In [19]:
import sys
sys.path.append('../')
sys.path.append('../src/')
import pandas
import scipy
import numpy as np
from pprint import pprint
import secure
sys.path.append('../searchbetter/')
import search
reload(search)
import rewriter
reload(rewriter)
import utils
reload(utils)
import analysis.plots as plots
reload(plots)
import analysis.stats as stats
reload(stats)
import analysis.experiment as experiment
reload(experiment)
import plotly
import plotly.graph_objs as go
import plotly.offline as py
import webcolors
py.init_notebook_mode()
import matplotlib.pyplot as plt
%matplotlib inline
# definitions and stuff
# colors plotly uses
colors = [
'#1f77b4', # blue
'#ff7f0e', # orange
'#2ca02c', # green
'#d62728', # red
'#9467bd' # purple
]
# need to convert, e.g., #FF0000 to 'rgb(255,0,0)'
rgb_colors = [webcolors.hex_to_rgb(color) for color in colors]
color_strings = ['rgb(%s,%s,%s)' % (c[0], c[1], c[2]) for c in rgb_colors]
In [20]:
## MAKE REWRITERS
control_rewriter = rewriter.ControlRewriter()
wiki_rewriter = rewriter.WikipediaRewriter()
model_path = secure.MODEL_PATH_BASE+'word2vec/word2vec'
w2v_rewriter = rewriter.Word2VecRewriter(model_path, create=False)
rewriters = [
control_rewriter,
wiki_rewriter,
w2v_rewriter
]
In [21]:
## MAKE OUR SEARCH ENGINES
# edX search engine
dataset_path = secure.DATASET_PATH_BASE+'Master CourseListings - edX.csv'
index_path = secure.INDEX_PATH_BASE+'edx'
edx_engine = search.EdXSearchEngine(dataset_path, index_path, create=False)
# Udacity search engine
dataset_path = secure.DATASET_PATH_BASE+'udacity-api.json'
index_path = secure.INDEX_PATH_BASE+'udacity'
udacity_engine = search.UdacitySearchEngine(dataset_path, index_path, create=False)
# Dart search engine... it's prebuilt so we can just use it!
index_path = secure.INDEX_PATH_BASE+'dart'
DART_SEARCH_FIELDS = [
'title',
'query',
'description'
]
dart_engine = search.PrebuiltSearchEngine(DART_SEARCH_FIELDS, index_path)
In [22]:
term = "meiosis"
dart_engine.set_rewriter(control_rewriter)
results = dart_engine.search(term)
print len(results)
pprint([(r['title'], r['description'], r['query'][0:250], r.score) for r in results])
dart_engine.set_rewriter(w2v_rewriter)
results = dart_engine.search(term)
print len(results)
pprint(w2v_rewriter.rewrite(term))
pprint([(r['title'], r['description'], r['query'][0:250], r.score) for r in results])
3
[(u'Testing for Chemicals Harmful to Human Reproduction',
u'In her search to "understand everything that matters to make sure you end up with the right number of chromosomes in the eggs and sperm," Monica Colai\xe1covo, associate professor of genetics at Harvard Medical School, has discovered that meiosis can be disrupted not only by genetic mutations but also by exposure to toxic chemicals present in the environment. \n\nFor the full story, go to http://hms.harvard.edu/news/green-eggs-and-him',
u'meiosis,reproduction,BPA,genetics,c. elegans\nTesting for Chemicals Harmful to Human Reproduction\nIn her search to "understand everything that matters to make sure you end up with the right number of chromosomes in the eggs and sperm," Monica Colai\xe1co',
22.11976048539956),
(u'Taking It All In: Environmental toxins and your health \u2014 Longwood Seminar',
u'Chemicals are used in plastics, furniture, cosmetics and even in the foods we eat, while other pollutants contaminate our air and water. But do you know how these environmental exposures impact your health? Harvard Medical School researchers present the data behind this silent threat to your health.',
u'\nTaking It All In: Environmental toxins and your health \u2014 Longwood Seminar\nChemicals are used in plastics, furniture, cosmetics and even in the foods we eat, while other pollutants contaminate our air and water. But do you know how these environmenta',
13.738485462918915),
(u'Science Matters with Monica Colaiacovo: Unraveling answers',
u'Monica Colaiacovo, associate professor of genetics, studies how environmental chemicals affect production of sperm and eggs. This video is part of a series in which researchers explain the importance of their work: http://hms.harvard.edu/research/science-matters.',
u'\nScience Matters with Monica Colaiacovo: Unraveling answers\nMonica Colaiacovo, associate professor of genetics, studies how environmental chemicals affect production of sperm and eggs. This video is part of a series in which researchers explain the i',
13.445260362604037)]
93
[u'mitosis',
u'phagocytosis',
u'glycerol',
u'cell division',
u'gametes',
u'free radicals',
u'filaments',
u'fertilization',
u'dna replication',
u'endocytosis',
u'meiosis']
[(u'Study finds DNA replication timing varies among people',
u'Harvard Medical School researchers Steven McCarroll and Amnon Koren describe their surprising findings and how they made their discovery by tapping into an existing online database of genome sequencing data.\n\nRead the full story: http://hms.harvard.edu/news/marching-our-own-sequences',
u'DNA Replication (Field Of Study),Health (Industry),DNA (Chemical Compound)\nStudy finds DNA replication timing varies among people\nHarvard Medical School researchers Steven McCarroll and Amnon Koren describe their surprising findings and how they made',
36.14817194559114),
(u'DNA: chromosomes, replication, SNPs and other variants',
u'',
u"\nThe first part of this process comes from DNA. This is the molecule where this information is stored. So we're going to learn about chromosomes, replication, SNPs, and other variants. So here's a little picture of chromosomes. I imagine most of you ",
32.88123623641965),
(u'DNA: chromosomes, replication, SNPs and other variants',
u'',
u"The first part of this process comes from DNA. This is the molecule where this information is stored. So we're going to learn about chromosomes, replication, SNPs, and other variants. So here's a little picture of chromosomes. I imagine most of you h",
32.88123623641965),
(u'Genetics and Genetic Material',
u'',
u' Genetics and Genetic Material Genetics - the storage and transfer of hereditary information - is essential to life. Without it there could be no evolution, and no building of new organisms from the old. The genetic molecules are DNA (deoxyribonucle',
22.045582210937013),
(u'The RNA World',
u'',
u' var hxLocalOptions = { dontLoadVideoStuff: true } The RNA World The beautiful DNA/protein duality of modern life, representing information and action, respectively, is also the big unsolved mystery of the origin of life. This is the proverbial',
21.992314356821886),
(u'Genetics and Genetic Material',
u'',
u'\n Genetics and Genetic Material Genetics - the storage and transfer of hereditary information - is essential to life. Without it there could be no evolution, and no building of new organisms from the old. The genetic molecules are DNA (deoxyribonucl',
21.938875179116415),
(u'What We Measure and Why Assessment',
u'',
u'In a single cell, how many RNA copies of a given gene are there? ( ) 1 copy ( ) 2 copies (x) varies [explanation] The number of copies of RNA depends on how much the gene is being transcribed. \u201cHousekeeping genes\u201d such as those used to make ribosoma',
20.904057564331467),
(u'What We Measure and Why Assessment',
u'',
u'\nIn a single cell, how many RNA copies of a given gene are there? ( ) 1 copy ( ) 2 copies (x) varies [explanation] The number of copies of RNA depends on how much the gene is being transcribed. \u201cHousekeeping genes\u201d such as those used to make ribosom',
