddfdfa32691e780bf854c3b4a47f"},
+    {file = "black-23.12.1-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:a4d6a9668e45ad99d2f8ec70d5c8c04ef4f32f648ef39048d010b0689832ec6d"},
+    {file = "black-23.12.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b18fb2ae6c4bb63eebe5be6bd869ba2f14fd0259bda7d18a46b764d8fb86298a"},
+    {file = "black-23.12.1-cp38-cp38-win_amd64.whl", hash = "sha256:c04b6d9d20e9c13f43eee8ea87d44156b8505ca8a3c878773f68b4e4812a421e"},
+    {file = "black-23.12.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:3e1b38b3135fd4c025c28c55ddfc236b05af657828a8a6abe5deec419a0b7055"},
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+    {file = "black-23.12.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:97e56155c6b737854e60a9ab1c598ff2533d57e7506d97af5481141671abf3ea"},
+    {file = "black-23.12.1-cp39-cp39-win_amd64.whl", hash = "sha256:dd15245c8b68fe2b6bd0f32c1556509d11bb33aec9b5d0866dd8e2ed3dba09c2"},
+    {file = "black-23.12.1-py3-none-any.whl", hash = "sha256:78baad24af0f033958cad29731e27363183e140962595def56423e626f4bee3e"},
+    {file = "black-23.12.1.tar.gz", hash = "sha256:4ce3ef14ebe8d9509188014d96af1c456a910d5b5cbf434a09fef7e024b3d0d5"},
 ]
 
 [package.dependencies]
@@ -782,13 +783,13 @@ mypy = ["mypy"]
 
 [[package]]
 name = "fastjsonschema"
-version = "2.19.0"
+version = "2.19.1"
 description = "Fastest Python implementation of JSON schema"
 optional = false
 python-versions = "*"
 files = [
-    {file = "fastjsonschema-2.19.0-py3-none-any.whl", hash = "sha256:b9fd1a2dd6971dbc7fee280a95bd199ae0dd9ce22beb91cc75e9c1c528a5170e"},
-    {file = "fastjsonschema-2.19.0.tar.gz", hash = "sha256:e25df6647e1bc4a26070b700897b07b542ec898dd4f1f6ea013e7f6a88417225"},
+    {file = "fastjsonschema-2.19.1-py3-none-any.whl", hash = "sha256:3672b47bc94178c9f23dbb654bf47440155d4db9df5f7bc47643315f9c405cd0"},
+    {file = "fastjsonschema-2.19.1.tar.gz", hash = "sha256:e3126a94bdc4623d3de4485f8d468a12f02a67921315ddc87836d6e456dc789d"},
 ]
 
 [package.extras]
@@ -812,19 +813,19 @@ typing = ["typing-extensions (>=4.8)"]
 
 [[package]]
 name = "flake8"
-version = "6.1.0"
+version = "7.0.0"
 description = "the modular source code checker: pep8 pyflakes and co"
 optional = false
 python-versions = ">=3.8.1"
 files = [
-    {file = "flake8-6.1.0-py2.py3-none-any.whl", hash = "sha256:ffdfce58ea94c6580c77888a86506937f9a1a227dfcd15f245d694ae20a6b6e5"},
-    {file = "flake8-6.1.0.tar.gz", hash = "sha256:d5b3857f07c030bdb5bf41c7f53799571d75c4491748a3adcd47de929e34cd23"},
+    {file = "flake8-7.0.0-py2.py3-none-any.whl", hash = "sha256:a6dfbb75e03252917f2473ea9653f7cd799c3064e54d4c8140044c5c065f53c3"},
+    {file = "flake8-7.0.0.tar.gz", hash = "sha256:33f96621059e65eec474169085dc92bf26e7b2d47366b70be2f67ab80dc25132"},
 ]
 
 [package.dependencies]
 mccabe = ">=0.7.0,<0.8.0"
 pycodestyle = ">=2.11.0,<2.12.0"
-pyflakes = ">=3.1.0,<3.2.0"
+pyflakes = ">=3.2.0,<3.3.0"
 
 [[package]]
 name = "idna"
@@ -988,13 +989,13 @@ files = [
 
 [[package]]
 name = "more-itertools"
-version = "10.1.0"
+version = "10.2.0"
 description = "More routines for operating on iterables, beyond itertools"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "more-itertools-10.1.0.tar.gz", hash = "sha256:626c369fa0eb37bac0291bce8259b332fd59ac792fa5497b59837309cd5b114a"},
-    {file = "more_itertools-10.1.0-py3-none-any.whl", hash = "sha256:64e0735fcfdc6f3464ea133afe8ea4483b1c5fe3a3d69852e6503b43a0b222e6"},
+    {file = "more-itertools-10.2.0.tar.gz", hash = "sha256:8fccb480c43d3e99a00087634c06dd02b0d50fbf088b380de5a41a015ec239e1"},
+    {file = "more_itertools-10.2.0-py3-none-any.whl", hash = "sha256:686b06abe565edfab151cb8fd385a05651e1fdf8f0a14191e4439283421f8684"},
 ]
 
 [[package]]
@@ -1075,47 +1076,47 @@ files = [
 
 [[package]]
 name = "numpy"
-version = "1.26.2"
+version = "1.26.3"
 description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "numpy-1.26.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:3703fc9258a4a122d17043e57b35e5ef1c5a5837c3db8be396c82e04c1cf9b0f"},
-    {file = "numpy-1.26.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:cc392fdcbd21d4be6ae1bb4475a03ce3b025cd49a9be5345d76d7585aea69440"},
-    {file = "numpy-1.26.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:36340109af8da8805d8851ef1d74761b3b88e81a9bd80b290bbfed61bd2b4f75"},
-    {file = "numpy-1.26.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bcc008217145b3d77abd3e4d5ef586e3bdfba8fe17940769f8aa09b99e856c00"},
-    {file = "numpy-1.26.2-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:3ced40d4e9e18242f70dd02d739e44698df3dcb010d31f495ff00a31ef6014fe"},
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+    {file = "rapidfuzz-3.6.1.tar.gz", hash = "sha256:35660bee3ce1204872574fa041c7ad7ec5175b3053a4cb6e181463fc07013de7"},
 ]
 
