From 84ce6350540b974181ed22caf99ec25cc1142fed Mon Sep 17 00:00:00 2001 From: Sarah Goulart Date: Wed, 9 Sep 2026 15:53:57 -0700 Subject: [PATCH 1/2] Add course dataset upload to scatterplot --- dist/bundle.js | 2 +- global_embedding_plot.tsv | 4350 +++++++++++++++++++++++++++++++++++++ index.html | 29 +- src/main.js | 331 ++- 4 files changed, 4705 insertions(+), 7 deletions(-) create mode 100644 global_embedding_plot.tsv diff --git a/dist/bundle.js b/dist/bundle.js index 45470be..d4c74e2 100644 --- a/dist/bundle.js +++ b/dist/bundle.js @@ -6265,7 +6265,7 @@ eval("\nvar content = __webpack_require__(/*! !../../node_modules/css-loader!./s /***/ (function(module, exports, __webpack_require__) { "use strict"; -eval("\n\nObject.defineProperty(exports, \"__esModule\", {\n value: true\n});\nexports.dataset = undefined;\n\nvar _style = __webpack_require__(/*! ./css/style.css */ \"./src/css/style.css\");\n\nvar _style2 = _interopRequireDefault(_style);\n\nvar _nouislider = __webpack_require__(/*! ./css/nouislider.css */ \"./src/css/nouislider.css\");\n\nvar _nouislider2 = _interopRequireDefault(_nouislider);\n\nvar _axis_artist = __webpack_require__(/*! ./modules/axis_artist.js */ \"./src/modules/axis_artist.js\");\n\nvar _constants = __webpack_require__(/*! ./modules/constants.js */ \"./src/modules/constants.js\");\n\nvar _d = __webpack_require__(/*! d3 */ \"./node_modules/d3/index.js\");\n\nvar d3 = _interopRequireWildcard(_d);\n\nvar _data_manager = __webpack_require__(/*! ./modules/data_manager.js */ \"./src/modules/data_manager.js\");\n\nvar _dots_artist = __webpack_require__(/*! ./modules/dots_artist.js */ \"./src/modules/dots_artist.js\");\n\nvar _dropdown_builder = __webpack_require__(/*! ./modules/dropdown_builder.js */ \"./src/modules/dropdown_builder.js\");\n\nvar _filter_scrubber = __webpack_require__(/*! ./modules/filter_scrubber.js */ \"./src/modules/filter_scrubber.js\");\n\nvar _filter_service = __webpack_require__(/*! ./modules/filter_service.js */ \"./src/modules/filter_service.js\");\n\nvar _legend_generators = __webpack_require__(/*! ./modules/legend_generators.js */ \"./src/modules/legend_generators.js\");\n\nvar _plot_options_reader = __webpack_require__(/*! ./modules/plot_options_reader.js */ \"./src/modules/plot_options_reader.js\");\n\nvar _search_data_manager = __webpack_require__(/*! ./modules/search_data_manager.js */ \"./src/modules/search_data_manager.js\");\n\nvar _shapes_artist = __webpack_require__(/*! ./modules/shapes_artist.js */ \"./src/modules/shapes_artist.js\");\n\nvar _shape_generator = __webpack_require__(/*! ./modules/shape_generator.js */ \"./src/modules/shape_generator.js\");\n\nvar _spectrum_generator = __webpack_require__(/*! ./modules/spectrum_generator.js */ \"./src/modules/spectrum_generator.js\");\n\nvar _svg_initializer = __webpack_require__(/*! ./modules/svg_initializer.js */ \"./src/modules/svg_initializer.js\");\n\nvar _table_creator = __webpack_require__(/*! ./modules/table_creator.js */ \"./src/modules/table_creator.js\");\n\nvar _tooltips = __webpack_require__(/*! ./modules/tooltips.js */ \"./src/modules/tooltips.js\");\n\nvar _transparency_service = __webpack_require__(/*! ./modules/transparency_service.js */ \"./src/modules/transparency_service.js\");\n\nvar _utilities = __webpack_require__(/*! ./modules/utilities.js */ \"./src/modules/utilities.js\");\n\nvar _zoom_service = __webpack_require__(/*! ./modules/zoom_service.js */ \"./src/modules/zoom_service.js\");\n\nfunction _interopRequireWildcard(obj) { if (obj && obj.__esModule) { return obj; } else { var newObj = {}; if (obj != null) { for (var key in obj) { if (Object.prototype.hasOwnProperty.call(obj, key)) newObj[key] = obj[key]; } } newObj.default = obj; return newObj; } }\n\nfunction _interopRequireDefault(obj) { return obj && obj.__esModule ? obj : { default: obj }; }\n\n// *******************************************\n// Begin Script\n// *******************************************\n\n// *******************************************\n// Imports\n// *******************************************\n// ****** CSS\nvar dataset = exports.dataset = _utilities.queryParams.get(\"dataset\") || \"joined_data.csv\";\nvar weights_2darray = [],\n biases_1darray = [],\n vocab_1darray = [],\n vectorspace_2darray = [],\n bow_2darray = [];\n// Semantic model option set up\nif (_utilities.queryParams.get(\"semantic_model\") === \"true\") {\n console.log('Using semantic model.\\nGetting matrices...');\n var weightsfile = dataset.split(/\\.t[a-z]{2}$/)[0] + '_weights.txt';\n var biasesfile = dataset.split(/\\.t[a-z]{2}$/)[0] + '_biases.txt';\n var vocabfile = dataset.split(/\\.t[a-z]{2}$/)[0] + '_vocab.txt';\n var vectorfile = 'VS-' + dataset.split(\"_semantic\")[0] + '.txt';\n var bowfile = dataset.split(/\\.t[a-z]{2}$/)[0] + '_bow.txt';\n\n d3.tsv(bowfile, function (text) {\n console.log(\"Reading \" + bowfile);\n bow_2darray = text.map(Object.values);\n bow_2darray = bow_2darray.map(function (entry) {\n return entry.map(function (elem) {\n return Math.round(parseFloat(elem));\n });\n });\n });\n\n d3.tsv(vectorfile, function (text) {\n console.log(\"Reading \" + vectorfile);\n vectorspace_2darray = text.map(Object.values);\n vectorspace_2darray = vectorspace_2darray.map(function (arr) {\n // username column ends up last in the dictionary, due to alphanumeric sort\n return arr.slice(0, -1).map(function (elem) {\n return parseFloat(elem);\n });\n });\n console.log(vectorspace_2darray);\n });\n d3.tsv(weightsfile, function (text) {\n console.log(\"Reading \" + weightsfile);\n weights_2darray = text.map(Object.values);\n weights_2darray = weights_2darray.map(function (entry) {\n return entry.map(function (elem) {\n return parseFloat(elem);\n });\n });\n console.log(weights_2darray);\n });\n d3.tsv(biasesfile, function (text) {\n console.log(\"Reading \" + biasesfile);\n biases_1darray = text.map(Object.values);\n biases_1darray = Object.values(biases_1darray.map(Number));\n console.log(biases_1darray);\n });\n d3.tsv(vocabfile, function (text) {\n console.log(\"Reading \" + vocabfile);\n vocab_1darray = text.map(Object.values);\n vocab_1darray = Object.values(vocab_1darray.map(String));\n console.log(vocab_1darray);\n });\n}\n\n// categories stores the name of all the columns\nvar categories = [];\nvar defaultValue = 'Select';\ncategories.push(defaultValue);\n\n// categorySearch stores the name of column according to which searching is to be done\nvar categorySearchData = [];\n\n// check whether the searching column is provided in the url or not\nvar categorySearch = _utilities.queryParams.get(\"search\");\nif (categorySearch) categorySearchData.push(categorySearch);\n\nvar columns = [];\nvar mainData = void 0;\nvar dataManager = void 0;\nvar filterScrubber = void 0;\n\nfunction loadMainData(data) {\n console.log('Loading main data');\n var categoryHeaders = data.columns.filter(function (cat) {\n return cat !== 'x' && cat !== 'y';\n });\n categoryHeaders.forEach(function (categoryHeader) {\n if (categoryHeader !== categorySearch) {\n categorySearchData.push(categoryHeader);\n }\n categories.push(categoryHeader);\n columns.push(categoryHeader);\n });\n mainData = data.map(function (datum) {\n datum['x'] = +datum['x'];\n datum['y'] = +datum['y'];\n return datum;\n });\n dataManager = new _data_manager.DataManager(mainData, categories);\n filterScrubber = new _filter_scrubber.FilterScrubber(dataManager, categories).mount();\n\n _tooltips.tooltip.html((0, _tooltips.initialTooltipState)(categorySearchData));\n var dropdownBuilder = new _dropdown_builder.DropdownBuilder();\n dropdownBuilder.build(categorySearchData, categories);\n dropdownBuilder.setDropdownEventHandlers(redrawPlotWithoutZoom);\n\n (0, _utilities.preSelectCheckboxValues)();\n (0, _utilities.preSelectDropdownValues)(categories, categorySearchData);\n\n // Initial plot draw happens here:\n var needZoom = false;\n highlighting(mainData, needZoom);\n};\n\n// NOTE: tsv() is an async function\nconsole.log('initiating dataset load;');\nvar fetchPromise = d3.tsv(dataset);\nfetchPromise.then(loadMainData).catch(function (e) {\n return console.log(e);\n});\n\nfunction searchExactMatchEventHandler(event) {\n if (document.getElementById(\"searchText\").value) redrawPlotWithoutZoom();\n}\n\nfunction resetPlotEventHandler() {\n var needZoom = false;\n highlighting(mainData, needZoom);\n}\n\nfunction redrawPlotWithoutZoom() {\n var needZoom = false;\n var filteredData = _transparency_service.TransparencyService.filter(mainData);\n highlighting(filteredData, needZoom);\n}\n\nfunction filterEventHandler() {\n var needZoom = false;\n var filteredData = _transparency_service.TransparencyService.filter(mainData);\n var featureFilteredData = _filter_service.FilterService.filter(filteredData);\n highlighting(featureFilteredData, needZoom);\n}\n\nfunction zoomEventHandler() {\n if (_plot_options_reader.plotOptionsReader.zoomCheckboxEnabled() === false) {\n document.getElementsByClassName(\"zoomxy\")[0].innerText = \"\"; // clear the textbox\n }\n var needZoom = true;\n var filteredData = _transparency_service.TransparencyService.filter(mainData);\n var zoomFilteredData = _zoom_service.ZoomService.filter(filteredData, coordinatesx, coordinatesy);\n highlighting(zoomFilteredData, needZoom);\n}\n\n(function setEventHandlers() {\n var zoomButton = _plot_options_reader.plotOptionsReader.getZoomButton();\n zoomButton.onclick = zoomEventHandler;\n\n var resetButton = _plot_options_reader.plotOptionsReader.getResetButton();\n resetButton.onclick = resetPlotEventHandler;\n\n var filterButton = _plot_options_reader.plotOptionsReader.getFilterByValueButton();\n filterButton.onclick = filterEventHandler;\n\n document.addEventListener('scrubberMounted', function () {\n _plot_options_reader.plotOptionsReader.getFilterByValueSlider().on('update', function () {\n if (_plot_options_reader.plotOptionsReader.getLiveUpdateToggled()) {\n filterEventHandler();\n }\n });\n });\n\n var colorOptions = _plot_options_reader.plotOptionsReader.getColorOptions();\n for (var i = 0; i < 2; i++) {\n colorOptions[i].onclick = redrawPlotWithoutZoom;\n };\n\n var searchFormButton = _plot_options_reader.plotOptionsReader.getSearchButton();\n searchFormButton.addEventListener('click', function (event) {\n event.preventDefault();\n redrawPlotWithoutZoom();\n });\n\n var transparentSearchButton = _plot_options_reader.plotOptionsReader.getTransparentSearchButton();\n transparentSearchButton.addEventListener('click', function (event) {\n event.preventDefault();\n redrawPlotWithoutZoom();\n });\n})();\n\nvar coordinatesx = [];\nvar coordinatesy = [];\n\n// function for plotting\nfunction highlighting(data, needZoom) {\n var uniqueDataValuesToShape = [];\n var spectrumGenerator = void 0;\n console.log('main data', data);\n\n document.getElementById(\"predicted_words\").innerHTML = \"\";\n document.getElementById(\"frequent_words\").innerHTML = \"\";\n d3.select(\"svg\").remove();\n d3.select(\".summary-data\").remove();\n\n var shapingColumn = _plot_options_reader.plotOptionsReader.getFeatureToShape();\n var searchCategory = _plot_options_reader.plotOptionsReader.getSearchCategory();\n var featureToColor = _plot_options_reader.plotOptionsReader.getFeatureToColor();\n var color = void 0;\n\n data.forEach(function (d) {\n // fill the symbol dictionary with all possible values of the shaping column as keys\n // value is the order of points\n if (uniqueDataValuesToShape.indexOf(d[shapingColumn]) === -1) {\n uniqueDataValuesToShape.push(d[shapingColumn]);\n }\n });\n var shapeGenerator = new _shape_generator.ShapeGenerator(uniqueDataValuesToShape);\n\n // set color according to spectrum\n if (dataManager.featureIsNumeric(featureToColor) && _plot_options_reader.plotOptionsReader.spectrumEnabled()) {\n console.log('using spectrum');\n spectrumGenerator = new _spectrum_generator.SpectrumGenerator(data);\n color = spectrumGenerator.color;\n } else {\n console.log('not using spectrum');\n color = d3.scaleOrdinal().range(_constants.d3_category20_shuffled);\n }\n\n var axisArtist = new _axis_artist.AxisArtist(data, needZoom, coordinatesx, coordinatesy);\n var svgInitializer = new _svg_initializer.SvgInitializer(color, axisArtist, categories, columns, shapeGenerator);\n var svg = svgInitializer.initializeWithLasso();\n var lasso = svgInitializer.lasso;\n axisArtist.draw(svg);\n svg.on(\"click\", function () {\n var coordinates1 = d3.mouse(this);\n coordinatesx.unshift(coordinates1[0]);\n coordinatesy.unshift(coordinates1[1]);\n console.log(coordinatesx, coordinatesy);\n });\n\n var searchDataManager = new _search_data_manager.SearchDataManager(dataManager.featureCategoryAndDataMap, categories);\n\n // create the table\n if (_plot_options_reader.plotOptionsReader.getSearchText() !== \"\" && searchDataManager.searchedData.length > 0) {\n var peopleTable1 = (0, _table_creator.tabulate)(searchDataManager.searchedData, columns);\n if (_utilities.queryParams.get('semantic_model') === \"true\") {\n console.log(\"Predicting words...\");\n (0, _table_creator.classify)(searchDataManager.searchedDataIndices, vectorspace_2darray, weights_2darray, biases_1darray, vocab_1darray);\n (0, _table_creator.benchmark)(searchDataManager.searchedDataIndices, bow_2darray, vocab_1darray);\n }\n };\n\n /*** BEGIN drawing dots ***/\n if (shapingColumn !== \"Select\") {\n var shapesArtist = new _shapes_artist.ShapesArtist({\n svg: svg,\n data: data,\n categorySearchData: categorySearchData,\n uniqueDataValuesToShape: uniqueDataValuesToShape,\n color: color\n });\n shapesArtist.drawUnmatchedShapes();\n shapesArtist.drawMatchedShapes();\n new _legend_generators.ShapeLegendGenerator(uniqueDataValuesToShape).generate(svg);\n lasso.items(d3.selectAll(\".point\"));\n } else {\n var dotsArtist = new _dots_artist.DotsArtist({\n svg: svg,\n data: data,\n categorySearchData: categorySearchData,\n color: color\n });\n dotsArtist.drawUnmatchedDots();\n dotsArtist.drawMatchedDots();\n lasso.items(d3.selectAll(\".dot\"));\n }\n\n // if coloring\n if (featureToColor !== \"Select\") {\n if (dataManager.featureIsNumeric(featureToColor) && _plot_options_reader.plotOptionsReader.spectrumEnabled()) {\n new _legend_generators.SpectrumLegendGenerator(svg, spectrumGenerator).generate();\n } else {\n new _legend_generators.DefaultLegendGenerator(svg, color).generate();\n }\n };\n} // end highlighting//# sourceURL=[module]\n//# sourceMappingURL=data:application/json;charset=utf-8;base64,{"version":3,"file":"./src/main.js.js","sources":["webpack:///src/main.js?2ee2"],"sourcesContent":["// *******************************************\n// Imports\n// *******************************************\n// ****** CSS\nimport style from './css/style.css';\nimport nouisliderStyle from './css/nouislider.css';\n\nimport { AxisArtist } from './modules/axis_artist.js';\nimport { d3_category20_shuffled, height, width } from './modules/constants.js';\nimport * as d3 from \"d3\";\nimport { DataManager } from './modules/data_manager.js';\nimport { DotsArtist } from './modules/dots_artist.js';\nimport { DropdownBuilder } from './modules/dropdown_builder.js';\nimport { FilterScrubber } from './modules/filter_scrubber.js';\nimport { FilterService } from './modules/filter_service.js';\nimport {\n  DefaultLegendGenerator,\n  SpectrumLegendGenerator,\n  ShapeLegendGenerator\n} from './modules/legend_generators.js';\nimport { plotOptionsReader } from './modules/plot_options_reader.js';\nimport { SearchDataManager } from './modules/search_data_manager.js';\nimport { ShapesArtist } from './modules/shapes_artist.js';\nimport { ShapeGenerator } from './modules/shape_generator.js';\nimport { SpectrumGenerator } from './modules/spectrum_generator.js';\nimport { SvgInitializer } from './modules/svg_initializer.js';\nimport { classify, benchmark, tabulate } from './modules/table_creator.js';\nimport { tooltip, initialTooltipState, tooltipHTMLContent } from './modules/tooltips.js';\nimport { TransparencyService } from './modules/transparency_service.js';\nimport { preSelectCheckboxValues, preSelectDropdownValues, queryParams, searchDic } from './modules/utilities.js';\nimport { ZoomService } from './modules/zoom_service.js';\n\n// *******************************************\n// Begin Script\n// *******************************************\n\nexport const dataset = queryParams.get(\"dataset\") || \"joined_data.csv\";\nvar weights_2darray = [], biases_1darray = [], vocab_1darray = [], vectorspace_2darray = [], bow_2darray = [];\n// Semantic model option set up\nif (queryParams.get(\"semantic_model\") === \"true\") {\n  console.log('Using semantic model.\\nGetting matrices...');\n  var weightsfile = dataset.split(/\\.t[a-z]{2}$/)[0]+'_weights.txt';\n  var biasesfile = dataset.split(/\\.t[a-z]{2}$/)[0]+'_biases.txt';\n  var vocabfile = dataset.split(/\\.t[a-z]{2}$/)[0]+'_vocab.txt';\n  var vectorfile = 'VS-' + dataset.split(\"_semantic\")[0]+'.txt';\n  var bowfile = dataset.split(/\\.t[a-z]{2}$/)[0]+'_bow.txt';\n\n  d3.tsv(bowfile, function(text){\n    console.log(\"Reading \" + bowfile);\n    bow_2darray = text.map( Object.values );\n    bow_2darray = bow_2darray.map(function(entry) {\n      return entry.map(function(elem) {\n        return Math.round(parseFloat(elem));\n      });\n    });\n  });\n\n  d3.tsv(vectorfile, function(text){\n    console.log(\"Reading \" + vectorfile);\n    vectorspace_2darray = text.map( Object.values );\n    vectorspace_2darray = vectorspace_2darray.map(function(arr) {\n      // username column ends up last in the dictionary, due to alphanumeric sort\n      return arr.slice(0,-1).map(function(elem) {\n        return parseFloat(elem);\n      });\n    });\n    console.log(vectorspace_2darray);\n  });\n  d3.tsv(weightsfile, function(text){\n    console.log(\"Reading \" + weightsfile);\n    weights_2darray = text.map( Object.values );\n    weights_2darray = weights_2darray.map(function(entry) {\n      return entry.map(function(elem) {\n        return parseFloat(elem);\n      });\n    });\n    console.log(weights_2darray);\n  });\n  d3.tsv(biasesfile, function(text){\n    console.log(\"Reading \" + biasesfile);\n    biases_1darray = text.map( Object.values );\n    biases_1darray = Object.values(biases_1darray.map(Number));\n    console.log(biases_1darray);\n  });\n  d3.tsv(vocabfile, function(text){\n    console.log(\"Reading \" + vocabfile);\n    vocab_1darray = text.map( Object.values );\n    vocab_1darray = Object.values(vocab_1darray.map(String));\n    console.log(vocab_1darray);\n  });\n}\n\n// categories stores the name of all the columns\nvar categories = [];\nlet defaultValue = 'Select';\ncategories.push(defaultValue);\n\n// categorySearch stores the name of column according to which searching is to be done\nvar categorySearchData = [];\n\n// check whether the searching column is provided in the url or not\nlet categorySearch = queryParams.get(\"search\");\nif (categorySearch) categorySearchData.push(categorySearch);\n\nvar columns = [];\nlet mainData;\nlet dataManager;\nlet filterScrubber;\n\nfunction loadMainData(data) {\n  console.log('Loading main data');\n  let categoryHeaders = data.columns.filter(cat => cat !== 'x' && cat !== 'y');\n  categoryHeaders.forEach((categoryHeader) => {\n    if (categoryHeader !== categorySearch) {\n      categorySearchData.push(categoryHeader);\n    }\n    categories.push(categoryHeader);\n    columns.push(categoryHeader);\n  });\n  mainData = data.map((datum) => {\n    datum['x'] = +datum['x'];\n    datum['y'] = +datum['y'];\n    return datum;\n  });\n  dataManager = new DataManager(mainData, categories);\n  filterScrubber = new FilterScrubber(dataManager, categories).mount();\n\n  tooltip.html(initialTooltipState(categorySearchData));\n  let dropdownBuilder = new DropdownBuilder();\n  dropdownBuilder.build(categorySearchData, categories);\n  dropdownBuilder.setDropdownEventHandlers(redrawPlotWithoutZoom);\n\n  preSelectCheckboxValues();\n  preSelectDropdownValues(categories, categorySearchData);\n\n  // Initial plot draw happens here:\n  let needZoom = false;\n  highlighting(mainData, needZoom);\n};\n\n// NOTE: tsv() is an async function\nconsole.log('initiating dataset load;');\nlet fetchPromise = d3.tsv(dataset);\nfetchPromise.then(loadMainData).catch(e => console.log(e));\n\n\nfunction searchExactMatchEventHandler(event) {\n  if (document.getElementById(\"searchText\").value) redrawPlotWithoutZoom();\n}\n\nfunction resetPlotEventHandler() {\n  let needZoom = false;\n  highlighting(mainData, needZoom);\n}\n\nfunction redrawPlotWithoutZoom() {\n  let needZoom = false;\n  let filteredData = TransparencyService.filter(mainData);\n  highlighting(filteredData, needZoom);\n}\n\nfunction filterEventHandler() {\n  let needZoom = false;\n  let filteredData = TransparencyService.filter(mainData);\n  let featureFilteredData = FilterService.filter(filteredData);\n  highlighting(featureFilteredData, needZoom);\n}\n\nfunction zoomEventHandler(){\n  if (plotOptionsReader.zoomCheckboxEnabled() === false) {\n    document.getElementsByClassName(\"zoomxy\")[0].innerText = \"\"; // clear the textbox\n  }\n  let needZoom = true;\n  let filteredData = TransparencyService.filter(mainData);\n  let zoomFilteredData = ZoomService.filter(filteredData, coordinatesx, coordinatesy);\n  highlighting(zoomFilteredData, needZoom);\n}\n\n(function setEventHandlers() {\n  let zoomButton = plotOptionsReader.getZoomButton();\n  zoomButton.onclick = zoomEventHandler;\n\n  let resetButton = plotOptionsReader.getResetButton();\n  resetButton.onclick = resetPlotEventHandler;\n\n  let filterButton = plotOptionsReader.getFilterByValueButton();\n  filterButton.onclick = filterEventHandler;\n\n  document.addEventListener('scrubberMounted', () => {\n    plotOptionsReader.getFilterByValueSlider().on('update', () => {\n      if ( plotOptionsReader.getLiveUpdateToggled()) {\n        filterEventHandler();\n      }\n    })\n  });\n\n  let colorOptions = plotOptionsReader.getColorOptions();\n  for (let i = 0; i < 2; i++) {\n    colorOptions[i].onclick = redrawPlotWithoutZoom;\n  };\n\n\n  let searchFormButton = plotOptionsReader.getSearchButton();\n  searchFormButton.addEventListener('click', (event) => {\n    event.preventDefault();\n    redrawPlotWithoutZoom();\n  });\n\n  let transparentSearchButton = plotOptionsReader.getTransparentSearchButton();\n  transparentSearchButton.addEventListener('click', (event) => {\n    event.preventDefault();\n    redrawPlotWithoutZoom();\n  });\n})();\n\nvar coordinatesx = [];\nvar coordinatesy = [];\n\n// function for plotting\nfunction highlighting(data, needZoom) {\n  let uniqueDataValuesToShape = [];\n  let spectrumGenerator;\n  console.log('main data', data);\n\n  document.getElementById(\"predicted_words\").innerHTML = \"\";\n  document.getElementById(\"frequent_words\").innerHTML = \"\";\n  d3.select(\"svg\").remove();\n  d3.select(\".summary-data\").remove();\n\n  let shapingColumn = plotOptionsReader.getFeatureToShape();\n  let searchCategory = plotOptionsReader.getSearchCategory();\n  let featureToColor = plotOptionsReader.getFeatureToColor();\n  let color;\n\n  data.forEach(function(d) {\n    // fill the symbol dictionary with all possible values of the shaping column as keys\n    // value is the order of points\n    if (uniqueDataValuesToShape.indexOf(d[shapingColumn]) === -1) {\n      uniqueDataValuesToShape.push(d[shapingColumn]);\n    }\n  });\n  let shapeGenerator = new ShapeGenerator(uniqueDataValuesToShape);\n\n  // set color according to spectrum\n  if (dataManager.featureIsNumeric(featureToColor) && plotOptionsReader.spectrumEnabled()) {\n    console.log('using spectrum');\n    spectrumGenerator = new SpectrumGenerator(data);\n    color = spectrumGenerator.color;\n  } else {\n    console.log('not using spectrum');\n    color = d3.scaleOrdinal().range(d3_category20_shuffled);\n  }\n\n  let axisArtist = new AxisArtist(data, needZoom, coordinatesx, coordinatesy);\n  let svgInitializer = new SvgInitializer(\n    color,\n    axisArtist,\n    categories,\n    columns,\n    shapeGenerator\n  );\n  let svg = svgInitializer.initializeWithLasso();\n  let lasso = svgInitializer.lasso;\n  axisArtist.draw(svg);\n  svg.on(\"click\",function() {\n    var coordinates1 = d3.mouse(this);\n    coordinatesx.unshift(coordinates1[0]);\n    coordinatesy.unshift(coordinates1[1]);\n    console.log(coordinatesx, coordinatesy);\n  })\n\n  let searchDataManager = new SearchDataManager(dataManager.featureCategoryAndDataMap, categories);\n\n  // create the table\n  if ( plotOptionsReader.getSearchText() !