From 069dae6b6b1024bab31dd24e08901e993c2b9acb Mon Sep 17 00:00:00 2001 From: Daniel Wu Date: Tue, 21 May 2019 14:49:24 -0700 Subject: [PATCH 1/2] Updated Safe Google Maps --- .../complete/.vs/ProjectSettings.json | 3 - .../complete/.vs/VSWorkspaceState.json | 8 - .../complete/.vs/complete/v15/.suo | Bin 18944 -> 0 bytes safe-google-maps/complete/.vs/slnx.sqlite | Bin 86016 -> 0 bytes .../CS106S_ Safe Google Maps Class.pdf | Bin 1512850 -> 0 bytes .../complete/data/SF_crime_data.json | 1 - safe-google-maps/complete/safe-maps.css | 15 - safe-google-maps/complete/safe-maps.html | 49 --- .../complete/scripts/safe-maps-solution.js | 280 ------------------ .../complete/scripts/safe-maps.js | 264 ----------------- safe-google-maps/warmup/.DS_Store | Bin 6148 -> 0 bytes .../warmup/.vs/ProjectSettings.json | 3 - safe-google-maps/warmup/.vs/slnx.sqlite | Bin 77824 -> 0 bytes .../warmup/data/SF_crime_data.json | 1 - safe-google-maps/warmup/safe-maps.css | 15 - safe-google-maps/warmup/safe-maps.html | 46 --- .../scripts/safe-maps-warmup-solution.js | 213 ------------- .../warmup/scripts/safe-maps-warmup.js | 172 ----------- 18 files changed, 1070 deletions(-) delete mode 100644 safe-google-maps/complete/.vs/ProjectSettings.json delete mode 100644 safe-google-maps/complete/.vs/VSWorkspaceState.json delete mode 100644 safe-google-maps/complete/.vs/complete/v15/.suo delete mode 100644 safe-google-maps/complete/.vs/slnx.sqlite delete mode 100644 safe-google-maps/complete/CS106S_ Safe Google Maps Class.pdf delete mode 100644 safe-google-maps/complete/data/SF_crime_data.json delete mode 100644 safe-google-maps/complete/safe-maps.css delete mode 100755 safe-google-maps/complete/safe-maps.html delete mode 100644 safe-google-maps/complete/scripts/safe-maps-solution.js delete mode 100644 safe-google-maps/complete/scripts/safe-maps.js delete mode 100644 safe-google-maps/warmup/.DS_Store delete mode 100644 safe-google-maps/warmup/.vs/ProjectSettings.json delete mode 100644 safe-google-maps/warmup/.vs/slnx.sqlite delete mode 100644 safe-google-maps/warmup/data/SF_crime_data.json delete mode 100644 safe-google-maps/warmup/safe-maps.css delete mode 100755 safe-google-maps/warmup/safe-maps.html delete mode 100644 safe-google-maps/warmup/scripts/safe-maps-warmup-solution.js delete mode 100644 safe-google-maps/warmup/scripts/safe-maps-warmup.js diff --git a/safe-google-maps/complete/.vs/ProjectSettings.json b/safe-google-maps/complete/.vs/ProjectSettings.json deleted file mode 100644 index f8b4888..0000000 --- a/safe-google-maps/complete/.vs/ProjectSettings.json +++ /dev/null @@ -1,3 +0,0 @@ -{ - "CurrentProjectSetting": null -} \ No newline at end of file diff --git a/safe-google-maps/complete/.vs/VSWorkspaceState.json b/safe-google-maps/complete/.vs/VSWorkspaceState.json deleted file mode 100644 index 3e066d7..0000000 --- a/safe-google-maps/complete/.vs/VSWorkspaceState.json +++ /dev/null @@ -1,8 +0,0 @@ -{ - "ExpandedNodes": [ - "", - 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zkd*(B!yI$84d@^G5WxKdvn>J%1zq$7Xp4k{G1e*!ki)pA0Jk0_5b*_H(01X#9s0sO z8Q9c--RVyZb8VsJF!yW#LqIR~J=z8e^L_*eb`y+!2!zHE7<&mC!yHQhL;Sh6kYLRD z4BUUgaEy71#xUf-f(StnhJS$1AO!f2IG~v44L}YG+~qIy6&MBrK`{CXkOMmUPdOOm z;sd4h*kvwgxT1n Il - - - - - - - Google Maps JavaScript API v3 Example: Optimized Directions - - - - - - - -
      -
      -

      Safer Google Maps

      - -

      Your job will be to return the safest walking directions when the user clicks on the "Get Safest Directions" button. To do this, we will be pulling from SF crime data from 2013-2015. To begin, refer to safe-maps.js!


      -

      To use the app below, click on the map with your mouse to indicate a start and end point, and then click on any of the buttons below to get either the fastest walking directions or the safest walking directions.
      -

      - -
      - - - -

      -
      -
      -
      -
      -
      -

      Safety Score (lower = safe, higher = risky):