20.815415802795656),
(u'The Darwinian Paradigm and Modern Evolution',
u'',
u' The Darwinian Paradigm and Modern Evolution The Darwinian Paradigm: a process of random variation in the structure of inherited biomolecules , with superimposed natural selection to achieve fitness. This is our modern view of evolution . This is ',
20.450949673335785),
(u'The Darwinian Paradigm and Modern Evolution',
u'',
u'\n\n The Darwinian Paradigm and Modern Evolution The Darwinian Paradigm: a process of random variation in the structure of inherited biomolecules , with superimposed natural selection to achieve fitness. This is our modern view of evolution . This i',
20.046768271869183),
(u'The Chemistry of Life',
u'',
u' Unit One: The Chemistry of Life We started our study of life in the Universe at home in preparation for broadening our inquiry to worlds beyond our own. In light of the difficulty of defining what life is, we start with the only example of life that',
16.809108516387983),
(u'Evidence for Abiogenesis',
u'',
u' Evidence for Abiogenesis Abiogenesis (a-bio-genesis): The process by which living beings arise from non-living components. One of the tenets of modern biology is the idea that cells arise only from existing cells. Living beings, no matter how sim',
16.787671817765037),
(u'2.5.3 video',
u'',
u'\n Learning objectives for video 3: Understand the structure of a lipid droplet. Understand how sequestration of lipases regulates triacylglycerol metabolism. Understand hormonal regulation of lipases in triacylglycerol metabolism. Recall the fate of',
16.67335790863703),
(u'Assessment',
u'',
u'Which best describes the general method of gene expression microarrays? ( ) The microarray probes create copies of DNA through replication in a manner which is proportional to the gene expression. ( ) The genes with the most copies in the sample hybr',
16.538924881098826),
(u'Untitled',
u'',
u'ALAIN VIEL: We know that lipids are part of a diet and are used to produce energy, so lipids have to be stored in provision of time when energy is needed. Any imbalance between lipid storage and lipid usage will lead to disease. So for example, an ex',
16.50810829575789),
(u'Microarray Assessment',
u'',
u'\nWhich best describes the general method of gene expression microarrays? ( ) The microarray probes create copies of DNA through replication in a manner which is proportional to the gene expression. ( ) The genes with the most copies in the sample hyb',
16.402209608440383),
(u'Summary',
u'',
u" Today's complex cells use protein enzymes to catalyze the replication of RNA. The method of RNA self-replication necessary for Darwinian evolution of the prebiotic cells remains a mystery. However, Altman and Cech have discovered that a certain clas",
16.289921163802017),
(u'2.5.1 video',
u'',
u'\n Learning objectives for video 1: Recognize the structures of saturated and unsaturated fatty acids, glycerol, and sphingosine. Understand the role of hydrophilic head and hydrophobic tail groups in lipid\xa0function. Understand the functional importa',
16.217484403812087),
(u'Untitled',
u'',
u'ALAIN VIEL: Kathy is an undergrad senior at Harvard College. And I will talk to her about lipids. And so I have a first question, Kathy. Did you ever read The Little Prince from Saint-Exupery? It's a children's book. KATHY: Yes, I have. Why d',
16.160565048494203),
(u'Online Courses',
u'',
u' Online Courses EdX and some other online platforms offer several other courses in astrobiology and related fields. If you want to learn more, you might consider... The Evolving Universe How stars, galaxies, and black holes form and change. Offere',
16.13144462088633),
(u'Online Courses',
u'',
u'\n Online Courses EdX and some other online platforms offer several other courses in astrobiology and related fields. If you want to learn more, you might consider... The Evolving Universe How stars, galaxies, and black holes form and change. Offer',
16.13144462088633),
(u'Metabolism and Catalysis',
u'',
u' Metabolism and Catalysis Life is a system that is not in equilibrium, as we pointed out in its attributes earlier; life is a very dynamic chemical system: parts are being moved, synthesized, broken apart, energy is stored and released. We call all ',
15.83930776121689),
(u'Science Matters with Monica Colaiacovo: Unraveling answers',
u'Monica Colaiacovo, associate professor of genetics, studies how environmental chemicals affect production of sperm and eggs. This video is part of a series in which researchers explain the importance of their work: http://hms.harvard.edu/research/science-matters.',
u'\nScience Matters with Monica Colaiacovo: Unraveling answers\nMonica Colaiacovo, associate professor of genetics, studies how environmental chemicals affect production of sperm and eggs. This video is part of a series in which researchers explain the i',
15.690194044344137),
(u'Metabolism and Catalysis',
u'',
u'\n Metabolism and Catalysis Life is a system that is not in equilibrium, as we pointed out in its attributes earlier; life is a very dynamic chemical system: parts are being moved, synthesized, broken apart, energy is stored and released. We call all',
15.674192095095918),
(u'Building Bubbles: Surprising insights into how molecules move in and out of cells',
u"Scientists have captured real-time footage of how a crucial cellular process begins, findings that overturn a long-held theory about how the chaotic machinery of life organizes itself. This research also provides new ways to think about how drugs might interact with life's moving parts at the molecular level. Read about the study at http://hms.harvard.edu/content/caught-film\n\nLike Harvard Medical School on Facebook: https://goo.gl/4dwXyZ\nFollow on Twitter: https://goo.gl/GbrmQM\nFollow on Instagram: https://goo.gl/s1w4up\nFollow on LinkedIn: https://goo.gl/04vRgY\n\n\nWebsite: https://hms.harvard.edu",
u'Kirchhausen,endocytosis,clathrin,cellular transport,cell biology,Harvard Medical School\nBuilding Bubbles: Surprising insights into how molecules move in and out of cells\nScientists have captured real-time footage of how a crucial cellular process beg',
14.891690763215657),
(u'Lipids video 3',
u'',
u' Learning objectives for video 3: Understand the structure of a lipid droplet. Understand how sequestration of lipases regulates triacylglycerol metabolism. Understand hormonal regulation of lipases in triacylglycerol metabolism. Recall the fate of ',
14.34781613088642),
(u'Lipids video 1',
u'',
u' Learning objectives for video 1: Recognize the structures of saturated and unsaturated fatty acids, glycerol, and sphingosine. Understand the role of hydrophilic head and hydrophobic tail groups in lipid\xa0function. Understand the functional importan',
14.054924353052089),
(u'Evidence for Abiogenesis',
u'',
u'\n Evidence for Abiogenesis Abiogenesis (a-bio-genesis): The process by which living beings arise from non-living components. One of the tenets of modern biology is the idea that cells arise only from existing cells. Living beings, no matter how si',
12.745917121190619),
(u'Lighting Technologies',
u'',
u'Now, a deep dive into the technology of electric lights. I want to help you get to a basic understanding of the physics and technology behind the three most important kinds of electric lights-- incandescent bulbs, fluorescent bulbs, and LEDs, Light E',
12.66231271605148),