== \"\" && searchDataManager.searchedData.length > 0) {\n    var peopleTable1 = tabulate(searchDataManager.searchedData, columns);\n    if (queryParams.get('semantic_model') === \"true\") {\n      console.log(\"Predicting words...\");\n      classify(searchDataManager.searchedDataIndices, vectorspace_2darray, weights_2darray, biases_1darray, vocab_1darray);\n      benchmark(searchDataManager.searchedDataIndices, bow_2darray, vocab_1darray);\n    }\n  };\n\n  /*** BEGIN drawing dots ***/\n  if (shapingColumn !== \"Select\" ) {\n    let shapesArtist = new ShapesArtist(\n      {\n        svg: svg,\n        data: data,\n        categorySearchData: categorySearchData,\n        uniqueDataValuesToShape: uniqueDataValuesToShape,\n        color: color\n      }\n    )\n    shapesArtist.drawUnmatchedShapes();\n    shapesArtist.drawMatchedShapes();\n    new ShapeLegendGenerator(uniqueDataValuesToShape).generate(svg);\n    lasso.items(d3.selectAll(\".point\"));\n  } else {\n    let dotsArtist = new DotsArtist(\n      {\n        svg: svg,\n        data: data,\n        categorySearchData: categorySearchData,\n        color: color\n      }\n    )\n    dotsArtist.drawUnmatchedDots();\n    dotsArtist.drawMatchedDots();\n    lasso.items(d3.selectAll(\".dot\"));\n  }\n\n  // if coloring\n  if (featureToColor !== \"Select\") {\n    if (dataManager.featureIsNumeric(featureToColor) && plotOptionsReader.spectrumEnabled()) {\n      new SpectrumLegendGenerator(svg, spectrumGenerator).generate();\n    } else {\n      new DefaultLegendGenerator(svg, color).generate();\n    }\n  };\n} // end 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sourceURL=webpack-internal:///./src/main.js\n"); +eval("\n\nObject.defineProperty(exports, \"__esModule\", {\n value: true\n});\nexports.dataset = undefined;\n\nvar _style = __webpack_require__(/*! ./css/style.css */ \"./src/css/style.css\");\n\nvar _style2 = _interopRequireDefault(_style);\n\nvar _nouislider = __webpack_require__(/*! ./css/nouislider.css */ \"./src/css/nouislider.css\");\n\nvar _nouislider2 = _interopRequireDefault(_nouislider);\n\nvar _axis_artist = __webpack_require__(/*! ./modules/axis_artist.js */ \"./src/modules/axis_artist.js\");\n\nvar _constants = __webpack_require__(/*! ./modules/constants.js */ \"./src/modules/constants.js\");\n\nvar _d = __webpack_require__(/*! d3 */ \"./node_modules/d3/index.js\");\n\nvar d3 = _interopRequireWildcard(_d);\n\nvar _data_manager = __webpack_require__(/*! ./modules/data_manager.js */ \"./src/modules/data_manager.js\");\n\nvar _dots_artist = __webpack_require__(/*! ./modules/dots_artist.js */ \"./src/modules/dots_artist.js\");\n\nvar _dropdown_builder = __webpack_require__(/*! ./modules/dropdown_builder.js */ \"./src/modules/dropdown_builder.js\");\n\nvar _filter_scrubber = __webpack_require__(/*! ./modules/filter_scrubber.js */ \"./src/modules/filter_scrubber.js\");\n\nvar _filter_service = __webpack_require__(/*! ./modules/filter_service.js */ \"./src/modules/filter_service.js\");\n\nvar _legend_generators = __webpack_require__(/*! ./modules/legend_generators.js */ \"./src/modules/legend_generators.js\");\n\nvar _plot_options_reader = __webpack_require__(/*! ./modules/plot_options_reader.js */ \"./src/modules/plot_options_reader.js\");\n\nvar _search_data_manager = __webpack_require__(/*! ./modules/search_data_manager.js */ \"./src/modules/search_data_manager.js\");\n\nvar _shapes_artist = __webpack_require__(/*! ./modules/shapes_artist.js */ \"./src/modules/shapes_artist.js\");\n\nvar _shape_generator = __webpack_require__(/*! ./modules/shape_generator.js */ \"./src/modules/shape_generator.js\");\n\nvar _spectrum_generator = __webpack_require__(/*! ./modules/spectrum_generator.js */ \"./src/modules/spectrum_generator.js\");\n\nvar _svg_initializer = __webpack_require__(/*! ./modules/svg_initializer.js */ \"./src/modules/svg_initializer.js\");\n\nvar _table_creator = __webpack_require__(/*! ./modules/table_creator.js */ \"./src/modules/table_creator.js\");\n\nvar _tooltips = __webpack_require__(/*! ./modules/tooltips.js */ \"./src/modules/tooltips.js\");\n\nvar _transparency_service = __webpack_require__(/*! ./modules/transparency_service.js */ \"./src/modules/transparency_service.js\");\n\nvar _utilities = __webpack_require__(/*! ./modules/utilities.js */ \"./src/modules/utilities.js\");\n\nvar _zoom_service = __webpack_require__(/*! ./modules/zoom_service.js */ \"./src/modules/zoom_service.js\");\n\nfunction _interopRequireWildcard(obj) { if (obj && obj.__esModule) { return obj; } else { var newObj = {}; if (obj != null) { for (var key in obj) { if (Object.prototype.hasOwnProperty.call(obj, key)) newObj[key] = obj[key]; } } newObj.default = obj; return newObj; } }\n\nfunction _interopRequireDefault(obj) { return obj && obj.__esModule ? obj : { default: obj }; }\n\n// *******************************************\n// Begin Script\n// *******************************************\n\n\n// *******************************************\n// Imports\n// *******************************************\n// ****** CSS\nvar dataset = exports.dataset = _utilities.queryParams.get(\"dataset\") || \"global_embedding_plot.tsv\";\nvar weights_2darray = [],\n biases_1darray = [],\n vocab_1darray = [],\n vectorspace_2darray = [],\n bow_2darray = [];\n// Semantic model option set up\nif (_utilities.queryParams.get(\"semantic_model\") === \"true\") {\n console.log('Using semantic model.\\nGetting matrices...');\n var weightsfile = dataset.split(/\\.t[a-z]{2}$/)[0] + '_weights.txt';\n var biasesfile = dataset.split(/\\.t[a-z]{2}$/)[0] + '_biases.txt';\n var vocabfile = dataset.split(/\\.t[a-z]{2}$/)[0] + '_vocab.txt';\n var vectorfile = 'VS-' + dataset.split(\"_semantic\")[0] + '.txt';\n var bowfile = dataset.split(/\\.t[a-z]{2}$/)[0] + '_bow.txt';\n\n d3.tsv(bowfile, function (text) {\n console.log(\"Reading \" + bowfile);\n bow_2darray = text.map(Object.values);\n bow_2darray = bow_2darray.map(function (entry) {\n return entry.map(function (elem) {\n return Math.round(parseFloat(elem));\n });\n });\n });\n\n d3.tsv(vectorfile, function (text) {\n console.log(\"Reading \" + vectorfile);\n vectorspace_2darray = text.map(Object.values);\n vectorspace_2darray = vectorspace_2darray.map(function (arr) {\n // username column ends up last in the dictionary, due to alphanumeric sort\n return arr.slice(0, -1).map(function (elem) {\n return parseFloat(elem);\n });\n });\n console.log(vectorspace_2darray);\n });\n d3.tsv(weightsfile, function (text) {\n console.log(\"Reading \" + weightsfile);\n weights_2darray = text.map(Object.values);\n weights_2darray = weights_2darray.map(function (entry) {\n return entry.map(function (elem) {\n return parseFloat(elem);\n });\n });\n console.log(weights_2darray);\n });\n d3.tsv(biasesfile, function (text) {\n console.log(\"Reading \" + biasesfile);\n biases_1darray = text.map(Object.values);\n biases_1darray = Object.values(biases_1darray.map(Number));\n console.log(biases_1darray);\n });\n d3.tsv(vocabfile, function (text) {\n console.log(\"Reading \" + vocabfile);\n vocab_1darray = text.map(Object.values);\n vocab_1darray = Object.values(vocab_1darray.map(String));\n console.log(vocab_1darray);\n });\n}\n\n// categories stores the name of all the columns\nvar categories = [];\nvar defaultValue = 'Select';\ncategories.push(defaultValue);\n\n// categorySearch stores the name of column according to which searching is to be done\nvar categorySearchData = [];\n\n// check whether the searching column is provided in the url or not\nvar categorySearch = _utilities.queryParams.get(\"search\");\nif (categorySearch) categorySearchData.push(categorySearch);\n\nvar columns = [];\nvar mainData = void 0;\nvar dataManager = void 0;\nvar filterScrubber = void 0;\n\n// SARAH EDITED CODE START //\nfunction loadMainData(data) {\n var applyUrlDefaults = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : true;\n\n // SARAH EDITED CODE DONE //\n console.log('Loading main data');\n var categoryHeaders = data.columns.filter(function (cat) {\n return cat !== 'x' && cat !== 'y';\n });\n categoryHeaders.forEach(function (categoryHeader) {\n if (categoryHeader !== categorySearch) {\n categorySearchData.push(categoryHeader);\n }\n categories.push(categoryHeader);\n columns.push(categoryHeader);\n });\n mainData = data.map(function (datum) {\n datum['x'] = +datum['x'];\n datum['y'] = +datum['y'];\n return datum;\n });\n dataManager = new _data_manager.DataManager(mainData, categories);\n filterScrubber = new _filter_scrubber.FilterScrubber(dataManager, categories).mount();\n\n _tooltips.tooltip.html((0, _tooltips.initialTooltipState)(categorySearchData));\n var dropdownBuilder = new _dropdown_builder.DropdownBuilder();\n dropdownBuilder.build(categorySearchData, categories);\n dropdownBuilder.setDropdownEventHandlers(redrawPlotWithoutZoom);\n\n // SARAH EDITED CODE START //\n\n if (applyUrlDefaults) {\n (0, _utilities.preSelectCheckboxValues)();\n (0, _utilities.preSelectDropdownValues)(categories, categorySearchData);\n }\n // SARAH EDITED CODE DONE //\n\n // Initial plot draw happens here:\n var needZoom = false;\n highlighting(mainData, needZoom);\n};\n\n// NOTE: tsv() is an async function\nconsole.log('initiating dataset load;');\nvar fetchPromise = d3.tsv(dataset);\nfetchPromise.then(loadMainData).catch(function (e) {\n return console.log(e);\n});\n\n///SARAH ADDED CODE START///\n// *******************************************\n// User-uploaded dataset functionality\n// *******************************************\n\nfunction setUploadStatus(message) {\n var isError = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : false;\n\n var status = document.getElementById(\"file-upload-status\");\n\n if (status) {\n status.textContent = message;\n status.style.color = isError ? \"red\" : \"\";\n }\n}\n\n// Make sure an uploaded dataset has the fields\n// required by the scatterplot.\nfunction validateUploadedData(data) {\n\n if (!data || data.length === 0) {\n throw new Error(\"The uploaded file does not contain any data rows.\");\n }\n\n if (!data.columns) {\n throw new Error(\"Could not determine the column names in this file.\");\n }\n\n if (!data.columns.includes(\"x\") || !data.columns.includes(\"y\")) {\n throw new Error('The file must contain columns named \"x\" and \"y\".');\n }\n\n var descriptiveColumns = data.columns.filter(function (column) {\n return column !== \"x\" && column !== \"y\";\n });\n\n if (descriptiveColumns.length === 0) {\n throw new Error('The file must contain at least one column besides \"x\" and \"y\".');\n }\n\n var invalidCoordinates = data.some(function (row) {\n\n var xMissing = row.x === undefined || row.x === null || String(row.x).trim() === \"\";\n\n var yMissing = row.y === undefined || row.y === null || String(row.y).trim() === \"\";\n\n return xMissing || yMissing || !Number.isFinite(+row.x) || !Number.isFinite(+row.y);\n });\n\n if (invalidCoordinates) {\n throw new Error('Every row must contain numeric values in the \"x\" and \"y\" columns.');\n }\n}\n\n// Clear the pieces of the interface that depend\n// on the old dataset before loading a new one.\nfunction resetForUploadedData() {\n\n // Remove existing visualization and table\n d3.select(\"svg\").remove();\n d3.select(\".summary-data\").remove();\n\n // Clear existing feature dropdowns\n d3.select(\".click-on-feature\").remove();\n d3.select(\".color-by-feature\").remove();\n d3.select(\".search-by-feature\").remove();\n d3.select(\".shape-by-feature\").remove();\n d3.select(\".transparency-by-feature\").remove();\n d3.select(\".scrubber-dropdown\").remove();\n\n // Destroy the existing numeric slider\n var slider = document.querySelector(\".sliders\");\n\n if (slider && slider.noUiSlider) {\n slider.noUiSlider.destroy();\n }\n\n if (slider) {\n slider.innerHTML = \"\";\n }\n\n // Clear the side summary\n var sideTable = document.querySelector(\".side-table\");\n\n if (sideTable) {\n sideTable.innerHTML = \"\";\n }\n\n // Clear search text\n var searchText = document.getElementById(\"searchText\");\n\n if (searchText) {\n searchText.value = \"\";\n }\n\n // Clear transparency search\n var transparencyText = document.getElementById(\"transpText\");\n\n if (transparencyText) {\n transparencyText.value = \"\";\n }\n\n // Reset checkboxes\n document.querySelectorAll(\".check\").forEach(function (checkbox) {\n checkbox.checked = false;\n });\n\n // Reset data-dependent arrays\n categories.length = 0;\n categories.push(defaultValue);\n\n categorySearchData.length = 0;\n\n columns.length = 0;\n\n // Uploaded data should not inherit a search\n // column from the original URL.\n categorySearch = null;\n\n // Reset zoom coordinates\n coordinatesx.length = 0;\n coordinatesy.length = 0;\n\n // Reset main data objects\n mainData = null;\n dataManager = null;\n filterScrubber = null;\n}\n\n// Read and visualize a file selected by the user.\nfunction loadUploadedFile(file) {\n\n setUploadStatus(\"Reading \" + file.name + \"...\");\n\n var reader = new FileReader();\n\n reader.onload = function (event) {\n\n try {\n\n var fileText = event.target.result;\n var fileName = file.name.toLowerCase();\n\n var uploadedData = void 0;\n\n if (fileName.endsWith(\".csv\")) {\n\n uploadedData = d3.csvParse(fileText);\n } else if (fileName.endsWith(\".tsv\") || fileName.endsWith(\".txt\")) {\n\n uploadedData = d3.tsvParse(fileText);\n } else {\n\n throw new Error(\"Please upload a CSV or TSV file.\");\n }\n\n validateUploadedData(uploadedData);\n\n console.log(\"Uploaded file:\", file.name);\n\n console.log(\"Uploaded rows:\", uploadedData.length);\n\n console.log(\"Uploaded columns:\", uploadedData.columns);\n\n // Remove controls associated with old data\n resetForUploadedData();\n\n // Load uploaded data through the normal\n // scatterplot pipeline.\n //\n // false = don't apply URL-specific defaults\n loadMainData(uploadedData, false);\n\n setUploadStatus(\"Showing \" + file.name + \" (\" + uploadedData.length + \" rows)\");\n } catch (error) {\n\n console.error(\"Could not load uploaded file:\", error);\n\n setUploadStatus(error.message, true);\n }\n };\n\n reader.onerror = function () {\n\n setUploadStatus(\"The selected file could not be read.\", true);\n };\n\n reader.readAsText(file);\n}\n\n// Connect the upload input in index.html\nvar dataFileInput = document.getElementById(\"data-file-input\");\n\nif (dataFileInput) {\n\n dataFileInput.addEventListener(\"change\", function (event) {\n\n var file = event.target.files[0];\n\n if (!file) {\n return;\n }\n\n loadUploadedFile(file);\n });\n}\n\n// Initial message shown while the default data is displayed\nsetUploadStatus(\"Showing the default dataset. Upload a CSV or TSV file to replace it.\");\n\n// SARAH ADDED CODE DONE ///\n\n\nfunction searchExactMatchEventHandler(event) {\n if (document.getElementById(\"searchText\").value) redrawPlotWithoutZoom();\n}\n\nfunction resetPlotEventHandler() {\n var needZoom = false;\n highlighting(mainData, needZoom);\n}\n\nfunction redrawPlotWithoutZoom() {\n var needZoom = false;\n var filteredData = _transparency_service.TransparencyService.filter(mainData);\n highlighting(filteredData, needZoom);\n}\n\nfunction filterEventHandler() {\n var needZoom = false;\n var filteredData = _transparency_service.TransparencyService.filter(mainData);\n var featureFilteredData = _filter_service.FilterService.filter(filteredData);\n highlighting(featureFilteredData, needZoom);\n}\n\nfunction zoomEventHandler() {\n if (_plot_options_reader.plotOptionsReader.zoomCheckboxEnabled() === false) {\n document.getElementsByClassName(\"zoomxy\")[0].innerText = \"\"; // clear the textbox\n }\n var needZoom = true;\n var filteredData = _transparency_service.TransparencyService.filter(mainData);\n var zoomFilteredData = _zoom_service.ZoomService.filter(filteredData, coordinatesx, coordinatesy);\n highlighting(zoomFilteredData, needZoom);\n}\n\n(function setEventHandlers() {\n var zoomButton = _plot_options_reader.plotOptionsReader.getZoomButton();\n zoomButton.onclick = zoomEventHandler;\n\n var resetButton = _plot_options_reader.plotOptionsReader.getResetButton();\n resetButton.onclick = resetPlotEventHandler;\n\n var filterButton = _plot_options_reader.plotOptionsReader.getFilterByValueButton();\n filterButton.onclick = filterEventHandler;\n\n document.addEventListener('scrubberMounted', function () {\n _plot_options_reader.plotOptionsReader.getFilterByValueSlider().on('update', function () {\n if (_plot_options_reader.plotOptionsReader.getLiveUpdateToggled()) {\n filterEventHandler();\n }\n });\n });\n\n var colorOptions = _plot_options_reader.plotOptionsReader.getColorOptions();\n for (var i = 0; i < 2; i++) {\n colorOptions[i].onclick = redrawPlotWithoutZoom;\n };\n\n var searchFormButton = _plot_options_reader.plotOptionsReader.getSearchButton();\n searchFormButton.addEventListener('click', function (event) {\n event.preventDefault();\n redrawPlotWithoutZoom();\n });\n\n var transparentSearchButton = _plot_options_reader.plotOptionsReader.getTransparentSearchButton();\n transparentSearchButton.addEventListener('click', function (event) {\n event.preventDefault();\n redrawPlotWithoutZoom();\n });\n})();\n\nvar coordinatesx = [];\nvar coordinatesy = [];\n\n// function for plotting\nfunction highlighting(data, needZoom) {\n var uniqueDataValuesToShape = [];\n var spectrumGenerator = void 0;\n console.log('main data', data);\n\n document.getElementById(\"predicted_words\").innerHTML = \"\";\n document.getElementById(\"frequent_words\").innerHTML = \"\";\n d3.select(\"svg\").remove();\n d3.select(\".summary-data\").remove();\n\n var shapingColumn = _plot_options_reader.plotOptionsReader.getFeatureToShape();\n var searchCategory = _plot_options_reader.plotOptionsReader.getSearchCategory();\n var featureToColor = _plot_options_reader.plotOptionsReader.getFeatureToColor();\n var color = void 0;\n\n data.forEach(function (d) {\n // fill the symbol dictionary with all possible values of the shaping column as keys\n // value is the order of points\n if (uniqueDataValuesToShape.indexOf(d[shapingColumn]) === -1) {\n uniqueDataValuesToShape.push(d[shapingColumn]);\n }\n });\n var shapeGenerator = new _shape_generator.ShapeGenerator(uniqueDataValuesToShape);\n\n // set color according to spectrum\n if (dataManager.featureIsNumeric(featureToColor) && _plot_options_reader.plotOptionsReader.spectrumEnabled()) {\n console.log('using spectrum');\n spectrumGenerator = new _spectrum_generator.SpectrumGenerator(data);\n color = spectrumGenerator.color;\n } else {\n console.log('not using spectrum');\n color = d3.scaleOrdinal().range(_constants.d3_category20_shuffled);\n }\n\n var axisArtist = new _axis_artist.AxisArtist(data, needZoom, coordinatesx, coordinatesy);\n var svgInitializer = new _svg_initializer.SvgInitializer(color, axisArtist, categories, columns, shapeGenerator);\n var svg = svgInitializer.initializeWithLasso();\n var lasso = svgInitializer.lasso;\n axisArtist.draw(svg);\n svg.on(\"click\", function () {\n var coordinates1 = d3.mouse(this);\n coordinatesx.unshift(coordinates1[0]);\n coordinatesy.unshift(coordinates1[1]);\n console.log(coordinatesx, coordinatesy);\n });\n\n var searchDataManager = new _search_data_manager.SearchDataManager(dataManager.featureCategoryAndDataMap, categories);\n\n // create the table\n if (_plot_options_reader.plotOptionsReader.getSearchText() !== \"\" && searchDataManager.searchedData.length > 0) {\n var peopleTable1 = (0, _table_creator.tabulate)(searchDataManager.searchedData, columns);\n if (_utilities.queryParams.get('semantic_model') === \"true\") {\n console.log(\"Predicting words...\");\n (0, _table_creator.classify)(searchDataManager.searchedDataIndices, vectorspace_2darray, weights_2darray, biases_1darray, vocab_1darray);\n (0, _table_creator.benchmark)(searchDataManager.searchedDataIndices, bow_2darray, vocab_1darray);\n }\n };\n\n /*** BEGIN drawing dots ***/\n if (shapingColumn !== \"Select\") {\n var shapesArtist = new _shapes_artist.ShapesArtist({\n svg: svg,\n data: data,\n categorySearchData: categorySearchData,\n uniqueDataValuesToShape: uniqueDataValuesToShape,\n color: color\n });\n shapesArtist.drawUnmatchedShapes();\n shapesArtist.drawMatchedShapes();\n new _legend_generators.ShapeLegendGenerator(uniqueDataValuesToShape).generate(svg);\n lasso.items(d3.selectAll(\".point\"));\n } else {\n var dotsArtist = new _dots_artist.DotsArtist({\n svg: svg,\n data: data,\n categorySearchData: categorySearchData,\n color: color\n });\n dotsArtist.drawUnmatchedDots();\n dotsArtist.drawMatchedDots();\n lasso.items(d3.selectAll(\".dot\"));\n }\n\n // if coloring\n if (featureToColor !== \"Select\") {\n if (dataManager.featureIsNumeric(featureToColor) && _plot_options_reader.plotOptionsReader.spectrumEnabled()) {\n new _legend_generators.SpectrumLegendGenerator(svg, spectrumGenerator).generate();\n } else {\n new _legend_generators.DefaultLegendGenerator(svg, color).generate();\n }\n };\n} // end highlighting//# sourceURL=[module]\n//# sourceMappingURL=data:application/json;charset=utf-8;base64,{"version":3,"file":"./src/main.js.js","sources":["webpack:///src/main.js?2ee2"],"sourcesContent":["// *******************************************\n// Imports\n// *******************************************\n// ****** CSS\nimport style from './css/style.css';\nimport nouisliderStyle from './css/nouislider.css';\n\nimport { AxisArtist } from './modules/axis_artist.js';\nimport { d3_category20_shuffled, height, width } from './modules/constants.js';\nimport * as d3 from \"d3\";\nimport { DataManager } from './modules/data_manager.js';\nimport { DotsArtist } from './modules/dots_artist.js';\nimport { DropdownBuilder } from './modules/dropdown_builder.js';\nimport { FilterScrubber } from './modules/filter_scrubber.js';\nimport { FilterService } from './modules/filter_service.js';\nimport {\n  DefaultLegendGenerator,\n  SpectrumLegendGenerator,\n  ShapeLegendGenerator\n} from './modules/legend_generators.js';\nimport { plotOptionsReader } from './modules/plot_options_reader.js';\nimport { SearchDataManager } from './modules/search_data_manager.js';\nimport { ShapesArtist } from './modules/shapes_artist.js';\nimport { ShapeGenerator } from './modules/shape_generator.js';\nimport { SpectrumGenerator } from './modules/spectrum_generator.js';\nimport { SvgInitializer } from './modules/svg_initializer.js';\nimport { classify, benchmark, tabulate } from './modules/table_creator.js';\nimport { tooltip, initialTooltipState, tooltipHTMLContent } from './modules/tooltips.js';\nimport { TransparencyService } from './modules/transparency_service.js';\nimport { preSelectCheckboxValues, preSelectDropdownValues, queryParams, searchDic } from './modules/utilities.js';\nimport { ZoomService } from './modules/zoom_service.js';\n\n// *******************************************\n// Begin Script\n// *******************************************\n\n\nexport const dataset = queryParams.get(\"dataset\") || \"global_embedding_plot.tsv\";\nvar weights_2darray = [], biases_1darray = [], vocab_1darray = [], vectorspace_2darray = [], bow_2darray = [];\n// Semantic model option set up\nif (queryParams.get(\"semantic_model\") === \"true\") {\n  console.log('Using semantic model.