      None

      -
      -
      -
      - CS106S - Winter '19 -
      -
      -
      -
      - - diff --git a/safe-google-maps/complete/scripts/safe-maps-solution.js b/safe-google-maps/complete/scripts/safe-maps-solution.js deleted file mode 100644 index 488298b..0000000 --- a/safe-google-maps/complete/scripts/safe-maps-solution.js +++ /dev/null @@ -1,280 +0,0 @@ -// File: safe-maps.js -// Description: Javascript file controlling functionality of Safe Maps Application for -// CS106S Workshop. -// Last Updated: Winter '17 - -/************** Global Variables ****************/ -var directionDisplay; -var directionsService = new google.maps.DirectionsService(); -var map; // Reference to Google Map object -var origin = null; // Starting point -var destination = null; // Ending point -var waypoints = []; // Mid-way stops -var markers = []; // Contains markers for all points on trip (origin, destination, and waypoints) -var crimes = JSON.parse(crimes); // crime data from crimes.json -var crimeHeatMapData; // global variable for heat map data -var relavantCrimeDist = 0.0008; - -/* Function: getHeatMapData() - * Iterates through crimes.json file and creates array of long, latitude points. - */ -function getHeatMapData() { - var heatMapData = []; - for (var i = 0; i < crimes.length; i++) { - heatMapData.push(new google.maps.LatLng(crimes[i].lat, crimes[i].lng)); - } - return heatMapData; -} - -/* Function: initializeGoogleMap() - * Initializes Google Map by filling div with ID "map_canvas" with a map of SF - */ -function initializeGoogleMap() { - var sanfran = new google.maps.LatLng(37.7749295, -122.4194155); - var myOptions = { - zoom: 13, - mapTypeId: google.maps.MapTypeId.ROADMAP, - center: sanfran - } - return new google.maps.Map(document.getElementById("map_canvas"), myOptions); -} - -/* Function: initializeHeatMap() - * Plots a heat map layer on top of the map to show which areas have high concentrations of assault. - * For visual purposes only - not required for assignment. - */ -function initializeHeatMap() { - var heatmap = new google.maps.visualization.HeatmapLayer({ - data: crimeHeatMapData, - dissipating: false, - radius: 0.005, - opacity: 0.4 - }); - heatmap.setMap(map); - var gradient = ['rgba(0, 255, 255, 0)','rgba(0, 255, 255, 1)','rgba(0, 191, 255, 1)','rgba(0, 127, 255, 1)', 'rgba(0, 63, 255, 1)', 'rgba(0, 0, 255, 1)', 'rgba(0, 0, 223, 1)', 'rgba(0, 0, 191, 1)', 'rgba(0, 0, 159, 1)', 'rgba(0, 0, 127, 1)', 'rgba(63, 0, 91, 1)', 'rgba(127, 0, 63, 1)', 'rgba(191, 0, 31, 1)', 'rgba(255, 0, 0, 1)']; - heatmap.set('gradient', gradient); -} - -/* Function: plotCrimeMarkers() - * Plots a Google Maps Marker for each crime in our crimes.json. For debugging purposes only - will lead to a very - * cluttered map if called. - */ -function plotCrimeMarkers() { - for (var i = 0; i < crimes.length; i++) { - var marker = new google.maps.Marker({ - position: {lat:crimes[i].lat, lng:crimes[i].lng}, - map: map, - title: 'lat:' + crimes[i].lat + " long: " + crimes[i].lng - }); - } -} - -/************** 1. Initialization ****************/ -/* Function: initialize() - * Called upon website loading. This creates everything that the user sees. - */ -function initialize() { - // initialization of display, data, and map - directionsDisplay = new google.maps.DirectionsRenderer(); - crimeHeatMapData = getHeatMapData(); - map = initializeGoogleMap(); - directionsDisplay.setMap(map); - directionsDisplay.setPanel(document.getElementById("directionsPanel")); - - // Add "click" event listener to map so that when user clicks on map, a marker is added - google.maps.event.addListener(map, 'click', function(event) { - if (origin == null) { - origin = event.latLng; - addMarker(origin); - } else if (destination == null) { - destination = event.latLng; - addMarker(destination); - } else { - // Max of 8 waypoints so that we don't go too crazy with the directions - if (waypoints.length < 9) { - waypoints.push({ location: destination, stopover: true }); - destination = event.latLng; - addMarker(destination); - } else { - alert("Maximum number of waypoints reached"); - } - } - }); - - // Initialization of helper visualizations (crime heatmap, crime markers) - initializeHeatMap(); - plotCrimeMarkers(); -} - - -/************** 2. UX ****************/ -// These helper functions are used to aid in the use of the app. - -/* Function: addMarker(latlng) - * Adds a waypoint to a route. - * DO NOT EDIT - */ -function addMarker(latlng) { - markers.push(new google.maps.Marker({ - position: latlng, - map: map, - icon: "http://maps.google.com/mapfiles/marker" + String.fromCharCode(markers.length + 65) + ".png" - })); -} - -/* Function: clearMarkers() - * Helper function for setting all markers to null so that we don't double-plot markers on the map. - * DO NOT EDIT - */ -function clearMarkers() { - for (var i = 0; i < markers.length; i++) { - markers[i].setMap(null); - } -} - -/* Function: reset() - * Called when user clicks on "Reset" button. Clears the map and all settings. - * DO NOT EDIT - */ -function reset() { - clearMarkers(); - markers = []; - waypoints = []; - origin = null; - destination = null; - directionsDisplay.setMap(null); - directionsDisplay.setPanel(null); - directionsDisplay = new google.maps.DirectionsRenderer(); - directionsDisplay.setMap(map); - directionsDisplay.setPanel(document.getElementById("directionsPanel")); -} - - -/************** 3. Route Calculations ****************/ -// TODO: These functions calculate the route the user should take to get from point A to B. -// You will need to help write code that determines the SAFEST route (fastest is already given) - -/* Function: scorePath(step) - * Given a step, which is a start -> end segment, return a score for how safe traversing that path is. - * Higher returned score = more dangerous. - */ -function scorePath(step) { - - // For mathematical simplicity, we label long/lat coordinates of our path to be x and y coordinates. - var end_y = step.end_point.lat(); - var end_x = step.end_point.lng(); - var start_y = step.start_point.lat(); - var start_x = step.start_point.lng(); - - // m is the slope of our current step path, and mp is the perpendicular slope to that. - var m = (end_y - start_y) / (end_x - start_x); - var mp = -1 * (1 / m); - - // score keeps track of the number of crimes that are within relavantCrimeDist to our path/step - var score = 0; - - // Iterate through each crime and determien if it is close to our path - for (var i = 0; i < crimes.length; i++) { - - // we use point-slope formula to get the perpendicular intersection of our crime's location to our step - var inter_x = ((mp * crimes[i].lng) - (m * start_x) + (start_y) - (crimes[i].lat)) / (mp - m); - var inter_y = m * (inter_x - start_x) + start_y; - var dist = Math.sqrt( Math.pow((inter_x - crimes[i].lng), 2) + Math.pow((inter_y - crimes[i].lat), 2) ); - - // If the projection of that crime onto the segment is on the original segment, we just have to make sure the crime was within relvantCrimeDistance - if ((inter_x <= end_x && inter_x >= start_x || inter_x >= end_x && inter_x <= start_x) && (inter_y <= end_y && inter_y >= start_y || inter_y >= end_y && inter_y <= start_y)) { - if (dist < relavantCrimeDist) { - score = score + 1; - } - } else { - - // or else, the only other way this crime is within relevantCrimeDist to our path is if its projection is not - // on the segment but its projection is still within relevantCrimeDistance to either start or end point - var distInterToStart = Math.sqrt( Math.pow((inter_x - start_x), 2) + Math.pow((inter_y - start_y), 2) ); - var distInterToEnd = Math.sqrt( Math.pow((inter_x - end_x), 2) + Math.pow((inter_y - end_y), 2) ); - if (dist < relavantCrimeDist && (distInterToEnd < relavantCrimeDist || distInterToStart < relavantCrimeDist)) { - score = score + 1; - } - } - } - return score; -} - - -/* Function: getSafestRoute(routes) - * TODO: Return safest route of the array of routes - * - * Currently only returns the first route in the array of routes. - */ -function getSafestRoute(routes) { - - // If we only have one returned route, just return it. - if (routes.length == 1) { - return routes[0]; - } - - // Otherwise, iterate through all routes and find the route that passes through the least crime - safestScore = -1; - safestRoute = 0; - for (var routeIndex in routes) { - path = routes[routeIndex].legs[0].steps; - var crimeScore = 0; - - // for each route, iterate through each step in its path - for (var stepIndex in path) { - var step = path[stepIndex]; - crimeScore = crimeScore + scorePath(step); - } - - // Update safest score/safest route - if (safestScore == -1 || crimeScore < safestScore) { - safestRoute = routeIndex; - safestScore = crimeScore; - } - } - return routes[safestRoute]; -} - -/* Function: calcFastestRoute() - * Called when user clicks "Get Directions" button. Calculates routes and returns fastest routes to user. - */ -function calcRoute(safest) { - // Make sure we have an origin and destination at minimum. - if (origin == null) { - alert("Click on the map to add a start point"); - return; - } - - if (destination == null) { - alert("Click on the map to add an end point"); - return; - } - - var mode = google.maps.DirectionsTravelMode.WALKING; - - var request = { - origin: origin, - destination: destination, - waypoints: waypoints, - travelMode: mode, - optimizeWaypoints: true, - avoidHighways: true, - avoidTolls: true, - provideRouteAlternatives: true - }; - - directionsService.route(request, function(response, status) { - if (status == google.maps.DirectionsStatus.OK) { - var editedResponse = response; - if (safest) { - var bestRoute = getSafestRoute(response.routes); // Pass in all routes and returns safest route - editedResponse.routes = [bestRoute]; // Set response routes variable to have only the safest route - } else { - editedResponse.routes = [response.routes[0]]; - } - directionsDisplay.setDirections(editedResponse); - } - }); - - clearMarkers(); -} \ No newline at end of file diff --git a/safe-google-maps/complete/scripts/safe-maps.js b/safe-google-maps/complete/scripts/safe-maps.js deleted file mode 100644 index 6ea0c37..0000000 --- a/safe-google-maps/complete/scripts/safe-maps.js +++ /dev/null @@ -1,264 +0,0 @@ -// File: safe-maps.js -// Description: Javascript file controlling functionality of Safe Maps Application for -// CS106S Workshop. -// Last Updated: Winter '17 - -/************** Global Variables ****************/ -var directionDisplay; -var directionsService = new google.maps.DirectionsService(); -var map; // Reference to Google Map object -var origin = null; // Starting point -var destination = null; // Ending