(u'Video: Jack Szostak: The RNA World',
u'',
u'As an astronomer to me that was a conceptual breakthrough for my own understanding. Realizing that the single molecule could be involved in the same kind of process, Darwinian evolution but at the molecular level, was really the connecting link betwe',
12.071256445404124),
(u'Untitled',
u'',
u'ALAIN VIEL: In a previous video, we have seen that lipids can be classified into two families, structural lipids and storage lipids. Triacylglycerol are the main molecules that form the family of storage lipids in animals. Our goal in this video is t',
12.06349256701353),
(u'2.5.2 video',
u'',
u'\n Learning objectives for video 2: Recall that triacylglycerol serves a long-term energy storage role in animal cells. Explain why triaclyglycerols are so energy dense. \nALAIN VIEL: In a previous video, we have seen that lipids can be classified int',
11.943908220394146),
(u'Review Video',
u'',
u'This is the story of how we might discover life outside our solar system. Here is a star in our galaxy. It's a bit cooler than our sun, which means it emits more red light and less blue light. It's also a little smaller, which means it emits ',
11.93141799383126),
(u'Review Video',
u'',
u'\nThis is the story of how we might discover life outside our solar system. Here is a star in our galaxy. It's a bit cooler than our sun, which means it emits more red light and less blue light. It's also a little smaller, which means it emits',
11.93141799383126),
(u'Video: Introduction to DNA methylation',
u'',
u'In this module, we're going to give a basic introduction to DNA methylation. So DNA methylation is of interest to biologists, because it has been observed that when a part of the genome is methylated, the gene that is close to it usually is not e',
11.294094209106062),
(u'Introduction to DNA methylation',
u'',
u'\nIn this module, we're going to give a basic introduction to DNA methylation. So DNA methylation is of interest to biologists, because it has been observed that when a part of the genome is methylated, the gene that is close to it usually is not ',
11.294094209106062),
(u'From Chemicals to the First Cells',
u'',
u'\n\n var hxLocalOptions = { dontLoadVideoStuff: true } From Chemicals to the First Cells How did the transition from chemistry to life take place? An important and fascinating question on its own right, but also a question that is crucial in deci',
11.17068494067372),
(u'Untitled',
u'',
u'\n Thus far, we have examined sampling design, which is only one element of designing a survey. Building and testing the survey instrument/questionnaire, anticipating and preparing for non-response, and training field teams to conduct the survey ',
10.910152311969846),
(u'RNA World',
u'',
u'\nAs an astronomer to me that was a conceptual breakthrough for my own understanding. Realizing that the single molecule could be involved in the same kind of process, Darwinian evolution but at the molecular level, was really the connecting link betw',
10.80619634032828),
(u'Testing for Chemicals Harmful to Human Reproduction',
u'In her search to "understand everything that matters to make sure you end up with the right number of chromosomes in the eggs and sperm," Monica Colai\xe1covo, associate professor of genetics at Harvard Medical School, has discovered that meiosis can be disrupted not only by genetic mutations but also by exposure to toxic chemicals present in the environment. \n\nFor the full story, go to http://hms.harvard.edu/news/green-eggs-and-him',
u'meiosis,reproduction,BPA,genetics,c. elegans\nTesting for Chemicals Harmful to Human Reproduction\nIn her search to "understand everything that matters to make sure you end up with the right number of chromosomes in the eggs and sperm," Monica Colai\xe1co',
10.5448542972957),
(u'Efficiency, Efficacy, and Lighting',
u'',
u'\nNow, a deep dive into the technology of electric lights. I want to help you get to a basic understanding of the physics and technology behind the three most important kinds of electric lights-- incandescent bulbs, fluorescent bulbs, and LEDs, Light ',
10.37285749228466),
(u'Lecture 7.15: Kimono II',
u'',
u"The dress of the woman here looks very traditional to us. But one of the really interesting points that I learned in the work I did on the social history of dress and women is that what she's wearing below from the waist on down is actually something",
10.289342712978062),
(u'3.5.3 video',
u'',
u'\n Recall the key components and overall organization of the electron transport chain. Explain how two electrons are transferred from ubiquinol (QH2) to two molecules of cytochrome c. Recall\xa0the net reaction\xa0of electron transport. \nALAIN VIEL: So in a',
9.412241048651897),
(u'Untitled',
u'',
u'ALAIN VIEL: So in a previous video, you've learned about electron carriers that allow the flow of electrons through the electron transport train. They emit an illusion of four protein complexes that are containing these electron carriers. So in t',
9.412241048651897),
(u'Glossary',
u'',
u'\n Glossary Clerical script \u96b8\u66f8 l\xecsh\u016b Official script of Han Dynasty. See Part 3 for a demonstration Cursive script \u8349\u66f8 c\u01ceosh\u016b lit. draft (\u8349, c\u01ceo) script (\u66f8, sh\u016b). Marked by simplified character structure and joined strokes. See Part 3 for a demons',
9.349476203011276),
(u'Glossary',
u'',
u' Glossary Clerical script \u96b8\u66f8 l\xecsh\u016b Official script of Han Dynasty. See Part 3 for a demonstration Cursive script \u8349\u66f8 c\u01ceosh\u016b lit. draft (\u8349, c\u01ceo) script (\u66f8, sh\u016b). Marked by simplified character structure and joined strokes. See Part 3 for a demonst',
9.349476203011276),
(u'Untitled',
u'',
u'ALAIN VIEL: In a previous video you learned how ribonucleotides are made. To make DNA ribonucleotides have to be converted to deoxyribonucleotides-- the building blocks of DNA. In this video I describe the enzymes involved in this conversion and tell',
9.316603853423079),
(u'5.1.3 video',
u'',
u'\n Learning objectives for nucleic acids video 3: Recall the structure and function of ribonucleotide reductase. Relate the relative abundance of different nucleotide species to the allosteric regulation of ribonucleotide reductase. Describe the func',
9.129342790338775),
(u'Szostak Full Interview',
u'',
u'\n var hxLocalOptions = { dontLoadVideoStuff: true } Szostak Full Interview For those who would like to watch the full interview with Professor Jack Szostak, it is included below. This is an optional video. It is about 22 minutes long. \nIt's',
8.8042690810209),
(u'Video: Szostak Full Interview',
u'',
u'It's a great pleasure to welcome my colleague and renowned biochemist Professor Jack Szostak to our class today. Jack Szostak is a professor in the Department of Genetics in the Harvard Medical School and Department of Chemistry And Chemical Biol',
8.8042690810209),
(u'Review',
u'',
u"\n Super-Earths Course Review In this course, we've sought an understanding of one of the most fascinating and fundamental questions humankind has asked itself: are we alone in the Universe? Astrobiologists - researchers at the intersection of biolog",
8.571733378689324),
(u'Untitled',
u'',
u'ALAIN VIEL: In the previous videos, we emphasized the role of the liver in regulating blood glucose level. This is in part because the brain is highly dependent on glucose. The brain consumes about 20% of our daily intake of glucose. Why and how does',