\\nGetting matrices...');\n  var weightsfile = dataset.split(/\\.t[a-z]{2}$/)[0]+'_weights.txt';\n  var biasesfile = dataset.split(/\\.t[a-z]{2}$/)[0]+'_biases.txt';\n  var vocabfile = dataset.split(/\\.t[a-z]{2}$/)[0]+'_vocab.txt';\n  var vectorfile = 'VS-' + dataset.split(\"_semantic\")[0]+'.txt';\n  var bowfile = dataset.split(/\\.t[a-z]{2}$/)[0]+'_bow.txt';\n\n  d3.tsv(bowfile, function(text){\n    console.log(\"Reading \" + bowfile);\n    bow_2darray = text.map( Object.values );\n    bow_2darray = bow_2darray.map(function(entry) {\n      return entry.map(function(elem) {\n        return Math.round(parseFloat(elem));\n      });\n    });\n  });\n\n  d3.tsv(vectorfile, function(text){\n    console.log(\"Reading \" + vectorfile);\n    vectorspace_2darray = text.map( Object.values );\n    vectorspace_2darray = vectorspace_2darray.map(function(arr) {\n      // username column ends up last in the dictionary, due to alphanumeric sort\n      return arr.slice(0,-1).map(function(elem) {\n        return parseFloat(elem);\n      });\n    });\n    console.log(vectorspace_2darray);\n  });\n  d3.tsv(weightsfile, function(text){\n    console.log(\"Reading \" + weightsfile);\n    weights_2darray = text.map( Object.values );\n    weights_2darray = weights_2darray.map(function(entry) {\n      return entry.map(function(elem) {\n        return parseFloat(elem);\n      });\n    });\n    console.log(weights_2darray);\n  });\n  d3.tsv(biasesfile, function(text){\n    console.log(\"Reading \" + biasesfile);\n    biases_1darray = text.map( Object.values );\n    biases_1darray = Object.values(biases_1darray.map(Number));\n    console.log(biases_1darray);\n  });\n  d3.tsv(vocabfile, function(text){\n    console.log(\"Reading \" + vocabfile);\n    vocab_1darray = text.map( Object.values );\n    vocab_1darray = Object.values(vocab_1darray.map(String));\n    console.log(vocab_1darray);\n  });\n}\n\n// categories stores the name of all the columns\nvar categories = [];\nlet defaultValue = 'Select';\ncategories.push(defaultValue);\n\n// categorySearch stores the name of column according to which searching is to be done\nvar categorySearchData = [];\n\n// check whether the searching column is provided in the url or not\nlet categorySearch = queryParams.get(\"search\");\nif (categorySearch) categorySearchData.push(categorySearch);\n\nvar columns = [];\nlet mainData;\nlet dataManager;\nlet filterScrubber;\n\n// SARAH EDITED CODE START //\nfunction loadMainData(data, applyUrlDefaults = true) {\n  // SARAH EDITED CODE DONE //\n  console.log('Loading main data');\n  let categoryHeaders = data.columns.filter(cat => cat !== 'x' && cat !== 'y');\n  categoryHeaders.forEach((categoryHeader) => {\n    if (categoryHeader !== categorySearch) {\n      categorySearchData.push(categoryHeader);\n    }\n    categories.push(categoryHeader);\n    columns.push(categoryHeader);\n  });\n  mainData = data.map((datum) => {\n    datum['x'] = +datum['x'];\n    datum['y'] = +datum['y'];\n    return datum;\n  });\n  dataManager = new DataManager(mainData, categories);\n  filterScrubber = new FilterScrubber(dataManager, categories).mount();\n\n  tooltip.html(initialTooltipState(categorySearchData));\n  let dropdownBuilder = new DropdownBuilder();\n  dropdownBuilder.build(categorySearchData, categories);\n  dropdownBuilder.setDropdownEventHandlers(redrawPlotWithoutZoom);\n\n  // SARAH EDITED CODE START //\n\n  if (applyUrlDefaults) {\n    preSelectCheckboxValues();\n    preSelectDropdownValues(categories, categorySearchData);\n  }\n    // SARAH EDITED CODE DONE //\n\n  // Initial plot draw happens here:\n  let needZoom = false;\n  highlighting(mainData, needZoom);\n};\n\n// NOTE: tsv() is an async function\nconsole.log('initiating dataset load;');\nlet fetchPromise = d3.tsv(dataset);\nfetchPromise.then(loadMainData).catch(e => console.log(e));\n\n///SARAH ADDED CODE START///\n// *******************************************\n// User-uploaded dataset functionality\n// *******************************************\n\nfunction setUploadStatus(message, isError = false) {\n  let status = document.getElementById(\"file-upload-status\");\n\n  if (status) {\n    status.textContent = message;\n    status.style.color = isError ? \"red\" : \"\";\n  }\n}\n\n\n// Make sure an uploaded dataset has the fields\n// required by the scatterplot.\nfunction validateUploadedData(data) {\n\n  if (!data || data.length === 0) {\n    throw new Error(\n      \"The uploaded file does not contain any data rows.\"\n    );\n  }\n\n  if (!data.columns) {\n    throw new Error(\n      \"Could not determine the column names in this file.\"\n    );\n  }\n\n  if (\n    !data.columns.includes(\"x\") ||\n    !data.columns.includes(\"y\")\n  ) {\n    throw new Error(\n      'The file must contain columns named \"x\" and \"y\".'\n    );\n  }\n\n  let descriptiveColumns = data.columns.filter(\n    column => column !== \"x\" && column !== \"y\"\n  );\n\n  if (descriptiveColumns.length === 0) {\n    throw new Error(\n      'The file must contain at least one column besides \"x\" and \"y\".'\n    );\n  }\n\n\n  let invalidCoordinates = data.some((row) => {\n\n    let xMissing =\n      row.x === undefined ||\n      row.x === null ||\n      String(row.x).trim() === \"\";\n\n    let yMissing =\n      row.y === undefined ||\n      row.y === null ||\n      String(row.y).trim() === \"\";\n\n    return (\n      xMissing ||\n      yMissing ||\n      !Number.isFinite(+row.x) ||\n      !Number.isFinite(+row.y)\n    );\n  });\n\n\n  if (invalidCoordinates) {\n    throw new Error(\n      'Every row must contain numeric values in the \"x\" and \"y\" columns.'\n    );\n  }\n}\n\n\n// Clear the pieces of the interface that depend\n// on the old dataset before loading a new one.\nfunction resetForUploadedData() {\n\n  // Remove existing visualization and table\n  d3.select(\"svg\").remove();\n  d3.select(\".summary-data\").remove();\n\n\n  // Clear existing feature dropdowns\n  d3.select(\".click-on-feature\").remove();\n  d3.select(\".color-by-feature\").remove();\n  d3.select(\".search-by-feature\").remove();\n  d3.select(\".shape-by-feature\").remove();\n  d3.select(\".transparency-by-feature\").remove();\n  d3.select(\".scrubber-dropdown\").remove();\n\n\n  // Destroy the existing numeric slider\n  let slider = document.querySelector(\".sliders\");\n\n  if (slider && slider.noUiSlider) {\n    slider.noUiSlider.destroy();\n  }\n\n  if (slider) {\n    slider.innerHTML = \"\";\n  }\n\n\n  // Clear the side summary\n  let sideTable = document.querySelector(\".side-table\");\n\n  if (sideTable) {\n    sideTable.innerHTML = \"\";\n  }\n\n\n  // Clear search text\n  let searchText = document.getElementById(\"searchText\");\n\n  if (searchText) {\n    searchText.value = \"\";\n  }\n\n\n  // Clear transparency search\n  let transparencyText =\n    document.getElementById(\"transpText\");\n\n  if (transparencyText) {\n    transparencyText.value = \"\";\n  }\n\n\n  // Reset checkboxes\n  document.querySelectorAll(\".check\").forEach((checkbox) => {\n    checkbox.checked = false;\n  });\n\n\n  // Reset data-dependent arrays\n  categories.length = 0;\n  categories.push(defaultValue);\n\n  categorySearchData.length = 0;\n\n  columns.length = 0;\n\n\n  // Uploaded data should not inherit a search\n  // column from the original URL.\n  categorySearch = null;\n\n\n  // Reset zoom coordinates\n  coordinatesx.length = 0;\n  coordinatesy.length = 0;\n\n\n  // Reset main data objects\n  mainData = null;\n  dataManager = null;\n  filterScrubber = null;\n}\n\n\n// Read and visualize a file selected by the user.\nfunction loadUploadedFile(file) {\n\n  setUploadStatus(\n    \"Reading \" + file.name + \"...\"\n  );\n\n\n  let reader = new FileReader();\n\n\n  reader.onload = function(event) {\n\n    try {\n\n      let fileText = event.target.result;\n      let fileName = file.name.toLowerCase();\n\n      let uploadedData;\n\n\n      if (fileName.endsWith(\".csv\")) {\n\n        uploadedData = d3.csvParse(fileText);\n\n      }\n\n      else if (\n        fileName.endsWith(\".tsv\") ||\n        fileName.endsWith(\".txt\")\n      ) {\n\n        uploadedData = d3.tsvParse(fileText);\n\n      }\n\n      else {\n\n        throw new Error(\n          \"Please upload a CSV or TSV file.\"\n        );\n\n      }\n\n\n      validateUploadedData(uploadedData);\n\n\n      console.log(\n        \"Uploaded file:\",\n        file.name\n      );\n\n      console.log(\n        \"Uploaded rows:\",\n        uploadedData.length\n      );\n\n      console.log(\n        \"Uploaded columns:\",\n        uploadedData.columns\n      );\n\n\n      // Remove controls associated with old data\n      resetForUploadedData();\n\n\n      // Load uploaded data through the normal\n      // scatterplot pipeline.\n      //\n      // false = don't apply URL-specific defaults\n      loadMainData(uploadedData, false);\n\n\n      setUploadStatus(\n        \"Showing \" +\n        file.name +\n        \" (\" +\n        uploadedData.length +\n        \" rows)\"\n      );\n\n    }\n\n    catch (error) {\n\n      console.error(\n        \"Could not load uploaded file:\",\n        error\n      );\n\n      setUploadStatus(\n        error.message,\n        true\n      );\n\n    }\n\n  };\n\n\n  reader.onerror = function() {\n\n    setUploadStatus(\n      \"The selected file could not be read.\",\n      true\n    );\n\n  };\n\n\n  reader.readAsText(file);\n}\n\n\n// Connect the upload input in index.html\nlet dataFileInput =\n  document.getElementById(\"data-file-input\");\n\n\nif (dataFileInput) {\n\n  dataFileInput.addEventListener(\n    \"change\",\n    function(event) {\n\n      let file = event.target.files[0];\n\n      if (!file) {\n        return;\n      }\n\n      loadUploadedFile(file);\n\n    }\n  );\n\n}\n\n\n// Initial message shown while the default data is displayed\nsetUploadStatus(\n  \"Showing the default dataset. Upload a CSV or TSV file to replace it.\"\n);\n\n// SARAH ADDED CODE DONE ///\n\n\nfunction searchExactMatchEventHandler(event) {\n  if (document.getElementById(\"searchText\").value) redrawPlotWithoutZoom();\n}\n\nfunction resetPlotEventHandler() {\n  let needZoom = false;\n  highlighting(mainData, needZoom);\n}\n\nfunction redrawPlotWithoutZoom() {\n  let needZoom = false;\n  let filteredData = TransparencyService.filter(mainData);\n  highlighting(filteredData, needZoom);\n}\n\nfunction filterEventHandler() {\n  let needZoom = false;\n  let filteredData = TransparencyService.filter(mainData);\n  let featureFilteredData = FilterService.filter(filteredData);\n  highlighting(featureFilteredData, needZoom);\n}\n\nfunction zoomEventHandler(){\n  if (plotOptionsReader.zoomCheckboxEnabled() === false) {\n    document.getElementsByClassName(\"zoomxy\")[0].innerText = \"\"; // clear the textbox\n  }\n  let needZoom = true;\n  let filteredData = TransparencyService.filter(mainData);\n  let zoomFilteredData = ZoomService.filter(filteredData, coordinatesx, coordinatesy);\n  highlighting(zoomFilteredData, needZoom);\n}\n\n(function setEventHandlers() {\n  let zoomButton = plotOptionsReader.getZoomButton();\n  zoomButton.onclick = zoomEventHandler;\n\n  let resetButton = plotOptionsReader.getResetButton();\n  resetButton.onclick = resetPlotEventHandler;\n\n  let filterButton = plotOptionsReader.getFilterByValueButton();\n  filterButton.onclick = filterEventHandler;\n\n  document.addEventListener('scrubberMounted', () => {\n    plotOptionsReader.getFilterByValueSlider().on('update', () => {\n      if ( plotOptionsReader.getLiveUpdateToggled()) {\n        filterEventHandler();\n      }\n    })\n  });\n\n  let colorOptions = plotOptionsReader.getColorOptions();\n  for (let i = 0; i < 2; i++) {\n    colorOptions[i].onclick = redrawPlotWithoutZoom;\n  };\n\n\n  let searchFormButton = plotOptionsReader.getSearchButton();\n  searchFormButton.addEventListener('click', (event) => {\n    event.preventDefault();\n    redrawPlotWithoutZoom();\n  });\n\n  let transparentSearchButton = plotOptionsReader.getTransparentSearchButton();\n  transparentSearchButton.addEventListener('click', (event) => {\n    event.preventDefault();\n    redrawPlotWithoutZoom();\n  });\n})();\n\nvar coordinatesx = [];\nvar coordinatesy = [];\n\n// function for plotting\nfunction highlighting(data, needZoom) {\n  let uniqueDataValuesToShape = [];\n  let spectrumGenerator;\n  console.log('main data', data);\n\n  document.getElementById(\"predicted_words\").innerHTML = \"\";\n  document.getElementById(\"frequent_words\").innerHTML = \"\";\n  d3.select(\"svg\").remove();\n  d3.select(\".summary-data\").remove();\n\n  let shapingColumn = plotOptionsReader.getFeatureToShape();\n  let searchCategory = plotOptionsReader.getSearchCategory();\n  let featureToColor = plotOptionsReader.getFeatureToColor();\n  let color;\n\n  data.forEach(function(d) {\n    // fill the symbol dictionary with all possible values of the shaping column as keys\n    // value is the order of points\n    if (uniqueDataValuesToShape.indexOf(d[shapingColumn]) === -1) {\n      uniqueDataValuesToShape.push(d[shapingColumn]);\n    }\n  });\n  let shapeGenerator = new ShapeGenerator(uniqueDataValuesToShape);\n\n  // set color according to spectrum\n  if (dataManager.featureIsNumeric(featureToColor) && plotOptionsReader.spectrumEnabled()) {\n    console.log('using spectrum');\n    spectrumGenerator = new SpectrumGenerator(data);\n    color = spectrumGenerator.color;\n  } else {\n    console.log('not using spectrum');\n    color = d3.scaleOrdinal().range(d3_category20_shuffled);\n  }\n\n  let axisArtist = new AxisArtist(data, needZoom, coordinatesx, coordinatesy);\n  let svgInitializer = new SvgInitializer(\n    color,\n    axisArtist,\n    categories,\n    columns,\n    shapeGenerator\n  );\n  let svg = svgInitializer.initializeWithLasso();\n  let lasso = svgInitializer.lasso;\n  axisArtist.draw(svg);\n  svg.on(\"click\",function() {\n    var coordinates1 = d3.mouse(this);\n    coordinatesx.unshift(coordinates1[0]);\n    coordinatesy.unshift(coordinates1[1]);\n    console.log(coordinatesx, coordinatesy);\n  })\n\n  let searchDataManager = new SearchDataManager(dataManager.featureCategoryAndDataMap, categories);\n\n  // create the table\n  if ( plotOptionsReader.getSearchText() !== \"\" && searchDataManager.searchedData.length > 0) {\n    var peopleTable1 = tabulate(searchDataManager.searchedData, columns);\n    if (queryParams.get('semantic_model') === \"true\") {\n      console.log(\"Predicting words...\");\n      classify(searchDataManager.searchedDataIndices, vectorspace_2darray, weights_2darray, biases_1darray, vocab_1darray);\n      benchmark(searchDataManager.searchedDataIndices, bow_2darray, vocab_1darray);\n    }\n  };\n\n  /*** BEGIN drawing dots ***/\n  if (shapingColumn !== \"Select\" ) {\n    let shapesArtist = new ShapesArtist(\n      {\n        svg: svg,\n        data: data,\n        categorySearchData: categorySearchData,\n        uniqueDataValuesToShape: uniqueDataValuesToShape,\n        color: color\n      }\n    )\n    shapesArtist.drawUnmatchedShapes();\n    shapesArtist.drawMatchedShapes();\n    new ShapeLegendGenerator(uniqueDataValuesToShape).generate(svg);\n    lasso.items(d3.selectAll(\".point\"));\n  } else {\n    let dotsArtist = new DotsArtist(\n      {\n        svg: svg,\n        data: data,\n        categorySearchData: categorySearchData,\n        color: color\n      }\n    )\n    dotsArtist.drawUnmatchedDots();\n    dotsArtist.drawMatchedDots();\n    lasso.items(d3.selectAll(\".dot\"));\n  }\n\n  // if coloring\n  if (featureToColor !== \"Select\") {\n    if (dataManager.featureIsNumeric(featureToColor) && plotOptionsReader.spectrumEnabled()) {\n      new SpectrumLegendGenerator(svg, spectrumGenerator).generate();\n    } else {\n      new DefaultLegendGenerator(svg, color).generate();\n    }\n  };\n} // end 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Engineering Science 1.191890573 7.657840998 +Psychology H194A (Intructor 1) Honors Seminar Upper Division Clg of Letters & Science L&S Social Sciences Division Psychology -7.915119703 9.623524426 +German 177 Cult His Switzerlnd Upper Division Clg of Letters & Science L&S Arts & Humanities Division German 24.40479038 -13.36278766 +Media Studies 190 (Intructor 1) Special Topics Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 13.24684802 20.86022191 +Spanish 117 Picaresque Novel Upper Division Clg of Letters & Science L&S Arts & Humanities Division Spanish & Portuguese 18.88915309 16.34134999 +Integrative Biology 187 Hum Bio Of The Pac Upper Division Clg of Letters & Science L&S Biological Sciences Div Integrative Biology -29.3909938 11.32273451 +Business Admin-Undergrad 196 (Intructor 1) Spec Topics Bus Adm Upper Division Haas School of Business Haas School of Business Business -5.524886746 10.32875943 +Dutch C170 Dutch Cult & Soc Upper Division Clg of Letters & Science L&S Arts & Humanities Division German -1.801033567 7.211340052 +Music 128Q Art Song Upper Division Clg of Letters & Science L&S Arts & Humanities Division Music -3.522094346 -17.87026467 +Architecture 120 Int To Prac Of Arch Upper Division Clg of Environmental Design Clg of Environmental Design Architecture -9.732259121 31.52801017 +Sociology 143 "Policy, Econ, & Soc" Upper Division Clg of Letters & Science L&S Social Sciences Division Sociology 3.73704504 26.92350388 +Nutritional Science & Tox 106 Intro To Food Sci Upper Division Clg of Natural Resources Clg of Natural Resources Nutritional Sciences & Tox -34.66326002 6.885262125 +Letters & Science 20D Arts & Literature Lower Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 2.556866034 7.123391236 +Architecture 149A Acoustics Upper Division Clg of Environmental Design Clg of Environmental Design Architecture -9.393023752 31.54387003 +Plant Biology 39C Fresh/Soph Seminar Lower Division Clg of Natural Resources Clg of Natural Resources Plant & Microbial Biology -1.118710785 -2.004400729 +Engineering 36 Engr Mech Lower Division Clg of Engineering Clg of Engineering Engineering Science -35.80662875 -22.07556305 +International & Area Stds 20 Persp In Int'L Ed Lower Division Clg of Letters & Science L&S Social Sciences Division Interdisc Social Science Pgms 2.177989648 8.031306107 +Letters & Science C160T Philosophy Of Mind Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 13.88419655 -34.10136538 +Industrial Eng & Ops Rsch 190A (Intructor 1) Advance Topics Ieor Upper Division Clg of Engineering Clg of Engineering Industrial Eng & Ops Research -21.68093878 -5.313301337 +Philosophy C132 Philosophy Of Mind Upper Division Clg of Letters & Science L&S Arts & Humanities Division Philosophy 13.79817544 -34.36923923 +Near Eastern Studies 132 Biblical Poetry Upper Division Clg of Letters & Science L&S Arts & Humanities Division Near Eastern Studies 3.259175337 8.073586841 +Integrative Biology C163 Survey Of Genetics Upper Division Clg of Letters & Science L&S Biological Sciences Div Integrative Biology -29.59800236 10.84522947 +Anthropology 136H Arch After School Upper Division Clg of Letters & Science L&S Social Sciences Division Anthropology -3.514485767 16.31378553 +Classics 175A Top And Mon Upper Division Clg of Letters & Science L&S Arts & Humanities Division Classics 21.68822606 -4.440402602 +Media Studies 190 (Intructor 2) Special Topics Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 13.22801927 20.88764952 +Sociology C127 Fam In Comp Perspec Upper Division Clg of Letters & Science L&S Social Sciences Division Sociology 4.498519361 27.2727056 +Political Science 140R Topics In Comp Pol Upper Division Clg of Letters & Science L&S Social Sciences Division Political Science 0.305298502 36.96492361 +Religious Studies 90A (Intructor 1) Intro Topic Rel Std Lower Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 3.272694311 8.061236625 +Molecular & Cell Biology C142 Survey Of Genetics Upper Division Clg of Letters & Science L&S Biological Sciences Div Molecular & Cell Biology -31.95748591 5.237138578 +Sociology 170 Social Change Upper Division Clg of Letters & Science L&S Social Sciences Division Sociology 4.055115818 27.4396673 +Letters & Science 140C Historical Studies Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 3.195463742 6.793598653 +History of Art 190F (Intructor 1) 19th-20th Century Upper Division Clg of Letters & Science L&S Arts & Humanities Division History of Art 23.54194274 -23.17802358 +Ethnic Studies 190 (Intructor 1) Adv Sem In Eth Std Upper Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 13.29731993 14.24867578 +Environmental Sciences 196A (Intructor 1) Sen Res Sem Env Sci Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies -20.77896232 13.81504645 +Ethnic Studies 130AC Multicultural Amer Upper Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 13.64460983 14.55726872 +Peace & Conflict Studies 125AC "War,Culture,Society" Upper Division Clg of Letters & Science L&S Social Sciences Division Interdisc Social Science Pgms 1.644219772 12.57024943 +"Env Sci, Policy, & Mgmt" 184 Agroforestry Upper Division Clg of Natural Resources Clg of Natural Resources "Env Sci, Policy, & Mgmt" -19.51193057 17.77407176 +Sociology 190 (Intructor 2) Sem & Res In Sociol Upper Division Clg of Letters & Science L&S Social Sciences Division Sociology 4.755706004 27.91139518 +Near Eastern Studies 143A Islam In Iran Upper Division Clg of Letters & Science L&S Arts & Humanities Division Near Eastern Studies 14.50159757 -2.019199881 +Political Science 137A Revol Change Upper Division Clg of Letters & Science L&S Social Sciences Division Political Science 0.396232442 36.9096275 +English 160 Literary Criticism Upper Division Clg of Letters & Science L&S Arts & Humanities Division English 36.93790125 1.603296774 +Environmental Sciences 196L (Intructor 1) Sen Res Lab Env Sci Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies -20.78475039 13.78208787 +Environmental Sciences 196L (Intructor 2) Sen Res Lab Env Sci Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies -20.76100146 13.84808438 +Psychology H194B (Intructor 1) Honors Seminar Upper Division Clg of Letters & Science L&S Social Sciences Division Psychology -7.915455528 9.623135056 +Public Health 105 College Hlth Policy Upper Division School of Public Health School of Public Health Public Health -3.13174412 9.498322842 +Architecture 128 Arch Internship Upper Division Clg of Environmental Design Clg of Environmental Design Architecture -9.661828459 31.64713609 +Materials Science & Eng C113 Mech Behav Eng Mat Upper Division Clg of Engineering Clg of Engineering Materials Science & Eng -35.03806341 -23.41136396 +Engineering 190 (Intructor 1) Tech Communication Upper Division Clg of Engineering Clg of Engineering Engineering Science -21.69697032 -24.62916296 +Mechanical Engineering 134 Auto Control System Upper Division Clg of Engineering Clg of Engineering Mechanical Engineering -34.49886689 -24.23540553 +Political Economy 140 Special Topics Upper Division Clg of Letters & Science L&S Social Sciences Division Interdisc Social Science Pgms -0.702574166 13.10619787 +Integrative Biology C125 Intro Biomech Anal Upper Division Clg of Letters & Science L&S Biological Sciences Div Integrative Biology -29.76938182 10.00130166 +Integrative Biology C158 Biol Geomo Trop Isl Upper Division Clg of Letters & Science L&S Biological Sciences Div Integrative Biology -28.88274248 12.04116448 +Visual Studies 180A Intro Visual Stds Upper Division Clg of Environmental Design Clg of