point -var waypoints = []; // Mid-way stops -var markers = []; // Contains markers for all points on trip (origin, destination, and waypoints) -var crimes = JSON.parse(crimes); // crime data from crimes.json -var crimeHeatMapData; // global variable for heat map data -var relavantCrimeDist = 0.0008; - - -/********************************************** TO-DO *************************************************** - * When the user changes the route displayed on the map, our starter code calls scoreRoute(route) to determine - * the crime score of the route being displayed. Your job is to determine this score. The score should be - * indicative of how "unsafe" a route is, with 0 being safest and high numbers being unsafe. Right now, we - * always return 0 as the score for the route. - */ -/**********************************************************************************************************/ -function scoreRoute(route) { - var crimeScore = Infinity; // Set crimeScore to be the actual score of this route. - - // TODO: Calculate crimescore given the route. - // Hint 1: console.log(route) so you can see what it is! - // Hint 2: you will have to refer to the "crimes" variable, which is an array of crime locations. - // refer to the data/SF_crime_data.json file to see the format of the crimes variable. - // - // Hint 3: Each element in route represents a leg of the trip, and has latitude and longitude start and - // end points. You can get the value of these points for example by calling: - // - // var starting_lng = route[0].start_point.lat() - - // Hint 4: If you're struggling, try to think of how you'd determine the safest routes by hand (without coding). - // After determining that, try to code your "by hand" implementation :) - - - return crimeScore; -} - -/* Function: getSafestRoute(routes) - * Params: Takes in an array of routes - * - * TODO: Return safest route of the array of routes by calculating safety score of each route - * and returning the route with the Lowest safety score - * - * Currently only returns the first route in the array of routes. - */ -function getSafestRoute(routes) { - - // TODO: Understand how routes is structured and return safest route - // Refer to warmup code for help! - // hint: to iterate through the array of routes, do: - // for (var i = 0; i < routes.length; i++) { - // var route = routes[i]; - // } - // - - return routes[0]; -} - -/********************************************** End of TO-DO *************************************************** - - - - - - - - - -/* Function: getHeatMapData() - * Iterates through crimes.json file and creates array of long, latitude points. - */ -function getHeatMapData() { - var heatMapData = []; - for (var i = 0; i < crimes.length; i++) { - heatMapData.push(new google.maps.LatLng(crimes[i].lat, crimes[i].lng)); - } - return heatMapData; -} - -/* Function: initializeGoogleMap() - * Initializes Google Map by filling div with ID "map_canvas" with a map of SF - */ -function initializeGoogleMap() { - var sanfran = new google.maps.LatLng(37.7749295, -122.4194155); - var myOptions = { - zoom: 13, - mapTypeId: google.maps.MapTypeId.ROADMAP, - center: sanfran - } - return new google.maps.Map(document.getElementById("map_canvas"), myOptions); -} - -/* Function: initializeHeatMap() - * Plots a heat map layer on top of the map to show which areas have high concentrations of assault. - * For visual purposes only - not required for assignment. - */ -function initializeHeatMap() { - var heatmap = new google.maps.visualization.HeatmapLayer({ - data: crimeHeatMapData, - dissipating: false, - radius: 0.005, - opacity: 0.4 - }); - heatmap.setMap(map); - var gradient = ['rgba(0, 255, 255, 0)','rgba(0, 255, 255, 1)','rgba(0, 191, 255, 1)','rgba(0, 127, 255, 1)', 'rgba(0, 63, 255, 1)', 'rgba(0, 0, 255, 1)', 'rgba(0, 0, 223, 1)', 'rgba(0, 0, 191, 1)', 'rgba(0, 0, 159, 1)', 'rgba(0, 0, 127, 1)', 'rgba(63, 0, 91, 1)', 'rgba(127, 0, 63, 1)', 'rgba(191, 0, 31, 1)', 'rgba(255, 0, 0, 1)']; - heatmap.set('gradient', gradient); -} - -/* Function: plotCrimeMarkers() - * Plots a Google Maps Marker for each crime in our crimes.json. For debugging purposes only - will lead to a very - * cluttered map if called. - */ -function plotCrimeMarkers() { - for (var i = 0; i < crimes.length; i++) { - var marker = new google.maps.Marker({ - position: {lat:crimes[i].lat, lng:crimes[i].lng}, - map: map, - title: 'lat:' + crimes[i].lat + " long: " + crimes[i].lng - }); - } -} - -/************** 1. Initialization ****************/ -/* Function: initialize() - * Called upon website loading. This creates everything that the user sees. - */ -function initialize() { - // initialization of display, data, and map - directionsDisplay = new google.maps.DirectionsRenderer(); - crimeHeatMapData = getHeatMapData(); - map = initializeGoogleMap(); - directionsDisplay.setMap(map); - directionsDisplay.setPanel(document.getElementById("directionsPanel")); - - // Add "click" event listener to map so that when user clicks on map, a marker is added - google.maps.event.addListener(map, 'click', function(event) { - if (origin == null) { - origin = event.latLng; - addMarker(origin); - } else if (destination == null) { - destination = event.latLng; - addMarker(destination); - } else { - // Max of 8 waypoints so that we don't go too crazy with the directions - if (waypoints.length < 9) { - waypoints.push({ location: destination, stopover: true }); - destination = event.latLng; - addMarker(destination); - } else { - alert("Maximum number of waypoints reached"); - } - } - }); - - // Initialization of helper visualizations (crime heatmap, crime markers) - initializeHeatMap(); - //plotCrimeMarkers(); -} - - -/************** 2. UX ****************/ -// These helper functions are used to aid in the use of the app. - -/* Function: addMarker(latlng) - * Adds a waypoint to a route. - * DO NOT EDIT - */ -function addMarker(latlng) { - markers.push(new google.maps.Marker({ - position: latlng, - map: map, - icon: "http://maps.google.com/mapfiles/marker" + String.fromCharCode(markers.length + 65) + ".png" - })); -} - -/* Function: clearMarkers() - * Helper function for setting all markers to null so that we don't double-plot markers on the map. - * DO NOT EDIT - */ -function clearMarkers() { - for (var i = 0; i < markers.length; i++) { - markers[i].setMap(null); - } -} - -/* Function: reset() - * Called when user clicks on "Reset" button. Clears the map and all settings. - * DO NOT EDIT - */ -function reset() { - clearMarkers(); - markers = []; - waypoints = []; - origin = null; - destination = null; - directionsDisplay.setMap(null); - directionsDisplay.setPanel(null); - directionsDisplay = new google.maps.DirectionsRenderer(); - directionsDisplay.setMap(map); - directionsDisplay.setPanel(document.getElementById("directionsPanel")); -} - - -/************** 3. Route Calculations ****************/ -// These functions calculate the route the user should take to get from point A to B. -// You will need to help write code that determines the SAFEST route (fastest is already given) - -function setScore(num) { - document.getElementById("currScore").innerHTML = "" + num; -} - -/* Function: calcFastestRoute() - * Called when user clicks "Get Directions" button. Calculates routes and returns fastest routes to user. - */ -function calcRoute(safest) { - // Make sure we have an origin and destination at minimum. - if (origin == null) { - alert("Click on the map to add a start point"); - return; - } - - if (destination == null) { - alert("Click on the map to add an end point"); - return; - } - - var mode = google.maps.DirectionsTravelMode.WALKING; - - var request = { - origin: origin, - destination: destination, - waypoints: waypoints, - travelMode: mode, - optimizeWaypoints: true, - avoidHighways: true, - avoidTolls: true, - provideRouteAlternatives: true - }; - - directionsService.route(request, function(response, status) { - if (status == google.maps.DirectionsStatus.OK) { - var editedResponse = response; - if (safest) { - var bestRoute = getSafestRoute(response.routes); // Pass in all routes and returns safest route - setScore(scoreRoute(bestRoute)); - editedResponse.routes = [bestRoute]; // Set response routes variable to have only the safest route - } else { - setScore(scoreRoute(response.routes[0])); - editedResponse.routes = [response.routes[0]]; - } - directionsDisplay.setDirections(editedResponse); - } - }); - - clearMarkers(); -} \ No newline at end of file diff --git a/safe-google-maps/warmup/.DS_Store b/safe-google-maps/warmup/.DS_Store deleted file mode 100644 index 7b9d33741ed04ce8ac5299ff580d34195ae35713..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 6148 zcmeH~F^XlKsY>SV?}7 zi2>N|ciI9YfHmETFAp;_<^v|2amRW3`MzFmx2qRvA06ne-@9Kng5F0slS}y0a!*XM8#sVgw)umczJ?S%NHHAZxO9vO=?*9xPie z#t^SZJ6ZC&nrxlD9hSp~<(h|QedXQs^_Dh{|EYi^Z%?xsT7a` zZ>E3^`{RDcm&&vC>GiyR%Brs$os7#F9)1Ft_))x}hjG97f~?8b$qG$B0wIHf6nLou Ee?2S`p8x;= diff --git a/safe-google-maps/warmup/.vs/ProjectSettings.json b/safe-google-maps/warmup/.vs/ProjectSettings.json deleted file mode 100644 index f8b4888..0000000 --- a/safe-google-maps/warmup/.vs/ProjectSettings.json +++ /dev/null @@ -1,3 +0,0 @@ -{ - "CurrentProjectSetting": null -} \ No newline at end of file diff --git a/safe-google-maps/warmup/.vs/slnx.sqlite b/safe-google-maps/warmup/.vs/slnx.sqlite deleted file mode 100644 index dc99103f03e715edcdd2be9629efa220b63ce2a4..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 77824 zcmeHQ3ve69dB%$X?tr_a#0LV>GLNEV3YLz<;qdgEB0&ijMN$MQS*B?EUXWmuAVq+Z z)woF{Sx%itUulvyZYOQr#L1+cHubbg(`nM@q?tNNpGliE(=?e(>d7>nHq&O(G;RM~ z+~FPs^lIbUnZ=Ml?)HD|zu*45dwaXMD<7Y!HgvwSv9&HYc*)c4@p?TE^1R36>4pCu z_%}b@a1bz0;M;3E?sVAe5x#$}3kh@ILo&O$??ul?z7p9-4^#EfbHVQfH2-J)3IA{> z10Kmv6|%3Pbb!-0V*26@LG+Gt-sCrJiUgHVIBnws&$?Uf0{Z z#$3lWOY@ozA+Z&Ha&Be@m2-A(a-v*JTRt5xj!`rJ0$7hL!oP zjq_Da-?D3)GWkWOq1&=!k!NfaoTAH6iabn=)V6}&EWW$_c`rsHf}cLZZ;b?%O3bQ&}@tw3K*uWzpKD8v^_$Dlie zP6x%_fp91`p736d;Mg;>MfO$^F%z1OQAV{c&6bWYwT2E;rlr&hE|X&v3kC@@rRlJ% zzi4q!=v#GYSUWoJ%id5ZmPmN7+=rvkG}bilJPSJ`(8;vLpUJRS(M`misopG))tx4< z+nbu2t+L*TGODqBFcd2aW{u(YW9#Zx=jAQE)>uW|vzr%cTYYXRyMdvdn z8CY(%EwtRMTMV&w1FhM@JB-vFtHA0aY}Xv6I`VXdKUCUzJu)NL8*@rs-#V|u7;g0* z#$^j!Tue_a%`Ecj_7)DihS}8^eb4mVLa}ss7GL>5>+cvERzGXM$Z;dsVQ{*|aU2@c zhCdV&2fdeunwO}0qfxD$u|-q4nG$e@pOI>lYek*G>eM_E^S)s0zya?m9BTD*aLuEy z*7bASdJV3EoTq+Apt+d)YtX(Af@b2<5pO6qIOx562HP|oFur^a8_TA5*6?ejymFy= zLSEa3ShG4ieBrqS)0*xG12ho+gopb_?vvaLa6mo;0fGQQfFM8+AP5iyUeyS^y%Om1 z-1FQpx@0a{cU;TOTRHWl@e$Csia)C&1rT2RvIydc7fplBH^t`#IDtEVMZ5Oak> zT37QzRuQ$PkgQ5FvI#<&d_k^c1yPZ6scbecuNHa0(a6`Nl54NNkNuWP0+I$QBM{!xvUP! 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      -
      -