7.233853330612964),
(u'Untitled',
u'',
u'ALAIN VIEL: In a previous video, we have seen that structural lipids can assemble into membranes to form the physical barrier between a cell and it's environment, or between compartments within a cell. The membrane is also organized in functional',
6.8516999648834584),
(u'4.3.2 video',
u'',
u'\n Brain metabolism video 2 Click here for a Learning Tip // <![CDATA[ function addSurvey() { var surveyElement = $(\'#qualtrics-survey\'); if (surveyElement.html() === \'\') { surveyElement.html(\'<iframe id="survey" src="https://harvard.az1.qualtr',
6.820185682964782),
(u'2.5.5 video',
u'',
u'\n Learning objectives for video 5: Describe how fluorescence recovery after photo-bleaching (FRAP) is used to study lipid diffusion in a membrane. Understand that the protein composition of a membrane supports its function. Distinguish between integ',
6.727368308497314),
(u'Traditional Dress & Cosmetics',
u'',
u'\n Category II: TRADITIONAL DRESS & COSMETICS The second category from the gallery sort was the presence of traditional dress alongside modern Shiseido cosmetics. It is clear that avant-garde art encompasses a huge range of techniques and subjects. An',
6.493413044691633),
(u'Introduction to the Harlem Renaissance (Part 2): The Blues',
u'',
u'Harlem is a place you come to but are not from. There is freedom in that and so much possibility. And Harlem artists make choices with the same deliberateness of their modernist peers. Using and choosing art as a way to make it new but conflict is pa',
5.793343237378319),
(u'Untitled',
u'',
u'ALAIN VIEL: In a previous video, we examined the intricate molecule mechanisms by which hormones control metabolic pathways in the liver and muscles. In this video, we'll zoom out and look at impact of hormones on system physiology. You'll le',
5.518084976742437),
(u'Innovate: Daniel Lopez-Perez and Hanif Kara, "R. Buckminster Fuller, Pattern Thinking"',
u"Please note that portions of Mr. Kara's lecture have been removed from this video at his request.\n\nIn celebration of R. Buckminster Fuller\u2019s 120th anniversary (1895-2015), \u201cPattern Thinking\u201d explores the relationship between artifacts and inventions in his work, and their legacy in contemporary practice. Fuller\u2019s explorations into the physical \u201cpattern\u201d of Shelter, Structure, Cartography and even the Universe will be juxtaposed to his conceptual \u201cthinking\u201d of terms such as Dymaxion, Geodesic and Tensegrity as a way to argue for their irreducibility. Through the lens of Fuller\u2019s transversal \u201cpattern thinking\u201d, a number of artifacts and inventions will be explored from their literal to their most conceptual manifestation: \u201cDymaxion\u201d as a mathematical, projective, cartographic, and political model of efficiency; \u201cGeodesic\u201d as a formal, structural, environmental, and social model of shelter; \u201cTensegrity\u201d as a structural, natural and universal model of order\u2026\n\nDaniel L\xf3pez-P\xe9rez will present historical and contemporary documentation that traces Fuller\u2019s trajectory of exploration spanning four decades, while Hanif Kara will speak about their analysis (local and global, stick and surface, linear non-linear) and reflect upon Fuller\u2019s legacy in contemporary projects and current design trends.\n\nThe talk will be moderated by I\xf1aki \xc1balos, Chair of the Department of Architecture, with responses by Andrew Witt, Assistant Professor in Practice of Architecture and Ingrid Bengtson (March '15).",
u'\nInnovate: Daniel Lopez-Perez and Hanif Kara, "R. Buckminster Fuller, Pattern Thinking"\nPlease note that portions of Mr. Kara\'s lecture have been removed from this video at his request.\n\nIn celebration of R. Buckminster Fuller\u2019s 120th anniversary (18',
5.4816705835274195),
(u'Journalism in the 1840s',
u'',
u"What's interesting is, during Whitman's time, this was the perfect place for newspaper row, because you had city hall here. You had Wall Street, the news places. And you had news coming in at South Street Seaport. That's where the boats would arrive ",
5.342700986907725),
(u'Journalism in the 1840s',
u'',
u"\n In this segment, we'll\xa0continue our tour with Karen Karbiener to learn about the vibrant newspaper industry of the 1840s and Whitman's investment in it. \nWhat's interesting is, during Whitman's time, this was the perfect place for newspaper row, be",
5.342700986907725),
(u'4.3.1 video',
u'',
u'\n Brain metabolism video 1 Click here for a Learning Tip // <![CDATA[ function addSurvey() { var surveyElement = $(\'#qualtrics-survey\'); if (surveyElement.html() === \'\') { surveyElement.html(\'<iframe id="survey" src="https://harvard.az1.qualtr',
5.290917844705459),
(u'Untitled',
u'',
u'ALAIN VIEL: In previous videos, you've learned a lot about how cells produce energy. In particular, how cells fully oxidize glucose to generate ATP. It is natural to think of glycolysis, the citric acid cycle, and oxidative phosphorylation as a o',
5.290917844705459),
(u'4.1.2 video',
u'',
u'\n Liver metabolism video 2 Click here for a Learning Tip // <![CDATA[ function addSurvey() { var surveyElement = $(\'#qualtrics-survey\'); if (surveyElement.html() === \'\') { surveyElement.html(\'<iframe id="survey" src="https://harvard.az1.qualtr',
5.065691293605309),
(u'The Blues',
u'',
u'\n "[T]he Harlem Renaissance created a movement that bestows momentum--a movement whose power to inspire remains among the freshest, or perhaps the freshest, of Modernist contributions." ~ Professor New As Professor New will discuss\xa0in the video belo',
4.800797772066052),
(u'The New Old Age: How the body ages and how to keep it young -- Longwood Seminar',
u'No one wants to become forgetful or less energetic as they age, but growing old is unavoidable\u2014or is it? At this seminar, learn about the biology of aging and about scientific research at Harvard Medical School that may help keep you healthier and feeling younger at the same time.',
u'\nThe New Old Age: How the body ages and how to keep it young -- Longwood Seminar\nNo one wants to become forgetful or less energetic as they age, but growing old is unavoidable\u2014or is it? At this seminar, learn about the biology of aging and about scie',
4.160777862660064),
(u'Exposing Digital Photography by Dan Armendariz',
u"This seminar is a fast-paced introduction to photography. We'll cover exposure, the impact of exposure values on a photograph, metering, the impact of the human visual system (illusions), and a discussion of modern digital imaging technology including sensor types, sensor sizes, and the limitations that arise from these properties. By the end, you should have a better understanding of the compromises that make up all forms of digital photography from smartphones to digital SLRs and walk away with some tools to find the balance that captures the photograph you want.",
u"cs50,harvard,computer,science,david,j.,malan\nExposing Digital Photography by Dan Armendariz\nThis seminar is a fast-paced introduction to photography. We'll cover exposure, the impact of exposure values on a photograph, metering, the impact of the hum",
3.797760384962695),
(u'Advancing Our Collective Mission with George Q. Daley',