Environmental Design Architecture -9.31761218 30.9708296 +Engineering 190 (Intructor 2) Tech Communication Upper Division Clg of Engineering Clg of Engineering Engineering Science -22.29133773 -24.51863007 +Sociology 123 Csr & Green Busines Upper Division Clg of Letters & Science L&S Social Sciences Division Sociology 3.093786524 26.67575982 +Chinese 165 Hist Chinese Lang Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 10.6926425 -24.32304761 +"Env Sci, Policy, & Mgmt" 90 (Intructor 1) Intro To Crs Major Lower Division Clg of Natural Resources Clg of Natural Resources "Env Sci, Policy, & Mgmt" -18.79256064 18.28449609 +Film 28B Avant-Garde Film Lower Division Clg of Letters & Science L&S Arts & Humanities Division Film and Media 31.2508125 6.8200265 +Anthropology 136B Museum Methods Upper Division Clg of Letters & Science L&S Social Sciences Division Anthropology -3.618411153 16.71732437 +Mechanical Engineering 107A Exper And Measuremt Upper Division Clg of Engineering Clg of Engineering Mechanical Engineering -34.55263891 -24.22823519 +Chemical Engineering 157 Transport Lab Upper Division Clg of Chemistry Clg of Chemistry Chem & Biomolecular Eng -32.43533623 -16.17329359 +Interdisciplinary Studies 190 (Intructor 1) Senior Thesis Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 0.585457814 16.3563864 +Sociology 190 (Intructor 3) Sem & Res In Sociol Upper Division Clg of Letters & Science L&S Social Sciences Division Sociology 5.053751142 27.56480493 +Sociology 190 (Intructor 4) Sem & Res In Sociol Upper Division Clg of Letters & Science L&S Social Sciences Division Sociology 4.688690509 27.91393659 +Civil & Environmental Eng C154 Intro Urb Reg Trans Upper Division Clg of Engineering Clg of Engineering Civil & Environmental Eng -37.58448388 -19.78269051 +Visual Studies 181 Intro Photography Upper Division Clg of Environmental Design Clg of Environmental Design Architecture -8.64668887 30.73391679 +City & Regional Planning C114 Intro Urb Reg Trans Upper Division Clg of Environmental Design Clg of Environmental Design City & Regional Planning -9.924714323 26.03794984 +Molecular & Cell Biology 130L Cell Devel Bio Lab Upper Division Clg of Letters & Science L&S Biological Sciences Div Molecular & Cell Biology -31.99155786 5.222883652 +Asian American Studies 190 (Intructor 1) Sem-Advanced Topics Upper Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 14.18720124 -1.975715745 +Computer Science 194 (Intructor 1) Special Topics Upper Division Clg of Engineering Clg of Engineering Electrical Eng & Computer Sci -13.29491999 -24.95692839 +Business Admin-Undergrad 196 (Intructor 2) Spec Topics Bus Adm Upper Division Haas School of Business Haas School of Business Business -1.024772908 12.34081965 +Letters & Science 180A Soc & Behavior Sci Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 2.087317388 7.93088125 +Spanish 115 Spanish Poetry Upper Division Clg of Letters & Science L&S Arts & Humanities Division Spanish & Portuguese 19.15375608 16.2647734 +Religious Studies C118 Western Mysticism Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 3.485346633 8.409848773 +Anthropology 129C Hunter-Gatherer Arc Upper Division Clg of Letters & Science L&S Social Sciences Division Anthropology -2.516532068 14.85487706 +Industrial Eng & Ops Rsch 190A (Intructor 2) Advance Topics Ieor Upper Division Clg of Engineering Clg of Engineering Industrial Eng & Ops Research -21.63667935 -5.278139517 +Integrative Biology 174L Ornithology Lab Upper Division Clg of Letters & Science L&S Biological Sciences Div Integrative Biology -29.41322867 12.28434318 +Ethnic Studies 141 Racial Politics Upper Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 13.53374406 14.19206546 +Near Eastern Studies 190I (Intructor 1) Special Topics Nes Upper Division Clg of Letters & Science L&S Arts & Humanities Division Near Eastern Studies 15.82550931 -2.788124365 +German C113 Western Mysticism Upper Division Clg of Letters & Science L&S Arts & Humanities Division German 15.80955583 -20.82495748 +History of Art 190F (Intructor 2) 19th-20th Century Upper Division Clg of Letters & Science L&S Arts & Humanities Division History of Art 23.98403762 -24.43921983 +History 136 Gender 20th C Us Upper Division Clg of Letters & Science L&S Social Sciences Division History 22.30701976 8.820349907 +Anthropology 124AC Hawaiian Ethnohist Upper Division Clg of Letters & Science L&S Social Sciences Division Anthropology -1.942669958 14.53315994 +Public Health 39G Fresh/Soph Seminar Lower Division School of Public Health School of Public Health Public Health 1.48630738 -0.00620856 +Classics 170C Classical Arch Upper Division Clg of Letters & Science L&S Arts & Humanities Division Classics 21.83978191 -5.183787892 +Journalism 39H Fresh/Soph Seminar Lower Division Grad School of Journalism Grad School of Journalism Journalism 2.673178733 1.810368779 +Public Health 39E Fresh/Soph Seminar Lower Division School of Public Health School of Public Health Public Health -0.503372215 4.074630358 +History of Art 190F (Intructor 3) 19th-20th Century Upper Division Clg of Letters & Science L&S Arts & Humanities Division History of Art 17.7332013 -26.64741965 +Anthropology 172AC American Cultures Upper Division Clg of Letters & Science L&S Social Sciences Division Anthropology -1.772866158 14.19320318 +History of Art 12 West Art: Ren-Mod Lower Division Clg of Letters & Science L&S Arts & Humanities Division History of Art 17.62190967 -25.4042992 +Spanish 179 Adv Hisp Ling Upper Division Clg of Letters & Science L&S Arts & Humanities Division Spanish & Portuguese 19.48828323 16.81615454 +Computer Science 194 (Intructor 2) Special Topics Upper Division Clg of Engineering Clg of Engineering Electrical Eng & Computer Sci -16.78686206 -20.26938034 +Political Science 148A Latin Amer Pol Upper Division Clg of Letters & Science L&S Social Sciences Division Political Science 0.484850042 37.42029008 +Business Admin-Undergrad 196 (Intructor 3) Spec Topics Bus Adm Upper Division Haas School of Business Haas School of Business Business -17.34693252 0.919387034 +Asian American Studies 177 Asian American Art Upper Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 12.45446953 -20.68021873 +Architecture 122 Comp Aided Arch Des Upper Division Clg of Environmental Design Clg of Environmental Design Architecture -10.21317766 31.13075718 +Rhetoric 121B Rhetoric Of Fiction Upper Division Clg of Letters & Science L&S Arts & Humanities Division Rhetoric 36.53033486 14.95789213 +Sociology 172 Develop & Globaliza Upper Division Clg of Letters & Science L&S Social Sciences Division Sociology 3.948576217 26.19894968 +Integrative Biology 194 (Intructor 1) Ugsi For Ib Courses Upper Division Clg of Letters & Science L&S Biological Sciences Div Integrative Biology -25.0133333 5.794004837 +Slavic Languages & Lit 133 Russian Novel Upper Division Clg of Letters & Science L&S Arts & Humanities Division Slavic Languages & Literatures 20.93687509 -14.19561697 +Linguistics C1A Elementary Swahili Lower Division Clg of Letters & Science L&S Social Sciences Division Linguistics 3.913564834 13.6313619 +Chinese 159 Cities And Country Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 10.7693458 -24.21798202 +Optometry 39B Fresh/Soph Seminar Lower Division School of Optometry School of Optometry Optometry 0.508478686 -0.075962969 +Comparative Literature 41D Forms Of The Drama Lower Division Clg of Letters & Science L&S Arts & Humanities Division Comparative Literature 0.888242594 1.312049352 +Environ Econ & Policy 39D Fresh/Soph Seminar Lower Division Clg of Natural Resources Clg of Natural Resources Ag & Resource Econ & Pol 0.169819924 4.49887473 +History 30A Sci Antiq/Newton Lower Division Clg of Letters & Science L&S Social Sciences Division History 2.479162289 4.292975282 +South & SE Asian Studies 39C Fresh/Soph Seminar Lower Division Clg of Letters & Science L&S Arts & Humanities Division South & SE Asian Studies -0.442070719 3.092450315 +Education 39D Fresh/Soph Seminar Lower Division Grad School of Education Grad School of Education Education -3.738419701 -1.170731461 +Letters & Science 170AC Earth Res & Society Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 0.654175543 8.855270436 +Political Science 39B Fresh/Soph Seminar Lower Division Clg of Letters & Science L&S Social Sciences Division Political Science -8.554187279 -4.447713235 +Sociology 100 In The Soc Workshop Upper Division Clg of Letters & Science L&S Social Sciences Division Sociology 5.016748811 27.50973445 +Information 190 (Intructor 1) Special Topics-Info Upper Division School of Information School of Information Information 13.15817707 20.51767779 +Near Eastern Studies 190E (Intructor 1) Special Topics Nes Upper Division Clg of Letters & Science L&S Arts & Humanities Division Near Eastern Studies 14.29876858 -1.845964145 +Mathematics 74 Trans Higher Math Lower Division Clg of Letters & Science L&S Math & Phys Sciences Div Mathematics -20.33389456 -12.03152263 +Near Eastern Studies 190D (Intructor 1) Special Topics Nes Upper Division Clg of Letters & Science L&S Arts & Humanities Division Near Eastern Studies 14.44659672 -1.898634768 +Architecture 129X Spec Topics:Practic Upper Division Clg of Environmental Design Clg of Environmental Design Architecture -10.45391168 26.59761254 +Electrical Engineering 128 Feedback Control Upper Division Clg of Engineering Clg of Engineering Electrical Eng & Computer Sci -20.66040684 -24.80614657 +Japanese 10AG Sup Wrk/Grammar-Int Lower Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 4.529455132 -24.4328346 +Chinese 1AX Elem Chinese Mandar Lower Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 12.5015813 -21.79770302 +Chinese 100AX Adv Chinese Mandar Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 11.77457641 -22.71239545 +German 170 German Hist Lang Upper Division Clg of Letters & Science L&S Arts & Humanities Division German 24.91027314 -12.90839132 +History of Art 190F (Intructor 4) 19th-20th Century Upper Division Clg of Letters & Science L&S Arts & Humanities Division History of Art 23.42092104 -24.40829784 +Integrative Biology 102L Lab Cal Plant Life Upper Division Clg of Letters & Science L&S Biological Sciences Div Integrative Biology -30.16338632 12.00372981 +Music 133D Central Java Upper Division Clg of Letters & Science L&S Arts & Humanities Division Music -3.214487331 -17.69306584 +Computer Science 194 (Intructor 3) Special Topics Upper Division Clg of Engineering Clg of Engineering Electrical Eng & Computer Sci -13.62869282 -24.79170092 +Sociology 115 Deviance & Soc Cont Upper Division Clg of Letters & Science L&S Social Sciences Division Sociology 4.537364714 26.46230039 +Anthropology 156B Cult & Power Upper Division Clg of Letters & Science L&S Social Sciences Division Anthropology -1.787353967 14.17130835 +Business Admin-Undergrad 147 Spec Topics In Mit Upper Division Haas School of Business Haas School of Business Business -15.08806478 -4.317750091 +Information 190 (Intructor 2) Special Topics-Info Upper Division School of Information School of Information Information 0.555831362 13.38369344 +Sociology 190 (Intructor 5) Sem & Res In Sociol Upper Division Clg of Letters & Science L&S Social Sciences Division Sociology 4.417520798 27.53018689 +History of Art 185B Amer Architecture Upper Division Clg of Letters & Science L&S Arts & Humanities Division History of Art 23.61578461 -23.08152949 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0.771256805 +Political Science 109R Topics In Amer Pol Upper Division Clg of Letters & Science L&S Social Sciences Division Political Science 1.438368269 40.36094516 +English N121 Romantic Period Upper Division Clg of Letters & Science L&S Arts & Humanities Division English 33.90279321 0.798505336 +Journalism C103 Edible Ed Storytell Upper Division Grad School of Journalism Grad School of Journalism Journalism -4.591975542 7.441133209 +South Asian C141 Relig South India Upper Division Clg of Letters & Science L&S Arts & Humanities Division South & SE Asian Studies 11.32907696 -9.461804496 +Integrative Biology 181 Paleobotany Upper Division Clg of Letters & Science L&S Biological Sciences Div Integrative Biology -26.97138535 11.21497576 +Religious Studies 90A (Intructor 4) Intro Topic Rel Std Lower Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 11.75455079 -4.832630748 +Religious Studies 190 (Intructor 5) Topics In Religion Upper Division 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Near Eastern Studies -8.015633552 14.36222902 +Music 39M Fresh/Soph Seminar Lower Division Clg of Letters & Science L&S Arts & Humanities Division Music -0.569256375 -3.160214773 +Nutritional Science & Tox 190 (Intructor 5) Intro Res Nutrsci Upper Division Clg of Natural Resources Clg of Natural Resources Nutritional Sciences & Tox -34.3971062 8.768369706 +French 161A Yr In Fr History Upper Division Clg of Letters & Science L&S Arts & Humanities Division French 31.81856571 -11.52924676 +Psychology 39E Fresh/Soph Seminar Lower Division Clg of Letters & Science L&S Social Sciences Division Psychology 0.829511896 0.273504894 +Music 128TM The Amer Musical Upper Division Clg of Letters & Science L&S Arts & Humanities Division Music -7.177415397 -30.78228002 +Media Studies 190 (Intructor 6) Special Topics Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 16.43349525 21.03777135 +French 161B Yr In Fr History Upper Division Clg of Letters & Science L&S Arts & Humanities Division French 33.32200589 -12.65215507 +Rhetoric 129 Autobiography Upper Division Clg of Letters & Science L&S Arts & Humanities Division Rhetoric 34.39708232 16.53583119 +English 143T Poetry Trans Wkshp Upper Division Clg of Letters & Science L&S Arts & Humanities Division English 36.87364556 -3.115283861 +French 180A Fr Civilization Upper Division Clg of Letters & Science L&S Arts & Humanities Division French 32.12282917 -11.99207761 +Materials Science & Eng 140 Nanomat-Sci & Eng Upper Division Clg of Engineering Clg of Engineering Materials Science & Eng -29.0965835 -20.19509779 +Civil & Environmental Eng 105 Env Fluid Mech Des Upper Division Clg of Engineering Clg of Engineering Civil & Environmental Eng -39.28932596 -18.33536325 +Japanese 189 Topics Japanese Fil Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 4.889111906 -23.02416327 +Japanese C175 Arch East Asia Upper Division Clg of Letters & 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190 (Intructor 20) Sem & Res In Sociol Upper Division Clg of Letters & Science L&S Social Sciences Division Sociology 10.85561632 27.19893712 +Public Health 253E Ecphi: C & R Graduate Course School of Public Health School of Public Health Public Health -19.27490978 5.750871775 +Japanese 144 Edo Literature Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 6.400802723 -27.16830874 +French 171B Concept In Hist Upper Division Clg of Letters & Science L&S Arts & Humanities Division French 33.05539423 -13.23329335 +Anthropology 3 Intro Soc/Cult Anth Lower Division Clg of Letters & Science L&S Social Sciences Division Anthropology 0.326172149 5.544668444 +Electrical Engineering C145L Transducer Lab Upper Division Clg of Engineering Clg of Engineering Electrical Eng & Computer Sci -19.16436475 -25.05021756 +Asian American Studies 151 Asian Amer Women Upper Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 9.073729743 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Film and Media 31.47588246 7.516744337 +South Asian 140 Hindu Mythology Upper Division Clg of Letters & Science L&S Arts & Humanities Division South & SE Asian Studies 13.02791182 -5.540312718 +Bioengineering C145L Transducer Lab Upper Division Clg of Engineering Clg of Engineering Bioengineering -44.51829882 -6.43866018 +Sociology 190 (Intructor 21) Sem & Res In So Upper Division Clg of Letters & Science L&S Social Sciences Division Sociology 9.493902719 26.64532424 +Social Welfare 237 Benevolent Asylum Graduate Course School of Social Welfare School of Social Welfare Social Welfare 7.623033862 20.28150675 +History of Art 190B (Intructor 3) Ancient Upper Division Clg of Letters & Science L&S Arts & Humanities Division History of Art 22.69885831 -26.48866166 +Sociology 190 (Intructor 22) Sem & Res In Sociol Upper Division Clg of Letters & Science L&S Social Sciences Division Sociology 11.05574375 27.44074092 +Political Science 109A Topics In Amer Pol Upper Division Clg of Letters & 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Research Seminar Upper Division Clg of Letters & Science L&S Arts & Humanities Division English 38.31105651 0.623458918 +Integrative Biology C130 Human Fertility Upper Division Clg of Letters & Science L&S Biological Sciences Div Integrative Biology -25.21696398 9.327699305 +Nutritional Science & Tox 190 (Intructor 6) Intro Res Nutrsci Upper Division Clg of Natural Resources Clg of Natural Resources Nutritional Sciences & Tox -33.88094473 8.902129272 +Architecture 243 Natural Cooling Graduate Course Clg of Environmental Design Clg of Environmental Design Architecture -11.6345748 31.51106465 +Eurasian Studies 101A Continuing Armenian Upper Division Clg of Letters & Science L&S Arts & Humanities Division Slavic Languages & Literatures 22.7226157 -10.40246034 +Integrative Biology C135L Lab In Mec Org Upper Division Clg of Letters & Science L&S Biological Sciences Div Integrative Biology -25.93155998 7.218449679 +Sociology H190B (Intructor 1) Sr Honor Thesis Sem Upper Division Clg of 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-23.91681465 +Anthropology 135 Paleoethnobotany Upper Division Clg of Letters & Science L&S Social Sciences Division Anthropology -7.429184907 17.24926644 +Legal Studies 190 (Intructor 7) Topics In Law/Soc Upper Division School of Law School of Law Law 5.523419064 41.17805901 +Near Eastern Studies C135 Jewish Civ Bibical Upper Division Clg of Letters & Science L&S Arts & Humanities Division Near Eastern Studies 14.58210109 -3.937568854 +French 112B Medieval Literature Upper Division Clg of Letters & Science L&S Arts & Humanities Division French 32.13173456 -12.74271109 +"Env Sci, Policy, & Mgmt" 182 Forest Oper Mangmt Upper Division Clg of Natural Resources Clg of Natural Resources "Env Sci, Policy, & Mgmt" -22.36388491 20.47300338 +Ethnic Studies 130 Multicultural Amer Upper Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 11.04539041 11.04320025 +Biology 11L Lab For Biology 11 Lower Division Clg of Letters & Science L&S Biological Sciences Div Other Bio 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Science L&S Arts & Humanities Division German 18.04719559 -11.35678355 +Religious Studies C182 Sociology Religion Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 12.89835496 -5.389293018 +Anthropology 152 Art And Culture Upper Division Clg of Letters & Science L&S Social Sciences Division Anthropology -5.025776735 13.64197656 +English 110 Medieval Literature Upper Division Clg of Letters & Science L&S Arts & Humanities Division English 35.82779041 -1.038428989 +History of Art 134A Art-Japanese Temple Upper Division Clg of Letters & Science L&S Arts & Humanities Division History of Art 20.46899818 -25.44852504 +Integrative Biology C155 Ecosystem Ecology Upper Division Clg of Letters & Science L&S Biological Sciences Div Integrative Biology -25.68861798 10.32465215 +Legal Studies 179 Comp Constit Law Upper Division School of Law School of Law Law 18.7354371 31.0731683 +History of Art 173 Age Of Rubens Upper Division Clg of Letters & 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189 Top/Rec Europe Phil Upper Division Clg of Letters & Science L&S Arts & Humanities Division Philosophy 13.44017174 -37.11892817 +Earth & Planetary Science C129 Biometeorology Upper Division Clg of Letters & Science L&S Math & Phys Sciences Div Earth & Planetary Science -31.70634736 -3.803297704 +History 114A India To 1800 Upper Division Clg of Letters & Science L&S Social Sciences Division History 25.01512565 5.197019041 +History 146 Latin America:Women Upper Division Clg of Letters & Science L&S Social Sciences Division History 21.13545164 11.74946797 +Interdisciplinary Studies C101 Econ Geog Industrl Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 1.535430171 18.34881174 +Religious Studies C103 Egyptian Religion Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 11.86348894 -5.805414179 +English 119 Lit Rest & Ear 18 C Upper Division Clg of Letters & Science L&S Arts & Humanities 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of Environmental Design Landscape Arch & Env Plan -15.59714172 31.99900116 +Bioengineering C119 Orthop Biomech Upper Division Clg of Engineering Clg of Engineering Bioengineering -44.45387784 -5.549614428 +Mechanical Engineering 185 Intro Continum Mech Upper Division Clg of Engineering Clg of Engineering Mechanical Engineering -30.14922408 -22.11206561 +French 103A Lang And Culture Upper Division Clg of Letters & Science L&S Arts & Humanities Division French 31.99223674 -12.86741407 +Public Policy C142 Appl Metric/Pub Pol Upper Division Goldman School Public Policy Goldman School Public Policy Public Policy -16.04592999 -8.6615247 +South & SE Asian Studies R5A Self Represent/Natn Lower Division Clg of Letters & Science L&S Arts & Humanities Division South & SE Asian Studies -1.961925908 -5.251743605 +Spanish R1A Span Speak World Lower Division Clg of Letters & Science L&S Arts & Humanities Division Spanish & Portuguese -0.994160459 -3.950594022 +LGBT Studies 100 Special Topics Upper 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Engineering -27.57481366 -25.1315682 +Materials Science & Eng 102 Bond Crys & Cry Def Upper Division Clg of Engineering Clg of Engineering Materials Science & Eng -29.741097 -20.56906872 +Nutritional Science & Tox 192 Jr Dietetics Sem Upper Division Clg of Natural Resources Clg of Natural Resources Nutritional Sciences & Tox -35.69225937 8.470788169 +Earth & Planetary Science 100A Mineralogy Upper Division Clg of Letters & Science L&S Math & Phys Sciences Div Earth & Planetary Science -29.78372628 -4.804111057 +German 174 Morph/Syntax Ger Upper Division Clg of Letters & Science L&S Arts & Humanities Division German 25.7701016 -11.81581678 +"Env Sci, Policy, & Mgmt" 194B (Intructor 6) Secapstone Upper Division Clg of Natural Resources Clg of Natural Resources "Env Sci, Policy, & Mgmt" -17.49644439 20.79001859 +Slavic Languages & Lit 181 Russian Readings Upper Division Clg of Letters & Science L&S Arts & Humanities Division Slavic Languages & Literatures 21.11768374 -16.4867994 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Sciences Division History 20.6391936 3.794047461 +Southeast Asian 129 Mainland Sea Lit Upper Division Clg of Letters & Science L&S Arts & Humanities Division South & SE Asian Studies 9.77758246 -14.11299091 +Integrative Biology 175LF Herpetology W Lab Upper Division Clg of Letters & Science L&S Biological Sciences Div Integrative Biology -25.55675934 11.0638098 +History C191 Death And Medicine Upper Division Clg of Letters & Science L&S Social Sciences Division History 18.5968666 4.176359005 +Cognitive Science C100 Basic Issue Cog Sci Upper Division Clg of Letters & Science L&S Social Sciences Division Interdisc Social Science Pgms -6.173498061 -23.14152766 +Engineering 177 Adv Progrmmng Mtlab Upper Division Clg of Engineering Clg of Engineering Engineering Science -31.65403869 -22.58932291 +Mechanical Engineering 190M (Intructor 1) Model Prcdt. Contrl Upper Division Clg of Engineering Clg of Engineering Mechanical Engineering -31.54294621 -25.43824258 +Bioengineering 148 Bio Chem Syn Bio Upper Division Clg of Engineering Clg of Engineering Bioengineering -43.25031628 -4.117175933 +French 118A 18th Century Lit Upper Division Clg of Letters & Science L&S Arts & Humanities