      Safer Google Maps Warm Up

      - - In this warmup for next week, your job will be to determine a mechanism for "scoring" each possible path returned by GoogleMaps when we ask it for directions. You can see a path's score by clicking on the route and looking at the number below the map. A higher score means a more dangerous path. Currently, we score every path as 0.


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      Safety Score (lower = safe, higher = risky):

      None

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      - CS106S - Winter '17 -
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      - - diff --git a/safe-google-maps/warmup/scripts/safe-maps-warmup-solution.js b/safe-google-maps/warmup/scripts/safe-maps-warmup-solution.js deleted file mode 100644 index a32ec8d..0000000 --- a/safe-google-maps/warmup/scripts/safe-maps-warmup-solution.js +++ /dev/null @@ -1,213 +0,0 @@ -// File: safe-maps.js -// Description: Javascript file controlling functionality of Safe Maps Application for -// CS106S Workshop. -// Last Updated: Winter '17 - -/************** Global Variables ****************/ -var directionsDisplay; -var directionsService = new google.maps.DirectionsService(); -var map; // Reference to Google Map object -var origin = null; // Starting point -var destination = null; // Ending point -var waypoints = []; // Mid-way stops -var markers = []; // Contains markers for all points on trip (origin, destination, and waypoints) -var crimes = JSON.parse(crimes); // crime data from crimes.json -var relavantCrimeDist = 0.0008; - - - -/********************************************** TO-DO *************************************************** - * When the user changes the route displayed on the map, our starter code calls scoreRoute(route) to determine - * the crime score of the route being displayed. Your job is to determine this score. The score should be - * indicative of how "unsafe" a route is, with 0 being safest and high numbers being unsafe. Right now, we - * always return 0 as the score for the route. - */ -/**********************************************************************************************************/ - -function scorePath(step) { - - // For mathematical simplicity, we label long/lat coordinates of our path to be x and y coordinates. - var end_y = step.end_point.lat(); - var end_x = step.end_point.lng(); - var start_y = step.start_point.lat(); - var start_x = step.start_point.lng(); - - // m is the slope of our current step path, and mp is the perpendicular slope to that. - var m = (end_y - start_y) / (end_x - start_x); - var mp = -1 * (1 / m); - - // score keeps track of the number of crimes that are within relavantCrimeDist to our path/step - var score = 0; - - // Iterate through each crime and determien if it is close to our path - for (var i = 0; i < crimes.length; i++) { - - // we use point-slope formula to get the perpendicular intersection of our crime's location to our step - var inter_x = ((mp * crimes[i].lng) - (m * start_x) + (start_y) - (crimes[i].lat)) / (mp - m); - var inter_y = m * (inter_x - start_x) + start_y; - var dist = Math.sqrt( Math.pow((inter_x - crimes[i].lng), 2) + Math.pow((inter_y - crimes[i].lat), 2) ); - - // If the projection of that crime onto the segment is on the original segment, we just have to make sure the crime was within relvantCrimeDistance - if ((inter_x <= end_x && inter_x >= start_x || inter_x >= end_x && inter_x <= start_x) && (inter_y <= end_y && inter_y >= start_y || inter_y >= end_y && inter_y <= start_y)) { - if (dist < relavantCrimeDist) { - score = score + 1; - } - } else { - - // or else, the only other way this crime is within relevantCrimeDist to our path is if its projection is not - // on the segment but its projection is still within relevantCrimeDistance to either start or end point - var distInterToStart = Math.sqrt( Math.pow((inter_x - start_x), 2) + Math.pow((inter_y - start_y), 2) ); - var distInterToEnd = Math.sqrt( Math.pow((inter_x - end_x), 2) + Math.pow((inter_y - end_y), 2) ); - if (dist < relavantCrimeDist && (distInterToEnd < relavantCrimeDist || distInterToStart < relavantCrimeDist)) { - score = score + 1; - } - } - } - return score; -} - -function scoreRoute(route) { - var crimeScore = 0; // Set crimeScore to be the actual score of this route. - - // TODO: Calculate crimescore given the route. - // Hint 1: console.log(route) so you can see what it is! - // Hint 2: you will have to refer to the "crimes" variable, which is an array of crime locations. - // refer to the data/SF_crime_data.json file to see the format of the crimes variable. - // - // Hint 3: Each element in route has latitude and longitude start and end points. you can get the value - // of these points for example by calling: - // var starting_lng = route[0].start_point.lat() - for (var i = 0; i < route.length; i++) { - crimeScore += scorePath(route[i]); - } - - return crimeScore / 50.0; -} - - -/* Function: initializeGoogleMap() - * Initializes Google Map by filling div with ID "map_canvas" with a map of SF - */ -function initializeGoogleMap() { - var sanfran = new google.maps.LatLng(37.7847515, -122.433567); - var myOptions = { - zoom: 16, - maxZoom:16, - minZoom:16, - mapTypeId: google.maps.MapTypeId.ROADMAP, - center: sanfran, - draggable: false - } - return new google.maps.Map(document.getElementById("map_canvas"), myOptions); - - -} - -/* Function: plotCrimeMarkers() - * Plots a Google Maps Marker for each crime in our crimes.json. For debugging purposes only - will lead to a very - * cluttered map if called. - */ -function plotCrimeMarkers() { - for (var i = 0; i < crimes.length; i++) { - var marker = new google.maps.Marker({ - position: {lat:crimes[i].lat, lng:crimes[i].lng}, - map: map, - title: 'lat:' + crimes[i].lat + " long: " + crimes[i].lng - }); - } -} - -/************** 1. Initialization ****************/ -/* Function: initialize() - * Called upon website loading. This creates everything that the user sees. - */ -function initialize() { - // initialization of display, data, and map - directionsDisplay = new google.maps.DirectionsRenderer(); - map = initializeGoogleMap(); - directionsDisplay.setMap(map); - directionsDisplay.setPanel(document.getElementById("directionsPanel")); - origin = new google.maps.LatLng(37.78721971989918, -122.43211269378662); - destination = new google.maps.LatLng(37.781928690563745, -122.43582487106323); - addMarker(new google.maps.LatLng(37.78721971989918, -122.43211269378662)); - addMarker(new google.maps.LatLng(37.781928690563745, -122.43582487106323)); - - // Initialization of helper visualizations (crime markers) - plotCrimeMarkers(); - calcRoute(); -} - - -/************** 2. UX ****************/ -// These helper functions are used to aid in the use of the app. - -/* Function: addMarker(latlng) - * Adds a waypoint to a route. - * DO NOT EDIT - */ -function addMarker(latlng) { - markers.push(new google.maps.Marker({ - position: latlng, - map: map, - icon: "http://maps.google.com/mapfiles/marker" + String.fromCharCode(markers.length + 65) + ".png" - })); -} - -/* Function: clearMarkers() - * Helper function for setting all markers to null so that we don't double-plot markers on the map. - * DO NOT EDIT - */ -function clearMarkers() { - for (var i = 0; i < markers.length; i++) { - markers[i].setMap(null); - } -} - - -/************** 3. Route Calculations ****************/ - -function setScore(num) { - document.getElementById("currScore").innerHTML = "" + num; -} - -/* Function: calcFastestRoute() - * Called when user clicks "Get Directions" button. Calculates routes and returns fastest routes to user. - */ -function calcRoute() { - // Make sure we have an origin and destination at minimum. - if (origin == null) { - alert("Click on the map to add a start point"); - return; - } - - if (destination == null) { - alert("Click on the map to add an end point"); - return; - } - - var mode = google.maps.DirectionsTravelMode.WALKING; - - var request = { - origin: origin, - destination: destination, - waypoints: waypoints, - travelMode: mode, - optimizeWaypoints: true, - avoidHighways: true, - avoidTolls: true, - provideRouteAlternatives: true - }; - - directionsService.route(request, function(response, status) { - if (status == google.maps.DirectionsStatus.OK) { - var editedResponse = response; - setScore(scoreRoute(editedResponse.routes[0].legs[0].steps)); - directionsDisplay.setDirections(editedResponse); - google.maps.event.addListener(directionsDisplay, 'routeindex_changed', function() { - setScore(scoreRoute(directionsDisplay.directions.routes[directionsDisplay.getRouteIndex()].legs[0].steps)); - }); - } - }); - - clearMarkers(); -} \ No newline at end of file diff --git a/safe-google-maps/warmup/scripts/safe-maps-warmup.js b/safe-google-maps/warmup/scripts/safe-maps-warmup.js deleted file mode 100644 index 573e1b6..0000000 --- a/safe-google-maps/warmup/scripts/safe-maps-warmup.js +++ /dev/null @@ -1,172 +0,0 @@ -// File: safe-maps.js -// Description: Javascript file controlling functionality of Safe Maps Application for -// CS106S Workshop. -// Last Updated: Winter '17 - -/************** Global Variables ****************/ -var directionsDisplay; -var directionsService = new google.maps.DirectionsService(); -var map; // Reference to Google Map object -var origin = null; // Starting point -var destination = null; // Ending point -var waypoints = []; // Mid-way stops -var markers = []; // Contains markers for all points on trip (origin, destination, and waypoints) -var crimes = JSON.parse(crimes); // crime data from crimes.json -var relavantCrimeDist = 0.0008; - - - -/********************************************** TO-DO *************************************************** - * When the user changes the route displayed on the map, our starter code calls scoreRoute(route) to determine - * the crime score of the route being displayed. Your job is to determine this score. The score should be - * indicative of how "unsafe" a route is, with 0 being safest and high numbers being unsafe. Right now, we - * always return 0 as the score for the route. - */ -/**********************************************************************************************************/ -function scoreRoute(route) { - var crimeScore = 0; // Set crimeScore to be the actual score of this route. - - // TODO: Calculate crimescore given the route. - // Hint 1: console.log(route) so you can see what it is! - // Hint 2: you will have to refer to the "crimes" variable, which is an array of crime locations. - // refer to the data/SF_crime_data.json file to see the format of the crimes variable. - // - // Hint 3: Each element in route represents a leg of the trip, and has latitude and longitude start and - // end points. You can get the value of these points for example by calling: - // - // var starting_lng = route[0].start_point.lat() - - // Hint 4: If you're struggling, try to think of how you'd determine the safest routes by hand (without coding). - // After determining that, try to code your "by hand" implementation :) - - - return crimeScore; -} - - -/* Function: initializeGoogleMap() - * Initializes Google Map by filling div with ID "map_canvas" with a map of SF - */ -function initializeGoogleMap() { - var sanfran = new google.maps.LatLng(37.7847515, -122.433567); - var myOptions = { - zoom: 16, - maxZoom:16, - minZoom:16, - mapTypeId: google.maps.MapTypeId.ROADMAP, - center: sanfran, - draggable: false - } - return new google.maps.Map(document.getElementById("map_canvas"), myOptions); - - -} - -/* Function: plotCrimeMarkers() - * Plots a Google Maps Marker for each crime in our crimes.json. For debugging purposes only - will lead to a very - * cluttered map if called. - */ -function plotCrimeMarkers() { - for (var i = 0; i < crimes.length; i++) { - var marker = new google.maps.Marker({ - position: {lat:crimes[i].lat, lng:crimes[i].lng}, - map: map, - title: 'lat:' + crimes[i].lat + " long: " + crimes[i].lng - }); - } -} - -/************** 1. Initialization ****************/ -/* Function: initialize() - * Called upon website loading. This creates everything that the user sees. - */ -function initialize() { - // initialization of display, data, and map - directionsDisplay = new google.maps.DirectionsRenderer(); - map = initializeGoogleMap(); - directionsDisplay.setMap(map); - directionsDisplay.setPanel(document.getElementById("directionsPanel")); - origin = new google.maps.LatLng(37.78721971989918, -122.43211269378662); - destination = new google.maps.LatLng(37.781928690563745, -122.43582487106323); - addMarker(new google.maps.LatLng(37.78721971989918, -122.43211269378662)); - addMarker(new google.maps.LatLng(37.781928690563745, -122.43582487106323)); - - // Initialization of helper visualizations (crime markers) - plotCrimeMarkers(); - calcRoute(); -} - - -/************** 2. UX ****************/ -// These helper functions are used to aid in the use of the app. - -/* Function: addMarker(latlng) - * Adds a waypoint to a route. - * DO NOT EDIT - */ -function addMarker(latlng) { - markers.push(new google.maps.Marker({ - position: latlng, - map: map, - icon: "http://maps.google.com/mapfiles/marker" + String.fromCharCode(markers.length + 65) + ".png" - })); -} - -/* Function: clearMarkers() - * Helper function for setting all markers to null so that we don't double-plot markers on the map. - * DO NOT EDIT - */ -function clearMarkers() { - for (var i = 0; i < markers.length; i++) { - markers[i].setMap(null); - } -} - - -/************** 3. Route Calculations ****************/ - -function setScore(num) { - document.getElementById("currScore").innerHTML = "" + num; -} - -/* Function: calcFastestRoute() - * Called when user clicks "Get Directions" button. Calculates routes and returns fastest routes to user. - */ -function calcRoute() { - // Make sure we have an origin and destination at minimum. - if (origin == null) { - alert("Click on the map to add a start point"); - return; - } - - if (destination == null) { - alert("Click on the map to add an end point"); - return; - } - - var mode = google.maps.DirectionsTravelMode.WALKING; - - var request = { - origin: origin, - destination: destination, - waypoints: waypoints, - travelMode: mode, - optimizeWaypoints: true, - avoidHighways: true, - avoidTolls: true, - provideRouteAlternatives: true - }; - - directionsService.route(request, function(response, status) { - if (status == google.maps.DirectionsStatus.OK) { - var editedResponse = response; - setScore(scoreRoute(editedResponse.routes[0].legs[0].steps)); - directionsDisplay.setDirections(editedResponse); - google.maps.event.addListener(directionsDisplay, 'routeindex_changed', function() { - setScore(scoreRoute(directionsDisplay.directions.routes[directionsDisplay.getRouteIndex()].legs[0].steps)); - }); - } - }); - - clearMarkers(); -} \ No newline at end of file From e4dffa5cfc47cd42dfd1cce7753dc2b3e4223e00 Mon Sep 17 00:00:00 2001 From: Daniel Wu Date: Tue, 21 May 2019 14:51:34 -0700 Subject: [PATCH 2/2] Completed bioinformatics lesson - Students can identify gene correlations for prostate cancer via genome-wide association studies --- .../BioinformaticsSlides.pptx | Bin 0 -> 1868395 bytes gwas-prostate-cancer/README.md | 1 + .../student_edition/bioinformatics.css | 15 + .../student_edition/bioinformatics.html | 42 + .../student_edition/data/genes.json | 1 + .../student_edition/data/labels.json | 1 + .../student_edition/data/matrix.json | 1 + .../data/prostate_normal_tumor_genes.txt | 12533 ++++++++++++++++ .../data/prostate_normal_tumor_labels.txt | Bin 0 -> 610 bytes .../data/prostate_normal_tumor_matrix.txt | 102 + .../student_edition/scripts/bioinformatics.js | 93 + 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      +