u"Opening Welcome: 1:38\nDean Daley's History: 6:40\nGoals for HMS: 30:00\nChallenges Ahead: 40:48\n\nLike Harvard Medical School on Facebook: https://goo.gl/4dwXyZ\nFollow on Twitter: https://goo.gl/GbrmQM\nFollow on Instagram: https://goo.gl/s1w4up\nFollow on LinkedIn: https://goo.gl/04vRgY\n\nWebsite: https://hms.harvard.edu/",
u"yt:cc=on\nAdvancing Our Collective Mission with George Q. Daley\nOpening Welcome: 1:38\nDean Daley's History: 6:40\nGoals for HMS: 30:00\nChallenges Ahead: 40:48\n\nLike Harvard Medical School on Facebook: https://goo.gl/4dwXyZ\nFollow on Twitter: https://go",
3.7311537286526484),
(u'High-Tech Med -- Longwood Seminar',
u"From the introduction of the smallpox vaccine to the first successful kidney transplant to developing genome sequencing methods, Harvard Medical School researchers have been on the cutting edge of scientific discovery. In this seminar learn about today's innovative wonders being developed in Harvard laboratories, and what's next on the horizon as medicine and technology converge.\n\nTo learn more about the Longwood Seminars, go to http://hms.harvard.edu/news/longwood-seminars",
u'\nHigh-Tech Med -- Longwood Seminar\nFrom the introduction of the smallpox vaccine to the first successful kidney transplant to developing genome sequencing methods, Harvard Medical School researchers have been on the cutting edge of scientific discove',
3.2250551728577417),
(u'Shorts',
u'',
u'\nDOUG LLOYD: If you've been watching these videos in the order which we recommend, we're about to undergo bit of a culture shift. Because now, we're going to start talking about the internet and web technologies. So up until now, we'v',
2.7432513110884478),
(u'US Communications at a Crossroads: A Conversation with FCC Chair Tom Wheeler',
u'Outgoing Chair of the Federal Communications Commission Tom Wheeler speaks with Harvard Law School Professor Susan Crawford about his work at the FCC, and where telecommunications might go under the next administration.\n\nMore info on this event here:\nhttps://cyber.harvard.edu/events/luncheons/2017/01/Wheeler',
u'Internet\nUS Communications at a Crossroads: A Conversation with FCC Chair Tom Wheeler\nOutgoing Chair of the Federal Communications Commission Tom Wheeler speaks with Harvard Law School Professor Susan Crawford about his work at the FCC, and where tel',
2.505239376067709),
(u'Week 7, continued',
u'David demonstrates how simple it can be to build an HTML website and shows us what CSS can do.',
u'cs50,harvard,computer,science,david,j.,malan,html,css,php\nWeek 7, continued\nDavid demonstrates how simple it can be to build an HTML website and shows us what CSS can do.\n >> [MUSIC PLAYING] DAVID J MALAN: All right, welcome back. This is CS50. Th',
2.3519637683303625),
(u'"Voices and Visions Of St. Louis: Past, Present, Future" Panel One: The Civil War(s) in St. Louis',
u'From the Civil War to the recent troubles in Ferguson, St. Louis, Missouri is a city that has long been a site for conflict, division, and violence. It also has hosted an array of legal, political, social, and design experiments intended to transcend its contested present and past. With this forum, jointly mounted with the Sam Foxx School of Design at Washington University, we seek to stimulate a conversation about the city\u2019s history and its present conditions, using methodologies and questions drawn from architecture, design, and planning as well as the arts, humanities and social sciences. The aim is to explore and debate issues of injustice, inequality, and racial exclusion in ways that have broader resonance for urban America and will open new terrains for constructive action. Topics include the history of modernist planning, the urban impacts of post-civil war politics and governance, the social and spatial correlates of racial exclusion, and the planning and design responses that have been proposed to counter these conditions.\r\rOpen to the public with a keynote on Wednesday evening and subsequent panels showcasing the perspectives of a wide array of actors and institutions who have made cities such as St. Louis what they are today; closing on Friday with an array of GSD-based exhibitions, projects, and presentations from GSD students and faculty. \r\rOrganized by Diane Davis, chair of the Department of Urban Planning and Design, Harvard GSD, with:\r\rEve Blau, adjunct professor, Department of Urban Planning and Design, Harvard GSD\rSylvester Brown, Journalist, St. Louis \rDaniel D\u2019Oca, Associate Professor in Practice of Urban Planning, Department of Urban Planning and Design, Harvard GSD; co-founder of Interboro Partners\rAdrienne Davis, Vice Provost and William M. Van Cleve Professor of Law at Washington University in St. Louis\rJill Desimini, assistant professor, Department of Landscape Architecture, Harvard GSD\rCatalina Freixas, assistant professor of architecture, Sam Fox School of Design and Visual Arts at Washington University in St. Louis\rAntonio French, Alderman of the 21st Ward, City of St. Louis\rMargaret Garb, professor, Department of History at Washington University in St. Louis\rColin Gordon, professor, Department of History at University of Iowa\rToni Griffin, professor, Department of Urban Planning and Design, Harvard GSD\rJoseph Heathcott, associate professor of urban studies, The New School/Parsons School of Design\rPatty Heyda, assistant professor of architecture and urban design, Sam Fox School of Design and Visual Arts at Washington University in St. Louis\rWalter Johnson, professor, Department of African and African American Studies, and director of the Charles Warren Center for Studies in American History at Harvard University\rEric Mumford, Rebecca and John Voyles Professor of Architecture, Sam Fox School of Design and Visual Arts at Washington University in St. Louis\rJamilah Nasheed, Missouri State Senator\rJason Q. Purnell, assistant professor, Brown School, and faculty scholar in the Institute for Public Health at Washington University in St. Louis; and head of the \u201cFor the Sake of All\u201d initiative\rKen Reardon, director of the Department of Urban Planning and Community Development at University of Massachusetts Boston\rM. K. Stallings, Founder of UrbArts\rDenise Ward-Brown, associate professor of art, Sam Fox School of Design and Visual Arts at Washington University in St. Louis\rMichael Willis, Architect, MWA Architects\rHeather Woofter, Professor of Architecture and Chair of Architecture, Sam Fox School of Design and Visual Arts at Washington University in St. Louis.',
u'gsd\n"Voices and Visions Of St. Louis: Past, Present, Future" Panel One: The Civil War(s) in St. Louis\nFrom the Civil War to the recent troubles in Ferguson, St. Louis, Missouri is a city that has long been a site for conflict, division, and violence.',
2.132700046265954),
(u'DDes Conference: \u201cData Across Scales: Reshaping Design\u201d Part 2',
u'The Harvard Graduate School of Design and the Doctor of Design Studies Program are hosting the international interdisciplinary conference Data Across Scales: Reshaping Design.\n\nBringing together design researchers and practitioners, the conference inquires into the role of "data" in design and how it is steering its practice across all scales.\n\nThe conference will comprise four panels: \u201cData-driven design,\u201d \u201cProgramming the physical world,\u201d \u201cUrban design and big data\u201d and \u201cOpen data and civic media.\u201d',