Division French 32.15067437 -13.02166492 +Slavic Languages & Lit 134F Nabokov Upper Division Clg of Letters & Science L&S Arts & Humanities Division Slavic Languages & Literatures 22.09358932 -14.6005608 +Political Science 109W Selected Topics Upper Division Clg of Letters & Science L&S Social Sciences Division Political Science 1.457869384 32.54524837 +Ethnic Studies 100 Comp Eth Lit Upper Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 10.55522157 11.63312473 +Japanese 159 Contem Japanese Lit Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 6.089962636 -27.11872655 +Integrative Biology 183L Evol Vertebrate Lab Upper Division Clg of Letters & Science L&S Biological Sciences Div Integrative Biology -25.62287105 10.86780748 +Native American Studies 102 Crt Nat Am Lgl Plcy Upper Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 18.19067494 28.03885573 +Bioengineering 116 Cell And Tissue Eng Upper Division Clg of Engineering Clg of Engineering Bioengineering -44.06012738 -5.167984752 +Ethnic Studies 101B Humanities Methods Upper Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 12.3860039 12.91845255 +Chemistry 114 Adv Syn Organ Chem Upper Division Clg of Chemistry Clg of Chemistry Chemistry -33.30999026 0.236174325 +Peace & Conflict Studies 148AC Social Movements Upper Division Clg of Letters & Science L&S Social Sciences Division Interdisc Social Science Pgms 7.932134175 7.773851237 +Public Policy 190 (Intructor 9) Spec Topics Pub Pol Upper Division Goldman School Public Policy Goldman School Public Policy 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Clg of Engineering Clg of Engineering Electrical Eng & Computer Sci -13.00054797 -21.65431805 +Integrative Biology 153 Ecol Upper Division Clg of Letters & Science L&S Biological Sciences Div Integrative Biology -23.68119609 16.7573921 +Korean 188 Cold War Culture Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 3.36428313 -20.54676434 +Spanish 107A Survey Span Lit Upper Division Clg of Letters & Science L&S Arts & Humanities Division Spanish & Portuguese 20.1235847 15.8658055 +Persian 100A Adv Pers Upper Division Clg of Letters & Science L&S Arts & Humanities Division Near Eastern Studies 16.95754218 -1.507948184 +Japanese 101 Fourth-Yr:Soc Sci Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 5.572515043 -26.50947989 +Anthropology 155 Modernity Upper Division Clg of Letters & Science L&S Social Sciences Division Anthropology -5.175967246 16.90779195 +Integrative Biology 194 (Intructor 6) Ugsi For Ib Courses Upper Division Clg of Letters & Science L&S Biological Sciences Div Integrative Biology 12.61385137 6.360190778 +Public Health C129 Aging Brain Upper Division School of Public Health School of Public Health Public Health -20.47273111 6.950881069 +Integrative Biology C144 Animal Behavior Upper Division Clg of Letters & Science L&S Biological Sciences Div Integrative Biology -27.41958001 9.88525732 +Industrial Eng & Ops Rsch 115 Ind & Comm Data Sys Upper Division Clg of Engineering Clg of Engineering Industrial Eng & Ops Research -16.59823679 -14.54716176 +Native American Studies 175 Hist Nat Amer Calif Upper Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 7.364556684 5.763510182 +Energy and Resources C180 Ecol Econ History Upper Division Clg of Natural Resources Clg of Natural Resources Energy & Resources Grad Grp -17.19551063 18.01309837 +Peace & Conflict Studies 164A Nonviolence Upper Division Clg of Letters & Science L&S Social Sciences Division Interdisc Social Science Pgms 10.67350869 2.923300491 +History 177A Armenia To 1500 Upper Division Clg of Letters & Science L&S Social Sciences Division History 21.63915805 4.062060305 +Near Eastern Studies C26 Intro Central Asia Lower Division Clg of Letters & Science L&S Arts & Humanities Division Near Eastern Studies 7.978578468 -6.018280766 +Punjabi 100A Intermed Punjabi Upper Division Clg of Letters & Science L&S Arts & Humanities Division South & SE Asian Studies 13.48984472 -13.02422873 +Chinese 102 4th Yr Read-Soc/His Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 9.582847925 -22.66173229 +Molecular & Cell Biology 166 Biophysical Neurobi Upper Division Clg of Letters & Science L&S Biological Sciences Div Molecular & Cell Biology -28.28218174 3.911610802 +History 141B Mod Latamer Society Upper Division Clg of Letters & Science L&S Social Sciences Division History 21.13778076 11.67487111 +Mathematics 222A Part 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History 21.8730125 3.651692283 +Japanese 160 Japan Ling:Grammar Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 5.370276888 -26.25704796 +Civil & Environmental Eng 153 Trans Fac Design Upper Division Clg of Engineering Clg of Engineering Civil & Environmental Eng -39.19770409 -19.65374172 +English 104 Intro To Old Engl Upper Division Clg of Letters & Science L&S Arts & Humanities Division English 34.05837523 -3.537938725 +Statistics 159 Repro Collab Datsci Upper Division Clg of Letters & Science L&S Math & Phys Sciences Div Statistics -18.78005311 -10.25073318 +Chemistry 221A Quantum Mechanics Graduate Course Clg of Chemistry Clg of Chemistry Chemistry -34.45747697 -1.194409774 +Anthropology 181 Middle East & Islam Upper Division Clg of Letters & Science L&S Social Sciences Division Anthropology -5.221690489 15.78536801 +Nuclear Engineering 161 Nuclear Power Eng Upper Division Clg of Engineering Clg of Engineering Nuclear Engineering -27.12870825 -26.11821178 +Religious Studies C119 Bible/Lit Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 12.73817097 -5.266654549 +Psychology 134 Health Psychology Upper Division Clg of Letters & Science L&S Social Sciences Division Psychology -11.236155 4.76464197 +Theater Dance & Perf Stds 144 Sources Of Movement Upper Division Clg of Letters & Science L&S Arts & Humanities Division Theater Dance & Perf Stds 32.5362887 -22.61545865 +Rhetoric 160 Intro - Legal Disc Upper Division Clg of Letters & Science L&S Arts & Humanities Division Rhetoric 34.12669631 15.38994998 +"Env Sci, Policy, & Mgmt" C126 Animal Behavior Upper Division Clg of Natural Resources Clg of Natural Resources "Env Sci, Policy, & Mgmt" -24.64508983 16.02402742 +Native American Studies 100 Native Amer Law Upper Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 18.19157064 28.41793277 +Bioengineering 131 Intro To Comp Mcb Upper Division Clg of Engineering Clg of Engineering Bioengineering -43.18068666 -5.126810539 +Chemistry 143 Nuclear Chemistry Upper Division Clg of Chemistry Clg of Chemistry Chemistry -32.69021591 -0.931451853 +Dutch 171AC New Netherland Upper Division Clg of Letters & Science L&S Arts & Humanities Division German 2.133915113 -8.314221902 +Chinese 111 Fifth-Yr: Adv Texts Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 9.835777547 -22.86987371 +Geography 80 Digital Worlds Lower Division Clg of Letters & Science L&S Social Sciences Division Geography -14.97711528 22.99468088 +Chinese 100A Advanced Chinese Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 8.552434457 -22.73334497 +Hebrew 20A Intermediate Hebrew Lower Division Clg of Letters & Science L&S Arts & Humanities Division Near Eastern Studies 13.00693209 1.817781498 +Chemistry 200 Chem Fundamentals Graduate Course Clg of Chemistry Clg of Chemistry 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Intl Econ Seminar Upper Division Clg of Letters & Science L&S Social Sciences Division Economics -14.58614984 -8.441132193 +Political Science 112A Hist Pol Theory Upper Division Clg of Letters & Science L&S Social Sciences Division Political Science 3.15492476 39.13293161 +Peace & Conflict Studies 190 (Intructor 6) Senior Seminar Upper Division Clg of Letters & Science L&S Social Sciences Division Interdisc Social Science Pgms 1.948209419 22.47789298 +Spanish 104B Survey Span Am Lit Upper Division Clg of Letters & Science L&S Arts & Humanities Division Spanish & Portuguese 20.25115979 15.79417657 +Environ Econ & Policy C101 Environmental Econ Upper Division Clg of Natural Resources Clg of Natural Resources Ag & Resource Econ & Pol -15.40491616 10.48698568 +Electrical Engineering 122 Comm Networks Upper Division Clg of Engineering Clg of Engineering Electrical Eng & Computer Sci -14.85852478 -21.74059394 +Electrical Engineering 105 Micro Dev & Cir Upper Division Clg of Engineering Clg of Engineering Electrical Eng & Computer Sci -18.42638778 -23.96100109 +Computer Science 61AS Str Interp Comp Prg Lower Division Clg of Engineering Clg of Engineering Electrical Eng & Computer Sci 1.412340637 -7.968451164 +Physics 137B Quantum Mechanics Upper Division Clg of Letters & Science L&S Math & Phys Sciences Div Physics -27.53779075 -10.99032148 +Rhetoric 132T Auteur In Film Upper Division Clg of Letters & Science L&S Arts & Humanities Division Rhetoric 32.24105312 15.25366465 +Mechanical Engineering 109 Heat Transfer Upper Division Clg of Engineering Clg of Engineering Mechanical Engineering -31.9063305 -23.54833635 +Nuclear Engineering 100 Intro To Nuc Eng Upper Division Clg of Engineering Clg of Engineering Nuclear Engineering -27.02902476 -24.74841183 +Rhetoric R1A Craft Of Writing Lower Division Clg of Letters & Science L&S Arts & Humanities Division Rhetoric 0.790293338 -3.725337114 +Mechanical Engineering 104 Engr Mechanics Ii Upper Division Clg of Engineering Clg of Engineering Mechanical Engineering -31.64114328 -22.15489505 +Physics H7C Scient Engin Phys Lower Division Clg of Letters & Science L&S Math & Phys Sciences Div Physics -24.75000391 -9.975876008 +Theater Dance & Perf Stds R1A Performce & Writing Lower Division Clg of Letters & Science L&S Arts & Humanities Division Theater Dance & Perf Stds 0.196926835 -4.003297419 +Anthropology R5B Reading & Comp Lower Division Clg of Letters & Science L&S Social Sciences Division Anthropology 1.847906767 -4.258447801 +Music 77 20th C History Lower Division Clg of Letters & Science L&S Arts & Humanities Division Music -8.006825364 -32.96193079 +Rhetoric 116 Culture And Society Upper Division Clg of Letters & Science L&S Arts & Humanities Division Rhetoric 33.73560774 16.22105017 +Electrical Engineering 130 Ic Devices Upper Division Clg of Engineering Clg of Engineering Electrical Eng & Computer Sci -19.03143094 -24.04615374 +Electrical Engineering 16B Design Info Dev Ii Lower Division Clg of Engineering Clg of Engineering Electrical Eng & Computer Sci -10.70340844 -17.32488216 +Molecular & Cell Biology 150L Immunology Lab Upper Division Clg of Letters & Science L&S Biological Sciences Div Molecular & Cell Biology -29.48832299 5.536035784 +Interdisciplinary Studies 190 (Intructor 5) Senior Thesis Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 1.805220519 17.24916533 +French R1A Eng Com With Fr Lit Lower Division Clg of Letters & Science L&S Arts & Humanities Division French -0.543716887 -4.60192621 +Asian American Studies R2A Reading&Composition Lower Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies -1.670701371 -5.288780247 +Slavic Languages & Lit R5B Reading And Comp Lower Division Clg of Letters & Science L&S Arts & Humanities Division Slavic Languages & Literatures 3.435623481 -7.053210362 +Scandinavian R5B Reading & Comp Lower Division Clg of Letters & Science L&S Arts & Humanities Division Scandinavian 3.309363547 -6.830207456 +Theater Dance & Perf Stds R1B Performce & Writing Lower Division Clg of Letters & Science L&S Arts & Humanities Division Theater Dance & Perf Stds 0.929161826 -4.018477766 +Spanish R1B Span Speak World Lower Division Clg of Letters & Science L&S Arts & Humanities Division Spanish & Portuguese -0.948524438 -4.065205743 +Native American Studies R1A "Reading,Composition" Lower Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 0.449370488 -2.938553089 +Business Admin-Undergrad 101B Macroeconomics Upper Division Haas School of Business Haas School of Business Business -15.88009518 -1.686675685 +Business Admin-Undergrad 100 Business Comm Upper Division Haas School of Business Haas School of Business Business -16.89801771 -1.431628626 +Physics H7B Scient Engin Phys Lower Division Clg of Letters & Science L&S Math & Phys Sciences Div Physics -24.29821222 -9.899460977 +Mechanical Engineering 106 Fluid Mechanics Upper Division Clg of Engineering Clg of Engineering Mechanical Engineering -31.52047533 -22.68146394 +Mechanical Engineering 108 Mech Beh Eng Matris Upper Division Clg of Engineering Clg of Engineering Mechanical Engineering -31.71130036 -22.94274199 +Social Welfare 116 Current Topics Upper Division School of Social Welfare School of Social Welfare Social Welfare 7.599845833 20.26307057 +Spanish 102A Adv Gram And Comp Upper Division Clg of Letters & Science L&S Arts & Humanities Division Spanish & Portuguese 20.08632651 15.36383239 +Business Admin-Undergrad 157 Spec Top Mors Upper Division Haas School of Business Haas School of Business Business -15.20348555 -0.811209653 +Mechanical Engineering 191K Prof Communication Upper Division Clg of Engineering Clg of Engineering Mechanical Engineering -14.53819964 -12.34924994 +Civil & Environmental Eng 114 Environ Microbio Upper Division Clg of Engineering Clg of Engineering Civil & Environmental Eng -38.24033819 -17.09661073 +Cognitive Science C142 Language & Thou Upper Division Clg of Letters & Science L&S Social Sciences Division Interdisc Social Science Pgms -6.262169065 -23.86626913 +Mechanical Engineering 131 Veh Dyn And Ctr Upper Division Clg of Engineering Clg of Engineering Mechanical Engineering -31.83307426 -23.42039866 +Sociology 5 Eval Of Evidence Lower Division Clg of Letters & Science L&S Social Sciences Division Sociology 8.957619831 24.53753196 +Public Health 262 Bact Pathogenesis Graduate Course School of Public Health School of Public Health Public Health -30.00811553 6.71619222 +Religious Studies 190 (Intructor 9) Topics In Religion Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 12.00991462 -4.949714121 +Political Economy 160 Pe His Context Upper Division Clg of Letters & Science L&S Social Sciences Division Interdisc Social Science Pgms -1.629933779 22.73211978 +Public Health C117 Mhgh Wkshp Upper Division School of Public Health School of Public Health Public Health -22.70293274 7.417198568 +Civil & Environmental Eng 111L Wat & Air Qual Upper Division Clg of Engineering Clg of Engineering Civil & Environmental Eng -38.24419188 -16.95651847 +Music 74 Selected Music Lower Division Clg of Letters & Science L&S Arts & Humanities Division Music -7.649422533 -30.88693848 +Hindi-Urdu 1B Intrd Hindi Lower Division Clg of Letters & Science L&S Arts & Humanities Division South & SE Asian Studies 11.99511972 -10.7883511 +Philosophy 172 Spinoza Upper Division Clg of Letters & Science L&S Arts & Humanities Division Philosophy 12.7060728 -37.43975362 +Public Health 256 Molec Gen Epi Graduate Course School of Public Health School of Public Health Public Health -29.51298192 4.371837352 +"Env Sci, Policy, & Mgmt" 152 Global Change Biol Upper Division Clg of Natural Resources Clg of Natural Resources "Env Sci, Policy, & Mgmt" -21.42326943 19.0272188 +Electrical Eng & Computer Sci 151 Intro Dig Inte Cir Upper Division Clg of Engineering Clg of Engineering Electrical Eng & Computer Sci -18.49735109 -21.7886315 +Rhetoric 117 Lang/Truth/Dialogue Upper Division Clg of Letters & Science L&S Arts & Humanities Division Rhetoric 33.39390261 13.9425451 +Business Admin-Undergrad 190T (Intructor 4) Topics Innov/Design Upper Division Haas School of Business Haas School of Business Business -19.52559943 -1.707363003 +Business Admin-Undergrad 105 Leading People Upper Division Haas School of Business Haas School of Business Business -15.77957261 -1.248441249 +Electrical Engineering 134 Photovoltaic Devic Upper Division Clg of Engineering Clg of Engineering Electrical Eng & Computer Sci -26.72482017 -21.59049429 +Engineering 26 3 Dimen Mod Des Lower Division Clg of Engineering Clg of Engineering Engineering Science -8.119241386 -15.50941934 +Korean 150 Mod Korean Poetry Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 1.775100686 -19.8580312 +Korean 174 Mod Korean Fiction Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 2.601634544 -21.27359071 +Music 50 Musicianship Lower Division Clg of Letters & Science L&S Arts & Humanities Division Music -8.183780126 -31.85943554 +Molecular & Cell Biology 160L Neurobiology Lab Upper Division Clg of Letters & Science L&S Biological Sciences Div Molecular & Cell Biology -28.19840393 4.021542154 +Scandinavian 150 Studies Scandin Lit Upper Division Clg of Letters & Science L&S Arts & Humanities Division Scandinavian 19.08857259 -9.24120337 +Materials Science & Eng 125 Thin-Film Mat Sci Upper Division Clg of Engineering Clg of Engineering Materials Science & Eng -28.84466598 -20.24330827 +Earth & Planetary Science 115 Strat & Earth Hist Upper Division Clg of Letters & Science L&S Math & Phys Sciences Div Earth & Planetary Science -30.13431889 -5.110701409 +Theater Dance & Perf Stds 60 Intro Tech Theater Lower Division Clg of Letters & Science L&S Arts & Humanities Division Theater Dance & Perf Stds 34.65514977 -21.72303786 +UGIS-UG Interdisc Studies 162O Campaigns&Elections Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 6.527693778 38.4077636 +Design Innovation 190 (Intructor 3) Spec Topics Des Inv Upper Division Clg of Engineering Clg of Engineering Engineering Science -9.753399508 -17.95533675 +Portuguese 135 Luso-Brazilian Lit Upper Division Clg of Letters & Science L&S Arts & Humanities Division Spanish & Portuguese 21.50499963 14.23554979 +Korean 1BX Elem Korean Heritag Lower Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 4.845019529 -18.5950623 +Architecture 11B Intro To Design Lower Division Clg of Environmental Design Clg of Environmental Design Architecture -7.294399672 27.74129403 +Theater Dance & Perf Stds 168 Tech Theater Shop Upper Division Clg of Letters & Science L&S Arts & Humanities Division Theater Dance & Perf Stds 35.39678668 -21.92453036 +Japanese 161 Japan Ling: Usage Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 5.462284448 -26.42488431 +African American Studies 156AC Poetry 4 People:Int Upper Division Clg of Letters & Science L&S Social Sciences Division African American Studies 9.554475547 12.05547977 +Energy and Resources 175 Water & Develop Upper Division Clg of Natural Resources Clg of Natural Resources Energy & Resources Grad Grp -16.62374594 18.86899679 +Political Economy 150 Advanced Study Peis Upper Division Clg of Letters & Science L&S Social Sciences Division Interdisc Social Science Pgms -1.523691312 22.8439869 +Industrial Eng & Ops Rsch 153 Log Nt Des Supchmgt Upper Division Clg of Engineering Clg of Engineering Industrial Eng & Ops Research -16.71864664 -14.55918471 +Music 410 Vocal Technique Graduate Course Clg of Letters & Science L&S Arts & Humanities Division Music -3.248695327 -19.80058714 +History of Art 151 Late Antiquity Upper Division Clg of Letters & Science L&S Arts & Humanities Division History of Art 23.21293386 -26.90848319 +Business Admin-Undergrad 192N Topics In Ssl Upper Division Haas School of Business Haas School of Business Business -15.07145307 -0.865510588 +Japanese 155 Modern Japanese Lit Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 5.854345301 -27.03717145 +Arabic 111B Survey Of Arab Lit Upper Division Clg of Letters & Science L&S Arts & Humanities Division Near Eastern Studies 15.34717186 1.117762006 +"Env Sci, Policy, & Mgmt" 194A (Intructor 6) Senior Seminr Crs Upper Division Clg of Natural Resources Clg of Natural Resources "Env Sci, Policy, & Mgmt" -19.97816941 20.23511766 +Linguistics C142 Language & Thou Upper Division Clg of Letters & Science L&S Social Sciences Division Linguistics -5.505351714 -24.76873441 +"Env Sci, Policy, & Mgmt" 276 Adv Silviculture Graduate Course Clg of Natural Resources Clg of Natural Resources "Env Sci, Policy, & Mgmt" -22.5650538 20.24819475 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-0.542704457 +History 103F Proseminar: Asia Upper Division Clg of Letters & Science L&S Social Sciences Division History 22.59415142 2.958353752 +Mathematics 250B Field Theory Graduate Course Clg of Letters & Science L&S Math & Phys Sciences Div Mathematics -23.27252356 -15.00311584 +Architecture 160 Intro Construction Upper Division Clg of Environmental Design Clg of Environmental Design Architecture -11.18359662 30.8733012 +Mechanical Engineering C117 Struct Asp Biomater Upper Division Clg of Engineering Clg of Engineering Mechanical Engineering -30.96432745 -23.96511847 +Theater Dance & Perf Stds 175B Lighting Design Upper Division Clg of Letters & Science L&S Arts & Humanities Division Theater Dance & Perf Stds 35.85442929 -22.34916856 +Public Health 196 (Intructor 5) Spec Topics Pb Hlth Upper Division School of Public Health School of Public Health Public Health -19.44237923 8.131392828 +Social Welfare 107 "Fndns,Phil,Grant Wt" Upper Division School of Social Welfare School of Social Welfare Social Welfare 7.736596166 20.14166156 +Dutch 2 Elem Dutch Lower Division Clg of Letters & Science L&S Arts & Humanities Division German 17.94401578 -12.65027454 +Plant Biology 122 Bioenergy Upper Division Clg of Natural Resources Clg of Natural Resources Plant & Microbial Biology -30.6924976 16.55100329 +Civil & Environmental Eng 176 Environ Geotechnics Upper Division Clg of Engineering Clg of Engineering Civil & Environmental Eng -39.61010154 -19.17085492 +Ethnic Studies 173AC Indig Ppls Gbl Ineq Upper Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 9.463539505 3.419864054 +Bioengineering 101 Instr Biology Med Upper Division Clg of Engineering Clg of Engineering Bioengineering -44.13970011 -5.64414306 +Korean 102 4th Yr Read--Soc/Hi Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 5.758544623 -20.13074488 +Slavic Languages & Lit 170 Yugoslav Lits Upper Division Clg of Letters & Science L&S Arts & Humanities Division Slavic Languages & Literatures 19.30120931 -14.63625921 +Plant Biology 160 Plant Mol Genetics Upper Division Clg of Natural Resources Clg of Natural Resources Plant & Microbial Biology -29.51527269 17.58291884 +Chemistry 104B Adv Inorganic Chem Upper Division Clg of Chemistry Clg of Chemistry Chemistry -33.31653847 -0.277689966 +Chemistry 146 Nuclear Chem Tech Upper Division Clg of Chemistry Clg of Chemistry Chemistry -33.2009274 -0.89596997 +Linguistics C146 Lang Acquisition Upper Division Clg of Letters & Science L&S Social Sciences Division Linguistics -4.439527245 -26.15965122 +Art Practice 120 App To Prntmg Intag Upper Division Clg of Letters & Science L&S Arts & Humanities Division Art Practice 17.84433195 -28.82010467 +Chemistry C178 Polymer Sci & Tech Upper Division Clg of Chemistry Clg of Chemistry Chemistry -32.77973081 -0.11870356 +Physics 211 Equil Stat Phys Graduate Course Clg of Letters & Science L&S Math & Phys Sciences Div Physics -28.42312869 -12.38636882 +Korean 100B Advanced Korean Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 4.83271133 -21.23488222 +Statistics 155 Game Theory Upper Division Clg of Letters & Science L&S Math & Phys Sciences Div Statistics -18.81777253 -10.63478995 +Business Admin-Undergrad 190T (Intructor 5) Topics Innov/Design Upper Division Haas School of Business Haas School of Business Business -10.75626109 -14.9983095 +Korean 100BX Adv Korean Heritag Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 3.388848966 -20.12728877 +Integrative Biology 138 Comparat Endocrino Upper Division Clg of Letters & Science L&S Biological Sciences Div Integrative Biology -27.34270631 9.33019097 +Business Admin-Undergrad 190T (Intructor 6) Topics Innov/Design Upper Division Haas School of Business Haas School of Business Business -10.70994022 -14.78194745 +Japanese 102 Fourth-Yr: Culture Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 