      + +
      + + +

      Correlation Table:

      None

      +
      +
      +
      + CS106S - Spring '19 +
      +
      +
      +
      + + diff --git a/gwas-prostate-cancer/student_edition/data/genes.json b/gwas-prostate-cancer/student_edition/data/genes.json new file mode 100644 index 0000000..a26870c --- /dev/null +++ b/gwas-prostate-cancer/student_edition/data/genes.json @@ -0,0 +1 @@ +var genes = 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\ No newline at end of file diff --git a/gwas-prostate-cancer/student_edition/data/labels.json b/gwas-prostate-cancer/student_edition/data/labels.json new file mode 100644 index 0000000..73aaaf7 --- /dev/null +++ b/gwas-prostate-cancer/student_edition/data/labels.json @@ -0,0 +1 @@ +var labels = [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1] \ No newline at end of file diff --git a/gwas-prostate-cancer/student_edition/data/matrix.json b/gwas-prostate-cancer/student_edition/data/matrix.json new file mode 100644 index 0000000..9f3886e --- /dev/null +++ b/gwas-prostate-cancer/student_edition/data/matrix.json @@ -0,0 +1 @@ +var matrix 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-20 120 8 10 2 20 -2 -62 41 3 0 44 -7 26 3 54 35 -3 -3 3 6 -2 3 1 3 136 15 3 -7 -1 357 0 0 3 0 13 -3 115 280 -7 260 289 9 5 72 0 2 424 49 27 32 -13 65 1 3 13 2 0 31 14 5 -3 266 -31 1050 3 0 22 44 1 68 125 -34 9 2 6 0 14 77 112 13 10 6 -4 48 -1 7 0 -2 32 1 148 10 63 25 69 -4 7 30 -3 -5 0 42 0 -8 17 5 12 8 14 -4 148 997 26 0 1 3 15 119 24 0 868 15 20 42 0 3 6 -1 6 15 9 10 7 57 18 0 17 0 56 139 12 8 10 2 7 14 0 -1 8 0 111 4 0 -9 3 20 7 -1 9 24 11 2 23 36 6 0 -16 11 1 -4 38 -6 6 1 6 -1 13 20 26 13 1 181 -2 8 0 0 2 -6 10 1 6 -4 13 80 2 11 0 9 5 -16 0 20 0 -2 27 10 24 -2 1 14 5 1 9 3 -9 21 diff --git a/gwas-prostate-cancer/student_edition/scripts/bioinformatics.js b/gwas-prostate-cancer/student_edition/scripts/bioinformatics.js new file mode 100644 index 0000000..69d735b --- /dev/null +++ b/gwas-prostate-cancer/student_edition/scripts/bioinformatics.js @@ -0,0 +1,93 @@ +// File: bioinformatics.js +// Description: Javascript file controlling functionality of GWAS Bioinformatics lesson for +// CS106S Workshop. +// Last Updated: Spring '19 + +/************** Global Variables ****************/ +// In the html file, we've loaded in the global variables: +// matrix = a 102 x 12533 matrix of people by expression scores for each gene +// genes = a 12533 list of the name of the gene in the matrix +// labels = a 102 list of whether the patient has prostate cancer (1) or not (0) + +/* Function: initialize() + * Called upon website loading. This creates everything that the user sees. + */ +function initialize() { + +} + +function write(str) { + var output_box = document.getElementById("output_box") + output_box.innerHTML = str +} + +/* Function: debug() + * Called when user clicks on "Debug" button. Does whatever you want it to do. + * + */ +function debug() { + console.log("You just pressed the debug button!") + write("Hello World!") +} + +function transpose(a) { + return Object.keys(a[0]).map(function (c) { + return a.map(function (r) { return r[c]; }); + }); +} + +/* Function: calcAssoc() + * Called when user clicks the "Calculate Associations" button. Trains a linear regression model on the data. + */ +function calcAssoc() { + + console.log("Let's get started!") + + /* + * (1) Understand what our data looks like! Take a peek into our data files, or console.log the variables "matrix", "genes", and "labels"! + */ + + + /* + * (2) Familiarize yourself with multiple linear regression, and the jsregression package (https://www.npmjs.com/package/js-regression) + */ + + + + /* + * (3) Data preprocessing! Hint: the jsregression interface requires the "labels" of the data - whether or not they have the illness, to be the last column of the data matrix + * You might also want to normalize across the columns of the data, to assist the training. We've defined a "transpose" function above, in case you need it. + * Normalize across columns of data + */ + console.log("Beginning data preprocessing!") + + + + /* + * (4) Do the linear regression part! You can instantiate a LinearRegression object with default parameters like so: + * var regression = new jsregression.LinearRegression() + * + * You can define custom training parameters like so + * var regression = new jsregression.LinearRegression({ + * alpha: ???, // Learning rate, should be on the scale of 1e-3 t0 1e-5 + * iterations: ???, // Number of iterations to train; start out small and then train for longer once you see it's working + * lambda: 0.0, // Coefficient initialization + * trace: true, // Whether to console.log the training as it occurs + * }); + * + * Finally, you can train your model on the data like so + * var model = regression.fit(data) + * + * and print the results like this + * console.log(model) + * + * Feel free to play around with all these hyperparameters, or even experiment with other models. + */ + console.log("starting regression") + + /* + * (5) Examine results! Take a look at your trained model, and find out if you can see if any given gene might be a good candidate for further examination. + */ + + console.log(`Most impactful gene was BLANK with a coefficient of BLANK`) +} \ No newline at end of file diff --git a/gwas-prostate-cancer/student_edition/scripts/jsregression.js b/gwas-prostate-cancer/student_edition/scripts/jsregression.js new file mode 100644 index 0000000..ec4f7f1 --- /dev/null +++ b/gwas-prostate-cancer/student_edition/scripts/jsregression.js @@ -0,0 +1,374 @@ +var jsregression = jsregression || {}; + +(function (jsr) { + 'use strict'; + var LinearRegression = function (config) { + config = config || {}; + + if (!config.iterations) { + config.iterations = 1000; + } + if (!config.alpha) { + config.alpha = 0.001; + } + if (!config.lambda) { + config.lambda = 0.0; + } + if(!config.trace) { + config.trace = false; + } + + this.iterations = config.iterations; + this.alpha = config.alpha; + this.lambda = config.lambda; + this.trace = config.trace; + }; + + LinearRegression.prototype.fit = function (data) { + var N = data.length, X = [], Y = []; + this.dim = data[0].length; + + + for (var i=0; i < N; ++i) { + var row = data[i]; + var x_i = []; + var y_i = row[row.length-1]; + x_i.push(1.0); + for(var j=0; j < row.length-1; ++j) { + x_i.push(row[j]); + } + Y.push(y_i); + X.push(x_i); + } + + this.theta = []; + + for (var d = 0; d < this.dim; ++d) { + this.theta.push(0.0); + } + + for (var k = 0; k < this.iterations; ++k) { + var Vx = this.grad(X, Y, this.theta); + + for(var d = 0; d < this.dim; ++d) { + this.theta[d] = this.theta[d] - this.alpha * Vx[d]; + } + + if(this.trace) { + console.log('cost at iteration ' + k + ': ' + this.cost(X, Y, this.theta)); + } + } + + return { + theta: this.theta, + dim: this.dim, + cost: this.cost(X, Y, this.theta), + config: { + alpha: this.alpha, + lambda: this.lambda, + iterations: this.iterations + } + }; + }; + + LinearRegression.prototype.grad = function(X, Y, theta) { + var N = X.length; + + var Vtheta = []; + + for(var d = 0; d < this.dim; ++d){ + var g = 0; + for(var i = 0; i < N; ++i){ + var x_i = X[i]; + var y_i = Y[i]; + + var predicted = this.h(x_i, theta); + + g += (predicted - y_i) * x_i[d]; + } + + g = (g + this.lambda * theta[d]) / N; + + Vtheta.push(g); + } + + return Vtheta; + }; + + LinearRegression.prototype.h = function(x_i, theta) { + var predicted = 0.0; + for(var d = 0; d < this.dim; ++d) { + predicted += x_i[d] * theta[d]; + } + return predicted; + } + + LinearRegression.prototype.cost = function(X, Y, theta) { + + var N = X.length; + var cost = 0; + for(var i = 0; i < N; ++i){ + var x_i = X[i]; + var predicted = this.h(x_i, theta); + cost += (predicted - Y[i]) * (predicted - Y[i]); + } + + for(var d = 0; d < this.dim; ++d) { + cost += this.lambda * theta[d] * theta[d]; + } + + return cost / (2.0 * N); + }; + + LinearRegression.prototype.transform = function(x) { + if(x[0].length){ // x is a matrix + var predicted_array = []; + for(var i=0; i < x.length; ++i){ + var predicted = this.transform(x[i]); + predicted_array.push(predicted); + } + return predicted_array; + } + + // x is a row vector + var x_i = []; + x_i.push(1.0); + for(var j=0; j < x.length; ++j){ + x_i.push(x[j]); + } + return this.h(x_i, this.theta); + }; + + jsr.LinearRegression = LinearRegression; + + var LogisticRegression = function(config) { + var config = config || {}; + if(!config.alpha){ + config.alpha = 0.001; + } + if(!config.iterations) { + config.iterations = 100; + } + if(!config.lambda) { + config.lambda = 0; + } + this.alpha = config.alpha; + this.lambda = config.lambda; + this.iterations = config.iterations; + } + + LogisticRegression.prototype.fit = function(data) { + this.dim = data[0].length; + var N = data.length; + + var X = []; + var Y = []; + for(var i=0; i < N; ++i){ + var row = data[i]; + var x_i = []; + var y_i = row[row.length-1]; + x_i.push(1.0); + for(var j=0; j < row.length-1; ++j){ + x_i.push(row[j]); + } + X.push(x_i); + Y.push(y_i); + } + + this.theta = []; + for(var d = 0; d < this.dim; ++d){ + this.theta.push(0.0); + } + + for(var iter = 0; iter < this.iterations; ++iter){ + var theta_delta = this.grad(X, Y, this.theta); + for(var d = 0; d < this.dim; ++d){ + this.theta[d] = this.theta[d] - this.alpha * theta_delta[d]; + } + } + + this.threshold = this.computeThreshold(X, Y); + + return { + theta: this.theta, + threshold: this.threshold, + cost: this.cost(X, Y, this.theta), + config: { + alpha: this.alpha, + lambda: this.lambda, + iterations: this.iterations + } + } + }; + + LogisticRegression.prototype.computeThreshold = function(X, Y){ + var threshold=1.0, N = X.length; + + for (var i = 0; i < N; ++i) { + var prob = this.transform(X[i]); + if(Y[i] == 1 && threshold > prob){ + threshold = prob; + } + } + + return threshold; + } + + LogisticRegression.prototype.grad = function(X, Y, theta) { + var N = X.length; + var Vx = []; + for(var d = 0; d < this.dim; ++d) { + var sum = 0.0; + for(var i = 0; i < N; ++i){ + var x_i = X[i]; + var predicted = this.h(x_i, theta); + sum += ((predicted - Y[i]) * x_i[d] + this.lambda * theta[d]) / N; + } + Vx.push(sum); + } + + return Vx; + + } + + LogisticRegression.prototype.h = function(x_i, theta) { + var gx = 0.0; + for(var d = 0; d < this.dim; ++d){ + gx += theta[d] * x_i[d]; + } + return 1.0 / (1.0 + Math.exp(-gx)); + } + + LogisticRegression.prototype.transform = function(x) { + if(x[0].length){ // x is a matrix + var predicted_array = []; + for(var i=0; i < x.length; ++i){ + var predicted = this.transform(x[i]); + predicted_array.push(predicted); + } + return predicted_array; + } + + var x_i = []; + x_i.push(1.0); + for(var j=0; j < x.length; ++j){ + x_i.push(x[j]); + } + return this.h(x_i, this.theta); + } + + LogisticRegression.prototype.cost = function(X, Y, theta) { + var N = X.length; + var sum = 0; + for(var i = 0; i < N; ++i){ + var y_i = Y[i]; + var x_i = X[i]; + sum += - (y_i * Math.log(this.h(x_i, theta)) + (1-y_i) * Math.log(1 - this.h(x_i, theta))) / N; + } + + for(var d = 0; d < this.dim; ++d) { + sum += (this.lambda * theta[d] * theta[d]) / (2.0 * N); + } + return sum; + }; + + jsr.LogisticRegression = LogisticRegression; + + var MultiClassLogistic = function(config){ + var config = config || {}; + if(!config.alpha){ + config.alpha = 0.001; + } + if(!config.iterations) { + config.iterations = 100; + } + if(!config.lambda) { + config.lambda = 0; + } + this.alpha = config.alpha; + this.lambda = config.lambda; + this.iterations = config.iterations; + }; + + MultiClassLogistic.prototype.fit = function(data, classes) { + this.dim = data[0].length; + var N = data.length; + + if(!classes){ + classes = []; + for(var i=0; i < N; ++i){ + var found = false; + var label = data[i][this.dim-1]; + for(var j=0; j < classes.length; ++j){ + if(label == classes[j]){ + found = true; + break; + } + } + if(!found){ + classes.push(label); + } + } + } + + this.classes = classes; + + this.logistics = {}; + var result = {}; + for(var k = 0; k < this.classes.length; ++k){ + var c = this.classes[k]; + this.logistics[c] = new jsr.LogisticRegression({ + alpha: this.alpha, + lambda: this.lambda, + iterations: this.iterations + }); + var data_c = []; + for(var i=0; i < N; ++i){ + var row = []; + for(var j=0; j < this.dim-1; ++j){ + row.push(data[i][j]); + } + row.push(data[i][this.dim-1] == c ? 1 : 0); + data_c.push(row); + } + result[c] = this.logistics[c].fit(data_c); + } + return result; + }; + + MultiClassLogistic.prototype.transform = function(x) { + if(x[0].length){ // x is a matrix + var predicted_array = []; + for(var i=0; i < x.length; ++i){ + var predicted = this.transform(x[i]); + predicted_array.push(predicted); + } + return predicted_array; + } + + + + var max_prob = 0.0; + var best_c = ''; + for(var k = 0; k < this.classes.length; ++k) { + var c = this.classes[k]; + var prob_c = this.logistics[c].transform(x); + if(max_prob < prob_c){ + max_prob = prob_c; + best_c = c; + } + } + + return best_c; + } + + + + jsr.MultiClassLogistic = MultiClassLogistic; + +})(jsregression); + +var module = module || {}; +if(module) { + module.exports = jsregression; +} \ No newline at end of file diff --git a/gwas-prostate-cancer/teacher_edition/bioinformatics.css b/gwas-prostate-cancer/teacher_edition/bioinformatics.css new file mode 100644 index 0000000..6ef7e1b --- /dev/null +++ b/gwas-prostate-cancer/teacher_edition/bioinformatics.css @@ -0,0 +1,15 @@ +#top { + margin: auto; + width: 80%; +} + +#title { + text-align: center; + font-size: 20px; +} + +#app { + margin: auto; + width: 80%; + text-align: center; +} \ No newline at end of file diff --git a/gwas-prostate-cancer/teacher_edition/bioinformatics.html b/gwas-prostate-cancer/teacher_edition/bioinformatics.html new file mode 100644 index 0000000..2d0598f --- /dev/null +++ b/gwas-prostate-cancer/teacher_edition/bioinformatics.html @@ -0,0 +1,42 @@ + + + + + + + + CS 106S Bioinformatics + + + + + + + + + +
      +
      +