 [package.extras]
@@ -1671,13 +1692,13 @@ jeepney = ">=0.6"
 
 [[package]]
 name = "setuptools"
-version = "69.0.2"
+version = "69.0.3"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "setuptools-69.0.2-py3-none-any.whl", hash = "sha256:1e8fdff6797d3865f37397be788a4e3cba233608e9b509382a2777d25ebde7f2"},
-    {file = "setuptools-69.0.2.tar.gz", hash = "sha256:735896e78a4742605974de002ac60562d286fa8051a7e2299445e8e8fbb01aa6"},
+    {file = "setuptools-69.0.3-py3-none-any.whl", hash = "sha256:385eb4edd9c9d5c17540511303e39a147ce2fc04bc55289c322b9e5904fe2c05"},
+    {file = "setuptools-69.0.3.tar.gz", hash = "sha256:be1af57fc409f93647f2e8e4573a142ed38724b8cdd389706a867bb4efcf1e78"},
 ]
 
 [package.extras]
@@ -1827,13 +1848,13 @@ files = [
 
 [[package]]
 name = "trove-classifiers"
-version = "2023.11.29"
+version = "2024.1.8"
 description = "Canonical source for classifiers on PyPI (pypi.org)."
 optional = false
 python-versions = "*"
 files = [
-    {file = "trove-classifiers-2023.11.29.tar.gz", hash = "sha256:ff8f7fd82c7932113b46e7ef6742c70091cc63640c8c65db00d91f2e940b9514"},
-    {file = "trove_classifiers-2023.11.29-py3-none-any.whl", hash = "sha256:02307750cbbac2b3d13078662f8a5bf077732bf506e9c33c97204b7f68f3699e"},
+    {file = "trove-classifiers-2024.1.8.tar.gz", hash = "sha256:6e36caf430ff6485c4b57a4c6b364a13f6a898d16b9417c6c37467e59c14b05a"},
+    {file = "trove_classifiers-2024.1.8-py3-none-any.whl", hash = "sha256:3c1ff4deb10149c7e39ede6e5bbc107def64362ef1ee7590ec98d71fb92f1b6a"},
 ]
 
 [[package]]
@@ -1847,6 +1868,17 @@ files = [
     {file = "typing_extensions-4.9.0.tar.gz", hash = "sha256:23478f88c37f27d76ac8aee6c905017a143b0b1b886c3c9f66bc2fd94f9f5783"},
 ]
 
+[[package]]
+name = "tzdata"
+version = "2023.4"
+description = "Provider of IANA time zone data"
+optional = false
+python-versions = ">=2"
+files = [
+    {file = "tzdata-2023.4-py2.py3-none-any.whl", hash = "sha256:aa3ace4329eeacda5b7beb7ea08ece826c28d761cda36e747cfbf97996d39bf3"},
+    {file = "tzdata-2023.4.tar.gz", hash = "sha256:dd54c94f294765522c77399649b4fefd95522479a664a0cec87f41bebc6148c9"},
+]
+
 [[package]]
 name = "urllib3"
 version = "2.0.7"
@@ -1886,13 +1918,13 @@ test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess
 
 [[package]]
 name = "wcwidth"
-version = "0.2.12"
+version = "0.2.13"
 description = "Measures the displayed width of unicode strings in a terminal"
 optional = false
 python-versions = "*"
 files = [
-    {file = "wcwidth-0.2.12-py2.py3-none-any.whl", hash = "sha256:f26ec43d96c8cbfed76a5075dac87680124fa84e0855195a6184da9c187f133c"},
-    {file = "wcwidth-0.2.12.tar.gz", hash = "sha256:f01c104efdf57971bcb756f054dd58ddec5204dd15fa31d6503ea57947d97c02"},
+    {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
+    {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
 ]
 
 [[package]]
@@ -2101,4 +2133,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
 [metadata]
 lock-version = "2.0"
 python-versions = "~3.11"
-content-hash = "7ba87dc21af992a0dea9cc2568d6f2499b17c7e1ed2493a365017a5de62455a6"
+content-hash = "402269d7f6b15db227ab9a51fb436d2e23b6baf748550604e8b014386804f8a2"
diff --git a/server/pyproject.toml b/server/pyproject.toml
index a3488fa19..01e65dcbd 100644
--- a/server/pyproject.toml
+++ b/server/pyproject.toml
@@ -12,17 +12,17 @@ requests = "2.31.0"
 pytz = "2023.3"
 boto3 = "1.34.2"
 botocore = "1.34.2"
-numpy = "1.26.2"
-pandas = "1.5.3"
+numpy = "1.26.3"
+pandas = "2.1.4"
 datadog_lambda = "5.85.0"
 ddtrace = "2.3.1"
 dynamodb-json = "^1.3"
 
 [tool.poetry.dev-dependencies]
-pip = ">=23.0"
+pip = ">=23.1"
 chalice = "1.30.0"
-flake8 = "~6.1.0"
-black = "~23.12.0"
+flake8 = "~7.0.0"
+black = "~23.12.1"
 poetry-plugin-export = "^1.6.0"
 
 [tool.black]