5.681918556 -26.72501195 +Economics C181 International Trade Upper Division Clg of Letters & Science L&S Social Sciences Division Economics -15.49450539 -6.910020206 +Native American Studies 120AC Photo Amer Indian Upper Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 8.322607177 0.558459376 +Mathematics 225B Metamathematics Graduate Course Clg of Letters & Science L&S Math & Phys Sciences Div Mathematics -23.26344908 -15.53661831 +Education 114A Early Develop/Educ Upper Division Grad School of Education Grad School of Education Education -7.814039118 6.067004854 +Public Health 196 (Intructor 6) Spec Topics Pb Hlth Upper Division School of Public Health School of Public Health Public Health -15.78638277 6.527871196 +Theater Dance & Perf Stds 146B Choreo:Composition Upper Division Clg of Letters & Science L&S Arts & Humanities Division Theater Dance & Perf Stds 32.45641112 -22.59857808 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Music -0.271038906 -17.93999114 +Molecular & Cell Biology 250 Advanced Immunology Graduate Course Clg of Letters & Science L&S Biological Sciences Div Molecular & Cell Biology -30.38898525 4.546889106 +Mathematics 105 Analysis Ii Upper Division Clg of Letters & Science L&S Math & Phys Sciences Div Mathematics -22.51565111 -13.40110209 +Business Admin-Undergrad 126 Auditing Upper Division Haas School of Business Haas School of Business Business -17.64975835 -3.683505772 +Thai 100B Intermediate Thai Upper Division Clg of Letters & Science L&S Arts & Humanities Division South & SE Asian Studies 12.65140342 -17.15426703 +Art Practice 8 Intro Vis Thinking Lower Division Clg of Letters & Science L&S Arts & Humanities Division Art Practice 19.40558584 -26.17078199 +Political Science 143C Chinese Politics Upper Division Clg of Letters & Science L&S Social Sciences Division Political Science 4.003498545 38.58019307 +Arabic 100B Advanced Arabic Upper Division Clg of Letters & Science L&S Arts & Humanities Division Near Eastern Studies 15.28300098 1.19875209 +"Env Sci, Policy, & Mgmt" C167 Env Health & Dev Upper Division Clg of Natural Resources Clg of Natural Resources "Env Sci, Policy, & Mgmt" -17.10087844 19.05169322 +Social Welfare 181 Soc Sci Crm Prv Pol Upper Division School of Social Welfare School of Social Welfare Social Welfare 6.668188164 20.42995761 +Business Admin-Undergrad 104 Sprdsheetmodeling Upper Division Haas School of Business Haas School of Business Business -16.39623342 -1.911962427 +Catalan 101 Adv Catalan Upper Division Clg of Letters & Science L&S Arts & Humanities Division Spanish & Portuguese 20.10715442 13.80701101 +German 3 Intermed German I Lower Division Clg of Letters & Science L&S Arts & Humanities Division German 24.57320452 -11.67735407 +Ethnic Studies C126 Gender & Sexuality Upper Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 12.51981859 13.08278133 +Journalism C141 Understand Journ Upper Division Grad School of Journalism Grad School of Journalism Journalism 15.40114864 20.21379732 +Persian 103B Class Persian Poet Upper Division Clg of Letters & Science L&S Arts & Humanities Division Near Eastern Studies 15.93416646 -1.694097525 +Music 128Z Jazz From 1959-1969 Upper Division Clg of Letters & Science L&S Arts & Humanities Division Music -3.962697185 2.851780777 +Earth & Planetary Science 119 Geologic Field Stud Upper Division Clg of Letters & Science L&S Math & Phys Sciences Div Earth & Planetary Science -30.07598041 -5.403628638 +LGBT Studies C148 Gender & Sexuality Upper Division Clg of Letters & Science L&S Social Sciences Division Gender & Womens Studies 12.00661589 7.081538017 +African American Studies 159 Spec Top Afam Lit Upper Division Clg of Letters & Science L&S Social Sciences Division African American Studies 8.926757201 15.13808666 +Industrial Eng & Ops Rsch 185 Challenge Lab Upper Division Clg of Engineering Clg of Engineering Industrial Eng & Ops Research -11.08005516 -15.07243126 +Asian American Studies 121 Chinese Amer Hist Upper Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 8.843805214 -16.9757765 +Integrative Biology 113L Pal Pers Ecol Evol Upper Division Clg of Letters & Science L&S Biological Sciences Div Integrative Biology -25.79539966 10.37820215 +Mathematics 127 Com Meth In Mol Bio Upper Division Clg of Letters & Science L&S Math & Phys Sciences Div Mathematics -20.62686165 -13.06945335 +Public Policy 190 (Intructor 13) Spec Topics Pub Pol Upper Division Goldman School Public Policy Goldman School Public Policy Public Policy -13.12630395 -8.343282426 +Japanese 177 Rancor & Revenge Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 6.265701431 -23.50553043 +Business Admin-Undergrad 190T (Intructor 7) Topics Innov/Design Upper Division Haas School of Business Haas School of Business Business -11.06219757 -15.16071068 +History of Art 192F 19th-20th Century Upper Division Clg of Letters & Science L&S Arts & Humanities Division History of Art 22.58051187 -27.09885385 +Architecture 140 Energy & Environ Upper Division Clg of Environmental Design Clg of Environmental Design Architecture -11.30850622 30.57820411 +Greek 10 Intens Elem Greek Lower Division Clg of Letters & Science L&S Arts & Humanities Division Classics 24.06863265 -3.466147329 +Civil & Environmental Eng C106 Air Pollution Upper Division Clg of Engineering Clg of Engineering Civil & Environmental Eng -38.27790888 -17.24469856 +East Asian Languages 105 Romantic Values Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 6.758683664 -24.87077883 +Chemical Engineering 185 Tech Communication Upper Division Clg of Chemistry Clg of Chemistry Chem & Biomolecular Eng -31.60990653 -17.10555132 +Physics 110A Electromagnet Optic Upper Division Clg of Letters & Science L&S Math & Phys Sciences Div Physics -27.17766212 -10.65985071 +Vietnamese 1B Intro Vietnamese Lower Division Clg of Letters & Science L&S Arts & Humanities Division South & SE Asian Studies 8.339227856 -15.34263624 +Business Admin-Undergrad 101A Microeconomic Analy Upper Division Haas School of Business Haas School of Business Business -15.87125432 -1.723865428 +French 13 Intermed Convers Lower Division Clg of Letters & Science L&S Arts & Humanities Division French 29.00321965 -10.94623774 +Asian American Studies 171 "Asam In Film, Video" Upper Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 8.757618811 -17.2364466 +Nutritional Science & Tox C159 Human Diet Upper Division Clg of Natural Resources Clg of Natural Resources Nutritional Sciences & Tox -33.20329381 7.367394663 +Anthropology 84 Sophomore Seminar Lower Division Clg of Letters & Science L&S Social Sciences Division Anthropology 2.341062798 -1.018730968 +Astronomy 7B Intro Astrophysics Lower Division Clg of Letters & Science L&S Math & Phys Sciences Div Astronomy -26.2044095 -9.27775381 +Natural Resources 84 Sophomore Seminar Lower Division Clg of Natural Resources Clg of Natural Resources Other Clg of Natural Res Pgms -1.617567116 4.00363992 +History 180 Biology From 1750 Upper Division Clg of Letters & Science L&S Social Sciences Division History 18.68364969 5.150366374 +Music 49C Harmony Lower Division Clg of Letters & Science L&S Arts & Humanities Division Music -8.078248805 -31.16536697 +Korean 10BX Int Korean Heritag Lower Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 4.87115722 -18.90362935 +Public Health 84 Sophomore Seminar Lower Division School of Public Health School of Public Health Public Health 1.33037231 -6.850984682 +Physics 7C Scient Engin Phys Lower Division Clg of Letters & Science L&S Math & Phys Sciences Div Physics -25.88457304 -10.41475559 +Comparative Literature R1A Engl Comp World Lit Lower Division Clg of Letters & Science L&S Arts & Humanities Division Comparative Literature -0.417316823 -4.081163818 +Music 44 Voice Class Lower Division Clg of Letters & Science L&S Arts & Humanities Division Music 7.491197025 -3.910223883 +Asian American Studies 150 Asian Amer Families Upper Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 7.925113337 -17.42249508 +Native American Studies 101 Nat Am Tribal Govt Upper Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 11.96745696 9.178668233 +Russian 1 Elementary Russian Lower Division Clg of Letters & Science L&S Arts & Humanities Division Slavic Languages & Literatures 16.01020999 -15.21631043 +Integrative Biology C407 Intro To Sci Diving Graduate Course Clg of Letters & Science L&S Biological Sciences Div Integrative Biology -28.48845617 -3.77958078 +Persian 100B Adv Pers Upper Division Clg of Letters & Science L&S Arts & Humanities Division Near Eastern Studies 16.96307593 -1.528814117 +Business Admin-Undergrad 155 Leadership Upper Division Haas School of Business Haas School of Business Business -14.93396307 -1.307537653 +Molecular & Cell Biology 180 Ug Teach Bio 1al Upper Division Clg of Letters & Science L&S Biological Sciences Div Molecular & Cell Biology -27.91315678 6.794438625 +Classics 130 Topics Upper Division Clg of Letters & Science L&S Arts & Humanities Division Classics 21.89648432 -3.992957285 +Economics 151 Labor Economics Upper Division Clg of Letters & Science L&S Social Sciences Division Economics -15.53886693 -6.890465324 +English 130B Amer Lit: 1800-1865 Upper Division Clg of Letters & Science L&S Arts & Humanities Division English 36.03264642 -1.982990226 +Theater Dance & Perf Stds 179 Suprvsd Thtrcl Desn Upper Division Clg of Letters & Science L&S Arts & Humanities Division Theater Dance & Perf Stds 35.39747317 -23.27090841 +Industrial Eng & Ops Rsch 191 Entrepreneurship Upper Division Clg of Engineering Clg of Engineering Industrial Eng & Ops Research -13.85587474 -14.42225606 +Art Practice 196 (Intructor 1) Bridging The Arts Upper Division Clg of Letters & Science L&S Arts & Humanities Division Art Practice 18.76416643 -29.35076056 +Vietnamese 100B Intermed Viet Upper Division Clg of Letters & Science L&S Arts & Humanities Division South & SE Asian Studies 8.168230752 -15.31286564 +Rhetoric 127 "Novel, Soc And Pol" Upper Division Clg of Letters & Science L&S Arts & Humanities Division Rhetoric 34.1774199 15.92478772 +Sociology 108 Interview Methods Upper Division Clg of Letters & Science L&S Social Sciences Division Sociology 10.61773756 26.77552369 +Psychology 2 Principles Of Psych Lower Division Clg of Letters & Science L&S Social Sciences Division Psychology 3.958973519 -6.518587339 +History 151A "Britain, 1485-1660" Upper Division Clg of Letters & Science L&S Social Sciences Division History 22.5112535 5.088878756 +Theater Dance & Perf Stds 26 Intro/Perform Stdy Lower Division Clg of Letters & Science L&S Arts & Humanities Division Theater Dance & Perf Stds 34.79582237 -21.69795817 +Theater Dance & Perf Stds 10 Intro To Acting Lower Division Clg of Letters & Science L&S Arts & Humanities Division Theater Dance & Perf Stds 6.647074488 -2.119269962 +Business Admin-Undergrad 102A Intro Fin Account Upper Division Haas School of Business Haas School of Business Business -15.83671762 -2.188390182 +Spanish 100 Spanish Linguistics Upper Division Clg of Letters & Science L&S Arts & Humanities Division Spanish & Portuguese 20.22067838 15.77619826 +Psychology 144 Emerging Adulthood Upper Division Clg of Letters & Science L&S Social Sciences Division Psychology -12.30604649 4.705527513 +Public Health 112 Global Health Upper Division School of Public Health School of Public Health Public Health -20.29768202 6.444183284 +Business Admin-Undergrad 120B Adv Fin Accounting Upper Division Haas School of Business Haas School of Business Business -17.58566098 -3.628659048 +Anthropology 189A Topics:Culture Area Upper Division Clg of Letters & Science L&S Social Sciences Division Anthropology -5.615478303 16.59497314 +Public Health 104B Health Promotion Upper Division School of Public Health School of Public Health Public Health -3.94382625 9.313572861 +Music 61 Harmony Lower Division Clg of Letters & Science L&S Arts & Humanities Division Music -8.185280852 -32.61018389 +African American Studies 152F Neo-Slave Narrative Upper Division Clg of Letters & Science L&S Social Sciences Division African American Studies 9.81197887 14.91435007 +Business Admin-Undergrad 133 Investments Upper Division Haas School of Business Haas School of Business Business -16.48073085 -3.391491022 +Italian Studies 3 Interm Italian Lower Division Clg of Letters & Science L&S Arts & Humanities Division Italian Studies 25.63791478 -7.917583989 +Rhetoric 109 Aesthetics Rhetoric Upper Division Clg of Letters & Science L&S Arts & Humanities Division Rhetoric 33.26886595 15.63835243 +Celtic Studies 139 Irish Literature Upper Division Clg of Letters & Science L&S Arts & Humanities Division Scandinavian 18.64858652 -8.508851055 +Business Admin-Undergrad 177 Spec Top/Bus Pub Po Upper Division Haas School of Business Haas School of Business Business -15.68167817 -1.127574487 +Mathematics 151 School Curriculum Upper Division Clg of Letters & Science L&S Math & Phys Sciences Div Mathematics -20.07887881 -15.23983972 +German 157C Heidegger & Arendt Upper Division Clg of Letters & Science L&S Arts & Humanities Division German 25.37265248 -14.80988019 +Korean 186 Intro Korean Cinema Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 3.876136569 -21.88499297 +Business Admin-Undergrad 152 Negotiation Upper Division Haas School of Business Haas School of Business Business -16.11429974 -1.035099491 +"Env Sci, Policy, & Mgmt" 181A Fire Ecology Upper Division Clg of Natural Resources Clg of Natural Resources "Env Sci, Policy, & Mgmt" -22.28626111 19.63114349 +Business Admin-Undergrad 106 Marketing Upper Division Haas School of Business Haas School of Business Business -15.8478717 -0.998431017 +Music 139 World Topics Upper Division Clg of Letters & Science L&S Arts & Humanities Division Music -1.694536902 -18.96285418 +Media Studies 104A Freedom Spech Press Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 15.4485579 20.39153513 +Cognitive Science C140 Quantitative Method Upper Division Clg of Letters & Science L&S Social Sciences Division Interdisc Social Science Pgms -5.669674117 -24.5342494 +Business Admin-Undergrad 141 Prod & Oper Mgmt Upper Division Haas School of Business Haas School of Business Business -16.70217134 -2.177705215 +Materials Science & Eng 111 Prop Elect Mats Upper Division Clg of Engineering Clg of Engineering Materials Science & Eng -29.45220579 -20.60968358 +UGIS-UG Interdisc Studies 162I Lobbying In D.C. Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 6.089679228 38.38905861 +African American Studies 153C Toni Morrision Upper Division Clg of Letters & Science L&S Social Sciences Division African American Studies 10.20783103 15.07010645 +Business Admin-Undergrad 190T (Intructor 8) Topics Innov/Design Upper Division Haas School of Business Haas School of Business Business -19.58722178 -1.729604294 +Film 128 Documentary Upper Division Clg of Letters & Science L&S Arts & Humanities Division Film and Media 30.34812965 7.423086894 +Molecular & Cell Biology C134 Cytogenetics Upper Division Clg of Letters & Science L&S Biological Sciences Div Molecular & Cell Biology -28.96093122 5.060918358 +Engineering 120 Prin Of Engr Econom Upper Division Clg of Engineering Clg of Engineering Engineering Science -15.63994423 -14.19328413 +"Env Sci, Policy, & Mgmt" C148 Pesticide Chem Tox Upper Division Clg of Natural Resources Clg of Natural Resources "Env Sci, Policy, & Mgmt" -23.27639343 14.60159755 +Business Admin-Undergrad 184 Urb Real Estate Eco Upper Division Haas School of Business Haas School of Business Business -15.13514879 -2.702844924 +Chemistry 301B Undergrad Chem Inst Graduate Course Clg of Chemistry Clg of Chemistry Chemistry -24.73362407 4.681119492 +Business Admin-Undergrad 120AA Int Fin Acct 1 Upper Division Haas School of Business Haas School of Business Business -17.34196669 -4.524632309 +Tibetan 115 Contemporary Tibet Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 1.962905589 -19.05775106 +Chinese 155 Vern Chinese Lit Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 9.855757226 -23.30115259 +Architecture 169 Spec Top Const Mat Upper Division Clg of Environmental Design Clg of Environmental Design Architecture -12.48734015 31.22407544 +Sociology 139F Seltop:Ineqlty:Food Upper Division Clg of Letters & Science L&S Social Sciences Division Sociology 12.98995963 25.24688916 +Business Admin-Undergrad 121 Fed Inc Tax Acctg Upper Division Haas School of Business Haas School of Business Business -17.58496316 -3.660394734 +Environ Econ & Policy 143 Econ Of Innovation Upper Division Clg of Natural Resources Clg of Natural Resources Ag & Resource Econ & Pol -15.45426616 10.41996804 +Comparative Literature 171 Modern Greek Lit Upper Division Clg of Letters & Science L&S Arts & Humanities Division Comparative Literature 10.3449076 -1.570747554 +Punjabi 1B Introd Punjabi Lower Division Clg of Letters & Science L&S Arts & Humanities Division South & SE Asian Studies 13.52751736 -12.67002225 +Italian Studies 12 Adv Conv Ital Lower Division Clg of Letters & Science L&S Arts & Humanities Division Italian Studies 25.69184997 -7.860223246 +Business Admin-Undergrad 196 (Intructor 19) Spec Topics Bus Adm Upper Division Haas School of Business Haas School of Business Business -13.73719283 -1.583540564 +History 100AP Topics-Ancient Upper Division Clg of Letters & Science L&S Social Sciences Division History 25.15287295 2.166817454 +Spanish 21 Elem Span Bilingual Lower Division Clg of Letters & Science L&S Arts & Humanities Division Spanish & Portuguese 18.5400346 13.20421087 +Sociology 131AC Race/Eth Rel:Am Cul Upper Division Clg of Letters & Science L&S Social Sciences Division Sociology 8.295619855 24.05544526 +Film R1A Writing-Film Focus Lower Division Clg of Letters & Science L&S Arts & Humanities Division Film and Media 0.437603917 -4.063542208 +Chemical Engineering C178 Polymer Sci & Tech Upper Division Clg of Chemistry Clg of Chemistry Chem & Biomolecular Eng -32.05921397 -16.61872094 +Integrative Biology 166 Evol Biogeography Upper Division Clg of Letters & Science L&S Biological Sciences Div Integrative Biology -26.28833929 11.31099739 +Mathematics 301 Undergrad Math Inst Graduate Course Clg of Letters & Science L&S Math & Phys Sciences Div Mathematics -19.09363133 -12.41991652 +English 84 Sophomore Seminar Lower Division Clg of Letters & Science L&S Arts & Humanities Division English 1.614039156 1.136927631 +UGIS-UG Interdisc Studies 112 Women/Disability Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 5.537703251 11.92438873 +Molecular & Cell Biology 15 Current Topics Lower Division Clg of Letters & Science L&S Biological Sciences Div Molecular & Cell Biology -22.30678409 4.766874886 +English 20 Modern Brit/Am Lit Lower Division Clg of Letters & Science L&S Arts & Humanities Division English 32.89845236 -3.926142662 +Film R1B Writing-Film Focus Lower Division Clg of Letters & Science L&S Arts & Humanities Division Film and Media 1.486038282 -3.919610818 +Vision Science 84 Sophomore Seminar Lower Division School of Optometry School of Optometry Vision Science Grad Grp -1.768992629 -2.301394942 +Spanish 162 Spanish Structure Upper Division Clg of Letters & Science L&S Arts & Humanities Division Spanish & Portuguese 20.79974693 16.32806211 +Integrative Biology 263 Genet Evol Skeleton Graduate Course Clg of Letters & Science L&S Biological Sciences Div Integrative Biology -24.04656144 9.976933791 +South & SE Asian Studies R5B Under Western Eyes Lower Division Clg of Letters & Science L&S Arts & Humanities Division South & SE Asian Studies 7.002226251 -15.89462977 +Letters & Science 88 Data Sci Connector Lower Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies -2.320473029 -11.33702135 +Chinese 10Y Int Chinese Dialec Lower Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 8.76578855 -20.55004845 +Design Innovation 90 (Intructor 1) Spec Topics Des Inv Lower Division Clg of Engineering Clg of Engineering Engineering Science -9.868743818 -17.06648549 +Chinese 100XB Adv Chinese Mandar Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 9.189612909 -21.61323152 +German 160C Div Nation: 1945-90 Upper Division Clg of Letters & Science L&S Arts & Humanities Division German 24.90522061 -11.2882427 +Civil & Environmental Eng 11 Eng Sys & Susta Lower Division Clg of Engineering Clg of Engineering Civil & Environmental Eng -36.7610203 -19.63708731 +Theater Dance & Perf Stds 39 Fresh/Soph Sem Lower Division Clg of Letters & Science L&S Arts & Humanities Division Theater Dance & Perf Stds -2.158637546 -8.376764 +Art Practice 15 Lang Sculp:Ceram Lower Division Clg of Letters & Science L&S Arts & Humanities Division Art Practice -2.185553498 2.87216721 +Theater Dance & Perf Stds 119 Performance Theory Upper Division Clg of Letters & Science L&S Arts & Humanities Division Theater Dance & Perf Stds 34.76379528 -21.83384138 +Spanish 22 Interm Sp Bilingual Lower Division Clg of Letters & Science L&S Arts & Humanities Division Spanish & Portuguese 18.59738027 13.25415825 +Rhetoric 84 Sophomore Seminar Lower Division Clg of Letters & Science L&S Arts & Humanities Division Rhetoric -2.025129285 -7.255452258 +UGIS-UG Interdisc Studies 140 Hand-Printed Book Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 8.267312032 -3.738372981 +Art Practice 180 Advanced Digital Ph Upper Division Clg of Letters & Science L&S Arts & Humanities Division Art Practice 18.64759124 -27.98608205 +Slavic Languages & Lit 24 Freshman Seminar Lower Division Clg of Letters & Science L&S Arts & Humanities Division Slavic Languages & Literatures -6.909706859 -2.930117319 +Public Policy 101 Intro Pub Pol Anal Upper Division Goldman School Public Policy Goldman School Public Policy Public Policy -0.692385356 29.08287265 +Asian American Studies 151AC Asian Amer Women Upper Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 7.364955689 -16.11365472 +International & Area Stds 102 Scope And Methods Upper Division Clg of Letters & Science L&S Social Sciences Division Interdisc Social Science Pgms 0.809514945 21.63247731 +History of Art 175 Early Modern Upper Division Clg of Letters & Science L&S Arts & Humanities Division History of Art 21.68610176 -27.02377239 +Integrative Biology 168L Syst Vasc Plant Lab Upper Division Clg of Letters & Science L&S Biological Sciences Div Integrative Biology -30.84075463 11.75788748 +Near Eastern Studies 15 Intro Ne Art Arch Lower Division Clg of Letters & Science L&S Arts & Humanities Division Near Eastern Studies 18.97079991 -3.918525312 +History 164A Eurintell To 1770 Upper Division Clg of Letters & Science L&S Social Sciences Division History 23.58837164 5.550005287 +Japanese 100X Adv Japanese Herit Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 1.657637695 -22.70370846 +French 35 Prac Phon Listn Com Lower Division Clg of Letters & Science L&S Arts & Humanities Division French 31.76810109 -12.98480135 +"Env Sci, Policy, & Mgmt" 102D Resource Policy Upper Division Clg of Natural Resources Clg of Natural Resources "Env Sci, Policy, & Mgmt" -17.24668661 18.77189 +Mathematics 24 Freshman Seminars Lower Division Clg of Letters & Science L&S Math & Phys Sciences Div Mathematics -6.426402118 -6.445661109 +Music 150E Jazz Performance Upper Division Clg of Letters & Science L&S Arts & Humanities Division Music -7.455088765 -32.23249048 +South & SE Asian Studies C145 Buddhism Contemp Upper Division Clg of Letters & Science L&S Arts & Humanities Division South & SE Asian Studies 9.480701196 -13.64259607 +Music 144 University Chorus Upper Division Clg of Letters & Science L&S Arts & Humanities Division Music -3.129413243 -19.59780457 +Geography C112 His Dev/Underdev Upper Division Clg of Letters & Science L&S Social Sciences Division Geography -12.25634549 21.6371969 +Film 25B History Of Film Lower Division Clg of