      CS 106S Bioinformatics

      + +
      + +
      + + +

      Correlation Table:

      None

      +
      +
      +
      + CS106S - Spring '19 +
      +
      +
      +
      + + diff --git a/gwas-prostate-cancer/teacher_edition/data/genes.json b/gwas-prostate-cancer/teacher_edition/data/genes.json new file mode 100644 index 0000000..a26870c --- /dev/null +++ b/gwas-prostate-cancer/teacher_edition/data/genes.json @@ -0,0 +1 @@ +var genes = 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\ No newline at end of file diff --git a/gwas-prostate-cancer/teacher_edition/data/labels.json b/gwas-prostate-cancer/teacher_edition/data/labels.json new file mode 100644 index 0000000..73aaaf7 --- /dev/null +++ b/gwas-prostate-cancer/teacher_edition/data/labels.json @@ -0,0 +1 @@ +var labels = [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1] \ No newline at end of file diff --git a/gwas-prostate-cancer/teacher_edition/data/matrix.json b/gwas-prostate-cancer/teacher_edition/data/matrix.json new file mode 100644 index 0000000..9f3886e --- /dev/null +++ b/gwas-prostate-cancer/teacher_edition/data/matrix.json @@ -0,0 +1 @@ +var matrix 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-20 120 8 10 2 20 -2 -62 41 3 0 44 -7 26 3 54 35 -3 -3 3 6 -2 3 1 3 136 15 3 -7 -1 357 0 0 3 0 13 -3 115 280 -7 260 289 9 5 72 0 2 424 49 27 32 -13 65 1 3 13 2 0 31 14 5 -3 266 -31 1050 3 0 22 44 1 68 125 -34 9 2 6 0 14 77 112 13 10 6 -4 48 -1 7 0 -2 32 1 148 10 63 25 69 -4 7 30 -3 -5 0 42 0 -8 17 5 12 8 14 -4 148 997 26 0 1 3 15 119 24 0 868 15 20 42 0 3 6 -1 6 15 9 10 7 57 18 0 17 0 56 139 12 8 10 2 7 14 0 -1 8 0 111 4 0 -9 3 20 7 -1 9 24 11 2 23 36 6 0 -16 11 1 -4 38 -6 6 1 6 -1 13 20 26 13 1 181 -2 8 0 0 2 -6 10 1 6 -4 13 80 2 11 0 9 5 -16 0 20 0 -2 27 10 24 -2 1 14 5 1 9 3 -9 21 diff --git a/gwas-prostate-cancer/teacher_edition/scripts/bioinformatics-solution.js b/gwas-prostate-cancer/teacher_edition/scripts/bioinformatics-solution.js new file mode 100644 index 0000000..5c4b269 --- /dev/null +++ b/gwas-prostate-cancer/teacher_edition/scripts/bioinformatics-solution.js @@ -0,0 +1,112 @@ +// File: bioinformatics.js +// Description: Javascript file controlling functionality of GWAS Bioinformatics lesson for +// CS106S Workshop. +// Last Updated: Spring '19 + +/************** Global Variables ****************/ +// In the html file, we've loaded in the global variables: +// matrix = a 102 x 12533 matrix of people by expression scores for each gene +// genes = a 12533 list of the name of the gene in the matrix +// labels = a 102 list of whether the patient has prostate cancer (1) or not (0) + +/* Function: initialize() + * Called upon website loading. This creates everything that the user sees. + */ +function initialize() { + +} + +function write(str) { + var output_box = document.getElementById("output_box") + output_box.innerHTML = str +} + +/* Function: debug() + * Called when user clicks on "Debug" button. Does whatever you want it to do. + * + */ +function debug() { + console.log("You just pressed the debug button!") + write("Hello World!") +} + +/* Function: norm(array) + * Returns the array scaled between 0-1 + * + */ +function norm(arr) { + //Find mean + var total = 0 + var min = 1000000 + var max = -1000000 + for (var i = 0; i < arr.length; i++) { + total += arr[i] + if (arr[i] < min) { + min = arr[i] + } + if (arr[i] > max) { + max = arr[i] + } + } + var mean = total / arr.length + + //Find std + var variance = 0 + for (var i = 0; i < arr.length; i++) { + variance += Math.pow(arr[i] - mean, 2) + } + var std = Math.sqrt(variance / arr.length) + //return arr.map(x => (x - mean) / variance) + return arr.map(x => (x-min)/(max - min)) +} + +function transpose(a) { + return Object.keys(a[0]).map(function (c) { + return a.map(function (r) { return r[c]; }); + }); +} + +/* Function: calcAssoc() + * Called when user clicks the "Calculate Associations" button. Trains a linear regression model on the data. + */ +function calcAssoc() { + // Normalize across columns of data + matrix = transpose(matrix) + matrix = matrix.map(norm) + matrix = transpose(matrix) + + //Augment matrix with labels in the last column + var aug_data = Array.from(matrix) + for (var i = 0; i < aug_data.length; i++) { + aug_data[i].push(labels[i]) + } + + console.log("starting regression") + write("Starting regression!") + + //Do the linear regression + var regression = new jsregression.LinearRegression({ + alpha: 0.0002, + iterations: 20, + lambda: 0.0, + trace: true, + }); + var model = regression.fit(aug_data) + console.log(model) + write(model) + + coeff = model.theta + + //Find max coefficient and report gene + var gene_idx = -1 + var max = -1000000 + for (var i = 0; i < coeff.length; i++) { + if (coeff[i] > max) { + max = coeff[i] + gene_idx = i + } + } + + console.log(`Most impactful gene was ${genes[gene_idx]} with a coefficient of ${max}`) + write(`Most impactful gene was ${genes[gene_idx]} with a coefficient of ${max}`) +} \ No newline at end of file diff --git a/gwas-prostate-cancer/teacher_edition/scripts/jsregression.js b/gwas-prostate-cancer/teacher_edition/scripts/jsregression.js new file mode 100644 index 0000000..ec4f7f1 --- /dev/null +++ b/gwas-prostate-cancer/teacher_edition/scripts/jsregression.js @@ -0,0 +1,374 @@ +var jsregression = jsregression || {}; + +(function (jsr) { + 'use strict'; + var LinearRegression = function (config) { + config = config || {}; + + if (!config.iterations) { + config.iterations = 1000; + } + if (!config.alpha) { + config.alpha = 0.001; + } + if (!config.lambda) { + config.lambda = 0.0; + } + if(!config.trace) { + config.trace = false; + } + + this.iterations = config.iterations; + this.alpha = config.alpha; + this.lambda = config.lambda; + this.trace = config.trace; + }; + + LinearRegression.prototype.fit = function (data) { + var N = data.length, X = [], Y = []; + this.dim = data[0].length; + + + for (var i=0; i < N; ++i) { + var row = data[i]; + var x_i = []; + var y_i = row[row.length-1]; + x_i.push(1.0); + for(var j=0; j < row.length-1; ++j) { + x_i.push(row[j]); + } + Y.push(y_i); + X.push(x_i); + } + + this.theta = []; + + for (var d = 0; d < this.dim; ++d) { + this.theta.push(0.0); + } + + for (var k = 0; k < this.iterations; ++k) { + var Vx = this.grad(X, Y, this.theta); + + for(var d = 0; d < this.dim; ++d) { + this.theta[d] = this.theta[d] - this.alpha * Vx[d]; + } + + if(this.trace) { + console.log('cost at iteration ' + k + ': ' + this.cost(X, Y, this.theta)); + } + } + + return { + theta: this.theta, + dim: this.dim, + cost: this.cost(X, Y, this.theta), + config: { + alpha: this.alpha, + lambda: this.lambda, + iterations: this.iterations + } + }; + }; + + LinearRegression.prototype.grad = function(X, Y, theta) { + var N = X.length; + + var Vtheta = []; + + for(var d = 0; d < this.dim; ++d){ + var g = 0; + for(var i = 0; i < N; ++i){ + var x_i = X[i]; + var y_i = Y[i]; + + var predicted = this.h(x_i, theta); + + g += (predicted - y_i) * x_i[d]; + } + + g = (g + this.lambda * theta[d]) / N; + + Vtheta.push(g); + } + + return Vtheta; + }; + + LinearRegression.prototype.h = function(x_i, theta) { + var predicted = 0.0; + for(var d = 0; d < this.dim; ++d) { + predicted += x_i[d] * theta[d]; + } + return predicted; + } + + LinearRegression.prototype.cost = function(X, Y, theta) { + + var N = X.length; + var cost = 0; + for(var i = 0; i < N; ++i){ + var x_i = X[i]; + var predicted = this.h(x_i, theta); + cost += (predicted - Y[i]) * (predicted - Y[i]); + } + + for(var d = 0; d < this.dim; ++d) { + cost += this.lambda * theta[d] * theta[d]; + } + + return cost / (2.0 * N); + }; + + LinearRegression.prototype.transform = function(x) { + if(x[0].length){ // x is a matrix + var predicted_array = []; + for(var i=0; i < x.length; ++i){ + var predicted = this.transform(x[i]); + predicted_array.push(predicted); + } + return predicted_array; + } + + // x is a row vector + var x_i = []; + x_i.push(1.0); + for(var j=0; j < x.length; ++j){ + x_i.push(x[j]); + } + return this.h(x_i, this.theta); + }; + + jsr.LinearRegression = LinearRegression; + + var LogisticRegression = function(config) { + var config = config || {}; + if(!config.alpha){ + config.alpha = 0.001; + } + if(!config.iterations) { + config.iterations = 100; + } + if(!config.lambda) { + config.lambda = 0; + } + this.alpha = config.alpha; + this.lambda = config.lambda; + this.iterations = config.iterations; + } + + LogisticRegression.prototype.fit = function(data) { + this.dim = data[0].length; + var N = data.length; + + var X = []; + var Y = []; + for(var i=0; i < N; ++i){ + var row = data[i]; + var x_i = []; + var y_i = row[row.length-1]; + x_i.push(1.0); + for(var j=0; j < row.length-1; ++j){ + x_i.push(row[j]); + } + X.push(x_i); + Y.push(y_i); + } + + this.theta = []; + for(var d = 0; d < this.dim; ++d){ + this.theta.push(0.0); + } + + for(var iter = 0; iter < this.iterations; ++iter){ + var theta_delta = this.grad(X, Y, this.theta); + for(var d = 0; d < this.dim; ++d){ + this.theta[d] = this.theta[d] - this.alpha * theta_delta[d]; + } + } + + this.threshold = this.computeThreshold(X, Y); + + return { + theta: this.theta, + threshold: this.threshold, + cost: this.cost(X, Y, this.theta), + config: { + alpha: this.alpha, + lambda: this.lambda, + iterations: this.iterations + } + } + }; + + LogisticRegression.prototype.computeThreshold = function(X, Y){ + var threshold=1.0, N = X.length; + + for (var i = 0; i < N; ++i) { + var prob = this.transform(X[i]); + if(Y[i] == 1 && threshold > prob){ + threshold = prob; + } + } + + return threshold; + } + + LogisticRegression.prototype.grad = function(X, Y, theta) { + var N = X.length; + var Vx = []; + for(var d = 0; d < this.dim; ++d) { + var sum = 0.0; + for(var i = 0; i < N; ++i){ + var x_i = X[i]; + var predicted = this.h(x_i, theta); + sum += ((predicted - Y[i]) * x_i[d] + this.lambda * theta[d]) / N; + } + Vx.push(sum); + } + + return Vx; + + } + + LogisticRegression.prototype.h = function(x_i, theta) { + var gx = 0.0; + for(var d = 0; d < this.dim; ++d){ + gx += theta[d] * x_i[d]; + } + return 1.0 / (1.0 + Math.exp(-gx)); + } + + LogisticRegression.prototype.transform = function(x) { + if(x[0].length){ // x is a matrix + var predicted_array = []; + for(var i=0; i < x.length; ++i){ + var predicted = this.transform(x[i]); + predicted_array.push(predicted); + } + return predicted_array; + } + + var x_i = []; + x_i.push(1.0); + for(var j=0; j < x.length; ++j){ + x_i.push(x[j]); + } + return this.h(x_i, this.theta); + } + + LogisticRegression.prototype.cost = function(X, Y, theta) { + var N = X.length; + var sum = 0; + for(var i = 0; i < N; ++i){ + var y_i = Y[i]; + var x_i = X[i]; + sum += - (y_i * Math.log(this.h(x_i, theta)) + (1-y_i) * Math.log(1 - this.h(x_i, theta))) / N; + } + + for(var d = 0; d < this.dim; ++d) { + sum += (this.lambda * theta[d] * theta[d]) / (2.0 * N); + } + return sum; + }; + + jsr.LogisticRegression = LogisticRegression; + + var MultiClassLogistic = function(config){ + var config = config || {}; + if(!config.alpha){ + config.alpha = 0.001; + } + if(!config.iterations) { + config.iterations = 100; + } + if(!config.lambda) { + config.lambda = 0; + } + this.alpha = config.alpha; + this.lambda = config.lambda; + this.iterations = config.iterations; + }; + + MultiClassLogistic.prototype.fit = function(data, classes) { + this.dim = data[0].length; + var N = data.length; + + if(!classes){ + classes = []; + for(var i=0; i < N; ++i){ + var found = false; + var label = data[i][this.dim-1]; + for(var j=0; j < classes.length; ++j){ + if(label == classes[j]){ + found = true; + break; + } + } + if(!found){ + classes.push(label); + } + } + } + + this.classes = classes; + + this.logistics = {}; + var result = {}; + for(var k = 0; k < this.classes.length; ++k){ + var c = this.classes[k]; + this.logistics[c] = new jsr.LogisticRegression({ + alpha: this.alpha, + lambda: this.lambda, + iterations: this.iterations + }); + var data_c = []; + for(var i=0; i < N; ++i){ + var row = []; + for(var j=0; j < this.dim-1; ++j){ + row.push(data[i][j]); + } + row.push(data[i][this.dim-1] == c ? 