u'\nDDes Conference: \u201cData Across Scales: Reshaping Design\u201d Part 2\nThe Harvard Graduate School of Design and the Doctor of Design Studies Program are hosting the international interdisciplinary conference Data Across Scales: Reshaping Design.\n\nBringing ',
1.9626066694046946),
(u'Hashtag Terrorism: The Role of Social Media in Terrorist Incitement',
u'Should Facebook & Twitter be held liable for content published by terror organizations? Where should the line be drawn? Panel discussion sponsored by Harvard Law School Alliance for Israel on September 21, 2016.',
u'\nHashtag Terrorism: The Role of Social Media in Terrorist Incitement\nShould Facebook & Twitter be held liable for content published by terror organizations? Where should the line be drawn? Panel discussion sponsored by Harvard Law School Alliance for',
1.8168144775809913),
(u'Jean-Louis Cohen, "The Art of Zigzag: Le Corbusier\u2019s Politics"',
u'2/25/16\rThe concomitant publication in 2015 of three books about Le Corbusier, all of them critical of his ideological failings, triggered heated polemics focusing on his engagement with the leading political forces of the first half of the twentieth century. Yet the view held by these authors, for whom Le Corbusier was a man viscerally committed to far-right groups, does not stand up to a more comprehensive analysis of his political passions. Le Corbusier was also engaged in a cyclical flirtation with the Left and other forces. Perhaps the time has come to consider him less as an agent of political power than a manipulator who tried to exploit political powers in order to achieve his own architectural and urban goals.\r\rJean-Louis Cohen is Sheldon H. Solow Professor in the History of Architecture at New York University, specializing in nineteenth- and twentieth-century architecture and urbanism in Germany, France, Italy, Russia and North America, as well as contemporary issues in architecture, town planning, and landscape design. He is also a Chevalier des Arts & Lettres in France and a member of the Accademia di San Luca in Rome and the Russian Academy of Architecture. He is author of several books and was curator of the 2013 exhibition Le Corbusier: An Atlas of Modern Landscapes at the Museum of Modern Art, in New York.\r\rImage: Le Corbusier, project for a monument to Paul Vaillant-Couturier, 1938, partial perspective view. \xa9 Fondation Le Corbusier, Paris.',
u'gsd\nJean-Louis Cohen, "The Art of Zigzag: Le Corbusier\u2019s Politics"\n2/25/16\rThe concomitant publication in 2015 of three books about Le Corbusier, all of them critical of his ideological failings, triggered heated polemics focusing on his engagement w',
1.754948232373399),
(u'"Voices and Visions Of St. Louis: Past, Present, Future" Panel Three : Exposing Exclusion',
u'From the Civil War to the recent troubles in Ferguson, St. Louis, Missouri is a city that has long been a site for conflict, division, and violence. It also has hosted an array of legal, political, social, and design experiments intended to transcend its contested present and past. With this forum, jointly mounted with the Sam Foxx School of Design at Washington University, we seek to stimulate a conversation about the city\u2019s history and its present conditions, using methodologies and questions drawn from architecture, design, and planning as well as the arts, humanities and social sciences. The aim is to explore and debate issues of injustice, inequality, and racial exclusion in ways that have broader resonance for urban America and will open new terrains for constructive action. Topics include the history of modernist planning, the urban impacts of post-civil war politics and governance, the social and spatial correlates of racial exclusion, and the planning and design responses that have been proposed to counter these conditions.\r\rOpen to the public with a keynote on Wednesday evening and subsequent panels showcasing the perspectives of a wide array of actors and institutions who have made cities such as St. Louis what they are today; closing on Friday with an array of GSD-based exhibitions, projects, and presentations from GSD students and faculty. \r\rOrganized by Diane Davis, chair of the Department of Urban Planning and Design, Harvard GSD, with:\r\rEve Blau, adjunct professor, Department of Urban Planning and Design, Harvard GSD\rSylvester Brown, Journalist, St. Louis \rDaniel D\u2019Oca, Associate Professor in Practice of Urban Planning, Department of Urban Planning and Design, Harvard GSD; co-founder of Interboro Partners\rAdrienne Davis, Vice Provost and William M. Van Cleve Professor of Law at Washington University in St. Louis\rJill Desimini, assistant professor, Department of Landscape Architecture, Harvard GSD\rCatalina Freixas, assistant professor of architecture, Sam Fox School of Design and Visual Arts at Washington University in St. Louis\rAntonio French, Alderman of the 21st Ward, City of St. Louis\rMargaret Garb, professor, Department of History at Washington University in St. Louis\rColin Gordon, professor, Department of History at University of Iowa\rToni Griffin, professor, Department of Urban Planning and Design, Harvard GSD\rJoseph Heathcott, associate professor of urban studies, The New School/Parsons School of Design\rPatty Heyda, assistant professor of architecture and urban design, Sam Fox School of Design and Visual Arts at Washington University in St. Louis\rWalter Johnson, professor, Department of African and African American Studies, and director of the Charles Warren Center for Studies in American History at Harvard University\rEric Mumford, Rebecca and John Voyles Professor of Architecture, Sam Fox School of Design and Visual Arts at Washington University in St. Louis\rJamilah Nasheed, Missouri State Senator\rJason Q. Purnell, assistant professor, Brown School, and faculty scholar in the Institute for Public Health at Washington University in St. Louis; and head of the \u201cFor the Sake of All\u201d initiative\rKen Reardon, director of the Department of Urban Planning and Community Development at University of Massachusetts Boston\rM. K. Stallings, Founder of UrbArts\rDenise Ward-Brown, associate professor of art, Sam Fox School of Design and Visual Arts at Washington University in St. Louis\rMichael Willis, Architect, MWA Architects\rHeather Woofter, Professor of Architecture and Chair of Architecture, Sam Fox School of Design and Visual Arts at Washington University in St. Louis.',
u'gsd\n"Voices and Visions Of St. Louis: Past, Present, Future" Panel Three : Exposing Exclusion\nFrom the Civil War to the recent troubles in Ferguson, St. Louis, Missouri is a city that has long been a site for conflict, division, and violence. It also',
1.4193056183398127),
(u'Margaret McCurry Lecture: Ross Lovegrove',
u"Ross Lovegrove is a designer and visionary whose work is widely considered to be the very apex of his field, stimulating a profound change in the physicality of our three-dimensional world. Inspired by the logic and beauty of nature, his designs embrace technology, materials science, and intelligent organic form, creating what many industry leaders regard as the aesthetic expression of the 21st Century. Lovegrove's designs reflect his deeply human and resourceful approach; he strives to imbue everything he designs\u2014from cameras to cars to trains, aviation, and architecture\u2014with optimism, innovation, and vitality. His work has been published widely in design journals and he is author of Supernatural: The work of Ross Lovegrove (Phaidon, 2004) with essays by Greg Lynn, Tokujin Yoshioka, and Cecil Balmond. Lovegrove has won numerous international awards and his work has been exhibited internationally for over twenty years, including shows at the Museum of Modern Art in New York, the Guggenheim Museum NY, Axis Centre Japan, Pompidou Centre, Paris and the Design Museum, London.",