Letters & Science L&S Arts & Humanities Division Film and Media 30.2997882 7.133599024 +History 103B Proseminar: Europe Upper Division Clg of Letters & Science L&S Social Sciences Division History 22.78153116 4.314693306 +Rhetoric 130 Novel Into Film Upper Division Clg of Letters & Science L&S Arts & Humanities Division Rhetoric 32.66772669 15.22461888 +Slavic Languages & Lit 147A East Slavic Folklor Upper Division Clg of Letters & Science L&S Arts & Humanities Division Slavic Languages & Literatures 19.70288243 -13.11703922 +Italian Studies 70 Italian Cinema Lower Division Clg of Letters & Science L&S Arts & Humanities Division Italian Studies 0.242891629 -0.993091253 +Chemical Engineering 90 (Intructor 1) Sci Eng Sust Energy Lower Division Clg of Chemistry Clg of Chemistry Chem & Biomolecular Eng -31.01512923 -17.63222585 +Gender & Womens Studies 10 Int Gender/Wom Stdy Lower Division Clg of Letters & Science L&S Social Sciences Division Gender & Womens Studies 10.64679688 5.222390457 +Plant Biology C134 Cytogenetics Upper Division Clg of Natural Resources Clg of Natural Resources Plant & Microbial Biology -29.8351221 17.37453847 +Plant Biology 165 Plant Pathology Upper Division Clg of Natural Resources Clg of Natural Resources Plant & Microbial Biology -30.7239314 16.88849058 +Business Admin-Undergrad 167 Spec Topics In Mkt Upper Division Haas School of Business Haas School of Business Business -15.78296771 -0.179742419 +Geography 140A Physical Landscape Upper Division Clg of Letters & Science L&S Social Sciences Division Geography -14.53420627 21.73618164 +Religious Studies 190 (Intructor 10) Topics In Religion Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 11.62305577 -6.503424282 +Letters & Science C180U Wealth And Poverty Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 7.094075143 7.188742641 +Environ Econ & Policy C151 Economic Develop Upper Division Clg of Natural Resources Clg of Natural Resources Ag & Resource Econ & Pol -15.31703722 10.32354493 +African American Studies 112B Pol/Eco Dev 3rd Wld Upper Division Clg of Letters & Science L&S Social Sciences Division African American Studies -0.532593722 21.09364034 +Hebrew 20B Intermediate Hebrew Lower Division Clg of Letters & Science L&S Arts & Humanities Division Near Eastern Studies 13.11025853 1.872912484 +History 116G China & The World Upper Division Clg of Letters & Science L&S Social Sciences Division History 21.50346824 2.281119388 +South & SE Asian Studies 39J Fresh/Soph Seminar Lower Division Clg of Letters & Science L&S Arts & Humanities Division South & SE Asian Studies 6.465521029 -15.41500149 +Integrative Biology 32 Bioinspired Design Lower Division Clg of Letters & Science L&S Biological Sciences Div Integrative Biology -9.647372582 -16.45076614 +History of Art 190M (Intructor 1) Global Modernism Upper Division Clg of Letters & Science L&S Arts & Humanities Division History of Art 21.25655712 -29.68650247 +Korean 153 Mod Korean Lit Upper Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 1.718129517 -19.77965671 +Computer Science 39R Fresh/Soph Seminar Lower Division Clg of Engineering Clg of Engineering Electrical Eng & Computer Sci -9.522617441 -7.965130927 +Education W140A Art Of Making Mean Upper Division Grad School of Education Grad School of Education Education -3.823904677 2.540025297 +"Env Sci, Policy, & Mgmt" 90 (Intructor 6) Intro To Crs Major Lower Division Clg of Natural Resources Clg of Natural Resources "Env Sci, Policy, & Mgmt" -3.5694039 3.861398922 +Social Welfare 116H Homelessness/Amerca Upper Division School of Social Welfare School of Social Welfare Social Welfare 6.264665763 20.43644694 +Chemistry 301C Chm 3 Lab Assistant Graduate Course Clg of Chemistry Clg of Chemistry Chemistry -24.97870077 4.462650952 +Electrical Engineering 84 Sophomore Seminar Lower Division Clg of Engineering Clg of Engineering Electrical Eng & Computer Sci -13.41586713 -18.21462242 +Chemistry 1B General Chemistry Lower Division Clg of Chemistry Clg of Chemistry Chemistry -25.49527234 -5.263470846 +French 14 Adv Conversation Lower Division Clg of Letters & Science L&S Arts & Humanities Division French 30.71305137 -12.26718382 +History C139D From Civil Rights Upper Division Clg of Letters & Science L&S Social Sciences Division History 16.31768811 5.886963607 +Ethnic Studies 24 Freshman Seminar Lower Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies -5.676867265 -1.33708887 +South Asian 110 Intro To Hinduism Upper Division Clg of Letters & Science L&S Arts & Humanities Division South & SE Asian Studies -0.206933774 -12.56757341 +Scandinavian 106 Hans C Andersen Upper Division Clg of Letters & Science L&S Arts & Humanities Division Scandinavian 19.26063495 -9.288825088 +Slavic Languages & Lit 39L Lower Div Seminar Lower Division Clg of Letters & Science L&S Arts & Humanities Division Slavic Languages & Literatures -7.038715554 -3.161862833 +Chicano Studies 24 Freshman Seminar Lower Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies -6.06150384 1.768289746 +Cognitive Science C126 Perception Upper Division Clg of Letters & Science L&S Social Sciences Division Interdisc Social Science Pgms -5.976150567 -23.34497025 +Architecture 24 Freshman Seminars Lower Division Clg of Environmental Design Clg of Environmental Design Architecture -4.385174581 -1.622557048 +UGIS-UG Interdisc Studies 82 K-8 Teaching Lower Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies -0.959612344 -10.47080128 +Sociology 182 Rac Dom/Intn'L Pers Upper Division Clg of Letters & Science L&S Social Sciences Division Sociology 8.723273875 23.32983154 +Ethnic Studies 144AC Racism And U.S. Law Upper Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 10.69701788 10.55128608 +Linguistics 24 Freshman Seminar Lower Division Clg of Letters & Science L&S Social Sciences Division Linguistics -5.404156525 -2.941639582 +Buddhist Studies C128 Buddhism Contemp Upper Division Clg of Letters & Science L&S Arts & Humanities Division Buddhist Studies Grad Grp 7.346920513 -5.175602914 +Chicano Studies 180 Topics In Chic Stud Upper Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 13.76263039 11.28601649 +Near Eastern Studies 24 Freshman Seminars Lower Division Clg of Letters & Science L&S Arts & Humanities Division Near Eastern Studies -5.785322339 -3.080298364 +Near Eastern Studies 109 Mesopotamian Hist Upper Division Clg of Letters & Science L&S Arts & Humanities Division Near Eastern Studies 19.17846203 -3.404623062 +"Env Sci, Policy, & Mgmt" 24 Freshman Seminar Lower Division Clg of Natural Resources Clg of Natural Resources "Env Sci, Policy, & Mgmt" -5.091806566 -4.348913005 +Integrative Biology 95 Spec Res In Bio 1b Lower Division Clg of Letters & Science L&S Biological Sciences Div Integrative Biology -16.59861587 14.58420298 +English 170 Lit & The Arts Upper Division Clg of Letters & Science L&S Arts & Humanities Division English 37.31353673 -1.405568375 +Natural Resources 24 Freshman Seminars Lower Division Clg of Natural Resources Clg of Natural Resources Other Clg of Natural Res Pgms -5.209127521 -4.627234154 +Molecular & Cell Biology 90E (Intructor 2) Freshman Seminars Lower Division Clg of Letters & Science L&S Biological Sciences Div Molecular & Cell Biology -4.033209244 -3.989890767 +Italian Studies 24 Freshman Seminars Lower Division Clg of Letters & Science L&S Arts & Humanities Division Italian Studies -6.559179642 -2.248696716 +Physics 24 Freshman Seminars Lower Division Clg of Letters & Science L&S Math & Phys Sciences Div Physics -6.188729065 -5.898380444 +Hebrew 104B Mod Hebrew Lit&Cult Upper Division Clg of Letters & Science L&S Arts & Humanities Division Near Eastern Studies 14.93227894 2.577676947 +Business Admin-Undergrad 154 Power & Politic Upper Division Haas School of Business Haas School of Business Business -14.17766811 -0.923772152 +Chemistry 24 Freshman Seminar Lower Division Clg of Chemistry Clg of Chemistry Chemistry -6.842548656 -6.356848033 +Portuguese 24 Freshman Seminar Lower Division Clg of Letters & Science L&S Arts & Humanities Division Spanish & Portuguese -5.709327358 -1.22484076 +Music 405 Elementary Piano Graduate Course Clg of Letters & Science L&S Arts & Humanities Division Music -8.172141019 -31.57397316 +Linguistics 11 Writing Systems Lower Division Clg of Letters & Science L&S Social Sciences Division Linguistics 0.959761042 -1.691462172 +Nutritional Science & Tox 24 Freshman Seminar Lower Division Clg of Natural Resources Clg of Natural Resources Nutritional Sciences & Tox -4.364254452 -3.8163222 +Latin 2 Elementary Latin Lower Division Clg of Letters & Science L&S Arts & Humanities Division Classics 23.52201451 -3.704731531 +Scandinavian 120 Scandinavian Novel Upper Division Clg of Letters & Science L&S Arts & Humanities Division Scandinavian 18.5650559 -10.36652365 +Media Studies C103 Understand Journ Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 15.74353282 20.56570547 +Asian American Studies 144 Religions As Amer Upper Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 9.919202636 -17.29578739 +Cognitive Science 1 Intro To Cogsci Lower Division Clg of Letters & Science L&S Social Sciences Division Interdisc Social Science Pgms -3.75058667 -9.732136479 +Chicano Studies 165 "Cuba, Us, & Cuba Am" Upper Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 13.52576255 11.63258673 +French 4 Adv Int French Lower Division Clg of Letters & Science L&S Arts & Humanities Division French 28.93256447 -11.11148703 +Religious Studies C108 Scand Myth Religion Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 19.79539211 -7.831720484 +English 24 Freshman Seminars Lower Division Clg of Letters & Science L&S Arts & Humanities Division English -5.942767017 -2.909887082 +Classics 24 Freshman Seminars Lower Division Clg of Letters & Science L&S Arts & Humanities Division Classics -5.408177608 -3.003722344 +African American Studies 24 Freshman Seminars Lower Division Clg of Letters & Science L&S Social Sciences Division African American Studies -5.334826202 -1.214935278 +Gender & Womens Studies 142 Wom Mus Arab Worlds Upper Division Clg of Letters & Science L&S Social Sciences Division Gender & Womens Studies 12.88882621 4.436605699 +Business Admin-Undergrad 193C Cpt Int'L Stdnts Upper Division Haas School of Business Haas School of Business Business -16.96263778 -2.40985059 +Media Studies 160 International Media Upper Division Clg of Letters & Science L&S Undergrad Studies Division UG Interdisciplinary Studies 15.60415996 20.55383921 +Asian American Studies 132AC Islamophobia Upper Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 14.54346367 -0.765119198 +Political Science 109B Topics In Amer Pol Upper Division Clg of Letters & Science L&S Social Sciences Division Political Science 2.116879129 39.07163416 +Integrative Biology 24 Freshman Seminars Lower Division Clg of Letters & Science L&S Biological Sciences Div Integrative Biology -4.556580356 -3.65591752 +Business Admin-Undergrad 119 Leading Strat Imple Upper Division Haas School of Business Haas School of Business Business -16.69916442 -1.644944417 +English C136 American Studies Upper Division Clg of Letters & Science L&S Arts & Humanities Division English 35.83894735 -1.548652743 +Chinese 7B Modern Chinese Lit Lower Division Clg of Letters & Science L&S Arts & Humanities Division East Asian Lang & Culture 8.843690794 -23.16019944 +Civil & Environmental Eng 24 Freshman Seminars Lower Division Clg of Engineering Clg of Engineering Civil & Environmental Eng -4.747898454 -6.265849626 +Classics 124 Classical Poetics Upper Division Clg of Letters & Science L&S Arts & Humanities Division Classics 22.09558396 -3.634048696 +Art 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German 26.08714391 -12.29937908 +Portuguese 102 Readings In Portug Upper Division Clg of Letters & Science L&S Arts & Humanities Division Spanish & Portuguese 20.62608729 14.21912793 +German 204 Compact Seminar Graduate Course Clg of Letters & Science L&S Arts & Humanities Division German 25.95607399 -13.04872149 +Turkish 1B Elem Modern Turkish Lower Division Clg of Letters & Science L&S Arts & Humanities Division Near Eastern Studies 12.8614954 -2.828773008 +Social Welfare 255 Commun Organizing Graduate Course School of Social Welfare School of Social Welfare Social Welfare 7.785823736 19.73375052 +Physics 141B Solid State Physics Upper Division Clg of Letters & Science L&S Math & Phys Sciences Div Physics -28.59665541 -11.92759691 +Industrial Eng & Ops Rsch 221 Intro Finance Eng Graduate Course Clg of Engineering Clg of Engineering Industrial Eng & Ops Research -17.24043691 -14.37011729 +Geography 174 Lat Amer Stud Sem Upper Division Clg of Letters & Science L&S Social Sciences 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Math & Phys Sciences Div Statistics -18.76479198 -10.43833839 +Computer Science 160 User Interfaces Upper Division Clg of Engineering Clg of Engineering Electrical Eng & Computer Sci -13.65520139 -20.8675452 +Computer Science 184 Computer Graphics Upper Division Clg of Engineering Clg of Engineering Electrical Eng & Computer Sci -14.56966302 -21.52842829 +Public Health 14 Healthy People Lower Division School of Public Health School of Public Health Public Health 2.434711188 -2.570947869 +Industrial Eng & Ops Rsch 165 Quality Control Upper Division Clg of Engineering Clg of Engineering Industrial Eng & Ops Research -16.36822213 -14.4940952 +Mathematics 123 Ord Diff Equations Upper Division Clg of Letters & Science L&S Math & Phys Sciences Div Mathematics -21.92317813 -13.23170506 +Sociology 160 Sociol Of Culture Upper Division Clg of Letters & Science L&S Social Sciences Division Sociology 8.964948586 24.38068544 +Environmental Design 100 The City Upper Division Clg of Environmental 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Environmental Design Architecture -11.04189572 30.90983006 +Filipino W1Y Intro Filipn Online Lower Division Clg of Letters & Science L&S Arts & Humanities Division South & SE Asian Studies 6.275439631 -12.98053404 +Art Practice W23AC Data Arts Lower Division Clg of Letters & Science L&S Arts & Humanities Division Art Practice 3.02818805 -8.720879026 +Filipino 100B Intermed Filipino Upper Division Clg of Letters & Science L&S Arts & Humanities Division South & SE Asian Studies 7.758463069 -13.93598771 +Industrial Eng & Ops Rsch 161 Operations Res Ii Upper Division Clg of Engineering Clg of Engineering Industrial Eng & Ops Research -16.6745381 -14.50645983 +Public Policy 117AC Race Ethn & Pub Pol Upper Division Goldman School Public Policy Goldman School Public Policy Public Policy -0.860617129 29.88233688 +History R1B History Rding&Comp Lower Division Clg of Letters & Science L&S Social Sciences Division History 2.078965108 -4.815595901 +Chicano Studies 135B Contemp Latino Film Upper Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 13.14628068 10.19682471 +Portuguese 101B Port Adv Stdy-Wkshp Upper Division Clg of Letters & Science L&S Arts & Humanities Division Spanish & Portuguese 20.14802899 14.07230187 +Philosophy 3 Nature Of Mind Lower Division Clg of Letters & Science L&S Arts & Humanities Division Philosophy 4.304030424 -2.00412894 +Chemistry 3AL Organic Chem Lab Lower Division Clg of Chemistry Clg of Chemistry Chemistry -2.01891529 -2.433666379 +Sociology 121 Soc Of Entrepreneur Upper Division Clg of Letters & Science L&S Social Sciences Division Sociology 9.791953574 23.11916735 +Architecture 100D Arch Design Iv Upper Division Clg of Environmental Design Clg of Environmental Design Architecture -12.18364715 32.18151326 +Electrical Eng & Computer Sci 151LB Dig Des Ic Fpga Lab Upper Division Clg of Engineering Clg of Engineering Electrical Eng & Computer Sci -18.45382778 -21.79449419 +Environ Econ & Policy 100 Microecon Theory Upper Division Clg of Natural Resources Clg of Natural Resources Ag & Resource Econ & Pol -15.29575753 10.91685746 +Chemistry 300 Prof Prep Graduate Course Clg of Chemistry Clg of Chemistry Chemistry -30.60097394 2.275781834 +"Env Sci, Policy, & Mgmt" 175L Sen Res Lab Env Sci Upper Division Clg of Natural Resources Clg of Natural Resources "Env Sci, Policy, & Mgmt" -19.49095965 23.18199366 +Architecture 139 Spec Top Arch Des Upper Division Clg of Environmental Design Clg of Environmental Design Architecture -12.44928181 28.86332667 +Earth & Planetary Science 118 Adv Field Course Upper Division Clg of Letters & Science L&S Math & Phys Sciences Div Earth & Planetary Science -30.20888311 -5.248938786 +Latin 140 Medieval Latin Upper Division Clg of Letters & Science L&S Arts & Humanities Division Classics 24.88302565 -2.875014458 +Industrial Eng & Ops Rsch 190G (Intructor 2) Advance Topics Ieor Upper Division Clg of Engineering Clg of Engineering Industrial Eng & Ops Research -13.67168324 -14.5285805 +Public Health 295 Seminars Graduate Course School of Public Health School of Public Health Public Health -29.95635523 5.675774492 +Economics 124 Special Topics Io Upper Division Clg of Letters & Science L&S Social Sciences Division Economics -16.24200005 -6.54706705 +Psychology 24 Freshman Seminars Lower Division Clg of Letters & Science L&S Social Sciences Division Psychology -6.387843918 -0.588670405 +Asian American Studies 131 Asian Diaspora Upper Division Clg of Letters & Science L&S Social Sciences Division Ethnic Studies 8.693799339 -17.14804758 +English 101 History Eng Lang Upper Division Clg of Letters & Science L&S Arts & Humanities Division English 34.95311645 -2.701336126 +Near Eastern Studies 165 Film Fiction Iran Upper Division Clg of Letters & Science L&S Arts & Humanities Division Near Eastern Studies 16.48928248 -0.539853683 +Nutritional Science & Tox 160 Metabolic Diseases Upper Division Clg of Natural Resources Clg of Natural Resources Nutritional Sciences & Tox -33.8718616 8.025334775 +English 190 (Intructor 47) Research Seminar Upper Division Clg of Letters & Science L&S Arts & Humanities Division English 38.69104328 -2.403750247 +English 180E Epic Upper Division Clg of Letters & Science L&S Arts & Humanities Division English 36.29037716 -3.807144233 +English 143N Prose Nonfiction Upper Division Clg of Letters & Science L&S Arts & Humanities Division English 35.96772999 -3.262667555 +English 165 Special Topics Upper Division Clg of Letters & Science L&S Arts & Humanities Division English 37.29881249 -2.942912465 +Computer Science 61B Data Structures Lower Division Clg of Engineering Clg of Engineering Electrical Eng & Computer Sci -14.18773342 -18.67142232 +History 24 Freshman Seminar Lower Division Clg of Letters & Science L&S Social Sciences Division History -5.928615892 -2.490211218 +Business Admin-Undergrad 178 Intro Internatl Bus Upper Division Haas School of Business Haas School of Business Business -15.57855107 -2.062156832 +English 141 Modes Of Writing Upper Division Clg of Letters & Science L&S Arts & Humanities Division English 37.03930415 -2.278484954 +Architecture 170B "Hist, Arch&Urbanism" Upper Division Clg of Environmental Design Clg of Environmental Design Architecture -10.6582374 29.65928739 diff --git a/index.html b/index.html index 4404454..cb1c189 100644 --- a/index.html +++ b/index.html @@ -4,8 +4,33 @@ -

-

+ + + +
+

Upload your course data

+ +

+ Upload a TSV or CSV file containing numeric x and y + columns and at least one additional course-information column. +

+ + + +

+ No file selected. +

+
+ +

+ +

+ +
diff --git a/src/main.js b/src/main.js index afdf329..bb766df 100644 --- a/src/main.js +++ b/src/main.js @@ -34,7 +34,8 @@ import { ZoomService } from './modules/zoom_service.js'; // Begin Script // ******************************************* -export const dataset = queryParams.get("dataset") || "joined_data.csv"; + +export const dataset = queryParams.get("dataset") || "global_embedding_plot.tsv"; var weights_2darray = [], biases_1darray = [], vocab_1darray = [], vectorspace_2darray = [], bow_2darray = []; // Semantic model option set up if (queryParams.get("semantic_model") === "true") { @@ -107,7 +108,9 @@ let mainData; let dataManager; let filterScrubber; -function loadMainData(data) { +// SARAH EDITED CODE START // +function loadMainData(data, applyUrlDefaults = true) { + // SARAH EDITED CODE DONE // console.log('Loading main data'); let categoryHeaders = data.columns.filter(cat => cat !== 'x' && cat !== 'y'); categoryHeaders.forEach((categoryHeader) => { @@ -130,8 +133,13 @@ function loadMainData(data) { dropdownBuilder.build(categorySearchData, categories); dropdownBuilder.setDropdownEventHandlers(redrawPlotWithoutZoom); - preSelectCheckboxValues(); - preSelectDropdownValues(categories, categorySearchData); + // SARAH EDITED CODE START // + + if (applyUrlDefaults) { + preSelectCheckboxValues(); + preSelectDropdownValues(categories, categorySearchData); + } + // SARAH EDITED CODE DONE // // Initial plot draw happens here: let needZoom = false; @@ -143,6 +151,321 @@ console.log('initiating dataset load;'); let fetchPromise = d3.tsv(dataset); fetchPromise.then(loadMainData).catch(e => console.log(e)); +///SARAH ADDED CODE START/// +// ******************************************* +// User-uploaded dataset functionality +// ******************************************* + +function setUploadStatus(message, isError = false) { + let status = document.getElementById("file-upload-status"); + + if (status) { + status.textContent = message; + status.style.color = isError ? "red" : ""; + } +} + + +// Make sure an uploaded dataset has the fields +// required by the scatterplot. +function validateUploadedData(data) { + + if (!data || data.length === 0) { + throw new Error( + "The uploaded file does not contain any data rows." + ); + } + + if (!data.columns) { + throw new Error( + "Could not determine the column names in this file." + ); + } + + if ( + !data.columns.includes("x") || + !data.columns.includes("y") + ) { + throw new Error( + 'The file must contain columns named "x" and "y".' + ); + } + + let descriptiveColumns = data.columns.filter( + column => column !== "x" && column !