1 : 0); + data_c.push(row); + } + result[c] = this.logistics[c].fit(data_c); + } + return result; + }; + + MultiClassLogistic.prototype.transform = function(x) { + if(x[0].length){ // x is a matrix + var predicted_array = []; + for(var i=0; i < x.length; ++i){ + var predicted = this.transform(x[i]); + predicted_array.push(predicted); + } + return predicted_array; + } + + + + var max_prob = 0.0; + var best_c = ''; + for(var k = 0; k < this.classes.length; ++k) { + var c = this.classes[k]; + var prob_c = this.logistics[c].transform(x); + if(max_prob < prob_c){ + max_prob = prob_c; + best_c = c; + } + } + + return best_c; + } + + + + jsr.MultiClassLogistic = MultiClassLogistic; + +})(jsregression); + +var module = module || {}; +if(module) { + module.exports = 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heat map data +var relavantCrimeDist = 0.0008; + + +/********************************************** TO-DO *************************************************** + * When the user changes the route displayed on the map, our starter code calls scoreRoute(route) to determine + * the crime score of the route being displayed. Your job is to determine this score. The score should be + * indicative of how "unsafe" a route is, with 0 being safest and high numbers being unsafe. Right now, we + * always return 0 as the score for the route. + */ +/**********************************************************************************************************/ +function scoreRoute(route) { + var crimeScore = Infinity; // Set crimeScore to be the actual score of this route. + + // TODO: Calculate crimescore given the route. + // Hint 1: console.log(route) so you can see what it is! + // Hint 2: you will have to refer to the "crimes" variable, which is an array of crime locations. + // refer to the data/SF_crime_data.json file to see the format of the crimes variable. + // + // Hint 3: Each element in route represents a leg of the trip, and has latitude and longitude start and + // end points. You can get the value of these points for example by calling: + // + // var starting_lng = route[0].start_point.lat() + + // Hint 4: If you're struggling, try to think of how you'd determine the safest routes by hand (without coding). + // After determining that, try to code your "by hand" implementation :) + + + return crimeScore; +} + +/* Function: getSafestRoute(routes) + * Params: Takes in an array of routes + * + * TODO: Return safest route of the array of routes by calculating safety score of each route + * and returning the route with the Lowest safety score + * + * Currently only returns the first route in the array of routes. + */ +function getSafestRoute(routes) { + + // TODO: Understand how routes is structured and return safest route + // Refer to warmup code for help! + // hint: to iterate through the array of routes, do: + // for (var i = 0; i < routes.length; i++) { + // var route = routes[i]; + // } + // + + return routes[0]; +} + +/********************************************** End of TO-DO *************************************************** + + + + + + + + + +/* Function: getHeatMapData() + * Iterates through crimes.json file and creates array of long, latitude points. + */ +function getHeatMapData() { + var heatMapData = []; + for (var i = 0; i < crimes.length; i++) { + heatMapData.push(new google.maps.LatLng(crimes[i].lat, crimes[i].lng)); + } + return heatMapData; +} + +/* Function: initializeGoogleMap() + * Initializes Google Map by filling div with ID "map_canvas" with a map of SF + */ +function initializeGoogleMap() { + var sanfran = new google.maps.LatLng(37.7749295, -122.4194155); + var myOptions = { + zoom: 13, + mapTypeId: google.maps.MapTypeId.ROADMAP, + center: sanfran + } + return new google.maps.Map(document.getElementById("map_canvas"), myOptions); +} + +/* Function: initializeHeatMap() + * Plots a heat map layer on top of the map to show which areas have high concentrations of assault. + * For visual purposes only - not required for assignment. + */ +function initializeHeatMap() { + var heatmap = new google.maps.visualization.HeatmapLayer({ + data: crimeHeatMapData, + dissipating: false, + radius: 0.005, + opacity: 0.4 + }); + heatmap.setMap(map); + var gradient = ['rgba(0, 255, 255, 0)','rgba(0, 255, 255, 1)','rgba(0, 191, 255, 1)','rgba(0, 127, 255, 1)', 'rgba(0, 63, 255, 1)', 'rgba(0, 0, 255, 1)', 'rgba(0, 0, 223, 1)', 'rgba(0, 0, 191, 1)', 'rgba(0, 0, 159, 1)', 'rgba(0, 0, 127, 1)', 'rgba(63, 0, 91, 1)', 'rgba(127, 0, 63, 1)', 'rgba(191, 0, 31, 1)', 'rgba(255, 0, 0, 1)']; + heatmap.set('gradient', gradient); +} + +/* Function: plotCrimeMarkers() + * Plots a Google Maps Marker for each crime in our crimes.json. For debugging purposes only - will lead to a very + * cluttered map if called. + */ +function plotCrimeMarkers() { + for (var i = 0; i < crimes.length; i++) { + var marker = new google.maps.Marker({ + position: {lat:crimes[i].lat, lng:crimes[i].lng}, + map: map, + title: 'lat:' + crimes[i].lat + " long: " + crimes[i].lng + }); + } +} + +/************** 1. Initialization ****************/ +/* Function: initialize() + * Called upon website loading. This creates everything that the user sees. + */ +function initialize() { + // initialization of display, data, and map + directionsDisplay = new google.maps.DirectionsRenderer(); + crimeHeatMapData = getHeatMapData(); + map = initializeGoogleMap(); + directionsDisplay.setMap(map); + directionsDisplay.setPanel(document.getElementById("directionsPanel")); + + // Add "click" event listener to map so that when user clicks on map, a marker is added + google.maps.event.addListener(map, 'click', function(event) { + if (origin == null) { + origin = event.latLng; + addMarker(origin); + } else if (destination == null) { + destination = event.latLng; + addMarker(destination); + } else { + // Max of 8 waypoints so that we don't go too crazy with the directions + if (waypoints.length < 9) { + waypoints.push({ location: destination, stopover: true }); + destination = event.latLng; + addMarker(destination); + } else { + alert("Maximum number of waypoints reached"); + } + } + }); + + // Initialization of helper visualizations (crime heatmap, crime markers) + initializeHeatMap(); + //plotCrimeMarkers(); +} + + +/************** 2. UX ****************/ +// These helper functions are used to aid in the use of the app. + +/* Function: addMarker(latlng) + * Adds a waypoint to a route. + * DO NOT EDIT + */ +function addMarker(latlng) { + markers.push(new google.maps.Marker({ + position: latlng, + map: map, + icon: "http://maps.google.com/mapfiles/marker" + String.fromCharCode(markers.length + 65) + ".png" + })); +} + +/* Function: clearMarkers() + * Helper function for setting all markers to null so that we don't double-plot markers on the map. + * DO NOT EDIT + */ +function clearMarkers() { + for (var i = 0; i < markers.length; i++) { + markers[i].setMap(null); + } +} + +/* Function: reset() + * Called when user clicks on "Reset" button. Clears the map and all settings. + * DO NOT EDIT + */ +function reset() { + clearMarkers(); + markers = []; + waypoints = []; + origin = null; + destination = null; + directionsDisplay.setMap(null); + directionsDisplay.setPanel(null); + directionsDisplay = new google.maps.DirectionsRenderer(); + directionsDisplay.setMap(map); + directionsDisplay.setPanel(document.getElementById("directionsPanel")); +} + + +/************** 3. Route Calculations ****************/ +// These functions calculate the route the user should take to get from point A to B. +// You will need to help write code that determines the SAFEST route (fastest is already given) + +function setScore(num) { + document.getElementById("currScore").innerHTML = "" + num; +} + +/* Function: calcFastestRoute() + * Called when user clicks "Get Directions" button. Calculates routes and returns fastest routes to user. + */ +function calcRoute(safest) { + // Make sure we have an origin and destination at minimum. + if (origin == null) { + alert("Click on the map to add a start point"); + return; + } + + if (destination == null) { + alert("Click on the map to add an end point"); + return; + } + + var mode = google.maps.DirectionsTravelMode.WALKING; + + var request = { + origin: origin, + destination: destination, + waypoints: waypoints, + travelMode: mode, + optimizeWaypoints: true, + avoidHighways: true, + avoidTolls: true, + provideRouteAlternatives: true + }; + + directionsService.route(request, function(response, status) { + if (status == google.maps.DirectionsStatus.OK) { + var editedResponse = response; + if (safest) { + var bestRoute = getSafestRoute(response.routes); // Pass in all routes and returns safest route + setScore(scoreRoute(bestRoute)); + editedResponse.routes = [bestRoute]; // Set response routes variable to have only the safest route + } else { + setScore(scoreRoute(response.routes[0])); + editedResponse.routes = [response.routes[0]]; + } + directionsDisplay.setDirections(editedResponse); + } + }); + + clearMarkers(); +} \ No newline at end of file

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