u'gsd\nMargaret McCurry Lecture: Ross Lovegrove\nRoss Lovegrove is a designer and visionary whose work is widely considered to be the very apex of his field, stimulating a profound change in the physicality of our three-dimensional world. Inspired by the',
1.4028899245674495),
(u'Music as Medicine -- Longwood Seminar',
u"It's been said that music soothes the soul, but can it also help heal our bodies and help us learn? In this seminar, Harvard Medical School scientists and physicians share how they use music as a tool to help patients\u2014from premature newborns to elderly stroke victims\u2014survive and thrive.\n\nTo learn more about the Longwood Seminars, go to http://hms.harvard.edu/news/longwood-seminars",
u"\nMusic as Medicine -- Longwood Seminar\nIt's been said that music soothes the soul, but can it also help heal our bodies and help us learn? In this seminar, Harvard Medical School scientists and physicians share how they use music as a tool to help pa",
1.338705119034985),
(u"Thomas Piketty visits HLS to debate his book 'Capital in the Twenty-First Century'",
u'On Friday March 6 at Harvard Law School, renowned economist Thomas Piketty, professor of Economics, EHESS and at the Paris School of Economics, visited the law school to debate his bestselling book Capital in the Twenty-First Century with several Harvard faculty, including: Sven Beckert Laird Bell Professor of American History, Harvard University; Christine Desan, Leo Gottlieb Professor of Law, Harvard Law School; David Kennedy, Manley O. Hudson Professor of Law, Harvard Law School; and Stephen Marglin, Walter S. Barker Chair in the Department of Economics, Harvard University.',
u"Harvard Law School,HLS,Thomas Piketty,Christine Desan,David Kennedy,Sven Beckert,Stephen Marglin,Institute for Global Law and Policy\nThomas Piketty visits HLS to debate his book 'Capital in the Twenty-First Century'\nOn Friday March 6 at Harvard Law S",
1.3213043079392532),
(u'Black in Design Day 2 Part 2',
u'10/10/2015\rThis conference has been organized to address social justice from the perspective of design, emphasizing the importance of compassion in the design ethos, and with the goal of recognizing the contributions of African descendants to the design field and, by so doing, to broaden the definition of the designer. A series of conversations including students, faculty, and invited guests will consider design at the scale of the building, neighborhood, city, region, and globe.',
u'conference\nBlack in Design Day 2 Part 2\n10/10/2015\rThis conference has been organized to address social justice from the perspective of design, emphasizing the importance of compassion in the design ethos, and with the goal of recognizing the contrib',
1.2789063542131376),
(u'HMS Class Day 2016',
u'May 26, 2016\n\nLike Harvard Medical School on Facebook: https://goo.gl/4dwXyZ\nFollow on Twitter: https://goo.gl/GbrmQM\nFollow on Instagram: https://goo.gl/s1w4up\nFollow on LinkedIn: https://goo.gl/04vRgY',
u'\nHMS Class Day 2016\nMay 26, 2016\n\nLike Harvard Medical School on Facebook: https://goo.gl/4dwXyZ\nFollow on Twitter: https://goo.gl/GbrmQM\nFollow on Instagram: https://goo.gl/s1w4up\nFollow on LinkedIn: https://goo.gl/04vRgY\n Good afternoon, everyone',
1.2726599069534834),
(u'News and Entertainment in the Digital Age: A Vast Wasteland Revisited',
u'In 1961, Newt Minow \u2014 then Chairman of the Federal Communications Commission \u2014 delivered a landmark speech to the National Association of Broadcasters on "Television and the Public Interest," in which he described television programming as a "vast wasteland" and advocated for public interest programming. Fifty years later Newt Minow \u2014 and a slate of distinguished guests \u2014 reflect upon the changed landscape of television and dramatic shifts in the broader media ecosystem, and identify lessons learned that may help to offer insight into the next 50 years of media and public discourse. \n\nGuests include Harvard Law School Dean Martha Minow, Ann Marie Lipinski of the Nieman Foundation, Jonathan Alter of Bloomberg View, Yochai Benkler of Harvard Law School, as well as Terry Fisher, Yochai Benkler, John Palfrey, and Jonathan Zittrain of Harvard Law School. Other respondents include acclaimed historian Doris Kearns Goodwin, Susan Crawford of Cardozo School of Law, Perry Hewitt of Harvard University, Ellen Goodman of Rutgers University School of Law - Camden, Virginia Heffernan of the New York Times, Former Chairman of the FCC Reed Hundt, Former Chairman of the FCC Kevin Martin, Nicholas Negroponte of One Laptop per Child, Ethan Zuckerman of C4/Berkman Center.\n\nMore about this event here: http://cyber.law.harvard.edu/events/2011/09/vastwasteland\n\nCC licensed image courtesy of: http://www.flickr.com/photos/41836833@N06/4935804220/#/',
u'2011,09,12,wasteland640\nNews and Entertainment in the Digital Age: A Vast Wasteland Revisited\nIn 1961, Newt Minow \u2014 then Chairman of the Federal Communications Commission \u2014 delivered a landmark speech to the National Association of Broadcasters on "T',
1.2726599069534834),
(u'Was It Something I Ate? -- Longwood Seminar',
u'Are the foods we eat making us sick? The occurrence of allergic disease is skyrocketing and some estimate that as many as one in five Americans have an allergic condition, including reactions to foods. This seminar aims to improve our understanding of food allergies and intolerances, and explain how our modern diet may be contributing to a rise in these kinds of autoimmune disorders.\n\nTo learn more about the Longwood Seminars, go to http://hms.harvard.edu/news/longwood-seminars',
u'\nWas It Something I Ate? -- Longwood Seminar\nAre the foods we eat making us sick? The occurrence of allergic disease is skyrocketing and some estimate that as many as one in five Americans have an allergic condition, including reactions to foods. Thi',
1.260376595191629),
(u'CS50 2016 - Week 11 at Yale - The End',
u'00:00:00 - Life Beyond CS50\n00:02:16 - Computer Graphics\n00:07:47 - Sensing Data\n00:13:31 - Noisy Data\n00:19:00 - Systems\n00:25:00 - This was CS50.\n00:25:58 - We Suck\n00:32:49 - Bob the Bear\n00:35:22 - Cat Goes 2 Yale\n00:37:13 - Stop the Freshman (Star Wars Edition)\n00:39:08 - Student Shout-Outs\n00:41:32 - CS50 Outros Explained\n00:43:58 - Yale Staff Shout-Outs\n00:51:42 - Input to Output\n00:52:42 - Final Events\n00:54:50 - Family Feud\n01:03:16 - Concluding Remarks\n01:06:54 - Outro',
u'cs50,harvard,computer,science,david,j.,malan\nCS50 2016 - Week 11 at Yale - The End\n00:00:00 - Life Beyond CS50\n00:02:16 - Computer Graphics\n00:07:47 - Sensing Data\n00:13:31 - Noisy Data\n00:19:00 - Systems\n00:25:00 - This was CS50.\n00:25:58 - We Suck\n',
1.2423851552164604),
(u'CS50 VR 2016 - Week 11 at Yale - The End',