== "y" + ); + + if (descriptiveColumns.length === 0) { + throw new Error( + 'The file must contain at least one column besides "x" and "y".' + ); + } + + + let invalidCoordinates = data.some((row) => { + + let xMissing = + row.x === undefined || + row.x === null || + String(row.x).trim() === ""; + + let yMissing = + row.y === undefined || + row.y === null || + String(row.y).trim() === ""; + + return ( + xMissing || + yMissing || + !Number.isFinite(+row.x) || + !Number.isFinite(+row.y) + ); + }); + + + if (invalidCoordinates) { + throw new Error( + 'Every row must contain numeric values in the "x" and "y" columns.' + ); + } +} + + +// Clear the pieces of the interface that depend +// on the old dataset before loading a new one. +function resetForUploadedData() { + + // Remove existing visualization and table + d3.select("svg").remove(); + d3.select(".summary-data").remove(); + + + // Clear existing feature dropdowns + d3.select(".click-on-feature").remove(); + d3.select(".color-by-feature").remove(); + d3.select(".search-by-feature").remove(); + d3.select(".shape-by-feature").remove(); + d3.select(".transparency-by-feature").remove(); + d3.select(".scrubber-dropdown").remove(); + + + // Destroy the existing numeric slider + let slider = document.querySelector(".sliders"); + + if (slider && slider.noUiSlider) { + slider.noUiSlider.destroy(); + } + + if (slider) { + slider.innerHTML = ""; + } + + + // Clear the side summary + let sideTable = document.querySelector(".side-table"); + + if (sideTable) { + sideTable.innerHTML = ""; + } + + + // Clear search text + let searchText = document.getElementById("searchText"); + + if (searchText) { + searchText.value = ""; + } + + + // Clear transparency search + let transparencyText = + document.getElementById("transpText"); + + if (transparencyText) { + transparencyText.value = ""; + } + + + // Reset checkboxes + document.querySelectorAll(".check").forEach((checkbox) => { + checkbox.checked = false; + }); + + + // Reset data-dependent arrays + categories.length = 0; + categories.push(defaultValue); + + categorySearchData.length = 0; + + columns.length = 0; + + + // Uploaded data should not inherit a search + // column from the original URL. + categorySearch = null; + + + // Reset zoom coordinates + coordinatesx.length = 0; + coordinatesy.length = 0; + + + // Reset main data objects + mainData = null; + dataManager = null; + filterScrubber = null; +} + + +// Read and visualize a file selected by the user. +function loadUploadedFile(file) { + + setUploadStatus( + "Reading " + file.name + "..." + ); + + + let reader = new FileReader(); + + + reader.onload = function(event) { + + try { + + let fileText = event.target.result; + let fileName = file.name.toLowerCase(); + + let uploadedData; + + + if (fileName.endsWith(".csv")) { + + uploadedData = d3.csvParse(fileText); + + } + + else if ( + fileName.endsWith(".tsv") || + fileName.endsWith(".txt") + ) { + + uploadedData = d3.tsvParse(fileText); + + } + + else { + + throw new Error( + "Please upload a CSV or TSV file." + ); + + } + + + validateUploadedData(uploadedData); + + + console.log( + "Uploaded file:", + file.name + ); + + console.log( + "Uploaded rows:", + uploadedData.length + ); + + console.log( + "Uploaded columns:", + uploadedData.columns + ); + + + // Remove controls associated with old data + resetForUploadedData(); + + + // Load uploaded data through the normal + // scatterplot pipeline. + // + // false = don't apply URL-specific defaults + loadMainData(uploadedData, false); + + + setUploadStatus( + "Showing " + + file.name + + " (" + + uploadedData.length + + " rows)" + ); + + } + + catch (error) { + + console.error( + "Could not load uploaded file:", + error + ); + + setUploadStatus( + error.message, + true + ); + + } + + }; + + + reader.onerror = function() { + + setUploadStatus( + "The selected file could not be read.", + true + ); + + }; + + + reader.readAsText(file); +} + + +// Connect the upload input in index.html +let dataFileInput = + document.getElementById("data-file-input"); + + +if (dataFileInput) { + + dataFileInput.addEventListener( + "change", + function(event) { + + let file = event.target.files[0]; + + if (!file) { + return; + } + + loadUploadedFile(file); + + } + ); + +} + + +// Initial message shown while the default data is displayed +setUploadStatus( + "Showing the default dataset. Upload a CSV or TSV file to replace it." +); + +// SARAH ADDED CODE DONE /// + function searchExactMatchEventHandler(event) { if (document.getElementById("searchText").value) redrawPlotWithoutZoom(); From 59fa4eccad0f5769ee741baae715cb11dec97869 Mon Sep 17 00:00:00 2001 From: Sarah Goulart Date: Wed, 9 Sep 2026 16:52:37 -0700 Subject: [PATCH 2/2] Support uploaded datasets and robust numeric filtering --- dist/bundle.js | 4 +- src/modules/data_manager.js | 75 ++++++++++++++++++++++------------ src/modules/filter_scrubber.js | 28 ++++++++++--- 3 files changed, 73 insertions(+), 34 deletions(-) diff --git a/dist/bundle.js b/dist/bundle.js index d4c74e2..d298fb9 100644 --- a/dist/bundle.js +++ b/dist/bundle.js @@ -6301,7 +6301,7 @@ eval("\n\nObject.defineProperty(exports, \"__esModule\", {\n value: true\n});\n /***/ (function(module, exports, __webpack_require__) { "use strict"; -eval("\n\nObject.defineProperty(exports, \"__esModule\", {\n value: true\n});\nexports.DataManager = DataManager;\nfunction DataManager(data, categories) {\n var _this = this;\n\n this.allXValues = [];\n this.allYValues = [];\n var dataTypeMap = {};\n\n var populateDataTypeMap = function populateDataTypeMap(datum, category) {\n var datumIsEmpty = datum[category] === \"\";\n var datumIsFloat = datum[category] == parseFloat(datum[category]);\n var datumType = datumIsEmpty || datumIsFloat ? 'numeric' : 'categorical or ordinal';\n dataTypeMap[category] = datumType;\n };\n\n // featureCategoryAndDataMap is an object containing all\n // attributes of datapoint e.g. { category: [val1, val2, ...] }\n var initializeFeatureCategoryAndDataMap = function initializeFeatureCategoryAndDataMap(categories) {\n _this.featureCategoryAndDataMap = {};\n categories.forEach(function (category) {\n _this.featureCategoryAndDataMap[category] = [];\n });\n };\n\n var populatefeatureCategoryAndDataMap = function populatefeatureCategoryAndDataMap(datum, category) {\n _this.featureCategoryAndDataMap[category].push(datum[category]);\n };\n\n var initialize = function initialize(data, categories) {\n initializeFeatureCategoryAndDataMap(categories);\n data.forEach(function (datum) {\n categories.forEach(function (category) {\n populateDataTypeMap(datum, category);\n populatefeatureCategoryAndDataMap(datum, category);\n _this.allXValues.push(datum['x']);\n _this.allYValues.push(datum['y']);\n });\n });\n };\n\n this.featureIsNumeric = function (columnName) {\n return dataTypeMap[columnName] === 'numeric';\n };\n\n // guard against default category value being passed in\n var categoryList = categories.filter(function (category) {\n return category.toLowerCase() !== 'select';\n });\n initialize(data, categoryList);\n}//# sourceURL=[module]\n//# sourceMappingURL=data:application/json;charset=utf-8;base64,eyJ2ZXJzaW9uIjozLCJmaWxlIjoiLi9zcmMvbW9kdWxlcy9kYXRhX21hbmFnZXIuanMuanMiLCJzb3VyY2VzIjpbIndlYnBhY2s6Ly8vc3JjL21vZHVsZXMvZGF0YV9tYW5hZ2VyLmpzPzkzN2YiXSwic291cmNlc0NvbnRlbnQiOlsiXG5leHBvcnQgZnVuY3Rpb24gRGF0YU1hbmFnZXIoZGF0YSwgY2F0ZWdvcmllcykge1xuICB0aGlzLmFsbFhWYWx1ZXMgPSBbXTtcbiAgdGhpcy5hbGxZVmFsdWVzID0gW107XG4gIGNvbnN0IGRhdGFUeXBlTWFwID0ge307XG5cbiAgbGV0IHBvcHVsYXRlRGF0YVR5cGVNYXAgPSAoZGF0dW0sIGNhdGVnb3J5KSA9PiB7XG4gICAgbGV0IGRhdHVtSXNFbXB0eSA9IGRhdHVtW2NhdGVnb3J5XSA9PT0gXCJcIjtcbiAgICBsZXQgZGF0dW1Jc0Zsb2F0ID0gZGF0dW1bY2F0ZWdvcnldID09IHBhcnNlRmxvYXQoZGF0dW1bY2F0ZWdvcnldKTtcbiAgICBsZXQgZGF0dW1UeXBlID0gZGF0dW1Jc0VtcHR5IHx8IGRhdHVtSXNGbG9hdCA/ICdudW1lcmljJyA6ICdjYXRlZ29yaWNhbCBvciBvcmRpbmFsJztcbiAgICBkYXRhVHlwZU1hcFtjYXRlZ29yeV0gPSAgZGF0dW1UeXBlO1xuICB9O1xuXG4gIC8vIGZlYXR1cmVDYXRlZ29yeUFuZERhdGFNYXAgaXMgYW4gb2JqZWN0IGNvbnRhaW5pbmcgYWxsXG4gIC8vIGF0dHJpYnV0ZXMgb2YgZGF0YXBvaW50IGUuZy4geyBjYXRlZ29yeTogW3ZhbDEsIHZhbDIsIC4uLl0gfVxuICBsZXQgaW5pdGlhbGl6ZUZlYXR1cmVDYXRlZ29yeUFuZERhdGFNYXAgPSAoY2F0ZWdvcmllcykgPT4ge1xuICAgIHRoaXMuZmVhdHVyZUNhdGVnb3J5QW5kRGF0YU1hcCA9IHt9O1xuICAgIGNhdGVnb3JpZXMuZm9yRWFjaCgoY2F0ZWdvcnkpID0+IHsgdGhpcy5mZWF0dXJlQ2F0ZWdvcnlBbmREYXRhTWFwW2NhdGVnb3J5XSA9IFtdfSk7XG4gIH1cblxuICBsZXQgcG9wdWxhdGVmZWF0dXJlQ2F0ZWdvcnlBbmREYXRhTWFwID0gKGRhdHVtLCBjYXRlZ29yeSkgPT4ge1xuICAgIHRoaXMuZmVhdHVyZUNhdGVnb3J5QW5kRGF0YU1hcFtjYXRlZ29yeV0ucHVzaChkYXR1bVtjYXRlZ29yeV0pO1xuICB9XG5cbiAgbGV0IGluaXRpYWxpemUgPSAoZGF0YSwgY2F0ZWdvcmllcykgPT4ge1xuICAgIGluaXRpYWxpemVGZWF0dXJlQ2F0ZWdvcnlBbmREYXRhTWFwKGNhdGVnb3JpZXMpO1xuICAgIGRhdGEuZm9yRWFjaCgoZGF0dW0pID0+IHtcbiAgICAgIGNhdGVnb3JpZXMuZm9yRWFjaCgoY2F0ZWdvcnkpID0+IHtcbiAgICAgICAgcG9wdWxhdGVEYXRhVHlwZU1hcChkYXR1bSwgY2F0ZWdvcnkpO1xuICAgICAgICBwb3B1bGF0ZWZlYXR1cmVDYXRlZ29yeUFuZERhdGFNYXAoZGF0dW0sIGNhdGVnb3J5KTtcbiAgICAgICAgdGhpcy5hbGxYVmFsdWVzLnB1c2goZGF0dW1bJ3gnXSk7XG4gICAgICAgIHRoaXMuYWxsWVZhbHVlcy5wdXNoKGRhdHVtWyd5J10pO1xuICAgICAgfSlcbiAgICB9KTtcbiAgfVxuXG4gIHRoaXMuZmVhdHVyZUlzTnVtZXJpYyA9IChjb2x1bW5OYW1lKSA9PiB7XG4gICAgcmV0dXJuIGRhdGFUeXBlTWFwW2NvbHVtbk5hbWVdID09PSAnbnVtZXJpYyc7XG4gIH1cblxuICAvLyBndWFyZCBhZ2FpbnN0IGRlZmF1bHQgY2F0ZWdvcnkgdmFsdWUgYmVpbmcgcGFzc2VkIGluXG4gIGxldCBjYXRlZ29yeUxpc3QgPSBjYXRlZ29yaWVzLmZpbHRlcigoY2F0ZWdvcnkpID0+IHtcbiAgICByZXR1cm4gY2F0ZWdvcnkudG9Mb3dlckNhc2UoKSAhPT0gJ3NlbGVjdCdcbiAgfSk7XG4gIGluaXRpYWxpemUoZGF0YSwgY2F0ZWdvcnlMaXN0KTtcbn1cbiJdLCJtYXBwaW5ncyI6Ijs7Ozs7QUFDQTtBQUFBO0FBQUE7QUFDQTtBQUFBO0FBQ0E7QUFDQTtBQUNBO0FBQ0E7QUFDQTtBQUNBO0FBQ0E7QUFDQTtBQUNBO0FBQ0E7QUFDQTtBQUNBO0FBQ0E7QUFDQTtBQUNBO0FBQUE7QUFBQTtBQUNBO0FBQ0E7QUFDQTtBQUNBO0FBQ0E7QUFDQTtBQUNBO0FBQ0E7QUFDQTtBQUNBO0FBQ0E7QUFDQTtBQUNBO0FBQ0E7QUFDQTtBQUNBO0FBQ0E7QUFDQTtBQUNBO0FBQ0E7QUFDQTtBQUNBO0FBQ0E7QUFDQTtBQUNBO0FBQ0E7QUFDQTtBQUNBIiwic291cmNlUm9vdCI6IiJ9\n//# sourceURL=webpack-internal:///./src/modules/data_manager.js\n"); +eval("\n\nObject.defineProperty(exports, \"__esModule\", {\n value: true\n});\nexports.DataManager = DataManager;\nfunction DataManager(data, categories) {\n var _this = this;\n\n this.allXValues = [];\n this.allYValues = [];\n\n // Contains all values for each feature:\n // { category: [val1, val2, ...] }\n var initializeFeatureCategoryAndDataMap = function initializeFeatureCategoryAndDataMap(categories) {\n _this.featureCategoryAndDataMap = {};\n\n categories.forEach(function (category) {\n _this.featureCategoryAndDataMap[category] = [];\n });\n };\n\n var populateFeatureCategoryAndDataMap = function populateFeatureCategoryAndDataMap(datum, category) {\n _this.featureCategoryAndDataMap[category].push(datum[category]);\n };\n\n var initialize = function initialize(data, categories) {\n initializeFeatureCategoryAndDataMap(categories);\n\n data.forEach(function (datum) {\n\n categories.forEach(function (category) {\n populateFeatureCategoryAndDataMap(datum, category);\n });\n\n _this.allXValues.push(datum['x']);\n _this.allYValues.push(datum['y']);\n });\n };\n\n // A feature is numeric only if it has at least one\n // non-empty value and every non-empty value is numeric.\n this.featureIsNumeric = function (columnName) {\n var values = _this.featureCategoryAndDataMap[columnName];\n\n if (!values) {\n return false;\n }\n\n var nonEmptyValues = values.filter(function (value) {\n return value !== undefined && value !== null && String(value).trim() !== \"\";\n });\n\n if (nonEmptyValues.length === 0) {\n return false;\n }\n\n return nonEmptyValues.every(function (value) {\n return Number.isFinite(Number(value));\n });\n };\n\n // Guard against the default \"Select\" category.\n var categoryList = categories.filter(function (category) {\n return category.toLowerCase() !== 'select';\n });\n\n initialize(data, categoryList);\n}//# sourceURL=[module]\n//# sourceMappingURL=data:application/json;charset=utf-8;base64,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\n//# sourceURL=webpack-internal:///./src/modules/data_manager.js\n"); /***/ }), @@ -6337,7 +6337,7 @@ eval("\n\nObject.defineProperty(exports, \"__esModule\", {\n value: true\n});\n /***/ (function(module, exports, __webpack_require__) { "use strict"; -eval("/* WEBPACK VAR INJECTION */(function(noUiSlider) {\n\nObject.defineProperty(exports, \"__esModule\", {\n value: true\n});\nexports.FilterScrubber = FilterScrubber;\n\nvar _dropdown_builder = __webpack_require__(/*! ./dropdown_builder.js */ \"./src/modules/dropdown_builder.js\");\n\nvar _plot_options_reader = __webpack_require__(/*! ./plot_options_reader.js */ \"./src/modules/plot_options_reader.js\");\n\nvar _utilities = __webpack_require__(/*! ./utilities.js */ \"./src/modules/utilities.js\");\n\nfunction _toConsumableArray(arr) { if (Array.isArray(arr)) { for (var i = 0, arr2 = Array(arr.length); i < arr.length; i++) { arr2[i] = arr[i]; } return arr2; } else { return Array.from(arr); } }\n\nfunction FilterScrubber(dataManager, categories) {\n var _this = this;\n\n this.dataManager = dataManager;\n this.categories = categories;\n\n this.mount = function () {\n var numericCategories = _this.categories.filter(function (category) {\n return _this.dataManager.featureIsNumeric(category);\n });\n if (numericCategories.length === 0) {\n return;\n } else {\n (0, _utilities.hideElement)(_plot_options_reader.plotOptionsReader.getDefaultFilterMessage());\n (0, _utilities.showElement)(_plot_options_reader.plotOptionsReader.getFilterByValueButtonContainer());\n (0, _utilities.showElement)(_plot_options_reader.plotOptionsReader.getFilterByValueOptionsContainer());\n var filterDropdown = createAndPopulateDropdown(numericCategories);\n var slider = createScrubber(numericCategories[0]);\n setEventHandlers(slider, filterDropdown, dataManager);\n var mountEvent = new Event(\"scrubberMounted\", { \"bubbles\": true, \"cancelable\": false });\n document.dispatchEvent(mountEvent);\n }\n };\n\n var hideDefaultMessage = function hideDefaultMessage() {\n var className = '';\n var messageContainer = document.getElementsByClassName(className)[0];\n messageContainer.className = className + ' hidden';\n };\n\n var setEventHandlers = function setEventHandlers(slider, dropdown, dataManager) {\n dropdown.on('change', function () {\n var data = selectedValues(_plot_options_reader.plotOptionsReader.getFilterByValueSelectedFeature());\n var uniqueValues = [].concat(_toConsumableArray(new Set(data)));\n slider.noUiSlider.updateOptions(createSliderOptions(data, uniqueValues));\n });\n };\n\n var showFilterButton = function showFilterButton() {\n var className = 'filter-button';\n var toggleContainer = document.getElementsByClassName(className)[0];\n toggleContainer.className = className;\n };\n\n var createAndPopulateDropdown = function createAndPopulateDropdown(categories) {\n var dropdownBuilder = new _dropdown_builder.DropdownBuilder();\n var filterDropdown = dropdownBuilder.createDowndownMenu('color_column', 'filter-by-value-container', 'filter-by-value scrubber-dropdown');\n dropdownBuilder.populateDropdownOptions(filterDropdown, categories);\n return filterDropdown;\n };\n\n var createScrubber = function createScrubber(selectedCategory) {\n var data = selectedValues(selectedCategory);\n var uniqueValues = [].concat(_toConsumableArray(new Set(data)));\n var container = document.getElementsByClassName('sliders')[0];\n var options = createSliderOptions(data, uniqueValues);\n noUiSlider.create(container, options);\n return container;\n };\n\n var createRangeObject = function createRangeObject(values) {\n var rangeObject = {};\n var arraySize = values.length;\n values.forEach(function (value, index) {\n if (index === 0) {\n rangeObject['min'] = value;\n } else if (index === arraySize - 1) {\n rangeObject['max'] = value;\n } else {\n var percentage = (index / arraySize * 100).toFixed(2);\n rangeObject[percentage] = value;\n }\n });\n return rangeObject;\n };\n\n var createStartpoints = function createStartpoints(values) {\n return [values[0], values[values.length - 1]];\n };\n\n var createSliderOptions = function createSliderOptions(data, uniqueValues) {\n var options = {\n start: createStartpoints(data),\n range: createRangeObject(uniqueValues),\n // Display colored bars between handles\n snap: true,\n behaviour: 'drag',\n connect: true,\n pips: {\n mode: 'positions',\n values: [0, 100],\n density: 8\n },\n tooltips: [true, true]\n };\n return options;\n };\n\n var selectedValues = function selectedValues(selectedCategory) {\n return _this.dataManager.featureCategoryAndDataMap[selectedCategory].map(function (el) {\n return +el;\n }).sort(function (x, y) {\n return x - y;\n });\n };\n}\n/* WEBPACK VAR INJECTION */}.call(this, __webpack_require__(/*! nouislider */ \"./node_modules/nouislider/distribute/nouislider.js\")))//# sourceURL=[module]\n//# 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sourceURL=webpack-internal:///./src/modules/filter_scrubber.js\n"); +eval("/* WEBPACK VAR INJECTION */(function(noUiSlider) {\n\nObject.defineProperty(exports, \"__esModule\", {\n value: true\n});\nexports.FilterScrubber = FilterScrubber;\n\nvar _dropdown_builder = __webpack_require__(/*! ./dropdown_builder.js */ \"./src/modules/dropdown_builder.js\");\n\nvar _plot_options_reader = __webpack_require__(/*! ./plot_options_reader.js */ \"./src/modules/plot_options_reader.js\");\n\nvar _utilities = __webpack_require__(/*! ./utilities.js */ \"./src/modules/utilities.js\");\n\nfunction _toConsumableArray(arr) { if (Array.isArray(arr)) { for (var i = 0, arr2 = Array(arr.length); i < arr.length; i++) { arr2[i] = arr[i]; } return arr2; } else { return Array.from(arr); } }\n\nfunction FilterScrubber(dataManager, categories) {\n var _this = this;\n\n this.dataManager = dataManager;\n this.categories = categories;\n\n this.mount = function () {\n var numericCategories = _this.categories.filter(function (category) {\n return _this.dataManager.featureIsNumeric(category);\n });\n if (numericCategories.length === 0) {\n return;\n } else {\n (0, _utilities.hideElement)(_plot_options_reader.plotOptionsReader.getDefaultFilterMessage());\n (0, _utilities.showElement)(_plot_options_reader.plotOptionsReader.getFilterByValueButtonContainer());\n (0, _utilities.showElement)(_plot_options_reader.plotOptionsReader.getFilterByValueOptionsContainer());\n var filterDropdown = createAndPopulateDropdown(numericCategories);\n var slider = createScrubber(numericCategories[0]);\n setEventHandlers(slider, filterDropdown, dataManager);\n var mountEvent = new Event(\"scrubberMounted\", { \"bubbles\": true, \"cancelable\": false });\n document.dispatchEvent(mountEvent);\n }\n };\n\n var hideDefaultMessage = function hideDefaultMessage() {\n var className = '';\n var messageContainer = document.getElementsByClassName(className)[0];\n messageContainer.className = className + ' hidden';\n };\n\n var setEventHandlers = function setEventHandlers(slider, dropdown, dataManager) {\n dropdown.on('change', function () {\n var data = selectedValues(_plot_options_reader.plotOptionsReader.getFilterByValueSelectedFeature());\n var uniqueValues = [].concat(_toConsumableArray(new Set(data)));\n slider.noUiSlider.updateOptions(createSliderOptions(data, uniqueValues));\n });\n };\n\n var showFilterButton = function showFilterButton() {\n var className = 'filter-button';\n var toggleContainer = document.getElementsByClassName(className)[0];\n toggleContainer.className = className;\n };\n\n var createAndPopulateDropdown = function createAndPopulateDropdown(categories) {\n var dropdownBuilder = new _dropdown_builder.DropdownBuilder();\n var filterDropdown = dropdownBuilder.createDowndownMenu('color_column', 'filter-by-value-container', 'filter-by-value scrubber-dropdown');\n dropdownBuilder.populateDropdownOptions(filterDropdown, categories);\n return filterDropdown;\n };\n\n var createScrubber = function createScrubber(selectedCategory) {\n var data = selectedValues(selectedCategory);\n var uniqueValues = [].concat(_toConsumableArray(new Set(data)));\n var container = document.getElementsByClassName('sliders')[0];\n var options = createSliderOptions(data, uniqueValues);\n noUiSlider.create(container, options);\n return container;\n };\n\n var createRangeObject = function createRangeObject(values) {\n var rangeObject = {};\n var arraySize = values.length;\n values.forEach(function (value, index) {\n if (index === 0) {\n rangeObject['min'] = value;\n } else if (index === arraySize - 1) {\n rangeObject['max'] = value;\n } else {\n var percentage = (index / arraySize * 100).toFixed(2);\n rangeObject[percentage] = value;\n }\n });\n return rangeObject;\n };\n\n var createStartpoints = function createStartpoints(values) {\n return [values[0], values[values.length - 1]];\n };\n\n var createSliderOptions = function createSliderOptions(data, uniqueValues) {\n var options = {\n start: createStartpoints(data),\n range: createRangeObject(uniqueValues),\n // Display colored bars between handles\n snap: true,\n behaviour: 'drag',\n connect: true,\n pips: {\n mode: 'positions',\n values: [0, 100],\n density: 8\n },\n tooltips: [true, true]\n };\n return options;\n };\n\n var selectedValues = function selectedValues(selectedCategory) {\n\n return _this.dataManager.featureCategoryAndDataMap[selectedCategory]\n\n // Remove missing values first.\n .filter(function (el) {\n return el !== undefined && el !== null && String(el).trim() !== \"\";\n })\n\n // Convert actual values to numbers.\n .map(function (el) {\n return Number(el);\n })\n\n // Protect noUiSlider from NaN/Infinity.\n .filter(function (el) {\n return Number.isFinite(el);\n }).sort(function (x, y) {\n return x - y;\n });\n };\n}\n/* WEBPACK VAR INJECTION */}.call(this, __webpack_require__(/*! nouislider */ \"./node_modules/nouislider/distribute/nouislider.js\")))//# sourceURL=[module]\n//# 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sourceURL=webpack-internal:///./src/modules/filter_scrubber.js\n"); /***/ }), diff --git a/src/modules/data_manager.js b/src/modules/data_manager.js index aec2b9c..eebc916 100644 --- a/src/modules/data_manager.js +++ b/src/modules/data_manager.js @@ -1,46 +1,69 @@ - export function DataManager(data, categories) { this.allXValues = []; this.allYValues = []; - const dataTypeMap = {}; - - let populateDataTypeMap = (datum, category) => { - let datumIsEmpty = datum[category] === ""; - let datumIsFloat = datum[category] == parseFloat(datum[category]); - let datumType = datumIsEmpty || datumIsFloat ? 'numeric' : 'categorical or ordinal'; - dataTypeMap[category] = datumType; - }; - // featureCategoryAndDataMap is an object containing all - // attributes of datapoint e.g. { category: [val1, val2, ...] } + // Contains all values for each feature: + // { category: [val1, val2, ...] } let initializeFeatureCategoryAndDataMap = (categories) => { this.featureCategoryAndDataMap = {}; - categories.forEach((category) => { this.featureCategoryAndDataMap[category] = []}); - } - let populatefeatureCategoryAndDataMap = (datum, category) => { + categories.forEach((category) => { + this.featureCategoryAndDataMap[category] = []; + }); + }; + + + let populateFeatureCategoryAndDataMap = (datum, category) => { this.featureCategoryAndDataMap[category].push(datum[category]); - } + }; + let initialize = (data, categories) => { initializeFeatureCategoryAndDataMap(categories); + data.forEach((datum) => { + categories.forEach((category) => { - populateDataTypeMap(datum, category); - populatefeatureCategoryAndDataMap(datum, category); - this.allXValues.push(datum['x']); - this.allYValues.push(datum['y']); - }) + populateFeatureCategoryAndDataMap(datum, category); + }); + + this.allXValues.push(datum['x']); + this.allYValues.push(datum['y']); }); - } + }; + + // A feature is numeric only if it has at least one + // non-empty value and every non-empty value is numeric. this.featureIsNumeric = (columnName) => { - return dataTypeMap[columnName] === 'numeric'; - } + let values = this.featureCategoryAndDataMap[columnName]; + + if (!values) { + return false; + } + + let nonEmptyValues = values.filter((value) => { + return ( + value !== undefined && + value !== null && + String(value).trim() !== "" + ); + }); + + if (nonEmptyValues.length === 0) { + return false; + } - // guard against default category value being passed in + return nonEmptyValues.every((value) => { + return Number.isFinite(Number(value)); + }); + }; + + + // Guard against the default "Select" category. let categoryList = categories.filter((category) => { - return category.toLowerCase() !== 'select' + return category.toLowerCase() !== 'select'; }); + initialize(data, categoryList); -} +} \ No newline at end of file diff --git a/src/modules/filter_scrubber.js b/src/modules/filter_scrubber.js index 7c8f768..844d923 100644 --- a/src/modules/filter_scrubber.js +++ b/src/modules/filter_scrubber.js @@ -102,10 +102,26 @@ export function FilterScrubber(dataManager, categories) { return options; } - let selectedValues = (selectedCategory) =>{ - return this.dataManager - .featureCategoryAndDataMap[selectedCategory] - .map((el) => (+el)) - .sort((x, y) => x - y); - } +let selectedValues = (selectedCategory) => { + + return this.dataManager + .featureCategoryAndDataMap[selectedCategory] + + // Remove missing values first. + .filter((el) => { + return ( + el !== undefined && + el !== null && + String(el).trim() !== "" + ); + }) + + // Convert actual values to numbers. + .map((el) => Number(el)) + + // Protect noUiSlider from NaN/Infinity. + .filter((el) => Number.isFinite(el)) + + .sort((x, y) => x - y); +} }