u'This is Week 11 of CS50 2016 at Yale in 360\xba stereoscopic VR, shot on Nokia OZO. For the 2D version of Week 11 at Yale, see https://youtu.be/8uqy0oIkm2E.\n\n00:00:00 - Life Beyond CS50\n00:02:16 - Computer Graphics\n00:07:47 - Sensing Data\n00:13:31 - Noisy Data\n00:19:00 - Systems\n00:25:00 - This was CS50.\n00:25:58 - We Suck\n00:32:49 - Bob the Bear\n00:35:22 - Cat Goes 2 Yale\n00:37:13 - Stop the Freshman (Star Wars Edition)\n00:39:08 - Student Shout-Outs\n00:41:32 - CS50 Outros Explained\n00:43:58 - Yale Staff Shout-Outs\n00:51:42 - Input to Output\n00:52:42 - Final Events\n00:54:50 - Family Feud\n01:03:16 - Concluding Remarks\n01:06:54 - Outro',
u'cs50,harvard,computer,science,david,j.,malan\nCS50 VR 2016 - Week 11 at Yale - The End\nThis is Week 11 of CS50 2016 at Yale in 360\xba stereoscopic VR, shot on Nokia OZO. For the 2D version of Week 11 at Yale, see https://youtu.be/8uqy0oIkm2E.\n\n00:00:00 ',
1.2423851552164604),
(u'Cambridge Talks IX: "Inscriptions of Power; Spaces, Institutions, and Crisis" Part 2',
u'Over two days, fostering dialogue between social scientists and spatial thinkers, an interdisciplinary gathering of scholars will explore the relationship between physical and institutional structures. How is institutional power manifested in the built environment? How does space bear the mark of bureaucratic networks, typological assumptions, lived experiences? How are different forms of power\u2014aesthetic, political, economic, even insurgent\u2014made manifest across boundaries and scales? The keynote lecture, at 6:30 on 4/2, is by Reinhold Martin, author of The Organizational Complex (MIT Press, 2001). Cambridge Talks is the annual conference organized by students in the PhD Program at Harvard GSD.',
u'gsd\nCambridge Talks IX: "Inscriptions of Power; Spaces, Institutions, and Crisis" Part 2\nOver two days, fostering dialogue between social scientists and spatial thinkers, an interdisciplinary gathering of scholars will explore the relationship betwee',
1.1706397893394156),
(u'Taking It All In: Environmental toxins and your health \u2014 Longwood Seminar',
u'Chemicals are used in plastics, furniture, cosmetics and even in the foods we eat, while other pollutants contaminate our air and water. But do you know how these environmental exposures impact your health? Harvard Medical School researchers present the data behind this silent threat to your health.',
u'\nTaking It All In: Environmental toxins and your health \u2014 Longwood Seminar\nChemicals are used in plastics, furniture, cosmetics and even in the foods we eat, while other pollutants contaminate our air and water. But do you know how these environmenta',
1.1049305988853713),
(u'CS50 VR 2016 - Week 0 at Yale - Scratch',
u"This is Week 0 of CS50 2016 at Yale in 360\xba stereoscopic VR, shot on Nokia OZO. For the 2D version of Week 0 at Yale, see https://youtu.be/z6qATR0VLnk.\n\n00:00:00 - Introductions\n00:02:46 - This is CS50.\n00:06:50 - Problem Solving\n00:08:55 - Introducing Binary\n00:15:48 - ASCII\n00:18:03 - RGB\n00:20:12 - Finding Mike Smith\n00:27:38 - Good Algorithms\n00:32:03 - Course Overview\n00:40:27 - Staff Introductions\n00:45:26 - Staff Video\n00:47:15 - Introducing Scratch\n00:51:43 - The Scratch Editor\n00:53:13 - Meowing\n00:56:18 - Moving\n00:59:25 - pet the cat\n01:00:40 - threads\n01:02:40 - events\n01:03:22 - hi hi hi\n01:04:12 - Pok\xe9mon Go\n01:07:05 - Ivy's Hardest Game (Remix)\n01:12:12 - Closing Remarks\n01:12:44 - Teaser Video\n01:14:40 - Outro",
u'cs50,harvard,computer,science,david,j.,malan\nCS50 VR 2016 - Week 0 at Yale - Scratch\nThis is Week 0 of CS50 2016 at Yale in 360\xba stereoscopic VR, shot on Nokia OZO. For the 2D version of Week 0 at Yale, see https://youtu.be/z6qATR0VLnk.\n\n00:00:00 - I',
0.9477335186302368),
(u'CS50 2016 - Week 0 at Yale - Scratch',
u"00:00:00 - Introductions\n00:02:46 - This is CS50.\n00:06:50 - Problem Solving\n00:08:55 - Introducing Binary\n00:15:48 - ASCII\n00:18:03 - RGB\n00:20:12 - Finding Mike Smith\n00:27:38 - Good Algorithms\n00:32:03 - Course Overview\n00:40:27 - Staff Introductions\n00:45:26 - Staff Video\n00:47:15 - Introducing Scratch\n00:51:43 - The Scratch Editor\n00:53:13 - Meowing\n00:56:18 - Moving\n00:59:25 - pet the cat\n01:00:40 - threads\n01:02:40 - events\n01:03:22 - hi hi hi\n01:04:12 - Pok\xe9mon Go\n01:07:05 - Ivy's Hardest Game (Remix)\n01:12:12 - Closing Remarks\n01:12:44 - Teaser Video\n01:14:40 - Outro",
u'cs50,harvard,computer,science,david,j.,malan\nCS50 2016 - Week 0 at Yale - Scratch\n00:00:00 - Introductions\n00:02:46 - This is CS50.\n00:06:50 - Problem Solving\n00:08:55 - Introducing Binary\n00:15:48 - ASCII\n00:18:03 - RGB\n00:20:12 - Finding Mike Smith',
0.9477335186302368),
(u'CS50 2016 Week 0 at Yale (pre-release)',
u'',
u"cs50,harvard,computer,science,david,j.,malan\nCS50 2016 Week 0 at Yale (pre-release)\n\n >> [BACKGROUND NOISE] Does it work? PATRICK REBESCHINI: We can get started. OK. Great. Let's get started. So it is my greatest pleasure to welcome you all here ",
0.9477335186302368),
(u'Doctoral Program Conference: #decoding, Session 1, Unsettling',
u'3/11/16\nPower inscribes order on space through codes. Bureaucratic codes measure and normalize dynamic ecologies and constitute the substrate of any infrastructural system, organization, and praxis. They striate space and punctuate time to increase efficiency, maximize profit, reduce risk, and maintain order in cultural, social, economic, and political spheres. #decoding gauges the agency of spatial practices in relation to the challenges and capacities prompted by codes and protocols. Organized by students in the Doctor of Design Studies program, this conference investigates the impact of codes, concerned with mapping of environments, demarcation of legal territories, operational protocols of logistics and risk management, and codes of building and subtraction. By exposing the spatial and socio-cultural implications of micro-politics embedded in the hidden codes and protocols, we speculate about the potential agency of design practices mediating between processes of normalization, and the live, complex, and unpredictable ecologies of human habitation.',
u'\nDoctoral Program Conference: #decoding, Session 1, Unsettling\n3/11/16\nPower inscribes order on space through codes. Bureaucratic codes measure and normalize dynamic ecologies and constitute the substrate of any infrastructural system, organization, ',
0.8042850787202542),
(u'Symposium on Architecture: Organization or Design?',
u'10/15/2015\rFrom cybernetics to systems theory to present-day parametricism, organization has haunted the architectural imagination. Today, many debates about design practice center on data. Given the pervasiveness of information in the material, spatial, formal, and programmatic forms of organization that today\u2019s designer must confront\u2014in objects, networks, and genealogies\u2014the obsession with data is hardly surprising. But data has no intrinsic bearing on the architectural process or its products. It is; how data is organized\u2014acquired, quantified, represented, processed, and manipulated\u2014is what differentiates design outcomes.',
u'symposium\nSymposium on Architecture: Organization or Design?\n10/15/2015\rFrom cybernetics to systems theory to present-day parametricism, organization has haunted the architectural imagination. Today, many debates about design practice center on data.',
0.6760770420095273)]
Content source: hathix/searchbetter
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